2023-11-22 13:01:35,496 - 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+21ff786 ------------------------------------------------------------ 2023-11-22 13:01:37,653 - mmdet - INFO - Distributed training: True 2023-11-22 13:01:39,872 - 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=2, 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=0.0001, weight_decay=0.05, paramwise_cfg=dict(custom_keys=dict(backbone=dict(lr_mult=0.1)))) 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/lizhiqi/flash_intern_l_wd_nsmx.pth' norm_cfg = dict(type='LN', requires_grad=True) model = dict( type='DINO', backbone=dict( type='Flash_InternImage_nsmx2', core_op='FlashDCNv3', channels=160, depths=[5, 5, 22, 5], groups=[10, 20, 40, 80], mlp_ratio=4.0, drop_path_rate=0.4, norm_layer='LN', layer_scale=1.0, offset_scale=2.0, post_norm=True, with_cp=True, op_bias=True, out_indices=(1, 2, 3), init_cfg=dict( type='Pretrained', checkpoint='/mnt/petrelfs/lizhiqi/flash_intern_l_wd_nsmx.pth')), neck=dict( type='ChannelMapper', in_channels=[320, 640, 1280], 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_l_1x_coco_lw_2x8_nsmx' auto_resume = False gpu_ids = range(0, 8) 2023-11-22 13:01:45,136 - mmdet - INFO - Set random seed to 1655305599, deterministic: False 2023-11-22 13:01:45,137 - mmdet - INFO - using core type: FlashDCNv3 2023-11-22 13:01:45,137 - mmdet - INFO - using activation layer: GELU 2023-11-22 13:01:45,137 - mmdet - INFO - using main norm layer: LN 2023-11-22 13:01:45,137 - mmdet - INFO - using dpr: linear, 0.4 2023-11-22 13:01:45,137 - mmdet - INFO - level2_post_norm: False 2023-11-22 13:01:45,137 - mmdet - INFO - level2_post_norm_block_ids: None 2023-11-22 13:01:45,137 - mmdet - INFO - res_post_norm: False 2023-11-22 13:01:48,537 - mmdet - INFO - load checkpoint from local path: /mnt/petrelfs/lizhiqi/flash_intern_l_wd_nsmx.pth 2023-11-22 13:01:50,865 - 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']) 2023-11-22 13:01:50,982 - 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([80, 3, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.patch_embed.conv1.bias - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.patch_embed.norm1.1.weight - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.patch_embed.norm1.1.bias - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.patch_embed.conv2.weight - torch.Size([160, 80, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.patch_embed.conv2.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.patch_embed.norm2.1.weight - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.patch_embed.norm2.1.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.0.gamma1 - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.0.gamma2 - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.0.norm1.0.weight - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.0.norm1.0.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.0.dcn.offset_mask_dw.weight - torch.Size([160, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.0.dcn.offset_mask_dw.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.0.dcn.offset_mask.weight - torch.Size([270, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.0.dcn.offset_mask.bias - torch.Size([270]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.0.dcn.value_proj.weight - torch.Size([160, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.0.dcn.value_proj.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.0.dcn.output_proj.weight - torch.Size([160, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.0.dcn.output_proj.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.0.norm2.0.weight - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.0.norm2.0.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.0.mlp.fc1.weight - torch.Size([640, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.0.mlp.fc1.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.0.mlp.fc2.weight - torch.Size([160, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.0.mlp.fc2.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.1.gamma1 - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.1.gamma2 - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.1.norm1.0.weight - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.1.norm1.0.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.1.dcn.offset_mask_dw.weight - torch.Size([160, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.1.dcn.offset_mask_dw.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.1.dcn.offset_mask.weight - torch.Size([270, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.1.dcn.offset_mask.bias - torch.Size([270]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.1.dcn.value_proj.weight - torch.Size([160, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.1.dcn.value_proj.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.1.dcn.output_proj.weight - torch.Size([160, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.1.dcn.output_proj.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.1.norm2.0.weight - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.1.norm2.0.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.1.mlp.fc1.weight - torch.Size([640, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.1.mlp.fc1.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.1.mlp.fc2.weight - torch.Size([160, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.1.mlp.fc2.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.2.gamma1 - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.2.gamma2 - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.2.norm1.0.weight - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.2.norm1.0.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.2.dcn.offset_mask_dw.weight - torch.Size([160, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.2.dcn.offset_mask_dw.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.2.dcn.offset_mask.weight - torch.Size([270, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.2.dcn.offset_mask.bias - torch.Size([270]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.2.dcn.value_proj.weight - torch.Size([160, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.2.dcn.value_proj.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.2.dcn.output_proj.weight - torch.Size([160, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.2.dcn.output_proj.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.2.norm2.0.weight - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.2.norm2.0.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.2.mlp.fc1.weight - torch.Size([640, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.2.mlp.fc1.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.2.mlp.fc2.weight - torch.Size([160, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.2.mlp.fc2.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.3.gamma1 - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.3.gamma2 - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.3.norm1.0.weight - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.3.norm1.0.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.3.dcn.offset_mask_dw.weight - torch.Size([160, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.3.dcn.offset_mask_dw.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.3.dcn.offset_mask.weight - torch.Size([270, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.3.dcn.offset_mask.bias - torch.Size([270]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.3.dcn.value_proj.weight - torch.Size([160, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.3.dcn.value_proj.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.3.dcn.output_proj.weight - torch.Size([160, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.3.dcn.output_proj.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.3.norm2.0.weight - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.3.norm2.0.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.3.mlp.fc1.weight - torch.Size([640, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.3.mlp.fc1.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.3.mlp.fc2.weight - torch.Size([160, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.3.mlp.fc2.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.4.gamma1 - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.4.gamma2 - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.4.norm1.0.weight - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.4.norm1.0.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.4.dcn.offset_mask_dw.weight - torch.Size([160, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.4.dcn.offset_mask_dw.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.4.dcn.offset_mask.weight - torch.Size([270, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.4.dcn.offset_mask.bias - torch.Size([270]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.4.dcn.value_proj.weight - torch.Size([160, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.4.dcn.value_proj.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.4.dcn.output_proj.weight - torch.Size([160, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.4.dcn.output_proj.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.4.norm2.0.weight - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.4.norm2.0.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.4.mlp.fc1.weight - torch.Size([640, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.4.mlp.fc1.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.4.mlp.fc2.weight - torch.Size([160, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.blocks.4.mlp.fc2.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.downsample.conv.weight - torch.Size([320, 160, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.downsample.norm.1.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.0.downsample.norm.1.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.0.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.0.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.0.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.0.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.0.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.0.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.0.dcn.offset_mask.weight - torch.Size([540, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.0.dcn.offset_mask.bias - torch.Size([540]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.0.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.0.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.0.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.0.dcn.output_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.0.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.0.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.0.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.0.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.0.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.0.mlp.fc2.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.1.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.1.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.1.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.1.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.1.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.1.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.1.dcn.offset_mask.weight - torch.Size([540, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.1.dcn.offset_mask.bias - torch.Size([540]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.1.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.1.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.1.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.1.dcn.output_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.1.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.1.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.1.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.1.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.1.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.1.mlp.fc2.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.2.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.2.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.2.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.2.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.2.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.2.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.2.dcn.offset_mask.weight - torch.Size([540, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.2.dcn.offset_mask.bias - torch.Size([540]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.2.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.2.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.2.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.2.dcn.output_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.2.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.2.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.2.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.2.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.2.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.2.mlp.fc2.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.3.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.3.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.3.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.3.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.3.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.3.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.3.dcn.offset_mask.weight - torch.Size([540, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.3.dcn.offset_mask.bias - torch.Size([540]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.3.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.3.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.3.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.3.dcn.output_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.3.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.3.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.3.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.3.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.3.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.3.mlp.fc2.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.4.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.4.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.4.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.4.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.4.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.4.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.4.dcn.offset_mask.weight - torch.Size([540, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.4.dcn.offset_mask.bias - torch.Size([540]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.4.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.4.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.4.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.4.dcn.output_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.4.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.4.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.4.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.4.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.4.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.blocks.4.mlp.fc2.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.downsample.conv.weight - torch.Size([640, 320, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.downsample.norm.1.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.1.downsample.norm.1.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.0.gamma1 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.0.gamma2 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.0.norm1.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.0.norm1.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.0.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.0.dcn.offset_mask_dw.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.0.dcn.offset_mask.weight - torch.Size([1080, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.0.dcn.offset_mask.bias - torch.Size([1080]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.0.dcn.value_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.0.dcn.value_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.0.dcn.output_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.0.dcn.output_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.0.norm2.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.0.norm2.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.0.mlp.fc1.weight - torch.Size([2560, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.0.mlp.fc1.bias - torch.Size([2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.0.mlp.fc2.weight - torch.Size([640, 2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.0.mlp.fc2.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.1.gamma1 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.1.gamma2 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.1.norm1.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.1.norm1.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.1.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.1.dcn.offset_mask_dw.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.1.dcn.offset_mask.weight - torch.Size([1080, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.1.dcn.offset_mask.bias - torch.Size([1080]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.1.dcn.value_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.1.dcn.value_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.1.dcn.output_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.1.dcn.output_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.1.norm2.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.1.norm2.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.1.mlp.fc1.weight - torch.Size([2560, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.1.mlp.fc1.bias - torch.Size([2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.1.mlp.fc2.weight - torch.Size([640, 2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.1.mlp.fc2.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.2.gamma1 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.2.gamma2 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.2.norm1.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.2.norm1.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.2.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.2.dcn.offset_mask_dw.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.2.dcn.offset_mask.weight - torch.Size([1080, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.2.dcn.offset_mask.bias - torch.Size([1080]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.2.dcn.value_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.2.dcn.value_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.2.dcn.output_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.2.dcn.output_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.2.norm2.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.2.norm2.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.2.mlp.fc1.weight - torch.Size([2560, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.2.mlp.fc1.bias - torch.Size([2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.2.mlp.fc2.weight - torch.Size([640, 2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.2.mlp.fc2.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.3.gamma1 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.3.gamma2 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.3.norm1.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.3.norm1.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.3.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.3.dcn.offset_mask_dw.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.3.dcn.offset_mask.weight - torch.Size([1080, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.3.dcn.offset_mask.bias - torch.Size([1080]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.3.dcn.value_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.3.dcn.value_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.3.dcn.output_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.3.dcn.output_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.3.norm2.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.3.norm2.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.3.mlp.fc1.weight - torch.Size([2560, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.3.mlp.fc1.bias - torch.Size([2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.3.mlp.fc2.weight - torch.Size([640, 2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.3.mlp.fc2.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.4.gamma1 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.4.gamma2 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.4.norm1.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.4.norm1.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.4.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.4.dcn.offset_mask_dw.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.4.dcn.offset_mask.weight - torch.Size([1080, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.4.dcn.offset_mask.bias - torch.Size([1080]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.4.dcn.value_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.4.dcn.value_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.4.dcn.output_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.4.dcn.output_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.4.norm2.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.4.norm2.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.4.mlp.fc1.weight - torch.Size([2560, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.4.mlp.fc1.bias - torch.Size([2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.4.mlp.fc2.weight - torch.Size([640, 2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.4.mlp.fc2.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.5.gamma1 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.5.gamma2 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.5.norm1.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.5.norm1.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.5.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.5.dcn.offset_mask_dw.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.5.dcn.offset_mask.weight - torch.Size([1080, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.5.dcn.offset_mask.bias - torch.Size([1080]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.5.dcn.value_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.5.dcn.value_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.5.dcn.output_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.5.dcn.output_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.5.norm2.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.5.norm2.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.5.mlp.fc1.weight - torch.Size([2560, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.5.mlp.fc1.bias - torch.Size([2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.5.mlp.fc2.weight - torch.Size([640, 2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.5.mlp.fc2.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.6.gamma1 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.6.gamma2 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.6.norm1.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.6.norm1.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.6.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.6.dcn.offset_mask_dw.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.6.dcn.offset_mask.weight - torch.Size([1080, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.6.dcn.offset_mask.bias - torch.Size([1080]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.6.dcn.value_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.6.dcn.value_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.6.dcn.output_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.6.dcn.output_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.6.norm2.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.6.norm2.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.6.mlp.fc1.weight - torch.Size([2560, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.6.mlp.fc1.bias - torch.Size([2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.6.mlp.fc2.weight - torch.Size([640, 2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.6.mlp.fc2.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.7.gamma1 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.7.gamma2 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.7.norm1.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.7.norm1.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.7.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.7.dcn.offset_mask_dw.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.7.dcn.offset_mask.weight - torch.Size([1080, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.7.dcn.offset_mask.bias - torch.Size([1080]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.7.dcn.value_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.7.dcn.value_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.7.dcn.output_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.7.dcn.output_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.7.norm2.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.7.norm2.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.7.mlp.fc1.weight - torch.Size([2560, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.7.mlp.fc1.bias - torch.Size([2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.7.mlp.fc2.weight - torch.Size([640, 2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.7.mlp.fc2.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.8.gamma1 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.8.gamma2 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.8.norm1.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.8.norm1.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.8.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.8.dcn.offset_mask_dw.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.8.dcn.offset_mask.weight - torch.Size([1080, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.8.dcn.offset_mask.bias - torch.Size([1080]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.8.dcn.value_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.8.dcn.value_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.8.dcn.output_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.8.dcn.output_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.8.norm2.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.8.norm2.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.8.mlp.fc1.weight - torch.Size([2560, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.8.mlp.fc1.bias - torch.Size([2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.8.mlp.fc2.weight - torch.Size([640, 2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.8.mlp.fc2.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.9.gamma1 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.9.gamma2 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.9.norm1.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.9.norm1.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.9.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.9.dcn.offset_mask_dw.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.9.dcn.offset_mask.weight - torch.Size([1080, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.9.dcn.offset_mask.bias - torch.Size([1080]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.9.dcn.value_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.9.dcn.value_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.9.dcn.output_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.9.dcn.output_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.9.norm2.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.9.norm2.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.9.mlp.fc1.weight - torch.Size([2560, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.9.mlp.fc1.bias - torch.Size([2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.9.mlp.fc2.weight - torch.Size([640, 2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.9.mlp.fc2.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.10.gamma1 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.10.gamma2 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.10.norm1.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.10.norm1.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.10.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.10.dcn.offset_mask_dw.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.10.dcn.offset_mask.weight - torch.Size([1080, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.10.dcn.offset_mask.bias - torch.Size([1080]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.10.dcn.value_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.10.dcn.value_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.10.dcn.output_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.10.dcn.output_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.10.norm2.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.10.norm2.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.10.mlp.fc1.weight - torch.Size([2560, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.10.mlp.fc1.bias - torch.Size([2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.10.mlp.fc2.weight - torch.Size([640, 2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.10.mlp.fc2.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.11.gamma1 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.11.gamma2 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.11.norm1.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.11.norm1.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.11.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.11.dcn.offset_mask_dw.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.11.dcn.offset_mask.weight - torch.Size([1080, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.11.dcn.offset_mask.bias - torch.Size([1080]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.11.dcn.value_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.11.dcn.value_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.11.dcn.output_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.11.dcn.output_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.11.norm2.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.11.norm2.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.11.mlp.fc1.weight - torch.Size([2560, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.11.mlp.fc1.bias - torch.Size([2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.11.mlp.fc2.weight - torch.Size([640, 2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.11.mlp.fc2.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.12.gamma1 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.12.gamma2 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.12.norm1.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.12.norm1.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.12.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.12.dcn.offset_mask_dw.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.12.dcn.offset_mask.weight - torch.Size([1080, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.12.dcn.offset_mask.bias - torch.Size([1080]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.12.dcn.value_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.12.dcn.value_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.12.dcn.output_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.12.dcn.output_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.12.norm2.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.12.norm2.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.12.mlp.fc1.weight - torch.Size([2560, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.12.mlp.fc1.bias - torch.Size([2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.12.mlp.fc2.weight - torch.Size([640, 2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.12.mlp.fc2.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.13.gamma1 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.13.gamma2 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.13.norm1.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.13.norm1.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.13.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.13.dcn.offset_mask_dw.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.13.dcn.offset_mask.weight - torch.Size([1080, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.13.dcn.offset_mask.bias - torch.Size([1080]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.13.dcn.value_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.13.dcn.value_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.13.dcn.output_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.13.dcn.output_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.13.norm2.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.13.norm2.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.13.mlp.fc1.weight - torch.Size([2560, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.13.mlp.fc1.bias - torch.Size([2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.13.mlp.fc2.weight - torch.Size([640, 2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.13.mlp.fc2.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.14.gamma1 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.14.gamma2 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.14.norm1.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.14.norm1.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.14.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.14.dcn.offset_mask_dw.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.14.dcn.offset_mask.weight - torch.Size([1080, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.14.dcn.offset_mask.bias - torch.Size([1080]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.14.dcn.value_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.14.dcn.value_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.14.dcn.output_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.14.dcn.output_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.14.norm2.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.14.norm2.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.14.mlp.fc1.weight - torch.Size([2560, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.14.mlp.fc1.bias - torch.Size([2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.14.mlp.fc2.weight - torch.Size([640, 2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.14.mlp.fc2.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.15.gamma1 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.15.gamma2 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.15.norm1.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.15.norm1.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.15.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.15.dcn.offset_mask_dw.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.15.dcn.offset_mask.weight - torch.Size([1080, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.15.dcn.offset_mask.bias - torch.Size([1080]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.15.dcn.value_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.15.dcn.value_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.15.dcn.output_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.15.dcn.output_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.15.norm2.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.15.norm2.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.15.mlp.fc1.weight - torch.Size([2560, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.15.mlp.fc1.bias - torch.Size([2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.15.mlp.fc2.weight - torch.Size([640, 2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.15.mlp.fc2.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.16.gamma1 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.16.gamma2 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.16.norm1.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.16.norm1.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.16.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.16.dcn.offset_mask_dw.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.16.dcn.offset_mask.weight - torch.Size([1080, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.16.dcn.offset_mask.bias - torch.Size([1080]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.16.dcn.value_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.16.dcn.value_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.16.dcn.output_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.16.dcn.output_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.16.norm2.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.16.norm2.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.16.mlp.fc1.weight - torch.Size([2560, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.16.mlp.fc1.bias - torch.Size([2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.16.mlp.fc2.weight - torch.Size([640, 2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.16.mlp.fc2.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.17.gamma1 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.17.gamma2 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.17.norm1.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.17.norm1.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.17.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.17.dcn.offset_mask_dw.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.17.dcn.offset_mask.weight - torch.Size([1080, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.17.dcn.offset_mask.bias - torch.Size([1080]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.17.dcn.value_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.17.dcn.value_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.17.dcn.output_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.17.dcn.output_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.17.norm2.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.17.norm2.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.17.mlp.fc1.weight - torch.Size([2560, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.17.mlp.fc1.bias - torch.Size([2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.17.mlp.fc2.weight - torch.Size([640, 2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.17.mlp.fc2.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.18.gamma1 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.18.gamma2 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.18.norm1.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.18.norm1.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.18.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.18.dcn.offset_mask_dw.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.18.dcn.offset_mask.weight - torch.Size([1080, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.18.dcn.offset_mask.bias - torch.Size([1080]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.18.dcn.value_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.18.dcn.value_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.18.dcn.output_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.18.dcn.output_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.18.norm2.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.18.norm2.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.18.mlp.fc1.weight - torch.Size([2560, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.18.mlp.fc1.bias - torch.Size([2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.18.mlp.fc2.weight - torch.Size([640, 2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.18.mlp.fc2.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.19.gamma1 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.19.gamma2 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.19.norm1.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.19.norm1.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.19.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.19.dcn.offset_mask_dw.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.19.dcn.offset_mask.weight - torch.Size([1080, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.19.dcn.offset_mask.bias - torch.Size([1080]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.19.dcn.value_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.19.dcn.value_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.19.dcn.output_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.19.dcn.output_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.19.norm2.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.19.norm2.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.19.mlp.fc1.weight - torch.Size([2560, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.19.mlp.fc1.bias - torch.Size([2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.19.mlp.fc2.weight - torch.Size([640, 2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.19.mlp.fc2.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.20.gamma1 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.20.gamma2 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.20.norm1.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.20.norm1.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.20.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.20.dcn.offset_mask_dw.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.20.dcn.offset_mask.weight - torch.Size([1080, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.20.dcn.offset_mask.bias - torch.Size([1080]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.20.dcn.value_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.20.dcn.value_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.20.dcn.output_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.20.dcn.output_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.20.norm2.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.20.norm2.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.20.mlp.fc1.weight - torch.Size([2560, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.20.mlp.fc1.bias - torch.Size([2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.20.mlp.fc2.weight - torch.Size([640, 2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.20.mlp.fc2.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.21.gamma1 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.21.gamma2 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.21.norm1.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.21.norm1.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.21.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.21.dcn.offset_mask_dw.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.21.dcn.offset_mask.weight - torch.Size([1080, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.21.dcn.offset_mask.bias - torch.Size([1080]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.21.dcn.value_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.21.dcn.value_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.21.dcn.output_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.21.dcn.output_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.21.norm2.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.21.norm2.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.21.mlp.fc1.weight - torch.Size([2560, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.21.mlp.fc1.bias - torch.Size([2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.21.mlp.fc2.weight - torch.Size([640, 2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.blocks.21.mlp.fc2.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.downsample.conv.weight - torch.Size([1280, 640, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.downsample.norm.1.weight - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.2.downsample.norm.1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.0.gamma1 - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.0.gamma2 - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.0.norm1.0.weight - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.0.norm1.0.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.0.dcn.offset_mask_dw.weight - torch.Size([1280, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.0.dcn.offset_mask_dw.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.0.dcn.offset_mask.weight - torch.Size([2160, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.0.dcn.offset_mask.bias - torch.Size([2160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.0.dcn.value_proj.weight - torch.Size([1280, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.0.dcn.value_proj.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.0.dcn.output_proj.weight - torch.Size([1280, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.0.dcn.output_proj.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.0.norm2.0.weight - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.0.norm2.0.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.0.mlp.fc1.weight - torch.Size([5120, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.0.mlp.fc1.bias - torch.Size([5120]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.0.mlp.fc2.weight - torch.Size([1280, 5120]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.0.mlp.fc2.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.1.gamma1 - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.1.gamma2 - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.1.norm1.0.weight - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.1.norm1.0.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.1.dcn.offset_mask_dw.weight - torch.Size([1280, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.1.dcn.offset_mask_dw.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.1.dcn.offset_mask.weight - torch.Size([2160, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.1.dcn.offset_mask.bias - torch.Size([2160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.1.dcn.value_proj.weight - torch.Size([1280, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.1.dcn.value_proj.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.1.dcn.output_proj.weight - torch.Size([1280, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.1.dcn.output_proj.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.1.norm2.0.weight - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.1.norm2.0.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.1.mlp.fc1.weight - torch.Size([5120, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.1.mlp.fc1.bias - torch.Size([5120]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.1.mlp.fc2.weight - torch.Size([1280, 5120]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.1.mlp.fc2.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.2.gamma1 - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.2.gamma2 - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.2.norm1.0.weight - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.2.norm1.0.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.2.dcn.offset_mask_dw.weight - torch.Size([1280, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.2.dcn.offset_mask_dw.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.2.dcn.offset_mask.weight - torch.Size([2160, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.2.dcn.offset_mask.bias - torch.Size([2160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.2.dcn.value_proj.weight - torch.Size([1280, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.2.dcn.value_proj.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.2.dcn.output_proj.weight - torch.Size([1280, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.2.dcn.output_proj.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.2.norm2.0.weight - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.2.norm2.0.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.2.mlp.fc1.weight - torch.Size([5120, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.2.mlp.fc1.bias - torch.Size([5120]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.2.mlp.fc2.weight - torch.Size([1280, 5120]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.2.mlp.fc2.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.3.gamma1 - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.3.gamma2 - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.3.norm1.0.weight - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.3.norm1.0.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.3.dcn.offset_mask_dw.weight - torch.Size([1280, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.3.dcn.offset_mask_dw.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.3.dcn.offset_mask.weight - torch.Size([2160, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.3.dcn.offset_mask.bias - torch.Size([2160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.3.dcn.value_proj.weight - torch.Size([1280, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.3.dcn.value_proj.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.3.dcn.output_proj.weight - torch.Size([1280, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.3.dcn.output_proj.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.3.norm2.0.weight - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.3.norm2.0.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.3.mlp.fc1.weight - torch.Size([5120, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.3.mlp.fc1.bias - torch.Size([5120]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.3.mlp.fc2.weight - torch.Size([1280, 5120]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.3.mlp.fc2.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.4.gamma1 - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.4.gamma2 - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.4.norm1.0.weight - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.4.norm1.0.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.4.dcn.offset_mask_dw.weight - torch.Size([1280, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.4.dcn.offset_mask_dw.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.4.dcn.offset_mask.weight - torch.Size([2160, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.4.dcn.offset_mask.bias - torch.Size([2160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.4.dcn.value_proj.weight - torch.Size([1280, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.4.dcn.value_proj.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.4.dcn.output_proj.weight - torch.Size([1280, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.4.dcn.output_proj.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.4.norm2.0.weight - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.4.norm2.0.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.4.mlp.fc1.weight - torch.Size([5120, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.4.mlp.fc1.bias - torch.Size([5120]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.4.mlp.fc2.weight - torch.Size([1280, 5120]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 backbone.levels.3.blocks.4.mlp.fc2.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx2 neck.convs.0.conv.weight - torch.Size([256, 320, 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, 640, 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, 1280, 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, 1280, 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 2023-11-22 13:01:51,137 - mmdet - INFO - DINO( (backbone): Flash_InternImage_nsmx2( (patch_embed): StemLayer( (conv1): Conv2d(3, 80, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1)) (norm1): Sequential( (0): to_channels_last() (1): LayerNorm((80,), eps=1e-06, elementwise_affine=True) (2): to_channels_first() ) (act): GELU(approximate=none) (conv2): Conv2d(80, 160, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1)) (norm2): Sequential( (0): to_channels_last() (1): LayerNorm((160,), eps=1e-06, elementwise_affine=True) ) ) (pos_drop): Dropout(p=0.0, inplace=False) (levels): ModuleList( (0): InternImageBlock( (blocks): ModuleList( (0): InternImageLayer( (norm1): Sequential( (0): LayerNorm((160,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(160, 160, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=160) (offset_mask): Linear(in_features=160, out_features=270, bias=True) (value_proj): Linear(in_features=160, out_features=160, bias=True) (output_proj): Linear(in_features=160, out_features=160, bias=True) ) (drop_path): Identity() (norm2): Sequential( (0): LayerNorm((160,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=160, out_features=640, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=640, out_features=160, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (1): InternImageLayer( (norm1): Sequential( (0): LayerNorm((160,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(160, 160, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=160) (offset_mask): Linear(in_features=160, out_features=270, bias=True) (value_proj): Linear(in_features=160, out_features=160, bias=True) (output_proj): Linear(in_features=160, out_features=160, bias=True) ) (drop_path): DropPath(drop_prob=0.011) (norm2): Sequential( (0): LayerNorm((160,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=160, out_features=640, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=640, out_features=160, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (2): InternImageLayer( (norm1): Sequential( (0): LayerNorm((160,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(160, 160, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=160) (offset_mask): Linear(in_features=160, out_features=270, bias=True) (value_proj): Linear(in_features=160, out_features=160, bias=True) (output_proj): Linear(in_features=160, out_features=160, bias=True) ) (drop_path): DropPath(drop_prob=0.022) (norm2): Sequential( (0): LayerNorm((160,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=160, out_features=640, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=640, out_features=160, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (3): InternImageLayer( (norm1): Sequential( (0): LayerNorm((160,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(160, 160, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=160) (offset_mask): Linear(in_features=160, out_features=270, bias=True) (value_proj): Linear(in_features=160, out_features=160, bias=True) (output_proj): Linear(in_features=160, out_features=160, bias=True) ) (drop_path): DropPath(drop_prob=0.033) (norm2): Sequential( (0): LayerNorm((160,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=160, out_features=640, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=640, out_features=160, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (4): InternImageLayer( (norm1): Sequential( (0): LayerNorm((160,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(160, 160, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=160) (offset_mask): Linear(in_features=160, out_features=270, bias=True) (value_proj): Linear(in_features=160, out_features=160, bias=True) (output_proj): Linear(in_features=160, out_features=160, bias=True) ) (drop_path): DropPath(drop_prob=0.044) (norm2): Sequential( (0): LayerNorm((160,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=160, out_features=640, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=640, out_features=160, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) ) (downsample): DownsampleLayer( (conv): Conv2d(160, 320, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) (norm): Sequential( (0): to_channels_last() (1): LayerNorm((320,), eps=1e-06, elementwise_affine=True) (2): to_channels_first() ) ) ) (1): InternImageBlock( (blocks): ModuleList( (0): InternImageLayer( (norm1): Sequential( (0): LayerNorm((320,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(320, 320, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=320) (offset_mask): Linear(in_features=320, out_features=540, bias=True) (value_proj): Linear(in_features=320, out_features=320, bias=True) (output_proj): Linear(in_features=320, out_features=320, bias=True) ) (drop_path): DropPath(drop_prob=0.056) (norm2): Sequential( (0): LayerNorm((320,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=320, out_features=1280, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=1280, out_features=320, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (1): InternImageLayer( (norm1): Sequential( (0): LayerNorm((320,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(320, 320, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=320) (offset_mask): Linear(in_features=320, out_features=540, bias=True) (value_proj): Linear(in_features=320, out_features=320, bias=True) (output_proj): Linear(in_features=320, out_features=320, bias=True) ) (drop_path): DropPath(drop_prob=0.067) (norm2): Sequential( (0): LayerNorm((320,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=320, out_features=1280, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=1280, out_features=320, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (2): InternImageLayer( (norm1): Sequential( (0): LayerNorm((320,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(320, 320, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=320) (offset_mask): Linear(in_features=320, out_features=540, bias=True) (value_proj): Linear(in_features=320, out_features=320, bias=True) (output_proj): Linear(in_features=320, out_features=320, bias=True) ) (drop_path): DropPath(drop_prob=0.078) (norm2): Sequential( (0): LayerNorm((320,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=320, out_features=1280, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=1280, out_features=320, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (3): InternImageLayer( (norm1): Sequential( (0): LayerNorm((320,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(320, 320, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=320) (offset_mask): Linear(in_features=320, out_features=540, bias=True) (value_proj): Linear(in_features=320, out_features=320, bias=True) (output_proj): Linear(in_features=320, out_features=320, bias=True) ) (drop_path): DropPath(drop_prob=0.089) (norm2): Sequential( (0): LayerNorm((320,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=320, out_features=1280, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=1280, out_features=320, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (4): InternImageLayer( (norm1): Sequential( (0): LayerNorm((320,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(320, 320, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=320) (offset_mask): Linear(in_features=320, out_features=540, bias=True) (value_proj): Linear(in_features=320, out_features=320, bias=True) (output_proj): Linear(in_features=320, out_features=320, bias=True) ) (drop_path): DropPath(drop_prob=0.100) (norm2): Sequential( (0): LayerNorm((320,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=320, out_features=1280, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=1280, out_features=320, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) ) (downsample): DownsampleLayer( (conv): Conv2d(320, 640, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) (norm): Sequential( (0): to_channels_last() (1): LayerNorm((640,), eps=1e-06, elementwise_affine=True) (2): to_channels_first() ) ) ) (2): InternImageBlock( (blocks): ModuleList( (0): InternImageLayer( (norm1): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(640, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=640) (offset_mask): Linear(in_features=640, out_features=1080, bias=True) (value_proj): Linear(in_features=640, out_features=640, bias=True) (output_proj): Linear(in_features=640, out_features=640, bias=True) ) (drop_path): DropPath(drop_prob=0.111) (norm2): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=640, out_features=2560, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=2560, out_features=640, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (1): InternImageLayer( (norm1): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(640, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=640) (offset_mask): Linear(in_features=640, out_features=1080, bias=True) (value_proj): Linear(in_features=640, out_features=640, bias=True) (output_proj): Linear(in_features=640, out_features=640, bias=True) ) (drop_path): DropPath(drop_prob=0.122) (norm2): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=640, out_features=2560, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=2560, out_features=640, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (2): InternImageLayer( (norm1): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(640, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=640) (offset_mask): Linear(in_features=640, out_features=1080, bias=True) (value_proj): Linear(in_features=640, out_features=640, bias=True) (output_proj): Linear(in_features=640, out_features=640, bias=True) ) (drop_path): DropPath(drop_prob=0.133) (norm2): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=640, out_features=2560, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=2560, out_features=640, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (3): InternImageLayer( (norm1): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(640, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=640) (offset_mask): Linear(in_features=640, out_features=1080, bias=True) (value_proj): Linear(in_features=640, out_features=640, bias=True) (output_proj): Linear(in_features=640, out_features=640, bias=True) ) (drop_path): DropPath(drop_prob=0.144) (norm2): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=640, out_features=2560, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=2560, out_features=640, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (4): InternImageLayer( (norm1): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(640, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=640) (offset_mask): Linear(in_features=640, out_features=1080, bias=True) (value_proj): Linear(in_features=640, out_features=640, bias=True) (output_proj): Linear(in_features=640, out_features=640, bias=True) ) (drop_path): DropPath(drop_prob=0.156) (norm2): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=640, out_features=2560, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=2560, out_features=640, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (5): InternImageLayer( (norm1): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(640, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=640) (offset_mask): Linear(in_features=640, out_features=1080, bias=True) (value_proj): Linear(in_features=640, out_features=640, bias=True) (output_proj): Linear(in_features=640, out_features=640, bias=True) ) (drop_path): DropPath(drop_prob=0.167) (norm2): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=640, out_features=2560, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=2560, out_features=640, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (6): InternImageLayer( (norm1): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(640, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=640) (offset_mask): Linear(in_features=640, out_features=1080, bias=True) (value_proj): Linear(in_features=640, out_features=640, bias=True) (output_proj): Linear(in_features=640, out_features=640, bias=True) ) (drop_path): DropPath(drop_prob=0.178) (norm2): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=640, out_features=2560, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=2560, out_features=640, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (7): InternImageLayer( (norm1): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(640, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=640) (offset_mask): Linear(in_features=640, out_features=1080, bias=True) (value_proj): Linear(in_features=640, out_features=640, bias=True) (output_proj): Linear(in_features=640, out_features=640, bias=True) ) (drop_path): DropPath(drop_prob=0.189) (norm2): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=640, out_features=2560, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=2560, out_features=640, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (8): InternImageLayer( (norm1): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(640, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=640) (offset_mask): Linear(in_features=640, out_features=1080, bias=True) (value_proj): Linear(in_features=640, out_features=640, bias=True) (output_proj): Linear(in_features=640, out_features=640, bias=True) ) (drop_path): DropPath(drop_prob=0.200) (norm2): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=640, out_features=2560, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=2560, out_features=640, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (9): InternImageLayer( (norm1): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(640, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=640) (offset_mask): Linear(in_features=640, out_features=1080, bias=True) (value_proj): Linear(in_features=640, out_features=640, bias=True) (output_proj): Linear(in_features=640, out_features=640, bias=True) ) (drop_path): DropPath(drop_prob=0.211) (norm2): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=640, out_features=2560, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=2560, out_features=640, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (10): InternImageLayer( (norm1): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(640, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=640) (offset_mask): Linear(in_features=640, out_features=1080, bias=True) (value_proj): Linear(in_features=640, out_features=640, bias=True) (output_proj): Linear(in_features=640, out_features=640, bias=True) ) (drop_path): DropPath(drop_prob=0.222) (norm2): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=640, out_features=2560, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=2560, out_features=640, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (11): InternImageLayer( (norm1): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(640, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=640) (offset_mask): Linear(in_features=640, out_features=1080, bias=True) (value_proj): Linear(in_features=640, out_features=640, bias=True) (output_proj): Linear(in_features=640, out_features=640, bias=True) ) (drop_path): DropPath(drop_prob=0.233) (norm2): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=640, out_features=2560, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=2560, out_features=640, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (12): InternImageLayer( (norm1): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(640, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=640) (offset_mask): Linear(in_features=640, out_features=1080, bias=True) (value_proj): Linear(in_features=640, out_features=640, bias=True) (output_proj): Linear(in_features=640, out_features=640, bias=True) ) (drop_path): DropPath(drop_prob=0.244) (norm2): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=640, out_features=2560, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=2560, out_features=640, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (13): InternImageLayer( (norm1): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(640, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=640) (offset_mask): Linear(in_features=640, out_features=1080, bias=True) (value_proj): Linear(in_features=640, out_features=640, bias=True) (output_proj): Linear(in_features=640, out_features=640, bias=True) ) (drop_path): DropPath(drop_prob=0.256) (norm2): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=640, out_features=2560, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=2560, out_features=640, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (14): InternImageLayer( (norm1): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(640, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=640) (offset_mask): Linear(in_features=640, out_features=1080, bias=True) (value_proj): Linear(in_features=640, out_features=640, bias=True) (output_proj): Linear(in_features=640, out_features=640, bias=True) ) (drop_path): DropPath(drop_prob=0.267) (norm2): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=640, out_features=2560, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=2560, out_features=640, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (15): InternImageLayer( (norm1): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(640, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=640) (offset_mask): Linear(in_features=640, out_features=1080, bias=True) (value_proj): Linear(in_features=640, out_features=640, bias=True) (output_proj): Linear(in_features=640, out_features=640, bias=True) ) (drop_path): DropPath(drop_prob=0.278) (norm2): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=640, out_features=2560, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=2560, out_features=640, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (16): InternImageLayer( (norm1): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(640, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=640) (offset_mask): Linear(in_features=640, out_features=1080, bias=True) (value_proj): Linear(in_features=640, out_features=640, bias=True) (output_proj): Linear(in_features=640, out_features=640, bias=True) ) (drop_path): DropPath(drop_prob=0.289) (norm2): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=640, out_features=2560, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=2560, out_features=640, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (17): InternImageLayer( (norm1): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(640, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=640) (offset_mask): Linear(in_features=640, out_features=1080, bias=True) (value_proj): Linear(in_features=640, out_features=640, bias=True) (output_proj): Linear(in_features=640, out_features=640, bias=True) ) (drop_path): DropPath(drop_prob=0.300) (norm2): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=640, out_features=2560, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=2560, out_features=640, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (18): InternImageLayer( (norm1): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(640, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=640) (offset_mask): Linear(in_features=640, out_features=1080, bias=True) (value_proj): Linear(in_features=640, out_features=640, bias=True) (output_proj): Linear(in_features=640, out_features=640, bias=True) ) (drop_path): DropPath(drop_prob=0.311) (norm2): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=640, out_features=2560, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=2560, out_features=640, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (19): InternImageLayer( (norm1): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(640, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=640) (offset_mask): Linear(in_features=640, out_features=1080, bias=True) (value_proj): Linear(in_features=640, out_features=640, bias=True) (output_proj): Linear(in_features=640, out_features=640, bias=True) ) (drop_path): DropPath(drop_prob=0.322) (norm2): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=640, out_features=2560, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=2560, out_features=640, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (20): InternImageLayer( (norm1): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(640, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=640) (offset_mask): Linear(in_features=640, out_features=1080, bias=True) (value_proj): Linear(in_features=640, out_features=640, bias=True) (output_proj): Linear(in_features=640, out_features=640, bias=True) ) (drop_path): DropPath(drop_prob=0.333) (norm2): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=640, out_features=2560, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=2560, out_features=640, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (21): InternImageLayer( (norm1): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(640, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=640) (offset_mask): Linear(in_features=640, out_features=1080, bias=True) (value_proj): Linear(in_features=640, out_features=640, bias=True) (output_proj): Linear(in_features=640, out_features=640, bias=True) ) (drop_path): DropPath(drop_prob=0.344) (norm2): Sequential( (0): LayerNorm((640,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=640, out_features=2560, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=2560, out_features=640, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) ) (downsample): DownsampleLayer( (conv): Conv2d(640, 1280, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) (norm): Sequential( (0): to_channels_last() (1): LayerNorm((1280,), eps=1e-06, elementwise_affine=True) (2): to_channels_first() ) ) ) (3): InternImageBlock( (blocks): ModuleList( (0): InternImageLayer( (norm1): Sequential( (0): LayerNorm((1280,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(1280, 1280, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=1280) (offset_mask): Linear(in_features=1280, out_features=2160, bias=True) (value_proj): Linear(in_features=1280, out_features=1280, bias=True) (output_proj): Linear(in_features=1280, out_features=1280, bias=True) ) (drop_path): DropPath(drop_prob=0.356) (norm2): Sequential( (0): LayerNorm((1280,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=1280, out_features=5120, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=5120, out_features=1280, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (1): InternImageLayer( (norm1): Sequential( (0): LayerNorm((1280,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(1280, 1280, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=1280) (offset_mask): Linear(in_features=1280, out_features=2160, bias=True) (value_proj): Linear(in_features=1280, out_features=1280, bias=True) (output_proj): Linear(in_features=1280, out_features=1280, bias=True) ) (drop_path): DropPath(drop_prob=0.367) (norm2): Sequential( (0): LayerNorm((1280,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=1280, out_features=5120, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=5120, out_features=1280, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (2): InternImageLayer( (norm1): Sequential( (0): LayerNorm((1280,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(1280, 1280, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=1280) (offset_mask): Linear(in_features=1280, out_features=2160, bias=True) (value_proj): Linear(in_features=1280, out_features=1280, bias=True) (output_proj): Linear(in_features=1280, out_features=1280, bias=True) ) (drop_path): DropPath(drop_prob=0.378) (norm2): Sequential( (0): LayerNorm((1280,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=1280, out_features=5120, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=5120, out_features=1280, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (3): InternImageLayer( (norm1): Sequential( (0): LayerNorm((1280,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(1280, 1280, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=1280) (offset_mask): Linear(in_features=1280, out_features=2160, bias=True) (value_proj): Linear(in_features=1280, out_features=1280, bias=True) (output_proj): Linear(in_features=1280, out_features=1280, bias=True) ) (drop_path): DropPath(drop_prob=0.389) (norm2): Sequential( (0): LayerNorm((1280,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=1280, out_features=5120, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=5120, out_features=1280, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) (4): InternImageLayer( (norm1): Sequential( (0): LayerNorm((1280,), eps=1e-06, elementwise_affine=True) ) (dcn): FlashDCNv3( (offset_mask_dw): Conv2d(1280, 1280, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=1280) (offset_mask): Linear(in_features=1280, out_features=2160, bias=True) (value_proj): Linear(in_features=1280, out_features=1280, bias=True) (output_proj): Linear(in_features=1280, out_features=1280, bias=True) ) (drop_path): DropPath(drop_prob=0.400) (norm2): Sequential( (0): LayerNorm((1280,), eps=1e-06, elementwise_affine=True) ) (mlp): MLPLayer( (fc1): Linear(in_features=1280, out_features=5120, bias=True) (act): GELU(approximate=none) (fc2): Linear(in_features=5120, out_features=1280, bias=True) (drop): Dropout(p=0.0, inplace=False) ) ) ) ) ) ) (neck): ChannelMapper( (convs): ModuleList( (0): ConvModule( (conv): Conv2d(320, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) (gn): GroupNorm(32, 256, eps=1e-05, affine=True) ) (1): ConvModule( (conv): Conv2d(640, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) (gn): GroupNorm(32, 256, eps=1e-05, affine=True) ) (2): ConvModule( (conv): Conv2d(1280, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) (gn): GroupNorm(32, 256, eps=1e-05, affine=True) ) ) (extra_convs): ModuleList( (0): ConvModule( (conv): Conv2d(1280, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) (gn): GroupNorm(32, 256, eps=1e-05, affine=True) ) ) ) init_cfg={'type': 'Xavier', 'layer': 'Conv2d', 'distribution': 'uniform'} (bbox_head): DINOHead( (loss_cls): FocalLoss() (loss_bbox): L1Loss() (loss_iou): GIoULoss() (activate): ReLU(inplace=True) (positional_encoding): SinePositionalEncoding(num_feats=128, temperature=20, normalize=True, scale=6.283185307179586, eps=1e-06) (transformer): DinoTransformer( (encoder): DetrTransformerEncoder( (layers): ModuleList( (0): BaseTransformerLayer( (attentions): ModuleList( (0): MultiScaleDeformableAttention( (dropout): Dropout(p=0.0, inplace=False) (sampling_offsets): Linear(in_features=256, out_features=256, bias=True) (attention_weights): Linear(in_features=256, out_features=128, bias=True) (value_proj): Linear(in_features=256, out_features=256, bias=True) (output_proj): Linear(in_features=256, out_features=256, bias=True) ) ) (ffns): ModuleList( (0): FFN( (activate): ReLU(inplace=True) (layers): Sequential( (0): Sequential( (0): Linear(in_features=256, out_features=2048, bias=True) (1): ReLU(inplace=True) (2): Dropout(p=0.0, inplace=False) ) (1): Linear(in_features=2048, out_features=256, bias=True) (2): Dropout(p=0.0, inplace=False) ) (dropout_layer): Identity() ) ) (norms): ModuleList( (0): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (1): LayerNorm((256,), eps=1e-05, elementwise_affine=True) ) ) (1): BaseTransformerLayer( (attentions): ModuleList( (0): MultiScaleDeformableAttention( (dropout): Dropout(p=0.0, inplace=False) (sampling_offsets): Linear(in_features=256, out_features=256, bias=True) (attention_weights): Linear(in_features=256, out_features=128, bias=True) (value_proj): Linear(in_features=256, out_features=256, bias=True) (output_proj): Linear(in_features=256, out_features=256, bias=True) ) ) (ffns): ModuleList( (0): FFN( (activate): ReLU(inplace=True) (layers): Sequential( (0): Sequential( (0): Linear(in_features=256, out_features=2048, bias=True) (1): ReLU(inplace=True) (2): Dropout(p=0.0, inplace=False) ) (1): Linear(in_features=2048, out_features=256, bias=True) (2): Dropout(p=0.0, inplace=False) ) (dropout_layer): Identity() ) ) (norms): ModuleList( (0): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (1): LayerNorm((256,), eps=1e-05, elementwise_affine=True) ) ) (2): BaseTransformerLayer( (attentions): ModuleList( (0): MultiScaleDeformableAttention( (dropout): Dropout(p=0.0, inplace=False) (sampling_offsets): Linear(in_features=256, out_features=256, bias=True) (attention_weights): Linear(in_features=256, out_features=128, bias=True) (value_proj): Linear(in_features=256, out_features=256, bias=True) (output_proj): Linear(in_features=256, out_features=256, bias=True) ) ) (ffns): ModuleList( (0): FFN( (activate): ReLU(inplace=True) (layers): Sequential( (0): Sequential( (0): Linear(in_features=256, out_features=2048, bias=True) (1): ReLU(inplace=True) (2): Dropout(p=0.0, inplace=False) ) (1): Linear(in_features=2048, out_features=256, bias=True) (2): Dropout(p=0.0, inplace=False) ) (dropout_layer): Identity() ) ) (norms): ModuleList( (0): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (1): LayerNorm((256,), eps=1e-05, elementwise_affine=True) ) ) (3): BaseTransformerLayer( (attentions): ModuleList( (0): MultiScaleDeformableAttention( (dropout): Dropout(p=0.0, inplace=False) (sampling_offsets): Linear(in_features=256, out_features=256, bias=True) (attention_weights): Linear(in_features=256, out_features=128, bias=True) (value_proj): Linear(in_features=256, out_features=256, bias=True) (output_proj): Linear(in_features=256, out_features=256, bias=True) ) ) (ffns): ModuleList( (0): FFN( (activate): ReLU(inplace=True) (layers): Sequential( (0): Sequential( (0): Linear(in_features=256, out_features=2048, bias=True) (1): ReLU(inplace=True) (2): Dropout(p=0.0, inplace=False) ) (1): Linear(in_features=2048, out_features=256, bias=True) (2): Dropout(p=0.0, inplace=False) ) (dropout_layer): Identity() ) ) (norms): ModuleList( (0): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (1): LayerNorm((256,), eps=1e-05, elementwise_affine=True) ) ) (4): BaseTransformerLayer( (attentions): ModuleList( (0): MultiScaleDeformableAttention( (dropout): Dropout(p=0.0, inplace=False) (sampling_offsets): Linear(in_features=256, out_features=256, bias=True) (attention_weights): Linear(in_features=256, out_features=128, bias=True) (value_proj): Linear(in_features=256, out_features=256, bias=True) (output_proj): Linear(in_features=256, out_features=256, bias=True) ) ) (ffns): ModuleList( (0): FFN( (activate): ReLU(inplace=True) (layers): Sequential( (0): Sequential( (0): Linear(in_features=256, out_features=2048, bias=True) (1): ReLU(inplace=True) (2): Dropout(p=0.0, inplace=False) ) (1): Linear(in_features=2048, out_features=256, bias=True) (2): Dropout(p=0.0, inplace=False) ) (dropout_layer): Identity() ) ) (norms): ModuleList( (0): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (1): LayerNorm((256,), eps=1e-05, elementwise_affine=True) ) ) (5): BaseTransformerLayer( (attentions): ModuleList( (0): MultiScaleDeformableAttention( (dropout): Dropout(p=0.0, inplace=False) (sampling_offsets): Linear(in_features=256, out_features=256, bias=True) (attention_weights): Linear(in_features=256, out_features=128, bias=True) (value_proj): Linear(in_features=256, out_features=256, bias=True) (output_proj): Linear(in_features=256, out_features=256, bias=True) ) ) (ffns): ModuleList( (0): FFN( (activate): ReLU(inplace=True) (layers): Sequential( (0): Sequential( (0): Linear(in_features=256, out_features=2048, bias=True) (1): ReLU(inplace=True) (2): Dropout(p=0.0, inplace=False) ) (1): Linear(in_features=2048, out_features=256, bias=True) (2): Dropout(p=0.0, inplace=False) ) (dropout_layer): Identity() ) ) (norms): ModuleList( (0): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (1): LayerNorm((256,), eps=1e-05, elementwise_affine=True) ) ) ) ) (decoder): DinoTransformerDecoder( (layers): ModuleList( (0): DetrTransformerDecoderLayer( (attentions): ModuleList( (0): MultiheadAttention( (attn): MultiheadAttention( (out_proj): NonDynamicallyQuantizableLinear(in_features=256, out_features=256, bias=True) ) (proj_drop): Dropout(p=0.0, inplace=False) (dropout_layer): Dropout(p=0.0, inplace=False) ) (1): MultiScaleDeformableAttention( (dropout): Dropout(p=0.0, inplace=False) (sampling_offsets): Linear(in_features=256, out_features=256, bias=True) (attention_weights): Linear(in_features=256, out_features=128, bias=True) (value_proj): Linear(in_features=256, out_features=256, bias=True) (output_proj): Linear(in_features=256, out_features=256, bias=True) ) ) (ffns): ModuleList( (0): FFN( (activate): ReLU(inplace=True) (layers): Sequential( (0): Sequential( (0): Linear(in_features=256, out_features=2048, bias=True) (1): ReLU(inplace=True) (2): Dropout(p=0.0, inplace=False) ) (1): Linear(in_features=2048, out_features=256, bias=True) (2): Dropout(p=0.0, inplace=False) ) (dropout_layer): Identity() ) ) (norms): ModuleList( (0): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (1): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (2): LayerNorm((256,), eps=1e-05, elementwise_affine=True) ) ) (1): DetrTransformerDecoderLayer( (attentions): ModuleList( (0): MultiheadAttention( (attn): MultiheadAttention( (out_proj): NonDynamicallyQuantizableLinear(in_features=256, out_features=256, bias=True) ) (proj_drop): Dropout(p=0.0, inplace=False) (dropout_layer): Dropout(p=0.0, inplace=False) ) (1): MultiScaleDeformableAttention( (dropout): Dropout(p=0.0, inplace=False) (sampling_offsets): Linear(in_features=256, out_features=256, bias=True) (attention_weights): Linear(in_features=256, out_features=128, bias=True) (value_proj): Linear(in_features=256, out_features=256, bias=True) (output_proj): Linear(in_features=256, out_features=256, bias=True) ) ) (ffns): ModuleList( (0): FFN( (activate): ReLU(inplace=True) (layers): Sequential( (0): Sequential( (0): Linear(in_features=256, out_features=2048, bias=True) (1): ReLU(inplace=True) (2): Dropout(p=0.0, inplace=False) ) (1): Linear(in_features=2048, out_features=256, bias=True) (2): Dropout(p=0.0, inplace=False) ) (dropout_layer): Identity() ) ) (norms): ModuleList( (0): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (1): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (2): LayerNorm((256,), eps=1e-05, elementwise_affine=True) ) ) (2): DetrTransformerDecoderLayer( (attentions): ModuleList( (0): MultiheadAttention( (attn): MultiheadAttention( (out_proj): NonDynamicallyQuantizableLinear(in_features=256, out_features=256, bias=True) ) (proj_drop): Dropout(p=0.0, inplace=False) (dropout_layer): Dropout(p=0.0, inplace=False) ) (1): MultiScaleDeformableAttention( (dropout): Dropout(p=0.0, inplace=False) (sampling_offsets): Linear(in_features=256, out_features=256, bias=True) (attention_weights): Linear(in_features=256, out_features=128, bias=True) (value_proj): Linear(in_features=256, out_features=256, bias=True) (output_proj): Linear(in_features=256, out_features=256, bias=True) ) ) (ffns): ModuleList( (0): FFN( (activate): ReLU(inplace=True) (layers): Sequential( (0): Sequential( (0): Linear(in_features=256, out_features=2048, bias=True) (1): ReLU(inplace=True) (2): Dropout(p=0.0, inplace=False) ) (1): Linear(in_features=2048, out_features=256, bias=True) (2): Dropout(p=0.0, inplace=False) ) (dropout_layer): Identity() ) ) (norms): ModuleList( (0): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (1): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (2): LayerNorm((256,), eps=1e-05, elementwise_affine=True) ) ) (3): DetrTransformerDecoderLayer( (attentions): ModuleList( (0): MultiheadAttention( (attn): MultiheadAttention( (out_proj): NonDynamicallyQuantizableLinear(in_features=256, out_features=256, bias=True) ) (proj_drop): Dropout(p=0.0, inplace=False) (dropout_layer): Dropout(p=0.0, inplace=False) ) (1): MultiScaleDeformableAttention( (dropout): Dropout(p=0.0, inplace=False) (sampling_offsets): Linear(in_features=256, out_features=256, bias=True) (attention_weights): Linear(in_features=256, out_features=128, bias=True) (value_proj): Linear(in_features=256, out_features=256, bias=True) (output_proj): Linear(in_features=256, out_features=256, bias=True) ) ) (ffns): ModuleList( (0): FFN( (activate): ReLU(inplace=True) (layers): Sequential( (0): Sequential( (0): Linear(in_features=256, out_features=2048, bias=True) (1): ReLU(inplace=True) (2): Dropout(p=0.0, inplace=False) ) (1): Linear(in_features=2048, out_features=256, bias=True) (2): Dropout(p=0.0, inplace=False) ) (dropout_layer): Identity() ) ) (norms): ModuleList( (0): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (1): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (2): LayerNorm((256,), eps=1e-05, elementwise_affine=True) ) ) (4): DetrTransformerDecoderLayer( (attentions): ModuleList( (0): MultiheadAttention( (attn): MultiheadAttention( (out_proj): NonDynamicallyQuantizableLinear(in_features=256, out_features=256, bias=True) ) (proj_drop): Dropout(p=0.0, inplace=False) (dropout_layer): Dropout(p=0.0, inplace=False) ) (1): MultiScaleDeformableAttention( (dropout): Dropout(p=0.0, inplace=False) (sampling_offsets): Linear(in_features=256, out_features=256, bias=True) (attention_weights): Linear(in_features=256, out_features=128, bias=True) (value_proj): Linear(in_features=256, out_features=256, bias=True) (output_proj): Linear(in_features=256, out_features=256, bias=True) ) ) (ffns): ModuleList( (0): FFN( (activate): ReLU(inplace=True) (layers): Sequential( (0): Sequential( (0): Linear(in_features=256, out_features=2048, bias=True) (1): ReLU(inplace=True) (2): Dropout(p=0.0, inplace=False) ) (1): Linear(in_features=2048, out_features=256, bias=True) (2): Dropout(p=0.0, inplace=False) ) (dropout_layer): Identity() ) ) (norms): ModuleList( (0): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (1): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (2): LayerNorm((256,), eps=1e-05, elementwise_affine=True) ) ) (5): DetrTransformerDecoderLayer( (attentions): ModuleList( (0): MultiheadAttention( (attn): MultiheadAttention( (out_proj): NonDynamicallyQuantizableLinear(in_features=256, out_features=256, bias=True) ) (proj_drop): Dropout(p=0.0, inplace=False) (dropout_layer): Dropout(p=0.0, inplace=False) ) (1): MultiScaleDeformableAttention( (dropout): Dropout(p=0.0, inplace=False) (sampling_offsets): Linear(in_features=256, out_features=256, bias=True) (attention_weights): Linear(in_features=256, out_features=128, bias=True) (value_proj): Linear(in_features=256, out_features=256, bias=True) (output_proj): Linear(in_features=256, out_features=256, bias=True) ) ) (ffns): ModuleList( (0): FFN( (activate): ReLU(inplace=True) (layers): Sequential( (0): Sequential( (0): Linear(in_features=256, out_features=2048, bias=True) (1): ReLU(inplace=True) (2): Dropout(p=0.0, inplace=False) ) (1): Linear(in_features=2048, out_features=256, bias=True) (2): Dropout(p=0.0, inplace=False) ) (dropout_layer): Identity() ) ) (norms): ModuleList( (0): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (1): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (2): LayerNorm((256,), eps=1e-05, elementwise_affine=True) ) ) ) (ref_point_head): Sequential( (0): Linear(in_features=512, out_features=256, bias=True) (1): ReLU() (2): Linear(in_features=256, out_features=256, bias=True) ) (norm): LayerNorm((256,), eps=1e-05, elementwise_affine=True) ) (enc_output): Linear(in_features=256, out_features=256, bias=True) (enc_output_norm): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (query_embed): Embedding(900, 256) ) (cls_branches): ModuleList( (0): Linear(in_features=256, out_features=80, bias=True) (1): Linear(in_features=256, out_features=80, bias=True) (2): Linear(in_features=256, out_features=80, bias=True) (3): Linear(in_features=256, out_features=80, bias=True) (4): Linear(in_features=256, out_features=80, bias=True) (5): Linear(in_features=256, out_features=80, bias=True) (6): Linear(in_features=256, out_features=80, bias=True) ) (reg_branches): ModuleList( (0): Sequential( (0): Linear(in_features=256, out_features=256, bias=True) (1): ReLU() (2): Linear(in_features=256, out_features=256, bias=True) (3): ReLU() (4): Linear(in_features=256, out_features=4, bias=True) ) (1): Sequential( (0): Linear(in_features=256, out_features=256, bias=True) (1): ReLU() (2): Linear(in_features=256, out_features=256, bias=True) (3): ReLU() (4): Linear(in_features=256, out_features=4, bias=True) ) (2): Sequential( (0): Linear(in_features=256, out_features=256, bias=True) (1): ReLU() (2): Linear(in_features=256, out_features=256, bias=True) (3): ReLU() (4): Linear(in_features=256, out_features=4, bias=True) ) (3): Sequential( (0): Linear(in_features=256, out_features=256, bias=True) (1): ReLU() (2): Linear(in_features=256, out_features=256, bias=True) (3): ReLU() (4): Linear(in_features=256, out_features=4, bias=True) ) (4): Sequential( (0): Linear(in_features=256, out_features=256, bias=True) (1): ReLU() (2): Linear(in_features=256, out_features=256, bias=True) (3): ReLU() (4): Linear(in_features=256, out_features=4, bias=True) ) (5): Sequential( (0): Linear(in_features=256, out_features=256, bias=True) (1): ReLU() (2): Linear(in_features=256, out_features=256, bias=True) (3): ReLU() (4): Linear(in_features=256, out_features=4, bias=True) ) (6): Sequential( (0): Linear(in_features=256, out_features=256, bias=True) (1): ReLU() (2): Linear(in_features=256, out_features=256, bias=True) (3): ReLU() (4): Linear(in_features=256, out_features=4, bias=True) ) ) (label_embedding): Embedding(80, 256) (dn_generator): CdnQueryGenerator() ) ) 2023-11-22 13:02:10,029 - mmdet - INFO - Automatic scaling of learning rate (LR) has been disabled. 2023-11-22 13:02:10,651 - mmdet - INFO - Start running, host: lizhiqi@SH-IDC1-10-140-37-153, work_dir: /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx 2023-11-22 13:02:10,651 - mmdet - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) StepLrUpdaterHook (NORMAL ) CheckpointHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_epoch: (VERY_HIGH ) StepLrUpdaterHook (NORMAL ) NumClassCheckHook (NORMAL ) DistSamplerSeedHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_iter: (VERY_HIGH ) StepLrUpdaterHook (LOW ) IterTimerHook (LOW ) DistEvalHook -------------------- after_train_iter: (ABOVE_NORMAL) OptimizerHook (NORMAL ) CheckpointHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- after_train_epoch: (NORMAL ) CheckpointHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_val_epoch: (NORMAL ) NumClassCheckHook (NORMAL ) DistSamplerSeedHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_val_iter: (LOW ) IterTimerHook -------------------- after_val_iter: (LOW ) IterTimerHook -------------------- after_val_epoch: (VERY_LOW ) TextLoggerHook -------------------- after_run: (VERY_LOW ) TextLoggerHook -------------------- 2023-11-22 13:02:10,651 - mmdet - INFO - workflow: [('train', 1)], max: 12 epochs 2023-11-22 13:02:10,652 - mmdet - INFO - Checkpoints will be saved to /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx by HardDiskBackend. 2023-11-22 13:02:52,318 - mmdet - INFO - Epoch [1][50/7330] lr: 9.890e-07, eta: 20:20:22, time: 0.833, data_time: 0.064, memory: 13980, interm_loss_cls: 1.0799, interm_loss_bbox: 1.5596, interm_loss_iou: 1.7216, loss_cls: 1.0649, loss_bbox: 1.5453, loss_iou: 1.7138, d0.loss_cls: 1.0374, d0.loss_bbox: 1.5813, d0.loss_iou: 1.7466, d1.loss_cls: 1.0278, d1.loss_bbox: 1.5642, d1.loss_iou: 1.7283, d2.loss_cls: 1.0572, d2.loss_bbox: 1.5554, d2.loss_iou: 1.7198, d3.loss_cls: 1.0452, d3.loss_bbox: 1.5512, d3.loss_iou: 1.7142, d4.loss_cls: 1.0554, d4.loss_bbox: 1.5469, d4.loss_iou: 1.7148, dn_loss_cls: 1.0176, dn_loss_bbox: 1.3277, dn_loss_iou: 1.2900, d0.dn_loss_cls: 1.0834, d0.dn_loss_bbox: 1.3282, d0.dn_loss_iou: 1.2908, d1.dn_loss_cls: 0.9994, d1.dn_loss_bbox: 1.3281, d1.dn_loss_iou: 1.2906, d2.dn_loss_cls: 1.0236, d2.dn_loss_bbox: 1.3280, d2.dn_loss_iou: 1.2905, d3.dn_loss_cls: 1.0069, d3.dn_loss_bbox: 1.3279, d3.dn_loss_iou: 1.2903, d4.dn_loss_cls: 1.0080, d4.dn_loss_bbox: 1.3278, d4.dn_loss_iou: 1.2902, loss: 52.1799, grad_norm: 28.3004 2023-11-22 13:03:27,249 - mmdet - INFO - Epoch [1][100/7330] lr: 1.988e-06, eta: 18:41:24, time: 0.699, data_time: 0.005, memory: 15156, interm_loss_cls: 0.9909, interm_loss_bbox: 1.4122, interm_loss_iou: 1.6488, loss_cls: 0.9463, loss_bbox: 1.3787, loss_iou: 1.6175, d0.loss_cls: 0.9461, d0.loss_bbox: 1.4385, d0.loss_iou: 1.6699, d1.loss_cls: 0.9389, d1.loss_bbox: 1.4129, d1.loss_iou: 1.6479, d2.loss_cls: 0.9419, d2.loss_bbox: 1.3997, d2.loss_iou: 1.6336, d3.loss_cls: 0.9474, d3.loss_bbox: 1.3896, d3.loss_iou: 1.6276, d4.loss_cls: 0.9491, d4.loss_bbox: 1.3842, d4.loss_iou: 1.6213, dn_loss_cls: 0.8391, dn_loss_bbox: 1.3209, dn_loss_iou: 1.2909, d0.dn_loss_cls: 0.8844, d0.dn_loss_bbox: 1.3156, d0.dn_loss_iou: 1.2928, d1.dn_loss_cls: 0.8103, d1.dn_loss_bbox: 1.3154, d1.dn_loss_iou: 1.2921, d2.dn_loss_cls: 0.8000, d2.dn_loss_bbox: 1.3159, d2.dn_loss_iou: 1.2913, d3.dn_loss_cls: 0.8182, d3.dn_loss_bbox: 1.3169, d3.dn_loss_iou: 1.2909, d4.dn_loss_cls: 0.8260, d4.dn_loss_bbox: 1.3188, d4.dn_loss_iou: 1.2907, loss: 48.5730, grad_norm: 23.5607 2023-11-22 13:04:01,640 - mmdet - INFO - Epoch [1][150/7330] lr: 2.987e-06, eta: 18:02:42, time: 0.688, data_time: 0.005, memory: 15156, interm_loss_cls: 0.9468, interm_loss_bbox: 1.2903, interm_loss_iou: 1.5380, loss_cls: 0.9052, loss_bbox: 1.2283, loss_iou: 1.4912, d0.loss_cls: 0.8958, d0.loss_bbox: 1.3044, d0.loss_iou: 1.5518, d1.loss_cls: 0.8916, d1.loss_bbox: 1.2726, d1.loss_iou: 1.5257, d2.loss_cls: 0.8893, d2.loss_bbox: 1.2544, d2.loss_iou: 1.5106, d3.loss_cls: 0.8994, d3.loss_bbox: 1.2422, d3.loss_iou: 1.5005, d4.loss_cls: 0.9070, d4.loss_bbox: 1.2336, d4.loss_iou: 1.4956, dn_loss_cls: 0.7404, dn_loss_bbox: 1.3431, dn_loss_iou: 1.2963, d0.dn_loss_cls: 0.7662, d0.dn_loss_bbox: 1.2937, d0.dn_loss_iou: 1.2916, d1.dn_loss_cls: 0.7098, d1.dn_loss_bbox: 1.3022, d1.dn_loss_iou: 1.2901, d2.dn_loss_cls: 0.6929, d2.dn_loss_bbox: 1.3134, d2.dn_loss_iou: 1.2909, d3.dn_loss_cls: 0.7031, d3.dn_loss_bbox: 1.3237, d3.dn_loss_iou: 1.2924, d4.dn_loss_cls: 0.7147, d4.dn_loss_bbox: 1.3339, d4.dn_loss_iou: 1.2941, loss: 45.7667, grad_norm: 29.3705 2023-11-22 13:04:36,276 - mmdet - INFO - Epoch [1][200/7330] lr: 3.986e-06, eta: 17:44:49, time: 0.693, data_time: 0.005, memory: 15156, interm_loss_cls: 0.9257, interm_loss_bbox: 1.2579, interm_loss_iou: 1.5039, loss_cls: 0.8683, loss_bbox: 1.2279, loss_iou: 1.4789, d0.loss_cls: 0.8580, d0.loss_bbox: 1.2834, d0.loss_iou: 1.5281, d1.loss_cls: 0.8538, d1.loss_bbox: 1.2634, d1.loss_iou: 1.5042, d2.loss_cls: 0.8509, d2.loss_bbox: 1.2508, d2.loss_iou: 1.4932, d3.loss_cls: 0.8570, d3.loss_bbox: 1.2406, d3.loss_iou: 1.4868, d4.loss_cls: 0.8607, d4.loss_bbox: 1.2342, d4.loss_iou: 1.4826, dn_loss_cls: 0.6624, dn_loss_bbox: 1.3190, dn_loss_iou: 1.2924, d0.dn_loss_cls: 0.6952, d0.dn_loss_bbox: 1.2888, d0.dn_loss_iou: 1.2886, d1.dn_loss_cls: 0.6327, d1.dn_loss_bbox: 1.3003, d1.dn_loss_iou: 1.2886, d2.dn_loss_cls: 0.6155, d2.dn_loss_bbox: 1.3085, d2.dn_loss_iou: 1.2895, d3.dn_loss_cls: 0.6228, d3.dn_loss_bbox: 1.3131, d3.dn_loss_iou: 1.2905, d4.dn_loss_cls: 0.6391, d4.dn_loss_bbox: 1.3167, d4.dn_loss_iou: 1.2915, loss: 44.7657, grad_norm: 30.0869 2023-11-22 13:05:11,176 - mmdet - INFO - Epoch [1][250/7330] lr: 4.985e-06, eta: 17:35:28, time: 0.698, data_time: 0.005, memory: 15156, interm_loss_cls: 0.9000, interm_loss_bbox: 1.2615, interm_loss_iou: 1.5066, loss_cls: 0.8265, loss_bbox: 1.2413, loss_iou: 1.4851, d0.loss_cls: 0.8198, d0.loss_bbox: 1.3080, d0.loss_iou: 1.5348, d1.loss_cls: 0.8026, d1.loss_bbox: 1.2932, d1.loss_iou: 1.5172, d2.loss_cls: 0.8045, d2.loss_bbox: 1.2764, d2.loss_iou: 1.5041, d3.loss_cls: 0.8104, d3.loss_bbox: 1.2637, d3.loss_iou: 1.4970, d4.loss_cls: 0.8168, d4.loss_bbox: 1.2536, d4.loss_iou: 1.4890, dn_loss_cls: 0.5622, dn_loss_bbox: 1.2798, dn_loss_iou: 1.2977, d0.dn_loss_cls: 0.5917, d0.dn_loss_bbox: 1.2767, d0.dn_loss_iou: 1.2868, d1.dn_loss_cls: 0.5066, d1.dn_loss_bbox: 1.2795, d1.dn_loss_iou: 1.2859, d2.dn_loss_cls: 0.4908, d2.dn_loss_bbox: 1.2805, d2.dn_loss_iou: 1.2868, d3.dn_loss_cls: 0.5035, d3.dn_loss_bbox: 1.2799, d3.dn_loss_iou: 1.2896, d4.dn_loss_cls: 0.5299, d4.dn_loss_bbox: 1.2800, d4.dn_loss_iou: 1.2931, loss: 43.8131, grad_norm: 32.3196 2023-11-22 13:05:46,253 - mmdet - INFO - Epoch [1][300/7330] lr: 5.984e-06, eta: 17:29:51, time: 0.701, data_time: 0.005, memory: 15156, interm_loss_cls: 0.8743, interm_loss_bbox: 1.2265, interm_loss_iou: 1.4793, loss_cls: 0.7742, loss_bbox: 1.1858, loss_iou: 1.4465, d0.loss_cls: 0.7758, d0.loss_bbox: 1.2725, d0.loss_iou: 1.5070, d1.loss_cls: 0.7541, d1.loss_bbox: 1.2465, d1.loss_iou: 1.4864, d2.loss_cls: 0.7499, d2.loss_bbox: 1.2245, d2.loss_iou: 1.4712, d3.loss_cls: 0.7551, d3.loss_bbox: 1.2071, d3.loss_iou: 1.4613, d4.loss_cls: 0.7616, d4.loss_bbox: 1.1953, d4.loss_iou: 1.4532, dn_loss_cls: 0.4606, dn_loss_bbox: 1.2862, dn_loss_iou: 1.3071, d0.dn_loss_cls: 0.4805, d0.dn_loss_bbox: 1.2872, d0.dn_loss_iou: 1.2845, d1.dn_loss_cls: 0.3913, d1.dn_loss_bbox: 1.2858, d1.dn_loss_iou: 1.2857, d2.dn_loss_cls: 0.3761, d2.dn_loss_bbox: 1.2852, d2.dn_loss_iou: 1.2904, d3.dn_loss_cls: 0.3942, d3.dn_loss_bbox: 1.2847, d3.dn_loss_iou: 1.2969, d4.dn_loss_cls: 0.4240, d4.dn_loss_bbox: 1.2857, d4.dn_loss_iou: 1.3023, loss: 42.3167, grad_norm: 25.9924 2023-11-22 13:06:20,802 - mmdet - INFO - Epoch [1][350/7330] lr: 6.983e-06, eta: 17:23:29, time: 0.691, data_time: 0.005, memory: 15156, interm_loss_cls: 0.8428, interm_loss_bbox: 1.1477, interm_loss_iou: 1.4388, loss_cls: 0.7658, loss_bbox: 1.0984, loss_iou: 1.3926, d0.loss_cls: 0.7473, d0.loss_bbox: 1.1873, d0.loss_iou: 1.4644, d1.loss_cls: 0.7237, d1.loss_bbox: 1.1556, d1.loss_iou: 1.4409, d2.loss_cls: 0.7269, d2.loss_bbox: 1.1358, d2.loss_iou: 1.4221, d3.loss_cls: 0.7351, d3.loss_bbox: 1.1198, d3.loss_iou: 1.4112, d4.loss_cls: 0.7488, d4.loss_bbox: 1.1083, d4.loss_iou: 1.3999, dn_loss_cls: 0.4193, dn_loss_bbox: 1.2517, dn_loss_iou: 1.3068, d0.dn_loss_cls: 0.4083, d0.dn_loss_bbox: 1.2533, d0.dn_loss_iou: 1.2845, d1.dn_loss_cls: 0.3416, d1.dn_loss_bbox: 1.2520, d1.dn_loss_iou: 1.2890, d2.dn_loss_cls: 0.3370, d2.dn_loss_bbox: 1.2523, d2.dn_loss_iou: 1.2945, d3.dn_loss_cls: 0.3517, d3.dn_loss_bbox: 1.2517, d3.dn_loss_iou: 1.2996, d4.dn_loss_cls: 0.3790, d4.dn_loss_bbox: 1.2524, d4.dn_loss_iou: 1.3031, loss: 40.7412, grad_norm: 27.9078 2023-11-22 13:06:55,318 - mmdet - INFO - Epoch [1][400/7330] lr: 7.982e-06, eta: 17:18:26, time: 0.690, data_time: 0.005, memory: 15156, interm_loss_cls: 0.8178, interm_loss_bbox: 0.9990, interm_loss_iou: 1.3387, loss_cls: 0.7277, loss_bbox: 0.9338, loss_iou: 1.2961, d0.loss_cls: 0.7274, d0.loss_bbox: 1.0271, d0.loss_iou: 1.3683, d1.loss_cls: 0.6996, d1.loss_bbox: 0.9938, d1.loss_iou: 1.3423, d2.loss_cls: 0.6984, d2.loss_bbox: 0.9709, d2.loss_iou: 1.3238, d3.loss_cls: 0.7026, d3.loss_bbox: 0.9545, d3.loss_iou: 1.3141, d4.loss_cls: 0.7149, d4.loss_bbox: 0.9442, d4.loss_iou: 1.3042, dn_loss_cls: 0.3720, dn_loss_bbox: 1.2187, dn_loss_iou: 1.3124, d0.dn_loss_cls: 0.3444, d0.dn_loss_bbox: 1.2275, d0.dn_loss_iou: 1.2961, d1.dn_loss_cls: 0.2980, d1.dn_loss_bbox: 1.2254, d1.dn_loss_iou: 1.2993, d2.dn_loss_cls: 0.2968, d2.dn_loss_bbox: 1.2225, d2.dn_loss_iou: 1.3029, d3.dn_loss_cls: 0.3052, d3.dn_loss_bbox: 1.2206, d3.dn_loss_iou: 1.3069, d4.dn_loss_cls: 0.3283, d4.dn_loss_bbox: 1.2197, d4.dn_loss_iou: 1.3093, loss: 38.3051, grad_norm: 28.9604 2023-11-22 13:07:30,080 - mmdet - INFO - Epoch [1][450/7330] lr: 8.981e-06, eta: 17:15:11, time: 0.695, data_time: 0.005, memory: 15156, interm_loss_cls: 0.7887, interm_loss_bbox: 0.8785, interm_loss_iou: 1.2020, loss_cls: 0.7169, loss_bbox: 0.7676, loss_iou: 1.1387, d0.loss_cls: 0.7121, d0.loss_bbox: 0.8951, d0.loss_iou: 1.2292, d1.loss_cls: 0.6946, d1.loss_bbox: 0.8285, d1.loss_iou: 1.1838, d2.loss_cls: 0.6930, d2.loss_bbox: 0.7981, d2.loss_iou: 1.1629, d3.loss_cls: 0.6925, d3.loss_bbox: 0.7858, d3.loss_iou: 1.1513, d4.loss_cls: 0.7032, d4.loss_bbox: 0.7764, d4.loss_iou: 1.1446, dn_loss_cls: 0.3418, dn_loss_bbox: 1.1998, dn_loss_iou: 1.2572, d0.dn_loss_cls: 0.3224, d0.dn_loss_bbox: 1.2426, d0.dn_loss_iou: 1.2770, d1.dn_loss_cls: 0.2887, d1.dn_loss_bbox: 1.2198, d1.dn_loss_iou: 1.2616, d2.dn_loss_cls: 0.2849, d2.dn_loss_bbox: 1.2077, d2.dn_loss_iou: 1.2551, d3.dn_loss_cls: 0.2872, d3.dn_loss_bbox: 1.2032, d3.dn_loss_iou: 1.2549, d4.dn_loss_cls: 0.3070, d4.dn_loss_bbox: 1.2009, d4.dn_loss_iou: 1.2551, loss: 35.6104, grad_norm: 30.4482 2023-11-22 13:08:04,643 - mmdet - INFO - Epoch [1][500/7330] lr: 9.980e-06, eta: 17:11:53, time: 0.691, data_time: 0.005, memory: 15156, interm_loss_cls: 0.7593, interm_loss_bbox: 0.7927, interm_loss_iou: 1.1841, loss_cls: 0.7013, loss_bbox: 0.6643, loss_iou: 1.0887, d0.loss_cls: 0.6928, d0.loss_bbox: 0.7929, d0.loss_iou: 1.1987, d1.loss_cls: 0.6749, d1.loss_bbox: 0.7138, d1.loss_iou: 1.1375, d2.loss_cls: 0.6739, d2.loss_bbox: 0.6882, d2.loss_iou: 1.1164, d3.loss_cls: 0.6790, d3.loss_bbox: 0.6786, d3.loss_iou: 1.1033, d4.loss_cls: 0.6855, d4.loss_bbox: 0.6718, d4.loss_iou: 1.0966, dn_loss_cls: 0.3107, dn_loss_bbox: 1.0527, dn_loss_iou: 1.2231, d0.dn_loss_cls: 0.2910, d0.dn_loss_bbox: 1.1313, d0.dn_loss_iou: 1.2648, d1.dn_loss_cls: 0.2680, d1.dn_loss_bbox: 1.0788, d1.dn_loss_iou: 1.2253, d2.dn_loss_cls: 0.2640, d2.dn_loss_bbox: 1.0641, d2.dn_loss_iou: 1.2215, d3.dn_loss_cls: 0.2664, d3.dn_loss_bbox: 1.0576, d3.dn_loss_iou: 1.2194, d4.dn_loss_cls: 0.2824, d4.dn_loss_bbox: 1.0538, d4.dn_loss_iou: 1.2201, loss: 33.2895, grad_norm: 35.3627 2023-11-22 13:08:39,272 - mmdet - INFO - Epoch [1][550/7330] lr: 1.000e-05, eta: 17:09:18, time: 0.693, data_time: 0.005, memory: 15156, interm_loss_cls: 0.7297, interm_loss_bbox: 0.6787, interm_loss_iou: 1.0894, loss_cls: 0.6709, loss_bbox: 0.5469, loss_iou: 0.9686, d0.loss_cls: 0.6783, d0.loss_bbox: 0.6500, d0.loss_iou: 1.0767, d1.loss_cls: 0.6583, d1.loss_bbox: 0.5907, d1.loss_iou: 1.0163, d2.loss_cls: 0.6513, d2.loss_bbox: 0.5712, d2.loss_iou: 0.9958, d3.loss_cls: 0.6529, d3.loss_bbox: 0.5605, d3.loss_iou: 0.9840, d4.loss_cls: 0.6624, d4.loss_bbox: 0.5531, d4.loss_iou: 0.9742, dn_loss_cls: 0.2898, dn_loss_bbox: 1.0506, dn_loss_iou: 1.1531, d0.dn_loss_cls: 0.2802, d0.dn_loss_bbox: 1.1491, d0.dn_loss_iou: 1.2262, d1.dn_loss_cls: 0.2592, d1.dn_loss_bbox: 1.0861, d1.dn_loss_iou: 1.1757, d2.dn_loss_cls: 0.2524, d2.dn_loss_bbox: 1.0691, d2.dn_loss_iou: 1.1635, d3.dn_loss_cls: 0.2557, d3.dn_loss_bbox: 1.0577, d3.dn_loss_iou: 1.1547, d4.dn_loss_cls: 0.2658, d4.dn_loss_bbox: 1.0524, d4.dn_loss_iou: 1.1522, loss: 31.0532, grad_norm: 36.1521 2023-11-22 13:09:14,348 - mmdet - INFO - Epoch [1][600/7330] lr: 1.000e-05, eta: 17:08:05, time: 0.701, data_time: 0.005, memory: 15156, interm_loss_cls: 0.7185, interm_loss_bbox: 0.6527, interm_loss_iou: 1.0654, loss_cls: 0.6651, loss_bbox: 0.5135, loss_iou: 0.9239, d0.loss_cls: 0.6778, d0.loss_bbox: 0.6137, d0.loss_iou: 1.0356, d1.loss_cls: 0.6584, d1.loss_bbox: 0.5561, d1.loss_iou: 0.9677, d2.loss_cls: 0.6542, d2.loss_bbox: 0.5325, d2.loss_iou: 0.9429, d3.loss_cls: 0.6528, d3.loss_bbox: 0.5237, d3.loss_iou: 0.9340, d4.loss_cls: 0.6552, d4.loss_bbox: 0.5191, d4.loss_iou: 0.9268, dn_loss_cls: 0.2707, dn_loss_bbox: 0.9932, dn_loss_iou: 1.0937, d0.dn_loss_cls: 0.2755, d0.dn_loss_bbox: 1.1015, d0.dn_loss_iou: 1.1893, d1.dn_loss_cls: 0.2536, d1.dn_loss_bbox: 1.0354, d1.dn_loss_iou: 1.1279, d2.dn_loss_cls: 0.2470, d2.dn_loss_bbox: 1.0115, d2.dn_loss_iou: 1.1056, d3.dn_loss_cls: 0.2465, d3.dn_loss_bbox: 0.9984, d3.dn_loss_iou: 1.0957, d4.dn_loss_cls: 0.2521, d4.dn_loss_bbox: 0.9940, d4.dn_loss_iou: 1.0930, loss: 29.7741, grad_norm: 37.2012 2023-11-22 13:09:48,485 - mmdet - INFO - Epoch [1][650/7330] lr: 1.000e-05, eta: 17:04:54, time: 0.683, data_time: 0.005, memory: 15156, interm_loss_cls: 0.7115, interm_loss_bbox: 0.6326, interm_loss_iou: 1.0299, loss_cls: 0.6522, loss_bbox: 0.4795, loss_iou: 0.8651, d0.loss_cls: 0.6770, d0.loss_bbox: 0.5791, d0.loss_iou: 0.9810, d1.loss_cls: 0.6498, d1.loss_bbox: 0.5137, d1.loss_iou: 0.9070, d2.loss_cls: 0.6390, d2.loss_bbox: 0.4944, d2.loss_iou: 0.8838, d3.loss_cls: 0.6368, d3.loss_bbox: 0.4883, d3.loss_iou: 0.8764, d4.loss_cls: 0.6439, d4.loss_bbox: 0.4835, d4.loss_iou: 0.8691, dn_loss_cls: 0.2577, dn_loss_bbox: 0.9737, dn_loss_iou: 1.0417, d0.dn_loss_cls: 0.2710, d0.dn_loss_bbox: 1.0901, d0.dn_loss_iou: 1.1573, d1.dn_loss_cls: 0.2487, d1.dn_loss_bbox: 1.0126, d1.dn_loss_iou: 1.0792, d2.dn_loss_cls: 0.2395, d2.dn_loss_bbox: 0.9876, d2.dn_loss_iou: 1.0558, d3.dn_loss_cls: 0.2384, d3.dn_loss_bbox: 0.9771, d3.dn_loss_iou: 1.0444, d4.dn_loss_cls: 0.2440, d4.dn_loss_bbox: 0.9739, d4.dn_loss_iou: 1.0416, loss: 28.6279, grad_norm: 39.0472 2023-11-22 13:10:26,578 - mmdet - INFO - Epoch [1][700/7330] lr: 1.000e-05, eta: 17:10:17, time: 0.762, data_time: 0.005, memory: 15156, interm_loss_cls: 0.6949, interm_loss_bbox: 0.5749, interm_loss_iou: 0.9816, loss_cls: 0.6292, loss_bbox: 0.4317, loss_iou: 0.8190, d0.loss_cls: 0.6685, d0.loss_bbox: 0.5147, d0.loss_iou: 0.9201, d1.loss_cls: 0.6407, d1.loss_bbox: 0.4547, d1.loss_iou: 0.8510, d2.loss_cls: 0.6301, d2.loss_bbox: 0.4383, d2.loss_iou: 0.8294, d3.loss_cls: 0.6244, d3.loss_bbox: 0.4344, d3.loss_iou: 0.8239, d4.loss_cls: 0.6272, d4.loss_bbox: 0.4324, d4.loss_iou: 0.8208, dn_loss_cls: 0.2410, dn_loss_bbox: 0.9048, dn_loss_iou: 1.0017, d0.dn_loss_cls: 0.2635, d0.dn_loss_bbox: 1.0262, d0.dn_loss_iou: 1.1208, d1.dn_loss_cls: 0.2395, d1.dn_loss_bbox: 0.9373, d1.dn_loss_iou: 1.0329, d2.dn_loss_cls: 0.2295, d2.dn_loss_bbox: 0.9161, d2.dn_loss_iou: 1.0104, d3.dn_loss_cls: 0.2278, d3.dn_loss_bbox: 0.9080, d3.dn_loss_iou: 1.0019, d4.dn_loss_cls: 0.2302, d4.dn_loss_bbox: 0.9052, d4.dn_loss_iou: 1.0009, loss: 27.0395, grad_norm: 43.5251 2023-11-22 13:11:01,118 - mmdet - INFO - Epoch [1][750/7330] lr: 1.000e-05, eta: 17:07:58, time: 0.691, data_time: 0.006, memory: 15156, interm_loss_cls: 0.6673, interm_loss_bbox: 0.5465, interm_loss_iou: 0.9636, loss_cls: 0.5966, loss_bbox: 0.4094, loss_iou: 0.8058, d0.loss_cls: 0.6422, d0.loss_bbox: 0.4850, d0.loss_iou: 0.9000, d1.loss_cls: 0.6084, d1.loss_bbox: 0.4274, d1.loss_iou: 0.8303, d2.loss_cls: 0.5954, d2.loss_bbox: 0.4151, d2.loss_iou: 0.8152, d3.loss_cls: 0.5911, d3.loss_bbox: 0.4120, d3.loss_iou: 0.8107, d4.loss_cls: 0.5939, d4.loss_bbox: 0.4097, d4.loss_iou: 0.8082, dn_loss_cls: 0.2199, dn_loss_bbox: 0.8662, dn_loss_iou: 0.9728, d0.dn_loss_cls: 0.2535, d0.dn_loss_bbox: 0.9956, d0.dn_loss_iou: 1.1070, d1.dn_loss_cls: 0.2280, d1.dn_loss_bbox: 0.9028, d1.dn_loss_iou: 1.0142, d2.dn_loss_cls: 0.2146, d2.dn_loss_bbox: 0.8802, d2.dn_loss_iou: 0.9905, d3.dn_loss_cls: 0.2106, d3.dn_loss_bbox: 0.8698, d3.dn_loss_iou: 0.9766, d4.dn_loss_cls: 0.2120, d4.dn_loss_bbox: 0.8667, d4.dn_loss_iou: 0.9731, loss: 26.0877, grad_norm: 39.5537 2023-11-22 13:11:36,123 - mmdet - INFO - Epoch [1][800/7330] lr: 1.000e-05, eta: 17:06:44, time: 0.700, data_time: 0.006, memory: 15156, interm_loss_cls: 0.6718, interm_loss_bbox: 0.5430, interm_loss_iou: 0.9336, loss_cls: 0.5947, loss_bbox: 0.4033, loss_iou: 0.7677, d0.loss_cls: 0.6501, d0.loss_bbox: 0.4718, d0.loss_iou: 0.8599, d1.loss_cls: 0.6138, d1.loss_bbox: 0.4159, d1.loss_iou: 0.7948, d2.loss_cls: 0.6021, d2.loss_bbox: 0.4046, d2.loss_iou: 0.7753, d3.loss_cls: 0.5943, d3.loss_bbox: 0.4022, d3.loss_iou: 0.7697, d4.loss_cls: 0.5913, d4.loss_bbox: 0.4021, d4.loss_iou: 0.7688, dn_loss_cls: 0.2113, dn_loss_bbox: 0.8429, dn_loss_iou: 0.9387, d0.dn_loss_cls: 0.2419, d0.dn_loss_bbox: 0.9792, d0.dn_loss_iou: 1.0826, d1.dn_loss_cls: 0.2177, d1.dn_loss_bbox: 0.8813, d1.dn_loss_iou: 0.9837, d2.dn_loss_cls: 0.2053, d2.dn_loss_bbox: 0.8577, d2.dn_loss_iou: 0.9569, d3.dn_loss_cls: 0.2016, d3.dn_loss_bbox: 0.8459, d3.dn_loss_iou: 0.9420, d4.dn_loss_cls: 0.2028, d4.dn_loss_bbox: 0.8432, d4.dn_loss_iou: 0.9389, loss: 25.4043, grad_norm: 43.4313 2023-11-22 13:12:10,560 - mmdet - INFO - Epoch [1][850/7330] lr: 1.000e-05, eta: 17:04:37, time: 0.689, data_time: 0.006, memory: 15156, interm_loss_cls: 0.6576, interm_loss_bbox: 0.5373, interm_loss_iou: 0.9164, loss_cls: 0.5879, loss_bbox: 0.3871, loss_iou: 0.7465, d0.loss_cls: 0.6349, d0.loss_bbox: 0.4631, d0.loss_iou: 0.8435, d1.loss_cls: 0.6028, d1.loss_bbox: 0.4053, d1.loss_iou: 0.7707, d2.loss_cls: 0.5902, d2.loss_bbox: 0.3900, d2.loss_iou: 0.7561, d3.loss_cls: 0.5845, d3.loss_bbox: 0.3863, d3.loss_iou: 0.7506, d4.loss_cls: 0.5856, d4.loss_bbox: 0.3861, d4.loss_iou: 0.7477, dn_loss_cls: 0.2124, dn_loss_bbox: 0.8359, dn_loss_iou: 0.9071, d0.dn_loss_cls: 0.2400, d0.dn_loss_bbox: 0.9789, d0.dn_loss_iou: 1.0630, d1.dn_loss_cls: 0.2146, d1.dn_loss_bbox: 0.8802, d1.dn_loss_iou: 0.9581, d2.dn_loss_cls: 0.2042, d2.dn_loss_bbox: 0.8545, d2.dn_loss_iou: 0.9309, d3.dn_loss_cls: 0.2020, d3.dn_loss_bbox: 0.8390, d3.dn_loss_iou: 0.9109, d4.dn_loss_cls: 0.2043, d4.dn_loss_bbox: 0.8360, d4.dn_loss_iou: 0.9077, loss: 24.9100, grad_norm: 39.1844 2023-11-22 13:12:44,915 - mmdet - INFO - Epoch [1][900/7330] lr: 1.000e-05, eta: 17:02:31, time: 0.687, data_time: 0.005, memory: 15156, interm_loss_cls: 0.6508, interm_loss_bbox: 0.5228, interm_loss_iou: 0.8878, loss_cls: 0.5698, loss_bbox: 0.3656, loss_iou: 0.7090, d0.loss_cls: 0.6306, d0.loss_bbox: 0.4359, d0.loss_iou: 0.7986, d1.loss_cls: 0.5925, d1.loss_bbox: 0.3782, d1.loss_iou: 0.7300, d2.loss_cls: 0.5784, d2.loss_bbox: 0.3659, d2.loss_iou: 0.7137, d3.loss_cls: 0.5698, d3.loss_bbox: 0.3638, d3.loss_iou: 0.7075, d4.loss_cls: 0.5703, d4.loss_bbox: 0.3633, d4.loss_iou: 0.7075, dn_loss_cls: 0.1999, dn_loss_bbox: 0.8070, dn_loss_iou: 0.8749, d0.dn_loss_cls: 0.2331, d0.dn_loss_bbox: 0.9585, d0.dn_loss_iou: 1.0394, d1.dn_loss_cls: 0.2079, d1.dn_loss_bbox: 0.8493, d1.dn_loss_iou: 0.9251, d2.dn_loss_cls: 0.1957, d2.dn_loss_bbox: 0.8248, d2.dn_loss_iou: 0.8975, d3.dn_loss_cls: 0.1928, d3.dn_loss_bbox: 0.8094, d3.dn_loss_iou: 0.8769, d4.dn_loss_cls: 0.1940, d4.dn_loss_bbox: 0.8070, d4.dn_loss_iou: 0.8747, loss: 23.9799, grad_norm: 41.6013 2023-11-22 13:13:19,393 - mmdet - INFO - Epoch [1][950/7330] lr: 1.000e-05, eta: 17:00:46, time: 0.689, data_time: 0.005, memory: 15156, interm_loss_cls: 0.6337, interm_loss_bbox: 0.4948, interm_loss_iou: 0.8884, loss_cls: 0.5640, loss_bbox: 0.3639, loss_iou: 0.7278, d0.loss_cls: 0.6172, d0.loss_bbox: 0.4222, d0.loss_iou: 0.8101, d1.loss_cls: 0.5880, d1.loss_bbox: 0.3712, d1.loss_iou: 0.7448, d2.loss_cls: 0.5736, d2.loss_bbox: 0.3644, d2.loss_iou: 0.7339, d3.loss_cls: 0.5664, d3.loss_bbox: 0.3609, d3.loss_iou: 0.7301, d4.loss_cls: 0.5677, d4.loss_bbox: 0.3608, d4.loss_iou: 0.7274, dn_loss_cls: 0.1936, dn_loss_bbox: 0.7890, dn_loss_iou: 0.8698, d0.dn_loss_cls: 0.2331, d0.dn_loss_bbox: 0.9380, d0.dn_loss_iou: 1.0338, d1.dn_loss_cls: 0.2079, d1.dn_loss_bbox: 0.8263, d1.dn_loss_iou: 0.9178, d2.dn_loss_cls: 0.1951, d2.dn_loss_bbox: 0.8032, d2.dn_loss_iou: 0.8903, d3.dn_loss_cls: 0.1903, d3.dn_loss_bbox: 0.7904, d3.dn_loss_iou: 0.8724, d4.dn_loss_cls: 0.1893, d4.dn_loss_bbox: 0.7888, d4.dn_loss_iou: 0.8698, loss: 23.8104, grad_norm: 44.0650 2023-11-22 13:13:54,074 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-22 13:13:54,075 - mmdet - INFO - Epoch [1][1000/7330] lr: 1.000e-05, eta: 16:59:26, time: 0.694, data_time: 0.005, memory: 15156, interm_loss_cls: 0.6208, interm_loss_bbox: 0.4674, interm_loss_iou: 0.8675, loss_cls: 0.5461, loss_bbox: 0.3474, loss_iou: 0.7060, d0.loss_cls: 0.6018, d0.loss_bbox: 0.4014, d0.loss_iou: 0.7916, d1.loss_cls: 0.5697, d1.loss_bbox: 0.3587, d1.loss_iou: 0.7263, d2.loss_cls: 0.5574, d2.loss_bbox: 0.3473, d2.loss_iou: 0.7120, d3.loss_cls: 0.5509, d3.loss_bbox: 0.3455, d3.loss_iou: 0.7069, d4.loss_cls: 0.5483, d4.loss_bbox: 0.3469, d4.loss_iou: 0.7065, dn_loss_cls: 0.1875, dn_loss_bbox: 0.7654, dn_loss_iou: 0.8566, d0.dn_loss_cls: 0.2265, d0.dn_loss_bbox: 0.9201, d0.dn_loss_iou: 1.0288, d1.dn_loss_cls: 0.2009, d1.dn_loss_bbox: 0.8093, d1.dn_loss_iou: 0.9122, d2.dn_loss_cls: 0.1886, d2.dn_loss_bbox: 0.7836, d2.dn_loss_iou: 0.8816, d3.dn_loss_cls: 0.1842, d3.dn_loss_bbox: 0.7685, d3.dn_loss_iou: 0.8606, d4.dn_loss_cls: 0.1839, d4.dn_loss_bbox: 0.7656, d4.dn_loss_iou: 0.8569, loss: 23.2073, grad_norm: 40.6662 2023-11-22 13:14:28,530 - mmdet - INFO - Epoch [1][1050/7330] lr: 1.000e-05, eta: 16:57:52, time: 0.689, data_time: 0.006, memory: 15156, interm_loss_cls: 0.6220, interm_loss_bbox: 0.4760, interm_loss_iou: 0.8451, loss_cls: 0.5411, loss_bbox: 0.3470, loss_iou: 0.6903, d0.loss_cls: 0.6128, d0.loss_bbox: 0.3973, d0.loss_iou: 0.7641, d1.loss_cls: 0.5772, d1.loss_bbox: 0.3490, d1.loss_iou: 0.7018, d2.loss_cls: 0.5557, d2.loss_bbox: 0.3437, d2.loss_iou: 0.6906, d3.loss_cls: 0.5447, d3.loss_bbox: 0.3427, d3.loss_iou: 0.6894, d4.loss_cls: 0.5410, d4.loss_bbox: 0.3448, d4.loss_iou: 0.6890, dn_loss_cls: 0.1842, dn_loss_bbox: 0.7837, dn_loss_iou: 0.8262, d0.dn_loss_cls: 0.2293, d0.dn_loss_bbox: 0.9341, d0.dn_loss_iou: 1.0047, d1.dn_loss_cls: 0.2007, d1.dn_loss_bbox: 0.8225, d1.dn_loss_iou: 0.8832, d2.dn_loss_cls: 0.1871, d2.dn_loss_bbox: 0.7985, d2.dn_loss_iou: 0.8520, d3.dn_loss_cls: 0.1822, d3.dn_loss_bbox: 0.7849, d3.dn_loss_iou: 0.8302, d4.dn_loss_cls: 0.1807, d4.dn_loss_bbox: 0.7836, d4.dn_loss_iou: 0.8264, loss: 22.9593, grad_norm: 41.5022 2023-11-22 13:15:03,322 - mmdet - INFO - Epoch [1][1100/7330] lr: 1.000e-05, eta: 16:56:50, time: 0.696, data_time: 0.006, memory: 16112, interm_loss_cls: 0.6174, interm_loss_bbox: 0.4561, interm_loss_iou: 0.8260, loss_cls: 0.5266, loss_bbox: 0.3323, loss_iou: 0.6695, d0.loss_cls: 0.6015, d0.loss_bbox: 0.3777, d0.loss_iou: 0.7431, d1.loss_cls: 0.5633, d1.loss_bbox: 0.3317, d1.loss_iou: 0.6799, d2.loss_cls: 0.5441, d2.loss_bbox: 0.3264, d2.loss_iou: 0.6680, d3.loss_cls: 0.5306, d3.loss_bbox: 0.3283, d3.loss_iou: 0.6665, d4.loss_cls: 0.5276, d4.loss_bbox: 0.3302, d4.loss_iou: 0.6682, dn_loss_cls: 0.1804, dn_loss_bbox: 0.7170, dn_loss_iou: 0.7965, d0.dn_loss_cls: 0.2231, d0.dn_loss_bbox: 0.8968, d0.dn_loss_iou: 0.9917, d1.dn_loss_cls: 0.1952, d1.dn_loss_bbox: 0.7681, d1.dn_loss_iou: 0.8592, d2.dn_loss_cls: 0.1814, d2.dn_loss_bbox: 0.7369, d2.dn_loss_iou: 0.8227, d3.dn_loss_cls: 0.1772, d3.dn_loss_bbox: 0.7199, d3.dn_loss_iou: 0.8012, d4.dn_loss_cls: 0.1765, d4.dn_loss_bbox: 0.7173, d4.dn_loss_iou: 0.7968, loss: 22.0727, grad_norm: 40.2990 2023-11-22 13:15:37,427 - mmdet - INFO - Epoch [1][1150/7330] lr: 1.000e-05, eta: 16:54:57, time: 0.682, data_time: 0.005, memory: 16112, interm_loss_cls: 0.6090, interm_loss_bbox: 0.4702, interm_loss_iou: 0.8373, loss_cls: 0.5180, loss_bbox: 0.3398, loss_iou: 0.6665, d0.loss_cls: 0.5948, d0.loss_bbox: 0.3912, d0.loss_iou: 0.7490, d1.loss_cls: 0.5580, d1.loss_bbox: 0.3443, d1.loss_iou: 0.6809, d2.loss_cls: 0.5345, d2.loss_bbox: 0.3398, d2.loss_iou: 0.6716, d3.loss_cls: 0.5237, d3.loss_bbox: 0.3369, d3.loss_iou: 0.6668, d4.loss_cls: 0.5191, d4.loss_bbox: 0.3375, d4.loss_iou: 0.6662, dn_loss_cls: 0.1714, dn_loss_bbox: 0.7478, dn_loss_iou: 0.7947, d0.dn_loss_cls: 0.2184, d0.dn_loss_bbox: 0.9190, d0.dn_loss_iou: 0.9891, d1.dn_loss_cls: 0.1893, d1.dn_loss_bbox: 0.7956, d1.dn_loss_iou: 0.8617, d2.dn_loss_cls: 0.1757, d2.dn_loss_bbox: 0.7671, d2.dn_loss_iou: 0.8224, d3.dn_loss_cls: 0.1705, d3.dn_loss_bbox: 0.7505, d3.dn_loss_iou: 0.7985, d4.dn_loss_cls: 0.1681, d4.dn_loss_bbox: 0.7478, d4.dn_loss_iou: 0.7945, loss: 22.2371, grad_norm: 40.6661 2023-11-22 13:16:12,031 - mmdet - INFO - Epoch [1][1200/7330] lr: 1.000e-05, eta: 16:53:48, time: 0.692, data_time: 0.006, memory: 16112, interm_loss_cls: 0.5915, interm_loss_bbox: 0.4390, interm_loss_iou: 0.8177, loss_cls: 0.5017, loss_bbox: 0.3231, loss_iou: 0.6582, d0.loss_cls: 0.5825, d0.loss_bbox: 0.3673, d0.loss_iou: 0.7251, d1.loss_cls: 0.5414, d1.loss_bbox: 0.3241, d1.loss_iou: 0.6661, d2.loss_cls: 0.5188, d2.loss_bbox: 0.3224, d2.loss_iou: 0.6569, d3.loss_cls: 0.5057, d3.loss_bbox: 0.3219, d3.loss_iou: 0.6577, d4.loss_cls: 0.5025, d4.loss_bbox: 0.3226, d4.loss_iou: 0.6572, dn_loss_cls: 0.1637, dn_loss_bbox: 0.7050, dn_loss_iou: 0.7870, d0.dn_loss_cls: 0.2112, d0.dn_loss_bbox: 0.8784, d0.dn_loss_iou: 0.9785, d1.dn_loss_cls: 0.1817, d1.dn_loss_bbox: 0.7517, d1.dn_loss_iou: 0.8481, d2.dn_loss_cls: 0.1671, d2.dn_loss_bbox: 0.7233, d2.dn_loss_iou: 0.8129, d3.dn_loss_cls: 0.1628, d3.dn_loss_bbox: 0.7074, d3.dn_loss_iou: 0.7912, d4.dn_loss_cls: 0.1610, d4.dn_loss_bbox: 0.7051, d4.dn_loss_iou: 0.7870, loss: 21.5267, grad_norm: 41.2564 2023-11-22 13:16:46,949 - mmdet - INFO - Epoch [1][1250/7330] lr: 1.000e-05, eta: 16:53:03, time: 0.698, data_time: 0.005, memory: 16112, interm_loss_cls: 0.5850, interm_loss_bbox: 0.4529, interm_loss_iou: 0.8222, loss_cls: 0.5082, loss_bbox: 0.3388, loss_iou: 0.6635, d0.loss_cls: 0.5766, d0.loss_bbox: 0.3804, d0.loss_iou: 0.7362, d1.loss_cls: 0.5423, d1.loss_bbox: 0.3406, d1.loss_iou: 0.6761, d2.loss_cls: 0.5205, d2.loss_bbox: 0.3371, d2.loss_iou: 0.6684, d3.loss_cls: 0.5106, d3.loss_bbox: 0.3366, d3.loss_iou: 0.6647, d4.loss_cls: 0.5071, d4.loss_bbox: 0.3383, d4.loss_iou: 0.6654, dn_loss_cls: 0.1655, dn_loss_bbox: 0.7581, dn_loss_iou: 0.7879, d0.dn_loss_cls: 0.2087, d0.dn_loss_bbox: 0.9360, d0.dn_loss_iou: 0.9898, d1.dn_loss_cls: 0.1792, d1.dn_loss_bbox: 0.8066, d1.dn_loss_iou: 0.8555, d2.dn_loss_cls: 0.1660, d2.dn_loss_bbox: 0.7762, d2.dn_loss_iou: 0.8149, d3.dn_loss_cls: 0.1622, d3.dn_loss_bbox: 0.7611, d3.dn_loss_iou: 0.7923, d4.dn_loss_cls: 0.1616, d4.dn_loss_bbox: 0.7583, d4.dn_loss_iou: 0.7880, loss: 22.0394, grad_norm: 41.9160 2023-11-22 13:17:21,604 - mmdet - INFO - Epoch [1][1300/7330] lr: 1.000e-05, eta: 16:52:03, time: 0.693, data_time: 0.006, memory: 16112, interm_loss_cls: 0.5866, interm_loss_bbox: 0.4243, interm_loss_iou: 0.8015, loss_cls: 0.5017, loss_bbox: 0.3253, loss_iou: 0.6504, d0.loss_cls: 0.5760, d0.loss_bbox: 0.3660, d0.loss_iou: 0.7209, d1.loss_cls: 0.5379, d1.loss_bbox: 0.3271, d1.loss_iou: 0.6637, d2.loss_cls: 0.5174, d2.loss_bbox: 0.3213, d2.loss_iou: 0.6538, d3.loss_cls: 0.5042, d3.loss_bbox: 0.3227, d3.loss_iou: 0.6508, d4.loss_cls: 0.4994, d4.loss_bbox: 0.3247, d4.loss_iou: 0.6509, dn_loss_cls: 0.1641, dn_loss_bbox: 0.6922, dn_loss_iou: 0.7780, d0.dn_loss_cls: 0.2082, d0.dn_loss_bbox: 0.8630, d0.dn_loss_iou: 0.9766, d1.dn_loss_cls: 0.1777, d1.dn_loss_bbox: 0.7414, d1.dn_loss_iou: 0.8457, d2.dn_loss_cls: 0.1641, d2.dn_loss_bbox: 0.7099, d2.dn_loss_iou: 0.8046, d3.dn_loss_cls: 0.1604, d3.dn_loss_bbox: 0.6944, d3.dn_loss_iou: 0.7822, d4.dn_loss_cls: 0.1597, d4.dn_loss_bbox: 0.6923, d4.dn_loss_iou: 0.7780, loss: 21.3192, grad_norm: 40.1757 2023-11-22 13:17:56,469 - mmdet - INFO - Epoch [1][1350/7330] lr: 1.000e-05, eta: 16:51:16, time: 0.697, data_time: 0.005, memory: 16112, interm_loss_cls: 0.5701, interm_loss_bbox: 0.4187, interm_loss_iou: 0.8016, loss_cls: 0.4910, loss_bbox: 0.3073, loss_iou: 0.6389, d0.loss_cls: 0.5631, d0.loss_bbox: 0.3492, d0.loss_iou: 0.7110, d1.loss_cls: 0.5226, d1.loss_bbox: 0.3117, d1.loss_iou: 0.6567, d2.loss_cls: 0.4988, d2.loss_bbox: 0.3060, d2.loss_iou: 0.6461, d3.loss_cls: 0.4890, d3.loss_bbox: 0.3074, d3.loss_iou: 0.6412, d4.loss_cls: 0.4872, d4.loss_bbox: 0.3081, d4.loss_iou: 0.6411, dn_loss_cls: 0.1541, dn_loss_bbox: 0.6659, dn_loss_iou: 0.7617, d0.dn_loss_cls: 0.1976, d0.dn_loss_bbox: 0.8390, d0.dn_loss_iou: 0.9620, d1.dn_loss_cls: 0.1673, d1.dn_loss_bbox: 0.7155, d1.dn_loss_iou: 0.8295, d2.dn_loss_cls: 0.1539, d2.dn_loss_bbox: 0.6840, d2.dn_loss_iou: 0.7885, d3.dn_loss_cls: 0.1502, d3.dn_loss_bbox: 0.6687, d3.dn_loss_iou: 0.7669, d4.dn_loss_cls: 0.1499, d4.dn_loss_bbox: 0.6660, d4.dn_loss_iou: 0.7620, loss: 20.7498, grad_norm: 44.0869 2023-11-22 13:18:31,378 - mmdet - INFO - Epoch [1][1400/7330] lr: 1.000e-05, eta: 16:50:34, time: 0.698, data_time: 0.005, memory: 16112, interm_loss_cls: 0.5805, interm_loss_bbox: 0.4143, interm_loss_iou: 0.7761, loss_cls: 0.4956, loss_bbox: 0.3028, loss_iou: 0.6251, d0.loss_cls: 0.5666, d0.loss_bbox: 0.3417, d0.loss_iou: 0.6899, d1.loss_cls: 0.5220, d1.loss_bbox: 0.3098, d1.loss_iou: 0.6409, d2.loss_cls: 0.4997, d2.loss_bbox: 0.3064, d2.loss_iou: 0.6353, d3.loss_cls: 0.4891, d3.loss_bbox: 0.3045, d3.loss_iou: 0.6304, d4.loss_cls: 0.4899, d4.loss_bbox: 0.3024, d4.loss_iou: 0.6280, dn_loss_cls: 0.1550, dn_loss_bbox: 0.7090, dn_loss_iou: 0.7508, d0.dn_loss_cls: 0.1982, d0.dn_loss_bbox: 0.8790, d0.dn_loss_iou: 0.9497, d1.dn_loss_cls: 0.1668, d1.dn_loss_bbox: 0.7554, d1.dn_loss_iou: 0.8183, d2.dn_loss_cls: 0.1538, d2.dn_loss_bbox: 0.7245, d2.dn_loss_iou: 0.7773, d3.dn_loss_cls: 0.1501, d3.dn_loss_bbox: 0.7114, d3.dn_loss_iou: 0.7550, d4.dn_loss_cls: 0.1496, d4.dn_loss_bbox: 0.7089, d4.dn_loss_iou: 0.7507, loss: 20.8147, grad_norm: 41.3569 2023-11-22 13:19:06,030 - mmdet - INFO - Epoch [1][1450/7330] lr: 1.000e-05, eta: 16:49:36, time: 0.693, data_time: 0.006, memory: 16112, interm_loss_cls: 0.5648, interm_loss_bbox: 0.4209, interm_loss_iou: 0.7843, loss_cls: 0.4942, loss_bbox: 0.3121, loss_iou: 0.6195, d0.loss_cls: 0.5602, d0.loss_bbox: 0.3580, d0.loss_iou: 0.6923, d1.loss_cls: 0.5231, d1.loss_bbox: 0.3225, d1.loss_iou: 0.6388, d2.loss_cls: 0.5035, d2.loss_bbox: 0.3160, d2.loss_iou: 0.6266, d3.loss_cls: 0.4928, d3.loss_bbox: 0.3148, d3.loss_iou: 0.6242, d4.loss_cls: 0.4909, d4.loss_bbox: 0.3143, d4.loss_iou: 0.6222, dn_loss_cls: 0.1525, dn_loss_bbox: 0.7007, dn_loss_iou: 0.7545, d0.dn_loss_cls: 0.1955, d0.dn_loss_bbox: 0.8743, d0.dn_loss_iou: 0.9540, d1.dn_loss_cls: 0.1655, d1.dn_loss_bbox: 0.7505, d1.dn_loss_iou: 0.8222, d2.dn_loss_cls: 0.1523, d2.dn_loss_bbox: 0.7178, d2.dn_loss_iou: 0.7807, d3.dn_loss_cls: 0.1489, d3.dn_loss_bbox: 0.7031, d3.dn_loss_iou: 0.7587, d4.dn_loss_cls: 0.1490, d4.dn_loss_bbox: 0.7005, d4.dn_loss_iou: 0.7545, loss: 20.8312, grad_norm: 40.3696 2023-11-22 13:19:40,200 - mmdet - INFO - Epoch [1][1500/7330] lr: 1.000e-05, eta: 16:48:13, time: 0.684, data_time: 0.005, memory: 16112, interm_loss_cls: 0.5641, interm_loss_bbox: 0.4216, interm_loss_iou: 0.7871, loss_cls: 0.4875, loss_bbox: 0.3057, loss_iou: 0.6178, d0.loss_cls: 0.5646, d0.loss_bbox: 0.3457, d0.loss_iou: 0.6873, d1.loss_cls: 0.5186, d1.loss_bbox: 0.3141, d1.loss_iou: 0.6340, d2.loss_cls: 0.4955, d2.loss_bbox: 0.3092, d2.loss_iou: 0.6263, d3.loss_cls: 0.4831, d3.loss_bbox: 0.3079, d3.loss_iou: 0.6216, d4.loss_cls: 0.4829, d4.loss_bbox: 0.3059, d4.loss_iou: 0.6204, dn_loss_cls: 0.1505, dn_loss_bbox: 0.7102, dn_loss_iou: 0.7410, d0.dn_loss_cls: 0.1942, d0.dn_loss_bbox: 0.8910, d0.dn_loss_iou: 0.9438, d1.dn_loss_cls: 0.1615, d1.dn_loss_bbox: 0.7606, d1.dn_loss_iou: 0.8091, d2.dn_loss_cls: 0.1495, d2.dn_loss_bbox: 0.7273, d2.dn_loss_iou: 0.7678, d3.dn_loss_cls: 0.1459, d3.dn_loss_bbox: 0.7133, d3.dn_loss_iou: 0.7457, d4.dn_loss_cls: 0.1448, d4.dn_loss_bbox: 0.7103, d4.dn_loss_iou: 0.7409, loss: 20.7084, grad_norm: 38.1169 2023-11-22 13:20:14,999 - mmdet - INFO - Epoch [1][1550/7330] lr: 1.000e-05, eta: 16:47:28, time: 0.696, data_time: 0.005, memory: 16112, interm_loss_cls: 0.5426, interm_loss_bbox: 0.3999, interm_loss_iou: 0.7770, loss_cls: 0.4822, loss_bbox: 0.2955, loss_iou: 0.6144, d0.loss_cls: 0.5419, d0.loss_bbox: 0.3357, d0.loss_iou: 0.6857, d1.loss_cls: 0.5044, d1.loss_bbox: 0.3083, d1.loss_iou: 0.6392, d2.loss_cls: 0.4869, d2.loss_bbox: 0.3027, d2.loss_iou: 0.6274, d3.loss_cls: 0.4778, d3.loss_bbox: 0.2992, d3.loss_iou: 0.6208, d4.loss_cls: 0.4770, d4.loss_bbox: 0.2970, d4.loss_iou: 0.6178, dn_loss_cls: 0.1512, dn_loss_bbox: 0.6781, dn_loss_iou: 0.7470, d0.dn_loss_cls: 0.1898, d0.dn_loss_bbox: 0.8405, d0.dn_loss_iou: 0.9465, d1.dn_loss_cls: 0.1598, d1.dn_loss_bbox: 0.7245, d1.dn_loss_iou: 0.8174, d2.dn_loss_cls: 0.1497, d2.dn_loss_bbox: 0.6931, d2.dn_loss_iou: 0.7732, d3.dn_loss_cls: 0.1476, d3.dn_loss_bbox: 0.6804, d3.dn_loss_iou: 0.7518, d4.dn_loss_cls: 0.1475, d4.dn_loss_bbox: 0.6781, d4.dn_loss_iou: 0.7472, loss: 20.3567, grad_norm: 37.9715 2023-11-22 13:20:49,504 - mmdet - INFO - Epoch [1][1600/7330] lr: 1.000e-05, eta: 16:46:27, time: 0.690, data_time: 0.005, memory: 16112, interm_loss_cls: 0.5476, interm_loss_bbox: 0.4048, interm_loss_iou: 0.7849, loss_cls: 0.4734, loss_bbox: 0.2882, loss_iou: 0.6109, d0.loss_cls: 0.5443, d0.loss_bbox: 0.3304, d0.loss_iou: 0.6814, d1.loss_cls: 0.4994, d1.loss_bbox: 0.3016, d1.loss_iou: 0.6345, d2.loss_cls: 0.4826, d2.loss_bbox: 0.2939, d2.loss_iou: 0.6233, d3.loss_cls: 0.4725, d3.loss_bbox: 0.2907, d3.loss_iou: 0.6159, d4.loss_cls: 0.4707, d4.loss_bbox: 0.2897, d4.loss_iou: 0.6135, dn_loss_cls: 0.1417, dn_loss_bbox: 0.6560, dn_loss_iou: 0.7158, d0.dn_loss_cls: 0.1862, d0.dn_loss_bbox: 0.8415, d0.dn_loss_iou: 0.9298, d1.dn_loss_cls: 0.1548, d1.dn_loss_bbox: 0.7087, d1.dn_loss_iou: 0.7889, d2.dn_loss_cls: 0.1430, d2.dn_loss_bbox: 0.6727, d2.dn_loss_iou: 0.7421, d3.dn_loss_cls: 0.1387, d3.dn_loss_bbox: 0.6588, d3.dn_loss_iou: 0.7207, d4.dn_loss_cls: 0.1378, d4.dn_loss_bbox: 0.6559, d4.dn_loss_iou: 0.7158, loss: 19.9630, grad_norm: 37.7854 2023-11-22 13:21:23,800 - mmdet - INFO - Epoch [1][1650/7330] lr: 1.000e-05, eta: 16:45:17, time: 0.686, data_time: 0.005, memory: 16112, interm_loss_cls: 0.5372, interm_loss_bbox: 0.3924, interm_loss_iou: 0.7958, loss_cls: 0.4774, loss_bbox: 0.2810, loss_iou: 0.6195, d0.loss_cls: 0.5381, d0.loss_bbox: 0.3201, d0.loss_iou: 0.6900, d1.loss_cls: 0.4967, d1.loss_bbox: 0.2904, d1.loss_iou: 0.6418, d2.loss_cls: 0.4777, d2.loss_bbox: 0.2861, d2.loss_iou: 0.6327, d3.loss_cls: 0.4720, d3.loss_bbox: 0.2814, d3.loss_iou: 0.6246, d4.loss_cls: 0.4736, d4.loss_bbox: 0.2811, d4.loss_iou: 0.6207, dn_loss_cls: 0.1424, dn_loss_bbox: 0.6580, dn_loss_iou: 0.7339, d0.dn_loss_cls: 0.1814, d0.dn_loss_bbox: 0.8247, d0.dn_loss_iou: 0.9369, d1.dn_loss_cls: 0.1512, d1.dn_loss_bbox: 0.7060, d1.dn_loss_iou: 0.8029, d2.dn_loss_cls: 0.1403, d2.dn_loss_bbox: 0.6730, d2.dn_loss_iou: 0.7595, d3.dn_loss_cls: 0.1377, d3.dn_loss_bbox: 0.6599, d3.dn_loss_iou: 0.7381, d4.dn_loss_cls: 0.1385, d4.dn_loss_bbox: 0.6579, d4.dn_loss_iou: 0.7338, loss: 20.0063, grad_norm: 40.4743 2023-11-22 13:21:58,351 - mmdet - INFO - Epoch [1][1700/7330] lr: 1.000e-05, eta: 16:44:22, time: 0.691, data_time: 0.006, memory: 16112, interm_loss_cls: 0.5429, interm_loss_bbox: 0.3891, interm_loss_iou: 0.7646, loss_cls: 0.4669, loss_bbox: 0.2817, loss_iou: 0.5965, d0.loss_cls: 0.5381, d0.loss_bbox: 0.3196, d0.loss_iou: 0.6615, d1.loss_cls: 0.4956, d1.loss_bbox: 0.2917, d1.loss_iou: 0.6162, d2.loss_cls: 0.4759, d2.loss_bbox: 0.2846, d2.loss_iou: 0.6062, d3.loss_cls: 0.4643, d3.loss_bbox: 0.2839, d3.loss_iou: 0.6011, d4.loss_cls: 0.4638, d4.loss_bbox: 0.2832, d4.loss_iou: 0.5995, dn_loss_cls: 0.1373, dn_loss_bbox: 0.6564, dn_loss_iou: 0.7089, d0.dn_loss_cls: 0.1793, d0.dn_loss_bbox: 0.8343, d0.dn_loss_iou: 0.9183, d1.dn_loss_cls: 0.1496, d1.dn_loss_bbox: 0.7070, d1.dn_loss_iou: 0.7808, d2.dn_loss_cls: 0.1385, d2.dn_loss_bbox: 0.6729, d2.dn_loss_iou: 0.7361, d3.dn_loss_cls: 0.1353, d3.dn_loss_bbox: 0.6593, d3.dn_loss_iou: 0.7141, d4.dn_loss_cls: 0.1345, d4.dn_loss_bbox: 0.6563, d4.dn_loss_iou: 0.7088, loss: 19.6541, grad_norm: 37.6929 2023-11-22 13:22:33,280 - mmdet - INFO - Epoch [1][1750/7330] lr: 1.000e-05, eta: 16:43:48, time: 0.699, data_time: 0.005, memory: 16112, interm_loss_cls: 0.5326, interm_loss_bbox: 0.3922, interm_loss_iou: 0.7717, loss_cls: 0.4625, loss_bbox: 0.2891, loss_iou: 0.6054, d0.loss_cls: 0.5310, d0.loss_bbox: 0.3317, d0.loss_iou: 0.6763, d1.loss_cls: 0.4878, d1.loss_bbox: 0.3037, d1.loss_iou: 0.6319, d2.loss_cls: 0.4691, d2.loss_bbox: 0.2977, d2.loss_iou: 0.6196, d3.loss_cls: 0.4603, d3.loss_bbox: 0.2932, d3.loss_iou: 0.6121, d4.loss_cls: 0.4605, d4.loss_bbox: 0.2903, d4.loss_iou: 0.6077, dn_loss_cls: 0.1402, dn_loss_bbox: 0.6420, dn_loss_iou: 0.7102, d0.dn_loss_cls: 0.1801, d0.dn_loss_bbox: 0.8225, d0.dn_loss_iou: 0.9205, d1.dn_loss_cls: 0.1504, d1.dn_loss_bbox: 0.6970, d1.dn_loss_iou: 0.7850, d2.dn_loss_cls: 0.1396, d2.dn_loss_bbox: 0.6617, d2.dn_loss_iou: 0.7395, d3.dn_loss_cls: 0.1365, d3.dn_loss_bbox: 0.6460, d3.dn_loss_iou: 0.7158, d4.dn_loss_cls: 0.1370, d4.dn_loss_bbox: 0.6421, d4.dn_loss_iou: 0.7103, loss: 19.7028, grad_norm: 38.0930 2023-11-22 13:23:07,786 - mmdet - INFO - Epoch [1][1800/7330] lr: 1.000e-05, eta: 16:42:52, time: 0.690, data_time: 0.005, memory: 16112, interm_loss_cls: 0.5412, interm_loss_bbox: 0.4025, interm_loss_iou: 0.7700, loss_cls: 0.4784, loss_bbox: 0.2907, loss_iou: 0.5960, d0.loss_cls: 0.5454, d0.loss_bbox: 0.3314, d0.loss_iou: 0.6675, d1.loss_cls: 0.5000, d1.loss_bbox: 0.3064, d1.loss_iou: 0.6222, d2.loss_cls: 0.4837, d2.loss_bbox: 0.2969, d2.loss_iou: 0.6074, d3.loss_cls: 0.4753, d3.loss_bbox: 0.2940, d3.loss_iou: 0.6005, d4.loss_cls: 0.4759, d4.loss_bbox: 0.2921, d4.loss_iou: 0.5976, dn_loss_cls: 0.1415, dn_loss_bbox: 0.6694, dn_loss_iou: 0.7240, d0.dn_loss_cls: 0.1810, d0.dn_loss_bbox: 0.8414, d0.dn_loss_iou: 0.9282, d1.dn_loss_cls: 0.1513, d1.dn_loss_bbox: 0.7172, d1.dn_loss_iou: 0.7939, d2.dn_loss_cls: 0.1404, d2.dn_loss_bbox: 0.6846, d2.dn_loss_iou: 0.7494, d3.dn_loss_cls: 0.1379, d3.dn_loss_bbox: 0.6722, d3.dn_loss_iou: 0.7285, d4.dn_loss_cls: 0.1380, d4.dn_loss_bbox: 0.6694, d4.dn_loss_iou: 0.7239, loss: 19.9676, grad_norm: 39.7432 2023-11-22 13:23:42,818 - mmdet - INFO - Epoch [1][1850/7330] lr: 1.000e-05, eta: 16:42:22, time: 0.701, data_time: 0.005, memory: 16112, interm_loss_cls: 0.5222, interm_loss_bbox: 0.3875, interm_loss_iou: 0.7795, loss_cls: 0.4689, loss_bbox: 0.2798, loss_iou: 0.6047, d0.loss_cls: 0.5255, d0.loss_bbox: 0.3217, d0.loss_iou: 0.6792, d1.loss_cls: 0.4875, d1.loss_bbox: 0.2952, d1.loss_iou: 0.6333, d2.loss_cls: 0.4702, d2.loss_bbox: 0.2901, d2.loss_iou: 0.6214, d3.loss_cls: 0.4655, d3.loss_bbox: 0.2839, d3.loss_iou: 0.6112, d4.loss_cls: 0.4650, d4.loss_bbox: 0.2825, d4.loss_iou: 0.6073, dn_loss_cls: 0.1363, dn_loss_bbox: 0.6386, dn_loss_iou: 0.7125, d0.dn_loss_cls: 0.1764, d0.dn_loss_bbox: 0.8107, d0.dn_loss_iou: 0.9240, d1.dn_loss_cls: 0.1457, d1.dn_loss_bbox: 0.6890, d1.dn_loss_iou: 0.7872, d2.dn_loss_cls: 0.1353, d2.dn_loss_bbox: 0.6545, d2.dn_loss_iou: 0.7412, d3.dn_loss_cls: 0.1329, d3.dn_loss_bbox: 0.6410, d3.dn_loss_iou: 0.7176, d4.dn_loss_cls: 0.1324, d4.dn_loss_bbox: 0.6386, d4.dn_loss_iou: 0.7124, loss: 19.6085, grad_norm: 37.2736 2023-11-22 13:24:16,773 - mmdet - INFO - Epoch [1][1900/7330] lr: 1.000e-05, eta: 16:41:04, time: 0.679, data_time: 0.005, memory: 16112, interm_loss_cls: 0.5066, interm_loss_bbox: 0.3731, interm_loss_iou: 0.7616, loss_cls: 0.4582, loss_bbox: 0.2711, loss_iou: 0.6022, d0.loss_cls: 0.5109, d0.loss_bbox: 0.3132, d0.loss_iou: 0.6667, d1.loss_cls: 0.4782, d1.loss_bbox: 0.2852, d1.loss_iou: 0.6270, d2.loss_cls: 0.4639, d2.loss_bbox: 0.2781, d2.loss_iou: 0.6166, d3.loss_cls: 0.4574, d3.loss_bbox: 0.2756, d3.loss_iou: 0.6102, d4.loss_cls: 0.4571, d4.loss_bbox: 0.2720, d4.loss_iou: 0.6046, dn_loss_cls: 0.1335, dn_loss_bbox: 0.6087, dn_loss_iou: 0.6958, d0.dn_loss_cls: 0.1711, d0.dn_loss_bbox: 0.7809, d0.dn_loss_iou: 0.9048, d1.dn_loss_cls: 0.1420, d1.dn_loss_bbox: 0.6600, d1.dn_loss_iou: 0.7693, d2.dn_loss_cls: 0.1324, d2.dn_loss_bbox: 0.6269, d2.dn_loss_iou: 0.7236, d3.dn_loss_cls: 0.1309, d3.dn_loss_bbox: 0.6115, d3.dn_loss_iou: 0.7005, d4.dn_loss_cls: 0.1306, d4.dn_loss_bbox: 0.6087, d4.dn_loss_iou: 0.6957, loss: 19.1165, grad_norm: 38.6052 2023-11-22 13:24:51,606 - mmdet - INFO - Epoch [1][1950/7330] lr: 1.000e-05, eta: 16:40:26, time: 0.697, data_time: 0.005, memory: 16112, interm_loss_cls: 0.5125, interm_loss_bbox: 0.3950, interm_loss_iou: 0.7521, loss_cls: 0.4646, loss_bbox: 0.2867, loss_iou: 0.5846, d0.loss_cls: 0.5189, d0.loss_bbox: 0.3320, d0.loss_iou: 0.6636, d1.loss_cls: 0.4786, d1.loss_bbox: 0.3045, d1.loss_iou: 0.6180, d2.loss_cls: 0.4633, d2.loss_bbox: 0.2972, d2.loss_iou: 0.6009, d3.loss_cls: 0.4587, d3.loss_bbox: 0.2889, d3.loss_iou: 0.5925, d4.loss_cls: 0.4587, d4.loss_bbox: 0.2886, d4.loss_iou: 0.5880, dn_loss_cls: 0.1343, dn_loss_bbox: 0.6503, dn_loss_iou: 0.6965, d0.dn_loss_cls: 0.1689, d0.dn_loss_bbox: 0.8405, d0.dn_loss_iou: 0.9221, d1.dn_loss_cls: 0.1414, d1.dn_loss_bbox: 0.7040, d1.dn_loss_iou: 0.7716, d2.dn_loss_cls: 0.1317, d2.dn_loss_bbox: 0.6678, d2.dn_loss_iou: 0.7248, d3.dn_loss_cls: 0.1295, d3.dn_loss_bbox: 0.6536, d3.dn_loss_iou: 0.7018, d4.dn_loss_cls: 0.1297, d4.dn_loss_bbox: 0.6503, d4.dn_loss_iou: 0.6965, loss: 19.4629, grad_norm: 37.4872 2023-11-22 13:25:26,439 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-22 13:25:26,439 - mmdet - INFO - Epoch [1][2000/7330] lr: 1.000e-05, eta: 16:39:49, time: 0.697, data_time: 0.005, memory: 16112, interm_loss_cls: 0.5028, interm_loss_bbox: 0.3794, interm_loss_iou: 0.7505, loss_cls: 0.4455, loss_bbox: 0.2734, loss_iou: 0.5808, d0.loss_cls: 0.5045, d0.loss_bbox: 0.3115, d0.loss_iou: 0.6493, d1.loss_cls: 0.4637, d1.loss_bbox: 0.2865, d1.loss_iou: 0.6106, d2.loss_cls: 0.4501, d2.loss_bbox: 0.2789, d2.loss_iou: 0.5953, d3.loss_cls: 0.4424, d3.loss_bbox: 0.2763, d3.loss_iou: 0.5864, d4.loss_cls: 0.4431, d4.loss_bbox: 0.2735, d4.loss_iou: 0.5824, dn_loss_cls: 0.1258, dn_loss_bbox: 0.6168, dn_loss_iou: 0.6777, d0.dn_loss_cls: 0.1666, d0.dn_loss_bbox: 0.7958, d0.dn_loss_iou: 0.8897, d1.dn_loss_cls: 0.1364, d1.dn_loss_bbox: 0.6660, d1.dn_loss_iou: 0.7474, d2.dn_loss_cls: 0.1260, d2.dn_loss_bbox: 0.6339, d2.dn_loss_iou: 0.7024, d3.dn_loss_cls: 0.1236, d3.dn_loss_bbox: 0.6201, d3.dn_loss_iou: 0.6821, d4.dn_loss_cls: 0.1229, d4.dn_loss_bbox: 0.6168, d4.dn_loss_iou: 0.6774, loss: 18.8143, grad_norm: 38.7522 2023-11-22 13:26:01,198 - mmdet - INFO - Epoch [1][2050/7330] lr: 1.000e-05, eta: 16:39:08, time: 0.695, data_time: 0.005, memory: 16112, interm_loss_cls: 0.5035, interm_loss_bbox: 0.3692, interm_loss_iou: 0.7577, loss_cls: 0.4470, loss_bbox: 0.2665, loss_iou: 0.5980, d0.loss_cls: 0.5012, d0.loss_bbox: 0.3055, d0.loss_iou: 0.6628, d1.loss_cls: 0.4631, d1.loss_bbox: 0.2842, d1.loss_iou: 0.6265, d2.loss_cls: 0.4486, d2.loss_bbox: 0.2749, d2.loss_iou: 0.6129, d3.loss_cls: 0.4428, d3.loss_bbox: 0.2707, d3.loss_iou: 0.6055, d4.loss_cls: 0.4431, d4.loss_bbox: 0.2685, d4.loss_iou: 0.6020, dn_loss_cls: 0.1287, dn_loss_bbox: 0.6160, dn_loss_iou: 0.6974, d0.dn_loss_cls: 0.1664, d0.dn_loss_bbox: 0.7849, d0.dn_loss_iou: 0.8949, d1.dn_loss_cls: 0.1368, d1.dn_loss_bbox: 0.6638, d1.dn_loss_iou: 0.7631, d2.dn_loss_cls: 0.1270, d2.dn_loss_bbox: 0.6313, d2.dn_loss_iou: 0.7208, d3.dn_loss_cls: 0.1246, d3.dn_loss_bbox: 0.6180, d3.dn_loss_iou: 0.7011, d4.dn_loss_cls: 0.1252, d4.dn_loss_bbox: 0.6160, d4.dn_loss_iou: 0.6974, loss: 18.9672, grad_norm: 37.3560 2023-11-22 13:26:36,080 - mmdet - INFO - Epoch [1][2100/7330] lr: 1.000e-05, eta: 16:38:32, time: 0.697, data_time: 0.005, memory: 16112, interm_loss_cls: 0.5047, interm_loss_bbox: 0.3879, interm_loss_iou: 0.7520, loss_cls: 0.4501, loss_bbox: 0.2739, loss_iou: 0.5746, d0.loss_cls: 0.5063, d0.loss_bbox: 0.3258, d0.loss_iou: 0.6583, d1.loss_cls: 0.4658, d1.loss_bbox: 0.2938, d1.loss_iou: 0.6092, d2.loss_cls: 0.4513, d2.loss_bbox: 0.2835, d2.loss_iou: 0.5917, d3.loss_cls: 0.4459, d3.loss_bbox: 0.2779, d3.loss_iou: 0.5817, d4.loss_cls: 0.4468, d4.loss_bbox: 0.2758, d4.loss_iou: 0.5777, dn_loss_cls: 0.1284, dn_loss_bbox: 0.6440, dn_loss_iou: 0.6832, d0.dn_loss_cls: 0.1625, d0.dn_loss_bbox: 0.8230, d0.dn_loss_iou: 0.8955, d1.dn_loss_cls: 0.1357, d1.dn_loss_bbox: 0.6961, d1.dn_loss_iou: 0.7564, d2.dn_loss_cls: 0.1260, d2.dn_loss_bbox: 0.6609, d2.dn_loss_iou: 0.7100, d3.dn_loss_cls: 0.1243, d3.dn_loss_bbox: 0.6477, d3.dn_loss_iou: 0.6886, d4.dn_loss_cls: 0.1248, d4.dn_loss_bbox: 0.6441, d4.dn_loss_iou: 0.6833, loss: 19.0692, grad_norm: 40.4135 2023-11-22 13:27:10,788 - mmdet - INFO - Epoch [1][2150/7330] lr: 1.000e-05, eta: 16:37:50, time: 0.694, data_time: 0.006, memory: 16112, interm_loss_cls: 0.5012, interm_loss_bbox: 0.3833, interm_loss_iou: 0.7421, loss_cls: 0.4452, loss_bbox: 0.2684, loss_iou: 0.5664, d0.loss_cls: 0.5023, d0.loss_bbox: 0.3120, d0.loss_iou: 0.6401, d1.loss_cls: 0.4681, d1.loss_bbox: 0.2844, d1.loss_iou: 0.5963, d2.loss_cls: 0.4483, d2.loss_bbox: 0.2773, d2.loss_iou: 0.5825, d3.loss_cls: 0.4429, d3.loss_bbox: 0.2720, d3.loss_iou: 0.5718, d4.loss_cls: 0.4416, d4.loss_bbox: 0.2701, d4.loss_iou: 0.5679, dn_loss_cls: 0.1278, dn_loss_bbox: 0.6182, dn_loss_iou: 0.6731, d0.dn_loss_cls: 0.1649, d0.dn_loss_bbox: 0.8017, d0.dn_loss_iou: 0.8846, d1.dn_loss_cls: 0.1358, d1.dn_loss_bbox: 0.6710, d1.dn_loss_iou: 0.7461, d2.dn_loss_cls: 0.1257, d2.dn_loss_bbox: 0.6355, d2.dn_loss_iou: 0.6993, d3.dn_loss_cls: 0.1231, d3.dn_loss_bbox: 0.6210, d3.dn_loss_iou: 0.6777, d4.dn_loss_cls: 0.1233, d4.dn_loss_bbox: 0.6184, d4.dn_loss_iou: 0.6732, loss: 18.7047, grad_norm: 36.7599 2023-11-22 13:27:45,711 - mmdet - INFO - Epoch [1][2200/7330] lr: 1.000e-05, eta: 16:37:17, time: 0.699, data_time: 0.005, memory: 16112, interm_loss_cls: 0.4879, interm_loss_bbox: 0.3639, interm_loss_iou: 0.7588, loss_cls: 0.4479, loss_bbox: 0.2575, loss_iou: 0.5862, d0.loss_cls: 0.4991, d0.loss_bbox: 0.2967, d0.loss_iou: 0.6470, d1.loss_cls: 0.4631, d1.loss_bbox: 0.2717, d1.loss_iou: 0.6106, d2.loss_cls: 0.4456, d2.loss_bbox: 0.2658, d2.loss_iou: 0.6009, d3.loss_cls: 0.4432, d3.loss_bbox: 0.2605, d3.loss_iou: 0.5915, d4.loss_cls: 0.4438, d4.loss_bbox: 0.2597, d4.loss_iou: 0.5887, dn_loss_cls: 0.1286, dn_loss_bbox: 0.5846, dn_loss_iou: 0.6860, d0.dn_loss_cls: 0.1621, d0.dn_loss_bbox: 0.7499, d0.dn_loss_iou: 0.8946, d1.dn_loss_cls: 0.1349, d1.dn_loss_bbox: 0.6318, d1.dn_loss_iou: 0.7583, d2.dn_loss_cls: 0.1251, d2.dn_loss_bbox: 0.5994, d2.dn_loss_iou: 0.7120, d3.dn_loss_cls: 0.1235, d3.dn_loss_bbox: 0.5872, d3.dn_loss_iou: 0.6914, d4.dn_loss_cls: 0.1244, d4.dn_loss_bbox: 0.5846, d4.dn_loss_iou: 0.6859, loss: 18.5543, grad_norm: 35.5595 2023-11-22 13:28:20,772 - mmdet - INFO - Epoch [1][2250/7330] lr: 1.000e-05, eta: 16:36:49, time: 0.701, data_time: 0.005, memory: 16112, interm_loss_cls: 0.4945, interm_loss_bbox: 0.3670, interm_loss_iou: 0.7298, loss_cls: 0.4478, loss_bbox: 0.2552, loss_iou: 0.5592, d0.loss_cls: 0.4942, d0.loss_bbox: 0.3039, d0.loss_iou: 0.6350, d1.loss_cls: 0.4575, d1.loss_bbox: 0.2758, d1.loss_iou: 0.5933, d2.loss_cls: 0.4455, d2.loss_bbox: 0.2644, d2.loss_iou: 0.5797, d3.loss_cls: 0.4404, d3.loss_bbox: 0.2585, d3.loss_iou: 0.5683, d4.loss_cls: 0.4418, d4.loss_bbox: 0.2568, d4.loss_iou: 0.5638, dn_loss_cls: 0.1271, dn_loss_bbox: 0.6064, dn_loss_iou: 0.6697, d0.dn_loss_cls: 0.1614, d0.dn_loss_bbox: 0.7717, d0.dn_loss_iou: 0.8799, d1.dn_loss_cls: 0.1341, d1.dn_loss_bbox: 0.6526, d1.dn_loss_iou: 0.7405, d2.dn_loss_cls: 0.1242, d2.dn_loss_bbox: 0.6211, d2.dn_loss_iou: 0.6969, d3.dn_loss_cls: 0.1220, d3.dn_loss_bbox: 0.6085, d3.dn_loss_iou: 0.6743, d4.dn_loss_cls: 0.1226, d4.dn_loss_bbox: 0.6064, d4.dn_loss_iou: 0.6697, loss: 18.4216, grad_norm: 36.6501 2023-11-22 13:28:55,254 - mmdet - INFO - Epoch [1][2300/7330] lr: 1.000e-05, eta: 16:35:58, time: 0.689, data_time: 0.005, memory: 16112, interm_loss_cls: 0.4861, interm_loss_bbox: 0.3782, interm_loss_iou: 0.7327, loss_cls: 0.4360, loss_bbox: 0.2664, loss_iou: 0.5504, d0.loss_cls: 0.4928, d0.loss_bbox: 0.3066, d0.loss_iou: 0.6222, d1.loss_cls: 0.4534, d1.loss_bbox: 0.2832, d1.loss_iou: 0.5833, d2.loss_cls: 0.4393, d2.loss_bbox: 0.2755, d2.loss_iou: 0.5673, d3.loss_cls: 0.4317, d3.loss_bbox: 0.2716, d3.loss_iou: 0.5585, d4.loss_cls: 0.4329, d4.loss_bbox: 0.2677, d4.loss_iou: 0.5540, dn_loss_cls: 0.1209, dn_loss_bbox: 0.6171, dn_loss_iou: 0.6673, d0.dn_loss_cls: 0.1574, d0.dn_loss_bbox: 0.7884, d0.dn_loss_iou: 0.8712, d1.dn_loss_cls: 0.1300, d1.dn_loss_bbox: 0.6638, d1.dn_loss_iou: 0.7346, d2.dn_loss_cls: 0.1201, d2.dn_loss_bbox: 0.6324, d2.dn_loss_iou: 0.6927, d3.dn_loss_cls: 0.1180, d3.dn_loss_bbox: 0.6200, d3.dn_loss_iou: 0.6718, d4.dn_loss_cls: 0.1175, d4.dn_loss_bbox: 0.6172, d4.dn_loss_iou: 0.6672, loss: 18.3973, grad_norm: 35.3450 2023-11-22 13:29:29,879 - mmdet - INFO - Epoch [1][2350/7330] lr: 1.000e-05, eta: 16:35:14, time: 0.693, data_time: 0.005, memory: 16112, interm_loss_cls: 0.4852, interm_loss_bbox: 0.3666, interm_loss_iou: 0.7274, loss_cls: 0.4378, loss_bbox: 0.2562, loss_iou: 0.5527, d0.loss_cls: 0.4883, d0.loss_bbox: 0.3026, d0.loss_iou: 0.6270, d1.loss_cls: 0.4512, d1.loss_bbox: 0.2764, d1.loss_iou: 0.5874, d2.loss_cls: 0.4371, d2.loss_bbox: 0.2673, d2.loss_iou: 0.5700, d3.loss_cls: 0.4342, d3.loss_bbox: 0.2608, d3.loss_iou: 0.5608, d4.loss_cls: 0.4337, d4.loss_bbox: 0.2590, d4.loss_iou: 0.5574, dn_loss_cls: 0.1200, dn_loss_bbox: 0.6033, dn_loss_iou: 0.6672, d0.dn_loss_cls: 0.1577, d0.dn_loss_bbox: 0.7775, d0.dn_loss_iou: 0.8756, d1.dn_loss_cls: 0.1297, d1.dn_loss_bbox: 0.6539, d1.dn_loss_iou: 0.7382, d2.dn_loss_cls: 0.1201, d2.dn_loss_bbox: 0.6213, d2.dn_loss_iou: 0.6929, d3.dn_loss_cls: 0.1175, d3.dn_loss_bbox: 0.6067, d3.dn_loss_iou: 0.6719, d4.dn_loss_cls: 0.1177, d4.dn_loss_bbox: 0.6034, d4.dn_loss_iou: 0.6671, loss: 18.2808, grad_norm: 35.7719 2023-11-22 13:30:04,405 - mmdet - INFO - Epoch [1][2400/7330] lr: 1.000e-05, eta: 16:34:27, time: 0.691, data_time: 0.005, memory: 16112, interm_loss_cls: 0.4889, interm_loss_bbox: 0.3669, interm_loss_iou: 0.7299, loss_cls: 0.4407, loss_bbox: 0.2562, loss_iou: 0.5506, d0.loss_cls: 0.4908, d0.loss_bbox: 0.3022, d0.loss_iou: 0.6277, d1.loss_cls: 0.4552, d1.loss_bbox: 0.2757, d1.loss_iou: 0.5853, d2.loss_cls: 0.4418, d2.loss_bbox: 0.2658, d2.loss_iou: 0.5677, d3.loss_cls: 0.4367, d3.loss_bbox: 0.2601, d3.loss_iou: 0.5572, d4.loss_cls: 0.4377, d4.loss_bbox: 0.2576, d4.loss_iou: 0.5535, dn_loss_cls: 0.1262, dn_loss_bbox: 0.6213, dn_loss_iou: 0.6671, d0.dn_loss_cls: 0.1551, d0.dn_loss_bbox: 0.8009, d0.dn_loss_iou: 0.8727, d1.dn_loss_cls: 0.1301, d1.dn_loss_bbox: 0.6734, d1.dn_loss_iou: 0.7359, d2.dn_loss_cls: 0.1216, d2.dn_loss_bbox: 0.6378, d2.dn_loss_iou: 0.6915, d3.dn_loss_cls: 0.1202, d3.dn_loss_bbox: 0.6240, d3.dn_loss_iou: 0.6709, d4.dn_loss_cls: 0.1213, d4.dn_loss_bbox: 0.6213, d4.dn_loss_iou: 0.6669, loss: 18.4066, grad_norm: 35.8833 2023-11-22 13:30:39,134 - mmdet - INFO - Epoch [1][2450/7330] lr: 1.000e-05, eta: 16:33:47, time: 0.694, data_time: 0.005, memory: 16112, interm_loss_cls: 0.4825, interm_loss_bbox: 0.3694, interm_loss_iou: 0.7229, loss_cls: 0.4322, loss_bbox: 0.2598, loss_iou: 0.5507, d0.loss_cls: 0.4856, d0.loss_bbox: 0.3049, d0.loss_iou: 0.6242, d1.loss_cls: 0.4475, d1.loss_bbox: 0.2776, d1.loss_iou: 0.5818, d2.loss_cls: 0.4335, d2.loss_bbox: 0.2695, d2.loss_iou: 0.5665, d3.loss_cls: 0.4279, d3.loss_bbox: 0.2645, d3.loss_iou: 0.5581, d4.loss_cls: 0.4280, d4.loss_bbox: 0.2628, d4.loss_iou: 0.5550, dn_loss_cls: 0.1172, dn_loss_bbox: 0.5893, dn_loss_iou: 0.6451, d0.dn_loss_cls: 0.1530, d0.dn_loss_bbox: 0.7727, d0.dn_loss_iou: 0.8564, d1.dn_loss_cls: 0.1265, d1.dn_loss_bbox: 0.6443, d1.dn_loss_iou: 0.7156, d2.dn_loss_cls: 0.1172, d2.dn_loss_bbox: 0.6069, d2.dn_loss_iou: 0.6707, d3.dn_loss_cls: 0.1150, d3.dn_loss_bbox: 0.5927, d3.dn_loss_iou: 0.6490, d4.dn_loss_cls: 0.1147, d4.dn_loss_bbox: 0.5894, d4.dn_loss_iou: 0.6449, loss: 18.0256, grad_norm: 37.6922 2023-11-22 13:31:13,520 - mmdet - INFO - Epoch [1][2500/7330] lr: 1.000e-05, eta: 16:32:56, time: 0.688, data_time: 0.006, memory: 16112, interm_loss_cls: 0.4833, interm_loss_bbox: 0.3695, interm_loss_iou: 0.7134, loss_cls: 0.4356, loss_bbox: 0.2530, loss_iou: 0.5300, d0.loss_cls: 0.4840, d0.loss_bbox: 0.3020, d0.loss_iou: 0.6080, d1.loss_cls: 0.4473, d1.loss_bbox: 0.2761, d1.loss_iou: 0.5638, d2.loss_cls: 0.4320, d2.loss_bbox: 0.2666, d2.loss_iou: 0.5487, d3.loss_cls: 0.4277, d3.loss_bbox: 0.2604, d3.loss_iou: 0.5388, d4.loss_cls: 0.4300, d4.loss_bbox: 0.2559, d4.loss_iou: 0.5339, dn_loss_cls: 0.1169, dn_loss_bbox: 0.6244, dn_loss_iou: 0.6510, d0.dn_loss_cls: 0.1517, d0.dn_loss_bbox: 0.8066, d0.dn_loss_iou: 0.8664, d1.dn_loss_cls: 0.1256, d1.dn_loss_bbox: 0.6773, d1.dn_loss_iou: 0.7262, d2.dn_loss_cls: 0.1158, d2.dn_loss_bbox: 0.6414, d2.dn_loss_iou: 0.6786, d3.dn_loss_cls: 0.1136, d3.dn_loss_bbox: 0.6281, d3.dn_loss_iou: 0.6561, d4.dn_loss_cls: 0.1135, d4.dn_loss_bbox: 0.6244, d4.dn_loss_iou: 0.6509, loss: 18.1283, grad_norm: 36.4146 2023-11-22 13:31:47,993 - mmdet - INFO - Epoch [1][2550/7330] lr: 1.000e-05, eta: 16:32:08, time: 0.689, data_time: 0.005, memory: 16112, interm_loss_cls: 0.4775, interm_loss_bbox: 0.3615, interm_loss_iou: 0.7078, loss_cls: 0.4309, loss_bbox: 0.2555, loss_iou: 0.5337, d0.loss_cls: 0.4828, d0.loss_bbox: 0.3008, d0.loss_iou: 0.6062, d1.loss_cls: 0.4473, d1.loss_bbox: 0.2740, d1.loss_iou: 0.5637, d2.loss_cls: 0.4342, d2.loss_bbox: 0.2646, d2.loss_iou: 0.5478, d3.loss_cls: 0.4275, d3.loss_bbox: 0.2595, d3.loss_iou: 0.5393, d4.loss_cls: 0.4276, d4.loss_bbox: 0.2574, d4.loss_iou: 0.5367, dn_loss_cls: 0.1208, dn_loss_bbox: 0.6162, dn_loss_iou: 0.6465, d0.dn_loss_cls: 0.1552, d0.dn_loss_bbox: 0.8005, d0.dn_loss_iou: 0.8622, d1.dn_loss_cls: 0.1295, d1.dn_loss_bbox: 0.6690, d1.dn_loss_iou: 0.7193, d2.dn_loss_cls: 0.1209, d2.dn_loss_bbox: 0.6334, d2.dn_loss_iou: 0.6734, d3.dn_loss_cls: 0.1188, d3.dn_loss_bbox: 0.6190, d3.dn_loss_iou: 0.6517, d4.dn_loss_cls: 0.1182, d4.dn_loss_bbox: 0.6162, d4.dn_loss_iou: 0.6465, loss: 18.0532, grad_norm: 33.3450 2023-11-22 13:32:22,815 - mmdet - INFO - Epoch [1][2600/7330] lr: 1.000e-05, eta: 16:31:32, time: 0.696, data_time: 0.005, memory: 16112, interm_loss_cls: 0.4728, interm_loss_bbox: 0.3628, interm_loss_iou: 0.7361, loss_cls: 0.4415, loss_bbox: 0.2514, loss_iou: 0.5529, d0.loss_cls: 0.4785, d0.loss_bbox: 0.2974, d0.loss_iou: 0.6293, d1.loss_cls: 0.4463, d1.loss_bbox: 0.2708, d1.loss_iou: 0.5863, d2.loss_cls: 0.4344, d2.loss_bbox: 0.2612, d2.loss_iou: 0.5709, d3.loss_cls: 0.4332, d3.loss_bbox: 0.2559, d3.loss_iou: 0.5616, d4.loss_cls: 0.4365, d4.loss_bbox: 0.2525, d4.loss_iou: 0.5570, dn_loss_cls: 0.1190, dn_loss_bbox: 0.5853, dn_loss_iou: 0.6516, d0.dn_loss_cls: 0.1539, d0.dn_loss_bbox: 0.7527, d0.dn_loss_iou: 0.8593, d1.dn_loss_cls: 0.1272, d1.dn_loss_bbox: 0.6313, d1.dn_loss_iou: 0.7199, d2.dn_loss_cls: 0.1178, d2.dn_loss_bbox: 0.5986, d2.dn_loss_iou: 0.6762, d3.dn_loss_cls: 0.1160, d3.dn_loss_bbox: 0.5877, d3.dn_loss_iou: 0.6560, d4.dn_loss_cls: 0.1157, d4.dn_loss_bbox: 0.5852, d4.dn_loss_iou: 0.6515, loss: 17.9942, grad_norm: 33.4926 2023-11-22 13:32:57,490 - mmdet - INFO - Epoch [1][2650/7330] lr: 1.000e-05, eta: 16:30:52, time: 0.694, data_time: 0.005, memory: 16112, interm_loss_cls: 0.4657, interm_loss_bbox: 0.3676, interm_loss_iou: 0.7413, loss_cls: 0.4297, loss_bbox: 0.2516, loss_iou: 0.5521, d0.loss_cls: 0.4743, d0.loss_bbox: 0.3014, d0.loss_iou: 0.6331, d1.loss_cls: 0.4415, d1.loss_bbox: 0.2751, d1.loss_iou: 0.5867, d2.loss_cls: 0.4308, d2.loss_bbox: 0.2593, d2.loss_iou: 0.5674, d3.loss_cls: 0.4242, d3.loss_bbox: 0.2544, d3.loss_iou: 0.5593, d4.loss_cls: 0.4252, d4.loss_bbox: 0.2533, d4.loss_iou: 0.5556, dn_loss_cls: 0.1197, dn_loss_bbox: 0.5672, dn_loss_iou: 0.6518, d0.dn_loss_cls: 0.1559, d0.dn_loss_bbox: 0.7426, d0.dn_loss_iou: 0.8628, d1.dn_loss_cls: 0.1283, d1.dn_loss_bbox: 0.6169, d1.dn_loss_iou: 0.7216, d2.dn_loss_cls: 0.1188, d2.dn_loss_bbox: 0.5830, d2.dn_loss_iou: 0.6760, d3.dn_loss_cls: 0.1162, d3.dn_loss_bbox: 0.5693, d3.dn_loss_iou: 0.6556, d4.dn_loss_cls: 0.1158, d4.dn_loss_bbox: 0.5672, d4.dn_loss_iou: 0.6517, loss: 17.8697, grad_norm: 35.6338 2023-11-22 13:33:32,329 - mmdet - INFO - Epoch [1][2700/7330] lr: 1.000e-05, eta: 16:30:17, time: 0.697, data_time: 0.006, memory: 16112, interm_loss_cls: 0.4720, interm_loss_bbox: 0.3542, interm_loss_iou: 0.7126, loss_cls: 0.4228, loss_bbox: 0.2512, loss_iou: 0.5401, d0.loss_cls: 0.4745, d0.loss_bbox: 0.2933, d0.loss_iou: 0.6113, d1.loss_cls: 0.4417, d1.loss_bbox: 0.2663, d1.loss_iou: 0.5665, d2.loss_cls: 0.4261, d2.loss_bbox: 0.2586, d2.loss_iou: 0.5548, d3.loss_cls: 0.4209, d3.loss_bbox: 0.2549, d3.loss_iou: 0.5475, d4.loss_cls: 0.4188, d4.loss_bbox: 0.2528, d4.loss_iou: 0.5439, dn_loss_cls: 0.1153, dn_loss_bbox: 0.5898, dn_loss_iou: 0.6456, d0.dn_loss_cls: 0.1524, d0.dn_loss_bbox: 0.7713, d0.dn_loss_iou: 0.8573, d1.dn_loss_cls: 0.1252, d1.dn_loss_bbox: 0.6431, d1.dn_loss_iou: 0.7173, d2.dn_loss_cls: 0.1159, d2.dn_loss_bbox: 0.6070, d2.dn_loss_iou: 0.6706, d3.dn_loss_cls: 0.1137, d3.dn_loss_bbox: 0.5926, d3.dn_loss_iou: 0.6495, d4.dn_loss_cls: 0.1128, d4.dn_loss_bbox: 0.5898, d4.dn_loss_iou: 0.6455, loss: 17.7997, grad_norm: 36.2702 2023-11-22 13:34:07,649 - mmdet - INFO - Epoch [1][2750/7330] lr: 1.000e-05, eta: 16:29:57, time: 0.706, data_time: 0.005, memory: 16112, interm_loss_cls: 0.4632, interm_loss_bbox: 0.3607, interm_loss_iou: 0.7169, loss_cls: 0.4169, loss_bbox: 0.2548, loss_iou: 0.5400, d0.loss_cls: 0.4670, d0.loss_bbox: 0.2978, d0.loss_iou: 0.6114, d1.loss_cls: 0.4356, d1.loss_bbox: 0.2704, d1.loss_iou: 0.5703, d2.loss_cls: 0.4187, d2.loss_bbox: 0.2644, d2.loss_iou: 0.5573, d3.loss_cls: 0.4129, d3.loss_bbox: 0.2593, d3.loss_iou: 0.5483, d4.loss_cls: 0.4128, d4.loss_bbox: 0.2570, d4.loss_iou: 0.5436, dn_loss_cls: 0.1133, dn_loss_bbox: 0.5548, dn_loss_iou: 0.6362, d0.dn_loss_cls: 0.1477, d0.dn_loss_bbox: 0.7266, d0.dn_loss_iou: 0.8436, d1.dn_loss_cls: 0.1216, d1.dn_loss_bbox: 0.6056, d1.dn_loss_iou: 0.7068, d2.dn_loss_cls: 0.1122, d2.dn_loss_bbox: 0.5712, d2.dn_loss_iou: 0.6616, d3.dn_loss_cls: 0.1106, d3.dn_loss_bbox: 0.5576, d3.dn_loss_iou: 0.6405, d4.dn_loss_cls: 0.1100, d4.dn_loss_bbox: 0.5548, d4.dn_loss_iou: 0.6362, loss: 17.4903, grad_norm: 32.8957 2023-11-22 13:34:42,121 - mmdet - INFO - Epoch [1][2800/7330] lr: 1.000e-05, eta: 16:29:11, time: 0.690, data_time: 0.006, memory: 16112, interm_loss_cls: 0.4737, interm_loss_bbox: 0.3603, interm_loss_iou: 0.7094, loss_cls: 0.4263, loss_bbox: 0.2513, loss_iou: 0.5305, d0.loss_cls: 0.4707, d0.loss_bbox: 0.3022, d0.loss_iou: 0.6094, d1.loss_cls: 0.4371, d1.loss_bbox: 0.2741, d1.loss_iou: 0.5631, d2.loss_cls: 0.4244, d2.loss_bbox: 0.2632, d2.loss_iou: 0.5485, d3.loss_cls: 0.4193, d3.loss_bbox: 0.2572, d3.loss_iou: 0.5370, d4.loss_cls: 0.4228, d4.loss_bbox: 0.2528, d4.loss_iou: 0.5334, dn_loss_cls: 0.1207, dn_loss_bbox: 0.5940, dn_loss_iou: 0.6253, d0.dn_loss_cls: 0.1534, d0.dn_loss_bbox: 0.7718, d0.dn_loss_iou: 0.8360, d1.dn_loss_cls: 0.1275, d1.dn_loss_bbox: 0.6443, d1.dn_loss_iou: 0.6961, d2.dn_loss_cls: 0.1186, d2.dn_loss_bbox: 0.6091, d2.dn_loss_iou: 0.6500, d3.dn_loss_cls: 0.1162, d3.dn_loss_bbox: 0.5961, d3.dn_loss_iou: 0.6293, d4.dn_loss_cls: 0.1176, d4.dn_loss_bbox: 0.5941, d4.dn_loss_iou: 0.6252, loss: 17.6920, grad_norm: 37.2319 2023-11-22 13:35:19,345 - mmdet - INFO - Epoch [1][2850/7330] lr: 1.000e-05, eta: 16:29:47, time: 0.744, data_time: 0.005, memory: 16112, interm_loss_cls: 0.4682, interm_loss_bbox: 0.3638, interm_loss_iou: 0.7111, loss_cls: 0.4287, loss_bbox: 0.2425, loss_iou: 0.5224, d0.loss_cls: 0.4725, d0.loss_bbox: 0.2944, d0.loss_iou: 0.6028, d1.loss_cls: 0.4410, d1.loss_bbox: 0.2633, d1.loss_iou: 0.5545, d2.loss_cls: 0.4315, d2.loss_bbox: 0.2519, d2.loss_iou: 0.5371, d3.loss_cls: 0.4270, d3.loss_bbox: 0.2457, d3.loss_iou: 0.5287, d4.loss_cls: 0.4255, d4.loss_bbox: 0.2443, d4.loss_iou: 0.5256, dn_loss_cls: 0.1155, dn_loss_bbox: 0.5949, dn_loss_iou: 0.6376, d0.dn_loss_cls: 0.1496, d0.dn_loss_bbox: 0.7670, d0.dn_loss_iou: 0.8443, d1.dn_loss_cls: 0.1226, d1.dn_loss_bbox: 0.6470, d1.dn_loss_iou: 0.7094, d2.dn_loss_cls: 0.1142, d2.dn_loss_bbox: 0.6126, d2.dn_loss_iou: 0.6628, d3.dn_loss_cls: 0.1120, d3.dn_loss_bbox: 0.5977, d3.dn_loss_iou: 0.6418, d4.dn_loss_cls: 0.1121, d4.dn_loss_bbox: 0.5949, d4.dn_loss_iou: 0.6374, loss: 17.6564, grad_norm: 34.7033 2023-11-22 13:35:54,040 - mmdet - INFO - Epoch [1][2900/7330] lr: 1.000e-05, eta: 16:29:06, time: 0.694, data_time: 0.006, memory: 16112, interm_loss_cls: 0.4571, interm_loss_bbox: 0.3410, interm_loss_iou: 0.6852, loss_cls: 0.4157, loss_bbox: 0.2379, loss_iou: 0.5133, d0.loss_cls: 0.4613, d0.loss_bbox: 0.2791, d0.loss_iou: 0.5845, d1.loss_cls: 0.4279, d1.loss_bbox: 0.2547, d1.loss_iou: 0.5442, d2.loss_cls: 0.4169, d2.loss_bbox: 0.2444, d2.loss_iou: 0.5283, d3.loss_cls: 0.4130, d3.loss_bbox: 0.2408, d3.loss_iou: 0.5200, d4.loss_cls: 0.4138, d4.loss_bbox: 0.2389, d4.loss_iou: 0.5166, dn_loss_cls: 0.1127, dn_loss_bbox: 0.5818, dn_loss_iou: 0.6272, d0.dn_loss_cls: 0.1473, d0.dn_loss_bbox: 0.7537, d0.dn_loss_iou: 0.8346, d1.dn_loss_cls: 0.1213, d1.dn_loss_bbox: 0.6281, d1.dn_loss_iou: 0.6949, d2.dn_loss_cls: 0.1118, d2.dn_loss_bbox: 0.5952, d2.dn_loss_iou: 0.6498, d3.dn_loss_cls: 0.1102, d3.dn_loss_bbox: 0.5835, d3.dn_loss_iou: 0.6310, d4.dn_loss_cls: 0.1101, d4.dn_loss_bbox: 0.5818, d4.dn_loss_iou: 0.6271, loss: 17.2367, grad_norm: 33.9992 2023-11-22 13:36:28,589 - mmdet - INFO - Epoch [1][2950/7330] lr: 1.000e-05, eta: 16:28:21, time: 0.691, data_time: 0.005, memory: 16112, interm_loss_cls: 0.4555, interm_loss_bbox: 0.3516, interm_loss_iou: 0.7081, loss_cls: 0.4154, loss_bbox: 0.2475, loss_iou: 0.5272, d0.loss_cls: 0.4586, d0.loss_bbox: 0.2921, d0.loss_iou: 0.6075, d1.loss_cls: 0.4291, d1.loss_bbox: 0.2658, d1.loss_iou: 0.5591, d2.loss_cls: 0.4174, d2.loss_bbox: 0.2559, d2.loss_iou: 0.5420, d3.loss_cls: 0.4124, d3.loss_bbox: 0.2501, d3.loss_iou: 0.5337, d4.loss_cls: 0.4116, d4.loss_bbox: 0.2487, d4.loss_iou: 0.5301, dn_loss_cls: 0.1149, dn_loss_bbox: 0.5628, dn_loss_iou: 0.6334, d0.dn_loss_cls: 0.1484, d0.dn_loss_bbox: 0.7434, d0.dn_loss_iou: 0.8464, d1.dn_loss_cls: 0.1228, d1.dn_loss_bbox: 0.6141, d1.dn_loss_iou: 0.7039, d2.dn_loss_cls: 0.1137, d2.dn_loss_bbox: 0.5786, d2.dn_loss_iou: 0.6578, d3.dn_loss_cls: 0.1113, d3.dn_loss_bbox: 0.5658, d3.dn_loss_iou: 0.6374, d4.dn_loss_cls: 0.1116, d4.dn_loss_bbox: 0.5629, d4.dn_loss_iou: 0.6333, loss: 17.3820, grad_norm: 32.3796 2023-11-22 13:37:03,300 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-22 13:37:03,300 - mmdet - INFO - Epoch [1][3000/7330] lr: 1.000e-05, eta: 16:27:42, time: 0.694, data_time: 0.006, memory: 16112, interm_loss_cls: 0.4571, interm_loss_bbox: 0.3491, interm_loss_iou: 0.7078, loss_cls: 0.4197, loss_bbox: 0.2400, loss_iou: 0.5276, d0.loss_cls: 0.4620, d0.loss_bbox: 0.2853, d0.loss_iou: 0.6043, d1.loss_cls: 0.4314, d1.loss_bbox: 0.2583, d1.loss_iou: 0.5601, d2.loss_cls: 0.4189, d2.loss_bbox: 0.2491, d2.loss_iou: 0.5457, d3.loss_cls: 0.4142, d3.loss_bbox: 0.2453, d3.loss_iou: 0.5349, d4.loss_cls: 0.4156, d4.loss_bbox: 0.2421, d4.loss_iou: 0.5307, dn_loss_cls: 0.1114, dn_loss_bbox: 0.5743, dn_loss_iou: 0.6197, d0.dn_loss_cls: 0.1453, d0.dn_loss_bbox: 0.7523, d0.dn_loss_iou: 0.8265, d1.dn_loss_cls: 0.1181, d1.dn_loss_bbox: 0.6236, d1.dn_loss_iou: 0.6866, d2.dn_loss_cls: 0.1094, d2.dn_loss_bbox: 0.5909, d2.dn_loss_iou: 0.6439, d3.dn_loss_cls: 0.1074, d3.dn_loss_bbox: 0.5771, d3.dn_loss_iou: 0.6236, d4.dn_loss_cls: 0.1077, d4.dn_loss_bbox: 0.5743, d4.dn_loss_iou: 0.6195, loss: 17.3107, grad_norm: 32.4401 2023-11-22 13:37:38,273 - mmdet - INFO - Epoch [1][3050/7330] lr: 1.000e-05, eta: 16:27:10, time: 0.700, data_time: 0.006, memory: 16112, interm_loss_cls: 0.4475, interm_loss_bbox: 0.3504, interm_loss_iou: 0.7195, loss_cls: 0.4161, loss_bbox: 0.2462, loss_iou: 0.5475, d0.loss_cls: 0.4571, d0.loss_bbox: 0.2852, d0.loss_iou: 0.6139, d1.loss_cls: 0.4258, d1.loss_bbox: 0.2622, d1.loss_iou: 0.5787, d2.loss_cls: 0.4163, d2.loss_bbox: 0.2543, d2.loss_iou: 0.5639, d3.loss_cls: 0.4124, d3.loss_bbox: 0.2500, d3.loss_iou: 0.5540, d4.loss_cls: 0.4140, d4.loss_bbox: 0.2479, d4.loss_iou: 0.5498, dn_loss_cls: 0.1090, dn_loss_bbox: 0.5457, dn_loss_iou: 0.6241, d0.dn_loss_cls: 0.1438, d0.dn_loss_bbox: 0.7189, d0.dn_loss_iou: 0.8330, d1.dn_loss_cls: 0.1176, d1.dn_loss_bbox: 0.5934, d1.dn_loss_iou: 0.6921, d2.dn_loss_cls: 0.1090, d2.dn_loss_bbox: 0.5605, d2.dn_loss_iou: 0.6482, d3.dn_loss_cls: 0.1062, d3.dn_loss_bbox: 0.5480, d3.dn_loss_iou: 0.6282, d4.dn_loss_cls: 0.1063, d4.dn_loss_bbox: 0.5457, d4.dn_loss_iou: 0.6240, loss: 17.2664, grad_norm: 34.6800 2023-11-22 13:38:13,298 - mmdet - INFO - Epoch [1][3100/7330] lr: 1.000e-05, eta: 16:26:39, time: 0.701, data_time: 0.006, memory: 16112, interm_loss_cls: 0.4508, interm_loss_bbox: 0.3440, interm_loss_iou: 0.7144, loss_cls: 0.4142, loss_bbox: 0.2394, loss_iou: 0.5379, d0.loss_cls: 0.4539, d0.loss_bbox: 0.2820, d0.loss_iou: 0.6095, d1.loss_cls: 0.4227, d1.loss_bbox: 0.2594, d1.loss_iou: 0.5714, d2.loss_cls: 0.4124, d2.loss_bbox: 0.2476, d2.loss_iou: 0.5546, d3.loss_cls: 0.4075, d3.loss_bbox: 0.2439, d3.loss_iou: 0.5447, d4.loss_cls: 0.4091, d4.loss_bbox: 0.2408, d4.loss_iou: 0.5408, dn_loss_cls: 0.1095, dn_loss_bbox: 0.5594, dn_loss_iou: 0.6233, d0.dn_loss_cls: 0.1429, d0.dn_loss_bbox: 0.7325, d0.dn_loss_iou: 0.8283, d1.dn_loss_cls: 0.1175, d1.dn_loss_bbox: 0.6078, d1.dn_loss_iou: 0.6877, d2.dn_loss_cls: 0.1081, d2.dn_loss_bbox: 0.5740, d2.dn_loss_iou: 0.6450, d3.dn_loss_cls: 0.1063, d3.dn_loss_bbox: 0.5614, d3.dn_loss_iou: 0.6268, d4.dn_loss_cls: 0.1062, d4.dn_loss_bbox: 0.5595, d4.dn_loss_iou: 0.6231, loss: 17.2202, grad_norm: 38.0844 2023-11-22 13:38:48,159 - mmdet - INFO - Epoch [1][3150/7330] lr: 1.000e-05, eta: 16:26:03, time: 0.697, data_time: 0.005, memory: 16112, interm_loss_cls: 0.4534, interm_loss_bbox: 0.3522, interm_loss_iou: 0.7006, loss_cls: 0.4150, loss_bbox: 0.2394, loss_iou: 0.5130, d0.loss_cls: 0.4604, d0.loss_bbox: 0.2848, d0.loss_iou: 0.5892, d1.loss_cls: 0.4267, d1.loss_bbox: 0.2592, d1.loss_iou: 0.5488, d2.loss_cls: 0.4125, d2.loss_bbox: 0.2500, d2.loss_iou: 0.5320, d3.loss_cls: 0.4098, d3.loss_bbox: 0.2429, d3.loss_iou: 0.5201, d4.loss_cls: 0.4108, d4.loss_bbox: 0.2406, d4.loss_iou: 0.5162, dn_loss_cls: 0.1068, dn_loss_bbox: 0.5641, dn_loss_iou: 0.6070, d0.dn_loss_cls: 0.1426, d0.dn_loss_bbox: 0.7441, d0.dn_loss_iou: 0.8126, d1.dn_loss_cls: 0.1165, d1.dn_loss_bbox: 0.6176, d1.dn_loss_iou: 0.6753, d2.dn_loss_cls: 0.1070, d2.dn_loss_bbox: 0.5822, d2.dn_loss_iou: 0.6307, d3.dn_loss_cls: 0.1047, d3.dn_loss_bbox: 0.5674, d3.dn_loss_iou: 0.6112, d4.dn_loss_cls: 0.1041, d4.dn_loss_bbox: 0.5642, d4.dn_loss_iou: 0.6069, loss: 17.0426, grad_norm: 33.3654 2023-11-22 13:39:22,868 - mmdet - INFO - Epoch [1][3200/7330] lr: 1.000e-05, eta: 16:25:24, time: 0.694, data_time: 0.006, memory: 16112, interm_loss_cls: 0.4534, interm_loss_bbox: 0.3334, interm_loss_iou: 0.7077, loss_cls: 0.4147, loss_bbox: 0.2367, loss_iou: 0.5397, d0.loss_cls: 0.4590, d0.loss_bbox: 0.2746, d0.loss_iou: 0.6085, d1.loss_cls: 0.4289, d1.loss_bbox: 0.2536, d1.loss_iou: 0.5706, d2.loss_cls: 0.4161, d2.loss_bbox: 0.2459, d2.loss_iou: 0.5568, d3.loss_cls: 0.4114, d3.loss_bbox: 0.2399, d3.loss_iou: 0.5480, d4.loss_cls: 0.4112, d4.loss_bbox: 0.2385, d4.loss_iou: 0.5435, dn_loss_cls: 0.1070, dn_loss_bbox: 0.5359, dn_loss_iou: 0.6160, d0.dn_loss_cls: 0.1414, d0.dn_loss_bbox: 0.7050, d0.dn_loss_iou: 0.8206, d1.dn_loss_cls: 0.1159, d1.dn_loss_bbox: 0.5835, d1.dn_loss_iou: 0.6824, d2.dn_loss_cls: 0.1068, d2.dn_loss_bbox: 0.5500, d2.dn_loss_iou: 0.6386, d3.dn_loss_cls: 0.1044, d3.dn_loss_bbox: 0.5376, d3.dn_loss_iou: 0.6194, d4.dn_loss_cls: 0.1042, d4.dn_loss_bbox: 0.5359, d4.dn_loss_iou: 0.6159, loss: 17.0124, grad_norm: 37.0522 2023-11-22 13:39:57,668 - mmdet - INFO - Epoch [1][3250/7330] lr: 1.000e-05, eta: 16:24:47, time: 0.696, data_time: 0.005, memory: 16112, interm_loss_cls: 0.4534, interm_loss_bbox: 0.3361, interm_loss_iou: 0.6873, loss_cls: 0.4111, loss_bbox: 0.2302, loss_iou: 0.5157, d0.loss_cls: 0.4579, d0.loss_bbox: 0.2740, d0.loss_iou: 0.5887, d1.loss_cls: 0.4283, d1.loss_bbox: 0.2488, d1.loss_iou: 0.5471, d2.loss_cls: 0.4148, d2.loss_bbox: 0.2386, d2.loss_iou: 0.5295, d3.loss_cls: 0.4085, d3.loss_bbox: 0.2347, d3.loss_iou: 0.5221, d4.loss_cls: 0.4089, d4.loss_bbox: 0.2319, d4.loss_iou: 0.5180, dn_loss_cls: 0.1089, dn_loss_bbox: 0.5520, dn_loss_iou: 0.6103, d0.dn_loss_cls: 0.1420, d0.dn_loss_bbox: 0.7423, d0.dn_loss_iou: 0.8240, d1.dn_loss_cls: 0.1185, d1.dn_loss_bbox: 0.6058, d1.dn_loss_iou: 0.6812, d2.dn_loss_cls: 0.1094, d2.dn_loss_bbox: 0.5690, d2.dn_loss_iou: 0.6342, d3.dn_loss_cls: 0.1071, d3.dn_loss_bbox: 0.5553, d3.dn_loss_iou: 0.6146, d4.dn_loss_cls: 0.1064, d4.dn_loss_bbox: 0.5520, d4.dn_loss_iou: 0.6103, loss: 16.9285, grad_norm: 35.3203 2023-11-22 13:40:32,205 - mmdet - INFO - Epoch [1][3300/7330] lr: 1.000e-05, eta: 16:24:04, time: 0.691, data_time: 0.006, memory: 16112, interm_loss_cls: 0.4431, interm_loss_bbox: 0.3397, interm_loss_iou: 0.6990, loss_cls: 0.4161, loss_bbox: 0.2280, loss_iou: 0.5202, d0.loss_cls: 0.4561, d0.loss_bbox: 0.2714, d0.loss_iou: 0.5894, d1.loss_cls: 0.4247, d1.loss_bbox: 0.2461, d1.loss_iou: 0.5510, d2.loss_cls: 0.4146, d2.loss_bbox: 0.2376, d2.loss_iou: 0.5370, d3.loss_cls: 0.4113, d3.loss_bbox: 0.2314, d3.loss_iou: 0.5276, d4.loss_cls: 0.4136, d4.loss_bbox: 0.2289, d4.loss_iou: 0.5240, dn_loss_cls: 0.1099, dn_loss_bbox: 0.5594, dn_loss_iou: 0.6143, d0.dn_loss_cls: 0.1435, d0.dn_loss_bbox: 0.7301, d0.dn_loss_iou: 0.8188, d1.dn_loss_cls: 0.1178, d1.dn_loss_bbox: 0.6072, d1.dn_loss_iou: 0.6795, d2.dn_loss_cls: 0.1089, d2.dn_loss_bbox: 0.5746, d2.dn_loss_iou: 0.6365, d3.dn_loss_cls: 0.1070, d3.dn_loss_bbox: 0.5621, d3.dn_loss_iou: 0.6178, d4.dn_loss_cls: 0.1070, d4.dn_loss_bbox: 0.5595, d4.dn_loss_iou: 0.6143, loss: 16.9790, grad_norm: 34.9912 2023-11-22 13:41:06,608 - mmdet - INFO - Epoch [1][3350/7330] lr: 1.000e-05, eta: 16:23:17, time: 0.688, data_time: 0.005, memory: 16112, interm_loss_cls: 0.4455, interm_loss_bbox: 0.3417, interm_loss_iou: 0.6846, loss_cls: 0.4009, loss_bbox: 0.2390, loss_iou: 0.5134, d0.loss_cls: 0.4474, d0.loss_bbox: 0.2820, d0.loss_iou: 0.5840, d1.loss_cls: 0.4174, d1.loss_bbox: 0.2559, d1.loss_iou: 0.5445, d2.loss_cls: 0.4050, d2.loss_bbox: 0.2468, d2.loss_iou: 0.5290, d3.loss_cls: 0.3983, d3.loss_bbox: 0.2427, d3.loss_iou: 0.5191, d4.loss_cls: 0.3985, d4.loss_bbox: 0.2407, d4.loss_iou: 0.5159, dn_loss_cls: 0.1030, dn_loss_bbox: 0.5322, dn_loss_iou: 0.6011, d0.dn_loss_cls: 0.1392, d0.dn_loss_bbox: 0.7215, d0.dn_loss_iou: 0.8133, d1.dn_loss_cls: 0.1142, d1.dn_loss_bbox: 0.5865, d1.dn_loss_iou: 0.6690, d2.dn_loss_cls: 0.1041, d2.dn_loss_bbox: 0.5490, d2.dn_loss_iou: 0.6244, d3.dn_loss_cls: 0.1013, d3.dn_loss_bbox: 0.5353, d3.dn_loss_iou: 0.6051, d4.dn_loss_cls: 0.1008, d4.dn_loss_bbox: 0.5323, d4.dn_loss_iou: 0.6011, loss: 16.6860, grad_norm: 33.6900 2023-11-22 13:41:41,178 - mmdet - INFO - Epoch [1][3400/7330] lr: 1.000e-05, eta: 16:22:34, time: 0.691, data_time: 0.006, memory: 16112, interm_loss_cls: 0.4502, interm_loss_bbox: 0.3395, interm_loss_iou: 0.6914, loss_cls: 0.4093, loss_bbox: 0.2332, loss_iou: 0.5204, d0.loss_cls: 0.4546, d0.loss_bbox: 0.2786, d0.loss_iou: 0.5925, d1.loss_cls: 0.4252, d1.loss_bbox: 0.2522, d1.loss_iou: 0.5527, d2.loss_cls: 0.4125, d2.loss_bbox: 0.2442, d2.loss_iou: 0.5365, d3.loss_cls: 0.4078, d3.loss_bbox: 0.2383, d3.loss_iou: 0.5282, d4.loss_cls: 0.4063, d4.loss_bbox: 0.2361, d4.loss_iou: 0.5249, dn_loss_cls: 0.1092, dn_loss_bbox: 0.5414, dn_loss_iou: 0.6085, d0.dn_loss_cls: 0.1406, d0.dn_loss_bbox: 0.7209, d0.dn_loss_iou: 0.8204, d1.dn_loss_cls: 0.1168, d1.dn_loss_bbox: 0.5931, d1.dn_loss_iou: 0.6770, d2.dn_loss_cls: 0.1088, d2.dn_loss_bbox: 0.5590, d2.dn_loss_iou: 0.6324, d3.dn_loss_cls: 0.1065, d3.dn_loss_bbox: 0.5441, d3.dn_loss_iou: 0.6122, d4.dn_loss_cls: 0.1060, d4.dn_loss_bbox: 0.5415, d4.dn_loss_iou: 0.6084, loss: 16.8817, grad_norm: 35.5340 2023-11-22 13:42:15,697 - mmdet - INFO - Epoch [1][3450/7330] lr: 1.000e-05, eta: 16:21:51, time: 0.691, data_time: 0.006, memory: 16112, interm_loss_cls: 0.4458, interm_loss_bbox: 0.3394, interm_loss_iou: 0.6929, loss_cls: 0.4175, loss_bbox: 0.2385, loss_iou: 0.5245, d0.loss_cls: 0.4583, d0.loss_bbox: 0.2764, d0.loss_iou: 0.5892, d1.loss_cls: 0.4313, d1.loss_bbox: 0.2541, d1.loss_iou: 0.5514, d2.loss_cls: 0.4178, d2.loss_bbox: 0.2470, d2.loss_iou: 0.5384, d3.loss_cls: 0.4121, d3.loss_bbox: 0.2430, d3.loss_iou: 0.5320, d4.loss_cls: 0.4132, d4.loss_bbox: 0.2407, d4.loss_iou: 0.5279, dn_loss_cls: 0.1112, dn_loss_bbox: 0.5344, dn_loss_iou: 0.6240, d0.dn_loss_cls: 0.1431, d0.dn_loss_bbox: 0.6899, d0.dn_loss_iou: 0.8189, d1.dn_loss_cls: 0.1189, d1.dn_loss_bbox: 0.5770, d1.dn_loss_iou: 0.6863, d2.dn_loss_cls: 0.1104, d2.dn_loss_bbox: 0.5474, d2.dn_loss_iou: 0.6454, d3.dn_loss_cls: 0.1086, d3.dn_loss_bbox: 0.5372, d3.dn_loss_iou: 0.6275, d4.dn_loss_cls: 0.1085, d4.dn_loss_bbox: 0.5345, d4.dn_loss_iou: 0.6239, loss: 16.9385, grad_norm: 31.3150 2023-11-22 13:42:50,326 - mmdet - INFO - Epoch [1][3500/7330] lr: 1.000e-05, eta: 16:21:11, time: 0.692, data_time: 0.006, memory: 16112, interm_loss_cls: 0.4322, interm_loss_bbox: 0.3400, interm_loss_iou: 0.6877, loss_cls: 0.3960, loss_bbox: 0.2335, loss_iou: 0.5162, d0.loss_cls: 0.4410, d0.loss_bbox: 0.2731, d0.loss_iou: 0.5865, d1.loss_cls: 0.4118, d1.loss_bbox: 0.2492, d1.loss_iou: 0.5429, d2.loss_cls: 0.3974, d2.loss_bbox: 0.2404, d2.loss_iou: 0.5301, d3.loss_cls: 0.3920, d3.loss_bbox: 0.2363, d3.loss_iou: 0.5228, d4.loss_cls: 0.3922, d4.loss_bbox: 0.2358, d4.loss_iou: 0.5193, dn_loss_cls: 0.1076, dn_loss_bbox: 0.5233, dn_loss_iou: 0.6163, d0.dn_loss_cls: 0.1389, d0.dn_loss_bbox: 0.6828, d0.dn_loss_iou: 0.8228, d1.dn_loss_cls: 0.1139, d1.dn_loss_bbox: 0.5683, d1.dn_loss_iou: 0.6816, d2.dn_loss_cls: 0.1059, d2.dn_loss_bbox: 0.5369, d2.dn_loss_iou: 0.6389, d3.dn_loss_cls: 0.1037, d3.dn_loss_bbox: 0.5253, d3.dn_loss_iou: 0.6199, d4.dn_loss_cls: 0.1041, d4.dn_loss_bbox: 0.5233, d4.dn_loss_iou: 0.6162, loss: 16.6061, grad_norm: 32.5107 2023-11-22 13:43:24,800 - mmdet - INFO - Epoch [1][3550/7330] lr: 1.000e-05, eta: 16:20:27, time: 0.690, data_time: 0.006, memory: 16112, interm_loss_cls: 0.4316, interm_loss_bbox: 0.3527, interm_loss_iou: 0.6911, loss_cls: 0.3956, loss_bbox: 0.2348, loss_iou: 0.5102, d0.loss_cls: 0.4417, d0.loss_bbox: 0.2789, d0.loss_iou: 0.5808, d1.loss_cls: 0.4111, d1.loss_bbox: 0.2536, d1.loss_iou: 0.5402, d2.loss_cls: 0.3961, d2.loss_bbox: 0.2463, d2.loss_iou: 0.5270, d3.loss_cls: 0.3907, d3.loss_bbox: 0.2406, d3.loss_iou: 0.5187, d4.loss_cls: 0.3928, d4.loss_bbox: 0.2363, d4.loss_iou: 0.5132, dn_loss_cls: 0.1041, dn_loss_bbox: 0.5466, dn_loss_iou: 0.6021, d0.dn_loss_cls: 0.1363, d0.dn_loss_bbox: 0.7270, d0.dn_loss_iou: 0.8100, d1.dn_loss_cls: 0.1112, d1.dn_loss_bbox: 0.5974, d1.dn_loss_iou: 0.6691, d2.dn_loss_cls: 0.1030, d2.dn_loss_bbox: 0.5621, d2.dn_loss_iou: 0.6247, d3.dn_loss_cls: 0.1009, d3.dn_loss_bbox: 0.5495, d3.dn_loss_iou: 0.6055, d4.dn_loss_cls: 0.1011, d4.dn_loss_bbox: 0.5466, d4.dn_loss_iou: 0.6020, loss: 16.6832, grad_norm: 31.9235 2023-11-22 13:43:59,410 - mmdet - INFO - Epoch [1][3600/7330] lr: 1.000e-05, eta: 16:19:47, time: 0.692, data_time: 0.006, memory: 16112, interm_loss_cls: 0.4319, interm_loss_bbox: 0.3306, interm_loss_iou: 0.6909, loss_cls: 0.4023, loss_bbox: 0.2245, loss_iou: 0.5185, d0.loss_cls: 0.4413, d0.loss_bbox: 0.2609, d0.loss_iou: 0.5842, d1.loss_cls: 0.4152, d1.loss_bbox: 0.2410, d1.loss_iou: 0.5447, d2.loss_cls: 0.4018, d2.loss_bbox: 0.2322, d2.loss_iou: 0.5346, d3.loss_cls: 0.3980, d3.loss_bbox: 0.2270, d3.loss_iou: 0.5255, d4.loss_cls: 0.3983, d4.loss_bbox: 0.2258, d4.loss_iou: 0.5217, dn_loss_cls: 0.1064, dn_loss_bbox: 0.5204, dn_loss_iou: 0.6113, d0.dn_loss_cls: 0.1375, d0.dn_loss_bbox: 0.6810, d0.dn_loss_iou: 0.8080, d1.dn_loss_cls: 0.1138, d1.dn_loss_bbox: 0.5655, d1.dn_loss_iou: 0.6743, d2.dn_loss_cls: 0.1046, d2.dn_loss_bbox: 0.5340, d2.dn_loss_iou: 0.6323, d3.dn_loss_cls: 0.1023, d3.dn_loss_bbox: 0.5230, d3.dn_loss_iou: 0.6147, d4.dn_loss_cls: 0.1026, d4.dn_loss_bbox: 0.5204, d4.dn_loss_iou: 0.6111, loss: 16.5143, grad_norm: 33.0908 2023-11-22 13:44:34,298 - mmdet - INFO - Epoch [1][3650/7330] lr: 1.000e-05, eta: 16:19:13, time: 0.698, data_time: 0.006, memory: 16112, interm_loss_cls: 0.4415, interm_loss_bbox: 0.3409, interm_loss_iou: 0.6697, loss_cls: 0.4085, loss_bbox: 0.2371, loss_iou: 0.4998, d0.loss_cls: 0.4522, d0.loss_bbox: 0.2775, d0.loss_iou: 0.5678, d1.loss_cls: 0.4230, d1.loss_bbox: 0.2549, d1.loss_iou: 0.5287, d2.loss_cls: 0.4077, d2.loss_bbox: 0.2478, d2.loss_iou: 0.5162, d3.loss_cls: 0.4043, d3.loss_bbox: 0.2416, d3.loss_iou: 0.5064, d4.loss_cls: 0.4051, d4.loss_bbox: 0.2388, d4.loss_iou: 0.5025, dn_loss_cls: 0.1056, dn_loss_bbox: 0.5629, dn_loss_iou: 0.6027, d0.dn_loss_cls: 0.1381, d0.dn_loss_bbox: 0.7361, d0.dn_loss_iou: 0.8089, d1.dn_loss_cls: 0.1140, d1.dn_loss_bbox: 0.6098, d1.dn_loss_iou: 0.6673, d2.dn_loss_cls: 0.1049, d2.dn_loss_bbox: 0.5771, d2.dn_loss_iou: 0.6250, d3.dn_loss_cls: 0.1034, d3.dn_loss_bbox: 0.5652, d3.dn_loss_iou: 0.6062, d4.dn_loss_cls: 0.1027, d4.dn_loss_bbox: 0.5630, d4.dn_loss_iou: 0.6026, loss: 16.7673, grad_norm: 31.9945 2023-11-22 13:45:08,576 - mmdet - INFO - Epoch [1][3700/7330] lr: 1.000e-05, eta: 16:18:25, time: 0.686, data_time: 0.006, memory: 16112, interm_loss_cls: 0.4295, interm_loss_bbox: 0.3320, interm_loss_iou: 0.6910, loss_cls: 0.4039, loss_bbox: 0.2311, loss_iou: 0.5244, d0.loss_cls: 0.4454, d0.loss_bbox: 0.2672, d0.loss_iou: 0.5887, d1.loss_cls: 0.4147, d1.loss_bbox: 0.2470, d1.loss_iou: 0.5520, d2.loss_cls: 0.4028, d2.loss_bbox: 0.2389, d2.loss_iou: 0.5403, d3.loss_cls: 0.3969, d3.loss_bbox: 0.2361, d3.loss_iou: 0.5334, d4.loss_cls: 0.3987, d4.loss_bbox: 0.2332, d4.loss_iou: 0.5288, dn_loss_cls: 0.1027, dn_loss_bbox: 0.5285, dn_loss_iou: 0.5972, d0.dn_loss_cls: 0.1365, d0.dn_loss_bbox: 0.6917, d0.dn_loss_iou: 0.7989, d1.dn_loss_cls: 0.1122, d1.dn_loss_bbox: 0.5747, d1.dn_loss_iou: 0.6607, d2.dn_loss_cls: 0.1029, d2.dn_loss_bbox: 0.5423, d2.dn_loss_iou: 0.6177, d3.dn_loss_cls: 0.1004, d3.dn_loss_bbox: 0.5309, d3.dn_loss_iou: 0.6006, d4.dn_loss_cls: 0.1000, d4.dn_loss_bbox: 0.5286, d4.dn_loss_iou: 0.5971, loss: 16.5598, grad_norm: 32.9974 2023-11-22 13:45:43,212 - mmdet - INFO - Epoch [1][3750/7330] lr: 1.000e-05, eta: 16:17:46, time: 0.693, data_time: 0.006, memory: 16112, interm_loss_cls: 0.4472, interm_loss_bbox: 0.3485, interm_loss_iou: 0.6543, loss_cls: 0.4116, loss_bbox: 0.2315, loss_iou: 0.4853, d0.loss_cls: 0.4585, d0.loss_bbox: 0.2767, d0.loss_iou: 0.5525, d1.loss_cls: 0.4232, d1.loss_bbox: 0.2527, d1.loss_iou: 0.5143, d2.loss_cls: 0.4118, d2.loss_bbox: 0.2426, d2.loss_iou: 0.4998, d3.loss_cls: 0.4071, d3.loss_bbox: 0.2362, d3.loss_iou: 0.4914, d4.loss_cls: 0.4073, d4.loss_bbox: 0.2330, d4.loss_iou: 0.4884, dn_loss_cls: 0.1072, dn_loss_bbox: 0.5745, dn_loss_iou: 0.5803, d0.dn_loss_cls: 0.1385, d0.dn_loss_bbox: 0.7587, d0.dn_loss_iou: 0.7894, d1.dn_loss_cls: 0.1137, d1.dn_loss_bbox: 0.6285, d1.dn_loss_iou: 0.6469, d2.dn_loss_cls: 0.1041, d2.dn_loss_bbox: 0.5917, d2.dn_loss_iou: 0.6032, d3.dn_loss_cls: 0.1025, d3.dn_loss_bbox: 0.5775, d3.dn_loss_iou: 0.5842, d4.dn_loss_cls: 0.1034, d4.dn_loss_bbox: 0.5744, d4.dn_loss_iou: 0.5802, loss: 16.6332, grad_norm: 33.3521 2023-11-22 13:46:17,665 - mmdet - INFO - Epoch [1][3800/7330] lr: 1.000e-05, eta: 16:17:02, time: 0.689, data_time: 0.005, memory: 16112, interm_loss_cls: 0.4228, interm_loss_bbox: 0.3241, interm_loss_iou: 0.6698, loss_cls: 0.3914, loss_bbox: 0.2194, loss_iou: 0.4984, d0.loss_cls: 0.4370, d0.loss_bbox: 0.2629, d0.loss_iou: 0.5658, d1.loss_cls: 0.4064, d1.loss_bbox: 0.2369, d1.loss_iou: 0.5263, d2.loss_cls: 0.3926, d2.loss_bbox: 0.2284, d2.loss_iou: 0.5146, d3.loss_cls: 0.3871, d3.loss_bbox: 0.2247, d3.loss_iou: 0.5062, d4.loss_cls: 0.3852, d4.loss_bbox: 0.2224, d4.loss_iou: 0.5035, dn_loss_cls: 0.1031, dn_loss_bbox: 0.5200, dn_loss_iou: 0.5837, d0.dn_loss_cls: 0.1366, d0.dn_loss_bbox: 0.6871, d0.dn_loss_iou: 0.7896, d1.dn_loss_cls: 0.1115, d1.dn_loss_bbox: 0.5659, d1.dn_loss_iou: 0.6468, d2.dn_loss_cls: 0.1030, d2.dn_loss_bbox: 0.5343, d2.dn_loss_iou: 0.6050, d3.dn_loss_cls: 0.1005, d3.dn_loss_bbox: 0.5232, d3.dn_loss_iou: 0.5875, d4.dn_loss_cls: 0.0999, d4.dn_loss_bbox: 0.5201, d4.dn_loss_iou: 0.5836, loss: 16.1276, grad_norm: 34.5605 2023-11-22 13:46:52,434 - mmdet - INFO - Epoch [1][3850/7330] lr: 1.000e-05, eta: 16:16:26, time: 0.695, data_time: 0.006, memory: 16112, interm_loss_cls: 0.4280, interm_loss_bbox: 0.3206, interm_loss_iou: 0.6689, loss_cls: 0.3929, loss_bbox: 0.2262, loss_iou: 0.5086, d0.loss_cls: 0.4375, d0.loss_bbox: 0.2606, d0.loss_iou: 0.5671, d1.loss_cls: 0.4077, d1.loss_bbox: 0.2398, d1.loss_iou: 0.5352, d2.loss_cls: 0.3944, d2.loss_bbox: 0.2336, d2.loss_iou: 0.5242, d3.loss_cls: 0.3903, d3.loss_bbox: 0.2286, d3.loss_iou: 0.5149, d4.loss_cls: 0.3919, d4.loss_bbox: 0.2254, d4.loss_iou: 0.5100, dn_loss_cls: 0.1028, dn_loss_bbox: 0.5059, dn_loss_iou: 0.6027, d0.dn_loss_cls: 0.1366, d0.dn_loss_bbox: 0.6698, d0.dn_loss_iou: 0.8066, d1.dn_loss_cls: 0.1116, d1.dn_loss_bbox: 0.5509, d1.dn_loss_iou: 0.6647, d2.dn_loss_cls: 0.1030, d2.dn_loss_bbox: 0.5198, d2.dn_loss_iou: 0.6236, d3.dn_loss_cls: 0.1005, d3.dn_loss_bbox: 0.5087, d3.dn_loss_iou: 0.6065, d4.dn_loss_cls: 0.1004, d4.dn_loss_bbox: 0.5060, d4.dn_loss_iou: 0.6026, loss: 16.2289, grad_norm: 31.3298 2023-11-22 13:47:27,096 - mmdet - INFO - Epoch [1][3900/7330] lr: 1.000e-05, eta: 16:15:48, time: 0.693, data_time: 0.006, memory: 16112, interm_loss_cls: 0.4205, interm_loss_bbox: 0.3221, interm_loss_iou: 0.6695, loss_cls: 0.3968, loss_bbox: 0.2181, loss_iou: 0.4995, d0.loss_cls: 0.4325, d0.loss_bbox: 0.2616, d0.loss_iou: 0.5699, d1.loss_cls: 0.4034, d1.loss_bbox: 0.2391, d1.loss_iou: 0.5311, d2.loss_cls: 0.3923, d2.loss_bbox: 0.2297, d2.loss_iou: 0.5164, d3.loss_cls: 0.3901, d3.loss_bbox: 0.2231, d3.loss_iou: 0.5074, d4.loss_cls: 0.3921, d4.loss_bbox: 0.2193, d4.loss_iou: 0.5026, dn_loss_cls: 0.1033, dn_loss_bbox: 0.5256, dn_loss_iou: 0.5993, d0.dn_loss_cls: 0.1344, d0.dn_loss_bbox: 0.6873, d0.dn_loss_iou: 0.7979, d1.dn_loss_cls: 0.1109, d1.dn_loss_bbox: 0.5712, d1.dn_loss_iou: 0.6599, d2.dn_loss_cls: 0.1019, d2.dn_loss_bbox: 0.5396, d2.dn_loss_iou: 0.6198, d3.dn_loss_cls: 0.1003, d3.dn_loss_bbox: 0.5286, d3.dn_loss_iou: 0.6029, d4.dn_loss_cls: 0.1001, d4.dn_loss_bbox: 0.5257, d4.dn_loss_iou: 0.5992, loss: 16.2449, grad_norm: 35.0977 2023-11-22 13:48:01,812 - mmdet - INFO - Epoch [1][3950/7330] lr: 1.000e-05, eta: 16:15:11, time: 0.694, data_time: 0.006, memory: 16112, interm_loss_cls: 0.4160, interm_loss_bbox: 0.3194, interm_loss_iou: 0.6635, loss_cls: 0.3886, loss_bbox: 0.2176, loss_iou: 0.4945, d0.loss_cls: 0.4339, d0.loss_bbox: 0.2572, d0.loss_iou: 0.5590, d1.loss_cls: 0.4037, d1.loss_bbox: 0.2338, d1.loss_iou: 0.5231, d2.loss_cls: 0.3913, d2.loss_bbox: 0.2260, d2.loss_iou: 0.5080, d3.loss_cls: 0.3862, d3.loss_bbox: 0.2215, d3.loss_iou: 0.5009, d4.loss_cls: 0.3853, d4.loss_bbox: 0.2202, d4.loss_iou: 0.4991, dn_loss_cls: 0.0962, dn_loss_bbox: 0.5256, dn_loss_iou: 0.5826, d0.dn_loss_cls: 0.1310, d0.dn_loss_bbox: 0.6915, d0.dn_loss_iou: 0.7864, d1.dn_loss_cls: 0.1059, d1.dn_loss_bbox: 0.5731, d1.dn_loss_iou: 0.6468, d2.dn_loss_cls: 0.0967, d2.dn_loss_bbox: 0.5413, d2.dn_loss_iou: 0.6041, d3.dn_loss_cls: 0.0947, d3.dn_loss_bbox: 0.5285, d3.dn_loss_iou: 0.5859, d4.dn_loss_cls: 0.0940, d4.dn_loss_bbox: 0.5257, d4.dn_loss_iou: 0.5825, loss: 16.0410, grad_norm: 34.3101 2023-11-22 13:48:36,654 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-22 13:48:36,654 - mmdet - INFO - Epoch [1][4000/7330] lr: 1.000e-05, eta: 16:14:36, time: 0.697, data_time: 0.006, memory: 16112, interm_loss_cls: 0.4239, interm_loss_bbox: 0.3293, interm_loss_iou: 0.6669, loss_cls: 0.3979, loss_bbox: 0.2164, loss_iou: 0.4987, d0.loss_cls: 0.4376, d0.loss_bbox: 0.2639, d0.loss_iou: 0.5638, d1.loss_cls: 0.4094, d1.loss_bbox: 0.2374, d1.loss_iou: 0.5271, d2.loss_cls: 0.3975, d2.loss_bbox: 0.2281, d2.loss_iou: 0.5139, d3.loss_cls: 0.3966, d3.loss_bbox: 0.2202, d3.loss_iou: 0.5056, d4.loss_cls: 0.3962, d4.loss_bbox: 0.2175, d4.loss_iou: 0.5011, dn_loss_cls: 0.1008, dn_loss_bbox: 0.5214, dn_loss_iou: 0.5911, d0.dn_loss_cls: 0.1333, d0.dn_loss_bbox: 0.6846, d0.dn_loss_iou: 0.7893, d1.dn_loss_cls: 0.1093, d1.dn_loss_bbox: 0.5669, d1.dn_loss_iou: 0.6516, d2.dn_loss_cls: 0.1011, d2.dn_loss_bbox: 0.5365, d2.dn_loss_iou: 0.6111, d3.dn_loss_cls: 0.0990, d3.dn_loss_bbox: 0.5251, d3.dn_loss_iou: 0.5945, d4.dn_loss_cls: 0.0984, d4.dn_loss_bbox: 0.5215, d4.dn_loss_iou: 0.5910, loss: 16.1758, grad_norm: 34.7583 2023-11-22 13:49:11,266 - mmdet - INFO - Epoch [1][4050/7330] lr: 1.000e-05, eta: 16:13:57, time: 0.692, data_time: 0.006, memory: 16112, interm_loss_cls: 0.4186, interm_loss_bbox: 0.3166, interm_loss_iou: 0.6652, loss_cls: 0.3871, loss_bbox: 0.2159, loss_iou: 0.5064, d0.loss_cls: 0.4311, d0.loss_bbox: 0.2541, d0.loss_iou: 0.5658, d1.loss_cls: 0.4005, d1.loss_bbox: 0.2349, d1.loss_iou: 0.5326, d2.loss_cls: 0.3868, d2.loss_bbox: 0.2264, d2.loss_iou: 0.5219, d3.loss_cls: 0.3855, d3.loss_bbox: 0.2213, d3.loss_iou: 0.5134, d4.loss_cls: 0.3851, d4.loss_bbox: 0.2183, d4.loss_iou: 0.5096, dn_loss_cls: 0.0964, dn_loss_bbox: 0.4955, dn_loss_iou: 0.5733, d0.dn_loss_cls: 0.1306, d0.dn_loss_bbox: 0.6634, d0.dn_loss_iou: 0.7761, d1.dn_loss_cls: 0.1057, d1.dn_loss_bbox: 0.5449, d1.dn_loss_iou: 0.6357, d2.dn_loss_cls: 0.0967, d2.dn_loss_bbox: 0.5117, d2.dn_loss_iou: 0.5935, d3.dn_loss_cls: 0.0944, d3.dn_loss_bbox: 0.4998, d3.dn_loss_iou: 0.5769, d4.dn_loss_cls: 0.0940, d4.dn_loss_bbox: 0.4956, d4.dn_loss_iou: 0.5732, loss: 15.8544, grad_norm: 32.6594 2023-11-22 13:49:45,733 - mmdet - INFO - Epoch [1][4100/7330] lr: 1.000e-05, eta: 16:13:15, time: 0.689, data_time: 0.005, memory: 16112, interm_loss_cls: 0.4158, interm_loss_bbox: 0.3203, interm_loss_iou: 0.6459, loss_cls: 0.3890, loss_bbox: 0.2270, loss_iou: 0.4947, d0.loss_cls: 0.4271, d0.loss_bbox: 0.2636, d0.loss_iou: 0.5542, d1.loss_cls: 0.4013, d1.loss_bbox: 0.2432, d1.loss_iou: 0.5208, d2.loss_cls: 0.3915, d2.loss_bbox: 0.2369, d2.loss_iou: 0.5069, d3.loss_cls: 0.3858, d3.loss_bbox: 0.2315, d3.loss_iou: 0.5000, d4.loss_cls: 0.3862, d4.loss_bbox: 0.2288, d4.loss_iou: 0.4972, dn_loss_cls: 0.0989, dn_loss_bbox: 0.5207, dn_loss_iou: 0.5708, d0.dn_loss_cls: 0.1318, d0.dn_loss_bbox: 0.6945, d0.dn_loss_iou: 0.7752, d1.dn_loss_cls: 0.1079, d1.dn_loss_bbox: 0.5685, d1.dn_loss_iou: 0.6333, d2.dn_loss_cls: 0.0987, d2.dn_loss_bbox: 0.5366, d2.dn_loss_iou: 0.5909, d3.dn_loss_cls: 0.0965, d3.dn_loss_bbox: 0.5253, d3.dn_loss_iou: 0.5745, d4.dn_loss_cls: 0.0969, d4.dn_loss_bbox: 0.5209, d4.dn_loss_iou: 0.5707, loss: 15.9802, grad_norm: 33.6959 2023-11-22 13:50:20,364 - mmdet - INFO - Epoch [1][4150/7330] lr: 1.000e-05, eta: 16:12:36, time: 0.693, data_time: 0.006, memory: 16112, interm_loss_cls: 0.4181, interm_loss_bbox: 0.3286, interm_loss_iou: 0.6451, loss_cls: 0.3797, loss_bbox: 0.2350, loss_iou: 0.4903, d0.loss_cls: 0.4291, d0.loss_bbox: 0.2694, d0.loss_iou: 0.5511, d1.loss_cls: 0.3969, d1.loss_bbox: 0.2495, d1.loss_iou: 0.5142, d2.loss_cls: 0.3841, d2.loss_bbox: 0.2419, d2.loss_iou: 0.5021, d3.loss_cls: 0.3789, d3.loss_bbox: 0.2382, d3.loss_iou: 0.4956, d4.loss_cls: 0.3769, d4.loss_bbox: 0.2373, d4.loss_iou: 0.4939, dn_loss_cls: 0.0993, dn_loss_bbox: 0.5230, dn_loss_iou: 0.5744, d0.dn_loss_cls: 0.1324, d0.dn_loss_bbox: 0.6941, d0.dn_loss_iou: 0.7715, d1.dn_loss_cls: 0.1072, d1.dn_loss_bbox: 0.5719, d1.dn_loss_iou: 0.6347, d2.dn_loss_cls: 0.0989, d2.dn_loss_bbox: 0.5389, d2.dn_loss_iou: 0.5935, d3.dn_loss_cls: 0.0967, d3.dn_loss_bbox: 0.5278, d3.dn_loss_iou: 0.5782, d4.dn_loss_cls: 0.0967, d4.dn_loss_bbox: 0.5231, d4.dn_loss_iou: 0.5743, loss: 15.9924, grad_norm: 31.7366 2023-11-22 13:50:54,744 - mmdet - INFO - Epoch [1][4200/7330] lr: 1.000e-05, eta: 16:11:53, time: 0.688, data_time: 0.006, memory: 16112, interm_loss_cls: 0.4176, interm_loss_bbox: 0.3146, interm_loss_iou: 0.6592, loss_cls: 0.3834, loss_bbox: 0.2191, loss_iou: 0.5009, d0.loss_cls: 0.4303, d0.loss_bbox: 0.2527, d0.loss_iou: 0.5568, d1.loss_cls: 0.3976, d1.loss_bbox: 0.2330, d1.loss_iou: 0.5245, d2.loss_cls: 0.3855, d2.loss_bbox: 0.2274, d2.loss_iou: 0.5143, d3.loss_cls: 0.3817, d3.loss_bbox: 0.2220, d3.loss_iou: 0.5064, d4.loss_cls: 0.3802, d4.loss_bbox: 0.2206, d4.loss_iou: 0.5040, dn_loss_cls: 0.0984, dn_loss_bbox: 0.5065, dn_loss_iou: 0.5736, d0.dn_loss_cls: 0.1301, d0.dn_loss_bbox: 0.6701, d0.dn_loss_iou: 0.7718, d1.dn_loss_cls: 0.1069, d1.dn_loss_bbox: 0.5525, d1.dn_loss_iou: 0.6337, d2.dn_loss_cls: 0.0985, d2.dn_loss_bbox: 0.5223, d2.dn_loss_iou: 0.5935, d3.dn_loss_cls: 0.0966, d3.dn_loss_bbox: 0.5115, d3.dn_loss_iou: 0.5776, d4.dn_loss_cls: 0.0963, d4.dn_loss_bbox: 0.5066, d4.dn_loss_iou: 0.5735, loss: 15.8520, grad_norm: 34.1141 2023-11-22 13:51:29,491 - mmdet - INFO - Epoch [1][4250/7330] lr: 1.000e-05, eta: 16:11:17, time: 0.695, data_time: 0.006, memory: 16112, interm_loss_cls: 0.4132, interm_loss_bbox: 0.3068, interm_loss_iou: 0.6499, loss_cls: 0.3747, loss_bbox: 0.2148, loss_iou: 0.4974, d0.loss_cls: 0.4239, d0.loss_bbox: 0.2459, d0.loss_iou: 0.5550, d1.loss_cls: 0.3933, d1.loss_bbox: 0.2288, d1.loss_iou: 0.5203, d2.loss_cls: 0.3809, d2.loss_bbox: 0.2197, d2.loss_iou: 0.5083, d3.loss_cls: 0.3756, d3.loss_bbox: 0.2155, d3.loss_iou: 0.5019, d4.loss_cls: 0.3744, d4.loss_bbox: 0.2141, d4.loss_iou: 0.4991, dn_loss_cls: 0.0964, dn_loss_bbox: 0.4917, dn_loss_iou: 0.5735, d0.dn_loss_cls: 0.1285, d0.dn_loss_bbox: 0.6545, d0.dn_loss_iou: 0.7693, d1.dn_loss_cls: 0.1054, d1.dn_loss_bbox: 0.5393, d1.dn_loss_iou: 0.6328, d2.dn_loss_cls: 0.0968, d2.dn_loss_bbox: 0.5075, d2.dn_loss_iou: 0.5933, d3.dn_loss_cls: 0.0945, d3.dn_loss_bbox: 0.4971, d3.dn_loss_iou: 0.5777, d4.dn_loss_cls: 0.0941, d4.dn_loss_bbox: 0.4917, d4.dn_loss_iou: 0.5734, loss: 15.6311, grad_norm: 33.2011 2023-11-22 13:52:04,245 - mmdet - INFO - Epoch [1][4300/7330] lr: 1.000e-05, eta: 16:10:41, time: 0.695, data_time: 0.006, memory: 16112, interm_loss_cls: 0.4119, interm_loss_bbox: 0.3005, interm_loss_iou: 0.6644, loss_cls: 0.3796, loss_bbox: 0.2151, loss_iou: 0.5198, d0.loss_cls: 0.4254, d0.loss_bbox: 0.2457, d0.loss_iou: 0.5746, d1.loss_cls: 0.3971, d1.loss_bbox: 0.2279, d1.loss_iou: 0.5413, d2.loss_cls: 0.3828, d2.loss_bbox: 0.2213, d2.loss_iou: 0.5310, d3.loss_cls: 0.3791, d3.loss_bbox: 0.2162, d3.loss_iou: 0.5240, d4.loss_cls: 0.3789, d4.loss_bbox: 0.2148, d4.loss_iou: 0.5210, dn_loss_cls: 0.0977, dn_loss_bbox: 0.4958, dn_loss_iou: 0.5802, d0.dn_loss_cls: 0.1294, d0.dn_loss_bbox: 0.6646, d0.dn_loss_iou: 0.7771, d1.dn_loss_cls: 0.1069, d1.dn_loss_bbox: 0.5429, d1.dn_loss_iou: 0.6398, d2.dn_loss_cls: 0.0976, d2.dn_loss_bbox: 0.5118, d2.dn_loss_iou: 0.6000, d3.dn_loss_cls: 0.0950, d3.dn_loss_bbox: 0.5004, d3.dn_loss_iou: 0.5836, d4.dn_loss_cls: 0.0954, d4.dn_loss_bbox: 0.4959, d4.dn_loss_iou: 0.5800, loss: 15.8663, grad_norm: 34.1891 2023-11-22 13:52:39,291 - mmdet - INFO - Epoch [1][4350/7330] lr: 1.000e-05, eta: 16:10:11, time: 0.701, data_time: 0.006, memory: 16112, interm_loss_cls: 0.4104, interm_loss_bbox: 0.3146, interm_loss_iou: 0.6405, loss_cls: 0.3786, loss_bbox: 0.2158, loss_iou: 0.4755, d0.loss_cls: 0.4241, d0.loss_bbox: 0.2497, d0.loss_iou: 0.5370, d1.loss_cls: 0.3943, d1.loss_bbox: 0.2289, d1.loss_iou: 0.5006, d2.loss_cls: 0.3795, d2.loss_bbox: 0.2221, d2.loss_iou: 0.4883, d3.loss_cls: 0.3757, d3.loss_bbox: 0.2181, d3.loss_iou: 0.4803, d4.loss_cls: 0.3758, d4.loss_bbox: 0.2162, d4.loss_iou: 0.4772, dn_loss_cls: 0.0953, dn_loss_bbox: 0.4951, dn_loss_iou: 0.5568, d0.dn_loss_cls: 0.1292, d0.dn_loss_bbox: 0.6611, d0.dn_loss_iou: 0.7532, d1.dn_loss_cls: 0.1050, d1.dn_loss_bbox: 0.5422, d1.dn_loss_iou: 0.6156, d2.dn_loss_cls: 0.0955, d2.dn_loss_bbox: 0.5112, d2.dn_loss_iou: 0.5766, d3.dn_loss_cls: 0.0931, d3.dn_loss_bbox: 0.5008, d3.dn_loss_iou: 0.5607, d4.dn_loss_cls: 0.0929, d4.dn_loss_bbox: 0.4952, d4.dn_loss_iou: 0.5567, loss: 15.4392, grad_norm: 31.0494 2023-11-22 13:53:14,437 - mmdet - INFO - Epoch [1][4400/7330] lr: 1.000e-05, eta: 16:09:42, time: 0.703, data_time: 0.005, memory: 16112, interm_loss_cls: 0.4108, interm_loss_bbox: 0.3152, interm_loss_iou: 0.6381, loss_cls: 0.3726, loss_bbox: 0.2194, loss_iou: 0.4864, d0.loss_cls: 0.4222, d0.loss_bbox: 0.2528, d0.loss_iou: 0.5417, d1.loss_cls: 0.3919, d1.loss_bbox: 0.2322, d1.loss_iou: 0.5074, d2.loss_cls: 0.3778, d2.loss_bbox: 0.2257, d2.loss_iou: 0.4981, d3.loss_cls: 0.3711, d3.loss_bbox: 0.2224, d3.loss_iou: 0.4920, d4.loss_cls: 0.3700, d4.loss_bbox: 0.2208, d4.loss_iou: 0.4889, dn_loss_cls: 0.0952, dn_loss_bbox: 0.5135, dn_loss_iou: 0.5670, d0.dn_loss_cls: 0.1282, d0.dn_loss_bbox: 0.6720, d0.dn_loss_iou: 0.7579, d1.dn_loss_cls: 0.1046, d1.dn_loss_bbox: 0.5578, d1.dn_loss_iou: 0.6241, d2.dn_loss_cls: 0.0963, d2.dn_loss_bbox: 0.5282, d2.dn_loss_iou: 0.5862, d3.dn_loss_cls: 0.0935, d3.dn_loss_bbox: 0.5181, d3.dn_loss_iou: 0.5704, d4.dn_loss_cls: 0.0930, d4.dn_loss_bbox: 0.5136, d4.dn_loss_iou: 0.5668, loss: 15.6439, grad_norm: 33.2772 2023-11-22 13:53:48,904 - mmdet - INFO - Epoch [1][4450/7330] lr: 1.000e-05, eta: 16:09:01, time: 0.689, data_time: 0.005, memory: 16112, interm_loss_cls: 0.4065, interm_loss_bbox: 0.3061, interm_loss_iou: 0.6478, loss_cls: 0.3684, loss_bbox: 0.2214, loss_iou: 0.5026, d0.loss_cls: 0.4198, d0.loss_bbox: 0.2513, d0.loss_iou: 0.5549, d1.loss_cls: 0.3858, d1.loss_bbox: 0.2346, d1.loss_iou: 0.5260, d2.loss_cls: 0.3720, d2.loss_bbox: 0.2289, d2.loss_iou: 0.5134, d3.loss_cls: 0.3655, d3.loss_bbox: 0.2250, d3.loss_iou: 0.5085, d4.loss_cls: 0.3655, d4.loss_bbox: 0.2234, d4.loss_iou: 0.5051, dn_loss_cls: 0.0910, dn_loss_bbox: 0.4981, dn_loss_iou: 0.5772, d0.dn_loss_cls: 0.1268, d0.dn_loss_bbox: 0.6595, d0.dn_loss_iou: 0.7681, d1.dn_loss_cls: 0.1020, d1.dn_loss_bbox: 0.5428, d1.dn_loss_iou: 0.6336, d2.dn_loss_cls: 0.0923, d2.dn_loss_bbox: 0.5138, d2.dn_loss_iou: 0.5954, d3.dn_loss_cls: 0.0891, d3.dn_loss_bbox: 0.5040, d3.dn_loss_iou: 0.5806, d4.dn_loss_cls: 0.0889, d4.dn_loss_bbox: 0.4982, d4.dn_loss_iou: 0.5770, loss: 15.6709, grad_norm: 36.1594 2023-11-22 13:54:23,456 - mmdet - INFO - Epoch [1][4500/7330] lr: 1.000e-05, eta: 16:08:21, time: 0.691, data_time: 0.006, memory: 16112, interm_loss_cls: 0.4021, interm_loss_bbox: 0.2984, interm_loss_iou: 0.6221, loss_cls: 0.3659, loss_bbox: 0.2132, loss_iou: 0.4774, d0.loss_cls: 0.4169, d0.loss_bbox: 0.2411, d0.loss_iou: 0.5304, d1.loss_cls: 0.3838, d1.loss_bbox: 0.2266, d1.loss_iou: 0.5011, d2.loss_cls: 0.3723, d2.loss_bbox: 0.2194, d2.loss_iou: 0.4874, d3.loss_cls: 0.3654, d3.loss_bbox: 0.2157, d3.loss_iou: 0.4827, d4.loss_cls: 0.3649, d4.loss_bbox: 0.2136, d4.loss_iou: 0.4800, dn_loss_cls: 0.0904, dn_loss_bbox: 0.4871, dn_loss_iou: 0.5502, d0.dn_loss_cls: 0.1278, d0.dn_loss_bbox: 0.6562, d0.dn_loss_iou: 0.7466, d1.dn_loss_cls: 0.1030, d1.dn_loss_bbox: 0.5338, d1.dn_loss_iou: 0.6085, d2.dn_loss_cls: 0.0927, d2.dn_loss_bbox: 0.5025, d2.dn_loss_iou: 0.5695, d3.dn_loss_cls: 0.0896, d3.dn_loss_bbox: 0.4923, d3.dn_loss_iou: 0.5541, d4.dn_loss_cls: 0.0889, d4.dn_loss_bbox: 0.4871, d4.dn_loss_iou: 0.5500, loss: 15.2108, grad_norm: 33.8498 2023-11-22 13:54:57,987 - mmdet - INFO - Epoch [1][4550/7330] lr: 1.000e-05, eta: 16:07:42, time: 0.691, data_time: 0.010, memory: 16112, interm_loss_cls: 0.4067, interm_loss_bbox: 0.3162, interm_loss_iou: 0.6426, loss_cls: 0.3755, loss_bbox: 0.2252, loss_iou: 0.4920, d0.loss_cls: 0.4227, d0.loss_bbox: 0.2591, d0.loss_iou: 0.5466, d1.loss_cls: 0.3894, d1.loss_bbox: 0.2413, d1.loss_iou: 0.5183, d2.loss_cls: 0.3777, d2.loss_bbox: 0.2321, d2.loss_iou: 0.5055, d3.loss_cls: 0.3719, d3.loss_bbox: 0.2286, d3.loss_iou: 0.4977, d4.loss_cls: 0.3718, d4.loss_bbox: 0.2273, d4.loss_iou: 0.4948, dn_loss_cls: 0.0968, dn_loss_bbox: 0.4961, dn_loss_iou: 0.5628, d0.dn_loss_cls: 0.1302, d0.dn_loss_bbox: 0.6666, d0.dn_loss_iou: 0.7562, d1.dn_loss_cls: 0.1072, d1.dn_loss_bbox: 0.5441, d1.dn_loss_iou: 0.6206, d2.dn_loss_cls: 0.0976, d2.dn_loss_bbox: 0.5132, d2.dn_loss_iou: 0.5819, d3.dn_loss_cls: 0.0949, d3.dn_loss_bbox: 0.5019, d3.dn_loss_iou: 0.5663, d4.dn_loss_cls: 0.0946, d4.dn_loss_bbox: 0.4962, d4.dn_loss_iou: 0.5627, loss: 15.6330, grad_norm: 30.2091 2023-11-22 13:55:32,644 - mmdet - INFO - Epoch [1][4600/7330] lr: 1.000e-05, eta: 16:07:04, time: 0.693, data_time: 0.005, memory: 16112, interm_loss_cls: 0.4046, interm_loss_bbox: 0.3080, interm_loss_iou: 0.6541, loss_cls: 0.3776, loss_bbox: 0.2165, loss_iou: 0.5007, d0.loss_cls: 0.4198, d0.loss_bbox: 0.2503, d0.loss_iou: 0.5562, d1.loss_cls: 0.3858, d1.loss_bbox: 0.2334, d1.loss_iou: 0.5254, d2.loss_cls: 0.3729, d2.loss_bbox: 0.2241, d2.loss_iou: 0.5129, d3.loss_cls: 0.3699, d3.loss_bbox: 0.2197, d3.loss_iou: 0.5073, d4.loss_cls: 0.3724, d4.loss_bbox: 0.2182, d4.loss_iou: 0.5037, dn_loss_cls: 0.0968, dn_loss_bbox: 0.4897, dn_loss_iou: 0.5751, d0.dn_loss_cls: 0.1272, d0.dn_loss_bbox: 0.6574, d0.dn_loss_iou: 0.7738, d1.dn_loss_cls: 0.1038, d1.dn_loss_bbox: 0.5379, d1.dn_loss_iou: 0.6348, d2.dn_loss_cls: 0.0951, d2.dn_loss_bbox: 0.5064, d2.dn_loss_iou: 0.5950, d3.dn_loss_cls: 0.0937, d3.dn_loss_bbox: 0.4956, d3.dn_loss_iou: 0.5790, d4.dn_loss_cls: 0.0937, d4.dn_loss_bbox: 0.4897, d4.dn_loss_iou: 0.5750, loss: 15.6532, grad_norm: 32.8800 2023-11-22 13:56:07,329 - mmdet - INFO - Epoch [1][4650/7330] lr: 1.000e-05, eta: 16:06:27, time: 0.694, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3981, interm_loss_bbox: 0.2888, interm_loss_iou: 0.6334, loss_cls: 0.3659, loss_bbox: 0.2023, loss_iou: 0.4931, d0.loss_cls: 0.4117, d0.loss_bbox: 0.2325, d0.loss_iou: 0.5433, d1.loss_cls: 0.3821, d1.loss_bbox: 0.2150, d1.loss_iou: 0.5146, d2.loss_cls: 0.3669, d2.loss_bbox: 0.2080, d2.loss_iou: 0.5055, d3.loss_cls: 0.3620, d3.loss_bbox: 0.2045, d3.loss_iou: 0.4993, d4.loss_cls: 0.3629, d4.loss_bbox: 0.2027, d4.loss_iou: 0.4957, dn_loss_cls: 0.0896, dn_loss_bbox: 0.4825, dn_loss_iou: 0.5528, d0.dn_loss_cls: 0.1249, d0.dn_loss_bbox: 0.6517, d0.dn_loss_iou: 0.7524, d1.dn_loss_cls: 0.1009, d1.dn_loss_bbox: 0.5314, d1.dn_loss_iou: 0.6127, d2.dn_loss_cls: 0.0917, d2.dn_loss_bbox: 0.5012, d2.dn_loss_iou: 0.5729, d3.dn_loss_cls: 0.0889, d3.dn_loss_bbox: 0.4891, d3.dn_loss_iou: 0.5573, d4.dn_loss_cls: 0.0880, d4.dn_loss_bbox: 0.4825, d4.dn_loss_iou: 0.5527, loss: 15.2116, grad_norm: 33.4827 2023-11-22 13:56:41,740 - mmdet - INFO - Epoch [1][4700/7330] lr: 1.000e-05, eta: 16:05:45, time: 0.688, data_time: 0.006, memory: 16112, interm_loss_cls: 0.4009, interm_loss_bbox: 0.3026, interm_loss_iou: 0.6447, loss_cls: 0.3686, loss_bbox: 0.2113, loss_iou: 0.4948, d0.loss_cls: 0.4121, d0.loss_bbox: 0.2448, d0.loss_iou: 0.5517, d1.loss_cls: 0.3832, d1.loss_bbox: 0.2265, d1.loss_iou: 0.5199, d2.loss_cls: 0.3702, d2.loss_bbox: 0.2197, d2.loss_iou: 0.5096, d3.loss_cls: 0.3670, d3.loss_bbox: 0.2140, d3.loss_iou: 0.5003, d4.loss_cls: 0.3657, d4.loss_bbox: 0.2138, d4.loss_iou: 0.4977, dn_loss_cls: 0.0909, dn_loss_bbox: 0.4860, dn_loss_iou: 0.5714, d0.dn_loss_cls: 0.1238, d0.dn_loss_bbox: 0.6425, d0.dn_loss_iou: 0.7636, d1.dn_loss_cls: 0.1012, d1.dn_loss_bbox: 0.5297, d1.dn_loss_iou: 0.6275, d2.dn_loss_cls: 0.0919, d2.dn_loss_bbox: 0.5016, d2.dn_loss_iou: 0.5899, d3.dn_loss_cls: 0.0895, d3.dn_loss_bbox: 0.4914, d3.dn_loss_iou: 0.5750, d4.dn_loss_cls: 0.0888, d4.dn_loss_bbox: 0.4860, d4.dn_loss_iou: 0.5713, loss: 15.4411, grad_norm: 32.1559 2023-11-22 13:57:16,320 - mmdet - INFO - Epoch [1][4750/7330] lr: 1.000e-05, eta: 16:05:07, time: 0.692, data_time: 0.005, memory: 16112, interm_loss_cls: 0.4076, interm_loss_bbox: 0.3112, interm_loss_iou: 0.6335, loss_cls: 0.3705, loss_bbox: 0.2268, loss_iou: 0.4908, d0.loss_cls: 0.4203, d0.loss_bbox: 0.2544, d0.loss_iou: 0.5445, d1.loss_cls: 0.3877, d1.loss_bbox: 0.2394, d1.loss_iou: 0.5140, d2.loss_cls: 0.3738, d2.loss_bbox: 0.2330, d2.loss_iou: 0.5023, d3.loss_cls: 0.3681, d3.loss_bbox: 0.2293, d3.loss_iou: 0.4959, d4.loss_cls: 0.3697, d4.loss_bbox: 0.2269, d4.loss_iou: 0.4933, dn_loss_cls: 0.0940, dn_loss_bbox: 0.4855, dn_loss_iou: 0.5627, d0.dn_loss_cls: 0.1292, d0.dn_loss_bbox: 0.6483, d0.dn_loss_iou: 0.7574, d1.dn_loss_cls: 0.1050, d1.dn_loss_bbox: 0.5318, d1.dn_loss_iou: 0.6223, d2.dn_loss_cls: 0.0953, d2.dn_loss_bbox: 0.5018, d2.dn_loss_iou: 0.5829, d3.dn_loss_cls: 0.0929, d3.dn_loss_bbox: 0.4916, d3.dn_loss_iou: 0.5671, d4.dn_loss_cls: 0.0926, d4.dn_loss_bbox: 0.4855, d4.dn_loss_iou: 0.5625, loss: 15.5013, grad_norm: 29.5939 2023-11-22 13:57:50,917 - mmdet - INFO - Epoch [1][4800/7330] lr: 1.000e-05, eta: 16:04:28, time: 0.692, data_time: 0.005, memory: 16112, interm_loss_cls: 0.3953, interm_loss_bbox: 0.3074, interm_loss_iou: 0.6383, loss_cls: 0.3600, loss_bbox: 0.2214, loss_iou: 0.4967, d0.loss_cls: 0.4128, d0.loss_bbox: 0.2507, d0.loss_iou: 0.5458, d1.loss_cls: 0.3816, d1.loss_bbox: 0.2324, d1.loss_iou: 0.5196, d2.loss_cls: 0.3650, d2.loss_bbox: 0.2273, d2.loss_iou: 0.5096, d3.loss_cls: 0.3589, d3.loss_bbox: 0.2244, d3.loss_iou: 0.5031, d4.loss_cls: 0.3587, d4.loss_bbox: 0.2229, d4.loss_iou: 0.4996, dn_loss_cls: 0.0899, dn_loss_bbox: 0.4926, dn_loss_iou: 0.5546, d0.dn_loss_cls: 0.1239, d0.dn_loss_bbox: 0.6589, d0.dn_loss_iou: 0.7437, d1.dn_loss_cls: 0.1007, d1.dn_loss_bbox: 0.5417, d1.dn_loss_iou: 0.6102, d2.dn_loss_cls: 0.0911, d2.dn_loss_bbox: 0.5107, d2.dn_loss_iou: 0.5733, d3.dn_loss_cls: 0.0890, d3.dn_loss_bbox: 0.4994, d3.dn_loss_iou: 0.5586, d4.dn_loss_cls: 0.0882, d4.dn_loss_bbox: 0.4926, d4.dn_loss_iou: 0.5544, loss: 15.4049, grad_norm: 32.4878 2023-11-22 13:58:24,628 - mmdet - INFO - Epoch [1][4850/7330] lr: 1.000e-05, eta: 16:03:35, time: 0.674, data_time: 0.005, memory: 16112, interm_loss_cls: 0.3991, interm_loss_bbox: 0.3015, interm_loss_iou: 0.6435, loss_cls: 0.3600, loss_bbox: 0.2158, loss_iou: 0.5013, d0.loss_cls: 0.4138, d0.loss_bbox: 0.2439, d0.loss_iou: 0.5510, d1.loss_cls: 0.3807, d1.loss_bbox: 0.2279, d1.loss_iou: 0.5236, d2.loss_cls: 0.3670, d2.loss_bbox: 0.2212, d2.loss_iou: 0.5118, d3.loss_cls: 0.3592, d3.loss_bbox: 0.2182, d3.loss_iou: 0.5064, d4.loss_cls: 0.3584, d4.loss_bbox: 0.2164, d4.loss_iou: 0.5035, dn_loss_cls: 0.0933, dn_loss_bbox: 0.4839, dn_loss_iou: 0.5612, d0.dn_loss_cls: 0.1269, d0.dn_loss_bbox: 0.6440, d0.dn_loss_iou: 0.7540, d1.dn_loss_cls: 0.1035, d1.dn_loss_bbox: 0.5291, d1.dn_loss_iou: 0.6187, d2.dn_loss_cls: 0.0943, d2.dn_loss_bbox: 0.4994, d2.dn_loss_iou: 0.5797, d3.dn_loss_cls: 0.0918, d3.dn_loss_bbox: 0.4889, d3.dn_loss_iou: 0.5648, d4.dn_loss_cls: 0.0915, d4.dn_loss_bbox: 0.4840, d4.dn_loss_iou: 0.5611, loss: 15.3939, grad_norm: 33.4156 2023-11-22 13:58:59,667 - mmdet - INFO - Epoch [1][4900/7330] lr: 1.000e-05, eta: 16:03:05, time: 0.701, data_time: 0.005, memory: 16112, interm_loss_cls: 0.3995, interm_loss_bbox: 0.3027, interm_loss_iou: 0.6308, loss_cls: 0.3619, loss_bbox: 0.2095, loss_iou: 0.4851, d0.loss_cls: 0.4112, d0.loss_bbox: 0.2405, d0.loss_iou: 0.5346, d1.loss_cls: 0.3822, d1.loss_bbox: 0.2223, d1.loss_iou: 0.5051, d2.loss_cls: 0.3645, d2.loss_bbox: 0.2170, d2.loss_iou: 0.4975, d3.loss_cls: 0.3593, d3.loss_bbox: 0.2129, d3.loss_iou: 0.4914, d4.loss_cls: 0.3601, d4.loss_bbox: 0.2109, d4.loss_iou: 0.4867, dn_loss_cls: 0.0910, dn_loss_bbox: 0.4825, dn_loss_iou: 0.5669, d0.dn_loss_cls: 0.1265, d0.dn_loss_bbox: 0.6477, d0.dn_loss_iou: 0.7618, d1.dn_loss_cls: 0.1029, d1.dn_loss_bbox: 0.5281, d1.dn_loss_iou: 0.6217, d2.dn_loss_cls: 0.0930, d2.dn_loss_bbox: 0.4981, d2.dn_loss_iou: 0.5847, d3.dn_loss_cls: 0.0899, d3.dn_loss_bbox: 0.4883, d3.dn_loss_iou: 0.5704, d4.dn_loss_cls: 0.0894, d4.dn_loss_bbox: 0.4825, d4.dn_loss_iou: 0.5668, loss: 15.2776, grad_norm: 33.4821 2023-11-22 13:59:34,020 - mmdet - INFO - Epoch [1][4950/7330] lr: 1.000e-05, eta: 16:02:23, time: 0.687, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3945, interm_loss_bbox: 0.3081, interm_loss_iou: 0.6233, loss_cls: 0.3556, loss_bbox: 0.2231, loss_iou: 0.4816, d0.loss_cls: 0.4100, d0.loss_bbox: 0.2489, d0.loss_iou: 0.5270, d1.loss_cls: 0.3780, d1.loss_bbox: 0.2340, d1.loss_iou: 0.5017, d2.loss_cls: 0.3607, d2.loss_bbox: 0.2278, d2.loss_iou: 0.4920, d3.loss_cls: 0.3558, d3.loss_bbox: 0.2241, d3.loss_iou: 0.4850, d4.loss_cls: 0.3546, d4.loss_bbox: 0.2234, d4.loss_iou: 0.4823, dn_loss_cls: 0.0900, dn_loss_bbox: 0.5033, dn_loss_iou: 0.5562, d0.dn_loss_cls: 0.1230, d0.dn_loss_bbox: 0.6664, d0.dn_loss_iou: 0.7423, d1.dn_loss_cls: 0.0992, d1.dn_loss_bbox: 0.5508, d1.dn_loss_iou: 0.6125, d2.dn_loss_cls: 0.0900, d2.dn_loss_bbox: 0.5203, d2.dn_loss_iou: 0.5748, d3.dn_loss_cls: 0.0883, d3.dn_loss_bbox: 0.5099, d3.dn_loss_iou: 0.5601, d4.dn_loss_cls: 0.0879, d4.dn_loss_bbox: 0.5034, d4.dn_loss_iou: 0.5561, loss: 15.3259, grad_norm: 32.5039 2023-11-22 14:00:08,948 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-22 14:00:08,949 - mmdet - INFO - Epoch [1][5000/7330] lr: 1.000e-05, eta: 16:01:50, time: 0.699, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3975, interm_loss_bbox: 0.2977, interm_loss_iou: 0.6386, loss_cls: 0.3601, loss_bbox: 0.2130, loss_iou: 0.4949, d0.loss_cls: 0.4117, d0.loss_bbox: 0.2395, d0.loss_iou: 0.5428, d1.loss_cls: 0.3801, d1.loss_bbox: 0.2247, d1.loss_iou: 0.5148, d2.loss_cls: 0.3637, d2.loss_bbox: 0.2202, d2.loss_iou: 0.5071, d3.loss_cls: 0.3600, d3.loss_bbox: 0.2145, d3.loss_iou: 0.4989, d4.loss_cls: 0.3586, d4.loss_bbox: 0.2138, d4.loss_iou: 0.4959, dn_loss_cls: 0.0951, dn_loss_bbox: 0.4706, dn_loss_iou: 0.5660, d0.dn_loss_cls: 0.1273, d0.dn_loss_bbox: 0.6227, d0.dn_loss_iou: 0.7568, d1.dn_loss_cls: 0.1041, d1.dn_loss_bbox: 0.5140, d1.dn_loss_iou: 0.6222, d2.dn_loss_cls: 0.0947, d2.dn_loss_bbox: 0.4867, d2.dn_loss_iou: 0.5846, d3.dn_loss_cls: 0.0926, d3.dn_loss_bbox: 0.4765, d3.dn_loss_iou: 0.5695, d4.dn_loss_cls: 0.0920, d4.dn_loss_bbox: 0.4705, d4.dn_loss_iou: 0.5658, loss: 15.2599, grad_norm: 29.0831 2023-11-22 14:00:44,070 - mmdet - INFO - Epoch [1][5050/7330] lr: 1.000e-05, eta: 16:01:21, time: 0.702, data_time: 0.005, memory: 16112, interm_loss_cls: 0.3829, interm_loss_bbox: 0.2942, interm_loss_iou: 0.6234, loss_cls: 0.3497, loss_bbox: 0.2118, loss_iou: 0.4814, d0.loss_cls: 0.3988, d0.loss_bbox: 0.2398, d0.loss_iou: 0.5320, d1.loss_cls: 0.3679, d1.loss_bbox: 0.2256, d1.loss_iou: 0.5071, d2.loss_cls: 0.3500, d2.loss_bbox: 0.2191, d2.loss_iou: 0.4963, d3.loss_cls: 0.3463, d3.loss_bbox: 0.2143, d3.loss_iou: 0.4876, d4.loss_cls: 0.3459, d4.loss_bbox: 0.2134, d4.loss_iou: 0.4855, dn_loss_cls: 0.0905, dn_loss_bbox: 0.4534, dn_loss_iou: 0.5394, d0.dn_loss_cls: 0.1230, d0.dn_loss_bbox: 0.6172, d0.dn_loss_iou: 0.7282, d1.dn_loss_cls: 0.0999, d1.dn_loss_bbox: 0.5019, d1.dn_loss_iou: 0.5958, d2.dn_loss_cls: 0.0905, d2.dn_loss_bbox: 0.4713, d2.dn_loss_iou: 0.5581, d3.dn_loss_cls: 0.0887, d3.dn_loss_bbox: 0.4601, d3.dn_loss_iou: 0.5435, d4.dn_loss_cls: 0.0884, d4.dn_loss_bbox: 0.4534, d4.dn_loss_iou: 0.5393, loss: 14.8158, grad_norm: 31.8280 2023-11-22 14:01:19,112 - mmdet - INFO - Epoch [1][5100/7330] lr: 1.000e-05, eta: 16:00:50, time: 0.701, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3971, interm_loss_bbox: 0.3037, interm_loss_iou: 0.6268, loss_cls: 0.3585, loss_bbox: 0.2194, loss_iou: 0.4895, d0.loss_cls: 0.4106, d0.loss_bbox: 0.2489, d0.loss_iou: 0.5366, d1.loss_cls: 0.3748, d1.loss_bbox: 0.2324, d1.loss_iou: 0.5105, d2.loss_cls: 0.3635, d2.loss_bbox: 0.2251, d2.loss_iou: 0.5002, d3.loss_cls: 0.3563, d3.loss_bbox: 0.2238, d3.loss_iou: 0.4957, d4.loss_cls: 0.3569, d4.loss_bbox: 0.2210, d4.loss_iou: 0.4920, dn_loss_cls: 0.0890, dn_loss_bbox: 0.4859, dn_loss_iou: 0.5427, d0.dn_loss_cls: 0.1216, d0.dn_loss_bbox: 0.6525, d0.dn_loss_iou: 0.7347, d1.dn_loss_cls: 0.0985, d1.dn_loss_bbox: 0.5332, d1.dn_loss_iou: 0.5982, d2.dn_loss_cls: 0.0898, d2.dn_loss_bbox: 0.5027, d2.dn_loss_iou: 0.5611, d3.dn_loss_cls: 0.0873, d3.dn_loss_bbox: 0.4921, d3.dn_loss_iou: 0.5466, d4.dn_loss_cls: 0.0869, d4.dn_loss_bbox: 0.4859, d4.dn_loss_iou: 0.5426, loss: 15.1945, grad_norm: 32.1379 2023-11-22 14:01:53,956 - mmdet - INFO - Epoch [1][5150/7330] lr: 1.000e-05, eta: 16:00:17, time: 0.697, data_time: 0.005, memory: 16112, interm_loss_cls: 0.3862, interm_loss_bbox: 0.2922, interm_loss_iou: 0.6322, loss_cls: 0.3517, loss_bbox: 0.2079, loss_iou: 0.4881, d0.loss_cls: 0.4019, d0.loss_bbox: 0.2344, d0.loss_iou: 0.5361, d1.loss_cls: 0.3709, d1.loss_bbox: 0.2182, d1.loss_iou: 0.5090, d2.loss_cls: 0.3547, d2.loss_bbox: 0.2131, d2.loss_iou: 0.4987, d3.loss_cls: 0.3502, d3.loss_bbox: 0.2107, d3.loss_iou: 0.4935, d4.loss_cls: 0.3508, d4.loss_bbox: 0.2082, d4.loss_iou: 0.4894, dn_loss_cls: 0.0886, dn_loss_bbox: 0.4663, dn_loss_iou: 0.5470, d0.dn_loss_cls: 0.1233, d0.dn_loss_bbox: 0.6296, d0.dn_loss_iou: 0.7419, d1.dn_loss_cls: 0.0989, d1.dn_loss_bbox: 0.5106, d1.dn_loss_iou: 0.6022, d2.dn_loss_cls: 0.0898, d2.dn_loss_bbox: 0.4820, d2.dn_loss_iou: 0.5657, d3.dn_loss_cls: 0.0873, d3.dn_loss_bbox: 0.4717, d3.dn_loss_iou: 0.5510, d4.dn_loss_cls: 0.0870, d4.dn_loss_bbox: 0.4663, d4.dn_loss_iou: 0.5470, loss: 14.9542, grad_norm: 31.6924 2023-11-22 14:02:28,228 - mmdet - INFO - Epoch [1][5200/7330] lr: 1.000e-05, eta: 15:59:33, time: 0.685, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3950, interm_loss_bbox: 0.3096, interm_loss_iou: 0.6109, loss_cls: 0.3494, loss_bbox: 0.2230, loss_iou: 0.4721, d0.loss_cls: 0.4061, d0.loss_bbox: 0.2496, d0.loss_iou: 0.5195, d1.loss_cls: 0.3709, d1.loss_bbox: 0.2333, d1.loss_iou: 0.4927, d2.loss_cls: 0.3545, d2.loss_bbox: 0.2270, d2.loss_iou: 0.4839, d3.loss_cls: 0.3501, d3.loss_bbox: 0.2229, d3.loss_iou: 0.4754, d4.loss_cls: 0.3472, d4.loss_bbox: 0.2242, d4.loss_iou: 0.4744, dn_loss_cls: 0.0898, dn_loss_bbox: 0.5036, dn_loss_iou: 0.5475, d0.dn_loss_cls: 0.1255, d0.dn_loss_bbox: 0.6711, d0.dn_loss_iou: 0.7355, d1.dn_loss_cls: 0.1017, d1.dn_loss_bbox: 0.5540, d1.dn_loss_iou: 0.6025, d2.dn_loss_cls: 0.0919, d2.dn_loss_bbox: 0.5224, d2.dn_loss_iou: 0.5660, d3.dn_loss_cls: 0.0889, d3.dn_loss_bbox: 0.5108, d3.dn_loss_iou: 0.5515, d4.dn_loss_cls: 0.0880, d4.dn_loss_bbox: 0.5036, d4.dn_loss_iou: 0.5474, loss: 15.1934, grad_norm: 34.3832 2023-11-22 14:03:02,813 - mmdet - INFO - Epoch [1][5250/7330] lr: 1.000e-05, eta: 15:58:56, time: 0.692, data_time: 0.005, memory: 16112, interm_loss_cls: 0.3889, interm_loss_bbox: 0.2960, interm_loss_iou: 0.6076, loss_cls: 0.3497, loss_bbox: 0.2140, loss_iou: 0.4719, d0.loss_cls: 0.4004, d0.loss_bbox: 0.2405, d0.loss_iou: 0.5154, d1.loss_cls: 0.3688, d1.loss_bbox: 0.2268, d1.loss_iou: 0.4917, d2.loss_cls: 0.3565, d2.loss_bbox: 0.2182, d2.loss_iou: 0.4808, d3.loss_cls: 0.3481, d3.loss_bbox: 0.2165, d3.loss_iou: 0.4762, d4.loss_cls: 0.3481, d4.loss_bbox: 0.2145, d4.loss_iou: 0.4738, dn_loss_cls: 0.0882, dn_loss_bbox: 0.4891, dn_loss_iou: 0.5511, d0.dn_loss_cls: 0.1211, d0.dn_loss_bbox: 0.6404, d0.dn_loss_iou: 0.7308, d1.dn_loss_cls: 0.0986, d1.dn_loss_bbox: 0.5304, d1.dn_loss_iou: 0.6018, d2.dn_loss_cls: 0.0896, d2.dn_loss_bbox: 0.5037, d2.dn_loss_iou: 0.5677, d3.dn_loss_cls: 0.0870, d3.dn_loss_bbox: 0.4945, d3.dn_loss_iou: 0.5547, d4.dn_loss_cls: 0.0865, d4.dn_loss_bbox: 0.4892, d4.dn_loss_iou: 0.5511, loss: 14.9799, grad_norm: 31.5817 2023-11-22 14:03:37,552 - mmdet - INFO - Epoch [1][5300/7330] lr: 1.000e-05, eta: 15:58:20, time: 0.695, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3835, interm_loss_bbox: 0.2936, interm_loss_iou: 0.6021, loss_cls: 0.3432, loss_bbox: 0.2097, loss_iou: 0.4629, d0.loss_cls: 0.3991, d0.loss_bbox: 0.2362, d0.loss_iou: 0.5079, d1.loss_cls: 0.3646, d1.loss_bbox: 0.2194, d1.loss_iou: 0.4804, d2.loss_cls: 0.3500, d2.loss_bbox: 0.2132, d2.loss_iou: 0.4705, d3.loss_cls: 0.3429, d3.loss_bbox: 0.2108, d3.loss_iou: 0.4670, d4.loss_cls: 0.3431, d4.loss_bbox: 0.2094, d4.loss_iou: 0.4631, dn_loss_cls: 0.0862, dn_loss_bbox: 0.4614, dn_loss_iou: 0.5390, d0.dn_loss_cls: 0.1209, d0.dn_loss_bbox: 0.6208, d0.dn_loss_iou: 0.7287, d1.dn_loss_cls: 0.0971, d1.dn_loss_bbox: 0.5059, d1.dn_loss_iou: 0.5929, d2.dn_loss_cls: 0.0877, d2.dn_loss_bbox: 0.4767, d2.dn_loss_iou: 0.5572, d3.dn_loss_cls: 0.0849, d3.dn_loss_bbox: 0.4669, d3.dn_loss_iou: 0.5427, d4.dn_loss_cls: 0.0841, d4.dn_loss_bbox: 0.4614, d4.dn_loss_iou: 0.5389, loss: 14.6258, grad_norm: 33.7218 2023-11-22 14:04:12,214 - mmdet - INFO - Epoch [1][5350/7330] lr: 1.000e-05, eta: 15:57:44, time: 0.693, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3808, interm_loss_bbox: 0.2881, interm_loss_iou: 0.6194, loss_cls: 0.3392, loss_bbox: 0.2052, loss_iou: 0.4817, d0.loss_cls: 0.3955, d0.loss_bbox: 0.2299, d0.loss_iou: 0.5275, d1.loss_cls: 0.3639, d1.loss_bbox: 0.2140, d1.loss_iou: 0.4995, d2.loss_cls: 0.3449, d2.loss_bbox: 0.2097, d2.loss_iou: 0.4907, d3.loss_cls: 0.3385, d3.loss_bbox: 0.2067, d3.loss_iou: 0.4870, d4.loss_cls: 0.3376, d4.loss_bbox: 0.2059, d4.loss_iou: 0.4833, dn_loss_cls: 0.0811, dn_loss_bbox: 0.4374, dn_loss_iou: 0.5182, d0.dn_loss_cls: 0.1186, d0.dn_loss_bbox: 0.5999, d0.dn_loss_iou: 0.7076, d1.dn_loss_cls: 0.0938, d1.dn_loss_bbox: 0.4832, d1.dn_loss_iou: 0.5725, d2.dn_loss_cls: 0.0839, d2.dn_loss_bbox: 0.4548, d2.dn_loss_iou: 0.5359, d3.dn_loss_cls: 0.0807, d3.dn_loss_bbox: 0.4435, d3.dn_loss_iou: 0.5222, d4.dn_loss_cls: 0.0797, d4.dn_loss_bbox: 0.4374, d4.dn_loss_iou: 0.5181, loss: 14.4172, grad_norm: 31.7527 2023-11-22 14:04:46,870 - mmdet - INFO - Epoch [1][5400/7330] lr: 1.000e-05, eta: 15:57:07, time: 0.693, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3850, interm_loss_bbox: 0.2903, interm_loss_iou: 0.6038, loss_cls: 0.3390, loss_bbox: 0.2064, loss_iou: 0.4687, d0.loss_cls: 0.3979, d0.loss_bbox: 0.2340, d0.loss_iou: 0.5146, d1.loss_cls: 0.3631, d1.loss_bbox: 0.2160, d1.loss_iou: 0.4881, d2.loss_cls: 0.3454, d2.loss_bbox: 0.2113, d2.loss_iou: 0.4785, d3.loss_cls: 0.3391, d3.loss_bbox: 0.2088, d3.loss_iou: 0.4732, d4.loss_cls: 0.3370, d4.loss_bbox: 0.2086, d4.loss_iou: 0.4709, dn_loss_cls: 0.0875, dn_loss_bbox: 0.4687, dn_loss_iou: 0.5458, d0.dn_loss_cls: 0.1215, d0.dn_loss_bbox: 0.6250, d0.dn_loss_iou: 0.7352, d1.dn_loss_cls: 0.0984, d1.dn_loss_bbox: 0.5123, d1.dn_loss_iou: 0.5990, d2.dn_loss_cls: 0.0884, d2.dn_loss_bbox: 0.4849, d2.dn_loss_iou: 0.5638, d3.dn_loss_cls: 0.0862, d3.dn_loss_bbox: 0.4750, d3.dn_loss_iou: 0.5498, d4.dn_loss_cls: 0.0856, d4.dn_loss_bbox: 0.4687, d4.dn_loss_iou: 0.5457, loss: 14.7215, grad_norm: 30.3002 2023-11-22 14:05:21,486 - mmdet - INFO - Epoch [1][5450/7330] lr: 1.000e-05, eta: 15:56:30, time: 0.693, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3799, interm_loss_bbox: 0.2890, interm_loss_iou: 0.6193, loss_cls: 0.3361, loss_bbox: 0.2086, loss_iou: 0.4801, d0.loss_cls: 0.3939, d0.loss_bbox: 0.2325, d0.loss_iou: 0.5265, d1.loss_cls: 0.3603, d1.loss_bbox: 0.2183, d1.loss_iou: 0.4992, d2.loss_cls: 0.3435, d2.loss_bbox: 0.2117, d2.loss_iou: 0.4893, d3.loss_cls: 0.3369, d3.loss_bbox: 0.2092, d3.loss_iou: 0.4838, d4.loss_cls: 0.3350, d4.loss_bbox: 0.2092, d4.loss_iou: 0.4827, dn_loss_cls: 0.0863, dn_loss_bbox: 0.4666, dn_loss_iou: 0.5404, d0.dn_loss_cls: 0.1200, d0.dn_loss_bbox: 0.6187, d0.dn_loss_iou: 0.7247, d1.dn_loss_cls: 0.0971, d1.dn_loss_bbox: 0.5086, d1.dn_loss_iou: 0.5929, d2.dn_loss_cls: 0.0875, d2.dn_loss_bbox: 0.4819, d2.dn_loss_iou: 0.5576, d3.dn_loss_cls: 0.0850, d3.dn_loss_bbox: 0.4717, d3.dn_loss_iou: 0.5441, d4.dn_loss_cls: 0.0849, d4.dn_loss_bbox: 0.4666, d4.dn_loss_iou: 0.5403, loss: 14.7201, grad_norm: 32.0941 2023-11-22 14:05:56,043 - mmdet - INFO - Epoch [1][5500/7330] lr: 1.000e-05, eta: 15:55:51, time: 0.691, data_time: 0.005, memory: 16112, interm_loss_cls: 0.3753, interm_loss_bbox: 0.2804, interm_loss_iou: 0.6128, loss_cls: 0.3344, loss_bbox: 0.2016, loss_iou: 0.4824, d0.loss_cls: 0.3872, d0.loss_bbox: 0.2259, d0.loss_iou: 0.5262, d1.loss_cls: 0.3547, d1.loss_bbox: 0.2136, d1.loss_iou: 0.5016, d2.loss_cls: 0.3394, d2.loss_bbox: 0.2069, d2.loss_iou: 0.4913, d3.loss_cls: 0.3325, d3.loss_bbox: 0.2050, d3.loss_iou: 0.4873, d4.loss_cls: 0.3330, d4.loss_bbox: 0.2022, d4.loss_iou: 0.4835, dn_loss_cls: 0.0834, dn_loss_bbox: 0.4238, dn_loss_iou: 0.5373, d0.dn_loss_cls: 0.1185, d0.dn_loss_bbox: 0.5733, d0.dn_loss_iou: 0.7250, d1.dn_loss_cls: 0.0952, d1.dn_loss_bbox: 0.4667, d1.dn_loss_iou: 0.5910, d2.dn_loss_cls: 0.0846, d2.dn_loss_bbox: 0.4392, d2.dn_loss_iou: 0.5545, d3.dn_loss_cls: 0.0825, d3.dn_loss_bbox: 0.4295, d3.dn_loss_iou: 0.5410, d4.dn_loss_cls: 0.0818, d4.dn_loss_bbox: 0.4237, d4.dn_loss_iou: 0.5371, loss: 14.3652, grad_norm: 32.5345 2023-11-22 14:06:30,741 - mmdet - INFO - Epoch [1][5550/7330] lr: 1.000e-05, eta: 15:55:15, time: 0.694, data_time: 0.005, memory: 16112, interm_loss_cls: 0.3826, interm_loss_bbox: 0.2978, interm_loss_iou: 0.6204, loss_cls: 0.3425, loss_bbox: 0.2154, loss_iou: 0.4835, d0.loss_cls: 0.3915, d0.loss_bbox: 0.2434, d0.loss_iou: 0.5290, d1.loss_cls: 0.3572, d1.loss_bbox: 0.2297, d1.loss_iou: 0.5065, d2.loss_cls: 0.3433, d2.loss_bbox: 0.2241, d2.loss_iou: 0.4946, d3.loss_cls: 0.3400, d3.loss_bbox: 0.2185, d3.loss_iou: 0.4883, d4.loss_cls: 0.3391, d4.loss_bbox: 0.2172, d4.loss_iou: 0.4865, dn_loss_cls: 0.0850, dn_loss_bbox: 0.4846, dn_loss_iou: 0.5507, d0.dn_loss_cls: 0.1195, d0.dn_loss_bbox: 0.6370, d0.dn_loss_iou: 0.7338, d1.dn_loss_cls: 0.0969, d1.dn_loss_bbox: 0.5286, d1.dn_loss_iou: 0.6032, d2.dn_loss_cls: 0.0871, d2.dn_loss_bbox: 0.5011, d2.dn_loss_iou: 0.5677, d3.dn_loss_cls: 0.0842, d3.dn_loss_bbox: 0.4904, d3.dn_loss_iou: 0.5543, d4.dn_loss_cls: 0.0835, d4.dn_loss_bbox: 0.4846, d4.dn_loss_iou: 0.5506, loss: 14.9939, grad_norm: 33.5214 2023-11-22 14:07:05,373 - mmdet - INFO - Epoch [1][5600/7330] lr: 1.000e-05, eta: 15:54:39, time: 0.693, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3793, interm_loss_bbox: 0.2946, interm_loss_iou: 0.6147, loss_cls: 0.3360, loss_bbox: 0.2137, loss_iou: 0.4802, d0.loss_cls: 0.3914, d0.loss_bbox: 0.2417, d0.loss_iou: 0.5269, d1.loss_cls: 0.3590, d1.loss_bbox: 0.2241, d1.loss_iou: 0.5011, d2.loss_cls: 0.3405, d2.loss_bbox: 0.2186, d2.loss_iou: 0.4920, d3.loss_cls: 0.3364, d3.loss_bbox: 0.2130, d3.loss_iou: 0.4833, d4.loss_cls: 0.3355, d4.loss_bbox: 0.2136, d4.loss_iou: 0.4813, dn_loss_cls: 0.0833, dn_loss_bbox: 0.4841, dn_loss_iou: 0.5373, d0.dn_loss_cls: 0.1177, d0.dn_loss_bbox: 0.6476, d0.dn_loss_iou: 0.7246, d1.dn_loss_cls: 0.0942, d1.dn_loss_bbox: 0.5300, d1.dn_loss_iou: 0.5897, d2.dn_loss_cls: 0.0849, d2.dn_loss_bbox: 0.5006, d2.dn_loss_iou: 0.5541, d3.dn_loss_cls: 0.0821, d3.dn_loss_bbox: 0.4900, d3.dn_loss_iou: 0.5407, d4.dn_loss_cls: 0.0819, d4.dn_loss_bbox: 0.4841, d4.dn_loss_iou: 0.5372, loss: 14.8411, grad_norm: 33.7440 2023-11-22 14:07:40,052 - mmdet - INFO - Epoch [1][5650/7330] lr: 1.000e-05, eta: 15:54:02, time: 0.693, data_time: 0.005, memory: 16112, interm_loss_cls: 0.3751, interm_loss_bbox: 0.2980, interm_loss_iou: 0.6022, loss_cls: 0.3310, loss_bbox: 0.2097, loss_iou: 0.4673, d0.loss_cls: 0.3902, d0.loss_bbox: 0.2339, d0.loss_iou: 0.5054, d1.loss_cls: 0.3549, d1.loss_bbox: 0.2177, d1.loss_iou: 0.4847, d2.loss_cls: 0.3381, d2.loss_bbox: 0.2119, d2.loss_iou: 0.4753, d3.loss_cls: 0.3287, d3.loss_bbox: 0.2120, d3.loss_iou: 0.4728, d4.loss_cls: 0.3289, d4.loss_bbox: 0.2113, d4.loss_iou: 0.4693, dn_loss_cls: 0.0842, dn_loss_bbox: 0.4719, dn_loss_iou: 0.5275, d0.dn_loss_cls: 0.1179, d0.dn_loss_bbox: 0.6324, d0.dn_loss_iou: 0.7150, d1.dn_loss_cls: 0.0954, d1.dn_loss_bbox: 0.5176, d1.dn_loss_iou: 0.5816, d2.dn_loss_cls: 0.0856, d2.dn_loss_bbox: 0.4885, d2.dn_loss_iou: 0.5453, d3.dn_loss_cls: 0.0829, d3.dn_loss_bbox: 0.4775, d3.dn_loss_iou: 0.5312, d4.dn_loss_cls: 0.0825, d4.dn_loss_bbox: 0.4719, d4.dn_loss_iou: 0.5275, loss: 14.5548, grad_norm: 32.5256 2023-11-22 14:08:14,586 - mmdet - INFO - Epoch [1][5700/7330] lr: 1.000e-05, eta: 15:53:24, time: 0.691, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3741, interm_loss_bbox: 0.2813, interm_loss_iou: 0.6039, loss_cls: 0.3384, loss_bbox: 0.2031, loss_iou: 0.4715, d0.loss_cls: 0.3927, d0.loss_bbox: 0.2256, d0.loss_iou: 0.5111, d1.loss_cls: 0.3578, d1.loss_bbox: 0.2118, d1.loss_iou: 0.4881, d2.loss_cls: 0.3423, d2.loss_bbox: 0.2079, d2.loss_iou: 0.4790, d3.loss_cls: 0.3365, d3.loss_bbox: 0.2049, d3.loss_iou: 0.4753, d4.loss_cls: 0.3354, d4.loss_bbox: 0.2041, d4.loss_iou: 0.4742, dn_loss_cls: 0.0823, dn_loss_bbox: 0.4530, dn_loss_iou: 0.5294, d0.dn_loss_cls: 0.1159, d0.dn_loss_bbox: 0.6098, d0.dn_loss_iou: 0.7170, d1.dn_loss_cls: 0.0930, d1.dn_loss_bbox: 0.4973, d1.dn_loss_iou: 0.5813, d2.dn_loss_cls: 0.0836, d2.dn_loss_bbox: 0.4697, d2.dn_loss_iou: 0.5468, d3.dn_loss_cls: 0.0808, d3.dn_loss_bbox: 0.4586, d3.dn_loss_iou: 0.5332, d4.dn_loss_cls: 0.0803, d4.dn_loss_bbox: 0.4530, d4.dn_loss_iou: 0.5293, loss: 14.4334, grad_norm: 31.1742 2023-11-22 14:08:49,142 - mmdet - INFO - Epoch [1][5750/7330] lr: 1.000e-05, eta: 15:52:46, time: 0.691, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3857, interm_loss_bbox: 0.2963, interm_loss_iou: 0.6003, loss_cls: 0.3409, loss_bbox: 0.2156, loss_iou: 0.4714, d0.loss_cls: 0.3957, d0.loss_bbox: 0.2382, d0.loss_iou: 0.5092, d1.loss_cls: 0.3615, d1.loss_bbox: 0.2253, d1.loss_iou: 0.4882, d2.loss_cls: 0.3439, d2.loss_bbox: 0.2209, d2.loss_iou: 0.4804, d3.loss_cls: 0.3368, d3.loss_bbox: 0.2193, d3.loss_iou: 0.4776, d4.loss_cls: 0.3374, d4.loss_bbox: 0.2171, d4.loss_iou: 0.4743, dn_loss_cls: 0.0860, dn_loss_bbox: 0.4839, dn_loss_iou: 0.5440, d0.dn_loss_cls: 0.1162, d0.dn_loss_bbox: 0.6420, d0.dn_loss_iou: 0.7301, d1.dn_loss_cls: 0.0943, d1.dn_loss_bbox: 0.5275, d1.dn_loss_iou: 0.5957, d2.dn_loss_cls: 0.0857, d2.dn_loss_bbox: 0.4994, d2.dn_loss_iou: 0.5612, d3.dn_loss_cls: 0.0837, d3.dn_loss_bbox: 0.4889, d3.dn_loss_iou: 0.5475, d4.dn_loss_cls: 0.0835, d4.dn_loss_bbox: 0.4839, d4.dn_loss_iou: 0.5440, loss: 14.8335, grad_norm: 32.9249 2023-11-22 14:09:23,949 - mmdet - INFO - Epoch [1][5800/7330] lr: 1.000e-05, eta: 15:52:12, time: 0.696, data_time: 0.005, memory: 16112, interm_loss_cls: 0.3776, interm_loss_bbox: 0.2885, interm_loss_iou: 0.5990, loss_cls: 0.3370, loss_bbox: 0.2053, loss_iou: 0.4674, d0.loss_cls: 0.3917, d0.loss_bbox: 0.2288, d0.loss_iou: 0.5091, d1.loss_cls: 0.3594, d1.loss_bbox: 0.2137, d1.loss_iou: 0.4842, d2.loss_cls: 0.3448, d2.loss_bbox: 0.2078, d2.loss_iou: 0.4753, d3.loss_cls: 0.3363, d3.loss_bbox: 0.2069, d3.loss_iou: 0.4715, d4.loss_cls: 0.3350, d4.loss_bbox: 0.2064, d4.loss_iou: 0.4699, dn_loss_cls: 0.0804, dn_loss_bbox: 0.4840, dn_loss_iou: 0.5408, d0.dn_loss_cls: 0.1169, d0.dn_loss_bbox: 0.6431, d0.dn_loss_iou: 0.7221, d1.dn_loss_cls: 0.0934, d1.dn_loss_bbox: 0.5294, d1.dn_loss_iou: 0.5910, d2.dn_loss_cls: 0.0837, d2.dn_loss_bbox: 0.5005, d2.dn_loss_iou: 0.5565, d3.dn_loss_cls: 0.0803, d3.dn_loss_bbox: 0.4898, d3.dn_loss_iou: 0.5443, d4.dn_loss_cls: 0.0794, d4.dn_loss_bbox: 0.4840, d4.dn_loss_iou: 0.5408, loss: 14.6758, grad_norm: 30.9762 2023-11-22 14:09:58,524 - mmdet - INFO - Epoch [1][5850/7330] lr: 1.000e-05, eta: 15:51:35, time: 0.692, data_time: 0.005, memory: 16112, interm_loss_cls: 0.3761, interm_loss_bbox: 0.2826, interm_loss_iou: 0.6004, loss_cls: 0.3314, loss_bbox: 0.2079, loss_iou: 0.4756, d0.loss_cls: 0.3913, d0.loss_bbox: 0.2289, d0.loss_iou: 0.5105, d1.loss_cls: 0.3551, d1.loss_bbox: 0.2161, d1.loss_iou: 0.4906, d2.loss_cls: 0.3367, d2.loss_bbox: 0.2118, d2.loss_iou: 0.4839, d3.loss_cls: 0.3297, d3.loss_bbox: 0.2100, d3.loss_iou: 0.4801, d4.loss_cls: 0.3284, d4.loss_bbox: 0.2093, d4.loss_iou: 0.4778, dn_loss_cls: 0.0857, dn_loss_bbox: 0.4567, dn_loss_iou: 0.5455, d0.dn_loss_cls: 0.1190, d0.dn_loss_bbox: 0.6105, d0.dn_loss_iou: 0.7323, d1.dn_loss_cls: 0.0965, d1.dn_loss_bbox: 0.5018, d1.dn_loss_iou: 0.5974, d2.dn_loss_cls: 0.0869, d2.dn_loss_bbox: 0.4737, d2.dn_loss_iou: 0.5623, d3.dn_loss_cls: 0.0837, d3.dn_loss_bbox: 0.4617, d3.dn_loss_iou: 0.5488, d4.dn_loss_cls: 0.0836, d4.dn_loss_bbox: 0.4567, d4.dn_loss_iou: 0.5454, loss: 14.5825, grad_norm: 31.7982 2023-11-22 14:10:33,802 - mmdet - INFO - Epoch [1][5900/7330] lr: 1.000e-05, eta: 15:51:07, time: 0.706, data_time: 0.005, memory: 16112, interm_loss_cls: 0.3791, interm_loss_bbox: 0.2962, interm_loss_iou: 0.5993, loss_cls: 0.3371, loss_bbox: 0.2098, loss_iou: 0.4566, d0.loss_cls: 0.3941, d0.loss_bbox: 0.2328, d0.loss_iou: 0.5025, d1.loss_cls: 0.3565, d1.loss_bbox: 0.2216, d1.loss_iou: 0.4773, d2.loss_cls: 0.3406, d2.loss_bbox: 0.2167, d2.loss_iou: 0.4677, d3.loss_cls: 0.3361, d3.loss_bbox: 0.2117, d3.loss_iou: 0.4607, d4.loss_cls: 0.3361, d4.loss_bbox: 0.2098, d4.loss_iou: 0.4589, dn_loss_cls: 0.0839, dn_loss_bbox: 0.4480, dn_loss_iou: 0.5107, d0.dn_loss_cls: 0.1167, d0.dn_loss_bbox: 0.6150, d0.dn_loss_iou: 0.6974, d1.dn_loss_cls: 0.0934, d1.dn_loss_bbox: 0.4935, d1.dn_loss_iou: 0.5619, d2.dn_loss_cls: 0.0848, d2.dn_loss_bbox: 0.4646, d2.dn_loss_iou: 0.5279, d3.dn_loss_cls: 0.0821, d3.dn_loss_bbox: 0.4514, d3.dn_loss_iou: 0.5141, d4.dn_loss_cls: 0.0819, d4.dn_loss_bbox: 0.4479, d4.dn_loss_iou: 0.5106, loss: 14.2873, grad_norm: 32.1381 2023-11-22 14:11:08,712 - mmdet - INFO - Epoch [1][5950/7330] lr: 1.000e-05, eta: 15:50:34, time: 0.698, data_time: 0.005, memory: 16112, interm_loss_cls: 0.3758, interm_loss_bbox: 0.2830, interm_loss_iou: 0.5972, loss_cls: 0.3298, loss_bbox: 0.2072, loss_iou: 0.4695, d0.loss_cls: 0.3884, d0.loss_bbox: 0.2310, d0.loss_iou: 0.5117, d1.loss_cls: 0.3543, d1.loss_bbox: 0.2182, d1.loss_iou: 0.4875, d2.loss_cls: 0.3361, d2.loss_bbox: 0.2131, d2.loss_iou: 0.4779, d3.loss_cls: 0.3297, d3.loss_bbox: 0.2098, d3.loss_iou: 0.4724, d4.loss_cls: 0.3283, d4.loss_bbox: 0.2084, d4.loss_iou: 0.4712, dn_loss_cls: 0.0815, dn_loss_bbox: 0.4419, dn_loss_iou: 0.5272, d0.dn_loss_cls: 0.1161, d0.dn_loss_bbox: 0.5941, d0.dn_loss_iou: 0.7179, d1.dn_loss_cls: 0.0929, d1.dn_loss_bbox: 0.4841, d1.dn_loss_iou: 0.5781, d2.dn_loss_cls: 0.0831, d2.dn_loss_bbox: 0.4580, d2.dn_loss_iou: 0.5444, d3.dn_loss_cls: 0.0804, d3.dn_loss_bbox: 0.4460, d3.dn_loss_iou: 0.5305, d4.dn_loss_cls: 0.0800, d4.dn_loss_bbox: 0.4420, d4.dn_loss_iou: 0.5271, loss: 14.3259, grad_norm: 29.5496 2023-11-22 14:11:43,564 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-22 14:11:43,564 - mmdet - INFO - Epoch [1][6000/7330] lr: 1.000e-05, eta: 15:50:00, time: 0.697, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3699, interm_loss_bbox: 0.2755, interm_loss_iou: 0.6061, loss_cls: 0.3267, loss_bbox: 0.1976, loss_iou: 0.4755, d0.loss_cls: 0.3891, d0.loss_bbox: 0.2200, d0.loss_iou: 0.5122, d1.loss_cls: 0.3530, d1.loss_bbox: 0.2081, d1.loss_iou: 0.4924, d2.loss_cls: 0.3339, d2.loss_bbox: 0.2027, d2.loss_iou: 0.4834, d3.loss_cls: 0.3264, d3.loss_bbox: 0.1997, d3.loss_iou: 0.4789, d4.loss_cls: 0.3252, d4.loss_bbox: 0.1986, d4.loss_iou: 0.4780, dn_loss_cls: 0.0849, dn_loss_bbox: 0.4494, dn_loss_iou: 0.5399, d0.dn_loss_cls: 0.1176, d0.dn_loss_bbox: 0.6043, d0.dn_loss_iou: 0.7241, d1.dn_loss_cls: 0.0956, d1.dn_loss_bbox: 0.4949, d1.dn_loss_iou: 0.5911, d2.dn_loss_cls: 0.0858, d2.dn_loss_bbox: 0.4659, d2.dn_loss_iou: 0.5568, d3.dn_loss_cls: 0.0829, d3.dn_loss_bbox: 0.4535, d3.dn_loss_iou: 0.5433, d4.dn_loss_cls: 0.0827, d4.dn_loss_bbox: 0.4494, d4.dn_loss_iou: 0.5397, loss: 14.4147, grad_norm: 34.0508 2023-11-22 14:12:18,331 - mmdet - INFO - Epoch [1][6050/7330] lr: 1.000e-05, eta: 15:49:26, time: 0.696, data_time: 0.005, memory: 16112, interm_loss_cls: 0.3737, interm_loss_bbox: 0.2898, interm_loss_iou: 0.5937, loss_cls: 0.3328, loss_bbox: 0.2064, loss_iou: 0.4639, d0.loss_cls: 0.3920, d0.loss_bbox: 0.2278, d0.loss_iou: 0.5034, d1.loss_cls: 0.3538, d1.loss_bbox: 0.2185, d1.loss_iou: 0.4837, d2.loss_cls: 0.3368, d2.loss_bbox: 0.2130, d2.loss_iou: 0.4735, d3.loss_cls: 0.3324, d3.loss_bbox: 0.2081, d3.loss_iou: 0.4674, d4.loss_cls: 0.3308, d4.loss_bbox: 0.2073, d4.loss_iou: 0.4645, dn_loss_cls: 0.0853, dn_loss_bbox: 0.4545, dn_loss_iou: 0.5359, d0.dn_loss_cls: 0.1201, d0.dn_loss_bbox: 0.6057, d0.dn_loss_iou: 0.7119, d1.dn_loss_cls: 0.0965, d1.dn_loss_bbox: 0.4965, d1.dn_loss_iou: 0.5842, d2.dn_loss_cls: 0.0868, d2.dn_loss_bbox: 0.4708, d2.dn_loss_iou: 0.5518, d3.dn_loss_cls: 0.0835, d3.dn_loss_bbox: 0.4585, d3.dn_loss_iou: 0.5389, d4.dn_loss_cls: 0.0830, d4.dn_loss_bbox: 0.4545, d4.dn_loss_iou: 0.5358, loss: 14.4275, grad_norm: 30.5841 2023-11-22 14:12:53,158 - mmdet - INFO - Epoch [1][6100/7330] lr: 1.000e-05, eta: 15:48:51, time: 0.696, data_time: 0.005, memory: 16112, interm_loss_cls: 0.3738, interm_loss_bbox: 0.2858, interm_loss_iou: 0.6103, loss_cls: 0.3305, loss_bbox: 0.2022, loss_iou: 0.4788, d0.loss_cls: 0.3909, d0.loss_bbox: 0.2240, d0.loss_iou: 0.5173, d1.loss_cls: 0.3524, d1.loss_bbox: 0.2135, d1.loss_iou: 0.4967, d2.loss_cls: 0.3346, d2.loss_bbox: 0.2091, d2.loss_iou: 0.4889, d3.loss_cls: 0.3289, d3.loss_bbox: 0.2047, d3.loss_iou: 0.4842, d4.loss_cls: 0.3283, d4.loss_bbox: 0.2039, d4.loss_iou: 0.4815, dn_loss_cls: 0.0819, dn_loss_bbox: 0.4630, dn_loss_iou: 0.5233, d0.dn_loss_cls: 0.1156, d0.dn_loss_bbox: 0.6194, d0.dn_loss_iou: 0.7059, d1.dn_loss_cls: 0.0926, d1.dn_loss_bbox: 0.5057, d1.dn_loss_iou: 0.5730, d2.dn_loss_cls: 0.0837, d2.dn_loss_bbox: 0.4781, d2.dn_loss_iou: 0.5390, d3.dn_loss_cls: 0.0813, d3.dn_loss_bbox: 0.4664, d3.dn_loss_iou: 0.5262, d4.dn_loss_cls: 0.0803, d4.dn_loss_bbox: 0.4630, d4.dn_loss_iou: 0.5232, loss: 14.4620, grad_norm: 32.6328 2023-11-22 14:13:28,078 - mmdet - INFO - Epoch [1][6150/7330] lr: 1.000e-05, eta: 15:48:19, time: 0.698, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3720, interm_loss_bbox: 0.2793, interm_loss_iou: 0.5797, loss_cls: 0.3241, loss_bbox: 0.2027, loss_iou: 0.4532, d0.loss_cls: 0.3867, d0.loss_bbox: 0.2242, d0.loss_iou: 0.4923, d1.loss_cls: 0.3477, d1.loss_bbox: 0.2119, d1.loss_iou: 0.4706, d2.loss_cls: 0.3284, d2.loss_bbox: 0.2084, d2.loss_iou: 0.4635, d3.loss_cls: 0.3235, d3.loss_bbox: 0.2045, d3.loss_iou: 0.4569, d4.loss_cls: 0.3230, d4.loss_bbox: 0.2030, d4.loss_iou: 0.4544, dn_loss_cls: 0.0799, dn_loss_bbox: 0.4520, dn_loss_iou: 0.5218, d0.dn_loss_cls: 0.1138, d0.dn_loss_bbox: 0.6072, d0.dn_loss_iou: 0.7030, d1.dn_loss_cls: 0.0905, d1.dn_loss_bbox: 0.4958, d1.dn_loss_iou: 0.5728, d2.dn_loss_cls: 0.0811, d2.dn_loss_bbox: 0.4672, d2.dn_loss_iou: 0.5386, d3.dn_loss_cls: 0.0786, d3.dn_loss_bbox: 0.4553, d3.dn_loss_iou: 0.5252, d4.dn_loss_cls: 0.0782, d4.dn_loss_bbox: 0.4520, d4.dn_loss_iou: 0.5217, loss: 14.1448, grad_norm: 29.4357 2023-11-22 14:14:05,494 - mmdet - INFO - Epoch [1][6200/7330] lr: 1.000e-05, eta: 15:48:19, time: 0.748, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3810, interm_loss_bbox: 0.2866, interm_loss_iou: 0.5966, loss_cls: 0.3398, loss_bbox: 0.2090, loss_iou: 0.4766, d0.loss_cls: 0.3961, d0.loss_bbox: 0.2310, d0.loss_iou: 0.5098, d1.loss_cls: 0.3628, d1.loss_bbox: 0.2155, d1.loss_iou: 0.4889, d2.loss_cls: 0.3441, d2.loss_bbox: 0.2126, d2.loss_iou: 0.4841, d3.loss_cls: 0.3382, d3.loss_bbox: 0.2112, d3.loss_iou: 0.4801, d4.loss_cls: 0.3381, d4.loss_bbox: 0.2095, d4.loss_iou: 0.4781, dn_loss_cls: 0.0872, dn_loss_bbox: 0.4551, dn_loss_iou: 0.5331, d0.dn_loss_cls: 0.1188, d0.dn_loss_bbox: 0.6059, d0.dn_loss_iou: 0.7164, d1.dn_loss_cls: 0.0957, d1.dn_loss_bbox: 0.4958, d1.dn_loss_iou: 0.5826, d2.dn_loss_cls: 0.0871, d2.dn_loss_bbox: 0.4698, d2.dn_loss_iou: 0.5495, d3.dn_loss_cls: 0.0852, d3.dn_loss_bbox: 0.4586, d3.dn_loss_iou: 0.5361, d4.dn_loss_cls: 0.0853, d4.dn_loss_bbox: 0.4551, d4.dn_loss_iou: 0.5330, loss: 14.5399, grad_norm: 33.7315 2023-11-22 14:14:40,361 - mmdet - INFO - Epoch [1][6250/7330] lr: 1.000e-05, eta: 15:47:45, time: 0.698, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3718, interm_loss_bbox: 0.2778, interm_loss_iou: 0.5917, loss_cls: 0.3337, loss_bbox: 0.2047, loss_iou: 0.4658, d0.loss_cls: 0.3905, d0.loss_bbox: 0.2262, d0.loss_iou: 0.5061, d1.loss_cls: 0.3499, d1.loss_bbox: 0.2176, d1.loss_iou: 0.4889, d2.loss_cls: 0.3366, d2.loss_bbox: 0.2104, d2.loss_iou: 0.4762, d3.loss_cls: 0.3304, d3.loss_bbox: 0.2075, d3.loss_iou: 0.4708, d4.loss_cls: 0.3310, d4.loss_bbox: 0.2064, d4.loss_iou: 0.4680, dn_loss_cls: 0.0831, dn_loss_bbox: 0.4504, dn_loss_iou: 0.5205, d0.dn_loss_cls: 0.1151, d0.dn_loss_bbox: 0.5992, d0.dn_loss_iou: 0.7010, d1.dn_loss_cls: 0.0928, d1.dn_loss_bbox: 0.4895, d1.dn_loss_iou: 0.5690, d2.dn_loss_cls: 0.0833, d2.dn_loss_bbox: 0.4640, d2.dn_loss_iou: 0.5367, d3.dn_loss_cls: 0.0808, d3.dn_loss_bbox: 0.4539, d3.dn_loss_iou: 0.5234, d4.dn_loss_cls: 0.0810, d4.dn_loss_bbox: 0.4505, d4.dn_loss_iou: 0.5205, loss: 14.2767, grad_norm: 31.5573 2023-11-22 14:15:14,732 - mmdet - INFO - Epoch [1][6300/7330] lr: 1.000e-05, eta: 15:47:05, time: 0.687, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3749, interm_loss_bbox: 0.2902, interm_loss_iou: 0.5853, loss_cls: 0.3312, loss_bbox: 0.2052, loss_iou: 0.4566, d0.loss_cls: 0.3909, d0.loss_bbox: 0.2293, d0.loss_iou: 0.4956, d1.loss_cls: 0.3544, d1.loss_bbox: 0.2177, d1.loss_iou: 0.4737, d2.loss_cls: 0.3322, d2.loss_bbox: 0.2138, d2.loss_iou: 0.4671, d3.loss_cls: 0.3290, d3.loss_bbox: 0.2096, d3.loss_iou: 0.4614, d4.loss_cls: 0.3277, d4.loss_bbox: 0.2076, d4.loss_iou: 0.4587, dn_loss_cls: 0.0855, dn_loss_bbox: 0.4626, dn_loss_iou: 0.5180, d0.dn_loss_cls: 0.1180, d0.dn_loss_bbox: 0.6245, d0.dn_loss_iou: 0.7002, d1.dn_loss_cls: 0.0954, d1.dn_loss_bbox: 0.5080, d1.dn_loss_iou: 0.5671, d2.dn_loss_cls: 0.0860, d2.dn_loss_bbox: 0.4805, d2.dn_loss_iou: 0.5350, d3.dn_loss_cls: 0.0840, d3.dn_loss_bbox: 0.4668, d3.dn_loss_iou: 0.5214, d4.dn_loss_cls: 0.0832, d4.dn_loss_bbox: 0.4626, d4.dn_loss_iou: 0.5179, loss: 14.3289, grad_norm: 32.5906 2023-11-22 14:15:49,395 - mmdet - INFO - Epoch [1][6350/7330] lr: 1.000e-05, eta: 15:46:28, time: 0.693, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3747, interm_loss_bbox: 0.2806, interm_loss_iou: 0.5856, loss_cls: 0.3248, loss_bbox: 0.1985, loss_iou: 0.4598, d0.loss_cls: 0.3863, d0.loss_bbox: 0.2198, d0.loss_iou: 0.4965, d1.loss_cls: 0.3465, d1.loss_bbox: 0.2091, d1.loss_iou: 0.4787, d2.loss_cls: 0.3313, d2.loss_bbox: 0.2036, d2.loss_iou: 0.4689, d3.loss_cls: 0.3260, d3.loss_bbox: 0.2004, d3.loss_iou: 0.4639, d4.loss_cls: 0.3241, d4.loss_bbox: 0.1995, d4.loss_iou: 0.4610, dn_loss_cls: 0.0803, dn_loss_bbox: 0.4663, dn_loss_iou: 0.5147, d0.dn_loss_cls: 0.1156, d0.dn_loss_bbox: 0.6256, d0.dn_loss_iou: 0.6919, d1.dn_loss_cls: 0.0916, d1.dn_loss_bbox: 0.5134, d1.dn_loss_iou: 0.5659, d2.dn_loss_cls: 0.0822, d2.dn_loss_bbox: 0.4838, d2.dn_loss_iou: 0.5318, d3.dn_loss_cls: 0.0797, d3.dn_loss_bbox: 0.4704, d3.dn_loss_iou: 0.5176, d4.dn_loss_cls: 0.0789, d4.dn_loss_bbox: 0.4664, d4.dn_loss_iou: 0.5146, loss: 14.2306, grad_norm: 34.0960 2023-11-22 14:16:23,792 - mmdet - INFO - Epoch [1][6400/7330] lr: 1.000e-05, eta: 15:45:48, time: 0.688, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3806, interm_loss_bbox: 0.2840, interm_loss_iou: 0.5858, loss_cls: 0.3318, loss_bbox: 0.2087, loss_iou: 0.4638, d0.loss_cls: 0.3947, d0.loss_bbox: 0.2308, d0.loss_iou: 0.5036, d1.loss_cls: 0.3583, d1.loss_bbox: 0.2174, d1.loss_iou: 0.4789, d2.loss_cls: 0.3391, d2.loss_bbox: 0.2112, d2.loss_iou: 0.4705, d3.loss_cls: 0.3322, d3.loss_bbox: 0.2094, d3.loss_iou: 0.4667, d4.loss_cls: 0.3306, d4.loss_bbox: 0.2090, d4.loss_iou: 0.4655, dn_loss_cls: 0.0842, dn_loss_bbox: 0.4629, dn_loss_iou: 0.5288, d0.dn_loss_cls: 0.1176, d0.dn_loss_bbox: 0.6220, d0.dn_loss_iou: 0.7057, d1.dn_loss_cls: 0.0953, d1.dn_loss_bbox: 0.5087, d1.dn_loss_iou: 0.5785, d2.dn_loss_cls: 0.0860, d2.dn_loss_bbox: 0.4794, d2.dn_loss_iou: 0.5452, d3.dn_loss_cls: 0.0834, d3.dn_loss_bbox: 0.4665, d3.dn_loss_iou: 0.5317, d4.dn_loss_cls: 0.0824, d4.dn_loss_bbox: 0.4629, d4.dn_loss_iou: 0.5287, loss: 14.4429, grad_norm: 32.7716 2023-11-22 14:16:58,826 - mmdet - INFO - Epoch [1][6450/7330] lr: 1.000e-05, eta: 15:45:16, time: 0.701, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3782, interm_loss_bbox: 0.2885, interm_loss_iou: 0.5884, loss_cls: 0.3309, loss_bbox: 0.2099, loss_iou: 0.4641, d0.loss_cls: 0.3890, d0.loss_bbox: 0.2344, d0.loss_iou: 0.5028, d1.loss_cls: 0.3516, d1.loss_bbox: 0.2236, d1.loss_iou: 0.4824, d2.loss_cls: 0.3348, d2.loss_bbox: 0.2186, d2.loss_iou: 0.4739, d3.loss_cls: 0.3295, d3.loss_bbox: 0.2130, d3.loss_iou: 0.4687, d4.loss_cls: 0.3284, d4.loss_bbox: 0.2120, d4.loss_iou: 0.4663, dn_loss_cls: 0.0828, dn_loss_bbox: 0.4639, dn_loss_iou: 0.5172, d0.dn_loss_cls: 0.1153, d0.dn_loss_bbox: 0.6186, d0.dn_loss_iou: 0.6942, d1.dn_loss_cls: 0.0930, d1.dn_loss_bbox: 0.5062, d1.dn_loss_iou: 0.5649, d2.dn_loss_cls: 0.0840, d2.dn_loss_bbox: 0.4794, d2.dn_loss_iou: 0.5328, d3.dn_loss_cls: 0.0814, d3.dn_loss_bbox: 0.4674, d3.dn_loss_iou: 0.5202, d4.dn_loss_cls: 0.0811, d4.dn_loss_bbox: 0.4639, d4.dn_loss_iou: 0.5171, loss: 14.3725, grad_norm: 30.1104 2023-11-22 14:17:33,503 - mmdet - INFO - Epoch [1][6500/7330] lr: 1.000e-05, eta: 15:44:40, time: 0.694, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3746, interm_loss_bbox: 0.2865, interm_loss_iou: 0.6017, loss_cls: 0.3361, loss_bbox: 0.2033, loss_iou: 0.4662, d0.loss_cls: 0.3937, d0.loss_bbox: 0.2259, d0.loss_iou: 0.5080, d1.loss_cls: 0.3576, d1.loss_bbox: 0.2134, d1.loss_iou: 0.4850, d2.loss_cls: 0.3379, d2.loss_bbox: 0.2095, d2.loss_iou: 0.4773, d3.loss_cls: 0.3344, d3.loss_bbox: 0.2057, d3.loss_iou: 0.4711, d4.loss_cls: 0.3343, d4.loss_bbox: 0.2043, d4.loss_iou: 0.4676, dn_loss_cls: 0.0867, dn_loss_bbox: 0.4598, dn_loss_iou: 0.5315, d0.dn_loss_cls: 0.1177, d0.dn_loss_bbox: 0.6072, d0.dn_loss_iou: 0.7071, d1.dn_loss_cls: 0.0947, d1.dn_loss_bbox: 0.5003, d1.dn_loss_iou: 0.5791, d2.dn_loss_cls: 0.0861, d2.dn_loss_bbox: 0.4758, d2.dn_loss_iou: 0.5478, d3.dn_loss_cls: 0.0842, d3.dn_loss_bbox: 0.4632, d3.dn_loss_iou: 0.5345, d4.dn_loss_cls: 0.0841, d4.dn_loss_bbox: 0.4598, d4.dn_loss_iou: 0.5314, loss: 14.4452, grad_norm: 31.7307 2023-11-22 14:18:08,304 - mmdet - INFO - Epoch [1][6550/7330] lr: 1.000e-05, eta: 15:44:06, time: 0.696, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3669, interm_loss_bbox: 0.2697, interm_loss_iou: 0.5975, loss_cls: 0.3248, loss_bbox: 0.1965, loss_iou: 0.4730, d0.loss_cls: 0.3818, d0.loss_bbox: 0.2164, d0.loss_iou: 0.5121, d1.loss_cls: 0.3452, d1.loss_bbox: 0.2083, d1.loss_iou: 0.4942, d2.loss_cls: 0.3284, d2.loss_bbox: 0.2032, d2.loss_iou: 0.4838, d3.loss_cls: 0.3242, d3.loss_bbox: 0.1998, d3.loss_iou: 0.4776, d4.loss_cls: 0.3236, d4.loss_bbox: 0.1974, d4.loss_iou: 0.4752, dn_loss_cls: 0.0796, dn_loss_bbox: 0.4167, dn_loss_iou: 0.5134, d0.dn_loss_cls: 0.1131, d0.dn_loss_bbox: 0.5657, d0.dn_loss_iou: 0.6909, d1.dn_loss_cls: 0.0899, d1.dn_loss_bbox: 0.4563, d1.dn_loss_iou: 0.5596, d2.dn_loss_cls: 0.0805, d2.dn_loss_bbox: 0.4306, d2.dn_loss_iou: 0.5281, d3.dn_loss_cls: 0.0781, d3.dn_loss_bbox: 0.4200, d3.dn_loss_iou: 0.5164, d4.dn_loss_cls: 0.0776, d4.dn_loss_bbox: 0.4167, d4.dn_loss_iou: 0.5134, loss: 13.9462, grad_norm: 31.5835 2023-11-22 14:18:43,158 - mmdet - INFO - Epoch [1][6600/7330] lr: 1.000e-05, eta: 15:43:32, time: 0.697, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3715, interm_loss_bbox: 0.2821, interm_loss_iou: 0.5824, loss_cls: 0.3292, loss_bbox: 0.2043, loss_iou: 0.4519, d0.loss_cls: 0.3897, d0.loss_bbox: 0.2285, d0.loss_iou: 0.4955, d1.loss_cls: 0.3523, d1.loss_bbox: 0.2147, d1.loss_iou: 0.4706, d2.loss_cls: 0.3338, d2.loss_bbox: 0.2097, d2.loss_iou: 0.4615, d3.loss_cls: 0.3266, d3.loss_bbox: 0.2081, d3.loss_iou: 0.4573, d4.loss_cls: 0.3267, d4.loss_bbox: 0.2058, d4.loss_iou: 0.4542, dn_loss_cls: 0.0814, dn_loss_bbox: 0.4503, dn_loss_iou: 0.5270, d0.dn_loss_cls: 0.1147, d0.dn_loss_bbox: 0.5955, d0.dn_loss_iou: 0.7099, d1.dn_loss_cls: 0.0919, d1.dn_loss_bbox: 0.4905, d1.dn_loss_iou: 0.5788, d2.dn_loss_cls: 0.0826, d2.dn_loss_bbox: 0.4644, d2.dn_loss_iou: 0.5435, d3.dn_loss_cls: 0.0802, d3.dn_loss_bbox: 0.4535, d3.dn_loss_iou: 0.5303, d4.dn_loss_cls: 0.0795, d4.dn_loss_bbox: 0.4503, d4.dn_loss_iou: 0.5270, loss: 14.2077, grad_norm: 31.0664 2023-11-22 14:19:17,899 - mmdet - INFO - Epoch [1][6650/7330] lr: 1.000e-05, eta: 15:42:56, time: 0.695, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3627, interm_loss_bbox: 0.2745, interm_loss_iou: 0.5614, loss_cls: 0.3100, loss_bbox: 0.2009, loss_iou: 0.4400, d0.loss_cls: 0.3751, d0.loss_bbox: 0.2236, d0.loss_iou: 0.4776, d1.loss_cls: 0.3376, d1.loss_bbox: 0.2091, d1.loss_iou: 0.4535, d2.loss_cls: 0.3175, d2.loss_bbox: 0.2031, d2.loss_iou: 0.4470, d3.loss_cls: 0.3103, d3.loss_bbox: 0.2011, d3.loss_iou: 0.4443, d4.loss_cls: 0.3087, d4.loss_bbox: 0.2006, d4.loss_iou: 0.4421, dn_loss_cls: 0.0767, dn_loss_bbox: 0.4533, dn_loss_iou: 0.5055, d0.dn_loss_cls: 0.1111, d0.dn_loss_bbox: 0.6093, d0.dn_loss_iou: 0.6853, d1.dn_loss_cls: 0.0886, d1.dn_loss_bbox: 0.4971, d1.dn_loss_iou: 0.5543, d2.dn_loss_cls: 0.0787, d2.dn_loss_bbox: 0.4696, d2.dn_loss_iou: 0.5213, d3.dn_loss_cls: 0.0763, d3.dn_loss_bbox: 0.4572, d3.dn_loss_iou: 0.5085, d4.dn_loss_cls: 0.0752, d4.dn_loss_bbox: 0.4533, d4.dn_loss_iou: 0.5054, loss: 13.8275, grad_norm: 29.2908 2023-11-22 14:19:52,817 - mmdet - INFO - Epoch [1][6700/7330] lr: 1.000e-05, eta: 15:42:23, time: 0.698, data_time: 0.005, memory: 16112, interm_loss_cls: 0.3662, interm_loss_bbox: 0.2764, interm_loss_iou: 0.5852, loss_cls: 0.3133, loss_bbox: 0.2090, loss_iou: 0.4711, d0.loss_cls: 0.3764, d0.loss_bbox: 0.2248, d0.loss_iou: 0.5043, d1.loss_cls: 0.3382, d1.loss_bbox: 0.2147, d1.loss_iou: 0.4851, d2.loss_cls: 0.3187, d2.loss_bbox: 0.2112, d2.loss_iou: 0.4778, d3.loss_cls: 0.3141, d3.loss_bbox: 0.2090, d3.loss_iou: 0.4732, d4.loss_cls: 0.3128, d4.loss_bbox: 0.2093, d4.loss_iou: 0.4721, dn_loss_cls: 0.0800, dn_loss_bbox: 0.4543, dn_loss_iou: 0.5215, d0.dn_loss_cls: 0.1123, d0.dn_loss_bbox: 0.6025, d0.dn_loss_iou: 0.6902, d1.dn_loss_cls: 0.0899, d1.dn_loss_bbox: 0.4938, d1.dn_loss_iou: 0.5669, d2.dn_loss_cls: 0.0812, d2.dn_loss_bbox: 0.4684, d2.dn_loss_iou: 0.5360, d3.dn_loss_cls: 0.0790, d3.dn_loss_bbox: 0.4573, d3.dn_loss_iou: 0.5243, d4.dn_loss_cls: 0.0784, d4.dn_loss_bbox: 0.4543, d4.dn_loss_iou: 0.5213, loss: 14.1745, grad_norm: 32.5811 2023-11-22 14:20:27,810 - mmdet - INFO - Epoch [1][6750/7330] lr: 1.000e-05, eta: 15:41:51, time: 0.700, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3614, interm_loss_bbox: 0.2823, interm_loss_iou: 0.5855, loss_cls: 0.3189, loss_bbox: 0.2053, loss_iou: 0.4599, d0.loss_cls: 0.3801, d0.loss_bbox: 0.2247, d0.loss_iou: 0.4969, d1.loss_cls: 0.3439, d1.loss_bbox: 0.2144, d1.loss_iou: 0.4755, d2.loss_cls: 0.3253, d2.loss_bbox: 0.2126, d2.loss_iou: 0.4689, d3.loss_cls: 0.3198, d3.loss_bbox: 0.2087, d3.loss_iou: 0.4631, d4.loss_cls: 0.3183, d4.loss_bbox: 0.2062, d4.loss_iou: 0.4609, dn_loss_cls: 0.0792, dn_loss_bbox: 0.4601, dn_loss_iou: 0.5195, d0.dn_loss_cls: 0.1100, d0.dn_loss_bbox: 0.6140, d0.dn_loss_iou: 0.6918, d1.dn_loss_cls: 0.0890, d1.dn_loss_bbox: 0.5052, d1.dn_loss_iou: 0.5669, d2.dn_loss_cls: 0.0800, d2.dn_loss_bbox: 0.4771, d2.dn_loss_iou: 0.5355, d3.dn_loss_cls: 0.0779, d3.dn_loss_bbox: 0.4644, d3.dn_loss_iou: 0.5225, d4.dn_loss_cls: 0.0771, d4.dn_loss_bbox: 0.4601, d4.dn_loss_iou: 0.5194, loss: 14.1822, grad_norm: 30.9907 2023-11-22 14:21:02,861 - mmdet - INFO - Epoch [1][6800/7330] lr: 1.000e-05, eta: 15:41:19, time: 0.701, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3586, interm_loss_bbox: 0.2694, interm_loss_iou: 0.5990, loss_cls: 0.3140, loss_bbox: 0.1994, loss_iou: 0.4770, d0.loss_cls: 0.3738, d0.loss_bbox: 0.2173, d0.loss_iou: 0.5145, d1.loss_cls: 0.3373, d1.loss_bbox: 0.2070, d1.loss_iou: 0.4938, d2.loss_cls: 0.3202, d2.loss_bbox: 0.2024, d2.loss_iou: 0.4843, d3.loss_cls: 0.3149, d3.loss_bbox: 0.2005, d3.loss_iou: 0.4804, d4.loss_cls: 0.3126, d4.loss_bbox: 0.1995, d4.loss_iou: 0.4781, dn_loss_cls: 0.0800, dn_loss_bbox: 0.4315, dn_loss_iou: 0.5276, d0.dn_loss_cls: 0.1123, d0.dn_loss_bbox: 0.5744, d0.dn_loss_iou: 0.7051, d1.dn_loss_cls: 0.0904, d1.dn_loss_bbox: 0.4709, d1.dn_loss_iou: 0.5728, d2.dn_loss_cls: 0.0817, d2.dn_loss_bbox: 0.4452, d2.dn_loss_iou: 0.5422, d3.dn_loss_cls: 0.0792, d3.dn_loss_bbox: 0.4341, d3.dn_loss_iou: 0.5302, d4.dn_loss_cls: 0.0787, d4.dn_loss_bbox: 0.4316, d4.dn_loss_iou: 0.5276, loss: 14.0693, grad_norm: 30.9466 2023-11-22 14:21:37,386 - mmdet - INFO - Epoch [1][6850/7330] lr: 1.000e-05, eta: 15:40:41, time: 0.690, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3560, interm_loss_bbox: 0.2711, interm_loss_iou: 0.6001, loss_cls: 0.3102, loss_bbox: 0.2010, loss_iou: 0.4854, d0.loss_cls: 0.3708, d0.loss_bbox: 0.2187, d0.loss_iou: 0.5187, d1.loss_cls: 0.3312, d1.loss_bbox: 0.2092, d1.loss_iou: 0.5020, d2.loss_cls: 0.3144, d2.loss_bbox: 0.2057, d2.loss_iou: 0.4945, d3.loss_cls: 0.3078, d3.loss_bbox: 0.2037, d3.loss_iou: 0.4909, d4.loss_cls: 0.3066, d4.loss_bbox: 0.2044, d4.loss_iou: 0.4883, dn_loss_cls: 0.0767, dn_loss_bbox: 0.4480, dn_loss_iou: 0.5395, d0.dn_loss_cls: 0.1114, d0.dn_loss_bbox: 0.5909, d0.dn_loss_iou: 0.7042, d1.dn_loss_cls: 0.0882, d1.dn_loss_bbox: 0.4894, d1.dn_loss_iou: 0.5843, d2.dn_loss_cls: 0.0795, d2.dn_loss_bbox: 0.4635, d2.dn_loss_iou: 0.5550, d3.dn_loss_cls: 0.0766, d3.dn_loss_bbox: 0.4515, d3.dn_loss_iou: 0.5422, d4.dn_loss_cls: 0.0755, d4.dn_loss_bbox: 0.4480, d4.dn_loss_iou: 0.5394, loss: 14.2546, grad_norm: 31.0322 2023-11-22 14:22:12,079 - mmdet - INFO - Epoch [1][6900/7330] lr: 1.000e-05, eta: 15:40:05, time: 0.694, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3612, interm_loss_bbox: 0.2746, interm_loss_iou: 0.5758, loss_cls: 0.3146, loss_bbox: 0.2018, loss_iou: 0.4595, d0.loss_cls: 0.3783, d0.loss_bbox: 0.2216, d0.loss_iou: 0.4932, d1.loss_cls: 0.3396, d1.loss_bbox: 0.2142, d1.loss_iou: 0.4763, d2.loss_cls: 0.3204, d2.loss_bbox: 0.2077, d2.loss_iou: 0.4682, d3.loss_cls: 0.3134, d3.loss_bbox: 0.2049, d3.loss_iou: 0.4642, d4.loss_cls: 0.3121, d4.loss_bbox: 0.2039, d4.loss_iou: 0.4622, dn_loss_cls: 0.0780, dn_loss_bbox: 0.4700, dn_loss_iou: 0.5179, d0.dn_loss_cls: 0.1120, d0.dn_loss_bbox: 0.6269, d0.dn_loss_iou: 0.6950, d1.dn_loss_cls: 0.0902, d1.dn_loss_bbox: 0.5167, d1.dn_loss_iou: 0.5683, d2.dn_loss_cls: 0.0809, d2.dn_loss_bbox: 0.4869, d2.dn_loss_iou: 0.5350, d3.dn_loss_cls: 0.0780, d3.dn_loss_bbox: 0.4738, d3.dn_loss_iou: 0.5213, d4.dn_loss_cls: 0.0770, d4.dn_loss_bbox: 0.4700, d4.dn_loss_iou: 0.5178, loss: 14.1836, grad_norm: 32.5921 2023-11-22 14:22:46,864 - mmdet - INFO - Epoch [1][6950/7330] lr: 1.000e-05, eta: 15:39:30, time: 0.696, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3622, interm_loss_bbox: 0.2728, interm_loss_iou: 0.5840, loss_cls: 0.3197, loss_bbox: 0.1993, loss_iou: 0.4633, d0.loss_cls: 0.3811, d0.loss_bbox: 0.2180, d0.loss_iou: 0.4985, d1.loss_cls: 0.3452, d1.loss_bbox: 0.2056, d1.loss_iou: 0.4782, d2.loss_cls: 0.3276, d2.loss_bbox: 0.2011, d2.loss_iou: 0.4701, d3.loss_cls: 0.3203, d3.loss_bbox: 0.2007, d3.loss_iou: 0.4669, d4.loss_cls: 0.3185, d4.loss_bbox: 0.2003, d4.loss_iou: 0.4644, dn_loss_cls: 0.0829, dn_loss_bbox: 0.4378, dn_loss_iou: 0.5174, d0.dn_loss_cls: 0.1140, d0.dn_loss_bbox: 0.5924, d0.dn_loss_iou: 0.6940, d1.dn_loss_cls: 0.0931, d1.dn_loss_bbox: 0.4824, d1.dn_loss_iou: 0.5637, d2.dn_loss_cls: 0.0832, d2.dn_loss_bbox: 0.4541, d2.dn_loss_iou: 0.5326, d3.dn_loss_cls: 0.0812, d3.dn_loss_bbox: 0.4415, d3.dn_loss_iou: 0.5205, d4.dn_loss_cls: 0.0809, d4.dn_loss_bbox: 0.4378, d4.dn_loss_iou: 0.5174, loss: 14.0248, grad_norm: 31.5679 2023-11-22 14:23:22,060 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-22 14:23:22,060 - mmdet - INFO - Epoch [1][7000/7330] lr: 1.000e-05, eta: 15:39:00, time: 0.704, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3533, interm_loss_bbox: 0.2711, interm_loss_iou: 0.5742, loss_cls: 0.3042, loss_bbox: 0.2006, loss_iou: 0.4590, d0.loss_cls: 0.3700, d0.loss_bbox: 0.2178, d0.loss_iou: 0.4906, d1.loss_cls: 0.3302, d1.loss_bbox: 0.2069, d1.loss_iou: 0.4738, d2.loss_cls: 0.3108, d2.loss_bbox: 0.2036, d2.loss_iou: 0.4677, d3.loss_cls: 0.3036, d3.loss_bbox: 0.2015, d3.loss_iou: 0.4630, d4.loss_cls: 0.3010, d4.loss_bbox: 0.2021, d4.loss_iou: 0.4618, dn_loss_cls: 0.0793, dn_loss_bbox: 0.4469, dn_loss_iou: 0.5155, d0.dn_loss_cls: 0.1121, d0.dn_loss_bbox: 0.5967, d0.dn_loss_iou: 0.6908, d1.dn_loss_cls: 0.0892, d1.dn_loss_bbox: 0.4884, d1.dn_loss_iou: 0.5618, d2.dn_loss_cls: 0.0811, d2.dn_loss_bbox: 0.4613, d2.dn_loss_iou: 0.5303, d3.dn_loss_cls: 0.0785, d3.dn_loss_bbox: 0.4497, d3.dn_loss_iou: 0.5182, d4.dn_loss_cls: 0.0778, d4.dn_loss_bbox: 0.4469, d4.dn_loss_iou: 0.5154, loss: 13.9070, grad_norm: 32.5751 2023-11-22 14:23:56,926 - mmdet - INFO - Epoch [1][7050/7330] lr: 1.000e-05, eta: 15:38:26, time: 0.697, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3563, interm_loss_bbox: 0.2701, interm_loss_iou: 0.5765, loss_cls: 0.3015, loss_bbox: 0.1995, loss_iou: 0.4627, d0.loss_cls: 0.3714, d0.loss_bbox: 0.2177, d0.loss_iou: 0.4940, d1.loss_cls: 0.3328, d1.loss_bbox: 0.2061, d1.loss_iou: 0.4740, d2.loss_cls: 0.3117, d2.loss_bbox: 0.2017, d2.loss_iou: 0.4677, d3.loss_cls: 0.3029, d3.loss_bbox: 0.2007, d3.loss_iou: 0.4644, d4.loss_cls: 0.3011, d4.loss_bbox: 0.1996, d4.loss_iou: 0.4637, dn_loss_cls: 0.0733, dn_loss_bbox: 0.4224, dn_loss_iou: 0.5073, d0.dn_loss_cls: 0.1089, d0.dn_loss_bbox: 0.5739, d0.dn_loss_iou: 0.6837, d1.dn_loss_cls: 0.0858, d1.dn_loss_bbox: 0.4657, d1.dn_loss_iou: 0.5539, d2.dn_loss_cls: 0.0763, d2.dn_loss_bbox: 0.4375, d2.dn_loss_iou: 0.5218, d3.dn_loss_cls: 0.0733, d3.dn_loss_bbox: 0.4259, d3.dn_loss_iou: 0.5099, d4.dn_loss_cls: 0.0722, d4.dn_loss_bbox: 0.4224, d4.dn_loss_iou: 0.5072, loss: 13.6977, grad_norm: 31.5323 2023-11-22 14:24:31,533 - mmdet - INFO - Epoch [1][7100/7330] lr: 1.000e-05, eta: 15:37:49, time: 0.692, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3564, interm_loss_bbox: 0.2748, interm_loss_iou: 0.5822, loss_cls: 0.3072, loss_bbox: 0.2005, loss_iou: 0.4656, d0.loss_cls: 0.3730, d0.loss_bbox: 0.2192, d0.loss_iou: 0.4993, d1.loss_cls: 0.3302, d1.loss_bbox: 0.2123, d1.loss_iou: 0.4827, d2.loss_cls: 0.3131, d2.loss_bbox: 0.2057, d2.loss_iou: 0.4726, d3.loss_cls: 0.3073, d3.loss_bbox: 0.2029, d3.loss_iou: 0.4688, d4.loss_cls: 0.3053, d4.loss_bbox: 0.2016, d4.loss_iou: 0.4679, dn_loss_cls: 0.0738, dn_loss_bbox: 0.4277, dn_loss_iou: 0.5116, d0.dn_loss_cls: 0.1069, d0.dn_loss_bbox: 0.5774, d0.dn_loss_iou: 0.6880, d1.dn_loss_cls: 0.0842, d1.dn_loss_bbox: 0.4688, d1.dn_loss_iou: 0.5587, d2.dn_loss_cls: 0.0755, d2.dn_loss_bbox: 0.4419, d2.dn_loss_iou: 0.5261, d3.dn_loss_cls: 0.0730, d3.dn_loss_bbox: 0.4307, d3.dn_loss_iou: 0.5140, d4.dn_loss_cls: 0.0723, d4.dn_loss_bbox: 0.4277, d4.dn_loss_iou: 0.5116, loss: 13.8182, grad_norm: 31.5926 2023-11-22 14:25:06,304 - mmdet - INFO - Epoch [1][7150/7330] lr: 1.000e-05, eta: 15:37:14, time: 0.695, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3719, interm_loss_bbox: 0.2803, interm_loss_iou: 0.5877, loss_cls: 0.3217, loss_bbox: 0.2030, loss_iou: 0.4592, d0.loss_cls: 0.3869, d0.loss_bbox: 0.2217, d0.loss_iou: 0.4957, d1.loss_cls: 0.3473, d1.loss_bbox: 0.2122, d1.loss_iou: 0.4739, d2.loss_cls: 0.3271, d2.loss_bbox: 0.2081, d2.loss_iou: 0.4673, d3.loss_cls: 0.3223, d3.loss_bbox: 0.2049, d3.loss_iou: 0.4629, d4.loss_cls: 0.3203, d4.loss_bbox: 0.2044, d4.loss_iou: 0.4612, dn_loss_cls: 0.0776, dn_loss_bbox: 0.4528, dn_loss_iou: 0.5252, d0.dn_loss_cls: 0.1107, d0.dn_loss_bbox: 0.5978, d0.dn_loss_iou: 0.6955, d1.dn_loss_cls: 0.0883, d1.dn_loss_bbox: 0.4942, d1.dn_loss_iou: 0.5722, d2.dn_loss_cls: 0.0794, d2.dn_loss_bbox: 0.4681, d2.dn_loss_iou: 0.5406, d3.dn_loss_cls: 0.0768, d3.dn_loss_bbox: 0.4559, d3.dn_loss_iou: 0.5279, d4.dn_loss_cls: 0.0760, d4.dn_loss_bbox: 0.4527, d4.dn_loss_iou: 0.5251, loss: 14.1569, grad_norm: 33.3066 2023-11-22 14:25:40,979 - mmdet - INFO - Epoch [1][7200/7330] lr: 1.000e-05, eta: 15:36:38, time: 0.693, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3602, interm_loss_bbox: 0.2800, interm_loss_iou: 0.5862, loss_cls: 0.3143, loss_bbox: 0.2054, loss_iou: 0.4648, d0.loss_cls: 0.3748, d0.loss_bbox: 0.2276, d0.loss_iou: 0.5035, d1.loss_cls: 0.3354, d1.loss_bbox: 0.2157, d1.loss_iou: 0.4828, d2.loss_cls: 0.3186, d2.loss_bbox: 0.2098, d2.loss_iou: 0.4726, d3.loss_cls: 0.3128, d3.loss_bbox: 0.2084, d3.loss_iou: 0.4681, d4.loss_cls: 0.3122, d4.loss_bbox: 0.2065, d4.loss_iou: 0.4657, dn_loss_cls: 0.0802, dn_loss_bbox: 0.4401, dn_loss_iou: 0.5137, d0.dn_loss_cls: 0.1131, d0.dn_loss_bbox: 0.5944, d0.dn_loss_iou: 0.6916, d1.dn_loss_cls: 0.0909, d1.dn_loss_bbox: 0.4839, d1.dn_loss_iou: 0.5619, d2.dn_loss_cls: 0.0816, d2.dn_loss_bbox: 0.4556, d2.dn_loss_iou: 0.5289, d3.dn_loss_cls: 0.0789, d3.dn_loss_bbox: 0.4432, d3.dn_loss_iou: 0.5165, d4.dn_loss_cls: 0.0782, d4.dn_loss_bbox: 0.4401, d4.dn_loss_iou: 0.5136, loss: 14.0318, grad_norm: 30.9399 2023-11-22 14:26:15,427 - mmdet - INFO - Epoch [1][7250/7330] lr: 1.000e-05, eta: 15:35:59, time: 0.689, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3681, interm_loss_bbox: 0.2791, interm_loss_iou: 0.5919, loss_cls: 0.3225, loss_bbox: 0.2099, loss_iou: 0.4729, d0.loss_cls: 0.3857, d0.loss_bbox: 0.2266, d0.loss_iou: 0.5070, d1.loss_cls: 0.3461, d1.loss_bbox: 0.2197, d1.loss_iou: 0.4910, d2.loss_cls: 0.3292, d2.loss_bbox: 0.2144, d2.loss_iou: 0.4812, d3.loss_cls: 0.3220, d3.loss_bbox: 0.2125, d3.loss_iou: 0.4770, d4.loss_cls: 0.3207, d4.loss_bbox: 0.2113, d4.loss_iou: 0.4749, dn_loss_cls: 0.0772, dn_loss_bbox: 0.4423, dn_loss_iou: 0.5210, d0.dn_loss_cls: 0.1124, d0.dn_loss_bbox: 0.5892, d0.dn_loss_iou: 0.6946, d1.dn_loss_cls: 0.0888, d1.dn_loss_bbox: 0.4829, d1.dn_loss_iou: 0.5680, d2.dn_loss_cls: 0.0798, d2.dn_loss_bbox: 0.4576, d2.dn_loss_iou: 0.5359, d3.dn_loss_cls: 0.0767, d3.dn_loss_bbox: 0.4453, d3.dn_loss_iou: 0.5237, d4.dn_loss_cls: 0.0758, d4.dn_loss_bbox: 0.4423, d4.dn_loss_iou: 0.5210, loss: 14.1984, grad_norm: 29.9536 2023-11-22 14:26:49,787 - mmdet - INFO - Epoch [1][7300/7330] lr: 1.000e-05, eta: 15:35:19, time: 0.687, data_time: 0.006, memory: 16112, interm_loss_cls: 0.3543, interm_loss_bbox: 0.2615, interm_loss_iou: 0.5787, loss_cls: 0.3094, loss_bbox: 0.1934, loss_iou: 0.4616, d0.loss_cls: 0.3681, d0.loss_bbox: 0.2120, d0.loss_iou: 0.4955, d1.loss_cls: 0.3292, d1.loss_bbox: 0.2037, d1.loss_iou: 0.4781, d2.loss_cls: 0.3116, d2.loss_bbox: 0.1980, d2.loss_iou: 0.4712, d3.loss_cls: 0.3057, d3.loss_bbox: 0.1971, d3.loss_iou: 0.4674, d4.loss_cls: 0.3067, d4.loss_bbox: 0.1945, d4.loss_iou: 0.4643, dn_loss_cls: 0.0715, dn_loss_bbox: 0.4110, dn_loss_iou: 0.4978, d0.dn_loss_cls: 0.1045, d0.dn_loss_bbox: 0.5614, d0.dn_loss_iou: 0.6721, d1.dn_loss_cls: 0.0823, d1.dn_loss_bbox: 0.4531, d1.dn_loss_iou: 0.5440, d2.dn_loss_cls: 0.0726, d2.dn_loss_bbox: 0.4260, d2.dn_loss_iou: 0.5123, d3.dn_loss_cls: 0.0705, d3.dn_loss_bbox: 0.4140, d3.dn_loss_iou: 0.5005, d4.dn_loss_cls: 0.0699, d4.dn_loss_bbox: 0.4110, d4.dn_loss_iou: 0.4978, loss: 13.5341, grad_norm: 30.8811 2023-11-22 14:27:11,215 - mmdet - INFO - Saving checkpoint at 1 epochs 2023-11-22 14:28:33,901 - mmdet - INFO - Evaluating bbox... 2023-11-22 14:30:59,497 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.393 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.565 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.423 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.238 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.431 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.537 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.659 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.668 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.668 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.454 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.723 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.858 2023-11-22 14:30:59,501 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.482 | bicycle | 0.267 | car | 0.368 | | motorcycle | 0.348 | airplane | 0.601 | bus | 0.614 | | train | 0.645 | truck | 0.347 | boat | 0.240 | | traffic light | 0.212 | fire hydrant | 0.644 | stop sign | 0.592 | | parking meter | 0.433 | bench | 0.219 | bird | 0.352 | | cat | 0.720 | dog | 0.695 | horse | 0.565 | | sheep | 0.505 | cow | 0.563 | elephant | 0.648 | | bear | 0.806 | zebra | 0.649 | giraffe | 0.677 | | backpack | 0.112 | umbrella | 0.280 | handbag | 0.126 | | tie | 0.285 | suitcase | 0.365 | frisbee | 0.678 | | skis | 0.168 | snowboard | 0.289 | sports ball | 0.419 | | kite | 0.372 | baseball bat | 0.271 | baseball glove | 0.372 | | skateboard | 0.501 | surfboard | 0.354 | tennis racket | 0.443 | | bottle | 0.337 | wine glass | 0.275 | cup | 0.426 | | fork | 0.277 | knife | 0.154 | spoon | 0.175 | | bowl | 0.369 | banana | 0.197 | apple | 0.179 | | sandwich | 0.444 | orange | 0.269 | broccoli | 0.196 | | carrot | 0.175 | hot dog | 0.354 | pizza | 0.502 | | donut | 0.469 | cake | 0.365 | chair | 0.260 | | couch | 0.399 | potted plant | 0.207 | bed | 0.428 | | dining table | 0.180 | toilet | 0.609 | tv | 0.549 | | laptop | 0.560 | mouse | 0.573 | remote | 0.304 | | keyboard | 0.462 | cell phone | 0.405 | microwave | 0.608 | | oven | 0.305 | toaster | 0.314 | sink | 0.363 | | refrigerator | 0.489 | book | 0.095 | clock | 0.511 | | vase | 0.351 | scissors | 0.352 | teddy bear | 0.427 | | hair drier | 0.065 | toothbrush | 0.263 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-22 14:31:08,187 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_1.pth. 2023-11-22 14:31:08,188 - mmdet - INFO - Best bbox_mAP is 0.3929 at 1 epoch. 2023-11-22 14:31:08,188 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-22 14:31:08,188 - mmdet - INFO - Epoch(val) [1][625] bbox_mAP: 0.3929, bbox_mAP_50: 0.5654, bbox_mAP_75: 0.4234, bbox_mAP_s: 0.2375, bbox_mAP_m: 0.4309, bbox_mAP_l: 0.5373, bbox_mAP_copypaste: 0.3929 0.5654 0.4234 0.2375 0.4309 0.5373 2023-11-22 14:31:46,181 - mmdet - INFO - Epoch [2][50/7330] lr: 1.000e-05, eta: 15:31:11, time: 0.759, data_time: 0.064, memory: 16112, interm_loss_cls: 0.3601, interm_loss_bbox: 0.2738, interm_loss_iou: 0.5770, loss_cls: 0.3038, loss_bbox: 0.2034, loss_iou: 0.4586, d0.loss_cls: 0.3748, d0.loss_bbox: 0.2218, d0.loss_iou: 0.4927, d1.loss_cls: 0.3340, d1.loss_bbox: 0.2122, d1.loss_iou: 0.4723, d2.loss_cls: 0.3129, d2.loss_bbox: 0.2074, d2.loss_iou: 0.4654, d3.loss_cls: 0.3040, d3.loss_bbox: 0.2057, d3.loss_iou: 0.4625, d4.loss_cls: 0.3031, d4.loss_bbox: 0.2037, d4.loss_iou: 0.4598, dn_loss_cls: 0.0745, dn_loss_bbox: 0.4163, dn_loss_iou: 0.5112, d0.dn_loss_cls: 0.1082, d0.dn_loss_bbox: 0.5653, d0.dn_loss_iou: 0.6837, d1.dn_loss_cls: 0.0853, d1.dn_loss_bbox: 0.4577, d1.dn_loss_iou: 0.5570, d2.dn_loss_cls: 0.0768, d2.dn_loss_bbox: 0.4304, d2.dn_loss_iou: 0.5256, d3.dn_loss_cls: 0.0741, d3.dn_loss_bbox: 0.4188, d3.dn_loss_iou: 0.5134, d4.dn_loss_cls: 0.0733, d4.dn_loss_bbox: 0.4163, d4.dn_loss_iou: 0.5111, loss: 13.7080, grad_norm: 33.0614 2023-11-22 14:32:20,866 - mmdet - INFO - Epoch [2][100/7330] lr: 1.000e-05, eta: 15:30:36, time: 0.694, data_time: 0.005, memory: 16112, interm_loss_cls: 0.3563, interm_loss_bbox: 0.2631, interm_loss_iou: 0.5876, loss_cls: 0.3120, loss_bbox: 0.1993, loss_iou: 0.4783, d0.loss_cls: 0.3751, d0.loss_bbox: 0.2138, d0.loss_iou: 0.5059, d1.loss_cls: 0.3336, d1.loss_bbox: 0.2091, d1.loss_iou: 0.4930, d2.loss_cls: 0.3157, d2.loss_bbox: 0.2036, d2.loss_iou: 0.4876, d3.loss_cls: 0.3102, d3.loss_bbox: 0.2001, d3.loss_iou: 0.4831, d4.loss_cls: 0.3097, d4.loss_bbox: 0.2005, d4.loss_iou: 0.4809, dn_loss_cls: 0.0744, dn_loss_bbox: 0.4048, dn_loss_iou: 0.5178, d0.dn_loss_cls: 0.1065, d0.dn_loss_bbox: 0.5574, d0.dn_loss_iou: 0.6916, d1.dn_loss_cls: 0.0849, d1.dn_loss_bbox: 0.4473, d1.dn_loss_iou: 0.5625, d2.dn_loss_cls: 0.0759, d2.dn_loss_bbox: 0.4200, d2.dn_loss_iou: 0.5315, d3.dn_loss_cls: 0.0733, d3.dn_loss_bbox: 0.4079, d3.dn_loss_iou: 0.5201, d4.dn_loss_cls: 0.0726, d4.dn_loss_bbox: 0.4049, d4.dn_loss_iou: 0.5177, loss: 13.7894, grad_norm: 32.0862 2023-11-22 14:32:55,411 - mmdet - INFO - Epoch [2][150/7330] lr: 1.000e-05, eta: 15:30:00, time: 0.691, data_time: 0.005, memory: 16112, interm_loss_cls: 0.3476, interm_loss_bbox: 0.2630, interm_loss_iou: 0.5666, loss_cls: 0.2981, loss_bbox: 0.1968, loss_iou: 0.4533, d0.loss_cls: 0.3646, d0.loss_bbox: 0.2124, d0.loss_iou: 0.4827, d1.loss_cls: 0.3234, d1.loss_bbox: 0.2045, d1.loss_iou: 0.4665, d2.loss_cls: 0.3068, d2.loss_bbox: 0.1987, d2.loss_iou: 0.4577, d3.loss_cls: 0.2992, d3.loss_bbox: 0.1980, d3.loss_iou: 0.4564, d4.loss_cls: 0.2975, d4.loss_bbox: 0.1971, d4.loss_iou: 0.4543, dn_loss_cls: 0.0761, dn_loss_bbox: 0.4212, dn_loss_iou: 0.5061, d0.dn_loss_cls: 0.1084, d0.dn_loss_bbox: 0.5673, d0.dn_loss_iou: 0.6742, d1.dn_loss_cls: 0.0856, d1.dn_loss_bbox: 0.4613, d1.dn_loss_iou: 0.5503, d2.dn_loss_cls: 0.0770, d2.dn_loss_bbox: 0.4349, d2.dn_loss_iou: 0.5193, d3.dn_loss_cls: 0.0745, d3.dn_loss_bbox: 0.4239, d3.dn_loss_iou: 0.5084, d4.dn_loss_cls: 0.0740, d4.dn_loss_bbox: 0.4212, d4.dn_loss_iou: 0.5060, loss: 13.5348, grad_norm: 30.4455 2023-11-22 14:33:30,220 - mmdet - INFO - Epoch [2][200/7330] lr: 1.000e-05, eta: 15:29:27, time: 0.696, data_time: 0.005, memory: 16112, interm_loss_cls: 0.3606, interm_loss_bbox: 0.2550, interm_loss_iou: 0.5972, loss_cls: 0.3127, loss_bbox: 0.1923, loss_iou: 0.4875, d0.loss_cls: 0.3756, d0.loss_bbox: 0.2077, d0.loss_iou: 0.5202, d1.loss_cls: 0.3365, d1.loss_bbox: 0.2001, d1.loss_iou: 0.5029, d2.loss_cls: 0.3174, d2.loss_bbox: 0.1958, d2.loss_iou: 0.4951, d3.loss_cls: 0.3113, d3.loss_bbox: 0.1937, d3.loss_iou: 0.4902, d4.loss_cls: 0.3102, d4.loss_bbox: 0.1937, d4.loss_iou: 0.4882, dn_loss_cls: 0.0770, dn_loss_bbox: 0.4227, dn_loss_iou: 0.5306, d0.dn_loss_cls: 0.1092, d0.dn_loss_bbox: 0.5681, d0.dn_loss_iou: 0.7012, d1.dn_loss_cls: 0.0869, d1.dn_loss_bbox: 0.4619, d1.dn_loss_iou: 0.5749, d2.dn_loss_cls: 0.0780, d2.dn_loss_bbox: 0.4362, d2.dn_loss_iou: 0.5446, d3.dn_loss_cls: 0.0753, d3.dn_loss_bbox: 0.4252, d3.dn_loss_iou: 0.5332, d4.dn_loss_cls: 0.0753, d4.dn_loss_bbox: 0.4227, d4.dn_loss_iou: 0.5306, loss: 13.9972, grad_norm: 33.7034 2023-11-22 14:34:05,362 - mmdet - INFO - Epoch [2][250/7330] lr: 1.000e-05, eta: 15:28:57, time: 0.703, data_time: 0.007, memory: 16112, interm_loss_cls: 0.3574, interm_loss_bbox: 0.2640, interm_loss_iou: 0.5938, loss_cls: 0.3079, loss_bbox: 0.2001, loss_iou: 0.4878, d0.loss_cls: 0.3730, d0.loss_bbox: 0.2169, d0.loss_iou: 0.5153, d1.loss_cls: 0.3350, d1.loss_bbox: 0.2070, d1.loss_iou: 0.4997, d2.loss_cls: 0.3144, d2.loss_bbox: 0.2042, d2.loss_iou: 0.4952, d3.loss_cls: 0.3089, d3.loss_bbox: 0.2020, d3.loss_iou: 0.4907, d4.loss_cls: 0.3073, d4.loss_bbox: 0.1996, d4.loss_iou: 0.4887, dn_loss_cls: 0.0776, dn_loss_bbox: 0.4125, dn_loss_iou: 0.5271, d0.dn_loss_cls: 0.1115, d0.dn_loss_bbox: 0.5542, d0.dn_loss_iou: 0.6925, d1.dn_loss_cls: 0.0886, d1.dn_loss_bbox: 0.4501, d1.dn_loss_iou: 0.5699, d2.dn_loss_cls: 0.0793, d2.dn_loss_bbox: 0.4255, d2.dn_loss_iou: 0.5406, d3.dn_loss_cls: 0.0768, d3.dn_loss_bbox: 0.4149, d3.dn_loss_iou: 0.5293, d4.dn_loss_cls: 0.0762, d4.dn_loss_bbox: 0.4125, d4.dn_loss_iou: 0.5270, loss: 13.9349, grad_norm: 30.2978 2023-11-22 14:34:40,239 - mmdet - INFO - Epoch [2][300/7330] lr: 1.000e-05, eta: 15:28:25, time: 0.697, data_time: 0.005, memory: 16112, interm_loss_cls: 0.3495, interm_loss_bbox: 0.2733, interm_loss_iou: 0.5631, loss_cls: 0.2989, loss_bbox: 0.2047, loss_iou: 0.4527, d0.loss_cls: 0.3669, d0.loss_bbox: 0.2212, d0.loss_iou: 0.4794, d1.loss_cls: 0.3265, d1.loss_bbox: 0.2111, d1.loss_iou: 0.4651, d2.loss_cls: 0.3079, d2.loss_bbox: 0.2058, d2.loss_iou: 0.4579, d3.loss_cls: 0.3002, d3.loss_bbox: 0.2045, d3.loss_iou: 0.4548, d4.loss_cls: 0.2992, d4.loss_bbox: 0.2033, d4.loss_iou: 0.4530, dn_loss_cls: 0.0734, dn_loss_bbox: 0.4333, dn_loss_iou: 0.5076, d0.dn_loss_cls: 0.1088, d0.dn_loss_bbox: 0.5792, d0.dn_loss_iou: 0.6803, d1.dn_loss_cls: 0.0860, d1.dn_loss_bbox: 0.4717, d1.dn_loss_iou: 0.5524, d2.dn_loss_cls: 0.0770, d2.dn_loss_bbox: 0.4456, d2.dn_loss_iou: 0.5219, d3.dn_loss_cls: 0.0736, d3.dn_loss_bbox: 0.4356, d3.dn_loss_iou: 0.5104, d4.dn_loss_cls: 0.0724, d4.dn_loss_bbox: 0.4333, d4.dn_loss_iou: 0.5076, loss: 13.6692, grad_norm: 32.5095 2023-11-22 14:35:14,553 - mmdet - INFO - Epoch [2][350/7330] lr: 1.000e-05, eta: 15:27:46, time: 0.686, data_time: 0.005, memory: 16112, interm_loss_cls: 0.3500, interm_loss_bbox: 0.2646, interm_loss_iou: 0.5717, loss_cls: 0.3065, loss_bbox: 0.1937, loss_iou: 0.4611, d0.loss_cls: 0.3669, d0.loss_bbox: 0.2119, d0.loss_iou: 0.4935, d1.loss_cls: 0.3290, d1.loss_bbox: 0.2029, d1.loss_iou: 0.4738, d2.loss_cls: 0.3126, d2.loss_bbox: 0.1968, d2.loss_iou: 0.4648, d3.loss_cls: 0.3058, d3.loss_bbox: 0.1945, d3.loss_iou: 0.4636, d4.loss_cls: 0.3049, d4.loss_bbox: 0.1933, d4.loss_iou: 0.4622, dn_loss_cls: 0.0747, dn_loss_bbox: 0.4076, dn_loss_iou: 0.5016, d0.dn_loss_cls: 0.1083, d0.dn_loss_bbox: 0.5517, d0.dn_loss_iou: 0.6667, d1.dn_loss_cls: 0.0852, d1.dn_loss_bbox: 0.4461, d1.dn_loss_iou: 0.5439, d2.dn_loss_cls: 0.0765, d2.dn_loss_bbox: 0.4200, d2.dn_loss_iou: 0.5146, d3.dn_loss_cls: 0.0739, d3.dn_loss_bbox: 0.4099, d3.dn_loss_iou: 0.5039, d4.dn_loss_cls: 0.0731, d4.dn_loss_bbox: 0.4075, d4.dn_loss_iou: 0.5015, loss: 13.4909, grad_norm: 30.9610 2023-11-22 14:35:48,905 - mmdet - INFO - Epoch [2][400/7330] lr: 1.000e-05, eta: 15:27:08, time: 0.687, data_time: 0.005, memory: 16112, interm_loss_cls: 0.3469, interm_loss_bbox: 0.2698, interm_loss_iou: 0.5764, loss_cls: 0.2996, loss_bbox: 0.2016, loss_iou: 0.4649, d0.loss_cls: 0.3655, d0.loss_bbox: 0.2184, d0.loss_iou: 0.4917, d1.loss_cls: 0.3244, d1.loss_bbox: 0.2087, d1.loss_iou: 0.4741, d2.loss_cls: 0.3071, d2.loss_bbox: 0.2045, d2.loss_iou: 0.4686, d3.loss_cls: 0.2994, d3.loss_bbox: 0.2022, d3.loss_iou: 0.4675, d4.loss_cls: 0.2976, d4.loss_bbox: 0.2016, d4.loss_iou: 0.4661, dn_loss_cls: 0.0732, dn_loss_bbox: 0.4309, dn_loss_iou: 0.5190, d0.dn_loss_cls: 0.1075, d0.dn_loss_bbox: 0.5677, d0.dn_loss_iou: 0.6855, d1.dn_loss_cls: 0.0840, d1.dn_loss_bbox: 0.4681, d1.dn_loss_iou: 0.5617, d2.dn_loss_cls: 0.0749, d2.dn_loss_bbox: 0.4434, d2.dn_loss_iou: 0.5329, d3.dn_loss_cls: 0.0717, d3.dn_loss_bbox: 0.4333, d3.dn_loss_iou: 0.5216, d4.dn_loss_cls: 0.0714, d4.dn_loss_bbox: 0.4309, d4.dn_loss_iou: 0.5189, loss: 13.7532, grad_norm: 32.2216 2023-11-22 14:36:23,466 - mmdet - INFO - Epoch [2][450/7330] lr: 1.000e-05, eta: 15:26:33, time: 0.691, data_time: 0.005, memory: 16112, interm_loss_cls: 0.3610, interm_loss_bbox: 0.2719, interm_loss_iou: 0.5706, loss_cls: 0.3094, loss_bbox: 0.2060, loss_iou: 0.4649, d0.loss_cls: 0.3754, d0.loss_bbox: 0.2243, d0.loss_iou: 0.4932, d1.loss_cls: 0.3342, d1.loss_bbox: 0.2143, d1.loss_iou: 0.4778, d2.loss_cls: 0.3197, d2.loss_bbox: 0.2090, d2.loss_iou: 0.4698, d3.loss_cls: 0.3117, d3.loss_bbox: 0.2065, d3.loss_iou: 0.4666, d4.loss_cls: 0.3085, d4.loss_bbox: 0.2063, d4.loss_iou: 0.4664, dn_loss_cls: 0.0746, dn_loss_bbox: 0.4313, dn_loss_iou: 0.5116, d0.dn_loss_cls: 0.1073, d0.dn_loss_bbox: 0.5822, d0.dn_loss_iou: 0.6818, d1.dn_loss_cls: 0.0847, d1.dn_loss_bbox: 0.4743, d1.dn_loss_iou: 0.5559, d2.dn_loss_cls: 0.0767, d2.dn_loss_bbox: 0.4451, d2.dn_loss_iou: 0.5255, d3.dn_loss_cls: 0.0740, d3.dn_loss_bbox: 0.4334, d3.dn_loss_iou: 0.5141, d4.dn_loss_cls: 0.0734, d4.dn_loss_bbox: 0.4313, d4.dn_loss_iou: 0.5116, loss: 13.8566, grad_norm: 29.5261 2023-11-22 14:36:58,472 - mmdet - INFO - Epoch [2][500/7330] lr: 1.000e-05, eta: 15:26:01, time: 0.700, data_time: 0.005, memory: 16112, interm_loss_cls: 0.3480, interm_loss_bbox: 0.2746, interm_loss_iou: 0.5748, loss_cls: 0.3038, loss_bbox: 0.1990, loss_iou: 0.4572, d0.loss_cls: 0.3673, d0.loss_bbox: 0.2160, d0.loss_iou: 0.4857, d1.loss_cls: 0.3275, d1.loss_bbox: 0.2082, d1.loss_iou: 0.4716, d2.loss_cls: 0.3105, d2.loss_bbox: 0.2020, d2.loss_iou: 0.4638, d3.loss_cls: 0.3051, d3.loss_bbox: 0.1999, d3.loss_iou: 0.4597, d4.loss_cls: 0.3030, d4.loss_bbox: 0.1996, d4.loss_iou: 0.4591, dn_loss_cls: 0.0766, dn_loss_bbox: 0.4242, dn_loss_iou: 0.5000, d0.dn_loss_cls: 0.1116, d0.dn_loss_bbox: 0.5793, d0.dn_loss_iou: 0.6722, d1.dn_loss_cls: 0.0879, d1.dn_loss_bbox: 0.4704, d1.dn_loss_iou: 0.5446, d2.dn_loss_cls: 0.0796, d2.dn_loss_bbox: 0.4387, d2.dn_loss_iou: 0.5132, d3.dn_loss_cls: 0.0765, d3.dn_loss_bbox: 0.4273, d3.dn_loss_iou: 0.5028, d4.dn_loss_cls: 0.0757, d4.dn_loss_bbox: 0.4241, d4.dn_loss_iou: 0.4999, loss: 13.6408, grad_norm: 31.2914 2023-11-22 14:37:33,621 - mmdet - INFO - Epoch [2][550/7330] lr: 1.000e-05, eta: 15:25:32, time: 0.703, data_time: 0.005, memory: 16112, interm_loss_cls: 0.3557, interm_loss_bbox: 0.2673, interm_loss_iou: 0.5631, loss_cls: 0.2998, loss_bbox: 0.2037, loss_iou: 0.4633, d0.loss_cls: 0.3682, d0.loss_bbox: 0.2213, d0.loss_iou: 0.4926, d1.loss_cls: 0.3248, d1.loss_bbox: 0.2119, d1.loss_iou: 0.4781, d2.loss_cls: 0.3056, d2.loss_bbox: 0.2076, d2.loss_iou: 0.4712, d3.loss_cls: 0.3008, d3.loss_bbox: 0.2054, d3.loss_iou: 0.4656, d4.loss_cls: 0.2991, d4.loss_bbox: 0.2041, d4.loss_iou: 0.4649, dn_loss_cls: 0.0770, dn_loss_bbox: 0.4343, dn_loss_iou: 0.5115, d0.dn_loss_cls: 0.1116, d0.dn_loss_bbox: 0.5791, d0.dn_loss_iou: 0.6803, d1.dn_loss_cls: 0.0883, d1.dn_loss_bbox: 0.4735, d1.dn_loss_iou: 0.5551, d2.dn_loss_cls: 0.0793, d2.dn_loss_bbox: 0.4473, d2.dn_loss_iou: 0.5253, d3.dn_loss_cls: 0.0770, d3.dn_loss_bbox: 0.4368, d3.dn_loss_iou: 0.5139, d4.dn_loss_cls: 0.0757, d4.dn_loss_bbox: 0.4343, d4.dn_loss_iou: 0.5114, loss: 13.7855, grad_norm: 32.1542 2023-11-22 14:38:08,199 - mmdet - INFO - Epoch [2][600/7330] lr: 1.000e-05, eta: 15:24:56, time: 0.691, data_time: 0.005, memory: 16112, interm_loss_cls: 0.3441, interm_loss_bbox: 0.2735, interm_loss_iou: 0.5612, loss_cls: 0.2920, loss_bbox: 0.1964, loss_iou: 0.4389, d0.loss_cls: 0.3637, d0.loss_bbox: 0.2116, d0.loss_iou: 0.4695, d1.loss_cls: 0.3191, d1.loss_bbox: 0.2036, d1.loss_iou: 0.4534, d2.loss_cls: 0.3006, d2.loss_bbox: 0.1987, d2.loss_iou: 0.4455, d3.loss_cls: 0.2940, d3.loss_bbox: 0.1970, d3.loss_iou: 0.4416, d4.loss_cls: 0.2928, d4.loss_bbox: 0.1947, d4.loss_iou: 0.4390, dn_loss_cls: 0.0708, dn_loss_bbox: 0.4142, dn_loss_iou: 0.4867, d0.dn_loss_cls: 0.1069, d0.dn_loss_bbox: 0.5791, d0.dn_loss_iou: 0.6651, d1.dn_loss_cls: 0.0832, d1.dn_loss_bbox: 0.4606, d1.dn_loss_iou: 0.5338, d2.dn_loss_cls: 0.0743, d2.dn_loss_bbox: 0.4291, d2.dn_loss_iou: 0.5018, d3.dn_loss_cls: 0.0710, d3.dn_loss_bbox: 0.4169, d3.dn_loss_iou: 0.4891, d4.dn_loss_cls: 0.0701, d4.dn_loss_bbox: 0.4141, d4.dn_loss_iou: 0.4866, loss: 13.2842, grad_norm: 31.5863 2023-11-22 14:38:43,144 - mmdet - INFO - Epoch [2][650/7330] lr: 1.000e-05, eta: 15:24:24, time: 0.699, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3496, interm_loss_bbox: 0.2683, interm_loss_iou: 0.5585, loss_cls: 0.2996, loss_bbox: 0.1940, loss_iou: 0.4384, d0.loss_cls: 0.3683, d0.loss_bbox: 0.2099, d0.loss_iou: 0.4684, d1.loss_cls: 0.3267, d1.loss_bbox: 0.2008, d1.loss_iou: 0.4522, d2.loss_cls: 0.3087, d2.loss_bbox: 0.1949, d2.loss_iou: 0.4446, d3.loss_cls: 0.3007, d3.loss_bbox: 0.1942, d3.loss_iou: 0.4406, d4.loss_cls: 0.2993, d4.loss_bbox: 0.1937, d4.loss_iou: 0.4401, dn_loss_cls: 0.0700, dn_loss_bbox: 0.4246, dn_loss_iou: 0.4954, d0.dn_loss_cls: 0.1041, d0.dn_loss_bbox: 0.5743, d0.dn_loss_iou: 0.6597, d1.dn_loss_cls: 0.0806, d1.dn_loss_bbox: 0.4665, d1.dn_loss_iou: 0.5388, d2.dn_loss_cls: 0.0719, d2.dn_loss_bbox: 0.4382, d2.dn_loss_iou: 0.5082, d3.dn_loss_cls: 0.0692, d3.dn_loss_bbox: 0.4271, d3.dn_loss_iou: 0.4974, d4.dn_loss_cls: 0.0688, d4.dn_loss_bbox: 0.4246, d4.dn_loss_iou: 0.4953, loss: 13.3659, grad_norm: 30.2326 2023-11-22 14:39:18,139 - mmdet - INFO - Epoch [2][700/7330] lr: 1.000e-05, eta: 15:23:52, time: 0.700, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3566, interm_loss_bbox: 0.2672, interm_loss_iou: 0.5605, loss_cls: 0.3039, loss_bbox: 0.1974, loss_iou: 0.4480, d0.loss_cls: 0.3671, d0.loss_bbox: 0.2172, d0.loss_iou: 0.4802, d1.loss_cls: 0.3265, d1.loss_bbox: 0.2071, d1.loss_iou: 0.4645, d2.loss_cls: 0.3105, d2.loss_bbox: 0.2017, d2.loss_iou: 0.4550, d3.loss_cls: 0.3043, d3.loss_bbox: 0.2003, d3.loss_iou: 0.4512, d4.loss_cls: 0.3034, d4.loss_bbox: 0.1986, d4.loss_iou: 0.4492, dn_loss_cls: 0.0712, dn_loss_bbox: 0.4193, dn_loss_iou: 0.5015, d0.dn_loss_cls: 0.1029, d0.dn_loss_bbox: 0.5658, d0.dn_loss_iou: 0.6721, d1.dn_loss_cls: 0.0806, d1.dn_loss_bbox: 0.4596, d1.dn_loss_iou: 0.5462, d2.dn_loss_cls: 0.0724, d2.dn_loss_bbox: 0.4321, d2.dn_loss_iou: 0.5151, d3.dn_loss_cls: 0.0702, d3.dn_loss_bbox: 0.4214, d3.dn_loss_iou: 0.5037, d4.dn_loss_cls: 0.0699, d4.dn_loss_bbox: 0.4193, d4.dn_loss_iou: 0.5014, loss: 13.4948, grad_norm: 30.1829 2023-11-22 14:39:52,752 - mmdet - INFO - Epoch [2][750/7330] lr: 1.000e-05, eta: 15:23:17, time: 0.693, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3443, interm_loss_bbox: 0.2605, interm_loss_iou: 0.5706, loss_cls: 0.3027, loss_bbox: 0.1907, loss_iou: 0.4513, d0.loss_cls: 0.3641, d0.loss_bbox: 0.2075, d0.loss_iou: 0.4840, d1.loss_cls: 0.3262, d1.loss_bbox: 0.1981, d1.loss_iou: 0.4663, d2.loss_cls: 0.3090, d2.loss_bbox: 0.1939, d2.loss_iou: 0.4579, d3.loss_cls: 0.3024, d3.loss_bbox: 0.1925, d3.loss_iou: 0.4548, d4.loss_cls: 0.3007, d4.loss_bbox: 0.1918, d4.loss_iou: 0.4528, dn_loss_cls: 0.0737, dn_loss_bbox: 0.4056, dn_loss_iou: 0.5087, d0.dn_loss_cls: 0.1056, d0.dn_loss_bbox: 0.5411, d0.dn_loss_iou: 0.6772, d1.dn_loss_cls: 0.0825, d1.dn_loss_bbox: 0.4415, d1.dn_loss_iou: 0.5515, d2.dn_loss_cls: 0.0745, d2.dn_loss_bbox: 0.4177, d2.dn_loss_iou: 0.5220, d3.dn_loss_cls: 0.0723, d3.dn_loss_bbox: 0.4074, d3.dn_loss_iou: 0.5108, d4.dn_loss_cls: 0.0720, d4.dn_loss_bbox: 0.4056, d4.dn_loss_iou: 0.5085, loss: 13.4007, grad_norm: 31.2385 2023-11-22 14:40:27,561 - mmdet - INFO - Epoch [2][800/7330] lr: 1.000e-05, eta: 15:22:44, time: 0.696, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3460, interm_loss_bbox: 0.2681, interm_loss_iou: 0.5536, loss_cls: 0.2967, loss_bbox: 0.2032, loss_iou: 0.4462, d0.loss_cls: 0.3637, d0.loss_bbox: 0.2174, d0.loss_iou: 0.4744, d1.loss_cls: 0.3213, d1.loss_bbox: 0.2119, d1.loss_iou: 0.4606, d2.loss_cls: 0.3017, d2.loss_bbox: 0.2078, d2.loss_iou: 0.4535, d3.loss_cls: 0.2957, d3.loss_bbox: 0.2048, d3.loss_iou: 0.4491, d4.loss_cls: 0.2951, d4.loss_bbox: 0.2035, d4.loss_iou: 0.4478, dn_loss_cls: 0.0701, dn_loss_bbox: 0.4270, dn_loss_iou: 0.4939, d0.dn_loss_cls: 0.1038, d0.dn_loss_bbox: 0.5735, d0.dn_loss_iou: 0.6592, d1.dn_loss_cls: 0.0808, d1.dn_loss_bbox: 0.4668, d1.dn_loss_iou: 0.5359, d2.dn_loss_cls: 0.0721, d2.dn_loss_bbox: 0.4397, d2.dn_loss_iou: 0.5068, d3.dn_loss_cls: 0.0693, d3.dn_loss_bbox: 0.4287, d3.dn_loss_iou: 0.4956, d4.dn_loss_cls: 0.0688, d4.dn_loss_bbox: 0.4270, d4.dn_loss_iou: 0.4938, loss: 13.4351, grad_norm: 30.5577 2023-11-22 14:41:02,551 - mmdet - INFO - Epoch [2][850/7330] lr: 1.000e-05, eta: 15:22:12, time: 0.700, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3507, interm_loss_bbox: 0.2686, interm_loss_iou: 0.5819, loss_cls: 0.3067, loss_bbox: 0.1982, loss_iou: 0.4625, d0.loss_cls: 0.3721, d0.loss_bbox: 0.2153, d0.loss_iou: 0.4977, d1.loss_cls: 0.3344, d1.loss_bbox: 0.2056, d1.loss_iou: 0.4786, d2.loss_cls: 0.3167, d2.loss_bbox: 0.2005, d2.loss_iou: 0.4684, d3.loss_cls: 0.3066, d3.loss_bbox: 0.2003, d3.loss_iou: 0.4672, d4.loss_cls: 0.3051, d4.loss_bbox: 0.1989, d4.loss_iou: 0.4653, dn_loss_cls: 0.0769, dn_loss_bbox: 0.4254, dn_loss_iou: 0.5145, d0.dn_loss_cls: 0.1109, d0.dn_loss_bbox: 0.5785, d0.dn_loss_iou: 0.6858, d1.dn_loss_cls: 0.0886, d1.dn_loss_bbox: 0.4687, d1.dn_loss_iou: 0.5593, d2.dn_loss_cls: 0.0793, d2.dn_loss_bbox: 0.4390, d2.dn_loss_iou: 0.5274, d3.dn_loss_cls: 0.0767, d3.dn_loss_bbox: 0.4276, d3.dn_loss_iou: 0.5167, d4.dn_loss_cls: 0.0755, d4.dn_loss_bbox: 0.4254, d4.dn_loss_iou: 0.5144, loss: 13.7915, grad_norm: 29.7378 2023-11-22 14:41:36,689 - mmdet - INFO - Epoch [2][900/7330] lr: 1.000e-05, eta: 15:21:32, time: 0.682, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3532, interm_loss_bbox: 0.2654, interm_loss_iou: 0.5635, loss_cls: 0.3067, loss_bbox: 0.2009, loss_iou: 0.4557, d0.loss_cls: 0.3680, d0.loss_bbox: 0.2195, d0.loss_iou: 0.4893, d1.loss_cls: 0.3314, d1.loss_bbox: 0.2083, d1.loss_iou: 0.4724, d2.loss_cls: 0.3134, d2.loss_bbox: 0.2036, d2.loss_iou: 0.4624, d3.loss_cls: 0.3068, d3.loss_bbox: 0.2020, d3.loss_iou: 0.4584, d4.loss_cls: 0.3052, d4.loss_bbox: 0.2016, d4.loss_iou: 0.4573, dn_loss_cls: 0.0771, dn_loss_bbox: 0.4338, dn_loss_iou: 0.5137, d0.dn_loss_cls: 0.1075, d0.dn_loss_bbox: 0.5802, d0.dn_loss_iou: 0.6838, d1.dn_loss_cls: 0.0857, d1.dn_loss_bbox: 0.4759, d1.dn_loss_iou: 0.5596, d2.dn_loss_cls: 0.0775, d2.dn_loss_bbox: 0.4479, d2.dn_loss_iou: 0.5285, d3.dn_loss_cls: 0.0755, d3.dn_loss_bbox: 0.4363, d3.dn_loss_iou: 0.5163, d4.dn_loss_cls: 0.0755, d4.dn_loss_bbox: 0.4338, d4.dn_loss_iou: 0.5136, loss: 13.7674, grad_norm: 32.2824 2023-11-22 14:42:11,493 - mmdet - INFO - Epoch [2][950/7330] lr: 1.000e-05, eta: 15:20:59, time: 0.696, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3536, interm_loss_bbox: 0.2696, interm_loss_iou: 0.5730, loss_cls: 0.3007, loss_bbox: 0.2024, loss_iou: 0.4668, d0.loss_cls: 0.3698, d0.loss_bbox: 0.2153, d0.loss_iou: 0.4959, d1.loss_cls: 0.3260, d1.loss_bbox: 0.2110, d1.loss_iou: 0.4820, d2.loss_cls: 0.3082, d2.loss_bbox: 0.2061, d2.loss_iou: 0.4732, d3.loss_cls: 0.2999, d3.loss_bbox: 0.2050, d3.loss_iou: 0.4708, d4.loss_cls: 0.2985, d4.loss_bbox: 0.2024, d4.loss_iou: 0.4692, dn_loss_cls: 0.0742, dn_loss_bbox: 0.4178, dn_loss_iou: 0.5033, d0.dn_loss_cls: 0.1069, d0.dn_loss_bbox: 0.5692, d0.dn_loss_iou: 0.6736, d1.dn_loss_cls: 0.0840, d1.dn_loss_bbox: 0.4595, d1.dn_loss_iou: 0.5476, d2.dn_loss_cls: 0.0762, d2.dn_loss_bbox: 0.4311, d2.dn_loss_iou: 0.5171, d3.dn_loss_cls: 0.0732, d3.dn_loss_bbox: 0.4199, d3.dn_loss_iou: 0.5052, d4.dn_loss_cls: 0.0727, d4.dn_loss_bbox: 0.4178, d4.dn_loss_iou: 0.5032, loss: 13.6518, grad_norm: 30.0167 2023-11-22 14:42:47,594 - mmdet - INFO - Epoch [2][1000/7330] lr: 1.000e-05, eta: 15:20:38, time: 0.722, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3430, interm_loss_bbox: 0.2692, interm_loss_iou: 0.5459, loss_cls: 0.2882, loss_bbox: 0.1986, loss_iou: 0.4348, d0.loss_cls: 0.3583, d0.loss_bbox: 0.2156, d0.loss_iou: 0.4613, d1.loss_cls: 0.3155, d1.loss_bbox: 0.2075, d1.loss_iou: 0.4486, d2.loss_cls: 0.2997, d2.loss_bbox: 0.2006, d2.loss_iou: 0.4379, d3.loss_cls: 0.2899, d3.loss_bbox: 0.1995, d3.loss_iou: 0.4354, d4.loss_cls: 0.2879, d4.loss_bbox: 0.1992, d4.loss_iou: 0.4350, dn_loss_cls: 0.0705, dn_loss_bbox: 0.4148, dn_loss_iou: 0.4866, d0.dn_loss_cls: 0.1034, d0.dn_loss_bbox: 0.5614, d0.dn_loss_iou: 0.6561, d1.dn_loss_cls: 0.0808, d1.dn_loss_bbox: 0.4536, d1.dn_loss_iou: 0.5308, d2.dn_loss_cls: 0.0728, d2.dn_loss_bbox: 0.4261, d2.dn_loss_iou: 0.4992, d3.dn_loss_cls: 0.0702, d3.dn_loss_bbox: 0.4167, d3.dn_loss_iou: 0.4886, d4.dn_loss_cls: 0.0693, d4.dn_loss_bbox: 0.4148, d4.dn_loss_iou: 0.4864, loss: 13.1735, grad_norm: 31.3644 2023-11-22 14:43:21,564 - mmdet - INFO - Epoch [2][1050/7330] lr: 1.000e-05, eta: 15:19:56, time: 0.679, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3470, interm_loss_bbox: 0.2635, interm_loss_iou: 0.5643, loss_cls: 0.2955, loss_bbox: 0.1988, loss_iou: 0.4594, d0.loss_cls: 0.3628, d0.loss_bbox: 0.2124, d0.loss_iou: 0.4883, d1.loss_cls: 0.3263, d1.loss_bbox: 0.2009, d1.loss_iou: 0.4700, d2.loss_cls: 0.3077, d2.loss_bbox: 0.1977, d2.loss_iou: 0.4625, d3.loss_cls: 0.2990, d3.loss_bbox: 0.1974, d3.loss_iou: 0.4605, d4.loss_cls: 0.2949, d4.loss_bbox: 0.1985, d4.loss_iou: 0.4602, dn_loss_cls: 0.0722, dn_loss_bbox: 0.4320, dn_loss_iou: 0.5094, d0.dn_loss_cls: 0.1053, d0.dn_loss_bbox: 0.5827, d0.dn_loss_iou: 0.6765, d1.dn_loss_cls: 0.0831, d1.dn_loss_bbox: 0.4747, d1.dn_loss_iou: 0.5530, d2.dn_loss_cls: 0.0755, d2.dn_loss_bbox: 0.4464, d2.dn_loss_iou: 0.5228, d3.dn_loss_cls: 0.0724, d3.dn_loss_bbox: 0.4344, d3.dn_loss_iou: 0.5116, d4.dn_loss_cls: 0.0712, d4.dn_loss_bbox: 0.4320, d4.dn_loss_iou: 0.5093, loss: 13.6323, grad_norm: 33.5157 2023-11-22 14:43:55,997 - mmdet - INFO - Epoch [2][1100/7330] lr: 1.000e-05, eta: 15:19:19, time: 0.689, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3384, interm_loss_bbox: 0.2561, interm_loss_iou: 0.5691, loss_cls: 0.2825, loss_bbox: 0.1942, loss_iou: 0.4613, d0.loss_cls: 0.3529, d0.loss_bbox: 0.2053, d0.loss_iou: 0.4857, d1.loss_cls: 0.3117, d1.loss_bbox: 0.1991, d1.loss_iou: 0.4726, d2.loss_cls: 0.2914, d2.loss_bbox: 0.1952, d2.loss_iou: 0.4654, d3.loss_cls: 0.2833, d3.loss_bbox: 0.1950, d3.loss_iou: 0.4637, d4.loss_cls: 0.2813, d4.loss_bbox: 0.1945, d4.loss_iou: 0.4624, dn_loss_cls: 0.0705, dn_loss_bbox: 0.4079, dn_loss_iou: 0.5014, d0.dn_loss_cls: 0.1044, d0.dn_loss_bbox: 0.5643, d0.dn_loss_iou: 0.6731, d1.dn_loss_cls: 0.0815, d1.dn_loss_bbox: 0.4520, d1.dn_loss_iou: 0.5460, d2.dn_loss_cls: 0.0730, d2.dn_loss_bbox: 0.4218, d2.dn_loss_iou: 0.5148, d3.dn_loss_cls: 0.0703, d3.dn_loss_bbox: 0.4101, d3.dn_loss_iou: 0.5038, d4.dn_loss_cls: 0.0693, d4.dn_loss_bbox: 0.4079, d4.dn_loss_iou: 0.5013, loss: 13.3347, grad_norm: 32.2823 2023-11-22 14:44:30,049 - mmdet - INFO - Epoch [2][1150/7330] lr: 1.000e-05, eta: 15:18:39, time: 0.681, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3400, interm_loss_bbox: 0.2614, interm_loss_iou: 0.5653, loss_cls: 0.2863, loss_bbox: 0.1962, loss_iou: 0.4548, d0.loss_cls: 0.3596, d0.loss_bbox: 0.2065, d0.loss_iou: 0.4813, d1.loss_cls: 0.3167, d1.loss_bbox: 0.1988, d1.loss_iou: 0.4671, d2.loss_cls: 0.2964, d2.loss_bbox: 0.1967, d2.loss_iou: 0.4585, d3.loss_cls: 0.2878, d3.loss_bbox: 0.1964, d3.loss_iou: 0.4568, d4.loss_cls: 0.2860, d4.loss_bbox: 0.1956, d4.loss_iou: 0.4555, dn_loss_cls: 0.0689, dn_loss_bbox: 0.3915, dn_loss_iou: 0.4882, d0.dn_loss_cls: 0.1046, d0.dn_loss_bbox: 0.5394, d0.dn_loss_iou: 0.6569, d1.dn_loss_cls: 0.0811, d1.dn_loss_bbox: 0.4324, d1.dn_loss_iou: 0.5334, d2.dn_loss_cls: 0.0724, d2.dn_loss_bbox: 0.4052, d2.dn_loss_iou: 0.5017, d3.dn_loss_cls: 0.0692, d3.dn_loss_bbox: 0.3939, d3.dn_loss_iou: 0.4904, d4.dn_loss_cls: 0.0681, d4.dn_loss_bbox: 0.3915, d4.dn_loss_iou: 0.4881, loss: 13.1407, grad_norm: 32.2502 2023-11-22 14:45:04,884 - mmdet - INFO - Epoch [2][1200/7330] lr: 1.000e-05, eta: 15:18:06, time: 0.696, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3407, interm_loss_bbox: 0.2557, interm_loss_iou: 0.5568, loss_cls: 0.2868, loss_bbox: 0.1915, loss_iou: 0.4497, d0.loss_cls: 0.3577, d0.loss_bbox: 0.2066, d0.loss_iou: 0.4798, d1.loss_cls: 0.3154, d1.loss_bbox: 0.1997, d1.loss_iou: 0.4636, d2.loss_cls: 0.2954, d2.loss_bbox: 0.1946, d2.loss_iou: 0.4555, d3.loss_cls: 0.2896, d3.loss_bbox: 0.1927, d3.loss_iou: 0.4512, d4.loss_cls: 0.2876, d4.loss_bbox: 0.1914, d4.loss_iou: 0.4492, dn_loss_cls: 0.0729, dn_loss_bbox: 0.4197, dn_loss_iou: 0.5012, d0.dn_loss_cls: 0.1060, d0.dn_loss_bbox: 0.5734, d0.dn_loss_iou: 0.6730, d1.dn_loss_cls: 0.0827, d1.dn_loss_bbox: 0.4655, d1.dn_loss_iou: 0.5475, d2.dn_loss_cls: 0.0746, d2.dn_loss_bbox: 0.4347, d2.dn_loss_iou: 0.5151, d3.dn_loss_cls: 0.0720, d3.dn_loss_bbox: 0.4223, d3.dn_loss_iou: 0.5037, d4.dn_loss_cls: 0.0715, d4.dn_loss_bbox: 0.4198, d4.dn_loss_iou: 0.5012, loss: 13.3680, grad_norm: 30.7757 2023-11-22 14:45:39,054 - mmdet - INFO - Epoch [2][1250/7330] lr: 1.000e-05, eta: 15:17:26, time: 0.683, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3412, interm_loss_bbox: 0.2707, interm_loss_iou: 0.5516, loss_cls: 0.2830, loss_bbox: 0.2048, loss_iou: 0.4426, d0.loss_cls: 0.3536, d0.loss_bbox: 0.2182, d0.loss_iou: 0.4691, d1.loss_cls: 0.3113, d1.loss_bbox: 0.2094, d1.loss_iou: 0.4537, d2.loss_cls: 0.2920, d2.loss_bbox: 0.2066, d2.loss_iou: 0.4462, d3.loss_cls: 0.2845, d3.loss_bbox: 0.2050, d3.loss_iou: 0.4436, d4.loss_cls: 0.2816, d4.loss_bbox: 0.2055, d4.loss_iou: 0.4438, dn_loss_cls: 0.0689, dn_loss_bbox: 0.3925, dn_loss_iou: 0.4811, d0.dn_loss_cls: 0.1027, d0.dn_loss_bbox: 0.5350, d0.dn_loss_iou: 0.6474, d1.dn_loss_cls: 0.0789, d1.dn_loss_bbox: 0.4320, d1.dn_loss_iou: 0.5243, d2.dn_loss_cls: 0.0709, d2.dn_loss_bbox: 0.4048, d2.dn_loss_iou: 0.4939, d3.dn_loss_cls: 0.0680, d3.dn_loss_bbox: 0.3942, d3.dn_loss_iou: 0.4830, d4.dn_loss_cls: 0.0674, d4.dn_loss_bbox: 0.3926, d4.dn_loss_iou: 0.4811, loss: 13.0366, grad_norm: 29.5949 2023-11-22 14:46:13,815 - mmdet - INFO - Epoch [2][1300/7330] lr: 1.000e-05, eta: 15:16:52, time: 0.695, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3489, interm_loss_bbox: 0.2739, interm_loss_iou: 0.5605, loss_cls: 0.2979, loss_bbox: 0.2070, loss_iou: 0.4495, d0.loss_cls: 0.3668, d0.loss_bbox: 0.2233, d0.loss_iou: 0.4783, d1.loss_cls: 0.3247, d1.loss_bbox: 0.2124, d1.loss_iou: 0.4635, d2.loss_cls: 0.3075, d2.loss_bbox: 0.2068, d2.loss_iou: 0.4529, d3.loss_cls: 0.3001, d3.loss_bbox: 0.2048, d3.loss_iou: 0.4505, d4.loss_cls: 0.2980, d4.loss_bbox: 0.2055, d4.loss_iou: 0.4497, dn_loss_cls: 0.0737, dn_loss_bbox: 0.4544, dn_loss_iou: 0.4984, d0.dn_loss_cls: 0.1060, d0.dn_loss_bbox: 0.6027, d0.dn_loss_iou: 0.6646, d1.dn_loss_cls: 0.0833, d1.dn_loss_bbox: 0.4977, d1.dn_loss_iou: 0.5430, d2.dn_loss_cls: 0.0754, d2.dn_loss_bbox: 0.4679, d2.dn_loss_iou: 0.5119, d3.dn_loss_cls: 0.0728, d3.dn_loss_bbox: 0.4566, d3.dn_loss_iou: 0.5007, d4.dn_loss_cls: 0.0721, d4.dn_loss_bbox: 0.4544, d4.dn_loss_iou: 0.4984, loss: 13.7163, grad_norm: 29.0456 2023-11-22 14:46:48,825 - mmdet - INFO - Epoch [2][1350/7330] lr: 1.000e-05, eta: 15:16:21, time: 0.700, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3400, interm_loss_bbox: 0.2594, interm_loss_iou: 0.5534, loss_cls: 0.2885, loss_bbox: 0.1892, loss_iou: 0.4401, d0.loss_cls: 0.3553, d0.loss_bbox: 0.2091, d0.loss_iou: 0.4735, d1.loss_cls: 0.3128, d1.loss_bbox: 0.2004, d1.loss_iou: 0.4567, d2.loss_cls: 0.2965, d2.loss_bbox: 0.1918, d2.loss_iou: 0.4447, d3.loss_cls: 0.2892, d3.loss_bbox: 0.1908, d3.loss_iou: 0.4414, d4.loss_cls: 0.2882, d4.loss_bbox: 0.1897, d4.loss_iou: 0.4407, dn_loss_cls: 0.0684, dn_loss_bbox: 0.4081, dn_loss_iou: 0.4892, d0.dn_loss_cls: 0.1046, d0.dn_loss_bbox: 0.5557, d0.dn_loss_iou: 0.6591, d1.dn_loss_cls: 0.0800, d1.dn_loss_bbox: 0.4507, d1.dn_loss_iou: 0.5347, d2.dn_loss_cls: 0.0713, d2.dn_loss_bbox: 0.4211, d2.dn_loss_iou: 0.5022, d3.dn_loss_cls: 0.0686, d3.dn_loss_bbox: 0.4099, d3.dn_loss_iou: 0.4910, d4.dn_loss_cls: 0.0674, d4.dn_loss_bbox: 0.4081, d4.dn_loss_iou: 0.4891, loss: 13.1309, grad_norm: 31.0501 2023-11-22 14:47:24,050 - mmdet - INFO - Epoch [2][1400/7330] lr: 1.000e-05, eta: 15:15:51, time: 0.705, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3472, interm_loss_bbox: 0.2646, interm_loss_iou: 0.5701, loss_cls: 0.2962, loss_bbox: 0.2011, loss_iou: 0.4696, d0.loss_cls: 0.3656, d0.loss_bbox: 0.2162, d0.loss_iou: 0.4951, d1.loss_cls: 0.3247, d1.loss_bbox: 0.2080, d1.loss_iou: 0.4791, d2.loss_cls: 0.3040, d2.loss_bbox: 0.2051, d2.loss_iou: 0.4727, d3.loss_cls: 0.2981, d3.loss_bbox: 0.2023, d3.loss_iou: 0.4707, d4.loss_cls: 0.2953, d4.loss_bbox: 0.2019, d4.loss_iou: 0.4700, dn_loss_cls: 0.0700, dn_loss_bbox: 0.3960, dn_loss_iou: 0.4961, d0.dn_loss_cls: 0.1026, d0.dn_loss_bbox: 0.5372, d0.dn_loss_iou: 0.6571, d1.dn_loss_cls: 0.0794, d1.dn_loss_bbox: 0.4364, d1.dn_loss_iou: 0.5380, d2.dn_loss_cls: 0.0711, d2.dn_loss_bbox: 0.4091, d2.dn_loss_iou: 0.5088, d3.dn_loss_cls: 0.0693, d3.dn_loss_bbox: 0.3980, d3.dn_loss_iou: 0.4981, d4.dn_loss_cls: 0.0686, d4.dn_loss_bbox: 0.3960, d4.dn_loss_iou: 0.4960, loss: 13.3857, grad_norm: 30.6138 2023-11-22 14:47:59,020 - mmdet - INFO - Epoch [2][1450/7330] lr: 1.000e-05, eta: 15:15:19, time: 0.699, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3466, interm_loss_bbox: 0.2695, interm_loss_iou: 0.5587, loss_cls: 0.2951, loss_bbox: 0.2057, loss_iou: 0.4495, d0.loss_cls: 0.3645, d0.loss_bbox: 0.2206, d0.loss_iou: 0.4775, d1.loss_cls: 0.3215, d1.loss_bbox: 0.2128, d1.loss_iou: 0.4628, d2.loss_cls: 0.3003, d2.loss_bbox: 0.2106, d2.loss_iou: 0.4552, d3.loss_cls: 0.2938, d3.loss_bbox: 0.2068, d3.loss_iou: 0.4519, d4.loss_cls: 0.2931, d4.loss_bbox: 0.2057, d4.loss_iou: 0.4512, dn_loss_cls: 0.0715, dn_loss_bbox: 0.4149, dn_loss_iou: 0.5040, d0.dn_loss_cls: 0.1053, d0.dn_loss_bbox: 0.5620, d0.dn_loss_iou: 0.6752, d1.dn_loss_cls: 0.0818, d1.dn_loss_bbox: 0.4550, d1.dn_loss_iou: 0.5488, d2.dn_loss_cls: 0.0741, d2.dn_loss_bbox: 0.4275, d2.dn_loss_iou: 0.5168, d3.dn_loss_cls: 0.0714, d3.dn_loss_bbox: 0.4166, d3.dn_loss_iou: 0.5056, d4.dn_loss_cls: 0.0703, d4.dn_loss_bbox: 0.4149, d4.dn_loss_iou: 0.5039, loss: 13.4730, grad_norm: 30.4228 2023-11-22 14:48:33,055 - mmdet - INFO - Epoch [2][1500/7330] lr: 1.000e-05, eta: 15:14:39, time: 0.681, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3447, interm_loss_bbox: 0.2639, interm_loss_iou: 0.5421, loss_cls: 0.2889, loss_bbox: 0.1974, loss_iou: 0.4321, d0.loss_cls: 0.3591, d0.loss_bbox: 0.2138, d0.loss_iou: 0.4642, d1.loss_cls: 0.3172, d1.loss_bbox: 0.2050, d1.loss_iou: 0.4467, d2.loss_cls: 0.2970, d2.loss_bbox: 0.2006, d2.loss_iou: 0.4370, d3.loss_cls: 0.2904, d3.loss_bbox: 0.1993, d3.loss_iou: 0.4352, d4.loss_cls: 0.2885, d4.loss_bbox: 0.1984, d4.loss_iou: 0.4330, dn_loss_cls: 0.0717, dn_loss_bbox: 0.4086, dn_loss_iou: 0.4885, d0.dn_loss_cls: 0.1060, d0.dn_loss_bbox: 0.5564, d0.dn_loss_iou: 0.6656, d1.dn_loss_cls: 0.0824, d1.dn_loss_bbox: 0.4500, d1.dn_loss_iou: 0.5346, d2.dn_loss_cls: 0.0740, d2.dn_loss_bbox: 0.4219, d2.dn_loss_iou: 0.5016, d3.dn_loss_cls: 0.0712, d3.dn_loss_bbox: 0.4104, d3.dn_loss_iou: 0.4905, d4.dn_loss_cls: 0.0707, d4.dn_loss_bbox: 0.4086, d4.dn_loss_iou: 0.4884, loss: 13.1555, grad_norm: 30.7107 2023-11-22 14:49:08,176 - mmdet - INFO - Epoch [2][1550/7330] lr: 1.000e-05, eta: 15:14:08, time: 0.703, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3487, interm_loss_bbox: 0.2613, interm_loss_iou: 0.5583, loss_cls: 0.3000, loss_bbox: 0.1983, loss_iou: 0.4506, d0.loss_cls: 0.3652, d0.loss_bbox: 0.2115, d0.loss_iou: 0.4779, d1.loss_cls: 0.3279, d1.loss_bbox: 0.2018, d1.loss_iou: 0.4628, d2.loss_cls: 0.3078, d2.loss_bbox: 0.1993, d2.loss_iou: 0.4553, d3.loss_cls: 0.2992, d3.loss_bbox: 0.1999, d3.loss_iou: 0.4547, d4.loss_cls: 0.2984, d4.loss_bbox: 0.1982, d4.loss_iou: 0.4522, dn_loss_cls: 0.0733, dn_loss_bbox: 0.4119, dn_loss_iou: 0.4950, d0.dn_loss_cls: 0.1047, d0.dn_loss_bbox: 0.5569, d0.dn_loss_iou: 0.6561, d1.dn_loss_cls: 0.0826, d1.dn_loss_bbox: 0.4547, d1.dn_loss_iou: 0.5380, d2.dn_loss_cls: 0.0745, d2.dn_loss_bbox: 0.4248, d2.dn_loss_iou: 0.5076, d3.dn_loss_cls: 0.0721, d3.dn_loss_bbox: 0.4136, d3.dn_loss_iou: 0.4970, d4.dn_loss_cls: 0.0715, d4.dn_loss_bbox: 0.4119, d4.dn_loss_iou: 0.4949, loss: 13.3703, grad_norm: 31.0787 2023-11-22 14:49:41,973 - mmdet - INFO - Epoch [2][1600/7330] lr: 1.000e-05, eta: 15:13:25, time: 0.676, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3364, interm_loss_bbox: 0.2626, interm_loss_iou: 0.5457, loss_cls: 0.2872, loss_bbox: 0.1996, loss_iou: 0.4405, d0.loss_cls: 0.3541, d0.loss_bbox: 0.2132, d0.loss_iou: 0.4685, d1.loss_cls: 0.3120, d1.loss_bbox: 0.2079, d1.loss_iou: 0.4553, d2.loss_cls: 0.2940, d2.loss_bbox: 0.2035, d2.loss_iou: 0.4456, d3.loss_cls: 0.2847, d3.loss_bbox: 0.2033, d3.loss_iou: 0.4448, d4.loss_cls: 0.2845, d4.loss_bbox: 0.2019, d4.loss_iou: 0.4431, dn_loss_cls: 0.0693, dn_loss_bbox: 0.4079, dn_loss_iou: 0.4916, d0.dn_loss_cls: 0.1027, d0.dn_loss_bbox: 0.5536, d0.dn_loss_iou: 0.6539, d1.dn_loss_cls: 0.0795, d1.dn_loss_bbox: 0.4480, d1.dn_loss_iou: 0.5342, d2.dn_loss_cls: 0.0711, d2.dn_loss_bbox: 0.4203, d2.dn_loss_iou: 0.5041, d3.dn_loss_cls: 0.0684, d3.dn_loss_bbox: 0.4097, d3.dn_loss_iou: 0.4936, d4.dn_loss_cls: 0.0680, d4.dn_loss_bbox: 0.4079, d4.dn_loss_iou: 0.4914, loss: 13.1635, grad_norm: 30.0478 2023-11-22 14:50:16,399 - mmdet - INFO - Epoch [2][1650/7330] lr: 1.000e-05, eta: 15:12:49, time: 0.689, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3420, interm_loss_bbox: 0.2623, interm_loss_iou: 0.5491, loss_cls: 0.2932, loss_bbox: 0.1983, loss_iou: 0.4423, d0.loss_cls: 0.3613, d0.loss_bbox: 0.2108, d0.loss_iou: 0.4665, d1.loss_cls: 0.3172, d1.loss_bbox: 0.2036, d1.loss_iou: 0.4546, d2.loss_cls: 0.2994, d2.loss_bbox: 0.2002, d2.loss_iou: 0.4476, d3.loss_cls: 0.2911, d3.loss_bbox: 0.1993, d3.loss_iou: 0.4462, d4.loss_cls: 0.2907, d4.loss_bbox: 0.1990, d4.loss_iou: 0.4444, dn_loss_cls: 0.0687, dn_loss_bbox: 0.4276, dn_loss_iou: 0.4897, d0.dn_loss_cls: 0.1034, d0.dn_loss_bbox: 0.5747, d0.dn_loss_iou: 0.6547, d1.dn_loss_cls: 0.0801, d1.dn_loss_bbox: 0.4697, d1.dn_loss_iou: 0.5333, d2.dn_loss_cls: 0.0717, d2.dn_loss_bbox: 0.4409, d2.dn_loss_iou: 0.5027, d3.dn_loss_cls: 0.0689, d3.dn_loss_bbox: 0.4297, d3.dn_loss_iou: 0.4920, d4.dn_loss_cls: 0.0678, d4.dn_loss_bbox: 0.4276, d4.dn_loss_iou: 0.4896, loss: 13.3120, grad_norm: 29.2793 2023-11-22 14:50:50,764 - mmdet - INFO - Epoch [2][1700/7330] lr: 1.000e-05, eta: 15:12:11, time: 0.687, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3362, interm_loss_bbox: 0.2706, interm_loss_iou: 0.5575, loss_cls: 0.2845, loss_bbox: 0.2022, loss_iou: 0.4462, d0.loss_cls: 0.3540, d0.loss_bbox: 0.2146, d0.loss_iou: 0.4746, d1.loss_cls: 0.3123, d1.loss_bbox: 0.2078, d1.loss_iou: 0.4602, d2.loss_cls: 0.2939, d2.loss_bbox: 0.2038, d2.loss_iou: 0.4499, d3.loss_cls: 0.2866, d3.loss_bbox: 0.2025, d3.loss_iou: 0.4474, d4.loss_cls: 0.2833, d4.loss_bbox: 0.2029, d4.loss_iou: 0.4475, dn_loss_cls: 0.0710, dn_loss_bbox: 0.3814, dn_loss_iou: 0.4843, d0.dn_loss_cls: 0.1019, d0.dn_loss_bbox: 0.5287, d0.dn_loss_iou: 0.6577, d1.dn_loss_cls: 0.0797, d1.dn_loss_bbox: 0.4220, d1.dn_loss_iou: 0.5278, d2.dn_loss_cls: 0.0715, d2.dn_loss_bbox: 0.3947, d2.dn_loss_iou: 0.4976, d3.dn_loss_cls: 0.0696, d3.dn_loss_bbox: 0.3832, d3.dn_loss_iou: 0.4863, d4.dn_loss_cls: 0.0694, d4.dn_loss_bbox: 0.3814, d4.dn_loss_iou: 0.4842, loss: 13.0305, grad_norm: 29.5010 2023-11-22 14:51:25,146 - mmdet - INFO - Epoch [2][1750/7330] lr: 1.000e-05, eta: 15:11:34, time: 0.688, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3300, interm_loss_bbox: 0.2523, interm_loss_iou: 0.5600, loss_cls: 0.2786, loss_bbox: 0.1880, loss_iou: 0.4572, d0.loss_cls: 0.3456, d0.loss_bbox: 0.2029, d0.loss_iou: 0.4827, d1.loss_cls: 0.3069, d1.loss_bbox: 0.1943, d1.loss_iou: 0.4700, d2.loss_cls: 0.2863, d2.loss_bbox: 0.1910, d2.loss_iou: 0.4609, d3.loss_cls: 0.2803, d3.loss_bbox: 0.1898, d3.loss_iou: 0.4594, d4.loss_cls: 0.2791, d4.loss_bbox: 0.1884, d4.loss_iou: 0.4574, dn_loss_cls: 0.0674, dn_loss_bbox: 0.3844, dn_loss_iou: 0.4781, d0.dn_loss_cls: 0.1029, d0.dn_loss_bbox: 0.5333, d0.dn_loss_iou: 0.6407, d1.dn_loss_cls: 0.0797, d1.dn_loss_bbox: 0.4258, d1.dn_loss_iou: 0.5206, d2.dn_loss_cls: 0.0710, d2.dn_loss_bbox: 0.3972, d2.dn_loss_iou: 0.4903, d3.dn_loss_cls: 0.0679, d3.dn_loss_bbox: 0.3861, d3.dn_loss_iou: 0.4801, d4.dn_loss_cls: 0.0666, d4.dn_loss_bbox: 0.3845, d4.dn_loss_iou: 0.4780, loss: 12.9157, grad_norm: 32.3908 2023-11-22 14:52:02,510 - mmdet - INFO - Epoch [2][1800/7330] lr: 1.000e-05, eta: 15:11:23, time: 0.747, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3401, interm_loss_bbox: 0.2717, interm_loss_iou: 0.5520, loss_cls: 0.2885, loss_bbox: 0.2105, loss_iou: 0.4484, d0.loss_cls: 0.3562, d0.loss_bbox: 0.2227, d0.loss_iou: 0.4760, d1.loss_cls: 0.3150, d1.loss_bbox: 0.2170, d1.loss_iou: 0.4626, d2.loss_cls: 0.2968, d2.loss_bbox: 0.2106, d2.loss_iou: 0.4520, d3.loss_cls: 0.2884, d3.loss_bbox: 0.2115, d3.loss_iou: 0.4508, d4.loss_cls: 0.2869, d4.loss_bbox: 0.2116, d4.loss_iou: 0.4499, dn_loss_cls: 0.0678, dn_loss_bbox: 0.4259, dn_loss_iou: 0.4826, d0.dn_loss_cls: 0.1013, d0.dn_loss_bbox: 0.5801, d0.dn_loss_iou: 0.6463, d1.dn_loss_cls: 0.0782, d1.dn_loss_bbox: 0.4687, d1.dn_loss_iou: 0.5260, d2.dn_loss_cls: 0.0699, d2.dn_loss_bbox: 0.4387, d2.dn_loss_iou: 0.4953, d3.dn_loss_cls: 0.0672, d3.dn_loss_bbox: 0.4280, d3.dn_loss_iou: 0.4849, d4.dn_loss_cls: 0.0666, d4.dn_loss_bbox: 0.4260, d4.dn_loss_iou: 0.4825, loss: 13.3552, grad_norm: 28.7881 2023-11-22 14:52:37,705 - mmdet - INFO - Epoch [2][1850/7330] lr: 1.000e-05, eta: 15:10:52, time: 0.704, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3311, interm_loss_bbox: 0.2450, interm_loss_iou: 0.5355, loss_cls: 0.2743, loss_bbox: 0.1856, loss_iou: 0.4380, d0.loss_cls: 0.3428, d0.loss_bbox: 0.2017, d0.loss_iou: 0.4674, d1.loss_cls: 0.3020, d1.loss_bbox: 0.1934, d1.loss_iou: 0.4528, d2.loss_cls: 0.2818, d2.loss_bbox: 0.1878, d2.loss_iou: 0.4419, d3.loss_cls: 0.2748, d3.loss_bbox: 0.1866, d3.loss_iou: 0.4397, d4.loss_cls: 0.2727, d4.loss_bbox: 0.1865, d4.loss_iou: 0.4395, dn_loss_cls: 0.0668, dn_loss_bbox: 0.3778, dn_loss_iou: 0.4756, d0.dn_loss_cls: 0.1006, d0.dn_loss_bbox: 0.5227, d0.dn_loss_iou: 0.6392, d1.dn_loss_cls: 0.0777, d1.dn_loss_bbox: 0.4146, d1.dn_loss_iou: 0.5184, d2.dn_loss_cls: 0.0693, d2.dn_loss_bbox: 0.3893, d2.dn_loss_iou: 0.4877, d3.dn_loss_cls: 0.0665, d3.dn_loss_bbox: 0.3794, d3.dn_loss_iou: 0.4774, d4.dn_loss_cls: 0.0658, d4.dn_loss_bbox: 0.3778, d4.dn_loss_iou: 0.4755, loss: 12.6634, grad_norm: 31.6927 2023-11-22 14:53:12,288 - mmdet - INFO - Epoch [2][1900/7330] lr: 1.000e-05, eta: 15:10:17, time: 0.692, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3296, interm_loss_bbox: 0.2539, interm_loss_iou: 0.5377, loss_cls: 0.2768, loss_bbox: 0.1968, loss_iou: 0.4361, d0.loss_cls: 0.3481, d0.loss_bbox: 0.2082, d0.loss_iou: 0.4637, d1.loss_cls: 0.3036, d1.loss_bbox: 0.2037, d1.loss_iou: 0.4538, d2.loss_cls: 0.2853, d2.loss_bbox: 0.1980, d2.loss_iou: 0.4410, d3.loss_cls: 0.2790, d3.loss_bbox: 0.1966, d3.loss_iou: 0.4379, d4.loss_cls: 0.2763, d4.loss_bbox: 0.1969, d4.loss_iou: 0.4370, dn_loss_cls: 0.0691, dn_loss_bbox: 0.4035, dn_loss_iou: 0.4747, d0.dn_loss_cls: 0.1016, d0.dn_loss_bbox: 0.5572, d0.dn_loss_iou: 0.6473, d1.dn_loss_cls: 0.0793, d1.dn_loss_bbox: 0.4483, d1.dn_loss_iou: 0.5206, d2.dn_loss_cls: 0.0714, d2.dn_loss_bbox: 0.4174, d2.dn_loss_iou: 0.4881, d3.dn_loss_cls: 0.0688, d3.dn_loss_bbox: 0.4056, d3.dn_loss_iou: 0.4768, d4.dn_loss_cls: 0.0681, d4.dn_loss_bbox: 0.4036, d4.dn_loss_iou: 0.4746, loss: 12.9363, grad_norm: 29.3308 2023-11-22 14:53:49,485 - mmdet - INFO - Epoch [2][1950/7330] lr: 1.000e-05, eta: 15:10:03, time: 0.744, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3366, interm_loss_bbox: 0.2537, interm_loss_iou: 0.5443, loss_cls: 0.2772, loss_bbox: 0.1924, loss_iou: 0.4418, d0.loss_cls: 0.3485, d0.loss_bbox: 0.2070, d0.loss_iou: 0.4714, d1.loss_cls: 0.3064, d1.loss_bbox: 0.1984, d1.loss_iou: 0.4559, d2.loss_cls: 0.2878, d2.loss_bbox: 0.1939, d2.loss_iou: 0.4463, d3.loss_cls: 0.2793, d3.loss_bbox: 0.1921, d3.loss_iou: 0.4440, d4.loss_cls: 0.2761, d4.loss_bbox: 0.1935, d4.loss_iou: 0.4437, dn_loss_cls: 0.0647, dn_loss_bbox: 0.3881, dn_loss_iou: 0.4684, d0.dn_loss_cls: 0.0993, d0.dn_loss_bbox: 0.5422, d0.dn_loss_iou: 0.6355, d1.dn_loss_cls: 0.0763, d1.dn_loss_bbox: 0.4323, d1.dn_loss_iou: 0.5128, d2.dn_loss_cls: 0.0677, d2.dn_loss_bbox: 0.4016, d2.dn_loss_iou: 0.4816, d3.dn_loss_cls: 0.0648, d3.dn_loss_bbox: 0.3898, d3.dn_loss_iou: 0.4705, d4.dn_loss_cls: 0.0639, d4.dn_loss_bbox: 0.3881, d4.dn_loss_iou: 0.4683, loss: 12.8064, grad_norm: 32.9543 2023-11-22 14:54:24,029 - mmdet - INFO - Epoch [2][2000/7330] lr: 1.000e-05, eta: 15:09:27, time: 0.691, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3344, interm_loss_bbox: 0.2475, interm_loss_iou: 0.5442, loss_cls: 0.2838, loss_bbox: 0.1888, loss_iou: 0.4447, d0.loss_cls: 0.3485, d0.loss_bbox: 0.2032, d0.loss_iou: 0.4725, d1.loss_cls: 0.3079, d1.loss_bbox: 0.1975, d1.loss_iou: 0.4607, d2.loss_cls: 0.2897, d2.loss_bbox: 0.1932, d2.loss_iou: 0.4504, d3.loss_cls: 0.2842, d3.loss_bbox: 0.1917, d3.loss_iou: 0.4487, d4.loss_cls: 0.2828, d4.loss_bbox: 0.1894, d4.loss_iou: 0.4460, dn_loss_cls: 0.0682, dn_loss_bbox: 0.3914, dn_loss_iou: 0.4763, d0.dn_loss_cls: 0.1020, d0.dn_loss_bbox: 0.5388, d0.dn_loss_iou: 0.6378, d1.dn_loss_cls: 0.0787, d1.dn_loss_bbox: 0.4335, d1.dn_loss_iou: 0.5185, d2.dn_loss_cls: 0.0705, d2.dn_loss_bbox: 0.4054, d2.dn_loss_iou: 0.4884, d3.dn_loss_cls: 0.0681, d3.dn_loss_bbox: 0.3933, d3.dn_loss_iou: 0.4784, d4.dn_loss_cls: 0.0673, d4.dn_loss_bbox: 0.3914, d4.dn_loss_iou: 0.4762, loss: 12.8940, grad_norm: 31.6369 2023-11-22 14:54:58,004 - mmdet - INFO - Epoch [2][2050/7330] lr: 1.000e-05, eta: 15:08:46, time: 0.680, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3394, interm_loss_bbox: 0.2486, interm_loss_iou: 0.5455, loss_cls: 0.2878, loss_bbox: 0.1905, loss_iou: 0.4467, d0.loss_cls: 0.3562, d0.loss_bbox: 0.2044, d0.loss_iou: 0.4749, d1.loss_cls: 0.3117, d1.loss_bbox: 0.1985, d1.loss_iou: 0.4636, d2.loss_cls: 0.2941, d2.loss_bbox: 0.1941, d2.loss_iou: 0.4519, d3.loss_cls: 0.2878, d3.loss_bbox: 0.1922, d3.loss_iou: 0.4498, d4.loss_cls: 0.2863, d4.loss_bbox: 0.1920, d4.loss_iou: 0.4490, dn_loss_cls: 0.0710, dn_loss_bbox: 0.4250, dn_loss_iou: 0.4827, d0.dn_loss_cls: 0.1042, d0.dn_loss_bbox: 0.5790, d0.dn_loss_iou: 0.6455, d1.dn_loss_cls: 0.0807, d1.dn_loss_bbox: 0.4688, d1.dn_loss_iou: 0.5263, d2.dn_loss_cls: 0.0725, d2.dn_loss_bbox: 0.4389, d2.dn_loss_iou: 0.4957, d3.dn_loss_cls: 0.0695, d3.dn_loss_bbox: 0.4265, d3.dn_loss_iou: 0.4847, d4.dn_loss_cls: 0.0693, d4.dn_loss_bbox: 0.4251, d4.dn_loss_iou: 0.4826, loss: 13.2131, grad_norm: 30.1222 2023-11-22 14:55:33,000 - mmdet - INFO - Epoch [2][2100/7330] lr: 1.000e-05, eta: 15:08:14, time: 0.700, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3327, interm_loss_bbox: 0.2463, interm_loss_iou: 0.5503, loss_cls: 0.2786, loss_bbox: 0.1878, loss_iou: 0.4498, d0.loss_cls: 0.3501, d0.loss_bbox: 0.2020, d0.loss_iou: 0.4771, d1.loss_cls: 0.3046, d1.loss_bbox: 0.1946, d1.loss_iou: 0.4671, d2.loss_cls: 0.2881, d2.loss_bbox: 0.1894, d2.loss_iou: 0.4532, d3.loss_cls: 0.2802, d3.loss_bbox: 0.1885, d3.loss_iou: 0.4523, d4.loss_cls: 0.2783, d4.loss_bbox: 0.1877, d4.loss_iou: 0.4510, dn_loss_cls: 0.0679, dn_loss_bbox: 0.3811, dn_loss_iou: 0.4849, d0.dn_loss_cls: 0.1012, d0.dn_loss_bbox: 0.5282, d0.dn_loss_iou: 0.6493, d1.dn_loss_cls: 0.0779, d1.dn_loss_bbox: 0.4217, d1.dn_loss_iou: 0.5282, d2.dn_loss_cls: 0.0701, d2.dn_loss_bbox: 0.3939, d2.dn_loss_iou: 0.4974, d3.dn_loss_cls: 0.0680, d3.dn_loss_bbox: 0.3830, d3.dn_loss_iou: 0.4869, d4.dn_loss_cls: 0.0672, d4.dn_loss_bbox: 0.3811, d4.dn_loss_iou: 0.4849, loss: 12.8828, grad_norm: 28.4733 2023-11-22 14:56:07,475 - mmdet - INFO - Epoch [2][2150/7330] lr: 1.000e-05, eta: 15:07:38, time: 0.690, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3449, interm_loss_bbox: 0.2622, interm_loss_iou: 0.5349, loss_cls: 0.2839, loss_bbox: 0.2011, loss_iou: 0.4308, d0.loss_cls: 0.3544, d0.loss_bbox: 0.2123, d0.loss_iou: 0.4615, d1.loss_cls: 0.3123, d1.loss_bbox: 0.2062, d1.loss_iou: 0.4474, d2.loss_cls: 0.2936, d2.loss_bbox: 0.2027, d2.loss_iou: 0.4354, d3.loss_cls: 0.2860, d3.loss_bbox: 0.2017, d3.loss_iou: 0.4326, d4.loss_cls: 0.2841, d4.loss_bbox: 0.2007, d4.loss_iou: 0.4312, dn_loss_cls: 0.0710, dn_loss_bbox: 0.4149, dn_loss_iou: 0.4911, d0.dn_loss_cls: 0.1044, d0.dn_loss_bbox: 0.5587, d0.dn_loss_iou: 0.6499, d1.dn_loss_cls: 0.0808, d1.dn_loss_bbox: 0.4543, d1.dn_loss_iou: 0.5319, d2.dn_loss_cls: 0.0735, d2.dn_loss_bbox: 0.4274, d2.dn_loss_iou: 0.5025, d3.dn_loss_cls: 0.0709, d3.dn_loss_bbox: 0.4170, d3.dn_loss_iou: 0.4931, d4.dn_loss_cls: 0.0700, d4.dn_loss_bbox: 0.4149, d4.dn_loss_iou: 0.4910, loss: 13.1373, grad_norm: 29.3444 2023-11-22 14:56:41,927 - mmdet - INFO - Epoch [2][2200/7330] lr: 1.000e-05, eta: 15:07:01, time: 0.689, data_time: 0.006, memory: 16683, interm_loss_cls: 0.3375, interm_loss_bbox: 0.2648, interm_loss_iou: 0.5545, loss_cls: 0.2893, loss_bbox: 0.1985, loss_iou: 0.4439, d0.loss_cls: 0.3522, d0.loss_bbox: 0.2126, d0.loss_iou: 0.4772, d1.loss_cls: 0.3098, d1.loss_bbox: 0.2071, d1.loss_iou: 0.4635, d2.loss_cls: 0.2911, d2.loss_bbox: 0.2030, d2.loss_iou: 0.4506, d3.loss_cls: 0.2862, d3.loss_bbox: 0.2011, d3.loss_iou: 0.4474, d4.loss_cls: 0.2870, d4.loss_bbox: 0.1991, d4.loss_iou: 0.4455, dn_loss_cls: 0.0680, dn_loss_bbox: 0.3869, dn_loss_iou: 0.4768, d0.dn_loss_cls: 0.1017, d0.dn_loss_bbox: 0.5399, d0.dn_loss_iou: 0.6413, d1.dn_loss_cls: 0.0776, d1.dn_loss_bbox: 0.4292, d1.dn_loss_iou: 0.5191, d2.dn_loss_cls: 0.0697, d2.dn_loss_bbox: 0.3989, d2.dn_loss_iou: 0.4880, d3.dn_loss_cls: 0.0674, d3.dn_loss_bbox: 0.3883, d3.dn_loss_iou: 0.4784, d4.dn_loss_cls: 0.0669, d4.dn_loss_bbox: 0.3869, d4.dn_loss_iou: 0.4767, loss: 12.9837, grad_norm: 29.3690 2023-11-22 14:57:16,761 - mmdet - INFO - Epoch [2][2250/7330] lr: 1.000e-05, eta: 15:06:28, time: 0.697, data_time: 0.006, memory: 16683, interm_loss_cls: 0.3419, interm_loss_bbox: 0.2541, interm_loss_iou: 0.5644, loss_cls: 0.2899, loss_bbox: 0.1942, loss_iou: 0.4603, d0.loss_cls: 0.3594, d0.loss_bbox: 0.2062, d0.loss_iou: 0.4881, d1.loss_cls: 0.3157, d1.loss_bbox: 0.2007, d1.loss_iou: 0.4739, d2.loss_cls: 0.2992, d2.loss_bbox: 0.1950, d2.loss_iou: 0.4654, d3.loss_cls: 0.2917, d3.loss_bbox: 0.1936, d3.loss_iou: 0.4626, d4.loss_cls: 0.2888, d4.loss_bbox: 0.1944, d4.loss_iou: 0.4623, dn_loss_cls: 0.0673, dn_loss_bbox: 0.4197, dn_loss_iou: 0.4891, d0.dn_loss_cls: 0.1014, d0.dn_loss_bbox: 0.5701, d0.dn_loss_iou: 0.6526, d1.dn_loss_cls: 0.0778, d1.dn_loss_bbox: 0.4637, d1.dn_loss_iou: 0.5325, d2.dn_loss_cls: 0.0699, d2.dn_loss_bbox: 0.4341, d2.dn_loss_iou: 0.5023, d3.dn_loss_cls: 0.0671, d3.dn_loss_bbox: 0.4213, d3.dn_loss_iou: 0.4911, d4.dn_loss_cls: 0.0661, d4.dn_loss_bbox: 0.4197, d4.dn_loss_iou: 0.4890, loss: 13.3367, grad_norm: 30.5065 2023-11-22 14:57:50,786 - mmdet - INFO - Epoch [2][2300/7330] lr: 1.000e-05, eta: 15:05:47, time: 0.680, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3348, interm_loss_bbox: 0.2561, interm_loss_iou: 0.5478, loss_cls: 0.2847, loss_bbox: 0.1933, loss_iou: 0.4434, d0.loss_cls: 0.3550, d0.loss_bbox: 0.2061, d0.loss_iou: 0.4676, d1.loss_cls: 0.3103, d1.loss_bbox: 0.1995, d1.loss_iou: 0.4565, d2.loss_cls: 0.2939, d2.loss_bbox: 0.1950, d2.loss_iou: 0.4470, d3.loss_cls: 0.2860, d3.loss_bbox: 0.1946, d3.loss_iou: 0.4452, d4.loss_cls: 0.2843, d4.loss_bbox: 0.1942, d4.loss_iou: 0.4447, dn_loss_cls: 0.0700, dn_loss_bbox: 0.4048, dn_loss_iou: 0.4923, d0.dn_loss_cls: 0.1035, d0.dn_loss_bbox: 0.5427, d0.dn_loss_iou: 0.6504, d1.dn_loss_cls: 0.0795, d1.dn_loss_bbox: 0.4446, d1.dn_loss_iou: 0.5331, d2.dn_loss_cls: 0.0720, d2.dn_loss_bbox: 0.4170, d2.dn_loss_iou: 0.5035, d3.dn_loss_cls: 0.0693, d3.dn_loss_bbox: 0.4062, d3.dn_loss_iou: 0.4939, d4.dn_loss_cls: 0.0688, d4.dn_loss_bbox: 0.4048, d4.dn_loss_iou: 0.4922, loss: 13.0887, grad_norm: 30.8027 2023-11-22 14:58:25,457 - mmdet - INFO - Epoch [2][2350/7330] lr: 1.000e-05, eta: 15:05:12, time: 0.693, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3338, interm_loss_bbox: 0.2557, interm_loss_iou: 0.5575, loss_cls: 0.2874, loss_bbox: 0.1909, loss_iou: 0.4472, d0.loss_cls: 0.3485, d0.loss_bbox: 0.2068, d0.loss_iou: 0.4807, d1.loss_cls: 0.3087, d1.loss_bbox: 0.1979, d1.loss_iou: 0.4621, d2.loss_cls: 0.2936, d2.loss_bbox: 0.1929, d2.loss_iou: 0.4510, d3.loss_cls: 0.2872, d3.loss_bbox: 0.1930, d3.loss_iou: 0.4507, d4.loss_cls: 0.2857, d4.loss_bbox: 0.1919, d4.loss_iou: 0.4487, dn_loss_cls: 0.0666, dn_loss_bbox: 0.3864, dn_loss_iou: 0.4809, d0.dn_loss_cls: 0.0988, d0.dn_loss_bbox: 0.5295, d0.dn_loss_iou: 0.6402, d1.dn_loss_cls: 0.0764, d1.dn_loss_bbox: 0.4258, d1.dn_loss_iou: 0.5216, d2.dn_loss_cls: 0.0679, d2.dn_loss_bbox: 0.3995, d2.dn_loss_iou: 0.4928, d3.dn_loss_cls: 0.0658, d3.dn_loss_bbox: 0.3881, d3.dn_loss_iou: 0.4830, d4.dn_loss_cls: 0.0653, d4.dn_loss_bbox: 0.3864, d4.dn_loss_iou: 0.4808, loss: 12.9274, grad_norm: 32.2975 2023-11-22 14:58:59,305 - mmdet - INFO - Epoch [2][2400/7330] lr: 1.000e-05, eta: 15:04:31, time: 0.677, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3346, interm_loss_bbox: 0.2515, interm_loss_iou: 0.5426, loss_cls: 0.2854, loss_bbox: 0.1850, loss_iou: 0.4272, d0.loss_cls: 0.3601, d0.loss_bbox: 0.1968, d0.loss_iou: 0.4569, d1.loss_cls: 0.3188, d1.loss_bbox: 0.1885, d1.loss_iou: 0.4398, d2.loss_cls: 0.2953, d2.loss_bbox: 0.1863, d2.loss_iou: 0.4311, d3.loss_cls: 0.2873, d3.loss_bbox: 0.1856, d3.loss_iou: 0.4288, d4.loss_cls: 0.2855, d4.loss_bbox: 0.1850, d4.loss_iou: 0.4277, dn_loss_cls: 0.0713, dn_loss_bbox: 0.4126, dn_loss_iou: 0.4766, d0.dn_loss_cls: 0.1036, d0.dn_loss_bbox: 0.5634, d0.dn_loss_iou: 0.6408, d1.dn_loss_cls: 0.0808, d1.dn_loss_bbox: 0.4547, d1.dn_loss_iou: 0.5197, d2.dn_loss_cls: 0.0722, d2.dn_loss_bbox: 0.4259, d2.dn_loss_iou: 0.4888, d3.dn_loss_cls: 0.0699, d3.dn_loss_bbox: 0.4143, d3.dn_loss_iou: 0.4784, d4.dn_loss_cls: 0.0696, d4.dn_loss_bbox: 0.4126, d4.dn_loss_iou: 0.4765, loss: 12.9316, grad_norm: 30.9821 2023-11-22 14:59:34,047 - mmdet - INFO - Epoch [2][2450/7330] lr: 1.000e-05, eta: 15:03:57, time: 0.695, data_time: 0.006, memory: 16683, interm_loss_cls: 0.3285, interm_loss_bbox: 0.2479, interm_loss_iou: 0.5553, loss_cls: 0.2806, loss_bbox: 0.1884, loss_iou: 0.4455, d0.loss_cls: 0.3474, d0.loss_bbox: 0.1998, d0.loss_iou: 0.4765, d1.loss_cls: 0.3077, d1.loss_bbox: 0.1925, d1.loss_iou: 0.4603, d2.loss_cls: 0.2894, d2.loss_bbox: 0.1893, d2.loss_iou: 0.4497, d3.loss_cls: 0.2818, d3.loss_bbox: 0.1890, d3.loss_iou: 0.4484, d4.loss_cls: 0.2798, d4.loss_bbox: 0.1890, d4.loss_iou: 0.4472, dn_loss_cls: 0.0635, dn_loss_bbox: 0.3817, dn_loss_iou: 0.4767, d0.dn_loss_cls: 0.0978, d0.dn_loss_bbox: 0.5240, d0.dn_loss_iou: 0.6360, d1.dn_loss_cls: 0.0739, d1.dn_loss_bbox: 0.4214, d1.dn_loss_iou: 0.5184, d2.dn_loss_cls: 0.0659, d2.dn_loss_bbox: 0.3943, d2.dn_loss_iou: 0.4887, d3.dn_loss_cls: 0.0632, d3.dn_loss_bbox: 0.3833, d3.dn_loss_iou: 0.4785, d4.dn_loss_cls: 0.0627, d4.dn_loss_bbox: 0.3817, d4.dn_loss_iou: 0.4765, loss: 12.7824, grad_norm: 29.5782 2023-11-22 15:00:08,744 - mmdet - INFO - Epoch [2][2500/7330] lr: 1.000e-05, eta: 15:03:22, time: 0.694, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3314, interm_loss_bbox: 0.2481, interm_loss_iou: 0.5542, loss_cls: 0.2809, loss_bbox: 0.1951, loss_iou: 0.4574, d0.loss_cls: 0.3464, d0.loss_bbox: 0.2064, d0.loss_iou: 0.4828, d1.loss_cls: 0.3078, d1.loss_bbox: 0.1990, d1.loss_iou: 0.4698, d2.loss_cls: 0.2907, d2.loss_bbox: 0.1963, d2.loss_iou: 0.4606, d3.loss_cls: 0.2835, d3.loss_bbox: 0.1953, d3.loss_iou: 0.4588, d4.loss_cls: 0.2813, d4.loss_bbox: 0.1947, d4.loss_iou: 0.4581, dn_loss_cls: 0.0670, dn_loss_bbox: 0.3825, dn_loss_iou: 0.4908, d0.dn_loss_cls: 0.0996, d0.dn_loss_bbox: 0.5183, d0.dn_loss_iou: 0.6486, d1.dn_loss_cls: 0.0762, d1.dn_loss_bbox: 0.4186, d1.dn_loss_iou: 0.5301, d2.dn_loss_cls: 0.0688, d2.dn_loss_bbox: 0.3933, d2.dn_loss_iou: 0.5014, d3.dn_loss_cls: 0.0667, d3.dn_loss_bbox: 0.3837, d3.dn_loss_iou: 0.4925, d4.dn_loss_cls: 0.0658, d4.dn_loss_bbox: 0.3825, d4.dn_loss_iou: 0.4907, loss: 12.9756, grad_norm: 31.4495 2023-11-22 15:00:43,241 - mmdet - INFO - Epoch [2][2550/7330] lr: 1.000e-05, eta: 15:02:46, time: 0.690, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3271, interm_loss_bbox: 0.2462, interm_loss_iou: 0.5275, loss_cls: 0.2742, loss_bbox: 0.1882, loss_iou: 0.4293, d0.loss_cls: 0.3418, d0.loss_bbox: 0.2010, d0.loss_iou: 0.4559, d1.loss_cls: 0.3004, d1.loss_bbox: 0.1944, d1.loss_iou: 0.4427, d2.loss_cls: 0.2827, d2.loss_bbox: 0.1900, d2.loss_iou: 0.4332, d3.loss_cls: 0.2763, d3.loss_bbox: 0.1879, d3.loss_iou: 0.4304, d4.loss_cls: 0.2734, d4.loss_bbox: 0.1884, d4.loss_iou: 0.4304, dn_loss_cls: 0.0677, dn_loss_bbox: 0.4080, dn_loss_iou: 0.4864, d0.dn_loss_cls: 0.1001, d0.dn_loss_bbox: 0.5469, d0.dn_loss_iou: 0.6461, d1.dn_loss_cls: 0.0769, d1.dn_loss_bbox: 0.4459, d1.dn_loss_iou: 0.5277, d2.dn_loss_cls: 0.0694, d2.dn_loss_bbox: 0.4196, d2.dn_loss_iou: 0.4980, d3.dn_loss_cls: 0.0669, d3.dn_loss_bbox: 0.4092, d3.dn_loss_iou: 0.4880, d4.dn_loss_cls: 0.0665, d4.dn_loss_bbox: 0.4080, d4.dn_loss_iou: 0.4863, loss: 12.8387, grad_norm: 30.4392 2023-11-22 15:01:18,193 - mmdet - INFO - Epoch [2][2600/7330] lr: 1.000e-05, eta: 15:02:13, time: 0.699, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3318, interm_loss_bbox: 0.2557, interm_loss_iou: 0.5386, loss_cls: 0.2795, loss_bbox: 0.1913, loss_iou: 0.4368, d0.loss_cls: 0.3508, d0.loss_bbox: 0.2052, d0.loss_iou: 0.4630, d1.loss_cls: 0.3076, d1.loss_bbox: 0.1999, d1.loss_iou: 0.4497, d2.loss_cls: 0.2908, d2.loss_bbox: 0.1910, d2.loss_iou: 0.4366, d3.loss_cls: 0.2832, d3.loss_bbox: 0.1905, d3.loss_iou: 0.4360, d4.loss_cls: 0.2802, d4.loss_bbox: 0.1914, d4.loss_iou: 0.4361, dn_loss_cls: 0.0659, dn_loss_bbox: 0.4065, dn_loss_iou: 0.4715, d0.dn_loss_cls: 0.1002, d0.dn_loss_bbox: 0.5552, d0.dn_loss_iou: 0.6316, d1.dn_loss_cls: 0.0768, d1.dn_loss_bbox: 0.4505, d1.dn_loss_iou: 0.5141, d2.dn_loss_cls: 0.0687, d2.dn_loss_bbox: 0.4203, d2.dn_loss_iou: 0.4833, d3.dn_loss_cls: 0.0660, d3.dn_loss_bbox: 0.4089, d3.dn_loss_iou: 0.4736, d4.dn_loss_cls: 0.0649, d4.dn_loss_bbox: 0.4065, d4.dn_loss_iou: 0.4714, loss: 12.8820, grad_norm: 28.7893 2023-11-22 15:01:53,041 - mmdet - INFO - Epoch [2][2650/7330] lr: 1.000e-05, eta: 15:01:40, time: 0.697, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3328, interm_loss_bbox: 0.2619, interm_loss_iou: 0.5462, loss_cls: 0.2752, loss_bbox: 0.2014, loss_iou: 0.4436, d0.loss_cls: 0.3501, d0.loss_bbox: 0.2099, d0.loss_iou: 0.4675, d1.loss_cls: 0.3062, d1.loss_bbox: 0.2042, d1.loss_iou: 0.4525, d2.loss_cls: 0.2834, d2.loss_bbox: 0.2027, d2.loss_iou: 0.4459, d3.loss_cls: 0.2771, d3.loss_bbox: 0.2012, d3.loss_iou: 0.4436, d4.loss_cls: 0.2740, d4.loss_bbox: 0.2022, d4.loss_iou: 0.4446, dn_loss_cls: 0.0683, dn_loss_bbox: 0.4110, dn_loss_iou: 0.4863, d0.dn_loss_cls: 0.1035, d0.dn_loss_bbox: 0.5633, d0.dn_loss_iou: 0.6518, d1.dn_loss_cls: 0.0797, d1.dn_loss_bbox: 0.4543, d1.dn_loss_iou: 0.5292, d2.dn_loss_cls: 0.0712, d2.dn_loss_bbox: 0.4247, d2.dn_loss_iou: 0.4992, d3.dn_loss_cls: 0.0683, d3.dn_loss_bbox: 0.4122, d3.dn_loss_iou: 0.4880, d4.dn_loss_cls: 0.0673, d4.dn_loss_bbox: 0.4110, d4.dn_loss_iou: 0.4861, loss: 13.1018, grad_norm: 32.6151 2023-11-22 15:02:28,674 - mmdet - INFO - Epoch [2][2700/7330] lr: 1.000e-05, eta: 15:01:13, time: 0.713, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3302, interm_loss_bbox: 0.2546, interm_loss_iou: 0.5382, loss_cls: 0.2788, loss_bbox: 0.1901, loss_iou: 0.4286, d0.loss_cls: 0.3457, d0.loss_bbox: 0.2045, d0.loss_iou: 0.4594, d1.loss_cls: 0.3047, d1.loss_bbox: 0.1962, d1.loss_iou: 0.4439, d2.loss_cls: 0.2849, d2.loss_bbox: 0.1937, d2.loss_iou: 0.4360, d3.loss_cls: 0.2795, d3.loss_bbox: 0.1922, d3.loss_iou: 0.4323, d4.loss_cls: 0.2772, d4.loss_bbox: 0.1907, d4.loss_iou: 0.4298, dn_loss_cls: 0.0645, dn_loss_bbox: 0.3949, dn_loss_iou: 0.4679, d0.dn_loss_cls: 0.1005, d0.dn_loss_bbox: 0.5472, d0.dn_loss_iou: 0.6388, d1.dn_loss_cls: 0.0762, d1.dn_loss_bbox: 0.4380, d1.dn_loss_iou: 0.5130, d2.dn_loss_cls: 0.0678, d2.dn_loss_bbox: 0.4081, d2.dn_loss_iou: 0.4811, d3.dn_loss_cls: 0.0650, d3.dn_loss_bbox: 0.3968, d3.dn_loss_iou: 0.4702, d4.dn_loss_cls: 0.0635, d4.dn_loss_bbox: 0.3949, d4.dn_loss_iou: 0.4678, loss: 12.7473, grad_norm: 30.4325 2023-11-22 15:03:03,460 - mmdet - INFO - Epoch [2][2750/7330] lr: 1.000e-05, eta: 15:00:39, time: 0.696, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3195, interm_loss_bbox: 0.2519, interm_loss_iou: 0.5391, loss_cls: 0.2685, loss_bbox: 0.1844, loss_iou: 0.4273, d0.loss_cls: 0.3355, d0.loss_bbox: 0.2001, d0.loss_iou: 0.4569, d1.loss_cls: 0.2943, d1.loss_bbox: 0.1931, d1.loss_iou: 0.4422, d2.loss_cls: 0.2782, d2.loss_bbox: 0.1871, d2.loss_iou: 0.4303, d3.loss_cls: 0.2698, d3.loss_bbox: 0.1860, d3.loss_iou: 0.4285, d4.loss_cls: 0.2679, d4.loss_bbox: 0.1855, d4.loss_iou: 0.4280, dn_loss_cls: 0.0632, dn_loss_bbox: 0.3936, dn_loss_iou: 0.4705, d0.dn_loss_cls: 0.0986, d0.dn_loss_bbox: 0.5265, d0.dn_loss_iou: 0.6265, d1.dn_loss_cls: 0.0743, d1.dn_loss_bbox: 0.4291, d1.dn_loss_iou: 0.5105, d2.dn_loss_cls: 0.0665, d2.dn_loss_bbox: 0.4036, d2.dn_loss_iou: 0.4814, d3.dn_loss_cls: 0.0631, d3.dn_loss_bbox: 0.3949, d3.dn_loss_iou: 0.4722, d4.dn_loss_cls: 0.0624, d4.dn_loss_bbox: 0.3936, d4.dn_loss_iou: 0.4704, loss: 12.5749, grad_norm: 30.5732 2023-11-22 15:03:38,035 - mmdet - INFO - Epoch [2][2800/7330] lr: 1.000e-05, eta: 15:00:03, time: 0.691, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3351, interm_loss_bbox: 0.2605, interm_loss_iou: 0.5353, loss_cls: 0.2798, loss_bbox: 0.1933, loss_iou: 0.4270, d0.loss_cls: 0.3492, d0.loss_bbox: 0.2098, d0.loss_iou: 0.4560, d1.loss_cls: 0.3065, d1.loss_bbox: 0.2019, d1.loss_iou: 0.4430, d2.loss_cls: 0.2873, d2.loss_bbox: 0.1976, d2.loss_iou: 0.4317, d3.loss_cls: 0.2796, d3.loss_bbox: 0.1954, d3.loss_iou: 0.4288, d4.loss_cls: 0.2783, d4.loss_bbox: 0.1944, d4.loss_iou: 0.4279, dn_loss_cls: 0.0672, dn_loss_bbox: 0.4066, dn_loss_iou: 0.4753, d0.dn_loss_cls: 0.0997, d0.dn_loss_bbox: 0.5494, d0.dn_loss_iou: 0.6341, d1.dn_loss_cls: 0.0764, d1.dn_loss_bbox: 0.4476, d1.dn_loss_iou: 0.5171, d2.dn_loss_cls: 0.0689, d2.dn_loss_bbox: 0.4198, d2.dn_loss_iou: 0.4882, d3.dn_loss_cls: 0.0665, d3.dn_loss_bbox: 0.4085, d3.dn_loss_iou: 0.4771, d4.dn_loss_cls: 0.0659, d4.dn_loss_bbox: 0.4066, d4.dn_loss_iou: 0.4752, loss: 12.8685, grad_norm: 29.5752 2023-11-22 15:04:12,629 - mmdet - INFO - Epoch [2][2850/7330] lr: 1.000e-05, eta: 14:59:27, time: 0.692, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3329, interm_loss_bbox: 0.2550, interm_loss_iou: 0.5483, loss_cls: 0.2833, loss_bbox: 0.1937, loss_iou: 0.4453, d0.loss_cls: 0.3481, d0.loss_bbox: 0.2082, d0.loss_iou: 0.4778, d1.loss_cls: 0.3116, d1.loss_bbox: 0.1992, d1.loss_iou: 0.4599, d2.loss_cls: 0.2940, d2.loss_bbox: 0.1952, d2.loss_iou: 0.4481, d3.loss_cls: 0.2865, d3.loss_bbox: 0.1939, d3.loss_iou: 0.4478, d4.loss_cls: 0.2839, d4.loss_bbox: 0.1942, d4.loss_iou: 0.4462, dn_loss_cls: 0.0669, dn_loss_bbox: 0.4004, dn_loss_iou: 0.4826, d0.dn_loss_cls: 0.1005, d0.dn_loss_bbox: 0.5478, d0.dn_loss_iou: 0.6458, d1.dn_loss_cls: 0.0772, d1.dn_loss_bbox: 0.4399, d1.dn_loss_iou: 0.5238, d2.dn_loss_cls: 0.0696, d2.dn_loss_bbox: 0.4123, d2.dn_loss_iou: 0.4945, d3.dn_loss_cls: 0.0670, d3.dn_loss_bbox: 0.4015, d3.dn_loss_iou: 0.4843, d4.dn_loss_cls: 0.0662, d4.dn_loss_bbox: 0.4004, d4.dn_loss_iou: 0.4825, loss: 13.0164, grad_norm: 29.7138 2023-11-22 15:04:47,041 - mmdet - INFO - Epoch [2][2900/7330] lr: 1.000e-05, eta: 14:58:51, time: 0.688, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3420, interm_loss_bbox: 0.2562, interm_loss_iou: 0.5377, loss_cls: 0.2848, loss_bbox: 0.1963, loss_iou: 0.4385, d0.loss_cls: 0.3613, d0.loss_bbox: 0.2058, d0.loss_iou: 0.4653, d1.loss_cls: 0.3163, d1.loss_bbox: 0.1998, d1.loss_iou: 0.4500, d2.loss_cls: 0.2961, d2.loss_bbox: 0.1972, d2.loss_iou: 0.4427, d3.loss_cls: 0.2886, d3.loss_bbox: 0.1955, d3.loss_iou: 0.4396, d4.loss_cls: 0.2867, d4.loss_bbox: 0.1935, d4.loss_iou: 0.4381, dn_loss_cls: 0.0693, dn_loss_bbox: 0.4288, dn_loss_iou: 0.4776, d0.dn_loss_cls: 0.1030, d0.dn_loss_bbox: 0.5834, d0.dn_loss_iou: 0.6387, d1.dn_loss_cls: 0.0793, d1.dn_loss_bbox: 0.4731, d1.dn_loss_iou: 0.5197, d2.dn_loss_cls: 0.0715, d2.dn_loss_bbox: 0.4423, d2.dn_loss_iou: 0.4901, d3.dn_loss_cls: 0.0691, d3.dn_loss_bbox: 0.4305, d3.dn_loss_iou: 0.4795, d4.dn_loss_cls: 0.0685, d4.dn_loss_bbox: 0.4288, d4.dn_loss_iou: 0.4775, loss: 13.1628, grad_norm: 31.8486 2023-11-22 15:05:21,764 - mmdet - INFO - Epoch [2][2950/7330] lr: 1.000e-05, eta: 14:58:16, time: 0.694, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3244, interm_loss_bbox: 0.2466, interm_loss_iou: 0.5256, loss_cls: 0.2689, loss_bbox: 0.1894, loss_iou: 0.4242, d0.loss_cls: 0.3413, d0.loss_bbox: 0.2034, d0.loss_iou: 0.4514, d1.loss_cls: 0.2989, d1.loss_bbox: 0.1949, d1.loss_iou: 0.4370, d2.loss_cls: 0.2789, d2.loss_bbox: 0.1914, d2.loss_iou: 0.4283, d3.loss_cls: 0.2700, d3.loss_bbox: 0.1918, d3.loss_iou: 0.4267, d4.loss_cls: 0.2672, d4.loss_bbox: 0.1909, d4.loss_iou: 0.4257, dn_loss_cls: 0.0619, dn_loss_bbox: 0.3727, dn_loss_iou: 0.4598, d0.dn_loss_cls: 0.0954, d0.dn_loss_bbox: 0.5132, d0.dn_loss_iou: 0.6190, d1.dn_loss_cls: 0.0719, d1.dn_loss_bbox: 0.4128, d1.dn_loss_iou: 0.4997, d2.dn_loss_cls: 0.0649, d2.dn_loss_bbox: 0.3858, d2.dn_loss_iou: 0.4721, d3.dn_loss_cls: 0.0621, d3.dn_loss_bbox: 0.3741, d3.dn_loss_iou: 0.4616, d4.dn_loss_cls: 0.0612, d4.dn_loss_bbox: 0.3727, d4.dn_loss_iou: 0.4598, loss: 12.3974, grad_norm: 32.5305 2023-11-22 15:05:56,663 - mmdet - INFO - Epoch [2][3000/7330] lr: 1.000e-05, eta: 14:57:43, time: 0.698, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3355, interm_loss_bbox: 0.2497, interm_loss_iou: 0.5568, loss_cls: 0.2799, loss_bbox: 0.1889, loss_iou: 0.4558, d0.loss_cls: 0.3509, d0.loss_bbox: 0.2011, d0.loss_iou: 0.4805, d1.loss_cls: 0.3082, d1.loss_bbox: 0.1951, d1.loss_iou: 0.4656, d2.loss_cls: 0.2888, d2.loss_bbox: 0.1931, d2.loss_iou: 0.4604, d3.loss_cls: 0.2816, d3.loss_bbox: 0.1900, d3.loss_iou: 0.4578, d4.loss_cls: 0.2790, d4.loss_bbox: 0.1895, d4.loss_iou: 0.4573, dn_loss_cls: 0.0682, dn_loss_bbox: 0.3857, dn_loss_iou: 0.4887, d0.dn_loss_cls: 0.1010, d0.dn_loss_bbox: 0.5322, d0.dn_loss_iou: 0.6496, d1.dn_loss_cls: 0.0776, d1.dn_loss_bbox: 0.4290, d1.dn_loss_iou: 0.5302, d2.dn_loss_cls: 0.0707, d2.dn_loss_bbox: 0.3980, d2.dn_loss_iou: 0.5009, d3.dn_loss_cls: 0.0680, d3.dn_loss_bbox: 0.3874, d3.dn_loss_iou: 0.4908, d4.dn_loss_cls: 0.0673, d4.dn_loss_bbox: 0.3857, d4.dn_loss_iou: 0.4886, loss: 12.9849, grad_norm: 32.4923 2023-11-22 15:06:31,029 - mmdet - INFO - Epoch [2][3050/7330] lr: 1.000e-05, eta: 14:57:06, time: 0.687, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3170, interm_loss_bbox: 0.2443, interm_loss_iou: 0.5361, loss_cls: 0.2650, loss_bbox: 0.1808, loss_iou: 0.4269, d0.loss_cls: 0.3367, d0.loss_bbox: 0.1961, d0.loss_iou: 0.4598, d1.loss_cls: 0.2939, d1.loss_bbox: 0.1849, d1.loss_iou: 0.4403, d2.loss_cls: 0.2738, d2.loss_bbox: 0.1821, d2.loss_iou: 0.4322, d3.loss_cls: 0.2665, d3.loss_bbox: 0.1808, d3.loss_iou: 0.4287, d4.loss_cls: 0.2643, d4.loss_bbox: 0.1813, d4.loss_iou: 0.4281, dn_loss_cls: 0.0596, dn_loss_bbox: 0.3616, dn_loss_iou: 0.4644, d0.dn_loss_cls: 0.0936, d0.dn_loss_bbox: 0.5041, d0.dn_loss_iou: 0.6274, d1.dn_loss_cls: 0.0693, d1.dn_loss_bbox: 0.4020, d1.dn_loss_iou: 0.5064, d2.dn_loss_cls: 0.0621, d2.dn_loss_bbox: 0.3739, d2.dn_loss_iou: 0.4762, d3.dn_loss_cls: 0.0595, d3.dn_loss_bbox: 0.3634, d3.dn_loss_iou: 0.4665, d4.dn_loss_cls: 0.0588, d4.dn_loss_bbox: 0.3615, d4.dn_loss_iou: 0.4643, loss: 12.2942, grad_norm: 30.7691 2023-11-22 15:07:05,491 - mmdet - INFO - Epoch [2][3100/7330] lr: 1.000e-05, eta: 14:56:30, time: 0.689, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3249, interm_loss_bbox: 0.2481, interm_loss_iou: 0.5473, loss_cls: 0.2773, loss_bbox: 0.1892, loss_iou: 0.4435, d0.loss_cls: 0.3416, d0.loss_bbox: 0.2007, d0.loss_iou: 0.4713, d1.loss_cls: 0.3015, d1.loss_bbox: 0.1964, d1.loss_iou: 0.4582, d2.loss_cls: 0.2829, d2.loss_bbox: 0.1928, d2.loss_iou: 0.4501, d3.loss_cls: 0.2775, d3.loss_bbox: 0.1907, d3.loss_iou: 0.4458, d4.loss_cls: 0.2763, d4.loss_bbox: 0.1895, d4.loss_iou: 0.4446, dn_loss_cls: 0.0646, dn_loss_bbox: 0.3903, dn_loss_iou: 0.4769, d0.dn_loss_cls: 0.0989, d0.dn_loss_bbox: 0.5311, d0.dn_loss_iou: 0.6324, d1.dn_loss_cls: 0.0746, d1.dn_loss_bbox: 0.4284, d1.dn_loss_iou: 0.5163, d2.dn_loss_cls: 0.0668, d2.dn_loss_bbox: 0.4011, d2.dn_loss_iou: 0.4878, d3.dn_loss_cls: 0.0644, d3.dn_loss_bbox: 0.3916, d3.dn_loss_iou: 0.4786, d4.dn_loss_cls: 0.0635, d4.dn_loss_bbox: 0.3903, d4.dn_loss_iou: 0.4768, loss: 12.7845, grad_norm: 30.1335 2023-11-22 15:07:40,110 - mmdet - INFO - Epoch [2][3150/7330] lr: 1.000e-05, eta: 14:55:54, time: 0.692, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3243, interm_loss_bbox: 0.2481, interm_loss_iou: 0.5245, loss_cls: 0.2741, loss_bbox: 0.1901, loss_iou: 0.4263, d0.loss_cls: 0.3399, d0.loss_bbox: 0.1998, d0.loss_iou: 0.4531, d1.loss_cls: 0.2993, d1.loss_bbox: 0.1946, d1.loss_iou: 0.4378, d2.loss_cls: 0.2798, d2.loss_bbox: 0.1920, d2.loss_iou: 0.4306, d3.loss_cls: 0.2736, d3.loss_bbox: 0.1913, d3.loss_iou: 0.4291, d4.loss_cls: 0.2734, d4.loss_bbox: 0.1903, d4.loss_iou: 0.4275, dn_loss_cls: 0.0661, dn_loss_bbox: 0.3853, dn_loss_iou: 0.4788, d0.dn_loss_cls: 0.0995, d0.dn_loss_bbox: 0.5262, d0.dn_loss_iou: 0.6346, d1.dn_loss_cls: 0.0756, d1.dn_loss_bbox: 0.4244, d1.dn_loss_iou: 0.5176, d2.dn_loss_cls: 0.0678, d2.dn_loss_bbox: 0.3977, d2.dn_loss_iou: 0.4904, d3.dn_loss_cls: 0.0653, d3.dn_loss_bbox: 0.3867, d3.dn_loss_iou: 0.4805, d4.dn_loss_cls: 0.0649, d4.dn_loss_bbox: 0.3852, d4.dn_loss_iou: 0.4788, loss: 12.6249, grad_norm: 28.7910 2023-11-22 15:08:14,912 - mmdet - INFO - Epoch [2][3200/7330] lr: 1.000e-05, eta: 14:55:20, time: 0.696, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3319, interm_loss_bbox: 0.2478, interm_loss_iou: 0.5436, loss_cls: 0.2795, loss_bbox: 0.1881, loss_iou: 0.4447, d0.loss_cls: 0.3485, d0.loss_bbox: 0.1999, d0.loss_iou: 0.4705, d1.loss_cls: 0.3081, d1.loss_bbox: 0.1923, d1.loss_iou: 0.4552, d2.loss_cls: 0.2890, d2.loss_bbox: 0.1892, d2.loss_iou: 0.4477, d3.loss_cls: 0.2821, d3.loss_bbox: 0.1895, d3.loss_iou: 0.4462, d4.loss_cls: 0.2797, d4.loss_bbox: 0.1879, d4.loss_iou: 0.4453, dn_loss_cls: 0.0630, dn_loss_bbox: 0.3754, dn_loss_iou: 0.4691, d0.dn_loss_cls: 0.0982, d0.dn_loss_bbox: 0.5274, d0.dn_loss_iou: 0.6306, d1.dn_loss_cls: 0.0732, d1.dn_loss_bbox: 0.4169, d1.dn_loss_iou: 0.5093, d2.dn_loss_cls: 0.0655, d2.dn_loss_bbox: 0.3879, d2.dn_loss_iou: 0.4810, d3.dn_loss_cls: 0.0629, d3.dn_loss_bbox: 0.3768, d3.dn_loss_iou: 0.4708, d4.dn_loss_cls: 0.0619, d4.dn_loss_bbox: 0.3754, d4.dn_loss_iou: 0.4690, loss: 12.6812, grad_norm: 31.0946 2023-11-22 15:08:50,098 - mmdet - INFO - Epoch [2][3250/7330] lr: 1.000e-05, eta: 14:54:49, time: 0.704, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3191, interm_loss_bbox: 0.2420, interm_loss_iou: 0.5356, loss_cls: 0.2645, loss_bbox: 0.1850, loss_iou: 0.4368, d0.loss_cls: 0.3378, d0.loss_bbox: 0.1948, d0.loss_iou: 0.4590, d1.loss_cls: 0.2935, d1.loss_bbox: 0.1894, d1.loss_iou: 0.4454, d2.loss_cls: 0.2754, d2.loss_bbox: 0.1863, d2.loss_iou: 0.4385, d3.loss_cls: 0.2666, d3.loss_bbox: 0.1850, d3.loss_iou: 0.4374, d4.loss_cls: 0.2630, d4.loss_bbox: 0.1859, d4.loss_iou: 0.4380, dn_loss_cls: 0.0638, dn_loss_bbox: 0.3846, dn_loss_iou: 0.4707, d0.dn_loss_cls: 0.0969, d0.dn_loss_bbox: 0.5277, d0.dn_loss_iou: 0.6292, d1.dn_loss_cls: 0.0734, d1.dn_loss_bbox: 0.4242, d1.dn_loss_iou: 0.5110, d2.dn_loss_cls: 0.0656, d2.dn_loss_bbox: 0.3964, d2.dn_loss_iou: 0.4826, d3.dn_loss_cls: 0.0635, d3.dn_loss_bbox: 0.3862, d3.dn_loss_iou: 0.4726, d4.dn_loss_cls: 0.0626, d4.dn_loss_bbox: 0.3847, d4.dn_loss_iou: 0.4706, loss: 12.5451, grad_norm: 29.5723 2023-11-22 15:09:24,446 - mmdet - INFO - Epoch [2][3300/7330] lr: 1.000e-05, eta: 14:54:12, time: 0.687, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3256, interm_loss_bbox: 0.2503, interm_loss_iou: 0.5346, loss_cls: 0.2708, loss_bbox: 0.1916, loss_iou: 0.4335, d0.loss_cls: 0.3420, d0.loss_bbox: 0.2058, d0.loss_iou: 0.4631, d1.loss_cls: 0.2999, d1.loss_bbox: 0.1975, d1.loss_iou: 0.4451, d2.loss_cls: 0.2809, d2.loss_bbox: 0.1937, d2.loss_iou: 0.4375, d3.loss_cls: 0.2721, d3.loss_bbox: 0.1931, d3.loss_iou: 0.4358, d4.loss_cls: 0.2691, d4.loss_bbox: 0.1930, d4.loss_iou: 0.4351, dn_loss_cls: 0.0619, dn_loss_bbox: 0.3767, dn_loss_iou: 0.4700, d0.dn_loss_cls: 0.0959, d0.dn_loss_bbox: 0.5293, d0.dn_loss_iou: 0.6399, d1.dn_loss_cls: 0.0726, d1.dn_loss_bbox: 0.4194, d1.dn_loss_iou: 0.5120, d2.dn_loss_cls: 0.0648, d2.dn_loss_bbox: 0.3893, d2.dn_loss_iou: 0.4821, d3.dn_loss_cls: 0.0621, d3.dn_loss_bbox: 0.3787, d3.dn_loss_iou: 0.4719, d4.dn_loss_cls: 0.0610, d4.dn_loss_bbox: 0.3767, d4.dn_loss_iou: 0.4699, loss: 12.6044, grad_norm: 30.5514 2023-11-22 15:09:58,589 - mmdet - INFO - Epoch [2][3350/7330] lr: 1.000e-05, eta: 14:53:34, time: 0.683, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3173, interm_loss_bbox: 0.2529, interm_loss_iou: 0.5203, loss_cls: 0.2659, loss_bbox: 0.1915, loss_iou: 0.4157, d0.loss_cls: 0.3329, d0.loss_bbox: 0.2033, d0.loss_iou: 0.4433, d1.loss_cls: 0.2896, d1.loss_bbox: 0.1991, d1.loss_iou: 0.4298, d2.loss_cls: 0.2741, d2.loss_bbox: 0.1928, d2.loss_iou: 0.4207, d3.loss_cls: 0.2672, d3.loss_bbox: 0.1921, d3.loss_iou: 0.4177, d4.loss_cls: 0.2655, d4.loss_bbox: 0.1914, d4.loss_iou: 0.4167, dn_loss_cls: 0.0644, dn_loss_bbox: 0.3803, dn_loss_iou: 0.4610, d0.dn_loss_cls: 0.0979, d0.dn_loss_bbox: 0.5237, d0.dn_loss_iou: 0.6216, d1.dn_loss_cls: 0.0739, d1.dn_loss_bbox: 0.4207, d1.dn_loss_iou: 0.5016, d2.dn_loss_cls: 0.0660, d2.dn_loss_bbox: 0.3922, d2.dn_loss_iou: 0.4729, d3.dn_loss_cls: 0.0637, d3.dn_loss_bbox: 0.3816, d3.dn_loss_iou: 0.4628, d4.dn_loss_cls: 0.0634, d4.dn_loss_bbox: 0.3804, d4.dn_loss_iou: 0.4609, loss: 12.3887, grad_norm: 28.5439 2023-11-22 15:10:33,462 - mmdet - INFO - Epoch [2][3400/7330] lr: 1.000e-05, eta: 14:53:00, time: 0.698, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3212, interm_loss_bbox: 0.2486, interm_loss_iou: 0.5391, loss_cls: 0.2654, loss_bbox: 0.1875, loss_iou: 0.4378, d0.loss_cls: 0.3372, d0.loss_bbox: 0.1985, d0.loss_iou: 0.4634, d1.loss_cls: 0.2935, d1.loss_bbox: 0.1917, d1.loss_iou: 0.4501, d2.loss_cls: 0.2769, d2.loss_bbox: 0.1863, d2.loss_iou: 0.4394, d3.loss_cls: 0.2688, d3.loss_bbox: 0.1862, d3.loss_iou: 0.4376, d4.loss_cls: 0.2658, d4.loss_bbox: 0.1862, d4.loss_iou: 0.4373, dn_loss_cls: 0.0647, dn_loss_bbox: 0.3859, dn_loss_iou: 0.4823, d0.dn_loss_cls: 0.0980, d0.dn_loss_bbox: 0.5239, d0.dn_loss_iou: 0.6438, d1.dn_loss_cls: 0.0751, d1.dn_loss_bbox: 0.4251, d1.dn_loss_iou: 0.5245, d2.dn_loss_cls: 0.0678, d2.dn_loss_bbox: 0.3978, d2.dn_loss_iou: 0.4938, d3.dn_loss_cls: 0.0649, d3.dn_loss_bbox: 0.3872, d3.dn_loss_iou: 0.4839, d4.dn_loss_cls: 0.0640, d4.dn_loss_bbox: 0.3859, d4.dn_loss_iou: 0.4822, loss: 12.6694, grad_norm: 30.1884 2023-11-22 15:11:08,232 - mmdet - INFO - Epoch [2][3450/7330] lr: 1.000e-05, eta: 14:52:26, time: 0.695, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3258, interm_loss_bbox: 0.2555, interm_loss_iou: 0.5383, loss_cls: 0.2753, loss_bbox: 0.1927, loss_iou: 0.4340, d0.loss_cls: 0.3414, d0.loss_bbox: 0.2047, d0.loss_iou: 0.4629, d1.loss_cls: 0.3014, d1.loss_bbox: 0.1969, d1.loss_iou: 0.4473, d2.loss_cls: 0.2847, d2.loss_bbox: 0.1934, d2.loss_iou: 0.4358, d3.loss_cls: 0.2783, d3.loss_bbox: 0.1922, d3.loss_iou: 0.4339, d4.loss_cls: 0.2755, d4.loss_bbox: 0.1920, d4.loss_iou: 0.4341, dn_loss_cls: 0.0642, dn_loss_bbox: 0.3879, dn_loss_iou: 0.4763, d0.dn_loss_cls: 0.0971, d0.dn_loss_bbox: 0.5359, d0.dn_loss_iou: 0.6360, d1.dn_loss_cls: 0.0744, d1.dn_loss_bbox: 0.4332, d1.dn_loss_iou: 0.5173, d2.dn_loss_cls: 0.0666, d2.dn_loss_bbox: 0.4019, d2.dn_loss_iou: 0.4880, d3.dn_loss_cls: 0.0640, d3.dn_loss_bbox: 0.3894, d3.dn_loss_iou: 0.4778, d4.dn_loss_cls: 0.0633, d4.dn_loss_bbox: 0.3878, d4.dn_loss_iou: 0.4762, loss: 12.7336, grad_norm: 33.5379 2023-11-22 15:11:42,816 - mmdet - INFO - Epoch [2][3500/7330] lr: 1.000e-05, eta: 14:51:51, time: 0.692, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3272, interm_loss_bbox: 0.2530, interm_loss_iou: 0.5386, loss_cls: 0.2768, loss_bbox: 0.1941, loss_iou: 0.4392, d0.loss_cls: 0.3453, d0.loss_bbox: 0.2028, d0.loss_iou: 0.4642, d1.loss_cls: 0.3023, d1.loss_bbox: 0.1993, d1.loss_iou: 0.4483, d2.loss_cls: 0.2831, d2.loss_bbox: 0.1961, d2.loss_iou: 0.4424, d3.loss_cls: 0.2776, d3.loss_bbox: 0.1951, d3.loss_iou: 0.4405, d4.loss_cls: 0.2770, d4.loss_bbox: 0.1950, d4.loss_iou: 0.4398, dn_loss_cls: 0.0652, dn_loss_bbox: 0.3927, dn_loss_iou: 0.4702, d0.dn_loss_cls: 0.0969, d0.dn_loss_bbox: 0.5324, d0.dn_loss_iou: 0.6264, d1.dn_loss_cls: 0.0730, d1.dn_loss_bbox: 0.4335, d1.dn_loss_iou: 0.5107, d2.dn_loss_cls: 0.0661, d2.dn_loss_bbox: 0.4046, d2.dn_loss_iou: 0.4821, d3.dn_loss_cls: 0.0640, d3.dn_loss_bbox: 0.3941, d3.dn_loss_iou: 0.4719, d4.dn_loss_cls: 0.0639, d4.dn_loss_bbox: 0.3927, d4.dn_loss_iou: 0.4701, loss: 12.7480, grad_norm: 31.5421 2023-11-22 15:12:17,263 - mmdet - INFO - Epoch [2][3550/7330] lr: 1.000e-05, eta: 14:51:14, time: 0.689, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3265, interm_loss_bbox: 0.2446, interm_loss_iou: 0.5322, loss_cls: 0.2731, loss_bbox: 0.1864, loss_iou: 0.4315, d0.loss_cls: 0.3447, d0.loss_bbox: 0.1984, d0.loss_iou: 0.4578, d1.loss_cls: 0.3004, d1.loss_bbox: 0.1909, d1.loss_iou: 0.4419, d2.loss_cls: 0.2807, d2.loss_bbox: 0.1868, d2.loss_iou: 0.4337, d3.loss_cls: 0.2752, d3.loss_bbox: 0.1859, d3.loss_iou: 0.4320, d4.loss_cls: 0.2719, d4.loss_bbox: 0.1868, d4.loss_iou: 0.4322, dn_loss_cls: 0.0657, dn_loss_bbox: 0.3817, dn_loss_iou: 0.4671, d0.dn_loss_cls: 0.0982, d0.dn_loss_bbox: 0.5234, d0.dn_loss_iou: 0.6270, d1.dn_loss_cls: 0.0745, d1.dn_loss_bbox: 0.4199, d1.dn_loss_iou: 0.5055, d2.dn_loss_cls: 0.0668, d2.dn_loss_bbox: 0.3928, d2.dn_loss_iou: 0.4779, d3.dn_loss_cls: 0.0645, d3.dn_loss_bbox: 0.3829, d3.dn_loss_iou: 0.4689, d4.dn_loss_cls: 0.0643, d4.dn_loss_bbox: 0.3817, d4.dn_loss_iou: 0.4670, loss: 12.5432, grad_norm: 30.1199 2023-11-22 15:12:52,086 - mmdet - INFO - Epoch [2][3600/7330] lr: 1.000e-05, eta: 14:50:41, time: 0.696, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3266, interm_loss_bbox: 0.2659, interm_loss_iou: 0.5237, loss_cls: 0.2741, loss_bbox: 0.1988, loss_iou: 0.4169, d0.loss_cls: 0.3475, d0.loss_bbox: 0.2113, d0.loss_iou: 0.4447, d1.loss_cls: 0.3024, d1.loss_bbox: 0.2040, d1.loss_iou: 0.4290, d2.loss_cls: 0.2815, d2.loss_bbox: 0.1997, d2.loss_iou: 0.4204, d3.loss_cls: 0.2735, d3.loss_bbox: 0.1996, d3.loss_iou: 0.4189, d4.loss_cls: 0.2733, d4.loss_bbox: 0.1986, d4.loss_iou: 0.4173, dn_loss_cls: 0.0656, dn_loss_bbox: 0.4191, dn_loss_iou: 0.4656, d0.dn_loss_cls: 0.0986, d0.dn_loss_bbox: 0.5661, d0.dn_loss_iou: 0.6245, d1.dn_loss_cls: 0.0750, d1.dn_loss_bbox: 0.4592, d1.dn_loss_iou: 0.5059, d2.dn_loss_cls: 0.0669, d2.dn_loss_bbox: 0.4299, d2.dn_loss_iou: 0.4769, d3.dn_loss_cls: 0.0651, d3.dn_loss_bbox: 0.4204, d3.dn_loss_iou: 0.4670, d4.dn_loss_cls: 0.0645, d4.dn_loss_bbox: 0.4191, d4.dn_loss_iou: 0.4655, loss: 12.7827, grad_norm: 29.8118 2023-11-22 15:13:26,626 - mmdet - INFO - Epoch [2][3650/7330] lr: 1.000e-05, eta: 14:50:05, time: 0.691, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3221, interm_loss_bbox: 0.2526, interm_loss_iou: 0.5466, loss_cls: 0.2734, loss_bbox: 0.1929, loss_iou: 0.4451, d0.loss_cls: 0.3428, d0.loss_bbox: 0.2037, d0.loss_iou: 0.4690, d1.loss_cls: 0.3018, d1.loss_bbox: 0.1988, d1.loss_iou: 0.4566, d2.loss_cls: 0.2819, d2.loss_bbox: 0.1951, d2.loss_iou: 0.4492, d3.loss_cls: 0.2752, d3.loss_bbox: 0.1945, d3.loss_iou: 0.4476, d4.loss_cls: 0.2730, d4.loss_bbox: 0.1937, d4.loss_iou: 0.4463, dn_loss_cls: 0.0646, dn_loss_bbox: 0.3720, dn_loss_iou: 0.4738, d0.dn_loss_cls: 0.0981, d0.dn_loss_bbox: 0.5044, d0.dn_loss_iou: 0.6269, d1.dn_loss_cls: 0.0745, d1.dn_loss_bbox: 0.4067, d1.dn_loss_iou: 0.5104, d2.dn_loss_cls: 0.0668, d2.dn_loss_bbox: 0.3817, d2.dn_loss_iou: 0.4840, d3.dn_loss_cls: 0.0641, d3.dn_loss_bbox: 0.3732, d3.dn_loss_iou: 0.4752, d4.dn_loss_cls: 0.0635, d4.dn_loss_bbox: 0.3719, d4.dn_loss_iou: 0.4737, loss: 12.6470, grad_norm: 28.3097 2023-11-22 15:14:01,265 - mmdet - INFO - Epoch [2][3700/7330] lr: 1.000e-05, eta: 14:49:30, time: 0.693, data_time: 0.006, memory: 16683, interm_loss_cls: 0.3185, interm_loss_bbox: 0.2491, interm_loss_iou: 0.5081, loss_cls: 0.2673, loss_bbox: 0.1839, loss_iou: 0.4066, d0.loss_cls: 0.3345, d0.loss_bbox: 0.2007, d0.loss_iou: 0.4383, d1.loss_cls: 0.2968, d1.loss_bbox: 0.1913, d1.loss_iou: 0.4165, d2.loss_cls: 0.2751, d2.loss_bbox: 0.1868, d2.loss_iou: 0.4105, d3.loss_cls: 0.2680, d3.loss_bbox: 0.1848, d3.loss_iou: 0.4078, d4.loss_cls: 0.2677, d4.loss_bbox: 0.1830, d4.loss_iou: 0.4059, dn_loss_cls: 0.0629, dn_loss_bbox: 0.3742, dn_loss_iou: 0.4562, d0.dn_loss_cls: 0.0963, d0.dn_loss_bbox: 0.5215, d0.dn_loss_iou: 0.6193, d1.dn_loss_cls: 0.0717, d1.dn_loss_bbox: 0.4164, d1.dn_loss_iou: 0.4972, d2.dn_loss_cls: 0.0642, d2.dn_loss_bbox: 0.3854, d2.dn_loss_iou: 0.4674, d3.dn_loss_cls: 0.0622, d3.dn_loss_bbox: 0.3752, d3.dn_loss_iou: 0.4575, d4.dn_loss_cls: 0.0616, d4.dn_loss_bbox: 0.3742, d4.dn_loss_iou: 0.4561, loss: 12.2211, grad_norm: 28.9024 2023-11-22 15:14:35,708 - mmdet - INFO - Epoch [2][3750/7330] lr: 1.000e-05, eta: 14:48:53, time: 0.689, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3247, interm_loss_bbox: 0.2403, interm_loss_iou: 0.5323, loss_cls: 0.2723, loss_bbox: 0.1794, loss_iou: 0.4341, d0.loss_cls: 0.3415, d0.loss_bbox: 0.1918, d0.loss_iou: 0.4605, d1.loss_cls: 0.2993, d1.loss_bbox: 0.1848, d1.loss_iou: 0.4435, d2.loss_cls: 0.2810, d2.loss_bbox: 0.1808, d2.loss_iou: 0.4365, d3.loss_cls: 0.2738, d3.loss_bbox: 0.1812, d3.loss_iou: 0.4357, d4.loss_cls: 0.2716, d4.loss_bbox: 0.1801, d4.loss_iou: 0.4348, dn_loss_cls: 0.0611, dn_loss_bbox: 0.3734, dn_loss_iou: 0.4541, d0.dn_loss_cls: 0.0943, d0.dn_loss_bbox: 0.5236, d0.dn_loss_iou: 0.6086, d1.dn_loss_cls: 0.0702, d1.dn_loss_bbox: 0.4155, d1.dn_loss_iou: 0.4923, d2.dn_loss_cls: 0.0632, d2.dn_loss_bbox: 0.3849, d2.dn_loss_iou: 0.4645, d3.dn_loss_cls: 0.0605, d3.dn_loss_bbox: 0.3746, d3.dn_loss_iou: 0.4555, d4.dn_loss_cls: 0.0602, d4.dn_loss_bbox: 0.3734, d4.dn_loss_iou: 0.4540, loss: 12.3639, grad_norm: 28.6422 2023-11-22 15:15:09,845 - mmdet - INFO - Epoch [2][3800/7330] lr: 1.000e-05, eta: 14:48:15, time: 0.683, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3178, interm_loss_bbox: 0.2467, interm_loss_iou: 0.5315, loss_cls: 0.2640, loss_bbox: 0.1862, loss_iou: 0.4365, d0.loss_cls: 0.3359, d0.loss_bbox: 0.1955, d0.loss_iou: 0.4571, d1.loss_cls: 0.2924, d1.loss_bbox: 0.1901, d1.loss_iou: 0.4427, d2.loss_cls: 0.2742, d2.loss_bbox: 0.1859, d2.loss_iou: 0.4367, d3.loss_cls: 0.2659, d3.loss_bbox: 0.1856, d3.loss_iou: 0.4360, d4.loss_cls: 0.2633, d4.loss_bbox: 0.1868, d4.loss_iou: 0.4368, dn_loss_cls: 0.0607, dn_loss_bbox: 0.3589, dn_loss_iou: 0.4692, d0.dn_loss_cls: 0.0937, d0.dn_loss_bbox: 0.4923, d0.dn_loss_iou: 0.6166, d1.dn_loss_cls: 0.0694, d1.dn_loss_bbox: 0.3962, d1.dn_loss_iou: 0.5052, d2.dn_loss_cls: 0.0624, d2.dn_loss_bbox: 0.3695, d2.dn_loss_iou: 0.4790, d3.dn_loss_cls: 0.0600, d3.dn_loss_bbox: 0.3601, d3.dn_loss_iou: 0.4707, d4.dn_loss_cls: 0.0597, d4.dn_loss_bbox: 0.3589, d4.dn_loss_iou: 0.4690, loss: 12.3192, grad_norm: 30.0175 2023-11-22 15:15:44,063 - mmdet - INFO - Epoch [2][3850/7330] lr: 1.000e-05, eta: 14:47:37, time: 0.684, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3297, interm_loss_bbox: 0.2526, interm_loss_iou: 0.5350, loss_cls: 0.2728, loss_bbox: 0.1935, loss_iou: 0.4368, d0.loss_cls: 0.3446, d0.loss_bbox: 0.2046, d0.loss_iou: 0.4625, d1.loss_cls: 0.3039, d1.loss_bbox: 0.1971, d1.loss_iou: 0.4447, d2.loss_cls: 0.2828, d2.loss_bbox: 0.1942, d2.loss_iou: 0.4387, d3.loss_cls: 0.2749, d3.loss_bbox: 0.1936, d3.loss_iou: 0.4378, d4.loss_cls: 0.2734, d4.loss_bbox: 0.1931, d4.loss_iou: 0.4364, dn_loss_cls: 0.0665, dn_loss_bbox: 0.4046, dn_loss_iou: 0.4811, d0.dn_loss_cls: 0.0994, d0.dn_loss_bbox: 0.5379, d0.dn_loss_iou: 0.6326, d1.dn_loss_cls: 0.0764, d1.dn_loss_bbox: 0.4411, d1.dn_loss_iou: 0.5188, d2.dn_loss_cls: 0.0695, d2.dn_loss_bbox: 0.4134, d2.dn_loss_iou: 0.4914, d3.dn_loss_cls: 0.0668, d3.dn_loss_bbox: 0.4057, d3.dn_loss_iou: 0.4827, d4.dn_loss_cls: 0.0662, d4.dn_loss_bbox: 0.4046, d4.dn_loss_iou: 0.4810, loss: 12.8423, grad_norm: 31.0722 2023-11-22 15:16:18,710 - mmdet - INFO - Epoch [2][3900/7330] lr: 1.000e-05, eta: 14:47:02, time: 0.693, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3233, interm_loss_bbox: 0.2387, interm_loss_iou: 0.5299, loss_cls: 0.2666, loss_bbox: 0.1816, loss_iou: 0.4295, d0.loss_cls: 0.3377, d0.loss_bbox: 0.1936, d0.loss_iou: 0.4540, d1.loss_cls: 0.2952, d1.loss_bbox: 0.1863, d1.loss_iou: 0.4376, d2.loss_cls: 0.2736, d2.loss_bbox: 0.1846, d2.loss_iou: 0.4335, d3.loss_cls: 0.2671, d3.loss_bbox: 0.1836, d3.loss_iou: 0.4310, d4.loss_cls: 0.2663, d4.loss_bbox: 0.1817, d4.loss_iou: 0.4304, dn_loss_cls: 0.0637, dn_loss_bbox: 0.3821, dn_loss_iou: 0.4702, d0.dn_loss_cls: 0.0973, d0.dn_loss_bbox: 0.5207, d0.dn_loss_iou: 0.6237, d1.dn_loss_cls: 0.0730, d1.dn_loss_bbox: 0.4205, d1.dn_loss_iou: 0.5081, d2.dn_loss_cls: 0.0657, d2.dn_loss_bbox: 0.3917, d2.dn_loss_iou: 0.4804, d3.dn_loss_cls: 0.0636, d3.dn_loss_bbox: 0.3831, d3.dn_loss_iou: 0.4715, d4.dn_loss_cls: 0.0630, d4.dn_loss_bbox: 0.3821, d4.dn_loss_iou: 0.4700, loss: 12.4561, grad_norm: 29.5275 2023-11-22 15:16:55,208 - mmdet - INFO - Epoch [2][3950/7330] lr: 1.000e-05, eta: 14:46:40, time: 0.730, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3122, interm_loss_bbox: 0.2478, interm_loss_iou: 0.5248, loss_cls: 0.2616, loss_bbox: 0.1849, loss_iou: 0.4239, d0.loss_cls: 0.3304, d0.loss_bbox: 0.1954, d0.loss_iou: 0.4488, d1.loss_cls: 0.2881, d1.loss_bbox: 0.1908, d1.loss_iou: 0.4351, d2.loss_cls: 0.2701, d2.loss_bbox: 0.1878, d2.loss_iou: 0.4294, d3.loss_cls: 0.2621, d3.loss_bbox: 0.1869, d3.loss_iou: 0.4265, d4.loss_cls: 0.2618, d4.loss_bbox: 0.1845, d4.loss_iou: 0.4253, dn_loss_cls: 0.0631, dn_loss_bbox: 0.3888, dn_loss_iou: 0.4608, d0.dn_loss_cls: 0.0950, d0.dn_loss_bbox: 0.5329, d0.dn_loss_iou: 0.6185, d1.dn_loss_cls: 0.0717, d1.dn_loss_bbox: 0.4291, d1.dn_loss_iou: 0.4988, d2.dn_loss_cls: 0.0649, d2.dn_loss_bbox: 0.3999, d2.dn_loss_iou: 0.4720, d3.dn_loss_cls: 0.0625, d3.dn_loss_bbox: 0.3900, d3.dn_loss_iou: 0.4623, d4.dn_loss_cls: 0.0622, d4.dn_loss_bbox: 0.3887, d4.dn_loss_iou: 0.4607, loss: 12.4002, grad_norm: 29.1578 2023-11-22 15:17:29,966 - mmdet - INFO - Epoch [2][4000/7330] lr: 1.000e-05, eta: 14:46:06, time: 0.695, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3130, interm_loss_bbox: 0.2470, interm_loss_iou: 0.5238, loss_cls: 0.2599, loss_bbox: 0.1868, loss_iou: 0.4296, d0.loss_cls: 0.3335, d0.loss_bbox: 0.1969, d0.loss_iou: 0.4513, d1.loss_cls: 0.2886, d1.loss_bbox: 0.1924, d1.loss_iou: 0.4389, d2.loss_cls: 0.2698, d2.loss_bbox: 0.1889, d2.loss_iou: 0.4324, d3.loss_cls: 0.2603, d3.loss_bbox: 0.1885, d3.loss_iou: 0.4314, d4.loss_cls: 0.2590, d4.loss_bbox: 0.1871, d4.loss_iou: 0.4310, dn_loss_cls: 0.0592, dn_loss_bbox: 0.3552, dn_loss_iou: 0.4531, d0.dn_loss_cls: 0.0936, d0.dn_loss_bbox: 0.4969, d0.dn_loss_iou: 0.6100, d1.dn_loss_cls: 0.0696, d1.dn_loss_bbox: 0.3942, d1.dn_loss_iou: 0.4921, d2.dn_loss_cls: 0.0621, d2.dn_loss_bbox: 0.3664, d2.dn_loss_iou: 0.4642, d3.dn_loss_cls: 0.0594, d3.dn_loss_bbox: 0.3562, d3.dn_loss_iou: 0.4546, d4.dn_loss_cls: 0.0588, d4.dn_loss_bbox: 0.3552, d4.dn_loss_iou: 0.4530, loss: 12.1639, grad_norm: 28.3046 2023-11-22 15:18:04,675 - mmdet - INFO - Epoch [2][4050/7330] lr: 1.000e-05, eta: 14:45:31, time: 0.694, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3177, interm_loss_bbox: 0.2510, interm_loss_iou: 0.5210, loss_cls: 0.2638, loss_bbox: 0.1906, loss_iou: 0.4197, d0.loss_cls: 0.3369, d0.loss_bbox: 0.1984, d0.loss_iou: 0.4457, d1.loss_cls: 0.2923, d1.loss_bbox: 0.1949, d1.loss_iou: 0.4313, d2.loss_cls: 0.2728, d2.loss_bbox: 0.1917, d2.loss_iou: 0.4228, d3.loss_cls: 0.2676, d3.loss_bbox: 0.1890, d3.loss_iou: 0.4192, d4.loss_cls: 0.2649, d4.loss_bbox: 0.1886, d4.loss_iou: 0.4193, dn_loss_cls: 0.0597, dn_loss_bbox: 0.3854, dn_loss_iou: 0.4542, d0.dn_loss_cls: 0.0930, d0.dn_loss_bbox: 0.5268, d0.dn_loss_iou: 0.6130, d1.dn_loss_cls: 0.0699, d1.dn_loss_bbox: 0.4242, d1.dn_loss_iou: 0.4936, d2.dn_loss_cls: 0.0625, d2.dn_loss_bbox: 0.3956, d2.dn_loss_iou: 0.4649, d3.dn_loss_cls: 0.0600, d3.dn_loss_bbox: 0.3867, d3.dn_loss_iou: 0.4558, d4.dn_loss_cls: 0.0592, d4.dn_loss_bbox: 0.3854, d4.dn_loss_iou: 0.4542, loss: 12.3432, grad_norm: 29.8210 2023-11-22 15:18:39,488 - mmdet - INFO - Epoch [2][4100/7330] lr: 1.000e-05, eta: 14:44:57, time: 0.696, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3179, interm_loss_bbox: 0.2441, interm_loss_iou: 0.5128, loss_cls: 0.2678, loss_bbox: 0.1831, loss_iou: 0.4128, d0.loss_cls: 0.3342, d0.loss_bbox: 0.1972, d0.loss_iou: 0.4406, d1.loss_cls: 0.2937, d1.loss_bbox: 0.1894, d1.loss_iou: 0.4237, d2.loss_cls: 0.2752, d2.loss_bbox: 0.1856, d2.loss_iou: 0.4188, d3.loss_cls: 0.2693, d3.loss_bbox: 0.1833, d3.loss_iou: 0.4147, d4.loss_cls: 0.2671, d4.loss_bbox: 0.1835, d4.loss_iou: 0.4135, dn_loss_cls: 0.0619, dn_loss_bbox: 0.3836, dn_loss_iou: 0.4600, d0.dn_loss_cls: 0.0938, d0.dn_loss_bbox: 0.5293, d0.dn_loss_iou: 0.6175, d1.dn_loss_cls: 0.0708, d1.dn_loss_bbox: 0.4246, d1.dn_loss_iou: 0.5003, d2.dn_loss_cls: 0.0639, d2.dn_loss_bbox: 0.3945, d2.dn_loss_iou: 0.4712, d3.dn_loss_cls: 0.0617, d3.dn_loss_bbox: 0.3849, d3.dn_loss_iou: 0.4617, d4.dn_loss_cls: 0.0611, d4.dn_loss_bbox: 0.3836, d4.dn_loss_iou: 0.4599, loss: 12.3121, grad_norm: 32.6128 2023-11-22 15:19:13,985 - mmdet - INFO - Epoch [2][4150/7330] lr: 1.000e-05, eta: 14:44:21, time: 0.690, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3160, interm_loss_bbox: 0.2476, interm_loss_iou: 0.5226, loss_cls: 0.2626, loss_bbox: 0.1863, loss_iou: 0.4235, d0.loss_cls: 0.3307, d0.loss_bbox: 0.1964, d0.loss_iou: 0.4476, d1.loss_cls: 0.2881, d1.loss_bbox: 0.1912, d1.loss_iou: 0.4336, d2.loss_cls: 0.2690, d2.loss_bbox: 0.1891, d2.loss_iou: 0.4270, d3.loss_cls: 0.2643, d3.loss_bbox: 0.1864, d3.loss_iou: 0.4251, d4.loss_cls: 0.2617, d4.loss_bbox: 0.1868, d4.loss_iou: 0.4245, dn_loss_cls: 0.0609, dn_loss_bbox: 0.3760, dn_loss_iou: 0.4588, d0.dn_loss_cls: 0.0947, d0.dn_loss_bbox: 0.5277, d0.dn_loss_iou: 0.6195, d1.dn_loss_cls: 0.0701, d1.dn_loss_bbox: 0.4196, d1.dn_loss_iou: 0.4978, d2.dn_loss_cls: 0.0627, d2.dn_loss_bbox: 0.3874, d2.dn_loss_iou: 0.4700, d3.dn_loss_cls: 0.0605, d3.dn_loss_bbox: 0.3775, d3.dn_loss_iou: 0.4607, d4.dn_loss_cls: 0.0599, d4.dn_loss_bbox: 0.3760, d4.dn_loss_iou: 0.4588, loss: 12.3186, grad_norm: 30.5810 2023-11-22 15:19:48,374 - mmdet - INFO - Epoch [2][4200/7330] lr: 1.000e-05, eta: 14:43:44, time: 0.688, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3309, interm_loss_bbox: 0.2433, interm_loss_iou: 0.5383, loss_cls: 0.2754, loss_bbox: 0.1848, loss_iou: 0.4412, d0.loss_cls: 0.3484, d0.loss_bbox: 0.1942, d0.loss_iou: 0.4630, d1.loss_cls: 0.3022, d1.loss_bbox: 0.1911, d1.loss_iou: 0.4505, d2.loss_cls: 0.2833, d2.loss_bbox: 0.1891, d2.loss_iou: 0.4437, d3.loss_cls: 0.2769, d3.loss_bbox: 0.1862, d3.loss_iou: 0.4426, d4.loss_cls: 0.2750, d4.loss_bbox: 0.1855, d4.loss_iou: 0.4414, dn_loss_cls: 0.0627, dn_loss_bbox: 0.3713, dn_loss_iou: 0.4665, d0.dn_loss_cls: 0.0965, d0.dn_loss_bbox: 0.5078, d0.dn_loss_iou: 0.6228, d1.dn_loss_cls: 0.0716, d1.dn_loss_bbox: 0.4078, d1.dn_loss_iou: 0.5039, d2.dn_loss_cls: 0.0644, d2.dn_loss_bbox: 0.3813, d2.dn_loss_iou: 0.4763, d3.dn_loss_cls: 0.0621, d3.dn_loss_bbox: 0.3726, d3.dn_loss_iou: 0.4680, d4.dn_loss_cls: 0.0616, d4.dn_loss_bbox: 0.3713, d4.dn_loss_iou: 0.4664, loss: 12.5222, grad_norm: 29.9532 2023-11-22 15:20:23,168 - mmdet - INFO - Epoch [2][4250/7330] lr: 1.000e-05, eta: 14:43:10, time: 0.696, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3258, interm_loss_bbox: 0.2435, interm_loss_iou: 0.5347, loss_cls: 0.2703, loss_bbox: 0.1874, loss_iou: 0.4396, d0.loss_cls: 0.3416, d0.loss_bbox: 0.1987, d0.loss_iou: 0.4649, d1.loss_cls: 0.2980, d1.loss_bbox: 0.1924, d1.loss_iou: 0.4511, d2.loss_cls: 0.2797, d2.loss_bbox: 0.1890, d2.loss_iou: 0.4438, d3.loss_cls: 0.2727, d3.loss_bbox: 0.1881, d3.loss_iou: 0.4420, d4.loss_cls: 0.2700, d4.loss_bbox: 0.1878, d4.loss_iou: 0.4407, dn_loss_cls: 0.0636, dn_loss_bbox: 0.3778, dn_loss_iou: 0.4797, d0.dn_loss_cls: 0.0971, d0.dn_loss_bbox: 0.5148, d0.dn_loss_iou: 0.6320, d1.dn_loss_cls: 0.0732, d1.dn_loss_bbox: 0.4158, d1.dn_loss_iou: 0.5169, d2.dn_loss_cls: 0.0658, d2.dn_loss_bbox: 0.3881, d2.dn_loss_iou: 0.4900, d3.dn_loss_cls: 0.0638, d3.dn_loss_bbox: 0.3789, d3.dn_loss_iou: 0.4811, d4.dn_loss_cls: 0.0628, d4.dn_loss_bbox: 0.3778, d4.dn_loss_iou: 0.4796, loss: 12.6209, grad_norm: 27.8353 2023-11-22 15:20:58,056 - mmdet - INFO - Epoch [2][4300/7330] lr: 1.000e-05, eta: 14:42:37, time: 0.698, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3246, interm_loss_bbox: 0.2302, interm_loss_iou: 0.5323, loss_cls: 0.2712, loss_bbox: 0.1733, loss_iou: 0.4357, d0.loss_cls: 0.3413, d0.loss_bbox: 0.1833, d0.loss_iou: 0.4586, d1.loss_cls: 0.2982, d1.loss_bbox: 0.1777, d1.loss_iou: 0.4463, d2.loss_cls: 0.2790, d2.loss_bbox: 0.1748, d2.loss_iou: 0.4388, d3.loss_cls: 0.2720, d3.loss_bbox: 0.1752, d3.loss_iou: 0.4377, d4.loss_cls: 0.2704, d4.loss_bbox: 0.1737, d4.loss_iou: 0.4367, dn_loss_cls: 0.0622, dn_loss_bbox: 0.3576, dn_loss_iou: 0.4612, d0.dn_loss_cls: 0.0960, d0.dn_loss_bbox: 0.4981, d0.dn_loss_iou: 0.6106, d1.dn_loss_cls: 0.0719, d1.dn_loss_bbox: 0.3978, d1.dn_loss_iou: 0.4993, d2.dn_loss_cls: 0.0646, d2.dn_loss_bbox: 0.3682, d2.dn_loss_iou: 0.4720, d3.dn_loss_cls: 0.0620, d3.dn_loss_bbox: 0.3590, d3.dn_loss_iou: 0.4630, d4.dn_loss_cls: 0.0611, d4.dn_loss_bbox: 0.3576, d4.dn_loss_iou: 0.4611, loss: 12.2545, grad_norm: 29.6414 2023-11-22 15:21:34,856 - mmdet - INFO - Epoch [2][4350/7330] lr: 1.000e-05, eta: 14:42:16, time: 0.736, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3225, interm_loss_bbox: 0.2348, interm_loss_iou: 0.5212, loss_cls: 0.2632, loss_bbox: 0.1832, loss_iou: 0.4270, d0.loss_cls: 0.3365, d0.loss_bbox: 0.1928, d0.loss_iou: 0.4507, d1.loss_cls: 0.2925, d1.loss_bbox: 0.1862, d1.loss_iou: 0.4346, d2.loss_cls: 0.2729, d2.loss_bbox: 0.1851, d2.loss_iou: 0.4294, d3.loss_cls: 0.2643, d3.loss_bbox: 0.1842, d3.loss_iou: 0.4287, d4.loss_cls: 0.2623, d4.loss_bbox: 0.1836, d4.loss_iou: 0.4284, dn_loss_cls: 0.0622, dn_loss_bbox: 0.3888, dn_loss_iou: 0.4715, d0.dn_loss_cls: 0.0966, d0.dn_loss_bbox: 0.5290, d0.dn_loss_iou: 0.6266, d1.dn_loss_cls: 0.0718, d1.dn_loss_bbox: 0.4279, d1.dn_loss_iou: 0.5103, d2.dn_loss_cls: 0.0645, d2.dn_loss_bbox: 0.3995, d2.dn_loss_iou: 0.4823, d3.dn_loss_cls: 0.0618, d3.dn_loss_bbox: 0.3901, d3.dn_loss_iou: 0.4730, d4.dn_loss_cls: 0.0612, d4.dn_loss_bbox: 0.3888, d4.dn_loss_iou: 0.4714, loss: 12.4614, grad_norm: 31.8381 2023-11-22 15:22:09,568 - mmdet - INFO - Epoch [2][4400/7330] lr: 1.000e-05, eta: 14:41:41, time: 0.694, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3191, interm_loss_bbox: 0.2360, interm_loss_iou: 0.5307, loss_cls: 0.2648, loss_bbox: 0.1821, loss_iou: 0.4343, d0.loss_cls: 0.3331, d0.loss_bbox: 0.1916, d0.loss_iou: 0.4614, d1.loss_cls: 0.2898, d1.loss_bbox: 0.1886, d1.loss_iou: 0.4465, d2.loss_cls: 0.2719, d2.loss_bbox: 0.1849, d2.loss_iou: 0.4400, d3.loss_cls: 0.2657, d3.loss_bbox: 0.1829, d3.loss_iou: 0.4363, d4.loss_cls: 0.2634, d4.loss_bbox: 0.1824, d4.loss_iou: 0.4355, dn_loss_cls: 0.0632, dn_loss_bbox: 0.3571, dn_loss_iou: 0.4619, d0.dn_loss_cls: 0.0964, d0.dn_loss_bbox: 0.4990, d0.dn_loss_iou: 0.6173, d1.dn_loss_cls: 0.0725, d1.dn_loss_bbox: 0.3960, d1.dn_loss_iou: 0.5004, d2.dn_loss_cls: 0.0653, d2.dn_loss_bbox: 0.3673, d2.dn_loss_iou: 0.4733, d3.dn_loss_cls: 0.0629, d3.dn_loss_bbox: 0.3586, d3.dn_loss_iou: 0.4638, d4.dn_loss_cls: 0.0623, d4.dn_loss_bbox: 0.3571, d4.dn_loss_iou: 0.4618, loss: 12.2771, grad_norm: 28.3338 2023-11-22 15:22:44,162 - mmdet - INFO - Epoch [2][4450/7330] lr: 1.000e-05, eta: 14:41:06, time: 0.692, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3188, interm_loss_bbox: 0.2372, interm_loss_iou: 0.5157, loss_cls: 0.2668, loss_bbox: 0.1846, loss_iou: 0.4250, d0.loss_cls: 0.3350, d0.loss_bbox: 0.1942, d0.loss_iou: 0.4484, d1.loss_cls: 0.2911, d1.loss_bbox: 0.1904, d1.loss_iou: 0.4361, d2.loss_cls: 0.2748, d2.loss_bbox: 0.1864, d2.loss_iou: 0.4290, d3.loss_cls: 0.2668, d3.loss_bbox: 0.1856, d3.loss_iou: 0.4272, d4.loss_cls: 0.2653, d4.loss_bbox: 0.1847, d4.loss_iou: 0.4263, dn_loss_cls: 0.0619, dn_loss_bbox: 0.3718, dn_loss_iou: 0.4508, d0.dn_loss_cls: 0.0941, d0.dn_loss_bbox: 0.5181, d0.dn_loss_iou: 0.6116, d1.dn_loss_cls: 0.0709, d1.dn_loss_bbox: 0.4115, d1.dn_loss_iou: 0.4899, d2.dn_loss_cls: 0.0639, d2.dn_loss_bbox: 0.3822, d2.dn_loss_iou: 0.4615, d3.dn_loss_cls: 0.0609, d3.dn_loss_bbox: 0.3728, d3.dn_loss_iou: 0.4521, d4.dn_loss_cls: 0.0607, d4.dn_loss_bbox: 0.3718, d4.dn_loss_iou: 0.4507, loss: 12.2467, grad_norm: 30.7892 2023-11-22 15:23:19,111 - mmdet - INFO - Epoch [2][4500/7330] lr: 1.000e-05, eta: 14:40:33, time: 0.699, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3261, interm_loss_bbox: 0.2433, interm_loss_iou: 0.5218, loss_cls: 0.2729, loss_bbox: 0.1896, loss_iou: 0.4312, d0.loss_cls: 0.3422, d0.loss_bbox: 0.1990, d0.loss_iou: 0.4548, d1.loss_cls: 0.3017, d1.loss_bbox: 0.1930, d1.loss_iou: 0.4403, d2.loss_cls: 0.2826, d2.loss_bbox: 0.1906, d2.loss_iou: 0.4337, d3.loss_cls: 0.2750, d3.loss_bbox: 0.1902, d3.loss_iou: 0.4329, d4.loss_cls: 0.2716, d4.loss_bbox: 0.1906, d4.loss_iou: 0.4326, dn_loss_cls: 0.0625, dn_loss_bbox: 0.4032, dn_loss_iou: 0.4775, d0.dn_loss_cls: 0.0949, d0.dn_loss_bbox: 0.5425, d0.dn_loss_iou: 0.6283, d1.dn_loss_cls: 0.0707, d1.dn_loss_bbox: 0.4416, d1.dn_loss_iou: 0.5142, d2.dn_loss_cls: 0.0639, d2.dn_loss_bbox: 0.4132, d2.dn_loss_iou: 0.4876, d3.dn_loss_cls: 0.0617, d3.dn_loss_bbox: 0.4043, d3.dn_loss_iou: 0.4790, d4.dn_loss_cls: 0.0614, d4.dn_loss_bbox: 0.4032, d4.dn_loss_iou: 0.4774, loss: 12.7026, grad_norm: 30.3236 2023-11-22 15:23:52,765 - mmdet - INFO - Epoch [2][4550/7330] lr: 1.000e-05, eta: 14:39:52, time: 0.673, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3181, interm_loss_bbox: 0.2481, interm_loss_iou: 0.5286, loss_cls: 0.2683, loss_bbox: 0.1944, loss_iou: 0.4297, d0.loss_cls: 0.3364, d0.loss_bbox: 0.2027, d0.loss_iou: 0.4520, d1.loss_cls: 0.2933, d1.loss_bbox: 0.1992, d1.loss_iou: 0.4408, d2.loss_cls: 0.2770, d2.loss_bbox: 0.1960, d2.loss_iou: 0.4325, d3.loss_cls: 0.2704, d3.loss_bbox: 0.1946, d3.loss_iou: 0.4312, d4.loss_cls: 0.2687, d4.loss_bbox: 0.1937, d4.loss_iou: 0.4298, dn_loss_cls: 0.0621, dn_loss_bbox: 0.3931, dn_loss_iou: 0.4660, d0.dn_loss_cls: 0.0943, d0.dn_loss_bbox: 0.5337, d0.dn_loss_iou: 0.6215, d1.dn_loss_cls: 0.0703, d1.dn_loss_bbox: 0.4320, d1.dn_loss_iou: 0.5021, d2.dn_loss_cls: 0.0637, d2.dn_loss_bbox: 0.4039, d2.dn_loss_iou: 0.4763, d3.dn_loss_cls: 0.0617, d3.dn_loss_bbox: 0.3949, d3.dn_loss_iou: 0.4676, d4.dn_loss_cls: 0.0613, d4.dn_loss_bbox: 0.3931, d4.dn_loss_iou: 0.4659, loss: 12.5687, grad_norm: 28.5518 2023-11-22 15:24:27,165 - mmdet - INFO - Epoch [2][4600/7330] lr: 1.000e-05, eta: 14:39:15, time: 0.688, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3147, interm_loss_bbox: 0.2258, interm_loss_iou: 0.5201, loss_cls: 0.2601, loss_bbox: 0.1750, loss_iou: 0.4286, d0.loss_cls: 0.3304, d0.loss_bbox: 0.1857, d0.loss_iou: 0.4531, d1.loss_cls: 0.2885, d1.loss_bbox: 0.1795, d1.loss_iou: 0.4384, d2.loss_cls: 0.2703, d2.loss_bbox: 0.1757, d2.loss_iou: 0.4305, d3.loss_cls: 0.2625, d3.loss_bbox: 0.1756, d3.loss_iou: 0.4289, d4.loss_cls: 0.2601, d4.loss_bbox: 0.1754, d4.loss_iou: 0.4292, dn_loss_cls: 0.0598, dn_loss_bbox: 0.3475, dn_loss_iou: 0.4570, d0.dn_loss_cls: 0.0917, d0.dn_loss_bbox: 0.4867, d0.dn_loss_iou: 0.6135, d1.dn_loss_cls: 0.0684, d1.dn_loss_bbox: 0.3861, d1.dn_loss_iou: 0.4943, d2.dn_loss_cls: 0.0618, d2.dn_loss_bbox: 0.3584, d2.dn_loss_iou: 0.4677, d3.dn_loss_cls: 0.0591, d3.dn_loss_bbox: 0.3490, d3.dn_loss_iou: 0.4587, d4.dn_loss_cls: 0.0587, d4.dn_loss_bbox: 0.3475, d4.dn_loss_iou: 0.4570, loss: 12.0310, grad_norm: 28.5393 2023-11-22 15:25:02,322 - mmdet - INFO - Epoch [2][4650/7330] lr: 1.000e-05, eta: 14:38:43, time: 0.703, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3126, interm_loss_bbox: 0.2534, interm_loss_iou: 0.5244, loss_cls: 0.2633, loss_bbox: 0.1913, loss_iou: 0.4194, d0.loss_cls: 0.3318, d0.loss_bbox: 0.2017, d0.loss_iou: 0.4461, d1.loss_cls: 0.2867, d1.loss_bbox: 0.1965, d1.loss_iou: 0.4304, d2.loss_cls: 0.2706, d2.loss_bbox: 0.1919, d2.loss_iou: 0.4227, d3.loss_cls: 0.2642, d3.loss_bbox: 0.1911, d3.loss_iou: 0.4212, d4.loss_cls: 0.2630, d4.loss_bbox: 0.1900, d4.loss_iou: 0.4208, dn_loss_cls: 0.0605, dn_loss_bbox: 0.3821, dn_loss_iou: 0.4610, d0.dn_loss_cls: 0.0930, d0.dn_loss_bbox: 0.5252, d0.dn_loss_iou: 0.6168, d1.dn_loss_cls: 0.0697, d1.dn_loss_bbox: 0.4223, d1.dn_loss_iou: 0.4988, d2.dn_loss_cls: 0.0629, d2.dn_loss_bbox: 0.3936, d2.dn_loss_iou: 0.4717, d3.dn_loss_cls: 0.0605, d3.dn_loss_bbox: 0.3835, d3.dn_loss_iou: 0.4624, d4.dn_loss_cls: 0.0596, d4.dn_loss_bbox: 0.3820, d4.dn_loss_iou: 0.4609, loss: 12.3595, grad_norm: 29.2789 2023-11-22 15:25:36,844 - mmdet - INFO - Epoch [2][4700/7330] lr: 1.000e-05, eta: 14:38:08, time: 0.690, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3136, interm_loss_bbox: 0.2381, interm_loss_iou: 0.5320, loss_cls: 0.2616, loss_bbox: 0.1794, loss_iou: 0.4395, d0.loss_cls: 0.3296, d0.loss_bbox: 0.1897, d0.loss_iou: 0.4636, d1.loss_cls: 0.2852, d1.loss_bbox: 0.1850, d1.loss_iou: 0.4496, d2.loss_cls: 0.2698, d2.loss_bbox: 0.1811, d2.loss_iou: 0.4412, d3.loss_cls: 0.2619, d3.loss_bbox: 0.1809, d3.loss_iou: 0.4409, d4.loss_cls: 0.2605, d4.loss_bbox: 0.1797, d4.loss_iou: 0.4402, dn_loss_cls: 0.0594, dn_loss_bbox: 0.3700, dn_loss_iou: 0.4558, d0.dn_loss_cls: 0.0924, d0.dn_loss_bbox: 0.5112, d0.dn_loss_iou: 0.6105, d1.dn_loss_cls: 0.0688, d1.dn_loss_bbox: 0.4083, d1.dn_loss_iou: 0.4934, d2.dn_loss_cls: 0.0615, d2.dn_loss_bbox: 0.3805, d2.dn_loss_iou: 0.4663, d3.dn_loss_cls: 0.0591, d3.dn_loss_bbox: 0.3710, d3.dn_loss_iou: 0.4573, d4.dn_loss_cls: 0.0582, d4.dn_loss_bbox: 0.3700, d4.dn_loss_iou: 0.4558, loss: 12.2726, grad_norm: 29.5618 2023-11-22 15:26:11,494 - mmdet - INFO - Epoch [2][4750/7330] lr: 1.000e-05, eta: 14:37:32, time: 0.693, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3209, interm_loss_bbox: 0.2476, interm_loss_iou: 0.5172, loss_cls: 0.2647, loss_bbox: 0.1876, loss_iou: 0.4217, d0.loss_cls: 0.3379, d0.loss_bbox: 0.2004, d0.loss_iou: 0.4465, d1.loss_cls: 0.2935, d1.loss_bbox: 0.1954, d1.loss_iou: 0.4342, d2.loss_cls: 0.2740, d2.loss_bbox: 0.1901, d2.loss_iou: 0.4264, d3.loss_cls: 0.2680, d3.loss_bbox: 0.1877, d3.loss_iou: 0.4235, d4.loss_cls: 0.2652, d4.loss_bbox: 0.1876, d4.loss_iou: 0.4225, dn_loss_cls: 0.0611, dn_loss_bbox: 0.3701, dn_loss_iou: 0.4468, d0.dn_loss_cls: 0.0951, d0.dn_loss_bbox: 0.5102, d0.dn_loss_iou: 0.6016, d1.dn_loss_cls: 0.0707, d1.dn_loss_bbox: 0.4096, d1.dn_loss_iou: 0.4856, d2.dn_loss_cls: 0.0637, d2.dn_loss_bbox: 0.3815, d2.dn_loss_iou: 0.4579, d3.dn_loss_cls: 0.0613, d3.dn_loss_bbox: 0.3717, d3.dn_loss_iou: 0.4484, d4.dn_loss_cls: 0.0605, d4.dn_loss_bbox: 0.3701, d4.dn_loss_iou: 0.4467, loss: 12.2249, grad_norm: 28.8303 2023-11-22 15:26:45,856 - mmdet - INFO - Epoch [2][4800/7330] lr: 1.000e-05, eta: 14:36:56, time: 0.688, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3222, interm_loss_bbox: 0.2367, interm_loss_iou: 0.5275, loss_cls: 0.2667, loss_bbox: 0.1859, loss_iou: 0.4353, d0.loss_cls: 0.3396, d0.loss_bbox: 0.1930, d0.loss_iou: 0.4583, d1.loss_cls: 0.2947, d1.loss_bbox: 0.1903, d1.loss_iou: 0.4463, d2.loss_cls: 0.2746, d2.loss_bbox: 0.1876, d2.loss_iou: 0.4397, d3.loss_cls: 0.2680, d3.loss_bbox: 0.1868, d3.loss_iou: 0.4373, d4.loss_cls: 0.2655, d4.loss_bbox: 0.1866, d4.loss_iou: 0.4366, dn_loss_cls: 0.0623, dn_loss_bbox: 0.3684, dn_loss_iou: 0.4650, d0.dn_loss_cls: 0.0940, d0.dn_loss_bbox: 0.5032, d0.dn_loss_iou: 0.6216, d1.dn_loss_cls: 0.0706, d1.dn_loss_bbox: 0.4046, d1.dn_loss_iou: 0.5036, d2.dn_loss_cls: 0.0642, d2.dn_loss_bbox: 0.3781, d2.dn_loss_iou: 0.4758, d3.dn_loss_cls: 0.0622, d3.dn_loss_bbox: 0.3694, d3.dn_loss_iou: 0.4668, d4.dn_loss_cls: 0.0616, d4.dn_loss_bbox: 0.3684, d4.dn_loss_iou: 0.4649, loss: 12.3840, grad_norm: 29.1783 2023-11-22 15:27:20,712 - mmdet - INFO - Epoch [2][4850/7330] lr: 1.000e-05, eta: 14:36:22, time: 0.697, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3217, interm_loss_bbox: 0.2411, interm_loss_iou: 0.5232, loss_cls: 0.2636, loss_bbox: 0.1867, loss_iou: 0.4321, d0.loss_cls: 0.3352, d0.loss_bbox: 0.1964, d0.loss_iou: 0.4558, d1.loss_cls: 0.2892, d1.loss_bbox: 0.1909, d1.loss_iou: 0.4430, d2.loss_cls: 0.2714, d2.loss_bbox: 0.1876, d2.loss_iou: 0.4347, d3.loss_cls: 0.2653, d3.loss_bbox: 0.1858, d3.loss_iou: 0.4324, d4.loss_cls: 0.2630, d4.loss_bbox: 0.1866, d4.loss_iou: 0.4325, dn_loss_cls: 0.0616, dn_loss_bbox: 0.3791, dn_loss_iou: 0.4670, d0.dn_loss_cls: 0.0931, d0.dn_loss_bbox: 0.5188, d0.dn_loss_iou: 0.6165, d1.dn_loss_cls: 0.0698, d1.dn_loss_bbox: 0.4185, d1.dn_loss_iou: 0.5049, d2.dn_loss_cls: 0.0631, d2.dn_loss_bbox: 0.3900, d2.dn_loss_iou: 0.4777, d3.dn_loss_cls: 0.0611, d3.dn_loss_bbox: 0.3802, d3.dn_loss_iou: 0.4684, d4.dn_loss_cls: 0.0606, d4.dn_loss_bbox: 0.3791, d4.dn_loss_iou: 0.4669, loss: 12.4150, grad_norm: 28.3582 2023-11-22 15:27:55,298 - mmdet - INFO - Epoch [2][4900/7330] lr: 1.000e-05, eta: 14:35:47, time: 0.692, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3247, interm_loss_bbox: 0.2432, interm_loss_iou: 0.5305, loss_cls: 0.2685, loss_bbox: 0.1874, loss_iou: 0.4380, d0.loss_cls: 0.3412, d0.loss_bbox: 0.1957, d0.loss_iou: 0.4596, d1.loss_cls: 0.2975, d1.loss_bbox: 0.1896, d1.loss_iou: 0.4448, d2.loss_cls: 0.2766, d2.loss_bbox: 0.1886, d2.loss_iou: 0.4400, d3.loss_cls: 0.2686, d3.loss_bbox: 0.1879, d3.loss_iou: 0.4399, d4.loss_cls: 0.2683, d4.loss_bbox: 0.1872, d4.loss_iou: 0.4376, dn_loss_cls: 0.0629, dn_loss_bbox: 0.3833, dn_loss_iou: 0.4628, d0.dn_loss_cls: 0.0954, d0.dn_loss_bbox: 0.5168, d0.dn_loss_iou: 0.6182, d1.dn_loss_cls: 0.0709, d1.dn_loss_bbox: 0.4172, d1.dn_loss_iou: 0.4994, d2.dn_loss_cls: 0.0643, d2.dn_loss_bbox: 0.3920, d2.dn_loss_iou: 0.4732, d3.dn_loss_cls: 0.0620, d3.dn_loss_bbox: 0.3846, d3.dn_loss_iou: 0.4643, d4.dn_loss_cls: 0.0617, d4.dn_loss_bbox: 0.3833, d4.dn_loss_iou: 0.4627, loss: 12.4904, grad_norm: 28.4610 2023-11-22 15:28:30,174 - mmdet - INFO - Epoch [2][4950/7330] lr: 1.000e-05, eta: 14:35:13, time: 0.697, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3208, interm_loss_bbox: 0.2328, interm_loss_iou: 0.5262, loss_cls: 0.2710, loss_bbox: 0.1757, loss_iou: 0.4296, d0.loss_cls: 0.3399, d0.loss_bbox: 0.1875, d0.loss_iou: 0.4552, d1.loss_cls: 0.2987, d1.loss_bbox: 0.1821, d1.loss_iou: 0.4395, d2.loss_cls: 0.2796, d2.loss_bbox: 0.1764, d2.loss_iou: 0.4322, d3.loss_cls: 0.2734, d3.loss_bbox: 0.1767, d3.loss_iou: 0.4314, d4.loss_cls: 0.2708, d4.loss_bbox: 0.1766, d4.loss_iou: 0.4303, dn_loss_cls: 0.0591, dn_loss_bbox: 0.3620, dn_loss_iou: 0.4642, d0.dn_loss_cls: 0.0942, d0.dn_loss_bbox: 0.4959, d0.dn_loss_iou: 0.6210, d1.dn_loss_cls: 0.0689, d1.dn_loss_bbox: 0.3991, d1.dn_loss_iou: 0.5023, d2.dn_loss_cls: 0.0618, d2.dn_loss_bbox: 0.3719, d2.dn_loss_iou: 0.4749, d3.dn_loss_cls: 0.0597, d3.dn_loss_bbox: 0.3630, d3.dn_loss_iou: 0.4656, d4.dn_loss_cls: 0.0587, d4.dn_loss_bbox: 0.3620, d4.dn_loss_iou: 0.4641, loss: 12.2547, grad_norm: 30.5282 2023-11-22 15:29:04,904 - mmdet - INFO - Epoch [2][5000/7330] lr: 1.000e-05, eta: 14:34:39, time: 0.695, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3159, interm_loss_bbox: 0.2310, interm_loss_iou: 0.5332, loss_cls: 0.2626, loss_bbox: 0.1766, loss_iou: 0.4389, d0.loss_cls: 0.3332, d0.loss_bbox: 0.1856, d0.loss_iou: 0.4622, d1.loss_cls: 0.2892, d1.loss_bbox: 0.1808, d1.loss_iou: 0.4480, d2.loss_cls: 0.2718, d2.loss_bbox: 0.1760, d2.loss_iou: 0.4399, d3.loss_cls: 0.2644, d3.loss_bbox: 0.1760, d3.loss_iou: 0.4390, d4.loss_cls: 0.2624, d4.loss_bbox: 0.1763, d4.loss_iou: 0.4392, dn_loss_cls: 0.0584, dn_loss_bbox: 0.3723, dn_loss_iou: 0.4757, d0.dn_loss_cls: 0.0928, d0.dn_loss_bbox: 0.5035, d0.dn_loss_iou: 0.6237, d1.dn_loss_cls: 0.0679, d1.dn_loss_bbox: 0.4078, d1.dn_loss_iou: 0.5113, d2.dn_loss_cls: 0.0611, d2.dn_loss_bbox: 0.3813, d2.dn_loss_iou: 0.4853, d3.dn_loss_cls: 0.0588, d3.dn_loss_bbox: 0.3735, d3.dn_loss_iou: 0.4770, d4.dn_loss_cls: 0.0579, d4.dn_loss_bbox: 0.3723, d4.dn_loss_iou: 0.4756, loss: 12.3585, grad_norm: 32.0498 2023-11-22 15:29:42,113 - mmdet - INFO - Epoch [2][5050/7330] lr: 1.000e-05, eta: 14:34:19, time: 0.744, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3183, interm_loss_bbox: 0.2435, interm_loss_iou: 0.5269, loss_cls: 0.2628, loss_bbox: 0.1910, loss_iou: 0.4377, d0.loss_cls: 0.3355, d0.loss_bbox: 0.1976, d0.loss_iou: 0.4587, d1.loss_cls: 0.2914, d1.loss_bbox: 0.1940, d1.loss_iou: 0.4466, d2.loss_cls: 0.2745, d2.loss_bbox: 0.1907, d2.loss_iou: 0.4397, d3.loss_cls: 0.2663, d3.loss_bbox: 0.1895, d3.loss_iou: 0.4383, d4.loss_cls: 0.2635, d4.loss_bbox: 0.1898, d4.loss_iou: 0.4375, dn_loss_cls: 0.0577, dn_loss_bbox: 0.3664, dn_loss_iou: 0.4684, d0.dn_loss_cls: 0.0920, d0.dn_loss_bbox: 0.5012, d0.dn_loss_iou: 0.6176, d1.dn_loss_cls: 0.0670, d1.dn_loss_bbox: 0.4016, d1.dn_loss_iou: 0.5042, d2.dn_loss_cls: 0.0604, d2.dn_loss_bbox: 0.3753, d2.dn_loss_iou: 0.4785, d3.dn_loss_cls: 0.0580, d3.dn_loss_bbox: 0.3670, d3.dn_loss_iou: 0.4696, d4.dn_loss_cls: 0.0571, d4.dn_loss_bbox: 0.3664, d4.dn_loss_iou: 0.4684, loss: 12.3705, grad_norm: 28.8538 2023-11-22 15:30:16,489 - mmdet - INFO - Epoch [2][5100/7330] lr: 1.000e-05, eta: 14:33:43, time: 0.688, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3196, interm_loss_bbox: 0.2374, interm_loss_iou: 0.5158, loss_cls: 0.2708, loss_bbox: 0.1807, loss_iou: 0.4185, d0.loss_cls: 0.3406, d0.loss_bbox: 0.1900, d0.loss_iou: 0.4438, d1.loss_cls: 0.2978, d1.loss_bbox: 0.1845, d1.loss_iou: 0.4272, d2.loss_cls: 0.2788, d2.loss_bbox: 0.1826, d2.loss_iou: 0.4213, d3.loss_cls: 0.2704, d3.loss_bbox: 0.1830, d3.loss_iou: 0.4220, d4.loss_cls: 0.2702, d4.loss_bbox: 0.1815, d4.loss_iou: 0.4190, dn_loss_cls: 0.0585, dn_loss_bbox: 0.3640, dn_loss_iou: 0.4561, d0.dn_loss_cls: 0.0925, d0.dn_loss_bbox: 0.5035, d0.dn_loss_iou: 0.6063, d1.dn_loss_cls: 0.0686, d1.dn_loss_bbox: 0.4013, d1.dn_loss_iou: 0.4930, d2.dn_loss_cls: 0.0615, d2.dn_loss_bbox: 0.3732, d2.dn_loss_iou: 0.4658, d3.dn_loss_cls: 0.0591, d3.dn_loss_bbox: 0.3647, d3.dn_loss_iou: 0.4572, d4.dn_loss_cls: 0.0581, d4.dn_loss_bbox: 0.3639, d4.dn_loss_iou: 0.4560, loss: 12.1587, grad_norm: 28.8075 2023-11-22 15:30:51,064 - mmdet - INFO - Epoch [2][5150/7330] lr: 1.000e-05, eta: 14:33:07, time: 0.691, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3186, interm_loss_bbox: 0.2335, interm_loss_iou: 0.5229, loss_cls: 0.2679, loss_bbox: 0.1777, loss_iou: 0.4311, d0.loss_cls: 0.3367, d0.loss_bbox: 0.1867, d0.loss_iou: 0.4523, d1.loss_cls: 0.2958, d1.loss_bbox: 0.1822, d1.loss_iou: 0.4371, d2.loss_cls: 0.2780, d2.loss_bbox: 0.1794, d2.loss_iou: 0.4330, d3.loss_cls: 0.2705, d3.loss_bbox: 0.1784, d3.loss_iou: 0.4323, d4.loss_cls: 0.2680, d4.loss_bbox: 0.1780, d4.loss_iou: 0.4314, dn_loss_cls: 0.0612, dn_loss_bbox: 0.3604, dn_loss_iou: 0.4594, d0.dn_loss_cls: 0.0940, d0.dn_loss_bbox: 0.5034, d0.dn_loss_iou: 0.6142, d1.dn_loss_cls: 0.0699, d1.dn_loss_bbox: 0.3970, d1.dn_loss_iou: 0.4973, d2.dn_loss_cls: 0.0638, d2.dn_loss_bbox: 0.3697, d2.dn_loss_iou: 0.4695, d3.dn_loss_cls: 0.0614, d3.dn_loss_bbox: 0.3615, d3.dn_loss_iou: 0.4610, d4.dn_loss_cls: 0.0608, d4.dn_loss_bbox: 0.3604, d4.dn_loss_iou: 0.4594, loss: 12.2159, grad_norm: 27.4804 2023-11-22 15:31:25,818 - mmdet - INFO - Epoch [2][5200/7330] lr: 1.000e-05, eta: 14:32:33, time: 0.695, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3169, interm_loss_bbox: 0.2367, interm_loss_iou: 0.5138, loss_cls: 0.2637, loss_bbox: 0.1842, loss_iou: 0.4248, d0.loss_cls: 0.3346, d0.loss_bbox: 0.1921, d0.loss_iou: 0.4468, d1.loss_cls: 0.2908, d1.loss_bbox: 0.1875, d1.loss_iou: 0.4330, d2.loss_cls: 0.2728, d2.loss_bbox: 0.1847, d2.loss_iou: 0.4261, d3.loss_cls: 0.2649, d3.loss_bbox: 0.1850, d3.loss_iou: 0.4262, d4.loss_cls: 0.2633, d4.loss_bbox: 0.1847, d4.loss_iou: 0.4255, dn_loss_cls: 0.0581, dn_loss_bbox: 0.3530, dn_loss_iou: 0.4535, d0.dn_loss_cls: 0.0919, d0.dn_loss_bbox: 0.4875, d0.dn_loss_iou: 0.6052, d1.dn_loss_cls: 0.0672, d1.dn_loss_bbox: 0.3887, d1.dn_loss_iou: 0.4897, d2.dn_loss_cls: 0.0600, d2.dn_loss_bbox: 0.3625, d2.dn_loss_iou: 0.4630, d3.dn_loss_cls: 0.0576, d3.dn_loss_bbox: 0.3541, d3.dn_loss_iou: 0.4547, d4.dn_loss_cls: 0.0570, d4.dn_loss_bbox: 0.3530, d4.dn_loss_iou: 0.4535, loss: 12.0683, grad_norm: 29.2084 2023-11-22 15:32:00,695 - mmdet - INFO - Epoch [2][5250/7330] lr: 1.000e-05, eta: 14:31:59, time: 0.697, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3160, interm_loss_bbox: 0.2371, interm_loss_iou: 0.5246, loss_cls: 0.2636, loss_bbox: 0.1800, loss_iou: 0.4271, d0.loss_cls: 0.3308, d0.loss_bbox: 0.1937, d0.loss_iou: 0.4564, d1.loss_cls: 0.2919, d1.loss_bbox: 0.1851, d1.loss_iou: 0.4390, d2.loss_cls: 0.2723, d2.loss_bbox: 0.1820, d2.loss_iou: 0.4301, d3.loss_cls: 0.2647, d3.loss_bbox: 0.1817, d3.loss_iou: 0.4286, d4.loss_cls: 0.2627, d4.loss_bbox: 0.1806, d4.loss_iou: 0.4279, dn_loss_cls: 0.0627, dn_loss_bbox: 0.3594, dn_loss_iou: 0.4536, d0.dn_loss_cls: 0.0944, d0.dn_loss_bbox: 0.4972, d0.dn_loss_iou: 0.6014, d1.dn_loss_cls: 0.0715, d1.dn_loss_bbox: 0.3967, d1.dn_loss_iou: 0.4914, d2.dn_loss_cls: 0.0645, d2.dn_loss_bbox: 0.3688, d2.dn_loss_iou: 0.4632, d3.dn_loss_cls: 0.0624, d3.dn_loss_bbox: 0.3606, d3.dn_loss_iou: 0.4550, d4.dn_loss_cls: 0.0616, d4.dn_loss_bbox: 0.3594, d4.dn_loss_iou: 0.4535, loss: 12.1533, grad_norm: 28.9845 2023-11-22 15:32:35,567 - mmdet - INFO - Epoch [2][5300/7330] lr: 1.000e-05, eta: 14:31:25, time: 0.698, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3159, interm_loss_bbox: 0.2383, interm_loss_iou: 0.5307, loss_cls: 0.2666, loss_bbox: 0.1844, loss_iou: 0.4396, d0.loss_cls: 0.3354, d0.loss_bbox: 0.1964, d0.loss_iou: 0.4636, d1.loss_cls: 0.2914, d1.loss_bbox: 0.1925, d1.loss_iou: 0.4507, d2.loss_cls: 0.2757, d2.loss_bbox: 0.1869, d2.loss_iou: 0.4417, d3.loss_cls: 0.2682, d3.loss_bbox: 0.1864, d3.loss_iou: 0.4406, d4.loss_cls: 0.2657, d4.loss_bbox: 0.1862, d4.loss_iou: 0.4402, dn_loss_cls: 0.0614, dn_loss_bbox: 0.3673, dn_loss_iou: 0.4698, d0.dn_loss_cls: 0.0939, d0.dn_loss_bbox: 0.5096, d0.dn_loss_iou: 0.6244, d1.dn_loss_cls: 0.0702, d1.dn_loss_bbox: 0.4059, d1.dn_loss_iou: 0.5075, d2.dn_loss_cls: 0.0637, d2.dn_loss_bbox: 0.3776, d2.dn_loss_iou: 0.4798, d3.dn_loss_cls: 0.0614, d3.dn_loss_bbox: 0.3686, d3.dn_loss_iou: 0.4712, d4.dn_loss_cls: 0.0610, d4.dn_loss_bbox: 0.3673, d4.dn_loss_iou: 0.4697, loss: 12.4270, grad_norm: 32.5963 2023-11-22 15:33:10,267 - mmdet - INFO - Epoch [2][5350/7330] lr: 1.000e-05, eta: 14:30:51, time: 0.694, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3177, interm_loss_bbox: 0.2388, interm_loss_iou: 0.5219, loss_cls: 0.2594, loss_bbox: 0.1882, loss_iou: 0.4341, d0.loss_cls: 0.3329, d0.loss_bbox: 0.1953, d0.loss_iou: 0.4525, d1.loss_cls: 0.2885, d1.loss_bbox: 0.1914, d1.loss_iou: 0.4414, d2.loss_cls: 0.2685, d2.loss_bbox: 0.1910, d2.loss_iou: 0.4370, d3.loss_cls: 0.2623, d3.loss_bbox: 0.1876, d3.loss_iou: 0.4342, d4.loss_cls: 0.2594, d4.loss_bbox: 0.1882, d4.loss_iou: 0.4345, dn_loss_cls: 0.0603, dn_loss_bbox: 0.3775, dn_loss_iou: 0.4736, d0.dn_loss_cls: 0.0942, d0.dn_loss_bbox: 0.5158, d0.dn_loss_iou: 0.6266, d1.dn_loss_cls: 0.0700, d1.dn_loss_bbox: 0.4136, d1.dn_loss_iou: 0.5103, d2.dn_loss_cls: 0.0633, d2.dn_loss_bbox: 0.3872, d2.dn_loss_iou: 0.4840, d3.dn_loss_cls: 0.0607, d3.dn_loss_bbox: 0.3786, d3.dn_loss_iou: 0.4751, d4.dn_loss_cls: 0.0598, d4.dn_loss_bbox: 0.3775, d4.dn_loss_iou: 0.4736, loss: 12.4266, grad_norm: 28.1494 2023-11-22 15:33:45,235 - mmdet - INFO - Epoch [2][5400/7330] lr: 1.000e-05, eta: 14:30:18, time: 0.699, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3154, interm_loss_bbox: 0.2390, interm_loss_iou: 0.5129, loss_cls: 0.2625, loss_bbox: 0.1829, loss_iou: 0.4145, d0.loss_cls: 0.3373, d0.loss_bbox: 0.1909, d0.loss_iou: 0.4383, d1.loss_cls: 0.2923, d1.loss_bbox: 0.1864, d1.loss_iou: 0.4226, d2.loss_cls: 0.2745, d2.loss_bbox: 0.1818, d2.loss_iou: 0.4156, d3.loss_cls: 0.2663, d3.loss_bbox: 0.1814, d3.loss_iou: 0.4146, d4.loss_cls: 0.2629, d4.loss_bbox: 0.1817, d4.loss_iou: 0.4158, dn_loss_cls: 0.0590, dn_loss_bbox: 0.3868, dn_loss_iou: 0.4509, d0.dn_loss_cls: 0.0919, d0.dn_loss_bbox: 0.5216, d0.dn_loss_iou: 0.5997, d1.dn_loss_cls: 0.0674, d1.dn_loss_bbox: 0.4213, d1.dn_loss_iou: 0.4869, d2.dn_loss_cls: 0.0609, d2.dn_loss_bbox: 0.3945, d2.dn_loss_iou: 0.4604, d3.dn_loss_cls: 0.0593, d3.dn_loss_bbox: 0.3876, d3.dn_loss_iou: 0.4522, d4.dn_loss_cls: 0.0586, d4.dn_loss_bbox: 0.3868, d4.dn_loss_iou: 0.4508, loss: 12.1864, grad_norm: 29.5721 2023-11-22 15:34:19,370 - mmdet - INFO - Epoch [2][5450/7330] lr: 1.000e-05, eta: 14:29:39, time: 0.683, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3157, interm_loss_bbox: 0.2361, interm_loss_iou: 0.5465, loss_cls: 0.2611, loss_bbox: 0.1859, loss_iou: 0.4561, d0.loss_cls: 0.3329, d0.loss_bbox: 0.1949, d0.loss_iou: 0.4814, d1.loss_cls: 0.2888, d1.loss_bbox: 0.1918, d1.loss_iou: 0.4654, d2.loss_cls: 0.2711, d2.loss_bbox: 0.1862, d2.loss_iou: 0.4565, d3.loss_cls: 0.2618, d3.loss_bbox: 0.1870, d3.loss_iou: 0.4569, d4.loss_cls: 0.2604, d4.loss_bbox: 0.1865, d4.loss_iou: 0.4561, dn_loss_cls: 0.0604, dn_loss_bbox: 0.3803, dn_loss_iou: 0.4848, d0.dn_loss_cls: 0.0936, d0.dn_loss_bbox: 0.5120, d0.dn_loss_iou: 0.6319, d1.dn_loss_cls: 0.0696, d1.dn_loss_bbox: 0.4170, d1.dn_loss_iou: 0.5199, d2.dn_loss_cls: 0.0628, d2.dn_loss_bbox: 0.3901, d2.dn_loss_iou: 0.4942, d3.dn_loss_cls: 0.0603, d3.dn_loss_bbox: 0.3814, d3.dn_loss_iou: 0.4862, d4.dn_loss_cls: 0.0596, d4.dn_loss_bbox: 0.3803, d4.dn_loss_iou: 0.4847, loss: 12.6481, grad_norm: 30.7819 2023-11-22 15:34:53,991 - mmdet - INFO - Epoch [2][5500/7330] lr: 1.000e-05, eta: 14:29:04, time: 0.692, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3093, interm_loss_bbox: 0.2305, interm_loss_iou: 0.5128, loss_cls: 0.2574, loss_bbox: 0.1746, loss_iou: 0.4184, d0.loss_cls: 0.3262, d0.loss_bbox: 0.1859, d0.loss_iou: 0.4465, d1.loss_cls: 0.2837, d1.loss_bbox: 0.1808, d1.loss_iou: 0.4288, d2.loss_cls: 0.2650, d2.loss_bbox: 0.1782, d2.loss_iou: 0.4232, d3.loss_cls: 0.2570, d3.loss_bbox: 0.1772, d3.loss_iou: 0.4215, d4.loss_cls: 0.2560, d4.loss_bbox: 0.1760, d4.loss_iou: 0.4200, dn_loss_cls: 0.0561, dn_loss_bbox: 0.3545, dn_loss_iou: 0.4400, d0.dn_loss_cls: 0.0905, d0.dn_loss_bbox: 0.4985, d0.dn_loss_iou: 0.5943, d1.dn_loss_cls: 0.0657, d1.dn_loss_bbox: 0.3948, d1.dn_loss_iou: 0.4784, d2.dn_loss_cls: 0.0587, d2.dn_loss_bbox: 0.3657, d2.dn_loss_iou: 0.4508, d3.dn_loss_cls: 0.0564, d3.dn_loss_bbox: 0.3560, d3.dn_loss_iou: 0.4418, d4.dn_loss_cls: 0.0555, d4.dn_loss_bbox: 0.3546, d4.dn_loss_iou: 0.4399, loss: 11.8811, grad_norm: 30.5103 2023-11-22 15:35:28,583 - mmdet - INFO - Epoch [2][5550/7330] lr: 1.000e-05, eta: 14:28:29, time: 0.692, data_time: 0.006, memory: 16683, interm_loss_cls: 0.3131, interm_loss_bbox: 0.2415, interm_loss_iou: 0.5331, loss_cls: 0.2623, loss_bbox: 0.1812, loss_iou: 0.4308, d0.loss_cls: 0.3332, d0.loss_bbox: 0.1916, d0.loss_iou: 0.4589, d1.loss_cls: 0.2878, d1.loss_bbox: 0.1875, d1.loss_iou: 0.4433, d2.loss_cls: 0.2709, d2.loss_bbox: 0.1830, d2.loss_iou: 0.4341, d3.loss_cls: 0.2629, d3.loss_bbox: 0.1823, d3.loss_iou: 0.4332, d4.loss_cls: 0.2616, d4.loss_bbox: 0.1817, d4.loss_iou: 0.4327, dn_loss_cls: 0.0578, dn_loss_bbox: 0.3483, dn_loss_iou: 0.4551, d0.dn_loss_cls: 0.0906, d0.dn_loss_bbox: 0.4869, d0.dn_loss_iou: 0.6026, d1.dn_loss_cls: 0.0666, d1.dn_loss_bbox: 0.3853, d1.dn_loss_iou: 0.4899, d2.dn_loss_cls: 0.0596, d2.dn_loss_bbox: 0.3577, d2.dn_loss_iou: 0.4644, d3.dn_loss_cls: 0.0574, d3.dn_loss_bbox: 0.3491, d3.dn_loss_iou: 0.4563, d4.dn_loss_cls: 0.0569, d4.dn_loss_bbox: 0.3482, d4.dn_loss_iou: 0.4550, loss: 12.0942, grad_norm: 28.6780 2023-11-22 15:36:03,611 - mmdet - INFO - Epoch [2][5600/7330] lr: 1.000e-05, eta: 14:27:56, time: 0.700, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3160, interm_loss_bbox: 0.2333, interm_loss_iou: 0.5231, loss_cls: 0.2616, loss_bbox: 0.1771, loss_iou: 0.4290, d0.loss_cls: 0.3285, d0.loss_bbox: 0.1902, d0.loss_iou: 0.4575, d1.loss_cls: 0.2893, d1.loss_bbox: 0.1844, d1.loss_iou: 0.4420, d2.loss_cls: 0.2703, d2.loss_bbox: 0.1807, d2.loss_iou: 0.4343, d3.loss_cls: 0.2637, d3.loss_bbox: 0.1795, d3.loss_iou: 0.4309, d4.loss_cls: 0.2623, d4.loss_bbox: 0.1775, d4.loss_iou: 0.4290, dn_loss_cls: 0.0582, dn_loss_bbox: 0.3388, dn_loss_iou: 0.4488, d0.dn_loss_cls: 0.0908, d0.dn_loss_bbox: 0.4714, d0.dn_loss_iou: 0.6001, d1.dn_loss_cls: 0.0668, d1.dn_loss_bbox: 0.3730, d1.dn_loss_iou: 0.4851, d2.dn_loss_cls: 0.0601, d2.dn_loss_bbox: 0.3473, d2.dn_loss_iou: 0.4579, d3.dn_loss_cls: 0.0579, d3.dn_loss_bbox: 0.3396, d3.dn_loss_iou: 0.4501, d4.dn_loss_cls: 0.0573, d4.dn_loss_bbox: 0.3388, d4.dn_loss_iou: 0.4487, loss: 11.9506, grad_norm: 29.2170 2023-11-22 15:36:38,371 - mmdet - INFO - Epoch [2][5650/7330] lr: 1.000e-05, eta: 14:27:22, time: 0.695, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3209, interm_loss_bbox: 0.2445, interm_loss_iou: 0.5258, loss_cls: 0.2747, loss_bbox: 0.1876, loss_iou: 0.4295, d0.loss_cls: 0.3376, d0.loss_bbox: 0.2009, d0.loss_iou: 0.4579, d1.loss_cls: 0.2963, d1.loss_bbox: 0.1958, d1.loss_iou: 0.4423, d2.loss_cls: 0.2802, d2.loss_bbox: 0.1899, d2.loss_iou: 0.4341, d3.loss_cls: 0.2741, d3.loss_bbox: 0.1888, d3.loss_iou: 0.4325, d4.loss_cls: 0.2725, d4.loss_bbox: 0.1883, d4.loss_iou: 0.4314, dn_loss_cls: 0.0602, dn_loss_bbox: 0.3722, dn_loss_iou: 0.4496, d0.dn_loss_cls: 0.0942, d0.dn_loss_bbox: 0.5151, d0.dn_loss_iou: 0.6011, d1.dn_loss_cls: 0.0696, d1.dn_loss_bbox: 0.4113, d1.dn_loss_iou: 0.4869, d2.dn_loss_cls: 0.0627, d2.dn_loss_bbox: 0.3820, d2.dn_loss_iou: 0.4596, d3.dn_loss_cls: 0.0603, d3.dn_loss_bbox: 0.3730, d3.dn_loss_iou: 0.4511, d4.dn_loss_cls: 0.0597, d4.dn_loss_bbox: 0.3722, d4.dn_loss_iou: 0.4496, loss: 12.3358, grad_norm: 27.1017 2023-11-22 15:37:12,918 - mmdet - INFO - Epoch [2][5700/7330] lr: 1.000e-05, eta: 14:26:46, time: 0.691, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3104, interm_loss_bbox: 0.2499, interm_loss_iou: 0.5219, loss_cls: 0.2548, loss_bbox: 0.1867, loss_iou: 0.4227, d0.loss_cls: 0.3271, d0.loss_bbox: 0.1961, d0.loss_iou: 0.4438, d1.loss_cls: 0.2826, d1.loss_bbox: 0.1903, d1.loss_iou: 0.4287, d2.loss_cls: 0.2641, d2.loss_bbox: 0.1872, d2.loss_iou: 0.4230, d3.loss_cls: 0.2568, d3.loss_bbox: 0.1871, d3.loss_iou: 0.4234, d4.loss_cls: 0.2544, d4.loss_bbox: 0.1867, d4.loss_iou: 0.4228, dn_loss_cls: 0.0553, dn_loss_bbox: 0.3705, dn_loss_iou: 0.4494, d0.dn_loss_cls: 0.0888, d0.dn_loss_bbox: 0.5163, d0.dn_loss_iou: 0.6014, d1.dn_loss_cls: 0.0640, d1.dn_loss_bbox: 0.4070, d1.dn_loss_iou: 0.4854, d2.dn_loss_cls: 0.0575, d2.dn_loss_bbox: 0.3803, d2.dn_loss_iou: 0.4592, d3.dn_loss_cls: 0.0552, d3.dn_loss_bbox: 0.3715, d3.dn_loss_iou: 0.4506, d4.dn_loss_cls: 0.0545, d4.dn_loss_bbox: 0.3704, d4.dn_loss_iou: 0.4493, loss: 12.1070, grad_norm: 30.2238 2023-11-22 15:37:47,700 - mmdet - INFO - Epoch [2][5750/7330] lr: 1.000e-05, eta: 14:26:12, time: 0.696, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3196, interm_loss_bbox: 0.2470, interm_loss_iou: 0.5067, loss_cls: 0.2642, loss_bbox: 0.1875, loss_iou: 0.4105, d0.loss_cls: 0.3366, d0.loss_bbox: 0.1986, d0.loss_iou: 0.4360, d1.loss_cls: 0.2903, d1.loss_bbox: 0.1928, d1.loss_iou: 0.4228, d2.loss_cls: 0.2731, d2.loss_bbox: 0.1905, d2.loss_iou: 0.4149, d3.loss_cls: 0.2658, d3.loss_bbox: 0.1884, d3.loss_iou: 0.4131, d4.loss_cls: 0.2627, d4.loss_bbox: 0.1890, d4.loss_iou: 0.4123, dn_loss_cls: 0.0594, dn_loss_bbox: 0.3677, dn_loss_iou: 0.4534, d0.dn_loss_cls: 0.0930, d0.dn_loss_bbox: 0.5082, d0.dn_loss_iou: 0.6066, d1.dn_loss_cls: 0.0678, d1.dn_loss_bbox: 0.4047, d1.dn_loss_iou: 0.4906, d2.dn_loss_cls: 0.0616, d2.dn_loss_bbox: 0.3780, d2.dn_loss_iou: 0.4641, d3.dn_loss_cls: 0.0592, d3.dn_loss_bbox: 0.3689, d3.dn_loss_iou: 0.4552, d4.dn_loss_cls: 0.0585, d4.dn_loss_bbox: 0.3677, d4.dn_loss_iou: 0.4534, loss: 12.1406, grad_norm: 27.6838 2023-11-22 15:38:22,228 - mmdet - INFO - Epoch [2][5800/7330] lr: 1.000e-05, eta: 14:25:36, time: 0.690, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3166, interm_loss_bbox: 0.2393, interm_loss_iou: 0.5453, loss_cls: 0.2645, loss_bbox: 0.1834, loss_iou: 0.4494, d0.loss_cls: 0.3339, d0.loss_bbox: 0.1947, d0.loss_iou: 0.4760, d1.loss_cls: 0.2890, d1.loss_bbox: 0.1902, d1.loss_iou: 0.4623, d2.loss_cls: 0.2734, d2.loss_bbox: 0.1852, d2.loss_iou: 0.4521, d3.loss_cls: 0.2675, d3.loss_bbox: 0.1838, d3.loss_iou: 0.4497, d4.loss_cls: 0.2647, d4.loss_bbox: 0.1835, d4.loss_iou: 0.4500, dn_loss_cls: 0.0619, dn_loss_bbox: 0.3785, dn_loss_iou: 0.4739, d0.dn_loss_cls: 0.0946, d0.dn_loss_bbox: 0.5120, d0.dn_loss_iou: 0.6233, d1.dn_loss_cls: 0.0703, d1.dn_loss_bbox: 0.4130, d1.dn_loss_iou: 0.5092, d2.dn_loss_cls: 0.0639, d2.dn_loss_bbox: 0.3875, d2.dn_loss_iou: 0.4836, d3.dn_loss_cls: 0.0621, d3.dn_loss_bbox: 0.3796, d3.dn_loss_iou: 0.4754, d4.dn_loss_cls: 0.0612, d4.dn_loss_bbox: 0.3785, d4.dn_loss_iou: 0.4738, loss: 12.5569, grad_norm: 28.6521 2023-11-22 15:38:57,128 - mmdet - INFO - Epoch [2][5850/7330] lr: 1.000e-05, eta: 14:25:03, time: 0.698, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3098, interm_loss_bbox: 0.2410, interm_loss_iou: 0.5299, loss_cls: 0.2593, loss_bbox: 0.1832, loss_iou: 0.4362, d0.loss_cls: 0.3246, d0.loss_bbox: 0.1967, d0.loss_iou: 0.4657, d1.loss_cls: 0.2856, d1.loss_bbox: 0.1902, d1.loss_iou: 0.4459, d2.loss_cls: 0.2703, d2.loss_bbox: 0.1841, d2.loss_iou: 0.4378, d3.loss_cls: 0.2618, d3.loss_bbox: 0.1830, d3.loss_iou: 0.4362, d4.loss_cls: 0.2598, d4.loss_bbox: 0.1827, d4.loss_iou: 0.4358, dn_loss_cls: 0.0582, dn_loss_bbox: 0.3610, dn_loss_iou: 0.4731, d0.dn_loss_cls: 0.0919, d0.dn_loss_bbox: 0.4856, d0.dn_loss_iou: 0.6201, d1.dn_loss_cls: 0.0681, d1.dn_loss_bbox: 0.3927, d1.dn_loss_iou: 0.5080, d2.dn_loss_cls: 0.0616, d2.dn_loss_bbox: 0.3693, d2.dn_loss_iou: 0.4829, d3.dn_loss_cls: 0.0589, d3.dn_loss_bbox: 0.3619, d3.dn_loss_iou: 0.4743, d4.dn_loss_cls: 0.0579, d4.dn_loss_bbox: 0.3611, d4.dn_loss_iou: 0.4730, loss: 12.2791, grad_norm: 29.9394 2023-11-22 15:39:32,128 - mmdet - INFO - Epoch [2][5900/7330] lr: 1.000e-05, eta: 14:24:29, time: 0.700, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3070, interm_loss_bbox: 0.2433, interm_loss_iou: 0.5085, loss_cls: 0.2536, loss_bbox: 0.1846, loss_iou: 0.4124, d0.loss_cls: 0.3246, d0.loss_bbox: 0.1945, d0.loss_iou: 0.4382, d1.loss_cls: 0.2805, d1.loss_bbox: 0.1901, d1.loss_iou: 0.4232, d2.loss_cls: 0.2625, d2.loss_bbox: 0.1846, d2.loss_iou: 0.4143, d3.loss_cls: 0.2550, d3.loss_bbox: 0.1846, d3.loss_iou: 0.4137, d4.loss_cls: 0.2532, d4.loss_bbox: 0.1843, d4.loss_iou: 0.4129, dn_loss_cls: 0.0545, dn_loss_bbox: 0.3756, dn_loss_iou: 0.4333, d0.dn_loss_cls: 0.0882, d0.dn_loss_bbox: 0.5173, d0.dn_loss_iou: 0.5800, d1.dn_loss_cls: 0.0639, d1.dn_loss_bbox: 0.4119, d1.dn_loss_iou: 0.4687, d2.dn_loss_cls: 0.0571, d2.dn_loss_bbox: 0.3849, d2.dn_loss_iou: 0.4427, d3.dn_loss_cls: 0.0549, d3.dn_loss_bbox: 0.3768, d3.dn_loss_iou: 0.4350, d4.dn_loss_cls: 0.0539, d4.dn_loss_bbox: 0.3756, d4.dn_loss_iou: 0.4333, loss: 11.9330, grad_norm: 30.3317 2023-11-22 15:40:06,409 - mmdet - INFO - Epoch [2][5950/7330] lr: 1.000e-05, eta: 14:23:52, time: 0.686, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3115, interm_loss_bbox: 0.2466, interm_loss_iou: 0.5241, loss_cls: 0.2577, loss_bbox: 0.1849, loss_iou: 0.4281, d0.loss_cls: 0.3239, d0.loss_bbox: 0.1972, d0.loss_iou: 0.4561, d1.loss_cls: 0.2821, d1.loss_bbox: 0.1930, d1.loss_iou: 0.4395, d2.loss_cls: 0.2669, d2.loss_bbox: 0.1881, d2.loss_iou: 0.4320, d3.loss_cls: 0.2588, d3.loss_bbox: 0.1872, d3.loss_iou: 0.4307, d4.loss_cls: 0.2574, d4.loss_bbox: 0.1853, d4.loss_iou: 0.4290, dn_loss_cls: 0.0612, dn_loss_bbox: 0.3552, dn_loss_iou: 0.4543, d0.dn_loss_cls: 0.0927, d0.dn_loss_bbox: 0.4905, d0.dn_loss_iou: 0.6042, d1.dn_loss_cls: 0.0688, d1.dn_loss_bbox: 0.3884, d1.dn_loss_iou: 0.4892, d2.dn_loss_cls: 0.0624, d2.dn_loss_bbox: 0.3634, d2.dn_loss_iou: 0.4639, d3.dn_loss_cls: 0.0604, d3.dn_loss_bbox: 0.3559, d3.dn_loss_iou: 0.4556, d4.dn_loss_cls: 0.0600, d4.dn_loss_bbox: 0.3552, d4.dn_loss_iou: 0.4542, loss: 12.1156, grad_norm: 30.9919 2023-11-22 15:40:40,771 - mmdet - INFO - Epoch [2][6000/7330] lr: 1.000e-05, eta: 14:23:16, time: 0.687, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3176, interm_loss_bbox: 0.2340, interm_loss_iou: 0.5180, loss_cls: 0.2656, loss_bbox: 0.1767, loss_iou: 0.4250, d0.loss_cls: 0.3315, d0.loss_bbox: 0.1879, d0.loss_iou: 0.4489, d1.loss_cls: 0.2921, d1.loss_bbox: 0.1823, d1.loss_iou: 0.4337, d2.loss_cls: 0.2729, d2.loss_bbox: 0.1786, d2.loss_iou: 0.4286, d3.loss_cls: 0.2665, d3.loss_bbox: 0.1771, d3.loss_iou: 0.4264, d4.loss_cls: 0.2648, d4.loss_bbox: 0.1769, d4.loss_iou: 0.4258, dn_loss_cls: 0.0608, dn_loss_bbox: 0.3718, dn_loss_iou: 0.4581, d0.dn_loss_cls: 0.0928, d0.dn_loss_bbox: 0.5138, d0.dn_loss_iou: 0.6117, d1.dn_loss_cls: 0.0696, d1.dn_loss_bbox: 0.4093, d1.dn_loss_iou: 0.4950, d2.dn_loss_cls: 0.0628, d2.dn_loss_bbox: 0.3814, d2.dn_loss_iou: 0.4680, d3.dn_loss_cls: 0.0608, d3.dn_loss_bbox: 0.3733, d3.dn_loss_iou: 0.4596, d4.dn_loss_cls: 0.0599, d4.dn_loss_bbox: 0.3718, d4.dn_loss_iou: 0.4580, loss: 12.2091, grad_norm: 29.4202 2023-11-22 15:41:15,252 - mmdet - INFO - Epoch [2][6050/7330] lr: 1.000e-05, eta: 14:22:40, time: 0.690, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3121, interm_loss_bbox: 0.2333, interm_loss_iou: 0.5216, loss_cls: 0.2622, loss_bbox: 0.1755, loss_iou: 0.4220, d0.loss_cls: 0.3283, d0.loss_bbox: 0.1899, d0.loss_iou: 0.4537, d1.loss_cls: 0.2856, d1.loss_bbox: 0.1831, d1.loss_iou: 0.4358, d2.loss_cls: 0.2714, d2.loss_bbox: 0.1769, d2.loss_iou: 0.4250, d3.loss_cls: 0.2644, d3.loss_bbox: 0.1755, d3.loss_iou: 0.4224, d4.loss_cls: 0.2623, d4.loss_bbox: 0.1751, d4.loss_iou: 0.4224, dn_loss_cls: 0.0587, dn_loss_bbox: 0.3566, dn_loss_iou: 0.4547, d0.dn_loss_cls: 0.0913, d0.dn_loss_bbox: 0.4967, d0.dn_loss_iou: 0.6104, d1.dn_loss_cls: 0.0672, d1.dn_loss_bbox: 0.3924, d1.dn_loss_iou: 0.4908, d2.dn_loss_cls: 0.0605, d2.dn_loss_bbox: 0.3662, d2.dn_loss_iou: 0.4646, d3.dn_loss_cls: 0.0582, d3.dn_loss_bbox: 0.3576, d3.dn_loss_iou: 0.4560, d4.dn_loss_cls: 0.0577, d4.dn_loss_bbox: 0.3566, d4.dn_loss_iou: 0.4546, loss: 12.0490, grad_norm: 30.1518 2023-11-22 15:41:49,975 - mmdet - INFO - Epoch [2][6100/7330] lr: 1.000e-05, eta: 14:22:05, time: 0.695, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3141, interm_loss_bbox: 0.2392, interm_loss_iou: 0.5177, loss_cls: 0.2567, loss_bbox: 0.1853, loss_iou: 0.4286, d0.loss_cls: 0.3266, d0.loss_bbox: 0.1965, d0.loss_iou: 0.4525, d1.loss_cls: 0.2863, d1.loss_bbox: 0.1883, d1.loss_iou: 0.4363, d2.loss_cls: 0.2670, d2.loss_bbox: 0.1857, d2.loss_iou: 0.4300, d3.loss_cls: 0.2597, d3.loss_bbox: 0.1839, d3.loss_iou: 0.4293, d4.loss_cls: 0.2565, d4.loss_bbox: 0.1851, d4.loss_iou: 0.4296, dn_loss_cls: 0.0576, dn_loss_bbox: 0.3469, dn_loss_iou: 0.4453, d0.dn_loss_cls: 0.0909, d0.dn_loss_bbox: 0.4860, d0.dn_loss_iou: 0.5956, d1.dn_loss_cls: 0.0664, d1.dn_loss_bbox: 0.3833, d1.dn_loss_iou: 0.4807, d2.dn_loss_cls: 0.0597, d2.dn_loss_bbox: 0.3564, d2.dn_loss_iou: 0.4551, d3.dn_loss_cls: 0.0575, d3.dn_loss_bbox: 0.3479, d3.dn_loss_iou: 0.4467, d4.dn_loss_cls: 0.0568, d4.dn_loss_bbox: 0.3469, d4.dn_loss_iou: 0.4452, loss: 11.9797, grad_norm: 27.9902 2023-11-22 15:42:25,029 - mmdet - INFO - Epoch [2][6150/7330] lr: 1.000e-05, eta: 14:21:32, time: 0.701, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3093, interm_loss_bbox: 0.2455, interm_loss_iou: 0.5015, loss_cls: 0.2516, loss_bbox: 0.1909, loss_iou: 0.4078, d0.loss_cls: 0.3239, d0.loss_bbox: 0.2008, d0.loss_iou: 0.4323, d1.loss_cls: 0.2807, d1.loss_bbox: 0.1940, d1.loss_iou: 0.4142, d2.loss_cls: 0.2628, d2.loss_bbox: 0.1912, d2.loss_iou: 0.4083, d3.loss_cls: 0.2532, d3.loss_bbox: 0.1911, d3.loss_iou: 0.4086, d4.loss_cls: 0.2508, d4.loss_bbox: 0.1910, d4.loss_iou: 0.4089, dn_loss_cls: 0.0581, dn_loss_bbox: 0.3602, dn_loss_iou: 0.4373, d0.dn_loss_cls: 0.0919, d0.dn_loss_bbox: 0.5096, d0.dn_loss_iou: 0.5920, d1.dn_loss_cls: 0.0674, d1.dn_loss_bbox: 0.4005, d1.dn_loss_iou: 0.4750, d2.dn_loss_cls: 0.0610, d2.dn_loss_bbox: 0.3700, d2.dn_loss_iou: 0.4476, d3.dn_loss_cls: 0.0587, d3.dn_loss_bbox: 0.3612, d3.dn_loss_iou: 0.4387, d4.dn_loss_cls: 0.0576, d4.dn_loss_bbox: 0.3602, d4.dn_loss_iou: 0.4372, loss: 11.9023, grad_norm: 28.1092 2023-11-22 15:42:59,898 - mmdet - INFO - Epoch [2][6200/7330] lr: 1.000e-05, eta: 14:20:59, time: 0.697, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3087, interm_loss_bbox: 0.2366, interm_loss_iou: 0.5117, loss_cls: 0.2557, loss_bbox: 0.1835, loss_iou: 0.4169, d0.loss_cls: 0.3247, d0.loss_bbox: 0.1926, d0.loss_iou: 0.4437, d1.loss_cls: 0.2820, d1.loss_bbox: 0.1890, d1.loss_iou: 0.4281, d2.loss_cls: 0.2661, d2.loss_bbox: 0.1839, d2.loss_iou: 0.4202, d3.loss_cls: 0.2584, d3.loss_bbox: 0.1841, d3.loss_iou: 0.4181, d4.loss_cls: 0.2550, d4.loss_bbox: 0.1842, d4.loss_iou: 0.4179, dn_loss_cls: 0.0587, dn_loss_bbox: 0.3692, dn_loss_iou: 0.4506, d0.dn_loss_cls: 0.0919, d0.dn_loss_bbox: 0.5165, d0.dn_loss_iou: 0.6047, d1.dn_loss_cls: 0.0677, d1.dn_loss_bbox: 0.4052, d1.dn_loss_iou: 0.4865, d2.dn_loss_cls: 0.0610, d2.dn_loss_bbox: 0.3785, d2.dn_loss_iou: 0.4604, d3.dn_loss_cls: 0.0586, d3.dn_loss_bbox: 0.3704, d3.dn_loss_iou: 0.4521, d4.dn_loss_cls: 0.0582, d4.dn_loss_bbox: 0.3692, d4.dn_loss_iou: 0.4505, loss: 12.0707, grad_norm: 30.8274 2023-11-22 15:43:34,157 - mmdet - INFO - Epoch [2][6250/7330] lr: 1.000e-05, eta: 14:20:22, time: 0.685, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3149, interm_loss_bbox: 0.2309, interm_loss_iou: 0.5048, loss_cls: 0.2623, loss_bbox: 0.1816, loss_iou: 0.4168, d0.loss_cls: 0.3285, d0.loss_bbox: 0.1873, d0.loss_iou: 0.4413, d1.loss_cls: 0.2882, d1.loss_bbox: 0.1833, d1.loss_iou: 0.4267, d2.loss_cls: 0.2707, d2.loss_bbox: 0.1815, d2.loss_iou: 0.4196, d3.loss_cls: 0.2643, d3.loss_bbox: 0.1819, d3.loss_iou: 0.4180, d4.loss_cls: 0.2615, d4.loss_bbox: 0.1828, d4.loss_iou: 0.4184, dn_loss_cls: 0.0629, dn_loss_bbox: 0.3645, dn_loss_iou: 0.4520, d0.dn_loss_cls: 0.0941, d0.dn_loss_bbox: 0.5017, d0.dn_loss_iou: 0.6040, d1.dn_loss_cls: 0.0705, d1.dn_loss_bbox: 0.4010, d1.dn_loss_iou: 0.4888, d2.dn_loss_cls: 0.0642, d2.dn_loss_bbox: 0.3736, d2.dn_loss_iou: 0.4617, d3.dn_loss_cls: 0.0628, d3.dn_loss_bbox: 0.3657, d3.dn_loss_iou: 0.4537, d4.dn_loss_cls: 0.0623, d4.dn_loss_bbox: 0.3645, d4.dn_loss_iou: 0.4519, loss: 12.0650, grad_norm: 27.1744 2023-11-22 15:44:08,804 - mmdet - INFO - Epoch [2][6300/7330] lr: 1.000e-05, eta: 14:19:47, time: 0.693, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3081, interm_loss_bbox: 0.2355, interm_loss_iou: 0.5214, loss_cls: 0.2542, loss_bbox: 0.1839, loss_iou: 0.4291, d0.loss_cls: 0.3251, d0.loss_bbox: 0.1926, d0.loss_iou: 0.4556, d1.loss_cls: 0.2783, d1.loss_bbox: 0.1898, d1.loss_iou: 0.4414, d2.loss_cls: 0.2640, d2.loss_bbox: 0.1842, d2.loss_iou: 0.4300, d3.loss_cls: 0.2562, d3.loss_bbox: 0.1843, d3.loss_iou: 0.4300, d4.loss_cls: 0.2535, d4.loss_bbox: 0.1845, d4.loss_iou: 0.4295, dn_loss_cls: 0.0584, dn_loss_bbox: 0.3482, dn_loss_iou: 0.4489, d0.dn_loss_cls: 0.0910, d0.dn_loss_bbox: 0.4888, d0.dn_loss_iou: 0.6043, d1.dn_loss_cls: 0.0675, d1.dn_loss_bbox: 0.3832, d1.dn_loss_iou: 0.4858, d2.dn_loss_cls: 0.0609, d2.dn_loss_bbox: 0.3570, d2.dn_loss_iou: 0.4587, d3.dn_loss_cls: 0.0585, d3.dn_loss_bbox: 0.3496, d3.dn_loss_iou: 0.4504, d4.dn_loss_cls: 0.0576, d4.dn_loss_bbox: 0.3482, d4.dn_loss_iou: 0.4489, loss: 11.9972, grad_norm: 29.9702 2023-11-22 15:44:43,600 - mmdet - INFO - Epoch [2][6350/7330] lr: 1.000e-05, eta: 14:19:12, time: 0.696, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3073, interm_loss_bbox: 0.2308, interm_loss_iou: 0.5093, loss_cls: 0.2511, loss_bbox: 0.1823, loss_iou: 0.4198, d0.loss_cls: 0.3235, d0.loss_bbox: 0.1879, d0.loss_iou: 0.4397, d1.loss_cls: 0.2793, d1.loss_bbox: 0.1856, d1.loss_iou: 0.4273, d2.loss_cls: 0.2613, d2.loss_bbox: 0.1826, d2.loss_iou: 0.4214, d3.loss_cls: 0.2528, d3.loss_bbox: 0.1821, d3.loss_iou: 0.4211, d4.loss_cls: 0.2507, d4.loss_bbox: 0.1824, d4.loss_iou: 0.4208, dn_loss_cls: 0.0588, dn_loss_bbox: 0.3534, dn_loss_iou: 0.4460, d0.dn_loss_cls: 0.0917, d0.dn_loss_bbox: 0.4870, d0.dn_loss_iou: 0.5937, d1.dn_loss_cls: 0.0673, d1.dn_loss_bbox: 0.3893, d1.dn_loss_iou: 0.4805, d2.dn_loss_cls: 0.0608, d2.dn_loss_bbox: 0.3627, d2.dn_loss_iou: 0.4549, d3.dn_loss_cls: 0.0585, d3.dn_loss_bbox: 0.3544, d3.dn_loss_iou: 0.4472, d4.dn_loss_cls: 0.0580, d4.dn_loss_bbox: 0.3534, d4.dn_loss_iou: 0.4460, loss: 11.8827, grad_norm: 31.3732 2023-11-22 15:45:18,417 - mmdet - INFO - Epoch [2][6400/7330] lr: 1.000e-05, eta: 14:18:38, time: 0.696, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3095, interm_loss_bbox: 0.2249, interm_loss_iou: 0.5378, loss_cls: 0.2595, loss_bbox: 0.1779, loss_iou: 0.4525, d0.loss_cls: 0.3236, d0.loss_bbox: 0.1864, d0.loss_iou: 0.4765, d1.loss_cls: 0.2849, d1.loss_bbox: 0.1804, d1.loss_iou: 0.4592, d2.loss_cls: 0.2668, d2.loss_bbox: 0.1804, d2.loss_iou: 0.4562, d3.loss_cls: 0.2618, d3.loss_bbox: 0.1790, d3.loss_iou: 0.4532, d4.loss_cls: 0.2608, d4.loss_bbox: 0.1771, d4.loss_iou: 0.4515, dn_loss_cls: 0.0573, dn_loss_bbox: 0.3326, dn_loss_iou: 0.4653, d0.dn_loss_cls: 0.0913, d0.dn_loss_bbox: 0.4562, d0.dn_loss_iou: 0.6165, d1.dn_loss_cls: 0.0669, d1.dn_loss_bbox: 0.3645, d1.dn_loss_iou: 0.4999, d2.dn_loss_cls: 0.0601, d2.dn_loss_bbox: 0.3405, d2.dn_loss_iou: 0.4744, d3.dn_loss_cls: 0.0578, d3.dn_loss_bbox: 0.3334, d3.dn_loss_iou: 0.4665, d4.dn_loss_cls: 0.0567, d4.dn_loss_bbox: 0.3326, d4.dn_loss_iou: 0.4652, loss: 12.0974, grad_norm: 32.7503 2023-11-22 15:45:53,034 - mmdet - INFO - Epoch [2][6450/7330] lr: 1.000e-05, eta: 14:18:03, time: 0.692, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3122, interm_loss_bbox: 0.2321, interm_loss_iou: 0.5059, loss_cls: 0.2525, loss_bbox: 0.1806, loss_iou: 0.4194, d0.loss_cls: 0.3286, d0.loss_bbox: 0.1897, d0.loss_iou: 0.4389, d1.loss_cls: 0.2827, d1.loss_bbox: 0.1834, d1.loss_iou: 0.4259, d2.loss_cls: 0.2629, d2.loss_bbox: 0.1814, d2.loss_iou: 0.4215, d3.loss_cls: 0.2558, d3.loss_bbox: 0.1809, d3.loss_iou: 0.4189, d4.loss_cls: 0.2522, d4.loss_bbox: 0.1814, d4.loss_iou: 0.4198, dn_loss_cls: 0.0570, dn_loss_bbox: 0.3517, dn_loss_iou: 0.4505, d0.dn_loss_cls: 0.0903, d0.dn_loss_bbox: 0.4821, d0.dn_loss_iou: 0.5951, d1.dn_loss_cls: 0.0660, d1.dn_loss_bbox: 0.3858, d1.dn_loss_iou: 0.4844, d2.dn_loss_cls: 0.0595, d2.dn_loss_bbox: 0.3603, d2.dn_loss_iou: 0.4603, d3.dn_loss_cls: 0.0573, d3.dn_loss_bbox: 0.3528, d3.dn_loss_iou: 0.4520, d4.dn_loss_cls: 0.0564, d4.dn_loss_bbox: 0.3517, d4.dn_loss_iou: 0.4504, loss: 11.8902, grad_norm: 29.9408 2023-11-22 15:46:27,764 - mmdet - INFO - Epoch [2][6500/7330] lr: 1.000e-05, eta: 14:17:29, time: 0.695, data_time: 0.006, memory: 16683, interm_loss_cls: 0.3152, interm_loss_bbox: 0.2409, interm_loss_iou: 0.4945, loss_cls: 0.2579, loss_bbox: 0.1804, loss_iou: 0.4035, d0.loss_cls: 0.3292, d0.loss_bbox: 0.1946, d0.loss_iou: 0.4285, d1.loss_cls: 0.2842, d1.loss_bbox: 0.1869, d1.loss_iou: 0.4112, d2.loss_cls: 0.2672, d2.loss_bbox: 0.1827, d2.loss_iou: 0.4048, d3.loss_cls: 0.2606, d3.loss_bbox: 0.1798, d3.loss_iou: 0.4030, d4.loss_cls: 0.2574, d4.loss_bbox: 0.1812, d4.loss_iou: 0.4040, dn_loss_cls: 0.0582, dn_loss_bbox: 0.3562, dn_loss_iou: 0.4385, d0.dn_loss_cls: 0.0908, d0.dn_loss_bbox: 0.5038, d0.dn_loss_iou: 0.5929, d1.dn_loss_cls: 0.0665, d1.dn_loss_bbox: 0.3956, d1.dn_loss_iou: 0.4756, d2.dn_loss_cls: 0.0601, d2.dn_loss_bbox: 0.3670, d2.dn_loss_iou: 0.4487, d3.dn_loss_cls: 0.0582, d3.dn_loss_bbox: 0.3573, d3.dn_loss_iou: 0.4403, d4.dn_loss_cls: 0.0573, d4.dn_loss_bbox: 0.3562, d4.dn_loss_iou: 0.4384, loss: 11.8290, grad_norm: 28.0967 2023-11-22 15:47:01,954 - mmdet - INFO - Epoch [2][6550/7330] lr: 1.000e-05, eta: 14:16:51, time: 0.684, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3107, interm_loss_bbox: 0.2376, interm_loss_iou: 0.5147, loss_cls: 0.2581, loss_bbox: 0.1837, loss_iou: 0.4241, d0.loss_cls: 0.3241, d0.loss_bbox: 0.1947, d0.loss_iou: 0.4470, d1.loss_cls: 0.2807, d1.loss_bbox: 0.1898, d1.loss_iou: 0.4365, d2.loss_cls: 0.2657, d2.loss_bbox: 0.1849, d2.loss_iou: 0.4277, d3.loss_cls: 0.2613, d3.loss_bbox: 0.1837, d3.loss_iou: 0.4241, d4.loss_cls: 0.2591, d4.loss_bbox: 0.1832, d4.loss_iou: 0.4243, dn_loss_cls: 0.0578, dn_loss_bbox: 0.3667, dn_loss_iou: 0.4483, d0.dn_loss_cls: 0.0910, d0.dn_loss_bbox: 0.5051, d0.dn_loss_iou: 0.5954, d1.dn_loss_cls: 0.0671, d1.dn_loss_bbox: 0.4031, d1.dn_loss_iou: 0.4839, d2.dn_loss_cls: 0.0605, d2.dn_loss_bbox: 0.3762, d2.dn_loss_iou: 0.4579, d3.dn_loss_cls: 0.0584, d3.dn_loss_bbox: 0.3681, d3.dn_loss_iou: 0.4497, d4.dn_loss_cls: 0.0574, d4.dn_loss_bbox: 0.3667, d4.dn_loss_iou: 0.4482, loss: 12.0772, grad_norm: 28.5965 2023-11-22 15:47:37,497 - mmdet - INFO - Epoch [2][6600/7330] lr: 1.000e-05, eta: 14:16:21, time: 0.711, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3110, interm_loss_bbox: 0.2310, interm_loss_iou: 0.5078, loss_cls: 0.2595, loss_bbox: 0.1793, loss_iou: 0.4187, d0.loss_cls: 0.3275, d0.loss_bbox: 0.1871, d0.loss_iou: 0.4399, d1.loss_cls: 0.2851, d1.loss_bbox: 0.1824, d1.loss_iou: 0.4249, d2.loss_cls: 0.2690, d2.loss_bbox: 0.1790, d2.loss_iou: 0.4177, d3.loss_cls: 0.2619, d3.loss_bbox: 0.1793, d3.loss_iou: 0.4195, d4.loss_cls: 0.2593, d4.loss_bbox: 0.1789, d4.loss_iou: 0.4190, dn_loss_cls: 0.0571, dn_loss_bbox: 0.3552, dn_loss_iou: 0.4497, d0.dn_loss_cls: 0.0899, d0.dn_loss_bbox: 0.4950, d0.dn_loss_iou: 0.5984, d1.dn_loss_cls: 0.0653, d1.dn_loss_bbox: 0.3913, d1.dn_loss_iou: 0.4862, d2.dn_loss_cls: 0.0589, d2.dn_loss_bbox: 0.3633, d2.dn_loss_iou: 0.4596, d3.dn_loss_cls: 0.0569, d3.dn_loss_bbox: 0.3563, d3.dn_loss_iou: 0.4510, d4.dn_loss_cls: 0.0562, d4.dn_loss_bbox: 0.3552, d4.dn_loss_iou: 0.4496, loss: 11.9329, grad_norm: 29.5472 2023-11-22 15:48:12,497 - mmdet - INFO - Epoch [2][6650/7330] lr: 1.000e-05, eta: 14:15:48, time: 0.700, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3013, interm_loss_bbox: 0.2431, interm_loss_iou: 0.5082, loss_cls: 0.2446, loss_bbox: 0.1841, loss_iou: 0.4111, d0.loss_cls: 0.3184, d0.loss_bbox: 0.1905, d0.loss_iou: 0.4353, d1.loss_cls: 0.2702, d1.loss_bbox: 0.1901, d1.loss_iou: 0.4211, d2.loss_cls: 0.2528, d2.loss_bbox: 0.1849, d2.loss_iou: 0.4132, d3.loss_cls: 0.2454, d3.loss_bbox: 0.1853, d3.loss_iou: 0.4117, d4.loss_cls: 0.2444, d4.loss_bbox: 0.1838, d4.loss_iou: 0.4111, dn_loss_cls: 0.0547, dn_loss_bbox: 0.3633, dn_loss_iou: 0.4392, d0.dn_loss_cls: 0.0898, d0.dn_loss_bbox: 0.5015, d0.dn_loss_iou: 0.5850, d1.dn_loss_cls: 0.0642, d1.dn_loss_bbox: 0.3994, d1.dn_loss_iou: 0.4741, d2.dn_loss_cls: 0.0576, d2.dn_loss_bbox: 0.3727, d2.dn_loss_iou: 0.4491, d3.dn_loss_cls: 0.0552, d3.dn_loss_bbox: 0.3641, d3.dn_loss_iou: 0.4405, d4.dn_loss_cls: 0.0544, d4.dn_loss_bbox: 0.3633, d4.dn_loss_iou: 0.4391, loss: 11.8178, grad_norm: 31.1966 2023-11-22 15:48:47,346 - mmdet - INFO - Epoch [2][6700/7330] lr: 1.000e-05, eta: 14:15:14, time: 0.697, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3102, interm_loss_bbox: 0.2375, interm_loss_iou: 0.5079, loss_cls: 0.2534, loss_bbox: 0.1849, loss_iou: 0.4179, d0.loss_cls: 0.3266, d0.loss_bbox: 0.1916, d0.loss_iou: 0.4419, d1.loss_cls: 0.2827, d1.loss_bbox: 0.1893, d1.loss_iou: 0.4248, d2.loss_cls: 0.2630, d2.loss_bbox: 0.1886, d2.loss_iou: 0.4220, d3.loss_cls: 0.2579, d3.loss_bbox: 0.1851, d3.loss_iou: 0.4195, d4.loss_cls: 0.2547, d4.loss_bbox: 0.1847, d4.loss_iou: 0.4184, dn_loss_cls: 0.0575, dn_loss_bbox: 0.3611, dn_loss_iou: 0.4408, d0.dn_loss_cls: 0.0914, d0.dn_loss_bbox: 0.4957, d0.dn_loss_iou: 0.5862, d1.dn_loss_cls: 0.0666, d1.dn_loss_bbox: 0.3976, d1.dn_loss_iou: 0.4752, d2.dn_loss_cls: 0.0600, d2.dn_loss_bbox: 0.3710, d2.dn_loss_iou: 0.4504, d3.dn_loss_cls: 0.0577, d3.dn_loss_bbox: 0.3623, d3.dn_loss_iou: 0.4422, d4.dn_loss_cls: 0.0569, d4.dn_loss_bbox: 0.3611, d4.dn_loss_iou: 0.4407, loss: 11.9367, grad_norm: 30.5465 2023-11-22 15:49:21,791 - mmdet - INFO - Epoch [2][6750/7330] lr: 1.000e-05, eta: 14:14:38, time: 0.689, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3018, interm_loss_bbox: 0.2426, interm_loss_iou: 0.5203, loss_cls: 0.2507, loss_bbox: 0.1811, loss_iou: 0.4210, d0.loss_cls: 0.3169, d0.loss_bbox: 0.1949, d0.loss_iou: 0.4473, d1.loss_cls: 0.2756, d1.loss_bbox: 0.1887, d1.loss_iou: 0.4313, d2.loss_cls: 0.2581, d2.loss_bbox: 0.1852, d2.loss_iou: 0.4247, d3.loss_cls: 0.2519, d3.loss_bbox: 0.1836, d3.loss_iou: 0.4235, d4.loss_cls: 0.2500, d4.loss_bbox: 0.1820, d4.loss_iou: 0.4221, dn_loss_cls: 0.0560, dn_loss_bbox: 0.3517, dn_loss_iou: 0.4526, d0.dn_loss_cls: 0.0884, d0.dn_loss_bbox: 0.4872, d0.dn_loss_iou: 0.6027, d1.dn_loss_cls: 0.0641, d1.dn_loss_bbox: 0.3864, d1.dn_loss_iou: 0.4876, d2.dn_loss_cls: 0.0578, d2.dn_loss_bbox: 0.3597, d2.dn_loss_iou: 0.4614, d3.dn_loss_cls: 0.0559, d3.dn_loss_bbox: 0.3527, d3.dn_loss_iou: 0.4535, d4.dn_loss_cls: 0.0553, d4.dn_loss_bbox: 0.3517, d4.dn_loss_iou: 0.4525, loss: 11.9304, grad_norm: 30.1463 2023-11-22 15:49:56,363 - mmdet - INFO - Epoch [2][6800/7330] lr: 1.000e-05, eta: 14:14:02, time: 0.691, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3055, interm_loss_bbox: 0.2385, interm_loss_iou: 0.5110, loss_cls: 0.2542, loss_bbox: 0.1829, loss_iou: 0.4181, d0.loss_cls: 0.3224, d0.loss_bbox: 0.1933, d0.loss_iou: 0.4434, d1.loss_cls: 0.2805, d1.loss_bbox: 0.1870, d1.loss_iou: 0.4278, d2.loss_cls: 0.2633, d2.loss_bbox: 0.1821, d2.loss_iou: 0.4198, d3.loss_cls: 0.2545, d3.loss_bbox: 0.1840, d3.loss_iou: 0.4187, d4.loss_cls: 0.2529, d4.loss_bbox: 0.1835, d4.loss_iou: 0.4184, dn_loss_cls: 0.0588, dn_loss_bbox: 0.3502, dn_loss_iou: 0.4391, d0.dn_loss_cls: 0.0908, d0.dn_loss_bbox: 0.4933, d0.dn_loss_iou: 0.5944, d1.dn_loss_cls: 0.0668, d1.dn_loss_bbox: 0.3853, d1.dn_loss_iou: 0.4745, d2.dn_loss_cls: 0.0601, d2.dn_loss_bbox: 0.3597, d2.dn_loss_iou: 0.4492, d3.dn_loss_cls: 0.0579, d3.dn_loss_bbox: 0.3514, d3.dn_loss_iou: 0.4405, d4.dn_loss_cls: 0.0578, d4.dn_loss_bbox: 0.3502, d4.dn_loss_iou: 0.4390, loss: 11.8606, grad_norm: 31.1130 2023-11-22 15:50:31,178 - mmdet - INFO - Epoch [2][6850/7330] lr: 1.000e-05, eta: 14:13:28, time: 0.696, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3062, interm_loss_bbox: 0.2216, interm_loss_iou: 0.5172, loss_cls: 0.2473, loss_bbox: 0.1738, loss_iou: 0.4300, d0.loss_cls: 0.3210, d0.loss_bbox: 0.1810, d0.loss_iou: 0.4509, d1.loss_cls: 0.2771, d1.loss_bbox: 0.1761, d1.loss_iou: 0.4350, d2.loss_cls: 0.2582, d2.loss_bbox: 0.1716, d2.loss_iou: 0.4288, d3.loss_cls: 0.2503, d3.loss_bbox: 0.1723, d3.loss_iou: 0.4290, d4.loss_cls: 0.2473, d4.loss_bbox: 0.1735, d4.loss_iou: 0.4302, dn_loss_cls: 0.0547, dn_loss_bbox: 0.3363, dn_loss_iou: 0.4421, d0.dn_loss_cls: 0.0878, d0.dn_loss_bbox: 0.4712, d0.dn_loss_iou: 0.5904, d1.dn_loss_cls: 0.0631, d1.dn_loss_bbox: 0.3709, d1.dn_loss_iou: 0.4765, d2.dn_loss_cls: 0.0566, d2.dn_loss_bbox: 0.3443, d2.dn_loss_iou: 0.4504, d3.dn_loss_cls: 0.0547, d3.dn_loss_bbox: 0.3372, d3.dn_loss_iou: 0.4432, d4.dn_loss_cls: 0.0541, d4.dn_loss_bbox: 0.3363, d4.dn_loss_iou: 0.4419, loss: 11.7103, grad_norm: 31.7024 2023-11-22 15:51:06,099 - mmdet - INFO - Epoch [2][6900/7330] lr: 1.000e-05, eta: 14:12:55, time: 0.698, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3068, interm_loss_bbox: 0.2369, interm_loss_iou: 0.5032, loss_cls: 0.2462, loss_bbox: 0.1856, loss_iou: 0.4174, d0.loss_cls: 0.3226, d0.loss_bbox: 0.1922, d0.loss_iou: 0.4360, d1.loss_cls: 0.2787, d1.loss_bbox: 0.1875, d1.loss_iou: 0.4230, d2.loss_cls: 0.2563, d2.loss_bbox: 0.1856, d2.loss_iou: 0.4182, d3.loss_cls: 0.2491, d3.loss_bbox: 0.1847, d3.loss_iou: 0.4168, d4.loss_cls: 0.2469, d4.loss_bbox: 0.1849, d4.loss_iou: 0.4169, dn_loss_cls: 0.0534, dn_loss_bbox: 0.3585, dn_loss_iou: 0.4404, d0.dn_loss_cls: 0.0876, d0.dn_loss_bbox: 0.4997, d0.dn_loss_iou: 0.5889, d1.dn_loss_cls: 0.0628, d1.dn_loss_bbox: 0.3947, d1.dn_loss_iou: 0.4755, d2.dn_loss_cls: 0.0563, d2.dn_loss_bbox: 0.3674, d2.dn_loss_iou: 0.4496, d3.dn_loss_cls: 0.0539, d3.dn_loss_bbox: 0.3591, d3.dn_loss_iou: 0.4418, d4.dn_loss_cls: 0.0530, d4.dn_loss_bbox: 0.3586, d4.dn_loss_iou: 0.4404, loss: 11.8371, grad_norm: 30.0778 2023-11-22 15:51:40,723 - mmdet - INFO - Epoch [2][6950/7330] lr: 1.000e-05, eta: 14:12:20, time: 0.692, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3149, interm_loss_bbox: 0.2365, interm_loss_iou: 0.5145, loss_cls: 0.2670, loss_bbox: 0.1794, loss_iou: 0.4266, d0.loss_cls: 0.3336, d0.loss_bbox: 0.1897, d0.loss_iou: 0.4489, d1.loss_cls: 0.2905, d1.loss_bbox: 0.1842, d1.loss_iou: 0.4344, d2.loss_cls: 0.2728, d2.loss_bbox: 0.1825, d2.loss_iou: 0.4299, d3.loss_cls: 0.2660, d3.loss_bbox: 0.1816, d3.loss_iou: 0.4292, d4.loss_cls: 0.2656, d4.loss_bbox: 0.1808, d4.loss_iou: 0.4281, dn_loss_cls: 0.0600, dn_loss_bbox: 0.3561, dn_loss_iou: 0.4604, d0.dn_loss_cls: 0.0924, d0.dn_loss_bbox: 0.4894, d0.dn_loss_iou: 0.6071, d1.dn_loss_cls: 0.0676, d1.dn_loss_bbox: 0.3907, d1.dn_loss_iou: 0.4959, d2.dn_loss_cls: 0.0618, d2.dn_loss_bbox: 0.3649, d2.dn_loss_iou: 0.4695, d3.dn_loss_cls: 0.0598, d3.dn_loss_bbox: 0.3568, d3.dn_loss_iou: 0.4617, d4.dn_loss_cls: 0.0593, d4.dn_loss_bbox: 0.3561, d4.dn_loss_iou: 0.4603, loss: 12.1267, grad_norm: 28.5232 2023-11-22 15:52:14,976 - mmdet - INFO - Epoch [2][7000/7330] lr: 1.000e-05, eta: 14:11:43, time: 0.685, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3061, interm_loss_bbox: 0.2432, interm_loss_iou: 0.5041, loss_cls: 0.2557, loss_bbox: 0.1894, loss_iou: 0.4190, d0.loss_cls: 0.3251, d0.loss_bbox: 0.1994, d0.loss_iou: 0.4393, d1.loss_cls: 0.2795, d1.loss_bbox: 0.1943, d1.loss_iou: 0.4275, d2.loss_cls: 0.2646, d2.loss_bbox: 0.1895, d2.loss_iou: 0.4206, d3.loss_cls: 0.2582, d3.loss_bbox: 0.1886, d3.loss_iou: 0.4186, d4.loss_cls: 0.2544, d4.loss_bbox: 0.1901, d4.loss_iou: 0.4200, dn_loss_cls: 0.0554, dn_loss_bbox: 0.3832, dn_loss_iou: 0.4421, d0.dn_loss_cls: 0.0894, d0.dn_loss_bbox: 0.5254, d0.dn_loss_iou: 0.5871, d1.dn_loss_cls: 0.0646, d1.dn_loss_bbox: 0.4200, d1.dn_loss_iou: 0.4769, d2.dn_loss_cls: 0.0578, d2.dn_loss_bbox: 0.3928, d2.dn_loss_iou: 0.4517, d3.dn_loss_cls: 0.0556, d3.dn_loss_bbox: 0.3843, d3.dn_loss_iou: 0.4436, d4.dn_loss_cls: 0.0552, d4.dn_loss_bbox: 0.3832, d4.dn_loss_iou: 0.4420, loss: 12.0975, grad_norm: 29.7431 2023-11-22 15:52:49,566 - mmdet - INFO - Epoch [2][7050/7330] lr: 1.000e-05, eta: 14:11:07, time: 0.692, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3007, interm_loss_bbox: 0.2256, interm_loss_iou: 0.4992, loss_cls: 0.2484, loss_bbox: 0.1715, loss_iou: 0.4082, d0.loss_cls: 0.3184, d0.loss_bbox: 0.1808, d0.loss_iou: 0.4318, d1.loss_cls: 0.2751, d1.loss_bbox: 0.1763, d1.loss_iou: 0.4169, d2.loss_cls: 0.2583, d2.loss_bbox: 0.1716, d2.loss_iou: 0.4096, d3.loss_cls: 0.2505, d3.loss_bbox: 0.1710, d3.loss_iou: 0.4097, d4.loss_cls: 0.2488, d4.loss_bbox: 0.1710, d4.loss_iou: 0.4088, dn_loss_cls: 0.0525, dn_loss_bbox: 0.3377, dn_loss_iou: 0.4226, d0.dn_loss_cls: 0.0860, d0.dn_loss_bbox: 0.4844, d0.dn_loss_iou: 0.5738, d1.dn_loss_cls: 0.0613, d1.dn_loss_bbox: 0.3765, d1.dn_loss_iou: 0.4595, d2.dn_loss_cls: 0.0548, d2.dn_loss_bbox: 0.3478, d2.dn_loss_iou: 0.4322, d3.dn_loss_cls: 0.0527, d3.dn_loss_bbox: 0.3391, d3.dn_loss_iou: 0.4241, d4.dn_loss_cls: 0.0520, d4.dn_loss_bbox: 0.3377, d4.dn_loss_iou: 0.4225, loss: 11.4693, grad_norm: 29.5170 2023-11-22 15:53:24,132 - mmdet - INFO - Epoch [2][7100/7330] lr: 1.000e-05, eta: 14:10:32, time: 0.691, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3019, interm_loss_bbox: 0.2313, interm_loss_iou: 0.4913, loss_cls: 0.2478, loss_bbox: 0.1765, loss_iou: 0.4026, d0.loss_cls: 0.3174, d0.loss_bbox: 0.1873, d0.loss_iou: 0.4244, d1.loss_cls: 0.2760, d1.loss_bbox: 0.1803, d1.loss_iou: 0.4085, d2.loss_cls: 0.2577, d2.loss_bbox: 0.1763, d2.loss_iou: 0.4021, d3.loss_cls: 0.2490, d3.loss_bbox: 0.1770, d3.loss_iou: 0.4037, d4.loss_cls: 0.2474, d4.loss_bbox: 0.1771, d4.loss_iou: 0.4038, dn_loss_cls: 0.0555, dn_loss_bbox: 0.3496, dn_loss_iou: 0.4378, d0.dn_loss_cls: 0.0894, d0.dn_loss_bbox: 0.4888, d0.dn_loss_iou: 0.5842, d1.dn_loss_cls: 0.0645, d1.dn_loss_bbox: 0.3834, d1.dn_loss_iou: 0.4716, d2.dn_loss_cls: 0.0579, d2.dn_loss_bbox: 0.3571, d2.dn_loss_iou: 0.4463, d3.dn_loss_cls: 0.0557, d3.dn_loss_bbox: 0.3505, d3.dn_loss_iou: 0.4389, d4.dn_loss_cls: 0.0551, d4.dn_loss_bbox: 0.3496, d4.dn_loss_iou: 0.4378, loss: 11.6130, grad_norm: 30.1437 2023-11-22 15:53:58,883 - mmdet - INFO - Epoch [2][7150/7330] lr: 1.000e-05, eta: 14:09:57, time: 0.695, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3134, interm_loss_bbox: 0.2392, interm_loss_iou: 0.5124, loss_cls: 0.2595, loss_bbox: 0.1811, loss_iou: 0.4159, d0.loss_cls: 0.3299, d0.loss_bbox: 0.1927, d0.loss_iou: 0.4425, d1.loss_cls: 0.2861, d1.loss_bbox: 0.1873, d1.loss_iou: 0.4268, d2.loss_cls: 0.2674, d2.loss_bbox: 0.1829, d2.loss_iou: 0.4187, d3.loss_cls: 0.2602, d3.loss_bbox: 0.1823, d3.loss_iou: 0.4183, d4.loss_cls: 0.2603, d4.loss_bbox: 0.1815, d4.loss_iou: 0.4159, dn_loss_cls: 0.0569, dn_loss_bbox: 0.3547, dn_loss_iou: 0.4489, d0.dn_loss_cls: 0.0919, d0.dn_loss_bbox: 0.4961, d0.dn_loss_iou: 0.6009, d1.dn_loss_cls: 0.0663, d1.dn_loss_bbox: 0.3917, d1.dn_loss_iou: 0.4846, d2.dn_loss_cls: 0.0598, d2.dn_loss_bbox: 0.3642, d2.dn_loss_iou: 0.4587, d3.dn_loss_cls: 0.0574, d3.dn_loss_bbox: 0.3558, d3.dn_loss_iou: 0.4504, d4.dn_loss_cls: 0.0567, d4.dn_loss_bbox: 0.3546, d4.dn_loss_iou: 0.4488, loss: 11.9724, grad_norm: 30.1103 2023-11-22 15:54:35,989 - mmdet - INFO - Epoch [2][7200/7330] lr: 1.000e-05, eta: 14:09:35, time: 0.742, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3049, interm_loss_bbox: 0.2357, interm_loss_iou: 0.5152, loss_cls: 0.2478, loss_bbox: 0.1815, loss_iou: 0.4270, d0.loss_cls: 0.3240, d0.loss_bbox: 0.1902, d0.loss_iou: 0.4483, d1.loss_cls: 0.2775, d1.loss_bbox: 0.1856, d1.loss_iou: 0.4344, d2.loss_cls: 0.2593, d2.loss_bbox: 0.1827, d2.loss_iou: 0.4300, d3.loss_cls: 0.2509, d3.loss_bbox: 0.1818, d3.loss_iou: 0.4284, d4.loss_cls: 0.2497, d4.loss_bbox: 0.1811, d4.loss_iou: 0.4262, dn_loss_cls: 0.0562, dn_loss_bbox: 0.3574, dn_loss_iou: 0.4427, d0.dn_loss_cls: 0.0900, d0.dn_loss_bbox: 0.4990, d0.dn_loss_iou: 0.5942, d1.dn_loss_cls: 0.0651, d1.dn_loss_bbox: 0.3934, d1.dn_loss_iou: 0.4775, d2.dn_loss_cls: 0.0588, d2.dn_loss_bbox: 0.3659, d2.dn_loss_iou: 0.4519, d3.dn_loss_cls: 0.0566, d3.dn_loss_bbox: 0.3585, d3.dn_loss_iou: 0.4440, d4.dn_loss_cls: 0.0557, d4.dn_loss_bbox: 0.3574, d4.dn_loss_iou: 0.4427, loss: 11.9291, grad_norm: 27.1944 2023-11-22 15:55:11,107 - mmdet - INFO - Epoch [2][7250/7330] lr: 1.000e-05, eta: 14:09:02, time: 0.702, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3154, interm_loss_bbox: 0.2358, interm_loss_iou: 0.5234, loss_cls: 0.2659, loss_bbox: 0.1834, loss_iou: 0.4308, d0.loss_cls: 0.3366, d0.loss_bbox: 0.1926, d0.loss_iou: 0.4541, d1.loss_cls: 0.2959, d1.loss_bbox: 0.1864, d1.loss_iou: 0.4376, d2.loss_cls: 0.2750, d2.loss_bbox: 0.1851, d2.loss_iou: 0.4348, d3.loss_cls: 0.2683, d3.loss_bbox: 0.1846, d3.loss_iou: 0.4331, d4.loss_cls: 0.2657, d4.loss_bbox: 0.1839, d4.loss_iou: 0.4317, dn_loss_cls: 0.0567, dn_loss_bbox: 0.3443, dn_loss_iou: 0.4493, d0.dn_loss_cls: 0.0910, d0.dn_loss_bbox: 0.4765, d0.dn_loss_iou: 0.5977, d1.dn_loss_cls: 0.0652, d1.dn_loss_bbox: 0.3770, d1.dn_loss_iou: 0.4841, d2.dn_loss_cls: 0.0587, d2.dn_loss_bbox: 0.3514, d2.dn_loss_iou: 0.4584, d3.dn_loss_cls: 0.0565, d3.dn_loss_bbox: 0.3452, d3.dn_loss_iou: 0.4504, d4.dn_loss_cls: 0.0559, d4.dn_loss_bbox: 0.3443, d4.dn_loss_iou: 0.4492, loss: 12.0317, grad_norm: 30.1365 2023-11-22 15:55:48,334 - mmdet - INFO - Epoch [2][7300/7330] lr: 1.000e-05, eta: 14:08:40, time: 0.745, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3118, interm_loss_bbox: 0.2395, interm_loss_iou: 0.5021, loss_cls: 0.2643, loss_bbox: 0.1798, loss_iou: 0.4124, d0.loss_cls: 0.3318, d0.loss_bbox: 0.1932, d0.loss_iou: 0.4356, d1.loss_cls: 0.2892, d1.loss_bbox: 0.1870, d1.loss_iou: 0.4209, d2.loss_cls: 0.2709, d2.loss_bbox: 0.1837, d2.loss_iou: 0.4145, d3.loss_cls: 0.2644, d3.loss_bbox: 0.1817, d3.loss_iou: 0.4131, d4.loss_cls: 0.2641, d4.loss_bbox: 0.1799, d4.loss_iou: 0.4122, dn_loss_cls: 0.0578, dn_loss_bbox: 0.3732, dn_loss_iou: 0.4511, d0.dn_loss_cls: 0.0926, d0.dn_loss_bbox: 0.5013, d0.dn_loss_iou: 0.5946, d1.dn_loss_cls: 0.0663, d1.dn_loss_bbox: 0.4042, d1.dn_loss_iou: 0.4847, d2.dn_loss_cls: 0.0598, d2.dn_loss_bbox: 0.3795, d2.dn_loss_iou: 0.4592, d3.dn_loss_cls: 0.0576, d3.dn_loss_bbox: 0.3737, d3.dn_loss_iou: 0.4521, d4.dn_loss_cls: 0.0573, d4.dn_loss_bbox: 0.3732, d4.dn_loss_iou: 0.4510, loss: 12.0411, grad_norm: 29.2842 2023-11-22 15:56:09,576 - mmdet - INFO - Saving checkpoint at 2 epochs 2023-11-22 15:57:32,305 - mmdet - INFO - Evaluating bbox... 2023-11-22 15:59:57,742 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.477 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.662 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.519 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.304 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.515 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.641 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.704 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.711 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.711 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.534 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.759 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.874 2023-11-22 15:59:57,744 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.575 | bicycle | 0.333 | car | 0.450 | | motorcycle | 0.446 | airplane | 0.736 | bus | 0.726 | | train | 0.734 | truck | 0.417 | boat | 0.334 | | traffic light | 0.311 | fire hydrant | 0.700 | stop sign | 0.688 | | parking meter | 0.519 | bench | 0.306 | bird | 0.443 | | cat | 0.793 | dog | 0.742 | horse | 0.648 | | sheep | 0.589 | cow | 0.648 | elephant | 0.743 | | bear | 0.812 | zebra | 0.722 | giraffe | 0.755 | | backpack | 0.193 | umbrella | 0.423 | handbag | 0.201 | | tie | 0.417 | suitcase | 0.456 | frisbee | 0.709 | | skis | 0.254 | snowboard | 0.431 | sports ball | 0.490 | | kite | 0.478 | baseball bat | 0.421 | baseball glove | 0.433 | | skateboard | 0.590 | surfboard | 0.445 | tennis racket | 0.514 | | bottle | 0.428 | wine glass | 0.378 | cup | 0.487 | | fork | 0.427 | knife | 0.265 | spoon | 0.291 | | bowl | 0.461 | banana | 0.260 | apple | 0.229 | | sandwich | 0.506 | orange | 0.346 | broccoli | 0.246 | | carrot | 0.252 | hot dog | 0.491 | pizza | 0.576 | | donut | 0.537 | cake | 0.433 | chair | 0.343 | | couch | 0.516 | potted plant | 0.308 | bed | 0.529 | | dining table | 0.231 | toilet | 0.661 | tv | 0.615 | | laptop | 0.669 | mouse | 0.623 | remote | 0.423 | | keyboard | 0.549 | cell phone | 0.478 | microwave | 0.597 | | oven | 0.337 | toaster | 0.352 | sink | 0.410 | | refrigerator | 0.631 | book | 0.150 | clock | 0.539 | | vase | 0.423 | scissors | 0.465 | teddy bear | 0.541 | | hair drier | 0.129 | toothbrush | 0.402 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-22 15:59:59,644 - mmdet - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx/best_bbox_mAP_epoch_1.pth was removed 2023-11-22 16:00:05,875 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_2.pth. 2023-11-22 16:00:05,875 - mmdet - INFO - Best bbox_mAP is 0.4765 at 2 epoch. 2023-11-22 16:00:05,875 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-22 16:00:05,875 - mmdet - INFO - Epoch(val) [2][625] bbox_mAP: 0.4765, bbox_mAP_50: 0.6625, bbox_mAP_75: 0.5187, bbox_mAP_s: 0.3044, bbox_mAP_m: 0.5145, bbox_mAP_l: 0.6405, bbox_mAP_copypaste: 0.4765 0.6625 0.5187 0.3044 0.5145 0.6405 2023-11-22 16:00:43,534 - mmdet - INFO - Epoch [3][50/7330] lr: 1.000e-05, eta: 14:06:15, time: 0.753, data_time: 0.065, memory: 16683, interm_loss_cls: 0.3082, interm_loss_bbox: 0.2356, interm_loss_iou: 0.5071, loss_cls: 0.2514, loss_bbox: 0.1790, loss_iou: 0.4168, d0.loss_cls: 0.3234, d0.loss_bbox: 0.1896, d0.loss_iou: 0.4387, d1.loss_cls: 0.2813, d1.loss_bbox: 0.1842, d1.loss_iou: 0.4247, d2.loss_cls: 0.2618, d2.loss_bbox: 0.1787, d2.loss_iou: 0.4182, d3.loss_cls: 0.2537, d3.loss_bbox: 0.1789, d3.loss_iou: 0.4181, d4.loss_cls: 0.2506, d4.loss_bbox: 0.1795, d4.loss_iou: 0.4188, dn_loss_cls: 0.0560, dn_loss_bbox: 0.3546, dn_loss_iou: 0.4387, d0.dn_loss_cls: 0.0891, d0.dn_loss_bbox: 0.4939, d0.dn_loss_iou: 0.5847, d1.dn_loss_cls: 0.0643, d1.dn_loss_bbox: 0.3891, d1.dn_loss_iou: 0.4721, d2.dn_loss_cls: 0.0580, d2.dn_loss_bbox: 0.3635, d2.dn_loss_iou: 0.4477, d3.dn_loss_cls: 0.0559, d3.dn_loss_bbox: 0.3557, d3.dn_loss_iou: 0.4400, d4.dn_loss_cls: 0.0552, d4.dn_loss_bbox: 0.3546, d4.dn_loss_iou: 0.4386, loss: 11.8100, grad_norm: 28.9062 2023-11-22 16:01:18,308 - mmdet - INFO - Epoch [3][100/7330] lr: 1.000e-05, eta: 14:05:41, time: 0.696, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3000, interm_loss_bbox: 0.2343, interm_loss_iou: 0.5012, loss_cls: 0.2400, loss_bbox: 0.1800, loss_iou: 0.4071, d0.loss_cls: 0.3149, d0.loss_bbox: 0.1900, d0.loss_iou: 0.4340, d1.loss_cls: 0.2703, d1.loss_bbox: 0.1853, d1.loss_iou: 0.4155, d2.loss_cls: 0.2512, d2.loss_bbox: 0.1818, d2.loss_iou: 0.4095, d3.loss_cls: 0.2426, d3.loss_bbox: 0.1820, d3.loss_iou: 0.4089, d4.loss_cls: 0.2405, d4.loss_bbox: 0.1801, d4.loss_iou: 0.4073, dn_loss_cls: 0.0528, dn_loss_bbox: 0.3461, dn_loss_iou: 0.4341, d0.dn_loss_cls: 0.0877, d0.dn_loss_bbox: 0.4838, d0.dn_loss_iou: 0.5838, d1.dn_loss_cls: 0.0621, d1.dn_loss_bbox: 0.3790, d1.dn_loss_iou: 0.4680, d2.dn_loss_cls: 0.0554, d2.dn_loss_bbox: 0.3535, d2.dn_loss_iou: 0.4433, d3.dn_loss_cls: 0.0533, d3.dn_loss_bbox: 0.3468, d3.dn_loss_iou: 0.4354, d4.dn_loss_cls: 0.0524, d4.dn_loss_bbox: 0.3462, d4.dn_loss_iou: 0.4341, loss: 11.5943, grad_norm: 30.8543 2023-11-22 16:01:53,350 - mmdet - INFO - Epoch [3][150/7330] lr: 1.000e-05, eta: 14:05:08, time: 0.701, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3097, interm_loss_bbox: 0.2400, interm_loss_iou: 0.4932, loss_cls: 0.2551, loss_bbox: 0.1840, loss_iou: 0.4075, d0.loss_cls: 0.3279, d0.loss_bbox: 0.1936, d0.loss_iou: 0.4252, d1.loss_cls: 0.2852, d1.loss_bbox: 0.1894, d1.loss_iou: 0.4150, d2.loss_cls: 0.2676, d2.loss_bbox: 0.1840, d2.loss_iou: 0.4100, d3.loss_cls: 0.2571, d3.loss_bbox: 0.1852, d3.loss_iou: 0.4100, d4.loss_cls: 0.2547, d4.loss_bbox: 0.1844, d4.loss_iou: 0.4082, dn_loss_cls: 0.0546, dn_loss_bbox: 0.3693, dn_loss_iou: 0.4319, d0.dn_loss_cls: 0.0862, d0.dn_loss_bbox: 0.5131, d0.dn_loss_iou: 0.5796, d1.dn_loss_cls: 0.0626, d1.dn_loss_bbox: 0.4073, d1.dn_loss_iou: 0.4676, d2.dn_loss_cls: 0.0561, d2.dn_loss_bbox: 0.3792, d2.dn_loss_iou: 0.4417, d3.dn_loss_cls: 0.0543, d3.dn_loss_bbox: 0.3705, d3.dn_loss_iou: 0.4332, d4.dn_loss_cls: 0.0540, d4.dn_loss_bbox: 0.3693, d4.dn_loss_iou: 0.4317, loss: 11.8489, grad_norm: 29.3724 2023-11-22 16:02:27,784 - mmdet - INFO - Epoch [3][200/7330] lr: 1.000e-05, eta: 14:04:33, time: 0.689, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3090, interm_loss_bbox: 0.2414, interm_loss_iou: 0.5207, loss_cls: 0.2504, loss_bbox: 0.1892, loss_iou: 0.4326, d0.loss_cls: 0.3247, d0.loss_bbox: 0.1977, d0.loss_iou: 0.4544, d1.loss_cls: 0.2814, d1.loss_bbox: 0.1905, d1.loss_iou: 0.4386, d2.loss_cls: 0.2607, d2.loss_bbox: 0.1889, d2.loss_iou: 0.4346, d3.loss_cls: 0.2535, d3.loss_bbox: 0.1882, d3.loss_iou: 0.4332, d4.loss_cls: 0.2502, d4.loss_bbox: 0.1894, d4.loss_iou: 0.4332, dn_loss_cls: 0.0572, dn_loss_bbox: 0.3753, dn_loss_iou: 0.4552, d0.dn_loss_cls: 0.0903, d0.dn_loss_bbox: 0.5130, d0.dn_loss_iou: 0.6011, d1.dn_loss_cls: 0.0654, d1.dn_loss_bbox: 0.4121, d1.dn_loss_iou: 0.4902, d2.dn_loss_cls: 0.0596, d2.dn_loss_bbox: 0.3845, d2.dn_loss_iou: 0.4648, d3.dn_loss_cls: 0.0574, d3.dn_loss_bbox: 0.3763, d3.dn_loss_iou: 0.4568, d4.dn_loss_cls: 0.0567, d4.dn_loss_bbox: 0.3753, d4.dn_loss_iou: 0.4552, loss: 12.2093, grad_norm: 28.5836 2023-11-22 16:03:03,035 - mmdet - INFO - Epoch [3][250/7330] lr: 1.000e-05, eta: 14:04:01, time: 0.705, data_time: 0.006, memory: 16683, interm_loss_cls: 0.3033, interm_loss_bbox: 0.2427, interm_loss_iou: 0.4987, loss_cls: 0.2470, loss_bbox: 0.1814, loss_iou: 0.4013, d0.loss_cls: 0.3174, d0.loss_bbox: 0.1917, d0.loss_iou: 0.4260, d1.loss_cls: 0.2752, d1.loss_bbox: 0.1853, d1.loss_iou: 0.4099, d2.loss_cls: 0.2582, d2.loss_bbox: 0.1804, d2.loss_iou: 0.4046, d3.loss_cls: 0.2508, d3.loss_bbox: 0.1809, d3.loss_iou: 0.4018, d4.loss_cls: 0.2479, d4.loss_bbox: 0.1812, d4.loss_iou: 0.4011, dn_loss_cls: 0.0541, dn_loss_bbox: 0.3548, dn_loss_iou: 0.4335, d0.dn_loss_cls: 0.0879, d0.dn_loss_bbox: 0.4979, d0.dn_loss_iou: 0.5863, d1.dn_loss_cls: 0.0627, d1.dn_loss_bbox: 0.3919, d1.dn_loss_iou: 0.4700, d2.dn_loss_cls: 0.0564, d2.dn_loss_bbox: 0.3637, d2.dn_loss_iou: 0.4431, d3.dn_loss_cls: 0.0549, d3.dn_loss_bbox: 0.3558, d3.dn_loss_iou: 0.4348, d4.dn_loss_cls: 0.0539, d4.dn_loss_bbox: 0.3548, d4.dn_loss_iou: 0.4335, loss: 11.6767, grad_norm: 28.0075 2023-11-22 16:03:37,843 - mmdet - INFO - Epoch [3][300/7330] lr: 1.000e-05, eta: 14:03:27, time: 0.696, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3070, interm_loss_bbox: 0.2228, interm_loss_iou: 0.5386, loss_cls: 0.2562, loss_bbox: 0.1735, loss_iou: 0.4477, d0.loss_cls: 0.3232, d0.loss_bbox: 0.1819, d0.loss_iou: 0.4703, d1.loss_cls: 0.2841, d1.loss_bbox: 0.1776, d1.loss_iou: 0.4539, d2.loss_cls: 0.2663, d2.loss_bbox: 0.1752, d2.loss_iou: 0.4508, d3.loss_cls: 0.2595, d3.loss_bbox: 0.1739, d3.loss_iou: 0.4496, d4.loss_cls: 0.2567, d4.loss_bbox: 0.1734, d4.loss_iou: 0.4484, dn_loss_cls: 0.0548, dn_loss_bbox: 0.3301, dn_loss_iou: 0.4572, d0.dn_loss_cls: 0.0887, d0.dn_loss_bbox: 0.4583, d0.dn_loss_iou: 0.6036, d1.dn_loss_cls: 0.0643, d1.dn_loss_bbox: 0.3618, d1.dn_loss_iou: 0.4914, d2.dn_loss_cls: 0.0578, d2.dn_loss_bbox: 0.3376, d2.dn_loss_iou: 0.4665, d3.dn_loss_cls: 0.0559, d3.dn_loss_bbox: 0.3306, d3.dn_loss_iou: 0.4585, d4.dn_loss_cls: 0.0548, d4.dn_loss_bbox: 0.3301, d4.dn_loss_iou: 0.4571, loss: 11.9499, grad_norm: 30.7898 2023-11-22 16:04:12,357 - mmdet - INFO - Epoch [3][350/7330] lr: 1.000e-05, eta: 14:02:52, time: 0.690, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3108, interm_loss_bbox: 0.2340, interm_loss_iou: 0.4860, loss_cls: 0.2476, loss_bbox: 0.1823, loss_iou: 0.4022, d0.loss_cls: 0.3210, d0.loss_bbox: 0.1912, d0.loss_iou: 0.4228, d1.loss_cls: 0.2766, d1.loss_bbox: 0.1856, d1.loss_iou: 0.4077, d2.loss_cls: 0.2582, d2.loss_bbox: 0.1817, d2.loss_iou: 0.4035, d3.loss_cls: 0.2494, d3.loss_bbox: 0.1827, d3.loss_iou: 0.4036, d4.loss_cls: 0.2475, d4.loss_bbox: 0.1824, d4.loss_iou: 0.4028, dn_loss_cls: 0.0554, dn_loss_bbox: 0.3593, dn_loss_iou: 0.4281, d0.dn_loss_cls: 0.0890, d0.dn_loss_bbox: 0.5139, d0.dn_loss_iou: 0.5803, d1.dn_loss_cls: 0.0644, d1.dn_loss_bbox: 0.4012, d1.dn_loss_iou: 0.4642, d2.dn_loss_cls: 0.0579, d2.dn_loss_bbox: 0.3698, d2.dn_loss_iou: 0.4382, d3.dn_loss_cls: 0.0558, d3.dn_loss_bbox: 0.3607, d3.dn_loss_iou: 0.4297, d4.dn_loss_cls: 0.0548, d4.dn_loss_bbox: 0.3593, d4.dn_loss_iou: 0.4280, loss: 11.6901, grad_norm: 28.1524 2023-11-22 16:04:47,076 - mmdet - INFO - Epoch [3][400/7330] lr: 1.000e-05, eta: 14:02:17, time: 0.694, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3044, interm_loss_bbox: 0.2251, interm_loss_iou: 0.4987, loss_cls: 0.2473, loss_bbox: 0.1766, loss_iou: 0.4126, d0.loss_cls: 0.3226, d0.loss_bbox: 0.1815, d0.loss_iou: 0.4289, d1.loss_cls: 0.2788, d1.loss_bbox: 0.1777, d1.loss_iou: 0.4153, d2.loss_cls: 0.2598, d2.loss_bbox: 0.1764, d2.loss_iou: 0.4121, d3.loss_cls: 0.2505, d3.loss_bbox: 0.1767, d3.loss_iou: 0.4121, d4.loss_cls: 0.2473, d4.loss_bbox: 0.1767, d4.loss_iou: 0.4126, dn_loss_cls: 0.0561, dn_loss_bbox: 0.3505, dn_loss_iou: 0.4446, d0.dn_loss_cls: 0.0892, d0.dn_loss_bbox: 0.4819, d0.dn_loss_iou: 0.5878, d1.dn_loss_cls: 0.0653, d1.dn_loss_bbox: 0.3840, d1.dn_loss_iou: 0.4795, d2.dn_loss_cls: 0.0588, d2.dn_loss_bbox: 0.3586, d2.dn_loss_iou: 0.4538, d3.dn_loss_cls: 0.0563, d3.dn_loss_bbox: 0.3513, d3.dn_loss_iou: 0.4460, d4.dn_loss_cls: 0.0556, d4.dn_loss_bbox: 0.3505, d4.dn_loss_iou: 0.4445, loss: 11.7079, grad_norm: 27.9455 2023-11-22 16:05:21,395 - mmdet - INFO - Epoch [3][450/7330] lr: 1.000e-05, eta: 14:01:41, time: 0.686, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3099, interm_loss_bbox: 0.2326, interm_loss_iou: 0.5169, loss_cls: 0.2588, loss_bbox: 0.1827, loss_iou: 0.4290, d0.loss_cls: 0.3263, d0.loss_bbox: 0.1897, d0.loss_iou: 0.4520, d1.loss_cls: 0.2844, d1.loss_bbox: 0.1880, d1.loss_iou: 0.4392, d2.loss_cls: 0.2677, d2.loss_bbox: 0.1843, d2.loss_iou: 0.4325, d3.loss_cls: 0.2617, d3.loss_bbox: 0.1829, d3.loss_iou: 0.4298, d4.loss_cls: 0.2595, d4.loss_bbox: 0.1823, d4.loss_iou: 0.4295, dn_loss_cls: 0.0541, dn_loss_bbox: 0.3393, dn_loss_iou: 0.4479, d0.dn_loss_cls: 0.0859, d0.dn_loss_bbox: 0.4686, d0.dn_loss_iou: 0.5904, d1.dn_loss_cls: 0.0622, d1.dn_loss_bbox: 0.3737, d1.dn_loss_iou: 0.4829, d2.dn_loss_cls: 0.0565, d2.dn_loss_bbox: 0.3479, d2.dn_loss_iou: 0.4570, d3.dn_loss_cls: 0.0542, d3.dn_loss_bbox: 0.3403, d3.dn_loss_iou: 0.4491, d4.dn_loss_cls: 0.0535, d4.dn_loss_bbox: 0.3393, d4.dn_loss_iou: 0.4478, loss: 11.8905, grad_norm: 30.3108 2023-11-22 16:05:55,684 - mmdet - INFO - Epoch [3][500/7330] lr: 1.000e-05, eta: 14:01:04, time: 0.686, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3065, interm_loss_bbox: 0.2267, interm_loss_iou: 0.5047, loss_cls: 0.2551, loss_bbox: 0.1760, loss_iou: 0.4201, d0.loss_cls: 0.3226, d0.loss_bbox: 0.1858, d0.loss_iou: 0.4413, d1.loss_cls: 0.2813, d1.loss_bbox: 0.1796, d1.loss_iou: 0.4276, d2.loss_cls: 0.2637, d2.loss_bbox: 0.1766, d2.loss_iou: 0.4226, d3.loss_cls: 0.2570, d3.loss_bbox: 0.1763, d3.loss_iou: 0.4202, d4.loss_cls: 0.2557, d4.loss_bbox: 0.1753, d4.loss_iou: 0.4196, dn_loss_cls: 0.0576, dn_loss_bbox: 0.3274, dn_loss_iou: 0.4329, d0.dn_loss_cls: 0.0891, d0.dn_loss_bbox: 0.4704, d0.dn_loss_iou: 0.5829, d1.dn_loss_cls: 0.0643, d1.dn_loss_bbox: 0.3653, d1.dn_loss_iou: 0.4686, d2.dn_loss_cls: 0.0589, d2.dn_loss_bbox: 0.3364, d2.dn_loss_iou: 0.4417, d3.dn_loss_cls: 0.0571, d3.dn_loss_bbox: 0.3283, d3.dn_loss_iou: 0.4340, d4.dn_loss_cls: 0.0567, d4.dn_loss_bbox: 0.3274, d4.dn_loss_iou: 0.4328, loss: 11.6261, grad_norm: 29.4590 2023-11-22 16:06:30,682 - mmdet - INFO - Epoch [3][550/7330] lr: 1.000e-05, eta: 14:00:31, time: 0.700, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2968, interm_loss_bbox: 0.2351, interm_loss_iou: 0.4957, loss_cls: 0.2437, loss_bbox: 0.1806, loss_iou: 0.4089, d0.loss_cls: 0.3110, d0.loss_bbox: 0.1897, d0.loss_iou: 0.4311, d1.loss_cls: 0.2708, d1.loss_bbox: 0.1844, d1.loss_iou: 0.4167, d2.loss_cls: 0.2548, d2.loss_bbox: 0.1799, d2.loss_iou: 0.4092, d3.loss_cls: 0.2457, d3.loss_bbox: 0.1813, d3.loss_iou: 0.4092, d4.loss_cls: 0.2431, d4.loss_bbox: 0.1812, d4.loss_iou: 0.4093, dn_loss_cls: 0.0534, dn_loss_bbox: 0.3488, dn_loss_iou: 0.4350, d0.dn_loss_cls: 0.0874, d0.dn_loss_bbox: 0.4883, d0.dn_loss_iou: 0.5810, d1.dn_loss_cls: 0.0629, d1.dn_loss_bbox: 0.3847, d1.dn_loss_iou: 0.4698, d2.dn_loss_cls: 0.0564, d2.dn_loss_bbox: 0.3576, d2.dn_loss_iou: 0.4445, d3.dn_loss_cls: 0.0539, d3.dn_loss_bbox: 0.3498, d3.dn_loss_iou: 0.4365, d4.dn_loss_cls: 0.0529, d4.dn_loss_bbox: 0.3488, d4.dn_loss_iou: 0.4350, loss: 11.6246, grad_norm: 26.6853 2023-11-22 16:07:05,141 - mmdet - INFO - Epoch [3][600/7330] lr: 1.000e-05, eta: 13:59:56, time: 0.689, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3039, interm_loss_bbox: 0.2265, interm_loss_iou: 0.5115, loss_cls: 0.2499, loss_bbox: 0.1787, loss_iou: 0.4246, d0.loss_cls: 0.3221, d0.loss_bbox: 0.1855, d0.loss_iou: 0.4420, d1.loss_cls: 0.2769, d1.loss_bbox: 0.1808, d1.loss_iou: 0.4287, d2.loss_cls: 0.2596, d2.loss_bbox: 0.1770, d2.loss_iou: 0.4237, d3.loss_cls: 0.2525, d3.loss_bbox: 0.1773, d3.loss_iou: 0.4240, d4.loss_cls: 0.2492, d4.loss_bbox: 0.1784, d4.loss_iou: 0.4251, dn_loss_cls: 0.0550, dn_loss_bbox: 0.3578, dn_loss_iou: 0.4459, d0.dn_loss_cls: 0.0878, d0.dn_loss_bbox: 0.4912, d0.dn_loss_iou: 0.5912, d1.dn_loss_cls: 0.0639, d1.dn_loss_bbox: 0.3900, d1.dn_loss_iou: 0.4785, d2.dn_loss_cls: 0.0580, d2.dn_loss_bbox: 0.3654, d2.dn_loss_iou: 0.4544, d3.dn_loss_cls: 0.0557, d3.dn_loss_bbox: 0.3588, d3.dn_loss_iou: 0.4470, d4.dn_loss_cls: 0.0548, d4.dn_loss_bbox: 0.3578, d4.dn_loss_iou: 0.4458, loss: 11.8572, grad_norm: 30.2482 2023-11-22 16:07:39,504 - mmdet - INFO - Epoch [3][650/7330] lr: 1.000e-05, eta: 13:59:20, time: 0.687, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3007, interm_loss_bbox: 0.2333, interm_loss_iou: 0.4934, loss_cls: 0.2455, loss_bbox: 0.1801, loss_iou: 0.4030, d0.loss_cls: 0.3198, d0.loss_bbox: 0.1874, d0.loss_iou: 0.4245, d1.loss_cls: 0.2761, d1.loss_bbox: 0.1838, d1.loss_iou: 0.4092, d2.loss_cls: 0.2568, d2.loss_bbox: 0.1812, d2.loss_iou: 0.4052, d3.loss_cls: 0.2488, d3.loss_bbox: 0.1811, d3.loss_iou: 0.4047, d4.loss_cls: 0.2459, d4.loss_bbox: 0.1804, d4.loss_iou: 0.4036, dn_loss_cls: 0.0528, dn_loss_bbox: 0.3427, dn_loss_iou: 0.4256, d0.dn_loss_cls: 0.0860, d0.dn_loss_bbox: 0.4836, d0.dn_loss_iou: 0.5731, d1.dn_loss_cls: 0.0611, d1.dn_loss_bbox: 0.3770, d1.dn_loss_iou: 0.4585, d2.dn_loss_cls: 0.0551, d2.dn_loss_bbox: 0.3520, d2.dn_loss_iou: 0.4346, d3.dn_loss_cls: 0.0531, d3.dn_loss_bbox: 0.3439, d3.dn_loss_iou: 0.4268, d4.dn_loss_cls: 0.0522, d4.dn_loss_bbox: 0.3427, d4.dn_loss_iou: 0.4255, loss: 11.5108, grad_norm: 28.8817 2023-11-22 16:08:14,221 - mmdet - INFO - Epoch [3][700/7330] lr: 1.000e-05, eta: 13:58:45, time: 0.694, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3054, interm_loss_bbox: 0.2243, interm_loss_iou: 0.4942, loss_cls: 0.2503, loss_bbox: 0.1747, loss_iou: 0.4102, d0.loss_cls: 0.3210, d0.loss_bbox: 0.1851, d0.loss_iou: 0.4326, d1.loss_cls: 0.2787, d1.loss_bbox: 0.1787, d1.loss_iou: 0.4168, d2.loss_cls: 0.2604, d2.loss_bbox: 0.1753, d2.loss_iou: 0.4116, d3.loss_cls: 0.2532, d3.loss_bbox: 0.1753, d3.loss_iou: 0.4112, d4.loss_cls: 0.2507, d4.loss_bbox: 0.1748, d4.loss_iou: 0.4109, dn_loss_cls: 0.0533, dn_loss_bbox: 0.3439, dn_loss_iou: 0.4311, d0.dn_loss_cls: 0.0881, d0.dn_loss_bbox: 0.4801, d0.dn_loss_iou: 0.5794, d1.dn_loss_cls: 0.0635, d1.dn_loss_bbox: 0.3790, d1.dn_loss_iou: 0.4657, d2.dn_loss_cls: 0.0567, d2.dn_loss_bbox: 0.3528, d2.dn_loss_iou: 0.4402, d3.dn_loss_cls: 0.0542, d3.dn_loss_bbox: 0.3449, d3.dn_loss_iou: 0.4323, d4.dn_loss_cls: 0.0532, d4.dn_loss_bbox: 0.3439, d4.dn_loss_iou: 0.4310, loss: 11.5886, grad_norm: 29.2014 2023-11-22 16:08:48,842 - mmdet - INFO - Epoch [3][750/7330] lr: 1.000e-05, eta: 13:58:10, time: 0.692, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2974, interm_loss_bbox: 0.2239, interm_loss_iou: 0.4915, loss_cls: 0.2416, loss_bbox: 0.1723, loss_iou: 0.4072, d0.loss_cls: 0.3105, d0.loss_bbox: 0.1819, d0.loss_iou: 0.4313, d1.loss_cls: 0.2696, d1.loss_bbox: 0.1755, d1.loss_iou: 0.4158, d2.loss_cls: 0.2517, d2.loss_bbox: 0.1728, d2.loss_iou: 0.4090, d3.loss_cls: 0.2430, d3.loss_bbox: 0.1724, d3.loss_iou: 0.4087, d4.loss_cls: 0.2415, d4.loss_bbox: 0.1722, d4.loss_iou: 0.4080, dn_loss_cls: 0.0534, dn_loss_bbox: 0.3374, dn_loss_iou: 0.4327, d0.dn_loss_cls: 0.0874, d0.dn_loss_bbox: 0.4680, d0.dn_loss_iou: 0.5800, d1.dn_loss_cls: 0.0624, d1.dn_loss_bbox: 0.3716, d1.dn_loss_iou: 0.4672, d2.dn_loss_cls: 0.0562, d2.dn_loss_bbox: 0.3460, d2.dn_loss_iou: 0.4426, d3.dn_loss_cls: 0.0541, d3.dn_loss_bbox: 0.3384, d3.dn_loss_iou: 0.4340, d4.dn_loss_cls: 0.0530, d4.dn_loss_bbox: 0.3374, d4.dn_loss_iou: 0.4326, loss: 11.4523, grad_norm: 28.0846 2023-11-22 16:09:23,460 - mmdet - INFO - Epoch [3][800/7330] lr: 1.000e-05, eta: 13:57:36, time: 0.692, data_time: 0.006, memory: 16683, interm_loss_cls: 0.3083, interm_loss_bbox: 0.2302, interm_loss_iou: 0.5113, loss_cls: 0.2503, loss_bbox: 0.1827, loss_iou: 0.4288, d0.loss_cls: 0.3254, d0.loss_bbox: 0.1873, d0.loss_iou: 0.4459, d1.loss_cls: 0.2779, d1.loss_bbox: 0.1865, d1.loss_iou: 0.4370, d2.loss_cls: 0.2607, d2.loss_bbox: 0.1839, d2.loss_iou: 0.4319, d3.loss_cls: 0.2532, d3.loss_bbox: 0.1829, d3.loss_iou: 0.4289, d4.loss_cls: 0.2506, d4.loss_bbox: 0.1828, d4.loss_iou: 0.4291, dn_loss_cls: 0.0539, dn_loss_bbox: 0.3462, dn_loss_iou: 0.4383, d0.dn_loss_cls: 0.0879, d0.dn_loss_bbox: 0.4902, d0.dn_loss_iou: 0.5841, d1.dn_loss_cls: 0.0630, d1.dn_loss_bbox: 0.3837, d1.dn_loss_iou: 0.4730, d2.dn_loss_cls: 0.0566, d2.dn_loss_bbox: 0.3552, d2.dn_loss_iou: 0.4474, d3.dn_loss_cls: 0.0545, d3.dn_loss_bbox: 0.3472, d3.dn_loss_iou: 0.4394, d4.dn_loss_cls: 0.0536, d4.dn_loss_bbox: 0.3462, d4.dn_loss_iou: 0.4382, loss: 11.8342, grad_norm: 29.7587 2023-11-22 16:09:58,054 - mmdet - INFO - Epoch [3][850/7330] lr: 1.000e-05, eta: 13:57:01, time: 0.692, data_time: 0.006, memory: 16683, interm_loss_cls: 0.2998, interm_loss_bbox: 0.2334, interm_loss_iou: 0.5033, loss_cls: 0.2450, loss_bbox: 0.1794, loss_iou: 0.4152, d0.loss_cls: 0.3169, d0.loss_bbox: 0.1871, d0.loss_iou: 0.4362, d1.loss_cls: 0.2733, d1.loss_bbox: 0.1835, d1.loss_iou: 0.4204, d2.loss_cls: 0.2556, d2.loss_bbox: 0.1803, d2.loss_iou: 0.4171, d3.loss_cls: 0.2484, d3.loss_bbox: 0.1795, d3.loss_iou: 0.4152, d4.loss_cls: 0.2454, d4.loss_bbox: 0.1789, d4.loss_iou: 0.4154, dn_loss_cls: 0.0511, dn_loss_bbox: 0.3369, dn_loss_iou: 0.4345, d0.dn_loss_cls: 0.0857, d0.dn_loss_bbox: 0.4703, d0.dn_loss_iou: 0.5794, d1.dn_loss_cls: 0.0600, d1.dn_loss_bbox: 0.3704, d1.dn_loss_iou: 0.4672, d2.dn_loss_cls: 0.0539, d2.dn_loss_bbox: 0.3444, d2.dn_loss_iou: 0.4429, d3.dn_loss_cls: 0.0516, d3.dn_loss_bbox: 0.3376, d3.dn_loss_iou: 0.4353, d4.dn_loss_cls: 0.0509, d4.dn_loss_bbox: 0.3369, d4.dn_loss_iou: 0.4343, loss: 11.5727, grad_norm: 29.4288 2023-11-22 16:10:32,806 - mmdet - INFO - Epoch [3][900/7330] lr: 1.000e-05, eta: 13:56:26, time: 0.695, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3059, interm_loss_bbox: 0.2302, interm_loss_iou: 0.5178, loss_cls: 0.2533, loss_bbox: 0.1747, loss_iou: 0.4271, d0.loss_cls: 0.3200, d0.loss_bbox: 0.1840, d0.loss_iou: 0.4542, d1.loss_cls: 0.2820, d1.loss_bbox: 0.1782, d1.loss_iou: 0.4362, d2.loss_cls: 0.2640, d2.loss_bbox: 0.1752, d2.loss_iou: 0.4285, d3.loss_cls: 0.2553, d3.loss_bbox: 0.1752, d3.loss_iou: 0.4281, d4.loss_cls: 0.2532, d4.loss_bbox: 0.1746, d4.loss_iou: 0.4278, dn_loss_cls: 0.0544, dn_loss_bbox: 0.3411, dn_loss_iou: 0.4560, d0.dn_loss_cls: 0.0878, d0.dn_loss_bbox: 0.4723, d0.dn_loss_iou: 0.6005, d1.dn_loss_cls: 0.0630, d1.dn_loss_bbox: 0.3761, d1.dn_loss_iou: 0.4900, d2.dn_loss_cls: 0.0573, d2.dn_loss_bbox: 0.3493, d2.dn_loss_iou: 0.4652, d3.dn_loss_cls: 0.0547, d3.dn_loss_bbox: 0.3418, d3.dn_loss_iou: 0.4570, d4.dn_loss_cls: 0.0539, d4.dn_loss_bbox: 0.3411, d4.dn_loss_iou: 0.4559, loss: 11.8631, grad_norm: 29.3286 2023-11-22 16:11:07,713 - mmdet - INFO - Epoch [3][950/7330] lr: 1.000e-05, eta: 13:55:53, time: 0.698, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2979, interm_loss_bbox: 0.2279, interm_loss_iou: 0.4948, loss_cls: 0.2439, loss_bbox: 0.1752, loss_iou: 0.4037, d0.loss_cls: 0.3141, d0.loss_bbox: 0.1860, d0.loss_iou: 0.4305, d1.loss_cls: 0.2703, d1.loss_bbox: 0.1801, d1.loss_iou: 0.4130, d2.loss_cls: 0.2528, d2.loss_bbox: 0.1769, d2.loss_iou: 0.4071, d3.loss_cls: 0.2471, d3.loss_bbox: 0.1754, d3.loss_iou: 0.4041, d4.loss_cls: 0.2436, d4.loss_bbox: 0.1754, d4.loss_iou: 0.4044, dn_loss_cls: 0.0504, dn_loss_bbox: 0.3457, dn_loss_iou: 0.4333, d0.dn_loss_cls: 0.0842, d0.dn_loss_bbox: 0.4755, d0.dn_loss_iou: 0.5785, d1.dn_loss_cls: 0.0593, d1.dn_loss_bbox: 0.3759, d1.dn_loss_iou: 0.4661, d2.dn_loss_cls: 0.0531, d2.dn_loss_bbox: 0.3530, d2.dn_loss_iou: 0.4418, d3.dn_loss_cls: 0.0511, d3.dn_loss_bbox: 0.3467, d3.dn_loss_iou: 0.4345, d4.dn_loss_cls: 0.0502, d4.dn_loss_bbox: 0.3458, d4.dn_loss_iou: 0.4332, loss: 11.5028, grad_norm: 31.5364 2023-11-22 16:11:42,690 - mmdet - INFO - Epoch [3][1000/7330] lr: 1.000e-05, eta: 13:55:20, time: 0.700, data_time: 0.006, memory: 16683, interm_loss_cls: 0.2928, interm_loss_bbox: 0.2259, interm_loss_iou: 0.5007, loss_cls: 0.2377, loss_bbox: 0.1798, loss_iou: 0.4168, d0.loss_cls: 0.3066, d0.loss_bbox: 0.1910, d0.loss_iou: 0.4421, d1.loss_cls: 0.2656, d1.loss_bbox: 0.1857, d1.loss_iou: 0.4240, d2.loss_cls: 0.2484, d2.loss_bbox: 0.1808, d2.loss_iou: 0.4177, d3.loss_cls: 0.2408, d3.loss_bbox: 0.1790, d3.loss_iou: 0.4168, d4.loss_cls: 0.2374, d4.loss_bbox: 0.1800, d4.loss_iou: 0.4176, dn_loss_cls: 0.0532, dn_loss_bbox: 0.3330, dn_loss_iou: 0.4343, d0.dn_loss_cls: 0.0875, d0.dn_loss_bbox: 0.4716, d0.dn_loss_iou: 0.5857, d1.dn_loss_cls: 0.0618, d1.dn_loss_bbox: 0.3669, d1.dn_loss_iou: 0.4687, d2.dn_loss_cls: 0.0556, d2.dn_loss_bbox: 0.3409, d2.dn_loss_iou: 0.4433, d3.dn_loss_cls: 0.0536, d3.dn_loss_bbox: 0.3338, d3.dn_loss_iou: 0.4356, d4.dn_loss_cls: 0.0528, d4.dn_loss_bbox: 0.3330, d4.dn_loss_iou: 0.4342, loss: 11.5325, grad_norm: 29.3123 2023-11-22 16:12:16,910 - mmdet - INFO - Epoch [3][1050/7330] lr: 1.000e-05, eta: 13:54:43, time: 0.684, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2903, interm_loss_bbox: 0.2337, interm_loss_iou: 0.4998, loss_cls: 0.2345, loss_bbox: 0.1824, loss_iou: 0.4169, d0.loss_cls: 0.3069, d0.loss_bbox: 0.1906, d0.loss_iou: 0.4384, d1.loss_cls: 0.2632, d1.loss_bbox: 0.1869, d1.loss_iou: 0.4245, d2.loss_cls: 0.2449, d2.loss_bbox: 0.1827, d2.loss_iou: 0.4187, d3.loss_cls: 0.2376, d3.loss_bbox: 0.1819, d3.loss_iou: 0.4166, d4.loss_cls: 0.2349, d4.loss_bbox: 0.1823, d4.loss_iou: 0.4165, dn_loss_cls: 0.0509, dn_loss_bbox: 0.3468, dn_loss_iou: 0.4446, d0.dn_loss_cls: 0.0855, d0.dn_loss_bbox: 0.4875, d0.dn_loss_iou: 0.5950, d1.dn_loss_cls: 0.0598, d1.dn_loss_bbox: 0.3828, d1.dn_loss_iou: 0.4804, d2.dn_loss_cls: 0.0533, d2.dn_loss_bbox: 0.3562, d2.dn_loss_iou: 0.4546, d3.dn_loss_cls: 0.0514, d3.dn_loss_bbox: 0.3480, d3.dn_loss_iou: 0.4461, d4.dn_loss_cls: 0.0506, d4.dn_loss_bbox: 0.3467, d4.dn_loss_iou: 0.4446, loss: 11.6688, grad_norm: 28.6037 2023-11-22 16:12:51,462 - mmdet - INFO - Epoch [3][1100/7330] lr: 1.000e-05, eta: 13:54:08, time: 0.691, data_time: 0.006, memory: 16683, interm_loss_cls: 0.2964, interm_loss_bbox: 0.2217, interm_loss_iou: 0.4990, loss_cls: 0.2402, loss_bbox: 0.1739, loss_iou: 0.4136, d0.loss_cls: 0.3128, d0.loss_bbox: 0.1817, d0.loss_iou: 0.4357, d1.loss_cls: 0.2679, d1.loss_bbox: 0.1775, d1.loss_iou: 0.4210, d2.loss_cls: 0.2511, d2.loss_bbox: 0.1733, d2.loss_iou: 0.4143, d3.loss_cls: 0.2422, d3.loss_bbox: 0.1739, d3.loss_iou: 0.4144, d4.loss_cls: 0.2396, d4.loss_bbox: 0.1745, d4.loss_iou: 0.4146, dn_loss_cls: 0.0523, dn_loss_bbox: 0.3414, dn_loss_iou: 0.4446, d0.dn_loss_cls: 0.0857, d0.dn_loss_bbox: 0.4717, d0.dn_loss_iou: 0.5840, d1.dn_loss_cls: 0.0615, d1.dn_loss_bbox: 0.3730, d1.dn_loss_iou: 0.4765, d2.dn_loss_cls: 0.0555, d2.dn_loss_bbox: 0.3486, d2.dn_loss_iou: 0.4534, d3.dn_loss_cls: 0.0530, d3.dn_loss_bbox: 0.3421, d3.dn_loss_iou: 0.4458, d4.dn_loss_cls: 0.0521, d4.dn_loss_bbox: 0.3414, d4.dn_loss_iou: 0.4445, loss: 11.5666, grad_norm: 31.1530 2023-11-22 16:13:26,197 - mmdet - INFO - Epoch [3][1150/7330] lr: 1.000e-05, eta: 13:53:33, time: 0.695, data_time: 0.006, memory: 16683, interm_loss_cls: 0.3038, interm_loss_bbox: 0.2200, interm_loss_iou: 0.4986, loss_cls: 0.2511, loss_bbox: 0.1731, loss_iou: 0.4161, d0.loss_cls: 0.3208, d0.loss_bbox: 0.1819, d0.loss_iou: 0.4377, d1.loss_cls: 0.2784, d1.loss_bbox: 0.1798, d1.loss_iou: 0.4241, d2.loss_cls: 0.2597, d2.loss_bbox: 0.1757, d2.loss_iou: 0.4178, d3.loss_cls: 0.2544, d3.loss_bbox: 0.1736, d3.loss_iou: 0.4172, d4.loss_cls: 0.2514, d4.loss_bbox: 0.1735, d4.loss_iou: 0.4167, dn_loss_cls: 0.0532, dn_loss_bbox: 0.3394, dn_loss_iou: 0.4376, d0.dn_loss_cls: 0.0850, d0.dn_loss_bbox: 0.4638, d0.dn_loss_iou: 0.5779, d1.dn_loss_cls: 0.0613, d1.dn_loss_bbox: 0.3697, d1.dn_loss_iou: 0.4689, d2.dn_loss_cls: 0.0554, d2.dn_loss_bbox: 0.3467, d2.dn_loss_iou: 0.4459, d3.dn_loss_cls: 0.0535, d3.dn_loss_bbox: 0.3404, d3.dn_loss_iou: 0.4391, d4.dn_loss_cls: 0.0528, d4.dn_loss_bbox: 0.3394, d4.dn_loss_iou: 0.4375, loss: 11.5928, grad_norm: 28.9516 2023-11-22 16:14:00,818 - mmdet - INFO - Epoch [3][1200/7330] lr: 1.000e-05, eta: 13:52:59, time: 0.692, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2982, interm_loss_bbox: 0.2323, interm_loss_iou: 0.4947, loss_cls: 0.2463, loss_bbox: 0.1793, loss_iou: 0.4097, d0.loss_cls: 0.3158, d0.loss_bbox: 0.1877, d0.loss_iou: 0.4301, d1.loss_cls: 0.2764, d1.loss_bbox: 0.1832, d1.loss_iou: 0.4138, d2.loss_cls: 0.2560, d2.loss_bbox: 0.1810, d2.loss_iou: 0.4113, d3.loss_cls: 0.2483, d3.loss_bbox: 0.1792, d3.loss_iou: 0.4106, d4.loss_cls: 0.2459, d4.loss_bbox: 0.1793, d4.loss_iou: 0.4112, dn_loss_cls: 0.0534, dn_loss_bbox: 0.3538, dn_loss_iou: 0.4277, d0.dn_loss_cls: 0.0864, d0.dn_loss_bbox: 0.4931, d0.dn_loss_iou: 0.5716, d1.dn_loss_cls: 0.0624, d1.dn_loss_bbox: 0.3903, d1.dn_loss_iou: 0.4613, d2.dn_loss_cls: 0.0558, d2.dn_loss_bbox: 0.3621, d2.dn_loss_iou: 0.4363, d3.dn_loss_cls: 0.0536, d3.dn_loss_bbox: 0.3548, d3.dn_loss_iou: 0.4286, d4.dn_loss_cls: 0.0530, d4.dn_loss_bbox: 0.3538, d4.dn_loss_iou: 0.4277, loss: 11.6159, grad_norm: 28.3755 2023-11-22 16:14:36,070 - mmdet - INFO - Epoch [3][1250/7330] lr: 1.000e-05, eta: 13:52:27, time: 0.705, data_time: 0.006, memory: 16683, interm_loss_cls: 0.3042, interm_loss_bbox: 0.2297, interm_loss_iou: 0.5000, loss_cls: 0.2466, loss_bbox: 0.1813, loss_iou: 0.4212, d0.loss_cls: 0.3183, d0.loss_bbox: 0.1913, d0.loss_iou: 0.4419, d1.loss_cls: 0.2754, d1.loss_bbox: 0.1861, d1.loss_iou: 0.4302, d2.loss_cls: 0.2561, d2.loss_bbox: 0.1828, d2.loss_iou: 0.4231, d3.loss_cls: 0.2506, d3.loss_bbox: 0.1811, d3.loss_iou: 0.4206, d4.loss_cls: 0.2467, d4.loss_bbox: 0.1813, d4.loss_iou: 0.4212, dn_loss_cls: 0.0538, dn_loss_bbox: 0.3580, dn_loss_iou: 0.4445, d0.dn_loss_cls: 0.0883, d0.dn_loss_bbox: 0.4980, d0.dn_loss_iou: 0.5898, d1.dn_loss_cls: 0.0632, d1.dn_loss_bbox: 0.3945, d1.dn_loss_iou: 0.4779, d2.dn_loss_cls: 0.0572, d2.dn_loss_bbox: 0.3665, d2.dn_loss_iou: 0.4538, d3.dn_loss_cls: 0.0553, d3.dn_loss_bbox: 0.3593, d3.dn_loss_iou: 0.4458, d4.dn_loss_cls: 0.0539, d4.dn_loss_bbox: 0.3581, d4.dn_loss_iou: 0.4444, loss: 11.8520, grad_norm: 30.4968 2023-11-22 16:15:10,402 - mmdet - INFO - Epoch [3][1300/7330] lr: 1.000e-05, eta: 13:51:50, time: 0.687, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3011, interm_loss_bbox: 0.2233, interm_loss_iou: 0.5164, loss_cls: 0.2473, loss_bbox: 0.1746, loss_iou: 0.4323, d0.loss_cls: 0.3144, d0.loss_bbox: 0.1840, d0.loss_iou: 0.4546, d1.loss_cls: 0.2729, d1.loss_bbox: 0.1812, d1.loss_iou: 0.4401, d2.loss_cls: 0.2561, d2.loss_bbox: 0.1772, d2.loss_iou: 0.4347, d3.loss_cls: 0.2501, d3.loss_bbox: 0.1758, d3.loss_iou: 0.4337, d4.loss_cls: 0.2474, d4.loss_bbox: 0.1753, d4.loss_iou: 0.4336, dn_loss_cls: 0.0536, dn_loss_bbox: 0.3388, dn_loss_iou: 0.4421, d0.dn_loss_cls: 0.0871, d0.dn_loss_bbox: 0.4704, d0.dn_loss_iou: 0.5871, d1.dn_loss_cls: 0.0621, d1.dn_loss_bbox: 0.3714, d1.dn_loss_iou: 0.4750, d2.dn_loss_cls: 0.0563, d2.dn_loss_bbox: 0.3473, d2.dn_loss_iou: 0.4510, d3.dn_loss_cls: 0.0542, d3.dn_loss_bbox: 0.3397, d3.dn_loss_iou: 0.4434, d4.dn_loss_cls: 0.0534, d4.dn_loss_bbox: 0.3388, d4.dn_loss_iou: 0.4420, loss: 11.7398, grad_norm: 26.7322 2023-11-22 16:15:45,192 - mmdet - INFO - Epoch [3][1350/7330] lr: 1.000e-05, eta: 13:51:16, time: 0.696, data_time: 0.006, memory: 16683, interm_loss_cls: 0.3047, interm_loss_bbox: 0.2335, interm_loss_iou: 0.4848, loss_cls: 0.2465, loss_bbox: 0.1789, loss_iou: 0.3992, d0.loss_cls: 0.3194, d0.loss_bbox: 0.1884, d0.loss_iou: 0.4181, d1.loss_cls: 0.2744, d1.loss_bbox: 0.1860, d1.loss_iou: 0.4068, d2.loss_cls: 0.2574, d2.loss_bbox: 0.1802, d2.loss_iou: 0.4013, d3.loss_cls: 0.2498, d3.loss_bbox: 0.1787, d3.loss_iou: 0.4001, d4.loss_cls: 0.2471, d4.loss_bbox: 0.1791, d4.loss_iou: 0.3998, dn_loss_cls: 0.0527, dn_loss_bbox: 0.3471, dn_loss_iou: 0.4196, d0.dn_loss_cls: 0.0869, d0.dn_loss_bbox: 0.4939, d0.dn_loss_iou: 0.5658, d1.dn_loss_cls: 0.0614, d1.dn_loss_bbox: 0.3870, d1.dn_loss_iou: 0.4544, d2.dn_loss_cls: 0.0553, d2.dn_loss_bbox: 0.3576, d2.dn_loss_iou: 0.4285, d3.dn_loss_cls: 0.0530, d3.dn_loss_bbox: 0.3482, d3.dn_loss_iou: 0.4209, d4.dn_loss_cls: 0.0525, d4.dn_loss_bbox: 0.3471, d4.dn_loss_iou: 0.4195, loss: 11.4855, grad_norm: 27.5334 2023-11-22 16:16:19,782 - mmdet - INFO - Epoch [3][1400/7330] lr: 1.000e-05, eta: 13:50:41, time: 0.692, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3074, interm_loss_bbox: 0.2257, interm_loss_iou: 0.5026, loss_cls: 0.2534, loss_bbox: 0.1748, loss_iou: 0.4158, d0.loss_cls: 0.3250, d0.loss_bbox: 0.1828, d0.loss_iou: 0.4361, d1.loss_cls: 0.2824, d1.loss_bbox: 0.1795, d1.loss_iou: 0.4209, d2.loss_cls: 0.2630, d2.loss_bbox: 0.1758, d2.loss_iou: 0.4172, d3.loss_cls: 0.2569, d3.loss_bbox: 0.1742, d3.loss_iou: 0.4156, d4.loss_cls: 0.2532, d4.loss_bbox: 0.1754, d4.loss_iou: 0.4162, dn_loss_cls: 0.0539, dn_loss_bbox: 0.3276, dn_loss_iou: 0.4356, d0.dn_loss_cls: 0.0866, d0.dn_loss_bbox: 0.4561, d0.dn_loss_iou: 0.5793, d1.dn_loss_cls: 0.0617, d1.dn_loss_bbox: 0.3584, d1.dn_loss_iou: 0.4684, d2.dn_loss_cls: 0.0559, d2.dn_loss_bbox: 0.3352, d2.dn_loss_iou: 0.4440, d3.dn_loss_cls: 0.0543, d3.dn_loss_bbox: 0.3284, d3.dn_loss_iou: 0.4367, d4.dn_loss_cls: 0.0536, d4.dn_loss_bbox: 0.3276, d4.dn_loss_iou: 0.4355, loss: 11.5528, grad_norm: 30.0926 2023-11-22 16:16:54,564 - mmdet - INFO - Epoch [3][1450/7330] lr: 1.000e-05, eta: 13:50:07, time: 0.696, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2998, interm_loss_bbox: 0.2234, interm_loss_iou: 0.5099, loss_cls: 0.2493, loss_bbox: 0.1735, loss_iou: 0.4194, d0.loss_cls: 0.3180, d0.loss_bbox: 0.1815, d0.loss_iou: 0.4414, d1.loss_cls: 0.2773, d1.loss_bbox: 0.1768, d1.loss_iou: 0.4252, d2.loss_cls: 0.2577, d2.loss_bbox: 0.1743, d2.loss_iou: 0.4218, d3.loss_cls: 0.2520, d3.loss_bbox: 0.1738, d3.loss_iou: 0.4202, d4.loss_cls: 0.2486, d4.loss_bbox: 0.1743, d4.loss_iou: 0.4210, dn_loss_cls: 0.0528, dn_loss_bbox: 0.3309, dn_loss_iou: 0.4393, d0.dn_loss_cls: 0.0866, d0.dn_loss_bbox: 0.4632, d0.dn_loss_iou: 0.5863, d1.dn_loss_cls: 0.0614, d1.dn_loss_bbox: 0.3634, d1.dn_loss_iou: 0.4713, d2.dn_loss_cls: 0.0549, d2.dn_loss_bbox: 0.3384, d2.dn_loss_iou: 0.4472, d3.dn_loss_cls: 0.0529, d3.dn_loss_bbox: 0.3317, d3.dn_loss_iou: 0.4402, d4.dn_loss_cls: 0.0524, d4.dn_loss_bbox: 0.3309, d4.dn_loss_iou: 0.4392, loss: 11.5825, grad_norm: 29.4688 2023-11-22 16:17:28,483 - mmdet - INFO - Epoch [3][1500/7330] lr: 1.000e-05, eta: 13:49:29, time: 0.678, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3026, interm_loss_bbox: 0.2308, interm_loss_iou: 0.4983, loss_cls: 0.2482, loss_bbox: 0.1815, loss_iou: 0.4154, d0.loss_cls: 0.3196, d0.loss_bbox: 0.1918, d0.loss_iou: 0.4364, d1.loss_cls: 0.2759, d1.loss_bbox: 0.1863, d1.loss_iou: 0.4238, d2.loss_cls: 0.2577, d2.loss_bbox: 0.1820, d2.loss_iou: 0.4177, d3.loss_cls: 0.2513, d3.loss_bbox: 0.1810, d3.loss_iou: 0.4159, d4.loss_cls: 0.2483, d4.loss_bbox: 0.1817, d4.loss_iou: 0.4157, dn_loss_cls: 0.0526, dn_loss_bbox: 0.3475, dn_loss_iou: 0.4436, d0.dn_loss_cls: 0.0868, d0.dn_loss_bbox: 0.4846, d0.dn_loss_iou: 0.5838, d1.dn_loss_cls: 0.0616, d1.dn_loss_bbox: 0.3836, d1.dn_loss_iou: 0.4771, d2.dn_loss_cls: 0.0553, d2.dn_loss_bbox: 0.3557, d2.dn_loss_iou: 0.4522, d3.dn_loss_cls: 0.0530, d3.dn_loss_bbox: 0.3484, d3.dn_loss_iou: 0.4449, d4.dn_loss_cls: 0.0521, d4.dn_loss_bbox: 0.3475, d4.dn_loss_iou: 0.4435, loss: 11.7357, grad_norm: 30.3723 2023-11-22 16:18:02,622 - mmdet - INFO - Epoch [3][1550/7330] lr: 1.000e-05, eta: 13:48:52, time: 0.683, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2992, interm_loss_bbox: 0.2217, interm_loss_iou: 0.5009, loss_cls: 0.2449, loss_bbox: 0.1781, loss_iou: 0.4151, d0.loss_cls: 0.3146, d0.loss_bbox: 0.1839, d0.loss_iou: 0.4377, d1.loss_cls: 0.2726, d1.loss_bbox: 0.1823, d1.loss_iou: 0.4230, d2.loss_cls: 0.2550, d2.loss_bbox: 0.1789, d2.loss_iou: 0.4165, d3.loss_cls: 0.2477, d3.loss_bbox: 0.1788, d3.loss_iou: 0.4157, d4.loss_cls: 0.2454, d4.loss_bbox: 0.1784, d4.loss_iou: 0.4149, dn_loss_cls: 0.0525, dn_loss_bbox: 0.3282, dn_loss_iou: 0.4325, d0.dn_loss_cls: 0.0847, d0.dn_loss_bbox: 0.4665, d0.dn_loss_iou: 0.5782, d1.dn_loss_cls: 0.0611, d1.dn_loss_bbox: 0.3615, d1.dn_loss_iou: 0.4660, d2.dn_loss_cls: 0.0552, d2.dn_loss_bbox: 0.3360, d2.dn_loss_iou: 0.4412, d3.dn_loss_cls: 0.0528, d3.dn_loss_bbox: 0.3291, d3.dn_loss_iou: 0.4338, d4.dn_loss_cls: 0.0525, d4.dn_loss_bbox: 0.3282, d4.dn_loss_iou: 0.4324, loss: 11.4979, grad_norm: 30.7983 2023-11-22 16:18:36,895 - mmdet - INFO - Epoch [3][1600/7330] lr: 1.000e-05, eta: 13:48:16, time: 0.686, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3057, interm_loss_bbox: 0.2362, interm_loss_iou: 0.4985, loss_cls: 0.2487, loss_bbox: 0.1819, loss_iou: 0.4111, d0.loss_cls: 0.3218, d0.loss_bbox: 0.1922, d0.loss_iou: 0.4335, d1.loss_cls: 0.2759, d1.loss_bbox: 0.1874, d1.loss_iou: 0.4212, d2.loss_cls: 0.2586, d2.loss_bbox: 0.1852, d2.loss_iou: 0.4156, d3.loss_cls: 0.2511, d3.loss_bbox: 0.1835, d3.loss_iou: 0.4134, d4.loss_cls: 0.2490, d4.loss_bbox: 0.1825, d4.loss_iou: 0.4123, dn_loss_cls: 0.0547, dn_loss_bbox: 0.3429, dn_loss_iou: 0.4389, d0.dn_loss_cls: 0.0883, d0.dn_loss_bbox: 0.4913, d0.dn_loss_iou: 0.5883, d1.dn_loss_cls: 0.0628, d1.dn_loss_bbox: 0.3794, d1.dn_loss_iou: 0.4741, d2.dn_loss_cls: 0.0570, d2.dn_loss_bbox: 0.3514, d2.dn_loss_iou: 0.4480, d3.dn_loss_cls: 0.0550, d3.dn_loss_bbox: 0.3439, d3.dn_loss_iou: 0.4400, d4.dn_loss_cls: 0.0541, d4.dn_loss_bbox: 0.3428, d4.dn_loss_iou: 0.4388, loss: 11.7169, grad_norm: 29.5999 2023-11-22 16:19:11,367 - mmdet - INFO - Epoch [3][1650/7330] lr: 1.000e-05, eta: 13:47:41, time: 0.689, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2982, interm_loss_bbox: 0.2309, interm_loss_iou: 0.5070, loss_cls: 0.2425, loss_bbox: 0.1755, loss_iou: 0.4183, d0.loss_cls: 0.3128, d0.loss_bbox: 0.1843, d0.loss_iou: 0.4374, d1.loss_cls: 0.2690, d1.loss_bbox: 0.1805, d1.loss_iou: 0.4238, d2.loss_cls: 0.2528, d2.loss_bbox: 0.1764, d2.loss_iou: 0.4190, d3.loss_cls: 0.2447, d3.loss_bbox: 0.1762, d3.loss_iou: 0.4183, d4.loss_cls: 0.2428, d4.loss_bbox: 0.1748, d4.loss_iou: 0.4184, dn_loss_cls: 0.0510, dn_loss_bbox: 0.3282, dn_loss_iou: 0.4313, d0.dn_loss_cls: 0.0839, d0.dn_loss_bbox: 0.4671, d0.dn_loss_iou: 0.5750, d1.dn_loss_cls: 0.0595, d1.dn_loss_bbox: 0.3636, d1.dn_loss_iou: 0.4642, d2.dn_loss_cls: 0.0535, d2.dn_loss_bbox: 0.3364, d2.dn_loss_iou: 0.4396, d3.dn_loss_cls: 0.0515, d3.dn_loss_bbox: 0.3291, d3.dn_loss_iou: 0.4324, d4.dn_loss_cls: 0.0507, d4.dn_loss_bbox: 0.3282, d4.dn_loss_iou: 0.4312, loss: 11.4799, grad_norm: 31.0947 2023-11-22 16:19:45,870 - mmdet - INFO - Epoch [3][1700/7330] lr: 1.000e-05, eta: 13:47:05, time: 0.690, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2945, interm_loss_bbox: 0.2325, interm_loss_iou: 0.4927, loss_cls: 0.2433, loss_bbox: 0.1797, loss_iou: 0.4036, d0.loss_cls: 0.3127, d0.loss_bbox: 0.1878, d0.loss_iou: 0.4276, d1.loss_cls: 0.2685, d1.loss_bbox: 0.1827, d1.loss_iou: 0.4130, d2.loss_cls: 0.2511, d2.loss_bbox: 0.1802, d2.loss_iou: 0.4067, d3.loss_cls: 0.2449, d3.loss_bbox: 0.1790, d3.loss_iou: 0.4058, d4.loss_cls: 0.2426, d4.loss_bbox: 0.1796, d4.loss_iou: 0.4045, dn_loss_cls: 0.0518, dn_loss_bbox: 0.3407, dn_loss_iou: 0.4231, d0.dn_loss_cls: 0.0845, d0.dn_loss_bbox: 0.4753, d0.dn_loss_iou: 0.5674, d1.dn_loss_cls: 0.0593, d1.dn_loss_bbox: 0.3720, d1.dn_loss_iou: 0.4553, d2.dn_loss_cls: 0.0535, d2.dn_loss_bbox: 0.3482, d2.dn_loss_iou: 0.4312, d3.dn_loss_cls: 0.0519, d3.dn_loss_bbox: 0.3415, d3.dn_loss_iou: 0.4242, d4.dn_loss_cls: 0.0511, d4.dn_loss_bbox: 0.3407, d4.dn_loss_iou: 0.4230, loss: 11.4281, grad_norm: 30.6958 2023-11-22 16:20:20,527 - mmdet - INFO - Epoch [3][1750/7330] lr: 1.000e-05, eta: 13:46:31, time: 0.693, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2949, interm_loss_bbox: 0.2321, interm_loss_iou: 0.5028, loss_cls: 0.2428, loss_bbox: 0.1785, loss_iou: 0.4162, d0.loss_cls: 0.3134, d0.loss_bbox: 0.1882, d0.loss_iou: 0.4380, d1.loss_cls: 0.2696, d1.loss_bbox: 0.1842, d1.loss_iou: 0.4234, d2.loss_cls: 0.2523, d2.loss_bbox: 0.1791, d2.loss_iou: 0.4180, d3.loss_cls: 0.2457, d3.loss_bbox: 0.1781, d3.loss_iou: 0.4161, d4.loss_cls: 0.2431, d4.loss_bbox: 0.1783, d4.loss_iou: 0.4162, dn_loss_cls: 0.0518, dn_loss_bbox: 0.3407, dn_loss_iou: 0.4323, d0.dn_loss_cls: 0.0841, d0.dn_loss_bbox: 0.4747, d0.dn_loss_iou: 0.5761, d1.dn_loss_cls: 0.0599, d1.dn_loss_bbox: 0.3748, d1.dn_loss_iou: 0.4661, d2.dn_loss_cls: 0.0541, d2.dn_loss_bbox: 0.3487, d2.dn_loss_iou: 0.4411, d3.dn_loss_cls: 0.0521, d3.dn_loss_bbox: 0.3418, d3.dn_loss_iou: 0.4337, d4.dn_loss_cls: 0.0514, d4.dn_loss_bbox: 0.3406, d4.dn_loss_iou: 0.4322, loss: 11.5672, grad_norm: 28.3859 2023-11-22 16:20:55,542 - mmdet - INFO - Epoch [3][1800/7330] lr: 1.000e-05, eta: 13:45:58, time: 0.700, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2854, interm_loss_bbox: 0.2190, interm_loss_iou: 0.5045, loss_cls: 0.2362, loss_bbox: 0.1702, loss_iou: 0.4168, d0.loss_cls: 0.3018, d0.loss_bbox: 0.1780, d0.loss_iou: 0.4379, d1.loss_cls: 0.2616, d1.loss_bbox: 0.1745, d1.loss_iou: 0.4254, d2.loss_cls: 0.2468, d2.loss_bbox: 0.1692, d2.loss_iou: 0.4181, d3.loss_cls: 0.2386, d3.loss_bbox: 0.1707, d3.loss_iou: 0.4182, d4.loss_cls: 0.2356, d4.loss_bbox: 0.1703, d4.loss_iou: 0.4181, dn_loss_cls: 0.0499, dn_loss_bbox: 0.3136, dn_loss_iou: 0.4255, d0.dn_loss_cls: 0.0839, d0.dn_loss_bbox: 0.4492, d0.dn_loss_iou: 0.5702, d1.dn_loss_cls: 0.0585, d1.dn_loss_bbox: 0.3461, d1.dn_loss_iou: 0.4574, d2.dn_loss_cls: 0.0522, d2.dn_loss_bbox: 0.3212, d2.dn_loss_iou: 0.4336, d3.dn_loss_cls: 0.0502, d3.dn_loss_bbox: 0.3142, d3.dn_loss_iou: 0.4265, d4.dn_loss_cls: 0.0495, d4.dn_loss_bbox: 0.3136, d4.dn_loss_iou: 0.4254, loss: 11.2374, grad_norm: 29.9081 2023-11-22 16:21:30,180 - mmdet - INFO - Epoch [3][1850/7330] lr: 1.000e-05, eta: 13:45:23, time: 0.693, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2966, interm_loss_bbox: 0.2335, interm_loss_iou: 0.4913, loss_cls: 0.2432, loss_bbox: 0.1813, loss_iou: 0.4066, d0.loss_cls: 0.3130, d0.loss_bbox: 0.1912, d0.loss_iou: 0.4300, d1.loss_cls: 0.2675, d1.loss_bbox: 0.1870, d1.loss_iou: 0.4164, d2.loss_cls: 0.2523, d2.loss_bbox: 0.1833, d2.loss_iou: 0.4089, d3.loss_cls: 0.2453, d3.loss_bbox: 0.1816, d3.loss_iou: 0.4082, d4.loss_cls: 0.2440, d4.loss_bbox: 0.1805, d4.loss_iou: 0.4065, dn_loss_cls: 0.0513, dn_loss_bbox: 0.3350, dn_loss_iou: 0.4254, d0.dn_loss_cls: 0.0843, d0.dn_loss_bbox: 0.4718, d0.dn_loss_iou: 0.5693, d1.dn_loss_cls: 0.0598, d1.dn_loss_bbox: 0.3657, d1.dn_loss_iou: 0.4569, d2.dn_loss_cls: 0.0540, d2.dn_loss_bbox: 0.3422, d2.dn_loss_iou: 0.4331, d3.dn_loss_cls: 0.0517, d3.dn_loss_bbox: 0.3357, d3.dn_loss_iou: 0.4266, d4.dn_loss_cls: 0.0510, d4.dn_loss_bbox: 0.3350, d4.dn_loss_iou: 0.4253, loss: 11.4421, grad_norm: 30.9941 2023-11-22 16:22:04,671 - mmdet - INFO - Epoch [3][1900/7330] lr: 1.000e-05, eta: 13:44:47, time: 0.690, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2956, interm_loss_bbox: 0.2229, interm_loss_iou: 0.5137, loss_cls: 0.2434, loss_bbox: 0.1754, loss_iou: 0.4244, d0.loss_cls: 0.3138, d0.loss_bbox: 0.1835, d0.loss_iou: 0.4505, d1.loss_cls: 0.2700, d1.loss_bbox: 0.1816, d1.loss_iou: 0.4363, d2.loss_cls: 0.2549, d2.loss_bbox: 0.1763, d2.loss_iou: 0.4271, d3.loss_cls: 0.2463, d3.loss_bbox: 0.1755, d3.loss_iou: 0.4253, d4.loss_cls: 0.2446, d4.loss_bbox: 0.1753, d4.loss_iou: 0.4244, dn_loss_cls: 0.0515, dn_loss_bbox: 0.3287, dn_loss_iou: 0.4466, d0.dn_loss_cls: 0.0853, d0.dn_loss_bbox: 0.4521, d0.dn_loss_iou: 0.5854, d1.dn_loss_cls: 0.0604, d1.dn_loss_bbox: 0.3591, d1.dn_loss_iou: 0.4777, d2.dn_loss_cls: 0.0544, d2.dn_loss_bbox: 0.3354, d2.dn_loss_iou: 0.4543, d3.dn_loss_cls: 0.0522, d3.dn_loss_bbox: 0.3294, d3.dn_loss_iou: 0.4476, d4.dn_loss_cls: 0.0514, d4.dn_loss_bbox: 0.3287, d4.dn_loss_iou: 0.4465, loss: 11.6072, grad_norm: 34.0205 2023-11-22 16:22:39,317 - mmdet - INFO - Epoch [3][1950/7330] lr: 1.000e-05, eta: 13:44:13, time: 0.693, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2842, interm_loss_bbox: 0.2328, interm_loss_iou: 0.5008, loss_cls: 0.2328, loss_bbox: 0.1796, loss_iou: 0.4130, d0.loss_cls: 0.3045, d0.loss_bbox: 0.1860, d0.loss_iou: 0.4312, d1.loss_cls: 0.2633, d1.loss_bbox: 0.1814, d1.loss_iou: 0.4173, d2.loss_cls: 0.2422, d2.loss_bbox: 0.1807, d2.loss_iou: 0.4146, d3.loss_cls: 0.2352, d3.loss_bbox: 0.1808, d3.loss_iou: 0.4139, d4.loss_cls: 0.2329, d4.loss_bbox: 0.1794, d4.loss_iou: 0.4129, dn_loss_cls: 0.0504, dn_loss_bbox: 0.3418, dn_loss_iou: 0.4353, d0.dn_loss_cls: 0.0829, d0.dn_loss_bbox: 0.4755, d0.dn_loss_iou: 0.5764, d1.dn_loss_cls: 0.0586, d1.dn_loss_bbox: 0.3736, d1.dn_loss_iou: 0.4672, d2.dn_loss_cls: 0.0525, d2.dn_loss_bbox: 0.3493, d2.dn_loss_iou: 0.4437, d3.dn_loss_cls: 0.0507, d3.dn_loss_bbox: 0.3425, d3.dn_loss_iou: 0.4364, d4.dn_loss_cls: 0.0500, d4.dn_loss_bbox: 0.3418, d4.dn_loss_iou: 0.4352, loss: 11.4834, grad_norm: 30.2380 2023-11-22 16:23:14,041 - mmdet - INFO - Epoch [3][2000/7330] lr: 1.000e-05, eta: 13:43:38, time: 0.694, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2947, interm_loss_bbox: 0.2145, interm_loss_iou: 0.5052, loss_cls: 0.2368, loss_bbox: 0.1731, loss_iou: 0.4260, d0.loss_cls: 0.3052, d0.loss_bbox: 0.1807, d0.loss_iou: 0.4476, d1.loss_cls: 0.2667, d1.loss_bbox: 0.1753, d1.loss_iou: 0.4306, d2.loss_cls: 0.2487, d2.loss_bbox: 0.1721, d2.loss_iou: 0.4259, d3.loss_cls: 0.2394, d3.loss_bbox: 0.1725, d3.loss_iou: 0.4263, d4.loss_cls: 0.2366, d4.loss_bbox: 0.1733, d4.loss_iou: 0.4261, dn_loss_cls: 0.0525, dn_loss_bbox: 0.3227, dn_loss_iou: 0.4360, d0.dn_loss_cls: 0.0849, d0.dn_loss_bbox: 0.4513, d0.dn_loss_iou: 0.5805, d1.dn_loss_cls: 0.0596, d1.dn_loss_bbox: 0.3544, d1.dn_loss_iou: 0.4690, d2.dn_loss_cls: 0.0542, d2.dn_loss_bbox: 0.3304, d2.dn_loss_iou: 0.4448, d3.dn_loss_cls: 0.0526, d3.dn_loss_bbox: 0.3236, d3.dn_loss_iou: 0.4374, d4.dn_loss_cls: 0.0520, d4.dn_loss_bbox: 0.3227, d4.dn_loss_iou: 0.4359, loss: 11.4418, grad_norm: 27.3776 2023-11-22 16:23:48,475 - mmdet - INFO - Epoch [3][2050/7330] lr: 1.000e-05, eta: 13:43:03, time: 0.689, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2975, interm_loss_bbox: 0.2203, interm_loss_iou: 0.5004, loss_cls: 0.2470, loss_bbox: 0.1736, loss_iou: 0.4201, d0.loss_cls: 0.3120, d0.loss_bbox: 0.1826, d0.loss_iou: 0.4418, d1.loss_cls: 0.2705, d1.loss_bbox: 0.1776, d1.loss_iou: 0.4272, d2.loss_cls: 0.2542, d2.loss_bbox: 0.1747, d2.loss_iou: 0.4216, d3.loss_cls: 0.2470, d3.loss_bbox: 0.1748, d3.loss_iou: 0.4217, d4.loss_cls: 0.2458, d4.loss_bbox: 0.1740, d4.loss_iou: 0.4205, dn_loss_cls: 0.0531, dn_loss_bbox: 0.3252, dn_loss_iou: 0.4349, d0.dn_loss_cls: 0.0851, d0.dn_loss_bbox: 0.4576, d0.dn_loss_iou: 0.5794, d1.dn_loss_cls: 0.0610, d1.dn_loss_bbox: 0.3584, d1.dn_loss_iou: 0.4677, d2.dn_loss_cls: 0.0557, d2.dn_loss_bbox: 0.3327, d2.dn_loss_iou: 0.4430, d3.dn_loss_cls: 0.0536, d3.dn_loss_bbox: 0.3260, d3.dn_loss_iou: 0.4359, d4.dn_loss_cls: 0.0527, d4.dn_loss_bbox: 0.3252, d4.dn_loss_iou: 0.4349, loss: 11.4870, grad_norm: 26.7132 2023-11-22 16:24:22,828 - mmdet - INFO - Epoch [3][2100/7330] lr: 1.000e-05, eta: 13:42:27, time: 0.687, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2973, interm_loss_bbox: 0.2178, interm_loss_iou: 0.5007, loss_cls: 0.2408, loss_bbox: 0.1711, loss_iou: 0.4160, d0.loss_cls: 0.3149, d0.loss_bbox: 0.1766, d0.loss_iou: 0.4355, d1.loss_cls: 0.2679, d1.loss_bbox: 0.1751, d1.loss_iou: 0.4252, d2.loss_cls: 0.2518, d2.loss_bbox: 0.1709, d2.loss_iou: 0.4169, d3.loss_cls: 0.2446, d3.loss_bbox: 0.1707, d3.loss_iou: 0.4162, d4.loss_cls: 0.2417, d4.loss_bbox: 0.1705, d4.loss_iou: 0.4160, dn_loss_cls: 0.0551, dn_loss_bbox: 0.3330, dn_loss_iou: 0.4334, d0.dn_loss_cls: 0.0870, d0.dn_loss_bbox: 0.4687, d0.dn_loss_iou: 0.5810, d1.dn_loss_cls: 0.0626, d1.dn_loss_bbox: 0.3662, d1.dn_loss_iou: 0.4670, d2.dn_loss_cls: 0.0566, d2.dn_loss_bbox: 0.3415, d2.dn_loss_iou: 0.4419, d3.dn_loss_cls: 0.0549, d3.dn_loss_bbox: 0.3341, d3.dn_loss_iou: 0.4346, d4.dn_loss_cls: 0.0548, d4.dn_loss_bbox: 0.3330, d4.dn_loss_iou: 0.4333, loss: 11.4770, grad_norm: 28.4933 2023-11-22 16:24:57,502 - mmdet - INFO - Epoch [3][2150/7330] lr: 1.000e-05, eta: 13:41:52, time: 0.693, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2956, interm_loss_bbox: 0.2267, interm_loss_iou: 0.4985, loss_cls: 0.2417, loss_bbox: 0.1784, loss_iou: 0.4074, d0.loss_cls: 0.3112, d0.loss_bbox: 0.1900, d0.loss_iou: 0.4345, d1.loss_cls: 0.2709, d1.loss_bbox: 0.1844, d1.loss_iou: 0.4166, d2.loss_cls: 0.2554, d2.loss_bbox: 0.1783, d2.loss_iou: 0.4069, d3.loss_cls: 0.2450, d3.loss_bbox: 0.1790, d3.loss_iou: 0.4086, d4.loss_cls: 0.2422, d4.loss_bbox: 0.1783, d4.loss_iou: 0.4074, dn_loss_cls: 0.0504, dn_loss_bbox: 0.3321, dn_loss_iou: 0.4209, d0.dn_loss_cls: 0.0832, d0.dn_loss_bbox: 0.4650, d0.dn_loss_iou: 0.5637, d1.dn_loss_cls: 0.0585, d1.dn_loss_bbox: 0.3651, d1.dn_loss_iou: 0.4550, d2.dn_loss_cls: 0.0529, d2.dn_loss_bbox: 0.3399, d2.dn_loss_iou: 0.4297, d3.dn_loss_cls: 0.0510, d3.dn_loss_bbox: 0.3329, d3.dn_loss_iou: 0.4221, d4.dn_loss_cls: 0.0502, d4.dn_loss_bbox: 0.3321, d4.dn_loss_iou: 0.4208, loss: 11.3826, grad_norm: 29.2271 2023-11-22 16:25:31,615 - mmdet - INFO - Epoch [3][2200/7330] lr: 1.000e-05, eta: 13:41:15, time: 0.682, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2999, interm_loss_bbox: 0.2251, interm_loss_iou: 0.5013, loss_cls: 0.2396, loss_bbox: 0.1697, loss_iou: 0.4151, d0.loss_cls: 0.3127, d0.loss_bbox: 0.1823, d0.loss_iou: 0.4394, d1.loss_cls: 0.2691, d1.loss_bbox: 0.1753, d1.loss_iou: 0.4228, d2.loss_cls: 0.2509, d2.loss_bbox: 0.1696, d2.loss_iou: 0.4175, d3.loss_cls: 0.2433, d3.loss_bbox: 0.1696, d3.loss_iou: 0.4164, d4.loss_cls: 0.2397, d4.loss_bbox: 0.1700, d4.loss_iou: 0.4161, dn_loss_cls: 0.0539, dn_loss_bbox: 0.3129, dn_loss_iou: 0.4193, d0.dn_loss_cls: 0.0867, d0.dn_loss_bbox: 0.4605, d0.dn_loss_iou: 0.5711, d1.dn_loss_cls: 0.0617, d1.dn_loss_bbox: 0.3517, d1.dn_loss_iou: 0.4551, d2.dn_loss_cls: 0.0560, d2.dn_loss_bbox: 0.3222, d2.dn_loss_iou: 0.4285, d3.dn_loss_cls: 0.0542, d3.dn_loss_bbox: 0.3141, d3.dn_loss_iou: 0.4208, d4.dn_loss_cls: 0.0536, d4.dn_loss_bbox: 0.3129, d4.dn_loss_iou: 0.4193, loss: 11.3001, grad_norm: 29.8716 2023-11-22 16:26:06,262 - mmdet - INFO - Epoch [3][2250/7330] lr: 1.000e-05, eta: 13:40:41, time: 0.693, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2971, interm_loss_bbox: 0.2248, interm_loss_iou: 0.5002, loss_cls: 0.2342, loss_bbox: 0.1783, loss_iou: 0.4195, d0.loss_cls: 0.3102, d0.loss_bbox: 0.1839, d0.loss_iou: 0.4368, d1.loss_cls: 0.2645, d1.loss_bbox: 0.1797, d1.loss_iou: 0.4226, d2.loss_cls: 0.2473, d2.loss_bbox: 0.1770, d2.loss_iou: 0.4172, d3.loss_cls: 0.2382, d3.loss_bbox: 0.1778, d3.loss_iou: 0.4188, d4.loss_cls: 0.2360, d4.loss_bbox: 0.1774, d4.loss_iou: 0.4186, dn_loss_cls: 0.0513, dn_loss_bbox: 0.3424, dn_loss_iou: 0.4362, d0.dn_loss_cls: 0.0842, d0.dn_loss_bbox: 0.4747, d0.dn_loss_iou: 0.5801, d1.dn_loss_cls: 0.0596, d1.dn_loss_bbox: 0.3746, d1.dn_loss_iou: 0.4685, d2.dn_loss_cls: 0.0536, d2.dn_loss_bbox: 0.3507, d2.dn_loss_iou: 0.4449, d3.dn_loss_cls: 0.0517, d3.dn_loss_bbox: 0.3432, d3.dn_loss_iou: 0.4373, d4.dn_loss_cls: 0.0508, d4.dn_loss_bbox: 0.3425, d4.dn_loss_iou: 0.4361, loss: 11.5424, grad_norm: 27.7536 2023-11-22 16:26:40,829 - mmdet - INFO - Epoch [3][2300/7330] lr: 1.000e-05, eta: 13:40:06, time: 0.691, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2954, interm_loss_bbox: 0.2299, interm_loss_iou: 0.5075, loss_cls: 0.2417, loss_bbox: 0.1848, loss_iou: 0.4266, d0.loss_cls: 0.3120, d0.loss_bbox: 0.1922, d0.loss_iou: 0.4451, d1.loss_cls: 0.2669, d1.loss_bbox: 0.1896, d1.loss_iou: 0.4355, d2.loss_cls: 0.2509, d2.loss_bbox: 0.1844, d2.loss_iou: 0.4274, d3.loss_cls: 0.2439, d3.loss_bbox: 0.1847, d3.loss_iou: 0.4273, d4.loss_cls: 0.2422, d4.loss_bbox: 0.1845, d4.loss_iou: 0.4267, dn_loss_cls: 0.0504, dn_loss_bbox: 0.3609, dn_loss_iou: 0.4459, d0.dn_loss_cls: 0.0841, d0.dn_loss_bbox: 0.4909, d0.dn_loss_iou: 0.5848, d1.dn_loss_cls: 0.0586, d1.dn_loss_bbox: 0.3927, d1.dn_loss_iou: 0.4773, d2.dn_loss_cls: 0.0531, d2.dn_loss_bbox: 0.3680, d2.dn_loss_iou: 0.4534, d3.dn_loss_cls: 0.0510, d3.dn_loss_bbox: 0.3616, d3.dn_loss_iou: 0.4468, d4.dn_loss_cls: 0.0503, d4.dn_loss_bbox: 0.3609, d4.dn_loss_iou: 0.4459, loss: 11.8362, grad_norm: 27.9242 2023-11-22 16:27:15,359 - mmdet - INFO - Epoch [3][2350/7330] lr: 1.000e-05, eta: 13:39:30, time: 0.690, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3000, interm_loss_bbox: 0.2359, interm_loss_iou: 0.5001, loss_cls: 0.2463, loss_bbox: 0.1873, loss_iou: 0.4190, d0.loss_cls: 0.3180, d0.loss_bbox: 0.1956, d0.loss_iou: 0.4389, d1.loss_cls: 0.2715, d1.loss_bbox: 0.1936, d1.loss_iou: 0.4289, d2.loss_cls: 0.2565, d2.loss_bbox: 0.1896, d2.loss_iou: 0.4218, d3.loss_cls: 0.2490, d3.loss_bbox: 0.1888, d3.loss_iou: 0.4198, d4.loss_cls: 0.2455, d4.loss_bbox: 0.1884, d4.loss_iou: 0.4205, dn_loss_cls: 0.0518, dn_loss_bbox: 0.3562, dn_loss_iou: 0.4424, d0.dn_loss_cls: 0.0853, d0.dn_loss_bbox: 0.4903, d0.dn_loss_iou: 0.5885, d1.dn_loss_cls: 0.0604, d1.dn_loss_bbox: 0.3894, d1.dn_loss_iou: 0.4768, d2.dn_loss_cls: 0.0541, d2.dn_loss_bbox: 0.3646, d2.dn_loss_iou: 0.4519, d3.dn_loss_cls: 0.0520, d3.dn_loss_bbox: 0.3568, d3.dn_loss_iou: 0.4437, d4.dn_loss_cls: 0.0514, d4.dn_loss_bbox: 0.3562, d4.dn_loss_iou: 0.4424, loss: 11.8296, grad_norm: 28.5573 2023-11-22 16:27:49,731 - mmdet - INFO - Epoch [3][2400/7330] lr: 1.000e-05, eta: 13:38:55, time: 0.688, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2980, interm_loss_bbox: 0.2260, interm_loss_iou: 0.4952, loss_cls: 0.2499, loss_bbox: 0.1732, loss_iou: 0.4107, d0.loss_cls: 0.3174, d0.loss_bbox: 0.1837, d0.loss_iou: 0.4325, d1.loss_cls: 0.2761, d1.loss_bbox: 0.1787, d1.loss_iou: 0.4160, d2.loss_cls: 0.2588, d2.loss_bbox: 0.1748, d2.loss_iou: 0.4112, d3.loss_cls: 0.2528, d3.loss_bbox: 0.1727, d3.loss_iou: 0.4097, d4.loss_cls: 0.2496, d4.loss_bbox: 0.1728, d4.loss_iou: 0.4103, dn_loss_cls: 0.0533, dn_loss_bbox: 0.3457, dn_loss_iou: 0.4409, d0.dn_loss_cls: 0.0851, d0.dn_loss_bbox: 0.4764, d0.dn_loss_iou: 0.5802, d1.dn_loss_cls: 0.0611, d1.dn_loss_bbox: 0.3789, d1.dn_loss_iou: 0.4719, d2.dn_loss_cls: 0.0551, d2.dn_loss_bbox: 0.3536, d2.dn_loss_iou: 0.4491, d3.dn_loss_cls: 0.0532, d3.dn_loss_bbox: 0.3470, d3.dn_loss_iou: 0.4423, d4.dn_loss_cls: 0.0528, d4.dn_loss_bbox: 0.3457, d4.dn_loss_iou: 0.4408, loss: 11.6030, grad_norm: 28.9818 2023-11-22 16:28:24,678 - mmdet - INFO - Epoch [3][2450/7330] lr: 1.000e-05, eta: 13:38:21, time: 0.699, data_time: 0.006, memory: 16683, interm_loss_cls: 0.2884, interm_loss_bbox: 0.2230, interm_loss_iou: 0.4864, loss_cls: 0.2345, loss_bbox: 0.1779, loss_iou: 0.4110, d0.loss_cls: 0.3016, d0.loss_bbox: 0.1841, d0.loss_iou: 0.4269, d1.loss_cls: 0.2586, d1.loss_bbox: 0.1810, d1.loss_iou: 0.4170, d2.loss_cls: 0.2412, d2.loss_bbox: 0.1802, d2.loss_iou: 0.4155, d3.loss_cls: 0.2369, d3.loss_bbox: 0.1776, d3.loss_iou: 0.4127, d4.loss_cls: 0.2350, d4.loss_bbox: 0.1772, d4.loss_iou: 0.4112, dn_loss_cls: 0.0498, dn_loss_bbox: 0.3218, dn_loss_iou: 0.4222, d0.dn_loss_cls: 0.0821, d0.dn_loss_bbox: 0.4496, d0.dn_loss_iou: 0.5628, d1.dn_loss_cls: 0.0576, d1.dn_loss_bbox: 0.3524, d1.dn_loss_iou: 0.4535, d2.dn_loss_cls: 0.0523, d2.dn_loss_bbox: 0.3288, d2.dn_loss_iou: 0.4302, d3.dn_loss_cls: 0.0504, d3.dn_loss_bbox: 0.3222, d3.dn_loss_iou: 0.4228, d4.dn_loss_cls: 0.0495, d4.dn_loss_bbox: 0.3218, d4.dn_loss_iou: 0.4220, loss: 11.2298, grad_norm: 29.3799 2023-11-22 16:28:59,459 - mmdet - INFO - Epoch [3][2500/7330] lr: 1.000e-05, eta: 13:37:47, time: 0.696, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2947, interm_loss_bbox: 0.2217, interm_loss_iou: 0.4840, loss_cls: 0.2394, loss_bbox: 0.1766, loss_iou: 0.4008, d0.loss_cls: 0.3124, d0.loss_bbox: 0.1823, d0.loss_iou: 0.4218, d1.loss_cls: 0.2679, d1.loss_bbox: 0.1791, d1.loss_iou: 0.4091, d2.loss_cls: 0.2491, d2.loss_bbox: 0.1758, d2.loss_iou: 0.4015, d3.loss_cls: 0.2426, d3.loss_bbox: 0.1756, d3.loss_iou: 0.4000, d4.loss_cls: 0.2396, d4.loss_bbox: 0.1762, d4.loss_iou: 0.4007, dn_loss_cls: 0.0482, dn_loss_bbox: 0.3224, dn_loss_iou: 0.4148, d0.dn_loss_cls: 0.0818, d0.dn_loss_bbox: 0.4543, d0.dn_loss_iou: 0.5572, d1.dn_loss_cls: 0.0566, d1.dn_loss_bbox: 0.3553, d1.dn_loss_iou: 0.4472, d2.dn_loss_cls: 0.0509, d2.dn_loss_bbox: 0.3303, d2.dn_loss_iou: 0.4226, d3.dn_loss_cls: 0.0487, d3.dn_loss_bbox: 0.3232, d3.dn_loss_iou: 0.4157, d4.dn_loss_cls: 0.0480, d4.dn_loss_bbox: 0.3224, d4.dn_loss_iou: 0.4146, loss: 11.1653, grad_norm: 32.4046 2023-11-22 16:29:34,663 - mmdet - INFO - Epoch [3][2550/7330] lr: 1.000e-05, eta: 13:37:15, time: 0.704, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2907, interm_loss_bbox: 0.2317, interm_loss_iou: 0.4868, loss_cls: 0.2396, loss_bbox: 0.1784, loss_iou: 0.4005, d0.loss_cls: 0.3119, d0.loss_bbox: 0.1857, d0.loss_iou: 0.4209, d1.loss_cls: 0.2662, d1.loss_bbox: 0.1821, d1.loss_iou: 0.4082, d2.loss_cls: 0.2510, d2.loss_bbox: 0.1778, d2.loss_iou: 0.4019, d3.loss_cls: 0.2429, d3.loss_bbox: 0.1780, d3.loss_iou: 0.4008, d4.loss_cls: 0.2393, d4.loss_bbox: 0.1789, d4.loss_iou: 0.4009, dn_loss_cls: 0.0513, dn_loss_bbox: 0.3416, dn_loss_iou: 0.4274, d0.dn_loss_cls: 0.0842, d0.dn_loss_bbox: 0.4817, d0.dn_loss_iou: 0.5713, d1.dn_loss_cls: 0.0592, d1.dn_loss_bbox: 0.3761, d1.dn_loss_iou: 0.4606, d2.dn_loss_cls: 0.0537, d2.dn_loss_bbox: 0.3490, d2.dn_loss_iou: 0.4361, d3.dn_loss_cls: 0.0515, d3.dn_loss_bbox: 0.3423, d3.dn_loss_iou: 0.4288, d4.dn_loss_cls: 0.0508, d4.dn_loss_bbox: 0.3415, d4.dn_loss_iou: 0.4273, loss: 11.4086, grad_norm: 27.3143 2023-11-22 16:30:09,373 - mmdet - INFO - Epoch [3][2600/7330] lr: 1.000e-05, eta: 13:36:40, time: 0.694, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2953, interm_loss_bbox: 0.2231, interm_loss_iou: 0.4981, loss_cls: 0.2395, loss_bbox: 0.1789, loss_iou: 0.4209, d0.loss_cls: 0.3132, d0.loss_bbox: 0.1840, d0.loss_iou: 0.4375, d1.loss_cls: 0.2691, d1.loss_bbox: 0.1841, d1.loss_iou: 0.4275, d2.loss_cls: 0.2506, d2.loss_bbox: 0.1787, d2.loss_iou: 0.4209, d3.loss_cls: 0.2437, d3.loss_bbox: 0.1788, d3.loss_iou: 0.4198, d4.loss_cls: 0.2401, d4.loss_bbox: 0.1789, d4.loss_iou: 0.4207, dn_loss_cls: 0.0513, dn_loss_bbox: 0.3206, dn_loss_iou: 0.4301, d0.dn_loss_cls: 0.0843, d0.dn_loss_bbox: 0.4531, d0.dn_loss_iou: 0.5713, d1.dn_loss_cls: 0.0598, d1.dn_loss_bbox: 0.3528, d1.dn_loss_iou: 0.4620, d2.dn_loss_cls: 0.0539, d2.dn_loss_bbox: 0.3292, d2.dn_loss_iou: 0.4386, d3.dn_loss_cls: 0.0518, d3.dn_loss_bbox: 0.3216, d3.dn_loss_iou: 0.4312, d4.dn_loss_cls: 0.0509, d4.dn_loss_bbox: 0.3205, d4.dn_loss_iou: 0.4300, loss: 11.4164, grad_norm: 27.8918 2023-11-22 16:30:43,982 - mmdet - INFO - Epoch [3][2650/7330] lr: 1.000e-05, eta: 13:36:05, time: 0.692, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3015, interm_loss_bbox: 0.2244, interm_loss_iou: 0.5002, loss_cls: 0.2492, loss_bbox: 0.1762, loss_iou: 0.4143, d0.loss_cls: 0.3220, d0.loss_bbox: 0.1797, d0.loss_iou: 0.4313, d1.loss_cls: 0.2809, d1.loss_bbox: 0.1767, d1.loss_iou: 0.4203, d2.loss_cls: 0.2647, d2.loss_bbox: 0.1750, d2.loss_iou: 0.4139, d3.loss_cls: 0.2520, d3.loss_bbox: 0.1756, d3.loss_iou: 0.4151, d4.loss_cls: 0.2499, d4.loss_bbox: 0.1760, d4.loss_iou: 0.4149, dn_loss_cls: 0.0527, dn_loss_bbox: 0.3263, dn_loss_iou: 0.4331, d0.dn_loss_cls: 0.0855, d0.dn_loss_bbox: 0.4668, d0.dn_loss_iou: 0.5788, d1.dn_loss_cls: 0.0610, d1.dn_loss_bbox: 0.3608, d1.dn_loss_iou: 0.4673, d2.dn_loss_cls: 0.0553, d2.dn_loss_bbox: 0.3350, d2.dn_loss_iou: 0.4425, d3.dn_loss_cls: 0.0530, d3.dn_loss_bbox: 0.3271, d3.dn_loss_iou: 0.4346, d4.dn_loss_cls: 0.0524, d4.dn_loss_bbox: 0.3263, d4.dn_loss_iou: 0.4331, loss: 11.5054, grad_norm: 26.0785 2023-11-22 16:31:18,183 - mmdet - INFO - Epoch [3][2700/7330] lr: 1.000e-05, eta: 13:35:29, time: 0.684, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2926, interm_loss_bbox: 0.2288, interm_loss_iou: 0.5013, loss_cls: 0.2404, loss_bbox: 0.1806, loss_iou: 0.4176, d0.loss_cls: 0.3098, d0.loss_bbox: 0.1879, d0.loss_iou: 0.4406, d1.loss_cls: 0.2672, d1.loss_bbox: 0.1825, d1.loss_iou: 0.4227, d2.loss_cls: 0.2512, d2.loss_bbox: 0.1796, d2.loss_iou: 0.4167, d3.loss_cls: 0.2446, d3.loss_bbox: 0.1787, d3.loss_iou: 0.4160, d4.loss_cls: 0.2412, d4.loss_bbox: 0.1791, d4.loss_iou: 0.4171, dn_loss_cls: 0.0492, dn_loss_bbox: 0.3493, dn_loss_iou: 0.4255, d0.dn_loss_cls: 0.0826, d0.dn_loss_bbox: 0.4864, d0.dn_loss_iou: 0.5732, d1.dn_loss_cls: 0.0572, d1.dn_loss_bbox: 0.3828, d1.dn_loss_iou: 0.4586, d2.dn_loss_cls: 0.0515, d2.dn_loss_bbox: 0.3574, d2.dn_loss_iou: 0.4337, d3.dn_loss_cls: 0.0499, d3.dn_loss_bbox: 0.3502, d3.dn_loss_iou: 0.4264, d4.dn_loss_cls: 0.0492, d4.dn_loss_bbox: 0.3493, d4.dn_loss_iou: 0.4254, loss: 11.5535, grad_norm: 29.7632 2023-11-22 16:31:53,086 - mmdet - INFO - Epoch [3][2750/7330] lr: 1.000e-05, eta: 13:34:55, time: 0.698, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2989, interm_loss_bbox: 0.2196, interm_loss_iou: 0.4916, loss_cls: 0.2443, loss_bbox: 0.1733, loss_iou: 0.4128, d0.loss_cls: 0.3171, d0.loss_bbox: 0.1781, d0.loss_iou: 0.4305, d1.loss_cls: 0.2726, d1.loss_bbox: 0.1740, d1.loss_iou: 0.4163, d2.loss_cls: 0.2560, d2.loss_bbox: 0.1704, d2.loss_iou: 0.4124, d3.loss_cls: 0.2469, d3.loss_bbox: 0.1717, d3.loss_iou: 0.4129, d4.loss_cls: 0.2445, d4.loss_bbox: 0.1723, d4.loss_iou: 0.4125, dn_loss_cls: 0.0509, dn_loss_bbox: 0.3338, dn_loss_iou: 0.4271, d0.dn_loss_cls: 0.0837, d0.dn_loss_bbox: 0.4716, d0.dn_loss_iou: 0.5694, d1.dn_loss_cls: 0.0588, d1.dn_loss_bbox: 0.3695, d1.dn_loss_iou: 0.4606, d2.dn_loss_cls: 0.0531, d2.dn_loss_bbox: 0.3424, d2.dn_loss_iou: 0.4356, d3.dn_loss_cls: 0.0513, d3.dn_loss_bbox: 0.3345, d3.dn_loss_iou: 0.4283, d4.dn_loss_cls: 0.0503, d4.dn_loss_bbox: 0.3338, d4.dn_loss_iou: 0.4270, loss: 11.4105, grad_norm: 26.9093 2023-11-22 16:32:27,453 - mmdet - INFO - Epoch [3][2800/7330] lr: 1.000e-05, eta: 13:34:19, time: 0.687, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2922, interm_loss_bbox: 0.2253, interm_loss_iou: 0.4821, loss_cls: 0.2388, loss_bbox: 0.1721, loss_iou: 0.4000, d0.loss_cls: 0.3096, d0.loss_bbox: 0.1838, d0.loss_iou: 0.4186, d1.loss_cls: 0.2684, d1.loss_bbox: 0.1758, d1.loss_iou: 0.4058, d2.loss_cls: 0.2506, d2.loss_bbox: 0.1711, d2.loss_iou: 0.3991, d3.loss_cls: 0.2424, d3.loss_bbox: 0.1713, d3.loss_iou: 0.3997, d4.loss_cls: 0.2399, d4.loss_bbox: 0.1716, d4.loss_iou: 0.3993, dn_loss_cls: 0.0523, dn_loss_bbox: 0.3468, dn_loss_iou: 0.4263, d0.dn_loss_cls: 0.0856, d0.dn_loss_bbox: 0.4829, d0.dn_loss_iou: 0.5709, d1.dn_loss_cls: 0.0609, d1.dn_loss_bbox: 0.3812, d1.dn_loss_iou: 0.4598, d2.dn_loss_cls: 0.0551, d2.dn_loss_bbox: 0.3552, d2.dn_loss_iou: 0.4350, d3.dn_loss_cls: 0.0528, d3.dn_loss_bbox: 0.3477, d3.dn_loss_iou: 0.4276, d4.dn_loss_cls: 0.0521, d4.dn_loss_bbox: 0.3468, d4.dn_loss_iou: 0.4262, loss: 11.3828, grad_norm: 26.8484 2023-11-22 16:33:02,067 - mmdet - INFO - Epoch [3][2850/7330] lr: 1.000e-05, eta: 13:33:45, time: 0.692, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2954, interm_loss_bbox: 0.2225, interm_loss_iou: 0.5103, loss_cls: 0.2437, loss_bbox: 0.1706, loss_iou: 0.4225, d0.loss_cls: 0.3152, d0.loss_bbox: 0.1804, d0.loss_iou: 0.4440, d1.loss_cls: 0.2699, d1.loss_bbox: 0.1773, d1.loss_iou: 0.4294, d2.loss_cls: 0.2520, d2.loss_bbox: 0.1728, d2.loss_iou: 0.4243, d3.loss_cls: 0.2454, d3.loss_bbox: 0.1718, d3.loss_iou: 0.4242, d4.loss_cls: 0.2432, d4.loss_bbox: 0.1714, d4.loss_iou: 0.4233, dn_loss_cls: 0.0518, dn_loss_bbox: 0.3193, dn_loss_iou: 0.4363, d0.dn_loss_cls: 0.0857, d0.dn_loss_bbox: 0.4460, d0.dn_loss_iou: 0.5756, d1.dn_loss_cls: 0.0605, d1.dn_loss_bbox: 0.3518, d1.dn_loss_iou: 0.4676, d2.dn_loss_cls: 0.0545, d2.dn_loss_bbox: 0.3277, d2.dn_loss_iou: 0.4448, d3.dn_loss_cls: 0.0524, d3.dn_loss_bbox: 0.3204, d3.dn_loss_iou: 0.4374, d4.dn_loss_cls: 0.0518, d4.dn_loss_bbox: 0.3193, d4.dn_loss_iou: 0.4362, loss: 11.4485, grad_norm: 26.9320 2023-11-22 16:33:36,223 - mmdet - INFO - Epoch [3][2900/7330] lr: 1.000e-05, eta: 13:33:08, time: 0.683, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2903, interm_loss_bbox: 0.2267, interm_loss_iou: 0.4815, loss_cls: 0.2406, loss_bbox: 0.1747, loss_iou: 0.4041, d0.loss_cls: 0.3082, d0.loss_bbox: 0.1823, d0.loss_iou: 0.4216, d1.loss_cls: 0.2649, d1.loss_bbox: 0.1809, d1.loss_iou: 0.4116, d2.loss_cls: 0.2502, d2.loss_bbox: 0.1752, d2.loss_iou: 0.4057, d3.loss_cls: 0.2450, d3.loss_bbox: 0.1738, d3.loss_iou: 0.4042, d4.loss_cls: 0.2407, d4.loss_bbox: 0.1744, d4.loss_iou: 0.4041, dn_loss_cls: 0.0500, dn_loss_bbox: 0.3198, dn_loss_iou: 0.4223, d0.dn_loss_cls: 0.0828, d0.dn_loss_bbox: 0.4457, d0.dn_loss_iou: 0.5608, d1.dn_loss_cls: 0.0579, d1.dn_loss_bbox: 0.3492, d1.dn_loss_iou: 0.4519, d2.dn_loss_cls: 0.0526, d2.dn_loss_bbox: 0.3264, d2.dn_loss_iou: 0.4300, d3.dn_loss_cls: 0.0507, d3.dn_loss_bbox: 0.3206, d3.dn_loss_iou: 0.4235, d4.dn_loss_cls: 0.0496, d4.dn_loss_bbox: 0.3198, d4.dn_loss_iou: 0.4222, loss: 11.1963, grad_norm: 28.3927 2023-11-22 16:34:10,650 - mmdet - INFO - Epoch [3][2950/7330] lr: 1.000e-05, eta: 13:32:33, time: 0.688, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2970, interm_loss_bbox: 0.2225, interm_loss_iou: 0.4983, loss_cls: 0.2419, loss_bbox: 0.1706, loss_iou: 0.4109, d0.loss_cls: 0.3154, d0.loss_bbox: 0.1804, d0.loss_iou: 0.4337, d1.loss_cls: 0.2688, d1.loss_bbox: 0.1760, d1.loss_iou: 0.4200, d2.loss_cls: 0.2522, d2.loss_bbox: 0.1720, d2.loss_iou: 0.4131, d3.loss_cls: 0.2465, d3.loss_bbox: 0.1701, d3.loss_iou: 0.4112, d4.loss_cls: 0.2429, d4.loss_bbox: 0.1700, d4.loss_iou: 0.4108, dn_loss_cls: 0.0520, dn_loss_bbox: 0.3274, dn_loss_iou: 0.4441, d0.dn_loss_cls: 0.0826, d0.dn_loss_bbox: 0.4590, d0.dn_loss_iou: 0.5911, d1.dn_loss_cls: 0.0590, d1.dn_loss_bbox: 0.3599, d1.dn_loss_iou: 0.4777, d2.dn_loss_cls: 0.0536, d2.dn_loss_bbox: 0.3350, d2.dn_loss_iou: 0.4523, d3.dn_loss_cls: 0.0519, d3.dn_loss_bbox: 0.3283, d3.dn_loss_iou: 0.4453, d4.dn_loss_cls: 0.0513, d4.dn_loss_bbox: 0.3274, d4.dn_loss_iou: 0.4440, loss: 11.4665, grad_norm: 27.8508 2023-11-22 16:34:47,671 - mmdet - INFO - Epoch [3][3000/7330] lr: 1.000e-05, eta: 13:32:07, time: 0.740, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2938, interm_loss_bbox: 0.2313, interm_loss_iou: 0.4817, loss_cls: 0.2352, loss_bbox: 0.1798, loss_iou: 0.3972, d0.loss_cls: 0.3085, d0.loss_bbox: 0.1884, d0.loss_iou: 0.4204, d1.loss_cls: 0.2619, d1.loss_bbox: 0.1845, d1.loss_iou: 0.4051, d2.loss_cls: 0.2453, d2.loss_bbox: 0.1801, d2.loss_iou: 0.3977, d3.loss_cls: 0.2390, d3.loss_bbox: 0.1791, d3.loss_iou: 0.3971, d4.loss_cls: 0.2360, d4.loss_bbox: 0.1789, d4.loss_iou: 0.3959, dn_loss_cls: 0.0512, dn_loss_bbox: 0.3462, dn_loss_iou: 0.4258, d0.dn_loss_cls: 0.0830, d0.dn_loss_bbox: 0.4780, d0.dn_loss_iou: 0.5657, d1.dn_loss_cls: 0.0590, d1.dn_loss_bbox: 0.3784, d1.dn_loss_iou: 0.4576, d2.dn_loss_cls: 0.0533, d2.dn_loss_bbox: 0.3539, d2.dn_loss_iou: 0.4340, d3.dn_loss_cls: 0.0518, d3.dn_loss_bbox: 0.3471, d3.dn_loss_iou: 0.4271, d4.dn_loss_cls: 0.0507, d4.dn_loss_bbox: 0.3462, d4.dn_loss_iou: 0.4257, loss: 11.3718, grad_norm: 29.8339 2023-11-22 16:35:22,621 - mmdet - INFO - Epoch [3][3050/7330] lr: 1.000e-05, eta: 13:31:34, time: 0.699, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2891, interm_loss_bbox: 0.2206, interm_loss_iou: 0.4983, loss_cls: 0.2376, loss_bbox: 0.1756, loss_iou: 0.4160, d0.loss_cls: 0.3056, d0.loss_bbox: 0.1813, d0.loss_iou: 0.4391, d1.loss_cls: 0.2642, d1.loss_bbox: 0.1780, d1.loss_iou: 0.4237, d2.loss_cls: 0.2457, d2.loss_bbox: 0.1775, d2.loss_iou: 0.4194, d3.loss_cls: 0.2399, d3.loss_bbox: 0.1766, d3.loss_iou: 0.4181, d4.loss_cls: 0.2377, d4.loss_bbox: 0.1760, d4.loss_iou: 0.4164, dn_loss_cls: 0.0482, dn_loss_bbox: 0.3217, dn_loss_iou: 0.4334, d0.dn_loss_cls: 0.0807, d0.dn_loss_bbox: 0.4460, d0.dn_loss_iou: 0.5731, d1.dn_loss_cls: 0.0571, d1.dn_loss_bbox: 0.3488, d1.dn_loss_iou: 0.4638, d2.dn_loss_cls: 0.0512, d2.dn_loss_bbox: 0.3274, d2.dn_loss_iou: 0.4410, d3.dn_loss_cls: 0.0490, d3.dn_loss_bbox: 0.3224, d3.dn_loss_iou: 0.4344, d4.dn_loss_cls: 0.0479, d4.dn_loss_bbox: 0.3217, d4.dn_loss_iou: 0.4334, loss: 11.3377, grad_norm: 26.7569 2023-11-22 16:35:59,268 - mmdet - INFO - Epoch [3][3100/7330] lr: 1.000e-05, eta: 13:31:07, time: 0.733, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2909, interm_loss_bbox: 0.2277, interm_loss_iou: 0.4887, loss_cls: 0.2383, loss_bbox: 0.1797, loss_iou: 0.4117, d0.loss_cls: 0.3057, d0.loss_bbox: 0.1901, d0.loss_iou: 0.4299, d1.loss_cls: 0.2630, d1.loss_bbox: 0.1863, d1.loss_iou: 0.4197, d2.loss_cls: 0.2465, d2.loss_bbox: 0.1833, d2.loss_iou: 0.4135, d3.loss_cls: 0.2390, d3.loss_bbox: 0.1825, d3.loss_iou: 0.4136, d4.loss_cls: 0.2384, d4.loss_bbox: 0.1800, d4.loss_iou: 0.4122, dn_loss_cls: 0.0496, dn_loss_bbox: 0.3353, dn_loss_iou: 0.4237, d0.dn_loss_cls: 0.0836, d0.dn_loss_bbox: 0.4688, d0.dn_loss_iou: 0.5586, d1.dn_loss_cls: 0.0590, d1.dn_loss_bbox: 0.3677, d1.dn_loss_iou: 0.4545, d2.dn_loss_cls: 0.0529, d2.dn_loss_bbox: 0.3428, d2.dn_loss_iou: 0.4315, d3.dn_loss_cls: 0.0505, d3.dn_loss_bbox: 0.3360, d3.dn_loss_iou: 0.4250, d4.dn_loss_cls: 0.0493, d4.dn_loss_bbox: 0.3353, d4.dn_loss_iou: 0.4237, loss: 11.3885, grad_norm: 28.0135 2023-11-22 16:36:34,095 - mmdet - INFO - Epoch [3][3150/7330] lr: 1.000e-05, eta: 13:30:33, time: 0.697, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2969, interm_loss_bbox: 0.2206, interm_loss_iou: 0.5121, loss_cls: 0.2421, loss_bbox: 0.1674, loss_iou: 0.4192, d0.loss_cls: 0.3120, d0.loss_bbox: 0.1758, d0.loss_iou: 0.4405, d1.loss_cls: 0.2698, d1.loss_bbox: 0.1716, d1.loss_iou: 0.4255, d2.loss_cls: 0.2518, d2.loss_bbox: 0.1683, d2.loss_iou: 0.4208, d3.loss_cls: 0.2462, d3.loss_bbox: 0.1668, d3.loss_iou: 0.4183, d4.loss_cls: 0.2427, d4.loss_bbox: 0.1668, d4.loss_iou: 0.4189, dn_loss_cls: 0.0510, dn_loss_bbox: 0.3223, dn_loss_iou: 0.4336, d0.dn_loss_cls: 0.0842, d0.dn_loss_bbox: 0.4539, d0.dn_loss_iou: 0.5750, d1.dn_loss_cls: 0.0599, d1.dn_loss_bbox: 0.3547, d1.dn_loss_iou: 0.4660, d2.dn_loss_cls: 0.0538, d2.dn_loss_bbox: 0.3289, d2.dn_loss_iou: 0.4417, d3.dn_loss_cls: 0.0517, d3.dn_loss_bbox: 0.3232, d3.dn_loss_iou: 0.4349, d4.dn_loss_cls: 0.0508, d4.dn_loss_bbox: 0.3223, d4.dn_loss_iou: 0.4335, loss: 11.3953, grad_norm: 29.0625 2023-11-22 16:37:08,885 - mmdet - INFO - Epoch [3][3200/7330] lr: 1.000e-05, eta: 13:29:59, time: 0.696, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3047, interm_loss_bbox: 0.2298, interm_loss_iou: 0.5090, loss_cls: 0.2532, loss_bbox: 0.1759, loss_iou: 0.4201, d0.loss_cls: 0.3192, d0.loss_bbox: 0.1877, d0.loss_iou: 0.4442, d1.loss_cls: 0.2790, d1.loss_bbox: 0.1822, d1.loss_iou: 0.4287, d2.loss_cls: 0.2636, d2.loss_bbox: 0.1786, d2.loss_iou: 0.4210, d3.loss_cls: 0.2565, d3.loss_bbox: 0.1774, d3.loss_iou: 0.4208, d4.loss_cls: 0.2540, d4.loss_bbox: 0.1764, d4.loss_iou: 0.4201, dn_loss_cls: 0.0534, dn_loss_bbox: 0.3353, dn_loss_iou: 0.4467, d0.dn_loss_cls: 0.0865, d0.dn_loss_bbox: 0.4621, d0.dn_loss_iou: 0.5854, d1.dn_loss_cls: 0.0615, d1.dn_loss_bbox: 0.3653, d1.dn_loss_iou: 0.4780, d2.dn_loss_cls: 0.0559, d2.dn_loss_bbox: 0.3428, d2.dn_loss_iou: 0.4543, d3.dn_loss_cls: 0.0540, d3.dn_loss_bbox: 0.3362, d3.dn_loss_iou: 0.4478, d4.dn_loss_cls: 0.0531, d4.dn_loss_bbox: 0.3353, d4.dn_loss_iou: 0.4466, loss: 11.7020, grad_norm: 27.3512 2023-11-22 16:37:43,529 - mmdet - INFO - Epoch [3][3250/7330] lr: 1.000e-05, eta: 13:29:24, time: 0.693, data_time: 0.006, memory: 16683, interm_loss_cls: 0.2974, interm_loss_bbox: 0.2216, interm_loss_iou: 0.4880, loss_cls: 0.2407, loss_bbox: 0.1740, loss_iou: 0.4040, d0.loss_cls: 0.3114, d0.loss_bbox: 0.1824, d0.loss_iou: 0.4245, d1.loss_cls: 0.2709, d1.loss_bbox: 0.1772, d1.loss_iou: 0.4088, d2.loss_cls: 0.2508, d2.loss_bbox: 0.1751, d2.loss_iou: 0.4054, d3.loss_cls: 0.2430, d3.loss_bbox: 0.1747, d3.loss_iou: 0.4045, d4.loss_cls: 0.2403, d4.loss_bbox: 0.1741, d4.loss_iou: 0.4043, dn_loss_cls: 0.0509, dn_loss_bbox: 0.3223, dn_loss_iou: 0.4192, d0.dn_loss_cls: 0.0832, d0.dn_loss_bbox: 0.4566, d0.dn_loss_iou: 0.5608, d1.dn_loss_cls: 0.0587, d1.dn_loss_bbox: 0.3528, d1.dn_loss_iou: 0.4496, d2.dn_loss_cls: 0.0531, d2.dn_loss_bbox: 0.3292, d2.dn_loss_iou: 0.4271, d3.dn_loss_cls: 0.0512, d3.dn_loss_bbox: 0.3230, d3.dn_loss_iou: 0.4201, d4.dn_loss_cls: 0.0505, d4.dn_loss_bbox: 0.3223, d4.dn_loss_iou: 0.4191, loss: 11.2227, grad_norm: 28.8475 2023-11-22 16:38:18,452 - mmdet - INFO - Epoch [3][3300/7330] lr: 1.000e-05, eta: 13:28:50, time: 0.698, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2998, interm_loss_bbox: 0.2362, interm_loss_iou: 0.4784, loss_cls: 0.2416, loss_bbox: 0.1855, loss_iou: 0.3955, d0.loss_cls: 0.3171, d0.loss_bbox: 0.1917, d0.loss_iou: 0.4155, d1.loss_cls: 0.2746, d1.loss_bbox: 0.1856, d1.loss_iou: 0.4000, d2.loss_cls: 0.2550, d2.loss_bbox: 0.1839, d2.loss_iou: 0.3950, d3.loss_cls: 0.2457, d3.loss_bbox: 0.1849, d3.loss_iou: 0.3955, d4.loss_cls: 0.2427, d4.loss_bbox: 0.1853, d4.loss_iou: 0.3956, dn_loss_cls: 0.0523, dn_loss_bbox: 0.3606, dn_loss_iou: 0.4288, d0.dn_loss_cls: 0.0846, d0.dn_loss_bbox: 0.4942, d0.dn_loss_iou: 0.5714, d1.dn_loss_cls: 0.0605, d1.dn_loss_bbox: 0.3943, d1.dn_loss_iou: 0.4622, d2.dn_loss_cls: 0.0552, d2.dn_loss_bbox: 0.3688, d2.dn_loss_iou: 0.4378, d3.dn_loss_cls: 0.0532, d3.dn_loss_bbox: 0.3615, d3.dn_loss_iou: 0.4302, d4.dn_loss_cls: 0.0523, d4.dn_loss_bbox: 0.3606, d4.dn_loss_iou: 0.4287, loss: 11.5623, grad_norm: 26.1524 2023-11-22 16:38:52,821 - mmdet - INFO - Epoch [3][3350/7330] lr: 1.000e-05, eta: 13:28:15, time: 0.688, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2939, interm_loss_bbox: 0.2275, interm_loss_iou: 0.4944, loss_cls: 0.2422, loss_bbox: 0.1774, loss_iou: 0.4060, d0.loss_cls: 0.3121, d0.loss_bbox: 0.1850, d0.loss_iou: 0.4274, d1.loss_cls: 0.2682, d1.loss_bbox: 0.1826, d1.loss_iou: 0.4148, d2.loss_cls: 0.2517, d2.loss_bbox: 0.1790, d2.loss_iou: 0.4080, d3.loss_cls: 0.2452, d3.loss_bbox: 0.1782, d3.loss_iou: 0.4065, d4.loss_cls: 0.2418, d4.loss_bbox: 0.1781, d4.loss_iou: 0.4064, dn_loss_cls: 0.0489, dn_loss_bbox: 0.3364, dn_loss_iou: 0.4162, d0.dn_loss_cls: 0.0831, d0.dn_loss_bbox: 0.4769, d0.dn_loss_iou: 0.5625, d1.dn_loss_cls: 0.0571, d1.dn_loss_bbox: 0.3711, d1.dn_loss_iou: 0.4505, d2.dn_loss_cls: 0.0517, d2.dn_loss_bbox: 0.3444, d2.dn_loss_iou: 0.4248, d3.dn_loss_cls: 0.0495, d3.dn_loss_bbox: 0.3374, d3.dn_loss_iou: 0.4172, d4.dn_loss_cls: 0.0488, d4.dn_loss_bbox: 0.3364, d4.dn_loss_iou: 0.4160, loss: 11.3555, grad_norm: 29.0490 2023-11-22 16:39:26,829 - mmdet - INFO - Epoch [3][3400/7330] lr: 1.000e-05, eta: 13:27:37, time: 0.680, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2904, interm_loss_bbox: 0.2184, interm_loss_iou: 0.4946, loss_cls: 0.2394, loss_bbox: 0.1733, loss_iou: 0.4174, d0.loss_cls: 0.3099, d0.loss_bbox: 0.1769, d0.loss_iou: 0.4319, d1.loss_cls: 0.2663, d1.loss_bbox: 0.1768, d1.loss_iou: 0.4218, d2.loss_cls: 0.2473, d2.loss_bbox: 0.1745, d2.loss_iou: 0.4181, d3.loss_cls: 0.2417, d3.loss_bbox: 0.1738, d3.loss_iou: 0.4177, d4.loss_cls: 0.2388, d4.loss_bbox: 0.1744, d4.loss_iou: 0.4187, dn_loss_cls: 0.0517, dn_loss_bbox: 0.3215, dn_loss_iou: 0.4265, d0.dn_loss_cls: 0.0856, d0.dn_loss_bbox: 0.4532, d0.dn_loss_iou: 0.5681, d1.dn_loss_cls: 0.0597, d1.dn_loss_bbox: 0.3529, d1.dn_loss_iou: 0.4587, d2.dn_loss_cls: 0.0541, d2.dn_loss_bbox: 0.3291, d2.dn_loss_iou: 0.4347, d3.dn_loss_cls: 0.0522, d3.dn_loss_bbox: 0.3223, d3.dn_loss_iou: 0.4277, d4.dn_loss_cls: 0.0515, d4.dn_loss_bbox: 0.3216, d4.dn_loss_iou: 0.4264, loss: 11.3195, grad_norm: 28.4535 2023-11-22 16:40:01,737 - mmdet - INFO - Epoch [3][3450/7330] lr: 1.000e-05, eta: 13:27:04, time: 0.698, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3007, interm_loss_bbox: 0.2305, interm_loss_iou: 0.4939, loss_cls: 0.2456, loss_bbox: 0.1805, loss_iou: 0.4083, d0.loss_cls: 0.3163, d0.loss_bbox: 0.1891, d0.loss_iou: 0.4309, d1.loss_cls: 0.2712, d1.loss_bbox: 0.1847, d1.loss_iou: 0.4162, d2.loss_cls: 0.2534, d2.loss_bbox: 0.1832, d2.loss_iou: 0.4117, d3.loss_cls: 0.2479, d3.loss_bbox: 0.1823, d3.loss_iou: 0.4093, d4.loss_cls: 0.2455, d4.loss_bbox: 0.1812, d4.loss_iou: 0.4090, dn_loss_cls: 0.0528, dn_loss_bbox: 0.3476, dn_loss_iou: 0.4364, d0.dn_loss_cls: 0.0863, d0.dn_loss_bbox: 0.4791, d0.dn_loss_iou: 0.5782, d1.dn_loss_cls: 0.0613, d1.dn_loss_bbox: 0.3781, d1.dn_loss_iou: 0.4684, d2.dn_loss_cls: 0.0552, d2.dn_loss_bbox: 0.3540, d2.dn_loss_iou: 0.4445, d3.dn_loss_cls: 0.0534, d3.dn_loss_bbox: 0.3483, d3.dn_loss_iou: 0.4373, d4.dn_loss_cls: 0.0526, d4.dn_loss_bbox: 0.3476, d4.dn_loss_iou: 0.4363, loss: 11.6086, grad_norm: 28.6955 2023-11-22 16:40:36,429 - mmdet - INFO - Epoch [3][3500/7330] lr: 1.000e-05, eta: 13:26:29, time: 0.694, data_time: 0.006, memory: 16683, interm_loss_cls: 0.2904, interm_loss_bbox: 0.2231, interm_loss_iou: 0.4712, loss_cls: 0.2355, loss_bbox: 0.1739, loss_iou: 0.3854, d0.loss_cls: 0.3065, d0.loss_bbox: 0.1809, d0.loss_iou: 0.4049, d1.loss_cls: 0.2632, d1.loss_bbox: 0.1763, d1.loss_iou: 0.3913, d2.loss_cls: 0.2460, d2.loss_bbox: 0.1737, d2.loss_iou: 0.3887, d3.loss_cls: 0.2391, d3.loss_bbox: 0.1736, d3.loss_iou: 0.3858, d4.loss_cls: 0.2381, d4.loss_bbox: 0.1725, d4.loss_iou: 0.3842, dn_loss_cls: 0.0487, dn_loss_bbox: 0.3433, dn_loss_iou: 0.4067, d0.dn_loss_cls: 0.0824, d0.dn_loss_bbox: 0.4926, d0.dn_loss_iou: 0.5564, d1.dn_loss_cls: 0.0576, d1.dn_loss_bbox: 0.3787, d1.dn_loss_iou: 0.4416, d2.dn_loss_cls: 0.0519, d2.dn_loss_bbox: 0.3520, d2.dn_loss_iou: 0.4160, d3.dn_loss_cls: 0.0494, d3.dn_loss_bbox: 0.3442, d3.dn_loss_iou: 0.4080, d4.dn_loss_cls: 0.0487, d4.dn_loss_bbox: 0.3433, d4.dn_loss_iou: 0.4066, loss: 11.1325, grad_norm: 29.4450 2023-11-22 16:41:10,331 - mmdet - INFO - Epoch [3][3550/7330] lr: 1.000e-05, eta: 13:25:52, time: 0.678, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2903, interm_loss_bbox: 0.2228, interm_loss_iou: 0.4673, loss_cls: 0.2303, loss_bbox: 0.1740, loss_iou: 0.3857, d0.loss_cls: 0.3040, d0.loss_bbox: 0.1816, d0.loss_iou: 0.4060, d1.loss_cls: 0.2600, d1.loss_bbox: 0.1767, d1.loss_iou: 0.3917, d2.loss_cls: 0.2412, d2.loss_bbox: 0.1744, d2.loss_iou: 0.3869, d3.loss_cls: 0.2331, d3.loss_bbox: 0.1739, d3.loss_iou: 0.3869, d4.loss_cls: 0.2301, d4.loss_bbox: 0.1744, d4.loss_iou: 0.3865, dn_loss_cls: 0.0494, dn_loss_bbox: 0.3337, dn_loss_iou: 0.4117, d0.dn_loss_cls: 0.0821, d0.dn_loss_bbox: 0.4756, d0.dn_loss_iou: 0.5580, d1.dn_loss_cls: 0.0573, d1.dn_loss_bbox: 0.3694, d1.dn_loss_iou: 0.4462, d2.dn_loss_cls: 0.0514, d2.dn_loss_bbox: 0.3422, d2.dn_loss_iou: 0.4205, d3.dn_loss_cls: 0.0495, d3.dn_loss_bbox: 0.3347, d3.dn_loss_iou: 0.4130, d4.dn_loss_cls: 0.0489, d4.dn_loss_bbox: 0.3337, d4.dn_loss_iou: 0.4117, loss: 11.0669, grad_norm: 28.1958 2023-11-22 16:41:45,114 - mmdet - INFO - Epoch [3][3600/7330] lr: 1.000e-05, eta: 13:25:17, time: 0.696, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2904, interm_loss_bbox: 0.2242, interm_loss_iou: 0.4958, loss_cls: 0.2362, loss_bbox: 0.1775, loss_iou: 0.4184, d0.loss_cls: 0.3053, d0.loss_bbox: 0.1851, d0.loss_iou: 0.4373, d1.loss_cls: 0.2644, d1.loss_bbox: 0.1803, d1.loss_iou: 0.4220, d2.loss_cls: 0.2469, d2.loss_bbox: 0.1780, d2.loss_iou: 0.4196, d3.loss_cls: 0.2389, d3.loss_bbox: 0.1774, d3.loss_iou: 0.4188, d4.loss_cls: 0.2363, d4.loss_bbox: 0.1774, d4.loss_iou: 0.4190, dn_loss_cls: 0.0507, dn_loss_bbox: 0.3322, dn_loss_iou: 0.4338, d0.dn_loss_cls: 0.0830, d0.dn_loss_bbox: 0.4548, d0.dn_loss_iou: 0.5693, d1.dn_loss_cls: 0.0582, d1.dn_loss_bbox: 0.3612, d1.dn_loss_iou: 0.4634, d2.dn_loss_cls: 0.0526, d2.dn_loss_bbox: 0.3387, d2.dn_loss_iou: 0.4412, d3.dn_loss_cls: 0.0508, d3.dn_loss_bbox: 0.3330, d3.dn_loss_iou: 0.4348, d4.dn_loss_cls: 0.0502, d4.dn_loss_bbox: 0.3322, d4.dn_loss_iou: 0.4337, loss: 11.4229, grad_norm: 28.2118 2023-11-22 16:42:19,726 - mmdet - INFO - Epoch [3][3650/7330] lr: 1.000e-05, eta: 13:24:42, time: 0.692, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2895, interm_loss_bbox: 0.2257, interm_loss_iou: 0.4917, loss_cls: 0.2337, loss_bbox: 0.1768, loss_iou: 0.4056, d0.loss_cls: 0.3051, d0.loss_bbox: 0.1849, d0.loss_iou: 0.4316, d1.loss_cls: 0.2634, d1.loss_bbox: 0.1796, d1.loss_iou: 0.4123, d2.loss_cls: 0.2453, d2.loss_bbox: 0.1767, d2.loss_iou: 0.4069, d3.loss_cls: 0.2379, d3.loss_bbox: 0.1769, d3.loss_iou: 0.4053, d4.loss_cls: 0.2345, d4.loss_bbox: 0.1767, d4.loss_iou: 0.4056, dn_loss_cls: 0.0485, dn_loss_bbox: 0.3398, dn_loss_iou: 0.4203, d0.dn_loss_cls: 0.0818, d0.dn_loss_bbox: 0.4785, d0.dn_loss_iou: 0.5634, d1.dn_loss_cls: 0.0574, d1.dn_loss_bbox: 0.3724, d1.dn_loss_iou: 0.4525, d2.dn_loss_cls: 0.0513, d2.dn_loss_bbox: 0.3470, d2.dn_loss_iou: 0.4289, d3.dn_loss_cls: 0.0493, d3.dn_loss_bbox: 0.3407, d3.dn_loss_iou: 0.4216, d4.dn_loss_cls: 0.0484, d4.dn_loss_bbox: 0.3398, d4.dn_loss_iou: 0.4202, loss: 11.3272, grad_norm: 30.1975 2023-11-22 16:42:54,216 - mmdet - INFO - Epoch [3][3700/7330] lr: 1.000e-05, eta: 13:24:07, time: 0.690, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2904, interm_loss_bbox: 0.2200, interm_loss_iou: 0.4996, loss_cls: 0.2339, loss_bbox: 0.1737, loss_iou: 0.4160, d0.loss_cls: 0.3046, d0.loss_bbox: 0.1830, d0.loss_iou: 0.4403, d1.loss_cls: 0.2628, d1.loss_bbox: 0.1774, d1.loss_iou: 0.4219, d2.loss_cls: 0.2446, d2.loss_bbox: 0.1745, d2.loss_iou: 0.4183, d3.loss_cls: 0.2364, d3.loss_bbox: 0.1742, d3.loss_iou: 0.4174, d4.loss_cls: 0.2334, d4.loss_bbox: 0.1741, d4.loss_iou: 0.4171, dn_loss_cls: 0.0486, dn_loss_bbox: 0.3347, dn_loss_iou: 0.4327, d0.dn_loss_cls: 0.0834, d0.dn_loss_bbox: 0.4606, d0.dn_loss_iou: 0.5719, d1.dn_loss_cls: 0.0575, d1.dn_loss_bbox: 0.3666, d1.dn_loss_iou: 0.4645, d2.dn_loss_cls: 0.0516, d2.dn_loss_bbox: 0.3417, d2.dn_loss_iou: 0.4411, d3.dn_loss_cls: 0.0494, d3.dn_loss_bbox: 0.3354, d3.dn_loss_iou: 0.4337, d4.dn_loss_cls: 0.0486, d4.dn_loss_bbox: 0.3347, d4.dn_loss_iou: 0.4326, loss: 11.4028, grad_norm: 28.9524 2023-11-22 16:43:28,875 - mmdet - INFO - Epoch [3][3750/7330] lr: 1.000e-05, eta: 13:23:33, time: 0.693, data_time: 0.005, memory: 16683, interm_loss_cls: 0.3023, interm_loss_bbox: 0.2230, interm_loss_iou: 0.4923, loss_cls: 0.2464, loss_bbox: 0.1788, loss_iou: 0.4156, d0.loss_cls: 0.3157, d0.loss_bbox: 0.1839, d0.loss_iou: 0.4326, d1.loss_cls: 0.2736, d1.loss_bbox: 0.1813, d1.loss_iou: 0.4202, d2.loss_cls: 0.2563, d2.loss_bbox: 0.1793, d2.loss_iou: 0.4163, d3.loss_cls: 0.2493, d3.loss_bbox: 0.1788, d3.loss_iou: 0.4169, d4.loss_cls: 0.2457, d4.loss_bbox: 0.1790, d4.loss_iou: 0.4166, dn_loss_cls: 0.0521, dn_loss_bbox: 0.3312, dn_loss_iou: 0.4422, d0.dn_loss_cls: 0.0839, d0.dn_loss_bbox: 0.4564, d0.dn_loss_iou: 0.5817, d1.dn_loss_cls: 0.0590, d1.dn_loss_bbox: 0.3596, d1.dn_loss_iou: 0.4735, d2.dn_loss_cls: 0.0538, d2.dn_loss_bbox: 0.3378, d2.dn_loss_iou: 0.4507, d3.dn_loss_cls: 0.0522, d3.dn_loss_bbox: 0.3319, d3.dn_loss_iou: 0.4434, d4.dn_loss_cls: 0.0516, d4.dn_loss_bbox: 0.3311, d4.dn_loss_iou: 0.4421, loss: 11.5381, grad_norm: 25.8013 2023-11-22 16:44:03,502 - mmdet - INFO - Epoch [3][3800/7330] lr: 1.000e-05, eta: 13:22:58, time: 0.693, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2957, interm_loss_bbox: 0.2166, interm_loss_iou: 0.4937, loss_cls: 0.2483, loss_bbox: 0.1701, loss_iou: 0.4142, d0.loss_cls: 0.3176, d0.loss_bbox: 0.1778, d0.loss_iou: 0.4327, d1.loss_cls: 0.2744, d1.loss_bbox: 0.1731, d1.loss_iou: 0.4190, d2.loss_cls: 0.2589, d2.loss_bbox: 0.1702, d2.loss_iou: 0.4135, d3.loss_cls: 0.2499, d3.loss_bbox: 0.1710, d3.loss_iou: 0.4152, d4.loss_cls: 0.2482, d4.loss_bbox: 0.1696, d4.loss_iou: 0.4142, dn_loss_cls: 0.0521, dn_loss_bbox: 0.3269, dn_loss_iou: 0.4412, d0.dn_loss_cls: 0.0852, d0.dn_loss_bbox: 0.4499, d0.dn_loss_iou: 0.5779, d1.dn_loss_cls: 0.0601, d1.dn_loss_bbox: 0.3549, d1.dn_loss_iou: 0.4713, d2.dn_loss_cls: 0.0542, d2.dn_loss_bbox: 0.3332, d2.dn_loss_iou: 0.4487, d3.dn_loss_cls: 0.0525, d3.dn_loss_bbox: 0.3276, d3.dn_loss_iou: 0.4422, d4.dn_loss_cls: 0.0518, d4.dn_loss_bbox: 0.3269, d4.dn_loss_iou: 0.4411, loss: 11.4414, grad_norm: 27.6229 2023-11-22 16:44:38,612 - mmdet - INFO - Epoch [3][3850/7330] lr: 1.000e-05, eta: 13:22:25, time: 0.702, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2890, interm_loss_bbox: 0.2149, interm_loss_iou: 0.4891, loss_cls: 0.2329, loss_bbox: 0.1734, loss_iou: 0.4161, d0.loss_cls: 0.3035, d0.loss_bbox: 0.1771, d0.loss_iou: 0.4344, d1.loss_cls: 0.2624, d1.loss_bbox: 0.1742, d1.loss_iou: 0.4203, d2.loss_cls: 0.2467, d2.loss_bbox: 0.1691, d2.loss_iou: 0.4140, d3.loss_cls: 0.2375, d3.loss_bbox: 0.1714, d3.loss_iou: 0.4157, d4.loss_cls: 0.2334, d4.loss_bbox: 0.1734, d4.loss_iou: 0.4165, dn_loss_cls: 0.0503, dn_loss_bbox: 0.3215, dn_loss_iou: 0.4265, d0.dn_loss_cls: 0.0821, d0.dn_loss_bbox: 0.4607, d0.dn_loss_iou: 0.5671, d1.dn_loss_cls: 0.0577, d1.dn_loss_bbox: 0.3572, d1.dn_loss_iou: 0.4596, d2.dn_loss_cls: 0.0523, d2.dn_loss_bbox: 0.3298, d2.dn_loss_iou: 0.4356, d3.dn_loss_cls: 0.0505, d3.dn_loss_bbox: 0.3225, d3.dn_loss_iou: 0.4278, d4.dn_loss_cls: 0.0500, d4.dn_loss_bbox: 0.3215, d4.dn_loss_iou: 0.4265, loss: 11.2642, grad_norm: 27.0782 2023-11-22 16:45:13,198 - mmdet - INFO - Epoch [3][3900/7330] lr: 1.000e-05, eta: 13:21:50, time: 0.692, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2938, interm_loss_bbox: 0.2282, interm_loss_iou: 0.4924, loss_cls: 0.2426, loss_bbox: 0.1808, loss_iou: 0.4142, d0.loss_cls: 0.3095, d0.loss_bbox: 0.1905, d0.loss_iou: 0.4351, d1.loss_cls: 0.2654, d1.loss_bbox: 0.1858, d1.loss_iou: 0.4209, d2.loss_cls: 0.2524, d2.loss_bbox: 0.1824, d2.loss_iou: 0.4141, d3.loss_cls: 0.2442, d3.loss_bbox: 0.1821, d3.loss_iou: 0.4143, d4.loss_cls: 0.2430, d4.loss_bbox: 0.1808, d4.loss_iou: 0.4141, dn_loss_cls: 0.0511, dn_loss_bbox: 0.3329, dn_loss_iou: 0.4302, d0.dn_loss_cls: 0.0850, d0.dn_loss_bbox: 0.4617, d0.dn_loss_iou: 0.5700, d1.dn_loss_cls: 0.0588, d1.dn_loss_bbox: 0.3619, d1.dn_loss_iou: 0.4613, d2.dn_loss_cls: 0.0531, d2.dn_loss_bbox: 0.3397, d2.dn_loss_iou: 0.4383, d3.dn_loss_cls: 0.0512, d3.dn_loss_bbox: 0.3338, d3.dn_loss_iou: 0.4314, d4.dn_loss_cls: 0.0506, d4.dn_loss_bbox: 0.3329, d4.dn_loss_iou: 0.4302, loss: 11.4603, grad_norm: 29.1382 2023-11-22 16:45:47,834 - mmdet - INFO - Epoch [3][3950/7330] lr: 1.000e-05, eta: 13:21:15, time: 0.693, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2890, interm_loss_bbox: 0.2173, interm_loss_iou: 0.4867, loss_cls: 0.2383, loss_bbox: 0.1722, loss_iou: 0.4032, d0.loss_cls: 0.3089, d0.loss_bbox: 0.1778, d0.loss_iou: 0.4248, d1.loss_cls: 0.2665, d1.loss_bbox: 0.1730, d1.loss_iou: 0.4078, d2.loss_cls: 0.2484, d2.loss_bbox: 0.1711, d2.loss_iou: 0.4032, d3.loss_cls: 0.2411, d3.loss_bbox: 0.1722, d3.loss_iou: 0.4035, d4.loss_cls: 0.2391, d4.loss_bbox: 0.1712, d4.loss_iou: 0.4030, dn_loss_cls: 0.0459, dn_loss_bbox: 0.3139, dn_loss_iou: 0.4138, d0.dn_loss_cls: 0.0801, d0.dn_loss_bbox: 0.4542, d0.dn_loss_iou: 0.5591, d1.dn_loss_cls: 0.0540, d1.dn_loss_bbox: 0.3456, d1.dn_loss_iou: 0.4462, d2.dn_loss_cls: 0.0484, d2.dn_loss_bbox: 0.3204, d2.dn_loss_iou: 0.4219, d3.dn_loss_cls: 0.0464, d3.dn_loss_bbox: 0.3145, d3.dn_loss_iou: 0.4149, d4.dn_loss_cls: 0.0457, d4.dn_loss_bbox: 0.3139, d4.dn_loss_iou: 0.4137, loss: 11.0709, grad_norm: 29.6244 2023-11-22 16:46:22,963 - mmdet - INFO - Epoch [3][4000/7330] lr: 1.000e-05, eta: 13:20:42, time: 0.702, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2920, interm_loss_bbox: 0.2198, interm_loss_iou: 0.4833, loss_cls: 0.2385, loss_bbox: 0.1711, loss_iou: 0.4047, d0.loss_cls: 0.3091, d0.loss_bbox: 0.1801, d0.loss_iou: 0.4240, d1.loss_cls: 0.2683, d1.loss_bbox: 0.1756, d1.loss_iou: 0.4091, d2.loss_cls: 0.2485, d2.loss_bbox: 0.1729, d2.loss_iou: 0.4061, d3.loss_cls: 0.2405, d3.loss_bbox: 0.1716, d3.loss_iou: 0.4065, d4.loss_cls: 0.2379, d4.loss_bbox: 0.1718, d4.loss_iou: 0.4065, dn_loss_cls: 0.0492, dn_loss_bbox: 0.3380, dn_loss_iou: 0.4263, d0.dn_loss_cls: 0.0806, d0.dn_loss_bbox: 0.4684, d0.dn_loss_iou: 0.5662, d1.dn_loss_cls: 0.0570, d1.dn_loss_bbox: 0.3699, d1.dn_loss_iou: 0.4580, d2.dn_loss_cls: 0.0519, d2.dn_loss_bbox: 0.3460, d2.dn_loss_iou: 0.4344, d3.dn_loss_cls: 0.0500, d3.dn_loss_bbox: 0.3395, d3.dn_loss_iou: 0.4274, d4.dn_loss_cls: 0.0490, d4.dn_loss_bbox: 0.3380, d4.dn_loss_iou: 0.4262, loss: 11.3141, grad_norm: 28.7230 2023-11-22 16:46:57,210 - mmdet - INFO - Epoch [3][4050/7330] lr: 1.000e-05, eta: 13:20:06, time: 0.685, data_time: 0.006, memory: 16683, interm_loss_cls: 0.2885, interm_loss_bbox: 0.2239, interm_loss_iou: 0.4913, loss_cls: 0.2357, loss_bbox: 0.1770, loss_iou: 0.4148, d0.loss_cls: 0.3039, d0.loss_bbox: 0.1848, d0.loss_iou: 0.4326, d1.loss_cls: 0.2636, d1.loss_bbox: 0.1802, d1.loss_iou: 0.4190, d2.loss_cls: 0.2475, d2.loss_bbox: 0.1771, d2.loss_iou: 0.4140, d3.loss_cls: 0.2386, d3.loss_bbox: 0.1772, d3.loss_iou: 0.4146, d4.loss_cls: 0.2363, d4.loss_bbox: 0.1773, d4.loss_iou: 0.4155, dn_loss_cls: 0.0480, dn_loss_bbox: 0.3322, dn_loss_iou: 0.4273, d0.dn_loss_cls: 0.0815, d0.dn_loss_bbox: 0.4612, d0.dn_loss_iou: 0.5652, d1.dn_loss_cls: 0.0571, d1.dn_loss_bbox: 0.3625, d1.dn_loss_iou: 0.4579, d2.dn_loss_cls: 0.0511, d2.dn_loss_bbox: 0.3396, d2.dn_loss_iou: 0.4356, d3.dn_loss_cls: 0.0489, d3.dn_loss_bbox: 0.3332, d3.dn_loss_iou: 0.4284, d4.dn_loss_cls: 0.0481, d4.dn_loss_bbox: 0.3323, d4.dn_loss_iou: 0.4271, loss: 11.3505, grad_norm: 28.8782 2023-11-22 16:47:31,433 - mmdet - INFO - Epoch [3][4100/7330] lr: 1.000e-05, eta: 13:19:30, time: 0.685, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2888, interm_loss_bbox: 0.2263, interm_loss_iou: 0.4917, loss_cls: 0.2336, loss_bbox: 0.1764, loss_iou: 0.4046, d0.loss_cls: 0.3048, d0.loss_bbox: 0.1815, d0.loss_iou: 0.4262, d1.loss_cls: 0.2615, d1.loss_bbox: 0.1788, d1.loss_iou: 0.4110, d2.loss_cls: 0.2448, d2.loss_bbox: 0.1763, d2.loss_iou: 0.4042, d3.loss_cls: 0.2368, d3.loss_bbox: 0.1757, d3.loss_iou: 0.4044, d4.loss_cls: 0.2335, d4.loss_bbox: 0.1764, d4.loss_iou: 0.4051, dn_loss_cls: 0.0481, dn_loss_bbox: 0.3060, dn_loss_iou: 0.4209, d0.dn_loss_cls: 0.0829, d0.dn_loss_bbox: 0.4402, d0.dn_loss_iou: 0.5660, d1.dn_loss_cls: 0.0568, d1.dn_loss_bbox: 0.3387, d1.dn_loss_iou: 0.4528, d2.dn_loss_cls: 0.0507, d2.dn_loss_bbox: 0.3141, d2.dn_loss_iou: 0.4296, d3.dn_loss_cls: 0.0485, d3.dn_loss_bbox: 0.3070, d3.dn_loss_iou: 0.4221, d4.dn_loss_cls: 0.0476, d4.dn_loss_bbox: 0.3060, d4.dn_loss_iou: 0.4208, loss: 11.1011, grad_norm: 29.1201 2023-11-22 16:48:06,590 - mmdet - INFO - Epoch [3][4150/7330] lr: 1.000e-05, eta: 13:18:57, time: 0.703, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2895, interm_loss_bbox: 0.2153, interm_loss_iou: 0.4863, loss_cls: 0.2363, loss_bbox: 0.1710, loss_iou: 0.4095, d0.loss_cls: 0.3039, d0.loss_bbox: 0.1780, d0.loss_iou: 0.4278, d1.loss_cls: 0.2591, d1.loss_bbox: 0.1761, d1.loss_iou: 0.4172, d2.loss_cls: 0.2444, d2.loss_bbox: 0.1728, d2.loss_iou: 0.4109, d3.loss_cls: 0.2385, d3.loss_bbox: 0.1721, d3.loss_iou: 0.4102, d4.loss_cls: 0.2360, d4.loss_bbox: 0.1712, d4.loss_iou: 0.4097, dn_loss_cls: 0.0492, dn_loss_bbox: 0.3317, dn_loss_iou: 0.4309, d0.dn_loss_cls: 0.0815, d0.dn_loss_bbox: 0.4581, d0.dn_loss_iou: 0.5666, d1.dn_loss_cls: 0.0571, d1.dn_loss_bbox: 0.3616, d1.dn_loss_iou: 0.4612, d2.dn_loss_cls: 0.0513, d2.dn_loss_bbox: 0.3388, d2.dn_loss_iou: 0.4394, d3.dn_loss_cls: 0.0498, d3.dn_loss_bbox: 0.3324, d3.dn_loss_iou: 0.4322, d4.dn_loss_cls: 0.0490, d4.dn_loss_bbox: 0.3318, d4.dn_loss_iou: 0.4309, loss: 11.2891, grad_norm: 28.5759 2023-11-22 16:48:40,748 - mmdet - INFO - Epoch [3][4200/7330] lr: 1.000e-05, eta: 13:18:20, time: 0.683, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2843, interm_loss_bbox: 0.2069, interm_loss_iou: 0.4892, loss_cls: 0.2284, loss_bbox: 0.1628, loss_iou: 0.4051, d0.loss_cls: 0.2967, d0.loss_bbox: 0.1734, d0.loss_iou: 0.4356, d1.loss_cls: 0.2567, d1.loss_bbox: 0.1679, d1.loss_iou: 0.4160, d2.loss_cls: 0.2412, d2.loss_bbox: 0.1635, d2.loss_iou: 0.4068, d3.loss_cls: 0.2331, d3.loss_bbox: 0.1616, d3.loss_iou: 0.4049, d4.loss_cls: 0.2293, d4.loss_bbox: 0.1627, d4.loss_iou: 0.4050, dn_loss_cls: 0.0456, dn_loss_bbox: 0.2955, dn_loss_iou: 0.4169, d0.dn_loss_cls: 0.0786, d0.dn_loss_bbox: 0.4260, d0.dn_loss_iou: 0.5610, d1.dn_loss_cls: 0.0545, d1.dn_loss_bbox: 0.3265, d1.dn_loss_iou: 0.4501, d2.dn_loss_cls: 0.0485, d2.dn_loss_bbox: 0.3034, d2.dn_loss_iou: 0.4256, d3.dn_loss_cls: 0.0468, d3.dn_loss_bbox: 0.2962, d3.dn_loss_iou: 0.4181, d4.dn_loss_cls: 0.0458, d4.dn_loss_bbox: 0.2955, d4.dn_loss_iou: 0.4168, loss: 10.8829, grad_norm: 29.4913 2023-11-22 16:49:15,235 - mmdet - INFO - Epoch [3][4250/7330] lr: 1.000e-05, eta: 13:17:45, time: 0.689, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2933, interm_loss_bbox: 0.2296, interm_loss_iou: 0.4926, loss_cls: 0.2443, loss_bbox: 0.1765, loss_iou: 0.4054, d0.loss_cls: 0.3105, d0.loss_bbox: 0.1860, d0.loss_iou: 0.4280, d1.loss_cls: 0.2684, d1.loss_bbox: 0.1846, d1.loss_iou: 0.4151, d2.loss_cls: 0.2543, d2.loss_bbox: 0.1777, d2.loss_iou: 0.4079, d3.loss_cls: 0.2467, d3.loss_bbox: 0.1772, d3.loss_iou: 0.4069, d4.loss_cls: 0.2444, d4.loss_bbox: 0.1763, d4.loss_iou: 0.4059, dn_loss_cls: 0.0503, dn_loss_bbox: 0.3370, dn_loss_iou: 0.4274, d0.dn_loss_cls: 0.0822, d0.dn_loss_bbox: 0.4701, d0.dn_loss_iou: 0.5642, d1.dn_loss_cls: 0.0579, d1.dn_loss_bbox: 0.3689, d1.dn_loss_iou: 0.4586, d2.dn_loss_cls: 0.0526, d2.dn_loss_bbox: 0.3444, d2.dn_loss_iou: 0.4349, d3.dn_loss_cls: 0.0506, d3.dn_loss_bbox: 0.3378, d3.dn_loss_iou: 0.4283, d4.dn_loss_cls: 0.0501, d4.dn_loss_bbox: 0.3370, d4.dn_loss_iou: 0.4273, loss: 11.4113, grad_norm: 28.0009 2023-11-22 16:49:49,836 - mmdet - INFO - Epoch [3][4300/7330] lr: 1.000e-05, eta: 13:17:10, time: 0.692, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2916, interm_loss_bbox: 0.2140, interm_loss_iou: 0.4948, loss_cls: 0.2430, loss_bbox: 0.1697, loss_iou: 0.4111, d0.loss_cls: 0.3124, d0.loss_bbox: 0.1738, d0.loss_iou: 0.4310, d1.loss_cls: 0.2695, d1.loss_bbox: 0.1721, d1.loss_iou: 0.4178, d2.loss_cls: 0.2539, d2.loss_bbox: 0.1679, d2.loss_iou: 0.4121, d3.loss_cls: 0.2460, d3.loss_bbox: 0.1679, d3.loss_iou: 0.4108, d4.loss_cls: 0.2426, d4.loss_bbox: 0.1693, d4.loss_iou: 0.4115, dn_loss_cls: 0.0521, dn_loss_bbox: 0.3220, dn_loss_iou: 0.4303, d0.dn_loss_cls: 0.0840, d0.dn_loss_bbox: 0.4526, d0.dn_loss_iou: 0.5689, d1.dn_loss_cls: 0.0596, d1.dn_loss_bbox: 0.3544, d1.dn_loss_iou: 0.4628, d2.dn_loss_cls: 0.0538, d2.dn_loss_bbox: 0.3296, d2.dn_loss_iou: 0.4387, d3.dn_loss_cls: 0.0518, d3.dn_loss_bbox: 0.3230, d3.dn_loss_iou: 0.4316, d4.dn_loss_cls: 0.0515, d4.dn_loss_bbox: 0.3220, d4.dn_loss_iou: 0.4302, loss: 11.3018, grad_norm: 27.6011 2023-11-22 16:50:24,927 - mmdet - INFO - Epoch [3][4350/7330] lr: 1.000e-05, eta: 13:16:37, time: 0.702, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2872, interm_loss_bbox: 0.2196, interm_loss_iou: 0.4930, loss_cls: 0.2380, loss_bbox: 0.1754, loss_iou: 0.4117, d0.loss_cls: 0.3087, d0.loss_bbox: 0.1826, d0.loss_iou: 0.4323, d1.loss_cls: 0.2649, d1.loss_bbox: 0.1811, d1.loss_iou: 0.4190, d2.loss_cls: 0.2471, d2.loss_bbox: 0.1774, d2.loss_iou: 0.4135, d3.loss_cls: 0.2408, d3.loss_bbox: 0.1754, d3.loss_iou: 0.4121, d4.loss_cls: 0.2385, d4.loss_bbox: 0.1754, d4.loss_iou: 0.4120, dn_loss_cls: 0.0487, dn_loss_bbox: 0.3158, dn_loss_iou: 0.4232, d0.dn_loss_cls: 0.0807, d0.dn_loss_bbox: 0.4482, d0.dn_loss_iou: 0.5607, d1.dn_loss_cls: 0.0563, d1.dn_loss_bbox: 0.3462, d1.dn_loss_iou: 0.4532, d2.dn_loss_cls: 0.0512, d2.dn_loss_bbox: 0.3225, d2.dn_loss_iou: 0.4304, d3.dn_loss_cls: 0.0492, d3.dn_loss_bbox: 0.3163, d3.dn_loss_iou: 0.4242, d4.dn_loss_cls: 0.0484, d4.dn_loss_bbox: 0.3158, d4.dn_loss_iou: 0.4231, loss: 11.2198, grad_norm: 28.3101 2023-11-22 16:51:00,071 - mmdet - INFO - Epoch [3][4400/7330] lr: 1.000e-05, eta: 13:16:04, time: 0.703, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2868, interm_loss_bbox: 0.2181, interm_loss_iou: 0.4892, loss_cls: 0.2345, loss_bbox: 0.1677, loss_iou: 0.4006, d0.loss_cls: 0.3042, d0.loss_bbox: 0.1751, d0.loss_iou: 0.4252, d1.loss_cls: 0.2641, d1.loss_bbox: 0.1706, d1.loss_iou: 0.4076, d2.loss_cls: 0.2463, d2.loss_bbox: 0.1661, d2.loss_iou: 0.4009, d3.loss_cls: 0.2386, d3.loss_bbox: 0.1664, d3.loss_iou: 0.4005, d4.loss_cls: 0.2354, d4.loss_bbox: 0.1666, d4.loss_iou: 0.4011, dn_loss_cls: 0.0527, dn_loss_bbox: 0.3309, dn_loss_iou: 0.4179, d0.dn_loss_cls: 0.0848, d0.dn_loss_bbox: 0.4600, d0.dn_loss_iou: 0.5553, d1.dn_loss_cls: 0.0601, d1.dn_loss_bbox: 0.3599, d1.dn_loss_iou: 0.4478, d2.dn_loss_cls: 0.0546, d2.dn_loss_bbox: 0.3373, d2.dn_loss_iou: 0.4252, d3.dn_loss_cls: 0.0529, d3.dn_loss_bbox: 0.3315, d3.dn_loss_iou: 0.4189, d4.dn_loss_cls: 0.0523, d4.dn_loss_bbox: 0.3309, d4.dn_loss_iou: 0.4178, loss: 11.1563, grad_norm: 29.0425 2023-11-22 16:51:34,965 - mmdet - INFO - Epoch [3][4450/7330] lr: 1.000e-05, eta: 13:15:30, time: 0.698, data_time: 0.006, memory: 16683, interm_loss_cls: 0.2945, interm_loss_bbox: 0.2269, interm_loss_iou: 0.4946, loss_cls: 0.2433, loss_bbox: 0.1719, loss_iou: 0.4031, d0.loss_cls: 0.3102, d0.loss_bbox: 0.1844, d0.loss_iou: 0.4304, d1.loss_cls: 0.2694, d1.loss_bbox: 0.1785, d1.loss_iou: 0.4126, d2.loss_cls: 0.2533, d2.loss_bbox: 0.1731, d2.loss_iou: 0.4051, d3.loss_cls: 0.2478, d3.loss_bbox: 0.1708, d3.loss_iou: 0.4021, d4.loss_cls: 0.2437, d4.loss_bbox: 0.1718, d4.loss_iou: 0.4038, dn_loss_cls: 0.0488, dn_loss_bbox: 0.3144, dn_loss_iou: 0.4234, d0.dn_loss_cls: 0.0818, d0.dn_loss_bbox: 0.4570, d0.dn_loss_iou: 0.5727, d1.dn_loss_cls: 0.0573, d1.dn_loss_bbox: 0.3502, d1.dn_loss_iou: 0.4587, d2.dn_loss_cls: 0.0514, d2.dn_loss_bbox: 0.3228, d2.dn_loss_iou: 0.4320, d3.dn_loss_cls: 0.0495, d3.dn_loss_bbox: 0.3156, d3.dn_loss_iou: 0.4245, d4.dn_loss_cls: 0.0488, d4.dn_loss_bbox: 0.3144, d4.dn_loss_iou: 0.4233, loss: 11.2376, grad_norm: 28.1151 2023-11-22 16:52:09,768 - mmdet - INFO - Epoch [3][4500/7330] lr: 1.000e-05, eta: 13:14:56, time: 0.696, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2897, interm_loss_bbox: 0.2252, interm_loss_iou: 0.4767, loss_cls: 0.2390, loss_bbox: 0.1791, loss_iou: 0.3993, d0.loss_cls: 0.3060, d0.loss_bbox: 0.1858, d0.loss_iou: 0.4190, d1.loss_cls: 0.2614, d1.loss_bbox: 0.1845, d1.loss_iou: 0.4104, d2.loss_cls: 0.2468, d2.loss_bbox: 0.1801, d2.loss_iou: 0.4018, d3.loss_cls: 0.2409, d3.loss_bbox: 0.1788, d3.loss_iou: 0.4009, d4.loss_cls: 0.2384, d4.loss_bbox: 0.1797, d4.loss_iou: 0.4005, dn_loss_cls: 0.0512, dn_loss_bbox: 0.3417, dn_loss_iou: 0.4188, d0.dn_loss_cls: 0.0843, d0.dn_loss_bbox: 0.4740, d0.dn_loss_iou: 0.5562, d1.dn_loss_cls: 0.0594, d1.dn_loss_bbox: 0.3731, d1.dn_loss_iou: 0.4507, d2.dn_loss_cls: 0.0537, d2.dn_loss_bbox: 0.3492, d2.dn_loss_iou: 0.4273, d3.dn_loss_cls: 0.0519, d3.dn_loss_bbox: 0.3425, d3.dn_loss_iou: 0.4199, d4.dn_loss_cls: 0.0510, d4.dn_loss_bbox: 0.3418, d4.dn_loss_iou: 0.4188, loss: 11.3096, grad_norm: 27.3674 2023-11-22 16:52:44,659 - mmdet - INFO - Epoch [3][4550/7330] lr: 1.000e-05, eta: 13:14:22, time: 0.698, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2941, interm_loss_bbox: 0.2278, interm_loss_iou: 0.4919, loss_cls: 0.2418, loss_bbox: 0.1797, loss_iou: 0.4075, d0.loss_cls: 0.3103, d0.loss_bbox: 0.1861, d0.loss_iou: 0.4293, d1.loss_cls: 0.2672, d1.loss_bbox: 0.1824, d1.loss_iou: 0.4162, d2.loss_cls: 0.2512, d2.loss_bbox: 0.1790, d2.loss_iou: 0.4093, d3.loss_cls: 0.2447, d3.loss_bbox: 0.1797, d3.loss_iou: 0.4087, d4.loss_cls: 0.2409, d4.loss_bbox: 0.1800, d4.loss_iou: 0.4084, dn_loss_cls: 0.0482, dn_loss_bbox: 0.3251, dn_loss_iou: 0.4245, d0.dn_loss_cls: 0.0826, d0.dn_loss_bbox: 0.4617, d0.dn_loss_iou: 0.5669, d1.dn_loss_cls: 0.0570, d1.dn_loss_bbox: 0.3571, d1.dn_loss_iou: 0.4565, d2.dn_loss_cls: 0.0513, d2.dn_loss_bbox: 0.3325, d2.dn_loss_iou: 0.4329, d3.dn_loss_cls: 0.0491, d3.dn_loss_bbox: 0.3261, d3.dn_loss_iou: 0.4260, d4.dn_loss_cls: 0.0482, d4.dn_loss_bbox: 0.3251, d4.dn_loss_iou: 0.4245, loss: 11.3315, grad_norm: 26.9660 2023-11-22 16:53:19,915 - mmdet - INFO - Epoch [3][4600/7330] lr: 1.000e-05, eta: 13:13:50, time: 0.705, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2956, interm_loss_bbox: 0.2214, interm_loss_iou: 0.4942, loss_cls: 0.2394, loss_bbox: 0.1665, loss_iou: 0.4052, d0.loss_cls: 0.3083, d0.loss_bbox: 0.1795, d0.loss_iou: 0.4302, d1.loss_cls: 0.2664, d1.loss_bbox: 0.1730, d1.loss_iou: 0.4132, d2.loss_cls: 0.2480, d2.loss_bbox: 0.1683, d2.loss_iou: 0.4077, d3.loss_cls: 0.2413, d3.loss_bbox: 0.1664, d3.loss_iou: 0.4058, d4.loss_cls: 0.2393, d4.loss_bbox: 0.1665, d4.loss_iou: 0.4058, dn_loss_cls: 0.0485, dn_loss_bbox: 0.3270, dn_loss_iou: 0.4165, d0.dn_loss_cls: 0.0826, d0.dn_loss_bbox: 0.4652, d0.dn_loss_iou: 0.5611, d1.dn_loss_cls: 0.0568, d1.dn_loss_bbox: 0.3602, d1.dn_loss_iou: 0.4502, d2.dn_loss_cls: 0.0514, d2.dn_loss_bbox: 0.3347, d2.dn_loss_iou: 0.4255, d3.dn_loss_cls: 0.0492, d3.dn_loss_bbox: 0.3277, d3.dn_loss_iou: 0.4179, d4.dn_loss_cls: 0.0484, d4.dn_loss_bbox: 0.3270, d4.dn_loss_iou: 0.4165, loss: 11.2084, grad_norm: 27.7765 2023-11-22 16:53:54,596 - mmdet - INFO - Epoch [3][4650/7330] lr: 1.000e-05, eta: 13:13:15, time: 0.693, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2844, interm_loss_bbox: 0.2188, interm_loss_iou: 0.4858, loss_cls: 0.2312, loss_bbox: 0.1702, loss_iou: 0.4037, d0.loss_cls: 0.2991, d0.loss_bbox: 0.1782, d0.loss_iou: 0.4278, d1.loss_cls: 0.2584, d1.loss_bbox: 0.1745, d1.loss_iou: 0.4131, d2.loss_cls: 0.2408, d2.loss_bbox: 0.1722, d2.loss_iou: 0.4069, d3.loss_cls: 0.2332, d3.loss_bbox: 0.1716, d3.loss_iou: 0.4056, d4.loss_cls: 0.2307, d4.loss_bbox: 0.1716, d4.loss_iou: 0.4051, dn_loss_cls: 0.0460, dn_loss_bbox: 0.3059, dn_loss_iou: 0.4134, d0.dn_loss_cls: 0.0797, d0.dn_loss_bbox: 0.4417, d0.dn_loss_iou: 0.5559, d1.dn_loss_cls: 0.0545, d1.dn_loss_bbox: 0.3377, d1.dn_loss_iou: 0.4458, d2.dn_loss_cls: 0.0491, d2.dn_loss_bbox: 0.3140, d2.dn_loss_iou: 0.4223, d3.dn_loss_cls: 0.0469, d3.dn_loss_bbox: 0.3071, d3.dn_loss_iou: 0.4147, d4.dn_loss_cls: 0.0460, d4.dn_loss_bbox: 0.3059, d4.dn_loss_iou: 0.4133, loss: 10.9827, grad_norm: 29.5392 2023-11-22 16:54:29,151 - mmdet - INFO - Epoch [3][4700/7330] lr: 1.000e-05, eta: 13:12:40, time: 0.691, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2929, interm_loss_bbox: 0.2172, interm_loss_iou: 0.4873, loss_cls: 0.2442, loss_bbox: 0.1704, loss_iou: 0.4036, d0.loss_cls: 0.3121, d0.loss_bbox: 0.1763, d0.loss_iou: 0.4246, d1.loss_cls: 0.2692, d1.loss_bbox: 0.1739, d1.loss_iou: 0.4097, d2.loss_cls: 0.2519, d2.loss_bbox: 0.1716, d2.loss_iou: 0.4061, d3.loss_cls: 0.2464, d3.loss_bbox: 0.1700, d3.loss_iou: 0.4050, d4.loss_cls: 0.2438, d4.loss_bbox: 0.1704, d4.loss_iou: 0.4044, dn_loss_cls: 0.0480, dn_loss_bbox: 0.3263, dn_loss_iou: 0.4204, d0.dn_loss_cls: 0.0814, d0.dn_loss_bbox: 0.4599, d0.dn_loss_iou: 0.5621, d1.dn_loss_cls: 0.0567, d1.dn_loss_bbox: 0.3579, d1.dn_loss_iou: 0.4532, d2.dn_loss_cls: 0.0508, d2.dn_loss_bbox: 0.3337, d2.dn_loss_iou: 0.4292, d3.dn_loss_cls: 0.0486, d3.dn_loss_bbox: 0.3274, d3.dn_loss_iou: 0.4216, d4.dn_loss_cls: 0.0477, d4.dn_loss_bbox: 0.3263, d4.dn_loss_iou: 0.4203, loss: 11.2222, grad_norm: 28.3480 2023-11-22 16:55:03,531 - mmdet - INFO - Epoch [3][4750/7330] lr: 1.000e-05, eta: 13:12:04, time: 0.688, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2937, interm_loss_bbox: 0.2201, interm_loss_iou: 0.4871, loss_cls: 0.2382, loss_bbox: 0.1787, loss_iou: 0.4103, d0.loss_cls: 0.3074, d0.loss_bbox: 0.1814, d0.loss_iou: 0.4302, d1.loss_cls: 0.2658, d1.loss_bbox: 0.1767, d1.loss_iou: 0.4147, d2.loss_cls: 0.2497, d2.loss_bbox: 0.1746, d2.loss_iou: 0.4077, d3.loss_cls: 0.2413, d3.loss_bbox: 0.1767, d3.loss_iou: 0.4090, d4.loss_cls: 0.2381, d4.loss_bbox: 0.1783, d4.loss_iou: 0.4104, dn_loss_cls: 0.0487, dn_loss_bbox: 0.3300, dn_loss_iou: 0.4245, d0.dn_loss_cls: 0.0815, d0.dn_loss_bbox: 0.4533, d0.dn_loss_iou: 0.5594, d1.dn_loss_cls: 0.0565, d1.dn_loss_bbox: 0.3585, d1.dn_loss_iou: 0.4553, d2.dn_loss_cls: 0.0509, d2.dn_loss_bbox: 0.3367, d2.dn_loss_iou: 0.4327, d3.dn_loss_cls: 0.0492, d3.dn_loss_bbox: 0.3306, d3.dn_loss_iou: 0.4257, d4.dn_loss_cls: 0.0485, d4.dn_loss_bbox: 0.3300, d4.dn_loss_iou: 0.4245, loss: 11.2869, grad_norm: 27.1141 2023-11-22 16:55:38,387 - mmdet - INFO - Epoch [3][4800/7330] lr: 1.000e-05, eta: 13:11:30, time: 0.697, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2896, interm_loss_bbox: 0.2279, interm_loss_iou: 0.4850, loss_cls: 0.2313, loss_bbox: 0.1776, loss_iou: 0.4029, d0.loss_cls: 0.3043, d0.loss_bbox: 0.1848, d0.loss_iou: 0.4226, d1.loss_cls: 0.2609, d1.loss_bbox: 0.1794, d1.loss_iou: 0.4094, d2.loss_cls: 0.2437, d2.loss_bbox: 0.1767, d2.loss_iou: 0.4025, d3.loss_cls: 0.2354, d3.loss_bbox: 0.1767, d3.loss_iou: 0.4014, d4.loss_cls: 0.2312, d4.loss_bbox: 0.1775, d4.loss_iou: 0.4031, dn_loss_cls: 0.0476, dn_loss_bbox: 0.3233, dn_loss_iou: 0.4089, d0.dn_loss_cls: 0.0807, d0.dn_loss_bbox: 0.4623, d0.dn_loss_iou: 0.5518, d1.dn_loss_cls: 0.0560, d1.dn_loss_bbox: 0.3566, d1.dn_loss_iou: 0.4419, d2.dn_loss_cls: 0.0504, d2.dn_loss_bbox: 0.3309, d2.dn_loss_iou: 0.4174, d3.dn_loss_cls: 0.0485, d3.dn_loss_bbox: 0.3243, d3.dn_loss_iou: 0.4101, d4.dn_loss_cls: 0.0475, d4.dn_loss_bbox: 0.3233, d4.dn_loss_iou: 0.4089, loss: 11.1143, grad_norm: 28.3339 2023-11-22 16:56:12,709 - mmdet - INFO - Epoch [3][4850/7330] lr: 1.000e-05, eta: 13:10:55, time: 0.687, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2858, interm_loss_bbox: 0.2197, interm_loss_iou: 0.4962, loss_cls: 0.2351, loss_bbox: 0.1742, loss_iou: 0.4152, d0.loss_cls: 0.3016, d0.loss_bbox: 0.1826, d0.loss_iou: 0.4418, d1.loss_cls: 0.2606, d1.loss_bbox: 0.1771, d1.loss_iou: 0.4238, d2.loss_cls: 0.2444, d2.loss_bbox: 0.1753, d2.loss_iou: 0.4168, d3.loss_cls: 0.2374, d3.loss_bbox: 0.1750, d3.loss_iou: 0.4159, d4.loss_cls: 0.2344, d4.loss_bbox: 0.1749, d4.loss_iou: 0.4160, dn_loss_cls: 0.0492, dn_loss_bbox: 0.3382, dn_loss_iou: 0.4332, d0.dn_loss_cls: 0.0829, d0.dn_loss_bbox: 0.4694, d0.dn_loss_iou: 0.5729, d1.dn_loss_cls: 0.0573, d1.dn_loss_bbox: 0.3683, d1.dn_loss_iou: 0.4649, d2.dn_loss_cls: 0.0520, d2.dn_loss_bbox: 0.3451, d2.dn_loss_iou: 0.4412, d3.dn_loss_cls: 0.0500, d3.dn_loss_bbox: 0.3389, d3.dn_loss_iou: 0.4343, d4.dn_loss_cls: 0.0491, d4.dn_loss_bbox: 0.3382, d4.dn_loss_iou: 0.4332, loss: 11.4218, grad_norm: 30.1681 2023-11-22 16:56:47,193 - mmdet - INFO - Epoch [3][4900/7330] lr: 1.000e-05, eta: 13:10:19, time: 0.689, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2885, interm_loss_bbox: 0.2250, interm_loss_iou: 0.4780, loss_cls: 0.2339, loss_bbox: 0.1800, loss_iou: 0.3999, d0.loss_cls: 0.3030, d0.loss_bbox: 0.1880, d0.loss_iou: 0.4236, d1.loss_cls: 0.2629, d1.loss_bbox: 0.1811, d1.loss_iou: 0.4048, d2.loss_cls: 0.2467, d2.loss_bbox: 0.1787, d2.loss_iou: 0.3992, d3.loss_cls: 0.2387, d3.loss_bbox: 0.1782, d3.loss_iou: 0.3988, d4.loss_cls: 0.2350, d4.loss_bbox: 0.1790, d4.loss_iou: 0.3995, dn_loss_cls: 0.0498, dn_loss_bbox: 0.3378, dn_loss_iou: 0.4222, d0.dn_loss_cls: 0.0826, d0.dn_loss_bbox: 0.4692, d0.dn_loss_iou: 0.5622, d1.dn_loss_cls: 0.0579, d1.dn_loss_bbox: 0.3690, d1.dn_loss_iou: 0.4529, d2.dn_loss_cls: 0.0521, d2.dn_loss_bbox: 0.3448, d2.dn_loss_iou: 0.4300, d3.dn_loss_cls: 0.0502, d3.dn_loss_bbox: 0.3383, d3.dn_loss_iou: 0.4230, d4.dn_loss_cls: 0.0496, d4.dn_loss_bbox: 0.3378, d4.dn_loss_iou: 0.4221, loss: 11.2738, grad_norm: 28.0651 2023-11-22 16:57:21,861 - mmdet - INFO - Epoch [3][4950/7330] lr: 1.000e-05, eta: 13:09:45, time: 0.693, data_time: 0.006, memory: 16683, interm_loss_cls: 0.2937, interm_loss_bbox: 0.2189, interm_loss_iou: 0.4911, loss_cls: 0.2439, loss_bbox: 0.1747, loss_iou: 0.4161, d0.loss_cls: 0.3107, d0.loss_bbox: 0.1820, d0.loss_iou: 0.4354, d1.loss_cls: 0.2686, d1.loss_bbox: 0.1791, d1.loss_iou: 0.4230, d2.loss_cls: 0.2523, d2.loss_bbox: 0.1763, d2.loss_iou: 0.4174, d3.loss_cls: 0.2464, d3.loss_bbox: 0.1754, d3.loss_iou: 0.4171, d4.loss_cls: 0.2439, d4.loss_bbox: 0.1746, d4.loss_iou: 0.4164, dn_loss_cls: 0.0511, dn_loss_bbox: 0.3181, dn_loss_iou: 0.4188, d0.dn_loss_cls: 0.0831, d0.dn_loss_bbox: 0.4540, d0.dn_loss_iou: 0.5582, d1.dn_loss_cls: 0.0594, d1.dn_loss_bbox: 0.3498, d1.dn_loss_iou: 0.4499, d2.dn_loss_cls: 0.0540, d2.dn_loss_bbox: 0.3255, d2.dn_loss_iou: 0.4267, d3.dn_loss_cls: 0.0519, d3.dn_loss_bbox: 0.3190, d3.dn_loss_iou: 0.4199, d4.dn_loss_cls: 0.0508, d4.dn_loss_bbox: 0.3181, d4.dn_loss_iou: 0.4187, loss: 11.2840, grad_norm: 29.6205 2023-11-22 16:57:56,403 - mmdet - INFO - Epoch [3][5000/7330] lr: 1.000e-05, eta: 13:09:09, time: 0.691, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2856, interm_loss_bbox: 0.2089, interm_loss_iou: 0.4797, loss_cls: 0.2283, loss_bbox: 0.1652, loss_iou: 0.4030, d0.loss_cls: 0.2994, d0.loss_bbox: 0.1717, d0.loss_iou: 0.4240, d1.loss_cls: 0.2581, d1.loss_bbox: 0.1695, d1.loss_iou: 0.4109, d2.loss_cls: 0.2411, d2.loss_bbox: 0.1643, d2.loss_iou: 0.4028, d3.loss_cls: 0.2318, d3.loss_bbox: 0.1651, d3.loss_iou: 0.4032, d4.loss_cls: 0.2291, d4.loss_bbox: 0.1655, d4.loss_iou: 0.4026, dn_loss_cls: 0.0493, dn_loss_bbox: 0.3166, dn_loss_iou: 0.4205, d0.dn_loss_cls: 0.0831, d0.dn_loss_bbox: 0.4442, d0.dn_loss_iou: 0.5571, d1.dn_loss_cls: 0.0579, d1.dn_loss_bbox: 0.3482, d1.dn_loss_iou: 0.4522, d2.dn_loss_cls: 0.0522, d2.dn_loss_bbox: 0.3242, d2.dn_loss_iou: 0.4289, d3.dn_loss_cls: 0.0502, d3.dn_loss_bbox: 0.3174, d3.dn_loss_iou: 0.4217, d4.dn_loss_cls: 0.0492, d4.dn_loss_bbox: 0.3166, d4.dn_loss_iou: 0.4205, loss: 11.0201, grad_norm: 28.8448 2023-11-22 16:58:30,988 - mmdet - INFO - Epoch [3][5050/7330] lr: 1.000e-05, eta: 13:08:35, time: 0.692, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2844, interm_loss_bbox: 0.2176, interm_loss_iou: 0.4773, loss_cls: 0.2287, loss_bbox: 0.1711, loss_iou: 0.3989, d0.loss_cls: 0.2984, d0.loss_bbox: 0.1794, d0.loss_iou: 0.4217, d1.loss_cls: 0.2532, d1.loss_bbox: 0.1766, d1.loss_iou: 0.4077, d2.loss_cls: 0.2376, d2.loss_bbox: 0.1720, d2.loss_iou: 0.4007, d3.loss_cls: 0.2315, d3.loss_bbox: 0.1722, d3.loss_iou: 0.4005, d4.loss_cls: 0.2282, d4.loss_bbox: 0.1717, d4.loss_iou: 0.3992, dn_loss_cls: 0.0470, dn_loss_bbox: 0.3229, dn_loss_iou: 0.4216, d0.dn_loss_cls: 0.0804, d0.dn_loss_bbox: 0.4495, d0.dn_loss_iou: 0.5588, d1.dn_loss_cls: 0.0557, d1.dn_loss_bbox: 0.3546, d1.dn_loss_iou: 0.4530, d2.dn_loss_cls: 0.0500, d2.dn_loss_bbox: 0.3302, d2.dn_loss_iou: 0.4295, d3.dn_loss_cls: 0.0480, d3.dn_loss_bbox: 0.3242, d3.dn_loss_iou: 0.4227, d4.dn_loss_cls: 0.0468, d4.dn_loss_bbox: 0.3229, d4.dn_loss_iou: 0.4215, loss: 11.0678, grad_norm: 27.6767 2023-11-22 16:59:05,751 - mmdet - INFO - Epoch [3][5100/7330] lr: 1.000e-05, eta: 13:08:00, time: 0.695, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2869, interm_loss_bbox: 0.2262, interm_loss_iou: 0.4857, loss_cls: 0.2363, loss_bbox: 0.1790, loss_iou: 0.4034, d0.loss_cls: 0.3050, d0.loss_bbox: 0.1864, d0.loss_iou: 0.4258, d1.loss_cls: 0.2606, d1.loss_bbox: 0.1825, d1.loss_iou: 0.4139, d2.loss_cls: 0.2461, d2.loss_bbox: 0.1789, d2.loss_iou: 0.4063, d3.loss_cls: 0.2401, d3.loss_bbox: 0.1779, d3.loss_iou: 0.4044, d4.loss_cls: 0.2370, d4.loss_bbox: 0.1786, d4.loss_iou: 0.4037, dn_loss_cls: 0.0492, dn_loss_bbox: 0.3224, dn_loss_iou: 0.4178, d0.dn_loss_cls: 0.0838, d0.dn_loss_bbox: 0.4648, d0.dn_loss_iou: 0.5601, d1.dn_loss_cls: 0.0578, d1.dn_loss_bbox: 0.3553, d1.dn_loss_iou: 0.4498, d2.dn_loss_cls: 0.0522, d2.dn_loss_bbox: 0.3306, d2.dn_loss_iou: 0.4262, d3.dn_loss_cls: 0.0502, d3.dn_loss_bbox: 0.3232, d3.dn_loss_iou: 0.4188, d4.dn_loss_cls: 0.0491, d4.dn_loss_bbox: 0.3224, d4.dn_loss_iou: 0.4177, loss: 11.2159, grad_norm: 27.6745 2023-11-22 16:59:40,054 - mmdet - INFO - Epoch [3][5150/7330] lr: 1.000e-05, eta: 13:07:24, time: 0.686, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2901, interm_loss_bbox: 0.2230, interm_loss_iou: 0.4881, loss_cls: 0.2368, loss_bbox: 0.1699, loss_iou: 0.4021, d0.loss_cls: 0.3057, d0.loss_bbox: 0.1780, d0.loss_iou: 0.4231, d1.loss_cls: 0.2634, d1.loss_bbox: 0.1753, d1.loss_iou: 0.4080, d2.loss_cls: 0.2468, d2.loss_bbox: 0.1709, d2.loss_iou: 0.4025, d3.loss_cls: 0.2408, d3.loss_bbox: 0.1699, d3.loss_iou: 0.4011, d4.loss_cls: 0.2365, d4.loss_bbox: 0.1705, d4.loss_iou: 0.4026, dn_loss_cls: 0.0473, dn_loss_bbox: 0.3178, dn_loss_iou: 0.4236, d0.dn_loss_cls: 0.0800, d0.dn_loss_bbox: 0.4483, d0.dn_loss_iou: 0.5615, d1.dn_loss_cls: 0.0548, d1.dn_loss_bbox: 0.3492, d1.dn_loss_iou: 0.4548, d2.dn_loss_cls: 0.0495, d2.dn_loss_bbox: 0.3250, d2.dn_loss_iou: 0.4317, d3.dn_loss_cls: 0.0476, d3.dn_loss_bbox: 0.3191, d3.dn_loss_iou: 0.4248, d4.dn_loss_cls: 0.0469, d4.dn_loss_bbox: 0.3178, d4.dn_loss_iou: 0.4235, loss: 11.1285, grad_norm: 27.2066 2023-11-22 17:00:14,952 - mmdet - INFO - Epoch [3][5200/7330] lr: 1.000e-05, eta: 13:06:50, time: 0.698, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2848, interm_loss_bbox: 0.2233, interm_loss_iou: 0.4653, loss_cls: 0.2338, loss_bbox: 0.1682, loss_iou: 0.3790, d0.loss_cls: 0.3019, d0.loss_bbox: 0.1799, d0.loss_iou: 0.4018, d1.loss_cls: 0.2597, d1.loss_bbox: 0.1728, d1.loss_iou: 0.3855, d2.loss_cls: 0.2437, d2.loss_bbox: 0.1682, d2.loss_iou: 0.3810, d3.loss_cls: 0.2364, d3.loss_bbox: 0.1682, d3.loss_iou: 0.3798, d4.loss_cls: 0.2338, d4.loss_bbox: 0.1682, d4.loss_iou: 0.3798, dn_loss_cls: 0.0438, dn_loss_bbox: 0.3210, dn_loss_iou: 0.4017, d0.dn_loss_cls: 0.0784, d0.dn_loss_bbox: 0.4598, d0.dn_loss_iou: 0.5432, d1.dn_loss_cls: 0.0527, d1.dn_loss_bbox: 0.3523, d1.dn_loss_iou: 0.4324, d2.dn_loss_cls: 0.0469, d2.dn_loss_bbox: 0.3284, d2.dn_loss_iou: 0.4098, d3.dn_loss_cls: 0.0449, d3.dn_loss_bbox: 0.3219, d3.dn_loss_iou: 0.4029, d4.dn_loss_cls: 0.0438, d4.dn_loss_bbox: 0.3210, d4.dn_loss_iou: 0.4016, loss: 10.8216, grad_norm: 28.7099 2023-11-22 17:00:50,212 - mmdet - INFO - Epoch [3][5250/7330] lr: 1.000e-05, eta: 13:06:18, time: 0.705, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2879, interm_loss_bbox: 0.2269, interm_loss_iou: 0.4996, loss_cls: 0.2328, loss_bbox: 0.1768, loss_iou: 0.4126, d0.loss_cls: 0.3039, d0.loss_bbox: 0.1836, d0.loss_iou: 0.4334, d1.loss_cls: 0.2625, d1.loss_bbox: 0.1790, d1.loss_iou: 0.4181, d2.loss_cls: 0.2456, d2.loss_bbox: 0.1756, d2.loss_iou: 0.4129, d3.loss_cls: 0.2366, d3.loss_bbox: 0.1768, d3.loss_iou: 0.4126, d4.loss_cls: 0.2328, d4.loss_bbox: 0.1769, d4.loss_iou: 0.4132, dn_loss_cls: 0.0472, dn_loss_bbox: 0.3167, dn_loss_iou: 0.4226, d0.dn_loss_cls: 0.0802, d0.dn_loss_bbox: 0.4501, d0.dn_loss_iou: 0.5618, d1.dn_loss_cls: 0.0556, d1.dn_loss_bbox: 0.3485, d1.dn_loss_iou: 0.4546, d2.dn_loss_cls: 0.0503, d2.dn_loss_bbox: 0.3239, d2.dn_loss_iou: 0.4309, d3.dn_loss_cls: 0.0480, d3.dn_loss_bbox: 0.3175, d3.dn_loss_iou: 0.4237, d4.dn_loss_cls: 0.0469, d4.dn_loss_bbox: 0.3167, d4.dn_loss_iou: 0.4225, loss: 11.2178, grad_norm: 27.4150 2023-11-22 17:01:24,817 - mmdet - INFO - Epoch [3][5300/7330] lr: 1.000e-05, eta: 13:05:43, time: 0.692, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2881, interm_loss_bbox: 0.2185, interm_loss_iou: 0.4805, loss_cls: 0.2352, loss_bbox: 0.1688, loss_iou: 0.3949, d0.loss_cls: 0.3033, d0.loss_bbox: 0.1778, d0.loss_iou: 0.4186, d1.loss_cls: 0.2603, d1.loss_bbox: 0.1732, d1.loss_iou: 0.4043, d2.loss_cls: 0.2465, d2.loss_bbox: 0.1679, d2.loss_iou: 0.3962, d3.loss_cls: 0.2383, d3.loss_bbox: 0.1680, d3.loss_iou: 0.3955, d4.loss_cls: 0.2351, d4.loss_bbox: 0.1690, d4.loss_iou: 0.3957, dn_loss_cls: 0.0489, dn_loss_bbox: 0.3436, dn_loss_iou: 0.4193, d0.dn_loss_cls: 0.0819, d0.dn_loss_bbox: 0.4800, d0.dn_loss_iou: 0.5629, d1.dn_loss_cls: 0.0577, d1.dn_loss_bbox: 0.3753, d1.dn_loss_iou: 0.4523, d2.dn_loss_cls: 0.0525, d2.dn_loss_bbox: 0.3515, d2.dn_loss_iou: 0.4281, d3.dn_loss_cls: 0.0500, d3.dn_loss_bbox: 0.3445, d3.dn_loss_iou: 0.4206, d4.dn_loss_cls: 0.0491, d4.dn_loss_bbox: 0.3436, d4.dn_loss_iou: 0.4193, loss: 11.2169, grad_norm: 28.5688 2023-11-22 17:01:59,533 - mmdet - INFO - Epoch [3][5350/7330] lr: 1.000e-05, eta: 13:05:08, time: 0.694, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2877, interm_loss_bbox: 0.2172, interm_loss_iou: 0.4799, loss_cls: 0.2329, loss_bbox: 0.1688, loss_iou: 0.4004, d0.loss_cls: 0.3016, d0.loss_bbox: 0.1791, d0.loss_iou: 0.4232, d1.loss_cls: 0.2575, d1.loss_bbox: 0.1745, d1.loss_iou: 0.4082, d2.loss_cls: 0.2417, d2.loss_bbox: 0.1700, d2.loss_iou: 0.4026, d3.loss_cls: 0.2344, d3.loss_bbox: 0.1696, d3.loss_iou: 0.4012, d4.loss_cls: 0.2328, d4.loss_bbox: 0.1690, d4.loss_iou: 0.4007, dn_loss_cls: 0.0489, dn_loss_bbox: 0.3332, dn_loss_iou: 0.4177, d0.dn_loss_cls: 0.0825, d0.dn_loss_bbox: 0.4801, d0.dn_loss_iou: 0.5632, d1.dn_loss_cls: 0.0569, d1.dn_loss_bbox: 0.3685, d1.dn_loss_iou: 0.4514, d2.dn_loss_cls: 0.0512, d2.dn_loss_bbox: 0.3417, d2.dn_loss_iou: 0.4271, d3.dn_loss_cls: 0.0493, d3.dn_loss_bbox: 0.3342, d3.dn_loss_iou: 0.4190, d4.dn_loss_cls: 0.0486, d4.dn_loss_bbox: 0.3332, d4.dn_loss_iou: 0.4176, loss: 11.1773, grad_norm: 27.9268 2023-11-22 17:02:33,975 - mmdet - INFO - Epoch [3][5400/7330] lr: 1.000e-05, eta: 13:04:33, time: 0.689, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2891, interm_loss_bbox: 0.2167, interm_loss_iou: 0.4949, loss_cls: 0.2351, loss_bbox: 0.1708, loss_iou: 0.4088, d0.loss_cls: 0.3068, d0.loss_bbox: 0.1786, d0.loss_iou: 0.4328, d1.loss_cls: 0.2642, d1.loss_bbox: 0.1752, d1.loss_iou: 0.4176, d2.loss_cls: 0.2456, d2.loss_bbox: 0.1715, d2.loss_iou: 0.4102, d3.loss_cls: 0.2383, d3.loss_bbox: 0.1709, d3.loss_iou: 0.4100, d4.loss_cls: 0.2352, d4.loss_bbox: 0.1707, d4.loss_iou: 0.4089, dn_loss_cls: 0.0496, dn_loss_bbox: 0.3188, dn_loss_iou: 0.4140, d0.dn_loss_cls: 0.0826, d0.dn_loss_bbox: 0.4532, d0.dn_loss_iou: 0.5556, d1.dn_loss_cls: 0.0574, d1.dn_loss_bbox: 0.3492, d1.dn_loss_iou: 0.4463, d2.dn_loss_cls: 0.0518, d2.dn_loss_bbox: 0.3260, d2.dn_loss_iou: 0.4225, d3.dn_loss_cls: 0.0501, d3.dn_loss_bbox: 0.3196, d3.dn_loss_iou: 0.4153, d4.dn_loss_cls: 0.0494, d4.dn_loss_bbox: 0.3188, d4.dn_loss_iou: 0.4139, loss: 11.1462, grad_norm: 27.5756 2023-11-22 17:03:08,789 - mmdet - INFO - Epoch [3][5450/7330] lr: 1.000e-05, eta: 13:03:59, time: 0.696, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2839, interm_loss_bbox: 0.2225, interm_loss_iou: 0.4791, loss_cls: 0.2274, loss_bbox: 0.1767, loss_iou: 0.3994, d0.loss_cls: 0.2974, d0.loss_bbox: 0.1853, d0.loss_iou: 0.4224, d1.loss_cls: 0.2557, d1.loss_bbox: 0.1799, d1.loss_iou: 0.4050, d2.loss_cls: 0.2377, d2.loss_bbox: 0.1767, d2.loss_iou: 0.3995, d3.loss_cls: 0.2314, d3.loss_bbox: 0.1761, d3.loss_iou: 0.3988, d4.loss_cls: 0.2274, d4.loss_bbox: 0.1773, d4.loss_iou: 0.3996, dn_loss_cls: 0.0462, dn_loss_bbox: 0.3218, dn_loss_iou: 0.4191, d0.dn_loss_cls: 0.0799, d0.dn_loss_bbox: 0.4527, d0.dn_loss_iou: 0.5601, d1.dn_loss_cls: 0.0550, d1.dn_loss_bbox: 0.3516, d1.dn_loss_iou: 0.4512, d2.dn_loss_cls: 0.0495, d2.dn_loss_bbox: 0.3282, d2.dn_loss_iou: 0.4275, d3.dn_loss_cls: 0.0473, d3.dn_loss_bbox: 0.3225, d3.dn_loss_iou: 0.4202, d4.dn_loss_cls: 0.0462, d4.dn_loss_bbox: 0.3218, d4.dn_loss_iou: 0.4190, loss: 11.0789, grad_norm: 29.3821 2023-11-22 17:03:43,434 - mmdet - INFO - Epoch [3][5500/7330] lr: 1.000e-05, eta: 13:03:24, time: 0.693, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2898, interm_loss_bbox: 0.2162, interm_loss_iou: 0.4730, loss_cls: 0.2321, loss_bbox: 0.1727, loss_iou: 0.3971, d0.loss_cls: 0.3021, d0.loss_bbox: 0.1790, d0.loss_iou: 0.4188, d1.loss_cls: 0.2624, d1.loss_bbox: 0.1746, d1.loss_iou: 0.4025, d2.loss_cls: 0.2447, d2.loss_bbox: 0.1715, d2.loss_iou: 0.3964, d3.loss_cls: 0.2355, d3.loss_bbox: 0.1712, d3.loss_iou: 0.3968, d4.loss_cls: 0.2323, d4.loss_bbox: 0.1722, d4.loss_iou: 0.3972, dn_loss_cls: 0.0465, dn_loss_bbox: 0.3045, dn_loss_iou: 0.4011, d0.dn_loss_cls: 0.0804, d0.dn_loss_bbox: 0.4463, d0.dn_loss_iou: 0.5497, d1.dn_loss_cls: 0.0550, d1.dn_loss_bbox: 0.3383, d1.dn_loss_iou: 0.4355, d2.dn_loss_cls: 0.0493, d2.dn_loss_bbox: 0.3124, d2.dn_loss_iou: 0.4097, d3.dn_loss_cls: 0.0475, d3.dn_loss_bbox: 0.3055, d3.dn_loss_iou: 0.4026, d4.dn_loss_cls: 0.0466, d4.dn_loss_bbox: 0.3045, d4.dn_loss_iou: 0.4010, loss: 10.8746, grad_norm: 29.0355 2023-11-22 17:04:18,054 - mmdet - INFO - Epoch [3][5550/7330] lr: 1.000e-05, eta: 13:02:49, time: 0.692, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2931, interm_loss_bbox: 0.2170, interm_loss_iou: 0.4726, loss_cls: 0.2369, loss_bbox: 0.1738, loss_iou: 0.3962, d0.loss_cls: 0.3064, d0.loss_bbox: 0.1791, d0.loss_iou: 0.4130, d1.loss_cls: 0.2632, d1.loss_bbox: 0.1775, d1.loss_iou: 0.4033, d2.loss_cls: 0.2486, d2.loss_bbox: 0.1746, d2.loss_iou: 0.3964, d3.loss_cls: 0.2410, d3.loss_bbox: 0.1731, d3.loss_iou: 0.3955, d4.loss_cls: 0.2383, d4.loss_bbox: 0.1729, d4.loss_iou: 0.3956, dn_loss_cls: 0.0505, dn_loss_bbox: 0.3275, dn_loss_iou: 0.4226, d0.dn_loss_cls: 0.0825, d0.dn_loss_bbox: 0.4538, d0.dn_loss_iou: 0.5580, d1.dn_loss_cls: 0.0584, d1.dn_loss_bbox: 0.3585, d1.dn_loss_iou: 0.4548, d2.dn_loss_cls: 0.0529, d2.dn_loss_bbox: 0.3350, d2.dn_loss_iou: 0.4312, d3.dn_loss_cls: 0.0511, d3.dn_loss_bbox: 0.3283, d3.dn_loss_iou: 0.4239, d4.dn_loss_cls: 0.0503, d4.dn_loss_bbox: 0.3275, d4.dn_loss_iou: 0.4225, loss: 11.1574, grad_norm: 25.7187 2023-11-22 17:04:52,744 - mmdet - INFO - Epoch [3][5600/7330] lr: 1.000e-05, eta: 13:02:15, time: 0.694, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2806, interm_loss_bbox: 0.2201, interm_loss_iou: 0.4757, loss_cls: 0.2244, loss_bbox: 0.1719, loss_iou: 0.3967, d0.loss_cls: 0.2963, d0.loss_bbox: 0.1786, d0.loss_iou: 0.4147, d1.loss_cls: 0.2511, d1.loss_bbox: 0.1752, d1.loss_iou: 0.4021, d2.loss_cls: 0.2348, d2.loss_bbox: 0.1708, d2.loss_iou: 0.3954, d3.loss_cls: 0.2278, d3.loss_bbox: 0.1708, d3.loss_iou: 0.3961, d4.loss_cls: 0.2256, d4.loss_bbox: 0.1708, d4.loss_iou: 0.3957, dn_loss_cls: 0.0456, dn_loss_bbox: 0.3076, dn_loss_iou: 0.4058, d0.dn_loss_cls: 0.0779, d0.dn_loss_bbox: 0.4506, d0.dn_loss_iou: 0.5497, d1.dn_loss_cls: 0.0534, d1.dn_loss_bbox: 0.3423, d1.dn_loss_iou: 0.4394, d2.dn_loss_cls: 0.0481, d2.dn_loss_bbox: 0.3158, d2.dn_loss_iou: 0.4146, d3.dn_loss_cls: 0.0465, d3.dn_loss_bbox: 0.3084, d3.dn_loss_iou: 0.4071, d4.dn_loss_cls: 0.0455, d4.dn_loss_bbox: 0.3075, d4.dn_loss_iou: 0.4057, loss: 10.8465, grad_norm: 28.2437 2023-11-22 17:05:27,220 - mmdet - INFO - Epoch [3][5650/7330] lr: 1.000e-05, eta: 13:01:39, time: 0.689, data_time: 0.006, memory: 16683, interm_loss_cls: 0.2778, interm_loss_bbox: 0.2155, interm_loss_iou: 0.4819, loss_cls: 0.2282, loss_bbox: 0.1643, loss_iou: 0.3952, d0.loss_cls: 0.2952, d0.loss_bbox: 0.1745, d0.loss_iou: 0.4186, d1.loss_cls: 0.2541, d1.loss_bbox: 0.1696, d1.loss_iou: 0.4043, d2.loss_cls: 0.2388, d2.loss_bbox: 0.1641, d2.loss_iou: 0.3962, d3.loss_cls: 0.2310, d3.loss_bbox: 0.1640, d3.loss_iou: 0.3964, d4.loss_cls: 0.2286, d4.loss_bbox: 0.1633, d4.loss_iou: 0.3958, dn_loss_cls: 0.0478, dn_loss_bbox: 0.3194, dn_loss_iou: 0.4176, d0.dn_loss_cls: 0.0776, d0.dn_loss_bbox: 0.4447, d0.dn_loss_iou: 0.5549, d1.dn_loss_cls: 0.0541, d1.dn_loss_bbox: 0.3501, d1.dn_loss_iou: 0.4493, d2.dn_loss_cls: 0.0490, d2.dn_loss_bbox: 0.3268, d2.dn_loss_iou: 0.4260, d3.dn_loss_cls: 0.0478, d3.dn_loss_bbox: 0.3204, d3.dn_loss_iou: 0.4187, d4.dn_loss_cls: 0.0474, d4.dn_loss_bbox: 0.3194, d4.dn_loss_iou: 0.4175, loss: 10.9461, grad_norm: 28.7539 2023-11-22 17:06:01,708 - mmdet - INFO - Epoch [3][5700/7330] lr: 1.000e-05, eta: 13:01:04, time: 0.690, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2882, interm_loss_bbox: 0.2317, interm_loss_iou: 0.4892, loss_cls: 0.2377, loss_bbox: 0.1802, loss_iou: 0.4017, d0.loss_cls: 0.3051, d0.loss_bbox: 0.1871, d0.loss_iou: 0.4241, d1.loss_cls: 0.2651, d1.loss_bbox: 0.1847, d1.loss_iou: 0.4105, d2.loss_cls: 0.2487, d2.loss_bbox: 0.1814, d2.loss_iou: 0.4044, d3.loss_cls: 0.2411, d3.loss_bbox: 0.1804, d3.loss_iou: 0.4024, d4.loss_cls: 0.2381, d4.loss_bbox: 0.1803, d4.loss_iou: 0.4023, dn_loss_cls: 0.0482, dn_loss_bbox: 0.3390, dn_loss_iou: 0.4227, d0.dn_loss_cls: 0.0820, d0.dn_loss_bbox: 0.4800, d0.dn_loss_iou: 0.5643, d1.dn_loss_cls: 0.0569, d1.dn_loss_bbox: 0.3736, d1.dn_loss_iou: 0.4546, d2.dn_loss_cls: 0.0513, d2.dn_loss_bbox: 0.3473, d2.dn_loss_iou: 0.4315, d3.dn_loss_cls: 0.0491, d3.dn_loss_bbox: 0.3398, d3.dn_loss_iou: 0.4240, d4.dn_loss_cls: 0.0481, d4.dn_loss_bbox: 0.3390, d4.dn_loss_iou: 0.4226, loss: 11.3585, grad_norm: 27.6329 2023-11-22 17:06:36,153 - mmdet - INFO - Epoch [3][5750/7330] lr: 1.000e-05, eta: 13:00:29, time: 0.689, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2760, interm_loss_bbox: 0.2180, interm_loss_iou: 0.4771, loss_cls: 0.2264, loss_bbox: 0.1688, loss_iou: 0.3928, d0.loss_cls: 0.2928, d0.loss_bbox: 0.1773, d0.loss_iou: 0.4174, d1.loss_cls: 0.2527, d1.loss_bbox: 0.1737, d1.loss_iou: 0.4027, d2.loss_cls: 0.2349, d2.loss_bbox: 0.1713, d2.loss_iou: 0.3960, d3.loss_cls: 0.2289, d3.loss_bbox: 0.1696, d3.loss_iou: 0.3936, d4.loss_cls: 0.2264, d4.loss_bbox: 0.1693, d4.loss_iou: 0.3935, dn_loss_cls: 0.0454, dn_loss_bbox: 0.2952, dn_loss_iou: 0.4005, d0.dn_loss_cls: 0.0785, d0.dn_loss_bbox: 0.4361, d0.dn_loss_iou: 0.5430, d1.dn_loss_cls: 0.0535, d1.dn_loss_bbox: 0.3284, d1.dn_loss_iou: 0.4324, d2.dn_loss_cls: 0.0478, d2.dn_loss_bbox: 0.3028, d2.dn_loss_iou: 0.4086, d3.dn_loss_cls: 0.0461, d3.dn_loss_bbox: 0.2962, d3.dn_loss_iou: 0.4017, d4.dn_loss_cls: 0.0452, d4.dn_loss_bbox: 0.2953, d4.dn_loss_iou: 0.4005, loss: 10.7161, grad_norm: 29.1936 2023-11-22 17:07:10,773 - mmdet - INFO - Epoch [3][5800/7330] lr: 1.000e-05, eta: 12:59:54, time: 0.692, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2856, interm_loss_bbox: 0.2206, interm_loss_iou: 0.4717, loss_cls: 0.2312, loss_bbox: 0.1711, loss_iou: 0.3920, d0.loss_cls: 0.2997, d0.loss_bbox: 0.1829, d0.loss_iou: 0.4166, d1.loss_cls: 0.2598, d1.loss_bbox: 0.1747, d1.loss_iou: 0.3991, d2.loss_cls: 0.2424, d2.loss_bbox: 0.1714, d2.loss_iou: 0.3928, d3.loss_cls: 0.2341, d3.loss_bbox: 0.1715, d3.loss_iou: 0.3923, d4.loss_cls: 0.2317, d4.loss_bbox: 0.1708, d4.loss_iou: 0.3921, dn_loss_cls: 0.0468, dn_loss_bbox: 0.3097, dn_loss_iou: 0.4021, d0.dn_loss_cls: 0.0808, d0.dn_loss_bbox: 0.4465, d0.dn_loss_iou: 0.5448, d1.dn_loss_cls: 0.0559, d1.dn_loss_bbox: 0.3421, d1.dn_loss_iou: 0.4341, d2.dn_loss_cls: 0.0498, d2.dn_loss_bbox: 0.3173, d2.dn_loss_iou: 0.4101, d3.dn_loss_cls: 0.0475, d3.dn_loss_bbox: 0.3104, d3.dn_loss_iou: 0.4030, d4.dn_loss_cls: 0.0467, d4.dn_loss_bbox: 0.3097, d4.dn_loss_iou: 0.4019, loss: 10.8632, grad_norm: 29.1726 2023-11-22 17:07:45,638 - mmdet - INFO - Epoch [3][5850/7330] lr: 1.000e-05, eta: 12:59:20, time: 0.697, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2797, interm_loss_bbox: 0.2190, interm_loss_iou: 0.4662, loss_cls: 0.2267, loss_bbox: 0.1719, loss_iou: 0.3868, d0.loss_cls: 0.2995, d0.loss_bbox: 0.1776, d0.loss_iou: 0.4073, d1.loss_cls: 0.2524, d1.loss_bbox: 0.1750, d1.loss_iou: 0.3956, d2.loss_cls: 0.2380, d2.loss_bbox: 0.1708, d2.loss_iou: 0.3871, d3.loss_cls: 0.2304, d3.loss_bbox: 0.1707, d3.loss_iou: 0.3867, d4.loss_cls: 0.2267, d4.loss_bbox: 0.1726, d4.loss_iou: 0.3875, dn_loss_cls: 0.0501, dn_loss_bbox: 0.3276, dn_loss_iou: 0.4064, d0.dn_loss_cls: 0.0820, d0.dn_loss_bbox: 0.4562, d0.dn_loss_iou: 0.5465, d1.dn_loss_cls: 0.0566, d1.dn_loss_bbox: 0.3561, d1.dn_loss_iou: 0.4367, d2.dn_loss_cls: 0.0516, d2.dn_loss_bbox: 0.3338, d2.dn_loss_iou: 0.4140, d3.dn_loss_cls: 0.0500, d3.dn_loss_bbox: 0.3283, d3.dn_loss_iou: 0.4076, d4.dn_loss_cls: 0.0496, d4.dn_loss_bbox: 0.3276, d4.dn_loss_iou: 0.4063, loss: 10.9152, grad_norm: 28.4033 2023-11-22 17:08:20,145 - mmdet - INFO - Epoch [3][5900/7330] lr: 1.000e-05, eta: 12:58:45, time: 0.690, data_time: 0.006, memory: 16683, interm_loss_cls: 0.2829, interm_loss_bbox: 0.2228, interm_loss_iou: 0.4786, loss_cls: 0.2303, loss_bbox: 0.1758, loss_iou: 0.3971, d0.loss_cls: 0.2977, d0.loss_bbox: 0.1853, d0.loss_iou: 0.4222, d1.loss_cls: 0.2556, d1.loss_bbox: 0.1810, d1.loss_iou: 0.4071, d2.loss_cls: 0.2415, d2.loss_bbox: 0.1750, d2.loss_iou: 0.3983, d3.loss_cls: 0.2327, d3.loss_bbox: 0.1760, d3.loss_iou: 0.3978, d4.loss_cls: 0.2309, d4.loss_bbox: 0.1749, d4.loss_iou: 0.3963, dn_loss_cls: 0.0443, dn_loss_bbox: 0.3498, dn_loss_iou: 0.4096, d0.dn_loss_cls: 0.0781, d0.dn_loss_bbox: 0.4840, d0.dn_loss_iou: 0.5486, d1.dn_loss_cls: 0.0527, d1.dn_loss_bbox: 0.3805, d1.dn_loss_iou: 0.4407, d2.dn_loss_cls: 0.0473, d2.dn_loss_bbox: 0.3562, d2.dn_loss_iou: 0.4173, d3.dn_loss_cls: 0.0453, d3.dn_loss_bbox: 0.3504, d3.dn_loss_iou: 0.4105, d4.dn_loss_cls: 0.0443, d4.dn_loss_bbox: 0.3499, d4.dn_loss_iou: 0.4095, loss: 11.1789, grad_norm: 29.5280 2023-11-22 17:08:55,018 - mmdet - INFO - Epoch [3][5950/7330] lr: 1.000e-05, eta: 12:58:11, time: 0.697, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2848, interm_loss_bbox: 0.2177, interm_loss_iou: 0.4811, loss_cls: 0.2282, loss_bbox: 0.1721, loss_iou: 0.3987, d0.loss_cls: 0.2999, d0.loss_bbox: 0.1779, d0.loss_iou: 0.4209, d1.loss_cls: 0.2541, d1.loss_bbox: 0.1739, d1.loss_iou: 0.4060, d2.loss_cls: 0.2378, d2.loss_bbox: 0.1717, d2.loss_iou: 0.4004, d3.loss_cls: 0.2303, d3.loss_bbox: 0.1717, d3.loss_iou: 0.3997, d4.loss_cls: 0.2277, d4.loss_bbox: 0.1721, d4.loss_iou: 0.3998, dn_loss_cls: 0.0464, dn_loss_bbox: 0.3112, dn_loss_iou: 0.4143, d0.dn_loss_cls: 0.0812, d0.dn_loss_bbox: 0.4449, d0.dn_loss_iou: 0.5553, d1.dn_loss_cls: 0.0550, d1.dn_loss_bbox: 0.3420, d1.dn_loss_iou: 0.4456, d2.dn_loss_cls: 0.0490, d2.dn_loss_bbox: 0.3184, d2.dn_loss_iou: 0.4224, d3.dn_loss_cls: 0.0472, d3.dn_loss_bbox: 0.3118, d3.dn_loss_iou: 0.4154, d4.dn_loss_cls: 0.0463, d4.dn_loss_bbox: 0.3112, d4.dn_loss_iou: 0.4142, loss: 10.9583, grad_norm: 26.6044 2023-11-22 17:09:29,557 - mmdet - INFO - Epoch [3][6000/7330] lr: 1.000e-05, eta: 12:57:36, time: 0.691, data_time: 0.006, memory: 16683, interm_loss_cls: 0.2775, interm_loss_bbox: 0.2252, interm_loss_iou: 0.4725, loss_cls: 0.2256, loss_bbox: 0.1757, loss_iou: 0.3906, d0.loss_cls: 0.2941, d0.loss_bbox: 0.1843, d0.loss_iou: 0.4109, d1.loss_cls: 0.2522, d1.loss_bbox: 0.1802, d1.loss_iou: 0.3992, d2.loss_cls: 0.2350, d2.loss_bbox: 0.1777, d2.loss_iou: 0.3930, d3.loss_cls: 0.2283, d3.loss_bbox: 0.1768, d3.loss_iou: 0.3914, d4.loss_cls: 0.2257, d4.loss_bbox: 0.1765, d4.loss_iou: 0.3916, dn_loss_cls: 0.0453, dn_loss_bbox: 0.3112, dn_loss_iou: 0.4030, d0.dn_loss_cls: 0.0787, d0.dn_loss_bbox: 0.4362, d0.dn_loss_iou: 0.5401, d1.dn_loss_cls: 0.0538, d1.dn_loss_bbox: 0.3392, d1.dn_loss_iou: 0.4343, d2.dn_loss_cls: 0.0481, d2.dn_loss_bbox: 0.3173, d2.dn_loss_iou: 0.4109, d3.dn_loss_cls: 0.0463, d3.dn_loss_bbox: 0.3119, d3.dn_loss_iou: 0.4042, d4.dn_loss_cls: 0.0453, d4.dn_loss_bbox: 0.3113, d4.dn_loss_iou: 0.4030, loss: 10.8241, grad_norm: 27.8837 2023-11-22 17:10:04,112 - mmdet - INFO - Epoch [3][6050/7330] lr: 1.000e-05, eta: 12:57:01, time: 0.691, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2847, interm_loss_bbox: 0.2113, interm_loss_iou: 0.4753, loss_cls: 0.2364, loss_bbox: 0.1711, loss_iou: 0.4010, d0.loss_cls: 0.3042, d0.loss_bbox: 0.1759, d0.loss_iou: 0.4211, d1.loss_cls: 0.2617, d1.loss_bbox: 0.1735, d1.loss_iou: 0.4096, d2.loss_cls: 0.2466, d2.loss_bbox: 0.1704, d2.loss_iou: 0.4039, d3.loss_cls: 0.2399, d3.loss_bbox: 0.1712, d3.loss_iou: 0.4015, d4.loss_cls: 0.2374, d4.loss_bbox: 0.1712, d4.loss_iou: 0.4009, dn_loss_cls: 0.0464, dn_loss_bbox: 0.3154, dn_loss_iou: 0.3995, d0.dn_loss_cls: 0.0781, d0.dn_loss_bbox: 0.4514, d0.dn_loss_iou: 0.5394, d1.dn_loss_cls: 0.0546, d1.dn_loss_bbox: 0.3478, d1.dn_loss_iou: 0.4311, d2.dn_loss_cls: 0.0492, d2.dn_loss_bbox: 0.3233, d2.dn_loss_iou: 0.4081, d3.dn_loss_cls: 0.0473, d3.dn_loss_bbox: 0.3167, d3.dn_loss_iou: 0.4009, d4.dn_loss_cls: 0.0463, d4.dn_loss_bbox: 0.3154, d4.dn_loss_iou: 0.3995, loss: 10.9391, grad_norm: 28.0908 2023-11-22 17:10:41,097 - mmdet - INFO - Epoch [3][6100/7330] lr: 1.000e-05, eta: 12:56:34, time: 0.740, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2935, interm_loss_bbox: 0.2269, interm_loss_iou: 0.4808, loss_cls: 0.2330, loss_bbox: 0.1769, loss_iou: 0.3964, d0.loss_cls: 0.3046, d0.loss_bbox: 0.1873, d0.loss_iou: 0.4196, d1.loss_cls: 0.2621, d1.loss_bbox: 0.1809, d1.loss_iou: 0.4025, d2.loss_cls: 0.2458, d2.loss_bbox: 0.1775, d2.loss_iou: 0.3960, d3.loss_cls: 0.2367, d3.loss_bbox: 0.1770, d3.loss_iou: 0.3961, d4.loss_cls: 0.2325, d4.loss_bbox: 0.1770, d4.loss_iou: 0.3966, dn_loss_cls: 0.0463, dn_loss_bbox: 0.3184, dn_loss_iou: 0.4075, d0.dn_loss_cls: 0.0797, d0.dn_loss_bbox: 0.4480, d0.dn_loss_iou: 0.5442, d1.dn_loss_cls: 0.0547, d1.dn_loss_bbox: 0.3483, d1.dn_loss_iou: 0.4381, d2.dn_loss_cls: 0.0495, d2.dn_loss_bbox: 0.3255, d2.dn_loss_iou: 0.4153, d3.dn_loss_cls: 0.0473, d3.dn_loss_bbox: 0.3192, d3.dn_loss_iou: 0.4086, d4.dn_loss_cls: 0.0463, d4.dn_loss_bbox: 0.3185, d4.dn_loss_iou: 0.4074, loss: 11.0227, grad_norm: 29.8529 2023-11-22 17:11:15,916 - mmdet - INFO - Epoch [3][6150/7330] lr: 1.000e-05, eta: 12:56:00, time: 0.696, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2845, interm_loss_bbox: 0.2255, interm_loss_iou: 0.4737, loss_cls: 0.2279, loss_bbox: 0.1768, loss_iou: 0.3934, d0.loss_cls: 0.3025, d0.loss_bbox: 0.1810, d0.loss_iou: 0.4103, d1.loss_cls: 0.2579, d1.loss_bbox: 0.1782, d1.loss_iou: 0.3981, d2.loss_cls: 0.2402, d2.loss_bbox: 0.1765, d2.loss_iou: 0.3928, d3.loss_cls: 0.2317, d3.loss_bbox: 0.1769, d3.loss_iou: 0.3928, d4.loss_cls: 0.2280, d4.loss_bbox: 0.1773, d4.loss_iou: 0.3933, dn_loss_cls: 0.0466, dn_loss_bbox: 0.3299, dn_loss_iou: 0.4091, d0.dn_loss_cls: 0.0796, d0.dn_loss_bbox: 0.4672, d0.dn_loss_iou: 0.5476, d1.dn_loss_cls: 0.0548, d1.dn_loss_bbox: 0.3626, d1.dn_loss_iou: 0.4404, d2.dn_loss_cls: 0.0492, d2.dn_loss_bbox: 0.3373, d2.dn_loss_iou: 0.4176, d3.dn_loss_cls: 0.0475, d3.dn_loss_bbox: 0.3309, d3.dn_loss_iou: 0.4103, d4.dn_loss_cls: 0.0465, d4.dn_loss_bbox: 0.3299, d4.dn_loss_iou: 0.4090, loss: 11.0350, grad_norm: 29.0864 2023-11-22 17:11:52,018 - mmdet - INFO - Epoch [3][6200/7330] lr: 1.000e-05, eta: 12:55:29, time: 0.722, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2887, interm_loss_bbox: 0.2134, interm_loss_iou: 0.4838, loss_cls: 0.2309, loss_bbox: 0.1701, loss_iou: 0.4035, d0.loss_cls: 0.3014, d0.loss_bbox: 0.1768, d0.loss_iou: 0.4251, d1.loss_cls: 0.2585, d1.loss_bbox: 0.1734, d1.loss_iou: 0.4099, d2.loss_cls: 0.2411, d2.loss_bbox: 0.1712, d2.loss_iou: 0.4045, d3.loss_cls: 0.2346, d3.loss_bbox: 0.1703, d3.loss_iou: 0.4037, d4.loss_cls: 0.2318, d4.loss_bbox: 0.1693, d4.loss_iou: 0.4033, dn_loss_cls: 0.0469, dn_loss_bbox: 0.3263, dn_loss_iou: 0.4181, d0.dn_loss_cls: 0.0801, d0.dn_loss_bbox: 0.4571, d0.dn_loss_iou: 0.5540, d1.dn_loss_cls: 0.0549, d1.dn_loss_bbox: 0.3579, d1.dn_loss_iou: 0.4477, d2.dn_loss_cls: 0.0495, d2.dn_loss_bbox: 0.3338, d2.dn_loss_iou: 0.4256, d3.dn_loss_cls: 0.0476, d3.dn_loss_bbox: 0.3271, d3.dn_loss_iou: 0.4190, d4.dn_loss_cls: 0.0467, d4.dn_loss_bbox: 0.3263, d4.dn_loss_iou: 0.4180, loss: 11.1023, grad_norm: 28.3263 2023-11-22 17:12:26,209 - mmdet - INFO - Epoch [3][6250/7330] lr: 1.000e-05, eta: 12:54:53, time: 0.684, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2853, interm_loss_bbox: 0.2169, interm_loss_iou: 0.4761, loss_cls: 0.2329, loss_bbox: 0.1657, loss_iou: 0.3934, d0.loss_cls: 0.3026, d0.loss_bbox: 0.1742, d0.loss_iou: 0.4150, d1.loss_cls: 0.2614, d1.loss_bbox: 0.1700, d1.loss_iou: 0.4026, d2.loss_cls: 0.2452, d2.loss_bbox: 0.1667, d2.loss_iou: 0.3946, d3.loss_cls: 0.2366, d3.loss_bbox: 0.1661, d3.loss_iou: 0.3949, d4.loss_cls: 0.2346, d4.loss_bbox: 0.1649, d4.loss_iou: 0.3933, dn_loss_cls: 0.0459, dn_loss_bbox: 0.3161, dn_loss_iou: 0.4043, d0.dn_loss_cls: 0.0789, d0.dn_loss_bbox: 0.4559, d0.dn_loss_iou: 0.5466, d1.dn_loss_cls: 0.0540, d1.dn_loss_bbox: 0.3498, d1.dn_loss_iou: 0.4375, d2.dn_loss_cls: 0.0487, d2.dn_loss_bbox: 0.3237, d2.dn_loss_iou: 0.4131, d3.dn_loss_cls: 0.0467, d3.dn_loss_bbox: 0.3173, d3.dn_loss_iou: 0.4060, d4.dn_loss_cls: 0.0459, d4.dn_loss_bbox: 0.3161, d4.dn_loss_iou: 0.4043, loss: 10.9039, grad_norm: 26.9755 2023-11-22 17:13:01,099 - mmdet - INFO - Epoch [3][6300/7330] lr: 1.000e-05, eta: 12:54:19, time: 0.698, data_time: 0.006, memory: 16683, interm_loss_cls: 0.2889, interm_loss_bbox: 0.2160, interm_loss_iou: 0.4644, loss_cls: 0.2322, loss_bbox: 0.1686, loss_iou: 0.3874, d0.loss_cls: 0.3021, d0.loss_bbox: 0.1770, d0.loss_iou: 0.4069, d1.loss_cls: 0.2592, d1.loss_bbox: 0.1729, d1.loss_iou: 0.3918, d2.loss_cls: 0.2397, d2.loss_bbox: 0.1714, d2.loss_iou: 0.3897, d3.loss_cls: 0.2348, d3.loss_bbox: 0.1701, d3.loss_iou: 0.3881, d4.loss_cls: 0.2325, d4.loss_bbox: 0.1686, d4.loss_iou: 0.3873, dn_loss_cls: 0.0467, dn_loss_bbox: 0.3202, dn_loss_iou: 0.4012, d0.dn_loss_cls: 0.0805, d0.dn_loss_bbox: 0.4605, d0.dn_loss_iou: 0.5424, d1.dn_loss_cls: 0.0547, d1.dn_loss_bbox: 0.3525, d1.dn_loss_iou: 0.4332, d2.dn_loss_cls: 0.0489, d2.dn_loss_bbox: 0.3277, d2.dn_loss_iou: 0.4095, d3.dn_loss_cls: 0.0474, d3.dn_loss_bbox: 0.3209, d3.dn_loss_iou: 0.4022, d4.dn_loss_cls: 0.0464, d4.dn_loss_bbox: 0.3203, d4.dn_loss_iou: 0.4011, loss: 10.8660, grad_norm: 28.6055 2023-11-22 17:13:35,482 - mmdet - INFO - Epoch [3][6350/7330] lr: 1.000e-05, eta: 12:53:44, time: 0.688, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2894, interm_loss_bbox: 0.2124, interm_loss_iou: 0.4839, loss_cls: 0.2328, loss_bbox: 0.1662, loss_iou: 0.4057, d0.loss_cls: 0.3042, d0.loss_bbox: 0.1753, d0.loss_iou: 0.4273, d1.loss_cls: 0.2594, d1.loss_bbox: 0.1706, d1.loss_iou: 0.4120, d2.loss_cls: 0.2448, d2.loss_bbox: 0.1667, d2.loss_iou: 0.4060, d3.loss_cls: 0.2364, d3.loss_bbox: 0.1658, d3.loss_iou: 0.4050, d4.loss_cls: 0.2333, d4.loss_bbox: 0.1660, d4.loss_iou: 0.4052, dn_loss_cls: 0.0488, dn_loss_bbox: 0.2969, dn_loss_iou: 0.4152, d0.dn_loss_cls: 0.0830, d0.dn_loss_bbox: 0.4284, d0.dn_loss_iou: 0.5559, d1.dn_loss_cls: 0.0572, d1.dn_loss_bbox: 0.3268, d1.dn_loss_iou: 0.4463, d2.dn_loss_cls: 0.0512, d2.dn_loss_bbox: 0.3036, d2.dn_loss_iou: 0.4231, d3.dn_loss_cls: 0.0494, d3.dn_loss_bbox: 0.2976, d3.dn_loss_iou: 0.4164, d4.dn_loss_cls: 0.0485, d4.dn_loss_bbox: 0.2970, d4.dn_loss_iou: 0.4151, loss: 10.9288, grad_norm: 31.3750 2023-11-22 17:14:09,771 - mmdet - INFO - Epoch [3][6400/7330] lr: 1.000e-05, eta: 12:53:08, time: 0.686, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2865, interm_loss_bbox: 0.2247, interm_loss_iou: 0.4954, loss_cls: 0.2363, loss_bbox: 0.1726, loss_iou: 0.4102, d0.loss_cls: 0.3022, d0.loss_bbox: 0.1810, d0.loss_iou: 0.4321, d1.loss_cls: 0.2615, d1.loss_bbox: 0.1775, d1.loss_iou: 0.4199, d2.loss_cls: 0.2466, d2.loss_bbox: 0.1732, d2.loss_iou: 0.4102, d3.loss_cls: 0.2386, d3.loss_bbox: 0.1735, d3.loss_iou: 0.4117, d4.loss_cls: 0.2368, d4.loss_bbox: 0.1730, d4.loss_iou: 0.4108, dn_loss_cls: 0.0485, dn_loss_bbox: 0.3236, dn_loss_iou: 0.4279, d0.dn_loss_cls: 0.0815, d0.dn_loss_bbox: 0.4453, d0.dn_loss_iou: 0.5620, d1.dn_loss_cls: 0.0563, d1.dn_loss_bbox: 0.3508, d1.dn_loss_iou: 0.4577, d2.dn_loss_cls: 0.0512, d2.dn_loss_bbox: 0.3292, d2.dn_loss_iou: 0.4349, d3.dn_loss_cls: 0.0496, d3.dn_loss_bbox: 0.3241, d3.dn_loss_iou: 0.4288, d4.dn_loss_cls: 0.0485, d4.dn_loss_bbox: 0.3236, d4.dn_loss_iou: 0.4278, loss: 11.2454, grad_norm: 27.6961 2023-11-22 17:14:44,540 - mmdet - INFO - Epoch [3][6450/7330] lr: 1.000e-05, eta: 12:52:33, time: 0.695, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2874, interm_loss_bbox: 0.2149, interm_loss_iou: 0.4831, loss_cls: 0.2364, loss_bbox: 0.1662, loss_iou: 0.4013, d0.loss_cls: 0.3020, d0.loss_bbox: 0.1733, d0.loss_iou: 0.4257, d1.loss_cls: 0.2601, d1.loss_bbox: 0.1702, d1.loss_iou: 0.4103, d2.loss_cls: 0.2451, d2.loss_bbox: 0.1665, d2.loss_iou: 0.4028, d3.loss_cls: 0.2383, d3.loss_bbox: 0.1669, d3.loss_iou: 0.4029, d4.loss_cls: 0.2367, d4.loss_bbox: 0.1660, d4.loss_iou: 0.4017, dn_loss_cls: 0.0459, dn_loss_bbox: 0.3078, dn_loss_iou: 0.4197, d0.dn_loss_cls: 0.0789, d0.dn_loss_bbox: 0.4318, d0.dn_loss_iou: 0.5558, d1.dn_loss_cls: 0.0538, d1.dn_loss_bbox: 0.3369, d1.dn_loss_iou: 0.4516, d2.dn_loss_cls: 0.0486, d2.dn_loss_bbox: 0.3144, d2.dn_loss_iou: 0.4273, d3.dn_loss_cls: 0.0468, d3.dn_loss_bbox: 0.3083, d3.dn_loss_iou: 0.4207, d4.dn_loss_cls: 0.0460, d4.dn_loss_bbox: 0.3078, d4.dn_loss_iou: 0.4196, loss: 10.9796, grad_norm: 28.2887 2023-11-22 17:15:19,262 - mmdet - INFO - Epoch [3][6500/7330] lr: 1.000e-05, eta: 12:51:59, time: 0.694, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2822, interm_loss_bbox: 0.2115, interm_loss_iou: 0.4703, loss_cls: 0.2275, loss_bbox: 0.1665, loss_iou: 0.3935, d0.loss_cls: 0.2951, d0.loss_bbox: 0.1763, d0.loss_iou: 0.4158, d1.loss_cls: 0.2547, d1.loss_bbox: 0.1717, d1.loss_iou: 0.4012, d2.loss_cls: 0.2404, d2.loss_bbox: 0.1659, d2.loss_iou: 0.3926, d3.loss_cls: 0.2309, d3.loss_bbox: 0.1659, d3.loss_iou: 0.3936, d4.loss_cls: 0.2277, d4.loss_bbox: 0.1660, d4.loss_iou: 0.3941, dn_loss_cls: 0.0472, dn_loss_bbox: 0.3078, dn_loss_iou: 0.4014, d0.dn_loss_cls: 0.0779, d0.dn_loss_bbox: 0.4461, d0.dn_loss_iou: 0.5412, d1.dn_loss_cls: 0.0538, d1.dn_loss_bbox: 0.3408, d1.dn_loss_iou: 0.4347, d2.dn_loss_cls: 0.0485, d2.dn_loss_bbox: 0.3159, d2.dn_loss_iou: 0.4100, d3.dn_loss_cls: 0.0469, d3.dn_loss_bbox: 0.3091, d3.dn_loss_iou: 0.4029, d4.dn_loss_cls: 0.0466, d4.dn_loss_bbox: 0.3078, d4.dn_loss_iou: 0.4013, loss: 10.7831, grad_norm: 27.4143 2023-11-22 17:15:53,562 - mmdet - INFO - Epoch [3][6550/7330] lr: 1.000e-05, eta: 12:51:23, time: 0.686, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2842, interm_loss_bbox: 0.2114, interm_loss_iou: 0.4769, loss_cls: 0.2312, loss_bbox: 0.1653, loss_iou: 0.3890, d0.loss_cls: 0.2967, d0.loss_bbox: 0.1750, d0.loss_iou: 0.4152, d1.loss_cls: 0.2538, d1.loss_bbox: 0.1716, d1.loss_iou: 0.4000, d2.loss_cls: 0.2390, d2.loss_bbox: 0.1670, d2.loss_iou: 0.3913, d3.loss_cls: 0.2333, d3.loss_bbox: 0.1659, d3.loss_iou: 0.3894, d4.loss_cls: 0.2321, d4.loss_bbox: 0.1645, d4.loss_iou: 0.3890, dn_loss_cls: 0.0445, dn_loss_bbox: 0.3101, dn_loss_iou: 0.4007, d0.dn_loss_cls: 0.0780, d0.dn_loss_bbox: 0.4502, d0.dn_loss_iou: 0.5407, d1.dn_loss_cls: 0.0530, d1.dn_loss_bbox: 0.3423, d1.dn_loss_iou: 0.4307, d2.dn_loss_cls: 0.0475, d2.dn_loss_bbox: 0.3173, d2.dn_loss_iou: 0.4087, d3.dn_loss_cls: 0.0455, d3.dn_loss_bbox: 0.3109, d3.dn_loss_iou: 0.4018, d4.dn_loss_cls: 0.0444, d4.dn_loss_bbox: 0.3101, d4.dn_loss_iou: 0.4007, loss: 10.7790, grad_norm: 27.8504 2023-11-22 17:16:28,039 - mmdet - INFO - Epoch [3][6600/7330] lr: 1.000e-05, eta: 12:50:48, time: 0.690, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2803, interm_loss_bbox: 0.2184, interm_loss_iou: 0.4546, loss_cls: 0.2218, loss_bbox: 0.1724, loss_iou: 0.3780, d0.loss_cls: 0.2960, d0.loss_bbox: 0.1790, d0.loss_iou: 0.3962, d1.loss_cls: 0.2497, d1.loss_bbox: 0.1750, d1.loss_iou: 0.3832, d2.loss_cls: 0.2351, d2.loss_bbox: 0.1705, d2.loss_iou: 0.3772, d3.loss_cls: 0.2263, d3.loss_bbox: 0.1712, d3.loss_iou: 0.3782, d4.loss_cls: 0.2235, d4.loss_bbox: 0.1713, d4.loss_iou: 0.3771, dn_loss_cls: 0.0440, dn_loss_bbox: 0.3172, dn_loss_iou: 0.3993, d0.dn_loss_cls: 0.0789, d0.dn_loss_bbox: 0.4615, d0.dn_loss_iou: 0.5418, d1.dn_loss_cls: 0.0531, d1.dn_loss_bbox: 0.3524, d1.dn_loss_iou: 0.4322, d2.dn_loss_cls: 0.0476, d2.dn_loss_bbox: 0.3258, d2.dn_loss_iou: 0.4082, d3.dn_loss_cls: 0.0453, d3.dn_loss_bbox: 0.3183, d3.dn_loss_iou: 0.4005, d4.dn_loss_cls: 0.0441, d4.dn_loss_bbox: 0.3172, d4.dn_loss_iou: 0.3992, loss: 10.7215, grad_norm: 27.3081 2023-11-22 17:17:02,825 - mmdet - INFO - Epoch [3][6650/7330] lr: 1.000e-05, eta: 12:50:14, time: 0.696, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2793, interm_loss_bbox: 0.2072, interm_loss_iou: 0.4599, loss_cls: 0.2237, loss_bbox: 0.1620, loss_iou: 0.3773, d0.loss_cls: 0.2952, d0.loss_bbox: 0.1701, d0.loss_iou: 0.4002, d1.loss_cls: 0.2511, d1.loss_bbox: 0.1660, d1.loss_iou: 0.3849, d2.loss_cls: 0.2339, d2.loss_bbox: 0.1631, d2.loss_iou: 0.3799, d3.loss_cls: 0.2253, d3.loss_bbox: 0.1626, d3.loss_iou: 0.3786, d4.loss_cls: 0.2235, d4.loss_bbox: 0.1621, d4.loss_iou: 0.3782, dn_loss_cls: 0.0434, dn_loss_bbox: 0.3190, dn_loss_iou: 0.3955, d0.dn_loss_cls: 0.0760, d0.dn_loss_bbox: 0.4529, d0.dn_loss_iou: 0.5324, d1.dn_loss_cls: 0.0524, d1.dn_loss_bbox: 0.3510, d1.dn_loss_iou: 0.4266, d2.dn_loss_cls: 0.0467, d2.dn_loss_bbox: 0.3266, d2.dn_loss_iou: 0.4036, d3.dn_loss_cls: 0.0445, d3.dn_loss_bbox: 0.3199, d3.dn_loss_iou: 0.3967, d4.dn_loss_cls: 0.0436, d4.dn_loss_bbox: 0.3190, d4.dn_loss_iou: 0.3954, loss: 10.6291, grad_norm: 29.6695 2023-11-22 17:17:39,241 - mmdet - INFO - Epoch [3][6700/7330] lr: 1.000e-05, eta: 12:49:44, time: 0.728, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2859, interm_loss_bbox: 0.2184, interm_loss_iou: 0.5047, loss_cls: 0.2351, loss_bbox: 0.1727, loss_iou: 0.4183, d0.loss_cls: 0.3030, d0.loss_bbox: 0.1781, d0.loss_iou: 0.4431, d1.loss_cls: 0.2616, d1.loss_bbox: 0.1770, d1.loss_iou: 0.4295, d2.loss_cls: 0.2445, d2.loss_bbox: 0.1729, d2.loss_iou: 0.4201, d3.loss_cls: 0.2378, d3.loss_bbox: 0.1723, d3.loss_iou: 0.4188, d4.loss_cls: 0.2350, d4.loss_bbox: 0.1726, d4.loss_iou: 0.4187, dn_loss_cls: 0.0492, dn_loss_bbox: 0.3118, dn_loss_iou: 0.4095, d0.dn_loss_cls: 0.0812, d0.dn_loss_bbox: 0.4444, d0.dn_loss_iou: 0.5494, d1.dn_loss_cls: 0.0566, d1.dn_loss_bbox: 0.3421, d1.dn_loss_iou: 0.4407, d2.dn_loss_cls: 0.0510, d2.dn_loss_bbox: 0.3192, d2.dn_loss_iou: 0.4178, d3.dn_loss_cls: 0.0494, d3.dn_loss_bbox: 0.3124, d3.dn_loss_iou: 0.4106, d4.dn_loss_cls: 0.0489, d4.dn_loss_bbox: 0.3118, d4.dn_loss_iou: 0.4094, loss: 11.1354, grad_norm: 29.0718 2023-11-22 17:18:13,915 - mmdet - INFO - Epoch [3][6750/7330] lr: 1.000e-05, eta: 12:49:10, time: 0.694, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2881, interm_loss_bbox: 0.2072, interm_loss_iou: 0.4893, loss_cls: 0.2334, loss_bbox: 0.1590, loss_iou: 0.4062, d0.loss_cls: 0.3011, d0.loss_bbox: 0.1710, d0.loss_iou: 0.4311, d1.loss_cls: 0.2558, d1.loss_bbox: 0.1672, d1.loss_iou: 0.4176, d2.loss_cls: 0.2421, d2.loss_bbox: 0.1610, d2.loss_iou: 0.4096, d3.loss_cls: 0.2356, d3.loss_bbox: 0.1597, d3.loss_iou: 0.4080, d4.loss_cls: 0.2323, d4.loss_bbox: 0.1596, d4.loss_iou: 0.4080, dn_loss_cls: 0.0488, dn_loss_bbox: 0.3141, dn_loss_iou: 0.4093, d0.dn_loss_cls: 0.0803, d0.dn_loss_bbox: 0.4443, d0.dn_loss_iou: 0.5465, d1.dn_loss_cls: 0.0556, d1.dn_loss_bbox: 0.3442, d1.dn_loss_iou: 0.4405, d2.dn_loss_cls: 0.0503, d2.dn_loss_bbox: 0.3217, d2.dn_loss_iou: 0.4171, d3.dn_loss_cls: 0.0488, d3.dn_loss_bbox: 0.3151, d3.dn_loss_iou: 0.4108, d4.dn_loss_cls: 0.0484, d4.dn_loss_bbox: 0.3141, d4.dn_loss_iou: 0.4092, loss: 10.9617, grad_norm: 29.0065 2023-11-22 17:18:48,199 - mmdet - INFO - Epoch [3][6800/7330] lr: 1.000e-05, eta: 12:48:34, time: 0.686, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2778, interm_loss_bbox: 0.2056, interm_loss_iou: 0.4840, loss_cls: 0.2219, loss_bbox: 0.1644, loss_iou: 0.4078, d0.loss_cls: 0.2908, d0.loss_bbox: 0.1696, d0.loss_iou: 0.4289, d1.loss_cls: 0.2492, d1.loss_bbox: 0.1672, d1.loss_iou: 0.4157, d2.loss_cls: 0.2318, d2.loss_bbox: 0.1642, d2.loss_iou: 0.4087, d3.loss_cls: 0.2257, d3.loss_bbox: 0.1640, d3.loss_iou: 0.4067, d4.loss_cls: 0.2223, d4.loss_bbox: 0.1640, d4.loss_iou: 0.4070, dn_loss_cls: 0.0457, dn_loss_bbox: 0.2899, dn_loss_iou: 0.4071, d0.dn_loss_cls: 0.0767, d0.dn_loss_bbox: 0.4251, d0.dn_loss_iou: 0.5485, d1.dn_loss_cls: 0.0526, d1.dn_loss_bbox: 0.3196, d1.dn_loss_iou: 0.4382, d2.dn_loss_cls: 0.0475, d2.dn_loss_bbox: 0.2969, d2.dn_loss_iou: 0.4152, d3.dn_loss_cls: 0.0461, d3.dn_loss_bbox: 0.2907, d3.dn_loss_iou: 0.4082, d4.dn_loss_cls: 0.0453, d4.dn_loss_bbox: 0.2899, d4.dn_loss_iou: 0.4070, loss: 10.7274, grad_norm: 31.6025 2023-11-22 17:19:22,020 - mmdet - INFO - Epoch [3][6850/7330] lr: 1.000e-05, eta: 12:47:56, time: 0.676, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2791, interm_loss_bbox: 0.2134, interm_loss_iou: 0.4798, loss_cls: 0.2315, loss_bbox: 0.1659, loss_iou: 0.3949, d0.loss_cls: 0.2911, d0.loss_bbox: 0.1768, d0.loss_iou: 0.4231, d1.loss_cls: 0.2518, d1.loss_bbox: 0.1731, d1.loss_iou: 0.4084, d2.loss_cls: 0.2405, d2.loss_bbox: 0.1677, d2.loss_iou: 0.3989, d3.loss_cls: 0.2352, d3.loss_bbox: 0.1661, d3.loss_iou: 0.3961, d4.loss_cls: 0.2328, d4.loss_bbox: 0.1654, d4.loss_iou: 0.3946, dn_loss_cls: 0.0464, dn_loss_bbox: 0.3165, dn_loss_iou: 0.4100, d0.dn_loss_cls: 0.0792, d0.dn_loss_bbox: 0.4441, d0.dn_loss_iou: 0.5448, d1.dn_loss_cls: 0.0540, d1.dn_loss_bbox: 0.3471, d1.dn_loss_iou: 0.4406, d2.dn_loss_cls: 0.0490, d2.dn_loss_bbox: 0.3232, d2.dn_loss_iou: 0.4174, d3.dn_loss_cls: 0.0472, d3.dn_loss_bbox: 0.3171, d3.dn_loss_iou: 0.4109, d4.dn_loss_cls: 0.0464, d4.dn_loss_bbox: 0.3165, d4.dn_loss_iou: 0.4099, loss: 10.9063, grad_norm: 28.0808 2023-11-22 17:19:56,680 - mmdet - INFO - Epoch [3][6900/7330] lr: 1.000e-05, eta: 12:47:22, time: 0.693, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2899, interm_loss_bbox: 0.2125, interm_loss_iou: 0.4936, loss_cls: 0.2374, loss_bbox: 0.1704, loss_iou: 0.4108, d0.loss_cls: 0.3035, d0.loss_bbox: 0.1784, d0.loss_iou: 0.4368, d1.loss_cls: 0.2627, d1.loss_bbox: 0.1742, d1.loss_iou: 0.4198, d2.loss_cls: 0.2489, d2.loss_bbox: 0.1691, d2.loss_iou: 0.4111, d3.loss_cls: 0.2414, d3.loss_bbox: 0.1688, d3.loss_iou: 0.4113, d4.loss_cls: 0.2372, d4.loss_bbox: 0.1703, d4.loss_iou: 0.4121, dn_loss_cls: 0.0475, dn_loss_bbox: 0.3034, dn_loss_iou: 0.4157, d0.dn_loss_cls: 0.0795, d0.dn_loss_bbox: 0.4327, d0.dn_loss_iou: 0.5516, d1.dn_loss_cls: 0.0552, d1.dn_loss_bbox: 0.3335, d1.dn_loss_iou: 0.4455, d2.dn_loss_cls: 0.0499, d2.dn_loss_bbox: 0.3105, d2.dn_loss_iou: 0.4243, d3.dn_loss_cls: 0.0479, d3.dn_loss_bbox: 0.3040, d3.dn_loss_iou: 0.4170, d4.dn_loss_cls: 0.0471, d4.dn_loss_bbox: 0.3034, d4.dn_loss_iou: 0.4156, loss: 11.0443, grad_norm: 31.3128 2023-11-22 17:20:30,862 - mmdet - INFO - Epoch [3][6950/7330] lr: 1.000e-05, eta: 12:46:46, time: 0.684, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2772, interm_loss_bbox: 0.2198, interm_loss_iou: 0.4779, loss_cls: 0.2230, loss_bbox: 0.1682, loss_iou: 0.3899, d0.loss_cls: 0.2919, d0.loss_bbox: 0.1777, d0.loss_iou: 0.4154, d1.loss_cls: 0.2481, d1.loss_bbox: 0.1727, d1.loss_iou: 0.4017, d2.loss_cls: 0.2325, d2.loss_bbox: 0.1696, d2.loss_iou: 0.3926, d3.loss_cls: 0.2261, d3.loss_bbox: 0.1686, d3.loss_iou: 0.3910, d4.loss_cls: 0.2233, d4.loss_bbox: 0.1681, d4.loss_iou: 0.3900, dn_loss_cls: 0.0458, dn_loss_bbox: 0.3120, dn_loss_iou: 0.3956, d0.dn_loss_cls: 0.0790, d0.dn_loss_bbox: 0.4475, d0.dn_loss_iou: 0.5356, d1.dn_loss_cls: 0.0536, d1.dn_loss_bbox: 0.3418, d1.dn_loss_iou: 0.4275, d2.dn_loss_cls: 0.0482, d2.dn_loss_bbox: 0.3189, d2.dn_loss_iou: 0.4035, d3.dn_loss_cls: 0.0464, d3.dn_loss_bbox: 0.3128, d3.dn_loss_iou: 0.3966, d4.dn_loss_cls: 0.0456, d4.dn_loss_bbox: 0.3120, d4.dn_loss_iou: 0.3955, loss: 10.7432, grad_norm: 31.5292 2023-11-22 17:21:05,309 - mmdet - INFO - Epoch [3][7000/7330] lr: 1.000e-05, eta: 12:46:10, time: 0.689, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2814, interm_loss_bbox: 0.2120, interm_loss_iou: 0.4829, loss_cls: 0.2326, loss_bbox: 0.1601, loss_iou: 0.3994, d0.loss_cls: 0.2994, d0.loss_bbox: 0.1709, d0.loss_iou: 0.4221, d1.loss_cls: 0.2570, d1.loss_bbox: 0.1651, d1.loss_iou: 0.4093, d2.loss_cls: 0.2426, d2.loss_bbox: 0.1624, d2.loss_iou: 0.4010, d3.loss_cls: 0.2358, d3.loss_bbox: 0.1614, d3.loss_iou: 0.3997, d4.loss_cls: 0.2324, d4.loss_bbox: 0.1606, d4.loss_iou: 0.4000, dn_loss_cls: 0.0466, dn_loss_bbox: 0.3194, dn_loss_iou: 0.4097, d0.dn_loss_cls: 0.0791, d0.dn_loss_bbox: 0.4443, d0.dn_loss_iou: 0.5437, d1.dn_loss_cls: 0.0543, d1.dn_loss_bbox: 0.3471, d1.dn_loss_iou: 0.4390, d2.dn_loss_cls: 0.0492, d2.dn_loss_bbox: 0.3255, d2.dn_loss_iou: 0.4172, d3.dn_loss_cls: 0.0474, d3.dn_loss_bbox: 0.3201, d3.dn_loss_iou: 0.4109, d4.dn_loss_cls: 0.0463, d4.dn_loss_bbox: 0.3194, d4.dn_loss_iou: 0.4096, loss: 10.9169, grad_norm: 28.7336 2023-11-22 17:21:39,910 - mmdet - INFO - Epoch [3][7050/7330] lr: 1.000e-05, eta: 12:45:35, time: 0.692, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2845, interm_loss_bbox: 0.2242, interm_loss_iou: 0.4944, loss_cls: 0.2333, loss_bbox: 0.1772, loss_iou: 0.4114, d0.loss_cls: 0.3081, d0.loss_bbox: 0.1847, d0.loss_iou: 0.4346, d1.loss_cls: 0.2643, d1.loss_bbox: 0.1814, d1.loss_iou: 0.4208, d2.loss_cls: 0.2447, d2.loss_bbox: 0.1772, d2.loss_iou: 0.4127, d3.loss_cls: 0.2372, d3.loss_bbox: 0.1767, d3.loss_iou: 0.4112, d4.loss_cls: 0.2334, d4.loss_bbox: 0.1769, d4.loss_iou: 0.4121, dn_loss_cls: 0.0495, dn_loss_bbox: 0.3285, dn_loss_iou: 0.4182, d0.dn_loss_cls: 0.0824, d0.dn_loss_bbox: 0.4614, d0.dn_loss_iou: 0.5590, d1.dn_loss_cls: 0.0577, d1.dn_loss_bbox: 0.3617, d1.dn_loss_iou: 0.4514, d2.dn_loss_cls: 0.0522, d2.dn_loss_bbox: 0.3357, d2.dn_loss_iou: 0.4265, d3.dn_loss_cls: 0.0503, d3.dn_loss_bbox: 0.3293, d3.dn_loss_iou: 0.4196, d4.dn_loss_cls: 0.0494, d4.dn_loss_bbox: 0.3285, d4.dn_loss_iou: 0.4181, loss: 11.2803, grad_norm: 30.0489 2023-11-22 17:22:14,361 - mmdet - INFO - Epoch [3][7100/7330] lr: 1.000e-05, eta: 12:45:00, time: 0.689, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2835, interm_loss_bbox: 0.2156, interm_loss_iou: 0.4790, loss_cls: 0.2298, loss_bbox: 0.1683, loss_iou: 0.3984, d0.loss_cls: 0.3027, d0.loss_bbox: 0.1788, d0.loss_iou: 0.4221, d1.loss_cls: 0.2598, d1.loss_bbox: 0.1739, d1.loss_iou: 0.4069, d2.loss_cls: 0.2413, d2.loss_bbox: 0.1692, d2.loss_iou: 0.3999, d3.loss_cls: 0.2335, d3.loss_bbox: 0.1688, d3.loss_iou: 0.3995, d4.loss_cls: 0.2314, d4.loss_bbox: 0.1673, d4.loss_iou: 0.3979, dn_loss_cls: 0.0455, dn_loss_bbox: 0.3081, dn_loss_iou: 0.4090, d0.dn_loss_cls: 0.0797, d0.dn_loss_bbox: 0.4430, d0.dn_loss_iou: 0.5542, d1.dn_loss_cls: 0.0545, d1.dn_loss_bbox: 0.3389, d1.dn_loss_iou: 0.4408, d2.dn_loss_cls: 0.0487, d2.dn_loss_bbox: 0.3147, d2.dn_loss_iou: 0.4172, d3.dn_loss_cls: 0.0467, d3.dn_loss_bbox: 0.3088, d3.dn_loss_iou: 0.4099, d4.dn_loss_cls: 0.0455, d4.dn_loss_bbox: 0.3081, d4.dn_loss_iou: 0.4089, loss: 10.9094, grad_norm: 28.4134 2023-11-22 17:22:48,980 - mmdet - INFO - Epoch [3][7150/7330] lr: 1.000e-05, eta: 12:44:25, time: 0.692, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2906, interm_loss_bbox: 0.2092, interm_loss_iou: 0.4626, loss_cls: 0.2330, loss_bbox: 0.1656, loss_iou: 0.3849, d0.loss_cls: 0.3144, d0.loss_bbox: 0.1713, d0.loss_iou: 0.4028, d1.loss_cls: 0.2655, d1.loss_bbox: 0.1678, d1.loss_iou: 0.3927, d2.loss_cls: 0.2474, d2.loss_bbox: 0.1650, d2.loss_iou: 0.3862, d3.loss_cls: 0.2374, d3.loss_bbox: 0.1651, d3.loss_iou: 0.3856, d4.loss_cls: 0.2331, d4.loss_bbox: 0.1660, d4.loss_iou: 0.3858, dn_loss_cls: 0.0490, dn_loss_bbox: 0.3137, dn_loss_iou: 0.4064, d0.dn_loss_cls: 0.0819, d0.dn_loss_bbox: 0.4448, d0.dn_loss_iou: 0.5455, d1.dn_loss_cls: 0.0569, d1.dn_loss_bbox: 0.3443, d1.dn_loss_iou: 0.4365, d2.dn_loss_cls: 0.0512, d2.dn_loss_bbox: 0.3208, d2.dn_loss_iou: 0.4145, d3.dn_loss_cls: 0.0493, d3.dn_loss_bbox: 0.3145, d3.dn_loss_iou: 0.4076, d4.dn_loss_cls: 0.0486, d4.dn_loss_bbox: 0.3137, d4.dn_loss_iou: 0.4063, loss: 10.8371, grad_norm: 28.5267 2023-11-22 17:23:23,504 - mmdet - INFO - Epoch [3][7200/7330] lr: 1.000e-05, eta: 12:43:50, time: 0.691, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2839, interm_loss_bbox: 0.2153, interm_loss_iou: 0.4878, loss_cls: 0.2309, loss_bbox: 0.1715, loss_iou: 0.4130, d0.loss_cls: 0.3098, d0.loss_bbox: 0.1750, d0.loss_iou: 0.4288, d1.loss_cls: 0.2657, d1.loss_bbox: 0.1716, d1.loss_iou: 0.4163, d2.loss_cls: 0.2437, d2.loss_bbox: 0.1702, d2.loss_iou: 0.4127, d3.loss_cls: 0.2346, d3.loss_bbox: 0.1710, d3.loss_iou: 0.4129, d4.loss_cls: 0.2317, d4.loss_bbox: 0.1705, d4.loss_iou: 0.4125, dn_loss_cls: 0.0440, dn_loss_bbox: 0.3087, dn_loss_iou: 0.4251, d0.dn_loss_cls: 0.0780, d0.dn_loss_bbox: 0.4351, d0.dn_loss_iou: 0.5636, d1.dn_loss_cls: 0.0524, d1.dn_loss_bbox: 0.3366, d1.dn_loss_iou: 0.4550, d2.dn_loss_cls: 0.0471, d2.dn_loss_bbox: 0.3149, d2.dn_loss_iou: 0.4322, d3.dn_loss_cls: 0.0452, d3.dn_loss_bbox: 0.3091, d3.dn_loss_iou: 0.4259, d4.dn_loss_cls: 0.0442, d4.dn_loss_bbox: 0.3087, d4.dn_loss_iou: 0.4251, loss: 11.0801, grad_norm: 28.3150 2023-11-22 17:23:58,112 - mmdet - INFO - Epoch [3][7250/7330] lr: 1.000e-05, eta: 12:43:15, time: 0.692, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2829, interm_loss_bbox: 0.2182, interm_loss_iou: 0.4692, loss_cls: 0.2318, loss_bbox: 0.1687, loss_iou: 0.3896, d0.loss_cls: 0.3078, d0.loss_bbox: 0.1719, d0.loss_iou: 0.4080, d1.loss_cls: 0.2629, d1.loss_bbox: 0.1707, d1.loss_iou: 0.3956, d2.loss_cls: 0.2449, d2.loss_bbox: 0.1675, d2.loss_iou: 0.3893, d3.loss_cls: 0.2363, d3.loss_bbox: 0.1683, d3.loss_iou: 0.3894, d4.loss_cls: 0.2329, d4.loss_bbox: 0.1678, d4.loss_iou: 0.3895, dn_loss_cls: 0.0459, dn_loss_bbox: 0.3208, dn_loss_iou: 0.4058, d0.dn_loss_cls: 0.0801, d0.dn_loss_bbox: 0.4544, d0.dn_loss_iou: 0.5458, d1.dn_loss_cls: 0.0542, d1.dn_loss_bbox: 0.3503, d1.dn_loss_iou: 0.4381, d2.dn_loss_cls: 0.0488, d2.dn_loss_bbox: 0.3272, d2.dn_loss_iou: 0.4134, d3.dn_loss_cls: 0.0469, d3.dn_loss_bbox: 0.3216, d3.dn_loss_iou: 0.4069, d4.dn_loss_cls: 0.0455, d4.dn_loss_bbox: 0.3208, d4.dn_loss_iou: 0.4057, loss: 10.8955, grad_norm: 29.1782 2023-11-22 17:24:32,198 - mmdet - INFO - Epoch [3][7300/7330] lr: 1.000e-05, eta: 12:42:39, time: 0.682, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2834, interm_loss_bbox: 0.2112, interm_loss_iou: 0.4801, loss_cls: 0.2326, loss_bbox: 0.1663, loss_iou: 0.4009, d0.loss_cls: 0.3036, d0.loss_bbox: 0.1714, d0.loss_iou: 0.4226, d1.loss_cls: 0.2597, d1.loss_bbox: 0.1700, d1.loss_iou: 0.4097, d2.loss_cls: 0.2441, d2.loss_bbox: 0.1657, d2.loss_iou: 0.4021, d3.loss_cls: 0.2354, d3.loss_bbox: 0.1670, d3.loss_iou: 0.4013, d4.loss_cls: 0.2318, d4.loss_bbox: 0.1670, d4.loss_iou: 0.4018, dn_loss_cls: 0.0452, dn_loss_bbox: 0.3111, dn_loss_iou: 0.3997, d0.dn_loss_cls: 0.0794, d0.dn_loss_bbox: 0.4411, d0.dn_loss_iou: 0.5366, d1.dn_loss_cls: 0.0531, d1.dn_loss_bbox: 0.3402, d1.dn_loss_iou: 0.4304, d2.dn_loss_cls: 0.0477, d2.dn_loss_bbox: 0.3175, d2.dn_loss_iou: 0.4072, d3.dn_loss_cls: 0.0460, d3.dn_loss_bbox: 0.3121, d3.dn_loss_iou: 0.4007, d4.dn_loss_cls: 0.0452, d4.dn_loss_bbox: 0.3111, d4.dn_loss_iou: 0.3997, loss: 10.8518, grad_norm: 30.1752 2023-11-22 17:24:53,253 - mmdet - INFO - Saving checkpoint at 3 epochs 2023-11-22 17:26:15,179 - mmdet - INFO - Evaluating bbox... 2023-11-22 17:28:35,821 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.509 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.695 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.557 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.337 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 ] = 0.672 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.732 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.738 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.738 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.563 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.788 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.899 2023-11-22 17:28:35,824 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.601 | bicycle | 0.393 | car | 0.483 | | motorcycle | 0.498 | airplane | 0.748 | bus | 0.744 | | train | 0.760 | truck | 0.443 | boat | 0.361 | | traffic light | 0.308 | fire hydrant | 0.745 | stop sign | 0.705 | | parking meter | 0.523 | bench | 0.330 | bird | 0.461 | | cat | 0.818 | dog | 0.777 | horse | 0.675 | | sheep | 0.617 | cow | 0.677 | elephant | 0.762 | | bear | 0.830 | zebra | 0.748 | giraffe | 0.752 | | backpack | 0.218 | umbrella | 0.481 | handbag | 0.241 | | tie | 0.418 | suitcase | 0.478 | frisbee | 0.745 | | skis | 0.294 | snowboard | 0.431 | sports ball | 0.522 | | kite | 0.482 | baseball bat | 0.450 | baseball glove | 0.490 | | skateboard | 0.589 | surfboard | 0.483 | tennis racket | 0.575 | | bottle | 0.466 | wine glass | 0.430 | cup | 0.520 | | fork | 0.483 | knife | 0.303 | spoon | 0.324 | | bowl | 0.499 | banana | 0.296 | apple | 0.281 | | sandwich | 0.528 | orange | 0.365 | broccoli | 0.277 | | carrot | 0.267 | hot dog | 0.522 | pizza | 0.610 | | donut | 0.594 | cake | 0.478 | chair | 0.381 | | couch | 0.518 | potted plant | 0.335 | bed | 0.528 | | dining table | 0.320 | toilet | 0.704 | tv | 0.645 | | laptop | 0.721 | mouse | 0.650 | remote | 0.437 | | keyboard | 0.577 | cell phone | 0.499 | microwave | 0.653 | | oven | 0.405 | toaster | 0.424 | sink | 0.447 | | refrigerator | 0.676 | book | 0.173 | clock | 0.578 | | vase | 0.445 | scissors | 0.534 | teddy bear | 0.578 | | hair drier | 0.163 | toothbrush | 0.449 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-22 17:28:37,654 - mmdet - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx/best_bbox_mAP_epoch_2.pth was removed 2023-11-22 17:28:44,581 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_3.pth. 2023-11-22 17:28:44,582 - mmdet - INFO - Best bbox_mAP is 0.5089 at 3 epoch. 2023-11-22 17:28:44,582 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-22 17:28:44,583 - mmdet - INFO - Epoch(val) [3][625] bbox_mAP: 0.5089, bbox_mAP_50: 0.6951, bbox_mAP_75: 0.5566, bbox_mAP_s: 0.3365, bbox_mAP_m: 0.5472, bbox_mAP_l: 0.6719, bbox_mAP_copypaste: 0.5089 0.6951 0.5566 0.3365 0.5472 0.6719 2023-11-22 17:29:22,454 - mmdet - INFO - Epoch [4][50/7330] lr: 1.000e-05, eta: 12:40:51, time: 0.757, data_time: 0.065, memory: 16683, interm_loss_cls: 0.2845, interm_loss_bbox: 0.2112, interm_loss_iou: 0.4804, loss_cls: 0.2351, loss_bbox: 0.1647, loss_iou: 0.4023, d0.loss_cls: 0.3031, d0.loss_bbox: 0.1730, d0.loss_iou: 0.4219, d1.loss_cls: 0.2608, d1.loss_bbox: 0.1682, d1.loss_iou: 0.4092, d2.loss_cls: 0.2462, d2.loss_bbox: 0.1644, d2.loss_iou: 0.4021, d3.loss_cls: 0.2398, d3.loss_bbox: 0.1642, d3.loss_iou: 0.4020, d4.loss_cls: 0.2359, d4.loss_bbox: 0.1643, d4.loss_iou: 0.4017, dn_loss_cls: 0.0439, dn_loss_bbox: 0.3114, dn_loss_iou: 0.3988, d0.dn_loss_cls: 0.0785, d0.dn_loss_bbox: 0.4452, d0.dn_loss_iou: 0.5357, d1.dn_loss_cls: 0.0533, d1.dn_loss_bbox: 0.3400, d1.dn_loss_iou: 0.4281, d2.dn_loss_cls: 0.0473, d2.dn_loss_bbox: 0.3180, d2.dn_loss_iou: 0.4065, d3.dn_loss_cls: 0.0454, d3.dn_loss_bbox: 0.3124, d3.dn_loss_iou: 0.3998, d4.dn_loss_cls: 0.0442, d4.dn_loss_bbox: 0.3114, d4.dn_loss_iou: 0.3987, loss: 10.8535, grad_norm: 28.1924 2023-11-22 17:29:56,615 - mmdet - INFO - Epoch [4][100/7330] lr: 1.000e-05, eta: 12:40:15, time: 0.683, data_time: 0.006, memory: 16683, interm_loss_cls: 0.2807, interm_loss_bbox: 0.2126, interm_loss_iou: 0.4765, loss_cls: 0.2254, loss_bbox: 0.1699, loss_iou: 0.4047, d0.loss_cls: 0.2976, d0.loss_bbox: 0.1751, d0.loss_iou: 0.4236, d1.loss_cls: 0.2553, d1.loss_bbox: 0.1728, d1.loss_iou: 0.4106, d2.loss_cls: 0.2369, d2.loss_bbox: 0.1701, d2.loss_iou: 0.4054, d3.loss_cls: 0.2294, d3.loss_bbox: 0.1692, d3.loss_iou: 0.4044, d4.loss_cls: 0.2271, d4.loss_bbox: 0.1688, d4.loss_iou: 0.4040, dn_loss_cls: 0.0436, dn_loss_bbox: 0.3032, dn_loss_iou: 0.4050, d0.dn_loss_cls: 0.0773, d0.dn_loss_bbox: 0.4417, d0.dn_loss_iou: 0.5467, d1.dn_loss_cls: 0.0520, d1.dn_loss_bbox: 0.3354, d1.dn_loss_iou: 0.4364, d2.dn_loss_cls: 0.0470, d2.dn_loss_bbox: 0.3109, d2.dn_loss_iou: 0.4129, d3.dn_loss_cls: 0.0448, d3.dn_loss_bbox: 0.3040, d3.dn_loss_iou: 0.4060, d4.dn_loss_cls: 0.0439, d4.dn_loss_bbox: 0.3032, d4.dn_loss_iou: 0.4050, loss: 10.8389, grad_norm: 27.7377 2023-11-22 17:30:31,167 - mmdet - INFO - Epoch [4][150/7330] lr: 1.000e-05, eta: 12:39:40, time: 0.691, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2793, interm_loss_bbox: 0.2032, interm_loss_iou: 0.4815, loss_cls: 0.2241, loss_bbox: 0.1619, loss_iou: 0.4078, d0.loss_cls: 0.2984, d0.loss_bbox: 0.1669, d0.loss_iou: 0.4264, d1.loss_cls: 0.2526, d1.loss_bbox: 0.1656, d1.loss_iou: 0.4135, d2.loss_cls: 0.2342, d2.loss_bbox: 0.1631, d2.loss_iou: 0.4101, d3.loss_cls: 0.2261, d3.loss_bbox: 0.1622, d3.loss_iou: 0.4080, d4.loss_cls: 0.2246, d4.loss_bbox: 0.1614, d4.loss_iou: 0.4075, dn_loss_cls: 0.0458, dn_loss_bbox: 0.3057, dn_loss_iou: 0.4137, d0.dn_loss_cls: 0.0793, d0.dn_loss_bbox: 0.4352, d0.dn_loss_iou: 0.5535, d1.dn_loss_cls: 0.0546, d1.dn_loss_bbox: 0.3380, d1.dn_loss_iou: 0.4466, d2.dn_loss_cls: 0.0488, d2.dn_loss_bbox: 0.3136, d2.dn_loss_iou: 0.4221, d3.dn_loss_cls: 0.0469, d3.dn_loss_bbox: 0.3066, d3.dn_loss_iou: 0.4148, d4.dn_loss_cls: 0.0459, d4.dn_loss_bbox: 0.3057, d4.dn_loss_iou: 0.4137, loss: 10.8689, grad_norm: 26.9023 2023-11-22 17:31:05,499 - mmdet - INFO - Epoch [4][200/7330] lr: 1.000e-05, eta: 12:39:04, time: 0.686, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2857, interm_loss_bbox: 0.2130, interm_loss_iou: 0.4769, loss_cls: 0.2339, loss_bbox: 0.1659, loss_iou: 0.3943, d0.loss_cls: 0.3045, d0.loss_bbox: 0.1746, d0.loss_iou: 0.4187, d1.loss_cls: 0.2611, d1.loss_bbox: 0.1706, d1.loss_iou: 0.4042, d2.loss_cls: 0.2436, d2.loss_bbox: 0.1670, d2.loss_iou: 0.3946, d3.loss_cls: 0.2362, d3.loss_bbox: 0.1658, d3.loss_iou: 0.3948, d4.loss_cls: 0.2339, d4.loss_bbox: 0.1657, d4.loss_iou: 0.3943, dn_loss_cls: 0.0450, dn_loss_bbox: 0.3097, dn_loss_iou: 0.4079, d0.dn_loss_cls: 0.0771, d0.dn_loss_bbox: 0.4388, d0.dn_loss_iou: 0.5443, d1.dn_loss_cls: 0.0524, d1.dn_loss_bbox: 0.3390, d1.dn_loss_iou: 0.4398, d2.dn_loss_cls: 0.0475, d2.dn_loss_bbox: 0.3165, d2.dn_loss_iou: 0.4162, d3.dn_loss_cls: 0.0457, d3.dn_loss_bbox: 0.3104, d3.dn_loss_iou: 0.4091, d4.dn_loss_cls: 0.0449, d4.dn_loss_bbox: 0.3097, d4.dn_loss_iou: 0.4078, loss: 10.8611, grad_norm: 27.8898 2023-11-22 17:31:40,827 - mmdet - INFO - Epoch [4][250/7330] lr: 1.000e-05, eta: 12:38:32, time: 0.707, data_time: 0.006, memory: 16683, interm_loss_cls: 0.2813, interm_loss_bbox: 0.2118, interm_loss_iou: 0.4834, loss_cls: 0.2288, loss_bbox: 0.1662, loss_iou: 0.4018, d0.loss_cls: 0.3026, d0.loss_bbox: 0.1707, d0.loss_iou: 0.4188, d1.loss_cls: 0.2593, d1.loss_bbox: 0.1683, d1.loss_iou: 0.4057, d2.loss_cls: 0.2412, d2.loss_bbox: 0.1658, d2.loss_iou: 0.4021, d3.loss_cls: 0.2334, d3.loss_bbox: 0.1660, d3.loss_iou: 0.4016, d4.loss_cls: 0.2296, d4.loss_bbox: 0.1663, d4.loss_iou: 0.4019, dn_loss_cls: 0.0443, dn_loss_bbox: 0.2971, dn_loss_iou: 0.4111, d0.dn_loss_cls: 0.0773, d0.dn_loss_bbox: 0.4250, d0.dn_loss_iou: 0.5496, d1.dn_loss_cls: 0.0531, d1.dn_loss_bbox: 0.3273, d1.dn_loss_iou: 0.4427, d2.dn_loss_cls: 0.0475, d2.dn_loss_bbox: 0.3040, d2.dn_loss_iou: 0.4191, d3.dn_loss_cls: 0.0457, d3.dn_loss_bbox: 0.2982, d3.dn_loss_iou: 0.4123, d4.dn_loss_cls: 0.0447, d4.dn_loss_bbox: 0.2972, d4.dn_loss_iou: 0.4111, loss: 10.8141, grad_norm: 28.6023 2023-11-22 17:32:15,407 - mmdet - INFO - Epoch [4][300/7330] lr: 1.000e-05, eta: 12:37:57, time: 0.692, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2808, interm_loss_bbox: 0.2114, interm_loss_iou: 0.4807, loss_cls: 0.2231, loss_bbox: 0.1726, loss_iou: 0.4033, d0.loss_cls: 0.2971, d0.loss_bbox: 0.1755, d0.loss_iou: 0.4213, d1.loss_cls: 0.2520, d1.loss_bbox: 0.1741, d1.loss_iou: 0.4083, d2.loss_cls: 0.2352, d2.loss_bbox: 0.1717, d2.loss_iou: 0.4020, d3.loss_cls: 0.2277, d3.loss_bbox: 0.1717, d3.loss_iou: 0.4016, d4.loss_cls: 0.2242, d4.loss_bbox: 0.1724, d4.loss_iou: 0.4026, dn_loss_cls: 0.0433, dn_loss_bbox: 0.3131, dn_loss_iou: 0.4119, d0.dn_loss_cls: 0.0767, d0.dn_loss_bbox: 0.4343, d0.dn_loss_iou: 0.5476, d1.dn_loss_cls: 0.0521, d1.dn_loss_bbox: 0.3400, d1.dn_loss_iou: 0.4420, d2.dn_loss_cls: 0.0464, d2.dn_loss_bbox: 0.3195, d2.dn_loss_iou: 0.4196, d3.dn_loss_cls: 0.0443, d3.dn_loss_bbox: 0.3138, d3.dn_loss_iou: 0.4129, d4.dn_loss_cls: 0.0432, d4.dn_loss_bbox: 0.3131, d4.dn_loss_iou: 0.4118, loss: 10.8950, grad_norm: 29.7758 2023-11-22 17:32:49,818 - mmdet - INFO - Epoch [4][350/7330] lr: 1.000e-05, eta: 12:37:22, time: 0.688, data_time: 0.006, memory: 16683, interm_loss_cls: 0.2697, interm_loss_bbox: 0.2175, interm_loss_iou: 0.4555, loss_cls: 0.2172, loss_bbox: 0.1674, loss_iou: 0.3717, d0.loss_cls: 0.2863, d0.loss_bbox: 0.1789, d0.loss_iou: 0.3940, d1.loss_cls: 0.2447, d1.loss_bbox: 0.1721, d1.loss_iou: 0.3787, d2.loss_cls: 0.2281, d2.loss_bbox: 0.1698, d2.loss_iou: 0.3724, d3.loss_cls: 0.2199, d3.loss_bbox: 0.1686, d3.loss_iou: 0.3723, d4.loss_cls: 0.2169, d4.loss_bbox: 0.1677, d4.loss_iou: 0.3724, dn_loss_cls: 0.0406, dn_loss_bbox: 0.2930, dn_loss_iou: 0.3838, d0.dn_loss_cls: 0.0742, d0.dn_loss_bbox: 0.4329, d0.dn_loss_iou: 0.5240, d1.dn_loss_cls: 0.0492, d1.dn_loss_bbox: 0.3250, d1.dn_loss_iou: 0.4159, d2.dn_loss_cls: 0.0437, d2.dn_loss_bbox: 0.3003, d2.dn_loss_iou: 0.3920, d3.dn_loss_cls: 0.0419, d3.dn_loss_bbox: 0.2942, d3.dn_loss_iou: 0.3852, d4.dn_loss_cls: 0.0408, d4.dn_loss_bbox: 0.2929, d4.dn_loss_iou: 0.3838, loss: 10.3553, grad_norm: 29.6556 2023-11-22 17:33:24,168 - mmdet - INFO - Epoch [4][400/7330] lr: 1.000e-05, eta: 12:36:46, time: 0.687, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2808, interm_loss_bbox: 0.2170, interm_loss_iou: 0.4933, loss_cls: 0.2307, loss_bbox: 0.1698, loss_iou: 0.4128, d0.loss_cls: 0.2987, d0.loss_bbox: 0.1767, d0.loss_iou: 0.4333, d1.loss_cls: 0.2586, d1.loss_bbox: 0.1720, d1.loss_iou: 0.4194, d2.loss_cls: 0.2411, d2.loss_bbox: 0.1698, d2.loss_iou: 0.4136, d3.loss_cls: 0.2331, d3.loss_bbox: 0.1708, d3.loss_iou: 0.4140, d4.loss_cls: 0.2304, d4.loss_bbox: 0.1711, d4.loss_iou: 0.4133, dn_loss_cls: 0.0435, dn_loss_bbox: 0.3129, dn_loss_iou: 0.4133, d0.dn_loss_cls: 0.0779, d0.dn_loss_bbox: 0.4423, d0.dn_loss_iou: 0.5482, d1.dn_loss_cls: 0.0531, d1.dn_loss_bbox: 0.3418, d1.dn_loss_iou: 0.4419, d2.dn_loss_cls: 0.0470, d2.dn_loss_bbox: 0.3195, d2.dn_loss_iou: 0.4206, d3.dn_loss_cls: 0.0450, d3.dn_loss_bbox: 0.3138, d3.dn_loss_iou: 0.4143, d4.dn_loss_cls: 0.0438, d4.dn_loss_bbox: 0.3130, d4.dn_loss_iou: 0.4133, loss: 11.0255, grad_norm: 28.8127 2023-11-22 17:33:58,518 - mmdet - INFO - Epoch [4][450/7330] lr: 1.000e-05, eta: 12:36:11, time: 0.687, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2805, interm_loss_bbox: 0.2063, interm_loss_iou: 0.4723, loss_cls: 0.2274, loss_bbox: 0.1653, loss_iou: 0.3993, d0.loss_cls: 0.2985, d0.loss_bbox: 0.1709, d0.loss_iou: 0.4140, d1.loss_cls: 0.2551, d1.loss_bbox: 0.1692, d1.loss_iou: 0.4032, d2.loss_cls: 0.2409, d2.loss_bbox: 0.1651, d2.loss_iou: 0.3975, d3.loss_cls: 0.2320, d3.loss_bbox: 0.1658, d3.loss_iou: 0.3982, d4.loss_cls: 0.2279, d4.loss_bbox: 0.1659, d4.loss_iou: 0.3986, dn_loss_cls: 0.0453, dn_loss_bbox: 0.3129, dn_loss_iou: 0.4109, d0.dn_loss_cls: 0.0790, d0.dn_loss_bbox: 0.4422, d0.dn_loss_iou: 0.5503, d1.dn_loss_cls: 0.0538, d1.dn_loss_bbox: 0.3431, d1.dn_loss_iou: 0.4433, d2.dn_loss_cls: 0.0481, d2.dn_loss_bbox: 0.3195, d2.dn_loss_iou: 0.4190, d3.dn_loss_cls: 0.0462, d3.dn_loss_bbox: 0.3137, d3.dn_loss_iou: 0.4121, d4.dn_loss_cls: 0.0453, d4.dn_loss_bbox: 0.3129, d4.dn_loss_iou: 0.4108, loss: 10.8623, grad_norm: 26.6869 2023-11-22 17:34:33,101 - mmdet - INFO - Epoch [4][500/7330] lr: 1.000e-05, eta: 12:35:36, time: 0.692, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2740, interm_loss_bbox: 0.2126, interm_loss_iou: 0.4773, loss_cls: 0.2195, loss_bbox: 0.1660, loss_iou: 0.3938, d0.loss_cls: 0.2883, d0.loss_bbox: 0.1723, d0.loss_iou: 0.4176, d1.loss_cls: 0.2469, d1.loss_bbox: 0.1690, d1.loss_iou: 0.4008, d2.loss_cls: 0.2312, d2.loss_bbox: 0.1652, d2.loss_iou: 0.3936, d3.loss_cls: 0.2234, d3.loss_bbox: 0.1649, d3.loss_iou: 0.3932, d4.loss_cls: 0.2208, d4.loss_bbox: 0.1649, d4.loss_iou: 0.3930, dn_loss_cls: 0.0461, dn_loss_bbox: 0.3037, dn_loss_iou: 0.4041, d0.dn_loss_cls: 0.0796, d0.dn_loss_bbox: 0.4380, d0.dn_loss_iou: 0.5496, d1.dn_loss_cls: 0.0539, d1.dn_loss_bbox: 0.3356, d1.dn_loss_iou: 0.4360, d2.dn_loss_cls: 0.0485, d2.dn_loss_bbox: 0.3118, d2.dn_loss_iou: 0.4125, d3.dn_loss_cls: 0.0467, d3.dn_loss_bbox: 0.3048, d3.dn_loss_iou: 0.4054, d4.dn_loss_cls: 0.0459, d4.dn_loss_bbox: 0.3037, d4.dn_loss_iou: 0.4041, loss: 10.7182, grad_norm: 28.3440 2023-11-22 17:35:07,822 - mmdet - INFO - Epoch [4][550/7330] lr: 1.000e-05, eta: 12:35:02, time: 0.694, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2734, interm_loss_bbox: 0.2096, interm_loss_iou: 0.4578, loss_cls: 0.2142, loss_bbox: 0.1682, loss_iou: 0.3818, d0.loss_cls: 0.2859, d0.loss_bbox: 0.1728, d0.loss_iou: 0.4021, d1.loss_cls: 0.2453, d1.loss_bbox: 0.1687, d1.loss_iou: 0.3864, d2.loss_cls: 0.2263, d2.loss_bbox: 0.1673, d2.loss_iou: 0.3815, d3.loss_cls: 0.2191, d3.loss_bbox: 0.1673, d3.loss_iou: 0.3803, d4.loss_cls: 0.2151, d4.loss_bbox: 0.1678, d4.loss_iou: 0.3815, dn_loss_cls: 0.0432, dn_loss_bbox: 0.3126, dn_loss_iou: 0.3982, d0.dn_loss_cls: 0.0771, d0.dn_loss_bbox: 0.4438, d0.dn_loss_iou: 0.5374, d1.dn_loss_cls: 0.0516, d1.dn_loss_bbox: 0.3443, d1.dn_loss_iou: 0.4295, d2.dn_loss_cls: 0.0462, d2.dn_loss_bbox: 0.3204, d2.dn_loss_iou: 0.4067, d3.dn_loss_cls: 0.0443, d3.dn_loss_bbox: 0.3137, d3.dn_loss_iou: 0.3993, d4.dn_loss_cls: 0.0434, d4.dn_loss_bbox: 0.3126, d4.dn_loss_iou: 0.3981, loss: 10.5949, grad_norm: 30.9407 2023-11-22 17:35:42,097 - mmdet - INFO - Epoch [4][600/7330] lr: 1.000e-05, eta: 12:34:26, time: 0.686, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2733, interm_loss_bbox: 0.2140, interm_loss_iou: 0.4819, loss_cls: 0.2228, loss_bbox: 0.1658, loss_iou: 0.4005, d0.loss_cls: 0.2885, d0.loss_bbox: 0.1752, d0.loss_iou: 0.4257, d1.loss_cls: 0.2498, d1.loss_bbox: 0.1700, d1.loss_iou: 0.4103, d2.loss_cls: 0.2335, d2.loss_bbox: 0.1672, d2.loss_iou: 0.4034, d3.loss_cls: 0.2250, d3.loss_bbox: 0.1672, d3.loss_iou: 0.4012, d4.loss_cls: 0.2223, d4.loss_bbox: 0.1663, d4.loss_iou: 0.4009, dn_loss_cls: 0.0417, dn_loss_bbox: 0.3070, dn_loss_iou: 0.3943, d0.dn_loss_cls: 0.0750, d0.dn_loss_bbox: 0.4394, d0.dn_loss_iou: 0.5327, d1.dn_loss_cls: 0.0501, d1.dn_loss_bbox: 0.3369, d1.dn_loss_iou: 0.4252, d2.dn_loss_cls: 0.0446, d2.dn_loss_bbox: 0.3130, d2.dn_loss_iou: 0.4024, d3.dn_loss_cls: 0.0428, d3.dn_loss_bbox: 0.3080, d3.dn_loss_iou: 0.3957, d4.dn_loss_cls: 0.0418, d4.dn_loss_bbox: 0.3071, d4.dn_loss_iou: 0.3942, loss: 10.7170, grad_norm: 27.9171 2023-11-22 17:36:16,732 - mmdet - INFO - Epoch [4][650/7330] lr: 1.000e-05, eta: 12:33:52, time: 0.693, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2758, interm_loss_bbox: 0.2213, interm_loss_iou: 0.4730, loss_cls: 0.2206, loss_bbox: 0.1724, loss_iou: 0.3926, d0.loss_cls: 0.2894, d0.loss_bbox: 0.1820, d0.loss_iou: 0.4168, d1.loss_cls: 0.2483, d1.loss_bbox: 0.1772, d1.loss_iou: 0.4004, d2.loss_cls: 0.2325, d2.loss_bbox: 0.1725, d2.loss_iou: 0.3928, d3.loss_cls: 0.2243, d3.loss_bbox: 0.1725, d3.loss_iou: 0.3929, d4.loss_cls: 0.2212, d4.loss_bbox: 0.1721, d4.loss_iou: 0.3928, dn_loss_cls: 0.0420, dn_loss_bbox: 0.3118, dn_loss_iou: 0.4011, d0.dn_loss_cls: 0.0760, d0.dn_loss_bbox: 0.4457, d0.dn_loss_iou: 0.5372, d1.dn_loss_cls: 0.0507, d1.dn_loss_bbox: 0.3425, d1.dn_loss_iou: 0.4325, d2.dn_loss_cls: 0.0452, d2.dn_loss_bbox: 0.3184, d2.dn_loss_iou: 0.4094, d3.dn_loss_cls: 0.0430, d3.dn_loss_bbox: 0.3122, d3.dn_loss_iou: 0.4020, d4.dn_loss_cls: 0.0421, d4.dn_loss_bbox: 0.3119, d4.dn_loss_iou: 0.4011, loss: 10.7682, grad_norm: 28.1337 2023-11-22 17:36:51,700 - mmdet - INFO - Epoch [4][700/7330] lr: 1.000e-05, eta: 12:33:18, time: 0.699, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2730, interm_loss_bbox: 0.2194, interm_loss_iou: 0.4741, loss_cls: 0.2177, loss_bbox: 0.1703, loss_iou: 0.3905, d0.loss_cls: 0.2870, d0.loss_bbox: 0.1788, d0.loss_iou: 0.4171, d1.loss_cls: 0.2450, d1.loss_bbox: 0.1724, d1.loss_iou: 0.3986, d2.loss_cls: 0.2258, d2.loss_bbox: 0.1714, d2.loss_iou: 0.3938, d3.loss_cls: 0.2203, d3.loss_bbox: 0.1707, d3.loss_iou: 0.3916, d4.loss_cls: 0.2179, d4.loss_bbox: 0.1700, d4.loss_iou: 0.3906, dn_loss_cls: 0.0461, dn_loss_bbox: 0.3052, dn_loss_iou: 0.3999, d0.dn_loss_cls: 0.0800, d0.dn_loss_bbox: 0.4381, d0.dn_loss_iou: 0.5367, d1.dn_loss_cls: 0.0549, d1.dn_loss_bbox: 0.3370, d1.dn_loss_iou: 0.4307, d2.dn_loss_cls: 0.0488, d2.dn_loss_bbox: 0.3125, d2.dn_loss_iou: 0.4074, d3.dn_loss_cls: 0.0469, d3.dn_loss_bbox: 0.3060, d3.dn_loss_iou: 0.4009, d4.dn_loss_cls: 0.0461, d4.dn_loss_bbox: 0.3052, d4.dn_loss_iou: 0.3998, loss: 10.6983, grad_norm: 26.6576 2023-11-22 17:37:25,961 - mmdet - INFO - Epoch [4][750/7330] lr: 1.000e-05, eta: 12:32:42, time: 0.685, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2739, interm_loss_bbox: 0.2089, interm_loss_iou: 0.4664, loss_cls: 0.2201, loss_bbox: 0.1630, loss_iou: 0.3879, d0.loss_cls: 0.2911, d0.loss_bbox: 0.1683, d0.loss_iou: 0.4096, d1.loss_cls: 0.2444, d1.loss_bbox: 0.1690, d1.loss_iou: 0.3986, d2.loss_cls: 0.2301, d2.loss_bbox: 0.1635, d2.loss_iou: 0.3901, d3.loss_cls: 0.2227, d3.loss_bbox: 0.1622, d3.loss_iou: 0.3891, d4.loss_cls: 0.2201, d4.loss_bbox: 0.1628, d4.loss_iou: 0.3881, dn_loss_cls: 0.0429, dn_loss_bbox: 0.3028, dn_loss_iou: 0.3995, d0.dn_loss_cls: 0.0768, d0.dn_loss_bbox: 0.4360, d0.dn_loss_iou: 0.5401, d1.dn_loss_cls: 0.0519, d1.dn_loss_bbox: 0.3344, d1.dn_loss_iou: 0.4319, d2.dn_loss_cls: 0.0462, d2.dn_loss_bbox: 0.3106, d2.dn_loss_iou: 0.4084, d3.dn_loss_cls: 0.0442, d3.dn_loss_bbox: 0.3035, d3.dn_loss_iou: 0.4005, d4.dn_loss_cls: 0.0432, d4.dn_loss_bbox: 0.3027, d4.dn_loss_iou: 0.3994, loss: 10.6048, grad_norm: 29.1167 2023-11-22 17:38:03,004 - mmdet - INFO - Epoch [4][800/7330] lr: 1.000e-05, eta: 12:32:15, time: 0.741, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2749, interm_loss_bbox: 0.2077, interm_loss_iou: 0.4858, loss_cls: 0.2210, loss_bbox: 0.1678, loss_iou: 0.4143, d0.loss_cls: 0.2919, d0.loss_bbox: 0.1725, d0.loss_iou: 0.4321, d1.loss_cls: 0.2492, d1.loss_bbox: 0.1686, d1.loss_iou: 0.4194, d2.loss_cls: 0.2325, d2.loss_bbox: 0.1656, d2.loss_iou: 0.4154, d3.loss_cls: 0.2243, d3.loss_bbox: 0.1673, d3.loss_iou: 0.4159, d4.loss_cls: 0.2215, d4.loss_bbox: 0.1672, d4.loss_iou: 0.4151, dn_loss_cls: 0.0462, dn_loss_bbox: 0.3082, dn_loss_iou: 0.4177, d0.dn_loss_cls: 0.0789, d0.dn_loss_bbox: 0.4343, d0.dn_loss_iou: 0.5552, d1.dn_loss_cls: 0.0541, d1.dn_loss_bbox: 0.3379, d1.dn_loss_iou: 0.4481, d2.dn_loss_cls: 0.0489, d2.dn_loss_bbox: 0.3143, d2.dn_loss_iou: 0.4254, d3.dn_loss_cls: 0.0471, d3.dn_loss_bbox: 0.3090, d3.dn_loss_iou: 0.4188, d4.dn_loss_cls: 0.0462, d4.dn_loss_bbox: 0.3082, d4.dn_loss_iou: 0.4176, loss: 10.9461, grad_norm: 28.1943 2023-11-22 17:38:37,191 - mmdet - INFO - Epoch [4][850/7330] lr: 1.000e-05, eta: 12:31:39, time: 0.684, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2738, interm_loss_bbox: 0.2148, interm_loss_iou: 0.4676, loss_cls: 0.2199, loss_bbox: 0.1659, loss_iou: 0.3799, d0.loss_cls: 0.2869, d0.loss_bbox: 0.1770, d0.loss_iou: 0.4076, d1.loss_cls: 0.2448, d1.loss_bbox: 0.1707, d1.loss_iou: 0.3919, d2.loss_cls: 0.2290, d2.loss_bbox: 0.1675, d2.loss_iou: 0.3839, d3.loss_cls: 0.2231, d3.loss_bbox: 0.1665, d3.loss_iou: 0.3811, d4.loss_cls: 0.2199, d4.loss_bbox: 0.1667, d4.loss_iou: 0.3814, dn_loss_cls: 0.0440, dn_loss_bbox: 0.3036, dn_loss_iou: 0.3991, d0.dn_loss_cls: 0.0776, d0.dn_loss_bbox: 0.4445, d0.dn_loss_iou: 0.5426, d1.dn_loss_cls: 0.0524, d1.dn_loss_bbox: 0.3370, d1.dn_loss_iou: 0.4325, d2.dn_loss_cls: 0.0470, d2.dn_loss_bbox: 0.3120, d2.dn_loss_iou: 0.4077, d3.dn_loss_cls: 0.0449, d3.dn_loss_bbox: 0.3042, d3.dn_loss_iou: 0.4003, d4.dn_loss_cls: 0.0440, d4.dn_loss_bbox: 0.3036, d4.dn_loss_iou: 0.3991, loss: 10.6161, grad_norm: 27.4489 2023-11-22 17:39:13,489 - mmdet - INFO - Epoch [4][900/7330] lr: 1.000e-05, eta: 12:31:09, time: 0.726, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2747, interm_loss_bbox: 0.2229, interm_loss_iou: 0.4755, loss_cls: 0.2239, loss_bbox: 0.1738, loss_iou: 0.3916, d0.loss_cls: 0.2954, d0.loss_bbox: 0.1827, d0.loss_iou: 0.4136, d1.loss_cls: 0.2507, d1.loss_bbox: 0.1783, d1.loss_iou: 0.4036, d2.loss_cls: 0.2365, d2.loss_bbox: 0.1733, d2.loss_iou: 0.3929, d3.loss_cls: 0.2274, d3.loss_bbox: 0.1735, d3.loss_iou: 0.3931, d4.loss_cls: 0.2249, d4.loss_bbox: 0.1734, d4.loss_iou: 0.3918, dn_loss_cls: 0.0446, dn_loss_bbox: 0.3076, dn_loss_iou: 0.3993, d0.dn_loss_cls: 0.0776, d0.dn_loss_bbox: 0.4379, d0.dn_loss_iou: 0.5371, d1.dn_loss_cls: 0.0527, d1.dn_loss_bbox: 0.3381, d1.dn_loss_iou: 0.4303, d2.dn_loss_cls: 0.0472, d2.dn_loss_bbox: 0.3147, d2.dn_loss_iou: 0.4075, d3.dn_loss_cls: 0.0453, d3.dn_loss_bbox: 0.3085, d3.dn_loss_iou: 0.4005, d4.dn_loss_cls: 0.0445, d4.dn_loss_bbox: 0.3076, d4.dn_loss_iou: 0.3992, loss: 10.7737, grad_norm: 28.9243 2023-11-22 17:39:48,292 - mmdet - INFO - Epoch [4][950/7330] lr: 1.000e-05, eta: 12:30:35, time: 0.696, data_time: 0.006, memory: 16683, interm_loss_cls: 0.2702, interm_loss_bbox: 0.2108, interm_loss_iou: 0.4711, loss_cls: 0.2169, loss_bbox: 0.1676, loss_iou: 0.3871, d0.loss_cls: 0.2889, d0.loss_bbox: 0.1707, d0.loss_iou: 0.4077, d1.loss_cls: 0.2438, d1.loss_bbox: 0.1689, d1.loss_iou: 0.3966, d2.loss_cls: 0.2277, d2.loss_bbox: 0.1674, d2.loss_iou: 0.3877, d3.loss_cls: 0.2193, d3.loss_bbox: 0.1681, d3.loss_iou: 0.3886, d4.loss_cls: 0.2171, d4.loss_bbox: 0.1673, d4.loss_iou: 0.3878, dn_loss_cls: 0.0411, dn_loss_bbox: 0.2931, dn_loss_iou: 0.4027, d0.dn_loss_cls: 0.0753, d0.dn_loss_bbox: 0.4196, d0.dn_loss_iou: 0.5361, d1.dn_loss_cls: 0.0503, d1.dn_loss_bbox: 0.3233, d1.dn_loss_iou: 0.4341, d2.dn_loss_cls: 0.0445, d2.dn_loss_bbox: 0.2999, d2.dn_loss_iou: 0.4104, d3.dn_loss_cls: 0.0424, d3.dn_loss_bbox: 0.2941, d3.dn_loss_iou: 0.4038, d4.dn_loss_cls: 0.0413, d4.dn_loss_bbox: 0.2931, d4.dn_loss_iou: 0.4026, loss: 10.5392, grad_norm: 28.8299 2023-11-22 17:40:22,900 - mmdet - INFO - Epoch [4][1000/7330] lr: 1.000e-05, eta: 12:30:00, time: 0.692, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2783, interm_loss_bbox: 0.2089, interm_loss_iou: 0.4721, loss_cls: 0.2209, loss_bbox: 0.1620, loss_iou: 0.3943, d0.loss_cls: 0.2937, d0.loss_bbox: 0.1693, d0.loss_iou: 0.4143, d1.loss_cls: 0.2506, d1.loss_bbox: 0.1643, d1.loss_iou: 0.3999, d2.loss_cls: 0.2350, d2.loss_bbox: 0.1605, d2.loss_iou: 0.3925, d3.loss_cls: 0.2247, d3.loss_bbox: 0.1617, d3.loss_iou: 0.3943, d4.loss_cls: 0.2219, d4.loss_bbox: 0.1617, d4.loss_iou: 0.3945, dn_loss_cls: 0.0417, dn_loss_bbox: 0.2943, dn_loss_iou: 0.4028, d0.dn_loss_cls: 0.0754, d0.dn_loss_bbox: 0.4220, d0.dn_loss_iou: 0.5419, d1.dn_loss_cls: 0.0504, d1.dn_loss_bbox: 0.3231, d1.dn_loss_iou: 0.4338, d2.dn_loss_cls: 0.0447, d2.dn_loss_bbox: 0.3006, d2.dn_loss_iou: 0.4104, d3.dn_loss_cls: 0.0429, d3.dn_loss_bbox: 0.2948, d3.dn_loss_iou: 0.4036, d4.dn_loss_cls: 0.0418, d4.dn_loss_bbox: 0.2943, d4.dn_loss_iou: 0.4027, loss: 10.5966, grad_norm: 28.8942 2023-11-22 17:40:57,444 - mmdet - INFO - Epoch [4][1050/7330] lr: 1.000e-05, eta: 12:29:25, time: 0.691, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2797, interm_loss_bbox: 0.2156, interm_loss_iou: 0.4747, loss_cls: 0.2278, loss_bbox: 0.1713, loss_iou: 0.3959, d0.loss_cls: 0.2972, d0.loss_bbox: 0.1777, d0.loss_iou: 0.4141, d1.loss_cls: 0.2562, d1.loss_bbox: 0.1737, d1.loss_iou: 0.4011, d2.loss_cls: 0.2410, d2.loss_bbox: 0.1699, d2.loss_iou: 0.3953, d3.loss_cls: 0.2319, d3.loss_bbox: 0.1706, d3.loss_iou: 0.3952, d4.loss_cls: 0.2288, d4.loss_bbox: 0.1708, d4.loss_iou: 0.3954, dn_loss_cls: 0.0451, dn_loss_bbox: 0.3202, dn_loss_iou: 0.4045, d0.dn_loss_cls: 0.0780, d0.dn_loss_bbox: 0.4537, d0.dn_loss_iou: 0.5427, d1.dn_loss_cls: 0.0536, d1.dn_loss_bbox: 0.3513, d1.dn_loss_iou: 0.4365, d2.dn_loss_cls: 0.0480, d2.dn_loss_bbox: 0.3272, d2.dn_loss_iou: 0.4124, d3.dn_loss_cls: 0.0463, d3.dn_loss_bbox: 0.3209, d3.dn_loss_iou: 0.4054, d4.dn_loss_cls: 0.0450, d4.dn_loss_bbox: 0.3202, d4.dn_loss_iou: 0.4044, loss: 10.8990, grad_norm: 28.9068 2023-11-22 17:41:31,925 - mmdet - INFO - Epoch [4][1100/7330] lr: 1.000e-05, eta: 12:28:50, time: 0.690, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2755, interm_loss_bbox: 0.2200, interm_loss_iou: 0.4623, loss_cls: 0.2253, loss_bbox: 0.1695, loss_iou: 0.3787, d0.loss_cls: 0.2923, d0.loss_bbox: 0.1799, d0.loss_iou: 0.4020, d1.loss_cls: 0.2512, d1.loss_bbox: 0.1738, d1.loss_iou: 0.3877, d2.loss_cls: 0.2353, d2.loss_bbox: 0.1707, d2.loss_iou: 0.3809, d3.loss_cls: 0.2289, d3.loss_bbox: 0.1691, d3.loss_iou: 0.3783, d4.loss_cls: 0.2266, d4.loss_bbox: 0.1686, d4.loss_iou: 0.3778, dn_loss_cls: 0.0427, dn_loss_bbox: 0.3173, dn_loss_iou: 0.3998, d0.dn_loss_cls: 0.0773, d0.dn_loss_bbox: 0.4533, d0.dn_loss_iou: 0.5376, d1.dn_loss_cls: 0.0514, d1.dn_loss_bbox: 0.3486, d1.dn_loss_iou: 0.4309, d2.dn_loss_cls: 0.0459, d2.dn_loss_bbox: 0.3250, d2.dn_loss_iou: 0.4078, d3.dn_loss_cls: 0.0439, d3.dn_loss_bbox: 0.3181, d3.dn_loss_iou: 0.4010, d4.dn_loss_cls: 0.0430, d4.dn_loss_bbox: 0.3174, d4.dn_loss_iou: 0.3997, loss: 10.7153, grad_norm: 27.5212 2023-11-22 17:42:08,872 - mmdet - INFO - Epoch [4][1150/7330] lr: 1.000e-05, eta: 12:28:22, time: 0.739, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2727, interm_loss_bbox: 0.2123, interm_loss_iou: 0.4787, loss_cls: 0.2197, loss_bbox: 0.1646, loss_iou: 0.3965, d0.loss_cls: 0.2907, d0.loss_bbox: 0.1735, d0.loss_iou: 0.4215, d1.loss_cls: 0.2450, d1.loss_bbox: 0.1703, d1.loss_iou: 0.4081, d2.loss_cls: 0.2303, d2.loss_bbox: 0.1649, d2.loss_iou: 0.3980, d3.loss_cls: 0.2226, d3.loss_bbox: 0.1646, d3.loss_iou: 0.3971, d4.loss_cls: 0.2209, d4.loss_bbox: 0.1640, d4.loss_iou: 0.3962, dn_loss_cls: 0.0419, dn_loss_bbox: 0.2977, dn_loss_iou: 0.4023, d0.dn_loss_cls: 0.0759, d0.dn_loss_bbox: 0.4312, d0.dn_loss_iou: 0.5411, d1.dn_loss_cls: 0.0506, d1.dn_loss_bbox: 0.3304, d1.dn_loss_iou: 0.4347, d2.dn_loss_cls: 0.0449, d2.dn_loss_bbox: 0.3055, d2.dn_loss_iou: 0.4105, d3.dn_loss_cls: 0.0430, d3.dn_loss_bbox: 0.2987, d3.dn_loss_iou: 0.4034, d4.dn_loss_cls: 0.0421, d4.dn_loss_bbox: 0.2977, d4.dn_loss_iou: 0.4022, loss: 10.6663, grad_norm: 27.8185 2023-11-22 17:42:42,819 - mmdet - INFO - Epoch [4][1200/7330] lr: 1.000e-05, eta: 12:27:45, time: 0.679, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2809, interm_loss_bbox: 0.2111, interm_loss_iou: 0.4700, loss_cls: 0.2290, loss_bbox: 0.1632, loss_iou: 0.3877, d0.loss_cls: 0.2993, d0.loss_bbox: 0.1686, d0.loss_iou: 0.4079, d1.loss_cls: 0.2559, d1.loss_bbox: 0.1662, d1.loss_iou: 0.3956, d2.loss_cls: 0.2399, d2.loss_bbox: 0.1643, d2.loss_iou: 0.3880, d3.loss_cls: 0.2339, d3.loss_bbox: 0.1624, d3.loss_iou: 0.3871, d4.loss_cls: 0.2286, d4.loss_bbox: 0.1640, d4.loss_iou: 0.3884, dn_loss_cls: 0.0415, dn_loss_bbox: 0.2929, dn_loss_iou: 0.3909, d0.dn_loss_cls: 0.0747, d0.dn_loss_bbox: 0.4261, d0.dn_loss_iou: 0.5302, d1.dn_loss_cls: 0.0496, d1.dn_loss_bbox: 0.3220, d1.dn_loss_iou: 0.4220, d2.dn_loss_cls: 0.0443, d2.dn_loss_bbox: 0.2989, d2.dn_loss_iou: 0.3986, d3.dn_loss_cls: 0.0427, d3.dn_loss_bbox: 0.2936, d3.dn_loss_iou: 0.3919, d4.dn_loss_cls: 0.0415, d4.dn_loss_bbox: 0.2929, d4.dn_loss_iou: 0.3908, loss: 10.5370, grad_norm: 28.5346 2023-11-22 17:43:17,417 - mmdet - INFO - Epoch [4][1250/7330] lr: 1.000e-05, eta: 12:27:11, time: 0.692, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2725, interm_loss_bbox: 0.2169, interm_loss_iou: 0.4629, loss_cls: 0.2231, loss_bbox: 0.1677, loss_iou: 0.3837, d0.loss_cls: 0.2915, d0.loss_bbox: 0.1746, d0.loss_iou: 0.4038, d1.loss_cls: 0.2489, d1.loss_bbox: 0.1712, d1.loss_iou: 0.3900, d2.loss_cls: 0.2333, d2.loss_bbox: 0.1689, d2.loss_iou: 0.3860, d3.loss_cls: 0.2258, d3.loss_bbox: 0.1696, d3.loss_iou: 0.3848, d4.loss_cls: 0.2236, d4.loss_bbox: 0.1687, d4.loss_iou: 0.3841, dn_loss_cls: 0.0420, dn_loss_bbox: 0.3193, dn_loss_iou: 0.3996, d0.dn_loss_cls: 0.0753, d0.dn_loss_bbox: 0.4481, d0.dn_loss_iou: 0.5314, d1.dn_loss_cls: 0.0500, d1.dn_loss_bbox: 0.3494, d1.dn_loss_iou: 0.4298, d2.dn_loss_cls: 0.0450, d2.dn_loss_bbox: 0.3264, d2.dn_loss_iou: 0.4074, d3.dn_loss_cls: 0.0432, d3.dn_loss_bbox: 0.3203, d3.dn_loss_iou: 0.4009, d4.dn_loss_cls: 0.0423, d4.dn_loss_bbox: 0.3193, d4.dn_loss_iou: 0.3996, loss: 10.7008, grad_norm: 30.4731 2023-11-22 17:43:54,336 - mmdet - INFO - Epoch [4][1300/7330] lr: 1.000e-05, eta: 12:26:42, time: 0.738, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2805, interm_loss_bbox: 0.2117, interm_loss_iou: 0.4978, loss_cls: 0.2294, loss_bbox: 0.1723, loss_iou: 0.4166, d0.loss_cls: 0.2965, d0.loss_bbox: 0.1766, d0.loss_iou: 0.4386, d1.loss_cls: 0.2586, d1.loss_bbox: 0.1737, d1.loss_iou: 0.4239, d2.loss_cls: 0.2403, d2.loss_bbox: 0.1727, d2.loss_iou: 0.4176, d3.loss_cls: 0.2327, d3.loss_bbox: 0.1724, d3.loss_iou: 0.4180, d4.loss_cls: 0.2304, d4.loss_bbox: 0.1718, d4.loss_iou: 0.4167, dn_loss_cls: 0.0455, dn_loss_bbox: 0.3035, dn_loss_iou: 0.4187, d0.dn_loss_cls: 0.0799, d0.dn_loss_bbox: 0.4277, d0.dn_loss_iou: 0.5531, d1.dn_loss_cls: 0.0540, d1.dn_loss_bbox: 0.3312, d1.dn_loss_iou: 0.4482, d2.dn_loss_cls: 0.0485, d2.dn_loss_bbox: 0.3099, d2.dn_loss_iou: 0.4266, d3.dn_loss_cls: 0.0466, d3.dn_loss_bbox: 0.3041, d3.dn_loss_iou: 0.4199, d4.dn_loss_cls: 0.0458, d4.dn_loss_bbox: 0.3035, d4.dn_loss_iou: 0.4187, loss: 11.0344, grad_norm: 27.9958 2023-11-22 17:44:29,054 - mmdet - INFO - Epoch [4][1350/7330] lr: 1.000e-05, eta: 12:26:08, time: 0.694, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2770, interm_loss_bbox: 0.2164, interm_loss_iou: 0.4785, loss_cls: 0.2259, loss_bbox: 0.1667, loss_iou: 0.3943, d0.loss_cls: 0.2927, d0.loss_bbox: 0.1768, d0.loss_iou: 0.4190, d1.loss_cls: 0.2537, d1.loss_bbox: 0.1711, d1.loss_iou: 0.4025, d2.loss_cls: 0.2366, d2.loss_bbox: 0.1673, d2.loss_iou: 0.3956, d3.loss_cls: 0.2297, d3.loss_bbox: 0.1667, d3.loss_iou: 0.3946, d4.loss_cls: 0.2264, d4.loss_bbox: 0.1666, d4.loss_iou: 0.3941, dn_loss_cls: 0.0465, dn_loss_bbox: 0.3146, dn_loss_iou: 0.4096, d0.dn_loss_cls: 0.0799, d0.dn_loss_bbox: 0.4438, d0.dn_loss_iou: 0.5470, d1.dn_loss_cls: 0.0544, d1.dn_loss_bbox: 0.3443, d1.dn_loss_iou: 0.4412, d2.dn_loss_cls: 0.0495, d2.dn_loss_bbox: 0.3210, d2.dn_loss_iou: 0.4176, d3.dn_loss_cls: 0.0477, d3.dn_loss_bbox: 0.3153, d3.dn_loss_iou: 0.4107, d4.dn_loss_cls: 0.0466, d4.dn_loss_bbox: 0.3146, d4.dn_loss_iou: 0.4095, loss: 10.8659, grad_norm: 29.2613 2023-11-22 17:45:03,930 - mmdet - INFO - Epoch [4][1400/7330] lr: 1.000e-05, eta: 12:25:34, time: 0.698, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2754, interm_loss_bbox: 0.2200, interm_loss_iou: 0.4829, loss_cls: 0.2226, loss_bbox: 0.1715, loss_iou: 0.4027, d0.loss_cls: 0.2938, d0.loss_bbox: 0.1773, d0.loss_iou: 0.4225, d1.loss_cls: 0.2509, d1.loss_bbox: 0.1733, d1.loss_iou: 0.4080, d2.loss_cls: 0.2347, d2.loss_bbox: 0.1705, d2.loss_iou: 0.4023, d3.loss_cls: 0.2258, d3.loss_bbox: 0.1716, d3.loss_iou: 0.4032, d4.loss_cls: 0.2223, d4.loss_bbox: 0.1716, d4.loss_iou: 0.4030, dn_loss_cls: 0.0446, dn_loss_bbox: 0.3092, dn_loss_iou: 0.4084, d0.dn_loss_cls: 0.0764, d0.dn_loss_bbox: 0.4430, d0.dn_loss_iou: 0.5473, d1.dn_loss_cls: 0.0516, d1.dn_loss_bbox: 0.3385, d1.dn_loss_iou: 0.4392, d2.dn_loss_cls: 0.0467, d2.dn_loss_bbox: 0.3156, d2.dn_loss_iou: 0.4159, d3.dn_loss_cls: 0.0451, d3.dn_loss_bbox: 0.3099, d3.dn_loss_iou: 0.4095, d4.dn_loss_cls: 0.0444, d4.dn_loss_bbox: 0.3092, d4.dn_loss_iou: 0.4083, loss: 10.8688, grad_norm: 28.6812 2023-11-22 17:45:38,670 - mmdet - INFO - Epoch [4][1450/7330] lr: 1.000e-05, eta: 12:24:59, time: 0.694, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2803, interm_loss_bbox: 0.2123, interm_loss_iou: 0.4609, loss_cls: 0.2267, loss_bbox: 0.1654, loss_iou: 0.3836, d0.loss_cls: 0.2942, d0.loss_bbox: 0.1762, d0.loss_iou: 0.4054, d1.loss_cls: 0.2541, d1.loss_bbox: 0.1717, d1.loss_iou: 0.3935, d2.loss_cls: 0.2374, d2.loss_bbox: 0.1670, d2.loss_iou: 0.3853, d3.loss_cls: 0.2299, d3.loss_bbox: 0.1660, d3.loss_iou: 0.3848, d4.loss_cls: 0.2279, d4.loss_bbox: 0.1649, d4.loss_iou: 0.3835, dn_loss_cls: 0.0436, dn_loss_bbox: 0.3260, dn_loss_iou: 0.4033, d0.dn_loss_cls: 0.0786, d0.dn_loss_bbox: 0.4630, d0.dn_loss_iou: 0.5400, d1.dn_loss_cls: 0.0528, d1.dn_loss_bbox: 0.3588, d1.dn_loss_iou: 0.4348, d2.dn_loss_cls: 0.0472, d2.dn_loss_bbox: 0.3337, d2.dn_loss_iou: 0.4113, d3.dn_loss_cls: 0.0450, d3.dn_loss_bbox: 0.3269, d3.dn_loss_iou: 0.4046, d4.dn_loss_cls: 0.0438, d4.dn_loss_bbox: 0.3260, d4.dn_loss_iou: 0.4033, loss: 10.8134, grad_norm: 26.7708 2023-11-22 17:46:12,917 - mmdet - INFO - Epoch [4][1500/7330] lr: 1.000e-05, eta: 12:24:24, time: 0.685, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2749, interm_loss_bbox: 0.2178, interm_loss_iou: 0.4606, loss_cls: 0.2245, loss_bbox: 0.1668, loss_iou: 0.3760, d0.loss_cls: 0.2902, d0.loss_bbox: 0.1787, d0.loss_iou: 0.4031, d1.loss_cls: 0.2496, d1.loss_bbox: 0.1710, d1.loss_iou: 0.3838, d2.loss_cls: 0.2342, d2.loss_bbox: 0.1677, d2.loss_iou: 0.3773, d3.loss_cls: 0.2279, d3.loss_bbox: 0.1670, d3.loss_iou: 0.3764, d4.loss_cls: 0.2248, d4.loss_bbox: 0.1671, d4.loss_iou: 0.3766, dn_loss_cls: 0.0455, dn_loss_bbox: 0.3018, dn_loss_iou: 0.3985, d0.dn_loss_cls: 0.0786, d0.dn_loss_bbox: 0.4354, d0.dn_loss_iou: 0.5394, d1.dn_loss_cls: 0.0540, d1.dn_loss_bbox: 0.3320, d1.dn_loss_iou: 0.4307, d2.dn_loss_cls: 0.0486, d2.dn_loss_bbox: 0.3086, d2.dn_loss_iou: 0.4068, d3.dn_loss_cls: 0.0467, d3.dn_loss_bbox: 0.3027, d3.dn_loss_iou: 0.3999, d4.dn_loss_cls: 0.0458, d4.dn_loss_bbox: 0.3018, d4.dn_loss_iou: 0.3984, loss: 10.5910, grad_norm: 27.1182 2023-11-22 17:46:47,792 - mmdet - INFO - Epoch [4][1550/7330] lr: 1.000e-05, eta: 12:23:50, time: 0.697, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2769, interm_loss_bbox: 0.2179, interm_loss_iou: 0.4636, loss_cls: 0.2210, loss_bbox: 0.1742, loss_iou: 0.3926, d0.loss_cls: 0.2953, d0.loss_bbox: 0.1803, d0.loss_iou: 0.4093, d1.loss_cls: 0.2543, d1.loss_bbox: 0.1738, d1.loss_iou: 0.3940, d2.loss_cls: 0.2359, d2.loss_bbox: 0.1721, d2.loss_iou: 0.3902, d3.loss_cls: 0.2264, d3.loss_bbox: 0.1729, d3.loss_iou: 0.3915, d4.loss_cls: 0.2228, d4.loss_bbox: 0.1724, d4.loss_iou: 0.3914, dn_loss_cls: 0.0434, dn_loss_bbox: 0.3240, dn_loss_iou: 0.3995, d0.dn_loss_cls: 0.0776, d0.dn_loss_bbox: 0.4595, d0.dn_loss_iou: 0.5361, d1.dn_loss_cls: 0.0519, d1.dn_loss_bbox: 0.3523, d1.dn_loss_iou: 0.4289, d2.dn_loss_cls: 0.0464, d2.dn_loss_bbox: 0.3307, d2.dn_loss_iou: 0.4073, d3.dn_loss_cls: 0.0447, d3.dn_loss_bbox: 0.3247, d3.dn_loss_iou: 0.4007, d4.dn_loss_cls: 0.0435, d4.dn_loss_bbox: 0.3240, d4.dn_loss_iou: 0.3995, loss: 10.8236, grad_norm: 25.8180 2023-11-22 17:47:22,367 - mmdet - INFO - Epoch [4][1600/7330] lr: 1.000e-05, eta: 12:23:15, time: 0.692, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2741, interm_loss_bbox: 0.2079, interm_loss_iou: 0.4712, loss_cls: 0.2170, loss_bbox: 0.1699, loss_iou: 0.4022, d0.loss_cls: 0.2910, d0.loss_bbox: 0.1732, d0.loss_iou: 0.4197, d1.loss_cls: 0.2454, d1.loss_bbox: 0.1718, d1.loss_iou: 0.4058, d2.loss_cls: 0.2259, d2.loss_bbox: 0.1711, d2.loss_iou: 0.4039, d3.loss_cls: 0.2196, d3.loss_bbox: 0.1706, d3.loss_iou: 0.4036, d4.loss_cls: 0.2177, d4.loss_bbox: 0.1697, d4.loss_iou: 0.4019, dn_loss_cls: 0.0381, dn_loss_bbox: 0.3030, dn_loss_iou: 0.3927, d0.dn_loss_cls: 0.0719, d0.dn_loss_bbox: 0.4320, d0.dn_loss_iou: 0.5306, d1.dn_loss_cls: 0.0473, d1.dn_loss_bbox: 0.3319, d1.dn_loss_iou: 0.4228, d2.dn_loss_cls: 0.0413, d2.dn_loss_bbox: 0.3096, d2.dn_loss_iou: 0.4003, d3.dn_loss_cls: 0.0395, d3.dn_loss_bbox: 0.3035, d3.dn_loss_iou: 0.3934, d4.dn_loss_cls: 0.0384, d4.dn_loss_bbox: 0.3030, d4.dn_loss_iou: 0.3927, loss: 10.6252, grad_norm: 29.2208 2023-11-22 17:47:56,952 - mmdet - INFO - Epoch [4][1650/7330] lr: 1.000e-05, eta: 12:22:40, time: 0.692, data_time: 0.006, memory: 16683, interm_loss_cls: 0.2770, interm_loss_bbox: 0.2177, interm_loss_iou: 0.4695, loss_cls: 0.2245, loss_bbox: 0.1713, loss_iou: 0.3867, d0.loss_cls: 0.2952, d0.loss_bbox: 0.1766, d0.loss_iou: 0.4106, d1.loss_cls: 0.2527, d1.loss_bbox: 0.1743, d1.loss_iou: 0.3931, d2.loss_cls: 0.2359, d2.loss_bbox: 0.1708, d2.loss_iou: 0.3875, d3.loss_cls: 0.2277, d3.loss_bbox: 0.1703, d3.loss_iou: 0.3868, d4.loss_cls: 0.2255, d4.loss_bbox: 0.1699, d4.loss_iou: 0.3858, dn_loss_cls: 0.0421, dn_loss_bbox: 0.3006, dn_loss_iou: 0.3921, d0.dn_loss_cls: 0.0759, d0.dn_loss_bbox: 0.4312, d0.dn_loss_iou: 0.5286, d1.dn_loss_cls: 0.0500, d1.dn_loss_bbox: 0.3309, d1.dn_loss_iou: 0.4222, d2.dn_loss_cls: 0.0445, d2.dn_loss_bbox: 0.3084, d2.dn_loss_iou: 0.4001, d3.dn_loss_cls: 0.0429, d3.dn_loss_bbox: 0.3014, d3.dn_loss_iou: 0.3931, d4.dn_loss_cls: 0.0421, d4.dn_loss_bbox: 0.3006, d4.dn_loss_iou: 0.3920, loss: 10.6082, grad_norm: 28.7087 2023-11-22 17:48:32,051 - mmdet - INFO - Epoch [4][1700/7330] lr: 1.000e-05, eta: 12:22:07, time: 0.702, data_time: 0.006, memory: 16683, interm_loss_cls: 0.2782, interm_loss_bbox: 0.2098, interm_loss_iou: 0.4830, loss_cls: 0.2274, loss_bbox: 0.1652, loss_iou: 0.3975, d0.loss_cls: 0.2990, d0.loss_bbox: 0.1690, d0.loss_iou: 0.4207, d1.loss_cls: 0.2569, d1.loss_bbox: 0.1678, d1.loss_iou: 0.4063, d2.loss_cls: 0.2397, d2.loss_bbox: 0.1648, d2.loss_iou: 0.3981, d3.loss_cls: 0.2322, d3.loss_bbox: 0.1644, d3.loss_iou: 0.3973, d4.loss_cls: 0.2283, d4.loss_bbox: 0.1648, d4.loss_iou: 0.3975, dn_loss_cls: 0.0443, dn_loss_bbox: 0.3097, dn_loss_iou: 0.4079, d0.dn_loss_cls: 0.0780, d0.dn_loss_bbox: 0.4417, d0.dn_loss_iou: 0.5492, d1.dn_loss_cls: 0.0527, d1.dn_loss_bbox: 0.3402, d1.dn_loss_iou: 0.4399, d2.dn_loss_cls: 0.0471, d2.dn_loss_bbox: 0.3170, d2.dn_loss_iou: 0.4160, d3.dn_loss_cls: 0.0453, d3.dn_loss_bbox: 0.3104, d3.dn_loss_iou: 0.4090, d4.dn_loss_cls: 0.0444, d4.dn_loss_bbox: 0.3097, d4.dn_loss_iou: 0.4078, loss: 10.8380, grad_norm: 28.0171 2023-11-22 17:49:08,503 - mmdet - INFO - Epoch [4][1750/7330] lr: 1.000e-05, eta: 12:21:37, time: 0.729, data_time: 0.005, memory: 16683, interm_loss_cls: 0.2725, interm_loss_bbox: 0.2148, interm_loss_iou: 0.4744, loss_cls: 0.2208, loss_bbox: 0.1674, loss_iou: 0.3945, d0.loss_cls: 0.2903, d0.loss_bbox: 0.1748, d0.loss_iou: 0.4141, d1.loss_cls: 0.2507, d1.loss_bbox: 0.1703, d1.loss_iou: 0.4014, d2.loss_cls: 0.2344, d2.loss_bbox: 0.1670, d2.loss_iou: 0.3948, d3.loss_cls: 0.2260, d3.loss_bbox: 0.1661, d3.loss_iou: 0.3944, d4.loss_cls: 0.2212, d4.loss_bbox: 0.1677, d4.loss_iou: 0.3947, dn_loss_cls: 0.0419, dn_loss_bbox: 0.3155, dn_loss_iou: 0.4015, d0.dn_loss_cls: 0.0754, d0.dn_loss_bbox: 0.4494, d0.dn_loss_iou: 0.5390, d1.dn_loss_cls: 0.0509, d1.dn_loss_bbox: 0.3457, d1.dn_loss_iou: 0.4316, d2.dn_loss_cls: 0.0451, d2.dn_loss_bbox: 0.3224, d2.dn_loss_iou: 0.4096, d3.dn_loss_cls: 0.0433, d3.dn_loss_bbox: 0.3163, d3.dn_loss_iou: 0.4027, d4.dn_loss_cls: 0.0422, d4.dn_loss_bbox: 0.3156, d4.dn_loss_iou: 0.4014, loss: 10.7617, grad_norm: 28.8197 2023-11-22 17:49:43,319 - mmdet - INFO - Epoch [4][1800/7330] lr: 1.000e-05, eta: 12:21:03, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2777, interm_loss_bbox: 0.2006, interm_loss_iou: 0.4732, loss_cls: 0.2219, loss_bbox: 0.1640, loss_iou: 0.4020, d0.loss_cls: 0.2890, d0.loss_bbox: 0.1674, d0.loss_iou: 0.4202, d1.loss_cls: 0.2480, d1.loss_bbox: 0.1653, d1.loss_iou: 0.4064, d2.loss_cls: 0.2338, d2.loss_bbox: 0.1616, d2.loss_iou: 0.3997, d3.loss_cls: 0.2261, d3.loss_bbox: 0.1634, d3.loss_iou: 0.4008, d4.loss_cls: 0.2220, d4.loss_bbox: 0.1641, d4.loss_iou: 0.4026, dn_loss_cls: 0.0431, dn_loss_bbox: 0.2853, dn_loss_iou: 0.4040, d0.dn_loss_cls: 0.0765, d0.dn_loss_bbox: 0.4082, d0.dn_loss_iou: 0.5410, d1.dn_loss_cls: 0.0516, d1.dn_loss_bbox: 0.3133, d1.dn_loss_iou: 0.4339, d2.dn_loss_cls: 0.0461, d2.dn_loss_bbox: 0.2922, d2.dn_loss_iou: 0.4115, d3.dn_loss_cls: 0.0442, d3.dn_loss_bbox: 0.2863, d3.dn_loss_iou: 0.4049, d4.dn_loss_cls: 0.0434, d4.dn_loss_bbox: 0.2853, d4.dn_loss_iou: 0.4040, loss: 10.5846, grad_norm: 25.4612 2023-11-22 17:50:17,773 - mmdet - INFO - Epoch [4][1850/7330] lr: 1.000e-05, eta: 12:20:28, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2746, interm_loss_bbox: 0.2099, interm_loss_iou: 0.4641, loss_cls: 0.2199, loss_bbox: 0.1649, loss_iou: 0.3833, d0.loss_cls: 0.2916, d0.loss_bbox: 0.1708, d0.loss_iou: 0.4038, d1.loss_cls: 0.2467, d1.loss_bbox: 0.1700, d1.loss_iou: 0.3912, d2.loss_cls: 0.2316, d2.loss_bbox: 0.1649, d2.loss_iou: 0.3847, d3.loss_cls: 0.2222, d3.loss_bbox: 0.1648, d3.loss_iou: 0.3840, d4.loss_cls: 0.2204, d4.loss_bbox: 0.1648, d4.loss_iou: 0.3834, dn_loss_cls: 0.0456, dn_loss_bbox: 0.3087, dn_loss_iou: 0.4061, d0.dn_loss_cls: 0.0785, d0.dn_loss_bbox: 0.4348, d0.dn_loss_iou: 0.5384, d1.dn_loss_cls: 0.0535, d1.dn_loss_bbox: 0.3388, d1.dn_loss_iou: 0.4357, d2.dn_loss_cls: 0.0484, d2.dn_loss_bbox: 0.3161, d2.dn_loss_iou: 0.4136, d3.dn_loss_cls: 0.0463, d3.dn_loss_bbox: 0.3097, d3.dn_loss_iou: 0.4071, d4.dn_loss_cls: 0.0456, d4.dn_loss_bbox: 0.3087, d4.dn_loss_iou: 0.4060, loss: 10.6532, grad_norm: 26.8313 2023-11-22 17:50:51,834 - mmdet - INFO - Epoch [4][1900/7330] lr: 1.000e-05, eta: 12:19:51, time: 0.681, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2754, interm_loss_bbox: 0.2137, interm_loss_iou: 0.4653, loss_cls: 0.2250, loss_bbox: 0.1724, loss_iou: 0.3883, d0.loss_cls: 0.2896, d0.loss_bbox: 0.1801, d0.loss_iou: 0.4145, d1.loss_cls: 0.2498, d1.loss_bbox: 0.1753, d1.loss_iou: 0.3989, d2.loss_cls: 0.2353, d2.loss_bbox: 0.1725, d2.loss_iou: 0.3904, d3.loss_cls: 0.2280, d3.loss_bbox: 0.1725, d3.loss_iou: 0.3898, d4.loss_cls: 0.2251, d4.loss_bbox: 0.1722, d4.loss_iou: 0.3888, dn_loss_cls: 0.0429, dn_loss_bbox: 0.3048, dn_loss_iou: 0.3985, d0.dn_loss_cls: 0.0750, d0.dn_loss_bbox: 0.4365, d0.dn_loss_iou: 0.5340, d1.dn_loss_cls: 0.0508, d1.dn_loss_bbox: 0.3355, d1.dn_loss_iou: 0.4288, d2.dn_loss_cls: 0.0457, d2.dn_loss_bbox: 0.3125, d2.dn_loss_iou: 0.4060, d3.dn_loss_cls: 0.0439, d3.dn_loss_bbox: 0.3056, d3.dn_loss_iou: 0.3995, d4.dn_loss_cls: 0.0427, d4.dn_loss_bbox: 0.3048, d4.dn_loss_iou: 0.3984, loss: 10.6884, grad_norm: 26.9054 2023-11-22 17:51:25,787 - mmdet - INFO - Epoch [4][1950/7330] lr: 1.000e-05, eta: 12:19:15, time: 0.679, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2776, interm_loss_bbox: 0.2103, interm_loss_iou: 0.4712, loss_cls: 0.2251, loss_bbox: 0.1694, loss_iou: 0.3926, d0.loss_cls: 0.2953, d0.loss_bbox: 0.1757, d0.loss_iou: 0.4174, d1.loss_cls: 0.2501, d1.loss_bbox: 0.1731, d1.loss_iou: 0.4018, d2.loss_cls: 0.2368, d2.loss_bbox: 0.1683, d2.loss_iou: 0.3926, d3.loss_cls: 0.2288, d3.loss_bbox: 0.1689, d3.loss_iou: 0.3928, d4.loss_cls: 0.2254, d4.loss_bbox: 0.1698, d4.loss_iou: 0.3925, dn_loss_cls: 0.0430, dn_loss_bbox: 0.2976, dn_loss_iou: 0.3949, d0.dn_loss_cls: 0.0761, d0.dn_loss_bbox: 0.4275, d0.dn_loss_iou: 0.5318, d1.dn_loss_cls: 0.0510, d1.dn_loss_bbox: 0.3278, d1.dn_loss_iou: 0.4265, d2.dn_loss_cls: 0.0457, d2.dn_loss_bbox: 0.3044, d2.dn_loss_iou: 0.4028, d3.dn_loss_cls: 0.0440, d3.dn_loss_bbox: 0.2981, d3.dn_loss_iou: 0.3959, d4.dn_loss_cls: 0.0431, d4.dn_loss_bbox: 0.2976, d4.dn_loss_iou: 0.3948, loss: 10.6380, grad_norm: 29.8573 2023-11-22 17:52:00,314 - mmdet - INFO - Epoch [4][2000/7330] lr: 1.000e-05, eta: 12:18:40, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2769, interm_loss_bbox: 0.2078, interm_loss_iou: 0.4565, loss_cls: 0.2258, loss_bbox: 0.1610, loss_iou: 0.3774, d0.loss_cls: 0.2924, d0.loss_bbox: 0.1691, d0.loss_iou: 0.4009, d1.loss_cls: 0.2525, d1.loss_bbox: 0.1630, d1.loss_iou: 0.3843, d2.loss_cls: 0.2356, d2.loss_bbox: 0.1615, d2.loss_iou: 0.3794, d3.loss_cls: 0.2296, d3.loss_bbox: 0.1603, d3.loss_iou: 0.3784, d4.loss_cls: 0.2273, d4.loss_bbox: 0.1602, d4.loss_iou: 0.3771, dn_loss_cls: 0.0431, dn_loss_bbox: 0.2944, dn_loss_iou: 0.3902, d0.dn_loss_cls: 0.0767, d0.dn_loss_bbox: 0.4261, d0.dn_loss_iou: 0.5270, d1.dn_loss_cls: 0.0518, d1.dn_loss_bbox: 0.3227, d1.dn_loss_iou: 0.4200, d2.dn_loss_cls: 0.0466, d2.dn_loss_bbox: 0.3001, d2.dn_loss_iou: 0.3970, d3.dn_loss_cls: 0.0446, d3.dn_loss_bbox: 0.2950, d3.dn_loss_iou: 0.3912, d4.dn_loss_cls: 0.0434, d4.dn_loss_bbox: 0.2944, d4.dn_loss_iou: 0.3901, loss: 10.4315, grad_norm: 27.3418 2023-11-22 17:52:34,720 - mmdet - INFO - Epoch [4][2050/7330] lr: 1.000e-05, eta: 12:18:05, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2717, interm_loss_bbox: 0.2097, interm_loss_iou: 0.4633, loss_cls: 0.2218, loss_bbox: 0.1671, loss_iou: 0.3882, d0.loss_cls: 0.2861, d0.loss_bbox: 0.1755, d0.loss_iou: 0.4099, d1.loss_cls: 0.2475, d1.loss_bbox: 0.1687, d1.loss_iou: 0.3930, d2.loss_cls: 0.2321, d2.loss_bbox: 0.1673, d2.loss_iou: 0.3869, d3.loss_cls: 0.2246, d3.loss_bbox: 0.1672, d3.loss_iou: 0.3875, d4.loss_cls: 0.2230, d4.loss_bbox: 0.1664, d4.loss_iou: 0.3866, dn_loss_cls: 0.0446, dn_loss_bbox: 0.3040, dn_loss_iou: 0.3962, d0.dn_loss_cls: 0.0775, d0.dn_loss_bbox: 0.4351, d0.dn_loss_iou: 0.5324, d1.dn_loss_cls: 0.0519, d1.dn_loss_bbox: 0.3345, d1.dn_loss_iou: 0.4274, d2.dn_loss_cls: 0.0470, d2.dn_loss_bbox: 0.3108, d2.dn_loss_iou: 0.4037, d3.dn_loss_cls: 0.0451, d3.dn_loss_bbox: 0.3049, d3.dn_loss_iou: 0.3971, d4.dn_loss_cls: 0.0444, d4.dn_loss_bbox: 0.3040, d4.dn_loss_iou: 0.3961, loss: 10.6009, grad_norm: 26.9775 2023-11-22 17:53:09,351 - mmdet - INFO - Epoch [4][2100/7330] lr: 1.000e-05, eta: 12:17:30, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2769, interm_loss_bbox: 0.2179, interm_loss_iou: 0.4595, loss_cls: 0.2212, loss_bbox: 0.1716, loss_iou: 0.3786, d0.loss_cls: 0.2905, d0.loss_bbox: 0.1793, d0.loss_iou: 0.4004, d1.loss_cls: 0.2480, d1.loss_bbox: 0.1769, d1.loss_iou: 0.3862, d2.loss_cls: 0.2316, d2.loss_bbox: 0.1740, d2.loss_iou: 0.3804, d3.loss_cls: 0.2258, d3.loss_bbox: 0.1706, d3.loss_iou: 0.3781, d4.loss_cls: 0.2222, d4.loss_bbox: 0.1714, d4.loss_iou: 0.3784, dn_loss_cls: 0.0443, dn_loss_bbox: 0.3200, dn_loss_iou: 0.4027, d0.dn_loss_cls: 0.0774, d0.dn_loss_bbox: 0.4589, d0.dn_loss_iou: 0.5419, d1.dn_loss_cls: 0.0525, d1.dn_loss_bbox: 0.3537, d1.dn_loss_iou: 0.4350, d2.dn_loss_cls: 0.0466, d2.dn_loss_bbox: 0.3269, d2.dn_loss_iou: 0.4108, d3.dn_loss_cls: 0.0449, d3.dn_loss_bbox: 0.3206, d3.dn_loss_iou: 0.4037, d4.dn_loss_cls: 0.0443, d4.dn_loss_bbox: 0.3200, d4.dn_loss_iou: 0.4026, loss: 10.7463, grad_norm: 27.4365 2023-11-22 17:53:44,224 - mmdet - INFO - Epoch [4][2150/7330] lr: 1.000e-05, eta: 12:16:56, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2719, interm_loss_bbox: 0.2160, interm_loss_iou: 0.4560, loss_cls: 0.2176, loss_bbox: 0.1664, loss_iou: 0.3711, d0.loss_cls: 0.2877, d0.loss_bbox: 0.1739, d0.loss_iou: 0.3940, d1.loss_cls: 0.2447, d1.loss_bbox: 0.1700, d1.loss_iou: 0.3792, d2.loss_cls: 0.2269, d2.loss_bbox: 0.1673, d2.loss_iou: 0.3736, d3.loss_cls: 0.2198, d3.loss_bbox: 0.1664, d3.loss_iou: 0.3719, d4.loss_cls: 0.2187, d4.loss_bbox: 0.1655, d4.loss_iou: 0.3703, dn_loss_cls: 0.0401, dn_loss_bbox: 0.3026, dn_loss_iou: 0.3904, d0.dn_loss_cls: 0.0734, d0.dn_loss_bbox: 0.4396, d0.dn_loss_iou: 0.5291, d1.dn_loss_cls: 0.0479, d1.dn_loss_bbox: 0.3342, d1.dn_loss_iou: 0.4216, d2.dn_loss_cls: 0.0427, d2.dn_loss_bbox: 0.3096, d2.dn_loss_iou: 0.3981, d3.dn_loss_cls: 0.0410, d3.dn_loss_bbox: 0.3032, d3.dn_loss_iou: 0.3914, d4.dn_loss_cls: 0.0401, d4.dn_loss_bbox: 0.3026, d4.dn_loss_iou: 0.3904, loss: 10.4270, grad_norm: 28.2080 2023-11-22 17:54:18,480 - mmdet - INFO - Epoch [4][2200/7330] lr: 1.000e-05, eta: 12:16:20, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2737, interm_loss_bbox: 0.2187, interm_loss_iou: 0.4639, loss_cls: 0.2278, loss_bbox: 0.1673, loss_iou: 0.3773, d0.loss_cls: 0.2923, d0.loss_bbox: 0.1794, d0.loss_iou: 0.4047, d1.loss_cls: 0.2511, d1.loss_bbox: 0.1747, d1.loss_iou: 0.3873, d2.loss_cls: 0.2359, d2.loss_bbox: 0.1692, d2.loss_iou: 0.3791, d3.loss_cls: 0.2306, d3.loss_bbox: 0.1680, d3.loss_iou: 0.3778, d4.loss_cls: 0.2281, d4.loss_bbox: 0.1674, d4.loss_iou: 0.3775, dn_loss_cls: 0.0432, dn_loss_bbox: 0.3235, dn_loss_iou: 0.4043, d0.dn_loss_cls: 0.0771, d0.dn_loss_bbox: 0.4537, d0.dn_loss_iou: 0.5423, d1.dn_loss_cls: 0.0520, d1.dn_loss_bbox: 0.3525, d1.dn_loss_iou: 0.4350, d2.dn_loss_cls: 0.0466, d2.dn_loss_bbox: 0.3293, d2.dn_loss_iou: 0.4123, d3.dn_loss_cls: 0.0444, d3.dn_loss_bbox: 0.3239, d3.dn_loss_iou: 0.4055, d4.dn_loss_cls: 0.0435, d4.dn_loss_bbox: 0.3235, d4.dn_loss_iou: 0.4043, loss: 10.7689, grad_norm: 25.9960 2023-11-22 17:54:53,270 - mmdet - INFO - Epoch [4][2250/7330] lr: 1.000e-05, eta: 12:15:46, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2732, interm_loss_bbox: 0.2146, interm_loss_iou: 0.4620, loss_cls: 0.2222, loss_bbox: 0.1671, loss_iou: 0.3793, d0.loss_cls: 0.2876, d0.loss_bbox: 0.1767, d0.loss_iou: 0.4028, d1.loss_cls: 0.2477, d1.loss_bbox: 0.1687, d1.loss_iou: 0.3886, d2.loss_cls: 0.2326, d2.loss_bbox: 0.1671, d2.loss_iou: 0.3807, d3.loss_cls: 0.2257, d3.loss_bbox: 0.1660, d3.loss_iou: 0.3795, d4.loss_cls: 0.2229, d4.loss_bbox: 0.1661, d4.loss_iou: 0.3787, dn_loss_cls: 0.0415, dn_loss_bbox: 0.2951, dn_loss_iou: 0.3921, d0.dn_loss_cls: 0.0745, d0.dn_loss_bbox: 0.4341, d0.dn_loss_iou: 0.5317, d1.dn_loss_cls: 0.0494, d1.dn_loss_bbox: 0.3264, d1.dn_loss_iou: 0.4232, d2.dn_loss_cls: 0.0444, d2.dn_loss_bbox: 0.3026, d2.dn_loss_iou: 0.4003, d3.dn_loss_cls: 0.0426, d3.dn_loss_bbox: 0.2959, d3.dn_loss_iou: 0.3933, d4.dn_loss_cls: 0.0416, d4.dn_loss_bbox: 0.2951, d4.dn_loss_iou: 0.3921, loss: 10.4857, grad_norm: 28.3905 2023-11-22 17:55:27,785 - mmdet - INFO - Epoch [4][2300/7330] lr: 1.000e-05, eta: 12:15:11, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2704, interm_loss_bbox: 0.2081, interm_loss_iou: 0.4657, loss_cls: 0.2194, loss_bbox: 0.1636, loss_iou: 0.3876, d0.loss_cls: 0.2897, d0.loss_bbox: 0.1697, d0.loss_iou: 0.4056, d1.loss_cls: 0.2482, d1.loss_bbox: 0.1653, d1.loss_iou: 0.3914, d2.loss_cls: 0.2319, d2.loss_bbox: 0.1625, d2.loss_iou: 0.3866, d3.loss_cls: 0.2247, d3.loss_bbox: 0.1626, d3.loss_iou: 0.3871, d4.loss_cls: 0.2198, d4.loss_bbox: 0.1637, d4.loss_iou: 0.3880, dn_loss_cls: 0.0422, dn_loss_bbox: 0.2812, dn_loss_iou: 0.3858, d0.dn_loss_cls: 0.0746, d0.dn_loss_bbox: 0.4170, d0.dn_loss_iou: 0.5276, d1.dn_loss_cls: 0.0498, d1.dn_loss_bbox: 0.3125, d1.dn_loss_iou: 0.4177, d2.dn_loss_cls: 0.0447, d2.dn_loss_bbox: 0.2880, d2.dn_loss_iou: 0.3940, d3.dn_loss_cls: 0.0429, d3.dn_loss_bbox: 0.2818, d3.dn_loss_iou: 0.3867, d4.dn_loss_cls: 0.0420, d4.dn_loss_bbox: 0.2812, d4.dn_loss_iou: 0.3858, loss: 10.3670, grad_norm: 27.0074 2023-11-22 17:56:01,823 - mmdet - INFO - Epoch [4][2350/7330] lr: 1.000e-05, eta: 12:14:35, time: 0.681, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2711, interm_loss_bbox: 0.2047, interm_loss_iou: 0.4742, loss_cls: 0.2230, loss_bbox: 0.1604, loss_iou: 0.3956, d0.loss_cls: 0.2890, d0.loss_bbox: 0.1693, d0.loss_iou: 0.4188, d1.loss_cls: 0.2482, d1.loss_bbox: 0.1650, d1.loss_iou: 0.4040, d2.loss_cls: 0.2337, d2.loss_bbox: 0.1606, d2.loss_iou: 0.3966, d3.loss_cls: 0.2265, d3.loss_bbox: 0.1600, d3.loss_iou: 0.3962, d4.loss_cls: 0.2231, d4.loss_bbox: 0.1604, d4.loss_iou: 0.3961, dn_loss_cls: 0.0431, dn_loss_bbox: 0.2990, dn_loss_iou: 0.4004, d0.dn_loss_cls: 0.0761, d0.dn_loss_bbox: 0.4282, d0.dn_loss_iou: 0.5364, d1.dn_loss_cls: 0.0519, d1.dn_loss_bbox: 0.3295, d1.dn_loss_iou: 0.4314, d2.dn_loss_cls: 0.0466, d2.dn_loss_bbox: 0.3055, d2.dn_loss_iou: 0.4077, d3.dn_loss_cls: 0.0445, d3.dn_loss_bbox: 0.2999, d3.dn_loss_iou: 0.4013, d4.dn_loss_cls: 0.0432, d4.dn_loss_bbox: 0.2990, d4.dn_loss_iou: 0.4003, loss: 10.6206, grad_norm: 27.8635 2023-11-22 17:56:36,509 - mmdet - INFO - Epoch [4][2400/7330] lr: 1.000e-05, eta: 12:14:00, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2723, interm_loss_bbox: 0.2099, interm_loss_iou: 0.4541, loss_cls: 0.2221, loss_bbox: 0.1661, loss_iou: 0.3786, d0.loss_cls: 0.2859, d0.loss_bbox: 0.1749, d0.loss_iou: 0.4022, d1.loss_cls: 0.2465, d1.loss_bbox: 0.1708, d1.loss_iou: 0.3870, d2.loss_cls: 0.2317, d2.loss_bbox: 0.1655, d2.loss_iou: 0.3796, d3.loss_cls: 0.2268, d3.loss_bbox: 0.1648, d3.loss_iou: 0.3783, d4.loss_cls: 0.2232, d4.loss_bbox: 0.1656, d4.loss_iou: 0.3787, dn_loss_cls: 0.0426, dn_loss_bbox: 0.2998, dn_loss_iou: 0.3965, d0.dn_loss_cls: 0.0762, d0.dn_loss_bbox: 0.4338, d0.dn_loss_iou: 0.5339, d1.dn_loss_cls: 0.0501, d1.dn_loss_bbox: 0.3308, d1.dn_loss_iou: 0.4278, d2.dn_loss_cls: 0.0449, d2.dn_loss_bbox: 0.3067, d2.dn_loss_iou: 0.4041, d3.dn_loss_cls: 0.0432, d3.dn_loss_bbox: 0.3003, d3.dn_loss_iou: 0.3973, d4.dn_loss_cls: 0.0424, d4.dn_loss_bbox: 0.2998, d4.dn_loss_iou: 0.3963, loss: 10.5110, grad_norm: 29.0837 2023-11-22 17:57:11,382 - mmdet - INFO - Epoch [4][2450/7330] lr: 1.000e-05, eta: 12:13:26, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2751, interm_loss_bbox: 0.2112, interm_loss_iou: 0.4759, loss_cls: 0.2183, loss_bbox: 0.1690, loss_iou: 0.4001, d0.loss_cls: 0.2856, d0.loss_bbox: 0.1739, d0.loss_iou: 0.4196, d1.loss_cls: 0.2472, d1.loss_bbox: 0.1714, d1.loss_iou: 0.4040, d2.loss_cls: 0.2300, d2.loss_bbox: 0.1677, d2.loss_iou: 0.3982, d3.loss_cls: 0.2222, d3.loss_bbox: 0.1683, d3.loss_iou: 0.3981, d4.loss_cls: 0.2196, d4.loss_bbox: 0.1678, d4.loss_iou: 0.3985, dn_loss_cls: 0.0414, dn_loss_bbox: 0.2928, dn_loss_iou: 0.4023, d0.dn_loss_cls: 0.0735, d0.dn_loss_bbox: 0.4189, d0.dn_loss_iou: 0.5376, d1.dn_loss_cls: 0.0493, d1.dn_loss_bbox: 0.3214, d1.dn_loss_iou: 0.4332, d2.dn_loss_cls: 0.0440, d2.dn_loss_bbox: 0.2995, d2.dn_loss_iou: 0.4099, d3.dn_loss_cls: 0.0422, d3.dn_loss_bbox: 0.2932, d3.dn_loss_iou: 0.4031, d4.dn_loss_cls: 0.0413, d4.dn_loss_bbox: 0.2928, d4.dn_loss_iou: 0.4022, loss: 10.6201, grad_norm: 28.9156 2023-11-22 17:57:46,118 - mmdet - INFO - Epoch [4][2500/7330] lr: 1.000e-05, eta: 12:12:52, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2842, interm_loss_bbox: 0.2174, interm_loss_iou: 0.4656, loss_cls: 0.2319, loss_bbox: 0.1716, loss_iou: 0.3797, d0.loss_cls: 0.3001, d0.loss_bbox: 0.1823, d0.loss_iou: 0.4103, d1.loss_cls: 0.2583, d1.loss_bbox: 0.1754, d1.loss_iou: 0.3919, d2.loss_cls: 0.2432, d2.loss_bbox: 0.1716, d2.loss_iou: 0.3813, d3.loss_cls: 0.2346, d3.loss_bbox: 0.1723, d3.loss_iou: 0.3815, d4.loss_cls: 0.2306, d4.loss_bbox: 0.1737, d4.loss_iou: 0.3811, dn_loss_cls: 0.0467, dn_loss_bbox: 0.3203, dn_loss_iou: 0.3976, d0.dn_loss_cls: 0.0783, d0.dn_loss_bbox: 0.4567, d0.dn_loss_iou: 0.5354, d1.dn_loss_cls: 0.0544, d1.dn_loss_bbox: 0.3524, d1.dn_loss_iou: 0.4302, d2.dn_loss_cls: 0.0491, d2.dn_loss_bbox: 0.3274, d2.dn_loss_iou: 0.4063, d3.dn_loss_cls: 0.0474, d3.dn_loss_bbox: 0.3211, d3.dn_loss_iou: 0.3989, d4.dn_loss_cls: 0.0466, d4.dn_loss_bbox: 0.3203, d4.dn_loss_iou: 0.3975, loss: 10.8255, grad_norm: 27.6657 2023-11-22 17:58:20,198 - mmdet - INFO - Epoch [4][2550/7330] lr: 1.000e-05, eta: 12:12:16, time: 0.682, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2768, interm_loss_bbox: 0.2064, interm_loss_iou: 0.4749, loss_cls: 0.2227, loss_bbox: 0.1672, loss_iou: 0.4016, d0.loss_cls: 0.2896, d0.loss_bbox: 0.1735, d0.loss_iou: 0.4231, d1.loss_cls: 0.2484, d1.loss_bbox: 0.1713, d1.loss_iou: 0.4113, d2.loss_cls: 0.2353, d2.loss_bbox: 0.1659, d2.loss_iou: 0.4015, d3.loss_cls: 0.2262, d3.loss_bbox: 0.1671, d3.loss_iou: 0.4015, d4.loss_cls: 0.2237, d4.loss_bbox: 0.1671, d4.loss_iou: 0.4012, dn_loss_cls: 0.0423, dn_loss_bbox: 0.2925, dn_loss_iou: 0.3960, d0.dn_loss_cls: 0.0758, d0.dn_loss_bbox: 0.4185, d0.dn_loss_iou: 0.5305, d1.dn_loss_cls: 0.0507, d1.dn_loss_bbox: 0.3204, d1.dn_loss_iou: 0.4268, d2.dn_loss_cls: 0.0453, d2.dn_loss_bbox: 0.2988, d2.dn_loss_iou: 0.4037, d3.dn_loss_cls: 0.0431, d3.dn_loss_bbox: 0.2933, d3.dn_loss_iou: 0.3971, d4.dn_loss_cls: 0.0422, d4.dn_loss_bbox: 0.2925, d4.dn_loss_iou: 0.3959, loss: 10.6221, grad_norm: 29.2569 2023-11-22 17:58:54,836 - mmdet - INFO - Epoch [4][2600/7330] lr: 1.000e-05, eta: 12:11:41, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2774, interm_loss_bbox: 0.2146, interm_loss_iou: 0.4529, loss_cls: 0.2211, loss_bbox: 0.1708, loss_iou: 0.3758, d0.loss_cls: 0.2946, d0.loss_bbox: 0.1764, d0.loss_iou: 0.3956, d1.loss_cls: 0.2487, d1.loss_bbox: 0.1767, d1.loss_iou: 0.3853, d2.loss_cls: 0.2318, d2.loss_bbox: 0.1738, d2.loss_iou: 0.3778, d3.loss_cls: 0.2250, d3.loss_bbox: 0.1708, d3.loss_iou: 0.3757, d4.loss_cls: 0.2213, d4.loss_bbox: 0.1711, d4.loss_iou: 0.3763, dn_loss_cls: 0.0432, dn_loss_bbox: 0.3053, dn_loss_iou: 0.3906, d0.dn_loss_cls: 0.0783, d0.dn_loss_bbox: 0.4400, d0.dn_loss_iou: 0.5288, d1.dn_loss_cls: 0.0518, d1.dn_loss_bbox: 0.3354, d1.dn_loss_iou: 0.4223, d2.dn_loss_cls: 0.0460, d2.dn_loss_bbox: 0.3118, d2.dn_loss_iou: 0.3987, d3.dn_loss_cls: 0.0443, d3.dn_loss_bbox: 0.3062, d3.dn_loss_iou: 0.3918, d4.dn_loss_cls: 0.0433, d4.dn_loss_bbox: 0.3054, d4.dn_loss_iou: 0.3906, loss: 10.5470, grad_norm: 27.1387 2023-11-22 17:59:29,584 - mmdet - INFO - Epoch [4][2650/7330] lr: 1.000e-05, eta: 12:11:07, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2810, interm_loss_bbox: 0.2119, interm_loss_iou: 0.4798, loss_cls: 0.2309, loss_bbox: 0.1671, loss_iou: 0.4000, d0.loss_cls: 0.2981, d0.loss_bbox: 0.1732, d0.loss_iou: 0.4201, d1.loss_cls: 0.2558, d1.loss_bbox: 0.1707, d1.loss_iou: 0.4072, d2.loss_cls: 0.2418, d2.loss_bbox: 0.1673, d2.loss_iou: 0.3989, d3.loss_cls: 0.2345, d3.loss_bbox: 0.1664, d3.loss_iou: 0.3995, d4.loss_cls: 0.2310, d4.loss_bbox: 0.1675, d4.loss_iou: 0.4005, dn_loss_cls: 0.0436, dn_loss_bbox: 0.2949, dn_loss_iou: 0.3934, d0.dn_loss_cls: 0.0758, d0.dn_loss_bbox: 0.4204, d0.dn_loss_iou: 0.5275, d1.dn_loss_cls: 0.0507, d1.dn_loss_bbox: 0.3237, d1.dn_loss_iou: 0.4233, d2.dn_loss_cls: 0.0456, d2.dn_loss_bbox: 0.3012, d2.dn_loss_iou: 0.4014, d3.dn_loss_cls: 0.0439, d3.dn_loss_bbox: 0.2957, d3.dn_loss_iou: 0.3944, d4.dn_loss_cls: 0.0431, d4.dn_loss_bbox: 0.2949, d4.dn_loss_iou: 0.3933, loss: 10.6702, grad_norm: 27.8745 2023-11-22 18:00:05,463 - mmdet - INFO - Epoch [4][2700/7330] lr: 1.000e-05, eta: 12:10:35, time: 0.718, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2682, interm_loss_bbox: 0.2127, interm_loss_iou: 0.4537, loss_cls: 0.2126, loss_bbox: 0.1669, loss_iou: 0.3762, d0.loss_cls: 0.2849, d0.loss_bbox: 0.1739, d0.loss_iou: 0.3974, d1.loss_cls: 0.2404, d1.loss_bbox: 0.1688, d1.loss_iou: 0.3840, d2.loss_cls: 0.2252, d2.loss_bbox: 0.1655, d2.loss_iou: 0.3741, d3.loss_cls: 0.2169, d3.loss_bbox: 0.1658, d3.loss_iou: 0.3744, d4.loss_cls: 0.2126, d4.loss_bbox: 0.1671, d4.loss_iou: 0.3764, dn_loss_cls: 0.0411, dn_loss_bbox: 0.2958, dn_loss_iou: 0.3927, d0.dn_loss_cls: 0.0743, d0.dn_loss_bbox: 0.4274, d0.dn_loss_iou: 0.5305, d1.dn_loss_cls: 0.0494, d1.dn_loss_bbox: 0.3243, d1.dn_loss_iou: 0.4232, d2.dn_loss_cls: 0.0436, d2.dn_loss_bbox: 0.3021, d2.dn_loss_iou: 0.4002, d3.dn_loss_cls: 0.0418, d3.dn_loss_bbox: 0.2964, d3.dn_loss_iou: 0.3936, d4.dn_loss_cls: 0.0410, d4.dn_loss_bbox: 0.2958, d4.dn_loss_iou: 0.3926, loss: 10.3836, grad_norm: 26.8941 2023-11-22 18:00:40,134 - mmdet - INFO - Epoch [4][2750/7330] lr: 1.000e-05, eta: 12:10:01, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2735, interm_loss_bbox: 0.2098, interm_loss_iou: 0.4563, loss_cls: 0.2189, loss_bbox: 0.1652, loss_iou: 0.3789, d0.loss_cls: 0.2872, d0.loss_bbox: 0.1721, d0.loss_iou: 0.3996, d1.loss_cls: 0.2468, d1.loss_bbox: 0.1681, d1.loss_iou: 0.3847, d2.loss_cls: 0.2315, d2.loss_bbox: 0.1645, d2.loss_iou: 0.3791, d3.loss_cls: 0.2231, d3.loss_bbox: 0.1649, d3.loss_iou: 0.3789, d4.loss_cls: 0.2191, d4.loss_bbox: 0.1653, d4.loss_iou: 0.3799, dn_loss_cls: 0.0404, dn_loss_bbox: 0.3111, dn_loss_iou: 0.3912, d0.dn_loss_cls: 0.0734, d0.dn_loss_bbox: 0.4470, d0.dn_loss_iou: 0.5316, d1.dn_loss_cls: 0.0487, d1.dn_loss_bbox: 0.3423, d1.dn_loss_iou: 0.4222, d2.dn_loss_cls: 0.0432, d2.dn_loss_bbox: 0.3183, d2.dn_loss_iou: 0.3991, d3.dn_loss_cls: 0.0414, d3.dn_loss_bbox: 0.3117, d3.dn_loss_iou: 0.3924, d4.dn_loss_cls: 0.0405, d4.dn_loss_bbox: 0.3111, d4.dn_loss_iou: 0.3912, loss: 10.5243, grad_norm: 28.8158 2023-11-22 18:01:14,411 - mmdet - INFO - Epoch [4][2800/7330] lr: 1.000e-05, eta: 12:09:25, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2654, interm_loss_bbox: 0.2109, interm_loss_iou: 0.4629, loss_cls: 0.2064, loss_bbox: 0.1673, loss_iou: 0.3823, d0.loss_cls: 0.2767, d0.loss_bbox: 0.1718, d0.loss_iou: 0.4032, d1.loss_cls: 0.2349, d1.loss_bbox: 0.1693, d1.loss_iou: 0.3897, d2.loss_cls: 0.2201, d2.loss_bbox: 0.1663, d2.loss_iou: 0.3820, d3.loss_cls: 0.2113, d3.loss_bbox: 0.1669, d3.loss_iou: 0.3818, d4.loss_cls: 0.2076, d4.loss_bbox: 0.1675, d4.loss_iou: 0.3827, dn_loss_cls: 0.0405, dn_loss_bbox: 0.2938, dn_loss_iou: 0.3850, d0.dn_loss_cls: 0.0735, d0.dn_loss_bbox: 0.4294, d0.dn_loss_iou: 0.5210, d1.dn_loss_cls: 0.0489, d1.dn_loss_bbox: 0.3250, d1.dn_loss_iou: 0.4152, d2.dn_loss_cls: 0.0434, d2.dn_loss_bbox: 0.3015, d2.dn_loss_iou: 0.3928, d3.dn_loss_cls: 0.0415, d3.dn_loss_bbox: 0.2948, d3.dn_loss_iou: 0.3860, d4.dn_loss_cls: 0.0406, d4.dn_loss_bbox: 0.2938, d4.dn_loss_iou: 0.3849, loss: 10.3387, grad_norm: 29.4578 2023-11-22 18:01:49,232 - mmdet - INFO - Epoch [4][2850/7330] lr: 1.000e-05, eta: 12:08:51, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2749, interm_loss_bbox: 0.2299, interm_loss_iou: 0.4744, loss_cls: 0.2196, loss_bbox: 0.1820, loss_iou: 0.3919, d0.loss_cls: 0.2898, d0.loss_bbox: 0.1898, d0.loss_iou: 0.4159, d1.loss_cls: 0.2459, d1.loss_bbox: 0.1856, d1.loss_iou: 0.3989, d2.loss_cls: 0.2300, d2.loss_bbox: 0.1817, d2.loss_iou: 0.3921, d3.loss_cls: 0.2234, d3.loss_bbox: 0.1817, d3.loss_iou: 0.3916, d4.loss_cls: 0.2207, d4.loss_bbox: 0.1818, d4.loss_iou: 0.3910, dn_loss_cls: 0.0425, dn_loss_bbox: 0.3173, dn_loss_iou: 0.3972, d0.dn_loss_cls: 0.0762, d0.dn_loss_bbox: 0.4469, d0.dn_loss_iou: 0.5277, d1.dn_loss_cls: 0.0515, d1.dn_loss_bbox: 0.3476, d1.dn_loss_iou: 0.4268, d2.dn_loss_cls: 0.0461, d2.dn_loss_bbox: 0.3235, d2.dn_loss_iou: 0.4047, d3.dn_loss_cls: 0.0440, d3.dn_loss_bbox: 0.3180, d3.dn_loss_iou: 0.3986, d4.dn_loss_cls: 0.0429, d4.dn_loss_bbox: 0.3174, d4.dn_loss_iou: 0.3972, loss: 10.8186, grad_norm: 27.7764 2023-11-22 18:02:23,892 - mmdet - INFO - Epoch [4][2900/7330] lr: 1.000e-05, eta: 12:08:17, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2723, interm_loss_bbox: 0.2076, interm_loss_iou: 0.4715, loss_cls: 0.2151, loss_bbox: 0.1688, loss_iou: 0.3928, d0.loss_cls: 0.2868, d0.loss_bbox: 0.1742, d0.loss_iou: 0.4185, d1.loss_cls: 0.2429, d1.loss_bbox: 0.1695, d1.loss_iou: 0.4017, d2.loss_cls: 0.2284, d2.loss_bbox: 0.1670, d2.loss_iou: 0.3926, d3.loss_cls: 0.2194, d3.loss_bbox: 0.1674, d3.loss_iou: 0.3931, d4.loss_cls: 0.2154, d4.loss_bbox: 0.1689, d4.loss_iou: 0.3937, dn_loss_cls: 0.0397, dn_loss_bbox: 0.3130, dn_loss_iou: 0.3897, d0.dn_loss_cls: 0.0728, d0.dn_loss_bbox: 0.4416, d0.dn_loss_iou: 0.5248, d1.dn_loss_cls: 0.0479, d1.dn_loss_bbox: 0.3420, d1.dn_loss_iou: 0.4203, d2.dn_loss_cls: 0.0425, d2.dn_loss_bbox: 0.3201, d2.dn_loss_iou: 0.3975, d3.dn_loss_cls: 0.0407, d3.dn_loss_bbox: 0.3138, d3.dn_loss_iou: 0.3908, d4.dn_loss_cls: 0.0398, d4.dn_loss_bbox: 0.3130, d4.dn_loss_iou: 0.3896, loss: 10.6071, grad_norm: 27.7167 2023-11-22 18:02:58,336 - mmdet - INFO - Epoch [4][2950/7330] lr: 1.000e-05, eta: 12:07:41, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2679, interm_loss_bbox: 0.2113, interm_loss_iou: 0.4690, loss_cls: 0.2128, loss_bbox: 0.1620, loss_iou: 0.3884, d0.loss_cls: 0.2831, d0.loss_bbox: 0.1714, d0.loss_iou: 0.4116, d1.loss_cls: 0.2430, d1.loss_bbox: 0.1650, d1.loss_iou: 0.3980, d2.loss_cls: 0.2237, d2.loss_bbox: 0.1620, d2.loss_iou: 0.3910, d3.loss_cls: 0.2159, d3.loss_bbox: 0.1617, d3.loss_iou: 0.3890, d4.loss_cls: 0.2131, d4.loss_bbox: 0.1616, d4.loss_iou: 0.3886, dn_loss_cls: 0.0394, dn_loss_bbox: 0.3129, dn_loss_iou: 0.3882, d0.dn_loss_cls: 0.0721, d0.dn_loss_bbox: 0.4485, d0.dn_loss_iou: 0.5274, d1.dn_loss_cls: 0.0480, d1.dn_loss_bbox: 0.3432, d1.dn_loss_iou: 0.4203, d2.dn_loss_cls: 0.0424, d2.dn_loss_bbox: 0.3201, d2.dn_loss_iou: 0.3962, d3.dn_loss_cls: 0.0405, d3.dn_loss_bbox: 0.3136, d3.dn_loss_iou: 0.3892, d4.dn_loss_cls: 0.0394, d4.dn_loss_bbox: 0.3129, d4.dn_loss_iou: 0.3881, loss: 10.5326, grad_norm: 29.1271 2023-11-22 18:03:32,692 - mmdet - INFO - Epoch [4][3000/7330] lr: 1.000e-05, eta: 12:07:06, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2774, interm_loss_bbox: 0.2099, interm_loss_iou: 0.4630, loss_cls: 0.2199, loss_bbox: 0.1656, loss_iou: 0.3866, d0.loss_cls: 0.2907, d0.loss_bbox: 0.1727, d0.loss_iou: 0.4066, d1.loss_cls: 0.2509, d1.loss_bbox: 0.1674, d1.loss_iou: 0.3915, d2.loss_cls: 0.2321, d2.loss_bbox: 0.1650, d2.loss_iou: 0.3873, d3.loss_cls: 0.2226, d3.loss_bbox: 0.1659, d3.loss_iou: 0.3882, d4.loss_cls: 0.2204, d4.loss_bbox: 0.1654, d4.loss_iou: 0.3872, dn_loss_cls: 0.0396, dn_loss_bbox: 0.2947, dn_loss_iou: 0.3977, d0.dn_loss_cls: 0.0745, d0.dn_loss_bbox: 0.4364, d0.dn_loss_iou: 0.5360, d1.dn_loss_cls: 0.0493, d1.dn_loss_bbox: 0.3285, d1.dn_loss_iou: 0.4297, d2.dn_loss_cls: 0.0431, d2.dn_loss_bbox: 0.3025, d2.dn_loss_iou: 0.4060, d3.dn_loss_cls: 0.0409, d3.dn_loss_bbox: 0.2957, d3.dn_loss_iou: 0.3991, d4.dn_loss_cls: 0.0399, d4.dn_loss_bbox: 0.2947, d4.dn_loss_iou: 0.3976, loss: 10.5423, grad_norm: 27.8760 2023-11-22 18:04:07,559 - mmdet - INFO - Epoch [4][3050/7330] lr: 1.000e-05, eta: 12:06:32, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2772, interm_loss_bbox: 0.2060, interm_loss_iou: 0.4904, loss_cls: 0.2256, loss_bbox: 0.1583, loss_iou: 0.4070, d0.loss_cls: 0.2913, d0.loss_bbox: 0.1673, d0.loss_iou: 0.4315, d1.loss_cls: 0.2511, d1.loss_bbox: 0.1646, d1.loss_iou: 0.4178, d2.loss_cls: 0.2357, d2.loss_bbox: 0.1591, d2.loss_iou: 0.4093, d3.loss_cls: 0.2298, d3.loss_bbox: 0.1575, d3.loss_iou: 0.4060, d4.loss_cls: 0.2263, d4.loss_bbox: 0.1581, d4.loss_iou: 0.4069, dn_loss_cls: 0.0439, dn_loss_bbox: 0.2921, dn_loss_iou: 0.4140, d0.dn_loss_cls: 0.0765, d0.dn_loss_bbox: 0.4151, d0.dn_loss_iou: 0.5511, d1.dn_loss_cls: 0.0522, d1.dn_loss_bbox: 0.3193, d1.dn_loss_iou: 0.4452, d2.dn_loss_cls: 0.0470, d2.dn_loss_bbox: 0.2982, d2.dn_loss_iou: 0.4218, d3.dn_loss_cls: 0.0450, d3.dn_loss_bbox: 0.2927, d3.dn_loss_iou: 0.4153, d4.dn_loss_cls: 0.0439, d4.dn_loss_bbox: 0.2921, d4.dn_loss_iou: 0.4140, loss: 10.7564, grad_norm: 29.3133 2023-11-22 18:04:41,873 - mmdet - INFO - Epoch [4][3100/7330] lr: 1.000e-05, eta: 12:05:56, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2711, interm_loss_bbox: 0.2090, interm_loss_iou: 0.4745, loss_cls: 0.2176, loss_bbox: 0.1664, loss_iou: 0.3993, d0.loss_cls: 0.2844, d0.loss_bbox: 0.1738, d0.loss_iou: 0.4214, d1.loss_cls: 0.2416, d1.loss_bbox: 0.1718, d1.loss_iou: 0.4085, d2.loss_cls: 0.2270, d2.loss_bbox: 0.1664, d2.loss_iou: 0.4000, d3.loss_cls: 0.2208, d3.loss_bbox: 0.1655, d3.loss_iou: 0.4000, d4.loss_cls: 0.2172, d4.loss_bbox: 0.1670, d4.loss_iou: 0.3999, dn_loss_cls: 0.0407, dn_loss_bbox: 0.2990, dn_loss_iou: 0.4023, d0.dn_loss_cls: 0.0744, d0.dn_loss_bbox: 0.4294, d0.dn_loss_iou: 0.5385, d1.dn_loss_cls: 0.0489, d1.dn_loss_bbox: 0.3272, d1.dn_loss_iou: 0.4306, d2.dn_loss_cls: 0.0437, d2.dn_loss_bbox: 0.3054, d2.dn_loss_iou: 0.4095, d3.dn_loss_cls: 0.0416, d3.dn_loss_bbox: 0.2997, d3.dn_loss_iou: 0.4031, d4.dn_loss_cls: 0.0408, d4.dn_loss_bbox: 0.2990, d4.dn_loss_iou: 0.4023, loss: 10.6392, grad_norm: 26.2959 2023-11-22 18:05:16,078 - mmdet - INFO - Epoch [4][3150/7330] lr: 1.000e-05, eta: 12:05:21, time: 0.684, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2822, interm_loss_bbox: 0.2120, interm_loss_iou: 0.4874, loss_cls: 0.2312, loss_bbox: 0.1671, loss_iou: 0.4065, d0.loss_cls: 0.2945, d0.loss_bbox: 0.1787, d0.loss_iou: 0.4343, d1.loss_cls: 0.2528, d1.loss_bbox: 0.1744, d1.loss_iou: 0.4171, d2.loss_cls: 0.2400, d2.loss_bbox: 0.1680, d2.loss_iou: 0.4095, d3.loss_cls: 0.2351, d3.loss_bbox: 0.1670, d3.loss_iou: 0.4070, d4.loss_cls: 0.2314, d4.loss_bbox: 0.1674, d4.loss_iou: 0.4073, dn_loss_cls: 0.0429, dn_loss_bbox: 0.3021, dn_loss_iou: 0.4069, d0.dn_loss_cls: 0.0762, d0.dn_loss_bbox: 0.4346, d0.dn_loss_iou: 0.5479, d1.dn_loss_cls: 0.0511, d1.dn_loss_bbox: 0.3312, d1.dn_loss_iou: 0.4378, d2.dn_loss_cls: 0.0458, d2.dn_loss_bbox: 0.3089, d2.dn_loss_iou: 0.4150, d3.dn_loss_cls: 0.0438, d3.dn_loss_bbox: 0.3030, d3.dn_loss_iou: 0.4082, d4.dn_loss_cls: 0.0428, d4.dn_loss_bbox: 0.3021, d4.dn_loss_iou: 0.4068, loss: 10.8782, grad_norm: 27.3741 2023-11-22 18:05:51,363 - mmdet - INFO - Epoch [4][3200/7330] lr: 1.000e-05, eta: 12:04:48, time: 0.706, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2692, interm_loss_bbox: 0.2075, interm_loss_iou: 0.4499, loss_cls: 0.2155, loss_bbox: 0.1619, loss_iou: 0.3746, d0.loss_cls: 0.2825, d0.loss_bbox: 0.1713, d0.loss_iou: 0.3969, d1.loss_cls: 0.2417, d1.loss_bbox: 0.1670, d1.loss_iou: 0.3815, d2.loss_cls: 0.2274, d2.loss_bbox: 0.1622, d2.loss_iou: 0.3759, d3.loss_cls: 0.2193, d3.loss_bbox: 0.1618, d3.loss_iou: 0.3748, d4.loss_cls: 0.2161, d4.loss_bbox: 0.1618, d4.loss_iou: 0.3743, dn_loss_cls: 0.0391, dn_loss_bbox: 0.3007, dn_loss_iou: 0.3931, d0.dn_loss_cls: 0.0725, d0.dn_loss_bbox: 0.4304, d0.dn_loss_iou: 0.5280, d1.dn_loss_cls: 0.0477, d1.dn_loss_bbox: 0.3306, d1.dn_loss_iou: 0.4224, d2.dn_loss_cls: 0.0424, d2.dn_loss_bbox: 0.3080, d2.dn_loss_iou: 0.4004, d3.dn_loss_cls: 0.0404, d3.dn_loss_bbox: 0.3016, d3.dn_loss_iou: 0.3941, d4.dn_loss_cls: 0.0393, d4.dn_loss_bbox: 0.3006, d4.dn_loss_iou: 0.3929, loss: 10.3770, grad_norm: 29.0757 2023-11-22 18:06:26,572 - mmdet - INFO - Epoch [4][3250/7330] lr: 1.000e-05, eta: 12:04:14, time: 0.704, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2846, interm_loss_bbox: 0.2097, interm_loss_iou: 0.4779, loss_cls: 0.2323, loss_bbox: 0.1668, loss_iou: 0.4026, d0.loss_cls: 0.3012, d0.loss_bbox: 0.1730, d0.loss_iou: 0.4227, d1.loss_cls: 0.2583, d1.loss_bbox: 0.1688, d1.loss_iou: 0.4091, d2.loss_cls: 0.2460, d2.loss_bbox: 0.1648, d2.loss_iou: 0.4019, d3.loss_cls: 0.2380, d3.loss_bbox: 0.1656, d3.loss_iou: 0.4018, d4.loss_cls: 0.2336, d4.loss_bbox: 0.1664, d4.loss_iou: 0.4023, dn_loss_cls: 0.0434, dn_loss_bbox: 0.2923, dn_loss_iou: 0.4125, d0.dn_loss_cls: 0.0772, d0.dn_loss_bbox: 0.4180, d0.dn_loss_iou: 0.5478, d1.dn_loss_cls: 0.0518, d1.dn_loss_bbox: 0.3193, d1.dn_loss_iou: 0.4418, d2.dn_loss_cls: 0.0465, d2.dn_loss_bbox: 0.2983, d2.dn_loss_iou: 0.4199, d3.dn_loss_cls: 0.0446, d3.dn_loss_bbox: 0.2926, d3.dn_loss_iou: 0.4135, d4.dn_loss_cls: 0.0437, d4.dn_loss_bbox: 0.2924, d4.dn_loss_iou: 0.4124, loss: 10.7953, grad_norm: 28.7742 2023-11-22 18:07:02,832 - mmdet - INFO - Epoch [4][3300/7330] lr: 1.000e-05, eta: 12:03:44, time: 0.725, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2723, interm_loss_bbox: 0.2078, interm_loss_iou: 0.4657, loss_cls: 0.2202, loss_bbox: 0.1635, loss_iou: 0.3895, d0.loss_cls: 0.2847, d0.loss_bbox: 0.1722, d0.loss_iou: 0.4093, d1.loss_cls: 0.2437, d1.loss_bbox: 0.1700, d1.loss_iou: 0.3968, d2.loss_cls: 0.2303, d2.loss_bbox: 0.1650, d2.loss_iou: 0.3891, d3.loss_cls: 0.2250, d3.loss_bbox: 0.1635, d3.loss_iou: 0.3883, d4.loss_cls: 0.2207, d4.loss_bbox: 0.1643, d4.loss_iou: 0.3897, dn_loss_cls: 0.0410, dn_loss_bbox: 0.2982, dn_loss_iou: 0.4007, d0.dn_loss_cls: 0.0750, d0.dn_loss_bbox: 0.4286, d0.dn_loss_iou: 0.5334, d1.dn_loss_cls: 0.0496, d1.dn_loss_bbox: 0.3288, d1.dn_loss_iou: 0.4322, d2.dn_loss_cls: 0.0442, d2.dn_loss_bbox: 0.3062, d2.dn_loss_iou: 0.4089, d3.dn_loss_cls: 0.0421, d3.dn_loss_bbox: 0.2992, d3.dn_loss_iou: 0.4020, d4.dn_loss_cls: 0.0411, d4.dn_loss_bbox: 0.2982, d4.dn_loss_iou: 0.4006, loss: 10.5616, grad_norm: 26.5899 2023-11-22 18:07:37,440 - mmdet - INFO - Epoch [4][3350/7330] lr: 1.000e-05, eta: 12:03:09, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2779, interm_loss_bbox: 0.2043, interm_loss_iou: 0.4775, loss_cls: 0.2230, loss_bbox: 0.1615, loss_iou: 0.4036, d0.loss_cls: 0.2931, d0.loss_bbox: 0.1689, d0.loss_iou: 0.4221, d1.loss_cls: 0.2515, d1.loss_bbox: 0.1652, d1.loss_iou: 0.4103, d2.loss_cls: 0.2369, d2.loss_bbox: 0.1599, d2.loss_iou: 0.4026, d3.loss_cls: 0.2277, d3.loss_bbox: 0.1605, d3.loss_iou: 0.4026, d4.loss_cls: 0.2238, d4.loss_bbox: 0.1614, d4.loss_iou: 0.4039, dn_loss_cls: 0.0427, dn_loss_bbox: 0.3038, dn_loss_iou: 0.4094, d0.dn_loss_cls: 0.0767, d0.dn_loss_bbox: 0.4269, d0.dn_loss_iou: 0.5439, d1.dn_loss_cls: 0.0511, d1.dn_loss_bbox: 0.3326, d1.dn_loss_iou: 0.4408, d2.dn_loss_cls: 0.0456, d2.dn_loss_bbox: 0.3102, d2.dn_loss_iou: 0.4178, d3.dn_loss_cls: 0.0436, d3.dn_loss_bbox: 0.3046, d3.dn_loss_iou: 0.4107, d4.dn_loss_cls: 0.0428, d4.dn_loss_bbox: 0.3038, d4.dn_loss_iou: 0.4094, loss: 10.7546, grad_norm: 26.1892 2023-11-22 18:08:13,295 - mmdet - INFO - Epoch [4][3400/7330] lr: 1.000e-05, eta: 12:02:37, time: 0.717, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2806, interm_loss_bbox: 0.2063, interm_loss_iou: 0.4683, loss_cls: 0.2283, loss_bbox: 0.1654, loss_iou: 0.3940, d0.loss_cls: 0.2948, d0.loss_bbox: 0.1719, d0.loss_iou: 0.4159, d1.loss_cls: 0.2562, d1.loss_bbox: 0.1684, d1.loss_iou: 0.4008, d2.loss_cls: 0.2392, d2.loss_bbox: 0.1645, d2.loss_iou: 0.3938, d3.loss_cls: 0.2328, d3.loss_bbox: 0.1637, d3.loss_iou: 0.3933, d4.loss_cls: 0.2286, d4.loss_bbox: 0.1650, d4.loss_iou: 0.3940, dn_loss_cls: 0.0420, dn_loss_bbox: 0.2872, dn_loss_iou: 0.3914, d0.dn_loss_cls: 0.0738, d0.dn_loss_bbox: 0.4226, d0.dn_loss_iou: 0.5288, d1.dn_loss_cls: 0.0489, d1.dn_loss_bbox: 0.3180, d1.dn_loss_iou: 0.4237, d2.dn_loss_cls: 0.0442, d2.dn_loss_bbox: 0.2947, d2.dn_loss_iou: 0.3993, d3.dn_loss_cls: 0.0427, d3.dn_loss_bbox: 0.2882, d3.dn_loss_iou: 0.3923, d4.dn_loss_cls: 0.0419, d4.dn_loss_bbox: 0.2873, d4.dn_loss_iou: 0.3913, loss: 10.5442, grad_norm: 28.8034 2023-11-22 18:08:48,271 - mmdet - INFO - Epoch [4][3450/7330] lr: 1.000e-05, eta: 12:02:04, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2713, interm_loss_bbox: 0.2037, interm_loss_iou: 0.4616, loss_cls: 0.2233, loss_bbox: 0.1581, loss_iou: 0.3846, d0.loss_cls: 0.2868, d0.loss_bbox: 0.1681, d0.loss_iou: 0.4077, d1.loss_cls: 0.2491, d1.loss_bbox: 0.1613, d1.loss_iou: 0.3918, d2.loss_cls: 0.2348, d2.loss_bbox: 0.1563, d2.loss_iou: 0.3841, d3.loss_cls: 0.2275, d3.loss_bbox: 0.1567, d3.loss_iou: 0.3828, d4.loss_cls: 0.2241, d4.loss_bbox: 0.1578, d4.loss_iou: 0.3837, dn_loss_cls: 0.0424, dn_loss_bbox: 0.2952, dn_loss_iou: 0.4053, d0.dn_loss_cls: 0.0760, d0.dn_loss_bbox: 0.4181, d0.dn_loss_iou: 0.5368, d1.dn_loss_cls: 0.0509, d1.dn_loss_bbox: 0.3230, d1.dn_loss_iou: 0.4355, d2.dn_loss_cls: 0.0456, d2.dn_loss_bbox: 0.3015, d2.dn_loss_iou: 0.4129, d3.dn_loss_cls: 0.0436, d3.dn_loss_bbox: 0.2958, d3.dn_loss_iou: 0.4061, d4.dn_loss_cls: 0.0428, d4.dn_loss_bbox: 0.2952, d4.dn_loss_iou: 0.4053, loss: 10.5072, grad_norm: 27.4144 2023-11-22 18:09:23,133 - mmdet - INFO - Epoch [4][3500/7330] lr: 1.000e-05, eta: 12:01:29, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2752, interm_loss_bbox: 0.2106, interm_loss_iou: 0.4719, loss_cls: 0.2214, loss_bbox: 0.1689, loss_iou: 0.3985, d0.loss_cls: 0.2887, d0.loss_bbox: 0.1742, d0.loss_iou: 0.4182, d1.loss_cls: 0.2463, d1.loss_bbox: 0.1718, d1.loss_iou: 0.4071, d2.loss_cls: 0.2329, d2.loss_bbox: 0.1686, d2.loss_iou: 0.3985, d3.loss_cls: 0.2260, d3.loss_bbox: 0.1687, d3.loss_iou: 0.3977, d4.loss_cls: 0.2219, d4.loss_bbox: 0.1689, d4.loss_iou: 0.3978, dn_loss_cls: 0.0454, dn_loss_bbox: 0.3014, dn_loss_iou: 0.4071, d0.dn_loss_cls: 0.0754, d0.dn_loss_bbox: 0.4289, d0.dn_loss_iou: 0.5426, d1.dn_loss_cls: 0.0517, d1.dn_loss_bbox: 0.3307, d1.dn_loss_iou: 0.4388, d2.dn_loss_cls: 0.0472, d2.dn_loss_bbox: 0.3085, d2.dn_loss_iou: 0.4157, d3.dn_loss_cls: 0.0459, d3.dn_loss_bbox: 0.3024, d3.dn_loss_iou: 0.4084, d4.dn_loss_cls: 0.0454, d4.dn_loss_bbox: 0.3014, d4.dn_loss_iou: 0.4070, loss: 10.7377, grad_norm: 27.4042 2023-11-22 18:09:57,802 - mmdet - INFO - Epoch [4][3550/7330] lr: 1.000e-05, eta: 12:00:55, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2742, interm_loss_bbox: 0.2057, interm_loss_iou: 0.4754, loss_cls: 0.2200, loss_bbox: 0.1647, loss_iou: 0.3994, d0.loss_cls: 0.2884, d0.loss_bbox: 0.1716, d0.loss_iou: 0.4195, d1.loss_cls: 0.2463, d1.loss_bbox: 0.1679, d1.loss_iou: 0.4086, d2.loss_cls: 0.2323, d2.loss_bbox: 0.1630, d2.loss_iou: 0.3986, d3.loss_cls: 0.2238, d3.loss_bbox: 0.1636, d3.loss_iou: 0.4000, d4.loss_cls: 0.2202, d4.loss_bbox: 0.1644, d4.loss_iou: 0.4000, dn_loss_cls: 0.0407, dn_loss_bbox: 0.2892, dn_loss_iou: 0.4008, d0.dn_loss_cls: 0.0747, d0.dn_loss_bbox: 0.4165, d0.dn_loss_iou: 0.5380, d1.dn_loss_cls: 0.0494, d1.dn_loss_bbox: 0.3172, d1.dn_loss_iou: 0.4312, d2.dn_loss_cls: 0.0441, d2.dn_loss_bbox: 0.2959, d2.dn_loss_iou: 0.4080, d3.dn_loss_cls: 0.0421, d3.dn_loss_bbox: 0.2900, d3.dn_loss_iou: 0.4017, d4.dn_loss_cls: 0.0410, d4.dn_loss_bbox: 0.2892, d4.dn_loss_iou: 0.4007, loss: 10.5780, grad_norm: 27.3187 2023-11-22 18:10:32,541 - mmdet - INFO - Epoch [4][3600/7330] lr: 1.000e-05, eta: 12:00:20, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2667, interm_loss_bbox: 0.2056, interm_loss_iou: 0.4686, loss_cls: 0.2181, loss_bbox: 0.1596, loss_iou: 0.3850, d0.loss_cls: 0.2830, d0.loss_bbox: 0.1710, d0.loss_iou: 0.4126, d1.loss_cls: 0.2427, d1.loss_bbox: 0.1649, d1.loss_iou: 0.3945, d2.loss_cls: 0.2278, d2.loss_bbox: 0.1603, d2.loss_iou: 0.3876, d3.loss_cls: 0.2216, d3.loss_bbox: 0.1591, d3.loss_iou: 0.3851, d4.loss_cls: 0.2189, d4.loss_bbox: 0.1594, d4.loss_iou: 0.3852, dn_loss_cls: 0.0416, dn_loss_bbox: 0.2867, dn_loss_iou: 0.3933, d0.dn_loss_cls: 0.0741, d0.dn_loss_bbox: 0.4087, d0.dn_loss_iou: 0.5311, d1.dn_loss_cls: 0.0500, d1.dn_loss_bbox: 0.3121, d1.dn_loss_iou: 0.4228, d2.dn_loss_cls: 0.0445, d2.dn_loss_bbox: 0.2910, d2.dn_loss_iou: 0.4003, d3.dn_loss_cls: 0.0426, d3.dn_loss_bbox: 0.2871, d3.dn_loss_iou: 0.3941, d4.dn_loss_cls: 0.0417, d4.dn_loss_bbox: 0.2867, d4.dn_loss_iou: 0.3933, loss: 10.3791, grad_norm: 26.6723 2023-11-22 18:11:07,235 - mmdet - INFO - Epoch [4][3650/7330] lr: 1.000e-05, eta: 11:59:46, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2740, interm_loss_bbox: 0.2215, interm_loss_iou: 0.4576, loss_cls: 0.2217, loss_bbox: 0.1703, loss_iou: 0.3747, d0.loss_cls: 0.2875, d0.loss_bbox: 0.1812, d0.loss_iou: 0.4015, d1.loss_cls: 0.2480, d1.loss_bbox: 0.1755, d1.loss_iou: 0.3861, d2.loss_cls: 0.2314, d2.loss_bbox: 0.1731, d2.loss_iou: 0.3776, d3.loss_cls: 0.2258, d3.loss_bbox: 0.1707, d3.loss_iou: 0.3753, d4.loss_cls: 0.2234, d4.loss_bbox: 0.1693, d4.loss_iou: 0.3739, dn_loss_cls: 0.0415, dn_loss_bbox: 0.3127, dn_loss_iou: 0.3915, d0.dn_loss_cls: 0.0748, d0.dn_loss_bbox: 0.4474, d0.dn_loss_iou: 0.5299, d1.dn_loss_cls: 0.0493, d1.dn_loss_bbox: 0.3458, d1.dn_loss_iou: 0.4240, d2.dn_loss_cls: 0.0440, d2.dn_loss_bbox: 0.3207, d2.dn_loss_iou: 0.4003, d3.dn_loss_cls: 0.0424, d3.dn_loss_bbox: 0.3134, d3.dn_loss_iou: 0.3925, d4.dn_loss_cls: 0.0416, d4.dn_loss_bbox: 0.3127, d4.dn_loss_iou: 0.3914, loss: 10.5961, grad_norm: 27.2078 2023-11-22 18:11:41,505 - mmdet - INFO - Epoch [4][3700/7330] lr: 1.000e-05, eta: 11:59:10, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2737, interm_loss_bbox: 0.2141, interm_loss_iou: 0.4704, loss_cls: 0.2242, loss_bbox: 0.1689, loss_iou: 0.3910, d0.loss_cls: 0.2932, d0.loss_bbox: 0.1759, d0.loss_iou: 0.4138, d1.loss_cls: 0.2499, d1.loss_bbox: 0.1742, d1.loss_iou: 0.4002, d2.loss_cls: 0.2341, d2.loss_bbox: 0.1692, d2.loss_iou: 0.3918, d3.loss_cls: 0.2272, d3.loss_bbox: 0.1691, d3.loss_iou: 0.3904, d4.loss_cls: 0.2237, d4.loss_bbox: 0.1690, d4.loss_iou: 0.3915, dn_loss_cls: 0.0430, dn_loss_bbox: 0.2932, dn_loss_iou: 0.3956, d0.dn_loss_cls: 0.0757, d0.dn_loss_bbox: 0.4243, d0.dn_loss_iou: 0.5372, d1.dn_loss_cls: 0.0509, d1.dn_loss_bbox: 0.3237, d1.dn_loss_iou: 0.4273, d2.dn_loss_cls: 0.0454, d2.dn_loss_bbox: 0.3001, d2.dn_loss_iou: 0.4042, d3.dn_loss_cls: 0.0436, d3.dn_loss_bbox: 0.2943, d3.dn_loss_iou: 0.3969, d4.dn_loss_cls: 0.0428, d4.dn_loss_bbox: 0.2932, d4.dn_loss_iou: 0.3956, loss: 10.6027, grad_norm: 27.4776 2023-11-22 18:12:15,800 - mmdet - INFO - Epoch [4][3750/7330] lr: 1.000e-05, eta: 11:58:35, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2705, interm_loss_bbox: 0.2046, interm_loss_iou: 0.4641, loss_cls: 0.2178, loss_bbox: 0.1654, loss_iou: 0.3867, d0.loss_cls: 0.2852, d0.loss_bbox: 0.1717, d0.loss_iou: 0.4076, d1.loss_cls: 0.2453, d1.loss_bbox: 0.1684, d1.loss_iou: 0.3944, d2.loss_cls: 0.2292, d2.loss_bbox: 0.1658, d2.loss_iou: 0.3871, d3.loss_cls: 0.2207, d3.loss_bbox: 0.1664, d3.loss_iou: 0.3876, d4.loss_cls: 0.2182, d4.loss_bbox: 0.1654, d4.loss_iou: 0.3864, dn_loss_cls: 0.0406, dn_loss_bbox: 0.2971, dn_loss_iou: 0.3972, d0.dn_loss_cls: 0.0736, d0.dn_loss_bbox: 0.4187, d0.dn_loss_iou: 0.5280, d1.dn_loss_cls: 0.0491, d1.dn_loss_bbox: 0.3235, d1.dn_loss_iou: 0.4266, d2.dn_loss_cls: 0.0438, d2.dn_loss_bbox: 0.3037, d2.dn_loss_iou: 0.4047, d3.dn_loss_cls: 0.0419, d3.dn_loss_bbox: 0.2981, d3.dn_loss_iou: 0.3984, d4.dn_loss_cls: 0.0407, d4.dn_loss_bbox: 0.2972, d4.dn_loss_iou: 0.3972, loss: 10.4884, grad_norm: 26.7593 2023-11-22 18:12:50,223 - mmdet - INFO - Epoch [4][3800/7330] lr: 1.000e-05, eta: 11:58:00, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2689, interm_loss_bbox: 0.2072, interm_loss_iou: 0.4535, loss_cls: 0.2130, loss_bbox: 0.1643, loss_iou: 0.3747, d0.loss_cls: 0.2857, d0.loss_bbox: 0.1682, d0.loss_iou: 0.3982, d1.loss_cls: 0.2407, d1.loss_bbox: 0.1663, d1.loss_iou: 0.3818, d2.loss_cls: 0.2257, d2.loss_bbox: 0.1621, d2.loss_iou: 0.3741, d3.loss_cls: 0.2175, d3.loss_bbox: 0.1634, d3.loss_iou: 0.3737, d4.loss_cls: 0.2143, d4.loss_bbox: 0.1639, d4.loss_iou: 0.3739, dn_loss_cls: 0.0404, dn_loss_bbox: 0.3011, dn_loss_iou: 0.3842, d0.dn_loss_cls: 0.0745, d0.dn_loss_bbox: 0.4348, d0.dn_loss_iou: 0.5199, d1.dn_loss_cls: 0.0489, d1.dn_loss_bbox: 0.3326, d1.dn_loss_iou: 0.4155, d2.dn_loss_cls: 0.0432, d2.dn_loss_bbox: 0.3088, d2.dn_loss_iou: 0.3920, d3.dn_loss_cls: 0.0414, d3.dn_loss_bbox: 0.3017, d3.dn_loss_iou: 0.3849, d4.dn_loss_cls: 0.0406, d4.dn_loss_bbox: 0.3011, d4.dn_loss_iou: 0.3841, loss: 10.3405, grad_norm: 29.8307 2023-11-22 18:13:24,664 - mmdet - INFO - Epoch [4][3850/7330] lr: 1.000e-05, eta: 11:57:25, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2692, interm_loss_bbox: 0.2073, interm_loss_iou: 0.4545, loss_cls: 0.2191, loss_bbox: 0.1571, loss_iou: 0.3721, d0.loss_cls: 0.2836, d0.loss_bbox: 0.1684, d0.loss_iou: 0.3961, d1.loss_cls: 0.2402, d1.loss_bbox: 0.1650, d1.loss_iou: 0.3830, d2.loss_cls: 0.2278, d2.loss_bbox: 0.1601, d2.loss_iou: 0.3753, d3.loss_cls: 0.2214, d3.loss_bbox: 0.1589, d3.loss_iou: 0.3736, d4.loss_cls: 0.2192, d4.loss_bbox: 0.1574, d4.loss_iou: 0.3728, dn_loss_cls: 0.0405, dn_loss_bbox: 0.2844, dn_loss_iou: 0.3812, d0.dn_loss_cls: 0.0749, d0.dn_loss_bbox: 0.4220, d0.dn_loss_iou: 0.5222, d1.dn_loss_cls: 0.0492, d1.dn_loss_bbox: 0.3161, d1.dn_loss_iou: 0.4122, d2.dn_loss_cls: 0.0437, d2.dn_loss_bbox: 0.2923, d2.dn_loss_iou: 0.3893, d3.dn_loss_cls: 0.0419, d3.dn_loss_bbox: 0.2856, d3.dn_loss_iou: 0.3824, d4.dn_loss_cls: 0.0408, d4.dn_loss_bbox: 0.2844, d4.dn_loss_iou: 0.3811, loss: 10.2265, grad_norm: 27.1695 2023-11-22 18:13:58,598 - mmdet - INFO - Epoch [4][3900/7330] lr: 1.000e-05, eta: 11:56:48, time: 0.679, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2709, interm_loss_bbox: 0.2038, interm_loss_iou: 0.4691, loss_cls: 0.2162, loss_bbox: 0.1626, loss_iou: 0.3954, d0.loss_cls: 0.2843, d0.loss_bbox: 0.1705, d0.loss_iou: 0.4191, d1.loss_cls: 0.2428, d1.loss_bbox: 0.1669, d1.loss_iou: 0.4033, d2.loss_cls: 0.2277, d2.loss_bbox: 0.1624, d2.loss_iou: 0.3959, d3.loss_cls: 0.2200, d3.loss_bbox: 0.1626, d3.loss_iou: 0.3954, d4.loss_cls: 0.2168, d4.loss_bbox: 0.1623, d4.loss_iou: 0.3950, dn_loss_cls: 0.0394, dn_loss_bbox: 0.2825, dn_loss_iou: 0.3919, d0.dn_loss_cls: 0.0734, d0.dn_loss_bbox: 0.4023, d0.dn_loss_iou: 0.5259, d1.dn_loss_cls: 0.0476, d1.dn_loss_bbox: 0.3106, d1.dn_loss_iou: 0.4223, d2.dn_loss_cls: 0.0424, d2.dn_loss_bbox: 0.2889, d2.dn_loss_iou: 0.3991, d3.dn_loss_cls: 0.0408, d3.dn_loss_bbox: 0.2831, d3.dn_loss_iou: 0.3929, d4.dn_loss_cls: 0.0398, d4.dn_loss_bbox: 0.2825, d4.dn_loss_iou: 0.3918, loss: 10.4002, grad_norm: 29.5132 2023-11-22 18:14:32,973 - mmdet - INFO - Epoch [4][3950/7330] lr: 1.000e-05, eta: 11:56:13, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2801, interm_loss_bbox: 0.2144, interm_loss_iou: 0.4581, loss_cls: 0.2242, loss_bbox: 0.1672, loss_iou: 0.3823, d0.loss_cls: 0.2951, d0.loss_bbox: 0.1746, d0.loss_iou: 0.3992, d1.loss_cls: 0.2531, d1.loss_bbox: 0.1718, d1.loss_iou: 0.3875, d2.loss_cls: 0.2363, d2.loss_bbox: 0.1676, d2.loss_iou: 0.3825, d3.loss_cls: 0.2285, d3.loss_bbox: 0.1671, d3.loss_iou: 0.3819, d4.loss_cls: 0.2257, d4.loss_bbox: 0.1665, d4.loss_iou: 0.3815, dn_loss_cls: 0.0454, dn_loss_bbox: 0.3116, dn_loss_iou: 0.3888, d0.dn_loss_cls: 0.0803, d0.dn_loss_bbox: 0.4453, d0.dn_loss_iou: 0.5252, d1.dn_loss_cls: 0.0542, d1.dn_loss_bbox: 0.3413, d1.dn_loss_iou: 0.4190, d2.dn_loss_cls: 0.0486, d2.dn_loss_bbox: 0.3180, d2.dn_loss_iou: 0.3967, d3.dn_loss_cls: 0.0466, d3.dn_loss_bbox: 0.3123, d3.dn_loss_iou: 0.3901, d4.dn_loss_cls: 0.0456, d4.dn_loss_bbox: 0.3116, d4.dn_loss_iou: 0.3888, loss: 10.6146, grad_norm: 27.7982 2023-11-22 18:15:07,692 - mmdet - INFO - Epoch [4][4000/7330] lr: 1.000e-05, eta: 11:55:38, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2751, interm_loss_bbox: 0.2011, interm_loss_iou: 0.4844, loss_cls: 0.2240, loss_bbox: 0.1591, loss_iou: 0.4053, d0.loss_cls: 0.2896, d0.loss_bbox: 0.1658, d0.loss_iou: 0.4307, d1.loss_cls: 0.2508, d1.loss_bbox: 0.1615, d1.loss_iou: 0.4141, d2.loss_cls: 0.2333, d2.loss_bbox: 0.1593, d2.loss_iou: 0.4066, d3.loss_cls: 0.2279, d3.loss_bbox: 0.1588, d3.loss_iou: 0.4055, d4.loss_cls: 0.2244, d4.loss_bbox: 0.1594, d4.loss_iou: 0.4057, dn_loss_cls: 0.0426, dn_loss_bbox: 0.3078, dn_loss_iou: 0.4059, d0.dn_loss_cls: 0.0771, d0.dn_loss_bbox: 0.4370, d0.dn_loss_iou: 0.5426, d1.dn_loss_cls: 0.0519, d1.dn_loss_bbox: 0.3379, d1.dn_loss_iou: 0.4382, d2.dn_loss_cls: 0.0460, d2.dn_loss_bbox: 0.3145, d2.dn_loss_iou: 0.4136, d3.dn_loss_cls: 0.0441, d3.dn_loss_bbox: 0.3086, d3.dn_loss_iou: 0.4071, d4.dn_loss_cls: 0.0429, d4.dn_loss_bbox: 0.3078, d4.dn_loss_iou: 0.4058, loss: 10.7735, grad_norm: 30.1112 2023-11-22 18:15:42,406 - mmdet - INFO - Epoch [4][4050/7330] lr: 1.000e-05, eta: 11:55:04, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2682, interm_loss_bbox: 0.2073, interm_loss_iou: 0.4651, loss_cls: 0.2171, loss_bbox: 0.1644, loss_iou: 0.3871, d0.loss_cls: 0.2845, d0.loss_bbox: 0.1707, d0.loss_iou: 0.4099, d1.loss_cls: 0.2452, d1.loss_bbox: 0.1674, d1.loss_iou: 0.3938, d2.loss_cls: 0.2287, d2.loss_bbox: 0.1631, d2.loss_iou: 0.3873, d3.loss_cls: 0.2213, d3.loss_bbox: 0.1634, d3.loss_iou: 0.3872, d4.loss_cls: 0.2177, d4.loss_bbox: 0.1638, d4.loss_iou: 0.3874, dn_loss_cls: 0.0408, dn_loss_bbox: 0.2846, dn_loss_iou: 0.3884, d0.dn_loss_cls: 0.0747, d0.dn_loss_bbox: 0.4148, d0.dn_loss_iou: 0.5243, d1.dn_loss_cls: 0.0498, d1.dn_loss_bbox: 0.3148, d1.dn_loss_iou: 0.4186, d2.dn_loss_cls: 0.0440, d2.dn_loss_bbox: 0.2915, d2.dn_loss_iou: 0.3957, d3.dn_loss_cls: 0.0418, d3.dn_loss_bbox: 0.2855, d3.dn_loss_iou: 0.3895, d4.dn_loss_cls: 0.0409, d4.dn_loss_bbox: 0.2846, d4.dn_loss_iou: 0.3883, loss: 10.3733, grad_norm: 27.6625 2023-11-22 18:16:17,235 - mmdet - INFO - Epoch [4][4100/7330] lr: 1.000e-05, eta: 11:54:30, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2713, interm_loss_bbox: 0.2113, interm_loss_iou: 0.4733, loss_cls: 0.2221, loss_bbox: 0.1641, loss_iou: 0.3902, d0.loss_cls: 0.2845, d0.loss_bbox: 0.1756, d0.loss_iou: 0.4158, d1.loss_cls: 0.2464, d1.loss_bbox: 0.1684, d1.loss_iou: 0.3995, d2.loss_cls: 0.2317, d2.loss_bbox: 0.1647, d2.loss_iou: 0.3928, d3.loss_cls: 0.2253, d3.loss_bbox: 0.1644, d3.loss_iou: 0.3917, d4.loss_cls: 0.2222, d4.loss_bbox: 0.1641, d4.loss_iou: 0.3910, dn_loss_cls: 0.0415, dn_loss_bbox: 0.2958, dn_loss_iou: 0.3955, d0.dn_loss_cls: 0.0752, d0.dn_loss_bbox: 0.4263, d0.dn_loss_iou: 0.5271, d1.dn_loss_cls: 0.0498, d1.dn_loss_bbox: 0.3244, d1.dn_loss_iou: 0.4243, d2.dn_loss_cls: 0.0442, d2.dn_loss_bbox: 0.3022, d2.dn_loss_iou: 0.4024, d3.dn_loss_cls: 0.0426, d3.dn_loss_bbox: 0.2964, d3.dn_loss_iou: 0.3965, d4.dn_loss_cls: 0.0417, d4.dn_loss_bbox: 0.2958, d4.dn_loss_iou: 0.3954, loss: 10.5474, grad_norm: 26.0073 2023-11-22 18:16:53,528 - mmdet - INFO - Epoch [4][4150/7330] lr: 1.000e-05, eta: 11:53:59, time: 0.726, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2631, interm_loss_bbox: 0.2056, interm_loss_iou: 0.4532, loss_cls: 0.2126, loss_bbox: 0.1606, loss_iou: 0.3784, d0.loss_cls: 0.2829, d0.loss_bbox: 0.1658, d0.loss_iou: 0.3969, d1.loss_cls: 0.2404, d1.loss_bbox: 0.1617, d1.loss_iou: 0.3843, d2.loss_cls: 0.2231, d2.loss_bbox: 0.1596, d2.loss_iou: 0.3782, d3.loss_cls: 0.2159, d3.loss_bbox: 0.1604, d3.loss_iou: 0.3791, d4.loss_cls: 0.2132, d4.loss_bbox: 0.1604, d4.loss_iou: 0.3785, dn_loss_cls: 0.0410, dn_loss_bbox: 0.2909, dn_loss_iou: 0.3763, d0.dn_loss_cls: 0.0741, d0.dn_loss_bbox: 0.4311, d0.dn_loss_iou: 0.5173, d1.dn_loss_cls: 0.0492, d1.dn_loss_bbox: 0.3235, d1.dn_loss_iou: 0.4091, d2.dn_loss_cls: 0.0436, d2.dn_loss_bbox: 0.2986, d2.dn_loss_iou: 0.3846, d3.dn_loss_cls: 0.0418, d3.dn_loss_bbox: 0.2919, d3.dn_loss_iou: 0.3774, d4.dn_loss_cls: 0.0410, d4.dn_loss_bbox: 0.2909, d4.dn_loss_iou: 0.3762, loss: 10.2328, grad_norm: 27.9456 2023-11-22 18:17:28,182 - mmdet - INFO - Epoch [4][4200/7330] lr: 1.000e-05, eta: 11:53:24, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2766, interm_loss_bbox: 0.2103, interm_loss_iou: 0.4710, loss_cls: 0.2251, loss_bbox: 0.1682, loss_iou: 0.3924, d0.loss_cls: 0.2899, d0.loss_bbox: 0.1764, d0.loss_iou: 0.4177, d1.loss_cls: 0.2483, d1.loss_bbox: 0.1723, d1.loss_iou: 0.4011, d2.loss_cls: 0.2357, d2.loss_bbox: 0.1678, d2.loss_iou: 0.3928, d3.loss_cls: 0.2277, d3.loss_bbox: 0.1679, d3.loss_iou: 0.3930, d4.loss_cls: 0.2248, d4.loss_bbox: 0.1686, d4.loss_iou: 0.3929, dn_loss_cls: 0.0445, dn_loss_bbox: 0.3005, dn_loss_iou: 0.4106, d0.dn_loss_cls: 0.0760, d0.dn_loss_bbox: 0.4227, d0.dn_loss_iou: 0.5463, d1.dn_loss_cls: 0.0513, d1.dn_loss_bbox: 0.3279, d1.dn_loss_iou: 0.4420, d2.dn_loss_cls: 0.0461, d2.dn_loss_bbox: 0.3064, d2.dn_loss_iou: 0.4186, d3.dn_loss_cls: 0.0445, d3.dn_loss_bbox: 0.3010, d3.dn_loss_iou: 0.4116, d4.dn_loss_cls: 0.0440, d4.dn_loss_bbox: 0.3005, d4.dn_loss_iou: 0.4105, loss: 10.7256, grad_norm: 27.5880 2023-11-22 18:18:04,850 - mmdet - INFO - Epoch [4][4250/7330] lr: 1.000e-05, eta: 11:52:54, time: 0.733, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2725, interm_loss_bbox: 0.2064, interm_loss_iou: 0.4682, loss_cls: 0.2210, loss_bbox: 0.1652, loss_iou: 0.3937, d0.loss_cls: 0.2912, d0.loss_bbox: 0.1705, d0.loss_iou: 0.4153, d1.loss_cls: 0.2466, d1.loss_bbox: 0.1701, d1.loss_iou: 0.4037, d2.loss_cls: 0.2301, d2.loss_bbox: 0.1666, d2.loss_iou: 0.3960, d3.loss_cls: 0.2262, d3.loss_bbox: 0.1639, d3.loss_iou: 0.3935, d4.loss_cls: 0.2224, d4.loss_bbox: 0.1647, d4.loss_iou: 0.3942, dn_loss_cls: 0.0434, dn_loss_bbox: 0.3015, dn_loss_iou: 0.4013, d0.dn_loss_cls: 0.0763, d0.dn_loss_bbox: 0.4205, d0.dn_loss_iou: 0.5315, d1.dn_loss_cls: 0.0515, d1.dn_loss_bbox: 0.3274, d1.dn_loss_iou: 0.4303, d2.dn_loss_cls: 0.0463, d2.dn_loss_bbox: 0.3073, d2.dn_loss_iou: 0.4081, d3.dn_loss_cls: 0.0443, d3.dn_loss_bbox: 0.3020, d3.dn_loss_iou: 0.4023, d4.dn_loss_cls: 0.0435, d4.dn_loss_bbox: 0.3016, d4.dn_loss_iou: 0.4013, loss: 10.6227, grad_norm: 27.0750 2023-11-22 18:18:39,563 - mmdet - INFO - Epoch [4][4300/7330] lr: 1.000e-05, eta: 11:52:20, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2763, interm_loss_bbox: 0.2061, interm_loss_iou: 0.4581, loss_cls: 0.2190, loss_bbox: 0.1660, loss_iou: 0.3861, d0.loss_cls: 0.2882, d0.loss_bbox: 0.1730, d0.loss_iou: 0.4072, d1.loss_cls: 0.2443, d1.loss_bbox: 0.1717, d1.loss_iou: 0.3935, d2.loss_cls: 0.2312, d2.loss_bbox: 0.1661, d2.loss_iou: 0.3868, d3.loss_cls: 0.2237, d3.loss_bbox: 0.1656, d3.loss_iou: 0.3848, d4.loss_cls: 0.2197, d4.loss_bbox: 0.1663, d4.loss_iou: 0.3861, dn_loss_cls: 0.0412, dn_loss_bbox: 0.2844, dn_loss_iou: 0.3919, d0.dn_loss_cls: 0.0741, d0.dn_loss_bbox: 0.4145, d0.dn_loss_iou: 0.5260, d1.dn_loss_cls: 0.0489, d1.dn_loss_bbox: 0.3143, d1.dn_loss_iou: 0.4220, d2.dn_loss_cls: 0.0438, d2.dn_loss_bbox: 0.2921, d2.dn_loss_iou: 0.3998, d3.dn_loss_cls: 0.0421, d3.dn_loss_bbox: 0.2857, d3.dn_loss_iou: 0.3932, d4.dn_loss_cls: 0.0413, d4.dn_loss_bbox: 0.2844, d4.dn_loss_iou: 0.3918, loss: 10.4107, grad_norm: 27.4499 2023-11-22 18:19:14,297 - mmdet - INFO - Epoch [4][4350/7330] lr: 1.000e-05, eta: 11:51:45, time: 0.695, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2702, interm_loss_bbox: 0.2141, interm_loss_iou: 0.4697, loss_cls: 0.2165, loss_bbox: 0.1726, loss_iou: 0.3910, d0.loss_cls: 0.2891, d0.loss_bbox: 0.1742, d0.loss_iou: 0.4092, d1.loss_cls: 0.2470, d1.loss_bbox: 0.1712, d1.loss_iou: 0.3953, d2.loss_cls: 0.2308, d2.loss_bbox: 0.1681, d2.loss_iou: 0.3896, d3.loss_cls: 0.2208, d3.loss_bbox: 0.1712, d3.loss_iou: 0.3904, d4.loss_cls: 0.2172, d4.loss_bbox: 0.1724, d4.loss_iou: 0.3913, dn_loss_cls: 0.0426, dn_loss_bbox: 0.2977, dn_loss_iou: 0.3957, d0.dn_loss_cls: 0.0759, d0.dn_loss_bbox: 0.4322, d0.dn_loss_iou: 0.5329, d1.dn_loss_cls: 0.0507, d1.dn_loss_bbox: 0.3286, d1.dn_loss_iou: 0.4267, d2.dn_loss_cls: 0.0454, d2.dn_loss_bbox: 0.3044, d2.dn_loss_iou: 0.4032, d3.dn_loss_cls: 0.0436, d3.dn_loss_bbox: 0.2983, d3.dn_loss_iou: 0.3966, d4.dn_loss_cls: 0.0426, d4.dn_loss_bbox: 0.2977, d4.dn_loss_iou: 0.3956, loss: 10.5821, grad_norm: 28.5222 2023-11-22 18:19:48,936 - mmdet - INFO - Epoch [4][4400/7330] lr: 1.000e-05, eta: 11:51:11, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2774, interm_loss_bbox: 0.2121, interm_loss_iou: 0.4738, loss_cls: 0.2249, loss_bbox: 0.1681, loss_iou: 0.3983, d0.loss_cls: 0.2928, d0.loss_bbox: 0.1768, d0.loss_iou: 0.4205, d1.loss_cls: 0.2512, d1.loss_bbox: 0.1727, d1.loss_iou: 0.4061, d2.loss_cls: 0.2338, d2.loss_bbox: 0.1707, d2.loss_iou: 0.4008, d3.loss_cls: 0.2282, d3.loss_bbox: 0.1684, d3.loss_iou: 0.3979, d4.loss_cls: 0.2253, d4.loss_bbox: 0.1679, d4.loss_iou: 0.3985, dn_loss_cls: 0.0406, dn_loss_bbox: 0.2970, dn_loss_iou: 0.3940, d0.dn_loss_cls: 0.0752, d0.dn_loss_bbox: 0.4284, d0.dn_loss_iou: 0.5248, d1.dn_loss_cls: 0.0499, d1.dn_loss_bbox: 0.3254, d1.dn_loss_iou: 0.4222, d2.dn_loss_cls: 0.0438, d2.dn_loss_bbox: 0.3022, d2.dn_loss_iou: 0.4011, d3.dn_loss_cls: 0.0418, d3.dn_loss_bbox: 0.2975, d3.dn_loss_iou: 0.3948, d4.dn_loss_cls: 0.0408, d4.dn_loss_bbox: 0.2971, d4.dn_loss_iou: 0.3939, loss: 10.6366, grad_norm: 30.2150 2023-11-22 18:20:23,740 - mmdet - INFO - Epoch [4][4450/7330] lr: 1.000e-05, eta: 11:50:36, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2737, interm_loss_bbox: 0.2123, interm_loss_iou: 0.4596, loss_cls: 0.2206, loss_bbox: 0.1683, loss_iou: 0.3860, d0.loss_cls: 0.2869, d0.loss_bbox: 0.1739, d0.loss_iou: 0.4044, d1.loss_cls: 0.2492, d1.loss_bbox: 0.1692, d1.loss_iou: 0.3907, d2.loss_cls: 0.2323, d2.loss_bbox: 0.1670, d2.loss_iou: 0.3864, d3.loss_cls: 0.2243, d3.loss_bbox: 0.1674, d3.loss_iou: 0.3866, d4.loss_cls: 0.2221, d4.loss_bbox: 0.1674, d4.loss_iou: 0.3857, dn_loss_cls: 0.0409, dn_loss_bbox: 0.2908, dn_loss_iou: 0.3976, d0.dn_loss_cls: 0.0747, d0.dn_loss_bbox: 0.4110, d0.dn_loss_iou: 0.5236, d1.dn_loss_cls: 0.0495, d1.dn_loss_bbox: 0.3154, d1.dn_loss_iou: 0.4253, d2.dn_loss_cls: 0.0438, d2.dn_loss_bbox: 0.2957, d2.dn_loss_iou: 0.4046, d3.dn_loss_cls: 0.0419, d3.dn_loss_bbox: 0.2911, d3.dn_loss_iou: 0.3986, d4.dn_loss_cls: 0.0409, d4.dn_loss_bbox: 0.2909, d4.dn_loss_iou: 0.3975, loss: 10.4679, grad_norm: 26.6699 2023-11-22 18:20:57,781 - mmdet - INFO - Epoch [4][4500/7330] lr: 1.000e-05, eta: 11:50:00, time: 0.681, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2729, interm_loss_bbox: 0.2130, interm_loss_iou: 0.4648, loss_cls: 0.2199, loss_bbox: 0.1728, loss_iou: 0.3908, d0.loss_cls: 0.2854, d0.loss_bbox: 0.1800, d0.loss_iou: 0.4124, d1.loss_cls: 0.2433, d1.loss_bbox: 0.1777, d1.loss_iou: 0.3991, d2.loss_cls: 0.2289, d2.loss_bbox: 0.1744, d2.loss_iou: 0.3918, d3.loss_cls: 0.2225, d3.loss_bbox: 0.1724, d3.loss_iou: 0.3903, d4.loss_cls: 0.2203, d4.loss_bbox: 0.1726, d4.loss_iou: 0.3906, dn_loss_cls: 0.0399, dn_loss_bbox: 0.3013, dn_loss_iou: 0.3854, d0.dn_loss_cls: 0.0740, d0.dn_loss_bbox: 0.4345, d0.dn_loss_iou: 0.5225, d1.dn_loss_cls: 0.0483, d1.dn_loss_bbox: 0.3305, d1.dn_loss_iou: 0.4155, d2.dn_loss_cls: 0.0427, d2.dn_loss_bbox: 0.3077, d2.dn_loss_iou: 0.3935, d3.dn_loss_cls: 0.0408, d3.dn_loss_bbox: 0.3019, d3.dn_loss_iou: 0.3864, d4.dn_loss_cls: 0.0400, d4.dn_loss_bbox: 0.3013, d4.dn_loss_iou: 0.3854, loss: 10.5475, grad_norm: 26.7175 2023-11-22 18:21:32,320 - mmdet - INFO - Epoch [4][4550/7330] lr: 1.000e-05, eta: 11:49:25, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2681, interm_loss_bbox: 0.2081, interm_loss_iou: 0.4738, loss_cls: 0.2185, loss_bbox: 0.1652, loss_iou: 0.3964, d0.loss_cls: 0.2857, d0.loss_bbox: 0.1711, d0.loss_iou: 0.4175, d1.loss_cls: 0.2467, d1.loss_bbox: 0.1675, d1.loss_iou: 0.4037, d2.loss_cls: 0.2290, d2.loss_bbox: 0.1657, d2.loss_iou: 0.3975, d3.loss_cls: 0.2216, d3.loss_bbox: 0.1656, d3.loss_iou: 0.3974, d4.loss_cls: 0.2191, d4.loss_bbox: 0.1652, d4.loss_iou: 0.3970, dn_loss_cls: 0.0427, dn_loss_bbox: 0.2979, dn_loss_iou: 0.3941, d0.dn_loss_cls: 0.0759, d0.dn_loss_bbox: 0.4293, d0.dn_loss_iou: 0.5308, d1.dn_loss_cls: 0.0512, d1.dn_loss_bbox: 0.3269, d1.dn_loss_iou: 0.4241, d2.dn_loss_cls: 0.0456, d2.dn_loss_bbox: 0.3040, d2.dn_loss_iou: 0.4015, d3.dn_loss_cls: 0.0437, d3.dn_loss_bbox: 0.2986, d3.dn_loss_iou: 0.3951, d4.dn_loss_cls: 0.0428, d4.dn_loss_bbox: 0.2979, d4.dn_loss_iou: 0.3941, loss: 10.5766, grad_norm: 28.7910 2023-11-22 18:22:07,135 - mmdet - INFO - Epoch [4][4600/7330] lr: 1.000e-05, eta: 11:48:51, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2702, interm_loss_bbox: 0.2078, interm_loss_iou: 0.4454, loss_cls: 0.2165, loss_bbox: 0.1668, loss_iou: 0.3724, d0.loss_cls: 0.2855, d0.loss_bbox: 0.1705, d0.loss_iou: 0.3902, d1.loss_cls: 0.2460, d1.loss_bbox: 0.1670, d1.loss_iou: 0.3765, d2.loss_cls: 0.2284, d2.loss_bbox: 0.1652, d2.loss_iou: 0.3718, d3.loss_cls: 0.2226, d3.loss_bbox: 0.1644, d3.loss_iou: 0.3705, d4.loss_cls: 0.2185, d4.loss_bbox: 0.1653, d4.loss_iou: 0.3715, dn_loss_cls: 0.0406, dn_loss_bbox: 0.3085, dn_loss_iou: 0.3824, d0.dn_loss_cls: 0.0756, d0.dn_loss_bbox: 0.4475, d0.dn_loss_iou: 0.5205, d1.dn_loss_cls: 0.0499, d1.dn_loss_bbox: 0.3397, d1.dn_loss_iou: 0.4144, d2.dn_loss_cls: 0.0444, d2.dn_loss_bbox: 0.3153, d2.dn_loss_iou: 0.3903, d3.dn_loss_cls: 0.0423, d3.dn_loss_bbox: 0.3092, d3.dn_loss_iou: 0.3836, d4.dn_loss_cls: 0.0410, d4.dn_loss_bbox: 0.3084, d4.dn_loss_iou: 0.3823, loss: 10.3888, grad_norm: 27.0858 2023-11-22 18:22:41,473 - mmdet - INFO - Epoch [4][4650/7330] lr: 1.000e-05, eta: 11:48:16, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2687, interm_loss_bbox: 0.2023, interm_loss_iou: 0.4626, loss_cls: 0.2169, loss_bbox: 0.1603, loss_iou: 0.3846, d0.loss_cls: 0.2843, d0.loss_bbox: 0.1641, d0.loss_iou: 0.4026, d1.loss_cls: 0.2404, d1.loss_bbox: 0.1629, d1.loss_iou: 0.3918, d2.loss_cls: 0.2246, d2.loss_bbox: 0.1605, d2.loss_iou: 0.3862, d3.loss_cls: 0.2190, d3.loss_bbox: 0.1597, d3.loss_iou: 0.3847, d4.loss_cls: 0.2170, d4.loss_bbox: 0.1599, d4.loss_iou: 0.3847, dn_loss_cls: 0.0417, dn_loss_bbox: 0.2853, dn_loss_iou: 0.3910, d0.dn_loss_cls: 0.0760, d0.dn_loss_bbox: 0.4055, d0.dn_loss_iou: 0.5236, d1.dn_loss_cls: 0.0498, d1.dn_loss_bbox: 0.3110, d1.dn_loss_iou: 0.4204, d2.dn_loss_cls: 0.0449, d2.dn_loss_bbox: 0.2911, d2.dn_loss_iou: 0.3983, d3.dn_loss_cls: 0.0429, d3.dn_loss_bbox: 0.2859, d3.dn_loss_iou: 0.3919, d4.dn_loss_cls: 0.0418, d4.dn_loss_bbox: 0.2853, d4.dn_loss_iou: 0.3908, loss: 10.3149, grad_norm: 28.0716 2023-11-22 18:23:15,864 - mmdet - INFO - Epoch [4][4700/7330] lr: 1.000e-05, eta: 11:47:41, time: 0.688, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2689, interm_loss_bbox: 0.2137, interm_loss_iou: 0.4558, loss_cls: 0.2157, loss_bbox: 0.1651, loss_iou: 0.3784, d0.loss_cls: 0.2898, d0.loss_bbox: 0.1719, d0.loss_iou: 0.3986, d1.loss_cls: 0.2451, d1.loss_bbox: 0.1669, d1.loss_iou: 0.3851, d2.loss_cls: 0.2259, d2.loss_bbox: 0.1656, d2.loss_iou: 0.3808, d3.loss_cls: 0.2193, d3.loss_bbox: 0.1645, d3.loss_iou: 0.3792, d4.loss_cls: 0.2168, d4.loss_bbox: 0.1651, d4.loss_iou: 0.3784, dn_loss_cls: 0.0382, dn_loss_bbox: 0.2890, dn_loss_iou: 0.3796, d0.dn_loss_cls: 0.0722, d0.dn_loss_bbox: 0.4222, d0.dn_loss_iou: 0.5129, d1.dn_loss_cls: 0.0469, d1.dn_loss_bbox: 0.3176, d1.dn_loss_iou: 0.4088, d2.dn_loss_cls: 0.0414, d2.dn_loss_bbox: 0.2954, d2.dn_loss_iou: 0.3871, d3.dn_loss_cls: 0.0396, d3.dn_loss_bbox: 0.2899, d3.dn_loss_iou: 0.3806, d4.dn_loss_cls: 0.0386, d4.dn_loss_bbox: 0.2890, d4.dn_loss_iou: 0.3795, loss: 10.2793, grad_norm: 27.7215 2023-11-22 18:23:50,061 - mmdet - INFO - Epoch [4][4750/7330] lr: 1.000e-05, eta: 11:47:05, time: 0.684, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2693, interm_loss_bbox: 0.2123, interm_loss_iou: 0.4728, loss_cls: 0.2186, loss_bbox: 0.1665, loss_iou: 0.3937, d0.loss_cls: 0.2876, d0.loss_bbox: 0.1737, d0.loss_iou: 0.4150, d1.loss_cls: 0.2469, d1.loss_bbox: 0.1689, d1.loss_iou: 0.4010, d2.loss_cls: 0.2291, d2.loss_bbox: 0.1666, d2.loss_iou: 0.3951, d3.loss_cls: 0.2220, d3.loss_bbox: 0.1672, d3.loss_iou: 0.3944, d4.loss_cls: 0.2190, d4.loss_bbox: 0.1669, d4.loss_iou: 0.3936, dn_loss_cls: 0.0405, dn_loss_bbox: 0.2994, dn_loss_iou: 0.3906, d0.dn_loss_cls: 0.0742, d0.dn_loss_bbox: 0.4293, d0.dn_loss_iou: 0.5232, d1.dn_loss_cls: 0.0492, d1.dn_loss_bbox: 0.3284, d1.dn_loss_iou: 0.4200, d2.dn_loss_cls: 0.0435, d2.dn_loss_bbox: 0.3062, d2.dn_loss_iou: 0.3979, d3.dn_loss_cls: 0.0417, d3.dn_loss_bbox: 0.3004, d3.dn_loss_iou: 0.3917, d4.dn_loss_cls: 0.0408, d4.dn_loss_bbox: 0.2994, d4.dn_loss_iou: 0.3905, loss: 10.5471, grad_norm: 29.7417 2023-11-22 18:24:24,435 - mmdet - INFO - Epoch [4][4800/7330] lr: 1.000e-05, eta: 11:46:30, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2664, interm_loss_bbox: 0.2059, interm_loss_iou: 0.4646, loss_cls: 0.2078, loss_bbox: 0.1659, loss_iou: 0.3944, d0.loss_cls: 0.2787, d0.loss_bbox: 0.1685, d0.loss_iou: 0.4104, d1.loss_cls: 0.2366, d1.loss_bbox: 0.1670, d1.loss_iou: 0.3988, d2.loss_cls: 0.2186, d2.loss_bbox: 0.1654, d2.loss_iou: 0.3960, d3.loss_cls: 0.2122, d3.loss_bbox: 0.1650, d3.loss_iou: 0.3931, d4.loss_cls: 0.2083, d4.loss_bbox: 0.1655, d4.loss_iou: 0.3940, dn_loss_cls: 0.0389, dn_loss_bbox: 0.2706, dn_loss_iou: 0.3773, d0.dn_loss_cls: 0.0719, d0.dn_loss_bbox: 0.4067, d0.dn_loss_iou: 0.5120, d1.dn_loss_cls: 0.0469, d1.dn_loss_bbox: 0.3011, d1.dn_loss_iou: 0.4074, d2.dn_loss_cls: 0.0414, d2.dn_loss_bbox: 0.2771, d2.dn_loss_iou: 0.3844, d3.dn_loss_cls: 0.0395, d3.dn_loss_bbox: 0.2715, d3.dn_loss_iou: 0.3784, d4.dn_loss_cls: 0.0386, d4.dn_loss_bbox: 0.2706, d4.dn_loss_iou: 0.3772, loss: 10.1942, grad_norm: 27.7725 2023-11-22 18:24:58,788 - mmdet - INFO - Epoch [4][4850/7330] lr: 1.000e-05, eta: 11:45:54, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2666, interm_loss_bbox: 0.2078, interm_loss_iou: 0.4561, loss_cls: 0.2102, loss_bbox: 0.1680, loss_iou: 0.3819, d0.loss_cls: 0.2827, d0.loss_bbox: 0.1709, d0.loss_iou: 0.3989, d1.loss_cls: 0.2390, d1.loss_bbox: 0.1703, d1.loss_iou: 0.3891, d2.loss_cls: 0.2230, d2.loss_bbox: 0.1663, d2.loss_iou: 0.3813, d3.loss_cls: 0.2152, d3.loss_bbox: 0.1671, d3.loss_iou: 0.3812, d4.loss_cls: 0.2108, d4.loss_bbox: 0.1681, d4.loss_iou: 0.3820, dn_loss_cls: 0.0405, dn_loss_bbox: 0.2969, dn_loss_iou: 0.3822, d0.dn_loss_cls: 0.0751, d0.dn_loss_bbox: 0.4337, d0.dn_loss_iou: 0.5237, d1.dn_loss_cls: 0.0494, d1.dn_loss_bbox: 0.3291, d1.dn_loss_iou: 0.4145, d2.dn_loss_cls: 0.0439, d2.dn_loss_bbox: 0.3043, d2.dn_loss_iou: 0.3897, d3.dn_loss_cls: 0.0420, d3.dn_loss_bbox: 0.2980, d3.dn_loss_iou: 0.3832, d4.dn_loss_cls: 0.0408, d4.dn_loss_bbox: 0.2969, d4.dn_loss_iou: 0.3821, loss: 10.3624, grad_norm: 28.6468 2023-11-22 18:25:34,987 - mmdet - INFO - Epoch [4][4900/7330] lr: 1.000e-05, eta: 11:45:23, time: 0.724, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2723, interm_loss_bbox: 0.2112, interm_loss_iou: 0.4532, loss_cls: 0.2159, loss_bbox: 0.1694, loss_iou: 0.3858, d0.loss_cls: 0.2894, d0.loss_bbox: 0.1721, d0.loss_iou: 0.3991, d1.loss_cls: 0.2447, d1.loss_bbox: 0.1705, d1.loss_iou: 0.3892, d2.loss_cls: 0.2257, d2.loss_bbox: 0.1699, d2.loss_iou: 0.3858, d3.loss_cls: 0.2184, d3.loss_bbox: 0.1706, d3.loss_iou: 0.3860, d4.loss_cls: 0.2163, d4.loss_bbox: 0.1692, d4.loss_iou: 0.3859, dn_loss_cls: 0.0413, dn_loss_bbox: 0.2989, dn_loss_iou: 0.3858, d0.dn_loss_cls: 0.0765, d0.dn_loss_bbox: 0.4400, d0.dn_loss_iou: 0.5249, d1.dn_loss_cls: 0.0504, d1.dn_loss_bbox: 0.3304, d1.dn_loss_iou: 0.4179, d2.dn_loss_cls: 0.0446, d2.dn_loss_bbox: 0.3056, d2.dn_loss_iou: 0.3939, d3.dn_loss_cls: 0.0426, d3.dn_loss_bbox: 0.2996, d3.dn_loss_iou: 0.3868, d4.dn_loss_cls: 0.0416, d4.dn_loss_bbox: 0.2989, d4.dn_loss_iou: 0.3857, loss: 10.4662, grad_norm: 26.5600 2023-11-22 18:26:09,408 - mmdet - INFO - Epoch [4][4950/7330] lr: 1.000e-05, eta: 11:44:48, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2691, interm_loss_bbox: 0.2118, interm_loss_iou: 0.4469, loss_cls: 0.2092, loss_bbox: 0.1730, loss_iou: 0.3770, d0.loss_cls: 0.2817, d0.loss_bbox: 0.1743, d0.loss_iou: 0.3952, d1.loss_cls: 0.2382, d1.loss_bbox: 0.1742, d1.loss_iou: 0.3847, d2.loss_cls: 0.2204, d2.loss_bbox: 0.1734, d2.loss_iou: 0.3787, d3.loss_cls: 0.2136, d3.loss_bbox: 0.1721, d3.loss_iou: 0.3764, d4.loss_cls: 0.2099, d4.loss_bbox: 0.1733, d4.loss_iou: 0.3774, dn_loss_cls: 0.0378, dn_loss_bbox: 0.3071, dn_loss_iou: 0.3831, d0.dn_loss_cls: 0.0716, d0.dn_loss_bbox: 0.4349, d0.dn_loss_iou: 0.5160, d1.dn_loss_cls: 0.0464, d1.dn_loss_bbox: 0.3351, d1.dn_loss_iou: 0.4127, d2.dn_loss_cls: 0.0407, d2.dn_loss_bbox: 0.3135, d2.dn_loss_iou: 0.3913, d3.dn_loss_cls: 0.0390, d3.dn_loss_bbox: 0.3077, d3.dn_loss_iou: 0.3843, d4.dn_loss_cls: 0.0381, d4.dn_loss_bbox: 0.3071, d4.dn_loss_iou: 0.3830, loss: 10.3799, grad_norm: 28.2533 2023-11-22 18:26:44,045 - mmdet - INFO - Epoch [4][5000/7330] lr: 1.000e-05, eta: 11:44:13, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2733, interm_loss_bbox: 0.2058, interm_loss_iou: 0.4622, loss_cls: 0.2207, loss_bbox: 0.1658, loss_iou: 0.3909, d0.loss_cls: 0.2855, d0.loss_bbox: 0.1713, d0.loss_iou: 0.4108, d1.loss_cls: 0.2463, d1.loss_bbox: 0.1672, d1.loss_iou: 0.3968, d2.loss_cls: 0.2327, d2.loss_bbox: 0.1645, d2.loss_iou: 0.3911, d3.loss_cls: 0.2251, d3.loss_bbox: 0.1657, d3.loss_iou: 0.3906, d4.loss_cls: 0.2224, d4.loss_bbox: 0.1650, d4.loss_iou: 0.3903, dn_loss_cls: 0.0407, dn_loss_bbox: 0.2780, dn_loss_iou: 0.3879, d0.dn_loss_cls: 0.0746, d0.dn_loss_bbox: 0.4105, d0.dn_loss_iou: 0.5199, d1.dn_loss_cls: 0.0497, d1.dn_loss_bbox: 0.3075, d1.dn_loss_iou: 0.4169, d2.dn_loss_cls: 0.0443, d2.dn_loss_bbox: 0.2843, d2.dn_loss_iou: 0.3952, d3.dn_loss_cls: 0.0423, d3.dn_loss_bbox: 0.2786, d3.dn_loss_iou: 0.3888, d4.dn_loss_cls: 0.0410, d4.dn_loss_bbox: 0.2780, d4.dn_loss_iou: 0.3878, loss: 10.3698, grad_norm: 27.8817 2023-11-22 18:27:19,099 - mmdet - INFO - Epoch [4][5050/7330] lr: 1.000e-05, eta: 11:43:40, time: 0.701, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2760, interm_loss_bbox: 0.2056, interm_loss_iou: 0.4623, loss_cls: 0.2235, loss_bbox: 0.1643, loss_iou: 0.3855, d0.loss_cls: 0.2905, d0.loss_bbox: 0.1696, d0.loss_iou: 0.4059, d1.loss_cls: 0.2514, d1.loss_bbox: 0.1672, d1.loss_iou: 0.3921, d2.loss_cls: 0.2360, d2.loss_bbox: 0.1624, d2.loss_iou: 0.3849, d3.loss_cls: 0.2280, d3.loss_bbox: 0.1633, d3.loss_iou: 0.3842, d4.loss_cls: 0.2243, d4.loss_bbox: 0.1643, d4.loss_iou: 0.3855, dn_loss_cls: 0.0426, dn_loss_bbox: 0.2994, dn_loss_iou: 0.3980, d0.dn_loss_cls: 0.0746, d0.dn_loss_bbox: 0.4265, d0.dn_loss_iou: 0.5315, d1.dn_loss_cls: 0.0503, d1.dn_loss_bbox: 0.3282, d1.dn_loss_iou: 0.4278, d2.dn_loss_cls: 0.0451, d2.dn_loss_bbox: 0.3057, d2.dn_loss_iou: 0.4052, d3.dn_loss_cls: 0.0432, d3.dn_loss_bbox: 0.3001, d3.dn_loss_iou: 0.3991, d4.dn_loss_cls: 0.0425, d4.dn_loss_bbox: 0.2994, d4.dn_loss_iou: 0.3979, loss: 10.5439, grad_norm: 27.3861 2023-11-22 18:27:53,879 - mmdet - INFO - Epoch [4][5100/7330] lr: 1.000e-05, eta: 11:43:05, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2737, interm_loss_bbox: 0.2077, interm_loss_iou: 0.4675, loss_cls: 0.2272, loss_bbox: 0.1673, loss_iou: 0.3908, d0.loss_cls: 0.2908, d0.loss_bbox: 0.1730, d0.loss_iou: 0.4148, d1.loss_cls: 0.2543, d1.loss_bbox: 0.1691, d1.loss_iou: 0.3975, d2.loss_cls: 0.2388, d2.loss_bbox: 0.1658, d2.loss_iou: 0.3894, d3.loss_cls: 0.2298, d3.loss_bbox: 0.1669, d3.loss_iou: 0.3907, d4.loss_cls: 0.2273, d4.loss_bbox: 0.1673, d4.loss_iou: 0.3916, dn_loss_cls: 0.0420, dn_loss_bbox: 0.3103, dn_loss_iou: 0.3936, d0.dn_loss_cls: 0.0759, d0.dn_loss_bbox: 0.4333, d0.dn_loss_iou: 0.5256, d1.dn_loss_cls: 0.0499, d1.dn_loss_bbox: 0.3384, d1.dn_loss_iou: 0.4225, d2.dn_loss_cls: 0.0443, d2.dn_loss_bbox: 0.3157, d2.dn_loss_iou: 0.4004, d3.dn_loss_cls: 0.0427, d3.dn_loss_bbox: 0.3107, d3.dn_loss_iou: 0.3944, d4.dn_loss_cls: 0.0420, d4.dn_loss_bbox: 0.3103, d4.dn_loss_iou: 0.3935, loss: 10.6472, grad_norm: 27.4254 2023-11-22 18:28:28,484 - mmdet - INFO - Epoch [4][5150/7330] lr: 1.000e-05, eta: 11:42:30, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2657, interm_loss_bbox: 0.2009, interm_loss_iou: 0.4596, loss_cls: 0.2147, loss_bbox: 0.1584, loss_iou: 0.3787, d0.loss_cls: 0.2838, d0.loss_bbox: 0.1636, d0.loss_iou: 0.4020, d1.loss_cls: 0.2426, d1.loss_bbox: 0.1611, d1.loss_iou: 0.3853, d2.loss_cls: 0.2260, d2.loss_bbox: 0.1574, d2.loss_iou: 0.3788, d3.loss_cls: 0.2186, d3.loss_bbox: 0.1576, d3.loss_iou: 0.3780, d4.loss_cls: 0.2156, d4.loss_bbox: 0.1578, d4.loss_iou: 0.3780, dn_loss_cls: 0.0394, dn_loss_bbox: 0.2921, dn_loss_iou: 0.3850, d0.dn_loss_cls: 0.0722, d0.dn_loss_bbox: 0.4193, d0.dn_loss_iou: 0.5188, d1.dn_loss_cls: 0.0472, d1.dn_loss_bbox: 0.3219, d1.dn_loss_iou: 0.4154, d2.dn_loss_cls: 0.0421, d2.dn_loss_bbox: 0.2995, d2.dn_loss_iou: 0.3931, d3.dn_loss_cls: 0.0405, d3.dn_loss_bbox: 0.2931, d3.dn_loss_iou: 0.3863, d4.dn_loss_cls: 0.0396, d4.dn_loss_bbox: 0.2921, d4.dn_loss_iou: 0.3849, loss: 10.2666, grad_norm: 25.7748 2023-11-22 18:29:03,173 - mmdet - INFO - Epoch [4][5200/7330] lr: 1.000e-05, eta: 11:41:56, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2630, interm_loss_bbox: 0.2054, interm_loss_iou: 0.4668, loss_cls: 0.2101, loss_bbox: 0.1587, loss_iou: 0.3901, d0.loss_cls: 0.2766, d0.loss_bbox: 0.1668, d0.loss_iou: 0.4121, d1.loss_cls: 0.2367, d1.loss_bbox: 0.1643, d1.loss_iou: 0.3990, d2.loss_cls: 0.2218, d2.loss_bbox: 0.1588, d2.loss_iou: 0.3920, d3.loss_cls: 0.2145, d3.loss_bbox: 0.1575, d3.loss_iou: 0.3901, d4.loss_cls: 0.2116, d4.loss_bbox: 0.1572, d4.loss_iou: 0.3894, dn_loss_cls: 0.0387, dn_loss_bbox: 0.2876, dn_loss_iou: 0.3815, d0.dn_loss_cls: 0.0729, d0.dn_loss_bbox: 0.4214, d0.dn_loss_iou: 0.5173, d1.dn_loss_cls: 0.0476, d1.dn_loss_bbox: 0.3170, d1.dn_loss_iou: 0.4121, d2.dn_loss_cls: 0.0419, d2.dn_loss_bbox: 0.2940, d2.dn_loss_iou: 0.3892, d3.dn_loss_cls: 0.0398, d3.dn_loss_bbox: 0.2883, d3.dn_loss_iou: 0.3827, d4.dn_loss_cls: 0.0389, d4.dn_loss_bbox: 0.2876, d4.dn_loss_iou: 0.3815, loss: 10.2828, grad_norm: 26.9331 2023-11-22 18:29:37,951 - mmdet - INFO - Epoch [4][5250/7330] lr: 1.000e-05, eta: 11:41:21, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2815, interm_loss_bbox: 0.2159, interm_loss_iou: 0.4826, loss_cls: 0.2246, loss_bbox: 0.1749, loss_iou: 0.4066, d0.loss_cls: 0.2959, d0.loss_bbox: 0.1786, d0.loss_iou: 0.4242, d1.loss_cls: 0.2523, d1.loss_bbox: 0.1768, d1.loss_iou: 0.4122, d2.loss_cls: 0.2370, d2.loss_bbox: 0.1730, d2.loss_iou: 0.4053, d3.loss_cls: 0.2292, d3.loss_bbox: 0.1733, d3.loss_iou: 0.4060, d4.loss_cls: 0.2249, d4.loss_bbox: 0.1746, d4.loss_iou: 0.4067, dn_loss_cls: 0.0407, dn_loss_bbox: 0.3081, dn_loss_iou: 0.4033, d0.dn_loss_cls: 0.0751, d0.dn_loss_bbox: 0.4405, d0.dn_loss_iou: 0.5395, d1.dn_loss_cls: 0.0492, d1.dn_loss_bbox: 0.3360, d1.dn_loss_iou: 0.4328, d2.dn_loss_cls: 0.0442, d2.dn_loss_bbox: 0.3132, d2.dn_loss_iou: 0.4102, d3.dn_loss_cls: 0.0421, d3.dn_loss_bbox: 0.3085, d3.dn_loss_iou: 0.4042, d4.dn_loss_cls: 0.0410, d4.dn_loss_bbox: 0.3080, d4.dn_loss_iou: 0.4032, loss: 10.8558, grad_norm: 27.8340 2023-11-22 18:30:12,471 - mmdet - INFO - Epoch [4][5300/7330] lr: 1.000e-05, eta: 11:40:47, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2715, interm_loss_bbox: 0.2129, interm_loss_iou: 0.4613, loss_cls: 0.2230, loss_bbox: 0.1710, loss_iou: 0.3886, d0.loss_cls: 0.2879, d0.loss_bbox: 0.1774, d0.loss_iou: 0.4069, d1.loss_cls: 0.2496, d1.loss_bbox: 0.1731, d1.loss_iou: 0.3953, d2.loss_cls: 0.2354, d2.loss_bbox: 0.1702, d2.loss_iou: 0.3886, d3.loss_cls: 0.2258, d3.loss_bbox: 0.1719, d3.loss_iou: 0.3894, d4.loss_cls: 0.2224, d4.loss_bbox: 0.1715, d4.loss_iou: 0.3898, dn_loss_cls: 0.0405, dn_loss_bbox: 0.3175, dn_loss_iou: 0.4070, d0.dn_loss_cls: 0.0740, d0.dn_loss_bbox: 0.4464, d0.dn_loss_iou: 0.5377, d1.dn_loss_cls: 0.0486, d1.dn_loss_bbox: 0.3489, d1.dn_loss_iou: 0.4377, d2.dn_loss_cls: 0.0436, d2.dn_loss_bbox: 0.3247, d2.dn_loss_iou: 0.4148, d3.dn_loss_cls: 0.0415, d3.dn_loss_bbox: 0.3183, d3.dn_loss_iou: 0.4080, d4.dn_loss_cls: 0.0405, d4.dn_loss_bbox: 0.3175, d4.dn_loss_iou: 0.4069, loss: 10.7576, grad_norm: 28.1030 2023-11-22 18:30:47,149 - mmdet - INFO - Epoch [4][5350/7330] lr: 1.000e-05, eta: 11:40:12, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2666, interm_loss_bbox: 0.1949, interm_loss_iou: 0.4660, loss_cls: 0.2127, loss_bbox: 0.1607, loss_iou: 0.3945, d0.loss_cls: 0.2831, d0.loss_bbox: 0.1630, d0.loss_iou: 0.4148, d1.loss_cls: 0.2404, d1.loss_bbox: 0.1622, d1.loss_iou: 0.4015, d2.loss_cls: 0.2252, d2.loss_bbox: 0.1600, d2.loss_iou: 0.3946, d3.loss_cls: 0.2169, d3.loss_bbox: 0.1597, d3.loss_iou: 0.3941, d4.loss_cls: 0.2139, d4.loss_bbox: 0.1598, d4.loss_iou: 0.3947, dn_loss_cls: 0.0395, dn_loss_bbox: 0.2945, dn_loss_iou: 0.3908, d0.dn_loss_cls: 0.0729, d0.dn_loss_bbox: 0.4210, d0.dn_loss_iou: 0.5261, d1.dn_loss_cls: 0.0475, d1.dn_loss_bbox: 0.3250, d1.dn_loss_iou: 0.4217, d2.dn_loss_cls: 0.0424, d2.dn_loss_bbox: 0.3017, d2.dn_loss_iou: 0.3984, d3.dn_loss_cls: 0.0406, d3.dn_loss_bbox: 0.2954, d3.dn_loss_iou: 0.3920, d4.dn_loss_cls: 0.0397, d4.dn_loss_bbox: 0.2945, d4.dn_loss_iou: 0.3907, loss: 10.4136, grad_norm: 28.5073 2023-11-22 18:31:21,719 - mmdet - INFO - Epoch [4][5400/7330] lr: 1.000e-05, eta: 11:39:37, time: 0.692, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2771, interm_loss_bbox: 0.2061, interm_loss_iou: 0.4659, loss_cls: 0.2263, loss_bbox: 0.1683, loss_iou: 0.3927, d0.loss_cls: 0.2937, d0.loss_bbox: 0.1720, d0.loss_iou: 0.4137, d1.loss_cls: 0.2527, d1.loss_bbox: 0.1703, d1.loss_iou: 0.4016, d2.loss_cls: 0.2394, d2.loss_bbox: 0.1662, d2.loss_iou: 0.3925, d3.loss_cls: 0.2299, d3.loss_bbox: 0.1674, d3.loss_iou: 0.3928, d4.loss_cls: 0.2256, d4.loss_bbox: 0.1690, d4.loss_iou: 0.3933, dn_loss_cls: 0.0451, dn_loss_bbox: 0.3129, dn_loss_iou: 0.4113, d0.dn_loss_cls: 0.0784, d0.dn_loss_bbox: 0.4374, d0.dn_loss_iou: 0.5427, d1.dn_loss_cls: 0.0537, d1.dn_loss_bbox: 0.3405, d1.dn_loss_iou: 0.4408, d2.dn_loss_cls: 0.0481, d2.dn_loss_bbox: 0.3191, d2.dn_loss_iou: 0.4193, d3.dn_loss_cls: 0.0461, d3.dn_loss_bbox: 0.3138, d3.dn_loss_iou: 0.4125, d4.dn_loss_cls: 0.0449, d4.dn_loss_bbox: 0.3129, d4.dn_loss_iou: 0.4113, loss: 10.8072, grad_norm: 25.7761 2023-11-22 18:31:56,408 - mmdet - INFO - Epoch [4][5450/7330] lr: 1.000e-05, eta: 11:39:03, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2707, interm_loss_bbox: 0.1997, interm_loss_iou: 0.4612, loss_cls: 0.2185, loss_bbox: 0.1600, loss_iou: 0.3927, d0.loss_cls: 0.2822, d0.loss_bbox: 0.1699, d0.loss_iou: 0.4131, d1.loss_cls: 0.2415, d1.loss_bbox: 0.1666, d1.loss_iou: 0.4005, d2.loss_cls: 0.2276, d2.loss_bbox: 0.1623, d2.loss_iou: 0.3952, d3.loss_cls: 0.2212, d3.loss_bbox: 0.1613, d3.loss_iou: 0.3940, d4.loss_cls: 0.2191, d4.loss_bbox: 0.1601, d4.loss_iou: 0.3932, dn_loss_cls: 0.0400, dn_loss_bbox: 0.2979, dn_loss_iou: 0.3936, d0.dn_loss_cls: 0.0750, d0.dn_loss_bbox: 0.4284, d0.dn_loss_iou: 0.5251, d1.dn_loss_cls: 0.0487, d1.dn_loss_bbox: 0.3273, d1.dn_loss_iou: 0.4225, d2.dn_loss_cls: 0.0430, d2.dn_loss_bbox: 0.3050, d2.dn_loss_iou: 0.4016, d3.dn_loss_cls: 0.0410, d3.dn_loss_bbox: 0.2987, d3.dn_loss_iou: 0.3947, d4.dn_loss_cls: 0.0401, d4.dn_loss_bbox: 0.2979, d4.dn_loss_iou: 0.3935, loss: 10.4846, grad_norm: 27.9018 2023-11-22 18:32:31,180 - mmdet - INFO - Epoch [4][5500/7330] lr: 1.000e-05, eta: 11:38:28, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2709, interm_loss_bbox: 0.2088, interm_loss_iou: 0.4696, loss_cls: 0.2205, loss_bbox: 0.1643, loss_iou: 0.3968, d0.loss_cls: 0.2859, d0.loss_bbox: 0.1728, d0.loss_iou: 0.4162, d1.loss_cls: 0.2472, d1.loss_bbox: 0.1680, d1.loss_iou: 0.4021, d2.loss_cls: 0.2305, d2.loss_bbox: 0.1649, d2.loss_iou: 0.3977, d3.loss_cls: 0.2243, d3.loss_bbox: 0.1636, d3.loss_iou: 0.3969, d4.loss_cls: 0.2212, d4.loss_bbox: 0.1639, d4.loss_iou: 0.3961, dn_loss_cls: 0.0386, dn_loss_bbox: 0.2991, dn_loss_iou: 0.3918, d0.dn_loss_cls: 0.0739, d0.dn_loss_bbox: 0.4311, d0.dn_loss_iou: 0.5226, d1.dn_loss_cls: 0.0480, d1.dn_loss_bbox: 0.3300, d1.dn_loss_iou: 0.4211, d2.dn_loss_cls: 0.0422, d2.dn_loss_bbox: 0.3060, d2.dn_loss_iou: 0.3990, d3.dn_loss_cls: 0.0399, d3.dn_loss_bbox: 0.2999, d3.dn_loss_iou: 0.3928, d4.dn_loss_cls: 0.0388, d4.dn_loss_bbox: 0.2992, d4.dn_loss_iou: 0.3918, loss: 10.5479, grad_norm: 28.2756 2023-11-22 18:33:05,497 - mmdet - INFO - Epoch [4][5550/7330] lr: 1.000e-05, eta: 11:37:53, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2713, interm_loss_bbox: 0.2096, interm_loss_iou: 0.4614, loss_cls: 0.2176, loss_bbox: 0.1686, loss_iou: 0.3867, d0.loss_cls: 0.2853, d0.loss_bbox: 0.1744, d0.loss_iou: 0.4036, d1.loss_cls: 0.2411, d1.loss_bbox: 0.1738, d1.loss_iou: 0.3945, d2.loss_cls: 0.2285, d2.loss_bbox: 0.1684, d2.loss_iou: 0.3876, d3.loss_cls: 0.2216, d3.loss_bbox: 0.1685, d3.loss_iou: 0.3872, d4.loss_cls: 0.2180, d4.loss_bbox: 0.1688, d4.loss_iou: 0.3873, dn_loss_cls: 0.0409, dn_loss_bbox: 0.3110, dn_loss_iou: 0.3821, d0.dn_loss_cls: 0.0730, d0.dn_loss_bbox: 0.4357, d0.dn_loss_iou: 0.5116, d1.dn_loss_cls: 0.0486, d1.dn_loss_bbox: 0.3375, d1.dn_loss_iou: 0.4094, d2.dn_loss_cls: 0.0438, d2.dn_loss_bbox: 0.3166, d2.dn_loss_iou: 0.3892, d3.dn_loss_cls: 0.0419, d3.dn_loss_bbox: 0.3116, d3.dn_loss_iou: 0.3831, d4.dn_loss_cls: 0.0412, d4.dn_loss_bbox: 0.3110, d4.dn_loss_iou: 0.3820, loss: 10.4940, grad_norm: 26.3312 2023-11-22 18:33:39,836 - mmdet - INFO - Epoch [4][5600/7330] lr: 1.000e-05, eta: 11:37:17, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2760, interm_loss_bbox: 0.2024, interm_loss_iou: 0.4761, loss_cls: 0.2228, loss_bbox: 0.1619, loss_iou: 0.4015, d0.loss_cls: 0.2891, d0.loss_bbox: 0.1650, d0.loss_iou: 0.4205, d1.loss_cls: 0.2474, d1.loss_bbox: 0.1654, d1.loss_iou: 0.4079, d2.loss_cls: 0.2324, d2.loss_bbox: 0.1631, d2.loss_iou: 0.4026, d3.loss_cls: 0.2248, d3.loss_bbox: 0.1632, d3.loss_iou: 0.4027, d4.loss_cls: 0.2231, d4.loss_bbox: 0.1621, d4.loss_iou: 0.4018, dn_loss_cls: 0.0430, dn_loss_bbox: 0.2905, dn_loss_iou: 0.4031, d0.dn_loss_cls: 0.0766, d0.dn_loss_bbox: 0.4163, d0.dn_loss_iou: 0.5345, d1.dn_loss_cls: 0.0516, d1.dn_loss_bbox: 0.3184, d1.dn_loss_iou: 0.4318, d2.dn_loss_cls: 0.0455, d2.dn_loss_bbox: 0.2968, d2.dn_loss_iou: 0.4105, d3.dn_loss_cls: 0.0437, d3.dn_loss_bbox: 0.2910, d3.dn_loss_iou: 0.4039, d4.dn_loss_cls: 0.0431, d4.dn_loss_bbox: 0.2905, d4.dn_loss_iou: 0.4030, loss: 10.6059, grad_norm: 28.8323 2023-11-22 18:34:13,980 - mmdet - INFO - Epoch [4][5650/7330] lr: 1.000e-05, eta: 11:36:42, time: 0.683, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2709, interm_loss_bbox: 0.2098, interm_loss_iou: 0.4520, loss_cls: 0.2214, loss_bbox: 0.1670, loss_iou: 0.3768, d0.loss_cls: 0.2848, d0.loss_bbox: 0.1765, d0.loss_iou: 0.4002, d1.loss_cls: 0.2447, d1.loss_bbox: 0.1724, d1.loss_iou: 0.3846, d2.loss_cls: 0.2300, d2.loss_bbox: 0.1685, d2.loss_iou: 0.3776, d3.loss_cls: 0.2244, d3.loss_bbox: 0.1670, d3.loss_iou: 0.3770, d4.loss_cls: 0.2225, d4.loss_bbox: 0.1661, d4.loss_iou: 0.3761, dn_loss_cls: 0.0366, dn_loss_bbox: 0.2778, dn_loss_iou: 0.3874, d0.dn_loss_cls: 0.0699, d0.dn_loss_bbox: 0.4002, d0.dn_loss_iou: 0.5191, d1.dn_loss_cls: 0.0444, d1.dn_loss_bbox: 0.3062, d1.dn_loss_iou: 0.4161, d2.dn_loss_cls: 0.0392, d2.dn_loss_bbox: 0.2844, d2.dn_loss_iou: 0.3952, d3.dn_loss_cls: 0.0376, d3.dn_loss_bbox: 0.2788, d3.dn_loss_iou: 0.3885, d4.dn_loss_cls: 0.0368, d4.dn_loss_bbox: 0.2778, d4.dn_loss_iou: 0.3874, loss: 10.2535, grad_norm: 26.7969 2023-11-22 18:34:48,101 - mmdet - INFO - Epoch [4][5700/7330] lr: 1.000e-05, eta: 11:36:06, time: 0.682, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2777, interm_loss_bbox: 0.2170, interm_loss_iou: 0.4713, loss_cls: 0.2309, loss_bbox: 0.1678, loss_iou: 0.3921, d0.loss_cls: 0.2941, d0.loss_bbox: 0.1778, d0.loss_iou: 0.4141, d1.loss_cls: 0.2570, d1.loss_bbox: 0.1714, d1.loss_iou: 0.3993, d2.loss_cls: 0.2412, d2.loss_bbox: 0.1678, d2.loss_iou: 0.3918, d3.loss_cls: 0.2338, d3.loss_bbox: 0.1675, d3.loss_iou: 0.3925, d4.loss_cls: 0.2314, d4.loss_bbox: 0.1675, d4.loss_iou: 0.3917, dn_loss_cls: 0.0420, dn_loss_bbox: 0.3172, dn_loss_iou: 0.4022, d0.dn_loss_cls: 0.0759, d0.dn_loss_bbox: 0.4522, d0.dn_loss_iou: 0.5382, d1.dn_loss_cls: 0.0506, d1.dn_loss_bbox: 0.3487, d1.dn_loss_iou: 0.4335, d2.dn_loss_cls: 0.0451, d2.dn_loss_bbox: 0.3244, d2.dn_loss_iou: 0.4109, d3.dn_loss_cls: 0.0431, d3.dn_loss_bbox: 0.3179, d3.dn_loss_iou: 0.4033, d4.dn_loss_cls: 0.0422, d4.dn_loss_bbox: 0.3172, d4.dn_loss_iou: 0.4022, loss: 10.8227, grad_norm: 26.4022 2023-11-22 18:35:22,517 - mmdet - INFO - Epoch [4][5750/7330] lr: 1.000e-05, eta: 11:35:31, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2658, interm_loss_bbox: 0.2028, interm_loss_iou: 0.4607, loss_cls: 0.2182, loss_bbox: 0.1581, loss_iou: 0.3833, d0.loss_cls: 0.2819, d0.loss_bbox: 0.1680, d0.loss_iou: 0.4056, d1.loss_cls: 0.2399, d1.loss_bbox: 0.1650, d1.loss_iou: 0.3904, d2.loss_cls: 0.2287, d2.loss_bbox: 0.1583, d2.loss_iou: 0.3832, d3.loss_cls: 0.2214, d3.loss_bbox: 0.1577, d3.loss_iou: 0.3833, d4.loss_cls: 0.2181, d4.loss_bbox: 0.1582, d4.loss_iou: 0.3837, dn_loss_cls: 0.0394, dn_loss_bbox: 0.2798, dn_loss_iou: 0.3852, d0.dn_loss_cls: 0.0736, d0.dn_loss_bbox: 0.4050, d0.dn_loss_iou: 0.5185, d1.dn_loss_cls: 0.0482, d1.dn_loss_bbox: 0.3052, d1.dn_loss_iou: 0.4137, d2.dn_loss_cls: 0.0429, d2.dn_loss_bbox: 0.2852, d2.dn_loss_iou: 0.3921, d3.dn_loss_cls: 0.0410, d3.dn_loss_bbox: 0.2802, d3.dn_loss_iou: 0.3860, d4.dn_loss_cls: 0.0398, d4.dn_loss_bbox: 0.2799, d4.dn_loss_iou: 0.3852, loss: 10.2333, grad_norm: 28.8117 2023-11-22 18:35:57,471 - mmdet - INFO - Epoch [4][5800/7330] lr: 1.000e-05, eta: 11:34:57, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2624, interm_loss_bbox: 0.2054, interm_loss_iou: 0.4495, loss_cls: 0.2092, loss_bbox: 0.1629, loss_iou: 0.3766, d0.loss_cls: 0.2771, d0.loss_bbox: 0.1708, d0.loss_iou: 0.3984, d1.loss_cls: 0.2346, d1.loss_bbox: 0.1694, d1.loss_iou: 0.3864, d2.loss_cls: 0.2213, d2.loss_bbox: 0.1636, d2.loss_iou: 0.3776, d3.loss_cls: 0.2120, d3.loss_bbox: 0.1641, d3.loss_iou: 0.3784, d4.loss_cls: 0.2100, d4.loss_bbox: 0.1623, d4.loss_iou: 0.3761, dn_loss_cls: 0.0377, dn_loss_bbox: 0.2907, dn_loss_iou: 0.3837, d0.dn_loss_cls: 0.0717, d0.dn_loss_bbox: 0.4238, d0.dn_loss_iou: 0.5190, d1.dn_loss_cls: 0.0470, d1.dn_loss_bbox: 0.3205, d1.dn_loss_iou: 0.4142, d2.dn_loss_cls: 0.0411, d2.dn_loss_bbox: 0.2978, d2.dn_loss_iou: 0.3916, d3.dn_loss_cls: 0.0390, d3.dn_loss_bbox: 0.2919, d3.dn_loss_iou: 0.3849, d4.dn_loss_cls: 0.0379, d4.dn_loss_bbox: 0.2907, d4.dn_loss_iou: 0.3837, loss: 10.2352, grad_norm: 26.2204 2023-11-22 18:36:31,760 - mmdet - INFO - Epoch [4][5850/7330] lr: 1.000e-05, eta: 11:34:21, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2767, interm_loss_bbox: 0.2094, interm_loss_iou: 0.4714, loss_cls: 0.2251, loss_bbox: 0.1631, loss_iou: 0.3948, d0.loss_cls: 0.2927, d0.loss_bbox: 0.1712, d0.loss_iou: 0.4157, d1.loss_cls: 0.2529, d1.loss_bbox: 0.1657, d1.loss_iou: 0.4020, d2.loss_cls: 0.2369, d2.loss_bbox: 0.1639, d2.loss_iou: 0.3951, d3.loss_cls: 0.2283, d3.loss_bbox: 0.1639, d3.loss_iou: 0.3958, d4.loss_cls: 0.2264, d4.loss_bbox: 0.1629, d4.loss_iou: 0.3945, dn_loss_cls: 0.0416, dn_loss_bbox: 0.2997, dn_loss_iou: 0.3982, d0.dn_loss_cls: 0.0759, d0.dn_loss_bbox: 0.4346, d0.dn_loss_iou: 0.5339, d1.dn_loss_cls: 0.0503, d1.dn_loss_bbox: 0.3288, d1.dn_loss_iou: 0.4280, d2.dn_loss_cls: 0.0447, d2.dn_loss_bbox: 0.3066, d2.dn_loss_iou: 0.4060, d3.dn_loss_cls: 0.0429, d3.dn_loss_bbox: 0.3004, d3.dn_loss_iou: 0.3993, d4.dn_loss_cls: 0.0419, d4.dn_loss_bbox: 0.2997, d4.dn_loss_iou: 0.3982, loss: 10.6388, grad_norm: 26.5119 2023-11-22 18:37:06,505 - mmdet - INFO - Epoch [4][5900/7330] lr: 1.000e-05, eta: 11:33:47, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2731, interm_loss_bbox: 0.2030, interm_loss_iou: 0.4686, loss_cls: 0.2236, loss_bbox: 0.1609, loss_iou: 0.3981, d0.loss_cls: 0.2877, d0.loss_bbox: 0.1665, d0.loss_iou: 0.4152, d1.loss_cls: 0.2492, d1.loss_bbox: 0.1638, d1.loss_iou: 0.4025, d2.loss_cls: 0.2344, d2.loss_bbox: 0.1610, d2.loss_iou: 0.3979, d3.loss_cls: 0.2273, d3.loss_bbox: 0.1608, d3.loss_iou: 0.3978, d4.loss_cls: 0.2244, d4.loss_bbox: 0.1601, d4.loss_iou: 0.3979, dn_loss_cls: 0.0422, dn_loss_bbox: 0.2835, dn_loss_iou: 0.3952, d0.dn_loss_cls: 0.0758, d0.dn_loss_bbox: 0.3973, d0.dn_loss_iou: 0.5206, d1.dn_loss_cls: 0.0500, d1.dn_loss_bbox: 0.3073, d1.dn_loss_iou: 0.4229, d2.dn_loss_cls: 0.0449, d2.dn_loss_bbox: 0.2888, d2.dn_loss_iou: 0.4022, d3.dn_loss_cls: 0.0430, d3.dn_loss_bbox: 0.2840, d3.dn_loss_iou: 0.3962, d4.dn_loss_cls: 0.0421, d4.dn_loss_bbox: 0.2835, d4.dn_loss_iou: 0.3952, loss: 10.4484, grad_norm: 26.0006 2023-11-22 18:37:40,646 - mmdet - INFO - Epoch [4][5950/7330] lr: 1.000e-05, eta: 11:33:11, time: 0.683, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2731, interm_loss_bbox: 0.2165, interm_loss_iou: 0.4724, loss_cls: 0.2194, loss_bbox: 0.1712, loss_iou: 0.3959, d0.loss_cls: 0.2873, d0.loss_bbox: 0.1789, d0.loss_iou: 0.4183, d1.loss_cls: 0.2469, d1.loss_bbox: 0.1765, d1.loss_iou: 0.4029, d2.loss_cls: 0.2293, d2.loss_bbox: 0.1731, d2.loss_iou: 0.3965, d3.loss_cls: 0.2225, d3.loss_bbox: 0.1726, d3.loss_iou: 0.3960, d4.loss_cls: 0.2196, d4.loss_bbox: 0.1714, d4.loss_iou: 0.3958, dn_loss_cls: 0.0386, dn_loss_bbox: 0.2978, dn_loss_iou: 0.3950, d0.dn_loss_cls: 0.0726, d0.dn_loss_bbox: 0.4330, d0.dn_loss_iou: 0.5277, d1.dn_loss_cls: 0.0468, d1.dn_loss_bbox: 0.3288, d1.dn_loss_iou: 0.4248, d2.dn_loss_cls: 0.0414, d2.dn_loss_bbox: 0.3052, d2.dn_loss_iou: 0.4032, d3.dn_loss_cls: 0.0398, d3.dn_loss_bbox: 0.2988, d3.dn_loss_iou: 0.3963, d4.dn_loss_cls: 0.0388, d4.dn_loss_bbox: 0.2978, d4.dn_loss_iou: 0.3949, loss: 10.6174, grad_norm: 27.6447 2023-11-22 18:38:15,304 - mmdet - INFO - Epoch [4][6000/7330] lr: 1.000e-05, eta: 11:32:36, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2734, interm_loss_bbox: 0.2048, interm_loss_iou: 0.4731, loss_cls: 0.2231, loss_bbox: 0.1628, loss_iou: 0.3972, d0.loss_cls: 0.2911, d0.loss_bbox: 0.1708, d0.loss_iou: 0.4204, d1.loss_cls: 0.2508, d1.loss_bbox: 0.1693, d1.loss_iou: 0.4052, d2.loss_cls: 0.2359, d2.loss_bbox: 0.1649, d2.loss_iou: 0.3977, d3.loss_cls: 0.2283, d3.loss_bbox: 0.1630, d3.loss_iou: 0.3966, d4.loss_cls: 0.2248, d4.loss_bbox: 0.1617, d4.loss_iou: 0.3966, dn_loss_cls: 0.0408, dn_loss_bbox: 0.2851, dn_loss_iou: 0.3917, d0.dn_loss_cls: 0.0741, d0.dn_loss_bbox: 0.4096, d0.dn_loss_iou: 0.5241, d1.dn_loss_cls: 0.0490, d1.dn_loss_bbox: 0.3114, d1.dn_loss_iou: 0.4204, d2.dn_loss_cls: 0.0439, d2.dn_loss_bbox: 0.2903, d2.dn_loss_iou: 0.3988, d3.dn_loss_cls: 0.0419, d3.dn_loss_bbox: 0.2857, d3.dn_loss_iou: 0.3926, d4.dn_loss_cls: 0.0408, d4.dn_loss_bbox: 0.2851, d4.dn_loss_iou: 0.3917, loss: 10.4883, grad_norm: 26.7010 2023-11-22 18:38:50,023 - mmdet - INFO - Epoch [4][6050/7330] lr: 1.000e-05, eta: 11:32:02, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2711, interm_loss_bbox: 0.2041, interm_loss_iou: 0.4603, loss_cls: 0.2214, loss_bbox: 0.1596, loss_iou: 0.3835, d0.loss_cls: 0.2892, d0.loss_bbox: 0.1685, d0.loss_iou: 0.4077, d1.loss_cls: 0.2485, d1.loss_bbox: 0.1644, d1.loss_iou: 0.3906, d2.loss_cls: 0.2331, d2.loss_bbox: 0.1598, d2.loss_iou: 0.3843, d3.loss_cls: 0.2253, d3.loss_bbox: 0.1596, d3.loss_iou: 0.3834, d4.loss_cls: 0.2225, d4.loss_bbox: 0.1587, d4.loss_iou: 0.3829, dn_loss_cls: 0.0382, dn_loss_bbox: 0.2890, dn_loss_iou: 0.3882, d0.dn_loss_cls: 0.0729, d0.dn_loss_bbox: 0.4281, d0.dn_loss_iou: 0.5246, d1.dn_loss_cls: 0.0475, d1.dn_loss_bbox: 0.3223, d1.dn_loss_iou: 0.4194, d2.dn_loss_cls: 0.0418, d2.dn_loss_bbox: 0.2964, d2.dn_loss_iou: 0.3965, d3.dn_loss_cls: 0.0397, d3.dn_loss_bbox: 0.2898, d3.dn_loss_iou: 0.3891, d4.dn_loss_cls: 0.0384, d4.dn_loss_bbox: 0.2890, d4.dn_loss_iou: 0.3881, loss: 10.3774, grad_norm: 28.1538 2023-11-22 18:39:24,658 - mmdet - INFO - Epoch [4][6100/7330] lr: 1.000e-05, eta: 11:31:27, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2662, interm_loss_bbox: 0.2050, interm_loss_iou: 0.4503, loss_cls: 0.2147, loss_bbox: 0.1639, loss_iou: 0.3754, d0.loss_cls: 0.2802, d0.loss_bbox: 0.1738, d0.loss_iou: 0.4007, d1.loss_cls: 0.2383, d1.loss_bbox: 0.1708, d1.loss_iou: 0.3857, d2.loss_cls: 0.2249, d2.loss_bbox: 0.1651, d2.loss_iou: 0.3772, d3.loss_cls: 0.2173, d3.loss_bbox: 0.1644, d3.loss_iou: 0.3766, d4.loss_cls: 0.2146, d4.loss_bbox: 0.1638, d4.loss_iou: 0.3759, dn_loss_cls: 0.0379, dn_loss_bbox: 0.2890, dn_loss_iou: 0.3797, d0.dn_loss_cls: 0.0723, d0.dn_loss_bbox: 0.4178, d0.dn_loss_iou: 0.5148, d1.dn_loss_cls: 0.0456, d1.dn_loss_bbox: 0.3174, d1.dn_loss_iou: 0.4091, d2.dn_loss_cls: 0.0403, d2.dn_loss_bbox: 0.2951, d2.dn_loss_iou: 0.3873, d3.dn_loss_cls: 0.0387, d3.dn_loss_bbox: 0.2899, d3.dn_loss_iou: 0.3809, d4.dn_loss_cls: 0.0379, d4.dn_loss_bbox: 0.2891, d4.dn_loss_iou: 0.3797, loss: 10.2272, grad_norm: 24.9601 2023-11-22 18:39:59,946 - mmdet - INFO - Epoch [4][6150/7330] lr: 1.000e-05, eta: 11:30:54, time: 0.706, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2678, interm_loss_bbox: 0.2021, interm_loss_iou: 0.4556, loss_cls: 0.2162, loss_bbox: 0.1645, loss_iou: 0.3827, d0.loss_cls: 0.2819, d0.loss_bbox: 0.1712, d0.loss_iou: 0.4053, d1.loss_cls: 0.2432, d1.loss_bbox: 0.1664, d1.loss_iou: 0.3869, d2.loss_cls: 0.2269, d2.loss_bbox: 0.1636, d2.loss_iou: 0.3824, d3.loss_cls: 0.2209, d3.loss_bbox: 0.1629, d3.loss_iou: 0.3811, d4.loss_cls: 0.2179, d4.loss_bbox: 0.1633, d4.loss_iou: 0.3816, dn_loss_cls: 0.0392, dn_loss_bbox: 0.2922, dn_loss_iou: 0.3874, d0.dn_loss_cls: 0.0734, d0.dn_loss_bbox: 0.4307, d0.dn_loss_iou: 0.5248, d1.dn_loss_cls: 0.0483, d1.dn_loss_bbox: 0.3246, d1.dn_loss_iou: 0.4186, d2.dn_loss_cls: 0.0427, d2.dn_loss_bbox: 0.3001, d2.dn_loss_iou: 0.3954, d3.dn_loss_cls: 0.0407, d3.dn_loss_bbox: 0.2930, d3.dn_loss_iou: 0.3885, d4.dn_loss_cls: 0.0397, d4.dn_loss_bbox: 0.2922, d4.dn_loss_iou: 0.3873, loss: 10.3633, grad_norm: 25.1164 2023-11-22 18:40:34,377 - mmdet - INFO - Epoch [4][6200/7330] lr: 1.000e-05, eta: 11:30:19, time: 0.689, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2678, interm_loss_bbox: 0.2061, interm_loss_iou: 0.4590, loss_cls: 0.2168, loss_bbox: 0.1641, loss_iou: 0.3803, d0.loss_cls: 0.2834, d0.loss_bbox: 0.1748, d0.loss_iou: 0.4083, d1.loss_cls: 0.2424, d1.loss_bbox: 0.1697, d1.loss_iou: 0.3921, d2.loss_cls: 0.2268, d2.loss_bbox: 0.1652, d2.loss_iou: 0.3828, d3.loss_cls: 0.2179, d3.loss_bbox: 0.1656, d3.loss_iou: 0.3828, d4.loss_cls: 0.2159, d4.loss_bbox: 0.1647, d4.loss_iou: 0.3816, dn_loss_cls: 0.0387, dn_loss_bbox: 0.2914, dn_loss_iou: 0.3858, d0.dn_loss_cls: 0.0726, d0.dn_loss_bbox: 0.4279, d0.dn_loss_iou: 0.5212, d1.dn_loss_cls: 0.0479, d1.dn_loss_bbox: 0.3240, d1.dn_loss_iou: 0.4175, d2.dn_loss_cls: 0.0419, d2.dn_loss_bbox: 0.2993, d2.dn_loss_iou: 0.3945, d3.dn_loss_cls: 0.0400, d3.dn_loss_bbox: 0.2925, d3.dn_loss_iou: 0.3870, d4.dn_loss_cls: 0.0389, d4.dn_loss_bbox: 0.2914, d4.dn_loss_iou: 0.3856, loss: 10.3663, grad_norm: 27.5702 2023-11-22 18:41:08,856 - mmdet - INFO - Epoch [4][6250/7330] lr: 1.000e-05, eta: 11:29:44, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2692, interm_loss_bbox: 0.1995, interm_loss_iou: 0.4650, loss_cls: 0.2210, loss_bbox: 0.1588, loss_iou: 0.3902, d0.loss_cls: 0.2896, d0.loss_bbox: 0.1625, d0.loss_iou: 0.4069, d1.loss_cls: 0.2468, d1.loss_bbox: 0.1600, d1.loss_iou: 0.3940, d2.loss_cls: 0.2324, d2.loss_bbox: 0.1589, d2.loss_iou: 0.3893, d3.loss_cls: 0.2262, d3.loss_bbox: 0.1582, d3.loss_iou: 0.3892, d4.loss_cls: 0.2217, d4.loss_bbox: 0.1589, d4.loss_iou: 0.3904, dn_loss_cls: 0.0410, dn_loss_bbox: 0.2999, dn_loss_iou: 0.4007, d0.dn_loss_cls: 0.0734, d0.dn_loss_bbox: 0.4221, d0.dn_loss_iou: 0.5285, d1.dn_loss_cls: 0.0487, d1.dn_loss_bbox: 0.3277, d1.dn_loss_iou: 0.4297, d2.dn_loss_cls: 0.0436, d2.dn_loss_bbox: 0.3066, d2.dn_loss_iou: 0.4082, d3.dn_loss_cls: 0.0421, d3.dn_loss_bbox: 0.3004, d3.dn_loss_iou: 0.4015, d4.dn_loss_cls: 0.0411, d4.dn_loss_bbox: 0.3000, d4.dn_loss_iou: 0.4006, loss: 10.5043, grad_norm: 27.9119 2023-11-22 18:41:43,663 - mmdet - INFO - Epoch [4][6300/7330] lr: 1.000e-05, eta: 11:29:10, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2712, interm_loss_bbox: 0.2055, interm_loss_iou: 0.4523, loss_cls: 0.2186, loss_bbox: 0.1637, loss_iou: 0.3814, d0.loss_cls: 0.2877, d0.loss_bbox: 0.1711, d0.loss_iou: 0.4007, d1.loss_cls: 0.2450, d1.loss_bbox: 0.1690, d1.loss_iou: 0.3890, d2.loss_cls: 0.2277, d2.loss_bbox: 0.1638, d2.loss_iou: 0.3831, d3.loss_cls: 0.2229, d3.loss_bbox: 0.1621, d3.loss_iou: 0.3817, d4.loss_cls: 0.2193, d4.loss_bbox: 0.1631, d4.loss_iou: 0.3812, dn_loss_cls: 0.0413, dn_loss_bbox: 0.2880, dn_loss_iou: 0.3946, d0.dn_loss_cls: 0.0760, d0.dn_loss_bbox: 0.4142, d0.dn_loss_iou: 0.5276, d1.dn_loss_cls: 0.0495, d1.dn_loss_bbox: 0.3158, d1.dn_loss_iou: 0.4229, d2.dn_loss_cls: 0.0439, d2.dn_loss_bbox: 0.2943, d2.dn_loss_iou: 0.4014, d3.dn_loss_cls: 0.0422, d3.dn_loss_bbox: 0.2892, d3.dn_loss_iou: 0.3958, d4.dn_loss_cls: 0.0413, d4.dn_loss_bbox: 0.2880, d4.dn_loss_iou: 0.3945, loss: 10.3805, grad_norm: 27.7044 2023-11-22 18:42:17,882 - mmdet - INFO - Epoch [4][6350/7330] lr: 1.000e-05, eta: 11:28:34, time: 0.684, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2778, interm_loss_bbox: 0.2070, interm_loss_iou: 0.4597, loss_cls: 0.2292, loss_bbox: 0.1637, loss_iou: 0.3828, d0.loss_cls: 0.2948, d0.loss_bbox: 0.1737, d0.loss_iou: 0.4072, d1.loss_cls: 0.2552, d1.loss_bbox: 0.1692, d1.loss_iou: 0.3918, d2.loss_cls: 0.2393, d2.loss_bbox: 0.1660, d2.loss_iou: 0.3861, d3.loss_cls: 0.2334, d3.loss_bbox: 0.1640, d3.loss_iou: 0.3827, d4.loss_cls: 0.2302, d4.loss_bbox: 0.1635, d4.loss_iou: 0.3821, dn_loss_cls: 0.0418, dn_loss_bbox: 0.3037, dn_loss_iou: 0.3931, d0.dn_loss_cls: 0.0772, d0.dn_loss_bbox: 0.4352, d0.dn_loss_iou: 0.5292, d1.dn_loss_cls: 0.0510, d1.dn_loss_bbox: 0.3334, d1.dn_loss_iou: 0.4238, d2.dn_loss_cls: 0.0453, d2.dn_loss_bbox: 0.3110, d2.dn_loss_iou: 0.4012, d3.dn_loss_cls: 0.0435, d3.dn_loss_bbox: 0.3044, d3.dn_loss_iou: 0.3942, d4.dn_loss_cls: 0.0421, d4.dn_loss_bbox: 0.3038, d4.dn_loss_iou: 0.3931, loss: 10.5860, grad_norm: 26.2272 2023-11-22 18:42:52,233 - mmdet - INFO - Epoch [4][6400/7330] lr: 1.000e-05, eta: 11:27:59, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2744, interm_loss_bbox: 0.2030, interm_loss_iou: 0.4430, loss_cls: 0.2233, loss_bbox: 0.1584, loss_iou: 0.3696, d0.loss_cls: 0.2874, d0.loss_bbox: 0.1671, d0.loss_iou: 0.3898, d1.loss_cls: 0.2449, d1.loss_bbox: 0.1672, d1.loss_iou: 0.3807, d2.loss_cls: 0.2309, d2.loss_bbox: 0.1612, d2.loss_iou: 0.3723, d3.loss_cls: 0.2253, d3.loss_bbox: 0.1598, d3.loss_iou: 0.3712, d4.loss_cls: 0.2227, d4.loss_bbox: 0.1587, d4.loss_iou: 0.3702, dn_loss_cls: 0.0398, dn_loss_bbox: 0.2861, dn_loss_iou: 0.3799, d0.dn_loss_cls: 0.0745, d0.dn_loss_bbox: 0.4092, d0.dn_loss_iou: 0.5105, d1.dn_loss_cls: 0.0487, d1.dn_loss_bbox: 0.3145, d1.dn_loss_iou: 0.4092, d2.dn_loss_cls: 0.0430, d2.dn_loss_bbox: 0.2924, d2.dn_loss_iou: 0.3876, d3.dn_loss_cls: 0.0409, d3.dn_loss_bbox: 0.2870, d3.dn_loss_iou: 0.3810, d4.dn_loss_cls: 0.0399, d4.dn_loss_bbox: 0.2861, d4.dn_loss_iou: 0.3798, loss: 10.1913, grad_norm: 28.6979 2023-11-22 18:43:26,652 - mmdet - INFO - Epoch [4][6450/7330] lr: 1.000e-05, eta: 11:27:24, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2717, interm_loss_bbox: 0.2025, interm_loss_iou: 0.4781, loss_cls: 0.2200, loss_bbox: 0.1618, loss_iou: 0.4056, d0.loss_cls: 0.2880, d0.loss_bbox: 0.1672, d0.loss_iou: 0.4239, d1.loss_cls: 0.2471, d1.loss_bbox: 0.1646, d1.loss_iou: 0.4133, d2.loss_cls: 0.2313, d2.loss_bbox: 0.1624, d2.loss_iou: 0.4077, d3.loss_cls: 0.2237, d3.loss_bbox: 0.1626, d3.loss_iou: 0.4058, d4.loss_cls: 0.2202, d4.loss_bbox: 0.1624, d4.loss_iou: 0.4062, dn_loss_cls: 0.0396, dn_loss_bbox: 0.2880, dn_loss_iou: 0.3984, d0.dn_loss_cls: 0.0725, d0.dn_loss_bbox: 0.4138, d0.dn_loss_iou: 0.5279, d1.dn_loss_cls: 0.0477, d1.dn_loss_bbox: 0.3158, d1.dn_loss_iou: 0.4263, d2.dn_loss_cls: 0.0426, d2.dn_loss_bbox: 0.2937, d2.dn_loss_iou: 0.4049, d3.dn_loss_cls: 0.0410, d3.dn_loss_bbox: 0.2886, d3.dn_loss_iou: 0.3993, d4.dn_loss_cls: 0.0399, d4.dn_loss_bbox: 0.2880, d4.dn_loss_iou: 0.3984, loss: 10.5526, grad_norm: 26.0897 2023-11-22 18:44:01,043 - mmdet - INFO - Epoch [4][6500/7330] lr: 1.000e-05, eta: 11:26:48, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2708, interm_loss_bbox: 0.2012, interm_loss_iou: 0.4781, loss_cls: 0.2198, loss_bbox: 0.1643, loss_iou: 0.4058, d0.loss_cls: 0.2866, d0.loss_bbox: 0.1691, d0.loss_iou: 0.4282, d1.loss_cls: 0.2454, d1.loss_bbox: 0.1673, d1.loss_iou: 0.4133, d2.loss_cls: 0.2306, d2.loss_bbox: 0.1640, d2.loss_iou: 0.4054, d3.loss_cls: 0.2232, d3.loss_bbox: 0.1641, d3.loss_iou: 0.4060, d4.loss_cls: 0.2204, d4.loss_bbox: 0.1634, d4.loss_iou: 0.4060, dn_loss_cls: 0.0411, dn_loss_bbox: 0.3053, dn_loss_iou: 0.4060, d0.dn_loss_cls: 0.0751, d0.dn_loss_bbox: 0.4263, d0.dn_loss_iou: 0.5384, d1.dn_loss_cls: 0.0498, d1.dn_loss_bbox: 0.3319, d1.dn_loss_iou: 0.4351, d2.dn_loss_cls: 0.0442, d2.dn_loss_bbox: 0.3113, d2.dn_loss_iou: 0.4135, d3.dn_loss_cls: 0.0423, d3.dn_loss_bbox: 0.3061, d3.dn_loss_iou: 0.4068, d4.dn_loss_cls: 0.0413, d4.dn_loss_bbox: 0.3053, d4.dn_loss_iou: 0.4059, loss: 10.7191, grad_norm: 28.1834 2023-11-22 18:44:35,782 - mmdet - INFO - Epoch [4][6550/7330] lr: 1.000e-05, eta: 11:26:14, time: 0.695, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2729, interm_loss_bbox: 0.2045, interm_loss_iou: 0.4659, loss_cls: 0.2255, loss_bbox: 0.1658, loss_iou: 0.3900, d0.loss_cls: 0.2878, d0.loss_bbox: 0.1716, d0.loss_iou: 0.4133, d1.loss_cls: 0.2516, d1.loss_bbox: 0.1672, d1.loss_iou: 0.3959, d2.loss_cls: 0.2358, d2.loss_bbox: 0.1651, d2.loss_iou: 0.3913, d3.loss_cls: 0.2287, d3.loss_bbox: 0.1649, d3.loss_iou: 0.3902, d4.loss_cls: 0.2264, d4.loss_bbox: 0.1649, d4.loss_iou: 0.3897, dn_loss_cls: 0.0402, dn_loss_bbox: 0.2900, dn_loss_iou: 0.3969, d0.dn_loss_cls: 0.0736, d0.dn_loss_bbox: 0.4122, d0.dn_loss_iou: 0.5297, d1.dn_loss_cls: 0.0485, d1.dn_loss_bbox: 0.3179, d1.dn_loss_iou: 0.4269, d2.dn_loss_cls: 0.0433, d2.dn_loss_bbox: 0.2953, d2.dn_loss_iou: 0.4046, d3.dn_loss_cls: 0.0413, d3.dn_loss_bbox: 0.2905, d3.dn_loss_iou: 0.3980, d4.dn_loss_cls: 0.0403, d4.dn_loss_bbox: 0.2901, d4.dn_loss_iou: 0.3969, loss: 10.5051, grad_norm: 26.3871 2023-11-22 18:45:10,408 - mmdet - INFO - Epoch [4][6600/7330] lr: 1.000e-05, eta: 11:25:39, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2653, interm_loss_bbox: 0.1993, interm_loss_iou: 0.4418, loss_cls: 0.2110, loss_bbox: 0.1600, loss_iou: 0.3702, d0.loss_cls: 0.2789, d0.loss_bbox: 0.1632, d0.loss_iou: 0.3890, d1.loss_cls: 0.2367, d1.loss_bbox: 0.1630, d1.loss_iou: 0.3769, d2.loss_cls: 0.2233, d2.loss_bbox: 0.1599, d2.loss_iou: 0.3698, d3.loss_cls: 0.2148, d3.loss_bbox: 0.1599, d3.loss_iou: 0.3693, d4.loss_cls: 0.2118, d4.loss_bbox: 0.1596, d4.loss_iou: 0.3696, dn_loss_cls: 0.0399, dn_loss_bbox: 0.2884, dn_loss_iou: 0.3887, d0.dn_loss_cls: 0.0737, d0.dn_loss_bbox: 0.4153, d0.dn_loss_iou: 0.5225, d1.dn_loss_cls: 0.0489, d1.dn_loss_bbox: 0.3154, d1.dn_loss_iou: 0.4173, d2.dn_loss_cls: 0.0434, d2.dn_loss_bbox: 0.2945, d2.dn_loss_iou: 0.3962, d3.dn_loss_cls: 0.0414, d3.dn_loss_bbox: 0.2893, d3.dn_loss_iou: 0.3899, d4.dn_loss_cls: 0.0401, d4.dn_loss_bbox: 0.2884, d4.dn_loss_iou: 0.3886, loss: 10.1752, grad_norm: 25.6325 2023-11-22 18:45:46,883 - mmdet - INFO - Epoch [4][6650/7330] lr: 1.000e-05, eta: 11:25:08, time: 0.729, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2757, interm_loss_bbox: 0.2066, interm_loss_iou: 0.4480, loss_cls: 0.2239, loss_bbox: 0.1637, loss_iou: 0.3765, d0.loss_cls: 0.2908, d0.loss_bbox: 0.1703, d0.loss_iou: 0.3947, d1.loss_cls: 0.2495, d1.loss_bbox: 0.1683, d1.loss_iou: 0.3835, d2.loss_cls: 0.2344, d2.loss_bbox: 0.1640, d2.loss_iou: 0.3778, d3.loss_cls: 0.2285, d3.loss_bbox: 0.1627, d3.loss_iou: 0.3757, d4.loss_cls: 0.2249, d4.loss_bbox: 0.1631, d4.loss_iou: 0.3766, dn_loss_cls: 0.0403, dn_loss_bbox: 0.2808, dn_loss_iou: 0.3904, d0.dn_loss_cls: 0.0734, d0.dn_loss_bbox: 0.4067, d0.dn_loss_iou: 0.5210, d1.dn_loss_cls: 0.0481, d1.dn_loss_bbox: 0.3097, d1.dn_loss_iou: 0.4192, d2.dn_loss_cls: 0.0430, d2.dn_loss_bbox: 0.2870, d2.dn_loss_iou: 0.3979, d3.dn_loss_cls: 0.0411, d3.dn_loss_bbox: 0.2815, d3.dn_loss_iou: 0.3913, d4.dn_loss_cls: 0.0402, d4.dn_loss_bbox: 0.2808, d4.dn_loss_iou: 0.3904, loss: 10.3018, grad_norm: 26.9439 2023-11-22 18:46:22,193 - mmdet - INFO - Epoch [4][6700/7330] lr: 1.000e-05, eta: 11:24:35, time: 0.706, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2730, interm_loss_bbox: 0.2126, interm_loss_iou: 0.4803, loss_cls: 0.2261, loss_bbox: 0.1693, loss_iou: 0.4053, d0.loss_cls: 0.2925, d0.loss_bbox: 0.1737, d0.loss_iou: 0.4240, d1.loss_cls: 0.2515, d1.loss_bbox: 0.1732, d1.loss_iou: 0.4132, d2.loss_cls: 0.2358, d2.loss_bbox: 0.1693, d2.loss_iou: 0.4067, d3.loss_cls: 0.2294, d3.loss_bbox: 0.1694, d3.loss_iou: 0.4057, d4.loss_cls: 0.2267, d4.loss_bbox: 0.1689, d4.loss_iou: 0.4053, dn_loss_cls: 0.0434, dn_loss_bbox: 0.3032, dn_loss_iou: 0.4190, d0.dn_loss_cls: 0.0755, d0.dn_loss_bbox: 0.4283, d0.dn_loss_iou: 0.5543, d1.dn_loss_cls: 0.0510, d1.dn_loss_bbox: 0.3315, d1.dn_loss_iou: 0.4489, d2.dn_loss_cls: 0.0455, d2.dn_loss_bbox: 0.3098, d2.dn_loss_iou: 0.4271, d3.dn_loss_cls: 0.0439, d3.dn_loss_bbox: 0.3039, d3.dn_loss_iou: 0.4200, d4.dn_loss_cls: 0.0433, d4.dn_loss_bbox: 0.3032, d4.dn_loss_iou: 0.4189, loss: 10.8823, grad_norm: 27.8816 2023-11-22 18:46:59,083 - mmdet - INFO - Epoch [4][6750/7330] lr: 1.000e-05, eta: 11:24:05, time: 0.738, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2757, interm_loss_bbox: 0.2058, interm_loss_iou: 0.4791, loss_cls: 0.2268, loss_bbox: 0.1607, loss_iou: 0.4006, d0.loss_cls: 0.2942, d0.loss_bbox: 0.1681, d0.loss_iou: 0.4232, d1.loss_cls: 0.2512, d1.loss_bbox: 0.1647, d1.loss_iou: 0.4090, d2.loss_cls: 0.2378, d2.loss_bbox: 0.1605, d2.loss_iou: 0.4024, d3.loss_cls: 0.2312, d3.loss_bbox: 0.1602, d3.loss_iou: 0.4007, d4.loss_cls: 0.2280, d4.loss_bbox: 0.1602, d4.loss_iou: 0.4006, dn_loss_cls: 0.0408, dn_loss_bbox: 0.2922, dn_loss_iou: 0.3947, d0.dn_loss_cls: 0.0737, d0.dn_loss_bbox: 0.4249, d0.dn_loss_iou: 0.5307, d1.dn_loss_cls: 0.0493, d1.dn_loss_bbox: 0.3245, d1.dn_loss_iou: 0.4257, d2.dn_loss_cls: 0.0440, d2.dn_loss_bbox: 0.2993, d2.dn_loss_iou: 0.4025, d3.dn_loss_cls: 0.0421, d3.dn_loss_bbox: 0.2929, d3.dn_loss_iou: 0.3957, d4.dn_loss_cls: 0.0410, d4.dn_loss_bbox: 0.2922, d4.dn_loss_iou: 0.3946, loss: 10.6017, grad_norm: 26.5890 2023-11-22 18:47:33,644 - mmdet - INFO - Epoch [4][6800/7330] lr: 1.000e-05, eta: 11:23:30, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2664, interm_loss_bbox: 0.2095, interm_loss_iou: 0.4572, loss_cls: 0.2165, loss_bbox: 0.1634, loss_iou: 0.3845, d0.loss_cls: 0.2800, d0.loss_bbox: 0.1742, d0.loss_iou: 0.4052, d1.loss_cls: 0.2436, d1.loss_bbox: 0.1659, d1.loss_iou: 0.3869, d2.loss_cls: 0.2270, d2.loss_bbox: 0.1638, d2.loss_iou: 0.3858, d3.loss_cls: 0.2203, d3.loss_bbox: 0.1634, d3.loss_iou: 0.3846, d4.loss_cls: 0.2177, d4.loss_bbox: 0.1634, d4.loss_iou: 0.3840, dn_loss_cls: 0.0370, dn_loss_bbox: 0.2923, dn_loss_iou: 0.3795, d0.dn_loss_cls: 0.0707, d0.dn_loss_bbox: 0.4221, d0.dn_loss_iou: 0.5133, d1.dn_loss_cls: 0.0458, d1.dn_loss_bbox: 0.3217, d1.dn_loss_iou: 0.4091, d2.dn_loss_cls: 0.0402, d2.dn_loss_bbox: 0.2993, d2.dn_loss_iou: 0.3875, d3.dn_loss_cls: 0.0384, d3.dn_loss_bbox: 0.2933, d3.dn_loss_iou: 0.3807, d4.dn_loss_cls: 0.0373, d4.dn_loss_bbox: 0.2922, d4.dn_loss_iou: 0.3794, loss: 10.3031, grad_norm: 27.1116 2023-11-22 18:48:07,687 - mmdet - INFO - Epoch [4][6850/7330] lr: 1.000e-05, eta: 11:22:54, time: 0.681, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2631, interm_loss_bbox: 0.2030, interm_loss_iou: 0.4585, loss_cls: 0.2121, loss_bbox: 0.1614, loss_iou: 0.3849, d0.loss_cls: 0.2803, d0.loss_bbox: 0.1675, d0.loss_iou: 0.4039, d1.loss_cls: 0.2374, d1.loss_bbox: 0.1655, d1.loss_iou: 0.3928, d2.loss_cls: 0.2237, d2.loss_bbox: 0.1619, d2.loss_iou: 0.3856, d3.loss_cls: 0.2154, d3.loss_bbox: 0.1611, d3.loss_iou: 0.3853, d4.loss_cls: 0.2124, d4.loss_bbox: 0.1611, d4.loss_iou: 0.3846, dn_loss_cls: 0.0378, dn_loss_bbox: 0.2783, dn_loss_iou: 0.3765, d0.dn_loss_cls: 0.0711, d0.dn_loss_bbox: 0.4135, d0.dn_loss_iou: 0.5130, d1.dn_loss_cls: 0.0463, d1.dn_loss_bbox: 0.3076, d1.dn_loss_iou: 0.4059, d2.dn_loss_cls: 0.0410, d2.dn_loss_bbox: 0.2853, d2.dn_loss_iou: 0.3844, d3.dn_loss_cls: 0.0388, d3.dn_loss_bbox: 0.2789, d3.dn_loss_iou: 0.3774, d4.dn_loss_cls: 0.0379, d4.dn_loss_bbox: 0.2783, d4.dn_loss_iou: 0.3765, loss: 10.1700, grad_norm: 26.8469 2023-11-22 18:48:41,966 - mmdet - INFO - Epoch [4][6900/7330] lr: 1.000e-05, eta: 11:22:19, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2694, interm_loss_bbox: 0.2083, interm_loss_iou: 0.4687, loss_cls: 0.2233, loss_bbox: 0.1645, loss_iou: 0.3896, d0.loss_cls: 0.2859, d0.loss_bbox: 0.1717, d0.loss_iou: 0.4113, d1.loss_cls: 0.2487, d1.loss_bbox: 0.1665, d1.loss_iou: 0.3941, d2.loss_cls: 0.2348, d2.loss_bbox: 0.1631, d2.loss_iou: 0.3896, d3.loss_cls: 0.2272, d3.loss_bbox: 0.1642, d3.loss_iou: 0.3893, d4.loss_cls: 0.2245, d4.loss_bbox: 0.1644, d4.loss_iou: 0.3894, dn_loss_cls: 0.0395, dn_loss_bbox: 0.2871, dn_loss_iou: 0.3989, d0.dn_loss_cls: 0.0734, d0.dn_loss_bbox: 0.4197, d0.dn_loss_iou: 0.5324, d1.dn_loss_cls: 0.0480, d1.dn_loss_bbox: 0.3166, d1.dn_loss_iou: 0.4284, d2.dn_loss_cls: 0.0424, d2.dn_loss_bbox: 0.2927, d2.dn_loss_iou: 0.4061, d3.dn_loss_cls: 0.0411, d3.dn_loss_bbox: 0.2876, d3.dn_loss_iou: 0.3997, d4.dn_loss_cls: 0.0398, d4.dn_loss_bbox: 0.2871, d4.dn_loss_iou: 0.3988, loss: 10.4878, grad_norm: 25.0007 2023-11-22 18:49:17,215 - mmdet - INFO - Epoch [4][6950/7330] lr: 1.000e-05, eta: 11:21:45, time: 0.705, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2723, interm_loss_bbox: 0.2010, interm_loss_iou: 0.4699, loss_cls: 0.2213, loss_bbox: 0.1630, loss_iou: 0.3967, d0.loss_cls: 0.2867, d0.loss_bbox: 0.1670, d0.loss_iou: 0.4182, d1.loss_cls: 0.2464, d1.loss_bbox: 0.1658, d1.loss_iou: 0.4043, d2.loss_cls: 0.2331, d2.loss_bbox: 0.1616, d2.loss_iou: 0.3967, d3.loss_cls: 0.2262, d3.loss_bbox: 0.1614, d3.loss_iou: 0.3954, d4.loss_cls: 0.2225, d4.loss_bbox: 0.1627, d4.loss_iou: 0.3965, dn_loss_cls: 0.0411, dn_loss_bbox: 0.2928, dn_loss_iou: 0.3980, d0.dn_loss_cls: 0.0755, d0.dn_loss_bbox: 0.4135, d0.dn_loss_iou: 0.5272, d1.dn_loss_cls: 0.0501, d1.dn_loss_bbox: 0.3181, d1.dn_loss_iou: 0.4250, d2.dn_loss_cls: 0.0443, d2.dn_loss_bbox: 0.2983, d2.dn_loss_iou: 0.4045, d3.dn_loss_cls: 0.0422, d3.dn_loss_bbox: 0.2935, d3.dn_loss_iou: 0.3987, d4.dn_loss_cls: 0.0413, d4.dn_loss_bbox: 0.2928, d4.dn_loss_iou: 0.3979, loss: 10.5236, grad_norm: 25.9705 2023-11-22 18:49:52,094 - mmdet - INFO - Epoch [4][7000/7330] lr: 1.000e-05, eta: 11:21:11, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2638, interm_loss_bbox: 0.2184, interm_loss_iou: 0.4552, loss_cls: 0.2097, loss_bbox: 0.1723, loss_iou: 0.3728, d0.loss_cls: 0.2792, d0.loss_bbox: 0.1783, d0.loss_iou: 0.3946, d1.loss_cls: 0.2378, d1.loss_bbox: 0.1734, d1.loss_iou: 0.3792, d2.loss_cls: 0.2216, d2.loss_bbox: 0.1713, d2.loss_iou: 0.3731, d3.loss_cls: 0.2143, d3.loss_bbox: 0.1722, d3.loss_iou: 0.3726, d4.loss_cls: 0.2107, d4.loss_bbox: 0.1720, d4.loss_iou: 0.3726, dn_loss_cls: 0.0389, dn_loss_bbox: 0.3047, dn_loss_iou: 0.3865, d0.dn_loss_cls: 0.0718, d0.dn_loss_bbox: 0.4308, d0.dn_loss_iou: 0.5213, d1.dn_loss_cls: 0.0476, d1.dn_loss_bbox: 0.3317, d1.dn_loss_iou: 0.4151, d2.dn_loss_cls: 0.0418, d2.dn_loss_bbox: 0.3103, d2.dn_loss_iou: 0.3936, d3.dn_loss_cls: 0.0400, d3.dn_loss_bbox: 0.3053, d3.dn_loss_iou: 0.3875, d4.dn_loss_cls: 0.0390, d4.dn_loss_bbox: 0.3047, d4.dn_loss_iou: 0.3864, loss: 10.3720, grad_norm: 26.1421 2023-11-22 18:50:28,289 - mmdet - INFO - Epoch [4][7050/7330] lr: 1.000e-05, eta: 11:20:40, time: 0.724, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2655, interm_loss_bbox: 0.1978, interm_loss_iou: 0.4680, loss_cls: 0.2133, loss_bbox: 0.1587, loss_iou: 0.3947, d0.loss_cls: 0.2808, d0.loss_bbox: 0.1627, d0.loss_iou: 0.4129, d1.loss_cls: 0.2407, d1.loss_bbox: 0.1610, d1.loss_iou: 0.3991, d2.loss_cls: 0.2262, d2.loss_bbox: 0.1566, d2.loss_iou: 0.3923, d3.loss_cls: 0.2175, d3.loss_bbox: 0.1576, d3.loss_iou: 0.3934, d4.loss_cls: 0.2140, d4.loss_bbox: 0.1585, d4.loss_iou: 0.3946, dn_loss_cls: 0.0403, dn_loss_bbox: 0.2823, dn_loss_iou: 0.3915, d0.dn_loss_cls: 0.0732, d0.dn_loss_bbox: 0.4113, d0.dn_loss_iou: 0.5240, d1.dn_loss_cls: 0.0478, d1.dn_loss_bbox: 0.3113, d1.dn_loss_iou: 0.4212, d2.dn_loss_cls: 0.0422, d2.dn_loss_bbox: 0.2890, d2.dn_loss_iou: 0.3991, d3.dn_loss_cls: 0.0406, d3.dn_loss_bbox: 0.2832, d3.dn_loss_iou: 0.3926, d4.dn_loss_cls: 0.0400, d4.dn_loss_bbox: 0.2823, d4.dn_loss_iou: 0.3914, loss: 10.3292, grad_norm: 28.4028 2023-11-22 18:51:03,294 - mmdet - INFO - Epoch [4][7100/7330] lr: 1.000e-05, eta: 11:20:06, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2651, interm_loss_bbox: 0.2064, interm_loss_iou: 0.4530, loss_cls: 0.2131, loss_bbox: 0.1644, loss_iou: 0.3827, d0.loss_cls: 0.2790, d0.loss_bbox: 0.1707, d0.loss_iou: 0.4029, d1.loss_cls: 0.2368, d1.loss_bbox: 0.1684, d1.loss_iou: 0.3908, d2.loss_cls: 0.2250, d2.loss_bbox: 0.1626, d2.loss_iou: 0.3830, d3.loss_cls: 0.2167, d3.loss_bbox: 0.1641, d3.loss_iou: 0.3829, d4.loss_cls: 0.2135, d4.loss_bbox: 0.1640, d4.loss_iou: 0.3835, dn_loss_cls: 0.0407, dn_loss_bbox: 0.2865, dn_loss_iou: 0.3864, d0.dn_loss_cls: 0.0738, d0.dn_loss_bbox: 0.4148, d0.dn_loss_iou: 0.5212, d1.dn_loss_cls: 0.0490, d1.dn_loss_bbox: 0.3142, d1.dn_loss_iou: 0.4151, d2.dn_loss_cls: 0.0433, d2.dn_loss_bbox: 0.2924, d2.dn_loss_iou: 0.3940, d3.dn_loss_cls: 0.0415, d3.dn_loss_bbox: 0.2871, d3.dn_loss_iou: 0.3875, d4.dn_loss_cls: 0.0406, d4.dn_loss_bbox: 0.2865, d4.dn_loss_iou: 0.3863, loss: 10.2895, grad_norm: 26.0142 2023-11-22 18:51:37,372 - mmdet - INFO - Epoch [4][7150/7330] lr: 1.000e-05, eta: 11:19:30, time: 0.682, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2709, interm_loss_bbox: 0.1968, interm_loss_iou: 0.4522, loss_cls: 0.2166, loss_bbox: 0.1591, loss_iou: 0.3886, d0.loss_cls: 0.2817, d0.loss_bbox: 0.1657, d0.loss_iou: 0.4082, d1.loss_cls: 0.2409, d1.loss_bbox: 0.1624, d1.loss_iou: 0.3938, d2.loss_cls: 0.2270, d2.loss_bbox: 0.1583, d2.loss_iou: 0.3879, d3.loss_cls: 0.2198, d3.loss_bbox: 0.1590, d3.loss_iou: 0.3883, d4.loss_cls: 0.2176, d4.loss_bbox: 0.1588, d4.loss_iou: 0.3884, dn_loss_cls: 0.0371, dn_loss_bbox: 0.2812, dn_loss_iou: 0.3883, d0.dn_loss_cls: 0.0712, d0.dn_loss_bbox: 0.4125, d0.dn_loss_iou: 0.5193, d1.dn_loss_cls: 0.0461, d1.dn_loss_bbox: 0.3093, d1.dn_loss_iou: 0.4170, d2.dn_loss_cls: 0.0402, d2.dn_loss_bbox: 0.2875, d2.dn_loss_iou: 0.3960, d3.dn_loss_cls: 0.0383, d3.dn_loss_bbox: 0.2819, d3.dn_loss_iou: 0.3893, d4.dn_loss_cls: 0.0374, d4.dn_loss_bbox: 0.2812, d4.dn_loss_iou: 0.3882, loss: 10.2635, grad_norm: 27.0862 2023-11-22 18:52:12,266 - mmdet - INFO - Epoch [4][7200/7330] lr: 1.000e-05, eta: 11:18:56, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2659, interm_loss_bbox: 0.1954, interm_loss_iou: 0.4646, loss_cls: 0.2160, loss_bbox: 0.1547, loss_iou: 0.3929, d0.loss_cls: 0.2808, d0.loss_bbox: 0.1611, d0.loss_iou: 0.4124, d1.loss_cls: 0.2427, d1.loss_bbox: 0.1566, d1.loss_iou: 0.3978, d2.loss_cls: 0.2247, d2.loss_bbox: 0.1545, d2.loss_iou: 0.3944, d3.loss_cls: 0.2182, d3.loss_bbox: 0.1556, d3.loss_iou: 0.3935, d4.loss_cls: 0.2162, d4.loss_bbox: 0.1547, d4.loss_iou: 0.3928, dn_loss_cls: 0.0389, dn_loss_bbox: 0.2798, dn_loss_iou: 0.3997, d0.dn_loss_cls: 0.0729, d0.dn_loss_bbox: 0.4062, d0.dn_loss_iou: 0.5341, d1.dn_loss_cls: 0.0477, d1.dn_loss_bbox: 0.3092, d1.dn_loss_iou: 0.4296, d2.dn_loss_cls: 0.0421, d2.dn_loss_bbox: 0.2871, d2.dn_loss_iou: 0.4072, d3.dn_loss_cls: 0.0402, d3.dn_loss_bbox: 0.2805, d3.dn_loss_iou: 0.4006, d4.dn_loss_cls: 0.0391, d4.dn_loss_bbox: 0.2798, d4.dn_loss_iou: 0.3996, loss: 10.3403, grad_norm: 25.5959 2023-11-22 18:52:49,130 - mmdet - INFO - Epoch [4][7250/7330] lr: 1.000e-05, eta: 11:18:26, time: 0.737, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2665, interm_loss_bbox: 0.2038, interm_loss_iou: 0.4559, loss_cls: 0.2162, loss_bbox: 0.1571, loss_iou: 0.3809, d0.loss_cls: 0.2832, d0.loss_bbox: 0.1655, d0.loss_iou: 0.4021, d1.loss_cls: 0.2446, d1.loss_bbox: 0.1601, d1.loss_iou: 0.3866, d2.loss_cls: 0.2271, d2.loss_bbox: 0.1585, d2.loss_iou: 0.3821, d3.loss_cls: 0.2209, d3.loss_bbox: 0.1568, d3.loss_iou: 0.3800, d4.loss_cls: 0.2173, d4.loss_bbox: 0.1571, d4.loss_iou: 0.3807, dn_loss_cls: 0.0390, dn_loss_bbox: 0.2945, dn_loss_iou: 0.3906, d0.dn_loss_cls: 0.0732, d0.dn_loss_bbox: 0.4225, d0.dn_loss_iou: 0.5253, d1.dn_loss_cls: 0.0484, d1.dn_loss_bbox: 0.3227, d1.dn_loss_iou: 0.4196, d2.dn_loss_cls: 0.0425, d2.dn_loss_bbox: 0.3006, d2.dn_loss_iou: 0.3983, d3.dn_loss_cls: 0.0406, d3.dn_loss_bbox: 0.2953, d3.dn_loss_iou: 0.3915, d4.dn_loss_cls: 0.0393, d4.dn_loss_bbox: 0.2945, d4.dn_loss_iou: 0.3905, loss: 10.3316, grad_norm: 27.8473 2023-11-22 18:53:24,221 - mmdet - INFO - Epoch [4][7300/7330] lr: 1.000e-05, eta: 11:17:52, time: 0.702, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2645, interm_loss_bbox: 0.2014, interm_loss_iou: 0.4503, loss_cls: 0.2115, loss_bbox: 0.1618, loss_iou: 0.3803, d0.loss_cls: 0.2793, d0.loss_bbox: 0.1657, d0.loss_iou: 0.3978, d1.loss_cls: 0.2362, d1.loss_bbox: 0.1648, d1.loss_iou: 0.3869, d2.loss_cls: 0.2230, d2.loss_bbox: 0.1606, d2.loss_iou: 0.3795, d3.loss_cls: 0.2160, d3.loss_bbox: 0.1608, d3.loss_iou: 0.3790, d4.loss_cls: 0.2116, d4.loss_bbox: 0.1617, d4.loss_iou: 0.3804, dn_loss_cls: 0.0392, dn_loss_bbox: 0.2918, dn_loss_iou: 0.3788, d0.dn_loss_cls: 0.0732, d0.dn_loss_bbox: 0.4207, d0.dn_loss_iou: 0.5120, d1.dn_loss_cls: 0.0477, d1.dn_loss_bbox: 0.3197, d1.dn_loss_iou: 0.4075, d2.dn_loss_cls: 0.0422, d2.dn_loss_bbox: 0.2979, d2.dn_loss_iou: 0.3859, d3.dn_loss_cls: 0.0404, d3.dn_loss_bbox: 0.2928, d3.dn_loss_iou: 0.3798, d4.dn_loss_cls: 0.0393, d4.dn_loss_bbox: 0.2918, d4.dn_loss_iou: 0.3788, loss: 10.2124, grad_norm: 27.1592 2023-11-22 18:53:47,530 - mmdet - INFO - Saving checkpoint at 4 epochs 2023-11-22 18:55:09,405 - mmdet - INFO - Evaluating bbox... 2023-11-22 18:57:31,812 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.533 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.721 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.583 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.368 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.575 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.693 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.738 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 ] = 0.583 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.795 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.897 2023-11-22 18:57:31,814 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.622 | bicycle | 0.407 | car | 0.506 | | motorcycle | 0.508 | airplane | 0.764 | bus | 0.748 | | train | 0.778 | truck | 0.470 | boat | 0.376 | | traffic light | 0.310 | fire hydrant | 0.741 | stop sign | 0.702 | | parking meter | 0.534 | bench | 0.361 | bird | 0.498 | | cat | 0.827 | dog | 0.779 | horse | 0.704 | | sheep | 0.631 | cow | 0.696 | elephant | 0.789 | | bear | 0.840 | zebra | 0.758 | giraffe | 0.773 | | backpack | 0.249 | umbrella | 0.490 | handbag | 0.264 | | tie | 0.450 | suitcase | 0.534 | frisbee | 0.745 | | skis | 0.321 | snowboard | 0.467 | sports ball | 0.530 | | kite | 0.533 | baseball bat | 0.507 | baseball glove | 0.498 | | skateboard | 0.615 | surfboard | 0.498 | tennis racket | 0.598 | | bottle | 0.478 | wine glass | 0.446 | cup | 0.537 | | fork | 0.529 | knife | 0.358 | spoon | 0.350 | | bowl | 0.526 | banana | 0.320 | apple | 0.308 | | sandwich | 0.558 | orange | 0.370 | broccoli | 0.284 | | carrot | 0.282 | hot dog | 0.537 | pizza | 0.627 | | donut | 0.612 | cake | 0.511 | chair | 0.407 | | couch | 0.543 | potted plant | 0.345 | bed | 0.544 | | dining table | 0.347 | toilet | 0.723 | tv | 0.668 | | laptop | 0.753 | mouse | 0.665 | remote | 0.512 | | keyboard | 0.604 | cell phone | 0.526 | microwave | 0.696 | | oven | 0.453 | toaster | 0.525 | sink | 0.489 | | refrigerator | 0.707 | book | 0.211 | clock | 0.574 | | vase | 0.473 | scissors | 0.550 | teddy bear | 0.610 | | hair drier | 0.239 | toothbrush | 0.456 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-22 18:57:33,870 - mmdet - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx/best_bbox_mAP_epoch_3.pth was removed 2023-11-22 18:57:40,372 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_4.pth. 2023-11-22 18:57:40,373 - mmdet - INFO - Best bbox_mAP is 0.5330 at 4 epoch. 2023-11-22 18:57:40,373 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-22 18:57:40,373 - mmdet - INFO - Epoch(val) [4][625] bbox_mAP: 0.5330, bbox_mAP_50: 0.7213, bbox_mAP_75: 0.5831, bbox_mAP_s: 0.3680, bbox_mAP_m: 0.5751, bbox_mAP_l: 0.6925, bbox_mAP_copypaste: 0.5330 0.7213 0.5831 0.3680 0.5751 0.6925 2023-11-22 18:58:18,324 - mmdet - INFO - Epoch [5][50/7330] lr: 1.000e-05, eta: 11:16:21, time: 0.759, data_time: 0.065, memory: 16711, interm_loss_cls: 0.2659, interm_loss_bbox: 0.1967, interm_loss_iou: 0.4617, loss_cls: 0.2152, loss_bbox: 0.1554, loss_iou: 0.3943, d0.loss_cls: 0.2850, d0.loss_bbox: 0.1599, d0.loss_iou: 0.4087, d1.loss_cls: 0.2414, d1.loss_bbox: 0.1568, d1.loss_iou: 0.3981, d2.loss_cls: 0.2251, d2.loss_bbox: 0.1545, d2.loss_iou: 0.3951, d3.loss_cls: 0.2184, d3.loss_bbox: 0.1548, d3.loss_iou: 0.3941, d4.loss_cls: 0.2154, d4.loss_bbox: 0.1558, d4.loss_iou: 0.3942, dn_loss_cls: 0.0364, dn_loss_bbox: 0.2768, dn_loss_iou: 0.3763, d0.dn_loss_cls: 0.0710, d0.dn_loss_bbox: 0.4067, d0.dn_loss_iou: 0.5094, d1.dn_loss_cls: 0.0459, d1.dn_loss_bbox: 0.3048, d1.dn_loss_iou: 0.4059, d2.dn_loss_cls: 0.0401, d2.dn_loss_bbox: 0.2824, d2.dn_loss_iou: 0.3831, d3.dn_loss_cls: 0.0380, d3.dn_loss_bbox: 0.2773, d3.dn_loss_iou: 0.3772, d4.dn_loss_cls: 0.0367, d4.dn_loss_bbox: 0.2768, d4.dn_loss_iou: 0.3762, loss: 10.1673, grad_norm: 28.6962 2023-11-22 18:58:52,720 - mmdet - INFO - Epoch [5][100/7330] lr: 1.000e-05, eta: 11:15:46, time: 0.688, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2645, interm_loss_bbox: 0.2015, interm_loss_iou: 0.4523, loss_cls: 0.2150, loss_bbox: 0.1571, loss_iou: 0.3821, d0.loss_cls: 0.2800, d0.loss_bbox: 0.1649, d0.loss_iou: 0.4015, d1.loss_cls: 0.2379, d1.loss_bbox: 0.1621, d1.loss_iou: 0.3901, d2.loss_cls: 0.2237, d2.loss_bbox: 0.1579, d2.loss_iou: 0.3841, d3.loss_cls: 0.2178, d3.loss_bbox: 0.1581, d3.loss_iou: 0.3833, d4.loss_cls: 0.2161, d4.loss_bbox: 0.1569, d4.loss_iou: 0.3819, dn_loss_cls: 0.0348, dn_loss_bbox: 0.2809, dn_loss_iou: 0.3776, d0.dn_loss_cls: 0.0691, d0.dn_loss_bbox: 0.4165, d0.dn_loss_iou: 0.5122, d1.dn_loss_cls: 0.0444, d1.dn_loss_bbox: 0.3122, d1.dn_loss_iou: 0.4070, d2.dn_loss_cls: 0.0386, d2.dn_loss_bbox: 0.2884, d2.dn_loss_iou: 0.3853, d3.dn_loss_cls: 0.0365, d3.dn_loss_bbox: 0.2816, d3.dn_loss_iou: 0.3785, d4.dn_loss_cls: 0.0353, d4.dn_loss_bbox: 0.2809, d4.dn_loss_iou: 0.3775, loss: 10.1464, grad_norm: 26.8723 2023-11-22 18:59:27,918 - mmdet - INFO - Epoch [5][150/7330] lr: 1.000e-05, eta: 11:15:13, time: 0.704, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2652, interm_loss_bbox: 0.1985, interm_loss_iou: 0.4575, loss_cls: 0.2125, loss_bbox: 0.1623, loss_iou: 0.3860, d0.loss_cls: 0.2826, d0.loss_bbox: 0.1649, d0.loss_iou: 0.4039, d1.loss_cls: 0.2428, d1.loss_bbox: 0.1619, d1.loss_iou: 0.3907, d2.loss_cls: 0.2260, d2.loss_bbox: 0.1587, d2.loss_iou: 0.3850, d3.loss_cls: 0.2169, d3.loss_bbox: 0.1608, d3.loss_iou: 0.3854, d4.loss_cls: 0.2139, d4.loss_bbox: 0.1610, d4.loss_iou: 0.3848, dn_loss_cls: 0.0363, dn_loss_bbox: 0.2731, dn_loss_iou: 0.3839, d0.dn_loss_cls: 0.0704, d0.dn_loss_bbox: 0.4044, d0.dn_loss_iou: 0.5158, d1.dn_loss_cls: 0.0457, d1.dn_loss_bbox: 0.3024, d1.dn_loss_iou: 0.4134, d2.dn_loss_cls: 0.0399, d2.dn_loss_bbox: 0.2801, d2.dn_loss_iou: 0.3920, d3.dn_loss_cls: 0.0379, d3.dn_loss_bbox: 0.2739, d3.dn_loss_iou: 0.3851, d4.dn_loss_cls: 0.0365, d4.dn_loss_bbox: 0.2731, d4.dn_loss_iou: 0.3839, loss: 10.1688, grad_norm: 25.9270 2023-11-22 19:00:03,014 - mmdet - INFO - Epoch [5][200/7330] lr: 1.000e-05, eta: 11:14:39, time: 0.702, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2685, interm_loss_bbox: 0.2039, interm_loss_iou: 0.4569, loss_cls: 0.2160, loss_bbox: 0.1655, loss_iou: 0.3887, d0.loss_cls: 0.2828, d0.loss_bbox: 0.1708, d0.loss_iou: 0.4049, d1.loss_cls: 0.2434, d1.loss_bbox: 0.1684, d1.loss_iou: 0.3922, d2.loss_cls: 0.2264, d2.loss_bbox: 0.1669, d2.loss_iou: 0.3883, d3.loss_cls: 0.2193, d3.loss_bbox: 0.1660, d3.loss_iou: 0.3882, d4.loss_cls: 0.2169, d4.loss_bbox: 0.1653, d4.loss_iou: 0.3879, dn_loss_cls: 0.0393, dn_loss_bbox: 0.2789, dn_loss_iou: 0.3888, d0.dn_loss_cls: 0.0728, d0.dn_loss_bbox: 0.3978, d0.dn_loss_iou: 0.5203, d1.dn_loss_cls: 0.0480, d1.dn_loss_bbox: 0.3052, d1.dn_loss_iou: 0.4171, d2.dn_loss_cls: 0.0422, d2.dn_loss_bbox: 0.2852, d2.dn_loss_iou: 0.3960, d3.dn_loss_cls: 0.0402, d3.dn_loss_bbox: 0.2797, d3.dn_loss_iou: 0.3897, d4.dn_loss_cls: 0.0394, d4.dn_loss_bbox: 0.2789, d4.dn_loss_iou: 0.3887, loss: 10.2956, grad_norm: 26.2273 2023-11-22 19:00:37,196 - mmdet - INFO - Epoch [5][250/7330] lr: 1.000e-05, eta: 11:14:03, time: 0.684, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2568, interm_loss_bbox: 0.1995, interm_loss_iou: 0.4445, loss_cls: 0.2004, loss_bbox: 0.1566, loss_iou: 0.3765, d0.loss_cls: 0.2687, d0.loss_bbox: 0.1644, d0.loss_iou: 0.3923, d1.loss_cls: 0.2270, d1.loss_bbox: 0.1599, d1.loss_iou: 0.3792, d2.loss_cls: 0.2112, d2.loss_bbox: 0.1567, d2.loss_iou: 0.3755, d3.loss_cls: 0.2034, d3.loss_bbox: 0.1570, d3.loss_iou: 0.3768, d4.loss_cls: 0.2014, d4.loss_bbox: 0.1568, d4.loss_iou: 0.3758, dn_loss_cls: 0.0362, dn_loss_bbox: 0.2706, dn_loss_iou: 0.3748, d0.dn_loss_cls: 0.0696, d0.dn_loss_bbox: 0.4015, d0.dn_loss_iou: 0.5098, d1.dn_loss_cls: 0.0450, d1.dn_loss_bbox: 0.3009, d1.dn_loss_iou: 0.4037, d2.dn_loss_cls: 0.0394, d2.dn_loss_bbox: 0.2780, d2.dn_loss_iou: 0.3825, d3.dn_loss_cls: 0.0375, d3.dn_loss_bbox: 0.2714, d3.dn_loss_iou: 0.3760, d4.dn_loss_cls: 0.0364, d4.dn_loss_bbox: 0.2706, d4.dn_loss_iou: 0.3747, loss: 9.9191, grad_norm: 25.5213 2023-11-22 19:01:11,617 - mmdet - INFO - Epoch [5][300/7330] lr: 1.000e-05, eta: 11:13:28, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2661, interm_loss_bbox: 0.2074, interm_loss_iou: 0.4560, loss_cls: 0.2126, loss_bbox: 0.1653, loss_iou: 0.3839, d0.loss_cls: 0.2806, d0.loss_bbox: 0.1740, d0.loss_iou: 0.4058, d1.loss_cls: 0.2384, d1.loss_bbox: 0.1695, d1.loss_iou: 0.3916, d2.loss_cls: 0.2240, d2.loss_bbox: 0.1654, d2.loss_iou: 0.3856, d3.loss_cls: 0.2158, d3.loss_bbox: 0.1653, d3.loss_iou: 0.3845, d4.loss_cls: 0.2134, d4.loss_bbox: 0.1650, d4.loss_iou: 0.3835, dn_loss_cls: 0.0392, dn_loss_bbox: 0.2927, dn_loss_iou: 0.3893, d0.dn_loss_cls: 0.0728, d0.dn_loss_bbox: 0.4232, d0.dn_loss_iou: 0.5236, d1.dn_loss_cls: 0.0477, d1.dn_loss_bbox: 0.3221, d1.dn_loss_iou: 0.4183, d2.dn_loss_cls: 0.0423, d2.dn_loss_bbox: 0.2990, d2.dn_loss_iou: 0.3965, d3.dn_loss_cls: 0.0403, d3.dn_loss_bbox: 0.2935, d3.dn_loss_iou: 0.3902, d4.dn_loss_cls: 0.0394, d4.dn_loss_bbox: 0.2927, d4.dn_loss_iou: 0.3891, loss: 10.3656, grad_norm: 27.4443 2023-11-22 19:01:46,754 - mmdet - INFO - Epoch [5][350/7330] lr: 1.000e-05, eta: 11:12:55, time: 0.703, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2574, interm_loss_bbox: 0.2068, interm_loss_iou: 0.4348, loss_cls: 0.2011, loss_bbox: 0.1668, loss_iou: 0.3684, d0.loss_cls: 0.2742, d0.loss_bbox: 0.1687, d0.loss_iou: 0.3803, d1.loss_cls: 0.2304, d1.loss_bbox: 0.1677, d1.loss_iou: 0.3716, d2.loss_cls: 0.2142, d2.loss_bbox: 0.1660, d2.loss_iou: 0.3678, d3.loss_cls: 0.2064, d3.loss_bbox: 0.1660, d3.loss_iou: 0.3680, d4.loss_cls: 0.2027, d4.loss_bbox: 0.1662, d4.loss_iou: 0.3676, dn_loss_cls: 0.0368, dn_loss_bbox: 0.2821, dn_loss_iou: 0.3639, d0.dn_loss_cls: 0.0706, d0.dn_loss_bbox: 0.4267, d0.dn_loss_iou: 0.5023, d1.dn_loss_cls: 0.0454, d1.dn_loss_bbox: 0.3159, d1.dn_loss_iou: 0.3953, d2.dn_loss_cls: 0.0398, d2.dn_loss_bbox: 0.2900, d2.dn_loss_iou: 0.3720, d3.dn_loss_cls: 0.0379, d3.dn_loss_bbox: 0.2831, d3.dn_loss_iou: 0.3649, d4.dn_loss_cls: 0.0371, d4.dn_loss_bbox: 0.2822, d4.dn_loss_iou: 0.3639, loss: 9.9630, grad_norm: 25.9995 2023-11-22 19:02:20,607 - mmdet - INFO - Epoch [5][400/7330] lr: 1.000e-05, eta: 11:12:19, time: 0.677, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2593, interm_loss_bbox: 0.1975, interm_loss_iou: 0.4596, loss_cls: 0.2041, loss_bbox: 0.1564, loss_iou: 0.3891, d0.loss_cls: 0.2734, d0.loss_bbox: 0.1619, d0.loss_iou: 0.4097, d1.loss_cls: 0.2306, d1.loss_bbox: 0.1592, d1.loss_iou: 0.3949, d2.loss_cls: 0.2163, d2.loss_bbox: 0.1554, d2.loss_iou: 0.3884, d3.loss_cls: 0.2078, d3.loss_bbox: 0.1564, d3.loss_iou: 0.3884, d4.loss_cls: 0.2052, d4.loss_bbox: 0.1560, d4.loss_iou: 0.3886, dn_loss_cls: 0.0381, dn_loss_bbox: 0.2700, dn_loss_iou: 0.3753, d0.dn_loss_cls: 0.0706, d0.dn_loss_bbox: 0.3906, d0.dn_loss_iou: 0.5073, d1.dn_loss_cls: 0.0457, d1.dn_loss_bbox: 0.2958, d1.dn_loss_iou: 0.4023, d2.dn_loss_cls: 0.0405, d2.dn_loss_bbox: 0.2762, d2.dn_loss_iou: 0.3821, d3.dn_loss_cls: 0.0392, d3.dn_loss_bbox: 0.2707, d3.dn_loss_iou: 0.3762, d4.dn_loss_cls: 0.0383, d4.dn_loss_bbox: 0.2700, d4.dn_loss_iou: 0.3753, loss: 10.0223, grad_norm: 28.8206 2023-11-22 19:02:55,414 - mmdet - INFO - Epoch [5][450/7330] lr: 1.000e-05, eta: 11:11:44, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2641, interm_loss_bbox: 0.1977, interm_loss_iou: 0.4619, loss_cls: 0.2141, loss_bbox: 0.1562, loss_iou: 0.3936, d0.loss_cls: 0.2768, d0.loss_bbox: 0.1631, d0.loss_iou: 0.4141, d1.loss_cls: 0.2363, d1.loss_bbox: 0.1609, d1.loss_iou: 0.4017, d2.loss_cls: 0.2259, d2.loss_bbox: 0.1561, d2.loss_iou: 0.3940, d3.loss_cls: 0.2178, d3.loss_bbox: 0.1559, d3.loss_iou: 0.3941, d4.loss_cls: 0.2158, d4.loss_bbox: 0.1554, d4.loss_iou: 0.3925, dn_loss_cls: 0.0371, dn_loss_bbox: 0.2683, dn_loss_iou: 0.3824, d0.dn_loss_cls: 0.0708, d0.dn_loss_bbox: 0.3891, d0.dn_loss_iou: 0.5123, d1.dn_loss_cls: 0.0455, d1.dn_loss_bbox: 0.2967, d1.dn_loss_iou: 0.4117, d2.dn_loss_cls: 0.0405, d2.dn_loss_bbox: 0.2747, d2.dn_loss_iou: 0.3903, d3.dn_loss_cls: 0.0385, d3.dn_loss_bbox: 0.2689, d3.dn_loss_iou: 0.3835, d4.dn_loss_cls: 0.0375, d4.dn_loss_bbox: 0.2683, d4.dn_loss_iou: 0.3823, loss: 10.1464, grad_norm: 27.8279 2023-11-22 19:03:29,780 - mmdet - INFO - Epoch [5][500/7330] lr: 1.000e-05, eta: 11:11:09, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2655, interm_loss_bbox: 0.2050, interm_loss_iou: 0.4533, loss_cls: 0.2159, loss_bbox: 0.1614, loss_iou: 0.3809, d0.loss_cls: 0.2828, d0.loss_bbox: 0.1686, d0.loss_iou: 0.4007, d1.loss_cls: 0.2396, d1.loss_bbox: 0.1665, d1.loss_iou: 0.3884, d2.loss_cls: 0.2252, d2.loss_bbox: 0.1621, d2.loss_iou: 0.3821, d3.loss_cls: 0.2206, d3.loss_bbox: 0.1613, d3.loss_iou: 0.3804, d4.loss_cls: 0.2173, d4.loss_bbox: 0.1609, d4.loss_iou: 0.3803, dn_loss_cls: 0.0395, dn_loss_bbox: 0.2868, dn_loss_iou: 0.3882, d0.dn_loss_cls: 0.0727, d0.dn_loss_bbox: 0.4149, d0.dn_loss_iou: 0.5202, d1.dn_loss_cls: 0.0475, d1.dn_loss_bbox: 0.3164, d1.dn_loss_iou: 0.4166, d2.dn_loss_cls: 0.0422, d2.dn_loss_bbox: 0.2936, d2.dn_loss_iou: 0.3954, d3.dn_loss_cls: 0.0408, d3.dn_loss_bbox: 0.2873, d3.dn_loss_iou: 0.3891, d4.dn_loss_cls: 0.0399, d4.dn_loss_bbox: 0.2868, d4.dn_loss_iou: 0.3881, loss: 10.2850, grad_norm: 24.5015 2023-11-22 19:04:04,046 - mmdet - INFO - Epoch [5][550/7330] lr: 1.000e-05, eta: 11:10:34, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2675, interm_loss_bbox: 0.2142, interm_loss_iou: 0.4379, loss_cls: 0.2128, loss_bbox: 0.1711, loss_iou: 0.3656, d0.loss_cls: 0.2872, d0.loss_bbox: 0.1751, d0.loss_iou: 0.3826, d1.loss_cls: 0.2420, d1.loss_bbox: 0.1732, d1.loss_iou: 0.3692, d2.loss_cls: 0.2220, d2.loss_bbox: 0.1727, d2.loss_iou: 0.3668, d3.loss_cls: 0.2151, d3.loss_bbox: 0.1729, d3.loss_iou: 0.3665, d4.loss_cls: 0.2132, d4.loss_bbox: 0.1713, d4.loss_iou: 0.3659, dn_loss_cls: 0.0401, dn_loss_bbox: 0.3082, dn_loss_iou: 0.3828, d0.dn_loss_cls: 0.0741, d0.dn_loss_bbox: 0.4431, d0.dn_loss_iou: 0.5136, d1.dn_loss_cls: 0.0482, d1.dn_loss_bbox: 0.3374, d1.dn_loss_iou: 0.4122, d2.dn_loss_cls: 0.0425, d2.dn_loss_bbox: 0.3149, d2.dn_loss_iou: 0.3905, d3.dn_loss_cls: 0.0409, d3.dn_loss_bbox: 0.3089, d3.dn_loss_iou: 0.3837, d4.dn_loss_cls: 0.0401, d4.dn_loss_bbox: 0.3082, d4.dn_loss_iou: 0.3827, loss: 10.3371, grad_norm: 24.9395 2023-11-22 19:04:38,503 - mmdet - INFO - Epoch [5][600/7330] lr: 1.000e-05, eta: 11:09:59, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2623, interm_loss_bbox: 0.2020, interm_loss_iou: 0.4390, loss_cls: 0.2087, loss_bbox: 0.1604, loss_iou: 0.3689, d0.loss_cls: 0.2786, d0.loss_bbox: 0.1656, d0.loss_iou: 0.3887, d1.loss_cls: 0.2365, d1.loss_bbox: 0.1631, d1.loss_iou: 0.3762, d2.loss_cls: 0.2210, d2.loss_bbox: 0.1602, d2.loss_iou: 0.3695, d3.loss_cls: 0.2138, d3.loss_bbox: 0.1593, d3.loss_iou: 0.3690, d4.loss_cls: 0.2109, d4.loss_bbox: 0.1590, d4.loss_iou: 0.3683, dn_loss_cls: 0.0377, dn_loss_bbox: 0.2876, dn_loss_iou: 0.3768, d0.dn_loss_cls: 0.0718, d0.dn_loss_bbox: 0.4154, d0.dn_loss_iou: 0.5086, d1.dn_loss_cls: 0.0465, d1.dn_loss_bbox: 0.3152, d1.dn_loss_iou: 0.4044, d2.dn_loss_cls: 0.0412, d2.dn_loss_bbox: 0.2948, d2.dn_loss_iou: 0.3840, d3.dn_loss_cls: 0.0392, d3.dn_loss_bbox: 0.2883, d3.dn_loss_iou: 0.3777, d4.dn_loss_cls: 0.0380, d4.dn_loss_bbox: 0.2877, d4.dn_loss_iou: 0.3767, loss: 10.0728, grad_norm: 27.0239 2023-11-22 19:05:12,550 - mmdet - INFO - Epoch [5][650/7330] lr: 1.000e-05, eta: 11:09:23, time: 0.681, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2571, interm_loss_bbox: 0.2010, interm_loss_iou: 0.4557, loss_cls: 0.2050, loss_bbox: 0.1607, loss_iou: 0.3816, d0.loss_cls: 0.2732, d0.loss_bbox: 0.1658, d0.loss_iou: 0.4019, d1.loss_cls: 0.2308, d1.loss_bbox: 0.1625, d1.loss_iou: 0.3875, d2.loss_cls: 0.2151, d2.loss_bbox: 0.1602, d2.loss_iou: 0.3823, d3.loss_cls: 0.2083, d3.loss_bbox: 0.1602, d3.loss_iou: 0.3818, d4.loss_cls: 0.2055, d4.loss_bbox: 0.1601, d4.loss_iou: 0.3813, dn_loss_cls: 0.0364, dn_loss_bbox: 0.2809, dn_loss_iou: 0.3734, d0.dn_loss_cls: 0.0699, d0.dn_loss_bbox: 0.4010, d0.dn_loss_iou: 0.5010, d1.dn_loss_cls: 0.0441, d1.dn_loss_bbox: 0.3065, d1.dn_loss_iou: 0.3996, d2.dn_loss_cls: 0.0386, d2.dn_loss_bbox: 0.2865, d2.dn_loss_iou: 0.3799, d3.dn_loss_cls: 0.0371, d3.dn_loss_bbox: 0.2815, d3.dn_loss_iou: 0.3742, d4.dn_loss_cls: 0.0364, d4.dn_loss_bbox: 0.2809, d4.dn_loss_iou: 0.3733, loss: 10.0385, grad_norm: 29.9148 2023-11-22 19:05:46,985 - mmdet - INFO - Epoch [5][700/7330] lr: 1.000e-05, eta: 11:08:48, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2598, interm_loss_bbox: 0.2052, interm_loss_iou: 0.4501, loss_cls: 0.2080, loss_bbox: 0.1621, loss_iou: 0.3813, d0.loss_cls: 0.2753, d0.loss_bbox: 0.1715, d0.loss_iou: 0.3987, d1.loss_cls: 0.2344, d1.loss_bbox: 0.1671, d1.loss_iou: 0.3872, d2.loss_cls: 0.2196, d2.loss_bbox: 0.1621, d2.loss_iou: 0.3800, d3.loss_cls: 0.2118, d3.loss_bbox: 0.1617, d3.loss_iou: 0.3808, d4.loss_cls: 0.2090, d4.loss_bbox: 0.1614, d4.loss_iou: 0.3807, dn_loss_cls: 0.0377, dn_loss_bbox: 0.2964, dn_loss_iou: 0.3821, d0.dn_loss_cls: 0.0710, d0.dn_loss_bbox: 0.4275, d0.dn_loss_iou: 0.5156, d1.dn_loss_cls: 0.0463, d1.dn_loss_bbox: 0.3262, d1.dn_loss_iou: 0.4122, d2.dn_loss_cls: 0.0409, d2.dn_loss_bbox: 0.3033, d2.dn_loss_iou: 0.3900, d3.dn_loss_cls: 0.0391, d3.dn_loss_bbox: 0.2970, d3.dn_loss_iou: 0.3832, d4.dn_loss_cls: 0.0379, d4.dn_loss_bbox: 0.2964, d4.dn_loss_iou: 0.3820, loss: 10.2528, grad_norm: 25.6036 2023-11-22 19:06:21,325 - mmdet - INFO - Epoch [5][750/7330] lr: 1.000e-05, eta: 11:08:13, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2601, interm_loss_bbox: 0.2038, interm_loss_iou: 0.4460, loss_cls: 0.2063, loss_bbox: 0.1614, loss_iou: 0.3727, d0.loss_cls: 0.2719, d0.loss_bbox: 0.1673, d0.loss_iou: 0.3952, d1.loss_cls: 0.2302, d1.loss_bbox: 0.1642, d1.loss_iou: 0.3798, d2.loss_cls: 0.2163, d2.loss_bbox: 0.1608, d2.loss_iou: 0.3737, d3.loss_cls: 0.2106, d3.loss_bbox: 0.1601, d3.loss_iou: 0.3715, d4.loss_cls: 0.2075, d4.loss_bbox: 0.1607, d4.loss_iou: 0.3723, dn_loss_cls: 0.0365, dn_loss_bbox: 0.2880, dn_loss_iou: 0.3787, d0.dn_loss_cls: 0.0700, d0.dn_loss_bbox: 0.4152, d0.dn_loss_iou: 0.5137, d1.dn_loss_cls: 0.0451, d1.dn_loss_bbox: 0.3168, d1.dn_loss_iou: 0.4086, d2.dn_loss_cls: 0.0397, d2.dn_loss_bbox: 0.2950, d2.dn_loss_iou: 0.3863, d3.dn_loss_cls: 0.0378, d3.dn_loss_bbox: 0.2889, d3.dn_loss_iou: 0.3800, d4.dn_loss_cls: 0.0369, d4.dn_loss_bbox: 0.2880, d4.dn_loss_iou: 0.3786, loss: 10.0961, grad_norm: 27.9002 2023-11-22 19:06:55,929 - mmdet - INFO - Epoch [5][800/7330] lr: 1.000e-05, eta: 11:07:38, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2716, interm_loss_bbox: 0.2079, interm_loss_iou: 0.4560, loss_cls: 0.2215, loss_bbox: 0.1656, loss_iou: 0.3858, d0.loss_cls: 0.2873, d0.loss_bbox: 0.1708, d0.loss_iou: 0.4027, d1.loss_cls: 0.2462, d1.loss_bbox: 0.1681, d1.loss_iou: 0.3895, d2.loss_cls: 0.2325, d2.loss_bbox: 0.1651, d2.loss_iou: 0.3865, d3.loss_cls: 0.2258, d3.loss_bbox: 0.1649, d3.loss_iou: 0.3858, d4.loss_cls: 0.2226, d4.loss_bbox: 0.1651, d4.loss_iou: 0.3856, dn_loss_cls: 0.0397, dn_loss_bbox: 0.2912, dn_loss_iou: 0.3940, d0.dn_loss_cls: 0.0746, d0.dn_loss_bbox: 0.4201, d0.dn_loss_iou: 0.5299, d1.dn_loss_cls: 0.0490, d1.dn_loss_bbox: 0.3201, d1.dn_loss_iou: 0.4233, d2.dn_loss_cls: 0.0431, d2.dn_loss_bbox: 0.2981, d2.dn_loss_iou: 0.4019, d3.dn_loss_cls: 0.0411, d3.dn_loss_bbox: 0.2919, d3.dn_loss_iou: 0.3951, d4.dn_loss_cls: 0.0400, d4.dn_loss_bbox: 0.2912, d4.dn_loss_iou: 0.3939, loss: 10.4449, grad_norm: 26.5886 2023-11-22 19:07:29,544 - mmdet - INFO - Epoch [5][850/7330] lr: 1.000e-05, eta: 11:07:02, time: 0.672, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2596, interm_loss_bbox: 0.1995, interm_loss_iou: 0.4506, loss_cls: 0.2077, loss_bbox: 0.1581, loss_iou: 0.3771, d0.loss_cls: 0.2741, d0.loss_bbox: 0.1651, d0.loss_iou: 0.3970, d1.loss_cls: 0.2341, d1.loss_bbox: 0.1611, d1.loss_iou: 0.3818, d2.loss_cls: 0.2183, d2.loss_bbox: 0.1598, d2.loss_iou: 0.3775, d3.loss_cls: 0.2116, d3.loss_bbox: 0.1588, d3.loss_iou: 0.3765, d4.loss_cls: 0.2088, d4.loss_bbox: 0.1576, d4.loss_iou: 0.3760, dn_loss_cls: 0.0359, dn_loss_bbox: 0.2603, dn_loss_iou: 0.3752, d0.dn_loss_cls: 0.0698, d0.dn_loss_bbox: 0.3877, d0.dn_loss_iou: 0.5090, d1.dn_loss_cls: 0.0442, d1.dn_loss_bbox: 0.2890, d1.dn_loss_iou: 0.4035, d2.dn_loss_cls: 0.0384, d2.dn_loss_bbox: 0.2676, d2.dn_loss_iou: 0.3821, d3.dn_loss_cls: 0.0368, d3.dn_loss_bbox: 0.2614, d3.dn_loss_iou: 0.3761, d4.dn_loss_cls: 0.0361, d4.dn_loss_bbox: 0.2603, d4.dn_loss_iou: 0.3750, loss: 9.9192, grad_norm: 27.5761 2023-11-22 19:08:03,590 - mmdet - INFO - Epoch [5][900/7330] lr: 1.000e-05, eta: 11:06:26, time: 0.681, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2593, interm_loss_bbox: 0.2129, interm_loss_iou: 0.4540, loss_cls: 0.2132, loss_bbox: 0.1710, loss_iou: 0.3810, d0.loss_cls: 0.2782, d0.loss_bbox: 0.1778, d0.loss_iou: 0.3985, d1.loss_cls: 0.2388, d1.loss_bbox: 0.1751, d1.loss_iou: 0.3865, d2.loss_cls: 0.2246, d2.loss_bbox: 0.1713, d2.loss_iou: 0.3806, d3.loss_cls: 0.2175, d3.loss_bbox: 0.1699, d3.loss_iou: 0.3802, d4.loss_cls: 0.2148, d4.loss_bbox: 0.1697, d4.loss_iou: 0.3797, dn_loss_cls: 0.0379, dn_loss_bbox: 0.2921, dn_loss_iou: 0.3859, d0.dn_loss_cls: 0.0725, d0.dn_loss_bbox: 0.4227, d0.dn_loss_iou: 0.5210, d1.dn_loss_cls: 0.0475, d1.dn_loss_bbox: 0.3214, d1.dn_loss_iou: 0.4150, d2.dn_loss_cls: 0.0415, d2.dn_loss_bbox: 0.2987, d2.dn_loss_iou: 0.3935, d3.dn_loss_cls: 0.0396, d3.dn_loss_bbox: 0.2927, d3.dn_loss_iou: 0.3870, d4.dn_loss_cls: 0.0380, d4.dn_loss_bbox: 0.2921, d4.dn_loss_iou: 0.3858, loss: 10.3393, grad_norm: 27.2597 2023-11-22 19:08:37,903 - mmdet - INFO - Epoch [5][950/7330] lr: 1.000e-05, eta: 11:05:51, time: 0.686, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2606, interm_loss_bbox: 0.2048, interm_loss_iou: 0.4643, loss_cls: 0.2070, loss_bbox: 0.1600, loss_iou: 0.3895, d0.loss_cls: 0.2770, d0.loss_bbox: 0.1643, d0.loss_iou: 0.4066, d1.loss_cls: 0.2325, d1.loss_bbox: 0.1628, d1.loss_iou: 0.3950, d2.loss_cls: 0.2188, d2.loss_bbox: 0.1594, d2.loss_iou: 0.3887, d3.loss_cls: 0.2106, d3.loss_bbox: 0.1601, d3.loss_iou: 0.3895, d4.loss_cls: 0.2078, d4.loss_bbox: 0.1600, d4.loss_iou: 0.3894, dn_loss_cls: 0.0376, dn_loss_bbox: 0.2732, dn_loss_iou: 0.3831, d0.dn_loss_cls: 0.0722, d0.dn_loss_bbox: 0.4047, d0.dn_loss_iou: 0.5196, d1.dn_loss_cls: 0.0467, d1.dn_loss_bbox: 0.3039, d1.dn_loss_iou: 0.4130, d2.dn_loss_cls: 0.0409, d2.dn_loss_bbox: 0.2804, d2.dn_loss_iou: 0.3907, d3.dn_loss_cls: 0.0387, d3.dn_loss_bbox: 0.2739, d3.dn_loss_iou: 0.3842, d4.dn_loss_cls: 0.0378, d4.dn_loss_bbox: 0.2732, d4.dn_loss_iou: 0.3829, loss: 10.1658, grad_norm: 27.1178 2023-11-22 19:09:12,709 - mmdet - INFO - Epoch [5][1000/7330] lr: 1.000e-05, eta: 11:05:16, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2603, interm_loss_bbox: 0.2019, interm_loss_iou: 0.4518, loss_cls: 0.2091, loss_bbox: 0.1610, loss_iou: 0.3794, d0.loss_cls: 0.2782, d0.loss_bbox: 0.1627, d0.loss_iou: 0.3918, d1.loss_cls: 0.2337, d1.loss_bbox: 0.1608, d1.loss_iou: 0.3833, d2.loss_cls: 0.2185, d2.loss_bbox: 0.1596, d2.loss_iou: 0.3795, d3.loss_cls: 0.2126, d3.loss_bbox: 0.1591, d3.loss_iou: 0.3789, d4.loss_cls: 0.2098, d4.loss_bbox: 0.1602, d4.loss_iou: 0.3790, dn_loss_cls: 0.0388, dn_loss_bbox: 0.2947, dn_loss_iou: 0.3706, d0.dn_loss_cls: 0.0741, d0.dn_loss_bbox: 0.4274, d0.dn_loss_iou: 0.5038, d1.dn_loss_cls: 0.0479, d1.dn_loss_bbox: 0.3245, d1.dn_loss_iou: 0.3993, d2.dn_loss_cls: 0.0420, d2.dn_loss_bbox: 0.3014, d2.dn_loss_iou: 0.3777, d3.dn_loss_cls: 0.0401, d3.dn_loss_bbox: 0.2957, d3.dn_loss_iou: 0.3717, d4.dn_loss_cls: 0.0390, d4.dn_loss_bbox: 0.2947, d4.dn_loss_iou: 0.3705, loss: 10.1452, grad_norm: 27.2549 2023-11-22 19:09:47,007 - mmdet - INFO - Epoch [5][1050/7330] lr: 1.000e-05, eta: 11:04:41, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2593, interm_loss_bbox: 0.2008, interm_loss_iou: 0.4557, loss_cls: 0.2137, loss_bbox: 0.1625, loss_iou: 0.3900, d0.loss_cls: 0.2802, d0.loss_bbox: 0.1669, d0.loss_iou: 0.4058, d1.loss_cls: 0.2359, d1.loss_bbox: 0.1652, d1.loss_iou: 0.3950, d2.loss_cls: 0.2226, d2.loss_bbox: 0.1616, d2.loss_iou: 0.3894, d3.loss_cls: 0.2164, d3.loss_bbox: 0.1617, d3.loss_iou: 0.3892, d4.loss_cls: 0.2143, d4.loss_bbox: 0.1621, d4.loss_iou: 0.3898, dn_loss_cls: 0.0367, dn_loss_bbox: 0.2830, dn_loss_iou: 0.3839, d0.dn_loss_cls: 0.0716, d0.dn_loss_bbox: 0.4043, d0.dn_loss_iou: 0.5128, d1.dn_loss_cls: 0.0456, d1.dn_loss_bbox: 0.3098, d1.dn_loss_iou: 0.4123, d2.dn_loss_cls: 0.0399, d2.dn_loss_bbox: 0.2891, d2.dn_loss_iou: 0.3910, d3.dn_loss_cls: 0.0378, d3.dn_loss_bbox: 0.2836, d3.dn_loss_iou: 0.3848, d4.dn_loss_cls: 0.0369, d4.dn_loss_bbox: 0.2830, d4.dn_loss_iou: 0.3838, loss: 10.2277, grad_norm: 29.5777 2023-11-22 19:10:21,323 - mmdet - INFO - Epoch [5][1100/7330] lr: 1.000e-05, eta: 11:04:06, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2708, interm_loss_bbox: 0.2025, interm_loss_iou: 0.4543, loss_cls: 0.2158, loss_bbox: 0.1623, loss_iou: 0.3834, d0.loss_cls: 0.2838, d0.loss_bbox: 0.1686, d0.loss_iou: 0.4019, d1.loss_cls: 0.2424, d1.loss_bbox: 0.1646, d1.loss_iou: 0.3892, d2.loss_cls: 0.2270, d2.loss_bbox: 0.1623, d2.loss_iou: 0.3841, d3.loss_cls: 0.2194, d3.loss_bbox: 0.1623, d3.loss_iou: 0.3830, d4.loss_cls: 0.2171, d4.loss_bbox: 0.1620, d4.loss_iou: 0.3833, dn_loss_cls: 0.0380, dn_loss_bbox: 0.2933, dn_loss_iou: 0.3867, d0.dn_loss_cls: 0.0720, d0.dn_loss_bbox: 0.4125, d0.dn_loss_iou: 0.5143, d1.dn_loss_cls: 0.0461, d1.dn_loss_bbox: 0.3180, d1.dn_loss_iou: 0.4142, d2.dn_loss_cls: 0.0409, d2.dn_loss_bbox: 0.2985, d2.dn_loss_iou: 0.3939, d3.dn_loss_cls: 0.0390, d3.dn_loss_bbox: 0.2939, d3.dn_loss_iou: 0.3877, d4.dn_loss_cls: 0.0381, d4.dn_loss_bbox: 0.2933, d4.dn_loss_iou: 0.3866, loss: 10.3070, grad_norm: 27.5748 2023-11-22 19:10:55,592 - mmdet - INFO - Epoch [5][1150/7330] lr: 1.000e-05, eta: 11:03:31, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2618, interm_loss_bbox: 0.2037, interm_loss_iou: 0.4777, loss_cls: 0.2124, loss_bbox: 0.1605, loss_iou: 0.4007, d0.loss_cls: 0.2789, d0.loss_bbox: 0.1682, d0.loss_iou: 0.4227, d1.loss_cls: 0.2397, d1.loss_bbox: 0.1650, d1.loss_iou: 0.4078, d2.loss_cls: 0.2234, d2.loss_bbox: 0.1614, d2.loss_iou: 0.4020, d3.loss_cls: 0.2161, d3.loss_bbox: 0.1613, d3.loss_iou: 0.4010, d4.loss_cls: 0.2124, d4.loss_bbox: 0.1612, d4.loss_iou: 0.4014, dn_loss_cls: 0.0368, dn_loss_bbox: 0.2717, dn_loss_iou: 0.3857, d0.dn_loss_cls: 0.0703, d0.dn_loss_bbox: 0.4020, d0.dn_loss_iou: 0.5187, d1.dn_loss_cls: 0.0453, d1.dn_loss_bbox: 0.3021, d1.dn_loss_iou: 0.4163, d2.dn_loss_cls: 0.0396, d2.dn_loss_bbox: 0.2788, d2.dn_loss_iou: 0.3940, d3.dn_loss_cls: 0.0377, d3.dn_loss_bbox: 0.2724, d3.dn_loss_iou: 0.3870, d4.dn_loss_cls: 0.0368, d4.dn_loss_bbox: 0.2717, d4.dn_loss_iou: 0.3856, loss: 10.2919, grad_norm: 27.4275 2023-11-22 19:11:29,877 - mmdet - INFO - Epoch [5][1200/7330] lr: 1.000e-05, eta: 11:02:55, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2635, interm_loss_bbox: 0.2082, interm_loss_iou: 0.4423, loss_cls: 0.2084, loss_bbox: 0.1606, loss_iou: 0.3695, d0.loss_cls: 0.2783, d0.loss_bbox: 0.1696, d0.loss_iou: 0.3865, d1.loss_cls: 0.2347, d1.loss_bbox: 0.1644, d1.loss_iou: 0.3733, d2.loss_cls: 0.2201, d2.loss_bbox: 0.1589, d2.loss_iou: 0.3676, d3.loss_cls: 0.2112, d3.loss_bbox: 0.1606, d3.loss_iou: 0.3691, d4.loss_cls: 0.2084, d4.loss_bbox: 0.1609, d4.loss_iou: 0.3696, dn_loss_cls: 0.0370, dn_loss_bbox: 0.2773, dn_loss_iou: 0.3725, d0.dn_loss_cls: 0.0731, d0.dn_loss_bbox: 0.4104, d0.dn_loss_iou: 0.5060, d1.dn_loss_cls: 0.0466, d1.dn_loss_bbox: 0.3074, d1.dn_loss_iou: 0.4021, d2.dn_loss_cls: 0.0410, d2.dn_loss_bbox: 0.2840, d2.dn_loss_iou: 0.3800, d3.dn_loss_cls: 0.0387, d3.dn_loss_bbox: 0.2784, d3.dn_loss_iou: 0.3736, d4.dn_loss_cls: 0.0374, d4.dn_loss_bbox: 0.2773, d4.dn_loss_iou: 0.3724, loss: 10.0009, grad_norm: 27.7721 2023-11-22 19:12:04,231 - mmdet - INFO - Epoch [5][1250/7330] lr: 1.000e-05, eta: 11:02:20, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2620, interm_loss_bbox: 0.2019, interm_loss_iou: 0.4411, loss_cls: 0.2122, loss_bbox: 0.1587, loss_iou: 0.3643, d0.loss_cls: 0.2766, d0.loss_bbox: 0.1676, d0.loss_iou: 0.3858, d1.loss_cls: 0.2382, d1.loss_bbox: 0.1617, d1.loss_iou: 0.3685, d2.loss_cls: 0.2230, d2.loss_bbox: 0.1590, d2.loss_iou: 0.3639, d3.loss_cls: 0.2154, d3.loss_bbox: 0.1588, d3.loss_iou: 0.3646, d4.loss_cls: 0.2127, d4.loss_bbox: 0.1583, d4.loss_iou: 0.3639, dn_loss_cls: 0.0368, dn_loss_bbox: 0.2716, dn_loss_iou: 0.3654, d0.dn_loss_cls: 0.0711, d0.dn_loss_bbox: 0.3985, d0.dn_loss_iou: 0.4981, d1.dn_loss_cls: 0.0461, d1.dn_loss_bbox: 0.2974, d1.dn_loss_iou: 0.3922, d2.dn_loss_cls: 0.0404, d2.dn_loss_bbox: 0.2774, d2.dn_loss_iou: 0.3725, d3.dn_loss_cls: 0.0383, d3.dn_loss_bbox: 0.2722, d3.dn_loss_iou: 0.3663, d4.dn_loss_cls: 0.0372, d4.dn_loss_bbox: 0.2716, d4.dn_loss_iou: 0.3653, loss: 9.8765, grad_norm: 29.8332 2023-11-22 19:12:38,794 - mmdet - INFO - Epoch [5][1300/7330] lr: 1.000e-05, eta: 11:01:46, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2674, interm_loss_bbox: 0.2103, interm_loss_iou: 0.4508, loss_cls: 0.2182, loss_bbox: 0.1636, loss_iou: 0.3742, d0.loss_cls: 0.2842, d0.loss_bbox: 0.1738, d0.loss_iou: 0.3978, d1.loss_cls: 0.2466, d1.loss_bbox: 0.1679, d1.loss_iou: 0.3820, d2.loss_cls: 0.2305, d2.loss_bbox: 0.1633, d2.loss_iou: 0.3743, d3.loss_cls: 0.2221, d3.loss_bbox: 0.1638, d3.loss_iou: 0.3742, d4.loss_cls: 0.2182, d4.loss_bbox: 0.1642, d4.loss_iou: 0.3749, dn_loss_cls: 0.0388, dn_loss_bbox: 0.3007, dn_loss_iou: 0.3863, d0.dn_loss_cls: 0.0705, d0.dn_loss_bbox: 0.4300, d0.dn_loss_iou: 0.5191, d1.dn_loss_cls: 0.0464, d1.dn_loss_bbox: 0.3300, d1.dn_loss_iou: 0.4162, d2.dn_loss_cls: 0.0413, d2.dn_loss_bbox: 0.3075, d2.dn_loss_iou: 0.3941, d3.dn_loss_cls: 0.0399, d3.dn_loss_bbox: 0.3014, d3.dn_loss_iou: 0.3874, d4.dn_loss_cls: 0.0389, d4.dn_loss_bbox: 0.3007, d4.dn_loss_iou: 0.3863, loss: 10.3579, grad_norm: 26.9264 2023-11-22 19:13:13,144 - mmdet - INFO - Epoch [5][1350/7330] lr: 1.000e-05, eta: 11:01:10, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2637, interm_loss_bbox: 0.2039, interm_loss_iou: 0.4452, loss_cls: 0.2072, loss_bbox: 0.1646, loss_iou: 0.3775, d0.loss_cls: 0.2751, d0.loss_bbox: 0.1690, d0.loss_iou: 0.3960, d1.loss_cls: 0.2332, d1.loss_bbox: 0.1675, d1.loss_iou: 0.3854, d2.loss_cls: 0.2191, d2.loss_bbox: 0.1641, d2.loss_iou: 0.3784, d3.loss_cls: 0.2120, d3.loss_bbox: 0.1629, d3.loss_iou: 0.3772, d4.loss_cls: 0.2087, d4.loss_bbox: 0.1637, d4.loss_iou: 0.3769, dn_loss_cls: 0.0358, dn_loss_bbox: 0.2876, dn_loss_iou: 0.3683, d0.dn_loss_cls: 0.0700, d0.dn_loss_bbox: 0.4251, d0.dn_loss_iou: 0.5039, d1.dn_loss_cls: 0.0445, d1.dn_loss_bbox: 0.3184, d1.dn_loss_iou: 0.3985, d2.dn_loss_cls: 0.0388, d2.dn_loss_bbox: 0.2948, d2.dn_loss_iou: 0.3761, d3.dn_loss_cls: 0.0370, d3.dn_loss_bbox: 0.2884, d3.dn_loss_iou: 0.3695, d4.dn_loss_cls: 0.0357, d4.dn_loss_bbox: 0.2877, d4.dn_loss_iou: 0.3683, loss: 10.0993, grad_norm: 28.2607 2023-11-22 19:13:47,550 - mmdet - INFO - Epoch [5][1400/7330] lr: 1.000e-05, eta: 11:00:35, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2648, interm_loss_bbox: 0.1971, interm_loss_iou: 0.4527, loss_cls: 0.2094, loss_bbox: 0.1615, loss_iou: 0.3833, d0.loss_cls: 0.2789, d0.loss_bbox: 0.1668, d0.loss_iou: 0.4025, d1.loss_cls: 0.2373, d1.loss_bbox: 0.1651, d1.loss_iou: 0.3879, d2.loss_cls: 0.2215, d2.loss_bbox: 0.1626, d2.loss_iou: 0.3840, d3.loss_cls: 0.2148, d3.loss_bbox: 0.1601, d3.loss_iou: 0.3830, d4.loss_cls: 0.2094, d4.loss_bbox: 0.1616, d4.loss_iou: 0.3839, dn_loss_cls: 0.0383, dn_loss_bbox: 0.2828, dn_loss_iou: 0.3838, d0.dn_loss_cls: 0.0727, d0.dn_loss_bbox: 0.4048, d0.dn_loss_iou: 0.5124, d1.dn_loss_cls: 0.0473, d1.dn_loss_bbox: 0.3103, d1.dn_loss_iou: 0.4120, d2.dn_loss_cls: 0.0416, d2.dn_loss_bbox: 0.2895, d2.dn_loss_iou: 0.3914, d3.dn_loss_cls: 0.0397, d3.dn_loss_bbox: 0.2835, d3.dn_loss_iou: 0.3850, d4.dn_loss_cls: 0.0387, d4.dn_loss_bbox: 0.2827, d4.dn_loss_iou: 0.3837, loss: 10.1884, grad_norm: 26.9859 2023-11-22 19:14:22,047 - mmdet - INFO - Epoch [5][1450/7330] lr: 1.000e-05, eta: 11:00:00, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2577, interm_loss_bbox: 0.1988, interm_loss_iou: 0.4544, loss_cls: 0.2066, loss_bbox: 0.1611, loss_iou: 0.3809, d0.loss_cls: 0.2735, d0.loss_bbox: 0.1645, d0.loss_iou: 0.4006, d1.loss_cls: 0.2299, d1.loss_bbox: 0.1650, d1.loss_iou: 0.3895, d2.loss_cls: 0.2156, d2.loss_bbox: 0.1613, d2.loss_iou: 0.3835, d3.loss_cls: 0.2110, d3.loss_bbox: 0.1602, d3.loss_iou: 0.3807, d4.loss_cls: 0.2072, d4.loss_bbox: 0.1614, d4.loss_iou: 0.3808, dn_loss_cls: 0.0361, dn_loss_bbox: 0.2707, dn_loss_iou: 0.3798, d0.dn_loss_cls: 0.0687, d0.dn_loss_bbox: 0.3898, d0.dn_loss_iou: 0.5118, d1.dn_loss_cls: 0.0444, d1.dn_loss_bbox: 0.2982, d1.dn_loss_iou: 0.4071, d2.dn_loss_cls: 0.0388, d2.dn_loss_bbox: 0.2772, d2.dn_loss_iou: 0.3870, d3.dn_loss_cls: 0.0371, d3.dn_loss_bbox: 0.2714, d3.dn_loss_iou: 0.3809, d4.dn_loss_cls: 0.0363, d4.dn_loss_bbox: 0.2708, d4.dn_loss_iou: 0.3797, loss: 10.0299, grad_norm: 25.4034 2023-11-22 19:14:56,462 - mmdet - INFO - Epoch [5][1500/7330] lr: 1.000e-05, eta: 10:59:25, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2637, interm_loss_bbox: 0.2066, interm_loss_iou: 0.4596, loss_cls: 0.2137, loss_bbox: 0.1649, loss_iou: 0.3911, d0.loss_cls: 0.2789, d0.loss_bbox: 0.1709, d0.loss_iou: 0.4078, d1.loss_cls: 0.2374, d1.loss_bbox: 0.1690, d1.loss_iou: 0.3977, d2.loss_cls: 0.2213, d2.loss_bbox: 0.1675, d2.loss_iou: 0.3927, d3.loss_cls: 0.2163, d3.loss_bbox: 0.1658, d3.loss_iou: 0.3921, d4.loss_cls: 0.2142, d4.loss_bbox: 0.1657, d4.loss_iou: 0.3914, dn_loss_cls: 0.0399, dn_loss_bbox: 0.2988, dn_loss_iou: 0.4003, d0.dn_loss_cls: 0.0739, d0.dn_loss_bbox: 0.4178, d0.dn_loss_iou: 0.5291, d1.dn_loss_cls: 0.0484, d1.dn_loss_bbox: 0.3253, d1.dn_loss_iou: 0.4276, d2.dn_loss_cls: 0.0428, d2.dn_loss_bbox: 0.3047, d2.dn_loss_iou: 0.4071, d3.dn_loss_cls: 0.0412, d3.dn_loss_bbox: 0.2994, d3.dn_loss_iou: 0.4012, d4.dn_loss_cls: 0.0402, d4.dn_loss_bbox: 0.2988, d4.dn_loss_iou: 0.4002, loss: 10.4851, grad_norm: 27.9138 2023-11-22 19:15:33,658 - mmdet - INFO - Epoch [5][1550/7330] lr: 1.000e-05, eta: 10:58:56, time: 0.744, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2510, interm_loss_bbox: 0.1983, interm_loss_iou: 0.4297, loss_cls: 0.1962, loss_bbox: 0.1588, loss_iou: 0.3640, d0.loss_cls: 0.2630, d0.loss_bbox: 0.1640, d0.loss_iou: 0.3796, d1.loss_cls: 0.2216, d1.loss_bbox: 0.1603, d1.loss_iou: 0.3676, d2.loss_cls: 0.2061, d2.loss_bbox: 0.1594, d2.loss_iou: 0.3641, d3.loss_cls: 0.2000, d3.loss_bbox: 0.1579, d3.loss_iou: 0.3641, d4.loss_cls: 0.1966, d4.loss_bbox: 0.1586, d4.loss_iou: 0.3642, dn_loss_cls: 0.0347, dn_loss_bbox: 0.2698, dn_loss_iou: 0.3687, d0.dn_loss_cls: 0.0683, d0.dn_loss_bbox: 0.3945, d0.dn_loss_iou: 0.4968, d1.dn_loss_cls: 0.0436, d1.dn_loss_bbox: 0.2971, d1.dn_loss_iou: 0.3958, d2.dn_loss_cls: 0.0379, d2.dn_loss_bbox: 0.2755, d2.dn_loss_iou: 0.3754, d3.dn_loss_cls: 0.0361, d3.dn_loss_bbox: 0.2703, d3.dn_loss_iou: 0.3696, d4.dn_loss_cls: 0.0350, d4.dn_loss_bbox: 0.2698, d4.dn_loss_iou: 0.3687, loss: 9.7327, grad_norm: 25.8049 2023-11-22 19:16:08,133 - mmdet - INFO - Epoch [5][1600/7330] lr: 1.000e-05, eta: 10:58:21, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2632, interm_loss_bbox: 0.2011, interm_loss_iou: 0.4502, loss_cls: 0.2134, loss_bbox: 0.1641, loss_iou: 0.3860, d0.loss_cls: 0.2788, d0.loss_bbox: 0.1664, d0.loss_iou: 0.4010, d1.loss_cls: 0.2381, d1.loss_bbox: 0.1671, d1.loss_iou: 0.3892, d2.loss_cls: 0.2229, d2.loss_bbox: 0.1647, d2.loss_iou: 0.3862, d3.loss_cls: 0.2160, d3.loss_bbox: 0.1655, d3.loss_iou: 0.3873, d4.loss_cls: 0.2140, d4.loss_bbox: 0.1636, d4.loss_iou: 0.3859, dn_loss_cls: 0.0375, dn_loss_bbox: 0.2885, dn_loss_iou: 0.3817, d0.dn_loss_cls: 0.0708, d0.dn_loss_bbox: 0.4170, d0.dn_loss_iou: 0.5100, d1.dn_loss_cls: 0.0464, d1.dn_loss_bbox: 0.3179, d1.dn_loss_iou: 0.4092, d2.dn_loss_cls: 0.0407, d2.dn_loss_bbox: 0.2951, d2.dn_loss_iou: 0.3889, d3.dn_loss_cls: 0.0387, d3.dn_loss_bbox: 0.2892, d3.dn_loss_iou: 0.3825, d4.dn_loss_cls: 0.0376, d4.dn_loss_bbox: 0.2885, d4.dn_loss_iou: 0.3816, loss: 10.2461, grad_norm: 28.3658 2023-11-22 19:16:43,328 - mmdet - INFO - Epoch [5][1650/7330] lr: 1.000e-05, eta: 10:57:47, time: 0.704, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2628, interm_loss_bbox: 0.2006, interm_loss_iou: 0.4437, loss_cls: 0.2103, loss_bbox: 0.1593, loss_iou: 0.3703, d0.loss_cls: 0.2779, d0.loss_bbox: 0.1660, d0.loss_iou: 0.3894, d1.loss_cls: 0.2352, d1.loss_bbox: 0.1646, d1.loss_iou: 0.3747, d2.loss_cls: 0.2219, d2.loss_bbox: 0.1590, d2.loss_iou: 0.3691, d3.loss_cls: 0.2139, d3.loss_bbox: 0.1575, d3.loss_iou: 0.3700, d4.loss_cls: 0.2112, d4.loss_bbox: 0.1581, d4.loss_iou: 0.3700, dn_loss_cls: 0.0383, dn_loss_bbox: 0.2780, dn_loss_iou: 0.3739, d0.dn_loss_cls: 0.0722, d0.dn_loss_bbox: 0.4058, d0.dn_loss_iou: 0.5044, d1.dn_loss_cls: 0.0469, d1.dn_loss_bbox: 0.3058, d1.dn_loss_iou: 0.4014, d2.dn_loss_cls: 0.0412, d2.dn_loss_bbox: 0.2839, d2.dn_loss_iou: 0.3806, d3.dn_loss_cls: 0.0395, d3.dn_loss_bbox: 0.2788, d3.dn_loss_iou: 0.3747, d4.dn_loss_cls: 0.0386, d4.dn_loss_bbox: 0.2781, d4.dn_loss_iou: 0.3738, loss: 10.0013, grad_norm: 28.9743 2023-11-22 19:17:18,005 - mmdet - INFO - Epoch [5][1700/7330] lr: 1.000e-05, eta: 10:57:13, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2624, interm_loss_bbox: 0.2014, interm_loss_iou: 0.4533, loss_cls: 0.2112, loss_bbox: 0.1570, loss_iou: 0.3739, d0.loss_cls: 0.2763, d0.loss_bbox: 0.1652, d0.loss_iou: 0.3992, d1.loss_cls: 0.2361, d1.loss_bbox: 0.1634, d1.loss_iou: 0.3839, d2.loss_cls: 0.2232, d2.loss_bbox: 0.1572, d2.loss_iou: 0.3756, d3.loss_cls: 0.2160, d3.loss_bbox: 0.1561, d3.loss_iou: 0.3742, d4.loss_cls: 0.2124, d4.loss_bbox: 0.1570, d4.loss_iou: 0.3737, dn_loss_cls: 0.0347, dn_loss_bbox: 0.2886, dn_loss_iou: 0.3822, d0.dn_loss_cls: 0.0690, d0.dn_loss_bbox: 0.4224, d0.dn_loss_iou: 0.5162, d1.dn_loss_cls: 0.0435, d1.dn_loss_bbox: 0.3211, d1.dn_loss_iou: 0.4122, d2.dn_loss_cls: 0.0377, d2.dn_loss_bbox: 0.2961, d2.dn_loss_iou: 0.3901, d3.dn_loss_cls: 0.0360, d3.dn_loss_bbox: 0.2894, d3.dn_loss_iou: 0.3832, d4.dn_loss_cls: 0.0350, d4.dn_loss_bbox: 0.2886, d4.dn_loss_iou: 0.3821, loss: 10.1566, grad_norm: 27.5691 2023-11-22 19:17:52,868 - mmdet - INFO - Epoch [5][1750/7330] lr: 1.000e-05, eta: 10:56:38, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2617, interm_loss_bbox: 0.2061, interm_loss_iou: 0.4408, loss_cls: 0.2061, loss_bbox: 0.1672, loss_iou: 0.3729, d0.loss_cls: 0.2746, d0.loss_bbox: 0.1723, d0.loss_iou: 0.3928, d1.loss_cls: 0.2333, d1.loss_bbox: 0.1695, d1.loss_iou: 0.3804, d2.loss_cls: 0.2184, d2.loss_bbox: 0.1664, d2.loss_iou: 0.3734, d3.loss_cls: 0.2108, d3.loss_bbox: 0.1669, d3.loss_iou: 0.3722, d4.loss_cls: 0.2066, d4.loss_bbox: 0.1672, d4.loss_iou: 0.3724, dn_loss_cls: 0.0356, dn_loss_bbox: 0.2806, dn_loss_iou: 0.3714, d0.dn_loss_cls: 0.0691, d0.dn_loss_bbox: 0.4135, d0.dn_loss_iou: 0.5058, d1.dn_loss_cls: 0.0445, d1.dn_loss_bbox: 0.3109, d1.dn_loss_iou: 0.4011, d2.dn_loss_cls: 0.0390, d2.dn_loss_bbox: 0.2886, d2.dn_loss_iou: 0.3799, d3.dn_loss_cls: 0.0372, d3.dn_loss_bbox: 0.2815, d3.dn_loss_iou: 0.3726, d4.dn_loss_cls: 0.0359, d4.dn_loss_bbox: 0.2807, d4.dn_loss_iou: 0.3713, loss: 10.0511, grad_norm: 26.2034 2023-11-22 19:18:27,416 - mmdet - INFO - Epoch [5][1800/7330] lr: 1.000e-05, eta: 10:56:04, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2558, interm_loss_bbox: 0.1902, interm_loss_iou: 0.4482, loss_cls: 0.2023, loss_bbox: 0.1509, loss_iou: 0.3798, d0.loss_cls: 0.2739, d0.loss_bbox: 0.1567, d0.loss_iou: 0.3976, d1.loss_cls: 0.2306, d1.loss_bbox: 0.1532, d1.loss_iou: 0.3843, d2.loss_cls: 0.2144, d2.loss_bbox: 0.1501, d2.loss_iou: 0.3803, d3.loss_cls: 0.2059, d3.loss_bbox: 0.1504, d3.loss_iou: 0.3797, d4.loss_cls: 0.2035, d4.loss_bbox: 0.1508, d4.loss_iou: 0.3800, dn_loss_cls: 0.0359, dn_loss_bbox: 0.2695, dn_loss_iou: 0.3785, d0.dn_loss_cls: 0.0694, d0.dn_loss_bbox: 0.3885, d0.dn_loss_iou: 0.5068, d1.dn_loss_cls: 0.0448, d1.dn_loss_bbox: 0.2954, d1.dn_loss_iou: 0.4064, d2.dn_loss_cls: 0.0391, d2.dn_loss_bbox: 0.2748, d2.dn_loss_iou: 0.3855, d3.dn_loss_cls: 0.0369, d3.dn_loss_bbox: 0.2701, d3.dn_loss_iou: 0.3795, d4.dn_loss_cls: 0.0361, d4.dn_loss_bbox: 0.2695, d4.dn_loss_iou: 0.3785, loss: 9.9038, grad_norm: 27.1349 2023-11-22 19:19:02,120 - mmdet - INFO - Epoch [5][1850/7330] lr: 1.000e-05, eta: 10:55:29, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2561, interm_loss_bbox: 0.1990, interm_loss_iou: 0.4523, loss_cls: 0.2087, loss_bbox: 0.1592, loss_iou: 0.3817, d0.loss_cls: 0.2694, d0.loss_bbox: 0.1680, d0.loss_iou: 0.4009, d1.loss_cls: 0.2336, d1.loss_bbox: 0.1629, d1.loss_iou: 0.3867, d2.loss_cls: 0.2185, d2.loss_bbox: 0.1592, d2.loss_iou: 0.3819, d3.loss_cls: 0.2128, d3.loss_bbox: 0.1581, d3.loss_iou: 0.3820, d4.loss_cls: 0.2092, d4.loss_bbox: 0.1595, d4.loss_iou: 0.3819, dn_loss_cls: 0.0354, dn_loss_bbox: 0.2774, dn_loss_iou: 0.3775, d0.dn_loss_cls: 0.0694, d0.dn_loss_bbox: 0.3987, d0.dn_loss_iou: 0.5103, d1.dn_loss_cls: 0.0438, d1.dn_loss_bbox: 0.3030, d1.dn_loss_iou: 0.4056, d2.dn_loss_cls: 0.0386, d2.dn_loss_bbox: 0.2828, d2.dn_loss_iou: 0.3842, d3.dn_loss_cls: 0.0368, d3.dn_loss_bbox: 0.2782, d3.dn_loss_iou: 0.3786, d4.dn_loss_cls: 0.0357, d4.dn_loss_bbox: 0.2774, d4.dn_loss_iou: 0.3774, loss: 10.0521, grad_norm: 26.5524 2023-11-22 19:19:36,395 - mmdet - INFO - Epoch [5][1900/7330] lr: 1.000e-05, eta: 10:54:54, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2572, interm_loss_bbox: 0.2028, interm_loss_iou: 0.4365, loss_cls: 0.2080, loss_bbox: 0.1619, loss_iou: 0.3690, d0.loss_cls: 0.2737, d0.loss_bbox: 0.1691, d0.loss_iou: 0.3893, d1.loss_cls: 0.2347, d1.loss_bbox: 0.1646, d1.loss_iou: 0.3734, d2.loss_cls: 0.2185, d2.loss_bbox: 0.1612, d2.loss_iou: 0.3689, d3.loss_cls: 0.2118, d3.loss_bbox: 0.1613, d3.loss_iou: 0.3684, d4.loss_cls: 0.2082, d4.loss_bbox: 0.1615, d4.loss_iou: 0.3696, dn_loss_cls: 0.0358, dn_loss_bbox: 0.2955, dn_loss_iou: 0.3674, d0.dn_loss_cls: 0.0696, d0.dn_loss_bbox: 0.4215, d0.dn_loss_iou: 0.4999, d1.dn_loss_cls: 0.0438, d1.dn_loss_bbox: 0.3230, d1.dn_loss_iou: 0.3950, d2.dn_loss_cls: 0.0387, d2.dn_loss_bbox: 0.3018, d2.dn_loss_iou: 0.3748, d3.dn_loss_cls: 0.0368, d3.dn_loss_bbox: 0.2961, d3.dn_loss_iou: 0.3684, d4.dn_loss_cls: 0.0360, d4.dn_loss_bbox: 0.2955, d4.dn_loss_iou: 0.3674, loss: 10.0362, grad_norm: 27.6872 2023-11-22 19:20:10,924 - mmdet - INFO - Epoch [5][1950/7330] lr: 1.000e-05, eta: 10:54:19, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2594, interm_loss_bbox: 0.2034, interm_loss_iou: 0.4468, loss_cls: 0.2081, loss_bbox: 0.1605, loss_iou: 0.3726, d0.loss_cls: 0.2787, d0.loss_bbox: 0.1668, d0.loss_iou: 0.3889, d1.loss_cls: 0.2345, d1.loss_bbox: 0.1631, d1.loss_iou: 0.3779, d2.loss_cls: 0.2209, d2.loss_bbox: 0.1602, d2.loss_iou: 0.3703, d3.loss_cls: 0.2123, d3.loss_bbox: 0.1603, d3.loss_iou: 0.3713, d4.loss_cls: 0.2089, d4.loss_bbox: 0.1604, d4.loss_iou: 0.3723, dn_loss_cls: 0.0380, dn_loss_bbox: 0.2913, dn_loss_iou: 0.3852, d0.dn_loss_cls: 0.0731, d0.dn_loss_bbox: 0.4191, d0.dn_loss_iou: 0.5153, d1.dn_loss_cls: 0.0469, d1.dn_loss_bbox: 0.3207, d1.dn_loss_iou: 0.4131, d2.dn_loss_cls: 0.0409, d2.dn_loss_bbox: 0.2978, d2.dn_loss_iou: 0.3927, d3.dn_loss_cls: 0.0389, d3.dn_loss_bbox: 0.2923, d3.dn_loss_iou: 0.3863, d4.dn_loss_cls: 0.0381, d4.dn_loss_bbox: 0.2913, d4.dn_loss_iou: 0.3851, loss: 10.1636, grad_norm: 28.3140 2023-11-22 19:20:47,491 - mmdet - INFO - Epoch [5][2000/7330] lr: 1.000e-05, eta: 10:53:44, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2603, interm_loss_bbox: 0.2013, interm_loss_iou: 0.4557, loss_cls: 0.2128, loss_bbox: 0.1596, loss_iou: 0.3844, d0.loss_cls: 0.2788, d0.loss_bbox: 0.1680, d0.loss_iou: 0.4030, d1.loss_cls: 0.2371, d1.loss_bbox: 0.1638, d1.loss_iou: 0.3908, d2.loss_cls: 0.2241, d2.loss_bbox: 0.1600, d2.loss_iou: 0.3846, d3.loss_cls: 0.2165, d3.loss_bbox: 0.1599, d3.loss_iou: 0.3845, d4.loss_cls: 0.2135, d4.loss_bbox: 0.1597, d4.loss_iou: 0.3845, dn_loss_cls: 0.0366, dn_loss_bbox: 0.2820, dn_loss_iou: 0.3843, d0.dn_loss_cls: 0.0702, d0.dn_loss_bbox: 0.4034, d0.dn_loss_iou: 0.5129, d1.dn_loss_cls: 0.0454, d1.dn_loss_bbox: 0.3079, d1.dn_loss_iou: 0.4112, d2.dn_loss_cls: 0.0398, d2.dn_loss_bbox: 0.2879, d2.dn_loss_iou: 0.3913, d3.dn_loss_cls: 0.0378, d3.dn_loss_bbox: 0.2826, d3.dn_loss_iou: 0.3852, d4.dn_loss_cls: 0.0368, d4.dn_loss_bbox: 0.2820, d4.dn_loss_iou: 0.3842, loss: 10.1847, grad_norm: 28.3536 2023-11-22 19:21:21,742 - mmdet - INFO - Epoch [5][2050/7330] lr: 1.000e-05, eta: 10:53:13, time: 0.731, data_time: 0.052, memory: 16711, interm_loss_cls: 0.2563, interm_loss_bbox: 0.1992, interm_loss_iou: 0.4456, loss_cls: 0.2085, loss_bbox: 0.1563, loss_iou: 0.3719, d0.loss_cls: 0.2739, d0.loss_bbox: 0.1629, d0.loss_iou: 0.3915, d1.loss_cls: 0.2337, d1.loss_bbox: 0.1596, d1.loss_iou: 0.3761, d2.loss_cls: 0.2191, d2.loss_bbox: 0.1571, d2.loss_iou: 0.3721, d3.loss_cls: 0.2118, d3.loss_bbox: 0.1571, d3.loss_iou: 0.3716, d4.loss_cls: 0.2097, d4.loss_bbox: 0.1567, d4.loss_iou: 0.3718, dn_loss_cls: 0.0340, dn_loss_bbox: 0.2614, dn_loss_iou: 0.3632, d0.dn_loss_cls: 0.0686, d0.dn_loss_bbox: 0.3819, d0.dn_loss_iou: 0.4957, d1.dn_loss_cls: 0.0431, d1.dn_loss_bbox: 0.2876, d1.dn_loss_iou: 0.3918, d2.dn_loss_cls: 0.0374, d2.dn_loss_bbox: 0.2674, d2.dn_loss_iou: 0.3706, d3.dn_loss_cls: 0.0355, d3.dn_loss_bbox: 0.2621, d3.dn_loss_iou: 0.3642, d4.dn_loss_cls: 0.0344, d4.dn_loss_bbox: 0.2614, d4.dn_loss_iou: 0.3631, loss: 9.7859, grad_norm: 26.3768 2023-11-22 19:21:56,290 - mmdet - INFO - Epoch [5][2100/7330] lr: 1.000e-05, eta: 10:52:38, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2631, interm_loss_bbox: 0.2111, interm_loss_iou: 0.4520, loss_cls: 0.2177, loss_bbox: 0.1670, loss_iou: 0.3763, d0.loss_cls: 0.2791, d0.loss_bbox: 0.1755, d0.loss_iou: 0.3965, d1.loss_cls: 0.2398, d1.loss_bbox: 0.1718, d1.loss_iou: 0.3842, d2.loss_cls: 0.2273, d2.loss_bbox: 0.1677, d2.loss_iou: 0.3768, d3.loss_cls: 0.2204, d3.loss_bbox: 0.1675, d3.loss_iou: 0.3764, d4.loss_cls: 0.2189, d4.loss_bbox: 0.1662, d4.loss_iou: 0.3758, dn_loss_cls: 0.0385, dn_loss_bbox: 0.3005, dn_loss_iou: 0.3984, d0.dn_loss_cls: 0.0724, d0.dn_loss_bbox: 0.4218, d0.dn_loss_iou: 0.5271, d1.dn_loss_cls: 0.0470, d1.dn_loss_bbox: 0.3261, d1.dn_loss_iou: 0.4263, d2.dn_loss_cls: 0.0415, d2.dn_loss_bbox: 0.3060, d2.dn_loss_iou: 0.4061, d3.dn_loss_cls: 0.0397, d3.dn_loss_bbox: 0.3012, d3.dn_loss_iou: 0.3994, d4.dn_loss_cls: 0.0386, d4.dn_loss_bbox: 0.3004, d4.dn_loss_iou: 0.3984, loss: 10.4206, grad_norm: 26.2972 2023-11-22 19:22:30,565 - mmdet - INFO - Epoch [5][2150/7330] lr: 1.000e-05, eta: 10:52:03, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2689, interm_loss_bbox: 0.1964, interm_loss_iou: 0.4451, loss_cls: 0.2148, loss_bbox: 0.1531, loss_iou: 0.3739, d0.loss_cls: 0.2803, d0.loss_bbox: 0.1627, d0.loss_iou: 0.3939, d1.loss_cls: 0.2374, d1.loss_bbox: 0.1594, d1.loss_iou: 0.3822, d2.loss_cls: 0.2247, d2.loss_bbox: 0.1553, d2.loss_iou: 0.3759, d3.loss_cls: 0.2183, d3.loss_bbox: 0.1541, d3.loss_iou: 0.3746, d4.loss_cls: 0.2150, d4.loss_bbox: 0.1539, d4.loss_iou: 0.3741, dn_loss_cls: 0.0356, dn_loss_bbox: 0.2724, dn_loss_iou: 0.3686, d0.dn_loss_cls: 0.0709, d0.dn_loss_bbox: 0.4015, d0.dn_loss_iou: 0.5033, d1.dn_loss_cls: 0.0451, d1.dn_loss_bbox: 0.3008, d1.dn_loss_iou: 0.3977, d2.dn_loss_cls: 0.0390, d2.dn_loss_bbox: 0.2783, d2.dn_loss_iou: 0.3759, d3.dn_loss_cls: 0.0369, d3.dn_loss_bbox: 0.2729, d3.dn_loss_iou: 0.3696, d4.dn_loss_cls: 0.0359, d4.dn_loss_bbox: 0.2724, d4.dn_loss_iou: 0.3685, loss: 9.9593, grad_norm: 26.7240 2023-11-22 19:23:06,725 - mmdet - INFO - Epoch [5][2200/7330] lr: 1.000e-05, eta: 10:51:31, time: 0.723, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2591, interm_loss_bbox: 0.2000, interm_loss_iou: 0.4480, loss_cls: 0.2099, loss_bbox: 0.1572, loss_iou: 0.3779, d0.loss_cls: 0.2751, d0.loss_bbox: 0.1646, d0.loss_iou: 0.3964, d1.loss_cls: 0.2325, d1.loss_bbox: 0.1617, d1.loss_iou: 0.3849, d2.loss_cls: 0.2211, d2.loss_bbox: 0.1560, d2.loss_iou: 0.3774, d3.loss_cls: 0.2144, d3.loss_bbox: 0.1563, d3.loss_iou: 0.3778, d4.loss_cls: 0.2104, d4.loss_bbox: 0.1572, d4.loss_iou: 0.3783, dn_loss_cls: 0.0355, dn_loss_bbox: 0.2637, dn_loss_iou: 0.3677, d0.dn_loss_cls: 0.0697, d0.dn_loss_bbox: 0.3886, d0.dn_loss_iou: 0.4939, d1.dn_loss_cls: 0.0444, d1.dn_loss_bbox: 0.2920, d1.dn_loss_iou: 0.3952, d2.dn_loss_cls: 0.0389, d2.dn_loss_bbox: 0.2700, d2.dn_loss_iou: 0.3751, d3.dn_loss_cls: 0.0371, d3.dn_loss_bbox: 0.2644, d3.dn_loss_iou: 0.3687, d4.dn_loss_cls: 0.0359, d4.dn_loss_bbox: 0.2637, d4.dn_loss_iou: 0.3676, loss: 9.8884, grad_norm: 29.0923 2023-11-22 19:23:41,213 - mmdet - INFO - Epoch [5][2250/7330] lr: 1.000e-05, eta: 10:50:56, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2612, interm_loss_bbox: 0.2030, interm_loss_iou: 0.4459, loss_cls: 0.2078, loss_bbox: 0.1634, loss_iou: 0.3765, d0.loss_cls: 0.2773, d0.loss_bbox: 0.1672, d0.loss_iou: 0.3931, d1.loss_cls: 0.2358, d1.loss_bbox: 0.1641, d1.loss_iou: 0.3815, d2.loss_cls: 0.2190, d2.loss_bbox: 0.1625, d2.loss_iou: 0.3764, d3.loss_cls: 0.2115, d3.loss_bbox: 0.1632, d3.loss_iou: 0.3762, d4.loss_cls: 0.2080, d4.loss_bbox: 0.1639, d4.loss_iou: 0.3766, dn_loss_cls: 0.0364, dn_loss_bbox: 0.2957, dn_loss_iou: 0.3919, d0.dn_loss_cls: 0.0693, d0.dn_loss_bbox: 0.4138, d0.dn_loss_iou: 0.5208, d1.dn_loss_cls: 0.0446, d1.dn_loss_bbox: 0.3211, d1.dn_loss_iou: 0.4201, d2.dn_loss_cls: 0.0393, d2.dn_loss_bbox: 0.3018, d2.dn_loss_iou: 0.3994, d3.dn_loss_cls: 0.0376, d3.dn_loss_bbox: 0.2963, d3.dn_loss_iou: 0.3929, d4.dn_loss_cls: 0.0367, d4.dn_loss_bbox: 0.2958, d4.dn_loss_iou: 0.3918, loss: 10.2394, grad_norm: 27.1892 2023-11-22 19:24:15,864 - mmdet - INFO - Epoch [5][2300/7330] lr: 1.000e-05, eta: 10:50:21, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2619, interm_loss_bbox: 0.1994, interm_loss_iou: 0.4495, loss_cls: 0.2088, loss_bbox: 0.1604, loss_iou: 0.3806, d0.loss_cls: 0.2744, d0.loss_bbox: 0.1644, d0.loss_iou: 0.4003, d1.loss_cls: 0.2362, d1.loss_bbox: 0.1601, d1.loss_iou: 0.3858, d2.loss_cls: 0.2203, d2.loss_bbox: 0.1595, d2.loss_iou: 0.3818, d3.loss_cls: 0.2133, d3.loss_bbox: 0.1596, d3.loss_iou: 0.3809, d4.loss_cls: 0.2092, d4.loss_bbox: 0.1601, d4.loss_iou: 0.3813, dn_loss_cls: 0.0370, dn_loss_bbox: 0.2745, dn_loss_iou: 0.3702, d0.dn_loss_cls: 0.0713, d0.dn_loss_bbox: 0.4024, d0.dn_loss_iou: 0.5001, d1.dn_loss_cls: 0.0452, d1.dn_loss_bbox: 0.3039, d1.dn_loss_iou: 0.3983, d2.dn_loss_cls: 0.0398, d2.dn_loss_bbox: 0.2816, d2.dn_loss_iou: 0.3778, d3.dn_loss_cls: 0.0381, d3.dn_loss_bbox: 0.2752, d3.dn_loss_iou: 0.3712, d4.dn_loss_cls: 0.0372, d4.dn_loss_bbox: 0.2745, d4.dn_loss_iou: 0.3701, loss: 10.0161, grad_norm: 27.2213 2023-11-22 19:24:50,357 - mmdet - INFO - Epoch [5][2350/7330] lr: 1.000e-05, eta: 10:49:46, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2617, interm_loss_bbox: 0.2030, interm_loss_iou: 0.4487, loss_cls: 0.2095, loss_bbox: 0.1625, loss_iou: 0.3740, d0.loss_cls: 0.2784, d0.loss_bbox: 0.1706, d0.loss_iou: 0.3977, d1.loss_cls: 0.2365, d1.loss_bbox: 0.1658, d1.loss_iou: 0.3818, d2.loss_cls: 0.2210, d2.loss_bbox: 0.1626, d2.loss_iou: 0.3759, d3.loss_cls: 0.2143, d3.loss_bbox: 0.1623, d3.loss_iou: 0.3748, d4.loss_cls: 0.2105, d4.loss_bbox: 0.1627, d4.loss_iou: 0.3743, dn_loss_cls: 0.0384, dn_loss_bbox: 0.2857, dn_loss_iou: 0.3704, d0.dn_loss_cls: 0.0733, d0.dn_loss_bbox: 0.4082, d0.dn_loss_iou: 0.4986, d1.dn_loss_cls: 0.0476, d1.dn_loss_bbox: 0.3122, d1.dn_loss_iou: 0.3981, d2.dn_loss_cls: 0.0421, d2.dn_loss_bbox: 0.2912, d2.dn_loss_iou: 0.3779, d3.dn_loss_cls: 0.0402, d3.dn_loss_bbox: 0.2861, d3.dn_loss_iou: 0.3713, d4.dn_loss_cls: 0.0389, d4.dn_loss_bbox: 0.2857, d4.dn_loss_iou: 0.3703, loss: 10.0850, grad_norm: 27.4585 2023-11-22 19:25:24,936 - mmdet - INFO - Epoch [5][2400/7330] lr: 1.000e-05, eta: 10:49:12, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2622, interm_loss_bbox: 0.2050, interm_loss_iou: 0.4461, loss_cls: 0.2095, loss_bbox: 0.1644, loss_iou: 0.3749, d0.loss_cls: 0.2765, d0.loss_bbox: 0.1724, d0.loss_iou: 0.3966, d1.loss_cls: 0.2354, d1.loss_bbox: 0.1697, d1.loss_iou: 0.3805, d2.loss_cls: 0.2225, d2.loss_bbox: 0.1630, d2.loss_iou: 0.3742, d3.loss_cls: 0.2151, d3.loss_bbox: 0.1632, d3.loss_iou: 0.3737, d4.loss_cls: 0.2111, d4.loss_bbox: 0.1643, d4.loss_iou: 0.3745, dn_loss_cls: 0.0362, dn_loss_bbox: 0.2877, dn_loss_iou: 0.3763, d0.dn_loss_cls: 0.0688, d0.dn_loss_bbox: 0.4111, d0.dn_loss_iou: 0.5071, d1.dn_loss_cls: 0.0441, d1.dn_loss_bbox: 0.3134, d1.dn_loss_iou: 0.4044, d2.dn_loss_cls: 0.0389, d2.dn_loss_bbox: 0.2941, d2.dn_loss_iou: 0.3838, d3.dn_loss_cls: 0.0371, d3.dn_loss_bbox: 0.2883, d3.dn_loss_iou: 0.3773, d4.dn_loss_cls: 0.0362, d4.dn_loss_bbox: 0.2877, d4.dn_loss_iou: 0.3762, loss: 10.1235, grad_norm: 27.4277 2023-11-22 19:25:59,270 - mmdet - INFO - Epoch [5][2450/7330] lr: 1.000e-05, eta: 10:48:36, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2585, interm_loss_bbox: 0.1879, interm_loss_iou: 0.4451, loss_cls: 0.2083, loss_bbox: 0.1503, loss_iou: 0.3731, d0.loss_cls: 0.2708, d0.loss_bbox: 0.1592, d0.loss_iou: 0.3973, d1.loss_cls: 0.2332, d1.loss_bbox: 0.1551, d1.loss_iou: 0.3811, d2.loss_cls: 0.2201, d2.loss_bbox: 0.1500, d2.loss_iou: 0.3733, d3.loss_cls: 0.2117, d3.loss_bbox: 0.1512, d3.loss_iou: 0.3741, d4.loss_cls: 0.2089, d4.loss_bbox: 0.1507, d4.loss_iou: 0.3736, dn_loss_cls: 0.0363, dn_loss_bbox: 0.2581, dn_loss_iou: 0.3715, d0.dn_loss_cls: 0.0694, d0.dn_loss_bbox: 0.3865, d0.dn_loss_iou: 0.5015, d1.dn_loss_cls: 0.0441, d1.dn_loss_bbox: 0.2888, d1.dn_loss_iou: 0.4001, d2.dn_loss_cls: 0.0389, d2.dn_loss_bbox: 0.2662, d2.dn_loss_iou: 0.3792, d3.dn_loss_cls: 0.0372, d3.dn_loss_bbox: 0.2593, d3.dn_loss_iou: 0.3728, d4.dn_loss_cls: 0.0366, d4.dn_loss_bbox: 0.2581, d4.dn_loss_iou: 0.3714, loss: 9.8096, grad_norm: 26.7866 2023-11-22 19:26:33,589 - mmdet - INFO - Epoch [5][2500/7330] lr: 1.000e-05, eta: 10:48:01, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2604, interm_loss_bbox: 0.2034, interm_loss_iou: 0.4514, loss_cls: 0.2092, loss_bbox: 0.1590, loss_iou: 0.3813, d0.loss_cls: 0.2754, d0.loss_bbox: 0.1672, d0.loss_iou: 0.3995, d1.loss_cls: 0.2356, d1.loss_bbox: 0.1625, d1.loss_iou: 0.3869, d2.loss_cls: 0.2207, d2.loss_bbox: 0.1596, d2.loss_iou: 0.3816, d3.loss_cls: 0.2139, d3.loss_bbox: 0.1596, d3.loss_iou: 0.3816, d4.loss_cls: 0.2099, d4.loss_bbox: 0.1593, d4.loss_iou: 0.3818, dn_loss_cls: 0.0376, dn_loss_bbox: 0.2820, dn_loss_iou: 0.3796, d0.dn_loss_cls: 0.0712, d0.dn_loss_bbox: 0.4075, d0.dn_loss_iou: 0.5110, d1.dn_loss_cls: 0.0464, d1.dn_loss_bbox: 0.3095, d1.dn_loss_iou: 0.4077, d2.dn_loss_cls: 0.0407, d2.dn_loss_bbox: 0.2886, d2.dn_loss_iou: 0.3869, d3.dn_loss_cls: 0.0390, d3.dn_loss_bbox: 0.2829, d3.dn_loss_iou: 0.3807, d4.dn_loss_cls: 0.0379, d4.dn_loss_bbox: 0.2821, d4.dn_loss_iou: 0.3796, loss: 10.1307, grad_norm: 27.4783 2023-11-22 19:27:09,741 - mmdet - INFO - Epoch [5][2550/7330] lr: 1.000e-05, eta: 10:47:29, time: 0.723, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2643, interm_loss_bbox: 0.2091, interm_loss_iou: 0.4532, loss_cls: 0.2139, loss_bbox: 0.1654, loss_iou: 0.3829, d0.loss_cls: 0.2788, d0.loss_bbox: 0.1729, d0.loss_iou: 0.4011, d1.loss_cls: 0.2387, d1.loss_bbox: 0.1684, d1.loss_iou: 0.3895, d2.loss_cls: 0.2252, d2.loss_bbox: 0.1640, d2.loss_iou: 0.3838, d3.loss_cls: 0.2192, d3.loss_bbox: 0.1638, d3.loss_iou: 0.3816, d4.loss_cls: 0.2149, d4.loss_bbox: 0.1645, d4.loss_iou: 0.3830, dn_loss_cls: 0.0374, dn_loss_bbox: 0.2906, dn_loss_iou: 0.3817, d0.dn_loss_cls: 0.0714, d0.dn_loss_bbox: 0.4154, d0.dn_loss_iou: 0.5083, d1.dn_loss_cls: 0.0462, d1.dn_loss_bbox: 0.3175, d1.dn_loss_iou: 0.4086, d2.dn_loss_cls: 0.0403, d2.dn_loss_bbox: 0.2971, d2.dn_loss_iou: 0.3885, d3.dn_loss_cls: 0.0386, d3.dn_loss_bbox: 0.2915, d3.dn_loss_iou: 0.3827, d4.dn_loss_cls: 0.0377, d4.dn_loss_bbox: 0.2906, d4.dn_loss_iou: 0.3816, loss: 10.2639, grad_norm: 27.0501 2023-11-22 19:27:44,578 - mmdet - INFO - Epoch [5][2600/7330] lr: 1.000e-05, eta: 10:46:55, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2635, interm_loss_bbox: 0.2064, interm_loss_iou: 0.4512, loss_cls: 0.2124, loss_bbox: 0.1643, loss_iou: 0.3729, d0.loss_cls: 0.2758, d0.loss_bbox: 0.1727, d0.loss_iou: 0.3958, d1.loss_cls: 0.2371, d1.loss_bbox: 0.1684, d1.loss_iou: 0.3807, d2.loss_cls: 0.2201, d2.loss_bbox: 0.1666, d2.loss_iou: 0.3766, d3.loss_cls: 0.2158, d3.loss_bbox: 0.1646, d3.loss_iou: 0.3734, d4.loss_cls: 0.2120, d4.loss_bbox: 0.1649, d4.loss_iou: 0.3733, dn_loss_cls: 0.0359, dn_loss_bbox: 0.2916, dn_loss_iou: 0.3805, d0.dn_loss_cls: 0.0697, d0.dn_loss_bbox: 0.4208, d0.dn_loss_iou: 0.5125, d1.dn_loss_cls: 0.0446, d1.dn_loss_bbox: 0.3200, d1.dn_loss_iou: 0.4093, d2.dn_loss_cls: 0.0393, d2.dn_loss_bbox: 0.2980, d2.dn_loss_iou: 0.3883, d3.dn_loss_cls: 0.0375, d3.dn_loss_bbox: 0.2922, d3.dn_loss_iou: 0.3816, d4.dn_loss_cls: 0.0362, d4.dn_loss_bbox: 0.2916, d4.dn_loss_iou: 0.3804, loss: 10.1987, grad_norm: 27.7358 2023-11-22 19:28:19,493 - mmdet - INFO - Epoch [5][2650/7330] lr: 1.000e-05, eta: 10:46:21, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2560, interm_loss_bbox: 0.2015, interm_loss_iou: 0.4559, loss_cls: 0.2070, loss_bbox: 0.1586, loss_iou: 0.3789, d0.loss_cls: 0.2725, d0.loss_bbox: 0.1644, d0.loss_iou: 0.3957, d1.loss_cls: 0.2295, d1.loss_bbox: 0.1627, d1.loss_iou: 0.3863, d2.loss_cls: 0.2159, d2.loss_bbox: 0.1587, d2.loss_iou: 0.3807, d3.loss_cls: 0.2098, d3.loss_bbox: 0.1577, d3.loss_iou: 0.3788, d4.loss_cls: 0.2067, d4.loss_bbox: 0.1589, d4.loss_iou: 0.3792, dn_loss_cls: 0.0364, dn_loss_bbox: 0.2773, dn_loss_iou: 0.3838, d0.dn_loss_cls: 0.0697, d0.dn_loss_bbox: 0.3976, d0.dn_loss_iou: 0.5105, d1.dn_loss_cls: 0.0445, d1.dn_loss_bbox: 0.3031, d1.dn_loss_iou: 0.4110, d2.dn_loss_cls: 0.0391, d2.dn_loss_bbox: 0.2827, d2.dn_loss_iou: 0.3909, d3.dn_loss_cls: 0.0375, d3.dn_loss_bbox: 0.2779, d3.dn_loss_iou: 0.3846, d4.dn_loss_cls: 0.0365, d4.dn_loss_bbox: 0.2774, d4.dn_loss_iou: 0.3837, loss: 10.0598, grad_norm: 26.8030 2023-11-22 19:28:54,631 - mmdet - INFO - Epoch [5][2700/7330] lr: 1.000e-05, eta: 10:45:47, time: 0.703, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2541, interm_loss_bbox: 0.1941, interm_loss_iou: 0.4440, loss_cls: 0.2066, loss_bbox: 0.1562, loss_iou: 0.3769, d0.loss_cls: 0.2701, d0.loss_bbox: 0.1603, d0.loss_iou: 0.3934, d1.loss_cls: 0.2324, d1.loss_bbox: 0.1559, d1.loss_iou: 0.3781, d2.loss_cls: 0.2174, d2.loss_bbox: 0.1550, d2.loss_iou: 0.3757, d3.loss_cls: 0.2093, d3.loss_bbox: 0.1560, d3.loss_iou: 0.3766, d4.loss_cls: 0.2066, d4.loss_bbox: 0.1564, d4.loss_iou: 0.3770, dn_loss_cls: 0.0368, dn_loss_bbox: 0.2714, dn_loss_iou: 0.3707, d0.dn_loss_cls: 0.0706, d0.dn_loss_bbox: 0.3952, d0.dn_loss_iou: 0.5023, d1.dn_loss_cls: 0.0453, d1.dn_loss_bbox: 0.2978, d1.dn_loss_iou: 0.3981, d2.dn_loss_cls: 0.0401, d2.dn_loss_bbox: 0.2772, d2.dn_loss_iou: 0.3774, d3.dn_loss_cls: 0.0381, d3.dn_loss_bbox: 0.2719, d3.dn_loss_iou: 0.3715, d4.dn_loss_cls: 0.0370, d4.dn_loss_bbox: 0.2713, d4.dn_loss_iou: 0.3707, loss: 9.8955, grad_norm: 25.9649 2023-11-22 19:29:29,483 - mmdet - INFO - Epoch [5][2750/7330] lr: 1.000e-05, eta: 10:45:13, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2584, interm_loss_bbox: 0.1960, interm_loss_iou: 0.4395, loss_cls: 0.2103, loss_bbox: 0.1553, loss_iou: 0.3664, d0.loss_cls: 0.2704, d0.loss_bbox: 0.1637, d0.loss_iou: 0.3903, d1.loss_cls: 0.2328, d1.loss_bbox: 0.1581, d1.loss_iou: 0.3740, d2.loss_cls: 0.2208, d2.loss_bbox: 0.1553, d2.loss_iou: 0.3673, d3.loss_cls: 0.2146, d3.loss_bbox: 0.1546, d3.loss_iou: 0.3654, d4.loss_cls: 0.2104, d4.loss_bbox: 0.1559, d4.loss_iou: 0.3672, dn_loss_cls: 0.0380, dn_loss_bbox: 0.2844, dn_loss_iou: 0.3781, d0.dn_loss_cls: 0.0719, d0.dn_loss_bbox: 0.4192, d0.dn_loss_iou: 0.5102, d1.dn_loss_cls: 0.0464, d1.dn_loss_bbox: 0.3164, d1.dn_loss_iou: 0.4076, d2.dn_loss_cls: 0.0407, d2.dn_loss_bbox: 0.2911, d2.dn_loss_iou: 0.3861, d3.dn_loss_cls: 0.0389, d3.dn_loss_bbox: 0.2852, d3.dn_loss_iou: 0.3791, d4.dn_loss_cls: 0.0381, d4.dn_loss_bbox: 0.2844, d4.dn_loss_iou: 0.3781, loss: 10.0210, grad_norm: 27.5411 2023-11-22 19:30:05,859 - mmdet - INFO - Epoch [5][2800/7330] lr: 1.000e-05, eta: 10:44:41, time: 0.728, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2680, interm_loss_bbox: 0.1982, interm_loss_iou: 0.4673, loss_cls: 0.2136, loss_bbox: 0.1613, loss_iou: 0.3939, d0.loss_cls: 0.2796, d0.loss_bbox: 0.1658, d0.loss_iou: 0.4128, d1.loss_cls: 0.2367, d1.loss_bbox: 0.1646, d1.loss_iou: 0.4006, d2.loss_cls: 0.2247, d2.loss_bbox: 0.1596, d2.loss_iou: 0.3929, d3.loss_cls: 0.2179, d3.loss_bbox: 0.1592, d3.loss_iou: 0.3931, d4.loss_cls: 0.2150, d4.loss_bbox: 0.1602, d4.loss_iou: 0.3932, dn_loss_cls: 0.0379, dn_loss_bbox: 0.2858, dn_loss_iou: 0.3868, d0.dn_loss_cls: 0.0712, d0.dn_loss_bbox: 0.4089, d0.dn_loss_iou: 0.5167, d1.dn_loss_cls: 0.0461, d1.dn_loss_bbox: 0.3115, d1.dn_loss_iou: 0.4135, d2.dn_loss_cls: 0.0405, d2.dn_loss_bbox: 0.2918, d2.dn_loss_iou: 0.3939, d3.dn_loss_cls: 0.0388, d3.dn_loss_bbox: 0.2863, d3.dn_loss_iou: 0.3877, d4.dn_loss_cls: 0.0381, d4.dn_loss_bbox: 0.2858, d4.dn_loss_iou: 0.3868, loss: 10.3062, grad_norm: 28.4665 2023-11-22 19:30:40,128 - mmdet - INFO - Epoch [5][2850/7330] lr: 1.000e-05, eta: 10:44:06, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2737, interm_loss_bbox: 0.2013, interm_loss_iou: 0.4639, loss_cls: 0.2216, loss_bbox: 0.1636, loss_iou: 0.3937, d0.loss_cls: 0.2888, d0.loss_bbox: 0.1704, d0.loss_iou: 0.4159, d1.loss_cls: 0.2493, d1.loss_bbox: 0.1661, d1.loss_iou: 0.3986, d2.loss_cls: 0.2346, d2.loss_bbox: 0.1618, d2.loss_iou: 0.3932, d3.loss_cls: 0.2265, d3.loss_bbox: 0.1618, d3.loss_iou: 0.3929, d4.loss_cls: 0.2216, d4.loss_bbox: 0.1632, d4.loss_iou: 0.3943, dn_loss_cls: 0.0381, dn_loss_bbox: 0.2882, dn_loss_iou: 0.3896, d0.dn_loss_cls: 0.0743, d0.dn_loss_bbox: 0.4113, d0.dn_loss_iou: 0.5213, d1.dn_loss_cls: 0.0479, d1.dn_loss_bbox: 0.3166, d1.dn_loss_iou: 0.4185, d2.dn_loss_cls: 0.0418, d2.dn_loss_bbox: 0.2954, d2.dn_loss_iou: 0.3974, d3.dn_loss_cls: 0.0395, d3.dn_loss_bbox: 0.2890, d3.dn_loss_iou: 0.3905, d4.dn_loss_cls: 0.0383, d4.dn_loss_bbox: 0.2882, d4.dn_loss_iou: 0.3895, loss: 10.4322, grad_norm: 27.5805 2023-11-22 19:31:14,536 - mmdet - INFO - Epoch [5][2900/7330] lr: 1.000e-05, eta: 10:43:31, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2592, interm_loss_bbox: 0.1976, interm_loss_iou: 0.4554, loss_cls: 0.2086, loss_bbox: 0.1577, loss_iou: 0.3802, d0.loss_cls: 0.2765, d0.loss_bbox: 0.1652, d0.loss_iou: 0.4024, d1.loss_cls: 0.2380, d1.loss_bbox: 0.1600, d1.loss_iou: 0.3856, d2.loss_cls: 0.2223, d2.loss_bbox: 0.1555, d2.loss_iou: 0.3793, d3.loss_cls: 0.2150, d3.loss_bbox: 0.1565, d3.loss_iou: 0.3785, d4.loss_cls: 0.2099, d4.loss_bbox: 0.1576, d4.loss_iou: 0.3796, dn_loss_cls: 0.0372, dn_loss_bbox: 0.2932, dn_loss_iou: 0.3875, d0.dn_loss_cls: 0.0718, d0.dn_loss_bbox: 0.4193, d0.dn_loss_iou: 0.5144, d1.dn_loss_cls: 0.0465, d1.dn_loss_bbox: 0.3205, d1.dn_loss_iou: 0.4150, d2.dn_loss_cls: 0.0406, d2.dn_loss_bbox: 0.2999, d2.dn_loss_iou: 0.3946, d3.dn_loss_cls: 0.0387, d3.dn_loss_bbox: 0.2939, d3.dn_loss_iou: 0.3884, d4.dn_loss_cls: 0.0373, d4.dn_loss_bbox: 0.2932, d4.dn_loss_iou: 0.3874, loss: 10.2199, grad_norm: 29.5291 2023-11-22 19:31:48,926 - mmdet - INFO - Epoch [5][2950/7330] lr: 1.000e-05, eta: 10:42:56, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2726, interm_loss_bbox: 0.2038, interm_loss_iou: 0.4766, loss_cls: 0.2222, loss_bbox: 0.1661, loss_iou: 0.4019, d0.loss_cls: 0.2894, d0.loss_bbox: 0.1716, d0.loss_iou: 0.4244, d1.loss_cls: 0.2481, d1.loss_bbox: 0.1685, d1.loss_iou: 0.4086, d2.loss_cls: 0.2330, d2.loss_bbox: 0.1659, d2.loss_iou: 0.4036, d3.loss_cls: 0.2256, d3.loss_bbox: 0.1655, d3.loss_iou: 0.4022, d4.loss_cls: 0.2222, d4.loss_bbox: 0.1665, d4.loss_iou: 0.4023, dn_loss_cls: 0.0369, dn_loss_bbox: 0.2657, dn_loss_iou: 0.3859, d0.dn_loss_cls: 0.0719, d0.dn_loss_bbox: 0.3884, d0.dn_loss_iou: 0.5176, d1.dn_loss_cls: 0.0457, d1.dn_loss_bbox: 0.2925, d1.dn_loss_iou: 0.4146, d2.dn_loss_cls: 0.0404, d2.dn_loss_bbox: 0.2713, d2.dn_loss_iou: 0.3930, d3.dn_loss_cls: 0.0384, d3.dn_loss_bbox: 0.2664, d3.dn_loss_iou: 0.3870, d4.dn_loss_cls: 0.0371, d4.dn_loss_bbox: 0.2658, d4.dn_loss_iou: 0.3859, loss: 10.3449, grad_norm: 28.0554 2023-11-22 19:32:23,052 - mmdet - INFO - Epoch [5][3000/7330] lr: 1.000e-05, eta: 10:42:20, time: 0.682, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2585, interm_loss_bbox: 0.1941, interm_loss_iou: 0.4425, loss_cls: 0.2072, loss_bbox: 0.1529, loss_iou: 0.3739, d0.loss_cls: 0.2774, d0.loss_bbox: 0.1584, d0.loss_iou: 0.3919, d1.loss_cls: 0.2345, d1.loss_bbox: 0.1577, d1.loss_iou: 0.3813, d2.loss_cls: 0.2175, d2.loss_bbox: 0.1535, d2.loss_iou: 0.3753, d3.loss_cls: 0.2105, d3.loss_bbox: 0.1522, d3.loss_iou: 0.3745, d4.loss_cls: 0.2078, d4.loss_bbox: 0.1521, d4.loss_iou: 0.3745, dn_loss_cls: 0.0360, dn_loss_bbox: 0.2663, dn_loss_iou: 0.3648, d0.dn_loss_cls: 0.0688, d0.dn_loss_bbox: 0.3939, d0.dn_loss_iou: 0.4954, d1.dn_loss_cls: 0.0442, d1.dn_loss_bbox: 0.2945, d1.dn_loss_iou: 0.3927, d2.dn_loss_cls: 0.0388, d2.dn_loss_bbox: 0.2738, d2.dn_loss_iou: 0.3729, d3.dn_loss_cls: 0.0372, d3.dn_loss_bbox: 0.2670, d3.dn_loss_iou: 0.3658, d4.dn_loss_cls: 0.0362, d4.dn_loss_bbox: 0.2663, d4.dn_loss_iou: 0.3648, loss: 9.8275, grad_norm: 27.3078 2023-11-22 19:32:57,355 - mmdet - INFO - Epoch [5][3050/7330] lr: 1.000e-05, eta: 10:41:45, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2590, interm_loss_bbox: 0.2020, interm_loss_iou: 0.4508, loss_cls: 0.2063, loss_bbox: 0.1589, loss_iou: 0.3777, d0.loss_cls: 0.2721, d0.loss_bbox: 0.1653, d0.loss_iou: 0.3983, d1.loss_cls: 0.2317, d1.loss_bbox: 0.1615, d1.loss_iou: 0.3835, d2.loss_cls: 0.2176, d2.loss_bbox: 0.1570, d2.loss_iou: 0.3765, d3.loss_cls: 0.2108, d3.loss_bbox: 0.1575, d3.loss_iou: 0.3762, d4.loss_cls: 0.2071, d4.loss_bbox: 0.1580, d4.loss_iou: 0.3777, dn_loss_cls: 0.0391, dn_loss_bbox: 0.2784, dn_loss_iou: 0.3749, d0.dn_loss_cls: 0.0730, d0.dn_loss_bbox: 0.4087, d0.dn_loss_iou: 0.5071, d1.dn_loss_cls: 0.0472, d1.dn_loss_bbox: 0.3082, d1.dn_loss_iou: 0.4047, d2.dn_loss_cls: 0.0418, d2.dn_loss_bbox: 0.2849, d2.dn_loss_iou: 0.3826, d3.dn_loss_cls: 0.0402, d3.dn_loss_bbox: 0.2792, d3.dn_loss_iou: 0.3761, d4.dn_loss_cls: 0.0393, d4.dn_loss_bbox: 0.2784, d4.dn_loss_iou: 0.3749, loss: 10.0442, grad_norm: 26.5244 2023-11-22 19:33:31,261 - mmdet - INFO - Epoch [5][3100/7330] lr: 1.000e-05, eta: 10:41:09, time: 0.678, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2649, interm_loss_bbox: 0.2020, interm_loss_iou: 0.4483, loss_cls: 0.2144, loss_bbox: 0.1614, loss_iou: 0.3791, d0.loss_cls: 0.2806, d0.loss_bbox: 0.1690, d0.loss_iou: 0.4001, d1.loss_cls: 0.2383, d1.loss_bbox: 0.1642, d1.loss_iou: 0.3866, d2.loss_cls: 0.2238, d2.loss_bbox: 0.1605, d2.loss_iou: 0.3817, d3.loss_cls: 0.2185, d3.loss_bbox: 0.1614, d3.loss_iou: 0.3793, d4.loss_cls: 0.2139, d4.loss_bbox: 0.1619, d4.loss_iou: 0.3801, dn_loss_cls: 0.0389, dn_loss_bbox: 0.2832, dn_loss_iou: 0.3825, d0.dn_loss_cls: 0.0743, d0.dn_loss_bbox: 0.4141, d0.dn_loss_iou: 0.5140, d1.dn_loss_cls: 0.0479, d1.dn_loss_bbox: 0.3122, d1.dn_loss_iou: 0.4106, d2.dn_loss_cls: 0.0419, d2.dn_loss_bbox: 0.2897, d2.dn_loss_iou: 0.3899, d3.dn_loss_cls: 0.0400, d3.dn_loss_bbox: 0.2840, d3.dn_loss_iou: 0.3836, d4.dn_loss_cls: 0.0390, d4.dn_loss_bbox: 0.2832, d4.dn_loss_iou: 0.3825, loss: 10.2015, grad_norm: 26.2368 2023-11-22 19:34:05,495 - mmdet - INFO - Epoch [5][3150/7330] lr: 1.000e-05, eta: 10:40:34, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2677, interm_loss_bbox: 0.2075, interm_loss_iou: 0.4717, loss_cls: 0.2204, loss_bbox: 0.1576, loss_iou: 0.3922, d0.loss_cls: 0.2826, d0.loss_bbox: 0.1662, d0.loss_iou: 0.4139, d1.loss_cls: 0.2445, d1.loss_bbox: 0.1639, d1.loss_iou: 0.3986, d2.loss_cls: 0.2305, d2.loss_bbox: 0.1576, d2.loss_iou: 0.3918, d3.loss_cls: 0.2231, d3.loss_bbox: 0.1586, d3.loss_iou: 0.3930, d4.loss_cls: 0.2204, d4.loss_bbox: 0.1578, d4.loss_iou: 0.3926, dn_loss_cls: 0.0376, dn_loss_bbox: 0.2766, dn_loss_iou: 0.3916, d0.dn_loss_cls: 0.0711, d0.dn_loss_bbox: 0.3979, d0.dn_loss_iou: 0.5244, d1.dn_loss_cls: 0.0465, d1.dn_loss_bbox: 0.3033, d1.dn_loss_iou: 0.4195, d2.dn_loss_cls: 0.0407, d2.dn_loss_bbox: 0.2823, d2.dn_loss_iou: 0.3986, d3.dn_loss_cls: 0.0390, d3.dn_loss_bbox: 0.2771, d3.dn_loss_iou: 0.3926, d4.dn_loss_cls: 0.0379, d4.dn_loss_bbox: 0.2766, d4.dn_loss_iou: 0.3915, loss: 10.3169, grad_norm: 26.2079 2023-11-22 19:34:39,677 - mmdet - INFO - Epoch [5][3200/7330] lr: 1.000e-05, eta: 10:39:59, time: 0.684, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2645, interm_loss_bbox: 0.1970, interm_loss_iou: 0.4661, loss_cls: 0.2157, loss_bbox: 0.1576, loss_iou: 0.3969, d0.loss_cls: 0.2804, d0.loss_bbox: 0.1631, d0.loss_iou: 0.4153, d1.loss_cls: 0.2415, d1.loss_bbox: 0.1598, d1.loss_iou: 0.4018, d2.loss_cls: 0.2256, d2.loss_bbox: 0.1572, d2.loss_iou: 0.3979, d3.loss_cls: 0.2199, d3.loss_bbox: 0.1560, d3.loss_iou: 0.3971, d4.loss_cls: 0.2168, d4.loss_bbox: 0.1572, d4.loss_iou: 0.3970, dn_loss_cls: 0.0364, dn_loss_bbox: 0.2706, dn_loss_iou: 0.3776, d0.dn_loss_cls: 0.0716, d0.dn_loss_bbox: 0.3937, d0.dn_loss_iou: 0.5044, d1.dn_loss_cls: 0.0454, d1.dn_loss_bbox: 0.2974, d1.dn_loss_iou: 0.4049, d2.dn_loss_cls: 0.0399, d2.dn_loss_bbox: 0.2770, d2.dn_loss_iou: 0.3849, d3.dn_loss_cls: 0.0381, d3.dn_loss_bbox: 0.2713, d3.dn_loss_iou: 0.3788, d4.dn_loss_cls: 0.0369, d4.dn_loss_bbox: 0.2706, d4.dn_loss_iou: 0.3775, loss: 10.1615, grad_norm: 27.6360 2023-11-22 19:35:14,587 - mmdet - INFO - Epoch [5][3250/7330] lr: 1.000e-05, eta: 10:39:25, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2522, interm_loss_bbox: 0.1942, interm_loss_iou: 0.4394, loss_cls: 0.2044, loss_bbox: 0.1524, loss_iou: 0.3678, d0.loss_cls: 0.2638, d0.loss_bbox: 0.1604, d0.loss_iou: 0.3903, d1.loss_cls: 0.2264, d1.loss_bbox: 0.1560, d1.loss_iou: 0.3749, d2.loss_cls: 0.2133, d2.loss_bbox: 0.1525, d2.loss_iou: 0.3688, d3.loss_cls: 0.2070, d3.loss_bbox: 0.1521, d3.loss_iou: 0.3686, d4.loss_cls: 0.2049, d4.loss_bbox: 0.1521, d4.loss_iou: 0.3676, dn_loss_cls: 0.0344, dn_loss_bbox: 0.2776, dn_loss_iou: 0.3691, d0.dn_loss_cls: 0.0684, d0.dn_loss_bbox: 0.4064, d0.dn_loss_iou: 0.5042, d1.dn_loss_cls: 0.0422, d1.dn_loss_bbox: 0.3046, d1.dn_loss_iou: 0.3978, d2.dn_loss_cls: 0.0370, d2.dn_loss_bbox: 0.2839, d2.dn_loss_iou: 0.3767, d3.dn_loss_cls: 0.0353, d3.dn_loss_bbox: 0.2781, d3.dn_loss_iou: 0.3699, d4.dn_loss_cls: 0.0345, d4.dn_loss_bbox: 0.2776, d4.dn_loss_iou: 0.3690, loss: 9.8358, grad_norm: 27.7630 2023-11-22 19:35:48,669 - mmdet - INFO - Epoch [5][3300/7330] lr: 1.000e-05, eta: 10:38:49, time: 0.681, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2613, interm_loss_bbox: 0.2025, interm_loss_iou: 0.4402, loss_cls: 0.2093, loss_bbox: 0.1645, loss_iou: 0.3756, d0.loss_cls: 0.2777, d0.loss_bbox: 0.1684, d0.loss_iou: 0.3901, d1.loss_cls: 0.2377, d1.loss_bbox: 0.1647, d1.loss_iou: 0.3784, d2.loss_cls: 0.2218, d2.loss_bbox: 0.1634, d2.loss_iou: 0.3745, d3.loss_cls: 0.2130, d3.loss_bbox: 0.1645, d3.loss_iou: 0.3755, d4.loss_cls: 0.2094, d4.loss_bbox: 0.1653, d4.loss_iou: 0.3758, dn_loss_cls: 0.0371, dn_loss_bbox: 0.2773, dn_loss_iou: 0.3734, d0.dn_loss_cls: 0.0716, d0.dn_loss_bbox: 0.3990, d0.dn_loss_iou: 0.5016, d1.dn_loss_cls: 0.0454, d1.dn_loss_bbox: 0.3041, d1.dn_loss_iou: 0.4014, d2.dn_loss_cls: 0.0399, d2.dn_loss_bbox: 0.2836, d2.dn_loss_iou: 0.3808, d3.dn_loss_cls: 0.0379, d3.dn_loss_bbox: 0.2780, d3.dn_loss_iou: 0.3744, d4.dn_loss_cls: 0.0369, d4.dn_loss_bbox: 0.2773, d4.dn_loss_iou: 0.3733, loss: 10.0265, grad_norm: 27.0827 2023-11-22 19:36:22,996 - mmdet - INFO - Epoch [5][3350/7330] lr: 1.000e-05, eta: 10:38:14, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2616, interm_loss_bbox: 0.1965, interm_loss_iou: 0.4432, loss_cls: 0.2104, loss_bbox: 0.1597, loss_iou: 0.3762, d0.loss_cls: 0.2754, d0.loss_bbox: 0.1661, d0.loss_iou: 0.3969, d1.loss_cls: 0.2398, d1.loss_bbox: 0.1605, d1.loss_iou: 0.3800, d2.loss_cls: 0.2235, d2.loss_bbox: 0.1577, d2.loss_iou: 0.3744, d3.loss_cls: 0.2158, d3.loss_bbox: 0.1581, d3.loss_iou: 0.3743, d4.loss_cls: 0.2116, d4.loss_bbox: 0.1593, d4.loss_iou: 0.3747, dn_loss_cls: 0.0350, dn_loss_bbox: 0.2850, dn_loss_iou: 0.3868, d0.dn_loss_cls: 0.0679, d0.dn_loss_bbox: 0.4068, d0.dn_loss_iou: 0.5146, d1.dn_loss_cls: 0.0440, d1.dn_loss_bbox: 0.3141, d1.dn_loss_iou: 0.4161, d2.dn_loss_cls: 0.0383, d2.dn_loss_bbox: 0.2921, d2.dn_loss_iou: 0.3952, d3.dn_loss_cls: 0.0365, d3.dn_loss_bbox: 0.2859, d3.dn_loss_iou: 0.3881, d4.dn_loss_cls: 0.0352, d4.dn_loss_bbox: 0.2850, d4.dn_loss_iou: 0.3868, loss: 10.1292, grad_norm: 25.5411 2023-11-22 19:36:57,385 - mmdet - INFO - Epoch [5][3400/7330] lr: 1.000e-05, eta: 10:37:39, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2614, interm_loss_bbox: 0.2031, interm_loss_iou: 0.4352, loss_cls: 0.2128, loss_bbox: 0.1562, loss_iou: 0.3618, d0.loss_cls: 0.2792, d0.loss_bbox: 0.1669, d0.loss_iou: 0.3850, d1.loss_cls: 0.2383, d1.loss_bbox: 0.1608, d1.loss_iou: 0.3696, d2.loss_cls: 0.2229, d2.loss_bbox: 0.1582, d2.loss_iou: 0.3628, d3.loss_cls: 0.2173, d3.loss_bbox: 0.1558, d3.loss_iou: 0.3612, d4.loss_cls: 0.2137, d4.loss_bbox: 0.1563, d4.loss_iou: 0.3621, dn_loss_cls: 0.0378, dn_loss_bbox: 0.2976, dn_loss_iou: 0.3713, d0.dn_loss_cls: 0.0724, d0.dn_loss_bbox: 0.4269, d0.dn_loss_iou: 0.5044, d1.dn_loss_cls: 0.0472, d1.dn_loss_bbox: 0.3281, d1.dn_loss_iou: 0.4008, d2.dn_loss_cls: 0.0413, d2.dn_loss_bbox: 0.3046, d2.dn_loss_iou: 0.3791, d3.dn_loss_cls: 0.0393, d3.dn_loss_bbox: 0.2985, d3.dn_loss_iou: 0.3724, d4.dn_loss_cls: 0.0382, d4.dn_loss_bbox: 0.2976, d4.dn_loss_iou: 0.3713, loss: 10.0695, grad_norm: 27.6296 2023-11-22 19:37:31,829 - mmdet - INFO - Epoch [5][3450/7330] lr: 1.000e-05, eta: 10:37:04, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2576, interm_loss_bbox: 0.1982, interm_loss_iou: 0.4478, loss_cls: 0.2104, loss_bbox: 0.1576, loss_iou: 0.3761, d0.loss_cls: 0.2760, d0.loss_bbox: 0.1651, d0.loss_iou: 0.3978, d1.loss_cls: 0.2352, d1.loss_bbox: 0.1614, d1.loss_iou: 0.3838, d2.loss_cls: 0.2194, d2.loss_bbox: 0.1588, d2.loss_iou: 0.3788, d3.loss_cls: 0.2129, d3.loss_bbox: 0.1584, d3.loss_iou: 0.3770, d4.loss_cls: 0.2102, d4.loss_bbox: 0.1584, d4.loss_iou: 0.3771, dn_loss_cls: 0.0353, dn_loss_bbox: 0.2821, dn_loss_iou: 0.3785, d0.dn_loss_cls: 0.0701, d0.dn_loss_bbox: 0.4041, d0.dn_loss_iou: 0.5097, d1.dn_loss_cls: 0.0449, d1.dn_loss_bbox: 0.3078, d1.dn_loss_iou: 0.4062, d2.dn_loss_cls: 0.0391, d2.dn_loss_bbox: 0.2877, d2.dn_loss_iou: 0.3854, d3.dn_loss_cls: 0.0371, d3.dn_loss_bbox: 0.2829, d3.dn_loss_iou: 0.3795, d4.dn_loss_cls: 0.0359, d4.dn_loss_bbox: 0.2821, d4.dn_loss_iou: 0.3783, loss: 10.0645, grad_norm: 26.6304 2023-11-22 19:38:06,314 - mmdet - INFO - Epoch [5][3500/7330] lr: 1.000e-05, eta: 10:36:29, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2568, interm_loss_bbox: 0.2047, interm_loss_iou: 0.4411, loss_cls: 0.2077, loss_bbox: 0.1598, loss_iou: 0.3646, d0.loss_cls: 0.2735, d0.loss_bbox: 0.1686, d0.loss_iou: 0.3879, d1.loss_cls: 0.2340, d1.loss_bbox: 0.1641, d1.loss_iou: 0.3718, d2.loss_cls: 0.2165, d2.loss_bbox: 0.1616, d2.loss_iou: 0.3672, d3.loss_cls: 0.2094, d3.loss_bbox: 0.1610, d3.loss_iou: 0.3664, d4.loss_cls: 0.2069, d4.loss_bbox: 0.1608, d4.loss_iou: 0.3657, dn_loss_cls: 0.0367, dn_loss_bbox: 0.2836, dn_loss_iou: 0.3682, d0.dn_loss_cls: 0.0706, d0.dn_loss_bbox: 0.4149, d0.dn_loss_iou: 0.5024, d1.dn_loss_cls: 0.0458, d1.dn_loss_bbox: 0.3137, d1.dn_loss_iou: 0.3977, d2.dn_loss_cls: 0.0402, d2.dn_loss_bbox: 0.2906, d2.dn_loss_iou: 0.3761, d3.dn_loss_cls: 0.0382, d3.dn_loss_bbox: 0.2845, d3.dn_loss_iou: 0.3693, d4.dn_loss_cls: 0.0370, d4.dn_loss_bbox: 0.2836, d4.dn_loss_iou: 0.3682, loss: 9.9718, grad_norm: 28.4379 2023-11-22 19:38:41,116 - mmdet - INFO - Epoch [5][3550/7330] lr: 1.000e-05, eta: 10:35:55, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2657, interm_loss_bbox: 0.1960, interm_loss_iou: 0.4395, loss_cls: 0.2146, loss_bbox: 0.1557, loss_iou: 0.3676, d0.loss_cls: 0.2855, d0.loss_bbox: 0.1606, d0.loss_iou: 0.3877, d1.loss_cls: 0.2435, d1.loss_bbox: 0.1583, d1.loss_iou: 0.3720, d2.loss_cls: 0.2257, d2.loss_bbox: 0.1565, d2.loss_iou: 0.3687, d3.loss_cls: 0.2193, d3.loss_bbox: 0.1556, d3.loss_iou: 0.3670, d4.loss_cls: 0.2158, d4.loss_bbox: 0.1555, d4.loss_iou: 0.3675, dn_loss_cls: 0.0403, dn_loss_bbox: 0.2863, dn_loss_iou: 0.3777, d0.dn_loss_cls: 0.0736, d0.dn_loss_bbox: 0.4110, d0.dn_loss_iou: 0.5090, d1.dn_loss_cls: 0.0481, d1.dn_loss_bbox: 0.3136, d1.dn_loss_iou: 0.4050, d2.dn_loss_cls: 0.0430, d2.dn_loss_bbox: 0.2920, d2.dn_loss_iou: 0.3845, d3.dn_loss_cls: 0.0412, d3.dn_loss_bbox: 0.2867, d3.dn_loss_iou: 0.3783, d4.dn_loss_cls: 0.0403, d4.dn_loss_bbox: 0.2863, d4.dn_loss_iou: 0.3776, loss: 10.0728, grad_norm: 27.1302 2023-11-22 19:39:15,659 - mmdet - INFO - Epoch [5][3600/7330] lr: 1.000e-05, eta: 10:35:20, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2655, interm_loss_bbox: 0.2027, interm_loss_iou: 0.4461, loss_cls: 0.2201, loss_bbox: 0.1615, loss_iou: 0.3742, d0.loss_cls: 0.2818, d0.loss_bbox: 0.1679, d0.loss_iou: 0.3931, d1.loss_cls: 0.2453, d1.loss_bbox: 0.1646, d1.loss_iou: 0.3790, d2.loss_cls: 0.2313, d2.loss_bbox: 0.1615, d2.loss_iou: 0.3755, d3.loss_cls: 0.2232, d3.loss_bbox: 0.1617, d3.loss_iou: 0.3749, d4.loss_cls: 0.2194, d4.loss_bbox: 0.1621, d4.loss_iou: 0.3755, dn_loss_cls: 0.0373, dn_loss_bbox: 0.2875, dn_loss_iou: 0.3884, d0.dn_loss_cls: 0.0708, d0.dn_loss_bbox: 0.4085, d0.dn_loss_iou: 0.5194, d1.dn_loss_cls: 0.0456, d1.dn_loss_bbox: 0.3129, d1.dn_loss_iou: 0.4161, d2.dn_loss_cls: 0.0405, d2.dn_loss_bbox: 0.2932, d2.dn_loss_iou: 0.3954, d3.dn_loss_cls: 0.0386, d3.dn_loss_bbox: 0.2882, d3.dn_loss_iou: 0.3895, d4.dn_loss_cls: 0.0375, d4.dn_loss_bbox: 0.2875, d4.dn_loss_iou: 0.3883, loss: 10.2324, grad_norm: 26.0389 2023-11-22 19:39:50,490 - mmdet - INFO - Epoch [5][3650/7330] lr: 1.000e-05, eta: 10:34:46, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2602, interm_loss_bbox: 0.2019, interm_loss_iou: 0.4620, loss_cls: 0.2107, loss_bbox: 0.1621, loss_iou: 0.3911, d0.loss_cls: 0.2751, d0.loss_bbox: 0.1677, d0.loss_iou: 0.4110, d1.loss_cls: 0.2373, d1.loss_bbox: 0.1661, d1.loss_iou: 0.3971, d2.loss_cls: 0.2210, d2.loss_bbox: 0.1637, d2.loss_iou: 0.3924, d3.loss_cls: 0.2137, d3.loss_bbox: 0.1628, d3.loss_iou: 0.3924, d4.loss_cls: 0.2107, d4.loss_bbox: 0.1629, d4.loss_iou: 0.3917, dn_loss_cls: 0.0373, dn_loss_bbox: 0.2765, dn_loss_iou: 0.3895, d0.dn_loss_cls: 0.0721, d0.dn_loss_bbox: 0.4037, d0.dn_loss_iou: 0.5214, d1.dn_loss_cls: 0.0463, d1.dn_loss_bbox: 0.3061, d1.dn_loss_iou: 0.4186, d2.dn_loss_cls: 0.0403, d2.dn_loss_bbox: 0.2834, d2.dn_loss_iou: 0.3973, d3.dn_loss_cls: 0.0385, d3.dn_loss_bbox: 0.2774, d3.dn_loss_iou: 0.3908, d4.dn_loss_cls: 0.0376, d4.dn_loss_bbox: 0.2765, d4.dn_loss_iou: 0.3894, loss: 10.2563, grad_norm: 27.8228 2023-11-22 19:40:25,514 - mmdet - INFO - Epoch [5][3700/7330] lr: 1.000e-05, eta: 10:34:12, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2617, interm_loss_bbox: 0.2048, interm_loss_iou: 0.4634, loss_cls: 0.2151, loss_bbox: 0.1586, loss_iou: 0.3843, d0.loss_cls: 0.2802, d0.loss_bbox: 0.1667, d0.loss_iou: 0.4094, d1.loss_cls: 0.2416, d1.loss_bbox: 0.1626, d1.loss_iou: 0.3906, d2.loss_cls: 0.2284, d2.loss_bbox: 0.1577, d2.loss_iou: 0.3834, d3.loss_cls: 0.2196, d3.loss_bbox: 0.1592, d3.loss_iou: 0.3846, d4.loss_cls: 0.2155, d4.loss_bbox: 0.1591, d4.loss_iou: 0.3846, dn_loss_cls: 0.0368, dn_loss_bbox: 0.2798, dn_loss_iou: 0.3789, d0.dn_loss_cls: 0.0710, d0.dn_loss_bbox: 0.4040, d0.dn_loss_iou: 0.5073, d1.dn_loss_cls: 0.0462, d1.dn_loss_bbox: 0.3062, d1.dn_loss_iou: 0.4047, d2.dn_loss_cls: 0.0403, d2.dn_loss_bbox: 0.2853, d2.dn_loss_iou: 0.3854, d3.dn_loss_cls: 0.0386, d3.dn_loss_bbox: 0.2803, d3.dn_loss_iou: 0.3796, d4.dn_loss_cls: 0.0373, d4.dn_loss_bbox: 0.2798, d4.dn_loss_iou: 0.3788, loss: 10.1712, grad_norm: 27.4147 2023-11-22 19:41:00,063 - mmdet - INFO - Epoch [5][3750/7330] lr: 1.000e-05, eta: 10:33:37, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2614, interm_loss_bbox: 0.2071, interm_loss_iou: 0.4487, loss_cls: 0.2109, loss_bbox: 0.1641, loss_iou: 0.3777, d0.loss_cls: 0.2816, d0.loss_bbox: 0.1706, d0.loss_iou: 0.3941, d1.loss_cls: 0.2408, d1.loss_bbox: 0.1654, d1.loss_iou: 0.3806, d2.loss_cls: 0.2240, d2.loss_bbox: 0.1639, d2.loss_iou: 0.3776, d3.loss_cls: 0.2161, d3.loss_bbox: 0.1630, d3.loss_iou: 0.3777, d4.loss_cls: 0.2124, d4.loss_bbox: 0.1633, d4.loss_iou: 0.3779, dn_loss_cls: 0.0368, dn_loss_bbox: 0.3066, dn_loss_iou: 0.3772, d0.dn_loss_cls: 0.0704, d0.dn_loss_bbox: 0.4367, d0.dn_loss_iou: 0.5048, d1.dn_loss_cls: 0.0461, d1.dn_loss_bbox: 0.3372, d1.dn_loss_iou: 0.4064, d2.dn_loss_cls: 0.0402, d2.dn_loss_bbox: 0.3137, d2.dn_loss_iou: 0.3851, d3.dn_loss_cls: 0.0382, d3.dn_loss_bbox: 0.3075, d3.dn_loss_iou: 0.3783, d4.dn_loss_cls: 0.0372, d4.dn_loss_bbox: 0.3067, d4.dn_loss_iou: 0.3772, loss: 10.2851, grad_norm: 24.8109 2023-11-22 19:41:34,534 - mmdet - INFO - Epoch [5][3800/7330] lr: 1.000e-05, eta: 10:33:02, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2511, interm_loss_bbox: 0.2009, interm_loss_iou: 0.4275, loss_cls: 0.2039, loss_bbox: 0.1586, loss_iou: 0.3556, d0.loss_cls: 0.2721, d0.loss_bbox: 0.1666, d0.loss_iou: 0.3741, d1.loss_cls: 0.2283, d1.loss_bbox: 0.1650, d1.loss_iou: 0.3637, d2.loss_cls: 0.2149, d2.loss_bbox: 0.1604, d2.loss_iou: 0.3569, d3.loss_cls: 0.2080, d3.loss_bbox: 0.1591, d3.loss_iou: 0.3554, d4.loss_cls: 0.2043, d4.loss_bbox: 0.1589, d4.loss_iou: 0.3555, dn_loss_cls: 0.0350, dn_loss_bbox: 0.2778, dn_loss_iou: 0.3586, d0.dn_loss_cls: 0.0698, d0.dn_loss_bbox: 0.4115, d0.dn_loss_iou: 0.4954, d1.dn_loss_cls: 0.0434, d1.dn_loss_bbox: 0.3075, d1.dn_loss_iou: 0.3886, d2.dn_loss_cls: 0.0381, d2.dn_loss_bbox: 0.2844, d2.dn_loss_iou: 0.3666, d3.dn_loss_cls: 0.0364, d3.dn_loss_bbox: 0.2787, d3.dn_loss_iou: 0.3596, d4.dn_loss_cls: 0.0351, d4.dn_loss_bbox: 0.2779, d4.dn_loss_iou: 0.3585, loss: 9.7638, grad_norm: 27.5564 2023-11-22 19:42:08,830 - mmdet - INFO - Epoch [5][3850/7330] lr: 1.000e-05, eta: 10:32:27, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2605, interm_loss_bbox: 0.1923, interm_loss_iou: 0.4463, loss_cls: 0.2103, loss_bbox: 0.1566, loss_iou: 0.3763, d0.loss_cls: 0.2776, d0.loss_bbox: 0.1653, d0.loss_iou: 0.3979, d1.loss_cls: 0.2373, d1.loss_bbox: 0.1612, d1.loss_iou: 0.3837, d2.loss_cls: 0.2219, d2.loss_bbox: 0.1574, d2.loss_iou: 0.3775, d3.loss_cls: 0.2141, d3.loss_bbox: 0.1569, d3.loss_iou: 0.3766, d4.loss_cls: 0.2108, d4.loss_bbox: 0.1565, d4.loss_iou: 0.3764, dn_loss_cls: 0.0361, dn_loss_bbox: 0.2787, dn_loss_iou: 0.3793, d0.dn_loss_cls: 0.0682, d0.dn_loss_bbox: 0.4042, d0.dn_loss_iou: 0.5111, d1.dn_loss_cls: 0.0435, d1.dn_loss_bbox: 0.3046, d1.dn_loss_iou: 0.4066, d2.dn_loss_cls: 0.0385, d2.dn_loss_bbox: 0.2845, d2.dn_loss_iou: 0.3859, d3.dn_loss_cls: 0.0369, d3.dn_loss_bbox: 0.2793, d3.dn_loss_iou: 0.3802, d4.dn_loss_cls: 0.0362, d4.dn_loss_bbox: 0.2787, d4.dn_loss_iou: 0.3793, loss: 10.0451, grad_norm: 27.0714 2023-11-22 19:42:43,373 - mmdet - INFO - Epoch [5][3900/7330] lr: 1.000e-05, eta: 10:31:52, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2578, interm_loss_bbox: 0.1962, interm_loss_iou: 0.4335, loss_cls: 0.2062, loss_bbox: 0.1598, loss_iou: 0.3692, d0.loss_cls: 0.2769, d0.loss_bbox: 0.1643, d0.loss_iou: 0.3847, d1.loss_cls: 0.2357, d1.loss_bbox: 0.1622, d1.loss_iou: 0.3725, d2.loss_cls: 0.2178, d2.loss_bbox: 0.1592, d2.loss_iou: 0.3695, d3.loss_cls: 0.2101, d3.loss_bbox: 0.1592, d3.loss_iou: 0.3686, d4.loss_cls: 0.2063, d4.loss_bbox: 0.1598, d4.loss_iou: 0.3698, dn_loss_cls: 0.0350, dn_loss_bbox: 0.2764, dn_loss_iou: 0.3757, d0.dn_loss_cls: 0.0693, d0.dn_loss_bbox: 0.4012, d0.dn_loss_iou: 0.5045, d1.dn_loss_cls: 0.0439, d1.dn_loss_bbox: 0.3040, d1.dn_loss_iou: 0.4047, d2.dn_loss_cls: 0.0386, d2.dn_loss_bbox: 0.2827, d2.dn_loss_iou: 0.3831, d3.dn_loss_cls: 0.0366, d3.dn_loss_bbox: 0.2772, d3.dn_loss_iou: 0.3766, d4.dn_loss_cls: 0.0355, d4.dn_loss_bbox: 0.2764, d4.dn_loss_iou: 0.3756, loss: 9.9361, grad_norm: 25.4805 2023-11-22 19:43:17,560 - mmdet - INFO - Epoch [5][3950/7330] lr: 1.000e-05, eta: 10:31:17, time: 0.684, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2648, interm_loss_bbox: 0.1994, interm_loss_iou: 0.4282, loss_cls: 0.2145, loss_bbox: 0.1648, loss_iou: 0.3661, d0.loss_cls: 0.2841, d0.loss_bbox: 0.1670, d0.loss_iou: 0.3790, d1.loss_cls: 0.2445, d1.loss_bbox: 0.1643, d1.loss_iou: 0.3687, d2.loss_cls: 0.2248, d2.loss_bbox: 0.1646, d2.loss_iou: 0.3667, d3.loss_cls: 0.2186, d3.loss_bbox: 0.1643, d3.loss_iou: 0.3650, d4.loss_cls: 0.2141, d4.loss_bbox: 0.1655, d4.loss_iou: 0.3662, dn_loss_cls: 0.0372, dn_loss_bbox: 0.2910, dn_loss_iou: 0.3730, d0.dn_loss_cls: 0.0728, d0.dn_loss_bbox: 0.4159, d0.dn_loss_iou: 0.5037, d1.dn_loss_cls: 0.0463, d1.dn_loss_bbox: 0.3200, d1.dn_loss_iou: 0.4021, d2.dn_loss_cls: 0.0407, d2.dn_loss_bbox: 0.2974, d2.dn_loss_iou: 0.3808, d3.dn_loss_cls: 0.0386, d3.dn_loss_bbox: 0.2916, d3.dn_loss_iou: 0.3741, d4.dn_loss_cls: 0.0375, d4.dn_loss_bbox: 0.2910, d4.dn_loss_iou: 0.3729, loss: 10.0819, grad_norm: 27.7662 2023-11-22 19:43:52,424 - mmdet - INFO - Epoch [5][4000/7330] lr: 1.000e-05, eta: 10:30:42, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2644, interm_loss_bbox: 0.2038, interm_loss_iou: 0.4452, loss_cls: 0.2125, loss_bbox: 0.1590, loss_iou: 0.3729, d0.loss_cls: 0.2777, d0.loss_bbox: 0.1675, d0.loss_iou: 0.3927, d1.loss_cls: 0.2360, d1.loss_bbox: 0.1656, d1.loss_iou: 0.3815, d2.loss_cls: 0.2212, d2.loss_bbox: 0.1611, d2.loss_iou: 0.3760, d3.loss_cls: 0.2166, d3.loss_bbox: 0.1592, d3.loss_iou: 0.3736, d4.loss_cls: 0.2137, d4.loss_bbox: 0.1589, d4.loss_iou: 0.3724, dn_loss_cls: 0.0341, dn_loss_bbox: 0.2834, dn_loss_iou: 0.3757, d0.dn_loss_cls: 0.0674, d0.dn_loss_bbox: 0.4147, d0.dn_loss_iou: 0.5062, d1.dn_loss_cls: 0.0429, d1.dn_loss_bbox: 0.3123, d1.dn_loss_iou: 0.4044, d2.dn_loss_cls: 0.0374, d2.dn_loss_bbox: 0.2894, d2.dn_loss_iou: 0.3832, d3.dn_loss_cls: 0.0357, d3.dn_loss_bbox: 0.2842, d3.dn_loss_iou: 0.3768, d4.dn_loss_cls: 0.0344, d4.dn_loss_bbox: 0.2834, d4.dn_loss_iou: 0.3756, loss: 10.0726, grad_norm: 28.5807 2023-11-22 19:44:27,113 - mmdet - INFO - Epoch [5][4050/7330] lr: 1.000e-05, eta: 10:30:08, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2605, interm_loss_bbox: 0.1948, interm_loss_iou: 0.4309, loss_cls: 0.2064, loss_bbox: 0.1587, loss_iou: 0.3668, d0.loss_cls: 0.2800, d0.loss_bbox: 0.1624, d0.loss_iou: 0.3816, d1.loss_cls: 0.2340, d1.loss_bbox: 0.1606, d1.loss_iou: 0.3732, d2.loss_cls: 0.2168, d2.loss_bbox: 0.1588, d2.loss_iou: 0.3682, d3.loss_cls: 0.2095, d3.loss_bbox: 0.1582, d3.loss_iou: 0.3672, d4.loss_cls: 0.2070, d4.loss_bbox: 0.1586, d4.loss_iou: 0.3670, dn_loss_cls: 0.0356, dn_loss_bbox: 0.2780, dn_loss_iou: 0.3703, d0.dn_loss_cls: 0.0702, d0.dn_loss_bbox: 0.4091, d0.dn_loss_iou: 0.5029, d1.dn_loss_cls: 0.0445, d1.dn_loss_bbox: 0.3073, d1.dn_loss_iou: 0.3985, d2.dn_loss_cls: 0.0382, d2.dn_loss_bbox: 0.2843, d2.dn_loss_iou: 0.3775, d3.dn_loss_cls: 0.0367, d3.dn_loss_bbox: 0.2788, d3.dn_loss_iou: 0.3713, d4.dn_loss_cls: 0.0358, d4.dn_loss_bbox: 0.2780, d4.dn_loss_iou: 0.3702, loss: 9.9087, grad_norm: 26.3674 2023-11-22 19:45:01,149 - mmdet - INFO - Epoch [5][4100/7330] lr: 1.000e-05, eta: 10:29:32, time: 0.681, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2583, interm_loss_bbox: 0.1975, interm_loss_iou: 0.4381, loss_cls: 0.2076, loss_bbox: 0.1632, loss_iou: 0.3738, d0.loss_cls: 0.2752, d0.loss_bbox: 0.1671, d0.loss_iou: 0.3881, d1.loss_cls: 0.2350, d1.loss_bbox: 0.1650, d1.loss_iou: 0.3761, d2.loss_cls: 0.2169, d2.loss_bbox: 0.1642, d2.loss_iou: 0.3741, d3.loss_cls: 0.2111, d3.loss_bbox: 0.1631, d3.loss_iou: 0.3733, d4.loss_cls: 0.2078, d4.loss_bbox: 0.1630, d4.loss_iou: 0.3734, dn_loss_cls: 0.0373, dn_loss_bbox: 0.2772, dn_loss_iou: 0.3825, d0.dn_loss_cls: 0.0719, d0.dn_loss_bbox: 0.4073, d0.dn_loss_iou: 0.5183, d1.dn_loss_cls: 0.0462, d1.dn_loss_bbox: 0.3070, d1.dn_loss_iou: 0.4116, d2.dn_loss_cls: 0.0407, d2.dn_loss_bbox: 0.2841, d2.dn_loss_iou: 0.3901, d3.dn_loss_cls: 0.0391, d3.dn_loss_bbox: 0.2780, d3.dn_loss_iou: 0.3835, d4.dn_loss_cls: 0.0378, d4.dn_loss_bbox: 0.2772, d4.dn_loss_iou: 0.3824, loss: 10.0641, grad_norm: 26.0892 2023-11-22 19:45:35,818 - mmdet - INFO - Epoch [5][4150/7330] lr: 1.000e-05, eta: 10:28:58, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2601, interm_loss_bbox: 0.1945, interm_loss_iou: 0.4493, loss_cls: 0.2122, loss_bbox: 0.1575, loss_iou: 0.3851, d0.loss_cls: 0.2764, d0.loss_bbox: 0.1627, d0.loss_iou: 0.4009, d1.loss_cls: 0.2394, d1.loss_bbox: 0.1589, d1.loss_iou: 0.3896, d2.loss_cls: 0.2231, d2.loss_bbox: 0.1572, d2.loss_iou: 0.3854, d3.loss_cls: 0.2173, d3.loss_bbox: 0.1577, d3.loss_iou: 0.3849, d4.loss_cls: 0.2128, d4.loss_bbox: 0.1583, d4.loss_iou: 0.3855, dn_loss_cls: 0.0364, dn_loss_bbox: 0.2752, dn_loss_iou: 0.3931, d0.dn_loss_cls: 0.0705, d0.dn_loss_bbox: 0.3927, d0.dn_loss_iou: 0.5181, d1.dn_loss_cls: 0.0453, d1.dn_loss_bbox: 0.2992, d1.dn_loss_iou: 0.4186, d2.dn_loss_cls: 0.0396, d2.dn_loss_bbox: 0.2807, d2.dn_loss_iou: 0.3996, d3.dn_loss_cls: 0.0379, d3.dn_loss_bbox: 0.2759, d3.dn_loss_iou: 0.3938, d4.dn_loss_cls: 0.0368, d4.dn_loss_bbox: 0.2752, d4.dn_loss_iou: 0.3930, loss: 10.1504, grad_norm: 27.6590 2023-11-22 19:46:10,325 - mmdet - INFO - Epoch [5][4200/7330] lr: 1.000e-05, eta: 10:28:23, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2610, interm_loss_bbox: 0.2014, interm_loss_iou: 0.4547, loss_cls: 0.2133, loss_bbox: 0.1592, loss_iou: 0.3804, d0.loss_cls: 0.2802, d0.loss_bbox: 0.1657, d0.loss_iou: 0.3985, d1.loss_cls: 0.2398, d1.loss_bbox: 0.1627, d1.loss_iou: 0.3877, d2.loss_cls: 0.2255, d2.loss_bbox: 0.1590, d2.loss_iou: 0.3811, d3.loss_cls: 0.2176, d3.loss_bbox: 0.1582, d3.loss_iou: 0.3800, d4.loss_cls: 0.2144, d4.loss_bbox: 0.1584, d4.loss_iou: 0.3800, dn_loss_cls: 0.0352, dn_loss_bbox: 0.2698, dn_loss_iou: 0.3755, d0.dn_loss_cls: 0.0699, d0.dn_loss_bbox: 0.3927, d0.dn_loss_iou: 0.5057, d1.dn_loss_cls: 0.0443, d1.dn_loss_bbox: 0.2980, d1.dn_loss_iou: 0.4038, d2.dn_loss_cls: 0.0385, d2.dn_loss_bbox: 0.2766, d2.dn_loss_iou: 0.3828, d3.dn_loss_cls: 0.0366, d3.dn_loss_bbox: 0.2707, d3.dn_loss_iou: 0.3763, d4.dn_loss_cls: 0.0355, d4.dn_loss_bbox: 0.2698, d4.dn_loss_iou: 0.3754, loss: 10.0359, grad_norm: 24.9781 2023-11-22 19:46:44,811 - mmdet - INFO - Epoch [5][4250/7330] lr: 1.000e-05, eta: 10:27:48, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2667, interm_loss_bbox: 0.2051, interm_loss_iou: 0.4486, loss_cls: 0.2163, loss_bbox: 0.1618, loss_iou: 0.3777, d0.loss_cls: 0.2880, d0.loss_bbox: 0.1646, d0.loss_iou: 0.3923, d1.loss_cls: 0.2434, d1.loss_bbox: 0.1627, d1.loss_iou: 0.3808, d2.loss_cls: 0.2261, d2.loss_bbox: 0.1616, d2.loss_iou: 0.3784, d3.loss_cls: 0.2205, d3.loss_bbox: 0.1602, d3.loss_iou: 0.3776, d4.loss_cls: 0.2173, d4.loss_bbox: 0.1606, d4.loss_iou: 0.3773, dn_loss_cls: 0.0393, dn_loss_bbox: 0.3016, dn_loss_iou: 0.3820, d0.dn_loss_cls: 0.0750, d0.dn_loss_bbox: 0.4254, d0.dn_loss_iou: 0.5137, d1.dn_loss_cls: 0.0485, d1.dn_loss_bbox: 0.3271, d1.dn_loss_iou: 0.4101, d2.dn_loss_cls: 0.0428, d2.dn_loss_bbox: 0.3070, d2.dn_loss_iou: 0.3892, d3.dn_loss_cls: 0.0408, d3.dn_loss_bbox: 0.3022, d3.dn_loss_iou: 0.3831, d4.dn_loss_cls: 0.0395, d4.dn_loss_bbox: 0.3016, d4.dn_loss_iou: 0.3819, loss: 10.2983, grad_norm: 26.7240 2023-11-22 19:47:19,047 - mmdet - INFO - Epoch [5][4300/7330] lr: 1.000e-05, eta: 10:27:13, time: 0.684, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2576, interm_loss_bbox: 0.1953, interm_loss_iou: 0.4572, loss_cls: 0.2113, loss_bbox: 0.1597, loss_iou: 0.3900, d0.loss_cls: 0.2755, d0.loss_bbox: 0.1660, d0.loss_iou: 0.4082, d1.loss_cls: 0.2337, d1.loss_bbox: 0.1645, d1.loss_iou: 0.3989, d2.loss_cls: 0.2200, d2.loss_bbox: 0.1602, d2.loss_iou: 0.3917, d3.loss_cls: 0.2146, d3.loss_bbox: 0.1590, d3.loss_iou: 0.3898, d4.loss_cls: 0.2116, d4.loss_bbox: 0.1600, d4.loss_iou: 0.3904, dn_loss_cls: 0.0369, dn_loss_bbox: 0.2765, dn_loss_iou: 0.3839, d0.dn_loss_cls: 0.0720, d0.dn_loss_bbox: 0.3959, d0.dn_loss_iou: 0.5124, d1.dn_loss_cls: 0.0463, d1.dn_loss_bbox: 0.3029, d1.dn_loss_iou: 0.4119, d2.dn_loss_cls: 0.0401, d2.dn_loss_bbox: 0.2829, d2.dn_loss_iou: 0.3916, d3.dn_loss_cls: 0.0383, d3.dn_loss_bbox: 0.2773, d3.dn_loss_iou: 0.3849, d4.dn_loss_cls: 0.0373, d4.dn_loss_bbox: 0.2765, d4.dn_loss_iou: 0.3838, loss: 10.1667, grad_norm: 24.7605 2023-11-22 19:47:53,785 - mmdet - INFO - Epoch [5][4350/7330] lr: 1.000e-05, eta: 10:26:38, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2486, interm_loss_bbox: 0.1951, interm_loss_iou: 0.4436, loss_cls: 0.1967, loss_bbox: 0.1547, loss_iou: 0.3719, d0.loss_cls: 0.2644, d0.loss_bbox: 0.1607, d0.loss_iou: 0.3913, d1.loss_cls: 0.2225, d1.loss_bbox: 0.1583, d1.loss_iou: 0.3777, d2.loss_cls: 0.2068, d2.loss_bbox: 0.1542, d2.loss_iou: 0.3732, d3.loss_cls: 0.2010, d3.loss_bbox: 0.1544, d3.loss_iou: 0.3716, d4.loss_cls: 0.1975, d4.loss_bbox: 0.1547, d4.loss_iou: 0.3720, dn_loss_cls: 0.0329, dn_loss_bbox: 0.2719, dn_loss_iou: 0.3703, d0.dn_loss_cls: 0.0651, d0.dn_loss_bbox: 0.3974, d0.dn_loss_iou: 0.5027, d1.dn_loss_cls: 0.0406, d1.dn_loss_bbox: 0.2987, d1.dn_loss_iou: 0.3985, d2.dn_loss_cls: 0.0354, d2.dn_loss_bbox: 0.2782, d2.dn_loss_iou: 0.3775, d3.dn_loss_cls: 0.0340, d3.dn_loss_bbox: 0.2726, d3.dn_loss_iou: 0.3712, d4.dn_loss_cls: 0.0330, d4.dn_loss_bbox: 0.2719, d4.dn_loss_iou: 0.3702, loss: 9.7932, grad_norm: 26.6212 2023-11-22 19:48:28,352 - mmdet - INFO - Epoch [5][4400/7330] lr: 1.000e-05, eta: 10:26:04, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2584, interm_loss_bbox: 0.2015, interm_loss_iou: 0.4451, loss_cls: 0.2069, loss_bbox: 0.1610, loss_iou: 0.3741, d0.loss_cls: 0.2716, d0.loss_bbox: 0.1679, d0.loss_iou: 0.3927, d1.loss_cls: 0.2341, d1.loss_bbox: 0.1638, d1.loss_iou: 0.3778, d2.loss_cls: 0.2183, d2.loss_bbox: 0.1607, d2.loss_iou: 0.3742, d3.loss_cls: 0.2111, d3.loss_bbox: 0.1600, d3.loss_iou: 0.3729, d4.loss_cls: 0.2079, d4.loss_bbox: 0.1600, d4.loss_iou: 0.3738, dn_loss_cls: 0.0359, dn_loss_bbox: 0.2835, dn_loss_iou: 0.3750, d0.dn_loss_cls: 0.0700, d0.dn_loss_bbox: 0.4054, d0.dn_loss_iou: 0.5026, d1.dn_loss_cls: 0.0455, d1.dn_loss_bbox: 0.3111, d1.dn_loss_iou: 0.4041, d2.dn_loss_cls: 0.0397, d2.dn_loss_bbox: 0.2897, d2.dn_loss_iou: 0.3826, d3.dn_loss_cls: 0.0375, d3.dn_loss_bbox: 0.2844, d3.dn_loss_iou: 0.3762, d4.dn_loss_cls: 0.0361, d4.dn_loss_bbox: 0.2836, d4.dn_loss_iou: 0.3749, loss: 10.0314, grad_norm: 26.0543 2023-11-22 19:49:03,066 - mmdet - INFO - Epoch [5][4450/7330] lr: 1.000e-05, eta: 10:25:29, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2623, interm_loss_bbox: 0.1951, interm_loss_iou: 0.4479, loss_cls: 0.2099, loss_bbox: 0.1570, loss_iou: 0.3833, d0.loss_cls: 0.2750, d0.loss_bbox: 0.1645, d0.loss_iou: 0.3996, d1.loss_cls: 0.2351, d1.loss_bbox: 0.1608, d1.loss_iou: 0.3868, d2.loss_cls: 0.2216, d2.loss_bbox: 0.1560, d2.loss_iou: 0.3812, d3.loss_cls: 0.2138, d3.loss_bbox: 0.1567, d3.loss_iou: 0.3826, d4.loss_cls: 0.2097, d4.loss_bbox: 0.1573, d4.loss_iou: 0.3834, dn_loss_cls: 0.0379, dn_loss_bbox: 0.2821, dn_loss_iou: 0.3884, d0.dn_loss_cls: 0.0716, d0.dn_loss_bbox: 0.4049, d0.dn_loss_iou: 0.5162, d1.dn_loss_cls: 0.0465, d1.dn_loss_bbox: 0.3085, d1.dn_loss_iou: 0.4158, d2.dn_loss_cls: 0.0405, d2.dn_loss_bbox: 0.2884, d2.dn_loss_iou: 0.3954, d3.dn_loss_cls: 0.0388, d3.dn_loss_bbox: 0.2830, d3.dn_loss_iou: 0.3892, d4.dn_loss_cls: 0.0379, d4.dn_loss_bbox: 0.2821, d4.dn_loss_iou: 0.3883, loss: 10.1552, grad_norm: 27.2025 2023-11-22 19:49:37,769 - mmdet - INFO - Epoch [5][4500/7330] lr: 1.000e-05, eta: 10:24:55, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2596, interm_loss_bbox: 0.1968, interm_loss_iou: 0.4555, loss_cls: 0.2084, loss_bbox: 0.1549, loss_iou: 0.3888, d0.loss_cls: 0.2760, d0.loss_bbox: 0.1614, d0.loss_iou: 0.4027, d1.loss_cls: 0.2361, d1.loss_bbox: 0.1592, d1.loss_iou: 0.3939, d2.loss_cls: 0.2220, d2.loss_bbox: 0.1549, d2.loss_iou: 0.3863, d3.loss_cls: 0.2133, d3.loss_bbox: 0.1547, d3.loss_iou: 0.3873, d4.loss_cls: 0.2095, d4.loss_bbox: 0.1550, d4.loss_iou: 0.3883, dn_loss_cls: 0.0359, dn_loss_bbox: 0.2659, dn_loss_iou: 0.3767, d0.dn_loss_cls: 0.0695, d0.dn_loss_bbox: 0.3913, d0.dn_loss_iou: 0.5062, d1.dn_loss_cls: 0.0449, d1.dn_loss_bbox: 0.2951, d1.dn_loss_iou: 0.4045, d2.dn_loss_cls: 0.0390, d2.dn_loss_bbox: 0.2736, d2.dn_loss_iou: 0.3843, d3.dn_loss_cls: 0.0370, d3.dn_loss_bbox: 0.2667, d3.dn_loss_iou: 0.3777, d4.dn_loss_cls: 0.0361, d4.dn_loss_bbox: 0.2659, d4.dn_loss_iou: 0.3767, loss: 10.0115, grad_norm: 25.2214 2023-11-22 19:50:12,036 - mmdet - INFO - Epoch [5][4550/7330] lr: 1.000e-05, eta: 10:24:19, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2682, interm_loss_bbox: 0.2101, interm_loss_iou: 0.4502, loss_cls: 0.2212, loss_bbox: 0.1659, loss_iou: 0.3831, d0.loss_cls: 0.2839, d0.loss_bbox: 0.1740, d0.loss_iou: 0.4026, d1.loss_cls: 0.2477, d1.loss_bbox: 0.1713, d1.loss_iou: 0.3871, d2.loss_cls: 0.2327, d2.loss_bbox: 0.1669, d2.loss_iou: 0.3831, d3.loss_cls: 0.2248, d3.loss_bbox: 0.1666, d3.loss_iou: 0.3826, d4.loss_cls: 0.2217, d4.loss_bbox: 0.1665, d4.loss_iou: 0.3832, dn_loss_cls: 0.0368, dn_loss_bbox: 0.2988, dn_loss_iou: 0.3919, d0.dn_loss_cls: 0.0727, d0.dn_loss_bbox: 0.4260, d0.dn_loss_iou: 0.5209, d1.dn_loss_cls: 0.0470, d1.dn_loss_bbox: 0.3278, d1.dn_loss_iou: 0.4205, d2.dn_loss_cls: 0.0409, d2.dn_loss_bbox: 0.3052, d2.dn_loss_iou: 0.3992, d3.dn_loss_cls: 0.0386, d3.dn_loss_bbox: 0.2996, d3.dn_loss_iou: 0.3927, d4.dn_loss_cls: 0.0373, d4.dn_loss_bbox: 0.2989, d4.dn_loss_iou: 0.3918, loss: 10.4401, grad_norm: 27.5273 2023-11-22 19:50:45,876 - mmdet - INFO - Epoch [5][4600/7330] lr: 1.000e-05, eta: 10:23:43, time: 0.677, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2551, interm_loss_bbox: 0.2057, interm_loss_iou: 0.4406, loss_cls: 0.2086, loss_bbox: 0.1651, loss_iou: 0.3692, d0.loss_cls: 0.2730, d0.loss_bbox: 0.1708, d0.loss_iou: 0.3861, d1.loss_cls: 0.2321, d1.loss_bbox: 0.1700, d1.loss_iou: 0.3757, d2.loss_cls: 0.2185, d2.loss_bbox: 0.1650, d2.loss_iou: 0.3691, d3.loss_cls: 0.2116, d3.loss_bbox: 0.1647, d3.loss_iou: 0.3689, d4.loss_cls: 0.2082, d4.loss_bbox: 0.1649, d4.loss_iou: 0.3693, dn_loss_cls: 0.0346, dn_loss_bbox: 0.2804, dn_loss_iou: 0.3768, d0.dn_loss_cls: 0.0687, d0.dn_loss_bbox: 0.4014, d0.dn_loss_iou: 0.5013, d1.dn_loss_cls: 0.0433, d1.dn_loss_bbox: 0.3065, d1.dn_loss_iou: 0.4034, d2.dn_loss_cls: 0.0380, d2.dn_loss_bbox: 0.2862, d2.dn_loss_iou: 0.3832, d3.dn_loss_cls: 0.0359, d3.dn_loss_bbox: 0.2811, d3.dn_loss_iou: 0.3775, d4.dn_loss_cls: 0.0349, d4.dn_loss_bbox: 0.2805, d4.dn_loss_iou: 0.3767, loss: 10.0022, grad_norm: 25.8001 2023-11-22 19:51:20,199 - mmdet - INFO - Epoch [5][4650/7330] lr: 1.000e-05, eta: 10:23:08, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2634, interm_loss_bbox: 0.1997, interm_loss_iou: 0.4424, loss_cls: 0.2127, loss_bbox: 0.1587, loss_iou: 0.3745, d0.loss_cls: 0.2772, d0.loss_bbox: 0.1654, d0.loss_iou: 0.3904, d1.loss_cls: 0.2379, d1.loss_bbox: 0.1614, d1.loss_iou: 0.3794, d2.loss_cls: 0.2228, d2.loss_bbox: 0.1598, d2.loss_iou: 0.3749, d3.loss_cls: 0.2161, d3.loss_bbox: 0.1589, d3.loss_iou: 0.3748, d4.loss_cls: 0.2128, d4.loss_bbox: 0.1593, d4.loss_iou: 0.3751, dn_loss_cls: 0.0351, dn_loss_bbox: 0.2672, dn_loss_iou: 0.3704, d0.dn_loss_cls: 0.0685, d0.dn_loss_bbox: 0.3854, d0.dn_loss_iou: 0.4976, d1.dn_loss_cls: 0.0436, d1.dn_loss_bbox: 0.2917, d1.dn_loss_iou: 0.3961, d2.dn_loss_cls: 0.0382, d2.dn_loss_bbox: 0.2727, d2.dn_loss_iou: 0.3778, d3.dn_loss_cls: 0.0365, d3.dn_loss_bbox: 0.2679, d3.dn_loss_iou: 0.3714, d4.dn_loss_cls: 0.0354, d4.dn_loss_bbox: 0.2672, d4.dn_loss_iou: 0.3703, loss: 9.9106, grad_norm: 27.1107 2023-11-22 19:51:54,485 - mmdet - INFO - Epoch [5][4700/7330] lr: 1.000e-05, eta: 10:22:33, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2654, interm_loss_bbox: 0.1984, interm_loss_iou: 0.4555, loss_cls: 0.2152, loss_bbox: 0.1572, loss_iou: 0.3861, d0.loss_cls: 0.2788, d0.loss_bbox: 0.1640, d0.loss_iou: 0.4042, d1.loss_cls: 0.2396, d1.loss_bbox: 0.1622, d1.loss_iou: 0.3927, d2.loss_cls: 0.2252, d2.loss_bbox: 0.1606, d2.loss_iou: 0.3889, d3.loss_cls: 0.2181, d3.loss_bbox: 0.1595, d3.loss_iou: 0.3879, d4.loss_cls: 0.2146, d4.loss_bbox: 0.1581, d4.loss_iou: 0.3872, dn_loss_cls: 0.0330, dn_loss_bbox: 0.2714, dn_loss_iou: 0.3710, d0.dn_loss_cls: 0.0678, d0.dn_loss_bbox: 0.3948, d0.dn_loss_iou: 0.4963, d1.dn_loss_cls: 0.0422, d1.dn_loss_bbox: 0.2994, d1.dn_loss_iou: 0.3986, d2.dn_loss_cls: 0.0368, d2.dn_loss_bbox: 0.2778, d2.dn_loss_iou: 0.3781, d3.dn_loss_cls: 0.0349, d3.dn_loss_bbox: 0.2723, d3.dn_loss_iou: 0.3721, d4.dn_loss_cls: 0.0335, d4.dn_loss_bbox: 0.2715, d4.dn_loss_iou: 0.3709, loss: 10.0419, grad_norm: 28.0299 2023-11-22 19:52:28,799 - mmdet - INFO - Epoch [5][4750/7330] lr: 1.000e-05, eta: 10:21:58, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2628, interm_loss_bbox: 0.1922, interm_loss_iou: 0.4504, loss_cls: 0.2152, loss_bbox: 0.1567, loss_iou: 0.3860, d0.loss_cls: 0.2815, d0.loss_bbox: 0.1607, d0.loss_iou: 0.4004, d1.loss_cls: 0.2413, d1.loss_bbox: 0.1590, d1.loss_iou: 0.3902, d2.loss_cls: 0.2262, d2.loss_bbox: 0.1573, d2.loss_iou: 0.3859, d3.loss_cls: 0.2191, d3.loss_bbox: 0.1566, d3.loss_iou: 0.3855, d4.loss_cls: 0.2156, d4.loss_bbox: 0.1565, d4.loss_iou: 0.3855, dn_loss_cls: 0.0352, dn_loss_bbox: 0.2807, dn_loss_iou: 0.3871, d0.dn_loss_cls: 0.0699, d0.dn_loss_bbox: 0.3985, d0.dn_loss_iou: 0.5116, d1.dn_loss_cls: 0.0438, d1.dn_loss_bbox: 0.3058, d1.dn_loss_iou: 0.4130, d2.dn_loss_cls: 0.0384, d2.dn_loss_bbox: 0.2860, d2.dn_loss_iou: 0.3936, d3.dn_loss_cls: 0.0365, d3.dn_loss_bbox: 0.2814, d3.dn_loss_iou: 0.3879, d4.dn_loss_cls: 0.0354, d4.dn_loss_bbox: 0.2807, d4.dn_loss_iou: 0.3870, loss: 10.1569, grad_norm: 26.8360 2023-11-22 19:53:03,175 - mmdet - INFO - Epoch [5][4800/7330] lr: 1.000e-05, eta: 10:21:23, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2557, interm_loss_bbox: 0.2030, interm_loss_iou: 0.4361, loss_cls: 0.2025, loss_bbox: 0.1655, loss_iou: 0.3711, d0.loss_cls: 0.2691, d0.loss_bbox: 0.1712, d0.loss_iou: 0.3890, d1.loss_cls: 0.2278, d1.loss_bbox: 0.1675, d1.loss_iou: 0.3765, d2.loss_cls: 0.2145, d2.loss_bbox: 0.1638, d2.loss_iou: 0.3714, d3.loss_cls: 0.2070, d3.loss_bbox: 0.1647, d3.loss_iou: 0.3702, d4.loss_cls: 0.2029, d4.loss_bbox: 0.1655, d4.loss_iou: 0.3714, dn_loss_cls: 0.0332, dn_loss_bbox: 0.2728, dn_loss_iou: 0.3612, d0.dn_loss_cls: 0.0680, d0.dn_loss_bbox: 0.4059, d0.dn_loss_iou: 0.4933, d1.dn_loss_cls: 0.0426, d1.dn_loss_bbox: 0.3031, d1.dn_loss_iou: 0.3904, d2.dn_loss_cls: 0.0369, d2.dn_loss_bbox: 0.2793, d2.dn_loss_iou: 0.3687, d3.dn_loss_cls: 0.0349, d3.dn_loss_bbox: 0.2734, d3.dn_loss_iou: 0.3620, d4.dn_loss_cls: 0.0335, d4.dn_loss_bbox: 0.2728, d4.dn_loss_iou: 0.3611, loss: 9.8594, grad_norm: 28.8262 2023-11-22 19:53:37,636 - mmdet - INFO - Epoch [5][4850/7330] lr: 1.000e-05, eta: 10:20:48, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2631, interm_loss_bbox: 0.2072, interm_loss_iou: 0.4418, loss_cls: 0.2134, loss_bbox: 0.1612, loss_iou: 0.3683, d0.loss_cls: 0.2770, d0.loss_bbox: 0.1709, d0.loss_iou: 0.3895, d1.loss_cls: 0.2389, d1.loss_bbox: 0.1656, d1.loss_iou: 0.3752, d2.loss_cls: 0.2240, d2.loss_bbox: 0.1609, d2.loss_iou: 0.3690, d3.loss_cls: 0.2176, d3.loss_bbox: 0.1606, d3.loss_iou: 0.3675, d4.loss_cls: 0.2138, d4.loss_bbox: 0.1618, d4.loss_iou: 0.3687, dn_loss_cls: 0.0373, dn_loss_bbox: 0.3024, dn_loss_iou: 0.3770, d0.dn_loss_cls: 0.0701, d0.dn_loss_bbox: 0.4259, d0.dn_loss_iou: 0.5036, d1.dn_loss_cls: 0.0461, d1.dn_loss_bbox: 0.3271, d1.dn_loss_iou: 0.4038, d2.dn_loss_cls: 0.0401, d2.dn_loss_bbox: 0.3081, d2.dn_loss_iou: 0.3841, d3.dn_loss_cls: 0.0386, d3.dn_loss_bbox: 0.3031, d3.dn_loss_iou: 0.3780, d4.dn_loss_cls: 0.0375, d4.dn_loss_bbox: 0.3024, d4.dn_loss_iou: 0.3768, loss: 10.1781, grad_norm: 26.4278 2023-11-22 19:54:14,112 - mmdet - INFO - Epoch [5][4900/7330] lr: 1.000e-05, eta: 10:20:16, time: 0.729, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2585, interm_loss_bbox: 0.2024, interm_loss_iou: 0.4445, loss_cls: 0.2094, loss_bbox: 0.1600, loss_iou: 0.3735, d0.loss_cls: 0.2749, d0.loss_bbox: 0.1684, d0.loss_iou: 0.3933, d1.loss_cls: 0.2382, d1.loss_bbox: 0.1627, d1.loss_iou: 0.3768, d2.loss_cls: 0.2236, d2.loss_bbox: 0.1590, d2.loss_iou: 0.3713, d3.loss_cls: 0.2134, d3.loss_bbox: 0.1597, d3.loss_iou: 0.3725, d4.loss_cls: 0.2108, d4.loss_bbox: 0.1594, d4.loss_iou: 0.3732, dn_loss_cls: 0.0355, dn_loss_bbox: 0.2743, dn_loss_iou: 0.3771, d0.dn_loss_cls: 0.0709, d0.dn_loss_bbox: 0.3997, d0.dn_loss_iou: 0.5054, d1.dn_loss_cls: 0.0447, d1.dn_loss_bbox: 0.3019, d1.dn_loss_iou: 0.4046, d2.dn_loss_cls: 0.0391, d2.dn_loss_bbox: 0.2804, d2.dn_loss_iou: 0.3837, d3.dn_loss_cls: 0.0370, d3.dn_loss_bbox: 0.2748, d3.dn_loss_iou: 0.3777, d4.dn_loss_cls: 0.0358, d4.dn_loss_bbox: 0.2743, d4.dn_loss_iou: 0.3770, loss: 9.9997, grad_norm: 28.5841 2023-11-22 19:54:50,673 - mmdet - INFO - Epoch [5][4950/7330] lr: 1.000e-05, eta: 10:19:45, time: 0.731, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2518, interm_loss_bbox: 0.1920, interm_loss_iou: 0.4420, loss_cls: 0.2037, loss_bbox: 0.1545, loss_iou: 0.3784, d0.loss_cls: 0.2705, d0.loss_bbox: 0.1591, d0.loss_iou: 0.3920, d1.loss_cls: 0.2295, d1.loss_bbox: 0.1578, d1.loss_iou: 0.3819, d2.loss_cls: 0.2140, d2.loss_bbox: 0.1553, d2.loss_iou: 0.3781, d3.loss_cls: 0.2071, d3.loss_bbox: 0.1549, d3.loss_iou: 0.3785, d4.loss_cls: 0.2047, d4.loss_bbox: 0.1548, d4.loss_iou: 0.3785, dn_loss_cls: 0.0347, dn_loss_bbox: 0.2565, dn_loss_iou: 0.3729, d0.dn_loss_cls: 0.0690, d0.dn_loss_bbox: 0.3859, d0.dn_loss_iou: 0.5035, d1.dn_loss_cls: 0.0434, d1.dn_loss_bbox: 0.2863, d1.dn_loss_iou: 0.4011, d2.dn_loss_cls: 0.0376, d2.dn_loss_bbox: 0.2639, d2.dn_loss_iou: 0.3805, d3.dn_loss_cls: 0.0358, d3.dn_loss_bbox: 0.2574, d3.dn_loss_iou: 0.3738, d4.dn_loss_cls: 0.0349, d4.dn_loss_bbox: 0.2565, d4.dn_loss_iou: 0.3728, loss: 9.8054, grad_norm: 27.8994 2023-11-22 19:55:25,652 - mmdet - INFO - Epoch [5][5000/7330] lr: 1.000e-05, eta: 10:19:11, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2591, interm_loss_bbox: 0.1966, interm_loss_iou: 0.4363, loss_cls: 0.2118, loss_bbox: 0.1580, loss_iou: 0.3710, d0.loss_cls: 0.2735, d0.loss_bbox: 0.1648, d0.loss_iou: 0.3886, d1.loss_cls: 0.2351, d1.loss_bbox: 0.1613, d1.loss_iou: 0.3771, d2.loss_cls: 0.2217, d2.loss_bbox: 0.1575, d2.loss_iou: 0.3706, d3.loss_cls: 0.2152, d3.loss_bbox: 0.1578, d3.loss_iou: 0.3701, d4.loss_cls: 0.2124, d4.loss_bbox: 0.1581, d4.loss_iou: 0.3705, dn_loss_cls: 0.0366, dn_loss_bbox: 0.2714, dn_loss_iou: 0.3729, d0.dn_loss_cls: 0.0702, d0.dn_loss_bbox: 0.3938, d0.dn_loss_iou: 0.5016, d1.dn_loss_cls: 0.0448, d1.dn_loss_bbox: 0.2989, d1.dn_loss_iou: 0.4004, d2.dn_loss_cls: 0.0391, d2.dn_loss_bbox: 0.2778, d2.dn_loss_iou: 0.3799, d3.dn_loss_cls: 0.0374, d3.dn_loss_bbox: 0.2721, d3.dn_loss_iou: 0.3736, d4.dn_loss_cls: 0.0368, d4.dn_loss_bbox: 0.2714, d4.dn_loss_iou: 0.3726, loss: 9.9185, grad_norm: 25.5035 2023-11-22 19:56:00,008 - mmdet - INFO - Epoch [5][5050/7330] lr: 1.000e-05, eta: 10:18:36, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2478, interm_loss_bbox: 0.1911, interm_loss_iou: 0.4427, loss_cls: 0.1964, loss_bbox: 0.1553, loss_iou: 0.3786, d0.loss_cls: 0.2638, d0.loss_bbox: 0.1590, d0.loss_iou: 0.3900, d1.loss_cls: 0.2231, d1.loss_bbox: 0.1568, d1.loss_iou: 0.3803, d2.loss_cls: 0.2086, d2.loss_bbox: 0.1542, d2.loss_iou: 0.3776, d3.loss_cls: 0.2004, d3.loss_bbox: 0.1547, d3.loss_iou: 0.3766, d4.loss_cls: 0.1975, d4.loss_bbox: 0.1551, d4.loss_iou: 0.3780, dn_loss_cls: 0.0335, dn_loss_bbox: 0.2643, dn_loss_iou: 0.3698, d0.dn_loss_cls: 0.0684, d0.dn_loss_bbox: 0.3845, d0.dn_loss_iou: 0.4968, d1.dn_loss_cls: 0.0427, d1.dn_loss_bbox: 0.2898, d1.dn_loss_iou: 0.3963, d2.dn_loss_cls: 0.0368, d2.dn_loss_bbox: 0.2700, d2.dn_loss_iou: 0.3766, d3.dn_loss_cls: 0.0348, d3.dn_loss_bbox: 0.2652, d3.dn_loss_iou: 0.3707, d4.dn_loss_cls: 0.0338, d4.dn_loss_bbox: 0.2644, d4.dn_loss_iou: 0.3697, loss: 9.7556, grad_norm: 24.7719 2023-11-22 19:56:34,404 - mmdet - INFO - Epoch [5][5100/7330] lr: 1.000e-05, eta: 10:18:01, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2671, interm_loss_bbox: 0.1959, interm_loss_iou: 0.4547, loss_cls: 0.2159, loss_bbox: 0.1596, loss_iou: 0.3937, d0.loss_cls: 0.2811, d0.loss_bbox: 0.1656, d0.loss_iou: 0.4071, d1.loss_cls: 0.2401, d1.loss_bbox: 0.1626, d1.loss_iou: 0.3975, d2.loss_cls: 0.2252, d2.loss_bbox: 0.1600, d2.loss_iou: 0.3936, d3.loss_cls: 0.2193, d3.loss_bbox: 0.1592, d3.loss_iou: 0.3933, d4.loss_cls: 0.2160, d4.loss_bbox: 0.1600, d4.loss_iou: 0.3942, dn_loss_cls: 0.0377, dn_loss_bbox: 0.2732, dn_loss_iou: 0.3918, d0.dn_loss_cls: 0.0717, d0.dn_loss_bbox: 0.3912, d0.dn_loss_iou: 0.5187, d1.dn_loss_cls: 0.0466, d1.dn_loss_bbox: 0.2985, d1.dn_loss_iou: 0.4192, d2.dn_loss_cls: 0.0408, d2.dn_loss_bbox: 0.2794, d2.dn_loss_iou: 0.3992, d3.dn_loss_cls: 0.0391, d3.dn_loss_bbox: 0.2738, d3.dn_loss_iou: 0.3927, d4.dn_loss_cls: 0.0380, d4.dn_loss_bbox: 0.2733, d4.dn_loss_iou: 0.3918, loss: 10.2386, grad_norm: 28.0888 2023-11-22 19:57:08,661 - mmdet - INFO - Epoch [5][5150/7330] lr: 1.000e-05, eta: 10:17:26, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2552, interm_loss_bbox: 0.1985, interm_loss_iou: 0.4594, loss_cls: 0.2052, loss_bbox: 0.1531, loss_iou: 0.3831, d0.loss_cls: 0.2693, d0.loss_bbox: 0.1632, d0.loss_iou: 0.4060, d1.loss_cls: 0.2298, d1.loss_bbox: 0.1580, d1.loss_iou: 0.3910, d2.loss_cls: 0.2145, d2.loss_bbox: 0.1550, d2.loss_iou: 0.3848, d3.loss_cls: 0.2079, d3.loss_bbox: 0.1542, d3.loss_iou: 0.3832, d4.loss_cls: 0.2057, d4.loss_bbox: 0.1537, d4.loss_iou: 0.3831, dn_loss_cls: 0.0354, dn_loss_bbox: 0.2684, dn_loss_iou: 0.3829, d0.dn_loss_cls: 0.0703, d0.dn_loss_bbox: 0.3876, d0.dn_loss_iou: 0.5154, d1.dn_loss_cls: 0.0445, d1.dn_loss_bbox: 0.2935, d1.dn_loss_iou: 0.4106, d2.dn_loss_cls: 0.0387, d2.dn_loss_bbox: 0.2742, d2.dn_loss_iou: 0.3903, d3.dn_loss_cls: 0.0370, d3.dn_loss_bbox: 0.2693, d3.dn_loss_iou: 0.3839, d4.dn_loss_cls: 0.0357, d4.dn_loss_bbox: 0.2683, d4.dn_loss_iou: 0.3828, loss: 10.0027, grad_norm: 28.9121 2023-11-22 19:57:43,144 - mmdet - INFO - Epoch [5][5200/7330] lr: 1.000e-05, eta: 10:16:51, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2638, interm_loss_bbox: 0.2002, interm_loss_iou: 0.4381, loss_cls: 0.2114, loss_bbox: 0.1595, loss_iou: 0.3710, d0.loss_cls: 0.2732, d0.loss_bbox: 0.1685, d0.loss_iou: 0.3888, d1.loss_cls: 0.2362, d1.loss_bbox: 0.1639, d1.loss_iou: 0.3783, d2.loss_cls: 0.2227, d2.loss_bbox: 0.1610, d2.loss_iou: 0.3715, d3.loss_cls: 0.2144, d3.loss_bbox: 0.1610, d3.loss_iou: 0.3721, d4.loss_cls: 0.2118, d4.loss_bbox: 0.1600, d4.loss_iou: 0.3713, dn_loss_cls: 0.0355, dn_loss_bbox: 0.2988, dn_loss_iou: 0.3730, d0.dn_loss_cls: 0.0705, d0.dn_loss_bbox: 0.4262, d0.dn_loss_iou: 0.5018, d1.dn_loss_cls: 0.0447, d1.dn_loss_bbox: 0.3265, d1.dn_loss_iou: 0.4005, d2.dn_loss_cls: 0.0388, d2.dn_loss_bbox: 0.3055, d2.dn_loss_iou: 0.3803, d3.dn_loss_cls: 0.0369, d3.dn_loss_bbox: 0.2997, d3.dn_loss_iou: 0.3740, d4.dn_loss_cls: 0.0358, d4.dn_loss_bbox: 0.2989, d4.dn_loss_iou: 0.3729, loss: 10.1190, grad_norm: 29.2752 2023-11-22 19:58:17,927 - mmdet - INFO - Epoch [5][5250/7330] lr: 1.000e-05, eta: 10:16:16, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2708, interm_loss_bbox: 0.2070, interm_loss_iou: 0.4356, loss_cls: 0.2161, loss_bbox: 0.1700, loss_iou: 0.3698, d0.loss_cls: 0.2865, d0.loss_bbox: 0.1708, d0.loss_iou: 0.3809, d1.loss_cls: 0.2423, d1.loss_bbox: 0.1708, d1.loss_iou: 0.3728, d2.loss_cls: 0.2276, d2.loss_bbox: 0.1683, d2.loss_iou: 0.3684, d3.loss_cls: 0.2214, d3.loss_bbox: 0.1674, d3.loss_iou: 0.3684, d4.loss_cls: 0.2174, d4.loss_bbox: 0.1688, d4.loss_iou: 0.3696, dn_loss_cls: 0.0368, dn_loss_bbox: 0.2981, dn_loss_iou: 0.3811, d0.dn_loss_cls: 0.0731, d0.dn_loss_bbox: 0.4265, d0.dn_loss_iou: 0.5145, d1.dn_loss_cls: 0.0464, d1.dn_loss_bbox: 0.3270, d1.dn_loss_iou: 0.4102, d2.dn_loss_cls: 0.0403, d2.dn_loss_bbox: 0.3049, d2.dn_loss_iou: 0.3888, d3.dn_loss_cls: 0.0384, d3.dn_loss_bbox: 0.2989, d3.dn_loss_iou: 0.3822, d4.dn_loss_cls: 0.0371, d4.dn_loss_bbox: 0.2981, d4.dn_loss_iou: 0.3810, loss: 10.2543, grad_norm: 26.9178 2023-11-22 19:58:52,412 - mmdet - INFO - Epoch [5][5300/7330] lr: 1.000e-05, eta: 10:15:41, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2665, interm_loss_bbox: 0.1980, interm_loss_iou: 0.4480, loss_cls: 0.2163, loss_bbox: 0.1573, loss_iou: 0.3815, d0.loss_cls: 0.2818, d0.loss_bbox: 0.1634, d0.loss_iou: 0.3966, d1.loss_cls: 0.2422, d1.loss_bbox: 0.1589, d1.loss_iou: 0.3843, d2.loss_cls: 0.2287, d2.loss_bbox: 0.1562, d2.loss_iou: 0.3792, d3.loss_cls: 0.2207, d3.loss_bbox: 0.1575, d3.loss_iou: 0.3813, d4.loss_cls: 0.2169, d4.loss_bbox: 0.1578, d4.loss_iou: 0.3825, dn_loss_cls: 0.0361, dn_loss_bbox: 0.2646, dn_loss_iou: 0.3827, d0.dn_loss_cls: 0.0699, d0.dn_loss_bbox: 0.3822, d0.dn_loss_iou: 0.5132, d1.dn_loss_cls: 0.0443, d1.dn_loss_bbox: 0.2882, d1.dn_loss_iou: 0.4095, d2.dn_loss_cls: 0.0387, d2.dn_loss_bbox: 0.2691, d2.dn_loss_iou: 0.3894, d3.dn_loss_cls: 0.0372, d3.dn_loss_bbox: 0.2648, d3.dn_loss_iou: 0.3835, d4.dn_loss_cls: 0.0361, d4.dn_loss_bbox: 0.2646, d4.dn_loss_iou: 0.3827, loss: 10.0323, grad_norm: 27.9869 2023-11-22 19:59:28,887 - mmdet - INFO - Epoch [5][5350/7330] lr: 1.000e-05, eta: 10:15:10, time: 0.730, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2683, interm_loss_bbox: 0.1999, interm_loss_iou: 0.4391, loss_cls: 0.2133, loss_bbox: 0.1623, loss_iou: 0.3774, d0.loss_cls: 0.2796, d0.loss_bbox: 0.1706, d0.loss_iou: 0.3929, d1.loss_cls: 0.2394, d1.loss_bbox: 0.1680, d1.loss_iou: 0.3825, d2.loss_cls: 0.2238, d2.loss_bbox: 0.1645, d2.loss_iou: 0.3789, d3.loss_cls: 0.2168, d3.loss_bbox: 0.1630, d3.loss_iou: 0.3772, d4.loss_cls: 0.2133, d4.loss_bbox: 0.1628, d4.loss_iou: 0.3775, dn_loss_cls: 0.0368, dn_loss_bbox: 0.2916, dn_loss_iou: 0.3789, d0.dn_loss_cls: 0.0718, d0.dn_loss_bbox: 0.4206, d0.dn_loss_iou: 0.5076, d1.dn_loss_cls: 0.0454, d1.dn_loss_bbox: 0.3204, d1.dn_loss_iou: 0.4072, d2.dn_loss_cls: 0.0399, d2.dn_loss_bbox: 0.2978, d2.dn_loss_iou: 0.3861, d3.dn_loss_cls: 0.0381, d3.dn_loss_bbox: 0.2922, d3.dn_loss_iou: 0.3798, d4.dn_loss_cls: 0.0370, d4.dn_loss_bbox: 0.2916, d4.dn_loss_iou: 0.3789, loss: 10.1929, grad_norm: 26.5033 2023-11-22 20:00:03,704 - mmdet - INFO - Epoch [5][5400/7330] lr: 1.000e-05, eta: 10:14:35, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2564, interm_loss_bbox: 0.1969, interm_loss_iou: 0.4338, loss_cls: 0.2022, loss_bbox: 0.1562, loss_iou: 0.3706, d0.loss_cls: 0.2693, d0.loss_bbox: 0.1647, d0.loss_iou: 0.3897, d1.loss_cls: 0.2309, d1.loss_bbox: 0.1592, d1.loss_iou: 0.3756, d2.loss_cls: 0.2163, d2.loss_bbox: 0.1552, d2.loss_iou: 0.3698, d3.loss_cls: 0.2074, d3.loss_bbox: 0.1564, d3.loss_iou: 0.3700, d4.loss_cls: 0.2030, d4.loss_bbox: 0.1561, d4.loss_iou: 0.3710, dn_loss_cls: 0.0362, dn_loss_bbox: 0.2885, dn_loss_iou: 0.3718, d0.dn_loss_cls: 0.0711, d0.dn_loss_bbox: 0.4152, d0.dn_loss_iou: 0.4985, d1.dn_loss_cls: 0.0446, d1.dn_loss_bbox: 0.3156, d1.dn_loss_iou: 0.3994, d2.dn_loss_cls: 0.0393, d2.dn_loss_bbox: 0.2951, d2.dn_loss_iou: 0.3785, d3.dn_loss_cls: 0.0374, d3.dn_loss_bbox: 0.2894, d3.dn_loss_iou: 0.3729, d4.dn_loss_cls: 0.0364, d4.dn_loss_bbox: 0.2885, d4.dn_loss_iou: 0.3718, loss: 9.9605, grad_norm: 26.7509 2023-11-22 20:00:38,096 - mmdet - INFO - Epoch [5][5450/7330] lr: 1.000e-05, eta: 10:14:00, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2593, interm_loss_bbox: 0.1966, interm_loss_iou: 0.4422, loss_cls: 0.2132, loss_bbox: 0.1581, loss_iou: 0.3711, d0.loss_cls: 0.2761, d0.loss_bbox: 0.1644, d0.loss_iou: 0.3909, d1.loss_cls: 0.2353, d1.loss_bbox: 0.1624, d1.loss_iou: 0.3801, d2.loss_cls: 0.2237, d2.loss_bbox: 0.1586, d2.loss_iou: 0.3710, d3.loss_cls: 0.2171, d3.loss_bbox: 0.1576, d3.loss_iou: 0.3712, d4.loss_cls: 0.2150, d4.loss_bbox: 0.1570, d4.loss_iou: 0.3700, dn_loss_cls: 0.0330, dn_loss_bbox: 0.2706, dn_loss_iou: 0.3679, d0.dn_loss_cls: 0.0672, d0.dn_loss_bbox: 0.3860, d0.dn_loss_iou: 0.4944, d1.dn_loss_cls: 0.0419, d1.dn_loss_bbox: 0.2975, d1.dn_loss_iou: 0.3959, d2.dn_loss_cls: 0.0362, d2.dn_loss_bbox: 0.2773, d2.dn_loss_iou: 0.3759, d3.dn_loss_cls: 0.0344, d3.dn_loss_bbox: 0.2715, d3.dn_loss_iou: 0.3691, d4.dn_loss_cls: 0.0332, d4.dn_loss_bbox: 0.2706, d4.dn_loss_iou: 0.3679, loss: 9.8816, grad_norm: 28.2838 2023-11-22 20:01:13,951 - mmdet - INFO - Epoch [5][5500/7330] lr: 1.000e-05, eta: 10:13:28, time: 0.717, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2454, interm_loss_bbox: 0.1974, interm_loss_iou: 0.4331, loss_cls: 0.2005, loss_bbox: 0.1597, loss_iou: 0.3667, d0.loss_cls: 0.2600, d0.loss_bbox: 0.1657, d0.loss_iou: 0.3854, d1.loss_cls: 0.2236, d1.loss_bbox: 0.1622, d1.loss_iou: 0.3721, d2.loss_cls: 0.2103, d2.loss_bbox: 0.1598, d2.loss_iou: 0.3675, d3.loss_cls: 0.2045, d3.loss_bbox: 0.1594, d3.loss_iou: 0.3666, d4.loss_cls: 0.2009, d4.loss_bbox: 0.1598, d4.loss_iou: 0.3675, dn_loss_cls: 0.0344, dn_loss_bbox: 0.2626, dn_loss_iou: 0.3645, d0.dn_loss_cls: 0.0677, d0.dn_loss_bbox: 0.3807, d0.dn_loss_iou: 0.4930, d1.dn_loss_cls: 0.0424, d1.dn_loss_bbox: 0.2867, d1.dn_loss_iou: 0.3913, d2.dn_loss_cls: 0.0373, d2.dn_loss_bbox: 0.2682, d2.dn_loss_iou: 0.3715, d3.dn_loss_cls: 0.0354, d3.dn_loss_bbox: 0.2630, d3.dn_loss_iou: 0.3653, d4.dn_loss_cls: 0.0345, d4.dn_loss_bbox: 0.2626, d4.dn_loss_iou: 0.3645, loss: 9.6934, grad_norm: 23.8610 2023-11-22 20:01:48,905 - mmdet - INFO - Epoch [5][5550/7330] lr: 1.000e-05, eta: 10:12:53, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2628, interm_loss_bbox: 0.2055, interm_loss_iou: 0.4549, loss_cls: 0.2150, loss_bbox: 0.1635, loss_iou: 0.3885, d0.loss_cls: 0.2759, d0.loss_bbox: 0.1737, d0.loss_iou: 0.4063, d1.loss_cls: 0.2409, d1.loss_bbox: 0.1674, d1.loss_iou: 0.3956, d2.loss_cls: 0.2249, d2.loss_bbox: 0.1640, d2.loss_iou: 0.3908, d3.loss_cls: 0.2178, d3.loss_bbox: 0.1632, d3.loss_iou: 0.3887, d4.loss_cls: 0.2157, d4.loss_bbox: 0.1632, d4.loss_iou: 0.3885, dn_loss_cls: 0.0374, dn_loss_bbox: 0.2899, dn_loss_iou: 0.3845, d0.dn_loss_cls: 0.0727, d0.dn_loss_bbox: 0.4214, d0.dn_loss_iou: 0.5123, d1.dn_loss_cls: 0.0468, d1.dn_loss_bbox: 0.3207, d1.dn_loss_iou: 0.4132, d2.dn_loss_cls: 0.0410, d2.dn_loss_bbox: 0.2971, d2.dn_loss_iou: 0.3921, d3.dn_loss_cls: 0.0389, d3.dn_loss_bbox: 0.2907, d3.dn_loss_iou: 0.3856, d4.dn_loss_cls: 0.0378, d4.dn_loss_bbox: 0.2899, d4.dn_loss_iou: 0.3843, loss: 10.3232, grad_norm: 26.6246 2023-11-22 20:02:23,811 - mmdet - INFO - Epoch [5][5600/7330] lr: 1.000e-05, eta: 10:12:19, time: 0.698, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2590, interm_loss_bbox: 0.1988, interm_loss_iou: 0.4376, loss_cls: 0.2075, loss_bbox: 0.1621, loss_iou: 0.3746, d0.loss_cls: 0.2724, d0.loss_bbox: 0.1666, d0.loss_iou: 0.3893, d1.loss_cls: 0.2337, d1.loss_bbox: 0.1639, d1.loss_iou: 0.3791, d2.loss_cls: 0.2188, d2.loss_bbox: 0.1613, d2.loss_iou: 0.3748, d3.loss_cls: 0.2118, d3.loss_bbox: 0.1609, d3.loss_iou: 0.3745, d4.loss_cls: 0.2079, d4.loss_bbox: 0.1627, d4.loss_iou: 0.3750, dn_loss_cls: 0.0365, dn_loss_bbox: 0.2741, dn_loss_iou: 0.3737, d0.dn_loss_cls: 0.0697, d0.dn_loss_bbox: 0.3965, d0.dn_loss_iou: 0.4980, d1.dn_loss_cls: 0.0452, d1.dn_loss_bbox: 0.3015, d1.dn_loss_iou: 0.4001, d2.dn_loss_cls: 0.0395, d2.dn_loss_bbox: 0.2814, d2.dn_loss_iou: 0.3810, d3.dn_loss_cls: 0.0376, d3.dn_loss_bbox: 0.2749, d3.dn_loss_iou: 0.3748, d4.dn_loss_cls: 0.0367, d4.dn_loss_bbox: 0.2741, d4.dn_loss_iou: 0.3736, loss: 9.9611, grad_norm: 24.9747 2023-11-22 20:02:59,804 - mmdet - INFO - Epoch [5][5650/7330] lr: 1.000e-05, eta: 10:11:47, time: 0.720, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2604, interm_loss_bbox: 0.1902, interm_loss_iou: 0.4321, loss_cls: 0.2087, loss_bbox: 0.1519, loss_iou: 0.3705, d0.loss_cls: 0.2729, d0.loss_bbox: 0.1575, d0.loss_iou: 0.3850, d1.loss_cls: 0.2356, d1.loss_bbox: 0.1525, d1.loss_iou: 0.3723, d2.loss_cls: 0.2191, d2.loss_bbox: 0.1510, d2.loss_iou: 0.3704, d3.loss_cls: 0.2125, d3.loss_bbox: 0.1514, d3.loss_iou: 0.3698, d4.loss_cls: 0.2096, d4.loss_bbox: 0.1515, d4.loss_iou: 0.3699, dn_loss_cls: 0.0360, dn_loss_bbox: 0.2734, dn_loss_iou: 0.3762, d0.dn_loss_cls: 0.0685, d0.dn_loss_bbox: 0.3921, d0.dn_loss_iou: 0.5044, d1.dn_loss_cls: 0.0439, d1.dn_loss_bbox: 0.2970, d1.dn_loss_iou: 0.4026, d2.dn_loss_cls: 0.0388, d2.dn_loss_bbox: 0.2784, d2.dn_loss_iou: 0.3832, d3.dn_loss_cls: 0.0369, d3.dn_loss_bbox: 0.2739, d3.dn_loss_iou: 0.3770, d4.dn_loss_cls: 0.0360, d4.dn_loss_bbox: 0.2734, d4.dn_loss_iou: 0.3762, loss: 9.8627, grad_norm: 25.5775 2023-11-22 20:03:34,446 - mmdet - INFO - Epoch [5][5700/7330] lr: 1.000e-05, eta: 10:11:12, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2672, interm_loss_bbox: 0.1926, interm_loss_iou: 0.4453, loss_cls: 0.2192, loss_bbox: 0.1534, loss_iou: 0.3805, d0.loss_cls: 0.2825, d0.loss_bbox: 0.1603, d0.loss_iou: 0.3960, d1.loss_cls: 0.2426, d1.loss_bbox: 0.1570, d1.loss_iou: 0.3857, d2.loss_cls: 0.2283, d2.loss_bbox: 0.1543, d2.loss_iou: 0.3823, d3.loss_cls: 0.2221, d3.loss_bbox: 0.1536, d3.loss_iou: 0.3809, d4.loss_cls: 0.2189, d4.loss_bbox: 0.1538, d4.loss_iou: 0.3808, dn_loss_cls: 0.0347, dn_loss_bbox: 0.2747, dn_loss_iou: 0.3779, d0.dn_loss_cls: 0.0696, d0.dn_loss_bbox: 0.3972, d0.dn_loss_iou: 0.5064, d1.dn_loss_cls: 0.0436, d1.dn_loss_bbox: 0.3016, d1.dn_loss_iou: 0.4058, d2.dn_loss_cls: 0.0377, d2.dn_loss_bbox: 0.2806, d2.dn_loss_iou: 0.3855, d3.dn_loss_cls: 0.0360, d3.dn_loss_bbox: 0.2753, d3.dn_loss_iou: 0.3788, d4.dn_loss_cls: 0.0350, d4.dn_loss_bbox: 0.2747, d4.dn_loss_iou: 0.3778, loss: 10.0503, grad_norm: 25.2239 2023-11-22 20:04:09,051 - mmdet - INFO - Epoch [5][5750/7330] lr: 1.000e-05, eta: 10:10:37, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2518, interm_loss_bbox: 0.2054, interm_loss_iou: 0.4335, loss_cls: 0.2038, loss_bbox: 0.1610, loss_iou: 0.3688, d0.loss_cls: 0.2685, d0.loss_bbox: 0.1679, d0.loss_iou: 0.3824, d1.loss_cls: 0.2305, d1.loss_bbox: 0.1642, d1.loss_iou: 0.3719, d2.loss_cls: 0.2147, d2.loss_bbox: 0.1608, d2.loss_iou: 0.3678, d3.loss_cls: 0.2074, d3.loss_bbox: 0.1615, d3.loss_iou: 0.3687, d4.loss_cls: 0.2044, d4.loss_bbox: 0.1613, d4.loss_iou: 0.3682, dn_loss_cls: 0.0345, dn_loss_bbox: 0.2964, dn_loss_iou: 0.3678, d0.dn_loss_cls: 0.0691, d0.dn_loss_bbox: 0.4303, d0.dn_loss_iou: 0.4957, d1.dn_loss_cls: 0.0434, d1.dn_loss_bbox: 0.3268, d1.dn_loss_iou: 0.3958, d2.dn_loss_cls: 0.0377, d2.dn_loss_bbox: 0.3034, d2.dn_loss_iou: 0.3748, d3.dn_loss_cls: 0.0358, d3.dn_loss_bbox: 0.2972, d3.dn_loss_iou: 0.3690, d4.dn_loss_cls: 0.0346, d4.dn_loss_bbox: 0.2964, d4.dn_loss_iou: 0.3677, loss: 10.0009, grad_norm: 24.9717 2023-11-22 20:04:43,759 - mmdet - INFO - Epoch [5][5800/7330] lr: 1.000e-05, eta: 10:10:03, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2579, interm_loss_bbox: 0.1928, interm_loss_iou: 0.4537, loss_cls: 0.2153, loss_bbox: 0.1514, loss_iou: 0.3844, d0.loss_cls: 0.2759, d0.loss_bbox: 0.1596, d0.loss_iou: 0.4018, d1.loss_cls: 0.2383, d1.loss_bbox: 0.1556, d1.loss_iou: 0.3908, d2.loss_cls: 0.2235, d2.loss_bbox: 0.1534, d2.loss_iou: 0.3858, d3.loss_cls: 0.2180, d3.loss_bbox: 0.1516, d3.loss_iou: 0.3847, d4.loss_cls: 0.2152, d4.loss_bbox: 0.1517, d4.loss_iou: 0.3846, dn_loss_cls: 0.0368, dn_loss_bbox: 0.2637, dn_loss_iou: 0.3720, d0.dn_loss_cls: 0.0704, d0.dn_loss_bbox: 0.3852, d0.dn_loss_iou: 0.5015, d1.dn_loss_cls: 0.0448, d1.dn_loss_bbox: 0.2882, d1.dn_loss_iou: 0.3981, d2.dn_loss_cls: 0.0392, d2.dn_loss_bbox: 0.2690, d2.dn_loss_iou: 0.3786, d3.dn_loss_cls: 0.0372, d3.dn_loss_bbox: 0.2640, d3.dn_loss_iou: 0.3727, d4.dn_loss_cls: 0.0365, d4.dn_loss_bbox: 0.2637, d4.dn_loss_iou: 0.3719, loss: 9.9396, grad_norm: 27.1610 2023-11-22 20:05:18,632 - mmdet - INFO - Epoch [5][5850/7330] lr: 1.000e-05, eta: 10:09:28, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2555, interm_loss_bbox: 0.1975, interm_loss_iou: 0.4498, loss_cls: 0.2103, loss_bbox: 0.1561, loss_iou: 0.3815, d0.loss_cls: 0.2712, d0.loss_bbox: 0.1642, d0.loss_iou: 0.4003, d1.loss_cls: 0.2337, d1.loss_bbox: 0.1612, d1.loss_iou: 0.3880, d2.loss_cls: 0.2194, d2.loss_bbox: 0.1581, d2.loss_iou: 0.3829, d3.loss_cls: 0.2132, d3.loss_bbox: 0.1564, d3.loss_iou: 0.3820, d4.loss_cls: 0.2102, d4.loss_bbox: 0.1570, d4.loss_iou: 0.3819, dn_loss_cls: 0.0394, dn_loss_bbox: 0.2793, dn_loss_iou: 0.3855, d0.dn_loss_cls: 0.0722, d0.dn_loss_bbox: 0.4009, d0.dn_loss_iou: 0.5145, d1.dn_loss_cls: 0.0465, d1.dn_loss_bbox: 0.3054, d1.dn_loss_iou: 0.4130, d2.dn_loss_cls: 0.0412, d2.dn_loss_bbox: 0.2850, d2.dn_loss_iou: 0.3926, d3.dn_loss_cls: 0.0398, d3.dn_loss_bbox: 0.2801, d3.dn_loss_iou: 0.3864, d4.dn_loss_cls: 0.0391, d4.dn_loss_bbox: 0.2793, d4.dn_loss_iou: 0.3854, loss: 10.1160, grad_norm: 24.8420 2023-11-22 20:05:53,161 - mmdet - INFO - Epoch [5][5900/7330] lr: 1.000e-05, eta: 10:08:54, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2539, interm_loss_bbox: 0.2020, interm_loss_iou: 0.4190, loss_cls: 0.2082, loss_bbox: 0.1581, loss_iou: 0.3497, d0.loss_cls: 0.2699, d0.loss_bbox: 0.1676, d0.loss_iou: 0.3673, d1.loss_cls: 0.2306, d1.loss_bbox: 0.1628, d1.loss_iou: 0.3571, d2.loss_cls: 0.2170, d2.loss_bbox: 0.1593, d2.loss_iou: 0.3514, d3.loss_cls: 0.2103, d3.loss_bbox: 0.1594, d3.loss_iou: 0.3506, d4.loss_cls: 0.2092, d4.loss_bbox: 0.1577, d4.loss_iou: 0.3493, dn_loss_cls: 0.0347, dn_loss_bbox: 0.2797, dn_loss_iou: 0.3597, d0.dn_loss_cls: 0.0674, d0.dn_loss_bbox: 0.4111, d0.dn_loss_iou: 0.4911, d1.dn_loss_cls: 0.0430, d1.dn_loss_bbox: 0.3105, d1.dn_loss_iou: 0.3895, d2.dn_loss_cls: 0.0374, d2.dn_loss_bbox: 0.2871, d2.dn_loss_iou: 0.3673, d3.dn_loss_cls: 0.0356, d3.dn_loss_bbox: 0.2806, d3.dn_loss_iou: 0.3609, d4.dn_loss_cls: 0.0347, d4.dn_loss_bbox: 0.2797, d4.dn_loss_iou: 0.3597, loss: 9.7402, grad_norm: 25.5930 2023-11-22 20:06:27,704 - mmdet - INFO - Epoch [5][5950/7330] lr: 1.000e-05, eta: 10:08:19, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2609, interm_loss_bbox: 0.1995, interm_loss_iou: 0.4530, loss_cls: 0.2132, loss_bbox: 0.1590, loss_iou: 0.3878, d0.loss_cls: 0.2754, d0.loss_bbox: 0.1651, d0.loss_iou: 0.4029, d1.loss_cls: 0.2372, d1.loss_bbox: 0.1621, d1.loss_iou: 0.3948, d2.loss_cls: 0.2215, d2.loss_bbox: 0.1598, d2.loss_iou: 0.3909, d3.loss_cls: 0.2170, d3.loss_bbox: 0.1578, d3.loss_iou: 0.3882, d4.loss_cls: 0.2139, d4.loss_bbox: 0.1587, d4.loss_iou: 0.3874, dn_loss_cls: 0.0358, dn_loss_bbox: 0.2875, dn_loss_iou: 0.3821, d0.dn_loss_cls: 0.0708, d0.dn_loss_bbox: 0.4128, d0.dn_loss_iou: 0.5096, d1.dn_loss_cls: 0.0447, d1.dn_loss_bbox: 0.3158, d1.dn_loss_iou: 0.4100, d2.dn_loss_cls: 0.0391, d2.dn_loss_bbox: 0.2940, d2.dn_loss_iou: 0.3895, d3.dn_loss_cls: 0.0372, d3.dn_loss_bbox: 0.2886, d3.dn_loss_iou: 0.3830, d4.dn_loss_cls: 0.0361, d4.dn_loss_bbox: 0.2876, d4.dn_loss_iou: 0.3820, loss: 10.2123, grad_norm: 27.9497 2023-11-22 20:07:01,822 - mmdet - INFO - Epoch [5][6000/7330] lr: 1.000e-05, eta: 10:07:43, time: 0.683, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2541, interm_loss_bbox: 0.1973, interm_loss_iou: 0.4288, loss_cls: 0.2049, loss_bbox: 0.1625, loss_iou: 0.3689, d0.loss_cls: 0.2721, d0.loss_bbox: 0.1656, d0.loss_iou: 0.3821, d1.loss_cls: 0.2303, d1.loss_bbox: 0.1633, d1.loss_iou: 0.3750, d2.loss_cls: 0.2142, d2.loss_bbox: 0.1610, d2.loss_iou: 0.3709, d3.loss_cls: 0.2083, d3.loss_bbox: 0.1613, d3.loss_iou: 0.3692, d4.loss_cls: 0.2052, d4.loss_bbox: 0.1626, d4.loss_iou: 0.3692, dn_loss_cls: 0.0356, dn_loss_bbox: 0.2759, dn_loss_iou: 0.3675, d0.dn_loss_cls: 0.0687, d0.dn_loss_bbox: 0.3987, d0.dn_loss_iou: 0.4953, d1.dn_loss_cls: 0.0443, d1.dn_loss_bbox: 0.3032, d1.dn_loss_iou: 0.3966, d2.dn_loss_cls: 0.0383, d2.dn_loss_bbox: 0.2818, d2.dn_loss_iou: 0.3750, d3.dn_loss_cls: 0.0364, d3.dn_loss_bbox: 0.2766, d3.dn_loss_iou: 0.3686, d4.dn_loss_cls: 0.0358, d4.dn_loss_bbox: 0.2760, d4.dn_loss_iou: 0.3674, loss: 9.8685, grad_norm: 27.0749 2023-11-22 20:07:36,225 - mmdet - INFO - Epoch [5][6050/7330] lr: 1.000e-05, eta: 10:07:08, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2604, interm_loss_bbox: 0.1922, interm_loss_iou: 0.4371, loss_cls: 0.2045, loss_bbox: 0.1566, loss_iou: 0.3776, d0.loss_cls: 0.2751, d0.loss_bbox: 0.1591, d0.loss_iou: 0.3895, d1.loss_cls: 0.2341, d1.loss_bbox: 0.1553, d1.loss_iou: 0.3789, d2.loss_cls: 0.2160, d2.loss_bbox: 0.1555, d2.loss_iou: 0.3771, d3.loss_cls: 0.2090, d3.loss_bbox: 0.1558, d3.loss_iou: 0.3769, d4.loss_cls: 0.2051, d4.loss_bbox: 0.1564, d4.loss_iou: 0.3779, dn_loss_cls: 0.0365, dn_loss_bbox: 0.2726, dn_loss_iou: 0.3729, d0.dn_loss_cls: 0.0703, d0.dn_loss_bbox: 0.3972, d0.dn_loss_iou: 0.4994, d1.dn_loss_cls: 0.0450, d1.dn_loss_bbox: 0.3006, d1.dn_loss_iou: 0.3998, d2.dn_loss_cls: 0.0395, d2.dn_loss_bbox: 0.2794, d2.dn_loss_iou: 0.3796, d3.dn_loss_cls: 0.0377, d3.dn_loss_bbox: 0.2736, d3.dn_loss_iou: 0.3737, d4.dn_loss_cls: 0.0366, d4.dn_loss_bbox: 0.2726, d4.dn_loss_iou: 0.3727, loss: 9.9098, grad_norm: 26.9308 2023-11-22 20:08:11,134 - mmdet - INFO - Epoch [5][6100/7330] lr: 1.000e-05, eta: 10:06:34, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2538, interm_loss_bbox: 0.1950, interm_loss_iou: 0.4534, loss_cls: 0.2027, loss_bbox: 0.1574, loss_iou: 0.3883, d0.loss_cls: 0.2683, d0.loss_bbox: 0.1634, d0.loss_iou: 0.4022, d1.loss_cls: 0.2313, d1.loss_bbox: 0.1584, d1.loss_iou: 0.3907, d2.loss_cls: 0.2150, d2.loss_bbox: 0.1573, d2.loss_iou: 0.3873, d3.loss_cls: 0.2079, d3.loss_bbox: 0.1564, d3.loss_iou: 0.3873, d4.loss_cls: 0.2034, d4.loss_bbox: 0.1578, d4.loss_iou: 0.3881, dn_loss_cls: 0.0347, dn_loss_bbox: 0.2673, dn_loss_iou: 0.3722, d0.dn_loss_cls: 0.0695, d0.dn_loss_bbox: 0.3898, d0.dn_loss_iou: 0.5048, d1.dn_loss_cls: 0.0435, d1.dn_loss_bbox: 0.2932, d1.dn_loss_iou: 0.4002, d2.dn_loss_cls: 0.0375, d2.dn_loss_bbox: 0.2734, d2.dn_loss_iou: 0.3800, d3.dn_loss_cls: 0.0358, d3.dn_loss_bbox: 0.2681, d3.dn_loss_iou: 0.3732, d4.dn_loss_cls: 0.0350, d4.dn_loss_bbox: 0.2673, d4.dn_loss_iou: 0.3722, loss: 9.9433, grad_norm: 26.6438 2023-11-22 20:08:46,031 - mmdet - INFO - Epoch [5][6150/7330] lr: 1.000e-05, eta: 10:06:00, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2498, interm_loss_bbox: 0.1913, interm_loss_iou: 0.4222, loss_cls: 0.2001, loss_bbox: 0.1515, loss_iou: 0.3557, d0.loss_cls: 0.2633, d0.loss_bbox: 0.1584, d0.loss_iou: 0.3729, d1.loss_cls: 0.2232, d1.loss_bbox: 0.1537, d1.loss_iou: 0.3615, d2.loss_cls: 0.2107, d2.loss_bbox: 0.1519, d2.loss_iou: 0.3564, d3.loss_cls: 0.2042, d3.loss_bbox: 0.1513, d3.loss_iou: 0.3546, d4.loss_cls: 0.2005, d4.loss_bbox: 0.1518, d4.loss_iou: 0.3555, dn_loss_cls: 0.0326, dn_loss_bbox: 0.2801, dn_loss_iou: 0.3654, d0.dn_loss_cls: 0.0664, d0.dn_loss_bbox: 0.4026, d0.dn_loss_iou: 0.4949, d1.dn_loss_cls: 0.0413, d1.dn_loss_bbox: 0.3073, d1.dn_loss_iou: 0.3935, d2.dn_loss_cls: 0.0358, d2.dn_loss_bbox: 0.2861, d2.dn_loss_iou: 0.3724, d3.dn_loss_cls: 0.0340, d3.dn_loss_bbox: 0.2808, d3.dn_loss_iou: 0.3663, d4.dn_loss_cls: 0.0330, d4.dn_loss_bbox: 0.2801, d4.dn_loss_iou: 0.3654, loss: 9.6785, grad_norm: 26.4790 2023-11-22 20:09:20,821 - mmdet - INFO - Epoch [5][6200/7330] lr: 1.000e-05, eta: 10:05:26, time: 0.696, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2590, interm_loss_bbox: 0.2024, interm_loss_iou: 0.4467, loss_cls: 0.2104, loss_bbox: 0.1632, loss_iou: 0.3820, d0.loss_cls: 0.2758, d0.loss_bbox: 0.1663, d0.loss_iou: 0.3949, d1.loss_cls: 0.2374, d1.loss_bbox: 0.1640, d1.loss_iou: 0.3852, d2.loss_cls: 0.2219, d2.loss_bbox: 0.1614, d2.loss_iou: 0.3811, d3.loss_cls: 0.2159, d3.loss_bbox: 0.1611, d3.loss_iou: 0.3805, d4.loss_cls: 0.2108, d4.loss_bbox: 0.1633, d4.loss_iou: 0.3819, dn_loss_cls: 0.0360, dn_loss_bbox: 0.2881, dn_loss_iou: 0.3845, d0.dn_loss_cls: 0.0698, d0.dn_loss_bbox: 0.4109, d0.dn_loss_iou: 0.5111, d1.dn_loss_cls: 0.0447, d1.dn_loss_bbox: 0.3169, d1.dn_loss_iou: 0.4125, d2.dn_loss_cls: 0.0393, d2.dn_loss_bbox: 0.2949, d2.dn_loss_iou: 0.3919, d3.dn_loss_cls: 0.0376, d3.dn_loss_bbox: 0.2889, d3.dn_loss_iou: 0.3857, d4.dn_loss_cls: 0.0365, d4.dn_loss_bbox: 0.2881, d4.dn_loss_iou: 0.3844, loss: 10.1870, grad_norm: 26.5417 2023-11-22 20:09:55,864 - mmdet - INFO - Epoch [5][6250/7330] lr: 1.000e-05, eta: 10:04:52, time: 0.701, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2514, interm_loss_bbox: 0.1924, interm_loss_iou: 0.4555, loss_cls: 0.2007, loss_bbox: 0.1595, loss_iou: 0.3893, d0.loss_cls: 0.2709, d0.loss_bbox: 0.1577, d0.loss_iou: 0.4007, d1.loss_cls: 0.2270, d1.loss_bbox: 0.1598, d1.loss_iou: 0.3949, d2.loss_cls: 0.2129, d2.loss_bbox: 0.1576, d2.loss_iou: 0.3889, d3.loss_cls: 0.2080, d3.loss_bbox: 0.1560, d3.loss_iou: 0.3870, d4.loss_cls: 0.2027, d4.loss_bbox: 0.1579, d4.loss_iou: 0.3890, dn_loss_cls: 0.0357, dn_loss_bbox: 0.2603, dn_loss_iou: 0.3715, d0.dn_loss_cls: 0.0699, d0.dn_loss_bbox: 0.3809, d0.dn_loss_iou: 0.5003, d1.dn_loss_cls: 0.0445, d1.dn_loss_bbox: 0.2853, d1.dn_loss_iou: 0.3985, d2.dn_loss_cls: 0.0392, d2.dn_loss_bbox: 0.2660, d2.dn_loss_iou: 0.3780, d3.dn_loss_cls: 0.0373, d3.dn_loss_bbox: 0.2611, d3.dn_loss_iou: 0.3723, d4.dn_loss_cls: 0.0360, d4.dn_loss_bbox: 0.2603, d4.dn_loss_iou: 0.3714, loss: 9.8883, grad_norm: 27.8378 2023-11-22 20:10:30,803 - mmdet - INFO - Epoch [5][6300/7330] lr: 1.000e-05, eta: 10:04:17, time: 0.699, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2619, interm_loss_bbox: 0.1950, interm_loss_iou: 0.4390, loss_cls: 0.2120, loss_bbox: 0.1571, loss_iou: 0.3728, d0.loss_cls: 0.2774, d0.loss_bbox: 0.1608, d0.loss_iou: 0.3868, d1.loss_cls: 0.2361, d1.loss_bbox: 0.1597, d1.loss_iou: 0.3796, d2.loss_cls: 0.2245, d2.loss_bbox: 0.1557, d2.loss_iou: 0.3720, d3.loss_cls: 0.2161, d3.loss_bbox: 0.1562, d3.loss_iou: 0.3713, d4.loss_cls: 0.2128, d4.loss_bbox: 0.1569, d4.loss_iou: 0.3726, dn_loss_cls: 0.0353, dn_loss_bbox: 0.2729, dn_loss_iou: 0.3700, d0.dn_loss_cls: 0.0700, d0.dn_loss_bbox: 0.3967, d0.dn_loss_iou: 0.4966, d1.dn_loss_cls: 0.0446, d1.dn_loss_bbox: 0.3003, d1.dn_loss_iou: 0.3973, d2.dn_loss_cls: 0.0389, d2.dn_loss_bbox: 0.2795, d2.dn_loss_iou: 0.3771, d3.dn_loss_cls: 0.0368, d3.dn_loss_bbox: 0.2735, d3.dn_loss_iou: 0.3708, d4.dn_loss_cls: 0.0356, d4.dn_loss_bbox: 0.2729, d4.dn_loss_iou: 0.3699, loss: 9.9153, grad_norm: 25.9453 2023-11-22 20:11:05,872 - mmdet - INFO - Epoch [5][6350/7330] lr: 1.000e-05, eta: 10:03:43, time: 0.702, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2614, interm_loss_bbox: 0.1913, interm_loss_iou: 0.4273, loss_cls: 0.2062, loss_bbox: 0.1547, loss_iou: 0.3693, d0.loss_cls: 0.2746, d0.loss_bbox: 0.1588, d0.loss_iou: 0.3797, d1.loss_cls: 0.2349, d1.loss_bbox: 0.1568, d1.loss_iou: 0.3717, d2.loss_cls: 0.2195, d2.loss_bbox: 0.1532, d2.loss_iou: 0.3675, d3.loss_cls: 0.2114, d3.loss_bbox: 0.1540, d3.loss_iou: 0.3681, d4.loss_cls: 0.2068, d4.loss_bbox: 0.1545, d4.loss_iou: 0.3694, dn_loss_cls: 0.0350, dn_loss_bbox: 0.2718, dn_loss_iou: 0.3684, d0.dn_loss_cls: 0.0698, d0.dn_loss_bbox: 0.3924, d0.dn_loss_iou: 0.4932, d1.dn_loss_cls: 0.0435, d1.dn_loss_bbox: 0.2980, d1.dn_loss_iou: 0.3953, d2.dn_loss_cls: 0.0380, d2.dn_loss_bbox: 0.2775, d2.dn_loss_iou: 0.3753, d3.dn_loss_cls: 0.0361, d3.dn_loss_bbox: 0.2724, d3.dn_loss_iou: 0.3694, d4.dn_loss_cls: 0.0352, d4.dn_loss_bbox: 0.2718, d4.dn_loss_iou: 0.3684, loss: 9.8027, grad_norm: 26.9101 2023-11-22 20:11:40,462 - mmdet - INFO - Epoch [5][6400/7330] lr: 1.000e-05, eta: 10:03:09, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2546, interm_loss_bbox: 0.1902, interm_loss_iou: 0.4358, loss_cls: 0.2042, loss_bbox: 0.1531, loss_iou: 0.3728, d0.loss_cls: 0.2680, d0.loss_bbox: 0.1585, d0.loss_iou: 0.3870, d1.loss_cls: 0.2279, d1.loss_bbox: 0.1567, d1.loss_iou: 0.3767, d2.loss_cls: 0.2159, d2.loss_bbox: 0.1526, d2.loss_iou: 0.3722, d3.loss_cls: 0.2090, d3.loss_bbox: 0.1519, d3.loss_iou: 0.3716, d4.loss_cls: 0.2042, d4.loss_bbox: 0.1536, d4.loss_iou: 0.3734, dn_loss_cls: 0.0329, dn_loss_bbox: 0.2666, dn_loss_iou: 0.3649, d0.dn_loss_cls: 0.0663, d0.dn_loss_bbox: 0.3948, d0.dn_loss_iou: 0.4913, d1.dn_loss_cls: 0.0415, d1.dn_loss_bbox: 0.2957, d1.dn_loss_iou: 0.3916, d2.dn_loss_cls: 0.0361, d2.dn_loss_bbox: 0.2736, d2.dn_loss_iou: 0.3724, d3.dn_loss_cls: 0.0343, d3.dn_loss_bbox: 0.2673, d3.dn_loss_iou: 0.3658, d4.dn_loss_cls: 0.0333, d4.dn_loss_bbox: 0.2666, d4.dn_loss_iou: 0.3648, loss: 9.7499, grad_norm: 26.6867 2023-11-22 20:12:14,921 - mmdet - INFO - Epoch [5][6450/7330] lr: 1.000e-05, eta: 10:02:34, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2572, interm_loss_bbox: 0.1955, interm_loss_iou: 0.4309, loss_cls: 0.2048, loss_bbox: 0.1586, loss_iou: 0.3729, d0.loss_cls: 0.2720, d0.loss_bbox: 0.1629, d0.loss_iou: 0.3863, d1.loss_cls: 0.2303, d1.loss_bbox: 0.1615, d1.loss_iou: 0.3762, d2.loss_cls: 0.2163, d2.loss_bbox: 0.1565, d2.loss_iou: 0.3716, d3.loss_cls: 0.2085, d3.loss_bbox: 0.1582, d3.loss_iou: 0.3721, d4.loss_cls: 0.2057, d4.loss_bbox: 0.1579, d4.loss_iou: 0.3731, dn_loss_cls: 0.0369, dn_loss_bbox: 0.2808, dn_loss_iou: 0.3625, d0.dn_loss_cls: 0.0702, d0.dn_loss_bbox: 0.4056, d0.dn_loss_iou: 0.4908, d1.dn_loss_cls: 0.0445, d1.dn_loss_bbox: 0.3091, d1.dn_loss_iou: 0.3914, d2.dn_loss_cls: 0.0396, d2.dn_loss_bbox: 0.2878, d2.dn_loss_iou: 0.3701, d3.dn_loss_cls: 0.0376, d3.dn_loss_bbox: 0.2817, d3.dn_loss_iou: 0.3636, d4.dn_loss_cls: 0.0366, d4.dn_loss_bbox: 0.2808, d4.dn_loss_iou: 0.3624, loss: 9.8811, grad_norm: 27.3585 2023-11-22 20:12:49,936 - mmdet - INFO - Epoch [5][6500/7330] lr: 1.000e-05, eta: 10:02:00, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2539, interm_loss_bbox: 0.1941, interm_loss_iou: 0.4535, loss_cls: 0.2048, loss_bbox: 0.1538, loss_iou: 0.3882, d0.loss_cls: 0.2670, d0.loss_bbox: 0.1600, d0.loss_iou: 0.4060, d1.loss_cls: 0.2292, d1.loss_bbox: 0.1567, d1.loss_iou: 0.3940, d2.loss_cls: 0.2152, d2.loss_bbox: 0.1534, d2.loss_iou: 0.3890, d3.loss_cls: 0.2078, d3.loss_bbox: 0.1544, d3.loss_iou: 0.3891, d4.loss_cls: 0.2049, d4.loss_bbox: 0.1541, d4.loss_iou: 0.3891, dn_loss_cls: 0.0331, dn_loss_bbox: 0.2706, dn_loss_iou: 0.3735, d0.dn_loss_cls: 0.0671, d0.dn_loss_bbox: 0.3908, d0.dn_loss_iou: 0.5014, d1.dn_loss_cls: 0.0418, d1.dn_loss_bbox: 0.2974, d1.dn_loss_iou: 0.4013, d2.dn_loss_cls: 0.0361, d2.dn_loss_bbox: 0.2774, d2.dn_loss_iou: 0.3811, d3.dn_loss_cls: 0.0343, d3.dn_loss_bbox: 0.2714, d3.dn_loss_iou: 0.3746, d4.dn_loss_cls: 0.0333, d4.dn_loss_bbox: 0.2705, d4.dn_loss_iou: 0.3734, loss: 9.9475, grad_norm: 26.7898 2023-11-22 20:13:24,625 - mmdet - INFO - Epoch [5][6550/7330] lr: 1.000e-05, eta: 10:01:25, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2590, interm_loss_bbox: 0.2074, interm_loss_iou: 0.4385, loss_cls: 0.2117, loss_bbox: 0.1629, loss_iou: 0.3658, d0.loss_cls: 0.2718, d0.loss_bbox: 0.1737, d0.loss_iou: 0.3861, d1.loss_cls: 0.2336, d1.loss_bbox: 0.1679, d1.loss_iou: 0.3731, d2.loss_cls: 0.2217, d2.loss_bbox: 0.1644, d2.loss_iou: 0.3673, d3.loss_cls: 0.2162, d3.loss_bbox: 0.1630, d3.loss_iou: 0.3648, d4.loss_cls: 0.2120, d4.loss_bbox: 0.1634, d4.loss_iou: 0.3658, dn_loss_cls: 0.0373, dn_loss_bbox: 0.2906, dn_loss_iou: 0.3727, d0.dn_loss_cls: 0.0703, d0.dn_loss_bbox: 0.4191, d0.dn_loss_iou: 0.5020, d1.dn_loss_cls: 0.0454, d1.dn_loss_bbox: 0.3195, d1.dn_loss_iou: 0.4017, d2.dn_loss_cls: 0.0401, d2.dn_loss_bbox: 0.2974, d2.dn_loss_iou: 0.3803, d3.dn_loss_cls: 0.0385, d3.dn_loss_bbox: 0.2913, d3.dn_loss_iou: 0.3738, d4.dn_loss_cls: 0.0373, d4.dn_loss_bbox: 0.2906, d4.dn_loss_iou: 0.3726, loss: 10.0710, grad_norm: 26.8620 2023-11-22 20:13:59,407 - mmdet - INFO - Epoch [5][6600/7330] lr: 1.000e-05, eta: 10:00:51, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2591, interm_loss_bbox: 0.2071, interm_loss_iou: 0.4429, loss_cls: 0.2100, loss_bbox: 0.1684, loss_iou: 0.3728, d0.loss_cls: 0.2716, d0.loss_bbox: 0.1767, d0.loss_iou: 0.3892, d1.loss_cls: 0.2320, d1.loss_bbox: 0.1730, d1.loss_iou: 0.3818, d2.loss_cls: 0.2201, d2.loss_bbox: 0.1692, d2.loss_iou: 0.3740, d3.loss_cls: 0.2145, d3.loss_bbox: 0.1677, d3.loss_iou: 0.3723, d4.loss_cls: 0.2105, d4.loss_bbox: 0.1683, d4.loss_iou: 0.3726, dn_loss_cls: 0.0361, dn_loss_bbox: 0.2850, dn_loss_iou: 0.3746, d0.dn_loss_cls: 0.0722, d0.dn_loss_bbox: 0.4125, d0.dn_loss_iou: 0.4991, d1.dn_loss_cls: 0.0453, d1.dn_loss_bbox: 0.3146, d1.dn_loss_iou: 0.4027, d2.dn_loss_cls: 0.0395, d2.dn_loss_bbox: 0.2920, d2.dn_loss_iou: 0.3821, d3.dn_loss_cls: 0.0375, d3.dn_loss_bbox: 0.2859, d3.dn_loss_iou: 0.3757, d4.dn_loss_cls: 0.0363, d4.dn_loss_bbox: 0.2850, d4.dn_loss_iou: 0.3746, loss: 10.1046, grad_norm: 25.1844 2023-11-22 20:14:33,923 - mmdet - INFO - Epoch [5][6650/7330] lr: 1.000e-05, eta: 10:00:16, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2610, interm_loss_bbox: 0.1982, interm_loss_iou: 0.4455, loss_cls: 0.2111, loss_bbox: 0.1582, loss_iou: 0.3825, d0.loss_cls: 0.2761, d0.loss_bbox: 0.1651, d0.loss_iou: 0.3966, d1.loss_cls: 0.2354, d1.loss_bbox: 0.1618, d1.loss_iou: 0.3871, d2.loss_cls: 0.2225, d2.loss_bbox: 0.1587, d2.loss_iou: 0.3825, d3.loss_cls: 0.2149, d3.loss_bbox: 0.1581, d3.loss_iou: 0.3826, d4.loss_cls: 0.2121, d4.loss_bbox: 0.1583, d4.loss_iou: 0.3829, dn_loss_cls: 0.0365, dn_loss_bbox: 0.2789, dn_loss_iou: 0.3785, d0.dn_loss_cls: 0.0712, d0.dn_loss_bbox: 0.4033, d0.dn_loss_iou: 0.5059, d1.dn_loss_cls: 0.0454, d1.dn_loss_bbox: 0.3067, d1.dn_loss_iou: 0.4066, d2.dn_loss_cls: 0.0400, d2.dn_loss_bbox: 0.2856, d2.dn_loss_iou: 0.3860, d3.dn_loss_cls: 0.0378, d3.dn_loss_bbox: 0.2794, d3.dn_loss_iou: 0.3793, d4.dn_loss_cls: 0.0368, d4.dn_loss_bbox: 0.2789, d4.dn_loss_iou: 0.3784, loss: 10.0865, grad_norm: 24.3422 2023-11-22 20:15:08,492 - mmdet - INFO - Epoch [5][6700/7330] lr: 1.000e-05, eta: 9:59:41, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2537, interm_loss_bbox: 0.1902, interm_loss_iou: 0.4642, loss_cls: 0.2086, loss_bbox: 0.1503, loss_iou: 0.3982, d0.loss_cls: 0.2683, d0.loss_bbox: 0.1558, d0.loss_iou: 0.4111, d1.loss_cls: 0.2293, d1.loss_bbox: 0.1548, d1.loss_iou: 0.4051, d2.loss_cls: 0.2164, d2.loss_bbox: 0.1506, d2.loss_iou: 0.4001, d3.loss_cls: 0.2117, d3.loss_bbox: 0.1505, d3.loss_iou: 0.3988, d4.loss_cls: 0.2090, d4.loss_bbox: 0.1504, d4.loss_iou: 0.3983, dn_loss_cls: 0.0333, dn_loss_bbox: 0.2699, dn_loss_iou: 0.3792, d0.dn_loss_cls: 0.0682, d0.dn_loss_bbox: 0.3890, d0.dn_loss_iou: 0.5022, d1.dn_loss_cls: 0.0423, d1.dn_loss_bbox: 0.2965, d1.dn_loss_iou: 0.4061, d2.dn_loss_cls: 0.0367, d2.dn_loss_bbox: 0.2761, d2.dn_loss_iou: 0.3865, d3.dn_loss_cls: 0.0349, d3.dn_loss_bbox: 0.2708, d3.dn_loss_iou: 0.3804, d4.dn_loss_cls: 0.0336, d4.dn_loss_bbox: 0.2699, d4.dn_loss_iou: 0.3792, loss: 10.0302, grad_norm: 27.7767 2023-11-22 20:15:42,861 - mmdet - INFO - Epoch [5][6750/7330] lr: 1.000e-05, eta: 9:59:06, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2594, interm_loss_bbox: 0.1961, interm_loss_iou: 0.4473, loss_cls: 0.2102, loss_bbox: 0.1600, loss_iou: 0.3811, d0.loss_cls: 0.2787, d0.loss_bbox: 0.1611, d0.loss_iou: 0.3945, d1.loss_cls: 0.2363, d1.loss_bbox: 0.1612, d1.loss_iou: 0.3854, d2.loss_cls: 0.2212, d2.loss_bbox: 0.1590, d2.loss_iou: 0.3809, d3.loss_cls: 0.2142, d3.loss_bbox: 0.1587, d3.loss_iou: 0.3805, d4.loss_cls: 0.2114, d4.loss_bbox: 0.1589, d4.loss_iou: 0.3809, dn_loss_cls: 0.0329, dn_loss_bbox: 0.2719, dn_loss_iou: 0.3743, d0.dn_loss_cls: 0.0671, d0.dn_loss_bbox: 0.3954, d0.dn_loss_iou: 0.5007, d1.dn_loss_cls: 0.0420, d1.dn_loss_bbox: 0.2983, d1.dn_loss_iou: 0.4008, d2.dn_loss_cls: 0.0362, d2.dn_loss_bbox: 0.2781, d2.dn_loss_iou: 0.3812, d3.dn_loss_cls: 0.0343, d3.dn_loss_bbox: 0.2724, d3.dn_loss_iou: 0.3752, d4.dn_loss_cls: 0.0333, d4.dn_loss_bbox: 0.2719, d4.dn_loss_iou: 0.3742, loss: 9.9770, grad_norm: 25.9241 2023-11-22 20:16:17,635 - mmdet - INFO - Epoch [5][6800/7330] lr: 1.000e-05, eta: 9:58:32, time: 0.696, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2645, interm_loss_bbox: 0.1934, interm_loss_iou: 0.4389, loss_cls: 0.2153, loss_bbox: 0.1573, loss_iou: 0.3779, d0.loss_cls: 0.2790, d0.loss_bbox: 0.1636, d0.loss_iou: 0.3913, d1.loss_cls: 0.2406, d1.loss_bbox: 0.1609, d1.loss_iou: 0.3819, d2.loss_cls: 0.2250, d2.loss_bbox: 0.1574, d2.loss_iou: 0.3791, d3.loss_cls: 0.2181, d3.loss_bbox: 0.1580, d3.loss_iou: 0.3775, d4.loss_cls: 0.2153, d4.loss_bbox: 0.1578, d4.loss_iou: 0.3782, dn_loss_cls: 0.0352, dn_loss_bbox: 0.2652, dn_loss_iou: 0.3755, d0.dn_loss_cls: 0.0697, d0.dn_loss_bbox: 0.3821, d0.dn_loss_iou: 0.5020, d1.dn_loss_cls: 0.0443, d1.dn_loss_bbox: 0.2894, d1.dn_loss_iou: 0.4025, d2.dn_loss_cls: 0.0384, d2.dn_loss_bbox: 0.2706, d2.dn_loss_iou: 0.3828, d3.dn_loss_cls: 0.0365, d3.dn_loss_bbox: 0.2659, d3.dn_loss_iou: 0.3766, d4.dn_loss_cls: 0.0354, d4.dn_loss_bbox: 0.2652, d4.dn_loss_iou: 0.3755, loss: 9.9437, grad_norm: 25.2585 2023-11-22 20:16:52,309 - mmdet - INFO - Epoch [5][6850/7330] lr: 1.000e-05, eta: 9:57:57, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2587, interm_loss_bbox: 0.1928, interm_loss_iou: 0.4297, loss_cls: 0.2067, loss_bbox: 0.1592, loss_iou: 0.3714, d0.loss_cls: 0.2705, d0.loss_bbox: 0.1614, d0.loss_iou: 0.3811, d1.loss_cls: 0.2343, d1.loss_bbox: 0.1598, d1.loss_iou: 0.3727, d2.loss_cls: 0.2191, d2.loss_bbox: 0.1572, d2.loss_iou: 0.3689, d3.loss_cls: 0.2116, d3.loss_bbox: 0.1576, d3.loss_iou: 0.3694, d4.loss_cls: 0.2071, d4.loss_bbox: 0.1589, d4.loss_iou: 0.3710, dn_loss_cls: 0.0358, dn_loss_bbox: 0.2999, dn_loss_iou: 0.3845, d0.dn_loss_cls: 0.0700, d0.dn_loss_bbox: 0.4142, d0.dn_loss_iou: 0.5049, d1.dn_loss_cls: 0.0446, d1.dn_loss_bbox: 0.3238, d1.dn_loss_iou: 0.4102, d2.dn_loss_cls: 0.0389, d2.dn_loss_bbox: 0.3055, d2.dn_loss_iou: 0.3915, d3.dn_loss_cls: 0.0371, d3.dn_loss_bbox: 0.3005, d3.dn_loss_iou: 0.3856, d4.dn_loss_cls: 0.0361, d4.dn_loss_bbox: 0.2999, d4.dn_loss_iou: 0.3845, loss: 10.0863, grad_norm: 27.4408 2023-11-22 20:17:26,406 - mmdet - INFO - Epoch [5][6900/7330] lr: 1.000e-05, eta: 9:57:22, time: 0.682, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2555, interm_loss_bbox: 0.1939, interm_loss_iou: 0.4469, loss_cls: 0.2090, loss_bbox: 0.1561, loss_iou: 0.3825, d0.loss_cls: 0.2713, d0.loss_bbox: 0.1629, d0.loss_iou: 0.3975, d1.loss_cls: 0.2344, d1.loss_bbox: 0.1596, d1.loss_iou: 0.3858, d2.loss_cls: 0.2203, d2.loss_bbox: 0.1546, d2.loss_iou: 0.3815, d3.loss_cls: 0.2131, d3.loss_bbox: 0.1552, d3.loss_iou: 0.3820, d4.loss_cls: 0.2100, d4.loss_bbox: 0.1555, d4.loss_iou: 0.3821, dn_loss_cls: 0.0334, dn_loss_bbox: 0.2624, dn_loss_iou: 0.3753, d0.dn_loss_cls: 0.0668, d0.dn_loss_bbox: 0.3796, d0.dn_loss_iou: 0.4975, d1.dn_loss_cls: 0.0421, d1.dn_loss_bbox: 0.2904, d1.dn_loss_iou: 0.4023, d2.dn_loss_cls: 0.0366, d2.dn_loss_bbox: 0.2691, d2.dn_loss_iou: 0.3820, d3.dn_loss_cls: 0.0347, d3.dn_loss_bbox: 0.2632, d3.dn_loss_iou: 0.3761, d4.dn_loss_cls: 0.0338, d4.dn_loss_bbox: 0.2625, d4.dn_loss_iou: 0.3752, loss: 9.8927, grad_norm: 26.3335 2023-11-22 20:18:00,434 - mmdet - INFO - Epoch [5][6950/7330] lr: 1.000e-05, eta: 9:56:46, time: 0.680, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2570, interm_loss_bbox: 0.1995, interm_loss_iou: 0.4414, loss_cls: 0.2113, loss_bbox: 0.1617, loss_iou: 0.3806, d0.loss_cls: 0.2721, d0.loss_bbox: 0.1697, d0.loss_iou: 0.3968, d1.loss_cls: 0.2344, d1.loss_bbox: 0.1667, d1.loss_iou: 0.3866, d2.loss_cls: 0.2222, d2.loss_bbox: 0.1619, d2.loss_iou: 0.3814, d3.loss_cls: 0.2156, d3.loss_bbox: 0.1619, d3.loss_iou: 0.3798, d4.loss_cls: 0.2111, d4.loss_bbox: 0.1620, d4.loss_iou: 0.3818, dn_loss_cls: 0.0349, dn_loss_bbox: 0.2697, dn_loss_iou: 0.3692, d0.dn_loss_cls: 0.0713, d0.dn_loss_bbox: 0.3971, d0.dn_loss_iou: 0.5043, d1.dn_loss_cls: 0.0445, d1.dn_loss_bbox: 0.2991, d1.dn_loss_iou: 0.3980, d2.dn_loss_cls: 0.0383, d2.dn_loss_bbox: 0.2764, d2.dn_loss_iou: 0.3771, d3.dn_loss_cls: 0.0362, d3.dn_loss_bbox: 0.2704, d3.dn_loss_iou: 0.3702, d4.dn_loss_cls: 0.0350, d4.dn_loss_bbox: 0.2697, d4.dn_loss_iou: 0.3690, loss: 9.9860, grad_norm: 27.8125 2023-11-22 20:18:35,272 - mmdet - INFO - Epoch [5][7000/7330] lr: 1.000e-05, eta: 9:56:12, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2522, interm_loss_bbox: 0.1960, interm_loss_iou: 0.4503, loss_cls: 0.2084, loss_bbox: 0.1564, loss_iou: 0.3825, d0.loss_cls: 0.2700, d0.loss_bbox: 0.1637, d0.loss_iou: 0.3995, d1.loss_cls: 0.2297, d1.loss_bbox: 0.1621, d1.loss_iou: 0.3921, d2.loss_cls: 0.2189, d2.loss_bbox: 0.1561, d2.loss_iou: 0.3836, d3.loss_cls: 0.2130, d3.loss_bbox: 0.1554, d3.loss_iou: 0.3815, d4.loss_cls: 0.2088, d4.loss_bbox: 0.1565, d4.loss_iou: 0.3830, dn_loss_cls: 0.0334, dn_loss_bbox: 0.2615, dn_loss_iou: 0.3692, d0.dn_loss_cls: 0.0680, d0.dn_loss_bbox: 0.3860, d0.dn_loss_iou: 0.4980, d1.dn_loss_cls: 0.0420, d1.dn_loss_bbox: 0.2887, d1.dn_loss_iou: 0.3965, d2.dn_loss_cls: 0.0364, d2.dn_loss_bbox: 0.2678, d2.dn_loss_iou: 0.3763, d3.dn_loss_cls: 0.0345, d3.dn_loss_bbox: 0.2624, d3.dn_loss_iou: 0.3701, d4.dn_loss_cls: 0.0338, d4.dn_loss_bbox: 0.2615, d4.dn_loss_iou: 0.3691, loss: 9.8747, grad_norm: 27.1726 2023-11-22 20:19:09,335 - mmdet - INFO - Epoch [5][7050/7330] lr: 1.000e-05, eta: 9:55:36, time: 0.681, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2569, interm_loss_bbox: 0.2022, interm_loss_iou: 0.4315, loss_cls: 0.2131, loss_bbox: 0.1611, loss_iou: 0.3688, d0.loss_cls: 0.2754, d0.loss_bbox: 0.1662, d0.loss_iou: 0.3801, d1.loss_cls: 0.2375, d1.loss_bbox: 0.1615, d1.loss_iou: 0.3757, d2.loss_cls: 0.2239, d2.loss_bbox: 0.1595, d2.loss_iou: 0.3702, d3.loss_cls: 0.2163, d3.loss_bbox: 0.1607, d3.loss_iou: 0.3691, d4.loss_cls: 0.2135, d4.loss_bbox: 0.1611, d4.loss_iou: 0.3691, dn_loss_cls: 0.0352, dn_loss_bbox: 0.2670, dn_loss_iou: 0.3634, d0.dn_loss_cls: 0.0694, d0.dn_loss_bbox: 0.3965, d0.dn_loss_iou: 0.4888, d1.dn_loss_cls: 0.0433, d1.dn_loss_bbox: 0.2962, d1.dn_loss_iou: 0.3910, d2.dn_loss_cls: 0.0379, d2.dn_loss_bbox: 0.2734, d2.dn_loss_iou: 0.3706, d3.dn_loss_cls: 0.0360, d3.dn_loss_bbox: 0.2677, d3.dn_loss_iou: 0.3643, d4.dn_loss_cls: 0.0354, d4.dn_loss_bbox: 0.2670, d4.dn_loss_iou: 0.3633, loss: 9.8401, grad_norm: 25.4437 2023-11-22 20:19:44,066 - mmdet - INFO - Epoch [5][7100/7330] lr: 1.000e-05, eta: 9:55:02, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2596, interm_loss_bbox: 0.1951, interm_loss_iou: 0.4460, loss_cls: 0.2128, loss_bbox: 0.1563, loss_iou: 0.3854, d0.loss_cls: 0.2773, d0.loss_bbox: 0.1620, d0.loss_iou: 0.3959, d1.loss_cls: 0.2348, d1.loss_bbox: 0.1616, d1.loss_iou: 0.3922, d2.loss_cls: 0.2212, d2.loss_bbox: 0.1575, d2.loss_iou: 0.3871, d3.loss_cls: 0.2155, d3.loss_bbox: 0.1560, d3.loss_iou: 0.3849, d4.loss_cls: 0.2130, d4.loss_bbox: 0.1563, d4.loss_iou: 0.3855, dn_loss_cls: 0.0353, dn_loss_bbox: 0.2752, dn_loss_iou: 0.3808, d0.dn_loss_cls: 0.0697, d0.dn_loss_bbox: 0.3995, d0.dn_loss_iou: 0.5092, d1.dn_loss_cls: 0.0437, d1.dn_loss_bbox: 0.3009, d1.dn_loss_iou: 0.4072, d2.dn_loss_cls: 0.0381, d2.dn_loss_bbox: 0.2813, d2.dn_loss_iou: 0.3877, d3.dn_loss_cls: 0.0363, d3.dn_loss_bbox: 0.2757, d3.dn_loss_iou: 0.3815, d4.dn_loss_cls: 0.0353, d4.dn_loss_bbox: 0.2752, d4.dn_loss_iou: 0.3808, loss: 10.0689, grad_norm: 24.8260 2023-11-22 20:20:18,542 - mmdet - INFO - Epoch [5][7150/7330] lr: 1.000e-05, eta: 9:54:27, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2629, interm_loss_bbox: 0.1992, interm_loss_iou: 0.4356, loss_cls: 0.2125, loss_bbox: 0.1621, loss_iou: 0.3750, d0.loss_cls: 0.2722, d0.loss_bbox: 0.1680, d0.loss_iou: 0.3883, d1.loss_cls: 0.2351, d1.loss_bbox: 0.1669, d1.loss_iou: 0.3806, d2.loss_cls: 0.2224, d2.loss_bbox: 0.1636, d2.loss_iou: 0.3762, d3.loss_cls: 0.2154, d3.loss_bbox: 0.1625, d3.loss_iou: 0.3757, d4.loss_cls: 0.2126, d4.loss_bbox: 0.1621, d4.loss_iou: 0.3751, dn_loss_cls: 0.0350, dn_loss_bbox: 0.2847, dn_loss_iou: 0.3732, d0.dn_loss_cls: 0.0698, d0.dn_loss_bbox: 0.4095, d0.dn_loss_iou: 0.4966, d1.dn_loss_cls: 0.0440, d1.dn_loss_bbox: 0.3134, d1.dn_loss_iou: 0.4007, d2.dn_loss_cls: 0.0382, d2.dn_loss_bbox: 0.2911, d2.dn_loss_iou: 0.3802, d3.dn_loss_cls: 0.0362, d3.dn_loss_bbox: 0.2855, d3.dn_loss_iou: 0.3742, d4.dn_loss_cls: 0.0353, d4.dn_loss_bbox: 0.2848, d4.dn_loss_iou: 0.3731, loss: 10.0495, grad_norm: 25.0638 2023-11-22 20:20:52,727 - mmdet - INFO - Epoch [5][7200/7330] lr: 1.000e-05, eta: 9:53:52, time: 0.684, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2517, interm_loss_bbox: 0.1981, interm_loss_iou: 0.4330, loss_cls: 0.2022, loss_bbox: 0.1617, loss_iou: 0.3709, d0.loss_cls: 0.2658, d0.loss_bbox: 0.1674, d0.loss_iou: 0.3857, d1.loss_cls: 0.2256, d1.loss_bbox: 0.1649, d1.loss_iou: 0.3789, d2.loss_cls: 0.2131, d2.loss_bbox: 0.1613, d2.loss_iou: 0.3712, d3.loss_cls: 0.2064, d3.loss_bbox: 0.1610, d3.loss_iou: 0.3701, d4.loss_cls: 0.2027, d4.loss_bbox: 0.1618, d4.loss_iou: 0.3709, dn_loss_cls: 0.0334, dn_loss_bbox: 0.2674, dn_loss_iou: 0.3671, d0.dn_loss_cls: 0.0678, d0.dn_loss_bbox: 0.3912, d0.dn_loss_iou: 0.4919, d1.dn_loss_cls: 0.0423, d1.dn_loss_bbox: 0.2967, d1.dn_loss_iou: 0.3954, d2.dn_loss_cls: 0.0364, d2.dn_loss_bbox: 0.2739, d2.dn_loss_iou: 0.3744, d3.dn_loss_cls: 0.0349, d3.dn_loss_bbox: 0.2683, d3.dn_loss_iou: 0.3683, d4.dn_loss_cls: 0.0337, d4.dn_loss_bbox: 0.2674, d4.dn_loss_iou: 0.3670, loss: 9.8020, grad_norm: 26.9616 2023-11-22 20:21:27,436 - mmdet - INFO - Epoch [5][7250/7330] lr: 1.000e-05, eta: 9:53:17, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2534, interm_loss_bbox: 0.2043, interm_loss_iou: 0.4425, loss_cls: 0.2062, loss_bbox: 0.1675, loss_iou: 0.3773, d0.loss_cls: 0.2670, d0.loss_bbox: 0.1732, d0.loss_iou: 0.3950, d1.loss_cls: 0.2298, d1.loss_bbox: 0.1700, d1.loss_iou: 0.3832, d2.loss_cls: 0.2173, d2.loss_bbox: 0.1667, d2.loss_iou: 0.3773, d3.loss_cls: 0.2090, d3.loss_bbox: 0.1671, d3.loss_iou: 0.3779, d4.loss_cls: 0.2066, d4.loss_bbox: 0.1671, d4.loss_iou: 0.3778, dn_loss_cls: 0.0337, dn_loss_bbox: 0.2961, dn_loss_iou: 0.3684, d0.dn_loss_cls: 0.0671, d0.dn_loss_bbox: 0.4253, d0.dn_loss_iou: 0.4943, d1.dn_loss_cls: 0.0422, d1.dn_loss_bbox: 0.3249, d1.dn_loss_iou: 0.3953, d2.dn_loss_cls: 0.0367, d2.dn_loss_bbox: 0.3031, d2.dn_loss_iou: 0.3760, d3.dn_loss_cls: 0.0350, d3.dn_loss_bbox: 0.2967, d3.dn_loss_iou: 0.3695, d4.dn_loss_cls: 0.0339, d4.dn_loss_bbox: 0.2961, d4.dn_loss_iou: 0.3683, loss: 10.0986, grad_norm: 26.8441 2023-11-22 20:22:02,281 - mmdet - INFO - Epoch [5][7300/7330] lr: 1.000e-05, eta: 9:52:43, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2502, interm_loss_bbox: 0.1897, interm_loss_iou: 0.4437, loss_cls: 0.2047, loss_bbox: 0.1520, loss_iou: 0.3801, d0.loss_cls: 0.2665, d0.loss_bbox: 0.1588, d0.loss_iou: 0.3932, d1.loss_cls: 0.2294, d1.loss_bbox: 0.1551, d1.loss_iou: 0.3841, d2.loss_cls: 0.2160, d2.loss_bbox: 0.1504, d2.loss_iou: 0.3799, d3.loss_cls: 0.2097, d3.loss_bbox: 0.1504, d3.loss_iou: 0.3793, d4.loss_cls: 0.2062, d4.loss_bbox: 0.1514, d4.loss_iou: 0.3794, dn_loss_cls: 0.0322, dn_loss_bbox: 0.2632, dn_loss_iou: 0.3710, d0.dn_loss_cls: 0.0654, d0.dn_loss_bbox: 0.3782, d0.dn_loss_iou: 0.4947, d1.dn_loss_cls: 0.0408, d1.dn_loss_bbox: 0.2882, d1.dn_loss_iou: 0.3977, d2.dn_loss_cls: 0.0353, d2.dn_loss_bbox: 0.2683, d2.dn_loss_iou: 0.3782, d3.dn_loss_cls: 0.0334, d3.dn_loss_bbox: 0.2637, d3.dn_loss_iou: 0.3720, d4.dn_loss_cls: 0.0325, d4.dn_loss_bbox: 0.2632, d4.dn_loss_iou: 0.3710, loss: 9.7792, grad_norm: 26.4252 2023-11-22 20:22:23,798 - mmdet - INFO - Saving checkpoint at 5 epochs 2023-11-22 20:23:46,972 - mmdet - INFO - Evaluating bbox... 2023-11-22 20:26:05,926 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.542 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.731 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.591 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.374 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.582 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.706 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.743 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.748 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.748 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.600 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.795 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.898 2023-11-22 20:26:05,929 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.629 | bicycle | 0.408 | car | 0.513 | | motorcycle | 0.508 | airplane | 0.772 | bus | 0.752 | | train | 0.763 | truck | 0.494 | boat | 0.368 | | traffic light | 0.342 | fire hydrant | 0.755 | stop sign | 0.740 | | parking meter | 0.525 | bench | 0.375 | bird | 0.473 | | cat | 0.822 | dog | 0.793 | horse | 0.710 | | sheep | 0.639 | cow | 0.696 | elephant | 0.780 | | bear | 0.845 | zebra | 0.761 | giraffe | 0.787 | | backpack | 0.262 | umbrella | 0.519 | handbag | 0.277 | | tie | 0.463 | suitcase | 0.559 | frisbee | 0.759 | | skis | 0.322 | snowboard | 0.482 | sports ball | 0.534 | | kite | 0.543 | baseball bat | 0.532 | baseball glove | 0.519 | | skateboard | 0.630 | surfboard | 0.534 | tennis racket | 0.630 | | bottle | 0.500 | wine glass | 0.481 | cup | 0.560 | | fork | 0.519 | knife | 0.368 | spoon | 0.379 | | bowl | 0.526 | banana | 0.320 | apple | 0.304 | | sandwich | 0.542 | orange | 0.391 | broccoli | 0.297 | | carrot | 0.308 | hot dog | 0.561 | pizza | 0.633 | | donut | 0.617 | cake | 0.515 | chair | 0.420 | | couch | 0.554 | potted plant | 0.358 | bed | 0.558 | | dining table | 0.349 | toilet | 0.716 | tv | 0.681 | | laptop | 0.756 | mouse | 0.690 | remote | 0.479 | | keyboard | 0.618 | cell phone | 0.536 | microwave | 0.697 | | oven | 0.455 | toaster | 0.511 | sink | 0.477 | | refrigerator | 0.712 | book | 0.225 | clock | 0.573 | | vase | 0.477 | scissors | 0.523 | teddy bear | 0.612 | | hair drier | 0.314 | toothbrush | 0.488 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-22 20:26:08,099 - mmdet - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx/best_bbox_mAP_epoch_4.pth was removed 2023-11-22 20:26:14,604 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_5.pth. 2023-11-22 20:26:14,604 - mmdet - INFO - Best bbox_mAP is 0.5423 at 5 epoch. 2023-11-22 20:26:14,605 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-22 20:26:14,605 - mmdet - INFO - Epoch(val) [5][625] bbox_mAP: 0.5423, bbox_mAP_50: 0.7313, bbox_mAP_75: 0.5910, bbox_mAP_s: 0.3739, bbox_mAP_m: 0.5820, bbox_mAP_l: 0.7056, bbox_mAP_copypaste: 0.5423 0.7313 0.5910 0.3739 0.5820 0.7056 2023-11-22 20:26:52,697 - mmdet - INFO - Epoch [6][50/7330] lr: 1.000e-05, eta: 9:51:23, time: 0.761, data_time: 0.065, memory: 16711, interm_loss_cls: 0.2508, interm_loss_bbox: 0.1958, interm_loss_iou: 0.4351, loss_cls: 0.2021, loss_bbox: 0.1604, loss_iou: 0.3743, d0.loss_cls: 0.2654, d0.loss_bbox: 0.1646, d0.loss_iou: 0.3886, d1.loss_cls: 0.2231, d1.loss_bbox: 0.1640, d1.loss_iou: 0.3822, d2.loss_cls: 0.2111, d2.loss_bbox: 0.1613, d2.loss_iou: 0.3766, d3.loss_cls: 0.2053, d3.loss_bbox: 0.1603, d3.loss_iou: 0.3745, d4.loss_cls: 0.2024, d4.loss_bbox: 0.1605, d4.loss_iou: 0.3747, dn_loss_cls: 0.0330, dn_loss_bbox: 0.2655, dn_loss_iou: 0.3748, d0.dn_loss_cls: 0.0682, d0.dn_loss_bbox: 0.3826, d0.dn_loss_iou: 0.4974, d1.dn_loss_cls: 0.0429, d1.dn_loss_bbox: 0.2905, d1.dn_loss_iou: 0.4009, d2.dn_loss_cls: 0.0365, d2.dn_loss_bbox: 0.2716, d2.dn_loss_iou: 0.3819, d3.dn_loss_cls: 0.0344, d3.dn_loss_bbox: 0.2665, d3.dn_loss_iou: 0.3758, d4.dn_loss_cls: 0.0333, d4.dn_loss_bbox: 0.2655, d4.dn_loss_iou: 0.3747, loss: 9.8288, grad_norm: 26.3820 2023-11-22 20:27:27,810 - mmdet - INFO - Epoch [6][100/7330] lr: 1.000e-05, eta: 9:50:49, time: 0.702, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2570, interm_loss_bbox: 0.1897, interm_loss_iou: 0.4420, loss_cls: 0.2021, loss_bbox: 0.1545, loss_iou: 0.3804, d0.loss_cls: 0.2677, d0.loss_bbox: 0.1598, d0.loss_iou: 0.3956, d1.loss_cls: 0.2263, d1.loss_bbox: 0.1582, d1.loss_iou: 0.3877, d2.loss_cls: 0.2137, d2.loss_bbox: 0.1550, d2.loss_iou: 0.3808, d3.loss_cls: 0.2057, d3.loss_bbox: 0.1547, d3.loss_iou: 0.3807, d4.loss_cls: 0.2024, d4.loss_bbox: 0.1547, d4.loss_iou: 0.3805, dn_loss_cls: 0.0346, dn_loss_bbox: 0.2582, dn_loss_iou: 0.3728, d0.dn_loss_cls: 0.0702, d0.dn_loss_bbox: 0.3849, d0.dn_loss_iou: 0.5036, d1.dn_loss_cls: 0.0439, d1.dn_loss_bbox: 0.2867, d1.dn_loss_iou: 0.4017, d2.dn_loss_cls: 0.0380, d2.dn_loss_bbox: 0.2644, d2.dn_loss_iou: 0.3802, d3.dn_loss_cls: 0.0360, d3.dn_loss_bbox: 0.2588, d3.dn_loss_iou: 0.3737, d4.dn_loss_cls: 0.0349, d4.dn_loss_bbox: 0.2581, d4.dn_loss_iou: 0.3727, loss: 9.8228, grad_norm: 25.4513 2023-11-22 20:28:02,590 - mmdet - INFO - Epoch [6][150/7330] lr: 1.000e-05, eta: 9:50:15, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2476, interm_loss_bbox: 0.2080, interm_loss_iou: 0.4346, loss_cls: 0.1973, loss_bbox: 0.1652, loss_iou: 0.3651, d0.loss_cls: 0.2608, d0.loss_bbox: 0.1717, d0.loss_iou: 0.3790, d1.loss_cls: 0.2206, d1.loss_bbox: 0.1696, d1.loss_iou: 0.3713, d2.loss_cls: 0.2068, d2.loss_bbox: 0.1665, d2.loss_iou: 0.3665, d3.loss_cls: 0.2015, d3.loss_bbox: 0.1656, d3.loss_iou: 0.3635, d4.loss_cls: 0.1977, d4.loss_bbox: 0.1658, d4.loss_iou: 0.3649, dn_loss_cls: 0.0336, dn_loss_bbox: 0.2751, dn_loss_iou: 0.3563, d0.dn_loss_cls: 0.0685, d0.dn_loss_bbox: 0.4035, d0.dn_loss_iou: 0.4839, d1.dn_loss_cls: 0.0429, d1.dn_loss_bbox: 0.3023, d1.dn_loss_iou: 0.3823, d2.dn_loss_cls: 0.0369, d2.dn_loss_bbox: 0.2809, d2.dn_loss_iou: 0.3627, d3.dn_loss_cls: 0.0351, d3.dn_loss_bbox: 0.2756, d3.dn_loss_iou: 0.3571, d4.dn_loss_cls: 0.0340, d4.dn_loss_bbox: 0.2751, d4.dn_loss_iou: 0.3562, loss: 9.7518, grad_norm: 26.4286 2023-11-22 20:28:37,130 - mmdet - INFO - Epoch [6][200/7330] lr: 1.000e-05, eta: 9:49:40, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2525, interm_loss_bbox: 0.1951, interm_loss_iou: 0.4540, loss_cls: 0.2034, loss_bbox: 0.1541, loss_iou: 0.3842, d0.loss_cls: 0.2662, d0.loss_bbox: 0.1590, d0.loss_iou: 0.4001, d1.loss_cls: 0.2295, d1.loss_bbox: 0.1558, d1.loss_iou: 0.3902, d2.loss_cls: 0.2151, d2.loss_bbox: 0.1543, d2.loss_iou: 0.3849, d3.loss_cls: 0.2079, d3.loss_bbox: 0.1545, d3.loss_iou: 0.3842, d4.loss_cls: 0.2038, d4.loss_bbox: 0.1546, d4.loss_iou: 0.3845, dn_loss_cls: 0.0330, dn_loss_bbox: 0.2758, dn_loss_iou: 0.3697, d0.dn_loss_cls: 0.0691, d0.dn_loss_bbox: 0.4093, d0.dn_loss_iou: 0.5032, d1.dn_loss_cls: 0.0429, d1.dn_loss_bbox: 0.3059, d1.dn_loss_iou: 0.3994, d2.dn_loss_cls: 0.0369, d2.dn_loss_bbox: 0.2827, d2.dn_loss_iou: 0.3777, d3.dn_loss_cls: 0.0348, d3.dn_loss_bbox: 0.2765, d3.dn_loss_iou: 0.3709, d4.dn_loss_cls: 0.0335, d4.dn_loss_bbox: 0.2758, d4.dn_loss_iou: 0.3697, loss: 9.9544, grad_norm: 26.4350 2023-11-22 20:29:11,680 - mmdet - INFO - Epoch [6][250/7330] lr: 1.000e-05, eta: 9:49:06, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2446, interm_loss_bbox: 0.1991, interm_loss_iou: 0.4295, loss_cls: 0.1956, loss_bbox: 0.1606, loss_iou: 0.3713, d0.loss_cls: 0.2589, d0.loss_bbox: 0.1669, d0.loss_iou: 0.3836, d1.loss_cls: 0.2198, d1.loss_bbox: 0.1644, d1.loss_iou: 0.3780, d2.loss_cls: 0.2054, d2.loss_bbox: 0.1605, d2.loss_iou: 0.3725, d3.loss_cls: 0.1994, d3.loss_bbox: 0.1599, d3.loss_iou: 0.3704, d4.loss_cls: 0.1973, d4.loss_bbox: 0.1597, d4.loss_iou: 0.3707, dn_loss_cls: 0.0316, dn_loss_bbox: 0.2654, dn_loss_iou: 0.3599, d0.dn_loss_cls: 0.0654, d0.dn_loss_bbox: 0.3864, d0.dn_loss_iou: 0.4796, d1.dn_loss_cls: 0.0401, d1.dn_loss_bbox: 0.2918, d1.dn_loss_iou: 0.3860, d2.dn_loss_cls: 0.0345, d2.dn_loss_bbox: 0.2721, d2.dn_loss_iou: 0.3666, d3.dn_loss_cls: 0.0328, d3.dn_loss_bbox: 0.2661, d3.dn_loss_iou: 0.3609, d4.dn_loss_cls: 0.0319, d4.dn_loss_bbox: 0.2654, d4.dn_loss_iou: 0.3598, loss: 9.6647, grad_norm: 24.9828 2023-11-22 20:29:46,233 - mmdet - INFO - Epoch [6][300/7330] lr: 1.000e-05, eta: 9:48:31, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2523, interm_loss_bbox: 0.1964, interm_loss_iou: 0.4292, loss_cls: 0.2020, loss_bbox: 0.1583, loss_iou: 0.3665, d0.loss_cls: 0.2684, d0.loss_bbox: 0.1649, d0.loss_iou: 0.3803, d1.loss_cls: 0.2279, d1.loss_bbox: 0.1632, d1.loss_iou: 0.3733, d2.loss_cls: 0.2127, d2.loss_bbox: 0.1596, d2.loss_iou: 0.3674, d3.loss_cls: 0.2057, d3.loss_bbox: 0.1591, d3.loss_iou: 0.3665, d4.loss_cls: 0.2034, d4.loss_bbox: 0.1585, d4.loss_iou: 0.3663, dn_loss_cls: 0.0329, dn_loss_bbox: 0.2644, dn_loss_iou: 0.3679, d0.dn_loss_cls: 0.0674, d0.dn_loss_bbox: 0.3945, d0.dn_loss_iou: 0.4988, d1.dn_loss_cls: 0.0420, d1.dn_loss_bbox: 0.2930, d1.dn_loss_iou: 0.3963, d2.dn_loss_cls: 0.0357, d2.dn_loss_bbox: 0.2715, d2.dn_loss_iou: 0.3757, d3.dn_loss_cls: 0.0341, d3.dn_loss_bbox: 0.2653, d3.dn_loss_iou: 0.3689, d4.dn_loss_cls: 0.0332, d4.dn_loss_bbox: 0.2644, d4.dn_loss_iou: 0.3678, loss: 9.7557, grad_norm: 25.5744 2023-11-22 20:30:25,237 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-22 20:30:25,237 - mmdet - INFO - Epoch [6][350/7330] lr: 1.000e-05, eta: 9:48:02, time: 0.780, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2540, interm_loss_bbox: 0.1919, interm_loss_iou: 0.4385, loss_cls: 0.2052, loss_bbox: 0.1523, loss_iou: 0.3761, d0.loss_cls: 0.2694, d0.loss_bbox: 0.1575, d0.loss_iou: 0.3889, d1.loss_cls: 0.2288, d1.loss_bbox: 0.1559, d1.loss_iou: 0.3822, d2.loss_cls: 0.2159, d2.loss_bbox: 0.1525, d2.loss_iou: 0.3783, d3.loss_cls: 0.2087, d3.loss_bbox: 0.1530, d3.loss_iou: 0.3767, d4.loss_cls: 0.2068, d4.loss_bbox: 0.1515, d4.loss_iou: 0.3754, dn_loss_cls: 0.0351, dn_loss_bbox: 0.2681, dn_loss_iou: 0.3699, d0.dn_loss_cls: 0.0702, d0.dn_loss_bbox: 0.3922, d0.dn_loss_iou: 0.4961, d1.dn_loss_cls: 0.0442, d1.dn_loss_bbox: 0.2957, d1.dn_loss_iou: 0.3970, d2.dn_loss_cls: 0.0383, d2.dn_loss_bbox: 0.2737, d2.dn_loss_iou: 0.3767, d3.dn_loss_cls: 0.0364, d3.dn_loss_bbox: 0.2686, d3.dn_loss_iou: 0.3706, d4.dn_loss_cls: 0.0355, d4.dn_loss_bbox: 0.2681, d4.dn_loss_iou: 0.3699, loss: 9.8258, grad_norm: 27.0428 2023-11-22 20:30:59,952 - mmdet - INFO - Epoch [6][400/7330] lr: 1.000e-05, eta: 9:47:28, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2529, interm_loss_bbox: 0.1952, interm_loss_iou: 0.4286, loss_cls: 0.1989, loss_bbox: 0.1575, loss_iou: 0.3681, d0.loss_cls: 0.2644, d0.loss_bbox: 0.1613, d0.loss_iou: 0.3811, d1.loss_cls: 0.2250, d1.loss_bbox: 0.1607, d1.loss_iou: 0.3738, d2.loss_cls: 0.2093, d2.loss_bbox: 0.1577, d2.loss_iou: 0.3697, d3.loss_cls: 0.2026, d3.loss_bbox: 0.1579, d3.loss_iou: 0.3677, d4.loss_cls: 0.2000, d4.loss_bbox: 0.1573, d4.loss_iou: 0.3675, dn_loss_cls: 0.0311, dn_loss_bbox: 0.2694, dn_loss_iou: 0.3524, d0.dn_loss_cls: 0.0650, d0.dn_loss_bbox: 0.3987, d0.dn_loss_iou: 0.4767, d1.dn_loss_cls: 0.0399, d1.dn_loss_bbox: 0.2978, d1.dn_loss_iou: 0.3789, d2.dn_loss_cls: 0.0340, d2.dn_loss_bbox: 0.2756, d2.dn_loss_iou: 0.3592, d3.dn_loss_cls: 0.0323, d3.dn_loss_bbox: 0.2703, d3.dn_loss_iou: 0.3532, d4.dn_loss_cls: 0.0314, d4.dn_loss_bbox: 0.2694, d4.dn_loss_iou: 0.3524, loss: 9.6449, grad_norm: 28.0960 2023-11-22 20:31:34,705 - mmdet - INFO - Epoch [6][450/7330] lr: 1.000e-05, eta: 9:46:53, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2599, interm_loss_bbox: 0.1990, interm_loss_iou: 0.4355, loss_cls: 0.2104, loss_bbox: 0.1600, loss_iou: 0.3766, d0.loss_cls: 0.2764, d0.loss_bbox: 0.1661, d0.loss_iou: 0.3879, d1.loss_cls: 0.2340, d1.loss_bbox: 0.1640, d1.loss_iou: 0.3817, d2.loss_cls: 0.2207, d2.loss_bbox: 0.1595, d2.loss_iou: 0.3755, d3.loss_cls: 0.2135, d3.loss_bbox: 0.1605, d3.loss_iou: 0.3768, d4.loss_cls: 0.2109, d4.loss_bbox: 0.1602, d4.loss_iou: 0.3764, dn_loss_cls: 0.0331, dn_loss_bbox: 0.2686, dn_loss_iou: 0.3717, d0.dn_loss_cls: 0.0689, d0.dn_loss_bbox: 0.3970, d0.dn_loss_iou: 0.5025, d1.dn_loss_cls: 0.0426, d1.dn_loss_bbox: 0.2949, d1.dn_loss_iou: 0.3993, d2.dn_loss_cls: 0.0369, d2.dn_loss_bbox: 0.2749, d2.dn_loss_iou: 0.3790, d3.dn_loss_cls: 0.0347, d3.dn_loss_bbox: 0.2694, d3.dn_loss_iou: 0.3727, d4.dn_loss_cls: 0.0336, d4.dn_loss_bbox: 0.2686, d4.dn_loss_iou: 0.3716, loss: 9.9255, grad_norm: 26.3325 2023-11-22 20:32:11,495 - mmdet - INFO - Epoch [6][500/7330] lr: 1.000e-05, eta: 9:46:22, time: 0.736, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2486, interm_loss_bbox: 0.1971, interm_loss_iou: 0.4274, loss_cls: 0.1937, loss_bbox: 0.1613, loss_iou: 0.3731, d0.loss_cls: 0.2615, d0.loss_bbox: 0.1655, d0.loss_iou: 0.3818, d1.loss_cls: 0.2186, d1.loss_bbox: 0.1647, d1.loss_iou: 0.3770, d2.loss_cls: 0.2037, d2.loss_bbox: 0.1610, d2.loss_iou: 0.3732, d3.loss_cls: 0.1971, d3.loss_bbox: 0.1610, d3.loss_iou: 0.3736, d4.loss_cls: 0.1961, d4.loss_bbox: 0.1596, d4.loss_iou: 0.3717, dn_loss_cls: 0.0328, dn_loss_bbox: 0.2737, dn_loss_iou: 0.3593, d0.dn_loss_cls: 0.0672, d0.dn_loss_bbox: 0.4024, d0.dn_loss_iou: 0.4871, d1.dn_loss_cls: 0.0420, d1.dn_loss_bbox: 0.3039, d1.dn_loss_iou: 0.3874, d2.dn_loss_cls: 0.0363, d2.dn_loss_bbox: 0.2808, d2.dn_loss_iou: 0.3670, d3.dn_loss_cls: 0.0344, d3.dn_loss_bbox: 0.2745, d3.dn_loss_iou: 0.3604, d4.dn_loss_cls: 0.0333, d4.dn_loss_bbox: 0.2737, d4.dn_loss_iou: 0.3592, loss: 9.7429, grad_norm: 28.3016 2023-11-22 20:32:48,029 - mmdet - INFO - Epoch [6][550/7330] lr: 1.000e-05, eta: 9:45:50, time: 0.730, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2528, interm_loss_bbox: 0.1908, interm_loss_iou: 0.4228, loss_cls: 0.2040, loss_bbox: 0.1542, loss_iou: 0.3634, d0.loss_cls: 0.2662, d0.loss_bbox: 0.1604, d0.loss_iou: 0.3774, d1.loss_cls: 0.2250, d1.loss_bbox: 0.1595, d1.loss_iou: 0.3701, d2.loss_cls: 0.2141, d2.loss_bbox: 0.1556, d2.loss_iou: 0.3640, d3.loss_cls: 0.2071, d3.loss_bbox: 0.1549, d3.loss_iou: 0.3635, d4.loss_cls: 0.2042, d4.loss_bbox: 0.1549, d4.loss_iou: 0.3639, dn_loss_cls: 0.0329, dn_loss_bbox: 0.2907, dn_loss_iou: 0.3708, d0.dn_loss_cls: 0.0672, d0.dn_loss_bbox: 0.4119, d0.dn_loss_iou: 0.4929, d1.dn_loss_cls: 0.0417, d1.dn_loss_bbox: 0.3157, d1.dn_loss_iou: 0.3969, d2.dn_loss_cls: 0.0362, d2.dn_loss_bbox: 0.2970, d2.dn_loss_iou: 0.3783, d3.dn_loss_cls: 0.0344, d3.dn_loss_bbox: 0.2913, d3.dn_loss_iou: 0.3718, d4.dn_loss_cls: 0.0334, d4.dn_loss_bbox: 0.2908, d4.dn_loss_iou: 0.3707, loss: 9.8533, grad_norm: 25.1065 2023-11-22 20:33:22,668 - mmdet - INFO - Epoch [6][600/7330] lr: 1.000e-05, eta: 9:45:15, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2500, interm_loss_bbox: 0.1865, interm_loss_iou: 0.4400, loss_cls: 0.1993, loss_bbox: 0.1493, loss_iou: 0.3777, d0.loss_cls: 0.2640, d0.loss_bbox: 0.1553, d0.loss_iou: 0.3909, d1.loss_cls: 0.2235, d1.loss_bbox: 0.1533, d1.loss_iou: 0.3834, d2.loss_cls: 0.2099, d2.loss_bbox: 0.1491, d2.loss_iou: 0.3773, d3.loss_cls: 0.2038, d3.loss_bbox: 0.1487, d3.loss_iou: 0.3763, d4.loss_cls: 0.2001, d4.loss_bbox: 0.1493, d4.loss_iou: 0.3777, dn_loss_cls: 0.0314, dn_loss_bbox: 0.2557, dn_loss_iou: 0.3672, d0.dn_loss_cls: 0.0665, d0.dn_loss_bbox: 0.3741, d0.dn_loss_iou: 0.4945, d1.dn_loss_cls: 0.0408, d1.dn_loss_bbox: 0.2818, d1.dn_loss_iou: 0.3941, d2.dn_loss_cls: 0.0352, d2.dn_loss_bbox: 0.2620, d2.dn_loss_iou: 0.3744, d3.dn_loss_cls: 0.0330, d3.dn_loss_bbox: 0.2564, d3.dn_loss_iou: 0.3681, d4.dn_loss_cls: 0.0318, d4.dn_loss_bbox: 0.2558, d4.dn_loss_iou: 0.3672, loss: 9.6556, grad_norm: 24.6478 2023-11-22 20:33:56,913 - mmdet - INFO - Epoch [6][650/7330] lr: 1.000e-05, eta: 9:44:40, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2479, interm_loss_bbox: 0.1916, interm_loss_iou: 0.4302, loss_cls: 0.1981, loss_bbox: 0.1572, loss_iou: 0.3721, d0.loss_cls: 0.2606, d0.loss_bbox: 0.1606, d0.loss_iou: 0.3847, d1.loss_cls: 0.2202, d1.loss_bbox: 0.1622, d1.loss_iou: 0.3777, d2.loss_cls: 0.2056, d2.loss_bbox: 0.1603, d2.loss_iou: 0.3734, d3.loss_cls: 0.2013, d3.loss_bbox: 0.1580, d3.loss_iou: 0.3723, d4.loss_cls: 0.1991, d4.loss_bbox: 0.1573, d4.loss_iou: 0.3715, dn_loss_cls: 0.0308, dn_loss_bbox: 0.2686, dn_loss_iou: 0.3623, d0.dn_loss_cls: 0.0636, d0.dn_loss_bbox: 0.3937, d0.dn_loss_iou: 0.4884, d1.dn_loss_cls: 0.0392, d1.dn_loss_bbox: 0.2945, d1.dn_loss_iou: 0.3883, d2.dn_loss_cls: 0.0336, d2.dn_loss_bbox: 0.2749, d2.dn_loss_iou: 0.3694, d3.dn_loss_cls: 0.0320, d3.dn_loss_bbox: 0.2693, d3.dn_loss_iou: 0.3632, d4.dn_loss_cls: 0.0310, d4.dn_loss_bbox: 0.2685, d4.dn_loss_iou: 0.3622, loss: 9.6957, grad_norm: 26.0077 2023-11-22 20:34:36,203 - mmdet - INFO - Epoch [6][700/7330] lr: 1.000e-05, eta: 9:44:12, time: 0.786, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2541, interm_loss_bbox: 0.1970, interm_loss_iou: 0.4199, loss_cls: 0.2035, loss_bbox: 0.1591, loss_iou: 0.3610, d0.loss_cls: 0.2659, d0.loss_bbox: 0.1664, d0.loss_iou: 0.3744, d1.loss_cls: 0.2265, d1.loss_bbox: 0.1645, d1.loss_iou: 0.3677, d2.loss_cls: 0.2133, d2.loss_bbox: 0.1607, d2.loss_iou: 0.3630, d3.loss_cls: 0.2073, d3.loss_bbox: 0.1599, d3.loss_iou: 0.3609, d4.loss_cls: 0.2042, d4.loss_bbox: 0.1596, d4.loss_iou: 0.3603, dn_loss_cls: 0.0334, dn_loss_bbox: 0.2943, dn_loss_iou: 0.3664, d0.dn_loss_cls: 0.0662, d0.dn_loss_bbox: 0.4167, d0.dn_loss_iou: 0.4895, d1.dn_loss_cls: 0.0423, d1.dn_loss_bbox: 0.3208, d1.dn_loss_iou: 0.3931, d2.dn_loss_cls: 0.0365, d2.dn_loss_bbox: 0.3003, d2.dn_loss_iou: 0.3734, d3.dn_loss_cls: 0.0348, d3.dn_loss_bbox: 0.2950, d3.dn_loss_iou: 0.3673, d4.dn_loss_cls: 0.0338, d4.dn_loss_bbox: 0.2944, d4.dn_loss_iou: 0.3663, loss: 9.8735, grad_norm: 25.3750 2023-11-22 20:35:11,026 - mmdet - INFO - Epoch [6][750/7330] lr: 1.000e-05, eta: 9:43:37, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2514, interm_loss_bbox: 0.1987, interm_loss_iou: 0.4199, loss_cls: 0.1997, loss_bbox: 0.1602, loss_iou: 0.3578, d0.loss_cls: 0.2697, d0.loss_bbox: 0.1636, d0.loss_iou: 0.3682, d1.loss_cls: 0.2268, d1.loss_bbox: 0.1618, d1.loss_iou: 0.3620, d2.loss_cls: 0.2095, d2.loss_bbox: 0.1613, d2.loss_iou: 0.3593, d3.loss_cls: 0.2030, d3.loss_bbox: 0.1608, d3.loss_iou: 0.3573, d4.loss_cls: 0.1999, d4.loss_bbox: 0.1608, d4.loss_iou: 0.3583, dn_loss_cls: 0.0348, dn_loss_bbox: 0.2828, dn_loss_iou: 0.3672, d0.dn_loss_cls: 0.0702, d0.dn_loss_bbox: 0.4070, d0.dn_loss_iou: 0.4971, d1.dn_loss_cls: 0.0444, d1.dn_loss_bbox: 0.3091, d1.dn_loss_iou: 0.3941, d2.dn_loss_cls: 0.0383, d2.dn_loss_bbox: 0.2886, d2.dn_loss_iou: 0.3743, d3.dn_loss_cls: 0.0361, d3.dn_loss_bbox: 0.2836, d3.dn_loss_iou: 0.3680, d4.dn_loss_cls: 0.0350, d4.dn_loss_bbox: 0.2828, d4.dn_loss_iou: 0.3671, loss: 9.7909, grad_norm: 26.7227 2023-11-22 20:35:45,697 - mmdet - INFO - Epoch [6][800/7330] lr: 1.000e-05, eta: 9:43:03, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2541, interm_loss_bbox: 0.2004, interm_loss_iou: 0.4370, loss_cls: 0.2107, loss_bbox: 0.1575, loss_iou: 0.3726, d0.loss_cls: 0.2694, d0.loss_bbox: 0.1635, d0.loss_iou: 0.3890, d1.loss_cls: 0.2326, d1.loss_bbox: 0.1609, d1.loss_iou: 0.3779, d2.loss_cls: 0.2205, d2.loss_bbox: 0.1569, d2.loss_iou: 0.3722, d3.loss_cls: 0.2142, d3.loss_bbox: 0.1571, d3.loss_iou: 0.3724, d4.loss_cls: 0.2111, d4.loss_bbox: 0.1582, d4.loss_iou: 0.3724, dn_loss_cls: 0.0321, dn_loss_bbox: 0.2730, dn_loss_iou: 0.3705, d0.dn_loss_cls: 0.0667, d0.dn_loss_bbox: 0.3961, d0.dn_loss_iou: 0.4947, d1.dn_loss_cls: 0.0412, d1.dn_loss_bbox: 0.2997, d1.dn_loss_iou: 0.3973, d2.dn_loss_cls: 0.0356, d2.dn_loss_bbox: 0.2790, d2.dn_loss_iou: 0.3775, d3.dn_loss_cls: 0.0335, d3.dn_loss_bbox: 0.2736, d3.dn_loss_iou: 0.3713, d4.dn_loss_cls: 0.0324, d4.dn_loss_bbox: 0.2730, d4.dn_loss_iou: 0.3704, loss: 9.8781, grad_norm: 26.9587 2023-11-22 20:36:20,769 - mmdet - INFO - Epoch [6][850/7330] lr: 1.000e-05, eta: 9:42:29, time: 0.701, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2543, interm_loss_bbox: 0.1815, interm_loss_iou: 0.4303, loss_cls: 0.2039, loss_bbox: 0.1519, loss_iou: 0.3773, d0.loss_cls: 0.2690, d0.loss_bbox: 0.1542, d0.loss_iou: 0.3860, d1.loss_cls: 0.2284, d1.loss_bbox: 0.1529, d1.loss_iou: 0.3841, d2.loss_cls: 0.2149, d2.loss_bbox: 0.1496, d2.loss_iou: 0.3777, d3.loss_cls: 0.2085, d3.loss_bbox: 0.1507, d3.loss_iou: 0.3772, d4.loss_cls: 0.2045, d4.loss_bbox: 0.1515, d4.loss_iou: 0.3774, dn_loss_cls: 0.0324, dn_loss_bbox: 0.2691, dn_loss_iou: 0.3664, d0.dn_loss_cls: 0.0651, d0.dn_loss_bbox: 0.3829, d0.dn_loss_iou: 0.4864, d1.dn_loss_cls: 0.0410, d1.dn_loss_bbox: 0.2932, d1.dn_loss_iou: 0.3921, d2.dn_loss_cls: 0.0353, d2.dn_loss_bbox: 0.2744, d2.dn_loss_iou: 0.3736, d3.dn_loss_cls: 0.0338, d3.dn_loss_bbox: 0.2695, d3.dn_loss_iou: 0.3673, d4.dn_loss_cls: 0.0327, d4.dn_loss_bbox: 0.2692, d4.dn_loss_iou: 0.3663, loss: 9.7366, grad_norm: 25.6614 2023-11-22 20:36:54,875 - mmdet - INFO - Epoch [6][900/7330] lr: 1.000e-05, eta: 9:41:53, time: 0.682, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2560, interm_loss_bbox: 0.1999, interm_loss_iou: 0.4388, loss_cls: 0.2059, loss_bbox: 0.1631, loss_iou: 0.3769, d0.loss_cls: 0.2700, d0.loss_bbox: 0.1671, d0.loss_iou: 0.3895, d1.loss_cls: 0.2288, d1.loss_bbox: 0.1654, d1.loss_iou: 0.3831, d2.loss_cls: 0.2160, d2.loss_bbox: 0.1620, d2.loss_iou: 0.3770, d3.loss_cls: 0.2101, d3.loss_bbox: 0.1622, d3.loss_iou: 0.3764, d4.loss_cls: 0.2060, d4.loss_bbox: 0.1630, d4.loss_iou: 0.3772, dn_loss_cls: 0.0333, dn_loss_bbox: 0.2574, dn_loss_iou: 0.3697, d0.dn_loss_cls: 0.0684, d0.dn_loss_bbox: 0.3778, d0.dn_loss_iou: 0.4960, d1.dn_loss_cls: 0.0425, d1.dn_loss_bbox: 0.2845, d1.dn_loss_iou: 0.3974, d2.dn_loss_cls: 0.0365, d2.dn_loss_bbox: 0.2640, d2.dn_loss_iou: 0.3774, d3.dn_loss_cls: 0.0347, d3.dn_loss_bbox: 0.2583, d3.dn_loss_iou: 0.3707, d4.dn_loss_cls: 0.0335, d4.dn_loss_bbox: 0.2574, d4.dn_loss_iou: 0.3696, loss: 9.8234, grad_norm: 26.7500 2023-11-22 20:37:29,086 - mmdet - INFO - Epoch [6][950/7330] lr: 1.000e-05, eta: 9:41:18, time: 0.684, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2499, interm_loss_bbox: 0.1921, interm_loss_iou: 0.4411, loss_cls: 0.2052, loss_bbox: 0.1513, loss_iou: 0.3774, d0.loss_cls: 0.2648, d0.loss_bbox: 0.1593, d0.loss_iou: 0.3929, d1.loss_cls: 0.2243, d1.loss_bbox: 0.1571, d1.loss_iou: 0.3854, d2.loss_cls: 0.2139, d2.loss_bbox: 0.1522, d2.loss_iou: 0.3796, d3.loss_cls: 0.2068, d3.loss_bbox: 0.1526, d3.loss_iou: 0.3790, d4.loss_cls: 0.2054, d4.loss_bbox: 0.1519, d4.loss_iou: 0.3779, dn_loss_cls: 0.0338, dn_loss_bbox: 0.2559, dn_loss_iou: 0.3657, d0.dn_loss_cls: 0.0668, d0.dn_loss_bbox: 0.3800, d0.dn_loss_iou: 0.4921, d1.dn_loss_cls: 0.0421, d1.dn_loss_bbox: 0.2826, d1.dn_loss_iou: 0.3925, d2.dn_loss_cls: 0.0364, d2.dn_loss_bbox: 0.2616, d2.dn_loss_iou: 0.3725, d3.dn_loss_cls: 0.0348, d3.dn_loss_bbox: 0.2563, d3.dn_loss_iou: 0.3664, d4.dn_loss_cls: 0.0341, d4.dn_loss_bbox: 0.2560, d4.dn_loss_iou: 0.3656, loss: 9.7153, grad_norm: 27.8240 2023-11-22 20:38:03,746 - mmdet - INFO - Epoch [6][1000/7330] lr: 1.000e-05, eta: 9:40:44, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2616, interm_loss_bbox: 0.1938, interm_loss_iou: 0.4520, loss_cls: 0.2116, loss_bbox: 0.1528, loss_iou: 0.3856, d0.loss_cls: 0.2743, d0.loss_bbox: 0.1614, d0.loss_iou: 0.3996, d1.loss_cls: 0.2362, d1.loss_bbox: 0.1563, d1.loss_iou: 0.3934, d2.loss_cls: 0.2222, d2.loss_bbox: 0.1525, d2.loss_iou: 0.3874, d3.loss_cls: 0.2153, d3.loss_bbox: 0.1521, d3.loss_iou: 0.3864, d4.loss_cls: 0.2121, d4.loss_bbox: 0.1525, d4.loss_iou: 0.3862, dn_loss_cls: 0.0346, dn_loss_bbox: 0.2596, dn_loss_iou: 0.3793, d0.dn_loss_cls: 0.0687, d0.dn_loss_bbox: 0.3844, d0.dn_loss_iou: 0.5065, d1.dn_loss_cls: 0.0432, d1.dn_loss_bbox: 0.2873, d1.dn_loss_iou: 0.4066, d2.dn_loss_cls: 0.0377, d2.dn_loss_bbox: 0.2670, d2.dn_loss_iou: 0.3867, d3.dn_loss_cls: 0.0362, d3.dn_loss_bbox: 0.2604, d3.dn_loss_iou: 0.3804, d4.dn_loss_cls: 0.0350, d4.dn_loss_bbox: 0.2596, d4.dn_loss_iou: 0.3792, loss: 9.9578, grad_norm: 25.0890 2023-11-22 20:38:38,263 - mmdet - INFO - Epoch [6][1050/7330] lr: 1.000e-05, eta: 9:40:09, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2539, interm_loss_bbox: 0.1943, interm_loss_iou: 0.4205, loss_cls: 0.2031, loss_bbox: 0.1565, loss_iou: 0.3629, d0.loss_cls: 0.2688, d0.loss_bbox: 0.1622, d0.loss_iou: 0.3734, d1.loss_cls: 0.2262, d1.loss_bbox: 0.1591, d1.loss_iou: 0.3672, d2.loss_cls: 0.2139, d2.loss_bbox: 0.1555, d2.loss_iou: 0.3616, d3.loss_cls: 0.2069, d3.loss_bbox: 0.1558, d3.loss_iou: 0.3624, d4.loss_cls: 0.2038, d4.loss_bbox: 0.1561, d4.loss_iou: 0.3627, dn_loss_cls: 0.0347, dn_loss_bbox: 0.2830, dn_loss_iou: 0.3691, d0.dn_loss_cls: 0.0698, d0.dn_loss_bbox: 0.4100, d0.dn_loss_iou: 0.4985, d1.dn_loss_cls: 0.0439, d1.dn_loss_bbox: 0.3117, d1.dn_loss_iou: 0.3978, d2.dn_loss_cls: 0.0380, d2.dn_loss_bbox: 0.2899, d2.dn_loss_iou: 0.3770, d3.dn_loss_cls: 0.0362, d3.dn_loss_bbox: 0.2839, d3.dn_loss_iou: 0.3702, d4.dn_loss_cls: 0.0351, d4.dn_loss_bbox: 0.2830, d4.dn_loss_iou: 0.3690, loss: 9.8275, grad_norm: 24.9279 2023-11-22 20:39:12,684 - mmdet - INFO - Epoch [6][1100/7330] lr: 1.000e-05, eta: 9:39:34, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2499, interm_loss_bbox: 0.1984, interm_loss_iou: 0.4312, loss_cls: 0.2011, loss_bbox: 0.1565, loss_iou: 0.3658, d0.loss_cls: 0.2656, d0.loss_bbox: 0.1602, d0.loss_iou: 0.3760, d1.loss_cls: 0.2272, d1.loss_bbox: 0.1584, d1.loss_iou: 0.3699, d2.loss_cls: 0.2137, d2.loss_bbox: 0.1554, d2.loss_iou: 0.3653, d3.loss_cls: 0.2054, d3.loss_bbox: 0.1562, d3.loss_iou: 0.3649, d4.loss_cls: 0.2015, d4.loss_bbox: 0.1563, d4.loss_iou: 0.3658, dn_loss_cls: 0.0325, dn_loss_bbox: 0.2577, dn_loss_iou: 0.3604, d0.dn_loss_cls: 0.0675, d0.dn_loss_bbox: 0.3828, d0.dn_loss_iou: 0.4853, d1.dn_loss_cls: 0.0420, d1.dn_loss_bbox: 0.2859, d1.dn_loss_iou: 0.3879, d2.dn_loss_cls: 0.0361, d2.dn_loss_bbox: 0.2643, d2.dn_loss_iou: 0.3676, d3.dn_loss_cls: 0.0339, d3.dn_loss_bbox: 0.2584, d3.dn_loss_iou: 0.3614, d4.dn_loss_cls: 0.0329, d4.dn_loss_bbox: 0.2578, d4.dn_loss_iou: 0.3603, loss: 9.6193, grad_norm: 26.3433 2023-11-22 20:39:47,595 - mmdet - INFO - Epoch [6][1150/7330] lr: 1.000e-05, eta: 9:39:00, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2498, interm_loss_bbox: 0.2017, interm_loss_iou: 0.4206, loss_cls: 0.2038, loss_bbox: 0.1554, loss_iou: 0.3520, d0.loss_cls: 0.2630, d0.loss_bbox: 0.1660, d0.loss_iou: 0.3693, d1.loss_cls: 0.2275, d1.loss_bbox: 0.1614, d1.loss_iou: 0.3602, d2.loss_cls: 0.2156, d2.loss_bbox: 0.1547, d2.loss_iou: 0.3526, d3.loss_cls: 0.2081, d3.loss_bbox: 0.1556, d3.loss_iou: 0.3518, d4.loss_cls: 0.2047, d4.loss_bbox: 0.1549, d4.loss_iou: 0.3517, dn_loss_cls: 0.0316, dn_loss_bbox: 0.2726, dn_loss_iou: 0.3518, d0.dn_loss_cls: 0.0664, d0.dn_loss_bbox: 0.3958, d0.dn_loss_iou: 0.4778, d1.dn_loss_cls: 0.0409, d1.dn_loss_bbox: 0.3000, d1.dn_loss_iou: 0.3801, d2.dn_loss_cls: 0.0349, d2.dn_loss_bbox: 0.2791, d2.dn_loss_iou: 0.3592, d3.dn_loss_cls: 0.0332, d3.dn_loss_bbox: 0.2733, d3.dn_loss_iou: 0.3529, d4.dn_loss_cls: 0.0318, d4.dn_loss_bbox: 0.2726, d4.dn_loss_iou: 0.3517, loss: 9.5863, grad_norm: 26.9444 2023-11-22 20:40:22,378 - mmdet - INFO - Epoch [6][1200/7330] lr: 1.000e-05, eta: 9:38:25, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2502, interm_loss_bbox: 0.2003, interm_loss_iou: 0.4346, loss_cls: 0.2050, loss_bbox: 0.1618, loss_iou: 0.3728, d0.loss_cls: 0.2657, d0.loss_bbox: 0.1676, d0.loss_iou: 0.3843, d1.loss_cls: 0.2266, d1.loss_bbox: 0.1677, d1.loss_iou: 0.3796, d2.loss_cls: 0.2152, d2.loss_bbox: 0.1617, d2.loss_iou: 0.3737, d3.loss_cls: 0.2101, d3.loss_bbox: 0.1612, d3.loss_iou: 0.3725, d4.loss_cls: 0.2048, d4.loss_bbox: 0.1621, d4.loss_iou: 0.3738, dn_loss_cls: 0.0321, dn_loss_bbox: 0.2788, dn_loss_iou: 0.3634, d0.dn_loss_cls: 0.0672, d0.dn_loss_bbox: 0.4083, d0.dn_loss_iou: 0.4922, d1.dn_loss_cls: 0.0411, d1.dn_loss_bbox: 0.3074, d1.dn_loss_iou: 0.3913, d2.dn_loss_cls: 0.0352, d2.dn_loss_bbox: 0.2854, d2.dn_loss_iou: 0.3705, d3.dn_loss_cls: 0.0335, d3.dn_loss_bbox: 0.2795, d3.dn_loss_iou: 0.3642, d4.dn_loss_cls: 0.0323, d4.dn_loss_bbox: 0.2788, d4.dn_loss_iou: 0.3634, loss: 9.8759, grad_norm: 25.1312 2023-11-22 20:40:57,205 - mmdet - INFO - Epoch [6][1250/7330] lr: 1.000e-05, eta: 9:37:51, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2579, interm_loss_bbox: 0.1937, interm_loss_iou: 0.4300, loss_cls: 0.2078, loss_bbox: 0.1531, loss_iou: 0.3668, d0.loss_cls: 0.2682, d0.loss_bbox: 0.1626, d0.loss_iou: 0.3818, d1.loss_cls: 0.2317, d1.loss_bbox: 0.1584, d1.loss_iou: 0.3730, d2.loss_cls: 0.2179, d2.loss_bbox: 0.1537, d2.loss_iou: 0.3676, d3.loss_cls: 0.2107, d3.loss_bbox: 0.1535, d3.loss_iou: 0.3672, d4.loss_cls: 0.2080, d4.loss_bbox: 0.1533, d4.loss_iou: 0.3674, dn_loss_cls: 0.0324, dn_loss_bbox: 0.2695, dn_loss_iou: 0.3633, d0.dn_loss_cls: 0.0673, d0.dn_loss_bbox: 0.3861, d0.dn_loss_iou: 0.4856, d1.dn_loss_cls: 0.0420, d1.dn_loss_bbox: 0.2942, d1.dn_loss_iou: 0.3894, d2.dn_loss_cls: 0.0358, d2.dn_loss_bbox: 0.2745, d2.dn_loss_iou: 0.3697, d3.dn_loss_cls: 0.0338, d3.dn_loss_bbox: 0.2703, d3.dn_loss_iou: 0.3642, d4.dn_loss_cls: 0.0328, d4.dn_loss_bbox: 0.2694, d4.dn_loss_iou: 0.3632, loss: 9.7277, grad_norm: 24.5466 2023-11-22 20:41:32,220 - mmdet - INFO - Epoch [6][1300/7330] lr: 1.000e-05, eta: 9:37:17, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2475, interm_loss_bbox: 0.1905, interm_loss_iou: 0.4274, loss_cls: 0.1980, loss_bbox: 0.1557, loss_iou: 0.3649, d0.loss_cls: 0.2584, d0.loss_bbox: 0.1608, d0.loss_iou: 0.3804, d1.loss_cls: 0.2221, d1.loss_bbox: 0.1566, d1.loss_iou: 0.3711, d2.loss_cls: 0.2099, d2.loss_bbox: 0.1538, d2.loss_iou: 0.3644, d3.loss_cls: 0.2039, d3.loss_bbox: 0.1543, d3.loss_iou: 0.3636, d4.loss_cls: 0.2001, d4.loss_bbox: 0.1545, d4.loss_iou: 0.3640, dn_loss_cls: 0.0329, dn_loss_bbox: 0.2722, dn_loss_iou: 0.3615, d0.dn_loss_cls: 0.0678, d0.dn_loss_bbox: 0.3999, d0.dn_loss_iou: 0.4904, d1.dn_loss_cls: 0.0427, d1.dn_loss_bbox: 0.3000, d1.dn_loss_iou: 0.3887, d2.dn_loss_cls: 0.0366, d2.dn_loss_bbox: 0.2788, d2.dn_loss_iou: 0.3694, d3.dn_loss_cls: 0.0346, d3.dn_loss_bbox: 0.2728, d3.dn_loss_iou: 0.3623, d4.dn_loss_cls: 0.0334, d4.dn_loss_bbox: 0.2722, d4.dn_loss_iou: 0.3614, loss: 9.6798, grad_norm: 25.6173 2023-11-22 20:42:06,721 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-22 20:42:06,721 - mmdet - INFO - Epoch [6][1350/7330] lr: 1.000e-05, eta: 9:36:42, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2464, interm_loss_bbox: 0.1944, interm_loss_iou: 0.4344, loss_cls: 0.2002, loss_bbox: 0.1555, loss_iou: 0.3686, d0.loss_cls: 0.2628, d0.loss_bbox: 0.1611, d0.loss_iou: 0.3827, d1.loss_cls: 0.2263, d1.loss_bbox: 0.1579, d1.loss_iou: 0.3737, d2.loss_cls: 0.2112, d2.loss_bbox: 0.1558, d2.loss_iou: 0.3691, d3.loss_cls: 0.2037, d3.loss_bbox: 0.1556, d3.loss_iou: 0.3689, d4.loss_cls: 0.2010, d4.loss_bbox: 0.1554, d4.loss_iou: 0.3682, dn_loss_cls: 0.0323, dn_loss_bbox: 0.2692, dn_loss_iou: 0.3680, d0.dn_loss_cls: 0.0680, d0.dn_loss_bbox: 0.3929, d0.dn_loss_iou: 0.4978, d1.dn_loss_cls: 0.0416, d1.dn_loss_bbox: 0.2966, d1.dn_loss_iou: 0.3962, d2.dn_loss_cls: 0.0361, d2.dn_loss_bbox: 0.2760, d2.dn_loss_iou: 0.3757, d3.dn_loss_cls: 0.0340, d3.dn_loss_bbox: 0.2697, d3.dn_loss_iou: 0.3689, d4.dn_loss_cls: 0.0328, d4.dn_loss_bbox: 0.2692, d4.dn_loss_iou: 0.3679, loss: 9.7454, grad_norm: 26.4306 2023-11-22 20:42:41,045 - mmdet - INFO - Epoch [6][1400/7330] lr: 1.000e-05, eta: 9:36:07, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2495, interm_loss_bbox: 0.1950, interm_loss_iou: 0.4309, loss_cls: 0.1995, loss_bbox: 0.1591, loss_iou: 0.3721, d0.loss_cls: 0.2635, d0.loss_bbox: 0.1632, d0.loss_iou: 0.3818, d1.loss_cls: 0.2260, d1.loss_bbox: 0.1596, d1.loss_iou: 0.3743, d2.loss_cls: 0.2126, d2.loss_bbox: 0.1557, d2.loss_iou: 0.3694, d3.loss_cls: 0.2040, d3.loss_bbox: 0.1579, d3.loss_iou: 0.3702, d4.loss_cls: 0.2003, d4.loss_bbox: 0.1590, d4.loss_iou: 0.3719, dn_loss_cls: 0.0308, dn_loss_bbox: 0.2789, dn_loss_iou: 0.3684, d0.dn_loss_cls: 0.0646, d0.dn_loss_bbox: 0.4088, d0.dn_loss_iou: 0.4966, d1.dn_loss_cls: 0.0398, d1.dn_loss_bbox: 0.3075, d1.dn_loss_iou: 0.3973, d2.dn_loss_cls: 0.0342, d2.dn_loss_bbox: 0.2858, d2.dn_loss_iou: 0.3760, d3.dn_loss_cls: 0.0322, d3.dn_loss_bbox: 0.2797, d3.dn_loss_iou: 0.3692, d4.dn_loss_cls: 0.0311, d4.dn_loss_bbox: 0.2789, d4.dn_loss_iou: 0.3683, loss: 9.8236, grad_norm: 27.6434 2023-11-22 20:43:15,660 - mmdet - INFO - Epoch [6][1450/7330] lr: 1.000e-05, eta: 9:35:32, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2466, interm_loss_bbox: 0.1898, interm_loss_iou: 0.4285, loss_cls: 0.2009, loss_bbox: 0.1507, loss_iou: 0.3653, d0.loss_cls: 0.2656, d0.loss_bbox: 0.1583, d0.loss_iou: 0.3804, d1.loss_cls: 0.2249, d1.loss_bbox: 0.1541, d1.loss_iou: 0.3722, d2.loss_cls: 0.2117, d2.loss_bbox: 0.1514, d2.loss_iou: 0.3668, d3.loss_cls: 0.2049, d3.loss_bbox: 0.1509, d3.loss_iou: 0.3649, d4.loss_cls: 0.2009, d4.loss_bbox: 0.1512, d4.loss_iou: 0.3662, dn_loss_cls: 0.0315, dn_loss_bbox: 0.2645, dn_loss_iou: 0.3619, d0.dn_loss_cls: 0.0666, d0.dn_loss_bbox: 0.3861, d0.dn_loss_iou: 0.4874, d1.dn_loss_cls: 0.0414, d1.dn_loss_bbox: 0.2905, d1.dn_loss_iou: 0.3894, d2.dn_loss_cls: 0.0353, d2.dn_loss_bbox: 0.2708, d2.dn_loss_iou: 0.3690, d3.dn_loss_cls: 0.0333, d3.dn_loss_bbox: 0.2652, d3.dn_loss_iou: 0.3628, d4.dn_loss_cls: 0.0321, d4.dn_loss_bbox: 0.2645, d4.dn_loss_iou: 0.3619, loss: 9.6206, grad_norm: 25.1823 2023-11-22 20:43:49,937 - mmdet - INFO - Epoch [6][1500/7330] lr: 1.000e-05, eta: 9:34:57, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2480, interm_loss_bbox: 0.1913, interm_loss_iou: 0.4332, loss_cls: 0.2007, loss_bbox: 0.1559, loss_iou: 0.3754, d0.loss_cls: 0.2634, d0.loss_bbox: 0.1617, d0.loss_iou: 0.3864, d1.loss_cls: 0.2239, d1.loss_bbox: 0.1596, d1.loss_iou: 0.3801, d2.loss_cls: 0.2088, d2.loss_bbox: 0.1574, d2.loss_iou: 0.3778, d3.loss_cls: 0.2028, d3.loss_bbox: 0.1566, d3.loss_iou: 0.3757, d4.loss_cls: 0.2013, d4.loss_bbox: 0.1566, d4.loss_iou: 0.3753, dn_loss_cls: 0.0308, dn_loss_bbox: 0.2519, dn_loss_iou: 0.3590, d0.dn_loss_cls: 0.0645, d0.dn_loss_bbox: 0.3736, d0.dn_loss_iou: 0.4823, d1.dn_loss_cls: 0.0395, d1.dn_loss_bbox: 0.2775, d1.dn_loss_iou: 0.3841, d2.dn_loss_cls: 0.0338, d2.dn_loss_bbox: 0.2577, d2.dn_loss_iou: 0.3655, d3.dn_loss_cls: 0.0321, d3.dn_loss_bbox: 0.2527, d3.dn_loss_iou: 0.3599, d4.dn_loss_cls: 0.0312, d4.dn_loss_bbox: 0.2519, d4.dn_loss_iou: 0.3589, loss: 9.5985, grad_norm: 24.7131 2023-11-22 20:44:24,585 - mmdet - INFO - Epoch [6][1550/7330] lr: 1.000e-05, eta: 9:34:22, time: 0.693, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2608, interm_loss_bbox: 0.1871, interm_loss_iou: 0.4416, loss_cls: 0.2097, loss_bbox: 0.1520, loss_iou: 0.3791, d0.loss_cls: 0.2759, d0.loss_bbox: 0.1559, d0.loss_iou: 0.3910, d1.loss_cls: 0.2338, d1.loss_bbox: 0.1549, d1.loss_iou: 0.3871, d2.loss_cls: 0.2211, d2.loss_bbox: 0.1530, d2.loss_iou: 0.3807, d3.loss_cls: 0.2136, d3.loss_bbox: 0.1517, d3.loss_iou: 0.3797, d4.loss_cls: 0.2104, d4.loss_bbox: 0.1512, d4.loss_iou: 0.3790, dn_loss_cls: 0.0331, dn_loss_bbox: 0.2756, dn_loss_iou: 0.3741, d0.dn_loss_cls: 0.0672, d0.dn_loss_bbox: 0.3933, d0.dn_loss_iou: 0.4990, d1.dn_loss_cls: 0.0417, d1.dn_loss_bbox: 0.3006, d1.dn_loss_iou: 0.4011, d2.dn_loss_cls: 0.0361, d2.dn_loss_bbox: 0.2814, d2.dn_loss_iou: 0.3816, d3.dn_loss_cls: 0.0344, d3.dn_loss_bbox: 0.2765, d3.dn_loss_iou: 0.3750, d4.dn_loss_cls: 0.0333, d4.dn_loss_bbox: 0.2756, d4.dn_loss_iou: 0.3740, loss: 9.9229, grad_norm: 26.8178 2023-11-22 20:44:58,671 - mmdet - INFO - Epoch [6][1600/7330] lr: 1.000e-05, eta: 9:33:47, time: 0.682, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2533, interm_loss_bbox: 0.2009, interm_loss_iou: 0.4273, loss_cls: 0.2049, loss_bbox: 0.1585, loss_iou: 0.3660, d0.loss_cls: 0.2710, d0.loss_bbox: 0.1661, d0.loss_iou: 0.3768, d1.loss_cls: 0.2292, d1.loss_bbox: 0.1612, d1.loss_iou: 0.3712, d2.loss_cls: 0.2152, d2.loss_bbox: 0.1592, d2.loss_iou: 0.3677, d3.loss_cls: 0.2088, d3.loss_bbox: 0.1592, d3.loss_iou: 0.3674, d4.loss_cls: 0.2055, d4.loss_bbox: 0.1580, d4.loss_iou: 0.3670, dn_loss_cls: 0.0325, dn_loss_bbox: 0.2733, dn_loss_iou: 0.3596, d0.dn_loss_cls: 0.0671, d0.dn_loss_bbox: 0.4018, d0.dn_loss_iou: 0.4866, d1.dn_loss_cls: 0.0412, d1.dn_loss_bbox: 0.3013, d1.dn_loss_iou: 0.3873, d2.dn_loss_cls: 0.0354, d2.dn_loss_bbox: 0.2798, d2.dn_loss_iou: 0.3673, d3.dn_loss_cls: 0.0337, d3.dn_loss_bbox: 0.2739, d3.dn_loss_iou: 0.3605, d4.dn_loss_cls: 0.0326, d4.dn_loss_bbox: 0.2733, d4.dn_loss_iou: 0.3596, loss: 9.7613, grad_norm: 24.9186 2023-11-22 20:45:33,683 - mmdet - INFO - Epoch [6][1650/7330] lr: 1.000e-05, eta: 9:33:13, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2599, interm_loss_bbox: 0.2039, interm_loss_iou: 0.4416, loss_cls: 0.2072, loss_bbox: 0.1638, loss_iou: 0.3784, d0.loss_cls: 0.2733, d0.loss_bbox: 0.1680, d0.loss_iou: 0.3883, d1.loss_cls: 0.2314, d1.loss_bbox: 0.1674, d1.loss_iou: 0.3817, d2.loss_cls: 0.2186, d2.loss_bbox: 0.1628, d2.loss_iou: 0.3778, d3.loss_cls: 0.2105, d3.loss_bbox: 0.1629, d3.loss_iou: 0.3783, d4.loss_cls: 0.2079, d4.loss_bbox: 0.1634, d4.loss_iou: 0.3780, dn_loss_cls: 0.0334, dn_loss_bbox: 0.2766, dn_loss_iou: 0.3637, d0.dn_loss_cls: 0.0672, d0.dn_loss_bbox: 0.3996, d0.dn_loss_iou: 0.4893, d1.dn_loss_cls: 0.0425, d1.dn_loss_bbox: 0.3020, d1.dn_loss_iou: 0.3910, d2.dn_loss_cls: 0.0366, d2.dn_loss_bbox: 0.2825, d2.dn_loss_iou: 0.3712, d3.dn_loss_cls: 0.0349, d3.dn_loss_bbox: 0.2772, d3.dn_loss_iou: 0.3648, d4.dn_loss_cls: 0.0336, d4.dn_loss_bbox: 0.2766, d4.dn_loss_iou: 0.3636, loss: 9.9316, grad_norm: 28.0523 2023-11-22 20:46:08,375 - mmdet - INFO - Epoch [6][1700/7330] lr: 1.000e-05, eta: 9:32:38, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2506, interm_loss_bbox: 0.1947, interm_loss_iou: 0.4208, loss_cls: 0.2010, loss_bbox: 0.1619, loss_iou: 0.3671, d0.loss_cls: 0.2679, d0.loss_bbox: 0.1648, d0.loss_iou: 0.3751, d1.loss_cls: 0.2265, d1.loss_bbox: 0.1648, d1.loss_iou: 0.3708, d2.loss_cls: 0.2119, d2.loss_bbox: 0.1622, d2.loss_iou: 0.3674, d3.loss_cls: 0.2053, d3.loss_bbox: 0.1624, d3.loss_iou: 0.3668, d4.loss_cls: 0.2019, d4.loss_bbox: 0.1618, d4.loss_iou: 0.3667, dn_loss_cls: 0.0331, dn_loss_bbox: 0.2661, dn_loss_iou: 0.3684, d0.dn_loss_cls: 0.0670, d0.dn_loss_bbox: 0.3862, d0.dn_loss_iou: 0.4941, d1.dn_loss_cls: 0.0421, d1.dn_loss_bbox: 0.2940, d1.dn_loss_iou: 0.3970, d2.dn_loss_cls: 0.0363, d2.dn_loss_bbox: 0.2724, d2.dn_loss_iou: 0.3762, d3.dn_loss_cls: 0.0344, d3.dn_loss_bbox: 0.2670, d3.dn_loss_iou: 0.3695, d4.dn_loss_cls: 0.0336, d4.dn_loss_bbox: 0.2661, d4.dn_loss_iou: 0.3683, loss: 9.7440, grad_norm: 23.3445 2023-11-22 20:46:43,417 - mmdet - INFO - Epoch [6][1750/7330] lr: 1.000e-05, eta: 9:32:04, time: 0.701, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2468, interm_loss_bbox: 0.1955, interm_loss_iou: 0.4323, loss_cls: 0.2015, loss_bbox: 0.1551, loss_iou: 0.3714, d0.loss_cls: 0.2597, d0.loss_bbox: 0.1641, d0.loss_iou: 0.3850, d1.loss_cls: 0.2229, d1.loss_bbox: 0.1586, d1.loss_iou: 0.3772, d2.loss_cls: 0.2092, d2.loss_bbox: 0.1566, d2.loss_iou: 0.3738, d3.loss_cls: 0.2059, d3.loss_bbox: 0.1546, d3.loss_iou: 0.3706, d4.loss_cls: 0.2026, d4.loss_bbox: 0.1544, d4.loss_iou: 0.3708, dn_loss_cls: 0.0321, dn_loss_bbox: 0.2655, dn_loss_iou: 0.3622, d0.dn_loss_cls: 0.0661, d0.dn_loss_bbox: 0.3876, d0.dn_loss_iou: 0.4874, d1.dn_loss_cls: 0.0409, d1.dn_loss_bbox: 0.2913, d1.dn_loss_iou: 0.3883, d2.dn_loss_cls: 0.0352, d2.dn_loss_bbox: 0.2710, d2.dn_loss_iou: 0.3687, d3.dn_loss_cls: 0.0332, d3.dn_loss_bbox: 0.2662, d3.dn_loss_iou: 0.3629, d4.dn_loss_cls: 0.0323, d4.dn_loss_bbox: 0.2655, d4.dn_loss_iou: 0.3621, loss: 9.6871, grad_norm: 26.5629 2023-11-22 20:47:18,318 - mmdet - INFO - Epoch [6][1800/7330] lr: 1.000e-05, eta: 9:31:30, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2541, interm_loss_bbox: 0.1991, interm_loss_iou: 0.4268, loss_cls: 0.2034, loss_bbox: 0.1629, loss_iou: 0.3687, d0.loss_cls: 0.2679, d0.loss_bbox: 0.1680, d0.loss_iou: 0.3797, d1.loss_cls: 0.2275, d1.loss_bbox: 0.1657, d1.loss_iou: 0.3747, d2.loss_cls: 0.2141, d2.loss_bbox: 0.1634, d2.loss_iou: 0.3692, d3.loss_cls: 0.2074, d3.loss_bbox: 0.1624, d3.loss_iou: 0.3680, d4.loss_cls: 0.2046, d4.loss_bbox: 0.1624, d4.loss_iou: 0.3681, dn_loss_cls: 0.0318, dn_loss_bbox: 0.2736, dn_loss_iou: 0.3572, d0.dn_loss_cls: 0.0665, d0.dn_loss_bbox: 0.3973, d0.dn_loss_iou: 0.4824, d1.dn_loss_cls: 0.0413, d1.dn_loss_bbox: 0.2981, d1.dn_loss_iou: 0.3837, d2.dn_loss_cls: 0.0355, d2.dn_loss_bbox: 0.2793, d2.dn_loss_iou: 0.3642, d3.dn_loss_cls: 0.0335, d3.dn_loss_bbox: 0.2743, d3.dn_loss_iou: 0.3581, d4.dn_loss_cls: 0.0321, d4.dn_loss_bbox: 0.2736, d4.dn_loss_iou: 0.3572, loss: 9.7576, grad_norm: 24.3101 2023-11-22 20:47:52,368 - mmdet - INFO - Epoch [6][1850/7330] lr: 1.000e-05, eta: 9:30:55, time: 0.681, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2564, interm_loss_bbox: 0.1915, interm_loss_iou: 0.4278, loss_cls: 0.2067, loss_bbox: 0.1508, loss_iou: 0.3657, d0.loss_cls: 0.2728, d0.loss_bbox: 0.1599, d0.loss_iou: 0.3776, d1.loss_cls: 0.2352, d1.loss_bbox: 0.1522, d1.loss_iou: 0.3683, d2.loss_cls: 0.2207, d2.loss_bbox: 0.1495, d2.loss_iou: 0.3647, d3.loss_cls: 0.2128, d3.loss_bbox: 0.1494, d3.loss_iou: 0.3642, d4.loss_cls: 0.2086, d4.loss_bbox: 0.1495, d4.loss_iou: 0.3645, dn_loss_cls: 0.0334, dn_loss_bbox: 0.2690, dn_loss_iou: 0.3555, d0.dn_loss_cls: 0.0676, d0.dn_loss_bbox: 0.3990, d0.dn_loss_iou: 0.4820, d1.dn_loss_cls: 0.0422, d1.dn_loss_bbox: 0.2964, d1.dn_loss_iou: 0.3823, d2.dn_loss_cls: 0.0363, d2.dn_loss_bbox: 0.2747, d2.dn_loss_iou: 0.3622, d3.dn_loss_cls: 0.0346, d3.dn_loss_bbox: 0.2695, d3.dn_loss_iou: 0.3563, d4.dn_loss_cls: 0.0336, d4.dn_loss_bbox: 0.2690, d4.dn_loss_iou: 0.3554, loss: 9.6678, grad_norm: 25.8526 2023-11-22 20:48:27,114 - mmdet - INFO - Epoch [6][1900/7330] lr: 1.000e-05, eta: 9:30:20, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2573, interm_loss_bbox: 0.1951, interm_loss_iou: 0.4319, loss_cls: 0.2045, loss_bbox: 0.1591, loss_iou: 0.3718, d0.loss_cls: 0.2690, d0.loss_bbox: 0.1644, d0.loss_iou: 0.3865, d1.loss_cls: 0.2313, d1.loss_bbox: 0.1601, d1.loss_iou: 0.3747, d2.loss_cls: 0.2175, d2.loss_bbox: 0.1577, d2.loss_iou: 0.3708, d3.loss_cls: 0.2091, d3.loss_bbox: 0.1584, d3.loss_iou: 0.3715, d4.loss_cls: 0.2060, d4.loss_bbox: 0.1582, d4.loss_iou: 0.3713, dn_loss_cls: 0.0336, dn_loss_bbox: 0.2809, dn_loss_iou: 0.3730, d0.dn_loss_cls: 0.0690, d0.dn_loss_bbox: 0.4034, d0.dn_loss_iou: 0.4950, d1.dn_loss_cls: 0.0425, d1.dn_loss_bbox: 0.3104, d1.dn_loss_iou: 0.4008, d2.dn_loss_cls: 0.0368, d2.dn_loss_bbox: 0.2873, d2.dn_loss_iou: 0.3804, d3.dn_loss_cls: 0.0349, d3.dn_loss_bbox: 0.2819, d3.dn_loss_iou: 0.3740, d4.dn_loss_cls: 0.0339, d4.dn_loss_bbox: 0.2810, d4.dn_loss_iou: 0.3730, loss: 9.9183, grad_norm: 26.5831 2023-11-22 20:49:01,337 - mmdet - INFO - Epoch [6][1950/7330] lr: 1.000e-05, eta: 9:29:45, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2493, interm_loss_bbox: 0.1934, interm_loss_iou: 0.4304, loss_cls: 0.1989, loss_bbox: 0.1570, loss_iou: 0.3701, d0.loss_cls: 0.2630, d0.loss_bbox: 0.1627, d0.loss_iou: 0.3845, d1.loss_cls: 0.2228, d1.loss_bbox: 0.1594, d1.loss_iou: 0.3763, d2.loss_cls: 0.2087, d2.loss_bbox: 0.1581, d2.loss_iou: 0.3709, d3.loss_cls: 0.2009, d3.loss_bbox: 0.1576, d3.loss_iou: 0.3711, d4.loss_cls: 0.1983, d4.loss_bbox: 0.1580, d4.loss_iou: 0.3712, dn_loss_cls: 0.0316, dn_loss_bbox: 0.2549, dn_loss_iou: 0.3661, d0.dn_loss_cls: 0.0660, d0.dn_loss_bbox: 0.3785, d0.dn_loss_iou: 0.4947, d1.dn_loss_cls: 0.0409, d1.dn_loss_bbox: 0.2826, d1.dn_loss_iou: 0.3941, d2.dn_loss_cls: 0.0351, d2.dn_loss_bbox: 0.2613, d2.dn_loss_iou: 0.3732, d3.dn_loss_cls: 0.0331, d3.dn_loss_bbox: 0.2554, d3.dn_loss_iou: 0.3668, d4.dn_loss_cls: 0.0320, d4.dn_loss_bbox: 0.2549, d4.dn_loss_iou: 0.3660, loss: 9.6495, grad_norm: 25.6124 2023-11-22 20:49:36,373 - mmdet - INFO - Epoch [6][2000/7330] lr: 1.000e-05, eta: 9:29:11, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2412, interm_loss_bbox: 0.1912, interm_loss_iou: 0.4439, loss_cls: 0.1961, loss_bbox: 0.1515, loss_iou: 0.3785, d0.loss_cls: 0.2569, d0.loss_bbox: 0.1576, d0.loss_iou: 0.3917, d1.loss_cls: 0.2185, d1.loss_bbox: 0.1554, d1.loss_iou: 0.3843, d2.loss_cls: 0.2053, d2.loss_bbox: 0.1528, d2.loss_iou: 0.3803, d3.loss_cls: 0.1994, d3.loss_bbox: 0.1522, d3.loss_iou: 0.3799, d4.loss_cls: 0.1966, d4.loss_bbox: 0.1521, d4.loss_iou: 0.3795, dn_loss_cls: 0.0308, dn_loss_bbox: 0.2512, dn_loss_iou: 0.3657, d0.dn_loss_cls: 0.0654, d0.dn_loss_bbox: 0.3727, d0.dn_loss_iou: 0.4925, d1.dn_loss_cls: 0.0405, d1.dn_loss_bbox: 0.2774, d1.dn_loss_iou: 0.3920, d2.dn_loss_cls: 0.0340, d2.dn_loss_bbox: 0.2573, d2.dn_loss_iou: 0.3729, d3.dn_loss_cls: 0.0323, d3.dn_loss_bbox: 0.2519, d3.dn_loss_iou: 0.3666, d4.dn_loss_cls: 0.0313, d4.dn_loss_bbox: 0.2512, d4.dn_loss_iou: 0.3656, loss: 9.6165, grad_norm: 29.1755 2023-11-22 20:50:10,778 - mmdet - INFO - Epoch [6][2050/7330] lr: 1.000e-05, eta: 9:28:36, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2578, interm_loss_bbox: 0.1994, interm_loss_iou: 0.4494, loss_cls: 0.2113, loss_bbox: 0.1614, loss_iou: 0.3895, d0.loss_cls: 0.2716, d0.loss_bbox: 0.1688, d0.loss_iou: 0.4003, d1.loss_cls: 0.2325, d1.loss_bbox: 0.1664, d1.loss_iou: 0.3969, d2.loss_cls: 0.2207, d2.loss_bbox: 0.1631, d2.loss_iou: 0.3908, d3.loss_cls: 0.2139, d3.loss_bbox: 0.1616, d3.loss_iou: 0.3910, d4.loss_cls: 0.2109, d4.loss_bbox: 0.1620, d4.loss_iou: 0.3908, dn_loss_cls: 0.0338, dn_loss_bbox: 0.2809, dn_loss_iou: 0.3830, d0.dn_loss_cls: 0.0688, d0.dn_loss_bbox: 0.4017, d0.dn_loss_iou: 0.5089, d1.dn_loss_cls: 0.0433, d1.dn_loss_bbox: 0.3064, d1.dn_loss_iou: 0.4100, d2.dn_loss_cls: 0.0372, d2.dn_loss_bbox: 0.2867, d2.dn_loss_iou: 0.3903, d3.dn_loss_cls: 0.0352, d3.dn_loss_bbox: 0.2817, d3.dn_loss_iou: 0.3841, d4.dn_loss_cls: 0.0340, d4.dn_loss_bbox: 0.2809, d4.dn_loss_iou: 0.3829, loss: 10.1597, grad_norm: 24.8268 2023-11-22 20:50:44,950 - mmdet - INFO - Epoch [6][2100/7330] lr: 1.000e-05, eta: 9:28:01, time: 0.683, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2589, interm_loss_bbox: 0.1983, interm_loss_iou: 0.4254, loss_cls: 0.2098, loss_bbox: 0.1613, loss_iou: 0.3639, d0.loss_cls: 0.2701, d0.loss_bbox: 0.1666, d0.loss_iou: 0.3763, d1.loss_cls: 0.2340, d1.loss_bbox: 0.1646, d1.loss_iou: 0.3686, d2.loss_cls: 0.2196, d2.loss_bbox: 0.1619, d2.loss_iou: 0.3656, d3.loss_cls: 0.2134, d3.loss_bbox: 0.1619, d3.loss_iou: 0.3642, d4.loss_cls: 0.2100, d4.loss_bbox: 0.1613, d4.loss_iou: 0.3642, dn_loss_cls: 0.0337, dn_loss_bbox: 0.2729, dn_loss_iou: 0.3567, d0.dn_loss_cls: 0.0677, d0.dn_loss_bbox: 0.4022, d0.dn_loss_iou: 0.4819, d1.dn_loss_cls: 0.0423, d1.dn_loss_bbox: 0.3003, d1.dn_loss_iou: 0.3842, d2.dn_loss_cls: 0.0366, d2.dn_loss_bbox: 0.2788, d2.dn_loss_iou: 0.3639, d3.dn_loss_cls: 0.0348, d3.dn_loss_bbox: 0.2736, d3.dn_loss_iou: 0.3576, d4.dn_loss_cls: 0.0339, d4.dn_loss_bbox: 0.2729, d4.dn_loss_iou: 0.3566, loss: 9.7706, grad_norm: 27.6868 2023-11-22 20:51:19,500 - mmdet - INFO - Epoch [6][2150/7330] lr: 1.000e-05, eta: 9:27:26, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2470, interm_loss_bbox: 0.1950, interm_loss_iou: 0.4222, loss_cls: 0.1959, loss_bbox: 0.1621, loss_iou: 0.3648, d0.loss_cls: 0.2588, d0.loss_bbox: 0.1668, d0.loss_iou: 0.3775, d1.loss_cls: 0.2198, d1.loss_bbox: 0.1644, d1.loss_iou: 0.3704, d2.loss_cls: 0.2065, d2.loss_bbox: 0.1604, d2.loss_iou: 0.3636, d3.loss_cls: 0.1998, d3.loss_bbox: 0.1609, d3.loss_iou: 0.3646, d4.loss_cls: 0.1968, d4.loss_bbox: 0.1617, d4.loss_iou: 0.3646, dn_loss_cls: 0.0318, dn_loss_bbox: 0.2608, dn_loss_iou: 0.3593, d0.dn_loss_cls: 0.0669, d0.dn_loss_bbox: 0.3813, d0.dn_loss_iou: 0.4875, d1.dn_loss_cls: 0.0414, d1.dn_loss_bbox: 0.2862, d1.dn_loss_iou: 0.3864, d2.dn_loss_cls: 0.0355, d2.dn_loss_bbox: 0.2665, d2.dn_loss_iou: 0.3663, d3.dn_loss_cls: 0.0338, d3.dn_loss_bbox: 0.2612, d3.dn_loss_iou: 0.3600, d4.dn_loss_cls: 0.0323, d4.dn_loss_bbox: 0.2608, d4.dn_loss_iou: 0.3592, loss: 9.6011, grad_norm: 28.0665 2023-11-22 20:51:54,152 - mmdet - INFO - Epoch [6][2200/7330] lr: 1.000e-05, eta: 9:26:52, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2488, interm_loss_bbox: 0.1841, interm_loss_iou: 0.4326, loss_cls: 0.1985, loss_bbox: 0.1496, loss_iou: 0.3755, d0.loss_cls: 0.2620, d0.loss_bbox: 0.1539, d0.loss_iou: 0.3902, d1.loss_cls: 0.2214, d1.loss_bbox: 0.1517, d1.loss_iou: 0.3839, d2.loss_cls: 0.2078, d2.loss_bbox: 0.1487, d2.loss_iou: 0.3778, d3.loss_cls: 0.2013, d3.loss_bbox: 0.1488, d3.loss_iou: 0.3758, d4.loss_cls: 0.1982, d4.loss_bbox: 0.1502, d4.loss_iou: 0.3763, dn_loss_cls: 0.0312, dn_loss_bbox: 0.2508, dn_loss_iou: 0.3749, d0.dn_loss_cls: 0.0645, d0.dn_loss_bbox: 0.3684, d0.dn_loss_iou: 0.5014, d1.dn_loss_cls: 0.0401, d1.dn_loss_bbox: 0.2762, d1.dn_loss_iou: 0.4021, d2.dn_loss_cls: 0.0343, d2.dn_loss_bbox: 0.2565, d2.dn_loss_iou: 0.3819, d3.dn_loss_cls: 0.0327, d3.dn_loss_bbox: 0.2514, d3.dn_loss_iou: 0.3758, d4.dn_loss_cls: 0.0316, d4.dn_loss_bbox: 0.2508, d4.dn_loss_iou: 0.3748, loss: 9.6362, grad_norm: 27.0098 2023-11-22 20:52:28,344 - mmdet - INFO - Epoch [6][2250/7330] lr: 1.000e-05, eta: 9:26:16, time: 0.684, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2563, interm_loss_bbox: 0.1962, interm_loss_iou: 0.4446, loss_cls: 0.2127, loss_bbox: 0.1569, loss_iou: 0.3809, d0.loss_cls: 0.2714, d0.loss_bbox: 0.1617, d0.loss_iou: 0.3917, d1.loss_cls: 0.2328, d1.loss_bbox: 0.1617, d1.loss_iou: 0.3877, d2.loss_cls: 0.2225, d2.loss_bbox: 0.1581, d2.loss_iou: 0.3807, d3.loss_cls: 0.2144, d3.loss_bbox: 0.1589, d3.loss_iou: 0.3823, d4.loss_cls: 0.2122, d4.loss_bbox: 0.1578, d4.loss_iou: 0.3815, dn_loss_cls: 0.0333, dn_loss_bbox: 0.2680, dn_loss_iou: 0.3723, d0.dn_loss_cls: 0.0681, d0.dn_loss_bbox: 0.3876, d0.dn_loss_iou: 0.4977, d1.dn_loss_cls: 0.0424, d1.dn_loss_bbox: 0.2955, d1.dn_loss_iou: 0.3999, d2.dn_loss_cls: 0.0366, d2.dn_loss_bbox: 0.2744, d2.dn_loss_iou: 0.3802, d3.dn_loss_cls: 0.0348, d3.dn_loss_bbox: 0.2687, d3.dn_loss_iou: 0.3732, d4.dn_loss_cls: 0.0337, d4.dn_loss_bbox: 0.2680, d4.dn_loss_iou: 0.3722, loss: 9.9296, grad_norm: 26.3277 2023-11-22 20:53:02,745 - mmdet - INFO - Epoch [6][2300/7330] lr: 1.000e-05, eta: 9:25:41, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2503, interm_loss_bbox: 0.1993, interm_loss_iou: 0.4196, loss_cls: 0.1986, loss_bbox: 0.1601, loss_iou: 0.3563, d0.loss_cls: 0.2646, d0.loss_bbox: 0.1657, d0.loss_iou: 0.3682, d1.loss_cls: 0.2262, d1.loss_bbox: 0.1617, d1.loss_iou: 0.3583, d2.loss_cls: 0.2091, d2.loss_bbox: 0.1603, d2.loss_iou: 0.3567, d3.loss_cls: 0.2029, d3.loss_bbox: 0.1597, d3.loss_iou: 0.3561, d4.loss_cls: 0.1989, d4.loss_bbox: 0.1602, d4.loss_iou: 0.3567, dn_loss_cls: 0.0312, dn_loss_bbox: 0.2730, dn_loss_iou: 0.3471, d0.dn_loss_cls: 0.0666, d0.dn_loss_bbox: 0.4059, d0.dn_loss_iou: 0.4773, d1.dn_loss_cls: 0.0406, d1.dn_loss_bbox: 0.3038, d1.dn_loss_iou: 0.3754, d2.dn_loss_cls: 0.0346, d2.dn_loss_bbox: 0.2809, d2.dn_loss_iou: 0.3546, d3.dn_loss_cls: 0.0326, d3.dn_loss_bbox: 0.2738, d3.dn_loss_iou: 0.3481, d4.dn_loss_cls: 0.0314, d4.dn_loss_bbox: 0.2730, d4.dn_loss_iou: 0.3470, loss: 9.5864, grad_norm: 26.3084 2023-11-22 20:53:37,280 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-22 20:53:37,281 - mmdet - INFO - Epoch [6][2350/7330] lr: 1.000e-05, eta: 9:25:07, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2452, interm_loss_bbox: 0.1965, interm_loss_iou: 0.4243, loss_cls: 0.1963, loss_bbox: 0.1553, loss_iou: 0.3609, d0.loss_cls: 0.2599, d0.loss_bbox: 0.1626, d0.loss_iou: 0.3717, d1.loss_cls: 0.2242, d1.loss_bbox: 0.1563, d1.loss_iou: 0.3636, d2.loss_cls: 0.2087, d2.loss_bbox: 0.1541, d2.loss_iou: 0.3594, d3.loss_cls: 0.2010, d3.loss_bbox: 0.1544, d3.loss_iou: 0.3606, d4.loss_cls: 0.1971, d4.loss_bbox: 0.1552, d4.loss_iou: 0.3606, dn_loss_cls: 0.0325, dn_loss_bbox: 0.2594, dn_loss_iou: 0.3511, d0.dn_loss_cls: 0.0664, d0.dn_loss_bbox: 0.3832, d0.dn_loss_iou: 0.4779, d1.dn_loss_cls: 0.0415, d1.dn_loss_bbox: 0.2860, d1.dn_loss_iou: 0.3779, d2.dn_loss_cls: 0.0357, d2.dn_loss_bbox: 0.2655, d2.dn_loss_iou: 0.3582, d3.dn_loss_cls: 0.0340, d3.dn_loss_bbox: 0.2601, d3.dn_loss_iou: 0.3519, d4.dn_loss_cls: 0.0329, d4.dn_loss_bbox: 0.2594, d4.dn_loss_iou: 0.3510, loss: 9.4925, grad_norm: 27.3307 2023-11-22 20:54:11,715 - mmdet - INFO - Epoch [6][2400/7330] lr: 1.000e-05, eta: 9:24:32, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2505, interm_loss_bbox: 0.1973, interm_loss_iou: 0.4354, loss_cls: 0.2032, loss_bbox: 0.1550, loss_iou: 0.3695, d0.loss_cls: 0.2627, d0.loss_bbox: 0.1621, d0.loss_iou: 0.3837, d1.loss_cls: 0.2237, d1.loss_bbox: 0.1594, d1.loss_iou: 0.3777, d2.loss_cls: 0.2111, d2.loss_bbox: 0.1561, d2.loss_iou: 0.3729, d3.loss_cls: 0.2054, d3.loss_bbox: 0.1556, d3.loss_iou: 0.3713, d4.loss_cls: 0.2029, d4.loss_bbox: 0.1556, d4.loss_iou: 0.3702, dn_loss_cls: 0.0323, dn_loss_bbox: 0.2586, dn_loss_iou: 0.3632, d0.dn_loss_cls: 0.0660, d0.dn_loss_bbox: 0.3821, d0.dn_loss_iou: 0.4867, d1.dn_loss_cls: 0.0409, d1.dn_loss_bbox: 0.2852, d1.dn_loss_iou: 0.3901, d2.dn_loss_cls: 0.0352, d2.dn_loss_bbox: 0.2650, d2.dn_loss_iou: 0.3702, d3.dn_loss_cls: 0.0335, d3.dn_loss_bbox: 0.2594, d3.dn_loss_iou: 0.3641, d4.dn_loss_cls: 0.0324, d4.dn_loss_bbox: 0.2586, d4.dn_loss_iou: 0.3631, loss: 9.6676, grad_norm: 27.9885 2023-11-22 20:54:46,484 - mmdet - INFO - Epoch [6][2450/7330] lr: 1.000e-05, eta: 9:23:57, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2556, interm_loss_bbox: 0.1927, interm_loss_iou: 0.4324, loss_cls: 0.2071, loss_bbox: 0.1515, loss_iou: 0.3735, d0.loss_cls: 0.2663, d0.loss_bbox: 0.1608, d0.loss_iou: 0.3850, d1.loss_cls: 0.2296, d1.loss_bbox: 0.1567, d1.loss_iou: 0.3799, d2.loss_cls: 0.2161, d2.loss_bbox: 0.1525, d2.loss_iou: 0.3763, d3.loss_cls: 0.2114, d3.loss_bbox: 0.1507, d3.loss_iou: 0.3728, d4.loss_cls: 0.2080, d4.loss_bbox: 0.1506, d4.loss_iou: 0.3730, dn_loss_cls: 0.0319, dn_loss_bbox: 0.2755, dn_loss_iou: 0.3710, d0.dn_loss_cls: 0.0664, d0.dn_loss_bbox: 0.3998, d0.dn_loss_iou: 0.4949, d1.dn_loss_cls: 0.0411, d1.dn_loss_bbox: 0.3010, d1.dn_loss_iou: 0.3969, d2.dn_loss_cls: 0.0353, d2.dn_loss_bbox: 0.2814, d2.dn_loss_iou: 0.3780, d3.dn_loss_cls: 0.0335, d3.dn_loss_bbox: 0.2759, d3.dn_loss_iou: 0.3717, d4.dn_loss_cls: 0.0322, d4.dn_loss_bbox: 0.2756, d4.dn_loss_iou: 0.3709, loss: 9.8355, grad_norm: 24.7057 2023-11-22 20:55:21,349 - mmdet - INFO - Epoch [6][2500/7330] lr: 1.000e-05, eta: 9:23:23, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2528, interm_loss_bbox: 0.1943, interm_loss_iou: 0.4283, loss_cls: 0.2041, loss_bbox: 0.1543, loss_iou: 0.3671, d0.loss_cls: 0.2634, d0.loss_bbox: 0.1645, d0.loss_iou: 0.3846, d1.loss_cls: 0.2260, d1.loss_bbox: 0.1580, d1.loss_iou: 0.3736, d2.loss_cls: 0.2145, d2.loss_bbox: 0.1539, d2.loss_iou: 0.3686, d3.loss_cls: 0.2075, d3.loss_bbox: 0.1539, d3.loss_iou: 0.3671, d4.loss_cls: 0.2051, d4.loss_bbox: 0.1538, d4.loss_iou: 0.3664, dn_loss_cls: 0.0341, dn_loss_bbox: 0.2658, dn_loss_iou: 0.3567, d0.dn_loss_cls: 0.0675, d0.dn_loss_bbox: 0.3981, d0.dn_loss_iou: 0.4863, d1.dn_loss_cls: 0.0426, d1.dn_loss_bbox: 0.2941, d1.dn_loss_iou: 0.3844, d2.dn_loss_cls: 0.0374, d2.dn_loss_bbox: 0.2721, d2.dn_loss_iou: 0.3640, d3.dn_loss_cls: 0.0354, d3.dn_loss_bbox: 0.2662, d3.dn_loss_iou: 0.3575, d4.dn_loss_cls: 0.0344, d4.dn_loss_bbox: 0.2658, d4.dn_loss_iou: 0.3566, loss: 9.6806, grad_norm: 26.8915 2023-11-22 20:55:55,988 - mmdet - INFO - Epoch [6][2550/7330] lr: 1.000e-05, eta: 9:22:48, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2457, interm_loss_bbox: 0.1913, interm_loss_iou: 0.4295, loss_cls: 0.2006, loss_bbox: 0.1536, loss_iou: 0.3723, d0.loss_cls: 0.2608, d0.loss_bbox: 0.1604, d0.loss_iou: 0.3848, d1.loss_cls: 0.2214, d1.loss_bbox: 0.1572, d1.loss_iou: 0.3789, d2.loss_cls: 0.2078, d2.loss_bbox: 0.1549, d2.loss_iou: 0.3746, d3.loss_cls: 0.2034, d3.loss_bbox: 0.1541, d3.loss_iou: 0.3722, d4.loss_cls: 0.2006, d4.loss_bbox: 0.1536, d4.loss_iou: 0.3727, dn_loss_cls: 0.0317, dn_loss_bbox: 0.2500, dn_loss_iou: 0.3554, d0.dn_loss_cls: 0.0654, d0.dn_loss_bbox: 0.3720, d0.dn_loss_iou: 0.4820, d1.dn_loss_cls: 0.0407, d1.dn_loss_bbox: 0.2772, d1.dn_loss_iou: 0.3818, d2.dn_loss_cls: 0.0346, d2.dn_loss_bbox: 0.2562, d2.dn_loss_iou: 0.3619, d3.dn_loss_cls: 0.0329, d3.dn_loss_bbox: 0.2507, d3.dn_loss_iou: 0.3563, d4.dn_loss_cls: 0.0320, d4.dn_loss_bbox: 0.2500, d4.dn_loss_iou: 0.3553, loss: 9.5364, grad_norm: 27.8575 2023-11-22 20:56:30,150 - mmdet - INFO - Epoch [6][2600/7330] lr: 1.000e-05, eta: 9:22:13, time: 0.683, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2445, interm_loss_bbox: 0.1868, interm_loss_iou: 0.4261, loss_cls: 0.1980, loss_bbox: 0.1544, loss_iou: 0.3691, d0.loss_cls: 0.2572, d0.loss_bbox: 0.1597, d0.loss_iou: 0.3808, d1.loss_cls: 0.2223, d1.loss_bbox: 0.1543, d1.loss_iou: 0.3715, d2.loss_cls: 0.2099, d2.loss_bbox: 0.1532, d2.loss_iou: 0.3680, d3.loss_cls: 0.2028, d3.loss_bbox: 0.1538, d3.loss_iou: 0.3685, d4.loss_cls: 0.1992, d4.loss_bbox: 0.1540, d4.loss_iou: 0.3686, dn_loss_cls: 0.0334, dn_loss_bbox: 0.2500, dn_loss_iou: 0.3532, d0.dn_loss_cls: 0.0669, d0.dn_loss_bbox: 0.3742, d0.dn_loss_iou: 0.4802, d1.dn_loss_cls: 0.0423, d1.dn_loss_bbox: 0.2767, d1.dn_loss_iou: 0.3809, d2.dn_loss_cls: 0.0367, d2.dn_loss_bbox: 0.2561, d2.dn_loss_iou: 0.3603, d3.dn_loss_cls: 0.0348, d3.dn_loss_bbox: 0.2507, d3.dn_loss_iou: 0.3542, d4.dn_loss_cls: 0.0336, d4.dn_loss_bbox: 0.2500, d4.dn_loss_iou: 0.3531, loss: 9.4897, grad_norm: 28.1689 2023-11-22 20:57:07,036 - mmdet - INFO - Epoch [6][2650/7330] lr: 1.000e-05, eta: 9:21:41, time: 0.738, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2475, interm_loss_bbox: 0.1949, interm_loss_iou: 0.4292, loss_cls: 0.1961, loss_bbox: 0.1602, loss_iou: 0.3707, d0.loss_cls: 0.2630, d0.loss_bbox: 0.1639, d0.loss_iou: 0.3796, d1.loss_cls: 0.2213, d1.loss_bbox: 0.1618, d1.loss_iou: 0.3763, d2.loss_cls: 0.2080, d2.loss_bbox: 0.1584, d2.loss_iou: 0.3700, d3.loss_cls: 0.1998, d3.loss_bbox: 0.1600, d3.loss_iou: 0.3705, d4.loss_cls: 0.1967, d4.loss_bbox: 0.1601, d4.loss_iou: 0.3713, dn_loss_cls: 0.0322, dn_loss_bbox: 0.2604, dn_loss_iou: 0.3552, d0.dn_loss_cls: 0.0668, d0.dn_loss_bbox: 0.3916, d0.dn_loss_iou: 0.4822, d1.dn_loss_cls: 0.0416, d1.dn_loss_bbox: 0.2885, d1.dn_loss_iou: 0.3832, d2.dn_loss_cls: 0.0354, d2.dn_loss_bbox: 0.2662, d2.dn_loss_iou: 0.3625, d3.dn_loss_cls: 0.0336, d3.dn_loss_bbox: 0.2610, d3.dn_loss_iou: 0.3562, d4.dn_loss_cls: 0.0325, d4.dn_loss_bbox: 0.2604, d4.dn_loss_iou: 0.3551, loss: 9.6233, grad_norm: 25.4162 2023-11-22 20:57:41,549 - mmdet - INFO - Epoch [6][2700/7330] lr: 1.000e-05, eta: 9:21:07, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2478, interm_loss_bbox: 0.1840, interm_loss_iou: 0.4344, loss_cls: 0.1979, loss_bbox: 0.1499, loss_iou: 0.3766, d0.loss_cls: 0.2604, d0.loss_bbox: 0.1542, d0.loss_iou: 0.3869, d1.loss_cls: 0.2219, d1.loss_bbox: 0.1524, d1.loss_iou: 0.3796, d2.loss_cls: 0.2102, d2.loss_bbox: 0.1486, d2.loss_iou: 0.3753, d3.loss_cls: 0.2016, d3.loss_bbox: 0.1493, d3.loss_iou: 0.3760, d4.loss_cls: 0.1990, d4.loss_bbox: 0.1492, d4.loss_iou: 0.3756, dn_loss_cls: 0.0326, dn_loss_bbox: 0.2612, dn_loss_iou: 0.3634, d0.dn_loss_cls: 0.0666, d0.dn_loss_bbox: 0.3774, d0.dn_loss_iou: 0.4889, d1.dn_loss_cls: 0.0412, d1.dn_loss_bbox: 0.2876, d1.dn_loss_iou: 0.3896, d2.dn_loss_cls: 0.0355, d2.dn_loss_bbox: 0.2670, d2.dn_loss_iou: 0.3702, d3.dn_loss_cls: 0.0339, d3.dn_loss_bbox: 0.2617, d3.dn_loss_iou: 0.3640, d4.dn_loss_cls: 0.0329, d4.dn_loss_bbox: 0.2613, d4.dn_loss_iou: 0.3633, loss: 9.6290, grad_norm: 26.9656 2023-11-22 20:58:16,506 - mmdet - INFO - Epoch [6][2750/7330] lr: 1.000e-05, eta: 9:20:32, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2545, interm_loss_bbox: 0.1931, interm_loss_iou: 0.4352, loss_cls: 0.2043, loss_bbox: 0.1545, loss_iou: 0.3756, d0.loss_cls: 0.2683, d0.loss_bbox: 0.1615, d0.loss_iou: 0.3885, d1.loss_cls: 0.2290, d1.loss_bbox: 0.1607, d1.loss_iou: 0.3821, d2.loss_cls: 0.2149, d2.loss_bbox: 0.1550, d2.loss_iou: 0.3762, d3.loss_cls: 0.2095, d3.loss_bbox: 0.1532, d3.loss_iou: 0.3741, d4.loss_cls: 0.2054, d4.loss_bbox: 0.1544, d4.loss_iou: 0.3754, dn_loss_cls: 0.0350, dn_loss_bbox: 0.2779, dn_loss_iou: 0.3720, d0.dn_loss_cls: 0.0693, d0.dn_loss_bbox: 0.4073, d0.dn_loss_iou: 0.4996, d1.dn_loss_cls: 0.0441, d1.dn_loss_bbox: 0.3093, d1.dn_loss_iou: 0.4015, d2.dn_loss_cls: 0.0382, d2.dn_loss_bbox: 0.2858, d2.dn_loss_iou: 0.3801, d3.dn_loss_cls: 0.0366, d3.dn_loss_bbox: 0.2789, d3.dn_loss_iou: 0.3731, d4.dn_loss_cls: 0.0352, d4.dn_loss_bbox: 0.2779, d4.dn_loss_iou: 0.3719, loss: 9.9192, grad_norm: 26.3679 2023-11-22 20:58:50,771 - mmdet - INFO - Epoch [6][2800/7330] lr: 1.000e-05, eta: 9:19:57, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2530, interm_loss_bbox: 0.1869, interm_loss_iou: 0.4229, loss_cls: 0.2028, loss_bbox: 0.1565, loss_iou: 0.3674, d0.loss_cls: 0.2652, d0.loss_bbox: 0.1602, d0.loss_iou: 0.3759, d1.loss_cls: 0.2275, d1.loss_bbox: 0.1578, d1.loss_iou: 0.3712, d2.loss_cls: 0.2130, d2.loss_bbox: 0.1563, d2.loss_iou: 0.3676, d3.loss_cls: 0.2076, d3.loss_bbox: 0.1555, d3.loss_iou: 0.3664, d4.loss_cls: 0.2031, d4.loss_bbox: 0.1567, d4.loss_iou: 0.3681, dn_loss_cls: 0.0350, dn_loss_bbox: 0.2611, dn_loss_iou: 0.3636, d0.dn_loss_cls: 0.0671, d0.dn_loss_bbox: 0.3800, d0.dn_loss_iou: 0.4853, d1.dn_loss_cls: 0.0432, d1.dn_loss_bbox: 0.2885, d1.dn_loss_iou: 0.3902, d2.dn_loss_cls: 0.0377, d2.dn_loss_bbox: 0.2674, d2.dn_loss_iou: 0.3705, d3.dn_loss_cls: 0.0360, d3.dn_loss_bbox: 0.2619, d3.dn_loss_iou: 0.3645, d4.dn_loss_cls: 0.0351, d4.dn_loss_bbox: 0.2610, d4.dn_loss_iou: 0.3635, loss: 9.6531, grad_norm: 26.2615 2023-11-22 20:59:27,326 - mmdet - INFO - Epoch [6][2850/7330] lr: 1.000e-05, eta: 9:19:25, time: 0.731, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2563, interm_loss_bbox: 0.1924, interm_loss_iou: 0.4287, loss_cls: 0.2076, loss_bbox: 0.1540, loss_iou: 0.3673, d0.loss_cls: 0.2675, d0.loss_bbox: 0.1604, d0.loss_iou: 0.3797, d1.loss_cls: 0.2313, d1.loss_bbox: 0.1573, d1.loss_iou: 0.3728, d2.loss_cls: 0.2169, d2.loss_bbox: 0.1554, d2.loss_iou: 0.3686, d3.loss_cls: 0.2112, d3.loss_bbox: 0.1539, d3.loss_iou: 0.3665, d4.loss_cls: 0.2076, d4.loss_bbox: 0.1541, d4.loss_iou: 0.3676, dn_loss_cls: 0.0338, dn_loss_bbox: 0.2710, dn_loss_iou: 0.3795, d0.dn_loss_cls: 0.0685, d0.dn_loss_bbox: 0.3897, d0.dn_loss_iou: 0.5035, d1.dn_loss_cls: 0.0436, d1.dn_loss_bbox: 0.2983, d1.dn_loss_iou: 0.4074, d2.dn_loss_cls: 0.0377, d2.dn_loss_bbox: 0.2776, d2.dn_loss_iou: 0.3868, d3.dn_loss_cls: 0.0355, d3.dn_loss_bbox: 0.2717, d3.dn_loss_iou: 0.3801, d4.dn_loss_cls: 0.0343, d4.dn_loss_bbox: 0.2710, d4.dn_loss_iou: 0.3794, loss: 9.8468, grad_norm: 26.4765 2023-11-22 21:00:01,950 - mmdet - INFO - Epoch [6][2900/7330] lr: 1.000e-05, eta: 9:18:50, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2552, interm_loss_bbox: 0.2068, interm_loss_iou: 0.4323, loss_cls: 0.2037, loss_bbox: 0.1665, loss_iou: 0.3685, d0.loss_cls: 0.2698, d0.loss_bbox: 0.1721, d0.loss_iou: 0.3799, d1.loss_cls: 0.2284, d1.loss_bbox: 0.1705, d1.loss_iou: 0.3749, d2.loss_cls: 0.2142, d2.loss_bbox: 0.1674, d2.loss_iou: 0.3705, d3.loss_cls: 0.2086, d3.loss_bbox: 0.1655, d3.loss_iou: 0.3685, d4.loss_cls: 0.2045, d4.loss_bbox: 0.1658, d4.loss_iou: 0.3688, dn_loss_cls: 0.0339, dn_loss_bbox: 0.2776, dn_loss_iou: 0.3642, d0.dn_loss_cls: 0.0689, d0.dn_loss_bbox: 0.4024, d0.dn_loss_iou: 0.4880, d1.dn_loss_cls: 0.0432, d1.dn_loss_bbox: 0.3039, d1.dn_loss_iou: 0.3911, d2.dn_loss_cls: 0.0373, d2.dn_loss_bbox: 0.2834, d2.dn_loss_iou: 0.3714, d3.dn_loss_cls: 0.0354, d3.dn_loss_bbox: 0.2783, d3.dn_loss_iou: 0.3652, d4.dn_loss_cls: 0.0343, d4.dn_loss_bbox: 0.2776, d4.dn_loss_iou: 0.3641, loss: 9.8824, grad_norm: 26.4414 2023-11-22 21:00:36,126 - mmdet - INFO - Epoch [6][2950/7330] lr: 1.000e-05, eta: 9:18:15, time: 0.684, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2497, interm_loss_bbox: 0.1975, interm_loss_iou: 0.4350, loss_cls: 0.2023, loss_bbox: 0.1588, loss_iou: 0.3713, d0.loss_cls: 0.2650, d0.loss_bbox: 0.1659, d0.loss_iou: 0.3827, d1.loss_cls: 0.2253, d1.loss_bbox: 0.1623, d1.loss_iou: 0.3775, d2.loss_cls: 0.2160, d2.loss_bbox: 0.1580, d2.loss_iou: 0.3703, d3.loss_cls: 0.2069, d3.loss_bbox: 0.1588, d3.loss_iou: 0.3712, d4.loss_cls: 0.2033, d4.loss_bbox: 0.1584, d4.loss_iou: 0.3712, dn_loss_cls: 0.0328, dn_loss_bbox: 0.2574, dn_loss_iou: 0.3567, d0.dn_loss_cls: 0.0660, d0.dn_loss_bbox: 0.3825, d0.dn_loss_iou: 0.4793, d1.dn_loss_cls: 0.0412, d1.dn_loss_bbox: 0.2851, d1.dn_loss_iou: 0.3824, d2.dn_loss_cls: 0.0354, d2.dn_loss_bbox: 0.2634, d2.dn_loss_iou: 0.3634, d3.dn_loss_cls: 0.0338, d3.dn_loss_bbox: 0.2581, d3.dn_loss_iou: 0.3574, d4.dn_loss_cls: 0.0329, d4.dn_loss_bbox: 0.2574, d4.dn_loss_iou: 0.3566, loss: 9.6492, grad_norm: 25.5001 2023-11-22 21:01:09,921 - mmdet - INFO - Epoch [6][3000/7330] lr: 1.000e-05, eta: 9:17:40, time: 0.676, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2497, interm_loss_bbox: 0.1954, interm_loss_iou: 0.4323, loss_cls: 0.2024, loss_bbox: 0.1568, loss_iou: 0.3700, d0.loss_cls: 0.2652, d0.loss_bbox: 0.1615, d0.loss_iou: 0.3811, d1.loss_cls: 0.2258, d1.loss_bbox: 0.1615, d1.loss_iou: 0.3764, d2.loss_cls: 0.2118, d2.loss_bbox: 0.1586, d2.loss_iou: 0.3716, d3.loss_cls: 0.2056, d3.loss_bbox: 0.1578, d3.loss_iou: 0.3716, d4.loss_cls: 0.2031, d4.loss_bbox: 0.1571, d4.loss_iou: 0.3703, dn_loss_cls: 0.0346, dn_loss_bbox: 0.2793, dn_loss_iou: 0.3781, d0.dn_loss_cls: 0.0679, d0.dn_loss_bbox: 0.4002, d0.dn_loss_iou: 0.5012, d1.dn_loss_cls: 0.0432, d1.dn_loss_bbox: 0.3066, d1.dn_loss_iou: 0.4060, d2.dn_loss_cls: 0.0376, d2.dn_loss_bbox: 0.2855, d2.dn_loss_iou: 0.3859, d3.dn_loss_cls: 0.0359, d3.dn_loss_bbox: 0.2798, d3.dn_loss_iou: 0.3792, d4.dn_loss_cls: 0.0349, d4.dn_loss_bbox: 0.2793, d4.dn_loss_iou: 0.3781, loss: 9.8990, grad_norm: 24.9346 2023-11-22 21:01:44,643 - mmdet - INFO - Epoch [6][3050/7330] lr: 1.000e-05, eta: 9:17:05, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2511, interm_loss_bbox: 0.1834, interm_loss_iou: 0.4251, loss_cls: 0.2057, loss_bbox: 0.1524, loss_iou: 0.3675, d0.loss_cls: 0.2665, d0.loss_bbox: 0.1568, d0.loss_iou: 0.3797, d1.loss_cls: 0.2265, d1.loss_bbox: 0.1548, d1.loss_iou: 0.3754, d2.loss_cls: 0.2159, d2.loss_bbox: 0.1515, d2.loss_iou: 0.3680, d3.loss_cls: 0.2086, d3.loss_bbox: 0.1522, d3.loss_iou: 0.3675, d4.loss_cls: 0.2059, d4.loss_bbox: 0.1525, d4.loss_iou: 0.3678, dn_loss_cls: 0.0353, dn_loss_bbox: 0.2534, dn_loss_iou: 0.3548, d0.dn_loss_cls: 0.0689, d0.dn_loss_bbox: 0.3722, d0.dn_loss_iou: 0.4787, d1.dn_loss_cls: 0.0428, d1.dn_loss_bbox: 0.2770, d1.dn_loss_iou: 0.3792, d2.dn_loss_cls: 0.0374, d2.dn_loss_bbox: 0.2582, d2.dn_loss_iou: 0.3608, d3.dn_loss_cls: 0.0359, d3.dn_loss_bbox: 0.2541, d3.dn_loss_iou: 0.3556, d4.dn_loss_cls: 0.0353, d4.dn_loss_bbox: 0.2535, d4.dn_loss_iou: 0.3547, loss: 9.5427, grad_norm: 27.0579 2023-11-22 21:02:19,289 - mmdet - INFO - Epoch [6][3100/7330] lr: 1.000e-05, eta: 9:16:30, time: 0.693, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2532, interm_loss_bbox: 0.1988, interm_loss_iou: 0.4337, loss_cls: 0.2050, loss_bbox: 0.1546, loss_iou: 0.3666, d0.loss_cls: 0.2661, d0.loss_bbox: 0.1619, d0.loss_iou: 0.3814, d1.loss_cls: 0.2291, d1.loss_bbox: 0.1569, d1.loss_iou: 0.3737, d2.loss_cls: 0.2156, d2.loss_bbox: 0.1544, d2.loss_iou: 0.3677, d3.loss_cls: 0.2095, d3.loss_bbox: 0.1530, d3.loss_iou: 0.3664, d4.loss_cls: 0.2058, d4.loss_bbox: 0.1540, d4.loss_iou: 0.3667, dn_loss_cls: 0.0332, dn_loss_bbox: 0.2634, dn_loss_iou: 0.3661, d0.dn_loss_cls: 0.0666, d0.dn_loss_bbox: 0.3897, d0.dn_loss_iou: 0.4934, d1.dn_loss_cls: 0.0412, d1.dn_loss_bbox: 0.2915, d1.dn_loss_iou: 0.3941, d2.dn_loss_cls: 0.0355, d2.dn_loss_bbox: 0.2692, d2.dn_loss_iou: 0.3736, d3.dn_loss_cls: 0.0339, d3.dn_loss_bbox: 0.2640, d3.dn_loss_iou: 0.3672, d4.dn_loss_cls: 0.0332, d4.dn_loss_bbox: 0.2634, d4.dn_loss_iou: 0.3660, loss: 9.7195, grad_norm: 26.6444 2023-11-22 21:02:53,765 - mmdet - INFO - Epoch [6][3150/7330] lr: 1.000e-05, eta: 9:15:56, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2487, interm_loss_bbox: 0.2027, interm_loss_iou: 0.4257, loss_cls: 0.2032, loss_bbox: 0.1591, loss_iou: 0.3651, d0.loss_cls: 0.2689, d0.loss_bbox: 0.1653, d0.loss_iou: 0.3741, d1.loss_cls: 0.2289, d1.loss_bbox: 0.1615, d1.loss_iou: 0.3688, d2.loss_cls: 0.2138, d2.loss_bbox: 0.1590, d2.loss_iou: 0.3652, d3.loss_cls: 0.2084, d3.loss_bbox: 0.1581, d3.loss_iou: 0.3640, d4.loss_cls: 0.2039, d4.loss_bbox: 0.1594, d4.loss_iou: 0.3652, dn_loss_cls: 0.0321, dn_loss_bbox: 0.2813, dn_loss_iou: 0.3590, d0.dn_loss_cls: 0.0655, d0.dn_loss_bbox: 0.4078, d0.dn_loss_iou: 0.4825, d1.dn_loss_cls: 0.0405, d1.dn_loss_bbox: 0.3098, d1.dn_loss_iou: 0.3862, d2.dn_loss_cls: 0.0350, d2.dn_loss_bbox: 0.2880, d2.dn_loss_iou: 0.3661, d3.dn_loss_cls: 0.0333, d3.dn_loss_bbox: 0.2820, d3.dn_loss_iou: 0.3598, d4.dn_loss_cls: 0.0324, d4.dn_loss_bbox: 0.2813, d4.dn_loss_iou: 0.3589, loss: 9.7710, grad_norm: 25.2717 2023-11-22 21:03:28,245 - mmdet - INFO - Epoch [6][3200/7330] lr: 1.000e-05, eta: 9:15:21, time: 0.690, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2450, interm_loss_bbox: 0.1930, interm_loss_iou: 0.4254, loss_cls: 0.1977, loss_bbox: 0.1575, loss_iou: 0.3714, d0.loss_cls: 0.2609, d0.loss_bbox: 0.1607, d0.loss_iou: 0.3781, d1.loss_cls: 0.2216, d1.loss_bbox: 0.1603, d1.loss_iou: 0.3760, d2.loss_cls: 0.2081, d2.loss_bbox: 0.1564, d2.loss_iou: 0.3709, d3.loss_cls: 0.2015, d3.loss_bbox: 0.1578, d3.loss_iou: 0.3713, d4.loss_cls: 0.1991, d4.loss_bbox: 0.1577, d4.loss_iou: 0.3710, dn_loss_cls: 0.0313, dn_loss_bbox: 0.2558, dn_loss_iou: 0.3529, d0.dn_loss_cls: 0.0662, d0.dn_loss_bbox: 0.3768, d0.dn_loss_iou: 0.4772, d1.dn_loss_cls: 0.0407, d1.dn_loss_bbox: 0.2820, d1.dn_loss_iou: 0.3799, d2.dn_loss_cls: 0.0348, d2.dn_loss_bbox: 0.2617, d2.dn_loss_iou: 0.3598, d3.dn_loss_cls: 0.0329, d3.dn_loss_bbox: 0.2568, d3.dn_loss_iou: 0.3541, d4.dn_loss_cls: 0.0317, d4.dn_loss_bbox: 0.2558, d4.dn_loss_iou: 0.3528, loss: 9.5446, grad_norm: 25.8612 2023-11-22 21:04:02,972 - mmdet - INFO - Epoch [6][3250/7330] lr: 1.000e-05, eta: 9:14:46, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2536, interm_loss_bbox: 0.1990, interm_loss_iou: 0.4248, loss_cls: 0.2074, loss_bbox: 0.1544, loss_iou: 0.3615, d0.loss_cls: 0.2693, d0.loss_bbox: 0.1629, d0.loss_iou: 0.3742, d1.loss_cls: 0.2317, d1.loss_bbox: 0.1594, d1.loss_iou: 0.3685, d2.loss_cls: 0.2201, d2.loss_bbox: 0.1542, d2.loss_iou: 0.3601, d3.loss_cls: 0.2133, d3.loss_bbox: 0.1532, d3.loss_iou: 0.3601, d4.loss_cls: 0.2086, d4.loss_bbox: 0.1543, d4.loss_iou: 0.3614, dn_loss_cls: 0.0320, dn_loss_bbox: 0.2712, dn_loss_iou: 0.3603, d0.dn_loss_cls: 0.0652, d0.dn_loss_bbox: 0.3937, d0.dn_loss_iou: 0.4879, d1.dn_loss_cls: 0.0407, d1.dn_loss_bbox: 0.2971, d1.dn_loss_iou: 0.3875, d2.dn_loss_cls: 0.0352, d2.dn_loss_bbox: 0.2775, d2.dn_loss_iou: 0.3675, d3.dn_loss_cls: 0.0335, d3.dn_loss_bbox: 0.2720, d3.dn_loss_iou: 0.3611, d4.dn_loss_cls: 0.0323, d4.dn_loss_bbox: 0.2712, d4.dn_loss_iou: 0.3602, loss: 9.6981, grad_norm: 25.2986 2023-11-22 21:04:37,440 - mmdet - INFO - Epoch [6][3300/7330] lr: 1.000e-05, eta: 9:14:11, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2448, interm_loss_bbox: 0.1907, interm_loss_iou: 0.4250, loss_cls: 0.1956, loss_bbox: 0.1535, loss_iou: 0.3650, d0.loss_cls: 0.2554, d0.loss_bbox: 0.1568, d0.loss_iou: 0.3763, d1.loss_cls: 0.2201, d1.loss_bbox: 0.1555, d1.loss_iou: 0.3685, d2.loss_cls: 0.2068, d2.loss_bbox: 0.1526, d2.loss_iou: 0.3644, d3.loss_cls: 0.1989, d3.loss_bbox: 0.1535, d3.loss_iou: 0.3648, d4.loss_cls: 0.1966, d4.loss_bbox: 0.1534, d4.loss_iou: 0.3648, dn_loss_cls: 0.0294, dn_loss_bbox: 0.2560, dn_loss_iou: 0.3536, d0.dn_loss_cls: 0.0632, d0.dn_loss_bbox: 0.3718, d0.dn_loss_iou: 0.4747, d1.dn_loss_cls: 0.0380, d1.dn_loss_bbox: 0.2801, d1.dn_loss_iou: 0.3795, d2.dn_loss_cls: 0.0323, d2.dn_loss_bbox: 0.2620, d2.dn_loss_iou: 0.3608, d3.dn_loss_cls: 0.0305, d3.dn_loss_bbox: 0.2564, d3.dn_loss_iou: 0.3543, d4.dn_loss_cls: 0.0296, d4.dn_loss_bbox: 0.2560, d4.dn_loss_iou: 0.3536, loss: 9.4448, grad_norm: 26.1557 2023-11-22 21:05:11,772 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-22 21:05:11,772 - mmdet - INFO - Epoch [6][3350/7330] lr: 1.000e-05, eta: 9:13:36, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2466, interm_loss_bbox: 0.1913, interm_loss_iou: 0.4303, loss_cls: 0.2011, loss_bbox: 0.1540, loss_iou: 0.3691, d0.loss_cls: 0.2643, d0.loss_bbox: 0.1586, d0.loss_iou: 0.3807, d1.loss_cls: 0.2244, d1.loss_bbox: 0.1575, d1.loss_iou: 0.3743, d2.loss_cls: 0.2120, d2.loss_bbox: 0.1539, d2.loss_iou: 0.3684, d3.loss_cls: 0.2047, d3.loss_bbox: 0.1548, d3.loss_iou: 0.3693, d4.loss_cls: 0.2028, d4.loss_bbox: 0.1533, d4.loss_iou: 0.3689, dn_loss_cls: 0.0314, dn_loss_bbox: 0.2729, dn_loss_iou: 0.3681, d0.dn_loss_cls: 0.0673, d0.dn_loss_bbox: 0.3958, d0.dn_loss_iou: 0.4948, d1.dn_loss_cls: 0.0414, d1.dn_loss_bbox: 0.2997, d1.dn_loss_iou: 0.3951, d2.dn_loss_cls: 0.0353, d2.dn_loss_bbox: 0.2793, d2.dn_loss_iou: 0.3753, d3.dn_loss_cls: 0.0332, d3.dn_loss_bbox: 0.2738, d3.dn_loss_iou: 0.3693, d4.dn_loss_cls: 0.0319, d4.dn_loss_bbox: 0.2730, d4.dn_loss_iou: 0.3681, loss: 9.7460, grad_norm: 26.0035 2023-11-22 21:05:46,136 - mmdet - INFO - Epoch [6][3400/7330] lr: 1.000e-05, eta: 9:13:02, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2443, interm_loss_bbox: 0.1884, interm_loss_iou: 0.4239, loss_cls: 0.1951, loss_bbox: 0.1549, loss_iou: 0.3683, d0.loss_cls: 0.2561, d0.loss_bbox: 0.1607, d0.loss_iou: 0.3816, d1.loss_cls: 0.2212, d1.loss_bbox: 0.1567, d1.loss_iou: 0.3725, d2.loss_cls: 0.2060, d2.loss_bbox: 0.1549, d2.loss_iou: 0.3684, d3.loss_cls: 0.1976, d3.loss_bbox: 0.1552, d3.loss_iou: 0.3696, d4.loss_cls: 0.1958, d4.loss_bbox: 0.1545, d4.loss_iou: 0.3683, dn_loss_cls: 0.0329, dn_loss_bbox: 0.2604, dn_loss_iou: 0.3618, d0.dn_loss_cls: 0.0668, d0.dn_loss_bbox: 0.3819, d0.dn_loss_iou: 0.4840, d1.dn_loss_cls: 0.0415, d1.dn_loss_bbox: 0.2871, d1.dn_loss_iou: 0.3886, d2.dn_loss_cls: 0.0362, d2.dn_loss_bbox: 0.2671, d2.dn_loss_iou: 0.3692, d3.dn_loss_cls: 0.0345, d3.dn_loss_bbox: 0.2612, d3.dn_loss_iou: 0.3626, d4.dn_loss_cls: 0.0332, d4.dn_loss_bbox: 0.2604, d4.dn_loss_iou: 0.3617, loss: 9.5849, grad_norm: 25.2296 2023-11-22 21:06:20,875 - mmdet - INFO - Epoch [6][3450/7330] lr: 1.000e-05, eta: 9:12:27, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2467, interm_loss_bbox: 0.1962, interm_loss_iou: 0.4462, loss_cls: 0.1994, loss_bbox: 0.1586, loss_iou: 0.3872, d0.loss_cls: 0.2619, d0.loss_bbox: 0.1651, d0.loss_iou: 0.3958, d1.loss_cls: 0.2235, d1.loss_bbox: 0.1616, d1.loss_iou: 0.3907, d2.loss_cls: 0.2099, d2.loss_bbox: 0.1588, d2.loss_iou: 0.3851, d3.loss_cls: 0.2028, d3.loss_bbox: 0.1593, d3.loss_iou: 0.3861, d4.loss_cls: 0.1996, d4.loss_bbox: 0.1586, d4.loss_iou: 0.3863, dn_loss_cls: 0.0315, dn_loss_bbox: 0.2570, dn_loss_iou: 0.3711, d0.dn_loss_cls: 0.0645, d0.dn_loss_bbox: 0.3720, d0.dn_loss_iou: 0.4935, d1.dn_loss_cls: 0.0399, d1.dn_loss_bbox: 0.2812, d1.dn_loss_iou: 0.3971, d2.dn_loss_cls: 0.0347, d2.dn_loss_bbox: 0.2621, d2.dn_loss_iou: 0.3778, d3.dn_loss_cls: 0.0327, d3.dn_loss_bbox: 0.2576, d3.dn_loss_iou: 0.3718, d4.dn_loss_cls: 0.0316, d4.dn_loss_bbox: 0.2570, d4.dn_loss_iou: 0.3710, loss: 9.7837, grad_norm: 27.4172 2023-11-22 21:06:55,300 - mmdet - INFO - Epoch [6][3500/7330] lr: 1.000e-05, eta: 9:11:52, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2512, interm_loss_bbox: 0.1941, interm_loss_iou: 0.4318, loss_cls: 0.2020, loss_bbox: 0.1576, loss_iou: 0.3732, d0.loss_cls: 0.2654, d0.loss_bbox: 0.1618, d0.loss_iou: 0.3839, d1.loss_cls: 0.2245, d1.loss_bbox: 0.1614, d1.loss_iou: 0.3790, d2.loss_cls: 0.2123, d2.loss_bbox: 0.1574, d2.loss_iou: 0.3723, d3.loss_cls: 0.2056, d3.loss_bbox: 0.1573, d3.loss_iou: 0.3725, d4.loss_cls: 0.2023, d4.loss_bbox: 0.1574, d4.loss_iou: 0.3728, dn_loss_cls: 0.0326, dn_loss_bbox: 0.2593, dn_loss_iou: 0.3591, d0.dn_loss_cls: 0.0679, d0.dn_loss_bbox: 0.3816, d0.dn_loss_iou: 0.4834, d1.dn_loss_cls: 0.0418, d1.dn_loss_bbox: 0.2874, d1.dn_loss_iou: 0.3861, d2.dn_loss_cls: 0.0360, d2.dn_loss_bbox: 0.2653, d2.dn_loss_iou: 0.3663, d3.dn_loss_cls: 0.0340, d3.dn_loss_bbox: 0.2598, d3.dn_loss_iou: 0.3598, d4.dn_loss_cls: 0.0330, d4.dn_loss_bbox: 0.2593, d4.dn_loss_iou: 0.3590, loss: 9.6675, grad_norm: 25.6137 2023-11-22 21:07:29,357 - mmdet - INFO - Epoch [6][3550/7330] lr: 1.000e-05, eta: 9:11:17, time: 0.681, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2453, interm_loss_bbox: 0.1909, interm_loss_iou: 0.4206, loss_cls: 0.1968, loss_bbox: 0.1559, loss_iou: 0.3655, d0.loss_cls: 0.2575, d0.loss_bbox: 0.1614, d0.loss_iou: 0.3757, d1.loss_cls: 0.2194, d1.loss_bbox: 0.1581, d1.loss_iou: 0.3688, d2.loss_cls: 0.2081, d2.loss_bbox: 0.1549, d2.loss_iou: 0.3638, d3.loss_cls: 0.2005, d3.loss_bbox: 0.1553, d3.loss_iou: 0.3649, d4.loss_cls: 0.1970, d4.loss_bbox: 0.1559, d4.loss_iou: 0.3655, dn_loss_cls: 0.0309, dn_loss_bbox: 0.2488, dn_loss_iou: 0.3599, d0.dn_loss_cls: 0.0640, d0.dn_loss_bbox: 0.3678, d0.dn_loss_iou: 0.4824, d1.dn_loss_cls: 0.0395, d1.dn_loss_bbox: 0.2745, d1.dn_loss_iou: 0.3864, d2.dn_loss_cls: 0.0340, d2.dn_loss_bbox: 0.2548, d2.dn_loss_iou: 0.3666, d3.dn_loss_cls: 0.0320, d3.dn_loss_bbox: 0.2497, d3.dn_loss_iou: 0.3608, d4.dn_loss_cls: 0.0312, d4.dn_loss_bbox: 0.2489, d4.dn_loss_iou: 0.3598, loss: 9.4736, grad_norm: 24.6483 2023-11-22 21:08:03,831 - mmdet - INFO - Epoch [6][3600/7330] lr: 1.000e-05, eta: 9:10:42, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2422, interm_loss_bbox: 0.2047, interm_loss_iou: 0.4262, loss_cls: 0.1957, loss_bbox: 0.1604, loss_iou: 0.3601, d0.loss_cls: 0.2582, d0.loss_bbox: 0.1665, d0.loss_iou: 0.3752, d1.loss_cls: 0.2207, d1.loss_bbox: 0.1618, d1.loss_iou: 0.3650, d2.loss_cls: 0.2069, d2.loss_bbox: 0.1595, d2.loss_iou: 0.3604, d3.loss_cls: 0.2001, d3.loss_bbox: 0.1593, d3.loss_iou: 0.3594, d4.loss_cls: 0.1964, d4.loss_bbox: 0.1605, d4.loss_iou: 0.3603, dn_loss_cls: 0.0314, dn_loss_bbox: 0.2804, dn_loss_iou: 0.3466, d0.dn_loss_cls: 0.0667, d0.dn_loss_bbox: 0.4132, d0.dn_loss_iou: 0.4765, d1.dn_loss_cls: 0.0409, d1.dn_loss_bbox: 0.3059, d1.dn_loss_iou: 0.3734, d2.dn_loss_cls: 0.0349, d2.dn_loss_bbox: 0.2861, d2.dn_loss_iou: 0.3533, d3.dn_loss_cls: 0.0329, d3.dn_loss_bbox: 0.2807, d3.dn_loss_iou: 0.3473, d4.dn_loss_cls: 0.0318, d4.dn_loss_bbox: 0.2804, d4.dn_loss_iou: 0.3466, loss: 9.6286, grad_norm: 27.9426 2023-11-22 21:08:38,860 - mmdet - INFO - Epoch [6][3650/7330] lr: 1.000e-05, eta: 9:10:08, time: 0.701, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2494, interm_loss_bbox: 0.1875, interm_loss_iou: 0.4312, loss_cls: 0.1985, loss_bbox: 0.1586, loss_iou: 0.3745, d0.loss_cls: 0.2601, d0.loss_bbox: 0.1622, d0.loss_iou: 0.3863, d1.loss_cls: 0.2235, d1.loss_bbox: 0.1584, d1.loss_iou: 0.3788, d2.loss_cls: 0.2095, d2.loss_bbox: 0.1569, d2.loss_iou: 0.3739, d3.loss_cls: 0.2023, d3.loss_bbox: 0.1584, d3.loss_iou: 0.3745, d4.loss_cls: 0.1995, d4.loss_bbox: 0.1582, d4.loss_iou: 0.3742, dn_loss_cls: 0.0333, dn_loss_bbox: 0.2631, dn_loss_iou: 0.3677, d0.dn_loss_cls: 0.0672, d0.dn_loss_bbox: 0.3797, d0.dn_loss_iou: 0.4905, d1.dn_loss_cls: 0.0420, d1.dn_loss_bbox: 0.2887, d1.dn_loss_iou: 0.3942, d2.dn_loss_cls: 0.0365, d2.dn_loss_bbox: 0.2689, d2.dn_loss_iou: 0.3746, d3.dn_loss_cls: 0.0346, d3.dn_loss_bbox: 0.2638, d3.dn_loss_iou: 0.3687, d4.dn_loss_cls: 0.0334, d4.dn_loss_bbox: 0.2631, d4.dn_loss_iou: 0.3677, loss: 9.7140, grad_norm: 25.2252 2023-11-22 21:09:17,635 - mmdet - INFO - Epoch [6][3700/7330] lr: 1.000e-05, eta: 9:09:38, time: 0.775, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2461, interm_loss_bbox: 0.1942, interm_loss_iou: 0.4245, loss_cls: 0.1982, loss_bbox: 0.1574, loss_iou: 0.3655, d0.loss_cls: 0.2597, d0.loss_bbox: 0.1646, d0.loss_iou: 0.3795, d1.loss_cls: 0.2211, d1.loss_bbox: 0.1601, d1.loss_iou: 0.3714, d2.loss_cls: 0.2077, d2.loss_bbox: 0.1575, d2.loss_iou: 0.3670, d3.loss_cls: 0.2007, d3.loss_bbox: 0.1570, d3.loss_iou: 0.3656, d4.loss_cls: 0.1998, d4.loss_bbox: 0.1565, d4.loss_iou: 0.3650, dn_loss_cls: 0.0333, dn_loss_bbox: 0.2669, dn_loss_iou: 0.3667, d0.dn_loss_cls: 0.0677, d0.dn_loss_bbox: 0.3853, d0.dn_loss_iou: 0.4881, d1.dn_loss_cls: 0.0420, d1.dn_loss_bbox: 0.2931, d1.dn_loss_iou: 0.3933, d2.dn_loss_cls: 0.0363, d2.dn_loss_bbox: 0.2727, d2.dn_loss_iou: 0.3736, d3.dn_loss_cls: 0.0343, d3.dn_loss_bbox: 0.2675, d3.dn_loss_iou: 0.3677, d4.dn_loss_cls: 0.0335, d4.dn_loss_bbox: 0.2670, d4.dn_loss_iou: 0.3666, loss: 9.6748, grad_norm: 24.7815 2023-11-22 21:09:51,839 - mmdet - INFO - Epoch [6][3750/7330] lr: 1.000e-05, eta: 9:09:03, time: 0.684, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2451, interm_loss_bbox: 0.1841, interm_loss_iou: 0.4446, loss_cls: 0.1973, loss_bbox: 0.1462, loss_iou: 0.3779, d0.loss_cls: 0.2604, d0.loss_bbox: 0.1537, d0.loss_iou: 0.3931, d1.loss_cls: 0.2199, d1.loss_bbox: 0.1498, d1.loss_iou: 0.3842, d2.loss_cls: 0.2089, d2.loss_bbox: 0.1455, d2.loss_iou: 0.3777, d3.loss_cls: 0.2022, d3.loss_bbox: 0.1447, d3.loss_iou: 0.3768, d4.loss_cls: 0.1996, d4.loss_bbox: 0.1449, d4.loss_iou: 0.3765, dn_loss_cls: 0.0327, dn_loss_bbox: 0.2401, dn_loss_iou: 0.3697, d0.dn_loss_cls: 0.0671, d0.dn_loss_bbox: 0.3603, d0.dn_loss_iou: 0.4933, d1.dn_loss_cls: 0.0415, d1.dn_loss_bbox: 0.2669, d1.dn_loss_iou: 0.3961, d2.dn_loss_cls: 0.0358, d2.dn_loss_bbox: 0.2470, d2.dn_loss_iou: 0.3768, d3.dn_loss_cls: 0.0339, d3.dn_loss_bbox: 0.2409, d3.dn_loss_iou: 0.3706, d4.dn_loss_cls: 0.0329, d4.dn_loss_bbox: 0.2402, d4.dn_loss_iou: 0.3696, loss: 9.5485, grad_norm: 28.7391 2023-11-22 21:10:26,233 - mmdet - INFO - Epoch [6][3800/7330] lr: 1.000e-05, eta: 9:08:28, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2411, interm_loss_bbox: 0.1793, interm_loss_iou: 0.4365, loss_cls: 0.1948, loss_bbox: 0.1455, loss_iou: 0.3776, d0.loss_cls: 0.2537, d0.loss_bbox: 0.1502, d0.loss_iou: 0.3893, d1.loss_cls: 0.2193, d1.loss_bbox: 0.1462, d1.loss_iou: 0.3817, d2.loss_cls: 0.2062, d2.loss_bbox: 0.1436, d2.loss_iou: 0.3779, d3.loss_cls: 0.1994, d3.loss_bbox: 0.1445, d3.loss_iou: 0.3773, d4.loss_cls: 0.1950, d4.loss_bbox: 0.1461, d4.loss_iou: 0.3778, dn_loss_cls: 0.0297, dn_loss_bbox: 0.2371, dn_loss_iou: 0.3616, d0.dn_loss_cls: 0.0638, d0.dn_loss_bbox: 0.3564, d0.dn_loss_iou: 0.4891, d1.dn_loss_cls: 0.0386, d1.dn_loss_bbox: 0.2636, d1.dn_loss_iou: 0.3893, d2.dn_loss_cls: 0.0331, d2.dn_loss_bbox: 0.2429, d2.dn_loss_iou: 0.3685, d3.dn_loss_cls: 0.0312, d3.dn_loss_bbox: 0.2380, d3.dn_loss_iou: 0.3625, d4.dn_loss_cls: 0.0300, d4.dn_loss_bbox: 0.2371, d4.dn_loss_iou: 0.3616, loss: 9.4169, grad_norm: 29.0136 2023-11-22 21:11:00,929 - mmdet - INFO - Epoch [6][3850/7330] lr: 1.000e-05, eta: 9:07:54, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2421, interm_loss_bbox: 0.1933, interm_loss_iou: 0.4333, loss_cls: 0.1955, loss_bbox: 0.1548, loss_iou: 0.3738, d0.loss_cls: 0.2575, d0.loss_bbox: 0.1600, d0.loss_iou: 0.3848, d1.loss_cls: 0.2172, d1.loss_bbox: 0.1577, d1.loss_iou: 0.3807, d2.loss_cls: 0.2050, d2.loss_bbox: 0.1543, d2.loss_iou: 0.3749, d3.loss_cls: 0.1989, d3.loss_bbox: 0.1541, d3.loss_iou: 0.3731, d4.loss_cls: 0.1970, d4.loss_bbox: 0.1537, d4.loss_iou: 0.3726, dn_loss_cls: 0.0312, dn_loss_bbox: 0.2532, dn_loss_iou: 0.3643, d0.dn_loss_cls: 0.0660, d0.dn_loss_bbox: 0.3728, d0.dn_loss_iou: 0.4880, d1.dn_loss_cls: 0.0409, d1.dn_loss_bbox: 0.2766, d1.dn_loss_iou: 0.3901, d2.dn_loss_cls: 0.0348, d2.dn_loss_bbox: 0.2581, d2.dn_loss_iou: 0.3707, d3.dn_loss_cls: 0.0328, d3.dn_loss_bbox: 0.2538, d3.dn_loss_iou: 0.3653, d4.dn_loss_cls: 0.0316, d4.dn_loss_bbox: 0.2533, d4.dn_loss_iou: 0.3643, loss: 9.5822, grad_norm: 24.6117 2023-11-22 21:11:37,597 - mmdet - INFO - Epoch [6][3900/7330] lr: 1.000e-05, eta: 9:07:21, time: 0.734, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2483, interm_loss_bbox: 0.1920, interm_loss_iou: 0.4292, loss_cls: 0.1998, loss_bbox: 0.1530, loss_iou: 0.3700, d0.loss_cls: 0.2675, d0.loss_bbox: 0.1568, d0.loss_iou: 0.3765, d1.loss_cls: 0.2259, d1.loss_bbox: 0.1555, d1.loss_iou: 0.3745, d2.loss_cls: 0.2097, d2.loss_bbox: 0.1538, d2.loss_iou: 0.3727, d3.loss_cls: 0.2052, d3.loss_bbox: 0.1520, d3.loss_iou: 0.3698, d4.loss_cls: 0.2014, d4.loss_bbox: 0.1520, d4.loss_iou: 0.3694, dn_loss_cls: 0.0334, dn_loss_bbox: 0.2618, dn_loss_iou: 0.3679, d0.dn_loss_cls: 0.0668, d0.dn_loss_bbox: 0.3810, d0.dn_loss_iou: 0.4915, d1.dn_loss_cls: 0.0419, d1.dn_loss_bbox: 0.2859, d1.dn_loss_iou: 0.3941, d2.dn_loss_cls: 0.0363, d2.dn_loss_bbox: 0.2668, d2.dn_loss_iou: 0.3746, d3.dn_loss_cls: 0.0345, d3.dn_loss_bbox: 0.2625, d3.dn_loss_iou: 0.3687, d4.dn_loss_cls: 0.0336, d4.dn_loss_bbox: 0.2618, d4.dn_loss_iou: 0.3678, loss: 9.6660, grad_norm: 25.2513 2023-11-22 21:12:12,332 - mmdet - INFO - Epoch [6][3950/7330] lr: 1.000e-05, eta: 9:06:47, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2543, interm_loss_bbox: 0.1858, interm_loss_iou: 0.4345, loss_cls: 0.2072, loss_bbox: 0.1531, loss_iou: 0.3790, d0.loss_cls: 0.2682, d0.loss_bbox: 0.1581, d0.loss_iou: 0.3882, d1.loss_cls: 0.2301, d1.loss_bbox: 0.1559, d1.loss_iou: 0.3823, d2.loss_cls: 0.2181, d2.loss_bbox: 0.1522, d2.loss_iou: 0.3768, d3.loss_cls: 0.2115, d3.loss_bbox: 0.1524, d3.loss_iou: 0.3772, d4.loss_cls: 0.2080, d4.loss_bbox: 0.1533, d4.loss_iou: 0.3784, dn_loss_cls: 0.0313, dn_loss_bbox: 0.2545, dn_loss_iou: 0.3638, d0.dn_loss_cls: 0.0651, d0.dn_loss_bbox: 0.3687, d0.dn_loss_iou: 0.4853, d1.dn_loss_cls: 0.0399, d1.dn_loss_bbox: 0.2790, d1.dn_loss_iou: 0.3902, d2.dn_loss_cls: 0.0343, d2.dn_loss_bbox: 0.2594, d2.dn_loss_iou: 0.3702, d3.dn_loss_cls: 0.0324, d3.dn_loss_bbox: 0.2550, d3.dn_loss_iou: 0.3646, d4.dn_loss_cls: 0.0315, d4.dn_loss_bbox: 0.2545, d4.dn_loss_iou: 0.3637, loss: 9.6681, grad_norm: 25.0468 2023-11-22 21:12:49,334 - mmdet - INFO - Epoch [6][4000/7330] lr: 1.000e-05, eta: 9:06:15, time: 0.740, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2470, interm_loss_bbox: 0.1922, interm_loss_iou: 0.4366, loss_cls: 0.2011, loss_bbox: 0.1539, loss_iou: 0.3792, d0.loss_cls: 0.2620, d0.loss_bbox: 0.1595, d0.loss_iou: 0.3889, d1.loss_cls: 0.2254, d1.loss_bbox: 0.1563, d1.loss_iou: 0.3821, d2.loss_cls: 0.2089, d2.loss_bbox: 0.1554, d2.loss_iou: 0.3802, d3.loss_cls: 0.2037, d3.loss_bbox: 0.1546, d3.loss_iou: 0.3790, d4.loss_cls: 0.2009, d4.loss_bbox: 0.1544, d4.loss_iou: 0.3794, dn_loss_cls: 0.0298, dn_loss_bbox: 0.2489, dn_loss_iou: 0.3639, d0.dn_loss_cls: 0.0629, d0.dn_loss_bbox: 0.3701, d0.dn_loss_iou: 0.4889, d1.dn_loss_cls: 0.0384, d1.dn_loss_bbox: 0.2761, d1.dn_loss_iou: 0.3898, d2.dn_loss_cls: 0.0328, d2.dn_loss_bbox: 0.2553, d2.dn_loss_iou: 0.3708, d3.dn_loss_cls: 0.0309, d3.dn_loss_bbox: 0.2493, d3.dn_loss_iou: 0.3644, d4.dn_loss_cls: 0.0301, d4.dn_loss_bbox: 0.2489, d4.dn_loss_iou: 0.3638, loss: 9.6156, grad_norm: 25.2869 2023-11-22 21:13:24,447 - mmdet - INFO - Epoch [6][4050/7330] lr: 1.000e-05, eta: 9:05:41, time: 0.702, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2539, interm_loss_bbox: 0.1971, interm_loss_iou: 0.4425, loss_cls: 0.2089, loss_bbox: 0.1567, loss_iou: 0.3783, d0.loss_cls: 0.2715, d0.loss_bbox: 0.1628, d0.loss_iou: 0.3895, d1.loss_cls: 0.2312, d1.loss_bbox: 0.1622, d1.loss_iou: 0.3863, d2.loss_cls: 0.2188, d2.loss_bbox: 0.1590, d2.loss_iou: 0.3823, d3.loss_cls: 0.2115, d3.loss_bbox: 0.1590, d3.loss_iou: 0.3803, d4.loss_cls: 0.2089, d4.loss_bbox: 0.1578, d4.loss_iou: 0.3794, dn_loss_cls: 0.0314, dn_loss_bbox: 0.2672, dn_loss_iou: 0.3596, d0.dn_loss_cls: 0.0666, d0.dn_loss_bbox: 0.3809, d0.dn_loss_iou: 0.4773, d1.dn_loss_cls: 0.0408, d1.dn_loss_bbox: 0.2907, d1.dn_loss_iou: 0.3842, d2.dn_loss_cls: 0.0348, d2.dn_loss_bbox: 0.2731, d2.dn_loss_iou: 0.3661, d3.dn_loss_cls: 0.0328, d3.dn_loss_bbox: 0.2680, d3.dn_loss_iou: 0.3604, d4.dn_loss_cls: 0.0318, d4.dn_loss_bbox: 0.2672, d4.dn_loss_iou: 0.3595, loss: 9.7900, grad_norm: 25.9476 2023-11-22 21:13:59,054 - mmdet - INFO - Epoch [6][4100/7330] lr: 1.000e-05, eta: 9:05:06, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2459, interm_loss_bbox: 0.1919, interm_loss_iou: 0.4302, loss_cls: 0.1991, loss_bbox: 0.1598, loss_iou: 0.3737, d0.loss_cls: 0.2638, d0.loss_bbox: 0.1602, d0.loss_iou: 0.3795, d1.loss_cls: 0.2249, d1.loss_bbox: 0.1606, d1.loss_iou: 0.3774, d2.loss_cls: 0.2107, d2.loss_bbox: 0.1589, d2.loss_iou: 0.3746, d3.loss_cls: 0.2033, d3.loss_bbox: 0.1596, d3.loss_iou: 0.3734, d4.loss_cls: 0.2004, d4.loss_bbox: 0.1600, d4.loss_iou: 0.3737, dn_loss_cls: 0.0303, dn_loss_bbox: 0.2736, dn_loss_iou: 0.3633, d0.dn_loss_cls: 0.0662, d0.dn_loss_bbox: 0.4001, d0.dn_loss_iou: 0.4871, d1.dn_loss_cls: 0.0403, d1.dn_loss_bbox: 0.3030, d1.dn_loss_iou: 0.3904, d2.dn_loss_cls: 0.0340, d2.dn_loss_bbox: 0.2813, d2.dn_loss_iou: 0.3711, d3.dn_loss_cls: 0.0320, d3.dn_loss_bbox: 0.2746, d3.dn_loss_iou: 0.3645, d4.dn_loss_cls: 0.0309, d4.dn_loss_bbox: 0.2736, d4.dn_loss_iou: 0.3632, loss: 9.7609, grad_norm: 27.1620 2023-11-22 21:14:33,498 - mmdet - INFO - Epoch [6][4150/7330] lr: 1.000e-05, eta: 9:04:31, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2443, interm_loss_bbox: 0.1998, interm_loss_iou: 0.4157, loss_cls: 0.1983, loss_bbox: 0.1613, loss_iou: 0.3566, d0.loss_cls: 0.2618, d0.loss_bbox: 0.1672, d0.loss_iou: 0.3689, d1.loss_cls: 0.2223, d1.loss_bbox: 0.1643, d1.loss_iou: 0.3629, d2.loss_cls: 0.2085, d2.loss_bbox: 0.1604, d2.loss_iou: 0.3574, d3.loss_cls: 0.2024, d3.loss_bbox: 0.1607, d3.loss_iou: 0.3560, d4.loss_cls: 0.1984, d4.loss_bbox: 0.1612, d4.loss_iou: 0.3571, dn_loss_cls: 0.0302, dn_loss_bbox: 0.2780, dn_loss_iou: 0.3543, d0.dn_loss_cls: 0.0660, d0.dn_loss_bbox: 0.4019, d0.dn_loss_iou: 0.4753, d1.dn_loss_cls: 0.0400, d1.dn_loss_bbox: 0.3040, d1.dn_loss_iou: 0.3799, d2.dn_loss_cls: 0.0343, d2.dn_loss_bbox: 0.2841, d2.dn_loss_iou: 0.3611, d3.dn_loss_cls: 0.0322, d3.dn_loss_bbox: 0.2789, d3.dn_loss_iou: 0.3553, d4.dn_loss_cls: 0.0308, d4.dn_loss_bbox: 0.2780, d4.dn_loss_iou: 0.3542, loss: 9.6237, grad_norm: 27.1368 2023-11-22 21:15:07,720 - mmdet - INFO - Epoch [6][4200/7330] lr: 1.000e-05, eta: 9:03:56, time: 0.684, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2434, interm_loss_bbox: 0.1927, interm_loss_iou: 0.4322, loss_cls: 0.2005, loss_bbox: 0.1522, loss_iou: 0.3691, d0.loss_cls: 0.2613, d0.loss_bbox: 0.1593, d0.loss_iou: 0.3810, d1.loss_cls: 0.2228, d1.loss_bbox: 0.1579, d1.loss_iou: 0.3767, d2.loss_cls: 0.2119, d2.loss_bbox: 0.1530, d2.loss_iou: 0.3687, d3.loss_cls: 0.2045, d3.loss_bbox: 0.1522, d3.loss_iou: 0.3683, d4.loss_cls: 0.2020, d4.loss_bbox: 0.1519, d4.loss_iou: 0.3679, dn_loss_cls: 0.0331, dn_loss_bbox: 0.2609, dn_loss_iou: 0.3726, d0.dn_loss_cls: 0.0682, d0.dn_loss_bbox: 0.3786, d0.dn_loss_iou: 0.4976, d1.dn_loss_cls: 0.0424, d1.dn_loss_bbox: 0.2865, d1.dn_loss_iou: 0.3997, d2.dn_loss_cls: 0.0363, d2.dn_loss_bbox: 0.2669, d2.dn_loss_iou: 0.3796, d3.dn_loss_cls: 0.0344, d3.dn_loss_bbox: 0.2616, d3.dn_loss_iou: 0.3736, d4.dn_loss_cls: 0.0333, d4.dn_loss_bbox: 0.2609, d4.dn_loss_iou: 0.3725, loss: 9.6882, grad_norm: 25.9751 2023-11-22 21:15:42,973 - mmdet - INFO - Epoch [6][4250/7330] lr: 1.000e-05, eta: 9:03:22, time: 0.705, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2475, interm_loss_bbox: 0.1874, interm_loss_iou: 0.4181, loss_cls: 0.2015, loss_bbox: 0.1484, loss_iou: 0.3556, d0.loss_cls: 0.2609, d0.loss_bbox: 0.1577, d0.loss_iou: 0.3701, d1.loss_cls: 0.2235, d1.loss_bbox: 0.1550, d1.loss_iou: 0.3627, d2.loss_cls: 0.2118, d2.loss_bbox: 0.1503, d2.loss_iou: 0.3575, d3.loss_cls: 0.2054, d3.loss_bbox: 0.1497, d3.loss_iou: 0.3562, d4.loss_cls: 0.2028, d4.loss_bbox: 0.1481, d4.loss_iou: 0.3554, dn_loss_cls: 0.0308, dn_loss_bbox: 0.2601, dn_loss_iou: 0.3603, d0.dn_loss_cls: 0.0644, d0.dn_loss_bbox: 0.3825, d0.dn_loss_iou: 0.4829, d1.dn_loss_cls: 0.0392, d1.dn_loss_bbox: 0.2861, d1.dn_loss_iou: 0.3869, d2.dn_loss_cls: 0.0337, d2.dn_loss_bbox: 0.2652, d2.dn_loss_iou: 0.3671, d3.dn_loss_cls: 0.0318, d3.dn_loss_bbox: 0.2607, d3.dn_loss_iou: 0.3611, d4.dn_loss_cls: 0.0310, d4.dn_loss_bbox: 0.2602, d4.dn_loss_iou: 0.3603, loss: 9.4898, grad_norm: 26.5973 2023-11-22 21:16:18,008 - mmdet - INFO - Epoch [6][4300/7330] lr: 1.000e-05, eta: 9:02:48, time: 0.701, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2426, interm_loss_bbox: 0.1906, interm_loss_iou: 0.4304, loss_cls: 0.1969, loss_bbox: 0.1540, loss_iou: 0.3685, d0.loss_cls: 0.2601, d0.loss_bbox: 0.1603, d0.loss_iou: 0.3822, d1.loss_cls: 0.2203, d1.loss_bbox: 0.1577, d1.loss_iou: 0.3749, d2.loss_cls: 0.2068, d2.loss_bbox: 0.1546, d2.loss_iou: 0.3696, d3.loss_cls: 0.2006, d3.loss_bbox: 0.1538, d3.loss_iou: 0.3682, d4.loss_cls: 0.1971, d4.loss_bbox: 0.1543, d4.loss_iou: 0.3686, dn_loss_cls: 0.0313, dn_loss_bbox: 0.2603, dn_loss_iou: 0.3592, d0.dn_loss_cls: 0.0654, d0.dn_loss_bbox: 0.3847, d0.dn_loss_iou: 0.4854, d1.dn_loss_cls: 0.0408, d1.dn_loss_bbox: 0.2876, d1.dn_loss_iou: 0.3873, d2.dn_loss_cls: 0.0350, d2.dn_loss_bbox: 0.2660, d2.dn_loss_iou: 0.3664, d3.dn_loss_cls: 0.0332, d3.dn_loss_bbox: 0.2608, d3.dn_loss_iou: 0.3600, d4.dn_loss_cls: 0.0320, d4.dn_loss_bbox: 0.2604, d4.dn_loss_iou: 0.3591, loss: 9.5869, grad_norm: 26.3649 2023-11-22 21:16:52,736 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-22 21:16:52,737 - mmdet - INFO - Epoch [6][4350/7330] lr: 1.000e-05, eta: 9:02:13, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2474, interm_loss_bbox: 0.1877, interm_loss_iou: 0.4355, loss_cls: 0.1964, loss_bbox: 0.1558, loss_iou: 0.3832, d0.loss_cls: 0.2613, d0.loss_bbox: 0.1594, d0.loss_iou: 0.3919, d1.loss_cls: 0.2205, d1.loss_bbox: 0.1567, d1.loss_iou: 0.3863, d2.loss_cls: 0.2093, d2.loss_bbox: 0.1530, d2.loss_iou: 0.3807, d3.loss_cls: 0.2006, d3.loss_bbox: 0.1540, d3.loss_iou: 0.3822, d4.loss_cls: 0.1976, d4.loss_bbox: 0.1550, d4.loss_iou: 0.3827, dn_loss_cls: 0.0312, dn_loss_bbox: 0.2643, dn_loss_iou: 0.3648, d0.dn_loss_cls: 0.0665, d0.dn_loss_bbox: 0.3882, d0.dn_loss_iou: 0.4946, d1.dn_loss_cls: 0.0405, d1.dn_loss_bbox: 0.2911, d1.dn_loss_iou: 0.3926, d2.dn_loss_cls: 0.0346, d2.dn_loss_bbox: 0.2702, d2.dn_loss_iou: 0.3716, d3.dn_loss_cls: 0.0327, d3.dn_loss_bbox: 0.2649, d3.dn_loss_iou: 0.3656, d4.dn_loss_cls: 0.0316, d4.dn_loss_bbox: 0.2643, d4.dn_loss_iou: 0.3647, loss: 9.7312, grad_norm: 28.6523 2023-11-22 21:17:27,510 - mmdet - INFO - Epoch [6][4400/7330] lr: 1.000e-05, eta: 9:01:39, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2537, interm_loss_bbox: 0.1909, interm_loss_iou: 0.4384, loss_cls: 0.2053, loss_bbox: 0.1547, loss_iou: 0.3780, d0.loss_cls: 0.2707, d0.loss_bbox: 0.1593, d0.loss_iou: 0.3865, d1.loss_cls: 0.2307, d1.loss_bbox: 0.1570, d1.loss_iou: 0.3793, d2.loss_cls: 0.2158, d2.loss_bbox: 0.1564, d2.loss_iou: 0.3778, d3.loss_cls: 0.2096, d3.loss_bbox: 0.1546, d3.loss_iou: 0.3774, d4.loss_cls: 0.2059, d4.loss_bbox: 0.1550, d4.loss_iou: 0.3777, dn_loss_cls: 0.0323, dn_loss_bbox: 0.2528, dn_loss_iou: 0.3671, d0.dn_loss_cls: 0.0661, d0.dn_loss_bbox: 0.3726, d0.dn_loss_iou: 0.4932, d1.dn_loss_cls: 0.0412, d1.dn_loss_bbox: 0.2768, d1.dn_loss_iou: 0.3945, d2.dn_loss_cls: 0.0356, d2.dn_loss_bbox: 0.2582, d2.dn_loss_iou: 0.3742, d3.dn_loss_cls: 0.0339, d3.dn_loss_bbox: 0.2533, d3.dn_loss_iou: 0.3679, d4.dn_loss_cls: 0.0327, d4.dn_loss_bbox: 0.2528, d4.dn_loss_iou: 0.3670, loss: 9.7070, grad_norm: 28.2973 2023-11-22 21:18:01,896 - mmdet - INFO - Epoch [6][4450/7330] lr: 1.000e-05, eta: 9:01:04, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2514, interm_loss_bbox: 0.1892, interm_loss_iou: 0.4141, loss_cls: 0.2014, loss_bbox: 0.1540, loss_iou: 0.3562, d0.loss_cls: 0.2635, d0.loss_bbox: 0.1589, d0.loss_iou: 0.3662, d1.loss_cls: 0.2253, d1.loss_bbox: 0.1566, d1.loss_iou: 0.3605, d2.loss_cls: 0.2127, d2.loss_bbox: 0.1535, d2.loss_iou: 0.3565, d3.loss_cls: 0.2046, d3.loss_bbox: 0.1540, d3.loss_iou: 0.3566, d4.loss_cls: 0.2025, d4.loss_bbox: 0.1540, d4.loss_iou: 0.3554, dn_loss_cls: 0.0326, dn_loss_bbox: 0.2704, dn_loss_iou: 0.3588, d0.dn_loss_cls: 0.0677, d0.dn_loss_bbox: 0.3939, d0.dn_loss_iou: 0.4821, d1.dn_loss_cls: 0.0417, d1.dn_loss_bbox: 0.2971, d1.dn_loss_iou: 0.3865, d2.dn_loss_cls: 0.0358, d2.dn_loss_bbox: 0.2765, d2.dn_loss_iou: 0.3661, d3.dn_loss_cls: 0.0338, d3.dn_loss_bbox: 0.2711, d3.dn_loss_iou: 0.3598, d4.dn_loss_cls: 0.0328, d4.dn_loss_bbox: 0.2704, d4.dn_loss_iou: 0.3587, loss: 9.5829, grad_norm: 23.9075 2023-11-22 21:18:35,928 - mmdet - INFO - Epoch [6][4500/7330] lr: 1.000e-05, eta: 9:00:29, time: 0.681, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2523, interm_loss_bbox: 0.1819, interm_loss_iou: 0.4292, loss_cls: 0.2056, loss_bbox: 0.1501, loss_iou: 0.3746, d0.loss_cls: 0.2688, d0.loss_bbox: 0.1541, d0.loss_iou: 0.3838, d1.loss_cls: 0.2292, d1.loss_bbox: 0.1528, d1.loss_iou: 0.3803, d2.loss_cls: 0.2169, d2.loss_bbox: 0.1489, d2.loss_iou: 0.3735, d3.loss_cls: 0.2101, d3.loss_bbox: 0.1487, d3.loss_iou: 0.3736, d4.loss_cls: 0.2076, d4.loss_bbox: 0.1487, d4.loss_iou: 0.3731, dn_loss_cls: 0.0321, dn_loss_bbox: 0.2467, dn_loss_iou: 0.3656, d0.dn_loss_cls: 0.0681, d0.dn_loss_bbox: 0.3698, d0.dn_loss_iou: 0.4948, d1.dn_loss_cls: 0.0416, d1.dn_loss_bbox: 0.2742, d1.dn_loss_iou: 0.3943, d2.dn_loss_cls: 0.0357, d2.dn_loss_bbox: 0.2532, d2.dn_loss_iou: 0.3732, d3.dn_loss_cls: 0.0337, d3.dn_loss_bbox: 0.2472, d3.dn_loss_iou: 0.3666, d4.dn_loss_cls: 0.0327, d4.dn_loss_bbox: 0.2467, d4.dn_loss_iou: 0.3654, loss: 9.6056, grad_norm: 26.1686 2023-11-22 21:19:09,831 - mmdet - INFO - Epoch [6][4550/7330] lr: 1.000e-05, eta: 8:59:53, time: 0.678, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2455, interm_loss_bbox: 0.1937, interm_loss_iou: 0.4348, loss_cls: 0.1988, loss_bbox: 0.1613, loss_iou: 0.3778, d0.loss_cls: 0.2595, d0.loss_bbox: 0.1659, d0.loss_iou: 0.3882, d1.loss_cls: 0.2201, d1.loss_bbox: 0.1638, d1.loss_iou: 0.3832, d2.loss_cls: 0.2074, d2.loss_bbox: 0.1613, d2.loss_iou: 0.3791, d3.loss_cls: 0.2009, d3.loss_bbox: 0.1625, d3.loss_iou: 0.3790, d4.loss_cls: 0.1995, d4.loss_bbox: 0.1614, d4.loss_iou: 0.3778, dn_loss_cls: 0.0309, dn_loss_bbox: 0.2694, dn_loss_iou: 0.3657, d0.dn_loss_cls: 0.0653, d0.dn_loss_bbox: 0.3913, d0.dn_loss_iou: 0.4894, d1.dn_loss_cls: 0.0401, d1.dn_loss_bbox: 0.2953, d1.dn_loss_iou: 0.3924, d2.dn_loss_cls: 0.0343, d2.dn_loss_bbox: 0.2753, d2.dn_loss_iou: 0.3727, d3.dn_loss_cls: 0.0325, d3.dn_loss_bbox: 0.2701, d3.dn_loss_iou: 0.3668, d4.dn_loss_cls: 0.0314, d4.dn_loss_bbox: 0.2693, d4.dn_loss_iou: 0.3656, loss: 9.7793, grad_norm: 26.5890 2023-11-22 21:19:44,474 - mmdet - INFO - Epoch [6][4600/7330] lr: 1.000e-05, eta: 8:59:19, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2441, interm_loss_bbox: 0.1861, interm_loss_iou: 0.4237, loss_cls: 0.1970, loss_bbox: 0.1508, loss_iou: 0.3662, d0.loss_cls: 0.2599, d0.loss_bbox: 0.1526, d0.loss_iou: 0.3735, d1.loss_cls: 0.2218, d1.loss_bbox: 0.1518, d1.loss_iou: 0.3690, d2.loss_cls: 0.2074, d2.loss_bbox: 0.1507, d2.loss_iou: 0.3656, d3.loss_cls: 0.2011, d3.loss_bbox: 0.1505, d3.loss_iou: 0.3656, d4.loss_cls: 0.1972, d4.loss_bbox: 0.1509, d4.loss_iou: 0.3666, dn_loss_cls: 0.0301, dn_loss_bbox: 0.2446, dn_loss_iou: 0.3526, d0.dn_loss_cls: 0.0634, d0.dn_loss_bbox: 0.3653, d0.dn_loss_iou: 0.4771, d1.dn_loss_cls: 0.0386, d1.dn_loss_bbox: 0.2709, d1.dn_loss_iou: 0.3794, d2.dn_loss_cls: 0.0331, d2.dn_loss_bbox: 0.2505, d2.dn_loss_iou: 0.3594, d3.dn_loss_cls: 0.0314, d3.dn_loss_bbox: 0.2455, d3.dn_loss_iou: 0.3537, d4.dn_loss_cls: 0.0304, d4.dn_loss_bbox: 0.2446, d4.dn_loss_iou: 0.3525, loss: 9.3748, grad_norm: 25.9496 2023-11-22 21:20:19,226 - mmdet - INFO - Epoch [6][4650/7330] lr: 1.000e-05, eta: 8:58:44, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2536, interm_loss_bbox: 0.1908, interm_loss_iou: 0.4467, loss_cls: 0.2077, loss_bbox: 0.1500, loss_iou: 0.3820, d0.loss_cls: 0.2716, d0.loss_bbox: 0.1555, d0.loss_iou: 0.3940, d1.loss_cls: 0.2338, d1.loss_bbox: 0.1516, d1.loss_iou: 0.3865, d2.loss_cls: 0.2192, d2.loss_bbox: 0.1489, d2.loss_iou: 0.3828, d3.loss_cls: 0.2114, d3.loss_bbox: 0.1498, d3.loss_iou: 0.3825, d4.loss_cls: 0.2078, d4.loss_bbox: 0.1506, d4.loss_iou: 0.3826, dn_loss_cls: 0.0308, dn_loss_bbox: 0.2736, dn_loss_iou: 0.3669, d0.dn_loss_cls: 0.0656, d0.dn_loss_bbox: 0.4023, d0.dn_loss_iou: 0.4928, d1.dn_loss_cls: 0.0404, d1.dn_loss_bbox: 0.3031, d1.dn_loss_iou: 0.3945, d2.dn_loss_cls: 0.0345, d2.dn_loss_bbox: 0.2807, d2.dn_loss_iou: 0.3746, d3.dn_loss_cls: 0.0324, d3.dn_loss_bbox: 0.2744, d3.dn_loss_iou: 0.3676, d4.dn_loss_cls: 0.0312, d4.dn_loss_bbox: 0.2736, d4.dn_loss_iou: 0.3668, loss: 9.8650, grad_norm: 29.7801 2023-11-22 21:20:54,363 - mmdet - INFO - Epoch [6][4700/7330] lr: 1.000e-05, eta: 8:58:10, time: 0.703, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2434, interm_loss_bbox: 0.1948, interm_loss_iou: 0.4089, loss_cls: 0.1918, loss_bbox: 0.1572, loss_iou: 0.3516, d0.loss_cls: 0.2601, d0.loss_bbox: 0.1615, d0.loss_iou: 0.3607, d1.loss_cls: 0.2179, d1.loss_bbox: 0.1600, d1.loss_iou: 0.3550, d2.loss_cls: 0.2023, d2.loss_bbox: 0.1580, d2.loss_iou: 0.3526, d3.loss_cls: 0.1964, d3.loss_bbox: 0.1557, d3.loss_iou: 0.3501, d4.loss_cls: 0.1922, d4.loss_bbox: 0.1566, d4.loss_iou: 0.3515, dn_loss_cls: 0.0301, dn_loss_bbox: 0.2689, dn_loss_iou: 0.3479, d0.dn_loss_cls: 0.0636, d0.dn_loss_bbox: 0.3969, d0.dn_loss_iou: 0.4769, d1.dn_loss_cls: 0.0388, d1.dn_loss_bbox: 0.2971, d1.dn_loss_iou: 0.3766, d2.dn_loss_cls: 0.0334, d2.dn_loss_bbox: 0.2761, d2.dn_loss_iou: 0.3557, d3.dn_loss_cls: 0.0314, d3.dn_loss_bbox: 0.2699, d3.dn_loss_iou: 0.3490, d4.dn_loss_cls: 0.0304, d4.dn_loss_bbox: 0.2689, d4.dn_loss_iou: 0.3478, loss: 9.4377, grad_norm: 27.3270 2023-11-22 21:21:28,541 - mmdet - INFO - Epoch [6][4750/7330] lr: 1.000e-05, eta: 8:57:35, time: 0.683, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2416, interm_loss_bbox: 0.1990, interm_loss_iou: 0.4087, loss_cls: 0.1971, loss_bbox: 0.1591, loss_iou: 0.3497, d0.loss_cls: 0.2602, d0.loss_bbox: 0.1636, d0.loss_iou: 0.3577, d1.loss_cls: 0.2200, d1.loss_bbox: 0.1633, d1.loss_iou: 0.3544, d2.loss_cls: 0.2072, d2.loss_bbox: 0.1588, d2.loss_iou: 0.3495, d3.loss_cls: 0.2018, d3.loss_bbox: 0.1583, d3.loss_iou: 0.3488, d4.loss_cls: 0.1983, d4.loss_bbox: 0.1583, d4.loss_iou: 0.3495, dn_loss_cls: 0.0294, dn_loss_bbox: 0.2796, dn_loss_iou: 0.3533, d0.dn_loss_cls: 0.0633, d0.dn_loss_bbox: 0.4085, d0.dn_loss_iou: 0.4785, d1.dn_loss_cls: 0.0381, d1.dn_loss_bbox: 0.3085, d1.dn_loss_iou: 0.3812, d2.dn_loss_cls: 0.0327, d2.dn_loss_bbox: 0.2860, d2.dn_loss_iou: 0.3610, d3.dn_loss_cls: 0.0308, d3.dn_loss_bbox: 0.2802, d3.dn_loss_iou: 0.3544, d4.dn_loss_cls: 0.0298, d4.dn_loss_bbox: 0.2796, d4.dn_loss_iou: 0.3533, loss: 9.5531, grad_norm: 24.2641 2023-11-22 21:22:03,109 - mmdet - INFO - Epoch [6][4800/7330] lr: 1.000e-05, eta: 8:57:00, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2615, interm_loss_bbox: 0.1964, interm_loss_iou: 0.4235, loss_cls: 0.2139, loss_bbox: 0.1583, loss_iou: 0.3647, d0.loss_cls: 0.2763, d0.loss_bbox: 0.1649, d0.loss_iou: 0.3762, d1.loss_cls: 0.2365, d1.loss_bbox: 0.1631, d1.loss_iou: 0.3711, d2.loss_cls: 0.2248, d2.loss_bbox: 0.1589, d2.loss_iou: 0.3656, d3.loss_cls: 0.2179, d3.loss_bbox: 0.1584, d3.loss_iou: 0.3652, d4.loss_cls: 0.2151, d4.loss_bbox: 0.1583, d4.loss_iou: 0.3647, dn_loss_cls: 0.0344, dn_loss_bbox: 0.2804, dn_loss_iou: 0.3704, d0.dn_loss_cls: 0.0696, d0.dn_loss_bbox: 0.4057, d0.dn_loss_iou: 0.4934, d1.dn_loss_cls: 0.0433, d1.dn_loss_bbox: 0.3093, d1.dn_loss_iou: 0.3988, d2.dn_loss_cls: 0.0374, d2.dn_loss_bbox: 0.2869, d2.dn_loss_iou: 0.3776, d3.dn_loss_cls: 0.0356, d3.dn_loss_bbox: 0.2810, d3.dn_loss_iou: 0.3714, d4.dn_loss_cls: 0.0347, d4.dn_loss_bbox: 0.2805, d4.dn_loss_iou: 0.3704, loss: 9.9161, grad_norm: 23.8488 2023-11-22 21:22:37,676 - mmdet - INFO - Epoch [6][4850/7330] lr: 1.000e-05, eta: 8:56:25, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2558, interm_loss_bbox: 0.2016, interm_loss_iou: 0.4285, loss_cls: 0.2113, loss_bbox: 0.1616, loss_iou: 0.3690, d0.loss_cls: 0.2751, d0.loss_bbox: 0.1671, d0.loss_iou: 0.3790, d1.loss_cls: 0.2367, d1.loss_bbox: 0.1644, d1.loss_iou: 0.3736, d2.loss_cls: 0.2225, d2.loss_bbox: 0.1604, d2.loss_iou: 0.3699, d3.loss_cls: 0.2156, d3.loss_bbox: 0.1604, d3.loss_iou: 0.3682, d4.loss_cls: 0.2119, d4.loss_bbox: 0.1614, d4.loss_iou: 0.3689, dn_loss_cls: 0.0332, dn_loss_bbox: 0.2810, dn_loss_iou: 0.3629, d0.dn_loss_cls: 0.0690, d0.dn_loss_bbox: 0.4128, d0.dn_loss_iou: 0.4896, d1.dn_loss_cls: 0.0429, d1.dn_loss_bbox: 0.3100, d1.dn_loss_iou: 0.3905, d2.dn_loss_cls: 0.0367, d2.dn_loss_bbox: 0.2878, d2.dn_loss_iou: 0.3702, d3.dn_loss_cls: 0.0346, d3.dn_loss_bbox: 0.2815, d3.dn_loss_iou: 0.3637, d4.dn_loss_cls: 0.0336, d4.dn_loss_bbox: 0.2810, d4.dn_loss_iou: 0.3628, loss: 9.9065, grad_norm: 23.6585 2023-11-22 21:23:12,308 - mmdet - INFO - Epoch [6][4900/7330] lr: 1.000e-05, eta: 8:55:51, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2574, interm_loss_bbox: 0.1958, interm_loss_iou: 0.4439, loss_cls: 0.2137, loss_bbox: 0.1601, loss_iou: 0.3844, d0.loss_cls: 0.2748, d0.loss_bbox: 0.1659, d0.loss_iou: 0.3985, d1.loss_cls: 0.2387, d1.loss_bbox: 0.1615, d1.loss_iou: 0.3902, d2.loss_cls: 0.2235, d2.loss_bbox: 0.1598, d2.loss_iou: 0.3856, d3.loss_cls: 0.2181, d3.loss_bbox: 0.1592, d3.loss_iou: 0.3846, d4.loss_cls: 0.2143, d4.loss_bbox: 0.1599, d4.loss_iou: 0.3844, dn_loss_cls: 0.0317, dn_loss_bbox: 0.2654, dn_loss_iou: 0.3619, d0.dn_loss_cls: 0.0660, d0.dn_loss_bbox: 0.3826, d0.dn_loss_iou: 0.4854, d1.dn_loss_cls: 0.0406, d1.dn_loss_bbox: 0.2901, d1.dn_loss_iou: 0.3876, d2.dn_loss_cls: 0.0349, d2.dn_loss_bbox: 0.2707, d2.dn_loss_iou: 0.3683, d3.dn_loss_cls: 0.0330, d3.dn_loss_bbox: 0.2662, d3.dn_loss_iou: 0.3627, d4.dn_loss_cls: 0.0318, d4.dn_loss_bbox: 0.2654, d4.dn_loss_iou: 0.3618, loss: 9.8806, grad_norm: 26.0066 2023-11-22 21:23:47,173 - mmdet - INFO - Epoch [6][4950/7330] lr: 1.000e-05, eta: 8:55:16, time: 0.697, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2502, interm_loss_bbox: 0.1835, interm_loss_iou: 0.4345, loss_cls: 0.2043, loss_bbox: 0.1488, loss_iou: 0.3784, d0.loss_cls: 0.2658, d0.loss_bbox: 0.1539, d0.loss_iou: 0.3862, d1.loss_cls: 0.2286, d1.loss_bbox: 0.1512, d1.loss_iou: 0.3819, d2.loss_cls: 0.2137, d2.loss_bbox: 0.1497, d2.loss_iou: 0.3794, d3.loss_cls: 0.2070, d3.loss_bbox: 0.1493, d3.loss_iou: 0.3782, d4.loss_cls: 0.2044, d4.loss_bbox: 0.1492, d4.loss_iou: 0.3784, dn_loss_cls: 0.0325, dn_loss_bbox: 0.2473, dn_loss_iou: 0.3706, d0.dn_loss_cls: 0.0667, d0.dn_loss_bbox: 0.3679, d0.dn_loss_iou: 0.4972, d1.dn_loss_cls: 0.0418, d1.dn_loss_bbox: 0.2725, d1.dn_loss_iou: 0.3980, d2.dn_loss_cls: 0.0358, d2.dn_loss_bbox: 0.2525, d2.dn_loss_iou: 0.3773, d3.dn_loss_cls: 0.0338, d3.dn_loss_bbox: 0.2479, d3.dn_loss_iou: 0.3715, d4.dn_loss_cls: 0.0328, d4.dn_loss_bbox: 0.2473, d4.dn_loss_iou: 0.3705, loss: 9.6404, grad_norm: 27.4808 2023-11-22 21:24:21,787 - mmdet - INFO - Epoch [6][5000/7330] lr: 1.000e-05, eta: 8:54:42, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2443, interm_loss_bbox: 0.1848, interm_loss_iou: 0.4127, loss_cls: 0.1987, loss_bbox: 0.1484, loss_iou: 0.3537, d0.loss_cls: 0.2626, d0.loss_bbox: 0.1535, d0.loss_iou: 0.3621, d1.loss_cls: 0.2240, d1.loss_bbox: 0.1489, d1.loss_iou: 0.3573, d2.loss_cls: 0.2071, d2.loss_bbox: 0.1502, d2.loss_iou: 0.3561, d3.loss_cls: 0.2027, d3.loss_bbox: 0.1478, d3.loss_iou: 0.3532, d4.loss_cls: 0.1990, d4.loss_bbox: 0.1484, d4.loss_iou: 0.3544, dn_loss_cls: 0.0311, dn_loss_bbox: 0.2539, dn_loss_iou: 0.3526, d0.dn_loss_cls: 0.0649, d0.dn_loss_bbox: 0.3759, d0.dn_loss_iou: 0.4793, d1.dn_loss_cls: 0.0401, d1.dn_loss_bbox: 0.2808, d1.dn_loss_iou: 0.3808, d2.dn_loss_cls: 0.0342, d2.dn_loss_bbox: 0.2600, d2.dn_loss_iou: 0.3601, d3.dn_loss_cls: 0.0325, d3.dn_loss_bbox: 0.2546, d3.dn_loss_iou: 0.3535, d4.dn_loss_cls: 0.0315, d4.dn_loss_bbox: 0.2539, d4.dn_loss_iou: 0.3525, loss: 9.3620, grad_norm: 26.4859 2023-11-22 21:24:57,006 - mmdet - INFO - Epoch [6][5050/7330] lr: 1.000e-05, eta: 8:54:08, time: 0.704, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2493, interm_loss_bbox: 0.1938, interm_loss_iou: 0.4222, loss_cls: 0.2015, loss_bbox: 0.1572, loss_iou: 0.3633, d0.loss_cls: 0.2672, d0.loss_bbox: 0.1624, d0.loss_iou: 0.3743, d1.loss_cls: 0.2282, d1.loss_bbox: 0.1584, d1.loss_iou: 0.3670, d2.loss_cls: 0.2118, d2.loss_bbox: 0.1574, d2.loss_iou: 0.3653, d3.loss_cls: 0.2060, d3.loss_bbox: 0.1568, d3.loss_iou: 0.3635, d4.loss_cls: 0.2015, d4.loss_bbox: 0.1577, d4.loss_iou: 0.3640, dn_loss_cls: 0.0341, dn_loss_bbox: 0.2638, dn_loss_iou: 0.3554, d0.dn_loss_cls: 0.0675, d0.dn_loss_bbox: 0.3852, d0.dn_loss_iou: 0.4785, d1.dn_loss_cls: 0.0426, d1.dn_loss_bbox: 0.2899, d1.dn_loss_iou: 0.3820, d2.dn_loss_cls: 0.0368, d2.dn_loss_bbox: 0.2703, d2.dn_loss_iou: 0.3622, d3.dn_loss_cls: 0.0352, d3.dn_loss_bbox: 0.2646, d3.dn_loss_iou: 0.3562, d4.dn_loss_cls: 0.0343, d4.dn_loss_bbox: 0.2638, d4.dn_loss_iou: 0.3553, loss: 9.6064, grad_norm: 27.2471 2023-11-22 21:25:31,160 - mmdet - INFO - Epoch [6][5100/7330] lr: 1.000e-05, eta: 8:53:33, time: 0.683, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2428, interm_loss_bbox: 0.1934, interm_loss_iou: 0.4235, loss_cls: 0.1965, loss_bbox: 0.1601, loss_iou: 0.3679, d0.loss_cls: 0.2614, d0.loss_bbox: 0.1637, d0.loss_iou: 0.3770, d1.loss_cls: 0.2219, d1.loss_bbox: 0.1622, d1.loss_iou: 0.3723, d2.loss_cls: 0.2074, d2.loss_bbox: 0.1592, d2.loss_iou: 0.3674, d3.loss_cls: 0.1994, d3.loss_bbox: 0.1599, d3.loss_iou: 0.3680, d4.loss_cls: 0.1965, d4.loss_bbox: 0.1604, d4.loss_iou: 0.3678, dn_loss_cls: 0.0320, dn_loss_bbox: 0.2527, dn_loss_iou: 0.3568, d0.dn_loss_cls: 0.0681, d0.dn_loss_bbox: 0.3780, d0.dn_loss_iou: 0.4845, d1.dn_loss_cls: 0.0418, d1.dn_loss_bbox: 0.2800, d1.dn_loss_iou: 0.3849, d2.dn_loss_cls: 0.0358, d2.dn_loss_bbox: 0.2586, d2.dn_loss_iou: 0.3640, d3.dn_loss_cls: 0.0336, d3.dn_loss_bbox: 0.2534, d3.dn_loss_iou: 0.3579, d4.dn_loss_cls: 0.0325, d4.dn_loss_bbox: 0.2527, d4.dn_loss_iou: 0.3567, loss: 9.5529, grad_norm: 25.8330 2023-11-22 21:26:05,903 - mmdet - INFO - Epoch [6][5150/7330] lr: 1.000e-05, eta: 8:52:58, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2452, interm_loss_bbox: 0.1957, interm_loss_iou: 0.4250, loss_cls: 0.1982, loss_bbox: 0.1585, loss_iou: 0.3676, d0.loss_cls: 0.2636, d0.loss_bbox: 0.1630, d0.loss_iou: 0.3775, d1.loss_cls: 0.2248, d1.loss_bbox: 0.1606, d1.loss_iou: 0.3721, d2.loss_cls: 0.2082, d2.loss_bbox: 0.1590, d2.loss_iou: 0.3692, d3.loss_cls: 0.2014, d3.loss_bbox: 0.1586, d3.loss_iou: 0.3673, d4.loss_cls: 0.1986, d4.loss_bbox: 0.1586, d4.loss_iou: 0.3672, dn_loss_cls: 0.0309, dn_loss_bbox: 0.2733, dn_loss_iou: 0.3557, d0.dn_loss_cls: 0.0658, d0.dn_loss_bbox: 0.4026, d0.dn_loss_iou: 0.4831, d1.dn_loss_cls: 0.0402, d1.dn_loss_bbox: 0.3008, d1.dn_loss_iou: 0.3833, d2.dn_loss_cls: 0.0344, d2.dn_loss_bbox: 0.2796, d2.dn_loss_iou: 0.3635, d3.dn_loss_cls: 0.0326, d3.dn_loss_bbox: 0.2739, d3.dn_loss_iou: 0.3567, d4.dn_loss_cls: 0.0314, d4.dn_loss_bbox: 0.2734, d4.dn_loss_iou: 0.3556, loss: 9.6768, grad_norm: 26.9635 2023-11-22 21:26:40,472 - mmdet - INFO - Epoch [6][5200/7330] lr: 1.000e-05, eta: 8:52:23, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2534, interm_loss_bbox: 0.1931, interm_loss_iou: 0.4274, loss_cls: 0.2063, loss_bbox: 0.1597, loss_iou: 0.3727, d0.loss_cls: 0.2703, d0.loss_bbox: 0.1636, d0.loss_iou: 0.3813, d1.loss_cls: 0.2314, d1.loss_bbox: 0.1625, d1.loss_iou: 0.3771, d2.loss_cls: 0.2195, d2.loss_bbox: 0.1585, d2.loss_iou: 0.3716, d3.loss_cls: 0.2108, d3.loss_bbox: 0.1592, d3.loss_iou: 0.3729, d4.loss_cls: 0.2071, d4.loss_bbox: 0.1594, d4.loss_iou: 0.3730, dn_loss_cls: 0.0310, dn_loss_bbox: 0.2654, dn_loss_iou: 0.3609, d0.dn_loss_cls: 0.0660, d0.dn_loss_bbox: 0.3875, d0.dn_loss_iou: 0.4805, d1.dn_loss_cls: 0.0400, d1.dn_loss_bbox: 0.2919, d1.dn_loss_iou: 0.3877, d2.dn_loss_cls: 0.0342, d2.dn_loss_bbox: 0.2715, d2.dn_loss_iou: 0.3679, d3.dn_loss_cls: 0.0324, d3.dn_loss_bbox: 0.2663, d3.dn_loss_iou: 0.3618, d4.dn_loss_cls: 0.0313, d4.dn_loss_bbox: 0.2654, d4.dn_loss_iou: 0.3608, loss: 9.7332, grad_norm: 24.6025 2023-11-22 21:27:15,327 - mmdet - INFO - Epoch [6][5250/7330] lr: 1.000e-05, eta: 8:51:49, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2505, interm_loss_bbox: 0.1987, interm_loss_iou: 0.4257, loss_cls: 0.2046, loss_bbox: 0.1584, loss_iou: 0.3590, d0.loss_cls: 0.2677, d0.loss_bbox: 0.1660, d0.loss_iou: 0.3754, d1.loss_cls: 0.2312, d1.loss_bbox: 0.1621, d1.loss_iou: 0.3662, d2.loss_cls: 0.2149, d2.loss_bbox: 0.1585, d2.loss_iou: 0.3608, d3.loss_cls: 0.2099, d3.loss_bbox: 0.1571, d3.loss_iou: 0.3579, d4.loss_cls: 0.2057, d4.loss_bbox: 0.1577, d4.loss_iou: 0.3588, dn_loss_cls: 0.0322, dn_loss_bbox: 0.2703, dn_loss_iou: 0.3482, d0.dn_loss_cls: 0.0659, d0.dn_loss_bbox: 0.4015, d0.dn_loss_iou: 0.4813, d1.dn_loss_cls: 0.0407, d1.dn_loss_bbox: 0.2973, d1.dn_loss_iou: 0.3760, d2.dn_loss_cls: 0.0349, d2.dn_loss_bbox: 0.2757, d2.dn_loss_iou: 0.3554, d3.dn_loss_cls: 0.0332, d3.dn_loss_bbox: 0.2709, d3.dn_loss_iou: 0.3492, d4.dn_loss_cls: 0.0323, d4.dn_loss_bbox: 0.2703, d4.dn_loss_iou: 0.3481, loss: 9.6301, grad_norm: 25.3655 2023-11-22 21:27:50,235 - mmdet - INFO - Epoch [6][5300/7330] lr: 1.000e-05, eta: 8:51:15, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2453, interm_loss_bbox: 0.1898, interm_loss_iou: 0.4309, loss_cls: 0.2007, loss_bbox: 0.1506, loss_iou: 0.3705, d0.loss_cls: 0.2619, d0.loss_bbox: 0.1572, d0.loss_iou: 0.3823, d1.loss_cls: 0.2268, d1.loss_bbox: 0.1543, d1.loss_iou: 0.3757, d2.loss_cls: 0.2121, d2.loss_bbox: 0.1520, d2.loss_iou: 0.3701, d3.loss_cls: 0.2044, d3.loss_bbox: 0.1509, d3.loss_iou: 0.3703, d4.loss_cls: 0.2009, d4.loss_bbox: 0.1508, d4.loss_iou: 0.3705, dn_loss_cls: 0.0303, dn_loss_bbox: 0.2491, dn_loss_iou: 0.3524, d0.dn_loss_cls: 0.0642, d0.dn_loss_bbox: 0.3672, d0.dn_loss_iou: 0.4744, d1.dn_loss_cls: 0.0394, d1.dn_loss_bbox: 0.2742, d1.dn_loss_iou: 0.3790, d2.dn_loss_cls: 0.0336, d2.dn_loss_bbox: 0.2550, d2.dn_loss_iou: 0.3592, d3.dn_loss_cls: 0.0318, d3.dn_loss_bbox: 0.2496, d3.dn_loss_iou: 0.3531, d4.dn_loss_cls: 0.0306, d4.dn_loss_bbox: 0.2491, d4.dn_loss_iou: 0.3523, loss: 9.4725, grad_norm: 25.3805 2023-11-22 21:28:25,354 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-22 21:28:25,354 - mmdet - INFO - Epoch [6][5350/7330] lr: 1.000e-05, eta: 8:50:40, time: 0.702, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2465, interm_loss_bbox: 0.1898, interm_loss_iou: 0.4344, loss_cls: 0.1997, loss_bbox: 0.1515, loss_iou: 0.3699, d0.loss_cls: 0.2621, d0.loss_bbox: 0.1560, d0.loss_iou: 0.3814, d1.loss_cls: 0.2222, d1.loss_bbox: 0.1540, d1.loss_iou: 0.3773, d2.loss_cls: 0.2108, d2.loss_bbox: 0.1507, d2.loss_iou: 0.3707, d3.loss_cls: 0.2040, d3.loss_bbox: 0.1510, d3.loss_iou: 0.3708, d4.loss_cls: 0.2006, d4.loss_bbox: 0.1511, d4.loss_iou: 0.3702, dn_loss_cls: 0.0312, dn_loss_bbox: 0.2478, dn_loss_iou: 0.3618, d0.dn_loss_cls: 0.0649, d0.dn_loss_bbox: 0.3689, d0.dn_loss_iou: 0.4911, d1.dn_loss_cls: 0.0398, d1.dn_loss_bbox: 0.2743, d1.dn_loss_iou: 0.3899, d2.dn_loss_cls: 0.0344, d2.dn_loss_bbox: 0.2543, d2.dn_loss_iou: 0.3695, d3.dn_loss_cls: 0.0326, d3.dn_loss_bbox: 0.2485, d3.dn_loss_iou: 0.3628, d4.dn_loss_cls: 0.0316, d4.dn_loss_bbox: 0.2478, d4.dn_loss_iou: 0.3618, loss: 9.5378, grad_norm: 27.2210 2023-11-22 21:29:00,444 - mmdet - INFO - Epoch [6][5400/7330] lr: 1.000e-05, eta: 8:50:06, time: 0.702, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2486, interm_loss_bbox: 0.1868, interm_loss_iou: 0.4319, loss_cls: 0.2002, loss_bbox: 0.1557, loss_iou: 0.3792, d0.loss_cls: 0.2632, d0.loss_bbox: 0.1609, d0.loss_iou: 0.3886, d1.loss_cls: 0.2289, d1.loss_bbox: 0.1576, d1.loss_iou: 0.3813, d2.loss_cls: 0.2120, d2.loss_bbox: 0.1551, d2.loss_iou: 0.3802, d3.loss_cls: 0.2048, d3.loss_bbox: 0.1552, d3.loss_iou: 0.3797, d4.loss_cls: 0.2007, d4.loss_bbox: 0.1555, d4.loss_iou: 0.3796, dn_loss_cls: 0.0319, dn_loss_bbox: 0.2473, dn_loss_iou: 0.3698, d0.dn_loss_cls: 0.0671, d0.dn_loss_bbox: 0.3568, d0.dn_loss_iou: 0.4923, d1.dn_loss_cls: 0.0406, d1.dn_loss_bbox: 0.2695, d1.dn_loss_iou: 0.3958, d2.dn_loss_cls: 0.0351, d2.dn_loss_bbox: 0.2512, d2.dn_loss_iou: 0.3757, d3.dn_loss_cls: 0.0333, d3.dn_loss_bbox: 0.2479, d3.dn_loss_iou: 0.3707, d4.dn_loss_cls: 0.0322, d4.dn_loss_bbox: 0.2473, d4.dn_loss_iou: 0.3697, loss: 9.6397, grad_norm: 26.1368 2023-11-22 21:29:35,538 - mmdet - INFO - Epoch [6][5450/7330] lr: 1.000e-05, eta: 8:49:32, time: 0.702, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2490, interm_loss_bbox: 0.1891, interm_loss_iou: 0.4246, loss_cls: 0.2028, loss_bbox: 0.1514, loss_iou: 0.3680, d0.loss_cls: 0.2633, d0.loss_bbox: 0.1600, d0.loss_iou: 0.3789, d1.loss_cls: 0.2249, d1.loss_bbox: 0.1575, d1.loss_iou: 0.3755, d2.loss_cls: 0.2109, d2.loss_bbox: 0.1542, d2.loss_iou: 0.3705, d3.loss_cls: 0.2060, d3.loss_bbox: 0.1519, d3.loss_iou: 0.3687, d4.loss_cls: 0.2035, d4.loss_bbox: 0.1519, d4.loss_iou: 0.3686, dn_loss_cls: 0.0300, dn_loss_bbox: 0.2603, dn_loss_iou: 0.3548, d0.dn_loss_cls: 0.0624, d0.dn_loss_bbox: 0.3743, d0.dn_loss_iou: 0.4774, d1.dn_loss_cls: 0.0382, d1.dn_loss_bbox: 0.2839, d1.dn_loss_iou: 0.3811, d2.dn_loss_cls: 0.0328, d2.dn_loss_bbox: 0.2662, d2.dn_loss_iou: 0.3621, d3.dn_loss_cls: 0.0311, d3.dn_loss_bbox: 0.2610, d3.dn_loss_iou: 0.3556, d4.dn_loss_cls: 0.0302, d4.dn_loss_bbox: 0.2603, d4.dn_loss_iou: 0.3547, loss: 9.5477, grad_norm: 24.7612 2023-11-22 21:30:09,839 - mmdet - INFO - Epoch [6][5500/7330] lr: 1.000e-05, eta: 8:48:57, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2468, interm_loss_bbox: 0.1958, interm_loss_iou: 0.4425, loss_cls: 0.2021, loss_bbox: 0.1562, loss_iou: 0.3801, d0.loss_cls: 0.2644, d0.loss_bbox: 0.1622, d0.loss_iou: 0.3918, d1.loss_cls: 0.2270, d1.loss_bbox: 0.1596, d1.loss_iou: 0.3867, d2.loss_cls: 0.2126, d2.loss_bbox: 0.1570, d2.loss_iou: 0.3818, d3.loss_cls: 0.2053, d3.loss_bbox: 0.1562, d3.loss_iou: 0.3803, d4.loss_cls: 0.2022, d4.loss_bbox: 0.1566, d4.loss_iou: 0.3800, dn_loss_cls: 0.0303, dn_loss_bbox: 0.2715, dn_loss_iou: 0.3635, d0.dn_loss_cls: 0.0653, d0.dn_loss_bbox: 0.3943, d0.dn_loss_iou: 0.4887, d1.dn_loss_cls: 0.0396, d1.dn_loss_bbox: 0.2964, d1.dn_loss_iou: 0.3897, d2.dn_loss_cls: 0.0336, d2.dn_loss_bbox: 0.2769, d2.dn_loss_iou: 0.3702, d3.dn_loss_cls: 0.0316, d3.dn_loss_bbox: 0.2721, d3.dn_loss_iou: 0.3643, d4.dn_loss_cls: 0.0307, d4.dn_loss_bbox: 0.2715, d4.dn_loss_iou: 0.3634, loss: 9.8007, grad_norm: 27.1427 2023-11-22 21:30:44,283 - mmdet - INFO - Epoch [6][5550/7330] lr: 1.000e-05, eta: 8:48:22, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2520, interm_loss_bbox: 0.1963, interm_loss_iou: 0.4236, loss_cls: 0.2026, loss_bbox: 0.1569, loss_iou: 0.3644, d0.loss_cls: 0.2636, d0.loss_bbox: 0.1624, d0.loss_iou: 0.3741, d1.loss_cls: 0.2273, d1.loss_bbox: 0.1588, d1.loss_iou: 0.3687, d2.loss_cls: 0.2119, d2.loss_bbox: 0.1570, d2.loss_iou: 0.3653, d3.loss_cls: 0.2054, d3.loss_bbox: 0.1575, d3.loss_iou: 0.3647, d4.loss_cls: 0.2032, d4.loss_bbox: 0.1575, d4.loss_iou: 0.3641, dn_loss_cls: 0.0316, dn_loss_bbox: 0.2612, dn_loss_iou: 0.3540, d0.dn_loss_cls: 0.0661, d0.dn_loss_bbox: 0.3830, d0.dn_loss_iou: 0.4757, d1.dn_loss_cls: 0.0404, d1.dn_loss_bbox: 0.2860, d1.dn_loss_iou: 0.3789, d2.dn_loss_cls: 0.0348, d2.dn_loss_bbox: 0.2666, d2.dn_loss_iou: 0.3604, d3.dn_loss_cls: 0.0331, d3.dn_loss_bbox: 0.2621, d3.dn_loss_iou: 0.3549, d4.dn_loss_cls: 0.0320, d4.dn_loss_bbox: 0.2612, d4.dn_loss_iou: 0.3539, loss: 9.5734, grad_norm: 26.8612 2023-11-22 21:31:18,943 - mmdet - INFO - Epoch [6][5600/7330] lr: 1.000e-05, eta: 8:47:48, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2462, interm_loss_bbox: 0.1847, interm_loss_iou: 0.4177, loss_cls: 0.1975, loss_bbox: 0.1525, loss_iou: 0.3625, d0.loss_cls: 0.2608, d0.loss_bbox: 0.1587, d0.loss_iou: 0.3758, d1.loss_cls: 0.2243, d1.loss_bbox: 0.1551, d1.loss_iou: 0.3657, d2.loss_cls: 0.2084, d2.loss_bbox: 0.1528, d2.loss_iou: 0.3630, d3.loss_cls: 0.2032, d3.loss_bbox: 0.1516, d3.loss_iou: 0.3612, d4.loss_cls: 0.1990, d4.loss_bbox: 0.1517, d4.loss_iou: 0.3620, dn_loss_cls: 0.0299, dn_loss_bbox: 0.2537, dn_loss_iou: 0.3572, d0.dn_loss_cls: 0.0644, d0.dn_loss_bbox: 0.3757, d0.dn_loss_iou: 0.4797, d1.dn_loss_cls: 0.0391, d1.dn_loss_bbox: 0.2824, d1.dn_loss_iou: 0.3841, d2.dn_loss_cls: 0.0332, d2.dn_loss_bbox: 0.2600, d2.dn_loss_iou: 0.3643, d3.dn_loss_cls: 0.0314, d3.dn_loss_bbox: 0.2545, d3.dn_loss_iou: 0.3579, d4.dn_loss_cls: 0.0302, d4.dn_loss_bbox: 0.2537, d4.dn_loss_iou: 0.3572, loss: 9.4632, grad_norm: 26.6515 2023-11-22 21:31:53,982 - mmdet - INFO - Epoch [6][5650/7330] lr: 1.000e-05, eta: 8:47:13, time: 0.701, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2455, interm_loss_bbox: 0.1885, interm_loss_iou: 0.4216, loss_cls: 0.1958, loss_bbox: 0.1528, loss_iou: 0.3669, d0.loss_cls: 0.2599, d0.loss_bbox: 0.1602, d0.loss_iou: 0.3763, d1.loss_cls: 0.2218, d1.loss_bbox: 0.1549, d1.loss_iou: 0.3691, d2.loss_cls: 0.2066, d2.loss_bbox: 0.1531, d2.loss_iou: 0.3675, d3.loss_cls: 0.1989, d3.loss_bbox: 0.1536, d3.loss_iou: 0.3666, d4.loss_cls: 0.1958, d4.loss_bbox: 0.1529, d4.loss_iou: 0.3675, dn_loss_cls: 0.0329, dn_loss_bbox: 0.2662, dn_loss_iou: 0.3555, d0.dn_loss_cls: 0.0679, d0.dn_loss_bbox: 0.3950, d0.dn_loss_iou: 0.4840, d1.dn_loss_cls: 0.0422, d1.dn_loss_bbox: 0.2939, d1.dn_loss_iou: 0.3834, d2.dn_loss_cls: 0.0360, d2.dn_loss_bbox: 0.2724, d2.dn_loss_iou: 0.3629, d3.dn_loss_cls: 0.0342, d3.dn_loss_bbox: 0.2669, d3.dn_loss_iou: 0.3564, d4.dn_loss_cls: 0.0332, d4.dn_loss_bbox: 0.2662, d4.dn_loss_iou: 0.3555, loss: 9.5805, grad_norm: 25.6807 2023-11-22 21:32:28,286 - mmdet - INFO - Epoch [6][5700/7330] lr: 1.000e-05, eta: 8:46:38, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2462, interm_loss_bbox: 0.1817, interm_loss_iou: 0.4345, loss_cls: 0.2031, loss_bbox: 0.1488, loss_iou: 0.3747, d0.loss_cls: 0.2658, d0.loss_bbox: 0.1542, d0.loss_iou: 0.3859, d1.loss_cls: 0.2284, d1.loss_bbox: 0.1519, d1.loss_iou: 0.3811, d2.loss_cls: 0.2134, d2.loss_bbox: 0.1497, d2.loss_iou: 0.3764, d3.loss_cls: 0.2058, d3.loss_bbox: 0.1496, d3.loss_iou: 0.3751, d4.loss_cls: 0.2039, d4.loss_bbox: 0.1488, d4.loss_iou: 0.3750, dn_loss_cls: 0.0323, dn_loss_bbox: 0.2510, dn_loss_iou: 0.3622, d0.dn_loss_cls: 0.0666, d0.dn_loss_bbox: 0.3793, d0.dn_loss_iou: 0.4903, d1.dn_loss_cls: 0.0412, d1.dn_loss_bbox: 0.2786, d1.dn_loss_iou: 0.3893, d2.dn_loss_cls: 0.0352, d2.dn_loss_bbox: 0.2575, d2.dn_loss_iou: 0.3698, d3.dn_loss_cls: 0.0335, d3.dn_loss_bbox: 0.2518, d3.dn_loss_iou: 0.3632, d4.dn_loss_cls: 0.0325, d4.dn_loss_bbox: 0.2509, d4.dn_loss_iou: 0.3621, loss: 9.6013, grad_norm: 26.1507 2023-11-22 21:33:02,806 - mmdet - INFO - Epoch [6][5750/7330] lr: 1.000e-05, eta: 8:46:04, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2442, interm_loss_bbox: 0.1838, interm_loss_iou: 0.4201, loss_cls: 0.2002, loss_bbox: 0.1495, loss_iou: 0.3617, d0.loss_cls: 0.2601, d0.loss_bbox: 0.1535, d0.loss_iou: 0.3750, d1.loss_cls: 0.2217, d1.loss_bbox: 0.1534, d1.loss_iou: 0.3697, d2.loss_cls: 0.2090, d2.loss_bbox: 0.1510, d2.loss_iou: 0.3644, d3.loss_cls: 0.2031, d3.loss_bbox: 0.1501, d3.loss_iou: 0.3618, d4.loss_cls: 0.2010, d4.loss_bbox: 0.1492, d4.loss_iou: 0.3610, dn_loss_cls: 0.0314, dn_loss_bbox: 0.2563, dn_loss_iou: 0.3619, d0.dn_loss_cls: 0.0650, d0.dn_loss_bbox: 0.3829, d0.dn_loss_iou: 0.4867, d1.dn_loss_cls: 0.0404, d1.dn_loss_bbox: 0.2841, d1.dn_loss_iou: 0.3895, d2.dn_loss_cls: 0.0346, d2.dn_loss_bbox: 0.2627, d2.dn_loss_iou: 0.3692, d3.dn_loss_cls: 0.0329, d3.dn_loss_bbox: 0.2570, d3.dn_loss_iou: 0.3629, d4.dn_loss_cls: 0.0317, d4.dn_loss_bbox: 0.2563, d4.dn_loss_iou: 0.3619, loss: 9.5112, grad_norm: 28.2341 2023-11-22 21:33:37,172 - mmdet - INFO - Epoch [6][5800/7330] lr: 1.000e-05, eta: 8:45:29, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2499, interm_loss_bbox: 0.1892, interm_loss_iou: 0.4199, loss_cls: 0.2038, loss_bbox: 0.1530, loss_iou: 0.3583, d0.loss_cls: 0.2665, d0.loss_bbox: 0.1584, d0.loss_iou: 0.3712, d1.loss_cls: 0.2254, d1.loss_bbox: 0.1566, d1.loss_iou: 0.3652, d2.loss_cls: 0.2128, d2.loss_bbox: 0.1540, d2.loss_iou: 0.3609, d3.loss_cls: 0.2080, d3.loss_bbox: 0.1517, d3.loss_iou: 0.3577, d4.loss_cls: 0.2053, d4.loss_bbox: 0.1517, d4.loss_iou: 0.3576, dn_loss_cls: 0.0321, dn_loss_bbox: 0.2774, dn_loss_iou: 0.3589, d0.dn_loss_cls: 0.0676, d0.dn_loss_bbox: 0.4061, d0.dn_loss_iou: 0.4890, d1.dn_loss_cls: 0.0415, d1.dn_loss_bbox: 0.3072, d1.dn_loss_iou: 0.3883, d2.dn_loss_cls: 0.0355, d2.dn_loss_bbox: 0.2847, d2.dn_loss_iou: 0.3667, d3.dn_loss_cls: 0.0336, d3.dn_loss_bbox: 0.2784, d3.dn_loss_iou: 0.3601, d4.dn_loss_cls: 0.0323, d4.dn_loss_bbox: 0.2774, d4.dn_loss_iou: 0.3588, loss: 9.6727, grad_norm: 26.0405 2023-11-22 21:34:12,192 - mmdet - INFO - Epoch [6][5850/7330] lr: 1.000e-05, eta: 8:44:55, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2464, interm_loss_bbox: 0.1898, interm_loss_iou: 0.4214, loss_cls: 0.1987, loss_bbox: 0.1568, loss_iou: 0.3623, d0.loss_cls: 0.2617, d0.loss_bbox: 0.1598, d0.loss_iou: 0.3714, d1.loss_cls: 0.2223, d1.loss_bbox: 0.1603, d1.loss_iou: 0.3684, d2.loss_cls: 0.2079, d2.loss_bbox: 0.1581, d2.loss_iou: 0.3649, d3.loss_cls: 0.2021, d3.loss_bbox: 0.1574, d3.loss_iou: 0.3627, d4.loss_cls: 0.1989, d4.loss_bbox: 0.1573, d4.loss_iou: 0.3627, dn_loss_cls: 0.0294, dn_loss_bbox: 0.2566, dn_loss_iou: 0.3560, d0.dn_loss_cls: 0.0634, d0.dn_loss_bbox: 0.3775, d0.dn_loss_iou: 0.4809, d1.dn_loss_cls: 0.0387, d1.dn_loss_bbox: 0.2825, d1.dn_loss_iou: 0.3834, d2.dn_loss_cls: 0.0330, d2.dn_loss_bbox: 0.2626, d2.dn_loss_iou: 0.3631, d3.dn_loss_cls: 0.0311, d3.dn_loss_bbox: 0.2574, d3.dn_loss_iou: 0.3570, d4.dn_loss_cls: 0.0298, d4.dn_loss_bbox: 0.2566, d4.dn_loss_iou: 0.3559, loss: 9.5063, grad_norm: 25.9976 2023-11-22 21:34:47,091 - mmdet - INFO - Epoch [6][5900/7330] lr: 1.000e-05, eta: 8:44:20, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2462, interm_loss_bbox: 0.1974, interm_loss_iou: 0.4152, loss_cls: 0.1995, loss_bbox: 0.1586, loss_iou: 0.3557, d0.loss_cls: 0.2641, d0.loss_bbox: 0.1640, d0.loss_iou: 0.3664, d1.loss_cls: 0.2242, d1.loss_bbox: 0.1619, d1.loss_iou: 0.3614, d2.loss_cls: 0.2084, d2.loss_bbox: 0.1599, d2.loss_iou: 0.3560, d3.loss_cls: 0.2042, d3.loss_bbox: 0.1577, d3.loss_iou: 0.3546, d4.loss_cls: 0.2007, d4.loss_bbox: 0.1582, d4.loss_iou: 0.3551, dn_loss_cls: 0.0317, dn_loss_bbox: 0.2932, dn_loss_iou: 0.3623, d0.dn_loss_cls: 0.0668, d0.dn_loss_bbox: 0.4268, d0.dn_loss_iou: 0.4891, d1.dn_loss_cls: 0.0410, d1.dn_loss_bbox: 0.3239, d1.dn_loss_iou: 0.3915, d2.dn_loss_cls: 0.0350, d2.dn_loss_bbox: 0.2995, d2.dn_loss_iou: 0.3696, d3.dn_loss_cls: 0.0331, d3.dn_loss_bbox: 0.2938, d3.dn_loss_iou: 0.3632, d4.dn_loss_cls: 0.0319, d4.dn_loss_bbox: 0.2933, d4.dn_loss_iou: 0.3622, loss: 9.7772, grad_norm: 25.1785 2023-11-22 21:35:21,678 - mmdet - INFO - Epoch [6][5950/7330] lr: 1.000e-05, eta: 8:43:45, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2464, interm_loss_bbox: 0.1873, interm_loss_iou: 0.4334, loss_cls: 0.1996, loss_bbox: 0.1518, loss_iou: 0.3679, d0.loss_cls: 0.2654, d0.loss_bbox: 0.1542, d0.loss_iou: 0.3787, d1.loss_cls: 0.2269, d1.loss_bbox: 0.1520, d1.loss_iou: 0.3727, d2.loss_cls: 0.2112, d2.loss_bbox: 0.1507, d2.loss_iou: 0.3694, d3.loss_cls: 0.2035, d3.loss_bbox: 0.1516, d3.loss_iou: 0.3682, d4.loss_cls: 0.2005, d4.loss_bbox: 0.1512, d4.loss_iou: 0.3676, dn_loss_cls: 0.0327, dn_loss_bbox: 0.2553, dn_loss_iou: 0.3669, d0.dn_loss_cls: 0.0687, d0.dn_loss_bbox: 0.3700, d0.dn_loss_iou: 0.4901, d1.dn_loss_cls: 0.0423, d1.dn_loss_bbox: 0.2797, d1.dn_loss_iou: 0.3925, d2.dn_loss_cls: 0.0360, d2.dn_loss_bbox: 0.2610, d2.dn_loss_iou: 0.3735, d3.dn_loss_cls: 0.0341, d3.dn_loss_bbox: 0.2560, d3.dn_loss_iou: 0.3678, d4.dn_loss_cls: 0.0331, d4.dn_loss_bbox: 0.2552, d4.dn_loss_iou: 0.3669, loss: 9.5918, grad_norm: 26.6112 2023-11-22 21:35:58,428 - mmdet - INFO - Epoch [6][6000/7330] lr: 1.000e-05, eta: 8:43:13, time: 0.735, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2460, interm_loss_bbox: 0.1911, interm_loss_iou: 0.4124, loss_cls: 0.2004, loss_bbox: 0.1518, loss_iou: 0.3509, d0.loss_cls: 0.2641, d0.loss_bbox: 0.1617, d0.loss_iou: 0.3651, d1.loss_cls: 0.2262, d1.loss_bbox: 0.1565, d1.loss_iou: 0.3561, d2.loss_cls: 0.2109, d2.loss_bbox: 0.1534, d2.loss_iou: 0.3528, d3.loss_cls: 0.2041, d3.loss_bbox: 0.1522, d3.loss_iou: 0.3515, d4.loss_cls: 0.2021, d4.loss_bbox: 0.1511, d4.loss_iou: 0.3503, dn_loss_cls: 0.0322, dn_loss_bbox: 0.2782, dn_loss_iou: 0.3575, d0.dn_loss_cls: 0.0676, d0.dn_loss_bbox: 0.4090, d0.dn_loss_iou: 0.4860, d1.dn_loss_cls: 0.0422, d1.dn_loss_bbox: 0.3077, d1.dn_loss_iou: 0.3855, d2.dn_loss_cls: 0.0362, d2.dn_loss_bbox: 0.2848, d2.dn_loss_iou: 0.3649, d3.dn_loss_cls: 0.0339, d3.dn_loss_bbox: 0.2791, d3.dn_loss_iou: 0.3587, d4.dn_loss_cls: 0.0327, d4.dn_loss_bbox: 0.2782, d4.dn_loss_iou: 0.3574, loss: 9.6026, grad_norm: 27.6171 2023-11-22 21:36:33,337 - mmdet - INFO - Epoch [6][6050/7330] lr: 1.000e-05, eta: 8:42:39, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2408, interm_loss_bbox: 0.1879, interm_loss_iou: 0.4356, loss_cls: 0.2009, loss_bbox: 0.1515, loss_iou: 0.3759, d0.loss_cls: 0.2581, d0.loss_bbox: 0.1578, d0.loss_iou: 0.3899, d1.loss_cls: 0.2224, d1.loss_bbox: 0.1547, d1.loss_iou: 0.3825, d2.loss_cls: 0.2104, d2.loss_bbox: 0.1525, d2.loss_iou: 0.3779, d3.loss_cls: 0.2039, d3.loss_bbox: 0.1518, d3.loss_iou: 0.3766, d4.loss_cls: 0.2012, d4.loss_bbox: 0.1511, d4.loss_iou: 0.3757, dn_loss_cls: 0.0341, dn_loss_bbox: 0.2649, dn_loss_iou: 0.3686, d0.dn_loss_cls: 0.0668, d0.dn_loss_bbox: 0.3868, d0.dn_loss_iou: 0.4943, d1.dn_loss_cls: 0.0426, d1.dn_loss_bbox: 0.2928, d1.dn_loss_iou: 0.3960, d2.dn_loss_cls: 0.0368, d2.dn_loss_bbox: 0.2708, d2.dn_loss_iou: 0.3756, d3.dn_loss_cls: 0.0351, d3.dn_loss_bbox: 0.2653, d3.dn_loss_iou: 0.3694, d4.dn_loss_cls: 0.0342, d4.dn_loss_bbox: 0.2649, d4.dn_loss_iou: 0.3685, loss: 9.7268, grad_norm: 28.5086 2023-11-22 21:37:07,185 - mmdet - INFO - Epoch [6][6100/7330] lr: 1.000e-05, eta: 8:42:03, time: 0.677, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2471, interm_loss_bbox: 0.2014, interm_loss_iou: 0.4276, loss_cls: 0.2024, loss_bbox: 0.1637, loss_iou: 0.3677, d0.loss_cls: 0.2612, d0.loss_bbox: 0.1711, d0.loss_iou: 0.3811, d1.loss_cls: 0.2275, d1.loss_bbox: 0.1665, d1.loss_iou: 0.3729, d2.loss_cls: 0.2124, d2.loss_bbox: 0.1643, d2.loss_iou: 0.3683, d3.loss_cls: 0.2056, d3.loss_bbox: 0.1641, d3.loss_iou: 0.3684, d4.loss_cls: 0.2029, d4.loss_bbox: 0.1639, d4.loss_iou: 0.3680, dn_loss_cls: 0.0311, dn_loss_bbox: 0.2690, dn_loss_iou: 0.3570, d0.dn_loss_cls: 0.0652, d0.dn_loss_bbox: 0.3943, d0.dn_loss_iou: 0.4818, d1.dn_loss_cls: 0.0401, d1.dn_loss_bbox: 0.2967, d1.dn_loss_iou: 0.3841, d2.dn_loss_cls: 0.0346, d2.dn_loss_bbox: 0.2760, d2.dn_loss_iou: 0.3641, d3.dn_loss_cls: 0.0327, d3.dn_loss_bbox: 0.2699, d3.dn_loss_iou: 0.3579, d4.dn_loss_cls: 0.0316, d4.dn_loss_bbox: 0.2690, d4.dn_loss_iou: 0.3569, loss: 9.7198, grad_norm: 25.5301 2023-11-22 21:37:41,961 - mmdet - INFO - Epoch [6][6150/7330] lr: 1.000e-05, eta: 8:41:29, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2501, interm_loss_bbox: 0.1832, interm_loss_iou: 0.4214, loss_cls: 0.2017, loss_bbox: 0.1489, loss_iou: 0.3616, d0.loss_cls: 0.2641, d0.loss_bbox: 0.1546, d0.loss_iou: 0.3738, d1.loss_cls: 0.2261, d1.loss_bbox: 0.1524, d1.loss_iou: 0.3683, d2.loss_cls: 0.2115, d2.loss_bbox: 0.1498, d2.loss_iou: 0.3635, d3.loss_cls: 0.2049, d3.loss_bbox: 0.1489, d3.loss_iou: 0.3613, d4.loss_cls: 0.2025, d4.loss_bbox: 0.1486, d4.loss_iou: 0.3611, dn_loss_cls: 0.0335, dn_loss_bbox: 0.2535, dn_loss_iou: 0.3611, d0.dn_loss_cls: 0.0673, d0.dn_loss_bbox: 0.3692, d0.dn_loss_iou: 0.4833, d1.dn_loss_cls: 0.0423, d1.dn_loss_bbox: 0.2775, d1.dn_loss_iou: 0.3863, d2.dn_loss_cls: 0.0364, d2.dn_loss_bbox: 0.2589, d2.dn_loss_iou: 0.3679, d3.dn_loss_cls: 0.0348, d3.dn_loss_bbox: 0.2543, d3.dn_loss_iou: 0.3620, d4.dn_loss_cls: 0.0337, d4.dn_loss_bbox: 0.2535, d4.dn_loss_iou: 0.3610, loss: 9.4949, grad_norm: 25.8251 2023-11-22 21:38:18,218 - mmdet - INFO - Epoch [6][6200/7330] lr: 1.000e-05, eta: 8:40:56, time: 0.725, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2458, interm_loss_bbox: 0.1858, interm_loss_iou: 0.4184, loss_cls: 0.2013, loss_bbox: 0.1486, loss_iou: 0.3607, d0.loss_cls: 0.2597, d0.loss_bbox: 0.1561, d0.loss_iou: 0.3703, d1.loss_cls: 0.2218, d1.loss_bbox: 0.1537, d1.loss_iou: 0.3672, d2.loss_cls: 0.2101, d2.loss_bbox: 0.1498, d2.loss_iou: 0.3619, d3.loss_cls: 0.2046, d3.loss_bbox: 0.1486, d3.loss_iou: 0.3613, d4.loss_cls: 0.2017, d4.loss_bbox: 0.1490, d4.loss_iou: 0.3607, dn_loss_cls: 0.0290, dn_loss_bbox: 0.2573, dn_loss_iou: 0.3504, d0.dn_loss_cls: 0.0619, d0.dn_loss_bbox: 0.3799, d0.dn_loss_iou: 0.4751, d1.dn_loss_cls: 0.0373, d1.dn_loss_bbox: 0.2859, d1.dn_loss_iou: 0.3779, d2.dn_loss_cls: 0.0319, d2.dn_loss_bbox: 0.2636, d2.dn_loss_iou: 0.3578, d3.dn_loss_cls: 0.0304, d3.dn_loss_bbox: 0.2578, d3.dn_loss_iou: 0.3513, d4.dn_loss_cls: 0.0293, d4.dn_loss_bbox: 0.2573, d4.dn_loss_iou: 0.3503, loss: 9.4216, grad_norm: 25.1267 2023-11-22 21:38:52,705 - mmdet - INFO - Epoch [6][6250/7330] lr: 1.000e-05, eta: 8:40:21, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2595, interm_loss_bbox: 0.1939, interm_loss_iou: 0.4306, loss_cls: 0.2112, loss_bbox: 0.1533, loss_iou: 0.3672, d0.loss_cls: 0.2728, d0.loss_bbox: 0.1619, d0.loss_iou: 0.3816, d1.loss_cls: 0.2356, d1.loss_bbox: 0.1582, d1.loss_iou: 0.3742, d2.loss_cls: 0.2205, d2.loss_bbox: 0.1559, d2.loss_iou: 0.3696, d3.loss_cls: 0.2145, d3.loss_bbox: 0.1544, d3.loss_iou: 0.3682, d4.loss_cls: 0.2119, d4.loss_bbox: 0.1536, d4.loss_iou: 0.3674, dn_loss_cls: 0.0302, dn_loss_bbox: 0.2562, dn_loss_iou: 0.3610, d0.dn_loss_cls: 0.0656, d0.dn_loss_bbox: 0.3766, d0.dn_loss_iou: 0.4850, d1.dn_loss_cls: 0.0395, d1.dn_loss_bbox: 0.2828, d1.dn_loss_iou: 0.3871, d2.dn_loss_cls: 0.0335, d2.dn_loss_bbox: 0.2626, d2.dn_loss_iou: 0.3679, d3.dn_loss_cls: 0.0318, d3.dn_loss_bbox: 0.2567, d3.dn_loss_iou: 0.3619, d4.dn_loss_cls: 0.0307, d4.dn_loss_bbox: 0.2562, d4.dn_loss_iou: 0.3610, loss: 9.6621, grad_norm: 25.8241 2023-11-22 21:39:27,332 - mmdet - INFO - Epoch [6][6300/7330] lr: 1.000e-05, eta: 8:39:46, time: 0.692, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2500, interm_loss_bbox: 0.1992, interm_loss_iou: 0.4067, loss_cls: 0.1988, loss_bbox: 0.1628, loss_iou: 0.3507, d0.loss_cls: 0.2664, d0.loss_bbox: 0.1641, d0.loss_iou: 0.3557, d1.loss_cls: 0.2272, d1.loss_bbox: 0.1624, d1.loss_iou: 0.3526, d2.loss_cls: 0.2131, d2.loss_bbox: 0.1590, d2.loss_iou: 0.3482, d3.loss_cls: 0.2037, d3.loss_bbox: 0.1604, d3.loss_iou: 0.3487, d4.loss_cls: 0.2000, d4.loss_bbox: 0.1621, d4.loss_iou: 0.3495, dn_loss_cls: 0.0317, dn_loss_bbox: 0.2650, dn_loss_iou: 0.3519, d0.dn_loss_cls: 0.0671, d0.dn_loss_bbox: 0.3919, d0.dn_loss_iou: 0.4791, d1.dn_loss_cls: 0.0413, d1.dn_loss_bbox: 0.2911, d1.dn_loss_iou: 0.3794, d2.dn_loss_cls: 0.0354, d2.dn_loss_bbox: 0.2709, d2.dn_loss_iou: 0.3595, d3.dn_loss_cls: 0.0335, d3.dn_loss_bbox: 0.2657, d3.dn_loss_iou: 0.3530, d4.dn_loss_cls: 0.0323, d4.dn_loss_bbox: 0.2650, d4.dn_loss_iou: 0.3518, loss: 9.5069, grad_norm: 24.4810 2023-11-22 21:40:01,820 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-22 21:40:01,820 - mmdet - INFO - Epoch [6][6350/7330] lr: 1.000e-05, eta: 8:39:11, time: 0.690, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2430, interm_loss_bbox: 0.1940, interm_loss_iou: 0.4224, loss_cls: 0.1973, loss_bbox: 0.1580, loss_iou: 0.3643, d0.loss_cls: 0.2552, d0.loss_bbox: 0.1639, d0.loss_iou: 0.3779, d1.loss_cls: 0.2208, d1.loss_bbox: 0.1602, d1.loss_iou: 0.3709, d2.loss_cls: 0.2099, d2.loss_bbox: 0.1561, d2.loss_iou: 0.3641, d3.loss_cls: 0.2013, d3.loss_bbox: 0.1576, d3.loss_iou: 0.3647, d4.loss_cls: 0.1978, d4.loss_bbox: 0.1583, d4.loss_iou: 0.3649, dn_loss_cls: 0.0315, dn_loss_bbox: 0.2570, dn_loss_iou: 0.3640, d0.dn_loss_cls: 0.0650, d0.dn_loss_bbox: 0.3760, d0.dn_loss_iou: 0.4883, d1.dn_loss_cls: 0.0402, d1.dn_loss_bbox: 0.2834, d1.dn_loss_iou: 0.3902, d2.dn_loss_cls: 0.0343, d2.dn_loss_bbox: 0.2632, d2.dn_loss_iou: 0.3707, d3.dn_loss_cls: 0.0325, d3.dn_loss_bbox: 0.2575, d3.dn_loss_iou: 0.3647, d4.dn_loss_cls: 0.0316, d4.dn_loss_bbox: 0.2570, d4.dn_loss_iou: 0.3640, loss: 9.5737, grad_norm: 26.3615 2023-11-22 21:40:36,603 - mmdet - INFO - Epoch [6][6400/7330] lr: 1.000e-05, eta: 8:38:37, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2467, interm_loss_bbox: 0.1888, interm_loss_iou: 0.4256, loss_cls: 0.2020, loss_bbox: 0.1516, loss_iou: 0.3661, d0.loss_cls: 0.2611, d0.loss_bbox: 0.1575, d0.loss_iou: 0.3776, d1.loss_cls: 0.2233, d1.loss_bbox: 0.1558, d1.loss_iou: 0.3714, d2.loss_cls: 0.2109, d2.loss_bbox: 0.1521, d2.loss_iou: 0.3656, d3.loss_cls: 0.2048, d3.loss_bbox: 0.1514, d3.loss_iou: 0.3653, d4.loss_cls: 0.2022, d4.loss_bbox: 0.1520, d4.loss_iou: 0.3662, dn_loss_cls: 0.0303, dn_loss_bbox: 0.2701, dn_loss_iou: 0.3566, d0.dn_loss_cls: 0.0660, d0.dn_loss_bbox: 0.3906, d0.dn_loss_iou: 0.4790, d1.dn_loss_cls: 0.0392, d1.dn_loss_bbox: 0.2958, d1.dn_loss_iou: 0.3839, d2.dn_loss_cls: 0.0331, d2.dn_loss_bbox: 0.2761, d2.dn_loss_iou: 0.3636, d3.dn_loss_cls: 0.0315, d3.dn_loss_bbox: 0.2707, d3.dn_loss_iou: 0.3575, d4.dn_loss_cls: 0.0306, d4.dn_loss_bbox: 0.2701, d4.dn_loss_iou: 0.3565, loss: 9.5992, grad_norm: 28.4320 2023-11-22 21:41:11,518 - mmdet - INFO - Epoch [6][6450/7330] lr: 1.000e-05, eta: 8:38:03, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2400, interm_loss_bbox: 0.1878, interm_loss_iou: 0.4214, loss_cls: 0.1971, loss_bbox: 0.1534, loss_iou: 0.3652, d0.loss_cls: 0.2596, d0.loss_bbox: 0.1558, d0.loss_iou: 0.3734, d1.loss_cls: 0.2190, d1.loss_bbox: 0.1558, d1.loss_iou: 0.3712, d2.loss_cls: 0.2071, d2.loss_bbox: 0.1532, d2.loss_iou: 0.3657, d3.loss_cls: 0.2009, d3.loss_bbox: 0.1529, d3.loss_iou: 0.3651, d4.loss_cls: 0.1979, d4.loss_bbox: 0.1528, d4.loss_iou: 0.3650, dn_loss_cls: 0.0293, dn_loss_bbox: 0.2525, dn_loss_iou: 0.3507, d0.dn_loss_cls: 0.0642, d0.dn_loss_bbox: 0.3756, d0.dn_loss_iou: 0.4753, d1.dn_loss_cls: 0.0382, d1.dn_loss_bbox: 0.2799, d1.dn_loss_iou: 0.3778, d2.dn_loss_cls: 0.0325, d2.dn_loss_bbox: 0.2594, d2.dn_loss_iou: 0.3582, d3.dn_loss_cls: 0.0307, d3.dn_loss_bbox: 0.2533, d3.dn_loss_iou: 0.3518, d4.dn_loss_cls: 0.0297, d4.dn_loss_bbox: 0.2525, d4.dn_loss_iou: 0.3506, loss: 9.4221, grad_norm: 24.9398 2023-11-22 21:41:46,414 - mmdet - INFO - Epoch [6][6500/7330] lr: 1.000e-05, eta: 8:37:28, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2478, interm_loss_bbox: 0.1960, interm_loss_iou: 0.4329, loss_cls: 0.2055, loss_bbox: 0.1558, loss_iou: 0.3686, d0.loss_cls: 0.2657, d0.loss_bbox: 0.1627, d0.loss_iou: 0.3842, d1.loss_cls: 0.2281, d1.loss_bbox: 0.1610, d1.loss_iou: 0.3771, d2.loss_cls: 0.2151, d2.loss_bbox: 0.1574, d2.loss_iou: 0.3705, d3.loss_cls: 0.2093, d3.loss_bbox: 0.1558, d3.loss_iou: 0.3691, d4.loss_cls: 0.2069, d4.loss_bbox: 0.1551, d4.loss_iou: 0.3682, dn_loss_cls: 0.0325, dn_loss_bbox: 0.2703, dn_loss_iou: 0.3681, d0.dn_loss_cls: 0.0665, d0.dn_loss_bbox: 0.3872, d0.dn_loss_iou: 0.4912, d1.dn_loss_cls: 0.0407, d1.dn_loss_bbox: 0.2946, d1.dn_loss_iou: 0.3945, d2.dn_loss_cls: 0.0352, d2.dn_loss_bbox: 0.2761, d2.dn_loss_iou: 0.3749, d3.dn_loss_cls: 0.0337, d3.dn_loss_bbox: 0.2707, d3.dn_loss_iou: 0.3689, d4.dn_loss_cls: 0.0326, d4.dn_loss_bbox: 0.2703, d4.dn_loss_iou: 0.3680, loss: 9.7690, grad_norm: 25.8598 2023-11-22 21:42:21,272 - mmdet - INFO - Epoch [6][6550/7330] lr: 1.000e-05, eta: 8:36:54, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2532, interm_loss_bbox: 0.1964, interm_loss_iou: 0.4216, loss_cls: 0.2076, loss_bbox: 0.1570, loss_iou: 0.3624, d0.loss_cls: 0.2686, d0.loss_bbox: 0.1620, d0.loss_iou: 0.3730, d1.loss_cls: 0.2315, d1.loss_bbox: 0.1606, d1.loss_iou: 0.3696, d2.loss_cls: 0.2198, d2.loss_bbox: 0.1560, d2.loss_iou: 0.3623, d3.loss_cls: 0.2125, d3.loss_bbox: 0.1566, d3.loss_iou: 0.3622, d4.loss_cls: 0.2088, d4.loss_bbox: 0.1569, d4.loss_iou: 0.3621, dn_loss_cls: 0.0317, dn_loss_bbox: 0.2636, dn_loss_iou: 0.3560, d0.dn_loss_cls: 0.0670, d0.dn_loss_bbox: 0.3935, d0.dn_loss_iou: 0.4786, d1.dn_loss_cls: 0.0412, d1.dn_loss_bbox: 0.2918, d1.dn_loss_iou: 0.3817, d2.dn_loss_cls: 0.0351, d2.dn_loss_bbox: 0.2708, d2.dn_loss_iou: 0.3630, d3.dn_loss_cls: 0.0335, d3.dn_loss_bbox: 0.2645, d3.dn_loss_iou: 0.3572, d4.dn_loss_cls: 0.0321, d4.dn_loss_bbox: 0.2636, d4.dn_loss_iou: 0.3560, loss: 9.6419, grad_norm: 24.9235 2023-11-22 21:42:55,494 - mmdet - INFO - Epoch [6][6600/7330] lr: 1.000e-05, eta: 8:36:19, time: 0.684, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2393, interm_loss_bbox: 0.1956, interm_loss_iou: 0.4339, loss_cls: 0.1957, loss_bbox: 0.1564, loss_iou: 0.3734, d0.loss_cls: 0.2547, d0.loss_bbox: 0.1642, d0.loss_iou: 0.3840, d1.loss_cls: 0.2183, d1.loss_bbox: 0.1604, d1.loss_iou: 0.3780, d2.loss_cls: 0.2065, d2.loss_bbox: 0.1567, d2.loss_iou: 0.3730, d3.loss_cls: 0.1989, d3.loss_bbox: 0.1565, d3.loss_iou: 0.3730, d4.loss_cls: 0.1958, d4.loss_bbox: 0.1566, d4.loss_iou: 0.3731, dn_loss_cls: 0.0310, dn_loss_bbox: 0.2661, dn_loss_iou: 0.3652, d0.dn_loss_cls: 0.0647, d0.dn_loss_bbox: 0.3938, d0.dn_loss_iou: 0.4906, d1.dn_loss_cls: 0.0402, d1.dn_loss_bbox: 0.2935, d1.dn_loss_iou: 0.3921, d2.dn_loss_cls: 0.0344, d2.dn_loss_bbox: 0.2726, d2.dn_loss_iou: 0.3723, d3.dn_loss_cls: 0.0322, d3.dn_loss_bbox: 0.2669, d3.dn_loss_iou: 0.3661, d4.dn_loss_cls: 0.0311, d4.dn_loss_bbox: 0.2661, d4.dn_loss_iou: 0.3652, loss: 9.6882, grad_norm: 25.2680 2023-11-22 21:43:30,505 - mmdet - INFO - Epoch [6][6650/7330] lr: 1.000e-05, eta: 8:35:44, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2479, interm_loss_bbox: 0.1857, interm_loss_iou: 0.4356, loss_cls: 0.2027, loss_bbox: 0.1508, loss_iou: 0.3747, d0.loss_cls: 0.2623, d0.loss_bbox: 0.1539, d0.loss_iou: 0.3844, d1.loss_cls: 0.2244, d1.loss_bbox: 0.1537, d1.loss_iou: 0.3792, d2.loss_cls: 0.2124, d2.loss_bbox: 0.1507, d2.loss_iou: 0.3752, d3.loss_cls: 0.2067, d3.loss_bbox: 0.1498, d3.loss_iou: 0.3739, d4.loss_cls: 0.2031, d4.loss_bbox: 0.1509, d4.loss_iou: 0.3752, dn_loss_cls: 0.0322, dn_loss_bbox: 0.2605, dn_loss_iou: 0.3562, d0.dn_loss_cls: 0.0675, d0.dn_loss_bbox: 0.3803, d0.dn_loss_iou: 0.4793, d1.dn_loss_cls: 0.0416, d1.dn_loss_bbox: 0.2845, d1.dn_loss_iou: 0.3811, d2.dn_loss_cls: 0.0357, d2.dn_loss_bbox: 0.2659, d2.dn_loss_iou: 0.3627, d3.dn_loss_cls: 0.0336, d3.dn_loss_bbox: 0.2611, d3.dn_loss_iou: 0.3570, d4.dn_loss_cls: 0.0325, d4.dn_loss_bbox: 0.2605, d4.dn_loss_iou: 0.3560, loss: 9.6013, grad_norm: 27.5413 2023-11-22 21:44:04,835 - mmdet - INFO - Epoch [6][6700/7330] lr: 1.000e-05, eta: 8:35:09, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2456, interm_loss_bbox: 0.1936, interm_loss_iou: 0.4201, loss_cls: 0.2012, loss_bbox: 0.1559, loss_iou: 0.3649, d0.loss_cls: 0.2605, d0.loss_bbox: 0.1630, d0.loss_iou: 0.3753, d1.loss_cls: 0.2238, d1.loss_bbox: 0.1588, d1.loss_iou: 0.3707, d2.loss_cls: 0.2118, d2.loss_bbox: 0.1543, d2.loss_iou: 0.3642, d3.loss_cls: 0.2044, d3.loss_bbox: 0.1550, d3.loss_iou: 0.3646, d4.loss_cls: 0.2013, d4.loss_bbox: 0.1565, d4.loss_iou: 0.3654, dn_loss_cls: 0.0315, dn_loss_bbox: 0.2694, dn_loss_iou: 0.3542, d0.dn_loss_cls: 0.0662, d0.dn_loss_bbox: 0.4003, d0.dn_loss_iou: 0.4794, d1.dn_loss_cls: 0.0406, d1.dn_loss_bbox: 0.2969, d1.dn_loss_iou: 0.3818, d2.dn_loss_cls: 0.0345, d2.dn_loss_bbox: 0.2761, d2.dn_loss_iou: 0.3617, d3.dn_loss_cls: 0.0327, d3.dn_loss_bbox: 0.2703, d3.dn_loss_iou: 0.3552, d4.dn_loss_cls: 0.0317, d4.dn_loss_bbox: 0.2694, d4.dn_loss_iou: 0.3541, loss: 9.6167, grad_norm: 25.4683 2023-11-22 21:44:39,347 - mmdet - INFO - Epoch [6][6750/7330] lr: 1.000e-05, eta: 8:34:35, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2365, interm_loss_bbox: 0.1859, interm_loss_iou: 0.4336, loss_cls: 0.1914, loss_bbox: 0.1503, loss_iou: 0.3775, d0.loss_cls: 0.2515, d0.loss_bbox: 0.1554, d0.loss_iou: 0.3864, d1.loss_cls: 0.2138, d1.loss_bbox: 0.1534, d1.loss_iou: 0.3814, d2.loss_cls: 0.2010, d2.loss_bbox: 0.1513, d2.loss_iou: 0.3783, d3.loss_cls: 0.1944, d3.loss_bbox: 0.1505, d3.loss_iou: 0.3782, d4.loss_cls: 0.1918, d4.loss_bbox: 0.1501, d4.loss_iou: 0.3782, dn_loss_cls: 0.0293, dn_loss_bbox: 0.2449, dn_loss_iou: 0.3503, d0.dn_loss_cls: 0.0639, d0.dn_loss_bbox: 0.3686, d0.dn_loss_iou: 0.4754, d1.dn_loss_cls: 0.0384, d1.dn_loss_bbox: 0.2713, d1.dn_loss_iou: 0.3771, d2.dn_loss_cls: 0.0328, d2.dn_loss_bbox: 0.2511, d2.dn_loss_iou: 0.3574, d3.dn_loss_cls: 0.0309, d3.dn_loss_bbox: 0.2456, d3.dn_loss_iou: 0.3512, d4.dn_loss_cls: 0.0297, d4.dn_loss_bbox: 0.2449, d4.dn_loss_iou: 0.3502, loss: 9.4037, grad_norm: 26.7565 2023-11-22 21:45:17,372 - mmdet - INFO - Epoch [6][6800/7330] lr: 1.000e-05, eta: 8:34:04, time: 0.760, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2456, interm_loss_bbox: 0.1914, interm_loss_iou: 0.4203, loss_cls: 0.1973, loss_bbox: 0.1546, loss_iou: 0.3606, d0.loss_cls: 0.2594, d0.loss_bbox: 0.1593, d0.loss_iou: 0.3716, d1.loss_cls: 0.2226, d1.loss_bbox: 0.1572, d1.loss_iou: 0.3669, d2.loss_cls: 0.2073, d2.loss_bbox: 0.1561, d2.loss_iou: 0.3627, d3.loss_cls: 0.2028, d3.loss_bbox: 0.1539, d3.loss_iou: 0.3608, d4.loss_cls: 0.1989, d4.loss_bbox: 0.1541, d4.loss_iou: 0.3603, dn_loss_cls: 0.0298, dn_loss_bbox: 0.2669, dn_loss_iou: 0.3516, d0.dn_loss_cls: 0.0645, d0.dn_loss_bbox: 0.3876, d0.dn_loss_iou: 0.4743, d1.dn_loss_cls: 0.0393, d1.dn_loss_bbox: 0.2922, d1.dn_loss_iou: 0.3782, d2.dn_loss_cls: 0.0335, d2.dn_loss_bbox: 0.2728, d2.dn_loss_iou: 0.3584, d3.dn_loss_cls: 0.0316, d3.dn_loss_bbox: 0.2675, d3.dn_loss_iou: 0.3525, d4.dn_loss_cls: 0.0304, d4.dn_loss_bbox: 0.2670, d4.dn_loss_iou: 0.3516, loss: 9.5134, grad_norm: 24.7284 2023-11-22 21:45:52,140 - mmdet - INFO - Epoch [6][6850/7330] lr: 1.000e-05, eta: 8:33:29, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2467, interm_loss_bbox: 0.1909, interm_loss_iou: 0.4165, loss_cls: 0.1994, loss_bbox: 0.1573, loss_iou: 0.3570, d0.loss_cls: 0.2630, d0.loss_bbox: 0.1586, d0.loss_iou: 0.3635, d1.loss_cls: 0.2222, d1.loss_bbox: 0.1570, d1.loss_iou: 0.3607, d2.loss_cls: 0.2094, d2.loss_bbox: 0.1563, d2.loss_iou: 0.3569, d3.loss_cls: 0.2028, d3.loss_bbox: 0.1574, d3.loss_iou: 0.3570, d4.loss_cls: 0.1994, d4.loss_bbox: 0.1575, d4.loss_iou: 0.3578, dn_loss_cls: 0.0306, dn_loss_bbox: 0.2560, dn_loss_iou: 0.3561, d0.dn_loss_cls: 0.0648, d0.dn_loss_bbox: 0.3813, d0.dn_loss_iou: 0.4800, d1.dn_loss_cls: 0.0394, d1.dn_loss_bbox: 0.2835, d1.dn_loss_iou: 0.3829, d2.dn_loss_cls: 0.0335, d2.dn_loss_bbox: 0.2624, d2.dn_loss_iou: 0.3633, d3.dn_loss_cls: 0.0317, d3.dn_loss_bbox: 0.2569, d3.dn_loss_iou: 0.3571, d4.dn_loss_cls: 0.0308, d4.dn_loss_bbox: 0.2560, d4.dn_loss_iou: 0.3560, loss: 9.4695, grad_norm: 25.4247 2023-11-22 21:46:26,666 - mmdet - INFO - Epoch [6][6900/7330] lr: 1.000e-05, eta: 8:32:54, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2478, interm_loss_bbox: 0.1925, interm_loss_iou: 0.4291, loss_cls: 0.2074, loss_bbox: 0.1540, loss_iou: 0.3688, d0.loss_cls: 0.2657, d0.loss_bbox: 0.1595, d0.loss_iou: 0.3793, d1.loss_cls: 0.2281, d1.loss_bbox: 0.1562, d1.loss_iou: 0.3751, d2.loss_cls: 0.2152, d2.loss_bbox: 0.1550, d2.loss_iou: 0.3713, d3.loss_cls: 0.2100, d3.loss_bbox: 0.1543, d3.loss_iou: 0.3695, d4.loss_cls: 0.2078, d4.loss_bbox: 0.1538, d4.loss_iou: 0.3696, dn_loss_cls: 0.0324, dn_loss_bbox: 0.2564, dn_loss_iou: 0.3600, d0.dn_loss_cls: 0.0670, d0.dn_loss_bbox: 0.3744, d0.dn_loss_iou: 0.4822, d1.dn_loss_cls: 0.0409, d1.dn_loss_bbox: 0.2803, d1.dn_loss_iou: 0.3860, d2.dn_loss_cls: 0.0355, d2.dn_loss_bbox: 0.2618, d2.dn_loss_iou: 0.3668, d3.dn_loss_cls: 0.0337, d3.dn_loss_bbox: 0.2570, d3.dn_loss_iou: 0.3610, d4.dn_loss_cls: 0.0326, d4.dn_loss_bbox: 0.2564, d4.dn_loss_iou: 0.3599, loss: 9.6144, grad_norm: 23.8164 2023-11-22 21:47:00,873 - mmdet - INFO - Epoch [6][6950/7330] lr: 1.000e-05, eta: 8:32:19, time: 0.684, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2472, interm_loss_bbox: 0.1922, interm_loss_iou: 0.4160, loss_cls: 0.2026, loss_bbox: 0.1513, loss_iou: 0.3533, d0.loss_cls: 0.2646, d0.loss_bbox: 0.1574, d0.loss_iou: 0.3661, d1.loss_cls: 0.2248, d1.loss_bbox: 0.1551, d1.loss_iou: 0.3611, d2.loss_cls: 0.2115, d2.loss_bbox: 0.1512, d2.loss_iou: 0.3547, d3.loss_cls: 0.2060, d3.loss_bbox: 0.1514, d3.loss_iou: 0.3530, d4.loss_cls: 0.2031, d4.loss_bbox: 0.1517, d4.loss_iou: 0.3534, dn_loss_cls: 0.0330, dn_loss_bbox: 0.2685, dn_loss_iou: 0.3472, d0.dn_loss_cls: 0.0682, d0.dn_loss_bbox: 0.4089, d0.dn_loss_iou: 0.4765, d1.dn_loss_cls: 0.0422, d1.dn_loss_bbox: 0.3006, d1.dn_loss_iou: 0.3766, d2.dn_loss_cls: 0.0364, d2.dn_loss_bbox: 0.2761, d2.dn_loss_iou: 0.3552, d3.dn_loss_cls: 0.0346, d3.dn_loss_bbox: 0.2694, d3.dn_loss_iou: 0.3482, d4.dn_loss_cls: 0.0335, d4.dn_loss_bbox: 0.2685, d4.dn_loss_iou: 0.3471, loss: 9.5184, grad_norm: 25.0037 2023-11-22 21:47:35,856 - mmdet - INFO - Epoch [6][7000/7330] lr: 1.000e-05, eta: 8:31:45, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2468, interm_loss_bbox: 0.1940, interm_loss_iou: 0.4146, loss_cls: 0.2001, loss_bbox: 0.1555, loss_iou: 0.3518, d0.loss_cls: 0.2608, d0.loss_bbox: 0.1606, d0.loss_iou: 0.3642, d1.loss_cls: 0.2217, d1.loss_bbox: 0.1606, d1.loss_iou: 0.3585, d2.loss_cls: 0.2091, d2.loss_bbox: 0.1563, d2.loss_iou: 0.3538, d3.loss_cls: 0.2035, d3.loss_bbox: 0.1554, d3.loss_iou: 0.3516, d4.loss_cls: 0.2006, d4.loss_bbox: 0.1556, d4.loss_iou: 0.3518, dn_loss_cls: 0.0310, dn_loss_bbox: 0.2534, dn_loss_iou: 0.3552, d0.dn_loss_cls: 0.0653, d0.dn_loss_bbox: 0.3703, d0.dn_loss_iou: 0.4773, d1.dn_loss_cls: 0.0393, d1.dn_loss_bbox: 0.2785, d1.dn_loss_iou: 0.3822, d2.dn_loss_cls: 0.0337, d2.dn_loss_bbox: 0.2595, d2.dn_loss_iou: 0.3625, d3.dn_loss_cls: 0.0321, d3.dn_loss_bbox: 0.2543, d3.dn_loss_iou: 0.3563, d4.dn_loss_cls: 0.0311, d4.dn_loss_bbox: 0.2534, d4.dn_loss_iou: 0.3551, loss: 9.4178, grad_norm: 25.9093 2023-11-22 21:48:12,986 - mmdet - INFO - Epoch [6][7050/7330] lr: 1.000e-05, eta: 8:31:13, time: 0.743, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2415, interm_loss_bbox: 0.1908, interm_loss_iou: 0.4124, loss_cls: 0.1948, loss_bbox: 0.1558, loss_iou: 0.3553, d0.loss_cls: 0.2533, d0.loss_bbox: 0.1595, d0.loss_iou: 0.3652, d1.loss_cls: 0.2163, d1.loss_bbox: 0.1576, d1.loss_iou: 0.3594, d2.loss_cls: 0.2032, d2.loss_bbox: 0.1556, d2.loss_iou: 0.3570, d3.loss_cls: 0.1976, d3.loss_bbox: 0.1555, d3.loss_iou: 0.3557, d4.loss_cls: 0.1959, d4.loss_bbox: 0.1553, d4.loss_iou: 0.3546, dn_loss_cls: 0.0296, dn_loss_bbox: 0.2647, dn_loss_iou: 0.3570, d0.dn_loss_cls: 0.0633, d0.dn_loss_bbox: 0.3842, d0.dn_loss_iou: 0.4772, d1.dn_loss_cls: 0.0381, d1.dn_loss_bbox: 0.2917, d1.dn_loss_iou: 0.3839, d2.dn_loss_cls: 0.0325, d2.dn_loss_bbox: 0.2704, d2.dn_loss_iou: 0.3638, d3.dn_loss_cls: 0.0308, d3.dn_loss_bbox: 0.2654, d3.dn_loss_iou: 0.3579, d4.dn_loss_cls: 0.0300, d4.dn_loss_bbox: 0.2647, d4.dn_loss_iou: 0.3569, loss: 9.4544, grad_norm: 25.1507 2023-11-22 21:48:47,501 - mmdet - INFO - Epoch [6][7100/7330] lr: 1.000e-05, eta: 8:30:38, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2474, interm_loss_bbox: 0.1994, interm_loss_iou: 0.4219, loss_cls: 0.2047, loss_bbox: 0.1559, loss_iou: 0.3578, d0.loss_cls: 0.2650, d0.loss_bbox: 0.1634, d0.loss_iou: 0.3709, d1.loss_cls: 0.2293, d1.loss_bbox: 0.1600, d1.loss_iou: 0.3645, d2.loss_cls: 0.2166, d2.loss_bbox: 0.1563, d2.loss_iou: 0.3589, d3.loss_cls: 0.2081, d3.loss_bbox: 0.1564, d3.loss_iou: 0.3592, d4.loss_cls: 0.2056, d4.loss_bbox: 0.1561, d4.loss_iou: 0.3579, dn_loss_cls: 0.0321, dn_loss_bbox: 0.2838, dn_loss_iou: 0.3689, d0.dn_loss_cls: 0.0674, d0.dn_loss_bbox: 0.4041, d0.dn_loss_iou: 0.4922, d1.dn_loss_cls: 0.0418, d1.dn_loss_bbox: 0.3088, d1.dn_loss_iou: 0.3958, d2.dn_loss_cls: 0.0356, d2.dn_loss_bbox: 0.2902, d2.dn_loss_iou: 0.3764, d3.dn_loss_cls: 0.0337, d3.dn_loss_bbox: 0.2844, d3.dn_loss_iou: 0.3698, d4.dn_loss_cls: 0.0325, d4.dn_loss_bbox: 0.2838, d4.dn_loss_iou: 0.3688, loss: 9.7854, grad_norm: 27.2150 2023-11-22 21:49:24,028 - mmdet - INFO - Epoch [6][7150/7330] lr: 1.000e-05, eta: 8:30:05, time: 0.731, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2492, interm_loss_bbox: 0.1844, interm_loss_iou: 0.4338, loss_cls: 0.2045, loss_bbox: 0.1536, loss_iou: 0.3812, d0.loss_cls: 0.2645, d0.loss_bbox: 0.1576, d0.loss_iou: 0.3909, d1.loss_cls: 0.2298, d1.loss_bbox: 0.1561, d1.loss_iou: 0.3846, d2.loss_cls: 0.2130, d2.loss_bbox: 0.1547, d2.loss_iou: 0.3830, d3.loss_cls: 0.2076, d3.loss_bbox: 0.1540, d3.loss_iou: 0.3818, d4.loss_cls: 0.2049, d4.loss_bbox: 0.1534, d4.loss_iou: 0.3809, dn_loss_cls: 0.0310, dn_loss_bbox: 0.2657, dn_loss_iou: 0.3604, d0.dn_loss_cls: 0.0647, d0.dn_loss_bbox: 0.3902, d0.dn_loss_iou: 0.4872, d1.dn_loss_cls: 0.0405, d1.dn_loss_bbox: 0.2942, d1.dn_loss_iou: 0.3886, d2.dn_loss_cls: 0.0345, d2.dn_loss_bbox: 0.2724, d2.dn_loss_iou: 0.3679, d3.dn_loss_cls: 0.0325, d3.dn_loss_bbox: 0.2665, d3.dn_loss_iou: 0.3615, d4.dn_loss_cls: 0.0314, d4.dn_loss_bbox: 0.2657, d4.dn_loss_iou: 0.3603, loss: 9.7387, grad_norm: 24.8409 2023-11-22 21:49:58,862 - mmdet - INFO - Epoch [6][7200/7330] lr: 1.000e-05, eta: 8:29:31, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2377, interm_loss_bbox: 0.1839, interm_loss_iou: 0.4292, loss_cls: 0.1932, loss_bbox: 0.1487, loss_iou: 0.3680, d0.loss_cls: 0.2525, d0.loss_bbox: 0.1539, d0.loss_iou: 0.3803, d1.loss_cls: 0.2162, d1.loss_bbox: 0.1521, d1.loss_iou: 0.3739, d2.loss_cls: 0.2037, d2.loss_bbox: 0.1468, d2.loss_iou: 0.3670, d3.loss_cls: 0.1974, d3.loss_bbox: 0.1472, d3.loss_iou: 0.3672, d4.loss_cls: 0.1944, d4.loss_bbox: 0.1484, d4.loss_iou: 0.3679, dn_loss_cls: 0.0309, dn_loss_bbox: 0.2555, dn_loss_iou: 0.3573, d0.dn_loss_cls: 0.0643, d0.dn_loss_bbox: 0.3731, d0.dn_loss_iou: 0.4827, d1.dn_loss_cls: 0.0393, d1.dn_loss_bbox: 0.2827, d1.dn_loss_iou: 0.3852, d2.dn_loss_cls: 0.0338, d2.dn_loss_bbox: 0.2623, d2.dn_loss_iou: 0.3648, d3.dn_loss_cls: 0.0321, d3.dn_loss_bbox: 0.2564, d3.dn_loss_iou: 0.3583, d4.dn_loss_cls: 0.0312, d4.dn_loss_bbox: 0.2555, d4.dn_loss_iou: 0.3572, loss: 9.4522, grad_norm: 25.1180 2023-11-22 21:50:33,026 - mmdet - INFO - Epoch [6][7250/7330] lr: 1.000e-05, eta: 8:28:56, time: 0.683, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2435, interm_loss_bbox: 0.1827, interm_loss_iou: 0.4206, loss_cls: 0.1937, loss_bbox: 0.1517, loss_iou: 0.3671, d0.loss_cls: 0.2578, d0.loss_bbox: 0.1552, d0.loss_iou: 0.3774, d1.loss_cls: 0.2159, d1.loss_bbox: 0.1544, d1.loss_iou: 0.3721, d2.loss_cls: 0.2047, d2.loss_bbox: 0.1517, d2.loss_iou: 0.3675, d3.loss_cls: 0.1983, d3.loss_bbox: 0.1506, d3.loss_iou: 0.3664, d4.loss_cls: 0.1951, d4.loss_bbox: 0.1508, d4.loss_iou: 0.3665, dn_loss_cls: 0.0287, dn_loss_bbox: 0.2633, dn_loss_iou: 0.3548, d0.dn_loss_cls: 0.0629, d0.dn_loss_bbox: 0.3840, d0.dn_loss_iou: 0.4758, d1.dn_loss_cls: 0.0374, d1.dn_loss_bbox: 0.2898, d1.dn_loss_iou: 0.3807, d2.dn_loss_cls: 0.0320, d2.dn_loss_bbox: 0.2691, d2.dn_loss_iou: 0.3614, d3.dn_loss_cls: 0.0303, d3.dn_loss_bbox: 0.2640, d3.dn_loss_iou: 0.3556, d4.dn_loss_cls: 0.0290, d4.dn_loss_bbox: 0.2633, d4.dn_loss_iou: 0.3547, loss: 9.4807, grad_norm: 26.8332 2023-11-22 21:51:07,766 - mmdet - INFO - Epoch [6][7300/7330] lr: 1.000e-05, eta: 8:28:21, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2408, interm_loss_bbox: 0.1893, interm_loss_iou: 0.4207, loss_cls: 0.1934, loss_bbox: 0.1538, loss_iou: 0.3644, d0.loss_cls: 0.2555, d0.loss_bbox: 0.1572, d0.loss_iou: 0.3724, d1.loss_cls: 0.2177, d1.loss_bbox: 0.1565, d1.loss_iou: 0.3688, d2.loss_cls: 0.2039, d2.loss_bbox: 0.1538, d2.loss_iou: 0.3655, d3.loss_cls: 0.1982, d3.loss_bbox: 0.1529, d3.loss_iou: 0.3640, d4.loss_cls: 0.1942, d4.loss_bbox: 0.1538, d4.loss_iou: 0.3642, dn_loss_cls: 0.0299, dn_loss_bbox: 0.2480, dn_loss_iou: 0.3583, d0.dn_loss_cls: 0.0645, d0.dn_loss_bbox: 0.3564, d0.dn_loss_iou: 0.4751, d1.dn_loss_cls: 0.0391, d1.dn_loss_bbox: 0.2711, d1.dn_loss_iou: 0.3832, d2.dn_loss_cls: 0.0333, d2.dn_loss_bbox: 0.2524, d2.dn_loss_iou: 0.3646, d3.dn_loss_cls: 0.0316, d3.dn_loss_bbox: 0.2483, d3.dn_loss_iou: 0.3591, d4.dn_loss_cls: 0.0303, d4.dn_loss_bbox: 0.2480, d4.dn_loss_iou: 0.3583, loss: 9.3925, grad_norm: 24.2714 2023-11-22 21:51:28,950 - mmdet - INFO - Saving checkpoint at 6 epochs 2023-11-22 21:52:50,660 - mmdet - INFO - Evaluating bbox... 2023-11-22 21:55:12,461 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.549 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.738 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.600 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.380 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.589 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.710 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.752 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.756 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.756 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.608 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.803 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.903 2023-11-22 21:55:12,464 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.635 | bicycle | 0.411 | car | 0.506 | | motorcycle | 0.545 | airplane | 0.777 | bus | 0.764 | | train | 0.772 | truck | 0.505 | boat | 0.386 | | traffic light | 0.341 | fire hydrant | 0.762 | stop sign | 0.747 | | parking meter | 0.513 | bench | 0.381 | bird | 0.488 | | cat | 0.824 | dog | 0.793 | horse | 0.696 | | sheep | 0.646 | cow | 0.696 | elephant | 0.794 | | bear | 0.863 | zebra | 0.769 | giraffe | 0.782 | | backpack | 0.267 | umbrella | 0.517 | handbag | 0.288 | | tie | 0.456 | suitcase | 0.577 | frisbee | 0.748 | | skis | 0.338 | snowboard | 0.503 | sports ball | 0.537 | | kite | 0.537 | baseball bat | 0.556 | baseball glove | 0.503 | | skateboard | 0.606 | surfboard | 0.522 | tennis racket | 0.615 | | bottle | 0.509 | wine glass | 0.478 | cup | 0.570 | | fork | 0.520 | knife | 0.364 | spoon | 0.385 | | bowl | 0.535 | banana | 0.331 | apple | 0.285 | | sandwich | 0.553 | orange | 0.413 | broccoli | 0.307 | | carrot | 0.298 | hot dog | 0.592 | pizza | 0.629 | | donut | 0.624 | cake | 0.507 | chair | 0.432 | | couch | 0.554 | potted plant | 0.371 | bed | 0.567 | | dining table | 0.361 | toilet | 0.725 | tv | 0.690 | | laptop | 0.760 | mouse | 0.680 | remote | 0.509 | | keyboard | 0.622 | cell phone | 0.521 | microwave | 0.718 | | oven | 0.462 | toaster | 0.593 | sink | 0.477 | | refrigerator | 0.733 | book | 0.229 | clock | 0.577 | | vase | 0.478 | scissors | 0.558 | teddy bear | 0.636 | | hair drier | 0.325 | toothbrush | 0.511 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-22 21:55:14,701 - mmdet - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx/best_bbox_mAP_epoch_5.pth was removed 2023-11-22 21:55:21,185 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_6.pth. 2023-11-22 21:55:21,185 - mmdet - INFO - Best bbox_mAP is 0.5491 at 6 epoch. 2023-11-22 21:55:21,185 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-22 21:55:21,186 - mmdet - INFO - Epoch(val) [6][625] bbox_mAP: 0.5491, bbox_mAP_50: 0.7383, bbox_mAP_75: 0.6004, bbox_mAP_s: 0.3795, bbox_mAP_m: 0.5887, bbox_mAP_l: 0.7099, bbox_mAP_copypaste: 0.5491 0.7383 0.6004 0.3795 0.5887 0.7099 2023-11-22 21:55:58,910 - mmdet - INFO - Epoch [7][50/7330] lr: 1.000e-05, eta: 8:27:08, time: 0.754, data_time: 0.065, memory: 16711, interm_loss_cls: 0.2375, interm_loss_bbox: 0.1825, interm_loss_iou: 0.4171, loss_cls: 0.1906, loss_bbox: 0.1452, loss_iou: 0.3572, d0.loss_cls: 0.2560, d0.loss_bbox: 0.1506, d0.loss_iou: 0.3667, d1.loss_cls: 0.2134, d1.loss_bbox: 0.1490, d1.loss_iou: 0.3641, d2.loss_cls: 0.2001, d2.loss_bbox: 0.1466, d2.loss_iou: 0.3590, d3.loss_cls: 0.1937, d3.loss_bbox: 0.1451, d3.loss_iou: 0.3576, d4.loss_cls: 0.1915, d4.loss_bbox: 0.1451, d4.loss_iou: 0.3574, dn_loss_cls: 0.0287, dn_loss_bbox: 0.2527, dn_loss_iou: 0.3517, d0.dn_loss_cls: 0.0619, d0.dn_loss_bbox: 0.3793, d0.dn_loss_iou: 0.4747, d1.dn_loss_cls: 0.0374, d1.dn_loss_bbox: 0.2815, d1.dn_loss_iou: 0.3784, d2.dn_loss_cls: 0.0319, d2.dn_loss_bbox: 0.2588, d2.dn_loss_iou: 0.3585, d3.dn_loss_cls: 0.0302, d3.dn_loss_bbox: 0.2533, d3.dn_loss_iou: 0.3524, d4.dn_loss_cls: 0.0291, d4.dn_loss_bbox: 0.2527, d4.dn_loss_iou: 0.3516, loss: 9.2907, grad_norm: 25.9113 2023-11-22 21:56:32,891 - mmdet - INFO - Epoch [7][100/7330] lr: 1.000e-05, eta: 8:26:33, time: 0.679, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2430, interm_loss_bbox: 0.1893, interm_loss_iou: 0.4339, loss_cls: 0.1988, loss_bbox: 0.1560, loss_iou: 0.3736, d0.loss_cls: 0.2590, d0.loss_bbox: 0.1609, d0.loss_iou: 0.3854, d1.loss_cls: 0.2183, d1.loss_bbox: 0.1613, d1.loss_iou: 0.3816, d2.loss_cls: 0.2084, d2.loss_bbox: 0.1571, d2.loss_iou: 0.3746, d3.loss_cls: 0.2036, d3.loss_bbox: 0.1555, d3.loss_iou: 0.3732, d4.loss_cls: 0.1994, d4.loss_bbox: 0.1560, d4.loss_iou: 0.3740, dn_loss_cls: 0.0303, dn_loss_bbox: 0.2533, dn_loss_iou: 0.3630, d0.dn_loss_cls: 0.0647, d0.dn_loss_bbox: 0.3688, d0.dn_loss_iou: 0.4852, d1.dn_loss_cls: 0.0393, d1.dn_loss_bbox: 0.2767, d1.dn_loss_iou: 0.3878, d2.dn_loss_cls: 0.0335, d2.dn_loss_bbox: 0.2587, d2.dn_loss_iou: 0.3693, d3.dn_loss_cls: 0.0317, d3.dn_loss_bbox: 0.2540, d3.dn_loss_iou: 0.3636, d4.dn_loss_cls: 0.0307, d4.dn_loss_bbox: 0.2534, d4.dn_loss_iou: 0.3628, loss: 9.5896, grad_norm: 26.8557 2023-11-22 21:57:07,528 - mmdet - INFO - Epoch [7][150/7330] lr: 1.000e-05, eta: 8:25:58, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2477, interm_loss_bbox: 0.1943, interm_loss_iou: 0.4187, loss_cls: 0.1980, loss_bbox: 0.1584, loss_iou: 0.3623, d0.loss_cls: 0.2631, d0.loss_bbox: 0.1627, d0.loss_iou: 0.3726, d1.loss_cls: 0.2249, d1.loss_bbox: 0.1612, d1.loss_iou: 0.3675, d2.loss_cls: 0.2101, d2.loss_bbox: 0.1582, d2.loss_iou: 0.3640, d3.loss_cls: 0.2044, d3.loss_bbox: 0.1563, d3.loss_iou: 0.3609, d4.loss_cls: 0.1993, d4.loss_bbox: 0.1574, d4.loss_iou: 0.3618, dn_loss_cls: 0.0304, dn_loss_bbox: 0.2663, dn_loss_iou: 0.3555, d0.dn_loss_cls: 0.0655, d0.dn_loss_bbox: 0.3918, d0.dn_loss_iou: 0.4778, d1.dn_loss_cls: 0.0399, d1.dn_loss_bbox: 0.2932, d1.dn_loss_iou: 0.3827, d2.dn_loss_cls: 0.0337, d2.dn_loss_bbox: 0.2729, d2.dn_loss_iou: 0.3630, d3.dn_loss_cls: 0.0320, d3.dn_loss_bbox: 0.2671, d3.dn_loss_iou: 0.3564, d4.dn_loss_cls: 0.0308, d4.dn_loss_bbox: 0.2663, d4.dn_loss_iou: 0.3555, loss: 9.5845, grad_norm: 25.9247 2023-11-22 21:57:41,824 - mmdet - INFO - Epoch [7][200/7330] lr: 1.000e-05, eta: 8:25:23, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2383, interm_loss_bbox: 0.1905, interm_loss_iou: 0.4212, loss_cls: 0.1919, loss_bbox: 0.1563, loss_iou: 0.3601, d0.loss_cls: 0.2558, d0.loss_bbox: 0.1565, d0.loss_iou: 0.3695, d1.loss_cls: 0.2157, d1.loss_bbox: 0.1554, d1.loss_iou: 0.3639, d2.loss_cls: 0.2006, d2.loss_bbox: 0.1552, d2.loss_iou: 0.3613, d3.loss_cls: 0.1959, d3.loss_bbox: 0.1550, d3.loss_iou: 0.3598, d4.loss_cls: 0.1923, d4.loss_bbox: 0.1561, d4.loss_iou: 0.3603, dn_loss_cls: 0.0295, dn_loss_bbox: 0.2579, dn_loss_iou: 0.3503, d0.dn_loss_cls: 0.0638, d0.dn_loss_bbox: 0.3880, d0.dn_loss_iou: 0.4755, d1.dn_loss_cls: 0.0389, d1.dn_loss_bbox: 0.2857, d1.dn_loss_iou: 0.3769, d2.dn_loss_cls: 0.0332, d2.dn_loss_bbox: 0.2644, d2.dn_loss_iou: 0.3575, d3.dn_loss_cls: 0.0311, d3.dn_loss_bbox: 0.2587, d3.dn_loss_iou: 0.3513, d4.dn_loss_cls: 0.0300, d4.dn_loss_bbox: 0.2579, d4.dn_loss_iou: 0.3503, loss: 9.4122, grad_norm: 25.0095 2023-11-22 21:58:16,093 - mmdet - INFO - Epoch [7][250/7330] lr: 1.000e-05, eta: 8:24:48, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2390, interm_loss_bbox: 0.1855, interm_loss_iou: 0.4186, loss_cls: 0.1936, loss_bbox: 0.1498, loss_iou: 0.3618, d0.loss_cls: 0.2565, d0.loss_bbox: 0.1538, d0.loss_iou: 0.3713, d1.loss_cls: 0.2181, d1.loss_bbox: 0.1522, d1.loss_iou: 0.3668, d2.loss_cls: 0.2043, d2.loss_bbox: 0.1503, d2.loss_iou: 0.3626, d3.loss_cls: 0.1985, d3.loss_bbox: 0.1494, d3.loss_iou: 0.3620, d4.loss_cls: 0.1947, d4.loss_bbox: 0.1496, d4.loss_iou: 0.3614, dn_loss_cls: 0.0290, dn_loss_bbox: 0.2507, dn_loss_iou: 0.3468, d0.dn_loss_cls: 0.0646, d0.dn_loss_bbox: 0.3764, d0.dn_loss_iou: 0.4705, d1.dn_loss_cls: 0.0390, d1.dn_loss_bbox: 0.2787, d1.dn_loss_iou: 0.3738, d2.dn_loss_cls: 0.0325, d2.dn_loss_bbox: 0.2572, d2.dn_loss_iou: 0.3538, d3.dn_loss_cls: 0.0307, d3.dn_loss_bbox: 0.2514, d3.dn_loss_iou: 0.3476, d4.dn_loss_cls: 0.0294, d4.dn_loss_bbox: 0.2507, d4.dn_loss_iou: 0.3467, loss: 9.3294, grad_norm: 27.9811 2023-11-22 21:58:50,469 - mmdet - INFO - Epoch [7][300/7330] lr: 1.000e-05, eta: 8:24:13, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2487, interm_loss_bbox: 0.1937, interm_loss_iou: 0.4181, loss_cls: 0.2030, loss_bbox: 0.1584, loss_iou: 0.3605, d0.loss_cls: 0.2644, d0.loss_bbox: 0.1637, d0.loss_iou: 0.3732, d1.loss_cls: 0.2247, d1.loss_bbox: 0.1622, d1.loss_iou: 0.3680, d2.loss_cls: 0.2112, d2.loss_bbox: 0.1602, d2.loss_iou: 0.3625, d3.loss_cls: 0.2070, d3.loss_bbox: 0.1584, d3.loss_iou: 0.3605, d4.loss_cls: 0.2043, d4.loss_bbox: 0.1582, d4.loss_iou: 0.3601, dn_loss_cls: 0.0318, dn_loss_bbox: 0.2747, dn_loss_iou: 0.3567, d0.dn_loss_cls: 0.0662, d0.dn_loss_bbox: 0.4081, d0.dn_loss_iou: 0.4840, d1.dn_loss_cls: 0.0410, d1.dn_loss_bbox: 0.3033, d1.dn_loss_iou: 0.3846, d2.dn_loss_cls: 0.0350, d2.dn_loss_bbox: 0.2815, d2.dn_loss_iou: 0.3644, d3.dn_loss_cls: 0.0333, d3.dn_loss_bbox: 0.2756, d3.dn_loss_iou: 0.3577, d4.dn_loss_cls: 0.0322, d4.dn_loss_bbox: 0.2748, d4.dn_loss_iou: 0.3566, loss: 9.6825, grad_norm: 24.4602 2023-11-22 21:59:25,271 - mmdet - INFO - Epoch [7][350/7330] lr: 1.000e-05, eta: 8:23:39, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2422, interm_loss_bbox: 0.1893, interm_loss_iou: 0.4166, loss_cls: 0.1963, loss_bbox: 0.1525, loss_iou: 0.3580, d0.loss_cls: 0.2594, d0.loss_bbox: 0.1575, d0.loss_iou: 0.3710, d1.loss_cls: 0.2218, d1.loss_bbox: 0.1554, d1.loss_iou: 0.3638, d2.loss_cls: 0.2070, d2.loss_bbox: 0.1530, d2.loss_iou: 0.3588, d3.loss_cls: 0.2009, d3.loss_bbox: 0.1512, d3.loss_iou: 0.3572, d4.loss_cls: 0.1973, d4.loss_bbox: 0.1522, d4.loss_iou: 0.3573, dn_loss_cls: 0.0299, dn_loss_bbox: 0.2614, dn_loss_iou: 0.3371, d0.dn_loss_cls: 0.0643, d0.dn_loss_bbox: 0.3901, d0.dn_loss_iou: 0.4637, d1.dn_loss_cls: 0.0395, d1.dn_loss_bbox: 0.2886, d1.dn_loss_iou: 0.3647, d2.dn_loss_cls: 0.0334, d2.dn_loss_bbox: 0.2676, d2.dn_loss_iou: 0.3443, d3.dn_loss_cls: 0.0316, d3.dn_loss_bbox: 0.2621, d3.dn_loss_iou: 0.3379, d4.dn_loss_cls: 0.0304, d4.dn_loss_bbox: 0.2614, d4.dn_loss_iou: 0.3370, loss: 9.3639, grad_norm: 26.8834 2023-11-22 21:59:59,376 - mmdet - INFO - Epoch [7][400/7330] lr: 1.000e-05, eta: 8:23:03, time: 0.682, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2349, interm_loss_bbox: 0.1914, interm_loss_iou: 0.4076, loss_cls: 0.1892, loss_bbox: 0.1514, loss_iou: 0.3441, d0.loss_cls: 0.2718, d0.loss_bbox: 0.1572, d0.loss_iou: 0.3566, d1.loss_cls: 0.2223, d1.loss_bbox: 0.1537, d1.loss_iou: 0.3500, d2.loss_cls: 0.2018, d2.loss_bbox: 0.1523, d2.loss_iou: 0.3460, d3.loss_cls: 0.1920, d3.loss_bbox: 0.1531, d3.loss_iou: 0.3458, d4.loss_cls: 0.1896, d4.loss_bbox: 0.1519, d4.loss_iou: 0.3445, dn_loss_cls: 0.0307, dn_loss_bbox: 0.2580, dn_loss_iou: 0.3416, d0.dn_loss_cls: 0.0652, d0.dn_loss_bbox: 0.3864, d0.dn_loss_iou: 0.4687, d1.dn_loss_cls: 0.0399, d1.dn_loss_bbox: 0.2886, d1.dn_loss_iou: 0.3707, d2.dn_loss_cls: 0.0343, d2.dn_loss_bbox: 0.2653, d2.dn_loss_iou: 0.3491, d3.dn_loss_cls: 0.0323, d3.dn_loss_bbox: 0.2588, d3.dn_loss_iou: 0.3427, d4.dn_loss_cls: 0.0311, d4.dn_loss_bbox: 0.2580, d4.dn_loss_iou: 0.3415, loss: 9.2705, grad_norm: 28.9353 2023-11-22 22:00:33,856 - mmdet - INFO - Epoch [7][450/7330] lr: 1.000e-05, eta: 8:22:29, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2458, interm_loss_bbox: 0.1855, interm_loss_iou: 0.4152, loss_cls: 0.1981, loss_bbox: 0.1511, loss_iou: 0.3617, d0.loss_cls: 0.2741, d0.loss_bbox: 0.1553, d0.loss_iou: 0.3716, d1.loss_cls: 0.2266, d1.loss_bbox: 0.1543, d1.loss_iou: 0.3667, d2.loss_cls: 0.2093, d2.loss_bbox: 0.1518, d2.loss_iou: 0.3636, d3.loss_cls: 0.2013, d3.loss_bbox: 0.1508, d3.loss_iou: 0.3624, d4.loss_cls: 0.1983, d4.loss_bbox: 0.1515, d4.loss_iou: 0.3621, dn_loss_cls: 0.0288, dn_loss_bbox: 0.2455, dn_loss_iou: 0.3408, d0.dn_loss_cls: 0.0629, d0.dn_loss_bbox: 0.3686, d0.dn_loss_iou: 0.4678, d1.dn_loss_cls: 0.0382, d1.dn_loss_bbox: 0.2708, d1.dn_loss_iou: 0.3674, d2.dn_loss_cls: 0.0325, d2.dn_loss_bbox: 0.2509, d2.dn_loss_iou: 0.3475, d3.dn_loss_cls: 0.0305, d3.dn_loss_bbox: 0.2460, d3.dn_loss_iou: 0.3416, d4.dn_loss_cls: 0.0292, d4.dn_loss_bbox: 0.2455, d4.dn_loss_iou: 0.3407, loss: 9.3123, grad_norm: 28.7651 2023-11-22 22:01:08,557 - mmdet - INFO - Epoch [7][500/7330] lr: 1.000e-05, eta: 8:21:54, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2472, interm_loss_bbox: 0.1945, interm_loss_iou: 0.4011, loss_cls: 0.1952, loss_bbox: 0.1572, loss_iou: 0.3423, d0.loss_cls: 0.2787, d0.loss_bbox: 0.1613, d0.loss_iou: 0.3550, d1.loss_cls: 0.2251, d1.loss_bbox: 0.1625, d1.loss_iou: 0.3500, d2.loss_cls: 0.2061, d2.loss_bbox: 0.1584, d2.loss_iou: 0.3452, d3.loss_cls: 0.1991, d3.loss_bbox: 0.1574, d3.loss_iou: 0.3436, d4.loss_cls: 0.1956, d4.loss_bbox: 0.1573, d4.loss_iou: 0.3427, dn_loss_cls: 0.0300, dn_loss_bbox: 0.2624, dn_loss_iou: 0.3421, d0.dn_loss_cls: 0.0652, d0.dn_loss_bbox: 0.3910, d0.dn_loss_iou: 0.4645, d1.dn_loss_cls: 0.0398, d1.dn_loss_bbox: 0.2916, d1.dn_loss_iou: 0.3684, d2.dn_loss_cls: 0.0336, d2.dn_loss_bbox: 0.2692, d2.dn_loss_iou: 0.3491, d3.dn_loss_cls: 0.0315, d3.dn_loss_bbox: 0.2632, d3.dn_loss_iou: 0.3431, d4.dn_loss_cls: 0.0304, d4.dn_loss_bbox: 0.2624, d4.dn_loss_iou: 0.3420, loss: 9.3548, grad_norm: 29.2290 2023-11-22 22:01:43,564 - mmdet - INFO - Epoch [7][550/7330] lr: 1.000e-05, eta: 8:21:20, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2423, interm_loss_bbox: 0.1812, interm_loss_iou: 0.4171, loss_cls: 0.1982, loss_bbox: 0.1516, loss_iou: 0.3657, d0.loss_cls: 0.2678, d0.loss_bbox: 0.1529, d0.loss_iou: 0.3731, d1.loss_cls: 0.2262, d1.loss_bbox: 0.1527, d1.loss_iou: 0.3682, d2.loss_cls: 0.2107, d2.loss_bbox: 0.1511, d2.loss_iou: 0.3649, d3.loss_cls: 0.2025, d3.loss_bbox: 0.1512, d3.loss_iou: 0.3647, d4.loss_cls: 0.1985, d4.loss_bbox: 0.1515, d4.loss_iou: 0.3651, dn_loss_cls: 0.0305, dn_loss_bbox: 0.2587, dn_loss_iou: 0.3581, d0.dn_loss_cls: 0.0642, d0.dn_loss_bbox: 0.3839, d0.dn_loss_iou: 0.4851, d1.dn_loss_cls: 0.0385, d1.dn_loss_bbox: 0.2871, d1.dn_loss_iou: 0.3852, d2.dn_loss_cls: 0.0331, d2.dn_loss_bbox: 0.2648, d2.dn_loss_iou: 0.3648, d3.dn_loss_cls: 0.0315, d3.dn_loss_bbox: 0.2593, d3.dn_loss_iou: 0.3589, d4.dn_loss_cls: 0.0307, d4.dn_loss_bbox: 0.2588, d4.dn_loss_iou: 0.3580, loss: 9.5086, grad_norm: 28.2713 2023-11-22 22:02:18,630 - mmdet - INFO - Epoch [7][600/7330] lr: 1.000e-05, eta: 8:20:46, time: 0.701, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2445, interm_loss_bbox: 0.1883, interm_loss_iou: 0.4335, loss_cls: 0.1953, loss_bbox: 0.1536, loss_iou: 0.3776, d0.loss_cls: 0.2681, d0.loss_bbox: 0.1558, d0.loss_iou: 0.3829, d1.loss_cls: 0.2279, d1.loss_bbox: 0.1538, d1.loss_iou: 0.3771, d2.loss_cls: 0.2093, d2.loss_bbox: 0.1533, d2.loss_iou: 0.3778, d3.loss_cls: 0.2006, d3.loss_bbox: 0.1532, d3.loss_iou: 0.3760, d4.loss_cls: 0.1967, d4.loss_bbox: 0.1532, d4.loss_iou: 0.3770, dn_loss_cls: 0.0298, dn_loss_bbox: 0.2447, dn_loss_iou: 0.3535, d0.dn_loss_cls: 0.0649, d0.dn_loss_bbox: 0.3647, d0.dn_loss_iou: 0.4766, d1.dn_loss_cls: 0.0394, d1.dn_loss_bbox: 0.2693, d1.dn_loss_iou: 0.3795, d2.dn_loss_cls: 0.0333, d2.dn_loss_bbox: 0.2497, d2.dn_loss_iou: 0.3601, d3.dn_loss_cls: 0.0314, d3.dn_loss_bbox: 0.2454, d3.dn_loss_iou: 0.3543, d4.dn_loss_cls: 0.0302, d4.dn_loss_bbox: 0.2447, d4.dn_loss_iou: 0.3535, loss: 9.4805, grad_norm: 26.8006 2023-11-22 22:02:53,287 - mmdet - INFO - Epoch [7][650/7330] lr: 1.000e-05, eta: 8:20:11, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2515, interm_loss_bbox: 0.1911, interm_loss_iou: 0.4195, loss_cls: 0.2087, loss_bbox: 0.1517, loss_iou: 0.3582, d0.loss_cls: 0.2771, d0.loss_bbox: 0.1574, d0.loss_iou: 0.3709, d1.loss_cls: 0.2359, d1.loss_bbox: 0.1546, d1.loss_iou: 0.3634, d2.loss_cls: 0.2187, d2.loss_bbox: 0.1522, d2.loss_iou: 0.3606, d3.loss_cls: 0.2113, d3.loss_bbox: 0.1531, d3.loss_iou: 0.3596, d4.loss_cls: 0.2085, d4.loss_bbox: 0.1523, d4.loss_iou: 0.3590, dn_loss_cls: 0.0312, dn_loss_bbox: 0.2578, dn_loss_iou: 0.3595, d0.dn_loss_cls: 0.0661, d0.dn_loss_bbox: 0.3779, d0.dn_loss_iou: 0.4853, d1.dn_loss_cls: 0.0404, d1.dn_loss_bbox: 0.2842, d1.dn_loss_iou: 0.3871, d2.dn_loss_cls: 0.0345, d2.dn_loss_bbox: 0.2645, d2.dn_loss_iou: 0.3670, d3.dn_loss_cls: 0.0327, d3.dn_loss_bbox: 0.2586, d3.dn_loss_iou: 0.3606, d4.dn_loss_cls: 0.0316, d4.dn_loss_bbox: 0.2578, d4.dn_loss_iou: 0.3595, loss: 9.5716, grad_norm: 24.8400 2023-11-22 22:03:28,277 - mmdet - INFO - Epoch [7][700/7330] lr: 1.000e-05, eta: 8:19:37, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2370, interm_loss_bbox: 0.1866, interm_loss_iou: 0.4206, loss_cls: 0.1911, loss_bbox: 0.1514, loss_iou: 0.3667, d0.loss_cls: 0.2635, d0.loss_bbox: 0.1546, d0.loss_iou: 0.3714, d1.loss_cls: 0.2220, d1.loss_bbox: 0.1534, d1.loss_iou: 0.3701, d2.loss_cls: 0.2057, d2.loss_bbox: 0.1505, d2.loss_iou: 0.3650, d3.loss_cls: 0.1960, d3.loss_bbox: 0.1515, d3.loss_iou: 0.3666, d4.loss_cls: 0.1921, d4.loss_bbox: 0.1508, d4.loss_iou: 0.3664, dn_loss_cls: 0.0282, dn_loss_bbox: 0.2425, dn_loss_iou: 0.3426, d0.dn_loss_cls: 0.0627, d0.dn_loss_bbox: 0.3652, d0.dn_loss_iou: 0.4664, d1.dn_loss_cls: 0.0380, d1.dn_loss_bbox: 0.2690, d1.dn_loss_iou: 0.3694, d2.dn_loss_cls: 0.0318, d2.dn_loss_bbox: 0.2494, d2.dn_loss_iou: 0.3499, d3.dn_loss_cls: 0.0301, d3.dn_loss_bbox: 0.2436, d3.dn_loss_iou: 0.3435, d4.dn_loss_cls: 0.0288, d4.dn_loss_bbox: 0.2425, d4.dn_loss_iou: 0.3425, loss: 9.2790, grad_norm: 27.7724 2023-11-22 22:04:02,537 - mmdet - INFO - Epoch [7][750/7330] lr: 1.000e-05, eta: 8:19:02, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2412, interm_loss_bbox: 0.1920, interm_loss_iou: 0.4236, loss_cls: 0.1953, loss_bbox: 0.1563, loss_iou: 0.3693, d0.loss_cls: 0.2633, d0.loss_bbox: 0.1608, d0.loss_iou: 0.3793, d1.loss_cls: 0.2254, d1.loss_bbox: 0.1566, d1.loss_iou: 0.3699, d2.loss_cls: 0.2082, d2.loss_bbox: 0.1555, d2.loss_iou: 0.3676, d3.loss_cls: 0.2006, d3.loss_bbox: 0.1556, d3.loss_iou: 0.3683, d4.loss_cls: 0.1966, d4.loss_bbox: 0.1561, d4.loss_iou: 0.3688, dn_loss_cls: 0.0304, dn_loss_bbox: 0.2599, dn_loss_iou: 0.3625, d0.dn_loss_cls: 0.0650, d0.dn_loss_bbox: 0.3792, d0.dn_loss_iou: 0.4839, d1.dn_loss_cls: 0.0397, d1.dn_loss_bbox: 0.2866, d1.dn_loss_iou: 0.3893, d2.dn_loss_cls: 0.0336, d2.dn_loss_bbox: 0.2656, d2.dn_loss_iou: 0.3695, d3.dn_loss_cls: 0.0319, d3.dn_loss_bbox: 0.2604, d3.dn_loss_iou: 0.3633, d4.dn_loss_cls: 0.0308, d4.dn_loss_bbox: 0.2599, d4.dn_loss_iou: 0.3624, loss: 9.5843, grad_norm: 27.3307 2023-11-22 22:04:37,036 - mmdet - INFO - Epoch [7][800/7330] lr: 1.000e-05, eta: 8:18:27, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2417, interm_loss_bbox: 0.1867, interm_loss_iou: 0.4336, loss_cls: 0.1978, loss_bbox: 0.1522, loss_iou: 0.3791, d0.loss_cls: 0.2651, d0.loss_bbox: 0.1583, d0.loss_iou: 0.3907, d1.loss_cls: 0.2271, d1.loss_bbox: 0.1546, d1.loss_iou: 0.3841, d2.loss_cls: 0.2093, d2.loss_bbox: 0.1539, d2.loss_iou: 0.3805, d3.loss_cls: 0.2019, d3.loss_bbox: 0.1526, d3.loss_iou: 0.3793, d4.loss_cls: 0.1984, d4.loss_bbox: 0.1522, d4.loss_iou: 0.3796, dn_loss_cls: 0.0309, dn_loss_bbox: 0.2498, dn_loss_iou: 0.3588, d0.dn_loss_cls: 0.0655, d0.dn_loss_bbox: 0.3680, d0.dn_loss_iou: 0.4800, d1.dn_loss_cls: 0.0395, d1.dn_loss_bbox: 0.2723, d1.dn_loss_iou: 0.3839, d2.dn_loss_cls: 0.0337, d2.dn_loss_bbox: 0.2546, d2.dn_loss_iou: 0.3655, d3.dn_loss_cls: 0.0323, d3.dn_loss_bbox: 0.2503, d3.dn_loss_iou: 0.3595, d4.dn_loss_cls: 0.0313, d4.dn_loss_bbox: 0.2498, d4.dn_loss_iou: 0.3587, loss: 9.5628, grad_norm: 27.9425 2023-11-22 22:05:12,019 - mmdet - INFO - Epoch [7][850/7330] lr: 1.000e-05, eta: 8:17:53, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2423, interm_loss_bbox: 0.1884, interm_loss_iou: 0.4034, loss_cls: 0.1951, loss_bbox: 0.1537, loss_iou: 0.3468, d0.loss_cls: 0.2645, d0.loss_bbox: 0.1557, d0.loss_iou: 0.3587, d1.loss_cls: 0.2229, d1.loss_bbox: 0.1558, d1.loss_iou: 0.3515, d2.loss_cls: 0.2070, d2.loss_bbox: 0.1522, d2.loss_iou: 0.3467, d3.loss_cls: 0.1997, d3.loss_bbox: 0.1523, d3.loss_iou: 0.3457, d4.loss_cls: 0.1961, d4.loss_bbox: 0.1531, d4.loss_iou: 0.3466, dn_loss_cls: 0.0292, dn_loss_bbox: 0.2639, dn_loss_iou: 0.3492, d0.dn_loss_cls: 0.0645, d0.dn_loss_bbox: 0.3951, d0.dn_loss_iou: 0.4791, d1.dn_loss_cls: 0.0390, d1.dn_loss_bbox: 0.2929, d1.dn_loss_iou: 0.3770, d2.dn_loss_cls: 0.0329, d2.dn_loss_bbox: 0.2708, d2.dn_loss_iou: 0.3570, d3.dn_loss_cls: 0.0309, d3.dn_loss_bbox: 0.2647, d3.dn_loss_iou: 0.3501, d4.dn_loss_cls: 0.0296, d4.dn_loss_bbox: 0.2639, d4.dn_loss_iou: 0.3490, loss: 9.3770, grad_norm: 28.2462 2023-11-22 22:05:46,180 - mmdet - INFO - Epoch [7][900/7330] lr: 1.000e-05, eta: 8:17:18, time: 0.683, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2398, interm_loss_bbox: 0.1950, interm_loss_iou: 0.4200, loss_cls: 0.1953, loss_bbox: 0.1552, loss_iou: 0.3593, d0.loss_cls: 0.2626, d0.loss_bbox: 0.1573, d0.loss_iou: 0.3691, d1.loss_cls: 0.2190, d1.loss_bbox: 0.1602, d1.loss_iou: 0.3675, d2.loss_cls: 0.2055, d2.loss_bbox: 0.1556, d2.loss_iou: 0.3616, d3.loss_cls: 0.1976, d3.loss_bbox: 0.1560, d3.loss_iou: 0.3612, d4.loss_cls: 0.1964, d4.loss_bbox: 0.1548, d4.loss_iou: 0.3592, dn_loss_cls: 0.0294, dn_loss_bbox: 0.2677, dn_loss_iou: 0.3536, d0.dn_loss_cls: 0.0637, d0.dn_loss_bbox: 0.3895, d0.dn_loss_iou: 0.4767, d1.dn_loss_cls: 0.0384, d1.dn_loss_bbox: 0.2932, d1.dn_loss_iou: 0.3799, d2.dn_loss_cls: 0.0327, d2.dn_loss_bbox: 0.2736, d2.dn_loss_iou: 0.3605, d3.dn_loss_cls: 0.0310, d3.dn_loss_bbox: 0.2684, d3.dn_loss_iou: 0.3545, d4.dn_loss_cls: 0.0298, d4.dn_loss_bbox: 0.2677, d4.dn_loss_iou: 0.3535, loss: 9.5122, grad_norm: 25.4324 2023-11-22 22:06:20,351 - mmdet - INFO - Epoch [7][950/7330] lr: 1.000e-05, eta: 8:16:43, time: 0.683, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2500, interm_loss_bbox: 0.1842, interm_loss_iou: 0.4195, loss_cls: 0.2071, loss_bbox: 0.1516, loss_iou: 0.3629, d0.loss_cls: 0.2710, d0.loss_bbox: 0.1552, d0.loss_iou: 0.3725, d1.loss_cls: 0.2318, d1.loss_bbox: 0.1541, d1.loss_iou: 0.3679, d2.loss_cls: 0.2184, d2.loss_bbox: 0.1514, d2.loss_iou: 0.3639, d3.loss_cls: 0.2101, d3.loss_bbox: 0.1517, d3.loss_iou: 0.3641, d4.loss_cls: 0.2076, d4.loss_bbox: 0.1516, d4.loss_iou: 0.3630, dn_loss_cls: 0.0309, dn_loss_bbox: 0.2580, dn_loss_iou: 0.3530, d0.dn_loss_cls: 0.0651, d0.dn_loss_bbox: 0.3753, d0.dn_loss_iou: 0.4749, d1.dn_loss_cls: 0.0397, d1.dn_loss_bbox: 0.2824, d1.dn_loss_iou: 0.3787, d2.dn_loss_cls: 0.0338, d2.dn_loss_bbox: 0.2636, d2.dn_loss_iou: 0.3594, d3.dn_loss_cls: 0.0320, d3.dn_loss_bbox: 0.2587, d3.dn_loss_iou: 0.3540, d4.dn_loss_cls: 0.0312, d4.dn_loss_bbox: 0.2580, d4.dn_loss_iou: 0.3529, loss: 9.5112, grad_norm: 24.7101 2023-11-22 22:06:54,519 - mmdet - INFO - Epoch [7][1000/7330] lr: 1.000e-05, eta: 8:16:07, time: 0.683, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2406, interm_loss_bbox: 0.1843, interm_loss_iou: 0.4219, loss_cls: 0.1944, loss_bbox: 0.1509, loss_iou: 0.3671, d0.loss_cls: 0.2600, d0.loss_bbox: 0.1538, d0.loss_iou: 0.3746, d1.loss_cls: 0.2207, d1.loss_bbox: 0.1537, d1.loss_iou: 0.3721, d2.loss_cls: 0.2044, d2.loss_bbox: 0.1520, d2.loss_iou: 0.3688, d3.loss_cls: 0.1978, d3.loss_bbox: 0.1518, d3.loss_iou: 0.3675, d4.loss_cls: 0.1948, d4.loss_bbox: 0.1514, d4.loss_iou: 0.3669, dn_loss_cls: 0.0285, dn_loss_bbox: 0.2591, dn_loss_iou: 0.3589, d0.dn_loss_cls: 0.0635, d0.dn_loss_bbox: 0.3837, d0.dn_loss_iou: 0.4871, d1.dn_loss_cls: 0.0381, d1.dn_loss_bbox: 0.2872, d1.dn_loss_iou: 0.3867, d2.dn_loss_cls: 0.0318, d2.dn_loss_bbox: 0.2657, d2.dn_loss_iou: 0.3666, d3.dn_loss_cls: 0.0301, d3.dn_loss_bbox: 0.2600, d3.dn_loss_iou: 0.3601, d4.dn_loss_cls: 0.0289, d4.dn_loss_bbox: 0.2592, d4.dn_loss_iou: 0.3588, loss: 9.5036, grad_norm: 26.6731 2023-11-22 22:07:29,656 - mmdet - INFO - Epoch [7][1050/7330] lr: 1.000e-05, eta: 8:15:33, time: 0.703, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2395, interm_loss_bbox: 0.1812, interm_loss_iou: 0.4280, loss_cls: 0.1925, loss_bbox: 0.1499, loss_iou: 0.3745, d0.loss_cls: 0.2605, d0.loss_bbox: 0.1535, d0.loss_iou: 0.3828, d1.loss_cls: 0.2181, d1.loss_bbox: 0.1539, d1.loss_iou: 0.3801, d2.loss_cls: 0.2049, d2.loss_bbox: 0.1483, d2.loss_iou: 0.3740, d3.loss_cls: 0.1967, d3.loss_bbox: 0.1500, d3.loss_iou: 0.3744, d4.loss_cls: 0.1939, d4.loss_bbox: 0.1495, d4.loss_iou: 0.3738, dn_loss_cls: 0.0298, dn_loss_bbox: 0.2510, dn_loss_iou: 0.3589, d0.dn_loss_cls: 0.0635, d0.dn_loss_bbox: 0.3680, d0.dn_loss_iou: 0.4775, d1.dn_loss_cls: 0.0386, d1.dn_loss_bbox: 0.2758, d1.dn_loss_iou: 0.3847, d2.dn_loss_cls: 0.0330, d2.dn_loss_bbox: 0.2563, d2.dn_loss_iou: 0.3657, d3.dn_loss_cls: 0.0313, d3.dn_loss_bbox: 0.2515, d3.dn_loss_iou: 0.3596, d4.dn_loss_cls: 0.0302, d4.dn_loss_bbox: 0.2510, d4.dn_loss_iou: 0.3589, loss: 9.4654, grad_norm: 27.0406 2023-11-22 22:08:04,158 - mmdet - INFO - Epoch [7][1100/7330] lr: 1.000e-05, eta: 8:14:59, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2443, interm_loss_bbox: 0.1878, interm_loss_iou: 0.4203, loss_cls: 0.1961, loss_bbox: 0.1545, loss_iou: 0.3695, d0.loss_cls: 0.2644, d0.loss_bbox: 0.1600, d0.loss_iou: 0.3774, d1.loss_cls: 0.2235, d1.loss_bbox: 0.1575, d1.loss_iou: 0.3732, d2.loss_cls: 0.2085, d2.loss_bbox: 0.1542, d2.loss_iou: 0.3691, d3.loss_cls: 0.1994, d3.loss_bbox: 0.1551, d3.loss_iou: 0.3703, d4.loss_cls: 0.1969, d4.loss_bbox: 0.1544, d4.loss_iou: 0.3696, dn_loss_cls: 0.0303, dn_loss_bbox: 0.2734, dn_loss_iou: 0.3589, d0.dn_loss_cls: 0.0647, d0.dn_loss_bbox: 0.3924, d0.dn_loss_iou: 0.4768, d1.dn_loss_cls: 0.0396, d1.dn_loss_bbox: 0.2982, d1.dn_loss_iou: 0.3843, d2.dn_loss_cls: 0.0337, d2.dn_loss_bbox: 0.2788, d2.dn_loss_iou: 0.3656, d3.dn_loss_cls: 0.0318, d3.dn_loss_bbox: 0.2741, d3.dn_loss_iou: 0.3598, d4.dn_loss_cls: 0.0306, d4.dn_loss_bbox: 0.2735, d4.dn_loss_iou: 0.3589, loss: 9.6317, grad_norm: 25.9365 2023-11-22 22:08:39,368 - mmdet - INFO - Epoch [7][1150/7330] lr: 1.000e-05, eta: 8:14:24, time: 0.704, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2398, interm_loss_bbox: 0.1909, interm_loss_iou: 0.4042, loss_cls: 0.1951, loss_bbox: 0.1509, loss_iou: 0.3460, d0.loss_cls: 0.2597, d0.loss_bbox: 0.1590, d0.loss_iou: 0.3550, d1.loss_cls: 0.2216, d1.loss_bbox: 0.1549, d1.loss_iou: 0.3502, d2.loss_cls: 0.2058, d2.loss_bbox: 0.1507, d2.loss_iou: 0.3463, d3.loss_cls: 0.1976, d3.loss_bbox: 0.1516, d3.loss_iou: 0.3463, d4.loss_cls: 0.1959, d4.loss_bbox: 0.1508, d4.loss_iou: 0.3459, dn_loss_cls: 0.0279, dn_loss_bbox: 0.2512, dn_loss_iou: 0.3466, d0.dn_loss_cls: 0.0623, d0.dn_loss_bbox: 0.3776, d0.dn_loss_iou: 0.4706, d1.dn_loss_cls: 0.0372, d1.dn_loss_bbox: 0.2788, d1.dn_loss_iou: 0.3743, d2.dn_loss_cls: 0.0312, d2.dn_loss_bbox: 0.2570, d2.dn_loss_iou: 0.3536, d3.dn_loss_cls: 0.0294, d3.dn_loss_bbox: 0.2517, d3.dn_loss_iou: 0.3474, d4.dn_loss_cls: 0.0282, d4.dn_loss_bbox: 0.2512, d4.dn_loss_iou: 0.3465, loss: 9.2410, grad_norm: 26.6297 2023-11-22 22:09:13,677 - mmdet - INFO - Epoch [7][1200/7330] lr: 1.000e-05, eta: 8:13:50, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2361, interm_loss_bbox: 0.1926, interm_loss_iou: 0.4161, loss_cls: 0.1950, loss_bbox: 0.1510, loss_iou: 0.3517, d0.loss_cls: 0.2549, d0.loss_bbox: 0.1625, d0.loss_iou: 0.3724, d1.loss_cls: 0.2171, d1.loss_bbox: 0.1588, d1.loss_iou: 0.3617, d2.loss_cls: 0.2036, d2.loss_bbox: 0.1534, d2.loss_iou: 0.3558, d3.loss_cls: 0.1980, d3.loss_bbox: 0.1521, d3.loss_iou: 0.3528, d4.loss_cls: 0.1949, d4.loss_bbox: 0.1517, d4.loss_iou: 0.3523, dn_loss_cls: 0.0287, dn_loss_bbox: 0.2589, dn_loss_iou: 0.3518, d0.dn_loss_cls: 0.0649, d0.dn_loss_bbox: 0.3825, d0.dn_loss_iou: 0.4764, d1.dn_loss_cls: 0.0389, d1.dn_loss_bbox: 0.2864, d1.dn_loss_iou: 0.3793, d2.dn_loss_cls: 0.0326, d2.dn_loss_bbox: 0.2655, d2.dn_loss_iou: 0.3594, d3.dn_loss_cls: 0.0306, d3.dn_loss_bbox: 0.2597, d3.dn_loss_iou: 0.3529, d4.dn_loss_cls: 0.0292, d4.dn_loss_bbox: 0.2589, d4.dn_loss_iou: 0.3518, loss: 9.3930, grad_norm: 24.7724 2023-11-22 22:09:50,491 - mmdet - INFO - Epoch [7][1250/7330] lr: 1.000e-05, eta: 8:13:17, time: 0.736, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2479, interm_loss_bbox: 0.1830, interm_loss_iou: 0.4275, loss_cls: 0.2002, loss_bbox: 0.1490, loss_iou: 0.3711, d0.loss_cls: 0.2638, d0.loss_bbox: 0.1556, d0.loss_iou: 0.3855, d1.loss_cls: 0.2300, d1.loss_bbox: 0.1526, d1.loss_iou: 0.3775, d2.loss_cls: 0.2107, d2.loss_bbox: 0.1503, d2.loss_iou: 0.3741, d3.loss_cls: 0.2044, d3.loss_bbox: 0.1496, d3.loss_iou: 0.3721, d4.loss_cls: 0.2013, d4.loss_bbox: 0.1487, d4.loss_iou: 0.3713, dn_loss_cls: 0.0309, dn_loss_bbox: 0.2496, dn_loss_iou: 0.3588, d0.dn_loss_cls: 0.0668, d0.dn_loss_bbox: 0.3750, d0.dn_loss_iou: 0.4833, d1.dn_loss_cls: 0.0409, d1.dn_loss_bbox: 0.2767, d1.dn_loss_iou: 0.3852, d2.dn_loss_cls: 0.0345, d2.dn_loss_bbox: 0.2569, d2.dn_loss_iou: 0.3659, d3.dn_loss_cls: 0.0325, d3.dn_loss_bbox: 0.2504, d3.dn_loss_iou: 0.3597, d4.dn_loss_cls: 0.0312, d4.dn_loss_bbox: 0.2496, d4.dn_loss_iou: 0.3587, loss: 9.5328, grad_norm: 25.5071 2023-11-22 22:10:24,556 - mmdet - INFO - Epoch [7][1300/7330] lr: 1.000e-05, eta: 8:12:42, time: 0.681, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2365, interm_loss_bbox: 0.1840, interm_loss_iou: 0.4264, loss_cls: 0.1926, loss_bbox: 0.1496, loss_iou: 0.3710, d0.loss_cls: 0.2551, d0.loss_bbox: 0.1562, d0.loss_iou: 0.3828, d1.loss_cls: 0.2179, d1.loss_bbox: 0.1536, d1.loss_iou: 0.3756, d2.loss_cls: 0.2019, d2.loss_bbox: 0.1516, d2.loss_iou: 0.3738, d3.loss_cls: 0.1969, d3.loss_bbox: 0.1493, d3.loss_iou: 0.3718, d4.loss_cls: 0.1934, d4.loss_bbox: 0.1497, d4.loss_iou: 0.3715, dn_loss_cls: 0.0308, dn_loss_bbox: 0.2504, dn_loss_iou: 0.3570, d0.dn_loss_cls: 0.0654, d0.dn_loss_bbox: 0.3705, d0.dn_loss_iou: 0.4778, d1.dn_loss_cls: 0.0394, d1.dn_loss_bbox: 0.2777, d1.dn_loss_iou: 0.3835, d2.dn_loss_cls: 0.0337, d2.dn_loss_bbox: 0.2565, d2.dn_loss_iou: 0.3639, d3.dn_loss_cls: 0.0321, d3.dn_loss_bbox: 0.2514, d3.dn_loss_iou: 0.3580, d4.dn_loss_cls: 0.0311, d4.dn_loss_bbox: 0.2504, d4.dn_loss_iou: 0.3570, loss: 9.4478, grad_norm: 24.6437 2023-11-22 22:11:00,019 - mmdet - INFO - Epoch [7][1350/7330] lr: 1.000e-05, eta: 8:12:08, time: 0.709, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2382, interm_loss_bbox: 0.1851, interm_loss_iou: 0.4122, loss_cls: 0.1945, loss_bbox: 0.1499, loss_iou: 0.3536, d0.loss_cls: 0.2571, d0.loss_bbox: 0.1566, d0.loss_iou: 0.3664, d1.loss_cls: 0.2183, d1.loss_bbox: 0.1542, d1.loss_iou: 0.3596, d2.loss_cls: 0.2040, d2.loss_bbox: 0.1500, d2.loss_iou: 0.3562, d3.loss_cls: 0.1976, d3.loss_bbox: 0.1496, d3.loss_iou: 0.3543, d4.loss_cls: 0.1943, d4.loss_bbox: 0.1498, d4.loss_iou: 0.3545, dn_loss_cls: 0.0325, dn_loss_bbox: 0.2577, dn_loss_iou: 0.3473, d0.dn_loss_cls: 0.0664, d0.dn_loss_bbox: 0.3785, d0.dn_loss_iou: 0.4681, d1.dn_loss_cls: 0.0405, d1.dn_loss_bbox: 0.2835, d1.dn_loss_iou: 0.3732, d2.dn_loss_cls: 0.0352, d2.dn_loss_bbox: 0.2635, d2.dn_loss_iou: 0.3541, d3.dn_loss_cls: 0.0335, d3.dn_loss_bbox: 0.2586, d3.dn_loss_iou: 0.3482, d4.dn_loss_cls: 0.0326, d4.dn_loss_bbox: 0.2576, d4.dn_loss_iou: 0.3472, loss: 9.3342, grad_norm: 26.5175 2023-11-22 22:11:36,604 - mmdet - INFO - Epoch [7][1400/7330] lr: 1.000e-05, eta: 8:11:35, time: 0.732, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2426, interm_loss_bbox: 0.1887, interm_loss_iou: 0.4245, loss_cls: 0.1985, loss_bbox: 0.1552, loss_iou: 0.3719, d0.loss_cls: 0.2607, d0.loss_bbox: 0.1580, d0.loss_iou: 0.3776, d1.loss_cls: 0.2240, d1.loss_bbox: 0.1563, d1.loss_iou: 0.3737, d2.loss_cls: 0.2088, d2.loss_bbox: 0.1551, d2.loss_iou: 0.3723, d3.loss_cls: 0.2019, d3.loss_bbox: 0.1551, d3.loss_iou: 0.3722, d4.loss_cls: 0.1991, d4.loss_bbox: 0.1547, d4.loss_iou: 0.3720, dn_loss_cls: 0.0305, dn_loss_bbox: 0.2600, dn_loss_iou: 0.3643, d0.dn_loss_cls: 0.0643, d0.dn_loss_bbox: 0.3838, d0.dn_loss_iou: 0.4893, d1.dn_loss_cls: 0.0400, d1.dn_loss_bbox: 0.2866, d1.dn_loss_iou: 0.3902, d2.dn_loss_cls: 0.0339, d2.dn_loss_bbox: 0.2664, d2.dn_loss_iou: 0.3715, d3.dn_loss_cls: 0.0319, d3.dn_loss_bbox: 0.2608, d3.dn_loss_iou: 0.3651, d4.dn_loss_cls: 0.0309, d4.dn_loss_bbox: 0.2601, d4.dn_loss_iou: 0.3642, loss: 9.6170, grad_norm: 26.0222 2023-11-22 22:12:11,604 - mmdet - INFO - Epoch [7][1450/7330] lr: 1.000e-05, eta: 8:11:01, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2411, interm_loss_bbox: 0.1974, interm_loss_iou: 0.4152, loss_cls: 0.1910, loss_bbox: 0.1604, loss_iou: 0.3600, d0.loss_cls: 0.2581, d0.loss_bbox: 0.1633, d0.loss_iou: 0.3693, d1.loss_cls: 0.2177, d1.loss_bbox: 0.1625, d1.loss_iou: 0.3642, d2.loss_cls: 0.2026, d2.loss_bbox: 0.1597, d2.loss_iou: 0.3597, d3.loss_cls: 0.1950, d3.loss_bbox: 0.1602, d3.loss_iou: 0.3595, d4.loss_cls: 0.1927, d4.loss_bbox: 0.1601, d4.loss_iou: 0.3592, dn_loss_cls: 0.0294, dn_loss_bbox: 0.2664, dn_loss_iou: 0.3450, d0.dn_loss_cls: 0.0634, d0.dn_loss_bbox: 0.3892, d0.dn_loss_iou: 0.4665, d1.dn_loss_cls: 0.0385, d1.dn_loss_bbox: 0.2917, d1.dn_loss_iou: 0.3708, d2.dn_loss_cls: 0.0325, d2.dn_loss_bbox: 0.2732, d2.dn_loss_iou: 0.3524, d3.dn_loss_cls: 0.0306, d3.dn_loss_bbox: 0.2671, d3.dn_loss_iou: 0.3458, d4.dn_loss_cls: 0.0297, d4.dn_loss_bbox: 0.2664, d4.dn_loss_iou: 0.3449, loss: 9.4524, grad_norm: 27.1618 2023-11-22 22:12:48,195 - mmdet - INFO - Epoch [7][1500/7330] lr: 1.000e-05, eta: 8:10:28, time: 0.732, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2429, interm_loss_bbox: 0.1965, interm_loss_iou: 0.4169, loss_cls: 0.1958, loss_bbox: 0.1603, loss_iou: 0.3567, d0.loss_cls: 0.2622, d0.loss_bbox: 0.1664, d0.loss_iou: 0.3695, d1.loss_cls: 0.2250, d1.loss_bbox: 0.1624, d1.loss_iou: 0.3599, d2.loss_cls: 0.2101, d2.loss_bbox: 0.1588, d2.loss_iou: 0.3538, d3.loss_cls: 0.2000, d3.loss_bbox: 0.1606, d3.loss_iou: 0.3562, d4.loss_cls: 0.1971, d4.loss_bbox: 0.1602, d4.loss_iou: 0.3557, dn_loss_cls: 0.0288, dn_loss_bbox: 0.2522, dn_loss_iou: 0.3415, d0.dn_loss_cls: 0.0639, d0.dn_loss_bbox: 0.3753, d0.dn_loss_iou: 0.4673, d1.dn_loss_cls: 0.0385, d1.dn_loss_bbox: 0.2796, d1.dn_loss_iou: 0.3688, d2.dn_loss_cls: 0.0323, d2.dn_loss_bbox: 0.2585, d2.dn_loss_iou: 0.3489, d3.dn_loss_cls: 0.0302, d3.dn_loss_bbox: 0.2528, d3.dn_loss_iou: 0.3425, d4.dn_loss_cls: 0.0291, d4.dn_loss_bbox: 0.2521, d4.dn_loss_iou: 0.3414, loss: 9.3705, grad_norm: 26.6694 2023-11-22 22:13:22,886 - mmdet - INFO - Epoch [7][1550/7330] lr: 1.000e-05, eta: 8:09:53, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2380, interm_loss_bbox: 0.1908, interm_loss_iou: 0.4219, loss_cls: 0.1898, loss_bbox: 0.1557, loss_iou: 0.3669, d0.loss_cls: 0.2597, d0.loss_bbox: 0.1563, d0.loss_iou: 0.3728, d1.loss_cls: 0.2186, d1.loss_bbox: 0.1546, d1.loss_iou: 0.3683, d2.loss_cls: 0.2027, d2.loss_bbox: 0.1528, d2.loss_iou: 0.3650, d3.loss_cls: 0.1935, d3.loss_bbox: 0.1552, d3.loss_iou: 0.3660, d4.loss_cls: 0.1904, d4.loss_bbox: 0.1557, d4.loss_iou: 0.3667, dn_loss_cls: 0.0299, dn_loss_bbox: 0.2656, dn_loss_iou: 0.3514, d0.dn_loss_cls: 0.0647, d0.dn_loss_bbox: 0.3925, d0.dn_loss_iou: 0.4777, d1.dn_loss_cls: 0.0392, d1.dn_loss_bbox: 0.2941, d1.dn_loss_iou: 0.3790, d2.dn_loss_cls: 0.0332, d2.dn_loss_bbox: 0.2716, d2.dn_loss_iou: 0.3584, d3.dn_loss_cls: 0.0314, d3.dn_loss_bbox: 0.2663, d3.dn_loss_iou: 0.3523, d4.dn_loss_cls: 0.0301, d4.dn_loss_bbox: 0.2656, d4.dn_loss_iou: 0.3513, loss: 9.4956, grad_norm: 27.3012 2023-11-22 22:13:59,773 - mmdet - INFO - Epoch [7][1600/7330] lr: 1.000e-05, eta: 8:09:21, time: 0.738, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2399, interm_loss_bbox: 0.1891, interm_loss_iou: 0.4147, loss_cls: 0.1920, loss_bbox: 0.1567, loss_iou: 0.3598, d0.loss_cls: 0.2592, d0.loss_bbox: 0.1606, d0.loss_iou: 0.3691, d1.loss_cls: 0.2192, d1.loss_bbox: 0.1578, d1.loss_iou: 0.3640, d2.loss_cls: 0.2032, d2.loss_bbox: 0.1556, d2.loss_iou: 0.3605, d3.loss_cls: 0.1955, d3.loss_bbox: 0.1552, d3.loss_iou: 0.3599, d4.loss_cls: 0.1925, d4.loss_bbox: 0.1567, d4.loss_iou: 0.3601, dn_loss_cls: 0.0277, dn_loss_bbox: 0.2624, dn_loss_iou: 0.3507, d0.dn_loss_cls: 0.0625, d0.dn_loss_bbox: 0.3872, d0.dn_loss_iou: 0.4758, d1.dn_loss_cls: 0.0371, d1.dn_loss_bbox: 0.2905, d1.dn_loss_iou: 0.3783, d2.dn_loss_cls: 0.0314, d2.dn_loss_bbox: 0.2686, d2.dn_loss_iou: 0.3582, d3.dn_loss_cls: 0.0294, d3.dn_loss_bbox: 0.2630, d3.dn_loss_iou: 0.3517, d4.dn_loss_cls: 0.0281, d4.dn_loss_bbox: 0.2624, d4.dn_loss_iou: 0.3506, loss: 9.4369, grad_norm: 25.7450 2023-11-22 22:14:34,736 - mmdet - INFO - Epoch [7][1650/7330] lr: 1.000e-05, eta: 8:08:47, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2403, interm_loss_bbox: 0.1870, interm_loss_iou: 0.4218, loss_cls: 0.1964, loss_bbox: 0.1502, loss_iou: 0.3653, d0.loss_cls: 0.2581, d0.loss_bbox: 0.1550, d0.loss_iou: 0.3759, d1.loss_cls: 0.2201, d1.loss_bbox: 0.1522, d1.loss_iou: 0.3691, d2.loss_cls: 0.2068, d2.loss_bbox: 0.1496, d2.loss_iou: 0.3657, d3.loss_cls: 0.1991, d3.loss_bbox: 0.1503, d3.loss_iou: 0.3662, d4.loss_cls: 0.1970, d4.loss_bbox: 0.1505, d4.loss_iou: 0.3655, dn_loss_cls: 0.0309, dn_loss_bbox: 0.2430, dn_loss_iou: 0.3472, d0.dn_loss_cls: 0.0648, d0.dn_loss_bbox: 0.3632, d0.dn_loss_iou: 0.4676, d1.dn_loss_cls: 0.0396, d1.dn_loss_bbox: 0.2679, d1.dn_loss_iou: 0.3723, d2.dn_loss_cls: 0.0337, d2.dn_loss_bbox: 0.2494, d2.dn_loss_iou: 0.3540, d3.dn_loss_cls: 0.0321, d3.dn_loss_bbox: 0.2437, d3.dn_loss_iou: 0.3480, d4.dn_loss_cls: 0.0311, d4.dn_loss_bbox: 0.2430, d4.dn_loss_iou: 0.3471, loss: 9.3209, grad_norm: 25.6315 2023-11-22 22:15:09,853 - mmdet - INFO - Epoch [7][1700/7330] lr: 1.000e-05, eta: 8:08:12, time: 0.702, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2375, interm_loss_bbox: 0.1853, interm_loss_iou: 0.4068, loss_cls: 0.1951, loss_bbox: 0.1514, loss_iou: 0.3515, d0.loss_cls: 0.2578, d0.loss_bbox: 0.1566, d0.loss_iou: 0.3617, d1.loss_cls: 0.2177, d1.loss_bbox: 0.1557, d1.loss_iou: 0.3580, d2.loss_cls: 0.2043, d2.loss_bbox: 0.1518, d2.loss_iou: 0.3530, d3.loss_cls: 0.1986, d3.loss_bbox: 0.1509, d3.loss_iou: 0.3512, d4.loss_cls: 0.1965, d4.loss_bbox: 0.1510, d4.loss_iou: 0.3505, dn_loss_cls: 0.0304, dn_loss_bbox: 0.2493, dn_loss_iou: 0.3477, d0.dn_loss_cls: 0.0661, d0.dn_loss_bbox: 0.3683, d0.dn_loss_iou: 0.4705, d1.dn_loss_cls: 0.0402, d1.dn_loss_bbox: 0.2754, d1.dn_loss_iou: 0.3736, d2.dn_loss_cls: 0.0338, d2.dn_loss_bbox: 0.2562, d2.dn_loss_iou: 0.3550, d3.dn_loss_cls: 0.0318, d3.dn_loss_bbox: 0.2501, d3.dn_loss_iou: 0.3486, d4.dn_loss_cls: 0.0308, d4.dn_loss_bbox: 0.2493, d4.dn_loss_iou: 0.3476, loss: 9.2675, grad_norm: 26.6741 2023-11-22 22:15:44,589 - mmdet - INFO - Epoch [7][1750/7330] lr: 1.000e-05, eta: 8:07:38, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2432, interm_loss_bbox: 0.1813, interm_loss_iou: 0.4246, loss_cls: 0.2013, loss_bbox: 0.1445, loss_iou: 0.3643, d0.loss_cls: 0.2639, d0.loss_bbox: 0.1511, d0.loss_iou: 0.3761, d1.loss_cls: 0.2243, d1.loss_bbox: 0.1490, d1.loss_iou: 0.3712, d2.loss_cls: 0.2114, d2.loss_bbox: 0.1460, d2.loss_iou: 0.3673, d3.loss_cls: 0.2051, d3.loss_bbox: 0.1451, d3.loss_iou: 0.3656, d4.loss_cls: 0.2024, d4.loss_bbox: 0.1444, d4.loss_iou: 0.3647, dn_loss_cls: 0.0303, dn_loss_bbox: 0.2404, dn_loss_iou: 0.3570, d0.dn_loss_cls: 0.0642, d0.dn_loss_bbox: 0.3505, d0.dn_loss_iou: 0.4750, d1.dn_loss_cls: 0.0396, d1.dn_loss_bbox: 0.2633, d1.dn_loss_iou: 0.3821, d2.dn_loss_cls: 0.0338, d2.dn_loss_bbox: 0.2457, d2.dn_loss_iou: 0.3638, d3.dn_loss_cls: 0.0319, d3.dn_loss_bbox: 0.2411, d3.dn_loss_iou: 0.3577, d4.dn_loss_cls: 0.0309, d4.dn_loss_bbox: 0.2405, d4.dn_loss_iou: 0.3569, loss: 9.3515, grad_norm: 25.0668 2023-11-22 22:16:19,089 - mmdet - INFO - Epoch [7][1800/7330] lr: 1.000e-05, eta: 8:07:03, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2345, interm_loss_bbox: 0.1956, interm_loss_iou: 0.4124, loss_cls: 0.1927, loss_bbox: 0.1551, loss_iou: 0.3513, d0.loss_cls: 0.2572, d0.loss_bbox: 0.1627, d0.loss_iou: 0.3659, d1.loss_cls: 0.2181, d1.loss_bbox: 0.1575, d1.loss_iou: 0.3578, d2.loss_cls: 0.2038, d2.loss_bbox: 0.1549, d2.loss_iou: 0.3534, d3.loss_cls: 0.1963, d3.loss_bbox: 0.1554, d3.loss_iou: 0.3525, d4.loss_cls: 0.1926, d4.loss_bbox: 0.1555, d4.loss_iou: 0.3516, dn_loss_cls: 0.0287, dn_loss_bbox: 0.2683, dn_loss_iou: 0.3473, d0.dn_loss_cls: 0.0627, d0.dn_loss_bbox: 0.3923, d0.dn_loss_iou: 0.4692, d1.dn_loss_cls: 0.0376, d1.dn_loss_bbox: 0.2982, d1.dn_loss_iou: 0.3752, d2.dn_loss_cls: 0.0319, d2.dn_loss_bbox: 0.2747, d2.dn_loss_iou: 0.3546, d3.dn_loss_cls: 0.0304, d3.dn_loss_bbox: 0.2690, d3.dn_loss_iou: 0.3481, d4.dn_loss_cls: 0.0292, d4.dn_loss_bbox: 0.2683, d4.dn_loss_iou: 0.3473, loss: 9.4098, grad_norm: 25.9612 2023-11-22 22:16:54,029 - mmdet - INFO - Epoch [7][1850/7330] lr: 1.000e-05, eta: 8:06:29, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2415, interm_loss_bbox: 0.1894, interm_loss_iou: 0.4161, loss_cls: 0.2000, loss_bbox: 0.1528, loss_iou: 0.3587, d0.loss_cls: 0.2682, d0.loss_bbox: 0.1604, d0.loss_iou: 0.3706, d1.loss_cls: 0.2251, d1.loss_bbox: 0.1585, d1.loss_iou: 0.3659, d2.loss_cls: 0.2092, d2.loss_bbox: 0.1551, d2.loss_iou: 0.3616, d3.loss_cls: 0.2039, d3.loss_bbox: 0.1530, d3.loss_iou: 0.3588, d4.loss_cls: 0.2005, d4.loss_bbox: 0.1528, d4.loss_iou: 0.3587, dn_loss_cls: 0.0286, dn_loss_bbox: 0.2479, dn_loss_iou: 0.3448, d0.dn_loss_cls: 0.0629, d0.dn_loss_bbox: 0.3696, d0.dn_loss_iou: 0.4675, d1.dn_loss_cls: 0.0374, d1.dn_loss_bbox: 0.2727, d1.dn_loss_iou: 0.3705, d2.dn_loss_cls: 0.0318, d2.dn_loss_bbox: 0.2536, d2.dn_loss_iou: 0.3519, d3.dn_loss_cls: 0.0298, d3.dn_loss_bbox: 0.2484, d3.dn_loss_iou: 0.3457, d4.dn_loss_cls: 0.0288, d4.dn_loss_bbox: 0.2479, d4.dn_loss_iou: 0.3448, loss: 9.3454, grad_norm: 25.3652 2023-11-22 22:17:28,738 - mmdet - INFO - Epoch [7][1900/7330] lr: 1.000e-05, eta: 8:05:54, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2402, interm_loss_bbox: 0.1851, interm_loss_iou: 0.4184, loss_cls: 0.1973, loss_bbox: 0.1492, loss_iou: 0.3615, d0.loss_cls: 0.2667, d0.loss_bbox: 0.1559, d0.loss_iou: 0.3729, d1.loss_cls: 0.2226, d1.loss_bbox: 0.1559, d1.loss_iou: 0.3690, d2.loss_cls: 0.2080, d2.loss_bbox: 0.1504, d2.loss_iou: 0.3627, d3.loss_cls: 0.2008, d3.loss_bbox: 0.1493, d3.loss_iou: 0.3616, d4.loss_cls: 0.1974, d4.loss_bbox: 0.1494, d4.loss_iou: 0.3616, dn_loss_cls: 0.0298, dn_loss_bbox: 0.2458, dn_loss_iou: 0.3462, d0.dn_loss_cls: 0.0655, d0.dn_loss_bbox: 0.3688, d0.dn_loss_iou: 0.4671, d1.dn_loss_cls: 0.0390, d1.dn_loss_bbox: 0.2723, d1.dn_loss_iou: 0.3723, d2.dn_loss_cls: 0.0330, d2.dn_loss_bbox: 0.2522, d2.dn_loss_iou: 0.3533, d3.dn_loss_cls: 0.0313, d3.dn_loss_bbox: 0.2463, d3.dn_loss_iou: 0.3471, d4.dn_loss_cls: 0.0302, d4.dn_loss_bbox: 0.2458, d4.dn_loss_iou: 0.3462, loss: 9.3276, grad_norm: 28.5934 2023-11-22 22:18:03,457 - mmdet - INFO - Epoch [7][1950/7330] lr: 1.000e-05, eta: 8:05:20, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2381, interm_loss_bbox: 0.1852, interm_loss_iou: 0.4173, loss_cls: 0.1967, loss_bbox: 0.1466, loss_iou: 0.3543, d0.loss_cls: 0.2645, d0.loss_bbox: 0.1524, d0.loss_iou: 0.3663, d1.loss_cls: 0.2212, d1.loss_bbox: 0.1499, d1.loss_iou: 0.3615, d2.loss_cls: 0.2081, d2.loss_bbox: 0.1454, d2.loss_iou: 0.3534, d3.loss_cls: 0.2005, d3.loss_bbox: 0.1463, d3.loss_iou: 0.3536, d4.loss_cls: 0.1981, d4.loss_bbox: 0.1460, d4.loss_iou: 0.3536, dn_loss_cls: 0.0292, dn_loss_bbox: 0.2556, dn_loss_iou: 0.3401, d0.dn_loss_cls: 0.0649, d0.dn_loss_bbox: 0.3836, d0.dn_loss_iou: 0.4632, d1.dn_loss_cls: 0.0387, d1.dn_loss_bbox: 0.2854, d1.dn_loss_iou: 0.3668, d2.dn_loss_cls: 0.0327, d2.dn_loss_bbox: 0.2631, d2.dn_loss_iou: 0.3473, d3.dn_loss_cls: 0.0307, d3.dn_loss_bbox: 0.2564, d3.dn_loss_iou: 0.3412, d4.dn_loss_cls: 0.0295, d4.dn_loss_bbox: 0.2555, d4.dn_loss_iou: 0.3400, loss: 9.2830, grad_norm: 26.7790 2023-11-22 22:18:37,899 - mmdet - INFO - Epoch [7][2000/7330] lr: 1.000e-05, eta: 8:04:45, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2340, interm_loss_bbox: 0.1861, interm_loss_iou: 0.4181, loss_cls: 0.1913, loss_bbox: 0.1510, loss_iou: 0.3616, d0.loss_cls: 0.2619, d0.loss_bbox: 0.1541, d0.loss_iou: 0.3694, d1.loss_cls: 0.2174, d1.loss_bbox: 0.1559, d1.loss_iou: 0.3672, d2.loss_cls: 0.2007, d2.loss_bbox: 0.1529, d2.loss_iou: 0.3638, d3.loss_cls: 0.1956, d3.loss_bbox: 0.1515, d3.loss_iou: 0.3610, d4.loss_cls: 0.1919, d4.loss_bbox: 0.1513, d4.loss_iou: 0.3610, dn_loss_cls: 0.0277, dn_loss_bbox: 0.2429, dn_loss_iou: 0.3413, d0.dn_loss_cls: 0.0633, d0.dn_loss_bbox: 0.3680, d0.dn_loss_iou: 0.4648, d1.dn_loss_cls: 0.0373, d1.dn_loss_bbox: 0.2688, d1.dn_loss_iou: 0.3670, d2.dn_loss_cls: 0.0311, d2.dn_loss_bbox: 0.2483, d2.dn_loss_iou: 0.3479, d3.dn_loss_cls: 0.0292, d3.dn_loss_bbox: 0.2436, d3.dn_loss_iou: 0.3423, d4.dn_loss_cls: 0.0280, d4.dn_loss_bbox: 0.2429, d4.dn_loss_iou: 0.3413, loss: 9.2332, grad_norm: 24.8797 2023-11-22 22:19:11,877 - mmdet - INFO - Epoch [7][2050/7330] lr: 1.000e-05, eta: 8:04:09, time: 0.679, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2404, interm_loss_bbox: 0.1875, interm_loss_iou: 0.4176, loss_cls: 0.1979, loss_bbox: 0.1536, loss_iou: 0.3624, d0.loss_cls: 0.2688, d0.loss_bbox: 0.1554, d0.loss_iou: 0.3707, d1.loss_cls: 0.2271, d1.loss_bbox: 0.1544, d1.loss_iou: 0.3680, d2.loss_cls: 0.2098, d2.loss_bbox: 0.1531, d2.loss_iou: 0.3630, d3.loss_cls: 0.2020, d3.loss_bbox: 0.1535, d3.loss_iou: 0.3619, d4.loss_cls: 0.1995, d4.loss_bbox: 0.1529, d4.loss_iou: 0.3618, dn_loss_cls: 0.0316, dn_loss_bbox: 0.2576, dn_loss_iou: 0.3564, d0.dn_loss_cls: 0.0658, d0.dn_loss_bbox: 0.3823, d0.dn_loss_iou: 0.4774, d1.dn_loss_cls: 0.0406, d1.dn_loss_bbox: 0.2848, d1.dn_loss_iou: 0.3833, d2.dn_loss_cls: 0.0348, d2.dn_loss_bbox: 0.2640, d2.dn_loss_iou: 0.3638, d3.dn_loss_cls: 0.0327, d3.dn_loss_bbox: 0.2581, d3.dn_loss_iou: 0.3572, d4.dn_loss_cls: 0.0319, d4.dn_loss_bbox: 0.2576, d4.dn_loss_iou: 0.3564, loss: 9.4975, grad_norm: 25.7203 2023-11-22 22:19:46,353 - mmdet - INFO - Epoch [7][2100/7330] lr: 1.000e-05, eta: 8:03:35, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2383, interm_loss_bbox: 0.1944, interm_loss_iou: 0.4237, loss_cls: 0.1973, loss_bbox: 0.1542, loss_iou: 0.3621, d0.loss_cls: 0.2645, d0.loss_bbox: 0.1613, d0.loss_iou: 0.3771, d1.loss_cls: 0.2211, d1.loss_bbox: 0.1605, d1.loss_iou: 0.3704, d2.loss_cls: 0.2088, d2.loss_bbox: 0.1545, d2.loss_iou: 0.3624, d3.loss_cls: 0.2017, d3.loss_bbox: 0.1540, d3.loss_iou: 0.3617, d4.loss_cls: 0.1979, d4.loss_bbox: 0.1539, d4.loss_iou: 0.3619, dn_loss_cls: 0.0317, dn_loss_bbox: 0.2536, dn_loss_iou: 0.3572, d0.dn_loss_cls: 0.0653, d0.dn_loss_bbox: 0.3688, d0.dn_loss_iou: 0.4773, d1.dn_loss_cls: 0.0404, d1.dn_loss_bbox: 0.2796, d1.dn_loss_iou: 0.3828, d2.dn_loss_cls: 0.0349, d2.dn_loss_bbox: 0.2596, d2.dn_loss_iou: 0.3637, d3.dn_loss_cls: 0.0331, d3.dn_loss_bbox: 0.2541, d3.dn_loss_iou: 0.3578, d4.dn_loss_cls: 0.0319, d4.dn_loss_bbox: 0.2536, d4.dn_loss_iou: 0.3571, loss: 9.4841, grad_norm: 24.6960 2023-11-22 22:20:21,356 - mmdet - INFO - Epoch [7][2150/7330] lr: 1.000e-05, eta: 8:03:00, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2419, interm_loss_bbox: 0.1787, interm_loss_iou: 0.4277, loss_cls: 0.1978, loss_bbox: 0.1485, loss_iou: 0.3746, d0.loss_cls: 0.2660, d0.loss_bbox: 0.1505, d0.loss_iou: 0.3849, d1.loss_cls: 0.2239, d1.loss_bbox: 0.1505, d1.loss_iou: 0.3811, d2.loss_cls: 0.2096, d2.loss_bbox: 0.1487, d2.loss_iou: 0.3762, d3.loss_cls: 0.2013, d3.loss_bbox: 0.1482, d3.loss_iou: 0.3754, d4.loss_cls: 0.1987, d4.loss_bbox: 0.1485, d4.loss_iou: 0.3746, dn_loss_cls: 0.0300, dn_loss_bbox: 0.2416, dn_loss_iou: 0.3575, d0.dn_loss_cls: 0.0649, d0.dn_loss_bbox: 0.3701, d0.dn_loss_iou: 0.4854, d1.dn_loss_cls: 0.0393, d1.dn_loss_bbox: 0.2696, d1.dn_loss_iou: 0.3846, d2.dn_loss_cls: 0.0333, d2.dn_loss_bbox: 0.2486, d2.dn_loss_iou: 0.3648, d3.dn_loss_cls: 0.0314, d3.dn_loss_bbox: 0.2423, d3.dn_loss_iou: 0.3583, d4.dn_loss_cls: 0.0304, d4.dn_loss_bbox: 0.2416, d4.dn_loss_iou: 0.3575, loss: 9.4584, grad_norm: 25.2795 2023-11-22 22:20:56,279 - mmdet - INFO - Epoch [7][2200/7330] lr: 1.000e-05, eta: 8:02:26, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2410, interm_loss_bbox: 0.1876, interm_loss_iou: 0.4278, loss_cls: 0.2011, loss_bbox: 0.1522, loss_iou: 0.3666, d0.loss_cls: 0.2638, d0.loss_bbox: 0.1552, d0.loss_iou: 0.3824, d1.loss_cls: 0.2268, d1.loss_bbox: 0.1547, d1.loss_iou: 0.3736, d2.loss_cls: 0.2134, d2.loss_bbox: 0.1513, d2.loss_iou: 0.3662, d3.loss_cls: 0.2056, d3.loss_bbox: 0.1512, d3.loss_iou: 0.3661, d4.loss_cls: 0.2019, d4.loss_bbox: 0.1520, d4.loss_iou: 0.3670, dn_loss_cls: 0.0322, dn_loss_bbox: 0.2486, dn_loss_iou: 0.3655, d0.dn_loss_cls: 0.0666, d0.dn_loss_bbox: 0.3638, d0.dn_loss_iou: 0.4907, d1.dn_loss_cls: 0.0410, d1.dn_loss_bbox: 0.2746, d1.dn_loss_iou: 0.3933, d2.dn_loss_cls: 0.0353, d2.dn_loss_bbox: 0.2546, d2.dn_loss_iou: 0.3727, d3.dn_loss_cls: 0.0334, d3.dn_loss_bbox: 0.2493, d3.dn_loss_iou: 0.3663, d4.dn_loss_cls: 0.0323, d4.dn_loss_bbox: 0.2486, d4.dn_loss_iou: 0.3654, loss: 9.5421, grad_norm: 26.1979 2023-11-22 22:21:30,870 - mmdet - INFO - Epoch [7][2250/7330] lr: 1.000e-05, eta: 8:01:51, time: 0.692, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2407, interm_loss_bbox: 0.1849, interm_loss_iou: 0.4214, loss_cls: 0.1941, loss_bbox: 0.1509, loss_iou: 0.3634, d0.loss_cls: 0.2598, d0.loss_bbox: 0.1546, d0.loss_iou: 0.3749, d1.loss_cls: 0.2231, d1.loss_bbox: 0.1540, d1.loss_iou: 0.3707, d2.loss_cls: 0.2054, d2.loss_bbox: 0.1518, d2.loss_iou: 0.3654, d3.loss_cls: 0.1979, d3.loss_bbox: 0.1506, d3.loss_iou: 0.3637, d4.loss_cls: 0.1951, d4.loss_bbox: 0.1506, d4.loss_iou: 0.3634, dn_loss_cls: 0.0301, dn_loss_bbox: 0.2530, dn_loss_iou: 0.3586, d0.dn_loss_cls: 0.0640, d0.dn_loss_bbox: 0.3719, d0.dn_loss_iou: 0.4789, d1.dn_loss_cls: 0.0388, d1.dn_loss_bbox: 0.2775, d1.dn_loss_iou: 0.3846, d2.dn_loss_cls: 0.0331, d2.dn_loss_bbox: 0.2576, d2.dn_loss_iou: 0.3651, d3.dn_loss_cls: 0.0314, d3.dn_loss_bbox: 0.2534, d3.dn_loss_iou: 0.3594, d4.dn_loss_cls: 0.0304, d4.dn_loss_bbox: 0.2530, d4.dn_loss_iou: 0.3585, loss: 9.4356, grad_norm: 26.4062 2023-11-22 22:22:07,860 - mmdet - INFO - Epoch [7][2300/7330] lr: 1.000e-05, eta: 8:01:19, time: 0.740, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2427, interm_loss_bbox: 0.1803, interm_loss_iou: 0.4222, loss_cls: 0.1973, loss_bbox: 0.1454, loss_iou: 0.3676, d0.loss_cls: 0.2649, d0.loss_bbox: 0.1498, d0.loss_iou: 0.3776, d1.loss_cls: 0.2263, d1.loss_bbox: 0.1467, d1.loss_iou: 0.3718, d2.loss_cls: 0.2102, d2.loss_bbox: 0.1430, d2.loss_iou: 0.3677, d3.loss_cls: 0.2011, d3.loss_bbox: 0.1449, d3.loss_iou: 0.3677, d4.loss_cls: 0.1983, d4.loss_bbox: 0.1448, d4.loss_iou: 0.3675, dn_loss_cls: 0.0287, dn_loss_bbox: 0.2463, dn_loss_iou: 0.3515, d0.dn_loss_cls: 0.0639, d0.dn_loss_bbox: 0.3652, d0.dn_loss_iou: 0.4744, d1.dn_loss_cls: 0.0383, d1.dn_loss_bbox: 0.2703, d1.dn_loss_iou: 0.3772, d2.dn_loss_cls: 0.0321, d2.dn_loss_bbox: 0.2519, d2.dn_loss_iou: 0.3578, d3.dn_loss_cls: 0.0304, d3.dn_loss_bbox: 0.2469, d3.dn_loss_iou: 0.3523, d4.dn_loss_cls: 0.0292, d4.dn_loss_bbox: 0.2463, d4.dn_loss_iou: 0.3515, loss: 9.3520, grad_norm: 25.3001 2023-11-22 22:22:42,321 - mmdet - INFO - Epoch [7][2350/7330] lr: 1.000e-05, eta: 8:00:44, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2372, interm_loss_bbox: 0.1826, interm_loss_iou: 0.4299, loss_cls: 0.1903, loss_bbox: 0.1528, loss_iou: 0.3764, d0.loss_cls: 0.2592, d0.loss_bbox: 0.1548, d0.loss_iou: 0.3858, d1.loss_cls: 0.2186, d1.loss_bbox: 0.1542, d1.loss_iou: 0.3788, d2.loss_cls: 0.2031, d2.loss_bbox: 0.1521, d2.loss_iou: 0.3749, d3.loss_cls: 0.1955, d3.loss_bbox: 0.1514, d3.loss_iou: 0.3742, d4.loss_cls: 0.1912, d4.loss_bbox: 0.1525, d4.loss_iou: 0.3762, dn_loss_cls: 0.0301, dn_loss_bbox: 0.2414, dn_loss_iou: 0.3614, d0.dn_loss_cls: 0.0640, d0.dn_loss_bbox: 0.3600, d0.dn_loss_iou: 0.4842, d1.dn_loss_cls: 0.0390, d1.dn_loss_bbox: 0.2661, d1.dn_loss_iou: 0.3872, d2.dn_loss_cls: 0.0331, d2.dn_loss_bbox: 0.2470, d2.dn_loss_iou: 0.3682, d3.dn_loss_cls: 0.0316, d3.dn_loss_bbox: 0.2422, d3.dn_loss_iou: 0.3623, d4.dn_loss_cls: 0.0304, d4.dn_loss_bbox: 0.2414, d4.dn_loss_iou: 0.3613, loss: 9.4423, grad_norm: 25.9944 2023-11-22 22:23:16,751 - mmdet - INFO - Epoch [7][2400/7330] lr: 1.000e-05, eta: 8:00:09, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2427, interm_loss_bbox: 0.1970, interm_loss_iou: 0.4170, loss_cls: 0.1966, loss_bbox: 0.1590, loss_iou: 0.3581, d0.loss_cls: 0.2641, d0.loss_bbox: 0.1643, d0.loss_iou: 0.3674, d1.loss_cls: 0.2232, d1.loss_bbox: 0.1620, d1.loss_iou: 0.3642, d2.loss_cls: 0.2095, d2.loss_bbox: 0.1581, d2.loss_iou: 0.3578, d3.loss_cls: 0.2025, d3.loss_bbox: 0.1575, d3.loss_iou: 0.3572, d4.loss_cls: 0.1973, d4.loss_bbox: 0.1589, d4.loss_iou: 0.3586, dn_loss_cls: 0.0281, dn_loss_bbox: 0.2614, dn_loss_iou: 0.3472, d0.dn_loss_cls: 0.0637, d0.dn_loss_bbox: 0.3873, d0.dn_loss_iou: 0.4709, d1.dn_loss_cls: 0.0378, d1.dn_loss_bbox: 0.2875, d1.dn_loss_iou: 0.3742, d2.dn_loss_cls: 0.0316, d2.dn_loss_bbox: 0.2676, d2.dn_loss_iou: 0.3544, d3.dn_loss_cls: 0.0297, d3.dn_loss_bbox: 0.2622, d3.dn_loss_iou: 0.3483, d4.dn_loss_cls: 0.0285, d4.dn_loss_bbox: 0.2614, d4.dn_loss_iou: 0.3471, loss: 9.4621, grad_norm: 27.2727 2023-11-22 22:23:51,402 - mmdet - INFO - Epoch [7][2450/7330] lr: 1.000e-05, eta: 7:59:34, time: 0.693, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2419, interm_loss_bbox: 0.1944, interm_loss_iou: 0.4194, loss_cls: 0.1994, loss_bbox: 0.1528, loss_iou: 0.3560, d0.loss_cls: 0.2677, d0.loss_bbox: 0.1590, d0.loss_iou: 0.3681, d1.loss_cls: 0.2251, d1.loss_bbox: 0.1558, d1.loss_iou: 0.3616, d2.loss_cls: 0.2111, d2.loss_bbox: 0.1526, d2.loss_iou: 0.3563, d3.loss_cls: 0.2038, d3.loss_bbox: 0.1524, d3.loss_iou: 0.3556, d4.loss_cls: 0.2000, d4.loss_bbox: 0.1525, d4.loss_iou: 0.3561, dn_loss_cls: 0.0309, dn_loss_bbox: 0.2594, dn_loss_iou: 0.3532, d0.dn_loss_cls: 0.0635, d0.dn_loss_bbox: 0.3812, d0.dn_loss_iou: 0.4752, d1.dn_loss_cls: 0.0392, d1.dn_loss_bbox: 0.2853, d1.dn_loss_iou: 0.3794, d2.dn_loss_cls: 0.0336, d2.dn_loss_bbox: 0.2649, d2.dn_loss_iou: 0.3598, d3.dn_loss_cls: 0.0319, d3.dn_loss_bbox: 0.2602, d3.dn_loss_iou: 0.3540, d4.dn_loss_cls: 0.0311, d4.dn_loss_bbox: 0.2595, d4.dn_loss_iou: 0.3531, loss: 9.4569, grad_norm: 25.8362 2023-11-22 22:24:25,926 - mmdet - INFO - Epoch [7][2500/7330] lr: 1.000e-05, eta: 7:59:00, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2418, interm_loss_bbox: 0.1974, interm_loss_iou: 0.4258, loss_cls: 0.1971, loss_bbox: 0.1565, loss_iou: 0.3606, d0.loss_cls: 0.2646, d0.loss_bbox: 0.1607, d0.loss_iou: 0.3711, d1.loss_cls: 0.2219, d1.loss_bbox: 0.1607, d1.loss_iou: 0.3689, d2.loss_cls: 0.2071, d2.loss_bbox: 0.1565, d2.loss_iou: 0.3618, d3.loss_cls: 0.1998, d3.loss_bbox: 0.1567, d3.loss_iou: 0.3612, d4.loss_cls: 0.1965, d4.loss_bbox: 0.1573, d4.loss_iou: 0.3617, dn_loss_cls: 0.0298, dn_loss_bbox: 0.2666, dn_loss_iou: 0.3573, d0.dn_loss_cls: 0.0649, d0.dn_loss_bbox: 0.3931, d0.dn_loss_iou: 0.4833, d1.dn_loss_cls: 0.0394, d1.dn_loss_bbox: 0.2942, d1.dn_loss_iou: 0.3850, d2.dn_loss_cls: 0.0332, d2.dn_loss_bbox: 0.2733, d2.dn_loss_iou: 0.3644, d3.dn_loss_cls: 0.0313, d3.dn_loss_bbox: 0.2669, d3.dn_loss_iou: 0.3579, d4.dn_loss_cls: 0.0301, d4.dn_loss_bbox: 0.2666, d4.dn_loss_iou: 0.3572, loss: 9.5800, grad_norm: 25.7576 2023-11-22 22:25:00,364 - mmdet - INFO - Epoch [7][2550/7330] lr: 1.000e-05, eta: 7:58:25, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2354, interm_loss_bbox: 0.1925, interm_loss_iou: 0.4053, loss_cls: 0.1919, loss_bbox: 0.1570, loss_iou: 0.3428, d0.loss_cls: 0.2567, d0.loss_bbox: 0.1593, d0.loss_iou: 0.3560, d1.loss_cls: 0.2178, d1.loss_bbox: 0.1594, d1.loss_iou: 0.3491, d2.loss_cls: 0.2041, d2.loss_bbox: 0.1565, d2.loss_iou: 0.3426, d3.loss_cls: 0.1966, d3.loss_bbox: 0.1574, d3.loss_iou: 0.3425, d4.loss_cls: 0.1925, d4.loss_bbox: 0.1572, d4.loss_iou: 0.3428, dn_loss_cls: 0.0282, dn_loss_bbox: 0.2612, dn_loss_iou: 0.3463, d0.dn_loss_cls: 0.0633, d0.dn_loss_bbox: 0.3885, d0.dn_loss_iou: 0.4722, d1.dn_loss_cls: 0.0373, d1.dn_loss_bbox: 0.2882, d1.dn_loss_iou: 0.3730, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2670, d2.dn_loss_iou: 0.3533, d3.dn_loss_cls: 0.0296, d3.dn_loss_bbox: 0.2619, d3.dn_loss_iou: 0.3471, d4.dn_loss_cls: 0.0286, d4.dn_loss_bbox: 0.2611, d4.dn_loss_iou: 0.3462, loss: 9.2998, grad_norm: 26.7271 2023-11-22 22:25:34,803 - mmdet - INFO - Epoch [7][2600/7330] lr: 1.000e-05, eta: 7:57:50, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2420, interm_loss_bbox: 0.1736, interm_loss_iou: 0.4271, loss_cls: 0.1972, loss_bbox: 0.1400, loss_iou: 0.3694, d0.loss_cls: 0.2596, d0.loss_bbox: 0.1446, d0.loss_iou: 0.3822, d1.loss_cls: 0.2236, d1.loss_bbox: 0.1425, d1.loss_iou: 0.3740, d2.loss_cls: 0.2070, d2.loss_bbox: 0.1415, d2.loss_iou: 0.3706, d3.loss_cls: 0.1993, d3.loss_bbox: 0.1408, d3.loss_iou: 0.3702, d4.loss_cls: 0.1974, d4.loss_bbox: 0.1405, d4.loss_iou: 0.3696, dn_loss_cls: 0.0292, dn_loss_bbox: 0.2516, dn_loss_iou: 0.3559, d0.dn_loss_cls: 0.0646, d0.dn_loss_bbox: 0.3718, d0.dn_loss_iou: 0.4777, d1.dn_loss_cls: 0.0391, d1.dn_loss_bbox: 0.2774, d1.dn_loss_iou: 0.3820, d2.dn_loss_cls: 0.0329, d2.dn_loss_bbox: 0.2578, d2.dn_loss_iou: 0.3630, d3.dn_loss_cls: 0.0308, d3.dn_loss_bbox: 0.2525, d3.dn_loss_iou: 0.3570, d4.dn_loss_cls: 0.0297, d4.dn_loss_bbox: 0.2516, d4.dn_loss_iou: 0.3558, loss: 9.3933, grad_norm: 29.4061 2023-11-22 22:26:10,102 - mmdet - INFO - Epoch [7][2650/7330] lr: 1.000e-05, eta: 7:57:16, time: 0.706, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2461, interm_loss_bbox: 0.1878, interm_loss_iou: 0.4212, loss_cls: 0.2016, loss_bbox: 0.1494, loss_iou: 0.3625, d0.loss_cls: 0.2660, d0.loss_bbox: 0.1572, d0.loss_iou: 0.3761, d1.loss_cls: 0.2286, d1.loss_bbox: 0.1543, d1.loss_iou: 0.3689, d2.loss_cls: 0.2139, d2.loss_bbox: 0.1504, d2.loss_iou: 0.3630, d3.loss_cls: 0.2060, d3.loss_bbox: 0.1496, d3.loss_iou: 0.3631, d4.loss_cls: 0.2027, d4.loss_bbox: 0.1486, d4.loss_iou: 0.3621, dn_loss_cls: 0.0285, dn_loss_bbox: 0.2516, dn_loss_iou: 0.3503, d0.dn_loss_cls: 0.0648, d0.dn_loss_bbox: 0.3732, d0.dn_loss_iou: 0.4705, d1.dn_loss_cls: 0.0380, d1.dn_loss_bbox: 0.2772, d1.dn_loss_iou: 0.3763, d2.dn_loss_cls: 0.0321, d2.dn_loss_bbox: 0.2576, d2.dn_loss_iou: 0.3574, d3.dn_loss_cls: 0.0301, d3.dn_loss_bbox: 0.2520, d3.dn_loss_iou: 0.3511, d4.dn_loss_cls: 0.0289, d4.dn_loss_bbox: 0.2516, d4.dn_loss_iou: 0.3503, loss: 9.4206, grad_norm: 27.2056 2023-11-22 22:26:45,017 - mmdet - INFO - Epoch [7][2700/7330] lr: 1.000e-05, eta: 7:56:42, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2461, interm_loss_bbox: 0.1840, interm_loss_iou: 0.4270, loss_cls: 0.2041, loss_bbox: 0.1475, loss_iou: 0.3673, d0.loss_cls: 0.2685, d0.loss_bbox: 0.1517, d0.loss_iou: 0.3774, d1.loss_cls: 0.2265, d1.loss_bbox: 0.1531, d1.loss_iou: 0.3755, d2.loss_cls: 0.2140, d2.loss_bbox: 0.1477, d2.loss_iou: 0.3680, d3.loss_cls: 0.2072, d3.loss_bbox: 0.1480, d3.loss_iou: 0.3674, d4.loss_cls: 0.2045, d4.loss_bbox: 0.1477, d4.loss_iou: 0.3670, dn_loss_cls: 0.0294, dn_loss_bbox: 0.2521, dn_loss_iou: 0.3558, d0.dn_loss_cls: 0.0643, d0.dn_loss_bbox: 0.3677, d0.dn_loss_iou: 0.4761, d1.dn_loss_cls: 0.0381, d1.dn_loss_bbox: 0.2782, d1.dn_loss_iou: 0.3820, d2.dn_loss_cls: 0.0323, d2.dn_loss_bbox: 0.2582, d2.dn_loss_iou: 0.3626, d3.dn_loss_cls: 0.0305, d3.dn_loss_bbox: 0.2527, d3.dn_loss_iou: 0.3567, d4.dn_loss_cls: 0.0296, d4.dn_loss_bbox: 0.2521, d4.dn_loss_iou: 0.3557, loss: 9.4739, grad_norm: 25.3809 2023-11-22 22:27:19,736 - mmdet - INFO - Epoch [7][2750/7330] lr: 1.000e-05, eta: 7:56:07, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2440, interm_loss_bbox: 0.1841, interm_loss_iou: 0.4299, loss_cls: 0.2046, loss_bbox: 0.1481, loss_iou: 0.3721, d0.loss_cls: 0.2668, d0.loss_bbox: 0.1535, d0.loss_iou: 0.3837, d1.loss_cls: 0.2279, d1.loss_bbox: 0.1526, d1.loss_iou: 0.3786, d2.loss_cls: 0.2139, d2.loss_bbox: 0.1485, d2.loss_iou: 0.3729, d3.loss_cls: 0.2088, d3.loss_bbox: 0.1467, d3.loss_iou: 0.3722, d4.loss_cls: 0.2056, d4.loss_bbox: 0.1474, d4.loss_iou: 0.3716, dn_loss_cls: 0.0288, dn_loss_bbox: 0.2439, dn_loss_iou: 0.3626, d0.dn_loss_cls: 0.0642, d0.dn_loss_bbox: 0.3626, d0.dn_loss_iou: 0.4878, d1.dn_loss_cls: 0.0382, d1.dn_loss_bbox: 0.2687, d1.dn_loss_iou: 0.3893, d2.dn_loss_cls: 0.0320, d2.dn_loss_bbox: 0.2490, d2.dn_loss_iou: 0.3696, d3.dn_loss_cls: 0.0302, d3.dn_loss_bbox: 0.2445, d3.dn_loss_iou: 0.3638, d4.dn_loss_cls: 0.0292, d4.dn_loss_bbox: 0.2438, d4.dn_loss_iou: 0.3625, loss: 9.5039, grad_norm: 29.0272 2023-11-22 22:27:58,422 - mmdet - INFO - Epoch [7][2800/7330] lr: 1.000e-05, eta: 7:55:36, time: 0.774, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2407, interm_loss_bbox: 0.1922, interm_loss_iou: 0.4106, loss_cls: 0.1960, loss_bbox: 0.1559, loss_iou: 0.3561, d0.loss_cls: 0.2611, d0.loss_bbox: 0.1599, d0.loss_iou: 0.3671, d1.loss_cls: 0.2195, d1.loss_bbox: 0.1580, d1.loss_iou: 0.3624, d2.loss_cls: 0.2059, d2.loss_bbox: 0.1566, d2.loss_iou: 0.3575, d3.loss_cls: 0.1990, d3.loss_bbox: 0.1567, d3.loss_iou: 0.3566, d4.loss_cls: 0.1970, d4.loss_bbox: 0.1556, d4.loss_iou: 0.3556, dn_loss_cls: 0.0304, dn_loss_bbox: 0.2560, dn_loss_iou: 0.3515, d0.dn_loss_cls: 0.0659, d0.dn_loss_bbox: 0.3814, d0.dn_loss_iou: 0.4760, d1.dn_loss_cls: 0.0394, d1.dn_loss_bbox: 0.2833, d1.dn_loss_iou: 0.3793, d2.dn_loss_cls: 0.0334, d2.dn_loss_bbox: 0.2623, d2.dn_loss_iou: 0.3589, d3.dn_loss_cls: 0.0317, d3.dn_loss_bbox: 0.2567, d3.dn_loss_iou: 0.3526, d4.dn_loss_cls: 0.0307, d4.dn_loss_bbox: 0.2560, d4.dn_loss_iou: 0.3513, loss: 9.4169, grad_norm: 26.0717 2023-11-22 22:28:33,105 - mmdet - INFO - Epoch [7][2850/7330] lr: 1.000e-05, eta: 7:55:01, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2421, interm_loss_bbox: 0.1835, interm_loss_iou: 0.4205, loss_cls: 0.1970, loss_bbox: 0.1477, loss_iou: 0.3640, d0.loss_cls: 0.2625, d0.loss_bbox: 0.1544, d0.loss_iou: 0.3767, d1.loss_cls: 0.2245, d1.loss_bbox: 0.1511, d1.loss_iou: 0.3694, d2.loss_cls: 0.2085, d2.loss_bbox: 0.1485, d2.loss_iou: 0.3644, d3.loss_cls: 0.2021, d3.loss_bbox: 0.1470, d3.loss_iou: 0.3634, d4.loss_cls: 0.1975, d4.loss_bbox: 0.1474, d4.loss_iou: 0.3640, dn_loss_cls: 0.0291, dn_loss_bbox: 0.2432, dn_loss_iou: 0.3562, d0.dn_loss_cls: 0.0623, d0.dn_loss_bbox: 0.3705, d0.dn_loss_iou: 0.4859, d1.dn_loss_cls: 0.0378, d1.dn_loss_bbox: 0.2727, d1.dn_loss_iou: 0.3854, d2.dn_loss_cls: 0.0322, d2.dn_loss_bbox: 0.2496, d2.dn_loss_iou: 0.3634, d3.dn_loss_cls: 0.0304, d3.dn_loss_bbox: 0.2438, d3.dn_loss_iou: 0.3571, d4.dn_loss_cls: 0.0294, d4.dn_loss_bbox: 0.2432, d4.dn_loss_iou: 0.3561, loss: 9.3846, grad_norm: 26.5099 2023-11-22 22:29:07,507 - mmdet - INFO - Epoch [7][2900/7330] lr: 1.000e-05, eta: 7:54:26, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2409, interm_loss_bbox: 0.1885, interm_loss_iou: 0.4207, loss_cls: 0.2002, loss_bbox: 0.1531, loss_iou: 0.3635, d0.loss_cls: 0.2657, d0.loss_bbox: 0.1561, d0.loss_iou: 0.3715, d1.loss_cls: 0.2252, d1.loss_bbox: 0.1551, d1.loss_iou: 0.3680, d2.loss_cls: 0.2098, d2.loss_bbox: 0.1530, d2.loss_iou: 0.3646, d3.loss_cls: 0.2031, d3.loss_bbox: 0.1531, d3.loss_iou: 0.3645, d4.loss_cls: 0.2006, d4.loss_bbox: 0.1529, d4.loss_iou: 0.3640, dn_loss_cls: 0.0304, dn_loss_bbox: 0.2462, dn_loss_iou: 0.3494, d0.dn_loss_cls: 0.0641, d0.dn_loss_bbox: 0.3667, d0.dn_loss_iou: 0.4711, d1.dn_loss_cls: 0.0389, d1.dn_loss_bbox: 0.2716, d1.dn_loss_iou: 0.3750, d2.dn_loss_cls: 0.0334, d2.dn_loss_bbox: 0.2517, d2.dn_loss_iou: 0.3560, d3.dn_loss_cls: 0.0317, d3.dn_loss_bbox: 0.2469, d3.dn_loss_iou: 0.3504, d4.dn_loss_cls: 0.0307, d4.dn_loss_bbox: 0.2463, d4.dn_loss_iou: 0.3493, loss: 9.3839, grad_norm: 25.5785 2023-11-22 22:29:42,059 - mmdet - INFO - Epoch [7][2950/7330] lr: 1.000e-05, eta: 7:53:52, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2419, interm_loss_bbox: 0.1864, interm_loss_iou: 0.4407, loss_cls: 0.1984, loss_bbox: 0.1505, loss_iou: 0.3827, d0.loss_cls: 0.2630, d0.loss_bbox: 0.1577, d0.loss_iou: 0.3947, d1.loss_cls: 0.2246, d1.loss_bbox: 0.1540, d1.loss_iou: 0.3874, d2.loss_cls: 0.2096, d2.loss_bbox: 0.1510, d2.loss_iou: 0.3832, d3.loss_cls: 0.2024, d3.loss_bbox: 0.1507, d3.loss_iou: 0.3821, d4.loss_cls: 0.1997, d4.loss_bbox: 0.1504, d4.loss_iou: 0.3817, dn_loss_cls: 0.0299, dn_loss_bbox: 0.2603, dn_loss_iou: 0.3764, d0.dn_loss_cls: 0.0650, d0.dn_loss_bbox: 0.3717, d0.dn_loss_iou: 0.4961, d1.dn_loss_cls: 0.0392, d1.dn_loss_bbox: 0.2849, d1.dn_loss_iou: 0.4025, d2.dn_loss_cls: 0.0332, d2.dn_loss_bbox: 0.2657, d2.dn_loss_iou: 0.3831, d3.dn_loss_cls: 0.0312, d3.dn_loss_bbox: 0.2609, d3.dn_loss_iou: 0.3772, d4.dn_loss_cls: 0.0303, d4.dn_loss_bbox: 0.2604, d4.dn_loss_iou: 0.3764, loss: 9.7373, grad_norm: 25.6527 2023-11-22 22:30:16,522 - mmdet - INFO - Epoch [7][3000/7330] lr: 1.000e-05, eta: 7:53:17, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2392, interm_loss_bbox: 0.1844, interm_loss_iou: 0.4232, loss_cls: 0.1943, loss_bbox: 0.1476, loss_iou: 0.3632, d0.loss_cls: 0.2645, d0.loss_bbox: 0.1546, d0.loss_iou: 0.3747, d1.loss_cls: 0.2192, d1.loss_bbox: 0.1513, d1.loss_iou: 0.3682, d2.loss_cls: 0.2045, d2.loss_bbox: 0.1487, d2.loss_iou: 0.3641, d3.loss_cls: 0.1977, d3.loss_bbox: 0.1480, d3.loss_iou: 0.3627, d4.loss_cls: 0.1950, d4.loss_bbox: 0.1481, d4.loss_iou: 0.3627, dn_loss_cls: 0.0285, dn_loss_bbox: 0.2416, dn_loss_iou: 0.3402, d0.dn_loss_cls: 0.0628, d0.dn_loss_bbox: 0.3637, d0.dn_loss_iou: 0.4627, d1.dn_loss_cls: 0.0373, d1.dn_loss_bbox: 0.2669, d1.dn_loss_iou: 0.3661, d2.dn_loss_cls: 0.0318, d2.dn_loss_bbox: 0.2476, d2.dn_loss_iou: 0.3471, d3.dn_loss_cls: 0.0301, d3.dn_loss_bbox: 0.2423, d3.dn_loss_iou: 0.3411, d4.dn_loss_cls: 0.0287, d4.dn_loss_bbox: 0.2416, d4.dn_loss_iou: 0.3401, loss: 9.2361, grad_norm: 27.0469 2023-11-22 22:30:51,463 - mmdet - INFO - Epoch [7][3050/7330] lr: 1.000e-05, eta: 7:52:43, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2409, interm_loss_bbox: 0.1813, interm_loss_iou: 0.4025, loss_cls: 0.1930, loss_bbox: 0.1514, loss_iou: 0.3494, d0.loss_cls: 0.2621, d0.loss_bbox: 0.1535, d0.loss_iou: 0.3595, d1.loss_cls: 0.2213, d1.loss_bbox: 0.1527, d1.loss_iou: 0.3537, d2.loss_cls: 0.2076, d2.loss_bbox: 0.1494, d2.loss_iou: 0.3469, d3.loss_cls: 0.1980, d3.loss_bbox: 0.1497, d3.loss_iou: 0.3485, d4.loss_cls: 0.1948, d4.loss_bbox: 0.1500, d4.loss_iou: 0.3484, dn_loss_cls: 0.0275, dn_loss_bbox: 0.2461, dn_loss_iou: 0.3450, d0.dn_loss_cls: 0.0628, d0.dn_loss_bbox: 0.3748, d0.dn_loss_iou: 0.4734, d1.dn_loss_cls: 0.0368, d1.dn_loss_bbox: 0.2745, d1.dn_loss_iou: 0.3732, d2.dn_loss_cls: 0.0307, d2.dn_loss_bbox: 0.2516, d2.dn_loss_iou: 0.3520, d3.dn_loss_cls: 0.0290, d3.dn_loss_bbox: 0.2464, d3.dn_loss_iou: 0.3456, d4.dn_loss_cls: 0.0278, d4.dn_loss_bbox: 0.2462, d4.dn_loss_iou: 0.3449, loss: 9.2029, grad_norm: 28.0433 2023-11-22 22:31:25,899 - mmdet - INFO - Epoch [7][3100/7330] lr: 1.000e-05, eta: 7:52:08, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2364, interm_loss_bbox: 0.1820, interm_loss_iou: 0.4167, loss_cls: 0.1911, loss_bbox: 0.1511, loss_iou: 0.3625, d0.loss_cls: 0.2575, d0.loss_bbox: 0.1556, d0.loss_iou: 0.3753, d1.loss_cls: 0.2182, d1.loss_bbox: 0.1529, d1.loss_iou: 0.3690, d2.loss_cls: 0.2027, d2.loss_bbox: 0.1510, d2.loss_iou: 0.3633, d3.loss_cls: 0.1955, d3.loss_bbox: 0.1505, d3.loss_iou: 0.3624, d4.loss_cls: 0.1919, d4.loss_bbox: 0.1507, d4.loss_iou: 0.3623, dn_loss_cls: 0.0295, dn_loss_bbox: 0.2530, dn_loss_iou: 0.3565, d0.dn_loss_cls: 0.0651, d0.dn_loss_bbox: 0.3748, d0.dn_loss_iou: 0.4827, d1.dn_loss_cls: 0.0391, d1.dn_loss_bbox: 0.2798, d1.dn_loss_iou: 0.3842, d2.dn_loss_cls: 0.0327, d2.dn_loss_bbox: 0.2595, d2.dn_loss_iou: 0.3641, d3.dn_loss_cls: 0.0308, d3.dn_loss_bbox: 0.2538, d3.dn_loss_iou: 0.3577, d4.dn_loss_cls: 0.0298, d4.dn_loss_bbox: 0.2530, d4.dn_loss_iou: 0.3565, loss: 9.4015, grad_norm: 25.1825 2023-11-22 22:32:00,480 - mmdet - INFO - Epoch [7][3150/7330] lr: 1.000e-05, eta: 7:51:33, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2380, interm_loss_bbox: 0.1803, interm_loss_iou: 0.4065, loss_cls: 0.1943, loss_bbox: 0.1469, loss_iou: 0.3527, d0.loss_cls: 0.2592, d0.loss_bbox: 0.1518, d0.loss_iou: 0.3647, d1.loss_cls: 0.2219, d1.loss_bbox: 0.1490, d1.loss_iou: 0.3574, d2.loss_cls: 0.2063, d2.loss_bbox: 0.1462, d2.loss_iou: 0.3524, d3.loss_cls: 0.1981, d3.loss_bbox: 0.1468, d3.loss_iou: 0.3537, d4.loss_cls: 0.1951, d4.loss_bbox: 0.1469, d4.loss_iou: 0.3532, dn_loss_cls: 0.0295, dn_loss_bbox: 0.2518, dn_loss_iou: 0.3422, d0.dn_loss_cls: 0.0652, d0.dn_loss_bbox: 0.3796, d0.dn_loss_iou: 0.4656, d1.dn_loss_cls: 0.0387, d1.dn_loss_bbox: 0.2815, d1.dn_loss_iou: 0.3698, d2.dn_loss_cls: 0.0329, d2.dn_loss_bbox: 0.2585, d2.dn_loss_iou: 0.3500, d3.dn_loss_cls: 0.0311, d3.dn_loss_bbox: 0.2527, d3.dn_loss_iou: 0.3433, d4.dn_loss_cls: 0.0299, d4.dn_loss_bbox: 0.2518, d4.dn_loss_iou: 0.3421, loss: 9.2378, grad_norm: 25.9766 2023-11-22 22:32:35,520 - mmdet - INFO - Epoch [7][3200/7330] lr: 1.000e-05, eta: 7:50:59, time: 0.701, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2398, interm_loss_bbox: 0.1830, interm_loss_iou: 0.4310, loss_cls: 0.1951, loss_bbox: 0.1505, loss_iou: 0.3752, d0.loss_cls: 0.2596, d0.loss_bbox: 0.1546, d0.loss_iou: 0.3881, d1.loss_cls: 0.2220, d1.loss_bbox: 0.1536, d1.loss_iou: 0.3822, d2.loss_cls: 0.2068, d2.loss_bbox: 0.1511, d2.loss_iou: 0.3767, d3.loss_cls: 0.1992, d3.loss_bbox: 0.1499, d3.loss_iou: 0.3749, d4.loss_cls: 0.1963, d4.loss_bbox: 0.1501, d4.loss_iou: 0.3750, dn_loss_cls: 0.0306, dn_loss_bbox: 0.2524, dn_loss_iou: 0.3543, d0.dn_loss_cls: 0.0654, d0.dn_loss_bbox: 0.3761, d0.dn_loss_iou: 0.4773, d1.dn_loss_cls: 0.0400, d1.dn_loss_bbox: 0.2806, d1.dn_loss_iou: 0.3819, d2.dn_loss_cls: 0.0340, d2.dn_loss_bbox: 0.2594, d2.dn_loss_iou: 0.3618, d3.dn_loss_cls: 0.0322, d3.dn_loss_bbox: 0.2533, d3.dn_loss_iou: 0.3551, d4.dn_loss_cls: 0.0310, d4.dn_loss_bbox: 0.2525, d4.dn_loss_iou: 0.3542, loss: 9.5067, grad_norm: 26.9399 2023-11-22 22:33:10,003 - mmdet - INFO - Epoch [7][3250/7330] lr: 1.000e-05, eta: 7:50:24, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2389, interm_loss_bbox: 0.1863, interm_loss_iou: 0.4261, loss_cls: 0.1942, loss_bbox: 0.1520, loss_iou: 0.3676, d0.loss_cls: 0.2589, d0.loss_bbox: 0.1556, d0.loss_iou: 0.3783, d1.loss_cls: 0.2196, d1.loss_bbox: 0.1547, d1.loss_iou: 0.3731, d2.loss_cls: 0.2041, d2.loss_bbox: 0.1528, d2.loss_iou: 0.3681, d3.loss_cls: 0.1979, d3.loss_bbox: 0.1522, d3.loss_iou: 0.3673, d4.loss_cls: 0.1946, d4.loss_bbox: 0.1523, d4.loss_iou: 0.3676, dn_loss_cls: 0.0287, dn_loss_bbox: 0.2401, dn_loss_iou: 0.3522, d0.dn_loss_cls: 0.0638, d0.dn_loss_bbox: 0.3677, d0.dn_loss_iou: 0.4801, d1.dn_loss_cls: 0.0383, d1.dn_loss_bbox: 0.2672, d1.dn_loss_iou: 0.3798, d2.dn_loss_cls: 0.0321, d2.dn_loss_bbox: 0.2458, d2.dn_loss_iou: 0.3593, d3.dn_loss_cls: 0.0303, d3.dn_loss_bbox: 0.2407, d3.dn_loss_iou: 0.3529, d4.dn_loss_cls: 0.0291, d4.dn_loss_bbox: 0.2401, d4.dn_loss_iou: 0.3521, loss: 9.3623, grad_norm: 27.7559 2023-11-22 22:33:44,171 - mmdet - INFO - Epoch [7][3300/7330] lr: 1.000e-05, eta: 7:49:49, time: 0.683, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2368, interm_loss_bbox: 0.1842, interm_loss_iou: 0.4206, loss_cls: 0.1893, loss_bbox: 0.1498, loss_iou: 0.3674, d0.loss_cls: 0.2584, d0.loss_bbox: 0.1551, d0.loss_iou: 0.3783, d1.loss_cls: 0.2152, d1.loss_bbox: 0.1522, d1.loss_iou: 0.3725, d2.loss_cls: 0.2008, d2.loss_bbox: 0.1496, d2.loss_iou: 0.3681, d3.loss_cls: 0.1944, d3.loss_bbox: 0.1489, d3.loss_iou: 0.3663, d4.loss_cls: 0.1908, d4.loss_bbox: 0.1493, d4.loss_iou: 0.3660, dn_loss_cls: 0.0290, dn_loss_bbox: 0.2353, dn_loss_iou: 0.3397, d0.dn_loss_cls: 0.0642, d0.dn_loss_bbox: 0.3583, d0.dn_loss_iou: 0.4636, d1.dn_loss_cls: 0.0382, d1.dn_loss_bbox: 0.2613, d1.dn_loss_iou: 0.3659, d2.dn_loss_cls: 0.0323, d2.dn_loss_bbox: 0.2406, d2.dn_loss_iou: 0.3462, d3.dn_loss_cls: 0.0304, d3.dn_loss_bbox: 0.2360, d3.dn_loss_iou: 0.3405, d4.dn_loss_cls: 0.0294, d4.dn_loss_bbox: 0.2353, d4.dn_loss_iou: 0.3396, loss: 9.2000, grad_norm: 27.1053 2023-11-22 22:34:18,109 - mmdet - INFO - Epoch [7][3350/7330] lr: 1.000e-05, eta: 7:49:14, time: 0.679, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2373, interm_loss_bbox: 0.1926, interm_loss_iou: 0.4202, loss_cls: 0.1906, loss_bbox: 0.1555, loss_iou: 0.3617, d0.loss_cls: 0.2566, d0.loss_bbox: 0.1615, d0.loss_iou: 0.3733, d1.loss_cls: 0.2158, d1.loss_bbox: 0.1591, d1.loss_iou: 0.3687, d2.loss_cls: 0.2008, d2.loss_bbox: 0.1553, d2.loss_iou: 0.3627, d3.loss_cls: 0.1936, d3.loss_bbox: 0.1565, d3.loss_iou: 0.3634, d4.loss_cls: 0.1911, d4.loss_bbox: 0.1558, d4.loss_iou: 0.3623, dn_loss_cls: 0.0279, dn_loss_bbox: 0.2591, dn_loss_iou: 0.3552, d0.dn_loss_cls: 0.0614, d0.dn_loss_bbox: 0.3795, d0.dn_loss_iou: 0.4787, d1.dn_loss_cls: 0.0371, d1.dn_loss_bbox: 0.2853, d1.dn_loss_iou: 0.3811, d2.dn_loss_cls: 0.0313, d2.dn_loss_bbox: 0.2646, d2.dn_loss_iou: 0.3618, d3.dn_loss_cls: 0.0294, d3.dn_loss_bbox: 0.2596, d3.dn_loss_iou: 0.3560, d4.dn_loss_cls: 0.0282, d4.dn_loss_bbox: 0.2591, d4.dn_loss_iou: 0.3552, loss: 9.4448, grad_norm: 25.8006 2023-11-22 22:34:52,469 - mmdet - INFO - Epoch [7][3400/7330] lr: 1.000e-05, eta: 7:48:39, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2456, interm_loss_bbox: 0.2001, interm_loss_iou: 0.4211, loss_cls: 0.1984, loss_bbox: 0.1635, loss_iou: 0.3640, d0.loss_cls: 0.2663, d0.loss_bbox: 0.1663, d0.loss_iou: 0.3751, d1.loss_cls: 0.2239, d1.loss_bbox: 0.1659, d1.loss_iou: 0.3681, d2.loss_cls: 0.2102, d2.loss_bbox: 0.1632, d2.loss_iou: 0.3641, d3.loss_cls: 0.2027, d3.loss_bbox: 0.1633, d3.loss_iou: 0.3644, d4.loss_cls: 0.1989, d4.loss_bbox: 0.1633, d4.loss_iou: 0.3641, dn_loss_cls: 0.0291, dn_loss_bbox: 0.2777, dn_loss_iou: 0.3524, d0.dn_loss_cls: 0.0645, d0.dn_loss_bbox: 0.4064, d0.dn_loss_iou: 0.4742, d1.dn_loss_cls: 0.0393, d1.dn_loss_bbox: 0.3053, d1.dn_loss_iou: 0.3801, d2.dn_loss_cls: 0.0331, d2.dn_loss_bbox: 0.2837, d2.dn_loss_iou: 0.3595, d3.dn_loss_cls: 0.0309, d3.dn_loss_bbox: 0.2783, d3.dn_loss_iou: 0.3531, d4.dn_loss_cls: 0.0296, d4.dn_loss_bbox: 0.2777, d4.dn_loss_iou: 0.3523, loss: 9.6802, grad_norm: 24.0973 2023-11-22 22:35:26,835 - mmdet - INFO - Epoch [7][3450/7330] lr: 1.000e-05, eta: 7:48:04, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2410, interm_loss_bbox: 0.1861, interm_loss_iou: 0.4295, loss_cls: 0.2005, loss_bbox: 0.1517, loss_iou: 0.3661, d0.loss_cls: 0.2676, d0.loss_bbox: 0.1557, d0.loss_iou: 0.3764, d1.loss_cls: 0.2265, d1.loss_bbox: 0.1546, d1.loss_iou: 0.3733, d2.loss_cls: 0.2122, d2.loss_bbox: 0.1512, d2.loss_iou: 0.3670, d3.loss_cls: 0.2045, d3.loss_bbox: 0.1524, d3.loss_iou: 0.3664, d4.loss_cls: 0.2016, d4.loss_bbox: 0.1520, d4.loss_iou: 0.3664, dn_loss_cls: 0.0308, dn_loss_bbox: 0.2701, dn_loss_iou: 0.3616, d0.dn_loss_cls: 0.0652, d0.dn_loss_bbox: 0.3827, d0.dn_loss_iou: 0.4806, d1.dn_loss_cls: 0.0396, d1.dn_loss_bbox: 0.2922, d1.dn_loss_iou: 0.3869, d2.dn_loss_cls: 0.0338, d2.dn_loss_bbox: 0.2750, d2.dn_loss_iou: 0.3685, d3.dn_loss_cls: 0.0323, d3.dn_loss_bbox: 0.2705, d3.dn_loss_iou: 0.3626, d4.dn_loss_cls: 0.0312, d4.dn_loss_bbox: 0.2701, d4.dn_loss_iou: 0.3615, loss: 9.6180, grad_norm: 23.2111 2023-11-22 22:36:01,619 - mmdet - INFO - Epoch [7][3500/7330] lr: 1.000e-05, eta: 7:47:29, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2374, interm_loss_bbox: 0.1876, interm_loss_iou: 0.4166, loss_cls: 0.1894, loss_bbox: 0.1540, loss_iou: 0.3643, d0.loss_cls: 0.2596, d0.loss_bbox: 0.1560, d0.loss_iou: 0.3673, d1.loss_cls: 0.2187, d1.loss_bbox: 0.1546, d1.loss_iou: 0.3650, d2.loss_cls: 0.2012, d2.loss_bbox: 0.1533, d2.loss_iou: 0.3633, d3.loss_cls: 0.1946, d3.loss_bbox: 0.1523, d3.loss_iou: 0.3621, d4.loss_cls: 0.1902, d4.loss_bbox: 0.1536, d4.loss_iou: 0.3636, dn_loss_cls: 0.0301, dn_loss_bbox: 0.2473, dn_loss_iou: 0.3518, d0.dn_loss_cls: 0.0647, d0.dn_loss_bbox: 0.3659, d0.dn_loss_iou: 0.4748, d1.dn_loss_cls: 0.0387, d1.dn_loss_bbox: 0.2745, d1.dn_loss_iou: 0.3796, d2.dn_loss_cls: 0.0329, d2.dn_loss_bbox: 0.2535, d2.dn_loss_iou: 0.3596, d3.dn_loss_cls: 0.0311, d3.dn_loss_bbox: 0.2480, d3.dn_loss_iou: 0.3528, d4.dn_loss_cls: 0.0302, d4.dn_loss_bbox: 0.2473, d4.dn_loss_iou: 0.3517, loss: 9.3391, grad_norm: 25.2068 2023-11-22 22:36:36,529 - mmdet - INFO - Epoch [7][3550/7330] lr: 1.000e-05, eta: 7:46:55, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2359, interm_loss_bbox: 0.1903, interm_loss_iou: 0.4250, loss_cls: 0.1906, loss_bbox: 0.1570, loss_iou: 0.3704, d0.loss_cls: 0.2579, d0.loss_bbox: 0.1578, d0.loss_iou: 0.3777, d1.loss_cls: 0.2172, d1.loss_bbox: 0.1563, d1.loss_iou: 0.3725, d2.loss_cls: 0.2037, d2.loss_bbox: 0.1532, d2.loss_iou: 0.3679, d3.loss_cls: 0.1971, d3.loss_bbox: 0.1539, d3.loss_iou: 0.3671, d4.loss_cls: 0.1921, d4.loss_bbox: 0.1556, d4.loss_iou: 0.3700, dn_loss_cls: 0.0274, dn_loss_bbox: 0.2447, dn_loss_iou: 0.3502, d0.dn_loss_cls: 0.0627, d0.dn_loss_bbox: 0.3676, d0.dn_loss_iou: 0.4724, d1.dn_loss_cls: 0.0368, d1.dn_loss_bbox: 0.2708, d1.dn_loss_iou: 0.3763, d2.dn_loss_cls: 0.0307, d2.dn_loss_bbox: 0.2510, d2.dn_loss_iou: 0.3572, d3.dn_loss_cls: 0.0290, d3.dn_loss_bbox: 0.2455, d3.dn_loss_iou: 0.3512, d4.dn_loss_cls: 0.0280, d4.dn_loss_bbox: 0.2447, d4.dn_loss_iou: 0.3501, loss: 9.3652, grad_norm: 25.5761 2023-11-22 22:37:11,224 - mmdet - INFO - Epoch [7][3600/7330] lr: 1.000e-05, eta: 7:46:20, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2347, interm_loss_bbox: 0.1974, interm_loss_iou: 0.4229, loss_cls: 0.1910, loss_bbox: 0.1569, loss_iou: 0.3624, d0.loss_cls: 0.2562, d0.loss_bbox: 0.1629, d0.loss_iou: 0.3733, d1.loss_cls: 0.2171, d1.loss_bbox: 0.1610, d1.loss_iou: 0.3683, d2.loss_cls: 0.2032, d2.loss_bbox: 0.1568, d2.loss_iou: 0.3635, d3.loss_cls: 0.1953, d3.loss_bbox: 0.1574, d3.loss_iou: 0.3626, d4.loss_cls: 0.1917, d4.loss_bbox: 0.1565, d4.loss_iou: 0.3622, dn_loss_cls: 0.0280, dn_loss_bbox: 0.2554, dn_loss_iou: 0.3513, d0.dn_loss_cls: 0.0631, d0.dn_loss_bbox: 0.3729, d0.dn_loss_iou: 0.4741, d1.dn_loss_cls: 0.0373, d1.dn_loss_bbox: 0.2793, d1.dn_loss_iou: 0.3770, d2.dn_loss_cls: 0.0313, d2.dn_loss_bbox: 0.2605, d2.dn_loss_iou: 0.3578, d3.dn_loss_cls: 0.0295, d3.dn_loss_bbox: 0.2559, d3.dn_loss_iou: 0.3521, d4.dn_loss_cls: 0.0284, d4.dn_loss_bbox: 0.2554, d4.dn_loss_iou: 0.3512, loss: 9.4138, grad_norm: 26.4658 2023-11-22 22:37:45,864 - mmdet - INFO - Epoch [7][3650/7330] lr: 1.000e-05, eta: 7:45:46, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2335, interm_loss_bbox: 0.1918, interm_loss_iou: 0.4199, loss_cls: 0.1912, loss_bbox: 0.1509, loss_iou: 0.3601, d0.loss_cls: 0.2536, d0.loss_bbox: 0.1600, d0.loss_iou: 0.3719, d1.loss_cls: 0.2139, d1.loss_bbox: 0.1570, d1.loss_iou: 0.3687, d2.loss_cls: 0.2007, d2.loss_bbox: 0.1522, d2.loss_iou: 0.3630, d3.loss_cls: 0.1947, d3.loss_bbox: 0.1514, d3.loss_iou: 0.3610, d4.loss_cls: 0.1915, d4.loss_bbox: 0.1508, d4.loss_iou: 0.3607, dn_loss_cls: 0.0277, dn_loss_bbox: 0.2408, dn_loss_iou: 0.3401, d0.dn_loss_cls: 0.0630, d0.dn_loss_bbox: 0.3632, d0.dn_loss_iou: 0.4605, d1.dn_loss_cls: 0.0378, d1.dn_loss_bbox: 0.2671, d1.dn_loss_iou: 0.3662, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2471, d2.dn_loss_iou: 0.3472, d3.dn_loss_cls: 0.0294, d3.dn_loss_bbox: 0.2413, d3.dn_loss_iou: 0.3408, d4.dn_loss_cls: 0.0282, d4.dn_loss_bbox: 0.2408, d4.dn_loss_iou: 0.3400, loss: 9.2109, grad_norm: 26.2227 2023-11-22 22:38:20,103 - mmdet - INFO - Epoch [7][3700/7330] lr: 1.000e-05, eta: 7:45:11, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2441, interm_loss_bbox: 0.1920, interm_loss_iou: 0.4156, loss_cls: 0.1977, loss_bbox: 0.1560, loss_iou: 0.3594, d0.loss_cls: 0.2613, d0.loss_bbox: 0.1619, d0.loss_iou: 0.3704, d1.loss_cls: 0.2230, d1.loss_bbox: 0.1582, d1.loss_iou: 0.3654, d2.loss_cls: 0.2084, d2.loss_bbox: 0.1571, d2.loss_iou: 0.3616, d3.loss_cls: 0.2008, d3.loss_bbox: 0.1566, d3.loss_iou: 0.3605, d4.loss_cls: 0.1982, d4.loss_bbox: 0.1559, d4.loss_iou: 0.3594, dn_loss_cls: 0.0290, dn_loss_bbox: 0.2575, dn_loss_iou: 0.3459, d0.dn_loss_cls: 0.0638, d0.dn_loss_bbox: 0.3856, d0.dn_loss_iou: 0.4683, d1.dn_loss_cls: 0.0384, d1.dn_loss_bbox: 0.2870, d1.dn_loss_iou: 0.3730, d2.dn_loss_cls: 0.0323, d2.dn_loss_bbox: 0.2645, d2.dn_loss_iou: 0.3532, d3.dn_loss_cls: 0.0303, d3.dn_loss_bbox: 0.2580, d3.dn_loss_iou: 0.3469, d4.dn_loss_cls: 0.0294, d4.dn_loss_bbox: 0.2576, d4.dn_loss_iou: 0.3458, loss: 9.4301, grad_norm: 26.1208 2023-11-22 22:38:56,266 - mmdet - INFO - Epoch [7][3750/7330] lr: 1.000e-05, eta: 7:44:37, time: 0.723, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2423, interm_loss_bbox: 0.1806, interm_loss_iou: 0.4017, loss_cls: 0.1970, loss_bbox: 0.1475, loss_iou: 0.3444, d0.loss_cls: 0.2627, d0.loss_bbox: 0.1526, d0.loss_iou: 0.3566, d1.loss_cls: 0.2267, d1.loss_bbox: 0.1480, d1.loss_iou: 0.3478, d2.loss_cls: 0.2106, d2.loss_bbox: 0.1449, d2.loss_iou: 0.3446, d3.loss_cls: 0.2025, d3.loss_bbox: 0.1456, d3.loss_iou: 0.3440, d4.loss_cls: 0.1982, d4.loss_bbox: 0.1470, d4.loss_iou: 0.3449, dn_loss_cls: 0.0282, dn_loss_bbox: 0.2564, dn_loss_iou: 0.3389, d0.dn_loss_cls: 0.0635, d0.dn_loss_bbox: 0.3884, d0.dn_loss_iou: 0.4637, d1.dn_loss_cls: 0.0377, d1.dn_loss_bbox: 0.2846, d1.dn_loss_iou: 0.3662, d2.dn_loss_cls: 0.0318, d2.dn_loss_bbox: 0.2627, d2.dn_loss_iou: 0.3458, d3.dn_loss_cls: 0.0299, d3.dn_loss_bbox: 0.2570, d3.dn_loss_iou: 0.3399, d4.dn_loss_cls: 0.0286, d4.dn_loss_bbox: 0.2565, d4.dn_loss_iou: 0.3388, loss: 9.2087, grad_norm: 27.2336 2023-11-22 22:39:31,154 - mmdet - INFO - Epoch [7][3800/7330] lr: 1.000e-05, eta: 7:44:03, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2429, interm_loss_bbox: 0.1809, interm_loss_iou: 0.4182, loss_cls: 0.1960, loss_bbox: 0.1520, loss_iou: 0.3694, d0.loss_cls: 0.2659, d0.loss_bbox: 0.1534, d0.loss_iou: 0.3745, d1.loss_cls: 0.2223, d1.loss_bbox: 0.1541, d1.loss_iou: 0.3724, d2.loss_cls: 0.2081, d2.loss_bbox: 0.1510, d2.loss_iou: 0.3683, d3.loss_cls: 0.2012, d3.loss_bbox: 0.1514, d3.loss_iou: 0.3676, d4.loss_cls: 0.1970, d4.loss_bbox: 0.1517, d4.loss_iou: 0.3688, dn_loss_cls: 0.0292, dn_loss_bbox: 0.2493, dn_loss_iou: 0.3548, d0.dn_loss_cls: 0.0642, d0.dn_loss_bbox: 0.3669, d0.dn_loss_iou: 0.4718, d1.dn_loss_cls: 0.0389, d1.dn_loss_bbox: 0.2742, d1.dn_loss_iou: 0.3795, d2.dn_loss_cls: 0.0330, d2.dn_loss_bbox: 0.2546, d2.dn_loss_iou: 0.3614, d3.dn_loss_cls: 0.0308, d3.dn_loss_bbox: 0.2499, d3.dn_loss_iou: 0.3556, d4.dn_loss_cls: 0.0297, d4.dn_loss_bbox: 0.2493, d4.dn_loss_iou: 0.3547, loss: 9.4151, grad_norm: 25.1161 2023-11-22 22:40:05,332 - mmdet - INFO - Epoch [7][3850/7330] lr: 1.000e-05, eta: 7:43:28, time: 0.683, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2455, interm_loss_bbox: 0.1832, interm_loss_iou: 0.4286, loss_cls: 0.2019, loss_bbox: 0.1492, loss_iou: 0.3739, d0.loss_cls: 0.2663, d0.loss_bbox: 0.1572, d0.loss_iou: 0.3844, d1.loss_cls: 0.2265, d1.loss_bbox: 0.1532, d1.loss_iou: 0.3784, d2.loss_cls: 0.2140, d2.loss_bbox: 0.1491, d2.loss_iou: 0.3747, d3.loss_cls: 0.2070, d3.loss_bbox: 0.1497, d3.loss_iou: 0.3735, d4.loss_cls: 0.2041, d4.loss_bbox: 0.1483, d4.loss_iou: 0.3724, dn_loss_cls: 0.0300, dn_loss_bbox: 0.2563, dn_loss_iou: 0.3621, d0.dn_loss_cls: 0.0647, d0.dn_loss_bbox: 0.3734, d0.dn_loss_iou: 0.4797, d1.dn_loss_cls: 0.0391, d1.dn_loss_bbox: 0.2817, d1.dn_loss_iou: 0.3878, d2.dn_loss_cls: 0.0332, d2.dn_loss_bbox: 0.2627, d2.dn_loss_iou: 0.3692, d3.dn_loss_cls: 0.0315, d3.dn_loss_bbox: 0.2573, d3.dn_loss_iou: 0.3631, d4.dn_loss_cls: 0.0304, d4.dn_loss_bbox: 0.2563, d4.dn_loss_iou: 0.3620, loss: 9.5815, grad_norm: 24.8137 2023-11-22 22:40:40,494 - mmdet - INFO - Epoch [7][3900/7330] lr: 1.000e-05, eta: 7:42:54, time: 0.703, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2360, interm_loss_bbox: 0.1843, interm_loss_iou: 0.4109, loss_cls: 0.1895, loss_bbox: 0.1475, loss_iou: 0.3531, d0.loss_cls: 0.2547, d0.loss_bbox: 0.1535, d0.loss_iou: 0.3631, d1.loss_cls: 0.2133, d1.loss_bbox: 0.1503, d1.loss_iou: 0.3577, d2.loss_cls: 0.1993, d2.loss_bbox: 0.1471, d2.loss_iou: 0.3534, d3.loss_cls: 0.1926, d3.loss_bbox: 0.1476, d3.loss_iou: 0.3531, d4.loss_cls: 0.1902, d4.loss_bbox: 0.1474, d4.loss_iou: 0.3531, dn_loss_cls: 0.0286, dn_loss_bbox: 0.2601, dn_loss_iou: 0.3429, d0.dn_loss_cls: 0.0630, d0.dn_loss_bbox: 0.3829, d0.dn_loss_iou: 0.4654, d1.dn_loss_cls: 0.0378, d1.dn_loss_bbox: 0.2863, d1.dn_loss_iou: 0.3695, d2.dn_loss_cls: 0.0318, d2.dn_loss_bbox: 0.2660, d2.dn_loss_iou: 0.3503, d3.dn_loss_cls: 0.0301, d3.dn_loss_bbox: 0.2608, d3.dn_loss_iou: 0.3438, d4.dn_loss_cls: 0.0289, d4.dn_loss_bbox: 0.2601, d4.dn_loss_iou: 0.3428, loss: 9.2488, grad_norm: 27.2311 2023-11-22 22:41:15,138 - mmdet - INFO - Epoch [7][3950/7330] lr: 1.000e-05, eta: 7:42:19, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2342, interm_loss_bbox: 0.1938, interm_loss_iou: 0.4115, loss_cls: 0.1884, loss_bbox: 0.1552, loss_iou: 0.3539, d0.loss_cls: 0.2542, d0.loss_bbox: 0.1587, d0.loss_iou: 0.3611, d1.loss_cls: 0.2141, d1.loss_bbox: 0.1583, d1.loss_iou: 0.3572, d2.loss_cls: 0.1981, d2.loss_bbox: 0.1562, d2.loss_iou: 0.3556, d3.loss_cls: 0.1921, d3.loss_bbox: 0.1554, d3.loss_iou: 0.3548, d4.loss_cls: 0.1900, d4.loss_bbox: 0.1546, d4.loss_iou: 0.3533, dn_loss_cls: 0.0285, dn_loss_bbox: 0.2472, dn_loss_iou: 0.3455, d0.dn_loss_cls: 0.0625, d0.dn_loss_bbox: 0.3727, d0.dn_loss_iou: 0.4695, d1.dn_loss_cls: 0.0377, d1.dn_loss_bbox: 0.2752, d1.dn_loss_iou: 0.3725, d2.dn_loss_cls: 0.0320, d2.dn_loss_bbox: 0.2540, d2.dn_loss_iou: 0.3526, d3.dn_loss_cls: 0.0302, d3.dn_loss_bbox: 0.2483, d3.dn_loss_iou: 0.3465, d4.dn_loss_cls: 0.0289, d4.dn_loss_bbox: 0.2472, d4.dn_loss_iou: 0.3454, loss: 9.2472, grad_norm: 27.3977 2023-11-22 22:41:50,125 - mmdet - INFO - Epoch [7][4000/7330] lr: 1.000e-05, eta: 7:41:44, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2434, interm_loss_bbox: 0.1812, interm_loss_iou: 0.4237, loss_cls: 0.2005, loss_bbox: 0.1490, loss_iou: 0.3659, d0.loss_cls: 0.2651, d0.loss_bbox: 0.1523, d0.loss_iou: 0.3775, d1.loss_cls: 0.2270, d1.loss_bbox: 0.1515, d1.loss_iou: 0.3695, d2.loss_cls: 0.2098, d2.loss_bbox: 0.1506, d2.loss_iou: 0.3674, d3.loss_cls: 0.2039, d3.loss_bbox: 0.1501, d3.loss_iou: 0.3662, d4.loss_cls: 0.2009, d4.loss_bbox: 0.1492, d4.loss_iou: 0.3663, dn_loss_cls: 0.0303, dn_loss_bbox: 0.2485, dn_loss_iou: 0.3522, d0.dn_loss_cls: 0.0653, d0.dn_loss_bbox: 0.3716, d0.dn_loss_iou: 0.4789, d1.dn_loss_cls: 0.0395, d1.dn_loss_bbox: 0.2740, d1.dn_loss_iou: 0.3789, d2.dn_loss_cls: 0.0334, d2.dn_loss_bbox: 0.2536, d2.dn_loss_iou: 0.3587, d3.dn_loss_cls: 0.0315, d3.dn_loss_bbox: 0.2491, d3.dn_loss_iou: 0.3531, d4.dn_loss_cls: 0.0306, d4.dn_loss_bbox: 0.2486, d4.dn_loss_iou: 0.3520, loss: 9.4208, grad_norm: 27.0901 2023-11-22 22:42:24,398 - mmdet - INFO - Epoch [7][4050/7330] lr: 1.000e-05, eta: 7:41:10, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2448, interm_loss_bbox: 0.1940, interm_loss_iou: 0.4217, loss_cls: 0.1995, loss_bbox: 0.1537, loss_iou: 0.3581, d0.loss_cls: 0.2663, d0.loss_bbox: 0.1585, d0.loss_iou: 0.3693, d1.loss_cls: 0.2258, d1.loss_bbox: 0.1578, d1.loss_iou: 0.3639, d2.loss_cls: 0.2110, d2.loss_bbox: 0.1543, d2.loss_iou: 0.3581, d3.loss_cls: 0.2040, d3.loss_bbox: 0.1534, d3.loss_iou: 0.3579, d4.loss_cls: 0.2003, d4.loss_bbox: 0.1538, d4.loss_iou: 0.3580, dn_loss_cls: 0.0305, dn_loss_bbox: 0.2557, dn_loss_iou: 0.3536, d0.dn_loss_cls: 0.0663, d0.dn_loss_bbox: 0.3761, d0.dn_loss_iou: 0.4764, d1.dn_loss_cls: 0.0401, d1.dn_loss_bbox: 0.2794, d1.dn_loss_iou: 0.3795, d2.dn_loss_cls: 0.0340, d2.dn_loss_bbox: 0.2614, d2.dn_loss_iou: 0.3606, d3.dn_loss_cls: 0.0321, d3.dn_loss_bbox: 0.2566, d3.dn_loss_iou: 0.3549, d4.dn_loss_cls: 0.0308, d4.dn_loss_bbox: 0.2558, d4.dn_loss_iou: 0.3536, loss: 9.4619, grad_norm: 25.0978 2023-11-22 22:42:58,706 - mmdet - INFO - Epoch [7][4100/7330] lr: 1.000e-05, eta: 7:40:35, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2349, interm_loss_bbox: 0.1897, interm_loss_iou: 0.4244, loss_cls: 0.1924, loss_bbox: 0.1489, loss_iou: 0.3616, d0.loss_cls: 0.2542, d0.loss_bbox: 0.1562, d0.loss_iou: 0.3742, d1.loss_cls: 0.2150, d1.loss_bbox: 0.1531, d1.loss_iou: 0.3674, d2.loss_cls: 0.2019, d2.loss_bbox: 0.1502, d2.loss_iou: 0.3621, d3.loss_cls: 0.1967, d3.loss_bbox: 0.1480, d3.loss_iou: 0.3602, d4.loss_cls: 0.1927, d4.loss_bbox: 0.1488, d4.loss_iou: 0.3618, dn_loss_cls: 0.0295, dn_loss_bbox: 0.2566, dn_loss_iou: 0.3499, d0.dn_loss_cls: 0.0649, d0.dn_loss_bbox: 0.3831, d0.dn_loss_iou: 0.4770, d1.dn_loss_cls: 0.0385, d1.dn_loss_bbox: 0.2843, d1.dn_loss_iou: 0.3771, d2.dn_loss_cls: 0.0326, d2.dn_loss_bbox: 0.2625, d2.dn_loss_iou: 0.3571, d3.dn_loss_cls: 0.0308, d3.dn_loss_bbox: 0.2574, d3.dn_loss_iou: 0.3507, d4.dn_loss_cls: 0.0297, d4.dn_loss_bbox: 0.2566, d4.dn_loss_iou: 0.3498, loss: 9.3821, grad_norm: 29.7324 2023-11-22 22:43:33,201 - mmdet - INFO - Epoch [7][4150/7330] lr: 1.000e-05, eta: 7:40:00, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2401, interm_loss_bbox: 0.1812, interm_loss_iou: 0.4021, loss_cls: 0.1952, loss_bbox: 0.1459, loss_iou: 0.3482, d0.loss_cls: 0.2595, d0.loss_bbox: 0.1521, d0.loss_iou: 0.3595, d1.loss_cls: 0.2220, d1.loss_bbox: 0.1475, d1.loss_iou: 0.3517, d2.loss_cls: 0.2071, d2.loss_bbox: 0.1452, d2.loss_iou: 0.3483, d3.loss_cls: 0.1991, d3.loss_bbox: 0.1457, d3.loss_iou: 0.3476, d4.loss_cls: 0.1958, d4.loss_bbox: 0.1461, d4.loss_iou: 0.3481, dn_loss_cls: 0.0278, dn_loss_bbox: 0.2528, dn_loss_iou: 0.3414, d0.dn_loss_cls: 0.0630, d0.dn_loss_bbox: 0.3747, d0.dn_loss_iou: 0.4630, d1.dn_loss_cls: 0.0370, d1.dn_loss_bbox: 0.2782, d1.dn_loss_iou: 0.3666, d2.dn_loss_cls: 0.0312, d2.dn_loss_bbox: 0.2591, d2.dn_loss_iou: 0.3482, d3.dn_loss_cls: 0.0292, d3.dn_loss_bbox: 0.2536, d3.dn_loss_iou: 0.3424, d4.dn_loss_cls: 0.0281, d4.dn_loss_bbox: 0.2529, d4.dn_loss_iou: 0.3413, loss: 9.1787, grad_norm: 25.7122 2023-11-22 22:44:08,135 - mmdet - INFO - Epoch [7][4200/7330] lr: 1.000e-05, eta: 7:39:25, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2388, interm_loss_bbox: 0.1908, interm_loss_iou: 0.4242, loss_cls: 0.1969, loss_bbox: 0.1531, loss_iou: 0.3635, d0.loss_cls: 0.2587, d0.loss_bbox: 0.1613, d0.loss_iou: 0.3798, d1.loss_cls: 0.2202, d1.loss_bbox: 0.1594, d1.loss_iou: 0.3727, d2.loss_cls: 0.2051, d2.loss_bbox: 0.1552, d2.loss_iou: 0.3659, d3.loss_cls: 0.2003, d3.loss_bbox: 0.1534, d3.loss_iou: 0.3641, d4.loss_cls: 0.1972, d4.loss_bbox: 0.1532, d4.loss_iou: 0.3640, dn_loss_cls: 0.0275, dn_loss_bbox: 0.2675, dn_loss_iou: 0.3561, d0.dn_loss_cls: 0.0610, d0.dn_loss_bbox: 0.3803, d0.dn_loss_iou: 0.4753, d1.dn_loss_cls: 0.0364, d1.dn_loss_bbox: 0.2926, d1.dn_loss_iou: 0.3820, d2.dn_loss_cls: 0.0305, d2.dn_loss_bbox: 0.2732, d2.dn_loss_iou: 0.3631, d3.dn_loss_cls: 0.0289, d3.dn_loss_bbox: 0.2680, d3.dn_loss_iou: 0.3570, d4.dn_loss_cls: 0.0280, d4.dn_loss_bbox: 0.2675, d4.dn_loss_iou: 0.3560, loss: 9.5289, grad_norm: 26.7488 2023-11-22 22:44:42,727 - mmdet - INFO - Epoch [7][4250/7330] lr: 1.000e-05, eta: 7:38:51, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2382, interm_loss_bbox: 0.1872, interm_loss_iou: 0.4048, loss_cls: 0.1954, loss_bbox: 0.1514, loss_iou: 0.3471, d0.loss_cls: 0.2589, d0.loss_bbox: 0.1580, d0.loss_iou: 0.3578, d1.loss_cls: 0.2181, d1.loss_bbox: 0.1551, d1.loss_iou: 0.3541, d2.loss_cls: 0.2031, d2.loss_bbox: 0.1528, d2.loss_iou: 0.3502, d3.loss_cls: 0.1983, d3.loss_bbox: 0.1516, d3.loss_iou: 0.3477, d4.loss_cls: 0.1965, d4.loss_bbox: 0.1507, d4.loss_iou: 0.3465, dn_loss_cls: 0.0292, dn_loss_bbox: 0.2563, dn_loss_iou: 0.3444, d0.dn_loss_cls: 0.0636, d0.dn_loss_bbox: 0.3779, d0.dn_loss_iou: 0.4680, d1.dn_loss_cls: 0.0383, d1.dn_loss_bbox: 0.2824, d1.dn_loss_iou: 0.3716, d2.dn_loss_cls: 0.0323, d2.dn_loss_bbox: 0.2615, d2.dn_loss_iou: 0.3511, d3.dn_loss_cls: 0.0306, d3.dn_loss_bbox: 0.2568, d3.dn_loss_iou: 0.3453, d4.dn_loss_cls: 0.0294, d4.dn_loss_bbox: 0.2563, d4.dn_loss_iou: 0.3444, loss: 9.2627, grad_norm: 24.9283 2023-11-22 22:45:16,875 - mmdet - INFO - Epoch [7][4300/7330] lr: 1.000e-05, eta: 7:38:16, time: 0.683, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2427, interm_loss_bbox: 0.1871, interm_loss_iou: 0.4027, loss_cls: 0.1990, loss_bbox: 0.1522, loss_iou: 0.3441, d0.loss_cls: 0.2632, d0.loss_bbox: 0.1581, d0.loss_iou: 0.3562, d1.loss_cls: 0.2255, d1.loss_bbox: 0.1561, d1.loss_iou: 0.3501, d2.loss_cls: 0.2099, d2.loss_bbox: 0.1527, d2.loss_iou: 0.3452, d3.loss_cls: 0.2041, d3.loss_bbox: 0.1521, d3.loss_iou: 0.3437, d4.loss_cls: 0.2001, d4.loss_bbox: 0.1522, d4.loss_iou: 0.3439, dn_loss_cls: 0.0296, dn_loss_bbox: 0.2597, dn_loss_iou: 0.3411, d0.dn_loss_cls: 0.0654, d0.dn_loss_bbox: 0.3780, d0.dn_loss_iou: 0.4613, d1.dn_loss_cls: 0.0391, d1.dn_loss_bbox: 0.2843, d1.dn_loss_iou: 0.3665, d2.dn_loss_cls: 0.0332, d2.dn_loss_bbox: 0.2653, d2.dn_loss_iou: 0.3476, d3.dn_loss_cls: 0.0314, d3.dn_loss_bbox: 0.2603, d3.dn_loss_iou: 0.3420, d4.dn_loss_cls: 0.0302, d4.dn_loss_bbox: 0.2597, d4.dn_loss_iou: 0.3410, loss: 9.2766, grad_norm: 24.9104 2023-11-22 22:45:51,255 - mmdet - INFO - Epoch [7][4350/7330] lr: 1.000e-05, eta: 7:37:41, time: 0.688, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2447, interm_loss_bbox: 0.1858, interm_loss_iou: 0.4114, loss_cls: 0.1997, loss_bbox: 0.1494, loss_iou: 0.3565, d0.loss_cls: 0.2645, d0.loss_bbox: 0.1539, d0.loss_iou: 0.3658, d1.loss_cls: 0.2240, d1.loss_bbox: 0.1540, d1.loss_iou: 0.3628, d2.loss_cls: 0.2130, d2.loss_bbox: 0.1485, d2.loss_iou: 0.3555, d3.loss_cls: 0.2051, d3.loss_bbox: 0.1481, d3.loss_iou: 0.3545, d4.loss_cls: 0.2012, d4.loss_bbox: 0.1494, d4.loss_iou: 0.3559, dn_loss_cls: 0.0289, dn_loss_bbox: 0.2508, dn_loss_iou: 0.3408, d0.dn_loss_cls: 0.0643, d0.dn_loss_bbox: 0.3744, d0.dn_loss_iou: 0.4618, d1.dn_loss_cls: 0.0386, d1.dn_loss_bbox: 0.2779, d1.dn_loss_iou: 0.3674, d2.dn_loss_cls: 0.0327, d2.dn_loss_bbox: 0.2568, d2.dn_loss_iou: 0.3478, d3.dn_loss_cls: 0.0305, d3.dn_loss_bbox: 0.2516, d3.dn_loss_iou: 0.3418, d4.dn_loss_cls: 0.0293, d4.dn_loss_bbox: 0.2508, d4.dn_loss_iou: 0.3408, loss: 9.2907, grad_norm: 26.8756 2023-11-22 22:46:26,205 - mmdet - INFO - Epoch [7][4400/7330] lr: 1.000e-05, eta: 7:37:06, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2481, interm_loss_bbox: 0.1883, interm_loss_iou: 0.4356, loss_cls: 0.2099, loss_bbox: 0.1502, loss_iou: 0.3777, d0.loss_cls: 0.2671, d0.loss_bbox: 0.1550, d0.loss_iou: 0.3880, d1.loss_cls: 0.2313, d1.loss_bbox: 0.1547, d1.loss_iou: 0.3843, d2.loss_cls: 0.2196, d2.loss_bbox: 0.1487, d2.loss_iou: 0.3773, d3.loss_cls: 0.2137, d3.loss_bbox: 0.1488, d3.loss_iou: 0.3769, d4.loss_cls: 0.2107, d4.loss_bbox: 0.1493, d4.loss_iou: 0.3774, dn_loss_cls: 0.0308, dn_loss_bbox: 0.2512, dn_loss_iou: 0.3698, d0.dn_loss_cls: 0.0640, d0.dn_loss_bbox: 0.3696, d0.dn_loss_iou: 0.4910, d1.dn_loss_cls: 0.0393, d1.dn_loss_bbox: 0.2760, d1.dn_loss_iou: 0.3952, d2.dn_loss_cls: 0.0333, d2.dn_loss_bbox: 0.2564, d2.dn_loss_iou: 0.3766, d3.dn_loss_cls: 0.0316, d3.dn_loss_bbox: 0.2516, d3.dn_loss_iou: 0.3705, d4.dn_loss_cls: 0.0308, d4.dn_loss_bbox: 0.2512, d4.dn_loss_iou: 0.3698, loss: 9.6712, grad_norm: 25.1482 2023-11-22 22:47:01,164 - mmdet - INFO - Epoch [7][4450/7330] lr: 1.000e-05, eta: 7:36:32, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2281, interm_loss_bbox: 0.1812, interm_loss_iou: 0.4064, loss_cls: 0.1876, loss_bbox: 0.1465, loss_iou: 0.3501, d0.loss_cls: 0.2476, d0.loss_bbox: 0.1499, d0.loss_iou: 0.3604, d1.loss_cls: 0.2087, d1.loss_bbox: 0.1497, d1.loss_iou: 0.3550, d2.loss_cls: 0.1968, d2.loss_bbox: 0.1462, d2.loss_iou: 0.3501, d3.loss_cls: 0.1915, d3.loss_bbox: 0.1459, d3.loss_iou: 0.3496, d4.loss_cls: 0.1891, d4.loss_bbox: 0.1457, d4.loss_iou: 0.3494, dn_loss_cls: 0.0284, dn_loss_bbox: 0.2389, dn_loss_iou: 0.3345, d0.dn_loss_cls: 0.0627, d0.dn_loss_bbox: 0.3625, d0.dn_loss_iou: 0.4588, d1.dn_loss_cls: 0.0367, d1.dn_loss_bbox: 0.2645, d1.dn_loss_iou: 0.3611, d2.dn_loss_cls: 0.0311, d2.dn_loss_bbox: 0.2447, d2.dn_loss_iou: 0.3414, d3.dn_loss_cls: 0.0294, d3.dn_loss_bbox: 0.2394, d3.dn_loss_iou: 0.3352, d4.dn_loss_cls: 0.0286, d4.dn_loss_bbox: 0.2389, d4.dn_loss_iou: 0.3344, loss: 9.0066, grad_norm: 24.6612 2023-11-22 22:47:35,292 - mmdet - INFO - Epoch [7][4500/7330] lr: 1.000e-05, eta: 7:35:57, time: 0.683, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2413, interm_loss_bbox: 0.1932, interm_loss_iou: 0.4215, loss_cls: 0.1968, loss_bbox: 0.1572, loss_iou: 0.3611, d0.loss_cls: 0.2607, d0.loss_bbox: 0.1617, d0.loss_iou: 0.3744, d1.loss_cls: 0.2214, d1.loss_bbox: 0.1590, d1.loss_iou: 0.3680, d2.loss_cls: 0.2064, d2.loss_bbox: 0.1578, d2.loss_iou: 0.3639, d3.loss_cls: 0.2016, d3.loss_bbox: 0.1560, d3.loss_iou: 0.3605, d4.loss_cls: 0.1974, d4.loss_bbox: 0.1570, d4.loss_iou: 0.3614, dn_loss_cls: 0.0288, dn_loss_bbox: 0.2625, dn_loss_iou: 0.3481, d0.dn_loss_cls: 0.0645, d0.dn_loss_bbox: 0.3830, d0.dn_loss_iou: 0.4693, d1.dn_loss_cls: 0.0384, d1.dn_loss_bbox: 0.2881, d1.dn_loss_iou: 0.3751, d2.dn_loss_cls: 0.0322, d2.dn_loss_bbox: 0.2691, d2.dn_loss_iou: 0.3559, d3.dn_loss_cls: 0.0304, d3.dn_loss_bbox: 0.2632, d3.dn_loss_iou: 0.3492, d4.dn_loss_cls: 0.0292, d4.dn_loss_bbox: 0.2626, d4.dn_loss_iou: 0.3480, loss: 9.4758, grad_norm: 24.9025 2023-11-22 22:48:09,614 - mmdet - INFO - Epoch [7][4550/7330] lr: 1.000e-05, eta: 7:35:22, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2416, interm_loss_bbox: 0.1876, interm_loss_iou: 0.4059, loss_cls: 0.1948, loss_bbox: 0.1551, loss_iou: 0.3502, d0.loss_cls: 0.2624, d0.loss_bbox: 0.1547, d0.loss_iou: 0.3561, d1.loss_cls: 0.2217, d1.loss_bbox: 0.1545, d1.loss_iou: 0.3534, d2.loss_cls: 0.2053, d2.loss_bbox: 0.1539, d2.loss_iou: 0.3504, d3.loss_cls: 0.1996, d3.loss_bbox: 0.1532, d3.loss_iou: 0.3496, d4.loss_cls: 0.1964, d4.loss_bbox: 0.1541, d4.loss_iou: 0.3491, dn_loss_cls: 0.0292, dn_loss_bbox: 0.2459, dn_loss_iou: 0.3460, d0.dn_loss_cls: 0.0647, d0.dn_loss_bbox: 0.3721, d0.dn_loss_iou: 0.4720, d1.dn_loss_cls: 0.0385, d1.dn_loss_bbox: 0.2729, d1.dn_loss_iou: 0.3740, d2.dn_loss_cls: 0.0325, d2.dn_loss_bbox: 0.2523, d2.dn_loss_iou: 0.3535, d3.dn_loss_cls: 0.0307, d3.dn_loss_bbox: 0.2467, d3.dn_loss_iou: 0.3472, d4.dn_loss_cls: 0.0295, d4.dn_loss_bbox: 0.2458, d4.dn_loss_iou: 0.3460, loss: 9.2492, grad_norm: 24.9460 2023-11-22 22:48:47,420 - mmdet - INFO - Epoch [7][4600/7330] lr: 1.000e-05, eta: 7:34:50, time: 0.756, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2458, interm_loss_bbox: 0.1911, interm_loss_iou: 0.4152, loss_cls: 0.1976, loss_bbox: 0.1570, loss_iou: 0.3598, d0.loss_cls: 0.2617, d0.loss_bbox: 0.1615, d0.loss_iou: 0.3724, d1.loss_cls: 0.2226, d1.loss_bbox: 0.1612, d1.loss_iou: 0.3692, d2.loss_cls: 0.2089, d2.loss_bbox: 0.1580, d2.loss_iou: 0.3626, d3.loss_cls: 0.2016, d3.loss_bbox: 0.1574, d3.loss_iou: 0.3607, d4.loss_cls: 0.1989, d4.loss_bbox: 0.1567, d4.loss_iou: 0.3599, dn_loss_cls: 0.0302, dn_loss_bbox: 0.2610, dn_loss_iou: 0.3587, d0.dn_loss_cls: 0.0653, d0.dn_loss_bbox: 0.3820, d0.dn_loss_iou: 0.4796, d1.dn_loss_cls: 0.0396, d1.dn_loss_bbox: 0.2861, d1.dn_loss_iou: 0.3850, d2.dn_loss_cls: 0.0338, d2.dn_loss_bbox: 0.2671, d2.dn_loss_iou: 0.3657, d3.dn_loss_cls: 0.0318, d3.dn_loss_bbox: 0.2618, d3.dn_loss_iou: 0.3596, d4.dn_loss_cls: 0.0307, d4.dn_loss_bbox: 0.2610, d4.dn_loss_iou: 0.3586, loss: 9.5372, grad_norm: 26.7419 2023-11-22 22:49:21,819 - mmdet - INFO - Epoch [7][4650/7330] lr: 1.000e-05, eta: 7:34:15, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2401, interm_loss_bbox: 0.1830, interm_loss_iou: 0.4294, loss_cls: 0.1985, loss_bbox: 0.1457, loss_iou: 0.3668, d0.loss_cls: 0.2591, d0.loss_bbox: 0.1526, d0.loss_iou: 0.3810, d1.loss_cls: 0.2203, d1.loss_bbox: 0.1503, d1.loss_iou: 0.3755, d2.loss_cls: 0.2096, d2.loss_bbox: 0.1459, d2.loss_iou: 0.3686, d3.loss_cls: 0.2029, d3.loss_bbox: 0.1455, d3.loss_iou: 0.3672, d4.loss_cls: 0.1993, d4.loss_bbox: 0.1459, d4.loss_iou: 0.3668, dn_loss_cls: 0.0288, dn_loss_bbox: 0.2353, dn_loss_iou: 0.3580, d0.dn_loss_cls: 0.0616, d0.dn_loss_bbox: 0.3487, d0.dn_loss_iou: 0.4792, d1.dn_loss_cls: 0.0372, d1.dn_loss_bbox: 0.2592, d1.dn_loss_iou: 0.3845, d2.dn_loss_cls: 0.0318, d2.dn_loss_bbox: 0.2414, d2.dn_loss_iou: 0.3650, d3.dn_loss_cls: 0.0301, d3.dn_loss_bbox: 0.2359, d3.dn_loss_iou: 0.3588, d4.dn_loss_cls: 0.0291, d4.dn_loss_bbox: 0.2353, d4.dn_loss_iou: 0.3579, loss: 9.3317, grad_norm: 26.3731 2023-11-22 22:49:56,430 - mmdet - INFO - Epoch [7][4700/7330] lr: 1.000e-05, eta: 7:33:40, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2418, interm_loss_bbox: 0.1855, interm_loss_iou: 0.4193, loss_cls: 0.1964, loss_bbox: 0.1522, loss_iou: 0.3643, d0.loss_cls: 0.2603, d0.loss_bbox: 0.1553, d0.loss_iou: 0.3740, d1.loss_cls: 0.2201, d1.loss_bbox: 0.1558, d1.loss_iou: 0.3700, d2.loss_cls: 0.2080, d2.loss_bbox: 0.1512, d2.loss_iou: 0.3637, d3.loss_cls: 0.2007, d3.loss_bbox: 0.1518, d3.loss_iou: 0.3643, d4.loss_cls: 0.1973, d4.loss_bbox: 0.1518, d4.loss_iou: 0.3646, dn_loss_cls: 0.0301, dn_loss_bbox: 0.2516, dn_loss_iou: 0.3483, d0.dn_loss_cls: 0.0654, d0.dn_loss_bbox: 0.3754, d0.dn_loss_iou: 0.4712, d1.dn_loss_cls: 0.0395, d1.dn_loss_bbox: 0.2772, d1.dn_loss_iou: 0.3744, d2.dn_loss_cls: 0.0334, d2.dn_loss_bbox: 0.2574, d2.dn_loss_iou: 0.3548, d3.dn_loss_cls: 0.0315, d3.dn_loss_bbox: 0.2522, d3.dn_loss_iou: 0.3491, d4.dn_loss_cls: 0.0305, d4.dn_loss_bbox: 0.2516, d4.dn_loss_iou: 0.3482, loss: 9.3903, grad_norm: 26.9952 2023-11-22 22:50:32,853 - mmdet - INFO - Epoch [7][4750/7330] lr: 1.000e-05, eta: 7:33:07, time: 0.729, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2429, interm_loss_bbox: 0.1848, interm_loss_iou: 0.4190, loss_cls: 0.1994, loss_bbox: 0.1474, loss_iou: 0.3558, d0.loss_cls: 0.2621, d0.loss_bbox: 0.1538, d0.loss_iou: 0.3687, d1.loss_cls: 0.2251, d1.loss_bbox: 0.1505, d1.loss_iou: 0.3600, d2.loss_cls: 0.2091, d2.loss_bbox: 0.1480, d2.loss_iou: 0.3562, d3.loss_cls: 0.2033, d3.loss_bbox: 0.1472, d3.loss_iou: 0.3561, d4.loss_cls: 0.2007, d4.loss_bbox: 0.1469, d4.loss_iou: 0.3554, dn_loss_cls: 0.0301, dn_loss_bbox: 0.2481, dn_loss_iou: 0.3536, d0.dn_loss_cls: 0.0657, d0.dn_loss_bbox: 0.3672, d0.dn_loss_iou: 0.4751, d1.dn_loss_cls: 0.0392, d1.dn_loss_bbox: 0.2723, d1.dn_loss_iou: 0.3792, d2.dn_loss_cls: 0.0332, d2.dn_loss_bbox: 0.2531, d2.dn_loss_iou: 0.3601, d3.dn_loss_cls: 0.0315, d3.dn_loss_bbox: 0.2485, d3.dn_loss_iou: 0.3543, d4.dn_loss_cls: 0.0304, d4.dn_loss_bbox: 0.2481, d4.dn_loss_iou: 0.3535, loss: 9.3355, grad_norm: 25.6042 2023-11-22 22:51:07,437 - mmdet - INFO - Epoch [7][4800/7330] lr: 1.000e-05, eta: 7:32:32, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2444, interm_loss_bbox: 0.1881, interm_loss_iou: 0.4266, loss_cls: 0.1997, loss_bbox: 0.1543, loss_iou: 0.3717, d0.loss_cls: 0.2614, d0.loss_bbox: 0.1579, d0.loss_iou: 0.3802, d1.loss_cls: 0.2238, d1.loss_bbox: 0.1565, d1.loss_iou: 0.3765, d2.loss_cls: 0.2115, d2.loss_bbox: 0.1532, d2.loss_iou: 0.3706, d3.loss_cls: 0.2038, d3.loss_bbox: 0.1543, d3.loss_iou: 0.3717, d4.loss_cls: 0.2000, d4.loss_bbox: 0.1544, d4.loss_iou: 0.3718, dn_loss_cls: 0.0312, dn_loss_bbox: 0.2527, dn_loss_iou: 0.3658, d0.dn_loss_cls: 0.0661, d0.dn_loss_bbox: 0.3723, d0.dn_loss_iou: 0.4895, d1.dn_loss_cls: 0.0407, d1.dn_loss_bbox: 0.2790, d1.dn_loss_iou: 0.3942, d2.dn_loss_cls: 0.0347, d2.dn_loss_bbox: 0.2587, d2.dn_loss_iou: 0.3734, d3.dn_loss_cls: 0.0328, d3.dn_loss_bbox: 0.2536, d3.dn_loss_iou: 0.3669, d4.dn_loss_cls: 0.0316, d4.dn_loss_bbox: 0.2527, d4.dn_loss_iou: 0.3658, loss: 9.5941, grad_norm: 26.4951 2023-11-22 22:51:43,850 - mmdet - INFO - Epoch [7][4850/7330] lr: 1.000e-05, eta: 7:31:59, time: 0.728, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2419, interm_loss_bbox: 0.1878, interm_loss_iou: 0.4101, loss_cls: 0.1989, loss_bbox: 0.1510, loss_iou: 0.3525, d0.loss_cls: 0.2583, d0.loss_bbox: 0.1604, d0.loss_iou: 0.3664, d1.loss_cls: 0.2223, d1.loss_bbox: 0.1555, d1.loss_iou: 0.3589, d2.loss_cls: 0.2086, d2.loss_bbox: 0.1525, d2.loss_iou: 0.3546, d3.loss_cls: 0.2017, d3.loss_bbox: 0.1510, d3.loss_iou: 0.3532, d4.loss_cls: 0.1989, d4.loss_bbox: 0.1514, d4.loss_iou: 0.3531, dn_loss_cls: 0.0277, dn_loss_bbox: 0.2498, dn_loss_iou: 0.3457, d0.dn_loss_cls: 0.0635, d0.dn_loss_bbox: 0.3678, d0.dn_loss_iou: 0.4670, d1.dn_loss_cls: 0.0373, d1.dn_loss_bbox: 0.2750, d1.dn_loss_iou: 0.3718, d2.dn_loss_cls: 0.0313, d2.dn_loss_bbox: 0.2561, d2.dn_loss_iou: 0.3529, d3.dn_loss_cls: 0.0292, d3.dn_loss_bbox: 0.2501, d3.dn_loss_iou: 0.3463, d4.dn_loss_cls: 0.0281, d4.dn_loss_bbox: 0.2498, d4.dn_loss_iou: 0.3457, loss: 9.2838, grad_norm: 25.6844 2023-11-22 22:52:18,477 - mmdet - INFO - Epoch [7][4900/7330] lr: 1.000e-05, eta: 7:31:25, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2269, interm_loss_bbox: 0.1821, interm_loss_iou: 0.4105, loss_cls: 0.1839, loss_bbox: 0.1463, loss_iou: 0.3559, d0.loss_cls: 0.2445, d0.loss_bbox: 0.1540, d0.loss_iou: 0.3690, d1.loss_cls: 0.2116, d1.loss_bbox: 0.1473, d1.loss_iou: 0.3586, d2.loss_cls: 0.1932, d2.loss_bbox: 0.1482, d2.loss_iou: 0.3576, d3.loss_cls: 0.1876, d3.loss_bbox: 0.1462, d3.loss_iou: 0.3560, d4.loss_cls: 0.1847, d4.loss_bbox: 0.1459, d4.loss_iou: 0.3557, dn_loss_cls: 0.0267, dn_loss_bbox: 0.2604, dn_loss_iou: 0.3481, d0.dn_loss_cls: 0.0618, d0.dn_loss_bbox: 0.3846, d0.dn_loss_iou: 0.4692, d1.dn_loss_cls: 0.0361, d1.dn_loss_bbox: 0.2861, d1.dn_loss_iou: 0.3731, d2.dn_loss_cls: 0.0306, d2.dn_loss_bbox: 0.2665, d2.dn_loss_iou: 0.3550, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2611, d3.dn_loss_iou: 0.3489, d4.dn_loss_cls: 0.0273, d4.dn_loss_bbox: 0.2604, d4.dn_loss_iou: 0.3480, loss: 9.2386, grad_norm: 26.1674 2023-11-22 22:52:53,069 - mmdet - INFO - Epoch [7][4950/7330] lr: 1.000e-05, eta: 7:30:50, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2368, interm_loss_bbox: 0.1875, interm_loss_iou: 0.4011, loss_cls: 0.1925, loss_bbox: 0.1521, loss_iou: 0.3462, d0.loss_cls: 0.2530, d0.loss_bbox: 0.1587, d0.loss_iou: 0.3575, d1.loss_cls: 0.2163, d1.loss_bbox: 0.1554, d1.loss_iou: 0.3506, d2.loss_cls: 0.2017, d2.loss_bbox: 0.1543, d2.loss_iou: 0.3488, d3.loss_cls: 0.1948, d3.loss_bbox: 0.1528, d3.loss_iou: 0.3463, d4.loss_cls: 0.1927, d4.loss_bbox: 0.1523, d4.loss_iou: 0.3464, dn_loss_cls: 0.0290, dn_loss_bbox: 0.2501, dn_loss_iou: 0.3463, d0.dn_loss_cls: 0.0635, d0.dn_loss_bbox: 0.3677, d0.dn_loss_iou: 0.4703, d1.dn_loss_cls: 0.0379, d1.dn_loss_bbox: 0.2739, d1.dn_loss_iou: 0.3735, d2.dn_loss_cls: 0.0320, d2.dn_loss_bbox: 0.2546, d2.dn_loss_iou: 0.3530, d3.dn_loss_cls: 0.0301, d3.dn_loss_bbox: 0.2505, d3.dn_loss_iou: 0.3470, d4.dn_loss_cls: 0.0292, d4.dn_loss_bbox: 0.2501, d4.dn_loss_iou: 0.3462, loss: 9.2026, grad_norm: 26.2488 2023-11-22 22:53:28,791 - mmdet - INFO - Epoch [7][5000/7330] lr: 1.000e-05, eta: 7:30:16, time: 0.715, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2379, interm_loss_bbox: 0.1789, interm_loss_iou: 0.4121, loss_cls: 0.1932, loss_bbox: 0.1464, loss_iou: 0.3590, d0.loss_cls: 0.2549, d0.loss_bbox: 0.1497, d0.loss_iou: 0.3671, d1.loss_cls: 0.2159, d1.loss_bbox: 0.1479, d1.loss_iou: 0.3618, d2.loss_cls: 0.2030, d2.loss_bbox: 0.1453, d2.loss_iou: 0.3582, d3.loss_cls: 0.1959, d3.loss_bbox: 0.1466, d3.loss_iou: 0.3593, d4.loss_cls: 0.1939, d4.loss_bbox: 0.1463, d4.loss_iou: 0.3588, dn_loss_cls: 0.0291, dn_loss_bbox: 0.2497, dn_loss_iou: 0.3509, d0.dn_loss_cls: 0.0631, d0.dn_loss_bbox: 0.3605, d0.dn_loss_iou: 0.4675, d1.dn_loss_cls: 0.0382, d1.dn_loss_bbox: 0.2725, d1.dn_loss_iou: 0.3756, d2.dn_loss_cls: 0.0326, d2.dn_loss_bbox: 0.2546, d2.dn_loss_iou: 0.3573, d3.dn_loss_cls: 0.0308, d3.dn_loss_bbox: 0.2504, d3.dn_loss_iou: 0.3515, d4.dn_loss_cls: 0.0297, d4.dn_loss_bbox: 0.2497, d4.dn_loss_iou: 0.3508, loss: 9.2468, grad_norm: 25.4525 2023-11-22 22:54:03,514 - mmdet - INFO - Epoch [7][5050/7330] lr: 1.000e-05, eta: 7:29:41, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2422, interm_loss_bbox: 0.1926, interm_loss_iou: 0.4181, loss_cls: 0.1987, loss_bbox: 0.1546, loss_iou: 0.3573, d0.loss_cls: 0.2596, d0.loss_bbox: 0.1601, d0.loss_iou: 0.3688, d1.loss_cls: 0.2200, d1.loss_bbox: 0.1602, d1.loss_iou: 0.3647, d2.loss_cls: 0.2072, d2.loss_bbox: 0.1576, d2.loss_iou: 0.3598, d3.loss_cls: 0.2023, d3.loss_bbox: 0.1555, d3.loss_iou: 0.3573, d4.loss_cls: 0.1989, d4.loss_bbox: 0.1548, d4.loss_iou: 0.3579, dn_loss_cls: 0.0280, dn_loss_bbox: 0.2574, dn_loss_iou: 0.3511, d0.dn_loss_cls: 0.0628, d0.dn_loss_bbox: 0.3771, d0.dn_loss_iou: 0.4721, d1.dn_loss_cls: 0.0371, d1.dn_loss_bbox: 0.2821, d1.dn_loss_iou: 0.3767, d2.dn_loss_cls: 0.0313, d2.dn_loss_bbox: 0.2629, d2.dn_loss_iou: 0.3581, d3.dn_loss_cls: 0.0299, d3.dn_loss_bbox: 0.2581, d3.dn_loss_iou: 0.3518, d4.dn_loss_cls: 0.0285, d4.dn_loss_bbox: 0.2574, d4.dn_loss_iou: 0.3510, loss: 9.4216, grad_norm: 25.0267 2023-11-22 22:54:38,165 - mmdet - INFO - Epoch [7][5100/7330] lr: 1.000e-05, eta: 7:29:07, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2329, interm_loss_bbox: 0.1900, interm_loss_iou: 0.4156, loss_cls: 0.1914, loss_bbox: 0.1481, loss_iou: 0.3541, d0.loss_cls: 0.2547, d0.loss_bbox: 0.1538, d0.loss_iou: 0.3658, d1.loss_cls: 0.2172, d1.loss_bbox: 0.1511, d1.loss_iou: 0.3586, d2.loss_cls: 0.2014, d2.loss_bbox: 0.1485, d2.loss_iou: 0.3558, d3.loss_cls: 0.1957, d3.loss_bbox: 0.1470, d3.loss_iou: 0.3537, d4.loss_cls: 0.1925, d4.loss_bbox: 0.1475, d4.loss_iou: 0.3536, dn_loss_cls: 0.0274, dn_loss_bbox: 0.2345, dn_loss_iou: 0.3340, d0.dn_loss_cls: 0.0623, d0.dn_loss_bbox: 0.3619, d0.dn_loss_iou: 0.4592, d1.dn_loss_cls: 0.0357, d1.dn_loss_bbox: 0.2620, d1.dn_loss_iou: 0.3604, d2.dn_loss_cls: 0.0303, d2.dn_loss_bbox: 0.2414, d2.dn_loss_iou: 0.3415, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2352, d3.dn_loss_iou: 0.3348, d4.dn_loss_cls: 0.0275, d4.dn_loss_bbox: 0.2345, d4.dn_loss_iou: 0.3340, loss: 9.0742, grad_norm: 25.2307 2023-11-22 22:55:12,807 - mmdet - INFO - Epoch [7][5150/7330] lr: 1.000e-05, eta: 7:28:32, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2365, interm_loss_bbox: 0.1889, interm_loss_iou: 0.4165, loss_cls: 0.1907, loss_bbox: 0.1561, loss_iou: 0.3606, d0.loss_cls: 0.2539, d0.loss_bbox: 0.1581, d0.loss_iou: 0.3684, d1.loss_cls: 0.2185, d1.loss_bbox: 0.1577, d1.loss_iou: 0.3654, d2.loss_cls: 0.2004, d2.loss_bbox: 0.1572, d2.loss_iou: 0.3638, d3.loss_cls: 0.1956, d3.loss_bbox: 0.1555, d3.loss_iou: 0.3604, d4.loss_cls: 0.1910, d4.loss_bbox: 0.1562, d4.loss_iou: 0.3614, dn_loss_cls: 0.0266, dn_loss_bbox: 0.2488, dn_loss_iou: 0.3405, d0.dn_loss_cls: 0.0606, d0.dn_loss_bbox: 0.3716, d0.dn_loss_iou: 0.4607, d1.dn_loss_cls: 0.0356, d1.dn_loss_bbox: 0.2750, d1.dn_loss_iou: 0.3657, d2.dn_loss_cls: 0.0296, d2.dn_loss_bbox: 0.2539, d2.dn_loss_iou: 0.3466, d3.dn_loss_cls: 0.0279, d3.dn_loss_bbox: 0.2495, d3.dn_loss_iou: 0.3413, d4.dn_loss_cls: 0.0270, d4.dn_loss_bbox: 0.2489, d4.dn_loss_iou: 0.3405, loss: 9.2632, grad_norm: 25.7353 2023-11-22 22:55:47,589 - mmdet - INFO - Epoch [7][5200/7330] lr: 1.000e-05, eta: 7:27:58, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2307, interm_loss_bbox: 0.1901, interm_loss_iou: 0.4086, loss_cls: 0.1899, loss_bbox: 0.1500, loss_iou: 0.3491, d0.loss_cls: 0.2504, d0.loss_bbox: 0.1554, d0.loss_iou: 0.3580, d1.loss_cls: 0.2148, d1.loss_bbox: 0.1520, d1.loss_iou: 0.3504, d2.loss_cls: 0.1986, d2.loss_bbox: 0.1511, d2.loss_iou: 0.3485, d3.loss_cls: 0.1932, d3.loss_bbox: 0.1493, d3.loss_iou: 0.3476, d4.loss_cls: 0.1901, d4.loss_bbox: 0.1500, d4.loss_iou: 0.3488, dn_loss_cls: 0.0280, dn_loss_bbox: 0.2531, dn_loss_iou: 0.3409, d0.dn_loss_cls: 0.0622, d0.dn_loss_bbox: 0.3767, d0.dn_loss_iou: 0.4632, d1.dn_loss_cls: 0.0370, d1.dn_loss_bbox: 0.2813, d1.dn_loss_iou: 0.3683, d2.dn_loss_cls: 0.0311, d2.dn_loss_bbox: 0.2591, d2.dn_loss_iou: 0.3481, d3.dn_loss_cls: 0.0294, d3.dn_loss_bbox: 0.2535, d3.dn_loss_iou: 0.3417, d4.dn_loss_cls: 0.0284, d4.dn_loss_bbox: 0.2531, d4.dn_loss_iou: 0.3409, loss: 9.1726, grad_norm: 25.5329 2023-11-22 22:56:22,403 - mmdet - INFO - Epoch [7][5250/7330] lr: 1.000e-05, eta: 7:27:23, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2416, interm_loss_bbox: 0.1923, interm_loss_iou: 0.4273, loss_cls: 0.1982, loss_bbox: 0.1540, loss_iou: 0.3667, d0.loss_cls: 0.2605, d0.loss_bbox: 0.1606, d0.loss_iou: 0.3787, d1.loss_cls: 0.2222, d1.loss_bbox: 0.1579, d1.loss_iou: 0.3737, d2.loss_cls: 0.2087, d2.loss_bbox: 0.1547, d2.loss_iou: 0.3683, d3.loss_cls: 0.2022, d3.loss_bbox: 0.1547, d3.loss_iou: 0.3669, d4.loss_cls: 0.1983, d4.loss_bbox: 0.1546, d4.loss_iou: 0.3679, dn_loss_cls: 0.0299, dn_loss_bbox: 0.2613, dn_loss_iou: 0.3568, d0.dn_loss_cls: 0.0647, d0.dn_loss_bbox: 0.3805, d0.dn_loss_iou: 0.4774, d1.dn_loss_cls: 0.0390, d1.dn_loss_bbox: 0.2856, d1.dn_loss_iou: 0.3824, d2.dn_loss_cls: 0.0332, d2.dn_loss_bbox: 0.2665, d2.dn_loss_iou: 0.3634, d3.dn_loss_cls: 0.0314, d3.dn_loss_bbox: 0.2619, d3.dn_loss_iou: 0.3577, d4.dn_loss_cls: 0.0302, d4.dn_loss_bbox: 0.2613, d4.dn_loss_iou: 0.3568, loss: 9.5497, grad_norm: 26.3862 2023-11-22 22:56:57,270 - mmdet - INFO - Epoch [7][5300/7330] lr: 1.000e-05, eta: 7:26:49, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2476, interm_loss_bbox: 0.1833, interm_loss_iou: 0.4127, loss_cls: 0.2052, loss_bbox: 0.1532, loss_iou: 0.3624, d0.loss_cls: 0.2649, d0.loss_bbox: 0.1582, d0.loss_iou: 0.3728, d1.loss_cls: 0.2240, d1.loss_bbox: 0.1591, d1.loss_iou: 0.3698, d2.loss_cls: 0.2125, d2.loss_bbox: 0.1552, d2.loss_iou: 0.3655, d3.loss_cls: 0.2076, d3.loss_bbox: 0.1538, d3.loss_iou: 0.3633, d4.loss_cls: 0.2054, d4.loss_bbox: 0.1536, d4.loss_iou: 0.3632, dn_loss_cls: 0.0306, dn_loss_bbox: 0.2575, dn_loss_iou: 0.3568, d0.dn_loss_cls: 0.0647, d0.dn_loss_bbox: 0.3805, d0.dn_loss_iou: 0.4792, d1.dn_loss_cls: 0.0396, d1.dn_loss_bbox: 0.2816, d1.dn_loss_iou: 0.3825, d2.dn_loss_cls: 0.0337, d2.dn_loss_bbox: 0.2637, d2.dn_loss_iou: 0.3637, d3.dn_loss_cls: 0.0320, d3.dn_loss_bbox: 0.2583, d3.dn_loss_iou: 0.3578, d4.dn_loss_cls: 0.0309, d4.dn_loss_bbox: 0.2575, d4.dn_loss_iou: 0.3567, loss: 9.5206, grad_norm: 26.1176 2023-11-22 22:57:32,236 - mmdet - INFO - Epoch [7][5350/7330] lr: 1.000e-05, eta: 7:26:14, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2450, interm_loss_bbox: 0.1838, interm_loss_iou: 0.4185, loss_cls: 0.2014, loss_bbox: 0.1482, loss_iou: 0.3598, d0.loss_cls: 0.2613, d0.loss_bbox: 0.1559, d0.loss_iou: 0.3742, d1.loss_cls: 0.2243, d1.loss_bbox: 0.1526, d1.loss_iou: 0.3672, d2.loss_cls: 0.2112, d2.loss_bbox: 0.1508, d2.loss_iou: 0.3626, d3.loss_cls: 0.2054, d3.loss_bbox: 0.1493, d3.loss_iou: 0.3604, d4.loss_cls: 0.2018, d4.loss_bbox: 0.1488, d4.loss_iou: 0.3603, dn_loss_cls: 0.0285, dn_loss_bbox: 0.2484, dn_loss_iou: 0.3458, d0.dn_loss_cls: 0.0641, d0.dn_loss_bbox: 0.3619, d0.dn_loss_iou: 0.4641, d1.dn_loss_cls: 0.0379, d1.dn_loss_bbox: 0.2722, d1.dn_loss_iou: 0.3722, d2.dn_loss_cls: 0.0318, d2.dn_loss_bbox: 0.2536, d2.dn_loss_iou: 0.3526, d3.dn_loss_cls: 0.0299, d3.dn_loss_bbox: 0.2493, d3.dn_loss_iou: 0.3469, d4.dn_loss_cls: 0.0290, d4.dn_loss_bbox: 0.2484, d4.dn_loss_iou: 0.3458, loss: 9.3254, grad_norm: 25.0223 2023-11-22 22:58:09,185 - mmdet - INFO - Epoch [7][5400/7330] lr: 1.000e-05, eta: 7:25:41, time: 0.739, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2487, interm_loss_bbox: 0.1859, interm_loss_iou: 0.4320, loss_cls: 0.2041, loss_bbox: 0.1505, loss_iou: 0.3753, d0.loss_cls: 0.2647, d0.loss_bbox: 0.1565, d0.loss_iou: 0.3845, d1.loss_cls: 0.2247, d1.loss_bbox: 0.1546, d1.loss_iou: 0.3812, d2.loss_cls: 0.2138, d2.loss_bbox: 0.1514, d2.loss_iou: 0.3771, d3.loss_cls: 0.2079, d3.loss_bbox: 0.1505, d3.loss_iou: 0.3757, d4.loss_cls: 0.2049, d4.loss_bbox: 0.1504, d4.loss_iou: 0.3754, dn_loss_cls: 0.0279, dn_loss_bbox: 0.2423, dn_loss_iou: 0.3541, d0.dn_loss_cls: 0.0629, d0.dn_loss_bbox: 0.3578, d0.dn_loss_iou: 0.4712, d1.dn_loss_cls: 0.0367, d1.dn_loss_bbox: 0.2660, d1.dn_loss_iou: 0.3789, d2.dn_loss_cls: 0.0310, d2.dn_loss_bbox: 0.2478, d2.dn_loss_iou: 0.3603, d3.dn_loss_cls: 0.0293, d3.dn_loss_bbox: 0.2430, d3.dn_loss_iou: 0.3549, d4.dn_loss_cls: 0.0284, d4.dn_loss_bbox: 0.2423, d4.dn_loss_iou: 0.3540, loss: 9.4585, grad_norm: 25.6058 2023-11-22 22:58:43,740 - mmdet - INFO - Epoch [7][5450/7330] lr: 1.000e-05, eta: 7:25:07, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2325, interm_loss_bbox: 0.1921, interm_loss_iou: 0.4246, loss_cls: 0.1877, loss_bbox: 0.1560, loss_iou: 0.3683, d0.loss_cls: 0.2508, d0.loss_bbox: 0.1613, d0.loss_iou: 0.3781, d1.loss_cls: 0.2124, d1.loss_bbox: 0.1591, d1.loss_iou: 0.3721, d2.loss_cls: 0.1998, d2.loss_bbox: 0.1555, d2.loss_iou: 0.3684, d3.loss_cls: 0.1914, d3.loss_bbox: 0.1560, d3.loss_iou: 0.3684, d4.loss_cls: 0.1873, d4.loss_bbox: 0.1569, d4.loss_iou: 0.3691, dn_loss_cls: 0.0294, dn_loss_bbox: 0.2599, dn_loss_iou: 0.3567, d0.dn_loss_cls: 0.0647, d0.dn_loss_bbox: 0.3823, d0.dn_loss_iou: 0.4781, d1.dn_loss_cls: 0.0388, d1.dn_loss_bbox: 0.2863, d1.dn_loss_iou: 0.3836, d2.dn_loss_cls: 0.0330, d2.dn_loss_bbox: 0.2654, d2.dn_loss_iou: 0.3633, d3.dn_loss_cls: 0.0311, d3.dn_loss_bbox: 0.2603, d3.dn_loss_iou: 0.3574, d4.dn_loss_cls: 0.0299, d4.dn_loss_bbox: 0.2599, d4.dn_loss_iou: 0.3566, loss: 9.4844, grad_norm: 24.8333 2023-11-22 22:59:18,946 - mmdet - INFO - Epoch [7][5500/7330] lr: 1.000e-05, eta: 7:24:32, time: 0.704, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2393, interm_loss_bbox: 0.1933, interm_loss_iou: 0.4194, loss_cls: 0.1976, loss_bbox: 0.1570, loss_iou: 0.3611, d0.loss_cls: 0.2583, d0.loss_bbox: 0.1634, d0.loss_iou: 0.3733, d1.loss_cls: 0.2185, d1.loss_bbox: 0.1626, d1.loss_iou: 0.3704, d2.loss_cls: 0.2077, d2.loss_bbox: 0.1576, d2.loss_iou: 0.3639, d3.loss_cls: 0.2009, d3.loss_bbox: 0.1571, d3.loss_iou: 0.3618, d4.loss_cls: 0.1975, d4.loss_bbox: 0.1574, d4.loss_iou: 0.3618, dn_loss_cls: 0.0292, dn_loss_bbox: 0.2582, dn_loss_iou: 0.3540, d0.dn_loss_cls: 0.0636, d0.dn_loss_bbox: 0.3799, d0.dn_loss_iou: 0.4759, d1.dn_loss_cls: 0.0377, d1.dn_loss_bbox: 0.2850, d1.dn_loss_iou: 0.3813, d2.dn_loss_cls: 0.0322, d2.dn_loss_bbox: 0.2644, d2.dn_loss_iou: 0.3612, d3.dn_loss_cls: 0.0305, d3.dn_loss_bbox: 0.2592, d3.dn_loss_iou: 0.3548, d4.dn_loss_cls: 0.0295, d4.dn_loss_bbox: 0.2583, d4.dn_loss_iou: 0.3539, loss: 9.4886, grad_norm: 25.1887 2023-11-22 22:59:53,577 - mmdet - INFO - Epoch [7][5550/7330] lr: 1.000e-05, eta: 7:23:58, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2488, interm_loss_bbox: 0.1852, interm_loss_iou: 0.4315, loss_cls: 0.2074, loss_bbox: 0.1521, loss_iou: 0.3753, d0.loss_cls: 0.2653, d0.loss_bbox: 0.1558, d0.loss_iou: 0.3861, d1.loss_cls: 0.2290, d1.loss_bbox: 0.1552, d1.loss_iou: 0.3806, d2.loss_cls: 0.2175, d2.loss_bbox: 0.1510, d2.loss_iou: 0.3754, d3.loss_cls: 0.2119, d3.loss_bbox: 0.1516, d3.loss_iou: 0.3746, d4.loss_cls: 0.2084, d4.loss_bbox: 0.1517, d4.loss_iou: 0.3747, dn_loss_cls: 0.0317, dn_loss_bbox: 0.2627, dn_loss_iou: 0.3547, d0.dn_loss_cls: 0.0661, d0.dn_loss_bbox: 0.3912, d0.dn_loss_iou: 0.4792, d1.dn_loss_cls: 0.0400, d1.dn_loss_bbox: 0.2902, d1.dn_loss_iou: 0.3823, d2.dn_loss_cls: 0.0343, d2.dn_loss_bbox: 0.2692, d2.dn_loss_iou: 0.3622, d3.dn_loss_cls: 0.0327, d3.dn_loss_bbox: 0.2631, d3.dn_loss_iou: 0.3556, d4.dn_loss_cls: 0.0318, d4.dn_loss_bbox: 0.2627, d4.dn_loss_iou: 0.3546, loss: 9.6530, grad_norm: 28.5245 2023-11-22 23:00:27,952 - mmdet - INFO - Epoch [7][5600/7330] lr: 1.000e-05, eta: 7:23:23, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2423, interm_loss_bbox: 0.1757, interm_loss_iou: 0.4172, loss_cls: 0.1969, loss_bbox: 0.1435, loss_iou: 0.3669, d0.loss_cls: 0.2610, d0.loss_bbox: 0.1478, d0.loss_iou: 0.3753, d1.loss_cls: 0.2227, d1.loss_bbox: 0.1460, d1.loss_iou: 0.3709, d2.loss_cls: 0.2069, d2.loss_bbox: 0.1445, d2.loss_iou: 0.3682, d3.loss_cls: 0.2011, d3.loss_bbox: 0.1429, d3.loss_iou: 0.3666, d4.loss_cls: 0.1982, d4.loss_bbox: 0.1430, d4.loss_iou: 0.3669, dn_loss_cls: 0.0300, dn_loss_bbox: 0.2511, dn_loss_iou: 0.3641, d0.dn_loss_cls: 0.0648, d0.dn_loss_bbox: 0.3691, d0.dn_loss_iou: 0.4836, d1.dn_loss_cls: 0.0396, d1.dn_loss_bbox: 0.2784, d1.dn_loss_iou: 0.3911, d2.dn_loss_cls: 0.0335, d2.dn_loss_bbox: 0.2569, d2.dn_loss_iou: 0.3711, d3.dn_loss_cls: 0.0316, d3.dn_loss_bbox: 0.2520, d3.dn_loss_iou: 0.3650, d4.dn_loss_cls: 0.0304, d4.dn_loss_bbox: 0.2511, d4.dn_loss_iou: 0.3640, loss: 9.4320, grad_norm: 24.2225 2023-11-22 23:01:03,300 - mmdet - INFO - Epoch [7][5650/7330] lr: 1.000e-05, eta: 7:22:49, time: 0.707, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2413, interm_loss_bbox: 0.1826, interm_loss_iou: 0.4139, loss_cls: 0.1975, loss_bbox: 0.1485, loss_iou: 0.3586, d0.loss_cls: 0.2580, d0.loss_bbox: 0.1548, d0.loss_iou: 0.3721, d1.loss_cls: 0.2239, d1.loss_bbox: 0.1503, d1.loss_iou: 0.3629, d2.loss_cls: 0.2072, d2.loss_bbox: 0.1485, d2.loss_iou: 0.3600, d3.loss_cls: 0.2013, d3.loss_bbox: 0.1476, d3.loss_iou: 0.3594, d4.loss_cls: 0.1970, d4.loss_bbox: 0.1490, d4.loss_iou: 0.3597, dn_loss_cls: 0.0268, dn_loss_bbox: 0.2503, dn_loss_iou: 0.3438, d0.dn_loss_cls: 0.0620, d0.dn_loss_bbox: 0.3801, d0.dn_loss_iou: 0.4690, d1.dn_loss_cls: 0.0365, d1.dn_loss_bbox: 0.2784, d1.dn_loss_iou: 0.3715, d2.dn_loss_cls: 0.0306, d2.dn_loss_bbox: 0.2570, d2.dn_loss_iou: 0.3508, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2511, d3.dn_loss_iou: 0.3447, d4.dn_loss_cls: 0.0273, d4.dn_loss_bbox: 0.2503, d4.dn_loss_iou: 0.3437, loss: 9.2964, grad_norm: 26.0201 2023-11-22 23:01:37,637 - mmdet - INFO - Epoch [7][5700/7330] lr: 1.000e-05, eta: 7:22:14, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2444, interm_loss_bbox: 0.1815, interm_loss_iou: 0.4197, loss_cls: 0.2005, loss_bbox: 0.1470, loss_iou: 0.3675, d0.loss_cls: 0.2617, d0.loss_bbox: 0.1540, d0.loss_iou: 0.3784, d1.loss_cls: 0.2231, d1.loss_bbox: 0.1522, d1.loss_iou: 0.3734, d2.loss_cls: 0.2101, d2.loss_bbox: 0.1481, d2.loss_iou: 0.3681, d3.loss_cls: 0.2030, d3.loss_bbox: 0.1478, d3.loss_iou: 0.3683, d4.loss_cls: 0.2007, d4.loss_bbox: 0.1473, d4.loss_iou: 0.3679, dn_loss_cls: 0.0305, dn_loss_bbox: 0.2491, dn_loss_iou: 0.3522, d0.dn_loss_cls: 0.0655, d0.dn_loss_bbox: 0.3713, d0.dn_loss_iou: 0.4730, d1.dn_loss_cls: 0.0402, d1.dn_loss_bbox: 0.2762, d1.dn_loss_iou: 0.3781, d2.dn_loss_cls: 0.0343, d2.dn_loss_bbox: 0.2551, d2.dn_loss_iou: 0.3586, d3.dn_loss_cls: 0.0322, d3.dn_loss_bbox: 0.2497, d3.dn_loss_iou: 0.3529, d4.dn_loss_cls: 0.0310, d4.dn_loss_bbox: 0.2491, d4.dn_loss_iou: 0.3521, loss: 9.4158, grad_norm: 25.4792 2023-11-22 23:02:12,268 - mmdet - INFO - Epoch [7][5750/7330] lr: 1.000e-05, eta: 7:21:39, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2363, interm_loss_bbox: 0.1808, interm_loss_iou: 0.4346, loss_cls: 0.1895, loss_bbox: 0.1505, loss_iou: 0.3828, d0.loss_cls: 0.2543, d0.loss_bbox: 0.1502, d0.loss_iou: 0.3878, d1.loss_cls: 0.2155, d1.loss_bbox: 0.1505, d1.loss_iou: 0.3828, d2.loss_cls: 0.1992, d2.loss_bbox: 0.1506, d2.loss_iou: 0.3824, d3.loss_cls: 0.1927, d3.loss_bbox: 0.1512, d3.loss_iou: 0.3825, d4.loss_cls: 0.1897, d4.loss_bbox: 0.1512, d4.loss_iou: 0.3836, dn_loss_cls: 0.0284, dn_loss_bbox: 0.2557, dn_loss_iou: 0.3605, d0.dn_loss_cls: 0.0638, d0.dn_loss_bbox: 0.3634, d0.dn_loss_iou: 0.4737, d1.dn_loss_cls: 0.0380, d1.dn_loss_bbox: 0.2769, d1.dn_loss_iou: 0.3838, d2.dn_loss_cls: 0.0321, d2.dn_loss_bbox: 0.2603, d2.dn_loss_iou: 0.3664, d3.dn_loss_cls: 0.0302, d3.dn_loss_bbox: 0.2563, d3.dn_loss_iou: 0.3612, d4.dn_loss_cls: 0.0290, d4.dn_loss_bbox: 0.2558, d4.dn_loss_iou: 0.3605, loss: 9.4947, grad_norm: 25.3890 2023-11-22 23:02:47,164 - mmdet - INFO - Epoch [7][5800/7330] lr: 1.000e-05, eta: 7:21:05, time: 0.698, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2391, interm_loss_bbox: 0.1868, interm_loss_iou: 0.4165, loss_cls: 0.1964, loss_bbox: 0.1529, loss_iou: 0.3619, d0.loss_cls: 0.2583, d0.loss_bbox: 0.1567, d0.loss_iou: 0.3714, d1.loss_cls: 0.2178, d1.loss_bbox: 0.1579, d1.loss_iou: 0.3688, d2.loss_cls: 0.2064, d2.loss_bbox: 0.1522, d2.loss_iou: 0.3629, d3.loss_cls: 0.2003, d3.loss_bbox: 0.1515, d3.loss_iou: 0.3614, d4.loss_cls: 0.1977, d4.loss_bbox: 0.1517, d4.loss_iou: 0.3616, dn_loss_cls: 0.0284, dn_loss_bbox: 0.2466, dn_loss_iou: 0.3498, d0.dn_loss_cls: 0.0634, d0.dn_loss_bbox: 0.3627, d0.dn_loss_iou: 0.4696, d1.dn_loss_cls: 0.0374, d1.dn_loss_bbox: 0.2711, d1.dn_loss_iou: 0.3749, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2516, d2.dn_loss_iou: 0.3561, d3.dn_loss_cls: 0.0297, d3.dn_loss_bbox: 0.2473, d3.dn_loss_iou: 0.3504, d4.dn_loss_cls: 0.0287, d4.dn_loss_bbox: 0.2466, d4.dn_loss_iou: 0.3497, loss: 9.3258, grad_norm: 26.5829 2023-11-22 23:03:22,299 - mmdet - INFO - Epoch [7][5850/7330] lr: 1.000e-05, eta: 7:20:30, time: 0.703, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2309, interm_loss_bbox: 0.1928, interm_loss_iou: 0.4162, loss_cls: 0.1851, loss_bbox: 0.1515, loss_iou: 0.3487, d0.loss_cls: 0.2484, d0.loss_bbox: 0.1580, d0.loss_iou: 0.3630, d1.loss_cls: 0.2083, d1.loss_bbox: 0.1564, d1.loss_iou: 0.3566, d2.loss_cls: 0.1954, d2.loss_bbox: 0.1524, d2.loss_iou: 0.3502, d3.loss_cls: 0.1892, d3.loss_bbox: 0.1512, d3.loss_iou: 0.3481, d4.loss_cls: 0.1868, d4.loss_bbox: 0.1504, d4.loss_iou: 0.3481, dn_loss_cls: 0.0263, dn_loss_bbox: 0.2388, dn_loss_iou: 0.3280, d0.dn_loss_cls: 0.0612, d0.dn_loss_bbox: 0.3654, d0.dn_loss_iou: 0.4526, d1.dn_loss_cls: 0.0355, d1.dn_loss_bbox: 0.2668, d1.dn_loss_iou: 0.3552, d2.dn_loss_cls: 0.0297, d2.dn_loss_bbox: 0.2450, d2.dn_loss_iou: 0.3350, d3.dn_loss_cls: 0.0279, d3.dn_loss_bbox: 0.2395, d3.dn_loss_iou: 0.3289, d4.dn_loss_cls: 0.0268, d4.dn_loss_bbox: 0.2388, d4.dn_loss_iou: 0.3278, loss: 9.0169, grad_norm: 27.4952 2023-11-22 23:04:01,092 - mmdet - INFO - Epoch [7][5900/7330] lr: 1.000e-05, eta: 7:19:59, time: 0.776, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2372, interm_loss_bbox: 0.1795, interm_loss_iou: 0.4173, loss_cls: 0.1923, loss_bbox: 0.1469, loss_iou: 0.3606, d0.loss_cls: 0.2547, d0.loss_bbox: 0.1523, d0.loss_iou: 0.3732, d1.loss_cls: 0.2178, d1.loss_bbox: 0.1503, d1.loss_iou: 0.3658, d2.loss_cls: 0.2040, d2.loss_bbox: 0.1467, d2.loss_iou: 0.3600, d3.loss_cls: 0.1977, d3.loss_bbox: 0.1464, d3.loss_iou: 0.3585, d4.loss_cls: 0.1945, d4.loss_bbox: 0.1456, d4.loss_iou: 0.3592, dn_loss_cls: 0.0292, dn_loss_bbox: 0.2410, dn_loss_iou: 0.3466, d0.dn_loss_cls: 0.0626, d0.dn_loss_bbox: 0.3516, d0.dn_loss_iou: 0.4669, d1.dn_loss_cls: 0.0376, d1.dn_loss_bbox: 0.2645, d1.dn_loss_iou: 0.3731, d2.dn_loss_cls: 0.0321, d2.dn_loss_bbox: 0.2464, d2.dn_loss_iou: 0.3534, d3.dn_loss_cls: 0.0304, d3.dn_loss_bbox: 0.2414, d3.dn_loss_iou: 0.3472, d4.dn_loss_cls: 0.0294, d4.dn_loss_bbox: 0.2410, d4.dn_loss_iou: 0.3465, loss: 9.2014, grad_norm: 25.0813 2023-11-22 23:04:35,723 - mmdet - INFO - Epoch [7][5950/7330] lr: 1.000e-05, eta: 7:19:24, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2315, interm_loss_bbox: 0.1860, interm_loss_iou: 0.4139, loss_cls: 0.1853, loss_bbox: 0.1537, loss_iou: 0.3594, d0.loss_cls: 0.2518, d0.loss_bbox: 0.1550, d0.loss_iou: 0.3669, d1.loss_cls: 0.2105, d1.loss_bbox: 0.1557, d1.loss_iou: 0.3633, d2.loss_cls: 0.1984, d2.loss_bbox: 0.1524, d2.loss_iou: 0.3580, d3.loss_cls: 0.1920, d3.loss_bbox: 0.1510, d3.loss_iou: 0.3568, d4.loss_cls: 0.1872, d4.loss_bbox: 0.1528, d4.loss_iou: 0.3589, dn_loss_cls: 0.0277, dn_loss_bbox: 0.2483, dn_loss_iou: 0.3469, d0.dn_loss_cls: 0.0629, d0.dn_loss_bbox: 0.3722, d0.dn_loss_iou: 0.4699, d1.dn_loss_cls: 0.0372, d1.dn_loss_bbox: 0.2759, d1.dn_loss_iou: 0.3743, d2.dn_loss_cls: 0.0311, d2.dn_loss_bbox: 0.2541, d2.dn_loss_iou: 0.3539, d3.dn_loss_cls: 0.0292, d3.dn_loss_bbox: 0.2488, d3.dn_loss_iou: 0.3478, d4.dn_loss_cls: 0.0282, d4.dn_loss_bbox: 0.2483, d4.dn_loss_iou: 0.3468, loss: 9.2444, grad_norm: 26.6561 2023-11-22 23:05:10,210 - mmdet - INFO - Epoch [7][6000/7330] lr: 1.000e-05, eta: 7:18:49, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2403, interm_loss_bbox: 0.1885, interm_loss_iou: 0.4086, loss_cls: 0.1923, loss_bbox: 0.1550, loss_iou: 0.3538, d0.loss_cls: 0.2600, d0.loss_bbox: 0.1581, d0.loss_iou: 0.3635, d1.loss_cls: 0.2177, d1.loss_bbox: 0.1590, d1.loss_iou: 0.3593, d2.loss_cls: 0.2037, d2.loss_bbox: 0.1548, d2.loss_iou: 0.3542, d3.loss_cls: 0.1976, d3.loss_bbox: 0.1544, d3.loss_iou: 0.3525, d4.loss_cls: 0.1934, d4.loss_bbox: 0.1550, d4.loss_iou: 0.3534, dn_loss_cls: 0.0280, dn_loss_bbox: 0.2422, dn_loss_iou: 0.3281, d0.dn_loss_cls: 0.0625, d0.dn_loss_bbox: 0.3694, d0.dn_loss_iou: 0.4485, d1.dn_loss_cls: 0.0369, d1.dn_loss_bbox: 0.2677, d1.dn_loss_iou: 0.3531, d2.dn_loss_cls: 0.0312, d2.dn_loss_bbox: 0.2484, d2.dn_loss_iou: 0.3350, d3.dn_loss_cls: 0.0295, d3.dn_loss_bbox: 0.2431, d3.dn_loss_iou: 0.3289, d4.dn_loss_cls: 0.0284, d4.dn_loss_bbox: 0.2423, d4.dn_loss_iou: 0.3280, loss: 9.1264, grad_norm: 25.4152 2023-11-22 23:05:44,670 - mmdet - INFO - Epoch [7][6050/7330] lr: 1.000e-05, eta: 7:18:14, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2325, interm_loss_bbox: 0.1902, interm_loss_iou: 0.4200, loss_cls: 0.1872, loss_bbox: 0.1535, loss_iou: 0.3611, d0.loss_cls: 0.2518, d0.loss_bbox: 0.1573, d0.loss_iou: 0.3731, d1.loss_cls: 0.2116, d1.loss_bbox: 0.1548, d1.loss_iou: 0.3658, d2.loss_cls: 0.1973, d2.loss_bbox: 0.1532, d2.loss_iou: 0.3625, d3.loss_cls: 0.1916, d3.loss_bbox: 0.1521, d3.loss_iou: 0.3601, d4.loss_cls: 0.1877, d4.loss_bbox: 0.1527, d4.loss_iou: 0.3608, dn_loss_cls: 0.0281, dn_loss_bbox: 0.2507, dn_loss_iou: 0.3504, d0.dn_loss_cls: 0.0628, d0.dn_loss_bbox: 0.3761, d0.dn_loss_iou: 0.4759, d1.dn_loss_cls: 0.0372, d1.dn_loss_bbox: 0.2784, d1.dn_loss_iou: 0.3777, d2.dn_loss_cls: 0.0314, d2.dn_loss_bbox: 0.2572, d2.dn_loss_iou: 0.3579, d3.dn_loss_cls: 0.0296, d3.dn_loss_bbox: 0.2514, d3.dn_loss_iou: 0.3514, d4.dn_loss_cls: 0.0286, d4.dn_loss_bbox: 0.2507, d4.dn_loss_iou: 0.3504, loss: 9.3229, grad_norm: 24.6917 2023-11-22 23:06:19,332 - mmdet - INFO - Epoch [7][6100/7330] lr: 1.000e-05, eta: 7:17:40, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2326, interm_loss_bbox: 0.1845, interm_loss_iou: 0.4185, loss_cls: 0.1942, loss_bbox: 0.1472, loss_iou: 0.3579, d0.loss_cls: 0.2504, d0.loss_bbox: 0.1559, d0.loss_iou: 0.3739, d1.loss_cls: 0.2165, d1.loss_bbox: 0.1515, d1.loss_iou: 0.3648, d2.loss_cls: 0.2037, d2.loss_bbox: 0.1470, d2.loss_iou: 0.3582, d3.loss_cls: 0.1979, d3.loss_bbox: 0.1467, d3.loss_iou: 0.3566, d4.loss_cls: 0.1948, d4.loss_bbox: 0.1469, d4.loss_iou: 0.3573, dn_loss_cls: 0.0285, dn_loss_bbox: 0.2438, dn_loss_iou: 0.3414, d0.dn_loss_cls: 0.0628, d0.dn_loss_bbox: 0.3574, d0.dn_loss_iou: 0.4606, d1.dn_loss_cls: 0.0375, d1.dn_loss_bbox: 0.2689, d1.dn_loss_iou: 0.3679, d2.dn_loss_cls: 0.0317, d2.dn_loss_bbox: 0.2495, d2.dn_loss_iou: 0.3484, d3.dn_loss_cls: 0.0300, d3.dn_loss_bbox: 0.2445, d3.dn_loss_iou: 0.3423, d4.dn_loss_cls: 0.0288, d4.dn_loss_bbox: 0.2438, d4.dn_loss_iou: 0.3413, loss: 9.1859, grad_norm: 24.5881 2023-11-22 23:06:54,342 - mmdet - INFO - Epoch [7][6150/7330] lr: 1.000e-05, eta: 7:17:05, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2403, interm_loss_bbox: 0.1811, interm_loss_iou: 0.4310, loss_cls: 0.1964, loss_bbox: 0.1460, loss_iou: 0.3698, d0.loss_cls: 0.2568, d0.loss_bbox: 0.1512, d0.loss_iou: 0.3825, d1.loss_cls: 0.2183, d1.loss_bbox: 0.1502, d1.loss_iou: 0.3770, d2.loss_cls: 0.2063, d2.loss_bbox: 0.1467, d2.loss_iou: 0.3715, d3.loss_cls: 0.2010, d3.loss_bbox: 0.1459, d3.loss_iou: 0.3694, d4.loss_cls: 0.1973, d4.loss_bbox: 0.1461, d4.loss_iou: 0.3696, dn_loss_cls: 0.0277, dn_loss_bbox: 0.2383, dn_loss_iou: 0.3551, d0.dn_loss_cls: 0.0624, d0.dn_loss_bbox: 0.3561, d0.dn_loss_iou: 0.4735, d1.dn_loss_cls: 0.0369, d1.dn_loss_bbox: 0.2654, d1.dn_loss_iou: 0.3817, d2.dn_loss_cls: 0.0311, d2.dn_loss_bbox: 0.2448, d2.dn_loss_iou: 0.3622, d3.dn_loss_cls: 0.0293, d3.dn_loss_bbox: 0.2391, d3.dn_loss_iou: 0.3562, d4.dn_loss_cls: 0.0280, d4.dn_loss_bbox: 0.2383, d4.dn_loss_iou: 0.3550, loss: 9.3355, grad_norm: 28.4691 2023-11-22 23:07:29,199 - mmdet - INFO - Epoch [7][6200/7330] lr: 1.000e-05, eta: 7:16:31, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2322, interm_loss_bbox: 0.1824, interm_loss_iou: 0.4210, loss_cls: 0.1916, loss_bbox: 0.1439, loss_iou: 0.3602, d0.loss_cls: 0.2523, d0.loss_bbox: 0.1506, d0.loss_iou: 0.3729, d1.loss_cls: 0.2148, d1.loss_bbox: 0.1479, d1.loss_iou: 0.3656, d2.loss_cls: 0.2010, d2.loss_bbox: 0.1458, d2.loss_iou: 0.3610, d3.loss_cls: 0.1946, d3.loss_bbox: 0.1436, d3.loss_iou: 0.3598, d4.loss_cls: 0.1922, d4.loss_bbox: 0.1434, d4.loss_iou: 0.3597, dn_loss_cls: 0.0270, dn_loss_bbox: 0.2411, dn_loss_iou: 0.3482, d0.dn_loss_cls: 0.0622, d0.dn_loss_bbox: 0.3570, d0.dn_loss_iou: 0.4670, d1.dn_loss_cls: 0.0361, d1.dn_loss_bbox: 0.2648, d1.dn_loss_iou: 0.3735, d2.dn_loss_cls: 0.0302, d2.dn_loss_bbox: 0.2469, d2.dn_loss_iou: 0.3548, d3.dn_loss_cls: 0.0286, d3.dn_loss_bbox: 0.2417, d3.dn_loss_iou: 0.3490, d4.dn_loss_cls: 0.0274, d4.dn_loss_bbox: 0.2411, d4.dn_loss_iou: 0.3482, loss: 9.1812, grad_norm: 24.7329 2023-11-22 23:08:03,383 - mmdet - INFO - Epoch [7][6250/7330] lr: 1.000e-05, eta: 7:15:56, time: 0.684, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2393, interm_loss_bbox: 0.1929, interm_loss_iou: 0.4072, loss_cls: 0.1909, loss_bbox: 0.1559, loss_iou: 0.3491, d0.loss_cls: 0.2551, d0.loss_bbox: 0.1580, d0.loss_iou: 0.3609, d1.loss_cls: 0.2154, d1.loss_bbox: 0.1592, d1.loss_iou: 0.3550, d2.loss_cls: 0.2024, d2.loss_bbox: 0.1557, d2.loss_iou: 0.3486, d3.loss_cls: 0.1943, d3.loss_bbox: 0.1560, d3.loss_iou: 0.3488, d4.loss_cls: 0.1915, d4.loss_bbox: 0.1561, d4.loss_iou: 0.3492, dn_loss_cls: 0.0274, dn_loss_bbox: 0.2654, dn_loss_iou: 0.3397, d0.dn_loss_cls: 0.0619, d0.dn_loss_bbox: 0.3930, d0.dn_loss_iou: 0.4630, d1.dn_loss_cls: 0.0366, d1.dn_loss_bbox: 0.2938, d1.dn_loss_iou: 0.3673, d2.dn_loss_cls: 0.0306, d2.dn_loss_bbox: 0.2716, d2.dn_loss_iou: 0.3469, d3.dn_loss_cls: 0.0291, d3.dn_loss_bbox: 0.2661, d3.dn_loss_iou: 0.3406, d4.dn_loss_cls: 0.0279, d4.dn_loss_bbox: 0.2654, d4.dn_loss_iou: 0.3396, loss: 9.3075, grad_norm: 23.8242 2023-11-22 23:08:37,945 - mmdet - INFO - Epoch [7][6300/7330] lr: 1.000e-05, eta: 7:15:21, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2460, interm_loss_bbox: 0.1840, interm_loss_iou: 0.4228, loss_cls: 0.1978, loss_bbox: 0.1527, loss_iou: 0.3663, d0.loss_cls: 0.2596, d0.loss_bbox: 0.1562, d0.loss_iou: 0.3782, d1.loss_cls: 0.2247, d1.loss_bbox: 0.1533, d1.loss_iou: 0.3687, d2.loss_cls: 0.2107, d2.loss_bbox: 0.1504, d2.loss_iou: 0.3651, d3.loss_cls: 0.2033, d3.loss_bbox: 0.1505, d3.loss_iou: 0.3644, d4.loss_cls: 0.1984, d4.loss_bbox: 0.1526, d4.loss_iou: 0.3659, dn_loss_cls: 0.0299, dn_loss_bbox: 0.2602, dn_loss_iou: 0.3542, d0.dn_loss_cls: 0.0640, d0.dn_loss_bbox: 0.3805, d0.dn_loss_iou: 0.4767, d1.dn_loss_cls: 0.0390, d1.dn_loss_bbox: 0.2851, d1.dn_loss_iou: 0.3799, d2.dn_loss_cls: 0.0333, d2.dn_loss_bbox: 0.2666, d2.dn_loss_iou: 0.3614, d3.dn_loss_cls: 0.0315, d3.dn_loss_bbox: 0.2609, d3.dn_loss_iou: 0.3551, d4.dn_loss_cls: 0.0303, d4.dn_loss_bbox: 0.2602, d4.dn_loss_iou: 0.3541, loss: 9.4947, grad_norm: 26.7657 2023-11-22 23:09:12,608 - mmdet - INFO - Epoch [7][6350/7330] lr: 1.000e-05, eta: 7:14:46, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2402, interm_loss_bbox: 0.1817, interm_loss_iou: 0.4273, loss_cls: 0.1981, loss_bbox: 0.1499, loss_iou: 0.3724, d0.loss_cls: 0.2573, d0.loss_bbox: 0.1559, d0.loss_iou: 0.3849, d1.loss_cls: 0.2211, d1.loss_bbox: 0.1524, d1.loss_iou: 0.3799, d2.loss_cls: 0.2091, d2.loss_bbox: 0.1490, d2.loss_iou: 0.3745, d3.loss_cls: 0.2032, d3.loss_bbox: 0.1488, d3.loss_iou: 0.3717, d4.loss_cls: 0.1991, d4.loss_bbox: 0.1500, d4.loss_iou: 0.3723, dn_loss_cls: 0.0285, dn_loss_bbox: 0.2354, dn_loss_iou: 0.3554, d0.dn_loss_cls: 0.0633, d0.dn_loss_bbox: 0.3519, d0.dn_loss_iou: 0.4725, d1.dn_loss_cls: 0.0376, d1.dn_loss_bbox: 0.2601, d1.dn_loss_iou: 0.3801, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2405, d2.dn_loss_iou: 0.3615, d3.dn_loss_cls: 0.0299, d3.dn_loss_bbox: 0.2361, d3.dn_loss_iou: 0.3563, d4.dn_loss_cls: 0.0288, d4.dn_loss_bbox: 0.2354, d4.dn_loss_iou: 0.3553, loss: 9.3591, grad_norm: 27.5486 2023-11-22 23:09:47,409 - mmdet - INFO - Epoch [7][6400/7330] lr: 1.000e-05, eta: 7:14:12, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2402, interm_loss_bbox: 0.1868, interm_loss_iou: 0.4143, loss_cls: 0.2002, loss_bbox: 0.1507, loss_iou: 0.3572, d0.loss_cls: 0.2611, d0.loss_bbox: 0.1585, d0.loss_iou: 0.3724, d1.loss_cls: 0.2239, d1.loss_bbox: 0.1532, d1.loss_iou: 0.3622, d2.loss_cls: 0.2091, d2.loss_bbox: 0.1513, d2.loss_iou: 0.3587, d3.loss_cls: 0.2043, d3.loss_bbox: 0.1499, d3.loss_iou: 0.3566, d4.loss_cls: 0.2009, d4.loss_bbox: 0.1508, d4.loss_iou: 0.3572, dn_loss_cls: 0.0294, dn_loss_bbox: 0.2585, dn_loss_iou: 0.3514, d0.dn_loss_cls: 0.0632, d0.dn_loss_bbox: 0.3752, d0.dn_loss_iou: 0.4699, d1.dn_loss_cls: 0.0380, d1.dn_loss_bbox: 0.2834, d1.dn_loss_iou: 0.3772, d2.dn_loss_cls: 0.0325, d2.dn_loss_bbox: 0.2641, d2.dn_loss_iou: 0.3583, d3.dn_loss_cls: 0.0308, d3.dn_loss_bbox: 0.2592, d3.dn_loss_iou: 0.3524, d4.dn_loss_cls: 0.0297, d4.dn_loss_bbox: 0.2585, d4.dn_loss_iou: 0.3513, loss: 9.4026, grad_norm: 25.5179 2023-11-22 23:10:21,942 - mmdet - INFO - Epoch [7][6450/7330] lr: 1.000e-05, eta: 7:13:37, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2369, interm_loss_bbox: 0.1834, interm_loss_iou: 0.4313, loss_cls: 0.1941, loss_bbox: 0.1469, loss_iou: 0.3721, d0.loss_cls: 0.2545, d0.loss_bbox: 0.1520, d0.loss_iou: 0.3850, d1.loss_cls: 0.2178, d1.loss_bbox: 0.1488, d1.loss_iou: 0.3782, d2.loss_cls: 0.2032, d2.loss_bbox: 0.1471, d2.loss_iou: 0.3731, d3.loss_cls: 0.1974, d3.loss_bbox: 0.1465, d3.loss_iou: 0.3728, d4.loss_cls: 0.1947, d4.loss_bbox: 0.1469, d4.loss_iou: 0.3722, dn_loss_cls: 0.0271, dn_loss_bbox: 0.2414, dn_loss_iou: 0.3390, d0.dn_loss_cls: 0.0617, d0.dn_loss_bbox: 0.3667, d0.dn_loss_iou: 0.4584, d1.dn_loss_cls: 0.0362, d1.dn_loss_bbox: 0.2690, d1.dn_loss_iou: 0.3649, d2.dn_loss_cls: 0.0304, d2.dn_loss_bbox: 0.2476, d2.dn_loss_iou: 0.3455, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2422, d3.dn_loss_iou: 0.3398, d4.dn_loss_cls: 0.0276, d4.dn_loss_bbox: 0.2414, d4.dn_loss_iou: 0.3390, loss: 9.2615, grad_norm: 25.0728 2023-11-22 23:10:56,478 - mmdet - INFO - Epoch [7][6500/7330] lr: 1.000e-05, eta: 7:13:02, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2404, interm_loss_bbox: 0.1978, interm_loss_iou: 0.4048, loss_cls: 0.1984, loss_bbox: 0.1635, loss_iou: 0.3555, d0.loss_cls: 0.2581, d0.loss_bbox: 0.1677, d0.loss_iou: 0.3613, d1.loss_cls: 0.2211, d1.loss_bbox: 0.1654, d1.loss_iou: 0.3605, d2.loss_cls: 0.2089, d2.loss_bbox: 0.1630, d2.loss_iou: 0.3553, d3.loss_cls: 0.2005, d3.loss_bbox: 0.1641, d3.loss_iou: 0.3563, d4.loss_cls: 0.1996, d4.loss_bbox: 0.1627, d4.loss_iou: 0.3548, dn_loss_cls: 0.0290, dn_loss_bbox: 0.2604, dn_loss_iou: 0.3434, d0.dn_loss_cls: 0.0635, d0.dn_loss_bbox: 0.3831, d0.dn_loss_iou: 0.4624, d1.dn_loss_cls: 0.0376, d1.dn_loss_bbox: 0.2862, d1.dn_loss_iou: 0.3679, d2.dn_loss_cls: 0.0318, d2.dn_loss_bbox: 0.2664, d2.dn_loss_iou: 0.3501, d3.dn_loss_cls: 0.0300, d3.dn_loss_bbox: 0.2613, d3.dn_loss_iou: 0.3444, d4.dn_loss_cls: 0.0291, d4.dn_loss_bbox: 0.2604, d4.dn_loss_iou: 0.3433, loss: 9.4101, grad_norm: 25.2811 2023-11-22 23:11:31,528 - mmdet - INFO - Epoch [7][6550/7330] lr: 1.000e-05, eta: 7:12:28, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2416, interm_loss_bbox: 0.1873, interm_loss_iou: 0.4143, loss_cls: 0.1976, loss_bbox: 0.1541, loss_iou: 0.3564, d0.loss_cls: 0.2642, d0.loss_bbox: 0.1596, d0.loss_iou: 0.3668, d1.loss_cls: 0.2254, d1.loss_bbox: 0.1566, d1.loss_iou: 0.3605, d2.loss_cls: 0.2103, d2.loss_bbox: 0.1536, d2.loss_iou: 0.3554, d3.loss_cls: 0.2009, d3.loss_bbox: 0.1542, d3.loss_iou: 0.3572, d4.loss_cls: 0.1985, d4.loss_bbox: 0.1541, d4.loss_iou: 0.3559, dn_loss_cls: 0.0298, dn_loss_bbox: 0.2511, dn_loss_iou: 0.3534, d0.dn_loss_cls: 0.0652, d0.dn_loss_bbox: 0.3663, d0.dn_loss_iou: 0.4736, d1.dn_loss_cls: 0.0395, d1.dn_loss_bbox: 0.2764, d1.dn_loss_iou: 0.3785, d2.dn_loss_cls: 0.0330, d2.dn_loss_bbox: 0.2564, d2.dn_loss_iou: 0.3598, d3.dn_loss_cls: 0.0313, d3.dn_loss_bbox: 0.2519, d3.dn_loss_iou: 0.3544, d4.dn_loss_cls: 0.0301, d4.dn_loss_bbox: 0.2511, d4.dn_loss_iou: 0.3533, loss: 9.3796, grad_norm: 24.9952 2023-11-22 23:12:05,812 - mmdet - INFO - Epoch [7][6600/7330] lr: 1.000e-05, eta: 7:11:53, time: 0.686, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2460, interm_loss_bbox: 0.1907, interm_loss_iou: 0.4261, loss_cls: 0.2065, loss_bbox: 0.1528, loss_iou: 0.3677, d0.loss_cls: 0.2665, d0.loss_bbox: 0.1591, d0.loss_iou: 0.3794, d1.loss_cls: 0.2299, d1.loss_bbox: 0.1565, d1.loss_iou: 0.3735, d2.loss_cls: 0.2158, d2.loss_bbox: 0.1541, d2.loss_iou: 0.3701, d3.loss_cls: 0.2095, d3.loss_bbox: 0.1527, d3.loss_iou: 0.3679, d4.loss_cls: 0.2064, d4.loss_bbox: 0.1535, d4.loss_iou: 0.3680, dn_loss_cls: 0.0307, dn_loss_bbox: 0.2550, dn_loss_iou: 0.3634, d0.dn_loss_cls: 0.0660, d0.dn_loss_bbox: 0.3767, d0.dn_loss_iou: 0.4853, d1.dn_loss_cls: 0.0399, d1.dn_loss_bbox: 0.2822, d1.dn_loss_iou: 0.3905, d2.dn_loss_cls: 0.0340, d2.dn_loss_bbox: 0.2612, d2.dn_loss_iou: 0.3706, d3.dn_loss_cls: 0.0322, d3.dn_loss_bbox: 0.2557, d3.dn_loss_iou: 0.3645, d4.dn_loss_cls: 0.0311, d4.dn_loss_bbox: 0.2550, d4.dn_loss_iou: 0.3634, loss: 9.6099, grad_norm: 24.0606 2023-11-22 23:12:40,436 - mmdet - INFO - Epoch [7][6650/7330] lr: 1.000e-05, eta: 7:11:18, time: 0.693, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2371, interm_loss_bbox: 0.1917, interm_loss_iou: 0.4126, loss_cls: 0.1922, loss_bbox: 0.1560, loss_iou: 0.3512, d0.loss_cls: 0.2575, d0.loss_bbox: 0.1610, d0.loss_iou: 0.3648, d1.loss_cls: 0.2217, d1.loss_bbox: 0.1571, d1.loss_iou: 0.3568, d2.loss_cls: 0.2060, d2.loss_bbox: 0.1546, d2.loss_iou: 0.3516, d3.loss_cls: 0.1974, d3.loss_bbox: 0.1561, d3.loss_iou: 0.3515, d4.loss_cls: 0.1938, d4.loss_bbox: 0.1555, d4.loss_iou: 0.3509, dn_loss_cls: 0.0290, dn_loss_bbox: 0.2597, dn_loss_iou: 0.3509, d0.dn_loss_cls: 0.0646, d0.dn_loss_bbox: 0.3786, d0.dn_loss_iou: 0.4686, d1.dn_loss_cls: 0.0388, d1.dn_loss_bbox: 0.2860, d1.dn_loss_iou: 0.3768, d2.dn_loss_cls: 0.0325, d2.dn_loss_bbox: 0.2656, d2.dn_loss_iou: 0.3578, d3.dn_loss_cls: 0.0306, d3.dn_loss_bbox: 0.2604, d3.dn_loss_iou: 0.3517, d4.dn_loss_cls: 0.0295, d4.dn_loss_bbox: 0.2597, d4.dn_loss_iou: 0.3508, loss: 9.3688, grad_norm: 27.2956 2023-11-22 23:13:15,959 - mmdet - INFO - Epoch [7][6700/7330] lr: 1.000e-05, eta: 7:10:44, time: 0.710, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2316, interm_loss_bbox: 0.1812, interm_loss_iou: 0.4030, loss_cls: 0.1890, loss_bbox: 0.1459, loss_iou: 0.3482, d0.loss_cls: 0.2504, d0.loss_bbox: 0.1528, d0.loss_iou: 0.3584, d1.loss_cls: 0.2147, d1.loss_bbox: 0.1494, d1.loss_iou: 0.3520, d2.loss_cls: 0.1999, d2.loss_bbox: 0.1470, d2.loss_iou: 0.3479, d3.loss_cls: 0.1923, d3.loss_bbox: 0.1463, d3.loss_iou: 0.3482, d4.loss_cls: 0.1900, d4.loss_bbox: 0.1455, d4.loss_iou: 0.3477, dn_loss_cls: 0.0262, dn_loss_bbox: 0.2411, dn_loss_iou: 0.3313, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3688, d0.dn_loss_iou: 0.4538, d1.dn_loss_cls: 0.0356, d1.dn_loss_bbox: 0.2681, d1.dn_loss_iou: 0.3564, d2.dn_loss_cls: 0.0295, d2.dn_loss_bbox: 0.2480, d2.dn_loss_iou: 0.3387, d3.dn_loss_cls: 0.0277, d3.dn_loss_bbox: 0.2419, d3.dn_loss_iou: 0.3322, d4.dn_loss_cls: 0.0267, d4.dn_loss_bbox: 0.2410, d4.dn_loss_iou: 0.3312, loss: 9.0001, grad_norm: 25.4524 2023-11-22 23:13:50,214 - mmdet - INFO - Epoch [7][6750/7330] lr: 1.000e-05, eta: 7:10:09, time: 0.685, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2355, interm_loss_bbox: 0.1856, interm_loss_iou: 0.4058, loss_cls: 0.1934, loss_bbox: 0.1559, loss_iou: 0.3520, d0.loss_cls: 0.2560, d0.loss_bbox: 0.1556, d0.loss_iou: 0.3599, d1.loss_cls: 0.2207, d1.loss_bbox: 0.1560, d1.loss_iou: 0.3557, d2.loss_cls: 0.2053, d2.loss_bbox: 0.1534, d2.loss_iou: 0.3522, d3.loss_cls: 0.1974, d3.loss_bbox: 0.1550, d3.loss_iou: 0.3522, d4.loss_cls: 0.1950, d4.loss_bbox: 0.1552, d4.loss_iou: 0.3518, dn_loss_cls: 0.0295, dn_loss_bbox: 0.2521, dn_loss_iou: 0.3477, d0.dn_loss_cls: 0.0643, d0.dn_loss_bbox: 0.3675, d0.dn_loss_iou: 0.4662, d1.dn_loss_cls: 0.0386, d1.dn_loss_bbox: 0.2763, d1.dn_loss_iou: 0.3735, d2.dn_loss_cls: 0.0327, d2.dn_loss_bbox: 0.2581, d2.dn_loss_iou: 0.3547, d3.dn_loss_cls: 0.0310, d3.dn_loss_bbox: 0.2528, d3.dn_loss_iou: 0.3487, d4.dn_loss_cls: 0.0301, d4.dn_loss_bbox: 0.2521, d4.dn_loss_iou: 0.3476, loss: 9.2730, grad_norm: 24.9422 2023-11-22 23:14:24,481 - mmdet - INFO - Epoch [7][6800/7330] lr: 1.000e-05, eta: 7:09:34, time: 0.685, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2340, interm_loss_bbox: 0.1800, interm_loss_iou: 0.4173, loss_cls: 0.1926, loss_bbox: 0.1474, loss_iou: 0.3613, d0.loss_cls: 0.2553, d0.loss_bbox: 0.1522, d0.loss_iou: 0.3698, d1.loss_cls: 0.2186, d1.loss_bbox: 0.1494, d1.loss_iou: 0.3640, d2.loss_cls: 0.2033, d2.loss_bbox: 0.1477, d2.loss_iou: 0.3616, d3.loss_cls: 0.1967, d3.loss_bbox: 0.1471, d3.loss_iou: 0.3605, d4.loss_cls: 0.1932, d4.loss_bbox: 0.1472, d4.loss_iou: 0.3612, dn_loss_cls: 0.0277, dn_loss_bbox: 0.2373, dn_loss_iou: 0.3530, d0.dn_loss_cls: 0.0615, d0.dn_loss_bbox: 0.3523, d0.dn_loss_iou: 0.4742, d1.dn_loss_cls: 0.0364, d1.dn_loss_bbox: 0.2614, d1.dn_loss_iou: 0.3792, d2.dn_loss_cls: 0.0309, d2.dn_loss_bbox: 0.2422, d2.dn_loss_iou: 0.3596, d3.dn_loss_cls: 0.0292, d3.dn_loss_bbox: 0.2379, d3.dn_loss_iou: 0.3538, d4.dn_loss_cls: 0.0281, d4.dn_loss_bbox: 0.2373, d4.dn_loss_iou: 0.3529, loss: 9.2151, grad_norm: 26.5620 2023-11-22 23:14:58,372 - mmdet - INFO - Epoch [7][6850/7330] lr: 1.000e-05, eta: 7:08:59, time: 0.678, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2399, interm_loss_bbox: 0.1838, interm_loss_iou: 0.4238, loss_cls: 0.1970, loss_bbox: 0.1508, loss_iou: 0.3672, d0.loss_cls: 0.2620, d0.loss_bbox: 0.1558, d0.loss_iou: 0.3796, d1.loss_cls: 0.2243, d1.loss_bbox: 0.1526, d1.loss_iou: 0.3725, d2.loss_cls: 0.2092, d2.loss_bbox: 0.1501, d2.loss_iou: 0.3682, d3.loss_cls: 0.2009, d3.loss_bbox: 0.1501, d3.loss_iou: 0.3669, d4.loss_cls: 0.1976, d4.loss_bbox: 0.1507, d4.loss_iou: 0.3674, dn_loss_cls: 0.0276, dn_loss_bbox: 0.2440, dn_loss_iou: 0.3429, d0.dn_loss_cls: 0.0624, d0.dn_loss_bbox: 0.3688, d0.dn_loss_iou: 0.4659, d1.dn_loss_cls: 0.0368, d1.dn_loss_bbox: 0.2725, d1.dn_loss_iou: 0.3704, d2.dn_loss_cls: 0.0309, d2.dn_loss_bbox: 0.2504, d2.dn_loss_iou: 0.3499, d3.dn_loss_cls: 0.0291, d3.dn_loss_bbox: 0.2446, d3.dn_loss_iou: 0.3437, d4.dn_loss_cls: 0.0282, d4.dn_loss_bbox: 0.2441, d4.dn_loss_iou: 0.3428, loss: 9.3252, grad_norm: 26.8515 2023-11-22 23:15:32,909 - mmdet - INFO - Epoch [7][6900/7330] lr: 1.000e-05, eta: 7:08:24, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2389, interm_loss_bbox: 0.1930, interm_loss_iou: 0.4158, loss_cls: 0.1993, loss_bbox: 0.1527, loss_iou: 0.3574, d0.loss_cls: 0.2568, d0.loss_bbox: 0.1603, d0.loss_iou: 0.3712, d1.loss_cls: 0.2179, d1.loss_bbox: 0.1600, d1.loss_iou: 0.3673, d2.loss_cls: 0.2074, d2.loss_bbox: 0.1538, d2.loss_iou: 0.3601, d3.loss_cls: 0.2017, d3.loss_bbox: 0.1540, d3.loss_iou: 0.3584, d4.loss_cls: 0.1994, d4.loss_bbox: 0.1532, d4.loss_iou: 0.3578, dn_loss_cls: 0.0280, dn_loss_bbox: 0.2520, dn_loss_iou: 0.3504, d0.dn_loss_cls: 0.0628, d0.dn_loss_bbox: 0.3720, d0.dn_loss_iou: 0.4730, d1.dn_loss_cls: 0.0373, d1.dn_loss_bbox: 0.2759, d1.dn_loss_iou: 0.3763, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2578, d2.dn_loss_iou: 0.3573, d3.dn_loss_cls: 0.0295, d3.dn_loss_bbox: 0.2527, d3.dn_loss_iou: 0.3512, d4.dn_loss_cls: 0.0283, d4.dn_loss_bbox: 0.2520, d4.dn_loss_iou: 0.3503, loss: 9.3747, grad_norm: 24.4320 2023-11-22 23:16:07,870 - mmdet - INFO - Epoch [7][6950/7330] lr: 1.000e-05, eta: 7:07:50, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2363, interm_loss_bbox: 0.1846, interm_loss_iou: 0.4233, loss_cls: 0.1931, loss_bbox: 0.1494, loss_iou: 0.3641, d0.loss_cls: 0.2582, d0.loss_bbox: 0.1532, d0.loss_iou: 0.3749, d1.loss_cls: 0.2187, d1.loss_bbox: 0.1521, d1.loss_iou: 0.3707, d2.loss_cls: 0.2049, d2.loss_bbox: 0.1490, d2.loss_iou: 0.3653, d3.loss_cls: 0.1971, d3.loss_bbox: 0.1493, d3.loss_iou: 0.3642, d4.loss_cls: 0.1942, d4.loss_bbox: 0.1492, d4.loss_iou: 0.3645, dn_loss_cls: 0.0298, dn_loss_bbox: 0.2665, dn_loss_iou: 0.3613, d0.dn_loss_cls: 0.0648, d0.dn_loss_bbox: 0.3884, d0.dn_loss_iou: 0.4849, d1.dn_loss_cls: 0.0391, d1.dn_loss_bbox: 0.2930, d1.dn_loss_iou: 0.3888, d2.dn_loss_cls: 0.0332, d2.dn_loss_bbox: 0.2727, d2.dn_loss_iou: 0.3685, d3.dn_loss_cls: 0.0313, d3.dn_loss_bbox: 0.2672, d3.dn_loss_iou: 0.3622, d4.dn_loss_cls: 0.0303, d4.dn_loss_bbox: 0.2665, d4.dn_loss_iou: 0.3612, loss: 9.5262, grad_norm: 25.6306 2023-11-22 23:16:43,145 - mmdet - INFO - Epoch [7][7000/7330] lr: 1.000e-05, eta: 7:07:16, time: 0.706, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2461, interm_loss_bbox: 0.1881, interm_loss_iou: 0.4225, loss_cls: 0.2011, loss_bbox: 0.1524, loss_iou: 0.3634, d0.loss_cls: 0.2611, d0.loss_bbox: 0.1600, d0.loss_iou: 0.3765, d1.loss_cls: 0.2238, d1.loss_bbox: 0.1571, d1.loss_iou: 0.3693, d2.loss_cls: 0.2116, d2.loss_bbox: 0.1528, d2.loss_iou: 0.3645, d3.loss_cls: 0.2040, d3.loss_bbox: 0.1527, d3.loss_iou: 0.3639, d4.loss_cls: 0.2011, d4.loss_bbox: 0.1526, d4.loss_iou: 0.3637, dn_loss_cls: 0.0282, dn_loss_bbox: 0.2468, dn_loss_iou: 0.3565, d0.dn_loss_cls: 0.0631, d0.dn_loss_bbox: 0.3587, d0.dn_loss_iou: 0.4773, d1.dn_loss_cls: 0.0376, d1.dn_loss_bbox: 0.2702, d1.dn_loss_iou: 0.3824, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2520, d2.dn_loss_iou: 0.3634, d3.dn_loss_cls: 0.0295, d3.dn_loss_bbox: 0.2473, d3.dn_loss_iou: 0.3573, d4.dn_loss_cls: 0.0284, d4.dn_loss_bbox: 0.2469, d4.dn_loss_iou: 0.3564, loss: 9.4215, grad_norm: 25.1932 2023-11-22 23:17:19,562 - mmdet - INFO - Epoch [7][7050/7330] lr: 1.000e-05, eta: 7:06:42, time: 0.728, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2423, interm_loss_bbox: 0.1890, interm_loss_iou: 0.4236, loss_cls: 0.1985, loss_bbox: 0.1531, loss_iou: 0.3692, d0.loss_cls: 0.2612, d0.loss_bbox: 0.1575, d0.loss_iou: 0.3757, d1.loss_cls: 0.2231, d1.loss_bbox: 0.1553, d1.loss_iou: 0.3716, d2.loss_cls: 0.2094, d2.loss_bbox: 0.1532, d2.loss_iou: 0.3691, d3.loss_cls: 0.2029, d3.loss_bbox: 0.1534, d3.loss_iou: 0.3687, d4.loss_cls: 0.1998, d4.loss_bbox: 0.1530, d4.loss_iou: 0.3689, dn_loss_cls: 0.0289, dn_loss_bbox: 0.2576, dn_loss_iou: 0.3549, d0.dn_loss_cls: 0.0645, d0.dn_loss_bbox: 0.3833, d0.dn_loss_iou: 0.4776, d1.dn_loss_cls: 0.0386, d1.dn_loss_bbox: 0.2864, d1.dn_loss_iou: 0.3816, d2.dn_loss_cls: 0.0325, d2.dn_loss_bbox: 0.2646, d2.dn_loss_iou: 0.3624, d3.dn_loss_cls: 0.0305, d3.dn_loss_bbox: 0.2587, d3.dn_loss_iou: 0.3560, d4.dn_loss_cls: 0.0294, d4.dn_loss_bbox: 0.2576, d4.dn_loss_iou: 0.3548, loss: 9.5185, grad_norm: 25.6451 2023-11-22 23:17:53,808 - mmdet - INFO - Epoch [7][7100/7330] lr: 1.000e-05, eta: 7:06:07, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2377, interm_loss_bbox: 0.1839, interm_loss_iou: 0.4156, loss_cls: 0.1945, loss_bbox: 0.1497, loss_iou: 0.3633, d0.loss_cls: 0.2548, d0.loss_bbox: 0.1535, d0.loss_iou: 0.3700, d1.loss_cls: 0.2165, d1.loss_bbox: 0.1542, d1.loss_iou: 0.3684, d2.loss_cls: 0.2041, d2.loss_bbox: 0.1500, d2.loss_iou: 0.3630, d3.loss_cls: 0.1971, d3.loss_bbox: 0.1500, d3.loss_iou: 0.3628, d4.loss_cls: 0.1955, d4.loss_bbox: 0.1492, d4.loss_iou: 0.3626, dn_loss_cls: 0.0287, dn_loss_bbox: 0.2540, dn_loss_iou: 0.3433, d0.dn_loss_cls: 0.0640, d0.dn_loss_bbox: 0.3745, d0.dn_loss_iou: 0.4668, d1.dn_loss_cls: 0.0380, d1.dn_loss_bbox: 0.2800, d1.dn_loss_iou: 0.3702, d2.dn_loss_cls: 0.0319, d2.dn_loss_bbox: 0.2602, d2.dn_loss_iou: 0.3501, d3.dn_loss_cls: 0.0300, d3.dn_loss_bbox: 0.2546, d3.dn_loss_iou: 0.3442, d4.dn_loss_cls: 0.0289, d4.dn_loss_bbox: 0.2540, d4.dn_loss_iou: 0.3432, loss: 9.3128, grad_norm: 23.5514 2023-11-22 23:18:28,431 - mmdet - INFO - Epoch [7][7150/7330] lr: 1.000e-05, eta: 7:05:33, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2367, interm_loss_bbox: 0.1846, interm_loss_iou: 0.4161, loss_cls: 0.1939, loss_bbox: 0.1522, loss_iou: 0.3607, d0.loss_cls: 0.2528, d0.loss_bbox: 0.1567, d0.loss_iou: 0.3714, d1.loss_cls: 0.2167, d1.loss_bbox: 0.1540, d1.loss_iou: 0.3643, d2.loss_cls: 0.2017, d2.loss_bbox: 0.1539, d2.loss_iou: 0.3628, d3.loss_cls: 0.1965, d3.loss_bbox: 0.1532, d3.loss_iou: 0.3614, d4.loss_cls: 0.1941, d4.loss_bbox: 0.1525, d4.loss_iou: 0.3613, dn_loss_cls: 0.0283, dn_loss_bbox: 0.2455, dn_loss_iou: 0.3560, d0.dn_loss_cls: 0.0632, d0.dn_loss_bbox: 0.3621, d0.dn_loss_iou: 0.4746, d1.dn_loss_cls: 0.0375, d1.dn_loss_bbox: 0.2712, d1.dn_loss_iou: 0.3827, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2514, d2.dn_loss_iou: 0.3626, d3.dn_loss_cls: 0.0299, d3.dn_loss_bbox: 0.2460, d3.dn_loss_iou: 0.3569, d4.dn_loss_cls: 0.0287, d4.dn_loss_bbox: 0.2456, d4.dn_loss_iou: 0.3560, loss: 9.3273, grad_norm: 23.2306 2023-11-22 23:19:03,299 - mmdet - INFO - Epoch [7][7200/7330] lr: 1.000e-05, eta: 7:04:58, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2406, interm_loss_bbox: 0.1846, interm_loss_iou: 0.4168, loss_cls: 0.1989, loss_bbox: 0.1477, loss_iou: 0.3565, d0.loss_cls: 0.2562, d0.loss_bbox: 0.1565, d0.loss_iou: 0.3706, d1.loss_cls: 0.2196, d1.loss_bbox: 0.1524, d1.loss_iou: 0.3638, d2.loss_cls: 0.2073, d2.loss_bbox: 0.1481, d2.loss_iou: 0.3584, d3.loss_cls: 0.2028, d3.loss_bbox: 0.1474, d3.loss_iou: 0.3570, d4.loss_cls: 0.2001, d4.loss_bbox: 0.1473, d4.loss_iou: 0.3566, dn_loss_cls: 0.0280, dn_loss_bbox: 0.2470, dn_loss_iou: 0.3382, d0.dn_loss_cls: 0.0622, d0.dn_loss_bbox: 0.3734, d0.dn_loss_iou: 0.4636, d1.dn_loss_cls: 0.0365, d1.dn_loss_bbox: 0.2735, d1.dn_loss_iou: 0.3643, d2.dn_loss_cls: 0.0311, d2.dn_loss_bbox: 0.2528, d2.dn_loss_iou: 0.3452, d3.dn_loss_cls: 0.0294, d3.dn_loss_bbox: 0.2479, d3.dn_loss_iou: 0.3391, d4.dn_loss_cls: 0.0283, d4.dn_loss_bbox: 0.2471, d4.dn_loss_iou: 0.3381, loss: 9.2350, grad_norm: 25.3555 2023-11-22 23:19:38,100 - mmdet - INFO - Epoch [7][7250/7330] lr: 1.000e-05, eta: 7:04:24, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2319, interm_loss_bbox: 0.1901, interm_loss_iou: 0.4094, loss_cls: 0.1917, loss_bbox: 0.1518, loss_iou: 0.3481, d0.loss_cls: 0.2501, d0.loss_bbox: 0.1571, d0.loss_iou: 0.3580, d1.loss_cls: 0.2166, d1.loss_bbox: 0.1547, d1.loss_iou: 0.3530, d2.loss_cls: 0.2018, d2.loss_bbox: 0.1516, d2.loss_iou: 0.3486, d3.loss_cls: 0.1958, d3.loss_bbox: 0.1518, d3.loss_iou: 0.3476, d4.loss_cls: 0.1925, d4.loss_bbox: 0.1528, d4.loss_iou: 0.3475, dn_loss_cls: 0.0295, dn_loss_bbox: 0.2616, dn_loss_iou: 0.3408, d0.dn_loss_cls: 0.0654, d0.dn_loss_bbox: 0.3906, d0.dn_loss_iou: 0.4629, d1.dn_loss_cls: 0.0384, d1.dn_loss_bbox: 0.2901, d1.dn_loss_iou: 0.3682, d2.dn_loss_cls: 0.0324, d2.dn_loss_bbox: 0.2682, d2.dn_loss_iou: 0.3480, d3.dn_loss_cls: 0.0305, d3.dn_loss_bbox: 0.2625, d3.dn_loss_iou: 0.3419, d4.dn_loss_cls: 0.0296, d4.dn_loss_bbox: 0.2617, d4.dn_loss_iou: 0.3408, loss: 9.2654, grad_norm: 26.7760 2023-11-22 23:20:13,039 - mmdet - INFO - Epoch [7][7300/7330] lr: 1.000e-05, eta: 7:03:49, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2358, interm_loss_bbox: 0.1812, interm_loss_iou: 0.4158, loss_cls: 0.1910, loss_bbox: 0.1498, loss_iou: 0.3645, d0.loss_cls: 0.2534, d0.loss_bbox: 0.1518, d0.loss_iou: 0.3700, d1.loss_cls: 0.2165, d1.loss_bbox: 0.1504, d1.loss_iou: 0.3662, d2.loss_cls: 0.2008, d2.loss_bbox: 0.1495, d2.loss_iou: 0.3650, d3.loss_cls: 0.1944, d3.loss_bbox: 0.1492, d3.loss_iou: 0.3642, d4.loss_cls: 0.1929, d4.loss_bbox: 0.1486, d4.loss_iou: 0.3637, dn_loss_cls: 0.0290, dn_loss_bbox: 0.2390, dn_loss_iou: 0.3483, d0.dn_loss_cls: 0.0637, d0.dn_loss_bbox: 0.3588, d0.dn_loss_iou: 0.4687, d1.dn_loss_cls: 0.0377, d1.dn_loss_bbox: 0.2644, d1.dn_loss_iou: 0.3740, d2.dn_loss_cls: 0.0320, d2.dn_loss_bbox: 0.2453, d2.dn_loss_iou: 0.3554, d3.dn_loss_cls: 0.0303, d3.dn_loss_bbox: 0.2397, d3.dn_loss_iou: 0.3491, d4.dn_loss_cls: 0.0292, d4.dn_loss_bbox: 0.2390, d4.dn_loss_iou: 0.3482, loss: 9.2263, grad_norm: 23.6527 2023-11-22 23:20:34,411 - mmdet - INFO - Saving checkpoint at 7 epochs 2023-11-22 23:21:57,453 - mmdet - INFO - Evaluating bbox... 2023-11-22 23:24:17,762 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.561 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.747 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.613 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.400 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.600 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.721 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.757 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.761 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.761 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.618 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.808 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.905 2023-11-22 23:24:17,765 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.641 | bicycle | 0.436 | car | 0.534 | | motorcycle | 0.537 | airplane | 0.770 | bus | 0.772 | | train | 0.784 | truck | 0.508 | boat | 0.388 | | traffic light | 0.351 | fire hydrant | 0.779 | stop sign | 0.741 | | parking meter | 0.528 | bench | 0.385 | bird | 0.499 | | cat | 0.832 | dog | 0.804 | horse | 0.702 | | sheep | 0.649 | cow | 0.704 | elephant | 0.792 | | bear | 0.852 | zebra | 0.770 | giraffe | 0.786 | | backpack | 0.282 | umbrella | 0.541 | handbag | 0.294 | | tie | 0.493 | suitcase | 0.577 | frisbee | 0.784 | | skis | 0.354 | snowboard | 0.486 | sports ball | 0.541 | | kite | 0.556 | baseball bat | 0.576 | baseball glove | 0.515 | | skateboard | 0.662 | surfboard | 0.552 | tennis racket | 0.655 | | bottle | 0.503 | wine glass | 0.483 | cup | 0.579 | | fork | 0.551 | knife | 0.389 | spoon | 0.405 | | bowl | 0.529 | banana | 0.347 | apple | 0.304 | | sandwich | 0.583 | orange | 0.426 | broccoli | 0.325 | | carrot | 0.319 | hot dog | 0.575 | pizza | 0.651 | | donut | 0.635 | cake | 0.541 | chair | 0.433 | | couch | 0.568 | potted plant | 0.387 | bed | 0.606 | | dining table | 0.369 | toilet | 0.734 | tv | 0.700 | | laptop | 0.775 | mouse | 0.686 | remote | 0.522 | | keyboard | 0.652 | cell phone | 0.551 | microwave | 0.714 | | oven | 0.491 | toaster | 0.602 | sink | 0.489 | | refrigerator | 0.757 | book | 0.247 | clock | 0.584 | | vase | 0.496 | scissors | 0.549 | teddy bear | 0.645 | | hair drier | 0.286 | toothbrush | 0.492 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-22 23:24:19,725 - mmdet - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx/best_bbox_mAP_epoch_6.pth was removed 2023-11-22 23:24:26,277 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_7.pth. 2023-11-22 23:24:26,278 - mmdet - INFO - Best bbox_mAP is 0.5609 at 7 epoch. 2023-11-22 23:24:26,278 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-22 23:24:26,278 - mmdet - INFO - Epoch(val) [7][625] bbox_mAP: 0.5609, bbox_mAP_50: 0.7466, bbox_mAP_75: 0.6132, bbox_mAP_s: 0.4000, bbox_mAP_m: 0.5996, bbox_mAP_l: 0.7207, bbox_mAP_copypaste: 0.5609 0.7466 0.6132 0.4000 0.5996 0.7207 2023-11-22 23:25:03,972 - mmdet - INFO - Epoch [8][50/7330] lr: 1.000e-05, eta: 7:02:41, time: 0.753, data_time: 0.065, memory: 16711, interm_loss_cls: 0.2317, interm_loss_bbox: 0.1767, interm_loss_iou: 0.4117, loss_cls: 0.1860, loss_bbox: 0.1440, loss_iou: 0.3590, d0.loss_cls: 0.2447, d0.loss_bbox: 0.1508, d0.loss_iou: 0.3707, d1.loss_cls: 0.2069, d1.loss_bbox: 0.1484, d1.loss_iou: 0.3662, d2.loss_cls: 0.1959, d2.loss_bbox: 0.1441, d2.loss_iou: 0.3591, d3.loss_cls: 0.1888, d3.loss_bbox: 0.1442, d3.loss_iou: 0.3590, d4.loss_cls: 0.1861, d4.loss_bbox: 0.1443, d4.loss_iou: 0.3596, dn_loss_cls: 0.0270, dn_loss_bbox: 0.2428, dn_loss_iou: 0.3486, d0.dn_loss_cls: 0.0626, d0.dn_loss_bbox: 0.3611, d0.dn_loss_iou: 0.4682, d1.dn_loss_cls: 0.0371, d1.dn_loss_bbox: 0.2684, d1.dn_loss_iou: 0.3744, d2.dn_loss_cls: 0.0308, d2.dn_loss_bbox: 0.2492, d2.dn_loss_iou: 0.3554, d3.dn_loss_cls: 0.0286, d3.dn_loss_bbox: 0.2438, d3.dn_loss_iou: 0.3496, d4.dn_loss_cls: 0.0275, d4.dn_loss_bbox: 0.2428, d4.dn_loss_iou: 0.3486, loss: 9.1445, grad_norm: 24.6018 2023-11-22 23:25:40,112 - mmdet - INFO - Epoch [8][100/7330] lr: 1.000e-05, eta: 7:02:07, time: 0.723, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2327, interm_loss_bbox: 0.1782, interm_loss_iou: 0.4098, loss_cls: 0.1900, loss_bbox: 0.1433, loss_iou: 0.3553, d0.loss_cls: 0.2507, d0.loss_bbox: 0.1490, d0.loss_iou: 0.3666, d1.loss_cls: 0.2125, d1.loss_bbox: 0.1463, d1.loss_iou: 0.3622, d2.loss_cls: 0.2011, d2.loss_bbox: 0.1428, d2.loss_iou: 0.3561, d3.loss_cls: 0.1943, d3.loss_bbox: 0.1429, d3.loss_iou: 0.3558, d4.loss_cls: 0.1902, d4.loss_bbox: 0.1436, d4.loss_iou: 0.3556, dn_loss_cls: 0.0258, dn_loss_bbox: 0.2477, dn_loss_iou: 0.3326, d0.dn_loss_cls: 0.0609, d0.dn_loss_bbox: 0.3719, d0.dn_loss_iou: 0.4560, d1.dn_loss_cls: 0.0349, d1.dn_loss_bbox: 0.2739, d1.dn_loss_iou: 0.3593, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2537, d2.dn_loss_iou: 0.3394, d3.dn_loss_cls: 0.0272, d3.dn_loss_bbox: 0.2483, d3.dn_loss_iou: 0.3336, d4.dn_loss_cls: 0.0261, d4.dn_loss_bbox: 0.2477, d4.dn_loss_iou: 0.3325, loss: 9.0797, grad_norm: 24.9170 2023-11-22 23:26:14,112 - mmdet - INFO - Epoch [8][150/7330] lr: 1.000e-05, eta: 7:01:32, time: 0.680, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2357, interm_loss_bbox: 0.1815, interm_loss_iou: 0.4089, loss_cls: 0.1902, loss_bbox: 0.1487, loss_iou: 0.3549, d0.loss_cls: 0.2516, d0.loss_bbox: 0.1525, d0.loss_iou: 0.3635, d1.loss_cls: 0.2147, d1.loss_bbox: 0.1506, d1.loss_iou: 0.3578, d2.loss_cls: 0.2001, d2.loss_bbox: 0.1482, d2.loss_iou: 0.3552, d3.loss_cls: 0.1941, d3.loss_bbox: 0.1481, d3.loss_iou: 0.3538, d4.loss_cls: 0.1902, d4.loss_bbox: 0.1490, d4.loss_iou: 0.3553, dn_loss_cls: 0.0278, dn_loss_bbox: 0.2452, dn_loss_iou: 0.3474, d0.dn_loss_cls: 0.0637, d0.dn_loss_bbox: 0.3630, d0.dn_loss_iou: 0.4696, d1.dn_loss_cls: 0.0374, d1.dn_loss_bbox: 0.2686, d1.dn_loss_iou: 0.3728, d2.dn_loss_cls: 0.0311, d2.dn_loss_bbox: 0.2499, d2.dn_loss_iou: 0.3537, d3.dn_loss_cls: 0.0292, d3.dn_loss_bbox: 0.2458, d3.dn_loss_iou: 0.3481, d4.dn_loss_cls: 0.0281, d4.dn_loss_bbox: 0.2452, d4.dn_loss_iou: 0.3474, loss: 9.1789, grad_norm: 25.9354 2023-11-22 23:26:53,429 - mmdet - INFO - Epoch [8][200/7330] lr: 1.000e-05, eta: 7:01:01, time: 0.786, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2380, interm_loss_bbox: 0.1881, interm_loss_iou: 0.4193, loss_cls: 0.1970, loss_bbox: 0.1468, loss_iou: 0.3585, d0.loss_cls: 0.2552, d0.loss_bbox: 0.1538, d0.loss_iou: 0.3716, d1.loss_cls: 0.2176, d1.loss_bbox: 0.1523, d1.loss_iou: 0.3669, d2.loss_cls: 0.2054, d2.loss_bbox: 0.1488, d2.loss_iou: 0.3601, d3.loss_cls: 0.2016, d3.loss_bbox: 0.1465, d3.loss_iou: 0.3576, d4.loss_cls: 0.1974, d4.loss_bbox: 0.1467, d4.loss_iou: 0.3583, dn_loss_cls: 0.0276, dn_loss_bbox: 0.2463, dn_loss_iou: 0.3461, d0.dn_loss_cls: 0.0631, d0.dn_loss_bbox: 0.3704, d0.dn_loss_iou: 0.4683, d1.dn_loss_cls: 0.0373, d1.dn_loss_bbox: 0.2748, d1.dn_loss_iou: 0.3740, d2.dn_loss_cls: 0.0313, d2.dn_loss_bbox: 0.2532, d2.dn_loss_iou: 0.3535, d3.dn_loss_cls: 0.0294, d3.dn_loss_bbox: 0.2471, d3.dn_loss_iou: 0.3470, d4.dn_loss_cls: 0.0282, d4.dn_loss_bbox: 0.2463, d4.dn_loss_iou: 0.3460, loss: 9.2772, grad_norm: 24.6671 2023-11-22 23:27:28,362 - mmdet - INFO - Epoch [8][250/7330] lr: 1.000e-05, eta: 7:00:27, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2338, interm_loss_bbox: 0.1773, interm_loss_iou: 0.4368, loss_cls: 0.1883, loss_bbox: 0.1458, loss_iou: 0.3829, d0.loss_cls: 0.2504, d0.loss_bbox: 0.1472, d0.loss_iou: 0.3915, d1.loss_cls: 0.2128, d1.loss_bbox: 0.1466, d1.loss_iou: 0.3871, d2.loss_cls: 0.1989, d2.loss_bbox: 0.1446, d2.loss_iou: 0.3836, d3.loss_cls: 0.1925, d3.loss_bbox: 0.1450, d3.loss_iou: 0.3824, d4.loss_cls: 0.1891, d4.loss_bbox: 0.1456, d4.loss_iou: 0.3825, dn_loss_cls: 0.0252, dn_loss_bbox: 0.2322, dn_loss_iou: 0.3527, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3506, d0.dn_loss_iou: 0.4750, d1.dn_loss_cls: 0.0342, d1.dn_loss_bbox: 0.2581, d1.dn_loss_iou: 0.3795, d2.dn_loss_cls: 0.0285, d2.dn_loss_bbox: 0.2385, d2.dn_loss_iou: 0.3603, d3.dn_loss_cls: 0.0266, d3.dn_loss_bbox: 0.2330, d3.dn_loss_iou: 0.3537, d4.dn_loss_cls: 0.0255, d4.dn_loss_bbox: 0.2322, d4.dn_loss_iou: 0.3526, loss: 9.2822, grad_norm: 26.7090 2023-11-22 23:28:04,357 - mmdet - INFO - Epoch [8][300/7330] lr: 1.000e-05, eta: 6:59:53, time: 0.720, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2305, interm_loss_bbox: 0.1886, interm_loss_iou: 0.4033, loss_cls: 0.1858, loss_bbox: 0.1535, loss_iou: 0.3493, d0.loss_cls: 0.2513, d0.loss_bbox: 0.1584, d0.loss_iou: 0.3576, d1.loss_cls: 0.2118, d1.loss_bbox: 0.1559, d1.loss_iou: 0.3548, d2.loss_cls: 0.1966, d2.loss_bbox: 0.1538, d2.loss_iou: 0.3500, d3.loss_cls: 0.1888, d3.loss_bbox: 0.1549, d3.loss_iou: 0.3499, d4.loss_cls: 0.1860, d4.loss_bbox: 0.1540, d4.loss_iou: 0.3486, dn_loss_cls: 0.0269, dn_loss_bbox: 0.2409, dn_loss_iou: 0.3426, d0.dn_loss_cls: 0.0609, d0.dn_loss_bbox: 0.3562, d0.dn_loss_iou: 0.4610, d1.dn_loss_cls: 0.0361, d1.dn_loss_bbox: 0.2639, d1.dn_loss_iou: 0.3677, d2.dn_loss_cls: 0.0304, d2.dn_loss_bbox: 0.2461, d2.dn_loss_iou: 0.3488, d3.dn_loss_cls: 0.0286, d3.dn_loss_bbox: 0.2416, d3.dn_loss_iou: 0.3434, d4.dn_loss_cls: 0.0273, d4.dn_loss_bbox: 0.2410, d4.dn_loss_iou: 0.3426, loss: 9.0893, grad_norm: 23.0184 2023-11-22 23:28:39,204 - mmdet - INFO - Epoch [8][350/7330] lr: 1.000e-05, eta: 6:59:18, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2331, interm_loss_bbox: 0.1828, interm_loss_iou: 0.3984, loss_cls: 0.1896, loss_bbox: 0.1467, loss_iou: 0.3408, d0.loss_cls: 0.2505, d0.loss_bbox: 0.1522, d0.loss_iou: 0.3524, d1.loss_cls: 0.2163, d1.loss_bbox: 0.1490, d1.loss_iou: 0.3474, d2.loss_cls: 0.2000, d2.loss_bbox: 0.1470, d2.loss_iou: 0.3426, d3.loss_cls: 0.1946, d3.loss_bbox: 0.1459, d3.loss_iou: 0.3406, d4.loss_cls: 0.1905, d4.loss_bbox: 0.1470, d4.loss_iou: 0.3407, dn_loss_cls: 0.0263, dn_loss_bbox: 0.2340, dn_loss_iou: 0.3342, d0.dn_loss_cls: 0.0615, d0.dn_loss_bbox: 0.3579, d0.dn_loss_iou: 0.4580, d1.dn_loss_cls: 0.0354, d1.dn_loss_bbox: 0.2593, d1.dn_loss_iou: 0.3616, d2.dn_loss_cls: 0.0293, d2.dn_loss_bbox: 0.2397, d2.dn_loss_iou: 0.3414, d3.dn_loss_cls: 0.0277, d3.dn_loss_bbox: 0.2347, d3.dn_loss_iou: 0.3352, d4.dn_loss_cls: 0.0267, d4.dn_loss_bbox: 0.2341, d4.dn_loss_iou: 0.3342, loss: 8.9390, grad_norm: 23.8755 2023-11-22 23:29:13,702 - mmdet - INFO - Epoch [8][400/7330] lr: 1.000e-05, eta: 6:58:44, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2392, interm_loss_bbox: 0.1774, interm_loss_iou: 0.4065, loss_cls: 0.1921, loss_bbox: 0.1475, loss_iou: 0.3566, d0.loss_cls: 0.2533, d0.loss_bbox: 0.1498, d0.loss_iou: 0.3662, d1.loss_cls: 0.2153, d1.loss_bbox: 0.1484, d1.loss_iou: 0.3614, d2.loss_cls: 0.2006, d2.loss_bbox: 0.1481, d2.loss_iou: 0.3592, d3.loss_cls: 0.1957, d3.loss_bbox: 0.1476, d3.loss_iou: 0.3571, d4.loss_cls: 0.1927, d4.loss_bbox: 0.1478, d4.loss_iou: 0.3572, dn_loss_cls: 0.0288, dn_loss_bbox: 0.2471, dn_loss_iou: 0.3432, d0.dn_loss_cls: 0.0637, d0.dn_loss_bbox: 0.3637, d0.dn_loss_iou: 0.4643, d1.dn_loss_cls: 0.0377, d1.dn_loss_bbox: 0.2723, d1.dn_loss_iou: 0.3693, d2.dn_loss_cls: 0.0321, d2.dn_loss_bbox: 0.2526, d2.dn_loss_iou: 0.3498, d3.dn_loss_cls: 0.0302, d3.dn_loss_bbox: 0.2477, d3.dn_loss_iou: 0.3439, d4.dn_loss_cls: 0.0292, d4.dn_loss_bbox: 0.2472, d4.dn_loss_iou: 0.3431, loss: 9.1853, grad_norm: 25.7696 2023-11-22 23:29:48,439 - mmdet - INFO - Epoch [8][450/7330] lr: 1.000e-05, eta: 6:58:09, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2367, interm_loss_bbox: 0.1884, interm_loss_iou: 0.4166, loss_cls: 0.1938, loss_bbox: 0.1528, loss_iou: 0.3578, d0.loss_cls: 0.2529, d0.loss_bbox: 0.1566, d0.loss_iou: 0.3679, d1.loss_cls: 0.2149, d1.loss_bbox: 0.1568, d1.loss_iou: 0.3652, d2.loss_cls: 0.2030, d2.loss_bbox: 0.1528, d2.loss_iou: 0.3604, d3.loss_cls: 0.1965, d3.loss_bbox: 0.1532, d3.loss_iou: 0.3591, d4.loss_cls: 0.1947, d4.loss_bbox: 0.1525, d4.loss_iou: 0.3580, dn_loss_cls: 0.0282, dn_loss_bbox: 0.2557, dn_loss_iou: 0.3460, d0.dn_loss_cls: 0.0640, d0.dn_loss_bbox: 0.3757, d0.dn_loss_iou: 0.4664, d1.dn_loss_cls: 0.0381, d1.dn_loss_bbox: 0.2796, d1.dn_loss_iou: 0.3712, d2.dn_loss_cls: 0.0320, d2.dn_loss_bbox: 0.2606, d2.dn_loss_iou: 0.3525, d3.dn_loss_cls: 0.0301, d3.dn_loss_bbox: 0.2560, d3.dn_loss_iou: 0.3467, d4.dn_loss_cls: 0.0287, d4.dn_loss_bbox: 0.2558, d4.dn_loss_iou: 0.3459, loss: 9.3236, grad_norm: 25.8478 2023-11-22 23:30:22,920 - mmdet - INFO - Epoch [8][500/7330] lr: 1.000e-05, eta: 6:57:34, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2353, interm_loss_bbox: 0.1753, interm_loss_iou: 0.4114, loss_cls: 0.1914, loss_bbox: 0.1435, loss_iou: 0.3612, d0.loss_cls: 0.2488, d0.loss_bbox: 0.1500, d0.loss_iou: 0.3739, d1.loss_cls: 0.2120, d1.loss_bbox: 0.1474, d1.loss_iou: 0.3687, d2.loss_cls: 0.2013, d2.loss_bbox: 0.1453, d2.loss_iou: 0.3645, d3.loss_cls: 0.1955, d3.loss_bbox: 0.1437, d3.loss_iou: 0.3624, d4.loss_cls: 0.1926, d4.loss_bbox: 0.1434, d4.loss_iou: 0.3608, dn_loss_cls: 0.0271, dn_loss_bbox: 0.2405, dn_loss_iou: 0.3411, d0.dn_loss_cls: 0.0615, d0.dn_loss_bbox: 0.3582, d0.dn_loss_iou: 0.4584, d1.dn_loss_cls: 0.0357, d1.dn_loss_bbox: 0.2643, d1.dn_loss_iou: 0.3645, d2.dn_loss_cls: 0.0302, d2.dn_loss_bbox: 0.2458, d2.dn_loss_iou: 0.3472, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2409, d3.dn_loss_iou: 0.3417, d4.dn_loss_cls: 0.0273, d4.dn_loss_bbox: 0.2405, d4.dn_loss_iou: 0.3410, loss: 9.1228, grad_norm: 28.0576 2023-11-22 23:30:57,474 - mmdet - INFO - Epoch [8][550/7330] lr: 1.000e-05, eta: 6:56:59, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2329, interm_loss_bbox: 0.1771, interm_loss_iou: 0.4027, loss_cls: 0.1890, loss_bbox: 0.1437, loss_iou: 0.3491, d0.loss_cls: 0.2540, d0.loss_bbox: 0.1475, d0.loss_iou: 0.3572, d1.loss_cls: 0.2140, d1.loss_bbox: 0.1453, d1.loss_iou: 0.3555, d2.loss_cls: 0.1995, d2.loss_bbox: 0.1439, d2.loss_iou: 0.3507, d3.loss_cls: 0.1923, d3.loss_bbox: 0.1435, d3.loss_iou: 0.3502, d4.loss_cls: 0.1901, d4.loss_bbox: 0.1437, d4.loss_iou: 0.3493, dn_loss_cls: 0.0261, dn_loss_bbox: 0.2343, dn_loss_iou: 0.3380, d0.dn_loss_cls: 0.0608, d0.dn_loss_bbox: 0.3467, d0.dn_loss_iou: 0.4534, d1.dn_loss_cls: 0.0351, d1.dn_loss_bbox: 0.2565, d1.dn_loss_iou: 0.3616, d2.dn_loss_cls: 0.0292, d2.dn_loss_bbox: 0.2388, d2.dn_loss_iou: 0.3439, d3.dn_loss_cls: 0.0274, d3.dn_loss_bbox: 0.2349, d3.dn_loss_iou: 0.3389, d4.dn_loss_cls: 0.0265, d4.dn_loss_bbox: 0.2343, d4.dn_loss_iou: 0.3379, loss: 8.9554, grad_norm: 25.7904 2023-11-22 23:31:31,559 - mmdet - INFO - Epoch [8][600/7330] lr: 1.000e-05, eta: 6:56:24, time: 0.681, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2320, interm_loss_bbox: 0.1865, interm_loss_iou: 0.4283, loss_cls: 0.1914, loss_bbox: 0.1495, loss_iou: 0.3672, d0.loss_cls: 0.2490, d0.loss_bbox: 0.1537, d0.loss_iou: 0.3807, d1.loss_cls: 0.2169, d1.loss_bbox: 0.1486, d1.loss_iou: 0.3701, d2.loss_cls: 0.2006, d2.loss_bbox: 0.1492, d2.loss_iou: 0.3687, d3.loss_cls: 0.1962, d3.loss_bbox: 0.1482, d3.loss_iou: 0.3665, d4.loss_cls: 0.1925, d4.loss_bbox: 0.1493, d4.loss_iou: 0.3671, dn_loss_cls: 0.0287, dn_loss_bbox: 0.2403, dn_loss_iou: 0.3455, d0.dn_loss_cls: 0.0632, d0.dn_loss_bbox: 0.3608, d0.dn_loss_iou: 0.4662, d1.dn_loss_cls: 0.0379, d1.dn_loss_bbox: 0.2642, d1.dn_loss_iou: 0.3696, d2.dn_loss_cls: 0.0321, d2.dn_loss_bbox: 0.2454, d2.dn_loss_iou: 0.3516, d3.dn_loss_cls: 0.0302, d3.dn_loss_bbox: 0.2409, d3.dn_loss_iou: 0.3462, d4.dn_loss_cls: 0.0291, d4.dn_loss_bbox: 0.2403, d4.dn_loss_iou: 0.3455, loss: 9.2501, grad_norm: 25.8360 2023-11-22 23:32:05,921 - mmdet - INFO - Epoch [8][650/7330] lr: 1.000e-05, eta: 6:55:50, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2334, interm_loss_bbox: 0.1901, interm_loss_iou: 0.3969, loss_cls: 0.1855, loss_bbox: 0.1534, loss_iou: 0.3401, d0.loss_cls: 0.2498, d0.loss_bbox: 0.1569, d0.loss_iou: 0.3513, d1.loss_cls: 0.2102, d1.loss_bbox: 0.1555, d1.loss_iou: 0.3453, d2.loss_cls: 0.1962, d2.loss_bbox: 0.1530, d2.loss_iou: 0.3407, d3.loss_cls: 0.1890, d3.loss_bbox: 0.1531, d3.loss_iou: 0.3409, d4.loss_cls: 0.1860, d4.loss_bbox: 0.1532, d4.loss_iou: 0.3401, dn_loss_cls: 0.0261, dn_loss_bbox: 0.2493, dn_loss_iou: 0.3326, d0.dn_loss_cls: 0.0612, d0.dn_loss_bbox: 0.3728, d0.dn_loss_iou: 0.4538, d1.dn_loss_cls: 0.0357, d1.dn_loss_bbox: 0.2774, d1.dn_loss_iou: 0.3599, d2.dn_loss_cls: 0.0296, d2.dn_loss_bbox: 0.2552, d2.dn_loss_iou: 0.3399, d3.dn_loss_cls: 0.0277, d3.dn_loss_bbox: 0.2500, d3.dn_loss_iou: 0.3335, d4.dn_loss_cls: 0.0266, d4.dn_loss_bbox: 0.2493, d4.dn_loss_iou: 0.3325, loss: 9.0335, grad_norm: 24.6759 2023-11-22 23:32:40,080 - mmdet - INFO - Epoch [8][700/7330] lr: 1.000e-05, eta: 6:55:15, time: 0.683, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2407, interm_loss_bbox: 0.1775, interm_loss_iou: 0.4237, loss_cls: 0.1955, loss_bbox: 0.1450, loss_iou: 0.3698, d0.loss_cls: 0.2618, d0.loss_bbox: 0.1476, d0.loss_iou: 0.3778, d1.loss_cls: 0.2219, d1.loss_bbox: 0.1465, d1.loss_iou: 0.3750, d2.loss_cls: 0.2069, d2.loss_bbox: 0.1436, d2.loss_iou: 0.3694, d3.loss_cls: 0.1993, d3.loss_bbox: 0.1449, d3.loss_iou: 0.3703, d4.loss_cls: 0.1956, d4.loss_bbox: 0.1455, d4.loss_iou: 0.3700, dn_loss_cls: 0.0265, dn_loss_bbox: 0.2324, dn_loss_iou: 0.3570, d0.dn_loss_cls: 0.0612, d0.dn_loss_bbox: 0.3417, d0.dn_loss_iou: 0.4752, d1.dn_loss_cls: 0.0358, d1.dn_loss_bbox: 0.2553, d1.dn_loss_iou: 0.3827, d2.dn_loss_cls: 0.0299, d2.dn_loss_bbox: 0.2376, d2.dn_loss_iou: 0.3639, d3.dn_loss_cls: 0.0279, d3.dn_loss_bbox: 0.2332, d3.dn_loss_iou: 0.3581, d4.dn_loss_cls: 0.0268, d4.dn_loss_bbox: 0.2324, d4.dn_loss_iou: 0.3570, loss: 9.2627, grad_norm: 25.6784 2023-11-22 23:33:14,670 - mmdet - INFO - Epoch [8][750/7330] lr: 1.000e-05, eta: 6:54:40, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2394, interm_loss_bbox: 0.1877, interm_loss_iou: 0.4192, loss_cls: 0.1955, loss_bbox: 0.1543, loss_iou: 0.3653, d0.loss_cls: 0.2618, d0.loss_bbox: 0.1573, d0.loss_iou: 0.3729, d1.loss_cls: 0.2261, d1.loss_bbox: 0.1543, d1.loss_iou: 0.3671, d2.loss_cls: 0.2091, d2.loss_bbox: 0.1524, d2.loss_iou: 0.3644, d3.loss_cls: 0.2014, d3.loss_bbox: 0.1531, d3.loss_iou: 0.3644, d4.loss_cls: 0.1976, d4.loss_bbox: 0.1532, d4.loss_iou: 0.3645, dn_loss_cls: 0.0270, dn_loss_bbox: 0.2472, dn_loss_iou: 0.3476, d0.dn_loss_cls: 0.0625, d0.dn_loss_bbox: 0.3649, d0.dn_loss_iou: 0.4693, d1.dn_loss_cls: 0.0364, d1.dn_loss_bbox: 0.2709, d1.dn_loss_iou: 0.3724, d2.dn_loss_cls: 0.0303, d2.dn_loss_bbox: 0.2530, d2.dn_loss_iou: 0.3545, d3.dn_loss_cls: 0.0286, d3.dn_loss_bbox: 0.2476, d3.dn_loss_iou: 0.3486, d4.dn_loss_cls: 0.0275, d4.dn_loss_bbox: 0.2472, d4.dn_loss_iou: 0.3476, loss: 9.3440, grad_norm: 25.8726 2023-11-22 23:33:48,683 - mmdet - INFO - Epoch [8][800/7330] lr: 1.000e-05, eta: 6:54:05, time: 0.680, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2349, interm_loss_bbox: 0.1806, interm_loss_iou: 0.4262, loss_cls: 0.1927, loss_bbox: 0.1504, loss_iou: 0.3737, d0.loss_cls: 0.2539, d0.loss_bbox: 0.1546, d0.loss_iou: 0.3846, d1.loss_cls: 0.2144, d1.loss_bbox: 0.1538, d1.loss_iou: 0.3791, d2.loss_cls: 0.2005, d2.loss_bbox: 0.1520, d2.loss_iou: 0.3763, d3.loss_cls: 0.1952, d3.loss_bbox: 0.1502, d3.loss_iou: 0.3737, d4.loss_cls: 0.1928, d4.loss_bbox: 0.1504, d4.loss_iou: 0.3740, dn_loss_cls: 0.0268, dn_loss_bbox: 0.2384, dn_loss_iou: 0.3587, d0.dn_loss_cls: 0.0616, d0.dn_loss_bbox: 0.3542, d0.dn_loss_iou: 0.4818, d1.dn_loss_cls: 0.0365, d1.dn_loss_bbox: 0.2632, d1.dn_loss_iou: 0.3860, d2.dn_loss_cls: 0.0303, d2.dn_loss_bbox: 0.2443, d2.dn_loss_iou: 0.3651, d3.dn_loss_cls: 0.0282, d3.dn_loss_bbox: 0.2391, d3.dn_loss_iou: 0.3596, d4.dn_loss_cls: 0.0270, d4.dn_loss_bbox: 0.2385, d4.dn_loss_iou: 0.3587, loss: 9.3618, grad_norm: 26.1610 2023-11-22 23:34:24,809 - mmdet - INFO - Epoch [8][850/7330] lr: 1.000e-05, eta: 6:53:31, time: 0.723, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2296, interm_loss_bbox: 0.1782, interm_loss_iou: 0.4040, loss_cls: 0.1835, loss_bbox: 0.1493, loss_iou: 0.3489, d0.loss_cls: 0.2480, d0.loss_bbox: 0.1507, d0.loss_iou: 0.3608, d1.loss_cls: 0.2070, d1.loss_bbox: 0.1494, d1.loss_iou: 0.3538, d2.loss_cls: 0.1936, d2.loss_bbox: 0.1476, d2.loss_iou: 0.3492, d3.loss_cls: 0.1868, d3.loss_bbox: 0.1490, d3.loss_iou: 0.3497, d4.loss_cls: 0.1832, d4.loss_bbox: 0.1502, d4.loss_iou: 0.3498, dn_loss_cls: 0.0272, dn_loss_bbox: 0.2389, dn_loss_iou: 0.3327, d0.dn_loss_cls: 0.0614, d0.dn_loss_bbox: 0.3557, d0.dn_loss_iou: 0.4522, d1.dn_loss_cls: 0.0366, d1.dn_loss_bbox: 0.2640, d1.dn_loss_iou: 0.3579, d2.dn_loss_cls: 0.0306, d2.dn_loss_bbox: 0.2446, d2.dn_loss_iou: 0.3392, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2397, d3.dn_loss_iou: 0.3337, d4.dn_loss_cls: 0.0277, d4.dn_loss_bbox: 0.2389, d4.dn_loss_iou: 0.3326, loss: 8.9650, grad_norm: 24.4382 2023-11-22 23:35:00,950 - mmdet - INFO - Epoch [8][900/7330] lr: 1.000e-05, eta: 6:52:58, time: 0.723, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2306, interm_loss_bbox: 0.1807, interm_loss_iou: 0.4043, loss_cls: 0.1857, loss_bbox: 0.1486, loss_iou: 0.3501, d0.loss_cls: 0.2501, d0.loss_bbox: 0.1540, d0.loss_iou: 0.3613, d1.loss_cls: 0.2089, d1.loss_bbox: 0.1525, d1.loss_iou: 0.3570, d2.loss_cls: 0.1953, d2.loss_bbox: 0.1497, d2.loss_iou: 0.3527, d3.loss_cls: 0.1900, d3.loss_bbox: 0.1481, d3.loss_iou: 0.3499, d4.loss_cls: 0.1863, d4.loss_bbox: 0.1491, d4.loss_iou: 0.3503, dn_loss_cls: 0.0249, dn_loss_bbox: 0.2299, dn_loss_iou: 0.3290, d0.dn_loss_cls: 0.0614, d0.dn_loss_bbox: 0.3478, d0.dn_loss_iou: 0.4482, d1.dn_loss_cls: 0.0354, d1.dn_loss_bbox: 0.2541, d1.dn_loss_iou: 0.3542, d2.dn_loss_cls: 0.0289, d2.dn_loss_bbox: 0.2359, d2.dn_loss_iou: 0.3354, d3.dn_loss_cls: 0.0269, d3.dn_loss_bbox: 0.2308, d3.dn_loss_iou: 0.3300, d4.dn_loss_cls: 0.0255, d4.dn_loss_bbox: 0.2299, d4.dn_loss_iou: 0.3289, loss: 8.9123, grad_norm: 26.1788 2023-11-22 23:35:35,320 - mmdet - INFO - Epoch [8][950/7330] lr: 1.000e-05, eta: 6:52:23, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2390, interm_loss_bbox: 0.1848, interm_loss_iou: 0.3984, loss_cls: 0.1931, loss_bbox: 0.1537, loss_iou: 0.3479, d0.loss_cls: 0.2550, d0.loss_bbox: 0.1567, d0.loss_iou: 0.3559, d1.loss_cls: 0.2168, d1.loss_bbox: 0.1551, d1.loss_iou: 0.3517, d2.loss_cls: 0.2002, d2.loss_bbox: 0.1553, d2.loss_iou: 0.3509, d3.loss_cls: 0.1972, d3.loss_bbox: 0.1538, d3.loss_iou: 0.3481, d4.loss_cls: 0.1932, d4.loss_bbox: 0.1543, d4.loss_iou: 0.3484, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2384, dn_loss_iou: 0.3278, d0.dn_loss_cls: 0.0596, d0.dn_loss_bbox: 0.3657, d0.dn_loss_iou: 0.4541, d1.dn_loss_cls: 0.0349, d1.dn_loss_bbox: 0.2654, d1.dn_loss_iou: 0.3547, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2456, d2.dn_loss_iou: 0.3355, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2394, d3.dn_loss_iou: 0.3290, d4.dn_loss_cls: 0.0263, d4.dn_loss_bbox: 0.2384, d4.dn_loss_iou: 0.3277, loss: 9.0345, grad_norm: 27.2573 2023-11-22 23:36:09,835 - mmdet - INFO - Epoch [8][1000/7330] lr: 1.000e-05, eta: 6:51:48, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2345, interm_loss_bbox: 0.1843, interm_loss_iou: 0.4264, loss_cls: 0.1956, loss_bbox: 0.1467, loss_iou: 0.3682, d0.loss_cls: 0.2530, d0.loss_bbox: 0.1546, d0.loss_iou: 0.3811, d1.loss_cls: 0.2183, d1.loss_bbox: 0.1530, d1.loss_iou: 0.3747, d2.loss_cls: 0.2045, d2.loss_bbox: 0.1483, d2.loss_iou: 0.3705, d3.loss_cls: 0.1988, d3.loss_bbox: 0.1469, d3.loss_iou: 0.3679, d4.loss_cls: 0.1963, d4.loss_bbox: 0.1463, d4.loss_iou: 0.3682, dn_loss_cls: 0.0284, dn_loss_bbox: 0.2470, dn_loss_iou: 0.3486, d0.dn_loss_cls: 0.0628, d0.dn_loss_bbox: 0.3695, d0.dn_loss_iou: 0.4654, d1.dn_loss_cls: 0.0371, d1.dn_loss_bbox: 0.2727, d1.dn_loss_iou: 0.3740, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2527, d2.dn_loss_iou: 0.3551, d3.dn_loss_cls: 0.0298, d3.dn_loss_bbox: 0.2477, d3.dn_loss_iou: 0.3493, d4.dn_loss_cls: 0.0289, d4.dn_loss_bbox: 0.2470, d4.dn_loss_iou: 0.3485, loss: 9.3342, grad_norm: 29.4499 2023-11-22 23:36:45,070 - mmdet - INFO - Epoch [8][1050/7330] lr: 1.000e-05, eta: 6:51:14, time: 0.705, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2323, interm_loss_bbox: 0.1853, interm_loss_iou: 0.4179, loss_cls: 0.1850, loss_bbox: 0.1488, loss_iou: 0.3601, d0.loss_cls: 0.2491, d0.loss_bbox: 0.1553, d0.loss_iou: 0.3684, d1.loss_cls: 0.2116, d1.loss_bbox: 0.1525, d1.loss_iou: 0.3641, d2.loss_cls: 0.1962, d2.loss_bbox: 0.1499, d2.loss_iou: 0.3613, d3.loss_cls: 0.1894, d3.loss_bbox: 0.1486, d3.loss_iou: 0.3596, d4.loss_cls: 0.1860, d4.loss_bbox: 0.1487, d4.loss_iou: 0.3601, dn_loss_cls: 0.0283, dn_loss_bbox: 0.2448, dn_loss_iou: 0.3390, d0.dn_loss_cls: 0.0626, d0.dn_loss_bbox: 0.3717, d0.dn_loss_iou: 0.4623, d1.dn_loss_cls: 0.0380, d1.dn_loss_bbox: 0.2716, d1.dn_loss_iou: 0.3669, d2.dn_loss_cls: 0.0318, d2.dn_loss_bbox: 0.2508, d2.dn_loss_iou: 0.3459, d3.dn_loss_cls: 0.0299, d3.dn_loss_bbox: 0.2453, d3.dn_loss_iou: 0.3398, d4.dn_loss_cls: 0.0287, d4.dn_loss_bbox: 0.2447, d4.dn_loss_iou: 0.3389, loss: 9.1715, grad_norm: 27.4317 2023-11-22 23:37:19,237 - mmdet - INFO - Epoch [8][1100/7330] lr: 1.000e-05, eta: 6:50:39, time: 0.684, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2376, interm_loss_bbox: 0.1943, interm_loss_iou: 0.4015, loss_cls: 0.1915, loss_bbox: 0.1587, loss_iou: 0.3453, d0.loss_cls: 0.2559, d0.loss_bbox: 0.1638, d0.loss_iou: 0.3563, d1.loss_cls: 0.2200, d1.loss_bbox: 0.1617, d1.loss_iou: 0.3484, d2.loss_cls: 0.2015, d2.loss_bbox: 0.1603, d2.loss_iou: 0.3453, d3.loss_cls: 0.1956, d3.loss_bbox: 0.1588, d3.loss_iou: 0.3448, d4.loss_cls: 0.1929, d4.loss_bbox: 0.1581, d4.loss_iou: 0.3449, dn_loss_cls: 0.0282, dn_loss_bbox: 0.2508, dn_loss_iou: 0.3422, d0.dn_loss_cls: 0.0645, d0.dn_loss_bbox: 0.3804, d0.dn_loss_iou: 0.4704, d1.dn_loss_cls: 0.0381, d1.dn_loss_bbox: 0.2784, d1.dn_loss_iou: 0.3701, d2.dn_loss_cls: 0.0320, d2.dn_loss_bbox: 0.2572, d2.dn_loss_iou: 0.3498, d3.dn_loss_cls: 0.0300, d3.dn_loss_bbox: 0.2514, d3.dn_loss_iou: 0.3431, d4.dn_loss_cls: 0.0288, d4.dn_loss_bbox: 0.2508, d4.dn_loss_iou: 0.3421, loss: 9.2455, grad_norm: 23.9084 2023-11-22 23:37:53,849 - mmdet - INFO - Epoch [8][1150/7330] lr: 1.000e-05, eta: 6:50:04, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2347, interm_loss_bbox: 0.1876, interm_loss_iou: 0.4166, loss_cls: 0.1877, loss_bbox: 0.1513, loss_iou: 0.3589, d0.loss_cls: 0.2502, d0.loss_bbox: 0.1564, d0.loss_iou: 0.3688, d1.loss_cls: 0.2119, d1.loss_bbox: 0.1550, d1.loss_iou: 0.3624, d2.loss_cls: 0.1981, d2.loss_bbox: 0.1521, d2.loss_iou: 0.3587, d3.loss_cls: 0.1911, d3.loss_bbox: 0.1509, d3.loss_iou: 0.3582, d4.loss_cls: 0.1886, d4.loss_bbox: 0.1512, d4.loss_iou: 0.3579, dn_loss_cls: 0.0276, dn_loss_bbox: 0.2487, dn_loss_iou: 0.3473, d0.dn_loss_cls: 0.0615, d0.dn_loss_bbox: 0.3695, d0.dn_loss_iou: 0.4678, d1.dn_loss_cls: 0.0369, d1.dn_loss_bbox: 0.2734, d1.dn_loss_iou: 0.3728, d2.dn_loss_cls: 0.0308, d2.dn_loss_bbox: 0.2542, d2.dn_loss_iou: 0.3540, d3.dn_loss_cls: 0.0291, d3.dn_loss_bbox: 0.2492, d3.dn_loss_iou: 0.3482, d4.dn_loss_cls: 0.0280, d4.dn_loss_bbox: 0.2487, d4.dn_loss_iou: 0.3472, loss: 9.2435, grad_norm: 26.1480 2023-11-22 23:38:28,204 - mmdet - INFO - Epoch [8][1200/7330] lr: 1.000e-05, eta: 6:49:29, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2307, interm_loss_bbox: 0.1953, interm_loss_iou: 0.4109, loss_cls: 0.1866, loss_bbox: 0.1557, loss_iou: 0.3498, d0.loss_cls: 0.2491, d0.loss_bbox: 0.1605, d0.loss_iou: 0.3594, d1.loss_cls: 0.2101, d1.loss_bbox: 0.1586, d1.loss_iou: 0.3571, d2.loss_cls: 0.1974, d2.loss_bbox: 0.1556, d2.loss_iou: 0.3516, d3.loss_cls: 0.1909, d3.loss_bbox: 0.1556, d3.loss_iou: 0.3495, d4.loss_cls: 0.1883, d4.loss_bbox: 0.1551, d4.loss_iou: 0.3491, dn_loss_cls: 0.0279, dn_loss_bbox: 0.2501, dn_loss_iou: 0.3516, d0.dn_loss_cls: 0.0628, d0.dn_loss_bbox: 0.3625, d0.dn_loss_iou: 0.4681, d1.dn_loss_cls: 0.0379, d1.dn_loss_bbox: 0.2744, d1.dn_loss_iou: 0.3765, d2.dn_loss_cls: 0.0319, d2.dn_loss_bbox: 0.2555, d2.dn_loss_iou: 0.3578, d3.dn_loss_cls: 0.0297, d3.dn_loss_bbox: 0.2506, d3.dn_loss_iou: 0.3525, d4.dn_loss_cls: 0.0284, d4.dn_loss_bbox: 0.2501, d4.dn_loss_iou: 0.3515, loss: 9.2368, grad_norm: 26.2493 2023-11-22 23:39:02,733 - mmdet - INFO - Epoch [8][1250/7330] lr: 1.000e-05, eta: 6:48:54, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2375, interm_loss_bbox: 0.1920, interm_loss_iou: 0.4180, loss_cls: 0.1915, loss_bbox: 0.1561, loss_iou: 0.3617, d0.loss_cls: 0.2557, d0.loss_bbox: 0.1586, d0.loss_iou: 0.3691, d1.loss_cls: 0.2163, d1.loss_bbox: 0.1599, d1.loss_iou: 0.3657, d2.loss_cls: 0.2027, d2.loss_bbox: 0.1565, d2.loss_iou: 0.3624, d3.loss_cls: 0.1956, d3.loss_bbox: 0.1565, d3.loss_iou: 0.3617, d4.loss_cls: 0.1922, d4.loss_bbox: 0.1567, d4.loss_iou: 0.3618, dn_loss_cls: 0.0283, dn_loss_bbox: 0.2417, dn_loss_iou: 0.3470, d0.dn_loss_cls: 0.0639, d0.dn_loss_bbox: 0.3636, d0.dn_loss_iou: 0.4705, d1.dn_loss_cls: 0.0378, d1.dn_loss_bbox: 0.2666, d1.dn_loss_iou: 0.3738, d2.dn_loss_cls: 0.0316, d2.dn_loss_bbox: 0.2471, d2.dn_loss_iou: 0.3539, d3.dn_loss_cls: 0.0298, d3.dn_loss_bbox: 0.2423, d3.dn_loss_iou: 0.3477, d4.dn_loss_cls: 0.0286, d4.dn_loss_bbox: 0.2417, d4.dn_loss_iou: 0.3468, loss: 9.2909, grad_norm: 26.5575 2023-11-22 23:39:37,164 - mmdet - INFO - Epoch [8][1300/7330] lr: 1.000e-05, eta: 6:48:20, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2349, interm_loss_bbox: 0.1828, interm_loss_iou: 0.4068, loss_cls: 0.1892, loss_bbox: 0.1516, loss_iou: 0.3519, d0.loss_cls: 0.2549, d0.loss_bbox: 0.1531, d0.loss_iou: 0.3587, d1.loss_cls: 0.2141, d1.loss_bbox: 0.1528, d1.loss_iou: 0.3559, d2.loss_cls: 0.1989, d2.loss_bbox: 0.1510, d2.loss_iou: 0.3525, d3.loss_cls: 0.1936, d3.loss_bbox: 0.1505, d3.loss_iou: 0.3516, d4.loss_cls: 0.1903, d4.loss_bbox: 0.1513, d4.loss_iou: 0.3518, dn_loss_cls: 0.0265, dn_loss_bbox: 0.2466, dn_loss_iou: 0.3378, d0.dn_loss_cls: 0.0628, d0.dn_loss_bbox: 0.3721, d0.dn_loss_iou: 0.4606, d1.dn_loss_cls: 0.0363, d1.dn_loss_bbox: 0.2728, d1.dn_loss_iou: 0.3636, d2.dn_loss_cls: 0.0301, d2.dn_loss_bbox: 0.2522, d2.dn_loss_iou: 0.3442, d3.dn_loss_cls: 0.0281, d3.dn_loss_bbox: 0.2474, d3.dn_loss_iou: 0.3386, d4.dn_loss_cls: 0.0270, d4.dn_loss_bbox: 0.2466, d4.dn_loss_iou: 0.3377, loss: 9.1292, grad_norm: 28.1747 2023-11-22 23:40:11,404 - mmdet - INFO - Epoch [8][1350/7330] lr: 1.000e-05, eta: 6:47:45, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2388, interm_loss_bbox: 0.1880, interm_loss_iou: 0.4101, loss_cls: 0.1947, loss_bbox: 0.1524, loss_iou: 0.3542, d0.loss_cls: 0.2554, d0.loss_bbox: 0.1585, d0.loss_iou: 0.3662, d1.loss_cls: 0.2195, d1.loss_bbox: 0.1555, d1.loss_iou: 0.3578, d2.loss_cls: 0.2052, d2.loss_bbox: 0.1522, d2.loss_iou: 0.3540, d3.loss_cls: 0.1999, d3.loss_bbox: 0.1512, d3.loss_iou: 0.3529, d4.loss_cls: 0.1960, d4.loss_bbox: 0.1520, d4.loss_iou: 0.3531, dn_loss_cls: 0.0272, dn_loss_bbox: 0.2569, dn_loss_iou: 0.3394, d0.dn_loss_cls: 0.0604, d0.dn_loss_bbox: 0.3787, d0.dn_loss_iou: 0.4597, d1.dn_loss_cls: 0.0360, d1.dn_loss_bbox: 0.2843, d1.dn_loss_iou: 0.3657, d2.dn_loss_cls: 0.0305, d2.dn_loss_bbox: 0.2629, d2.dn_loss_iou: 0.3466, d3.dn_loss_cls: 0.0288, d3.dn_loss_bbox: 0.2574, d3.dn_loss_iou: 0.3404, d4.dn_loss_cls: 0.0276, d4.dn_loss_bbox: 0.2569, d4.dn_loss_iou: 0.3393, loss: 9.2662, grad_norm: 26.2079 2023-11-22 23:40:46,603 - mmdet - INFO - Epoch [8][1400/7330] lr: 1.000e-05, eta: 6:47:10, time: 0.704, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2314, interm_loss_bbox: 0.1743, interm_loss_iou: 0.4147, loss_cls: 0.1889, loss_bbox: 0.1435, loss_iou: 0.3609, d0.loss_cls: 0.2512, d0.loss_bbox: 0.1470, d0.loss_iou: 0.3691, d1.loss_cls: 0.2104, d1.loss_bbox: 0.1462, d1.loss_iou: 0.3658, d2.loss_cls: 0.1976, d2.loss_bbox: 0.1444, d2.loss_iou: 0.3621, d3.loss_cls: 0.1920, d3.loss_bbox: 0.1438, d3.loss_iou: 0.3610, d4.loss_cls: 0.1898, d4.loss_bbox: 0.1431, d4.loss_iou: 0.3603, dn_loss_cls: 0.0279, dn_loss_bbox: 0.2250, dn_loss_iou: 0.3431, d0.dn_loss_cls: 0.0612, d0.dn_loss_bbox: 0.3357, d0.dn_loss_iou: 0.4626, d1.dn_loss_cls: 0.0364, d1.dn_loss_bbox: 0.2477, d1.dn_loss_iou: 0.3678, d2.dn_loss_cls: 0.0311, d2.dn_loss_bbox: 0.2300, d2.dn_loss_iou: 0.3491, d3.dn_loss_cls: 0.0294, d3.dn_loss_bbox: 0.2256, d3.dn_loss_iou: 0.3438, d4.dn_loss_cls: 0.0283, d4.dn_loss_bbox: 0.2250, d4.dn_loss_iou: 0.3430, loss: 9.0102, grad_norm: 25.2311 2023-11-22 23:41:20,726 - mmdet - INFO - Epoch [8][1450/7330] lr: 1.000e-05, eta: 6:46:35, time: 0.682, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2382, interm_loss_bbox: 0.1854, interm_loss_iou: 0.4270, loss_cls: 0.1951, loss_bbox: 0.1503, loss_iou: 0.3707, d0.loss_cls: 0.2559, d0.loss_bbox: 0.1549, d0.loss_iou: 0.3791, d1.loss_cls: 0.2175, d1.loss_bbox: 0.1542, d1.loss_iou: 0.3758, d2.loss_cls: 0.2040, d2.loss_bbox: 0.1515, d2.loss_iou: 0.3720, d3.loss_cls: 0.1982, d3.loss_bbox: 0.1512, d3.loss_iou: 0.3710, d4.loss_cls: 0.1952, d4.loss_bbox: 0.1507, d4.loss_iou: 0.3706, dn_loss_cls: 0.0273, dn_loss_bbox: 0.2492, dn_loss_iou: 0.3568, d0.dn_loss_cls: 0.0612, d0.dn_loss_bbox: 0.3710, d0.dn_loss_iou: 0.4780, d1.dn_loss_cls: 0.0362, d1.dn_loss_bbox: 0.2747, d1.dn_loss_iou: 0.3823, d2.dn_loss_cls: 0.0305, d2.dn_loss_bbox: 0.2544, d2.dn_loss_iou: 0.3637, d3.dn_loss_cls: 0.0289, d3.dn_loss_bbox: 0.2496, d3.dn_loss_iou: 0.3576, d4.dn_loss_cls: 0.0278, d4.dn_loss_bbox: 0.2493, d4.dn_loss_iou: 0.3567, loss: 9.4237, grad_norm: 26.2854 2023-11-22 23:41:55,059 - mmdet - INFO - Epoch [8][1500/7330] lr: 1.000e-05, eta: 6:46:00, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2265, interm_loss_bbox: 0.1908, interm_loss_iou: 0.4074, loss_cls: 0.1825, loss_bbox: 0.1515, loss_iou: 0.3486, d0.loss_cls: 0.2459, d0.loss_bbox: 0.1561, d0.loss_iou: 0.3562, d1.loss_cls: 0.2073, d1.loss_bbox: 0.1556, d1.loss_iou: 0.3542, d2.loss_cls: 0.1924, d2.loss_bbox: 0.1527, d2.loss_iou: 0.3505, d3.loss_cls: 0.1847, d3.loss_bbox: 0.1524, d3.loss_iou: 0.3505, d4.loss_cls: 0.1828, d4.loss_bbox: 0.1519, d4.loss_iou: 0.3493, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2493, dn_loss_iou: 0.3424, d0.dn_loss_cls: 0.0599, d0.dn_loss_bbox: 0.3726, d0.dn_loss_iou: 0.4630, d1.dn_loss_cls: 0.0341, d1.dn_loss_bbox: 0.2762, d1.dn_loss_iou: 0.3685, d2.dn_loss_cls: 0.0282, d2.dn_loss_bbox: 0.2556, d2.dn_loss_iou: 0.3491, d3.dn_loss_cls: 0.0261, d3.dn_loss_bbox: 0.2502, d3.dn_loss_iou: 0.3433, d4.dn_loss_cls: 0.0249, d4.dn_loss_bbox: 0.2493, d4.dn_loss_iou: 0.3423, loss: 9.1094, grad_norm: 27.2933 2023-11-22 23:42:28,889 - mmdet - INFO - Epoch [8][1550/7330] lr: 1.000e-05, eta: 6:45:25, time: 0.677, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2285, interm_loss_bbox: 0.1833, interm_loss_iou: 0.4002, loss_cls: 0.1839, loss_bbox: 0.1526, loss_iou: 0.3477, d0.loss_cls: 0.2455, d0.loss_bbox: 0.1552, d0.loss_iou: 0.3561, d1.loss_cls: 0.2089, d1.loss_bbox: 0.1531, d1.loss_iou: 0.3497, d2.loss_cls: 0.1934, d2.loss_bbox: 0.1527, d2.loss_iou: 0.3495, d3.loss_cls: 0.1864, d3.loss_bbox: 0.1536, d3.loss_iou: 0.3487, d4.loss_cls: 0.1844, d4.loss_bbox: 0.1530, d4.loss_iou: 0.3481, dn_loss_cls: 0.0255, dn_loss_bbox: 0.2348, dn_loss_iou: 0.3329, d0.dn_loss_cls: 0.0599, d0.dn_loss_bbox: 0.3571, d0.dn_loss_iou: 0.4565, d1.dn_loss_cls: 0.0344, d1.dn_loss_bbox: 0.2598, d1.dn_loss_iou: 0.3588, d2.dn_loss_cls: 0.0288, d2.dn_loss_bbox: 0.2403, d2.dn_loss_iou: 0.3395, d3.dn_loss_cls: 0.0270, d3.dn_loss_bbox: 0.2355, d3.dn_loss_iou: 0.3337, d4.dn_loss_cls: 0.0258, d4.dn_loss_bbox: 0.2348, d4.dn_loss_iou: 0.3328, loss: 8.9523, grad_norm: 29.6073 2023-11-22 23:43:03,194 - mmdet - INFO - Epoch [8][1600/7330] lr: 1.000e-05, eta: 6:44:50, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2326, interm_loss_bbox: 0.1812, interm_loss_iou: 0.3987, loss_cls: 0.1897, loss_bbox: 0.1502, loss_iou: 0.3460, d0.loss_cls: 0.2520, d0.loss_bbox: 0.1526, d0.loss_iou: 0.3557, d1.loss_cls: 0.2132, d1.loss_bbox: 0.1519, d1.loss_iou: 0.3519, d2.loss_cls: 0.1979, d2.loss_bbox: 0.1503, d2.loss_iou: 0.3481, d3.loss_cls: 0.1923, d3.loss_bbox: 0.1506, d3.loss_iou: 0.3465, d4.loss_cls: 0.1898, d4.loss_bbox: 0.1509, d4.loss_iou: 0.3466, dn_loss_cls: 0.0282, dn_loss_bbox: 0.2512, dn_loss_iou: 0.3408, d0.dn_loss_cls: 0.0617, d0.dn_loss_bbox: 0.3689, d0.dn_loss_iou: 0.4617, d1.dn_loss_cls: 0.0369, d1.dn_loss_bbox: 0.2742, d1.dn_loss_iou: 0.3661, d2.dn_loss_cls: 0.0314, d2.dn_loss_bbox: 0.2566, d2.dn_loss_iou: 0.3471, d3.dn_loss_cls: 0.0295, d3.dn_loss_bbox: 0.2517, d3.dn_loss_iou: 0.3415, d4.dn_loss_cls: 0.0287, d4.dn_loss_bbox: 0.2513, d4.dn_loss_iou: 0.3407, loss: 9.1170, grad_norm: 24.9484 2023-11-22 23:43:37,633 - mmdet - INFO - Epoch [8][1650/7330] lr: 1.000e-05, eta: 6:44:16, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2339, interm_loss_bbox: 0.1780, interm_loss_iou: 0.4131, loss_cls: 0.1875, loss_bbox: 0.1439, loss_iou: 0.3594, d0.loss_cls: 0.2528, d0.loss_bbox: 0.1481, d0.loss_iou: 0.3682, d1.loss_cls: 0.2121, d1.loss_bbox: 0.1471, d1.loss_iou: 0.3643, d2.loss_cls: 0.2003, d2.loss_bbox: 0.1419, d2.loss_iou: 0.3575, d3.loss_cls: 0.1921, d3.loss_bbox: 0.1423, d3.loss_iou: 0.3590, d4.loss_cls: 0.1885, d4.loss_bbox: 0.1431, d4.loss_iou: 0.3593, dn_loss_cls: 0.0285, dn_loss_bbox: 0.2503, dn_loss_iou: 0.3483, d0.dn_loss_cls: 0.0640, d0.dn_loss_bbox: 0.3711, d0.dn_loss_iou: 0.4705, d1.dn_loss_cls: 0.0377, d1.dn_loss_bbox: 0.2766, d1.dn_loss_iou: 0.3749, d2.dn_loss_cls: 0.0317, d2.dn_loss_bbox: 0.2564, d2.dn_loss_iou: 0.3558, d3.dn_loss_cls: 0.0298, d3.dn_loss_bbox: 0.2512, d3.dn_loss_iou: 0.3494, d4.dn_loss_cls: 0.0288, d4.dn_loss_bbox: 0.2503, d4.dn_loss_iou: 0.3482, loss: 9.2158, grad_norm: 27.0922 2023-11-22 23:44:12,548 - mmdet - INFO - Epoch [8][1700/7330] lr: 1.000e-05, eta: 6:43:41, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2380, interm_loss_bbox: 0.1733, interm_loss_iou: 0.4314, loss_cls: 0.1958, loss_bbox: 0.1426, loss_iou: 0.3826, d0.loss_cls: 0.2578, d0.loss_bbox: 0.1468, d0.loss_iou: 0.3889, d1.loss_cls: 0.2217, d1.loss_bbox: 0.1453, d1.loss_iou: 0.3857, d2.loss_cls: 0.2086, d2.loss_bbox: 0.1417, d2.loss_iou: 0.3816, d3.loss_cls: 0.2011, d3.loss_bbox: 0.1422, d3.loss_iou: 0.3826, d4.loss_cls: 0.1968, d4.loss_bbox: 0.1422, d4.loss_iou: 0.3828, dn_loss_cls: 0.0291, dn_loss_bbox: 0.2364, dn_loss_iou: 0.3589, d0.dn_loss_cls: 0.0618, d0.dn_loss_bbox: 0.3449, d0.dn_loss_iou: 0.4745, d1.dn_loss_cls: 0.0371, d1.dn_loss_bbox: 0.2566, d1.dn_loss_iou: 0.3826, d2.dn_loss_cls: 0.0319, d2.dn_loss_bbox: 0.2409, d2.dn_loss_iou: 0.3654, d3.dn_loss_cls: 0.0303, d3.dn_loss_bbox: 0.2369, d3.dn_loss_iou: 0.3599, d4.dn_loss_cls: 0.0294, d4.dn_loss_bbox: 0.2364, d4.dn_loss_iou: 0.3588, loss: 9.3612, grad_norm: 24.5009 2023-11-22 23:44:46,891 - mmdet - INFO - Epoch [8][1750/7330] lr: 1.000e-05, eta: 6:43:06, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2325, interm_loss_bbox: 0.1858, interm_loss_iou: 0.4193, loss_cls: 0.1897, loss_bbox: 0.1529, loss_iou: 0.3644, d0.loss_cls: 0.2481, d0.loss_bbox: 0.1566, d0.loss_iou: 0.3744, d1.loss_cls: 0.2131, d1.loss_bbox: 0.1560, d1.loss_iou: 0.3705, d2.loss_cls: 0.1992, d2.loss_bbox: 0.1539, d2.loss_iou: 0.3660, d3.loss_cls: 0.1935, d3.loss_bbox: 0.1519, d3.loss_iou: 0.3637, d4.loss_cls: 0.1904, d4.loss_bbox: 0.1525, d4.loss_iou: 0.3644, dn_loss_cls: 0.0283, dn_loss_bbox: 0.2513, dn_loss_iou: 0.3547, d0.dn_loss_cls: 0.0622, d0.dn_loss_bbox: 0.3718, d0.dn_loss_iou: 0.4789, d1.dn_loss_cls: 0.0376, d1.dn_loss_bbox: 0.2777, d1.dn_loss_iou: 0.3820, d2.dn_loss_cls: 0.0318, d2.dn_loss_bbox: 0.2569, d2.dn_loss_iou: 0.3619, d3.dn_loss_cls: 0.0299, d3.dn_loss_bbox: 0.2518, d3.dn_loss_iou: 0.3557, d4.dn_loss_cls: 0.0287, d4.dn_loss_bbox: 0.2514, d4.dn_loss_iou: 0.3547, loss: 9.3663, grad_norm: 24.8516 2023-11-22 23:45:21,563 - mmdet - INFO - Epoch [8][1800/7330] lr: 1.000e-05, eta: 6:42:32, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2318, interm_loss_bbox: 0.1815, interm_loss_iou: 0.4036, loss_cls: 0.1863, loss_bbox: 0.1478, loss_iou: 0.3493, d0.loss_cls: 0.2454, d0.loss_bbox: 0.1534, d0.loss_iou: 0.3585, d1.loss_cls: 0.2108, d1.loss_bbox: 0.1491, d1.loss_iou: 0.3525, d2.loss_cls: 0.1962, d2.loss_bbox: 0.1474, d2.loss_iou: 0.3496, d3.loss_cls: 0.1896, d3.loss_bbox: 0.1481, d3.loss_iou: 0.3501, d4.loss_cls: 0.1873, d4.loss_bbox: 0.1475, d4.loss_iou: 0.3487, dn_loss_cls: 0.0266, dn_loss_bbox: 0.2449, dn_loss_iou: 0.3387, d0.dn_loss_cls: 0.0606, d0.dn_loss_bbox: 0.3674, d0.dn_loss_iou: 0.4624, d1.dn_loss_cls: 0.0355, d1.dn_loss_bbox: 0.2710, d1.dn_loss_iou: 0.3657, d2.dn_loss_cls: 0.0297, d2.dn_loss_bbox: 0.2514, d2.dn_loss_iou: 0.3461, d3.dn_loss_cls: 0.0279, d3.dn_loss_bbox: 0.2456, d3.dn_loss_iou: 0.3395, d4.dn_loss_cls: 0.0269, d4.dn_loss_bbox: 0.2449, d4.dn_loss_iou: 0.3386, loss: 9.0580, grad_norm: 24.8703 2023-11-22 23:45:58,772 - mmdet - INFO - Epoch [8][1850/7330] lr: 1.000e-05, eta: 6:41:59, time: 0.744, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2292, interm_loss_bbox: 0.1798, interm_loss_iou: 0.4070, loss_cls: 0.1830, loss_bbox: 0.1459, loss_iou: 0.3578, d0.loss_cls: 0.2458, d0.loss_bbox: 0.1518, d0.loss_iou: 0.3648, d1.loss_cls: 0.2071, d1.loss_bbox: 0.1522, d1.loss_iou: 0.3633, d2.loss_cls: 0.1955, d2.loss_bbox: 0.1465, d2.loss_iou: 0.3574, d3.loss_cls: 0.1884, d3.loss_bbox: 0.1456, d3.loss_iou: 0.3563, d4.loss_cls: 0.1845, d4.loss_bbox: 0.1455, d4.loss_iou: 0.3569, dn_loss_cls: 0.0273, dn_loss_bbox: 0.2272, dn_loss_iou: 0.3403, d0.dn_loss_cls: 0.0612, d0.dn_loss_bbox: 0.3437, d0.dn_loss_iou: 0.4609, d1.dn_loss_cls: 0.0365, d1.dn_loss_bbox: 0.2526, d1.dn_loss_iou: 0.3659, d2.dn_loss_cls: 0.0307, d2.dn_loss_bbox: 0.2323, d2.dn_loss_iou: 0.3469, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2279, d3.dn_loss_iou: 0.3412, d4.dn_loss_cls: 0.0277, d4.dn_loss_bbox: 0.2272, d4.dn_loss_iou: 0.3402, loss: 8.9828, grad_norm: 26.4169 2023-11-22 23:46:33,015 - mmdet - INFO - Epoch [8][1900/7330] lr: 1.000e-05, eta: 6:41:24, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2362, interm_loss_bbox: 0.1764, interm_loss_iou: 0.4212, loss_cls: 0.1940, loss_bbox: 0.1423, loss_iou: 0.3625, d0.loss_cls: 0.2537, d0.loss_bbox: 0.1498, d0.loss_iou: 0.3761, d1.loss_cls: 0.2179, d1.loss_bbox: 0.1456, d1.loss_iou: 0.3680, d2.loss_cls: 0.2044, d2.loss_bbox: 0.1425, d2.loss_iou: 0.3636, d3.loss_cls: 0.1978, d3.loss_bbox: 0.1425, d3.loss_iou: 0.3628, d4.loss_cls: 0.1942, d4.loss_bbox: 0.1425, d4.loss_iou: 0.3633, dn_loss_cls: 0.0285, dn_loss_bbox: 0.2271, dn_loss_iou: 0.3437, d0.dn_loss_cls: 0.0622, d0.dn_loss_bbox: 0.3426, d0.dn_loss_iou: 0.4674, d1.dn_loss_cls: 0.0374, d1.dn_loss_bbox: 0.2521, d1.dn_loss_iou: 0.3711, d2.dn_loss_cls: 0.0318, d2.dn_loss_bbox: 0.2334, d2.dn_loss_iou: 0.3510, d3.dn_loss_cls: 0.0300, d3.dn_loss_bbox: 0.2279, d3.dn_loss_iou: 0.3447, d4.dn_loss_cls: 0.0289, d4.dn_loss_bbox: 0.2270, d4.dn_loss_iou: 0.3436, loss: 9.1074, grad_norm: 27.4291 2023-11-22 23:47:07,059 - mmdet - INFO - Epoch [8][1950/7330] lr: 1.000e-05, eta: 6:40:49, time: 0.681, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2312, interm_loss_bbox: 0.1825, interm_loss_iou: 0.4079, loss_cls: 0.1830, loss_bbox: 0.1519, loss_iou: 0.3553, d0.loss_cls: 0.2476, d0.loss_bbox: 0.1555, d0.loss_iou: 0.3681, d1.loss_cls: 0.2078, d1.loss_bbox: 0.1540, d1.loss_iou: 0.3639, d2.loss_cls: 0.1929, d2.loss_bbox: 0.1521, d2.loss_iou: 0.3570, d3.loss_cls: 0.1870, d3.loss_bbox: 0.1514, d3.loss_iou: 0.3555, d4.loss_cls: 0.1839, d4.loss_bbox: 0.1517, d4.loss_iou: 0.3557, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2457, dn_loss_iou: 0.3299, d0.dn_loss_cls: 0.0610, d0.dn_loss_bbox: 0.3603, d0.dn_loss_iou: 0.4445, d1.dn_loss_cls: 0.0356, d1.dn_loss_bbox: 0.2699, d1.dn_loss_iou: 0.3550, d2.dn_loss_cls: 0.0295, d2.dn_loss_bbox: 0.2514, d2.dn_loss_iou: 0.3365, d3.dn_loss_cls: 0.0277, d3.dn_loss_bbox: 0.2464, d3.dn_loss_iou: 0.3309, d4.dn_loss_cls: 0.0267, d4.dn_loss_bbox: 0.2458, d4.dn_loss_iou: 0.3299, loss: 9.0486, grad_norm: 25.5990 2023-11-22 23:47:41,123 - mmdet - INFO - Epoch [8][2000/7330] lr: 1.000e-05, eta: 6:40:14, time: 0.681, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2275, interm_loss_bbox: 0.1837, interm_loss_iou: 0.3979, loss_cls: 0.1828, loss_bbox: 0.1514, loss_iou: 0.3450, d0.loss_cls: 0.2441, d0.loss_bbox: 0.1556, d0.loss_iou: 0.3548, d1.loss_cls: 0.2041, d1.loss_bbox: 0.1545, d1.loss_iou: 0.3511, d2.loss_cls: 0.1903, d2.loss_bbox: 0.1533, d2.loss_iou: 0.3482, d3.loss_cls: 0.1861, d3.loss_bbox: 0.1515, d3.loss_iou: 0.3457, d4.loss_cls: 0.1834, d4.loss_bbox: 0.1516, d4.loss_iou: 0.3449, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2349, dn_loss_iou: 0.3303, d0.dn_loss_cls: 0.0607, d0.dn_loss_bbox: 0.3542, d0.dn_loss_iou: 0.4507, d1.dn_loss_cls: 0.0354, d1.dn_loss_bbox: 0.2579, d1.dn_loss_iou: 0.3549, d2.dn_loss_cls: 0.0293, d2.dn_loss_bbox: 0.2399, d2.dn_loss_iou: 0.3366, d3.dn_loss_cls: 0.0276, d3.dn_loss_bbox: 0.2354, d3.dn_loss_iou: 0.3309, d4.dn_loss_cls: 0.0263, d4.dn_loss_bbox: 0.2349, d4.dn_loss_iou: 0.3302, loss: 8.9032, grad_norm: 29.7161 2023-11-22 23:48:16,123 - mmdet - INFO - Epoch [8][2050/7330] lr: 1.000e-05, eta: 6:39:39, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2326, interm_loss_bbox: 0.1759, interm_loss_iou: 0.4089, loss_cls: 0.1880, loss_bbox: 0.1453, loss_iou: 0.3577, d0.loss_cls: 0.2514, d0.loss_bbox: 0.1504, d0.loss_iou: 0.3665, d1.loss_cls: 0.2085, d1.loss_bbox: 0.1498, d1.loss_iou: 0.3649, d2.loss_cls: 0.1978, d2.loss_bbox: 0.1461, d2.loss_iou: 0.3588, d3.loss_cls: 0.1930, d3.loss_bbox: 0.1443, d3.loss_iou: 0.3564, d4.loss_cls: 0.1880, d4.loss_bbox: 0.1458, d4.loss_iou: 0.3584, dn_loss_cls: 0.0276, dn_loss_bbox: 0.2396, dn_loss_iou: 0.3491, d0.dn_loss_cls: 0.0611, d0.dn_loss_bbox: 0.3606, d0.dn_loss_iou: 0.4719, d1.dn_loss_cls: 0.0363, d1.dn_loss_bbox: 0.2648, d1.dn_loss_iou: 0.3756, d2.dn_loss_cls: 0.0302, d2.dn_loss_bbox: 0.2453, d2.dn_loss_iou: 0.3560, d3.dn_loss_cls: 0.0288, d3.dn_loss_bbox: 0.2403, d3.dn_loss_iou: 0.3500, d4.dn_loss_cls: 0.0278, d4.dn_loss_bbox: 0.2396, d4.dn_loss_iou: 0.3490, loss: 9.1417, grad_norm: 23.8034 2023-11-22 23:48:50,238 - mmdet - INFO - Epoch [8][2100/7330] lr: 1.000e-05, eta: 6:39:04, time: 0.683, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2346, interm_loss_bbox: 0.1783, interm_loss_iou: 0.4265, loss_cls: 0.1907, loss_bbox: 0.1447, loss_iou: 0.3681, d0.loss_cls: 0.2511, d0.loss_bbox: 0.1506, d0.loss_iou: 0.3834, d1.loss_cls: 0.2138, d1.loss_bbox: 0.1495, d1.loss_iou: 0.3743, d2.loss_cls: 0.2007, d2.loss_bbox: 0.1449, d2.loss_iou: 0.3681, d3.loss_cls: 0.1945, d3.loss_bbox: 0.1447, d3.loss_iou: 0.3683, d4.loss_cls: 0.1910, d4.loss_bbox: 0.1453, d4.loss_iou: 0.3684, dn_loss_cls: 0.0264, dn_loss_bbox: 0.2333, dn_loss_iou: 0.3411, d0.dn_loss_cls: 0.0617, d0.dn_loss_bbox: 0.3542, d0.dn_loss_iou: 0.4584, d1.dn_loss_cls: 0.0361, d1.dn_loss_bbox: 0.2604, d1.dn_loss_iou: 0.3662, d2.dn_loss_cls: 0.0300, d2.dn_loss_bbox: 0.2395, d2.dn_loss_iou: 0.3478, d3.dn_loss_cls: 0.0281, d3.dn_loss_bbox: 0.2341, d3.dn_loss_iou: 0.3421, d4.dn_loss_cls: 0.0268, d4.dn_loss_bbox: 0.2333, d4.dn_loss_iou: 0.3411, loss: 9.1521, grad_norm: 24.9535 2023-11-22 23:49:25,669 - mmdet - INFO - Epoch [8][2150/7330] lr: 1.000e-05, eta: 6:38:30, time: 0.708, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2287, interm_loss_bbox: 0.1780, interm_loss_iou: 0.3930, loss_cls: 0.1868, loss_bbox: 0.1467, loss_iou: 0.3390, d0.loss_cls: 0.2474, d0.loss_bbox: 0.1510, d0.loss_iou: 0.3510, d1.loss_cls: 0.2127, d1.loss_bbox: 0.1483, d1.loss_iou: 0.3431, d2.loss_cls: 0.1981, d2.loss_bbox: 0.1456, d2.loss_iou: 0.3389, d3.loss_cls: 0.1915, d3.loss_bbox: 0.1448, d3.loss_iou: 0.3373, d4.loss_cls: 0.1878, d4.loss_bbox: 0.1459, d4.loss_iou: 0.3386, dn_loss_cls: 0.0274, dn_loss_bbox: 0.2321, dn_loss_iou: 0.3354, d0.dn_loss_cls: 0.0608, d0.dn_loss_bbox: 0.3475, d0.dn_loss_iou: 0.4517, d1.dn_loss_cls: 0.0361, d1.dn_loss_bbox: 0.2562, d1.dn_loss_iou: 0.3593, d2.dn_loss_cls: 0.0304, d2.dn_loss_bbox: 0.2372, d2.dn_loss_iou: 0.3415, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2326, d3.dn_loss_iou: 0.3361, d4.dn_loss_cls: 0.0275, d4.dn_loss_bbox: 0.2321, d4.dn_loss_iou: 0.3353, loss: 8.8621, grad_norm: 25.7744 2023-11-22 23:50:00,107 - mmdet - INFO - Epoch [8][2200/7330] lr: 1.000e-05, eta: 6:37:55, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2316, interm_loss_bbox: 0.1773, interm_loss_iou: 0.4100, loss_cls: 0.1871, loss_bbox: 0.1454, loss_iou: 0.3586, d0.loss_cls: 0.2451, d0.loss_bbox: 0.1517, d0.loss_iou: 0.3691, d1.loss_cls: 0.2078, d1.loss_bbox: 0.1488, d1.loss_iou: 0.3664, d2.loss_cls: 0.1976, d2.loss_bbox: 0.1440, d2.loss_iou: 0.3576, d3.loss_cls: 0.1919, d3.loss_bbox: 0.1437, d3.loss_iou: 0.3571, d4.loss_cls: 0.1875, d4.loss_bbox: 0.1454, d4.loss_iou: 0.3588, dn_loss_cls: 0.0251, dn_loss_bbox: 0.2282, dn_loss_iou: 0.3404, d0.dn_loss_cls: 0.0593, d0.dn_loss_bbox: 0.3393, d0.dn_loss_iou: 0.4555, d1.dn_loss_cls: 0.0337, d1.dn_loss_bbox: 0.2503, d1.dn_loss_iou: 0.3644, d2.dn_loss_cls: 0.0280, d2.dn_loss_bbox: 0.2330, d2.dn_loss_iou: 0.3466, d3.dn_loss_cls: 0.0262, d3.dn_loss_bbox: 0.2288, d3.dn_loss_iou: 0.3412, d4.dn_loss_cls: 0.0254, d4.dn_loss_bbox: 0.2282, d4.dn_loss_iou: 0.3404, loss: 8.9763, grad_norm: 26.9286 2023-11-22 23:50:36,609 - mmdet - INFO - Epoch [8][2250/7330] lr: 1.000e-05, eta: 6:37:22, time: 0.730, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2305, interm_loss_bbox: 0.1865, interm_loss_iou: 0.4081, loss_cls: 0.1857, loss_bbox: 0.1514, loss_iou: 0.3511, d0.loss_cls: 0.2510, d0.loss_bbox: 0.1565, d0.loss_iou: 0.3602, d1.loss_cls: 0.2089, d1.loss_bbox: 0.1562, d1.loss_iou: 0.3572, d2.loss_cls: 0.1951, d2.loss_bbox: 0.1519, d2.loss_iou: 0.3527, d3.loss_cls: 0.1887, d3.loss_bbox: 0.1519, d3.loss_iou: 0.3514, d4.loss_cls: 0.1861, d4.loss_bbox: 0.1514, d4.loss_iou: 0.3509, dn_loss_cls: 0.0286, dn_loss_bbox: 0.2527, dn_loss_iou: 0.3378, d0.dn_loss_cls: 0.0626, d0.dn_loss_bbox: 0.3712, d0.dn_loss_iou: 0.4587, d1.dn_loss_cls: 0.0374, d1.dn_loss_bbox: 0.2783, d1.dn_loss_iou: 0.3640, d2.dn_loss_cls: 0.0316, d2.dn_loss_bbox: 0.2590, d2.dn_loss_iou: 0.3449, d3.dn_loss_cls: 0.0300, d3.dn_loss_bbox: 0.2536, d3.dn_loss_iou: 0.3389, d4.dn_loss_cls: 0.0289, d4.dn_loss_bbox: 0.2527, d4.dn_loss_iou: 0.3377, loss: 9.1520, grad_norm: 26.1539 2023-11-22 23:51:11,075 - mmdet - INFO - Epoch [8][2300/7330] lr: 1.000e-05, eta: 6:36:47, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2321, interm_loss_bbox: 0.1820, interm_loss_iou: 0.4142, loss_cls: 0.1916, loss_bbox: 0.1471, loss_iou: 0.3565, d0.loss_cls: 0.2490, d0.loss_bbox: 0.1533, d0.loss_iou: 0.3682, d1.loss_cls: 0.2140, d1.loss_bbox: 0.1512, d1.loss_iou: 0.3631, d2.loss_cls: 0.2002, d2.loss_bbox: 0.1480, d2.loss_iou: 0.3588, d3.loss_cls: 0.1941, d3.loss_bbox: 0.1485, d3.loss_iou: 0.3582, d4.loss_cls: 0.1905, d4.loss_bbox: 0.1487, d4.loss_iou: 0.3581, dn_loss_cls: 0.0273, dn_loss_bbox: 0.2431, dn_loss_iou: 0.3331, d0.dn_loss_cls: 0.0624, d0.dn_loss_bbox: 0.3678, d0.dn_loss_iou: 0.4548, d1.dn_loss_cls: 0.0364, d1.dn_loss_bbox: 0.2690, d1.dn_loss_iou: 0.3594, d2.dn_loss_cls: 0.0305, d2.dn_loss_bbox: 0.2487, d2.dn_loss_iou: 0.3400, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2436, d3.dn_loss_iou: 0.3339, d4.dn_loss_cls: 0.0275, d4.dn_loss_bbox: 0.2431, d4.dn_loss_iou: 0.3330, loss: 9.1091, grad_norm: 25.3969 2023-11-22 23:51:45,988 - mmdet - INFO - Epoch [8][2350/7330] lr: 1.000e-05, eta: 6:36:13, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2306, interm_loss_bbox: 0.1826, interm_loss_iou: 0.4209, loss_cls: 0.1865, loss_bbox: 0.1506, loss_iou: 0.3678, d0.loss_cls: 0.2474, d0.loss_bbox: 0.1535, d0.loss_iou: 0.3749, d1.loss_cls: 0.2130, d1.loss_bbox: 0.1506, d1.loss_iou: 0.3690, d2.loss_cls: 0.1987, d2.loss_bbox: 0.1490, d2.loss_iou: 0.3665, d3.loss_cls: 0.1908, d3.loss_bbox: 0.1499, d3.loss_iou: 0.3672, d4.loss_cls: 0.1879, d4.loss_bbox: 0.1498, d4.loss_iou: 0.3672, dn_loss_cls: 0.0286, dn_loss_bbox: 0.2395, dn_loss_iou: 0.3461, d0.dn_loss_cls: 0.0619, d0.dn_loss_bbox: 0.3510, d0.dn_loss_iou: 0.4641, d1.dn_loss_cls: 0.0371, d1.dn_loss_bbox: 0.2626, d1.dn_loss_iou: 0.3708, d2.dn_loss_cls: 0.0317, d2.dn_loss_bbox: 0.2442, d2.dn_loss_iou: 0.3521, d3.dn_loss_cls: 0.0299, d3.dn_loss_bbox: 0.2400, d3.dn_loss_iou: 0.3468, d4.dn_loss_cls: 0.0290, d4.dn_loss_bbox: 0.2396, d4.dn_loss_iou: 0.3460, loss: 9.1954, grad_norm: 24.5696 2023-11-22 23:52:21,041 - mmdet - INFO - Epoch [8][2400/7330] lr: 1.000e-05, eta: 6:35:38, time: 0.701, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2324, interm_loss_bbox: 0.1885, interm_loss_iou: 0.3940, loss_cls: 0.1863, loss_bbox: 0.1511, loss_iou: 0.3374, d0.loss_cls: 0.2479, d0.loss_bbox: 0.1584, d0.loss_iou: 0.3502, d1.loss_cls: 0.2080, d1.loss_bbox: 0.1558, d1.loss_iou: 0.3447, d2.loss_cls: 0.1956, d2.loss_bbox: 0.1521, d2.loss_iou: 0.3388, d3.loss_cls: 0.1902, d3.loss_bbox: 0.1508, d3.loss_iou: 0.3374, d4.loss_cls: 0.1875, d4.loss_bbox: 0.1508, d4.loss_iou: 0.3370, dn_loss_cls: 0.0273, dn_loss_bbox: 0.2529, dn_loss_iou: 0.3275, d0.dn_loss_cls: 0.0615, d0.dn_loss_bbox: 0.3769, d0.dn_loss_iou: 0.4494, d1.dn_loss_cls: 0.0360, d1.dn_loss_bbox: 0.2784, d1.dn_loss_iou: 0.3541, d2.dn_loss_cls: 0.0304, d2.dn_loss_bbox: 0.2588, d2.dn_loss_iou: 0.3346, d3.dn_loss_cls: 0.0286, d3.dn_loss_bbox: 0.2538, d3.dn_loss_iou: 0.3284, d4.dn_loss_cls: 0.0276, d4.dn_loss_bbox: 0.2529, d4.dn_loss_iou: 0.3274, loss: 9.0013, grad_norm: 25.7155 2023-11-22 23:52:55,670 - mmdet - INFO - Epoch [8][2450/7330] lr: 1.000e-05, eta: 6:35:03, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2375, interm_loss_bbox: 0.1772, interm_loss_iou: 0.4227, loss_cls: 0.1925, loss_bbox: 0.1429, loss_iou: 0.3686, d0.loss_cls: 0.2550, d0.loss_bbox: 0.1475, d0.loss_iou: 0.3778, d1.loss_cls: 0.2166, d1.loss_bbox: 0.1474, d1.loss_iou: 0.3736, d2.loss_cls: 0.2049, d2.loss_bbox: 0.1424, d2.loss_iou: 0.3692, d3.loss_cls: 0.1985, d3.loss_bbox: 0.1414, d3.loss_iou: 0.3672, d4.loss_cls: 0.1943, d4.loss_bbox: 0.1423, d4.loss_iou: 0.3677, dn_loss_cls: 0.0283, dn_loss_bbox: 0.2331, dn_loss_iou: 0.3428, d0.dn_loss_cls: 0.0631, d0.dn_loss_bbox: 0.3541, d0.dn_loss_iou: 0.4651, d1.dn_loss_cls: 0.0376, d1.dn_loss_bbox: 0.2582, d1.dn_loss_iou: 0.3686, d2.dn_loss_cls: 0.0317, d2.dn_loss_bbox: 0.2392, d2.dn_loss_iou: 0.3497, d3.dn_loss_cls: 0.0300, d3.dn_loss_bbox: 0.2338, d3.dn_loss_iou: 0.3438, d4.dn_loss_cls: 0.0288, d4.dn_loss_bbox: 0.2331, d4.dn_loss_iou: 0.3428, loss: 9.1709, grad_norm: 23.2296 2023-11-22 23:53:30,296 - mmdet - INFO - Epoch [8][2500/7330] lr: 1.000e-05, eta: 6:34:29, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2378, interm_loss_bbox: 0.1874, interm_loss_iou: 0.4338, loss_cls: 0.1946, loss_bbox: 0.1505, loss_iou: 0.3734, d0.loss_cls: 0.2566, d0.loss_bbox: 0.1593, d0.loss_iou: 0.3864, d1.loss_cls: 0.2180, d1.loss_bbox: 0.1558, d1.loss_iou: 0.3811, d2.loss_cls: 0.2060, d2.loss_bbox: 0.1505, d2.loss_iou: 0.3745, d3.loss_cls: 0.1992, d3.loss_bbox: 0.1499, d3.loss_iou: 0.3727, d4.loss_cls: 0.1952, d4.loss_bbox: 0.1508, d4.loss_iou: 0.3734, dn_loss_cls: 0.0267, dn_loss_bbox: 0.2370, dn_loss_iou: 0.3500, d0.dn_loss_cls: 0.0612, d0.dn_loss_bbox: 0.3539, d0.dn_loss_iou: 0.4701, d1.dn_loss_cls: 0.0356, d1.dn_loss_bbox: 0.2608, d1.dn_loss_iou: 0.3761, d2.dn_loss_cls: 0.0299, d2.dn_loss_bbox: 0.2426, d2.dn_loss_iou: 0.3568, d3.dn_loss_cls: 0.0282, d3.dn_loss_bbox: 0.2375, d3.dn_loss_iou: 0.3508, d4.dn_loss_cls: 0.0271, d4.dn_loss_bbox: 0.2370, d4.dn_loss_iou: 0.3499, loss: 9.3382, grad_norm: 27.6188 2023-11-22 23:54:05,350 - mmdet - INFO - Epoch [8][2550/7330] lr: 1.000e-05, eta: 6:33:54, time: 0.701, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2308, interm_loss_bbox: 0.1830, interm_loss_iou: 0.4047, loss_cls: 0.1902, loss_bbox: 0.1493, loss_iou: 0.3505, d0.loss_cls: 0.2523, d0.loss_bbox: 0.1518, d0.loss_iou: 0.3590, d1.loss_cls: 0.2119, d1.loss_bbox: 0.1536, d1.loss_iou: 0.3571, d2.loss_cls: 0.2002, d2.loss_bbox: 0.1500, d2.loss_iou: 0.3514, d3.loss_cls: 0.1937, d3.loss_bbox: 0.1495, d3.loss_iou: 0.3504, d4.loss_cls: 0.1914, d4.loss_bbox: 0.1489, d4.loss_iou: 0.3501, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2365, dn_loss_iou: 0.3370, d0.dn_loss_cls: 0.0597, d0.dn_loss_bbox: 0.3492, d0.dn_loss_iou: 0.4555, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2595, d1.dn_loss_iou: 0.3624, d2.dn_loss_cls: 0.0293, d2.dn_loss_bbox: 0.2413, d2.dn_loss_iou: 0.3435, d3.dn_loss_cls: 0.0274, d3.dn_loss_bbox: 0.2372, d3.dn_loss_iou: 0.3377, d4.dn_loss_cls: 0.0264, d4.dn_loss_bbox: 0.2365, d4.dn_loss_iou: 0.3369, loss: 9.0166, grad_norm: 27.7679 2023-11-22 23:54:39,938 - mmdet - INFO - Epoch [8][2600/7330] lr: 1.000e-05, eta: 6:33:20, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2316, interm_loss_bbox: 0.1822, interm_loss_iou: 0.4134, loss_cls: 0.1892, loss_bbox: 0.1456, loss_iou: 0.3548, d0.loss_cls: 0.2497, d0.loss_bbox: 0.1497, d0.loss_iou: 0.3639, d1.loss_cls: 0.2132, d1.loss_bbox: 0.1495, d1.loss_iou: 0.3592, d2.loss_cls: 0.1993, d2.loss_bbox: 0.1468, d2.loss_iou: 0.3555, d3.loss_cls: 0.1934, d3.loss_bbox: 0.1449, d3.loss_iou: 0.3543, d4.loss_cls: 0.1895, d4.loss_bbox: 0.1461, d4.loss_iou: 0.3554, dn_loss_cls: 0.0255, dn_loss_bbox: 0.2386, dn_loss_iou: 0.3381, d0.dn_loss_cls: 0.0618, d0.dn_loss_bbox: 0.3580, d0.dn_loss_iou: 0.4622, d1.dn_loss_cls: 0.0351, d1.dn_loss_bbox: 0.2629, d1.dn_loss_iou: 0.3649, d2.dn_loss_cls: 0.0289, d2.dn_loss_bbox: 0.2439, d2.dn_loss_iou: 0.3445, d3.dn_loss_cls: 0.0271, d3.dn_loss_bbox: 0.2392, d3.dn_loss_iou: 0.3388, d4.dn_loss_cls: 0.0259, d4.dn_loss_bbox: 0.2387, d4.dn_loss_iou: 0.3380, loss: 9.0594, grad_norm: 25.5555 2023-11-22 23:55:14,369 - mmdet - INFO - Epoch [8][2650/7330] lr: 1.000e-05, eta: 6:32:45, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2290, interm_loss_bbox: 0.1756, interm_loss_iou: 0.4095, loss_cls: 0.1827, loss_bbox: 0.1467, loss_iou: 0.3597, d0.loss_cls: 0.2461, d0.loss_bbox: 0.1486, d0.loss_iou: 0.3638, d1.loss_cls: 0.2082, d1.loss_bbox: 0.1488, d1.loss_iou: 0.3626, d2.loss_cls: 0.1939, d2.loss_bbox: 0.1460, d2.loss_iou: 0.3604, d3.loss_cls: 0.1880, d3.loss_bbox: 0.1453, d3.loss_iou: 0.3588, d4.loss_cls: 0.1839, d4.loss_bbox: 0.1464, d4.loss_iou: 0.3597, dn_loss_cls: 0.0262, dn_loss_bbox: 0.2340, dn_loss_iou: 0.3299, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3511, d0.dn_loss_iou: 0.4486, d1.dn_loss_cls: 0.0357, d1.dn_loss_bbox: 0.2578, d1.dn_loss_iou: 0.3542, d2.dn_loss_cls: 0.0299, d2.dn_loss_bbox: 0.2393, d2.dn_loss_iou: 0.3361, d3.dn_loss_cls: 0.0280, d3.dn_loss_bbox: 0.2347, d3.dn_loss_iou: 0.3308, d4.dn_loss_cls: 0.0269, d4.dn_loss_bbox: 0.2340, d4.dn_loss_iou: 0.3299, loss: 8.9511, grad_norm: 25.6762 2023-11-22 23:55:49,480 - mmdet - INFO - Epoch [8][2700/7330] lr: 1.000e-05, eta: 6:32:11, time: 0.702, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2384, interm_loss_bbox: 0.1877, interm_loss_iou: 0.4141, loss_cls: 0.1913, loss_bbox: 0.1590, loss_iou: 0.3624, d0.loss_cls: 0.2534, d0.loss_bbox: 0.1607, d0.loss_iou: 0.3701, d1.loss_cls: 0.2176, d1.loss_bbox: 0.1599, d1.loss_iou: 0.3659, d2.loss_cls: 0.2042, d2.loss_bbox: 0.1571, d2.loss_iou: 0.3628, d3.loss_cls: 0.1970, d3.loss_bbox: 0.1577, d3.loss_iou: 0.3618, d4.loss_cls: 0.1928, d4.loss_bbox: 0.1593, d4.loss_iou: 0.3617, dn_loss_cls: 0.0284, dn_loss_bbox: 0.2498, dn_loss_iou: 0.3377, d0.dn_loss_cls: 0.0629, d0.dn_loss_bbox: 0.3681, d0.dn_loss_iou: 0.4581, d1.dn_loss_cls: 0.0370, d1.dn_loss_bbox: 0.2755, d1.dn_loss_iou: 0.3630, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2553, d2.dn_loss_iou: 0.3446, d3.dn_loss_cls: 0.0298, d3.dn_loss_bbox: 0.2500, d3.dn_loss_iou: 0.3383, d4.dn_loss_cls: 0.0286, d4.dn_loss_bbox: 0.2498, d4.dn_loss_iou: 0.3376, loss: 9.2808, grad_norm: 27.0308 2023-11-22 23:56:23,780 - mmdet - INFO - Epoch [8][2750/7330] lr: 1.000e-05, eta: 6:31:36, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2304, interm_loss_bbox: 0.1860, interm_loss_iou: 0.3996, loss_cls: 0.1881, loss_bbox: 0.1516, loss_iou: 0.3508, d0.loss_cls: 0.2524, d0.loss_bbox: 0.1533, d0.loss_iou: 0.3554, d1.loss_cls: 0.2109, d1.loss_bbox: 0.1537, d1.loss_iou: 0.3550, d2.loss_cls: 0.1962, d2.loss_bbox: 0.1530, d2.loss_iou: 0.3534, d3.loss_cls: 0.1900, d3.loss_bbox: 0.1527, d3.loss_iou: 0.3517, d4.loss_cls: 0.1882, d4.loss_bbox: 0.1520, d4.loss_iou: 0.3513, dn_loss_cls: 0.0263, dn_loss_bbox: 0.2500, dn_loss_iou: 0.3433, d0.dn_loss_cls: 0.0612, d0.dn_loss_bbox: 0.3688, d0.dn_loss_iou: 0.4630, d1.dn_loss_cls: 0.0360, d1.dn_loss_bbox: 0.2745, d1.dn_loss_iou: 0.3692, d2.dn_loss_cls: 0.0302, d2.dn_loss_bbox: 0.2550, d2.dn_loss_iou: 0.3494, d3.dn_loss_cls: 0.0281, d3.dn_loss_bbox: 0.2504, d3.dn_loss_iou: 0.3439, d4.dn_loss_cls: 0.0268, d4.dn_loss_bbox: 0.2500, d4.dn_loss_iou: 0.3432, loss: 9.1448, grad_norm: 26.0905 2023-11-22 23:56:58,239 - mmdet - INFO - Epoch [8][2800/7330] lr: 1.000e-05, eta: 6:31:01, time: 0.689, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2317, interm_loss_bbox: 0.1870, interm_loss_iou: 0.4069, loss_cls: 0.1873, loss_bbox: 0.1517, loss_iou: 0.3498, d0.loss_cls: 0.2523, d0.loss_bbox: 0.1545, d0.loss_iou: 0.3591, d1.loss_cls: 0.2116, d1.loss_bbox: 0.1545, d1.loss_iou: 0.3546, d2.loss_cls: 0.1968, d2.loss_bbox: 0.1527, d2.loss_iou: 0.3510, d3.loss_cls: 0.1912, d3.loss_bbox: 0.1513, d3.loss_iou: 0.3498, d4.loss_cls: 0.1869, d4.loss_bbox: 0.1524, d4.loss_iou: 0.3507, dn_loss_cls: 0.0278, dn_loss_bbox: 0.2431, dn_loss_iou: 0.3335, d0.dn_loss_cls: 0.0630, d0.dn_loss_bbox: 0.3632, d0.dn_loss_iou: 0.4524, d1.dn_loss_cls: 0.0370, d1.dn_loss_bbox: 0.2681, d1.dn_loss_iou: 0.3594, d2.dn_loss_cls: 0.0309, d2.dn_loss_bbox: 0.2486, d2.dn_loss_iou: 0.3403, d3.dn_loss_cls: 0.0291, d3.dn_loss_bbox: 0.2438, d3.dn_loss_iou: 0.3343, d4.dn_loss_cls: 0.0282, d4.dn_loss_bbox: 0.2432, d4.dn_loss_iou: 0.3334, loss: 9.0631, grad_norm: 25.2933 2023-11-22 23:57:32,676 - mmdet - INFO - Epoch [8][2850/7330] lr: 1.000e-05, eta: 6:30:26, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2339, interm_loss_bbox: 0.1817, interm_loss_iou: 0.4115, loss_cls: 0.1939, loss_bbox: 0.1493, loss_iou: 0.3558, d0.loss_cls: 0.2500, d0.loss_bbox: 0.1525, d0.loss_iou: 0.3667, d1.loss_cls: 0.2139, d1.loss_bbox: 0.1521, d1.loss_iou: 0.3616, d2.loss_cls: 0.2023, d2.loss_bbox: 0.1498, d2.loss_iou: 0.3574, d3.loss_cls: 0.1971, d3.loss_bbox: 0.1493, d3.loss_iou: 0.3554, d4.loss_cls: 0.1938, d4.loss_bbox: 0.1497, d4.loss_iou: 0.3559, dn_loss_cls: 0.0274, dn_loss_bbox: 0.2425, dn_loss_iou: 0.3370, d0.dn_loss_cls: 0.0622, d0.dn_loss_bbox: 0.3584, d0.dn_loss_iou: 0.4570, d1.dn_loss_cls: 0.0362, d1.dn_loss_bbox: 0.2665, d1.dn_loss_iou: 0.3620, d2.dn_loss_cls: 0.0306, d2.dn_loss_bbox: 0.2476, d2.dn_loss_iou: 0.3437, d3.dn_loss_cls: 0.0288, d3.dn_loss_bbox: 0.2430, d3.dn_loss_iou: 0.3379, d4.dn_loss_cls: 0.0277, d4.dn_loss_bbox: 0.2425, d4.dn_loss_iou: 0.3370, loss: 9.1218, grad_norm: 24.8874 2023-11-22 23:58:06,486 - mmdet - INFO - Epoch [8][2900/7330] lr: 1.000e-05, eta: 6:29:51, time: 0.676, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2300, interm_loss_bbox: 0.1943, interm_loss_iou: 0.4318, loss_cls: 0.1921, loss_bbox: 0.1568, loss_iou: 0.3695, d0.loss_cls: 0.2515, d0.loss_bbox: 0.1619, d0.loss_iou: 0.3818, d1.loss_cls: 0.2173, d1.loss_bbox: 0.1596, d1.loss_iou: 0.3743, d2.loss_cls: 0.2023, d2.loss_bbox: 0.1576, d2.loss_iou: 0.3702, d3.loss_cls: 0.1964, d3.loss_bbox: 0.1567, d3.loss_iou: 0.3696, d4.loss_cls: 0.1929, d4.loss_bbox: 0.1568, d4.loss_iou: 0.3696, dn_loss_cls: 0.0261, dn_loss_bbox: 0.2490, dn_loss_iou: 0.3481, d0.dn_loss_cls: 0.0609, d0.dn_loss_bbox: 0.3724, d0.dn_loss_iou: 0.4703, d1.dn_loss_cls: 0.0355, d1.dn_loss_bbox: 0.2733, d1.dn_loss_iou: 0.3738, d2.dn_loss_cls: 0.0295, d2.dn_loss_bbox: 0.2547, d2.dn_loss_iou: 0.3554, d3.dn_loss_cls: 0.0277, d3.dn_loss_bbox: 0.2498, d3.dn_loss_iou: 0.3490, d4.dn_loss_cls: 0.0265, d4.dn_loss_bbox: 0.2490, d4.dn_loss_iou: 0.3480, loss: 9.3923, grad_norm: 26.2388 2023-11-22 23:58:41,316 - mmdet - INFO - Epoch [8][2950/7330] lr: 1.000e-05, eta: 6:29:16, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2313, interm_loss_bbox: 0.1843, interm_loss_iou: 0.4223, loss_cls: 0.1894, loss_bbox: 0.1483, loss_iou: 0.3666, d0.loss_cls: 0.2491, d0.loss_bbox: 0.1552, d0.loss_iou: 0.3771, d1.loss_cls: 0.2143, d1.loss_bbox: 0.1503, d1.loss_iou: 0.3702, d2.loss_cls: 0.1996, d2.loss_bbox: 0.1487, d2.loss_iou: 0.3666, d3.loss_cls: 0.1941, d3.loss_bbox: 0.1479, d3.loss_iou: 0.3649, d4.loss_cls: 0.1910, d4.loss_bbox: 0.1480, d4.loss_iou: 0.3659, dn_loss_cls: 0.0279, dn_loss_bbox: 0.2426, dn_loss_iou: 0.3505, d0.dn_loss_cls: 0.0631, d0.dn_loss_bbox: 0.3602, d0.dn_loss_iou: 0.4714, d1.dn_loss_cls: 0.0376, d1.dn_loss_bbox: 0.2662, d1.dn_loss_iou: 0.3755, d2.dn_loss_cls: 0.0314, d2.dn_loss_bbox: 0.2479, d2.dn_loss_iou: 0.3568, d3.dn_loss_cls: 0.0295, d3.dn_loss_bbox: 0.2430, d3.dn_loss_iou: 0.3512, d4.dn_loss_cls: 0.0283, d4.dn_loss_bbox: 0.2427, d4.dn_loss_iou: 0.3505, loss: 9.2614, grad_norm: 25.1763 2023-11-22 23:59:16,880 - mmdet - INFO - Epoch [8][3000/7330] lr: 1.000e-05, eta: 6:28:42, time: 0.711, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2322, interm_loss_bbox: 0.1846, interm_loss_iou: 0.4104, loss_cls: 0.1921, loss_bbox: 0.1506, loss_iou: 0.3523, d0.loss_cls: 0.2521, d0.loss_bbox: 0.1548, d0.loss_iou: 0.3648, d1.loss_cls: 0.2166, d1.loss_bbox: 0.1542, d1.loss_iou: 0.3585, d2.loss_cls: 0.2027, d2.loss_bbox: 0.1509, d2.loss_iou: 0.3540, d3.loss_cls: 0.1961, d3.loss_bbox: 0.1493, d3.loss_iou: 0.3523, d4.loss_cls: 0.1927, d4.loss_bbox: 0.1504, d4.loss_iou: 0.3520, dn_loss_cls: 0.0268, dn_loss_bbox: 0.2461, dn_loss_iou: 0.3483, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3620, d0.dn_loss_iou: 0.4652, d1.dn_loss_cls: 0.0359, d1.dn_loss_bbox: 0.2706, d1.dn_loss_iou: 0.3740, d2.dn_loss_cls: 0.0302, d2.dn_loss_bbox: 0.2515, d2.dn_loss_iou: 0.3548, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2466, d3.dn_loss_iou: 0.3491, d4.dn_loss_cls: 0.0273, d4.dn_loss_bbox: 0.2461, d4.dn_loss_iou: 0.3483, loss: 9.1948, grad_norm: 25.1489 2023-11-22 23:59:51,163 - mmdet - INFO - Epoch [8][3050/7330] lr: 1.000e-05, eta: 6:28:07, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2320, interm_loss_bbox: 0.1822, interm_loss_iou: 0.4104, loss_cls: 0.1916, loss_bbox: 0.1491, loss_iou: 0.3561, d0.loss_cls: 0.2477, d0.loss_bbox: 0.1553, d0.loss_iou: 0.3675, d1.loss_cls: 0.2127, d1.loss_bbox: 0.1535, d1.loss_iou: 0.3622, d2.loss_cls: 0.2015, d2.loss_bbox: 0.1488, d2.loss_iou: 0.3569, d3.loss_cls: 0.1959, d3.loss_bbox: 0.1483, d3.loss_iou: 0.3552, d4.loss_cls: 0.1926, d4.loss_bbox: 0.1493, d4.loss_iou: 0.3556, dn_loss_cls: 0.0282, dn_loss_bbox: 0.2453, dn_loss_iou: 0.3420, d0.dn_loss_cls: 0.0616, d0.dn_loss_bbox: 0.3640, d0.dn_loss_iou: 0.4611, d1.dn_loss_cls: 0.0363, d1.dn_loss_bbox: 0.2690, d1.dn_loss_iou: 0.3664, d2.dn_loss_cls: 0.0311, d2.dn_loss_bbox: 0.2507, d2.dn_loss_iou: 0.3484, d3.dn_loss_cls: 0.0293, d3.dn_loss_bbox: 0.2458, d3.dn_loss_iou: 0.3427, d4.dn_loss_cls: 0.0285, d4.dn_loss_bbox: 0.2453, d4.dn_loss_iou: 0.3419, loss: 9.1617, grad_norm: 25.9568 2023-11-23 00:00:25,371 - mmdet - INFO - Epoch [8][3100/7330] lr: 1.000e-05, eta: 6:27:32, time: 0.684, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2295, interm_loss_bbox: 0.1851, interm_loss_iou: 0.4213, loss_cls: 0.1893, loss_bbox: 0.1473, loss_iou: 0.3606, d0.loss_cls: 0.2435, d0.loss_bbox: 0.1572, d0.loss_iou: 0.3764, d1.loss_cls: 0.2105, d1.loss_bbox: 0.1527, d1.loss_iou: 0.3689, d2.loss_cls: 0.1991, d2.loss_bbox: 0.1484, d2.loss_iou: 0.3625, d3.loss_cls: 0.1939, d3.loss_bbox: 0.1467, d3.loss_iou: 0.3598, d4.loss_cls: 0.1904, d4.loss_bbox: 0.1470, d4.loss_iou: 0.3602, dn_loss_cls: 0.0271, dn_loss_bbox: 0.2343, dn_loss_iou: 0.3464, d0.dn_loss_cls: 0.0627, d0.dn_loss_bbox: 0.3507, d0.dn_loss_iou: 0.4653, d1.dn_loss_cls: 0.0368, d1.dn_loss_bbox: 0.2605, d1.dn_loss_iou: 0.3718, d2.dn_loss_cls: 0.0307, d2.dn_loss_bbox: 0.2405, d2.dn_loss_iou: 0.3531, d3.dn_loss_cls: 0.0286, d3.dn_loss_bbox: 0.2352, d3.dn_loss_iou: 0.3472, d4.dn_loss_cls: 0.0275, d4.dn_loss_bbox: 0.2343, d4.dn_loss_iou: 0.3463, loss: 9.1494, grad_norm: 26.8249 2023-11-23 00:00:59,481 - mmdet - INFO - Epoch [8][3150/7330] lr: 1.000e-05, eta: 6:26:57, time: 0.682, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2341, interm_loss_bbox: 0.1837, interm_loss_iou: 0.4150, loss_cls: 0.1955, loss_bbox: 0.1485, loss_iou: 0.3594, d0.loss_cls: 0.2523, d0.loss_bbox: 0.1560, d0.loss_iou: 0.3725, d1.loss_cls: 0.2165, d1.loss_bbox: 0.1533, d1.loss_iou: 0.3678, d2.loss_cls: 0.2063, d2.loss_bbox: 0.1473, d2.loss_iou: 0.3592, d3.loss_cls: 0.1997, d3.loss_bbox: 0.1480, d3.loss_iou: 0.3586, d4.loss_cls: 0.1960, d4.loss_bbox: 0.1480, d4.loss_iou: 0.3590, dn_loss_cls: 0.0264, dn_loss_bbox: 0.2505, dn_loss_iou: 0.3533, d0.dn_loss_cls: 0.0615, d0.dn_loss_bbox: 0.3661, d0.dn_loss_iou: 0.4734, d1.dn_loss_cls: 0.0358, d1.dn_loss_bbox: 0.2738, d1.dn_loss_iou: 0.3786, d2.dn_loss_cls: 0.0299, d2.dn_loss_bbox: 0.2557, d2.dn_loss_iou: 0.3598, d3.dn_loss_cls: 0.0280, d3.dn_loss_bbox: 0.2509, d3.dn_loss_iou: 0.3542, d4.dn_loss_cls: 0.0268, d4.dn_loss_bbox: 0.2506, d4.dn_loss_iou: 0.3532, loss: 9.3054, grad_norm: 26.0730 2023-11-23 00:01:34,474 - mmdet - INFO - Epoch [8][3200/7330] lr: 1.000e-05, eta: 6:26:23, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2373, interm_loss_bbox: 0.1825, interm_loss_iou: 0.4233, loss_cls: 0.1944, loss_bbox: 0.1462, loss_iou: 0.3680, d0.loss_cls: 0.2571, d0.loss_bbox: 0.1527, d0.loss_iou: 0.3785, d1.loss_cls: 0.2195, d1.loss_bbox: 0.1510, d1.loss_iou: 0.3746, d2.loss_cls: 0.2047, d2.loss_bbox: 0.1478, d2.loss_iou: 0.3694, d3.loss_cls: 0.1983, d3.loss_bbox: 0.1467, d3.loss_iou: 0.3675, d4.loss_cls: 0.1955, d4.loss_bbox: 0.1462, d4.loss_iou: 0.3675, dn_loss_cls: 0.0266, dn_loss_bbox: 0.2353, dn_loss_iou: 0.3371, d0.dn_loss_cls: 0.0599, d0.dn_loss_bbox: 0.3447, d0.dn_loss_iou: 0.4502, d1.dn_loss_cls: 0.0349, d1.dn_loss_bbox: 0.2575, d1.dn_loss_iou: 0.3611, d2.dn_loss_cls: 0.0293, d2.dn_loss_bbox: 0.2402, d2.dn_loss_iou: 0.3435, d3.dn_loss_cls: 0.0278, d3.dn_loss_bbox: 0.2359, d3.dn_loss_iou: 0.3380, d4.dn_loss_cls: 0.0269, d4.dn_loss_bbox: 0.2352, d4.dn_loss_iou: 0.3371, loss: 9.1498, grad_norm: 27.4770 2023-11-23 00:02:09,310 - mmdet - INFO - Epoch [8][3250/7330] lr: 1.000e-05, eta: 6:25:48, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2409, interm_loss_bbox: 0.1893, interm_loss_iou: 0.4275, loss_cls: 0.2007, loss_bbox: 0.1559, loss_iou: 0.3744, d0.loss_cls: 0.2615, d0.loss_bbox: 0.1633, d0.loss_iou: 0.3843, d1.loss_cls: 0.2240, d1.loss_bbox: 0.1612, d1.loss_iou: 0.3786, d2.loss_cls: 0.2103, d2.loss_bbox: 0.1582, d2.loss_iou: 0.3770, d3.loss_cls: 0.2053, d3.loss_bbox: 0.1566, d3.loss_iou: 0.3743, d4.loss_cls: 0.2021, d4.loss_bbox: 0.1557, d4.loss_iou: 0.3740, dn_loss_cls: 0.0283, dn_loss_bbox: 0.2575, dn_loss_iou: 0.3505, d0.dn_loss_cls: 0.0630, d0.dn_loss_bbox: 0.3817, d0.dn_loss_iou: 0.4721, d1.dn_loss_cls: 0.0381, d1.dn_loss_bbox: 0.2838, d1.dn_loss_iou: 0.3767, d2.dn_loss_cls: 0.0321, d2.dn_loss_bbox: 0.2626, d2.dn_loss_iou: 0.3569, d3.dn_loss_cls: 0.0301, d3.dn_loss_bbox: 0.2580, d3.dn_loss_iou: 0.3513, d4.dn_loss_cls: 0.0287, d4.dn_loss_bbox: 0.2575, d4.dn_loss_iou: 0.3504, loss: 9.5542, grad_norm: 27.2262 2023-11-23 00:02:48,345 - mmdet - INFO - Epoch [8][3300/7330] lr: 1.000e-05, eta: 6:25:17, time: 0.781, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2340, interm_loss_bbox: 0.1865, interm_loss_iou: 0.4097, loss_cls: 0.1907, loss_bbox: 0.1513, loss_iou: 0.3517, d0.loss_cls: 0.2541, d0.loss_bbox: 0.1550, d0.loss_iou: 0.3623, d1.loss_cls: 0.2128, d1.loss_bbox: 0.1550, d1.loss_iou: 0.3575, d2.loss_cls: 0.2029, d2.loss_bbox: 0.1506, d2.loss_iou: 0.3515, d3.loss_cls: 0.1965, d3.loss_bbox: 0.1487, d3.loss_iou: 0.3507, d4.loss_cls: 0.1922, d4.loss_bbox: 0.1507, d4.loss_iou: 0.3507, dn_loss_cls: 0.0274, dn_loss_bbox: 0.2444, dn_loss_iou: 0.3360, d0.dn_loss_cls: 0.0617, d0.dn_loss_bbox: 0.3675, d0.dn_loss_iou: 0.4541, d1.dn_loss_cls: 0.0367, d1.dn_loss_bbox: 0.2707, d1.dn_loss_iou: 0.3612, d2.dn_loss_cls: 0.0309, d2.dn_loss_bbox: 0.2507, d2.dn_loss_iou: 0.3431, d3.dn_loss_cls: 0.0289, d3.dn_loss_bbox: 0.2450, d3.dn_loss_iou: 0.3370, d4.dn_loss_cls: 0.0277, d4.dn_loss_bbox: 0.2445, d4.dn_loss_iou: 0.3360, loss: 9.1184, grad_norm: 26.9406 2023-11-23 00:03:22,767 - mmdet - INFO - Epoch [8][3350/7330] lr: 1.000e-05, eta: 6:24:42, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2424, interm_loss_bbox: 0.1868, interm_loss_iou: 0.4257, loss_cls: 0.1967, loss_bbox: 0.1539, loss_iou: 0.3726, d0.loss_cls: 0.2587, d0.loss_bbox: 0.1580, d0.loss_iou: 0.3822, d1.loss_cls: 0.2240, d1.loss_bbox: 0.1531, d1.loss_iou: 0.3743, d2.loss_cls: 0.2078, d2.loss_bbox: 0.1524, d2.loss_iou: 0.3711, d3.loss_cls: 0.2012, d3.loss_bbox: 0.1531, d3.loss_iou: 0.3706, d4.loss_cls: 0.1978, d4.loss_bbox: 0.1536, d4.loss_iou: 0.3721, dn_loss_cls: 0.0289, dn_loss_bbox: 0.2483, dn_loss_iou: 0.3518, d0.dn_loss_cls: 0.0633, d0.dn_loss_bbox: 0.3725, d0.dn_loss_iou: 0.4740, d1.dn_loss_cls: 0.0381, d1.dn_loss_bbox: 0.2749, d1.dn_loss_iou: 0.3783, d2.dn_loss_cls: 0.0322, d2.dn_loss_bbox: 0.2542, d2.dn_loss_iou: 0.3587, d3.dn_loss_cls: 0.0303, d3.dn_loss_bbox: 0.2490, d3.dn_loss_iou: 0.3528, d4.dn_loss_cls: 0.0293, d4.dn_loss_bbox: 0.2483, d4.dn_loss_iou: 0.3517, loss: 9.4449, grad_norm: 24.7311 2023-11-23 00:03:57,561 - mmdet - INFO - Epoch [8][3400/7330] lr: 1.000e-05, eta: 6:24:07, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2273, interm_loss_bbox: 0.1875, interm_loss_iou: 0.4021, loss_cls: 0.1864, loss_bbox: 0.1485, loss_iou: 0.3437, d0.loss_cls: 0.2454, d0.loss_bbox: 0.1550, d0.loss_iou: 0.3568, d1.loss_cls: 0.2088, d1.loss_bbox: 0.1529, d1.loss_iou: 0.3520, d2.loss_cls: 0.1957, d2.loss_bbox: 0.1490, d2.loss_iou: 0.3470, d3.loss_cls: 0.1898, d3.loss_bbox: 0.1483, d3.loss_iou: 0.3444, d4.loss_cls: 0.1881, d4.loss_bbox: 0.1473, d4.loss_iou: 0.3431, dn_loss_cls: 0.0281, dn_loss_bbox: 0.2400, dn_loss_iou: 0.3459, d0.dn_loss_cls: 0.0634, d0.dn_loss_bbox: 0.3619, d0.dn_loss_iou: 0.4692, d1.dn_loss_cls: 0.0375, d1.dn_loss_bbox: 0.2665, d1.dn_loss_iou: 0.3731, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2462, d2.dn_loss_iou: 0.3535, d3.dn_loss_cls: 0.0298, d3.dn_loss_bbox: 0.2407, d3.dn_loss_iou: 0.3467, d4.dn_loss_cls: 0.0286, d4.dn_loss_bbox: 0.2400, d4.dn_loss_iou: 0.3458, loss: 9.0675, grad_norm: 24.3906 2023-11-23 00:04:31,886 - mmdet - INFO - Epoch [8][3450/7330] lr: 1.000e-05, eta: 6:23:32, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2185, interm_loss_bbox: 0.1824, interm_loss_iou: 0.3991, loss_cls: 0.1802, loss_bbox: 0.1457, loss_iou: 0.3415, d0.loss_cls: 0.2405, d0.loss_bbox: 0.1493, d0.loss_iou: 0.3501, d1.loss_cls: 0.2032, d1.loss_bbox: 0.1488, d1.loss_iou: 0.3469, d2.loss_cls: 0.1895, d2.loss_bbox: 0.1457, d2.loss_iou: 0.3418, d3.loss_cls: 0.1842, d3.loss_bbox: 0.1449, d3.loss_iou: 0.3407, d4.loss_cls: 0.1819, d4.loss_bbox: 0.1442, d4.loss_iou: 0.3403, dn_loss_cls: 0.0249, dn_loss_bbox: 0.2165, dn_loss_iou: 0.3198, d0.dn_loss_cls: 0.0589, d0.dn_loss_bbox: 0.3334, d0.dn_loss_iou: 0.4373, d1.dn_loss_cls: 0.0334, d1.dn_loss_bbox: 0.2404, d1.dn_loss_iou: 0.3442, d2.dn_loss_cls: 0.0279, d2.dn_loss_bbox: 0.2211, d2.dn_loss_iou: 0.3255, d3.dn_loss_cls: 0.0263, d3.dn_loss_bbox: 0.2170, d3.dn_loss_iou: 0.3204, d4.dn_loss_cls: 0.0252, d4.dn_loss_bbox: 0.2165, d4.dn_loss_iou: 0.3196, loss: 8.6277, grad_norm: 25.5867 2023-11-23 00:05:06,025 - mmdet - INFO - Epoch [8][3500/7330] lr: 1.000e-05, eta: 6:22:57, time: 0.683, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2314, interm_loss_bbox: 0.1856, interm_loss_iou: 0.4200, loss_cls: 0.1929, loss_bbox: 0.1509, loss_iou: 0.3634, d0.loss_cls: 0.2489, d0.loss_bbox: 0.1567, d0.loss_iou: 0.3767, d1.loss_cls: 0.2147, d1.loss_bbox: 0.1535, d1.loss_iou: 0.3691, d2.loss_cls: 0.2033, d2.loss_bbox: 0.1489, d2.loss_iou: 0.3626, d3.loss_cls: 0.1956, d3.loss_bbox: 0.1507, d3.loss_iou: 0.3637, d4.loss_cls: 0.1935, d4.loss_bbox: 0.1507, d4.loss_iou: 0.3630, dn_loss_cls: 0.0265, dn_loss_bbox: 0.2483, dn_loss_iou: 0.3442, d0.dn_loss_cls: 0.0623, d0.dn_loss_bbox: 0.3664, d0.dn_loss_iou: 0.4585, d1.dn_loss_cls: 0.0360, d1.dn_loss_bbox: 0.2744, d1.dn_loss_iou: 0.3694, d2.dn_loss_cls: 0.0302, d2.dn_loss_bbox: 0.2547, d2.dn_loss_iou: 0.3513, d3.dn_loss_cls: 0.0283, d3.dn_loss_bbox: 0.2491, d3.dn_loss_iou: 0.3453, d4.dn_loss_cls: 0.0271, d4.dn_loss_bbox: 0.2483, d4.dn_loss_iou: 0.3442, loss: 9.2603, grad_norm: 26.5896 2023-11-23 00:05:40,829 - mmdet - INFO - Epoch [8][3550/7330] lr: 1.000e-05, eta: 6:22:23, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2355, interm_loss_bbox: 0.1836, interm_loss_iou: 0.3956, loss_cls: 0.1893, loss_bbox: 0.1492, loss_iou: 0.3380, d0.loss_cls: 0.2592, d0.loss_bbox: 0.1518, d0.loss_iou: 0.3468, d1.loss_cls: 0.2165, d1.loss_bbox: 0.1504, d1.loss_iou: 0.3431, d2.loss_cls: 0.2020, d2.loss_bbox: 0.1483, d2.loss_iou: 0.3374, d3.loss_cls: 0.1939, d3.loss_bbox: 0.1488, d3.loss_iou: 0.3382, d4.loss_cls: 0.1895, d4.loss_bbox: 0.1495, d4.loss_iou: 0.3387, dn_loss_cls: 0.0261, dn_loss_bbox: 0.2385, dn_loss_iou: 0.3250, d0.dn_loss_cls: 0.0611, d0.dn_loss_bbox: 0.3564, d0.dn_loss_iou: 0.4449, d1.dn_loss_cls: 0.0352, d1.dn_loss_bbox: 0.2637, d1.dn_loss_iou: 0.3504, d2.dn_loss_cls: 0.0295, d2.dn_loss_bbox: 0.2446, d2.dn_loss_iou: 0.3318, d3.dn_loss_cls: 0.0278, d3.dn_loss_bbox: 0.2390, d3.dn_loss_iou: 0.3257, d4.dn_loss_cls: 0.0265, d4.dn_loss_bbox: 0.2385, d4.dn_loss_iou: 0.3249, loss: 8.8948, grad_norm: 28.4533 2023-11-23 00:06:15,403 - mmdet - INFO - Epoch [8][3600/7330] lr: 1.000e-05, eta: 6:21:48, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2324, interm_loss_bbox: 0.1905, interm_loss_iou: 0.4102, loss_cls: 0.1891, loss_bbox: 0.1520, loss_iou: 0.3493, d0.loss_cls: 0.2522, d0.loss_bbox: 0.1576, d0.loss_iou: 0.3598, d1.loss_cls: 0.2151, d1.loss_bbox: 0.1532, d1.loss_iou: 0.3526, d2.loss_cls: 0.2002, d2.loss_bbox: 0.1496, d2.loss_iou: 0.3492, d3.loss_cls: 0.1932, d3.loss_bbox: 0.1503, d3.loss_iou: 0.3480, d4.loss_cls: 0.1902, d4.loss_bbox: 0.1516, d4.loss_iou: 0.3487, dn_loss_cls: 0.0269, dn_loss_bbox: 0.2545, dn_loss_iou: 0.3312, d0.dn_loss_cls: 0.0614, d0.dn_loss_bbox: 0.3726, d0.dn_loss_iou: 0.4510, d1.dn_loss_cls: 0.0360, d1.dn_loss_bbox: 0.2798, d1.dn_loss_iou: 0.3572, d2.dn_loss_cls: 0.0302, d2.dn_loss_bbox: 0.2600, d2.dn_loss_iou: 0.3382, d3.dn_loss_cls: 0.0283, d3.dn_loss_bbox: 0.2552, d3.dn_loss_iou: 0.3321, d4.dn_loss_cls: 0.0272, d4.dn_loss_bbox: 0.2545, d4.dn_loss_iou: 0.3312, loss: 9.1226, grad_norm: 26.9066 2023-11-23 00:06:51,744 - mmdet - INFO - Epoch [8][3650/7330] lr: 1.000e-05, eta: 6:21:14, time: 0.727, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2337, interm_loss_bbox: 0.1916, interm_loss_iou: 0.4089, loss_cls: 0.1869, loss_bbox: 0.1550, loss_iou: 0.3529, d0.loss_cls: 0.2471, d0.loss_bbox: 0.1603, d0.loss_iou: 0.3639, d1.loss_cls: 0.2112, d1.loss_bbox: 0.1568, d1.loss_iou: 0.3568, d2.loss_cls: 0.1975, d2.loss_bbox: 0.1542, d2.loss_iou: 0.3522, d3.loss_cls: 0.1915, d3.loss_bbox: 0.1540, d3.loss_iou: 0.3519, d4.loss_cls: 0.1879, d4.loss_bbox: 0.1546, d4.loss_iou: 0.3531, dn_loss_cls: 0.0258, dn_loss_bbox: 0.2548, dn_loss_iou: 0.3357, d0.dn_loss_cls: 0.0612, d0.dn_loss_bbox: 0.3755, d0.dn_loss_iou: 0.4549, d1.dn_loss_cls: 0.0355, d1.dn_loss_bbox: 0.2786, d1.dn_loss_iou: 0.3611, d2.dn_loss_cls: 0.0293, d2.dn_loss_bbox: 0.2599, d2.dn_loss_iou: 0.3419, d3.dn_loss_cls: 0.0274, d3.dn_loss_bbox: 0.2554, d3.dn_loss_iou: 0.3363, d4.dn_loss_cls: 0.0262, d4.dn_loss_bbox: 0.2548, d4.dn_loss_iou: 0.3356, loss: 9.1718, grad_norm: 24.9439 2023-11-23 00:07:26,715 - mmdet - INFO - Epoch [8][3700/7330] lr: 1.000e-05, eta: 6:20:40, time: 0.699, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2341, interm_loss_bbox: 0.1805, interm_loss_iou: 0.4054, loss_cls: 0.1935, loss_bbox: 0.1447, loss_iou: 0.3522, d0.loss_cls: 0.2533, d0.loss_bbox: 0.1498, d0.loss_iou: 0.3620, d1.loss_cls: 0.2173, d1.loss_bbox: 0.1466, d1.loss_iou: 0.3562, d2.loss_cls: 0.2049, d2.loss_bbox: 0.1424, d2.loss_iou: 0.3508, d3.loss_cls: 0.1984, d3.loss_bbox: 0.1431, d3.loss_iou: 0.3507, d4.loss_cls: 0.1940, d4.loss_bbox: 0.1446, d4.loss_iou: 0.3520, dn_loss_cls: 0.0269, dn_loss_bbox: 0.2386, dn_loss_iou: 0.3329, d0.dn_loss_cls: 0.0627, d0.dn_loss_bbox: 0.3674, d0.dn_loss_iou: 0.4554, d1.dn_loss_cls: 0.0365, d1.dn_loss_bbox: 0.2681, d1.dn_loss_iou: 0.3601, d2.dn_loss_cls: 0.0302, d2.dn_loss_bbox: 0.2454, d2.dn_loss_iou: 0.3401, d3.dn_loss_cls: 0.0283, d3.dn_loss_bbox: 0.2394, d3.dn_loss_iou: 0.3338, d4.dn_loss_cls: 0.0272, d4.dn_loss_bbox: 0.2386, d4.dn_loss_iou: 0.3328, loss: 9.0409, grad_norm: 25.5467 2023-11-23 00:08:00,578 - mmdet - INFO - Epoch [8][3750/7330] lr: 1.000e-05, eta: 6:20:05, time: 0.677, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2293, interm_loss_bbox: 0.1868, interm_loss_iou: 0.4002, loss_cls: 0.1863, loss_bbox: 0.1512, loss_iou: 0.3447, d0.loss_cls: 0.2449, d0.loss_bbox: 0.1563, d0.loss_iou: 0.3556, d1.loss_cls: 0.2099, d1.loss_bbox: 0.1509, d1.loss_iou: 0.3478, d2.loss_cls: 0.1959, d2.loss_bbox: 0.1504, d2.loss_iou: 0.3450, d3.loss_cls: 0.1908, d3.loss_bbox: 0.1497, d3.loss_iou: 0.3433, d4.loss_cls: 0.1873, d4.loss_bbox: 0.1505, d4.loss_iou: 0.3443, dn_loss_cls: 0.0251, dn_loss_bbox: 0.2555, dn_loss_iou: 0.3427, d0.dn_loss_cls: 0.0593, d0.dn_loss_bbox: 0.3737, d0.dn_loss_iou: 0.4602, d1.dn_loss_cls: 0.0342, d1.dn_loss_bbox: 0.2801, d1.dn_loss_iou: 0.3669, d2.dn_loss_cls: 0.0281, d2.dn_loss_bbox: 0.2607, d2.dn_loss_iou: 0.3491, d3.dn_loss_cls: 0.0263, d3.dn_loss_bbox: 0.2562, d3.dn_loss_iou: 0.3436, d4.dn_loss_cls: 0.0254, d4.dn_loss_bbox: 0.2555, d4.dn_loss_iou: 0.3426, loss: 9.1063, grad_norm: 25.3177 2023-11-23 00:08:34,841 - mmdet - INFO - Epoch [8][3800/7330] lr: 1.000e-05, eta: 6:19:30, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2341, interm_loss_bbox: 0.1805, interm_loss_iou: 0.4172, loss_cls: 0.1912, loss_bbox: 0.1466, loss_iou: 0.3629, d0.loss_cls: 0.2498, d0.loss_bbox: 0.1534, d0.loss_iou: 0.3735, d1.loss_cls: 0.2148, d1.loss_bbox: 0.1493, d1.loss_iou: 0.3667, d2.loss_cls: 0.2018, d2.loss_bbox: 0.1469, d2.loss_iou: 0.3637, d3.loss_cls: 0.1949, d3.loss_bbox: 0.1459, d3.loss_iou: 0.3631, d4.loss_cls: 0.1925, d4.loss_bbox: 0.1459, d4.loss_iou: 0.3634, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2324, dn_loss_iou: 0.3383, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3487, d0.dn_loss_iou: 0.4599, d1.dn_loss_cls: 0.0351, d1.dn_loss_bbox: 0.2564, d1.dn_loss_iou: 0.3640, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2385, d2.dn_loss_iou: 0.3453, d3.dn_loss_cls: 0.0274, d3.dn_loss_bbox: 0.2329, d3.dn_loss_iou: 0.3392, d4.dn_loss_cls: 0.0263, d4.dn_loss_bbox: 0.2324, d4.dn_loss_iou: 0.3383, loss: 9.0884, grad_norm: 24.0246 2023-11-23 00:09:09,715 - mmdet - INFO - Epoch [8][3850/7330] lr: 1.000e-05, eta: 6:18:55, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2386, interm_loss_bbox: 0.1953, interm_loss_iou: 0.4087, loss_cls: 0.1978, loss_bbox: 0.1564, loss_iou: 0.3490, d0.loss_cls: 0.2548, d0.loss_bbox: 0.1637, d0.loss_iou: 0.3614, d1.loss_cls: 0.2183, d1.loss_bbox: 0.1608, d1.loss_iou: 0.3552, d2.loss_cls: 0.2092, d2.loss_bbox: 0.1561, d2.loss_iou: 0.3494, d3.loss_cls: 0.2028, d3.loss_bbox: 0.1558, d3.loss_iou: 0.3481, d4.loss_cls: 0.1979, d4.loss_bbox: 0.1567, d4.loss_iou: 0.3493, dn_loss_cls: 0.0274, dn_loss_bbox: 0.2596, dn_loss_iou: 0.3506, d0.dn_loss_cls: 0.0622, d0.dn_loss_bbox: 0.3791, d0.dn_loss_iou: 0.4730, d1.dn_loss_cls: 0.0362, d1.dn_loss_bbox: 0.2837, d1.dn_loss_iou: 0.3769, d2.dn_loss_cls: 0.0305, d2.dn_loss_bbox: 0.2649, d2.dn_loss_iou: 0.3576, d3.dn_loss_cls: 0.0288, d3.dn_loss_bbox: 0.2604, d3.dn_loss_iou: 0.3515, d4.dn_loss_cls: 0.0277, d4.dn_loss_bbox: 0.2596, d4.dn_loss_iou: 0.3505, loss: 9.3654, grad_norm: 27.1252 2023-11-23 00:09:44,073 - mmdet - INFO - Epoch [8][3900/7330] lr: 1.000e-05, eta: 6:18:21, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2292, interm_loss_bbox: 0.1864, interm_loss_iou: 0.4162, loss_cls: 0.1869, loss_bbox: 0.1509, loss_iou: 0.3586, d0.loss_cls: 0.2464, d0.loss_bbox: 0.1555, d0.loss_iou: 0.3716, d1.loss_cls: 0.2090, d1.loss_bbox: 0.1542, d1.loss_iou: 0.3663, d2.loss_cls: 0.1968, d2.loss_bbox: 0.1508, d2.loss_iou: 0.3613, d3.loss_cls: 0.1916, d3.loss_bbox: 0.1499, d3.loss_iou: 0.3584, d4.loss_cls: 0.1871, d4.loss_bbox: 0.1515, d4.loss_iou: 0.3593, dn_loss_cls: 0.0263, dn_loss_bbox: 0.2537, dn_loss_iou: 0.3386, d0.dn_loss_cls: 0.0610, d0.dn_loss_bbox: 0.3720, d0.dn_loss_iou: 0.4590, d1.dn_loss_cls: 0.0358, d1.dn_loss_bbox: 0.2779, d1.dn_loss_iou: 0.3642, d2.dn_loss_cls: 0.0299, d2.dn_loss_bbox: 0.2587, d2.dn_loss_iou: 0.3452, d3.dn_loss_cls: 0.0279, d3.dn_loss_bbox: 0.2541, d3.dn_loss_iou: 0.3395, d4.dn_loss_cls: 0.0268, d4.dn_loss_bbox: 0.2537, d4.dn_loss_iou: 0.3385, loss: 9.2005, grad_norm: 25.6085 2023-11-23 00:10:19,029 - mmdet - INFO - Epoch [8][3950/7330] lr: 1.000e-05, eta: 6:17:46, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2380, interm_loss_bbox: 0.2013, interm_loss_iou: 0.3925, loss_cls: 0.1951, loss_bbox: 0.1571, loss_iou: 0.3329, d0.loss_cls: 0.2556, d0.loss_bbox: 0.1651, d0.loss_iou: 0.3447, d1.loss_cls: 0.2197, d1.loss_bbox: 0.1616, d1.loss_iou: 0.3369, d2.loss_cls: 0.2057, d2.loss_bbox: 0.1599, d2.loss_iou: 0.3334, d3.loss_cls: 0.1998, d3.loss_bbox: 0.1573, d3.loss_iou: 0.3327, d4.loss_cls: 0.1963, d4.loss_bbox: 0.1569, d4.loss_iou: 0.3325, dn_loss_cls: 0.0267, dn_loss_bbox: 0.2581, dn_loss_iou: 0.3368, d0.dn_loss_cls: 0.0612, d0.dn_loss_bbox: 0.3866, d0.dn_loss_iou: 0.4594, d1.dn_loss_cls: 0.0363, d1.dn_loss_bbox: 0.2844, d1.dn_loss_iou: 0.3635, d2.dn_loss_cls: 0.0308, d2.dn_loss_bbox: 0.2639, d2.dn_loss_iou: 0.3442, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2588, d3.dn_loss_iou: 0.3377, d4.dn_loss_cls: 0.0273, d4.dn_loss_bbox: 0.2581, d4.dn_loss_iou: 0.3367, loss: 9.1741, grad_norm: 24.0218 2023-11-23 00:10:53,452 - mmdet - INFO - Epoch [8][4000/7330] lr: 1.000e-05, eta: 6:17:11, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2280, interm_loss_bbox: 0.1837, interm_loss_iou: 0.4111, loss_cls: 0.1833, loss_bbox: 0.1473, loss_iou: 0.3557, d0.loss_cls: 0.2430, d0.loss_bbox: 0.1542, d0.loss_iou: 0.3658, d1.loss_cls: 0.2079, d1.loss_bbox: 0.1511, d1.loss_iou: 0.3601, d2.loss_cls: 0.1929, d2.loss_bbox: 0.1491, d2.loss_iou: 0.3556, d3.loss_cls: 0.1864, d3.loss_bbox: 0.1478, d3.loss_iou: 0.3556, d4.loss_cls: 0.1828, d4.loss_bbox: 0.1481, d4.loss_iou: 0.3568, dn_loss_cls: 0.0255, dn_loss_bbox: 0.2340, dn_loss_iou: 0.3304, d0.dn_loss_cls: 0.0600, d0.dn_loss_bbox: 0.3534, d0.dn_loss_iou: 0.4507, d1.dn_loss_cls: 0.0353, d1.dn_loss_bbox: 0.2583, d1.dn_loss_iou: 0.3563, d2.dn_loss_cls: 0.0292, d2.dn_loss_bbox: 0.2396, d2.dn_loss_iou: 0.3371, d3.dn_loss_cls: 0.0272, d3.dn_loss_bbox: 0.2348, d3.dn_loss_iou: 0.3314, d4.dn_loss_cls: 0.0258, d4.dn_loss_bbox: 0.2340, d4.dn_loss_iou: 0.3304, loss: 8.9598, grad_norm: 25.2521 2023-11-23 00:11:30,159 - mmdet - INFO - Epoch [8][4050/7330] lr: 1.000e-05, eta: 6:16:38, time: 0.734, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2337, interm_loss_bbox: 0.1861, interm_loss_iou: 0.4156, loss_cls: 0.1928, loss_bbox: 0.1488, loss_iou: 0.3573, d0.loss_cls: 0.2513, d0.loss_bbox: 0.1546, d0.loss_iou: 0.3682, d1.loss_cls: 0.2145, d1.loss_bbox: 0.1523, d1.loss_iou: 0.3628, d2.loss_cls: 0.2030, d2.loss_bbox: 0.1492, d2.loss_iou: 0.3580, d3.loss_cls: 0.1973, d3.loss_bbox: 0.1484, d3.loss_iou: 0.3567, d4.loss_cls: 0.1934, d4.loss_bbox: 0.1494, d4.loss_iou: 0.3574, dn_loss_cls: 0.0281, dn_loss_bbox: 0.2547, dn_loss_iou: 0.3426, d0.dn_loss_cls: 0.0633, d0.dn_loss_bbox: 0.3727, d0.dn_loss_iou: 0.4637, d1.dn_loss_cls: 0.0377, d1.dn_loss_bbox: 0.2789, d1.dn_loss_iou: 0.3684, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2598, d2.dn_loss_iou: 0.3491, d3.dn_loss_cls: 0.0297, d3.dn_loss_bbox: 0.2552, d3.dn_loss_iou: 0.3436, d4.dn_loss_cls: 0.0286, d4.dn_loss_bbox: 0.2547, d4.dn_loss_iou: 0.3425, loss: 9.2556, grad_norm: 25.2529 2023-11-23 00:12:04,475 - mmdet - INFO - Epoch [8][4100/7330] lr: 1.000e-05, eta: 6:16:03, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2376, interm_loss_bbox: 0.1778, interm_loss_iou: 0.4226, loss_cls: 0.1947, loss_bbox: 0.1470, loss_iou: 0.3671, d0.loss_cls: 0.2539, d0.loss_bbox: 0.1495, d0.loss_iou: 0.3766, d1.loss_cls: 0.2160, d1.loss_bbox: 0.1496, d1.loss_iou: 0.3744, d2.loss_cls: 0.2051, d2.loss_bbox: 0.1451, d2.loss_iou: 0.3674, d3.loss_cls: 0.1994, d3.loss_bbox: 0.1445, d3.loss_iou: 0.3655, d4.loss_cls: 0.1958, d4.loss_bbox: 0.1462, d4.loss_iou: 0.3664, dn_loss_cls: 0.0275, dn_loss_bbox: 0.2441, dn_loss_iou: 0.3523, d0.dn_loss_cls: 0.0621, d0.dn_loss_bbox: 0.3564, d0.dn_loss_iou: 0.4711, d1.dn_loss_cls: 0.0375, d1.dn_loss_bbox: 0.2662, d1.dn_loss_iou: 0.3770, d2.dn_loss_cls: 0.0309, d2.dn_loss_bbox: 0.2489, d2.dn_loss_iou: 0.3588, d3.dn_loss_cls: 0.0288, d3.dn_loss_bbox: 0.2446, d3.dn_loss_iou: 0.3531, d4.dn_loss_cls: 0.0276, d4.dn_loss_bbox: 0.2441, d4.dn_loss_iou: 0.3522, loss: 9.2854, grad_norm: 25.1652 2023-11-23 00:12:39,247 - mmdet - INFO - Epoch [8][4150/7330] lr: 1.000e-05, eta: 6:15:28, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2348, interm_loss_bbox: 0.1820, interm_loss_iou: 0.4101, loss_cls: 0.1896, loss_bbox: 0.1504, loss_iou: 0.3566, d0.loss_cls: 0.2504, d0.loss_bbox: 0.1539, d0.loss_iou: 0.3655, d1.loss_cls: 0.2114, d1.loss_bbox: 0.1540, d1.loss_iou: 0.3613, d2.loss_cls: 0.1992, d2.loss_bbox: 0.1502, d2.loss_iou: 0.3560, d3.loss_cls: 0.1942, d3.loss_bbox: 0.1493, d3.loss_iou: 0.3554, d4.loss_cls: 0.1903, d4.loss_bbox: 0.1501, d4.loss_iou: 0.3568, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2427, dn_loss_iou: 0.3376, d0.dn_loss_cls: 0.0604, d0.dn_loss_bbox: 0.3575, d0.dn_loss_iou: 0.4569, d1.dn_loss_cls: 0.0345, d1.dn_loss_bbox: 0.2653, d1.dn_loss_iou: 0.3627, d2.dn_loss_cls: 0.0286, d2.dn_loss_bbox: 0.2478, d2.dn_loss_iou: 0.3441, d3.dn_loss_cls: 0.0270, d3.dn_loss_bbox: 0.2434, d3.dn_loss_iou: 0.3386, d4.dn_loss_cls: 0.0259, d4.dn_loss_bbox: 0.2426, d4.dn_loss_iou: 0.3375, loss: 9.1002, grad_norm: 25.7256 2023-11-23 00:13:13,897 - mmdet - INFO - Epoch [8][4200/7330] lr: 1.000e-05, eta: 6:14:54, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2274, interm_loss_bbox: 0.1882, interm_loss_iou: 0.4060, loss_cls: 0.1844, loss_bbox: 0.1518, loss_iou: 0.3499, d0.loss_cls: 0.2425, d0.loss_bbox: 0.1563, d0.loss_iou: 0.3583, d1.loss_cls: 0.2025, d1.loss_bbox: 0.1583, d1.loss_iou: 0.3571, d2.loss_cls: 0.1910, d2.loss_bbox: 0.1541, d2.loss_iou: 0.3520, d3.loss_cls: 0.1868, d3.loss_bbox: 0.1522, d3.loss_iou: 0.3492, d4.loss_cls: 0.1851, d4.loss_bbox: 0.1513, d4.loss_iou: 0.3490, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2424, dn_loss_iou: 0.3314, d0.dn_loss_cls: 0.0595, d0.dn_loss_bbox: 0.3632, d0.dn_loss_iou: 0.4524, d1.dn_loss_cls: 0.0340, d1.dn_loss_bbox: 0.2669, d1.dn_loss_iou: 0.3572, d2.dn_loss_cls: 0.0286, d2.dn_loss_bbox: 0.2486, d2.dn_loss_iou: 0.3386, d3.dn_loss_cls: 0.0267, d3.dn_loss_bbox: 0.2429, d3.dn_loss_iou: 0.3322, d4.dn_loss_cls: 0.0257, d4.dn_loss_bbox: 0.2424, d4.dn_loss_iou: 0.3313, loss: 9.0028, grad_norm: 25.4923 2023-11-23 00:13:48,209 - mmdet - INFO - Epoch [8][4250/7330] lr: 1.000e-05, eta: 6:14:19, time: 0.686, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2308, interm_loss_bbox: 0.1865, interm_loss_iou: 0.4197, loss_cls: 0.1854, loss_bbox: 0.1511, loss_iou: 0.3583, d0.loss_cls: 0.2414, d0.loss_bbox: 0.1603, d0.loss_iou: 0.3738, d1.loss_cls: 0.2064, d1.loss_bbox: 0.1562, d1.loss_iou: 0.3649, d2.loss_cls: 0.1951, d2.loss_bbox: 0.1519, d2.loss_iou: 0.3600, d3.loss_cls: 0.1908, d3.loss_bbox: 0.1502, d3.loss_iou: 0.3576, d4.loss_cls: 0.1869, d4.loss_bbox: 0.1506, d4.loss_iou: 0.3579, dn_loss_cls: 0.0268, dn_loss_bbox: 0.2475, dn_loss_iou: 0.3460, d0.dn_loss_cls: 0.0615, d0.dn_loss_bbox: 0.3628, d0.dn_loss_iou: 0.4635, d1.dn_loss_cls: 0.0360, d1.dn_loss_bbox: 0.2718, d1.dn_loss_iou: 0.3722, d2.dn_loss_cls: 0.0299, d2.dn_loss_bbox: 0.2531, d2.dn_loss_iou: 0.3534, d3.dn_loss_cls: 0.0282, d3.dn_loss_bbox: 0.2483, d3.dn_loss_iou: 0.3472, d4.dn_loss_cls: 0.0271, d4.dn_loss_bbox: 0.2476, d4.dn_loss_iou: 0.3459, loss: 9.2046, grad_norm: 25.9141 2023-11-23 00:14:22,746 - mmdet - INFO - Epoch [8][4300/7330] lr: 1.000e-05, eta: 6:13:44, time: 0.691, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2411, interm_loss_bbox: 0.1882, interm_loss_iou: 0.4154, loss_cls: 0.1979, loss_bbox: 0.1507, loss_iou: 0.3590, d0.loss_cls: 0.2586, d0.loss_bbox: 0.1543, d0.loss_iou: 0.3676, d1.loss_cls: 0.2231, d1.loss_bbox: 0.1525, d1.loss_iou: 0.3617, d2.loss_cls: 0.2108, d2.loss_bbox: 0.1498, d2.loss_iou: 0.3582, d3.loss_cls: 0.2036, d3.loss_bbox: 0.1490, d3.loss_iou: 0.3576, d4.loss_cls: 0.1989, d4.loss_bbox: 0.1508, d4.loss_iou: 0.3591, dn_loss_cls: 0.0283, dn_loss_bbox: 0.2387, dn_loss_iou: 0.3401, d0.dn_loss_cls: 0.0629, d0.dn_loss_bbox: 0.3640, d0.dn_loss_iou: 0.4655, d1.dn_loss_cls: 0.0376, d1.dn_loss_bbox: 0.2647, d1.dn_loss_iou: 0.3675, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2450, d2.dn_loss_iou: 0.3477, d3.dn_loss_cls: 0.0298, d3.dn_loss_bbox: 0.2393, d3.dn_loss_iou: 0.3411, d4.dn_loss_cls: 0.0288, d4.dn_loss_bbox: 0.2387, d4.dn_loss_iou: 0.3401, loss: 9.2193, grad_norm: 25.6976 2023-11-23 00:14:57,798 - mmdet - INFO - Epoch [8][4350/7330] lr: 1.000e-05, eta: 6:13:10, time: 0.701, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2336, interm_loss_bbox: 0.1918, interm_loss_iou: 0.4137, loss_cls: 0.1944, loss_bbox: 0.1515, loss_iou: 0.3522, d0.loss_cls: 0.2492, d0.loss_bbox: 0.1568, d0.loss_iou: 0.3639, d1.loss_cls: 0.2150, d1.loss_bbox: 0.1537, d1.loss_iou: 0.3586, d2.loss_cls: 0.2049, d2.loss_bbox: 0.1494, d2.loss_iou: 0.3525, d3.loss_cls: 0.2000, d3.loss_bbox: 0.1496, d3.loss_iou: 0.3504, d4.loss_cls: 0.1949, d4.loss_bbox: 0.1510, d4.loss_iou: 0.3516, dn_loss_cls: 0.0263, dn_loss_bbox: 0.2502, dn_loss_iou: 0.3446, d0.dn_loss_cls: 0.0604, d0.dn_loss_bbox: 0.3743, d0.dn_loss_iou: 0.4682, d1.dn_loss_cls: 0.0351, d1.dn_loss_bbox: 0.2770, d1.dn_loss_iou: 0.3718, d2.dn_loss_cls: 0.0292, d2.dn_loss_bbox: 0.2568, d2.dn_loss_iou: 0.3516, d3.dn_loss_cls: 0.0277, d3.dn_loss_bbox: 0.2511, d3.dn_loss_iou: 0.3454, d4.dn_loss_cls: 0.0266, d4.dn_loss_bbox: 0.2502, d4.dn_loss_iou: 0.3445, loss: 9.2298, grad_norm: 24.8610 2023-11-23 00:15:32,614 - mmdet - INFO - Epoch [8][4400/7330] lr: 1.000e-05, eta: 6:12:35, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2370, interm_loss_bbox: 0.1834, interm_loss_iou: 0.4262, loss_cls: 0.1920, loss_bbox: 0.1527, loss_iou: 0.3719, d0.loss_cls: 0.2491, d0.loss_bbox: 0.1575, d0.loss_iou: 0.3818, d1.loss_cls: 0.2131, d1.loss_bbox: 0.1550, d1.loss_iou: 0.3763, d2.loss_cls: 0.2034, d2.loss_bbox: 0.1516, d2.loss_iou: 0.3692, d3.loss_cls: 0.1974, d3.loss_bbox: 0.1506, d3.loss_iou: 0.3688, d4.loss_cls: 0.1936, d4.loss_bbox: 0.1519, d4.loss_iou: 0.3704, dn_loss_cls: 0.0263, dn_loss_bbox: 0.2532, dn_loss_iou: 0.3553, d0.dn_loss_cls: 0.0609, d0.dn_loss_bbox: 0.3712, d0.dn_loss_iou: 0.4747, d1.dn_loss_cls: 0.0354, d1.dn_loss_bbox: 0.2769, d1.dn_loss_iou: 0.3804, d2.dn_loss_cls: 0.0297, d2.dn_loss_bbox: 0.2591, d2.dn_loss_iou: 0.3621, d3.dn_loss_cls: 0.0277, d3.dn_loss_bbox: 0.2540, d3.dn_loss_iou: 0.3563, d4.dn_loss_cls: 0.0266, d4.dn_loss_bbox: 0.2533, d4.dn_loss_iou: 0.3552, loss: 9.4109, grad_norm: 28.6214 2023-11-23 00:16:07,271 - mmdet - INFO - Epoch [8][4450/7330] lr: 1.000e-05, eta: 6:12:00, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2314, interm_loss_bbox: 0.1887, interm_loss_iou: 0.3985, loss_cls: 0.1864, loss_bbox: 0.1536, loss_iou: 0.3405, d0.loss_cls: 0.2505, d0.loss_bbox: 0.1571, d0.loss_iou: 0.3491, d1.loss_cls: 0.2128, d1.loss_bbox: 0.1549, d1.loss_iou: 0.3458, d2.loss_cls: 0.1964, d2.loss_bbox: 0.1544, d2.loss_iou: 0.3420, d3.loss_cls: 0.1910, d3.loss_bbox: 0.1530, d3.loss_iou: 0.3407, d4.loss_cls: 0.1875, d4.loss_bbox: 0.1539, d4.loss_iou: 0.3403, dn_loss_cls: 0.0272, dn_loss_bbox: 0.2560, dn_loss_iou: 0.3329, d0.dn_loss_cls: 0.0628, d0.dn_loss_bbox: 0.3776, d0.dn_loss_iou: 0.4514, d1.dn_loss_cls: 0.0372, d1.dn_loss_bbox: 0.2807, d1.dn_loss_iou: 0.3578, d2.dn_loss_cls: 0.0308, d2.dn_loss_bbox: 0.2616, d2.dn_loss_iou: 0.3399, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2565, d3.dn_loss_iou: 0.3337, d4.dn_loss_cls: 0.0276, d4.dn_loss_bbox: 0.2561, d4.dn_loss_iou: 0.3328, loss: 9.0798, grad_norm: 25.6287 2023-11-23 00:16:42,150 - mmdet - INFO - Epoch [8][4500/7330] lr: 1.000e-05, eta: 6:11:26, time: 0.698, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2323, interm_loss_bbox: 0.1788, interm_loss_iou: 0.4083, loss_cls: 0.1880, loss_bbox: 0.1489, loss_iou: 0.3551, d0.loss_cls: 0.2488, d0.loss_bbox: 0.1501, d0.loss_iou: 0.3649, d1.loss_cls: 0.2119, d1.loss_bbox: 0.1496, d1.loss_iou: 0.3604, d2.loss_cls: 0.1982, d2.loss_bbox: 0.1490, d2.loss_iou: 0.3565, d3.loss_cls: 0.1925, d3.loss_bbox: 0.1474, d3.loss_iou: 0.3539, d4.loss_cls: 0.1886, d4.loss_bbox: 0.1483, d4.loss_iou: 0.3545, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2346, dn_loss_iou: 0.3454, d0.dn_loss_cls: 0.0608, d0.dn_loss_bbox: 0.3504, d0.dn_loss_iou: 0.4658, d1.dn_loss_cls: 0.0352, d1.dn_loss_bbox: 0.2597, d1.dn_loss_iou: 0.3713, d2.dn_loss_cls: 0.0293, d2.dn_loss_bbox: 0.2405, d2.dn_loss_iou: 0.3528, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2353, d3.dn_loss_iou: 0.3464, d4.dn_loss_cls: 0.0263, d4.dn_loss_bbox: 0.2347, d4.dn_loss_iou: 0.3454, loss: 9.0732, grad_norm: 25.6358 2023-11-23 00:17:16,299 - mmdet - INFO - Epoch [8][4550/7330] lr: 1.000e-05, eta: 6:10:51, time: 0.683, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2259, interm_loss_bbox: 0.1714, interm_loss_iou: 0.4196, loss_cls: 0.1829, loss_bbox: 0.1425, loss_iou: 0.3649, d0.loss_cls: 0.2401, d0.loss_bbox: 0.1465, d0.loss_iou: 0.3765, d1.loss_cls: 0.2034, d1.loss_bbox: 0.1448, d1.loss_iou: 0.3708, d2.loss_cls: 0.1912, d2.loss_bbox: 0.1428, d2.loss_iou: 0.3672, d3.loss_cls: 0.1864, d3.loss_bbox: 0.1426, d3.loss_iou: 0.3643, d4.loss_cls: 0.1833, d4.loss_bbox: 0.1428, d4.loss_iou: 0.3647, dn_loss_cls: 0.0262, dn_loss_bbox: 0.2356, dn_loss_iou: 0.3474, d0.dn_loss_cls: 0.0609, d0.dn_loss_bbox: 0.3417, d0.dn_loss_iou: 0.4640, d1.dn_loss_cls: 0.0354, d1.dn_loss_bbox: 0.2550, d1.dn_loss_iou: 0.3709, d2.dn_loss_cls: 0.0294, d2.dn_loss_bbox: 0.2399, d2.dn_loss_iou: 0.3533, d3.dn_loss_cls: 0.0276, d3.dn_loss_bbox: 0.2361, d3.dn_loss_iou: 0.3483, d4.dn_loss_cls: 0.0266, d4.dn_loss_bbox: 0.2356, d4.dn_loss_iou: 0.3474, loss: 9.0559, grad_norm: 24.8979 2023-11-23 00:17:50,843 - mmdet - INFO - Epoch [8][4600/7330] lr: 1.000e-05, eta: 6:10:16, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2343, interm_loss_bbox: 0.1834, interm_loss_iou: 0.4070, loss_cls: 0.1914, loss_bbox: 0.1520, loss_iou: 0.3529, d0.loss_cls: 0.2503, d0.loss_bbox: 0.1558, d0.loss_iou: 0.3619, d1.loss_cls: 0.2111, d1.loss_bbox: 0.1552, d1.loss_iou: 0.3606, d2.loss_cls: 0.1999, d2.loss_bbox: 0.1528, d2.loss_iou: 0.3550, d3.loss_cls: 0.1949, d3.loss_bbox: 0.1511, d3.loss_iou: 0.3526, d4.loss_cls: 0.1926, d4.loss_bbox: 0.1517, d4.loss_iou: 0.3522, dn_loss_cls: 0.0269, dn_loss_bbox: 0.2445, dn_loss_iou: 0.3403, d0.dn_loss_cls: 0.0624, d0.dn_loss_bbox: 0.3632, d0.dn_loss_iou: 0.4600, d1.dn_loss_cls: 0.0363, d1.dn_loss_bbox: 0.2703, d1.dn_loss_iou: 0.3661, d2.dn_loss_cls: 0.0303, d2.dn_loss_bbox: 0.2505, d2.dn_loss_iou: 0.3469, d3.dn_loss_cls: 0.0283, d3.dn_loss_bbox: 0.2451, d3.dn_loss_iou: 0.3412, d4.dn_loss_cls: 0.0273, d4.dn_loss_bbox: 0.2445, d4.dn_loss_iou: 0.3401, loss: 9.1428, grad_norm: 25.9035 2023-11-23 00:18:25,583 - mmdet - INFO - Epoch [8][4650/7330] lr: 1.000e-05, eta: 6:09:42, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2357, interm_loss_bbox: 0.1814, interm_loss_iou: 0.4262, loss_cls: 0.1976, loss_bbox: 0.1486, loss_iou: 0.3684, d0.loss_cls: 0.2516, d0.loss_bbox: 0.1537, d0.loss_iou: 0.3814, d1.loss_cls: 0.2173, d1.loss_bbox: 0.1523, d1.loss_iou: 0.3771, d2.loss_cls: 0.2080, d2.loss_bbox: 0.1481, d2.loss_iou: 0.3691, d3.loss_cls: 0.2025, d3.loss_bbox: 0.1473, d3.loss_iou: 0.3667, d4.loss_cls: 0.2005, d4.loss_bbox: 0.1466, d4.loss_iou: 0.3664, dn_loss_cls: 0.0279, dn_loss_bbox: 0.2516, dn_loss_iou: 0.3501, d0.dn_loss_cls: 0.0632, d0.dn_loss_bbox: 0.3683, d0.dn_loss_iou: 0.4682, d1.dn_loss_cls: 0.0374, d1.dn_loss_bbox: 0.2779, d1.dn_loss_iou: 0.3757, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2575, d2.dn_loss_iou: 0.3569, d3.dn_loss_cls: 0.0297, d3.dn_loss_bbox: 0.2521, d3.dn_loss_iou: 0.3510, d4.dn_loss_cls: 0.0283, d4.dn_loss_bbox: 0.2515, d4.dn_loss_iou: 0.3500, loss: 9.3755, grad_norm: 25.0016 2023-11-23 00:18:59,815 - mmdet - INFO - Epoch [8][4700/7330] lr: 1.000e-05, eta: 6:09:07, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2366, interm_loss_bbox: 0.1777, interm_loss_iou: 0.4087, loss_cls: 0.1973, loss_bbox: 0.1460, loss_iou: 0.3550, d0.loss_cls: 0.2515, d0.loss_bbox: 0.1518, d0.loss_iou: 0.3663, d1.loss_cls: 0.2167, d1.loss_bbox: 0.1488, d1.loss_iou: 0.3614, d2.loss_cls: 0.2065, d2.loss_bbox: 0.1450, d2.loss_iou: 0.3559, d3.loss_cls: 0.2012, d3.loss_bbox: 0.1445, d3.loss_iou: 0.3545, d4.loss_cls: 0.1986, d4.loss_bbox: 0.1448, d4.loss_iou: 0.3548, dn_loss_cls: 0.0274, dn_loss_bbox: 0.2436, dn_loss_iou: 0.3423, d0.dn_loss_cls: 0.0610, d0.dn_loss_bbox: 0.3573, d0.dn_loss_iou: 0.4631, d1.dn_loss_cls: 0.0364, d1.dn_loss_bbox: 0.2678, d1.dn_loss_iou: 0.3687, d2.dn_loss_cls: 0.0306, d2.dn_loss_bbox: 0.2488, d2.dn_loss_iou: 0.3492, d3.dn_loss_cls: 0.0288, d3.dn_loss_bbox: 0.2443, d3.dn_loss_iou: 0.3433, d4.dn_loss_cls: 0.0278, d4.dn_loss_bbox: 0.2436, d4.dn_loss_iou: 0.3422, loss: 9.1499, grad_norm: 25.7299 2023-11-23 00:19:34,093 - mmdet - INFO - Epoch [8][4750/7330] lr: 1.000e-05, eta: 6:08:32, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2352, interm_loss_bbox: 0.1839, interm_loss_iou: 0.3992, loss_cls: 0.1884, loss_bbox: 0.1495, loss_iou: 0.3473, d0.loss_cls: 0.2536, d0.loss_bbox: 0.1545, d0.loss_iou: 0.3577, d1.loss_cls: 0.2129, d1.loss_bbox: 0.1533, d1.loss_iou: 0.3544, d2.loss_cls: 0.1989, d2.loss_bbox: 0.1492, d2.loss_iou: 0.3481, d3.loss_cls: 0.1926, d3.loss_bbox: 0.1482, d3.loss_iou: 0.3466, d4.loss_cls: 0.1894, d4.loss_bbox: 0.1489, d4.loss_iou: 0.3467, dn_loss_cls: 0.0268, dn_loss_bbox: 0.2336, dn_loss_iou: 0.3311, d0.dn_loss_cls: 0.0621, d0.dn_loss_bbox: 0.3549, d0.dn_loss_iou: 0.4512, d1.dn_loss_cls: 0.0367, d1.dn_loss_bbox: 0.2583, d1.dn_loss_iou: 0.3562, d2.dn_loss_cls: 0.0304, d2.dn_loss_bbox: 0.2392, d2.dn_loss_iou: 0.3377, d3.dn_loss_cls: 0.0285, d3.dn_loss_bbox: 0.2341, d3.dn_loss_iou: 0.3320, d4.dn_loss_cls: 0.0273, d4.dn_loss_bbox: 0.2337, d4.dn_loss_iou: 0.3310, loss: 8.9634, grad_norm: 24.7528 2023-11-23 00:20:08,612 - mmdet - INFO - Epoch [8][4800/7330] lr: 1.000e-05, eta: 6:07:57, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2350, interm_loss_bbox: 0.1903, interm_loss_iou: 0.4080, loss_cls: 0.1901, loss_bbox: 0.1559, loss_iou: 0.3530, d0.loss_cls: 0.2503, d0.loss_bbox: 0.1597, d0.loss_iou: 0.3599, d1.loss_cls: 0.2148, d1.loss_bbox: 0.1575, d1.loss_iou: 0.3563, d2.loss_cls: 0.2015, d2.loss_bbox: 0.1541, d2.loss_iou: 0.3534, d3.loss_cls: 0.1945, d3.loss_bbox: 0.1545, d3.loss_iou: 0.3523, d4.loss_cls: 0.1911, d4.loss_bbox: 0.1554, d4.loss_iou: 0.3530, dn_loss_cls: 0.0264, dn_loss_bbox: 0.2514, dn_loss_iou: 0.3431, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3656, d0.dn_loss_iou: 0.4620, d1.dn_loss_cls: 0.0358, d1.dn_loss_bbox: 0.2743, d1.dn_loss_iou: 0.3679, d2.dn_loss_cls: 0.0297, d2.dn_loss_bbox: 0.2566, d2.dn_loss_iou: 0.3494, d3.dn_loss_cls: 0.0281, d3.dn_loss_bbox: 0.2520, d3.dn_loss_iou: 0.3438, d4.dn_loss_cls: 0.0269, d4.dn_loss_bbox: 0.2514, d4.dn_loss_iou: 0.3429, loss: 9.2081, grad_norm: 25.6648 2023-11-23 00:20:42,757 - mmdet - INFO - Epoch [8][4850/7330] lr: 1.000e-05, eta: 6:07:22, time: 0.683, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2326, interm_loss_bbox: 0.1785, interm_loss_iou: 0.4197, loss_cls: 0.1926, loss_bbox: 0.1484, loss_iou: 0.3682, d0.loss_cls: 0.2523, d0.loss_bbox: 0.1517, d0.loss_iou: 0.3764, d1.loss_cls: 0.2124, d1.loss_bbox: 0.1538, d1.loss_iou: 0.3755, d2.loss_cls: 0.2026, d2.loss_bbox: 0.1479, d2.loss_iou: 0.3678, d3.loss_cls: 0.1961, d3.loss_bbox: 0.1480, d3.loss_iou: 0.3679, d4.loss_cls: 0.1931, d4.loss_bbox: 0.1483, d4.loss_iou: 0.3688, dn_loss_cls: 0.0290, dn_loss_bbox: 0.2410, dn_loss_iou: 0.3428, d0.dn_loss_cls: 0.0635, d0.dn_loss_bbox: 0.3573, d0.dn_loss_iou: 0.4650, d1.dn_loss_cls: 0.0384, d1.dn_loss_bbox: 0.2640, d1.dn_loss_iou: 0.3677, d2.dn_loss_cls: 0.0326, d2.dn_loss_bbox: 0.2467, d2.dn_loss_iou: 0.3494, d3.dn_loss_cls: 0.0306, d3.dn_loss_bbox: 0.2416, d3.dn_loss_iou: 0.3435, d4.dn_loss_cls: 0.0294, d4.dn_loss_bbox: 0.2411, d4.dn_loss_iou: 0.3427, loss: 9.2289, grad_norm: 25.6047 2023-11-23 00:21:17,386 - mmdet - INFO - Epoch [8][4900/7330] lr: 1.000e-05, eta: 6:06:47, time: 0.693, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2316, interm_loss_bbox: 0.1841, interm_loss_iou: 0.3904, loss_cls: 0.1899, loss_bbox: 0.1470, loss_iou: 0.3362, d0.loss_cls: 0.2504, d0.loss_bbox: 0.1541, d0.loss_iou: 0.3491, d1.loss_cls: 0.2155, d1.loss_bbox: 0.1498, d1.loss_iou: 0.3410, d2.loss_cls: 0.2005, d2.loss_bbox: 0.1470, d2.loss_iou: 0.3370, d3.loss_cls: 0.1937, d3.loss_bbox: 0.1466, d3.loss_iou: 0.3362, d4.loss_cls: 0.1915, d4.loss_bbox: 0.1468, d4.loss_iou: 0.3358, dn_loss_cls: 0.0270, dn_loss_bbox: 0.2474, dn_loss_iou: 0.3283, d0.dn_loss_cls: 0.0628, d0.dn_loss_bbox: 0.3733, d0.dn_loss_iou: 0.4530, d1.dn_loss_cls: 0.0369, d1.dn_loss_bbox: 0.2731, d1.dn_loss_iou: 0.3548, d2.dn_loss_cls: 0.0306, d2.dn_loss_bbox: 0.2531, d2.dn_loss_iou: 0.3352, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2483, d3.dn_loss_iou: 0.3294, d4.dn_loss_cls: 0.0274, d4.dn_loss_bbox: 0.2475, d4.dn_loss_iou: 0.3282, loss: 8.9594, grad_norm: 24.4541 2023-11-23 00:21:52,276 - mmdet - INFO - Epoch [8][4950/7330] lr: 1.000e-05, eta: 6:06:13, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2266, interm_loss_bbox: 0.1918, interm_loss_iou: 0.4060, loss_cls: 0.1865, loss_bbox: 0.1559, loss_iou: 0.3514, d0.loss_cls: 0.2465, d0.loss_bbox: 0.1627, d0.loss_iou: 0.3625, d1.loss_cls: 0.2108, d1.loss_bbox: 0.1586, d1.loss_iou: 0.3567, d2.loss_cls: 0.1973, d2.loss_bbox: 0.1563, d2.loss_iou: 0.3518, d3.loss_cls: 0.1913, d3.loss_bbox: 0.1553, d3.loss_iou: 0.3511, d4.loss_cls: 0.1881, d4.loss_bbox: 0.1555, d4.loss_iou: 0.3505, dn_loss_cls: 0.0261, dn_loss_bbox: 0.2544, dn_loss_iou: 0.3391, d0.dn_loss_cls: 0.0608, d0.dn_loss_bbox: 0.3767, d0.dn_loss_iou: 0.4593, d1.dn_loss_cls: 0.0353, d1.dn_loss_bbox: 0.2794, d1.dn_loss_iou: 0.3650, d2.dn_loss_cls: 0.0294, d2.dn_loss_bbox: 0.2598, d2.dn_loss_iou: 0.3459, d3.dn_loss_cls: 0.0277, d3.dn_loss_bbox: 0.2549, d3.dn_loss_iou: 0.3398, d4.dn_loss_cls: 0.0265, d4.dn_loss_bbox: 0.2544, d4.dn_loss_iou: 0.3390, loss: 9.1868, grad_norm: 24.9828 2023-11-23 00:22:26,560 - mmdet - INFO - Epoch [8][5000/7330] lr: 1.000e-05, eta: 6:05:38, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2357, interm_loss_bbox: 0.1808, interm_loss_iou: 0.4118, loss_cls: 0.1954, loss_bbox: 0.1436, loss_iou: 0.3532, d0.loss_cls: 0.2535, d0.loss_bbox: 0.1498, d0.loss_iou: 0.3644, d1.loss_cls: 0.2160, d1.loss_bbox: 0.1480, d1.loss_iou: 0.3603, d2.loss_cls: 0.2050, d2.loss_bbox: 0.1448, d2.loss_iou: 0.3537, d3.loss_cls: 0.1979, d3.loss_bbox: 0.1446, d3.loss_iou: 0.3531, d4.loss_cls: 0.1964, d4.loss_bbox: 0.1437, d4.loss_iou: 0.3524, dn_loss_cls: 0.0279, dn_loss_bbox: 0.2372, dn_loss_iou: 0.3383, d0.dn_loss_cls: 0.0622, d0.dn_loss_bbox: 0.3600, d0.dn_loss_iou: 0.4604, d1.dn_loss_cls: 0.0359, d1.dn_loss_bbox: 0.2624, d1.dn_loss_iou: 0.3646, d2.dn_loss_cls: 0.0304, d2.dn_loss_bbox: 0.2430, d2.dn_loss_iou: 0.3454, d3.dn_loss_cls: 0.0289, d3.dn_loss_bbox: 0.2381, d3.dn_loss_iou: 0.3394, d4.dn_loss_cls: 0.0280, d4.dn_loss_bbox: 0.2372, d4.dn_loss_iou: 0.3383, loss: 9.0816, grad_norm: 24.2786 2023-11-23 00:23:01,386 - mmdet - INFO - Epoch [8][5050/7330] lr: 1.000e-05, eta: 6:05:03, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2320, interm_loss_bbox: 0.1867, interm_loss_iou: 0.4268, loss_cls: 0.1911, loss_bbox: 0.1512, loss_iou: 0.3725, d0.loss_cls: 0.2492, d0.loss_bbox: 0.1570, d0.loss_iou: 0.3821, d1.loss_cls: 0.2132, d1.loss_bbox: 0.1545, d1.loss_iou: 0.3768, d2.loss_cls: 0.1996, d2.loss_bbox: 0.1518, d2.loss_iou: 0.3731, d3.loss_cls: 0.1935, d3.loss_bbox: 0.1527, d3.loss_iou: 0.3725, d4.loss_cls: 0.1915, d4.loss_bbox: 0.1514, d4.loss_iou: 0.3729, dn_loss_cls: 0.0281, dn_loss_bbox: 0.2439, dn_loss_iou: 0.3525, d0.dn_loss_cls: 0.0635, d0.dn_loss_bbox: 0.3659, d0.dn_loss_iou: 0.4746, d1.dn_loss_cls: 0.0370, d1.dn_loss_bbox: 0.2688, d1.dn_loss_iou: 0.3778, d2.dn_loss_cls: 0.0313, d2.dn_loss_bbox: 0.2498, d2.dn_loss_iou: 0.3597, d3.dn_loss_cls: 0.0294, d3.dn_loss_bbox: 0.2446, d3.dn_loss_iou: 0.3534, d4.dn_loss_cls: 0.0284, d4.dn_loss_bbox: 0.2440, d4.dn_loss_iou: 0.3525, loss: 9.3574, grad_norm: 24.3570 2023-11-23 00:23:36,422 - mmdet - INFO - Epoch [8][5100/7330] lr: 1.000e-05, eta: 6:04:29, time: 0.701, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2263, interm_loss_bbox: 0.1801, interm_loss_iou: 0.4039, loss_cls: 0.1849, loss_bbox: 0.1480, loss_iou: 0.3503, d0.loss_cls: 0.2425, d0.loss_bbox: 0.1526, d0.loss_iou: 0.3591, d1.loss_cls: 0.2046, d1.loss_bbox: 0.1540, d1.loss_iou: 0.3588, d2.loss_cls: 0.1904, d2.loss_bbox: 0.1530, d2.loss_iou: 0.3539, d3.loss_cls: 0.1875, d3.loss_bbox: 0.1497, d3.loss_iou: 0.3508, d4.loss_cls: 0.1849, d4.loss_bbox: 0.1484, d4.loss_iou: 0.3506, dn_loss_cls: 0.0268, dn_loss_bbox: 0.2463, dn_loss_iou: 0.3470, d0.dn_loss_cls: 0.0616, d0.dn_loss_bbox: 0.3630, d0.dn_loss_iou: 0.4641, d1.dn_loss_cls: 0.0363, d1.dn_loss_bbox: 0.2696, d1.dn_loss_iou: 0.3705, d2.dn_loss_cls: 0.0300, d2.dn_loss_bbox: 0.2513, d2.dn_loss_iou: 0.3532, d3.dn_loss_cls: 0.0283, d3.dn_loss_bbox: 0.2468, d3.dn_loss_iou: 0.3477, d4.dn_loss_cls: 0.0272, d4.dn_loss_bbox: 0.2464, d4.dn_loss_iou: 0.3469, loss: 9.0972, grad_norm: 24.8587 2023-11-23 00:24:11,380 - mmdet - INFO - Epoch [8][5150/7330] lr: 1.000e-05, eta: 6:03:55, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2289, interm_loss_bbox: 0.1794, interm_loss_iou: 0.4219, loss_cls: 0.1858, loss_bbox: 0.1461, loss_iou: 0.3663, d0.loss_cls: 0.2478, d0.loss_bbox: 0.1510, d0.loss_iou: 0.3759, d1.loss_cls: 0.2094, d1.loss_bbox: 0.1501, d1.loss_iou: 0.3708, d2.loss_cls: 0.1956, d2.loss_bbox: 0.1470, d2.loss_iou: 0.3677, d3.loss_cls: 0.1885, d3.loss_bbox: 0.1465, d3.loss_iou: 0.3676, d4.loss_cls: 0.1861, d4.loss_bbox: 0.1463, d4.loss_iou: 0.3671, dn_loss_cls: 0.0275, dn_loss_bbox: 0.2484, dn_loss_iou: 0.3455, d0.dn_loss_cls: 0.0626, d0.dn_loss_bbox: 0.3719, d0.dn_loss_iou: 0.4724, d1.dn_loss_cls: 0.0368, d1.dn_loss_bbox: 0.2758, d1.dn_loss_iou: 0.3736, d2.dn_loss_cls: 0.0308, d2.dn_loss_bbox: 0.2553, d2.dn_loss_iou: 0.3528, d3.dn_loss_cls: 0.0289, d3.dn_loss_bbox: 0.2492, d3.dn_loss_iou: 0.3464, d4.dn_loss_cls: 0.0280, d4.dn_loss_bbox: 0.2484, d4.dn_loss_iou: 0.3454, loss: 9.2453, grad_norm: 26.7537 2023-11-23 00:24:48,710 - mmdet - INFO - Epoch [8][5200/7330] lr: 1.000e-05, eta: 6:03:21, time: 0.747, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2274, interm_loss_bbox: 0.1804, interm_loss_iou: 0.4126, loss_cls: 0.1855, loss_bbox: 0.1477, loss_iou: 0.3569, d0.loss_cls: 0.2443, d0.loss_bbox: 0.1517, d0.loss_iou: 0.3685, d1.loss_cls: 0.2091, d1.loss_bbox: 0.1502, d1.loss_iou: 0.3601, d2.loss_cls: 0.1958, d2.loss_bbox: 0.1486, d2.loss_iou: 0.3574, d3.loss_cls: 0.1899, d3.loss_bbox: 0.1474, d3.loss_iou: 0.3562, d4.loss_cls: 0.1864, d4.loss_bbox: 0.1480, d4.loss_iou: 0.3567, dn_loss_cls: 0.0261, dn_loss_bbox: 0.2464, dn_loss_iou: 0.3432, d0.dn_loss_cls: 0.0604, d0.dn_loss_bbox: 0.3650, d0.dn_loss_iou: 0.4632, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2707, d1.dn_loss_iou: 0.3694, d2.dn_loss_cls: 0.0290, d2.dn_loss_bbox: 0.2515, d2.dn_loss_iou: 0.3499, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2472, d3.dn_loss_iou: 0.3441, d4.dn_loss_cls: 0.0262, d4.dn_loss_bbox: 0.2464, d4.dn_loss_iou: 0.3431, loss: 9.1244, grad_norm: 26.7791 2023-11-23 00:25:24,088 - mmdet - INFO - Epoch [8][5250/7330] lr: 1.000e-05, eta: 6:02:47, time: 0.707, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2423, interm_loss_bbox: 0.1774, interm_loss_iou: 0.4216, loss_cls: 0.2000, loss_bbox: 0.1467, loss_iou: 0.3712, d0.loss_cls: 0.2579, d0.loss_bbox: 0.1511, d0.loss_iou: 0.3797, d1.loss_cls: 0.2219, d1.loss_bbox: 0.1503, d1.loss_iou: 0.3770, d2.loss_cls: 0.2066, d2.loss_bbox: 0.1487, d2.loss_iou: 0.3738, d3.loss_cls: 0.2025, d3.loss_bbox: 0.1470, d3.loss_iou: 0.3719, d4.loss_cls: 0.1999, d4.loss_bbox: 0.1471, d4.loss_iou: 0.3721, dn_loss_cls: 0.0288, dn_loss_bbox: 0.2354, dn_loss_iou: 0.3475, d0.dn_loss_cls: 0.0640, d0.dn_loss_bbox: 0.3494, d0.dn_loss_iou: 0.4624, d1.dn_loss_cls: 0.0374, d1.dn_loss_bbox: 0.2590, d1.dn_loss_iou: 0.3717, d2.dn_loss_cls: 0.0320, d2.dn_loss_bbox: 0.2403, d2.dn_loss_iou: 0.3536, d3.dn_loss_cls: 0.0303, d3.dn_loss_bbox: 0.2359, d3.dn_loss_iou: 0.3483, d4.dn_loss_cls: 0.0292, d4.dn_loss_bbox: 0.2354, d4.dn_loss_iou: 0.3474, loss: 9.2745, grad_norm: 24.6383 2023-11-23 00:25:58,951 - mmdet - INFO - Epoch [8][5300/7330] lr: 1.000e-05, eta: 6:02:13, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2291, interm_loss_bbox: 0.1787, interm_loss_iou: 0.4124, loss_cls: 0.1903, loss_bbox: 0.1430, loss_iou: 0.3544, d0.loss_cls: 0.2463, d0.loss_bbox: 0.1472, d0.loss_iou: 0.3662, d1.loss_cls: 0.2117, d1.loss_bbox: 0.1459, d1.loss_iou: 0.3599, d2.loss_cls: 0.1994, d2.loss_bbox: 0.1435, d2.loss_iou: 0.3540, d3.loss_cls: 0.1936, d3.loss_bbox: 0.1430, d3.loss_iou: 0.3542, d4.loss_cls: 0.1904, d4.loss_bbox: 0.1429, d4.loss_iou: 0.3544, dn_loss_cls: 0.0277, dn_loss_bbox: 0.2448, dn_loss_iou: 0.3414, d0.dn_loss_cls: 0.0609, d0.dn_loss_bbox: 0.3612, d0.dn_loss_iou: 0.4595, d1.dn_loss_cls: 0.0361, d1.dn_loss_bbox: 0.2696, d1.dn_loss_iou: 0.3663, d2.dn_loss_cls: 0.0303, d2.dn_loss_bbox: 0.2504, d2.dn_loss_iou: 0.3485, d3.dn_loss_cls: 0.0286, d3.dn_loss_bbox: 0.2451, d3.dn_loss_iou: 0.3422, d4.dn_loss_cls: 0.0279, d4.dn_loss_bbox: 0.2448, d4.dn_loss_iou: 0.3413, loss: 9.0871, grad_norm: 25.1341 2023-11-23 00:26:33,747 - mmdet - INFO - Epoch [8][5350/7330] lr: 1.000e-05, eta: 6:01:38, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2408, interm_loss_bbox: 0.1748, interm_loss_iou: 0.4064, loss_cls: 0.1943, loss_bbox: 0.1449, loss_iou: 0.3542, d0.loss_cls: 0.2569, d0.loss_bbox: 0.1475, d0.loss_iou: 0.3616, d1.loss_cls: 0.2179, d1.loss_bbox: 0.1481, d1.loss_iou: 0.3601, d2.loss_cls: 0.2061, d2.loss_bbox: 0.1450, d2.loss_iou: 0.3537, d3.loss_cls: 0.1993, d3.loss_bbox: 0.1445, d3.loss_iou: 0.3536, d4.loss_cls: 0.1958, d4.loss_bbox: 0.1443, d4.loss_iou: 0.3539, dn_loss_cls: 0.0276, dn_loss_bbox: 0.2380, dn_loss_iou: 0.3362, d0.dn_loss_cls: 0.0627, d0.dn_loss_bbox: 0.3626, d0.dn_loss_iou: 0.4601, d1.dn_loss_cls: 0.0372, d1.dn_loss_bbox: 0.2646, d1.dn_loss_iou: 0.3633, d2.dn_loss_cls: 0.0309, d2.dn_loss_bbox: 0.2450, d2.dn_loss_iou: 0.3441, d3.dn_loss_cls: 0.0291, d3.dn_loss_bbox: 0.2389, d3.dn_loss_iou: 0.3374, d4.dn_loss_cls: 0.0280, d4.dn_loss_bbox: 0.2380, d4.dn_loss_iou: 0.3361, loss: 9.0835, grad_norm: 24.1343 2023-11-23 00:27:08,814 - mmdet - INFO - Epoch [8][5400/7330] lr: 1.000e-05, eta: 6:01:04, time: 0.701, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2337, interm_loss_bbox: 0.1842, interm_loss_iou: 0.4171, loss_cls: 0.1906, loss_bbox: 0.1509, loss_iou: 0.3589, d0.loss_cls: 0.2489, d0.loss_bbox: 0.1557, d0.loss_iou: 0.3696, d1.loss_cls: 0.2147, d1.loss_bbox: 0.1541, d1.loss_iou: 0.3664, d2.loss_cls: 0.2024, d2.loss_bbox: 0.1495, d2.loss_iou: 0.3592, d3.loss_cls: 0.1953, d3.loss_bbox: 0.1501, d3.loss_iou: 0.3578, d4.loss_cls: 0.1919, d4.loss_bbox: 0.1498, d4.loss_iou: 0.3583, dn_loss_cls: 0.0273, dn_loss_bbox: 0.2427, dn_loss_iou: 0.3395, d0.dn_loss_cls: 0.0629, d0.dn_loss_bbox: 0.3594, d0.dn_loss_iou: 0.4596, d1.dn_loss_cls: 0.0363, d1.dn_loss_bbox: 0.2672, d1.dn_loss_iou: 0.3651, d2.dn_loss_cls: 0.0304, d2.dn_loss_bbox: 0.2479, d2.dn_loss_iou: 0.3460, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2432, d3.dn_loss_iou: 0.3402, d4.dn_loss_cls: 0.0275, d4.dn_loss_bbox: 0.2427, d4.dn_loss_iou: 0.3394, loss: 9.1652, grad_norm: 24.6064 2023-11-23 00:27:48,825 - mmdet - INFO - Epoch [8][5450/7330] lr: 1.000e-05, eta: 6:00:32, time: 0.800, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2369, interm_loss_bbox: 0.1813, interm_loss_iou: 0.4128, loss_cls: 0.1968, loss_bbox: 0.1427, loss_iou: 0.3546, d0.loss_cls: 0.2545, d0.loss_bbox: 0.1518, d0.loss_iou: 0.3658, d1.loss_cls: 0.2180, d1.loss_bbox: 0.1503, d1.loss_iou: 0.3630, d2.loss_cls: 0.2060, d2.loss_bbox: 0.1445, d2.loss_iou: 0.3567, d3.loss_cls: 0.2007, d3.loss_bbox: 0.1425, d3.loss_iou: 0.3547, d4.loss_cls: 0.1974, d4.loss_bbox: 0.1426, d4.loss_iou: 0.3548, dn_loss_cls: 0.0271, dn_loss_bbox: 0.2506, dn_loss_iou: 0.3417, d0.dn_loss_cls: 0.0630, d0.dn_loss_bbox: 0.3692, d0.dn_loss_iou: 0.4633, d1.dn_loss_cls: 0.0375, d1.dn_loss_bbox: 0.2771, d1.dn_loss_iou: 0.3690, d2.dn_loss_cls: 0.0310, d2.dn_loss_bbox: 0.2567, d2.dn_loss_iou: 0.3490, d3.dn_loss_cls: 0.0290, d3.dn_loss_bbox: 0.2513, d3.dn_loss_iou: 0.3426, d4.dn_loss_cls: 0.0277, d4.dn_loss_bbox: 0.2506, d4.dn_loss_iou: 0.3416, loss: 9.2068, grad_norm: 25.1389 2023-11-23 00:28:23,645 - mmdet - INFO - Epoch [8][5500/7330] lr: 1.000e-05, eta: 5:59:57, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2361, interm_loss_bbox: 0.1872, interm_loss_iou: 0.3985, loss_cls: 0.1937, loss_bbox: 0.1465, loss_iou: 0.3380, d0.loss_cls: 0.2561, d0.loss_bbox: 0.1524, d0.loss_iou: 0.3483, d1.loss_cls: 0.2182, d1.loss_bbox: 0.1504, d1.loss_iou: 0.3435, d2.loss_cls: 0.2044, d2.loss_bbox: 0.1470, d2.loss_iou: 0.3392, d3.loss_cls: 0.1980, d3.loss_bbox: 0.1464, d3.loss_iou: 0.3378, d4.loss_cls: 0.1948, d4.loss_bbox: 0.1458, d4.loss_iou: 0.3376, dn_loss_cls: 0.0278, dn_loss_bbox: 0.2575, dn_loss_iou: 0.3363, d0.dn_loss_cls: 0.0634, d0.dn_loss_bbox: 0.3835, d0.dn_loss_iou: 0.4602, d1.dn_loss_cls: 0.0373, d1.dn_loss_bbox: 0.2842, d1.dn_loss_iou: 0.3638, d2.dn_loss_cls: 0.0313, d2.dn_loss_bbox: 0.2631, d2.dn_loss_iou: 0.3436, d3.dn_loss_cls: 0.0293, d3.dn_loss_bbox: 0.2580, d3.dn_loss_iou: 0.3373, d4.dn_loss_cls: 0.0282, d4.dn_loss_bbox: 0.2574, d4.dn_loss_iou: 0.3363, loss: 9.1184, grad_norm: 25.4053 2023-11-23 00:28:58,430 - mmdet - INFO - Epoch [8][5550/7330] lr: 1.000e-05, eta: 5:59:23, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2343, interm_loss_bbox: 0.1813, interm_loss_iou: 0.4250, loss_cls: 0.1928, loss_bbox: 0.1466, loss_iou: 0.3699, d0.loss_cls: 0.2527, d0.loss_bbox: 0.1502, d0.loss_iou: 0.3766, d1.loss_cls: 0.2161, d1.loss_bbox: 0.1480, d1.loss_iou: 0.3728, d2.loss_cls: 0.2030, d2.loss_bbox: 0.1454, d2.loss_iou: 0.3700, d3.loss_cls: 0.1979, d3.loss_bbox: 0.1452, d3.loss_iou: 0.3680, d4.loss_cls: 0.1937, d4.loss_bbox: 0.1463, d4.loss_iou: 0.3697, dn_loss_cls: 0.0267, dn_loss_bbox: 0.2347, dn_loss_iou: 0.3486, d0.dn_loss_cls: 0.0619, d0.dn_loss_bbox: 0.3465, d0.dn_loss_iou: 0.4669, d1.dn_loss_cls: 0.0360, d1.dn_loss_bbox: 0.2576, d1.dn_loss_iou: 0.3732, d2.dn_loss_cls: 0.0299, d2.dn_loss_bbox: 0.2399, d2.dn_loss_iou: 0.3551, d3.dn_loss_cls: 0.0281, d3.dn_loss_bbox: 0.2351, d3.dn_loss_iou: 0.3493, d4.dn_loss_cls: 0.0270, d4.dn_loss_bbox: 0.2347, d4.dn_loss_iou: 0.3485, loss: 9.2052, grad_norm: 25.5470 2023-11-23 00:29:35,131 - mmdet - INFO - Epoch [8][5600/7330] lr: 1.000e-05, eta: 5:58:49, time: 0.734, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2293, interm_loss_bbox: 0.1805, interm_loss_iou: 0.4108, loss_cls: 0.1891, loss_bbox: 0.1421, loss_iou: 0.3485, d0.loss_cls: 0.2457, d0.loss_bbox: 0.1509, d0.loss_iou: 0.3645, d1.loss_cls: 0.2128, d1.loss_bbox: 0.1473, d1.loss_iou: 0.3561, d2.loss_cls: 0.1976, d2.loss_bbox: 0.1455, d2.loss_iou: 0.3523, d3.loss_cls: 0.1920, d3.loss_bbox: 0.1436, d3.loss_iou: 0.3497, d4.loss_cls: 0.1894, d4.loss_bbox: 0.1425, d4.loss_iou: 0.3485, dn_loss_cls: 0.0266, dn_loss_bbox: 0.2362, dn_loss_iou: 0.3394, d0.dn_loss_cls: 0.0611, d0.dn_loss_bbox: 0.3479, d0.dn_loss_iou: 0.4617, d1.dn_loss_cls: 0.0357, d1.dn_loss_bbox: 0.2593, d1.dn_loss_iou: 0.3664, d2.dn_loss_cls: 0.0301, d2.dn_loss_bbox: 0.2412, d2.dn_loss_iou: 0.3464, d3.dn_loss_cls: 0.0282, d3.dn_loss_bbox: 0.2371, d3.dn_loss_iou: 0.3404, d4.dn_loss_cls: 0.0272, d4.dn_loss_bbox: 0.2362, d4.dn_loss_iou: 0.3393, loss: 8.9991, grad_norm: 24.5471 2023-11-23 00:30:09,837 - mmdet - INFO - Epoch [8][5650/7330] lr: 1.000e-05, eta: 5:58:14, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2365, interm_loss_bbox: 0.1867, interm_loss_iou: 0.4160, loss_cls: 0.1933, loss_bbox: 0.1530, loss_iou: 0.3615, d0.loss_cls: 0.2538, d0.loss_bbox: 0.1577, d0.loss_iou: 0.3720, d1.loss_cls: 0.2154, d1.loss_bbox: 0.1574, d1.loss_iou: 0.3684, d2.loss_cls: 0.2015, d2.loss_bbox: 0.1558, d2.loss_iou: 0.3641, d3.loss_cls: 0.1961, d3.loss_bbox: 0.1542, d3.loss_iou: 0.3623, d4.loss_cls: 0.1940, d4.loss_bbox: 0.1533, d4.loss_iou: 0.3619, dn_loss_cls: 0.0275, dn_loss_bbox: 0.2590, dn_loss_iou: 0.3435, d0.dn_loss_cls: 0.0627, d0.dn_loss_bbox: 0.3758, d0.dn_loss_iou: 0.4610, d1.dn_loss_cls: 0.0367, d1.dn_loss_bbox: 0.2842, d1.dn_loss_iou: 0.3693, d2.dn_loss_cls: 0.0309, d2.dn_loss_bbox: 0.2645, d2.dn_loss_iou: 0.3504, d3.dn_loss_cls: 0.0291, d3.dn_loss_bbox: 0.2597, d3.dn_loss_iou: 0.3442, d4.dn_loss_cls: 0.0280, d4.dn_loss_bbox: 0.2590, d4.dn_loss_iou: 0.3434, loss: 9.3438, grad_norm: 28.0895 2023-11-23 00:30:44,434 - mmdet - INFO - Epoch [8][5700/7330] lr: 1.000e-05, eta: 5:57:40, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2250, interm_loss_bbox: 0.1870, interm_loss_iou: 0.4054, loss_cls: 0.1823, loss_bbox: 0.1524, loss_iou: 0.3509, d0.loss_cls: 0.2449, d0.loss_bbox: 0.1577, d0.loss_iou: 0.3609, d1.loss_cls: 0.2080, d1.loss_bbox: 0.1547, d1.loss_iou: 0.3556, d2.loss_cls: 0.1929, d2.loss_bbox: 0.1526, d2.loss_iou: 0.3516, d3.loss_cls: 0.1861, d3.loss_bbox: 0.1527, d3.loss_iou: 0.3513, d4.loss_cls: 0.1831, d4.loss_bbox: 0.1523, d4.loss_iou: 0.3515, dn_loss_cls: 0.0272, dn_loss_bbox: 0.2395, dn_loss_iou: 0.3331, d0.dn_loss_cls: 0.0610, d0.dn_loss_bbox: 0.3561, d0.dn_loss_iou: 0.4562, d1.dn_loss_cls: 0.0359, d1.dn_loss_bbox: 0.2637, d1.dn_loss_iou: 0.3595, d2.dn_loss_cls: 0.0300, d2.dn_loss_bbox: 0.2451, d2.dn_loss_iou: 0.3401, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2402, d3.dn_loss_iou: 0.3342, d4.dn_loss_cls: 0.0274, d4.dn_loss_bbox: 0.2395, d4.dn_loss_iou: 0.3330, loss: 9.0088, grad_norm: 24.8333 2023-11-23 00:31:18,675 - mmdet - INFO - Epoch [8][5750/7330] lr: 1.000e-05, eta: 5:57:05, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2325, interm_loss_bbox: 0.1885, interm_loss_iou: 0.3876, loss_cls: 0.1863, loss_bbox: 0.1518, loss_iou: 0.3356, d0.loss_cls: 0.2466, d0.loss_bbox: 0.1588, d0.loss_iou: 0.3449, d1.loss_cls: 0.2109, d1.loss_bbox: 0.1554, d1.loss_iou: 0.3398, d2.loss_cls: 0.1981, d2.loss_bbox: 0.1516, d2.loss_iou: 0.3355, d3.loss_cls: 0.1909, d3.loss_bbox: 0.1518, d3.loss_iou: 0.3355, d4.loss_cls: 0.1873, d4.loss_bbox: 0.1512, d4.loss_iou: 0.3359, dn_loss_cls: 0.0284, dn_loss_bbox: 0.2534, dn_loss_iou: 0.3380, d0.dn_loss_cls: 0.0630, d0.dn_loss_bbox: 0.3743, d0.dn_loss_iou: 0.4592, d1.dn_loss_cls: 0.0372, d1.dn_loss_bbox: 0.2791, d1.dn_loss_iou: 0.3637, d2.dn_loss_cls: 0.0316, d2.dn_loss_bbox: 0.2595, d2.dn_loss_iou: 0.3452, d3.dn_loss_cls: 0.0297, d3.dn_loss_bbox: 0.2542, d3.dn_loss_iou: 0.3391, d4.dn_loss_cls: 0.0287, d4.dn_loss_bbox: 0.2534, d4.dn_loss_iou: 0.3380, loss: 9.0520, grad_norm: 23.3001 2023-11-23 00:31:53,110 - mmdet - INFO - Epoch [8][5800/7330] lr: 1.000e-05, eta: 5:56:30, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2365, interm_loss_bbox: 0.1818, interm_loss_iou: 0.4006, loss_cls: 0.1940, loss_bbox: 0.1484, loss_iou: 0.3499, d0.loss_cls: 0.2528, d0.loss_bbox: 0.1537, d0.loss_iou: 0.3576, d1.loss_cls: 0.2169, d1.loss_bbox: 0.1541, d1.loss_iou: 0.3553, d2.loss_cls: 0.2044, d2.loss_bbox: 0.1496, d2.loss_iou: 0.3502, d3.loss_cls: 0.1987, d3.loss_bbox: 0.1477, d3.loss_iou: 0.3485, d4.loss_cls: 0.1942, d4.loss_bbox: 0.1481, d4.loss_iou: 0.3499, dn_loss_cls: 0.0277, dn_loss_bbox: 0.2412, dn_loss_iou: 0.3399, d0.dn_loss_cls: 0.0620, d0.dn_loss_bbox: 0.3639, d0.dn_loss_iou: 0.4641, d1.dn_loss_cls: 0.0361, d1.dn_loss_bbox: 0.2663, d1.dn_loss_iou: 0.3666, d2.dn_loss_cls: 0.0302, d2.dn_loss_bbox: 0.2470, d2.dn_loss_iou: 0.3465, d3.dn_loss_cls: 0.0283, d3.dn_loss_bbox: 0.2421, d3.dn_loss_iou: 0.3407, d4.dn_loss_cls: 0.0277, d4.dn_loss_bbox: 0.2412, d4.dn_loss_iou: 0.3397, loss: 9.1044, grad_norm: 26.1984 2023-11-23 00:32:27,703 - mmdet - INFO - Epoch [8][5850/7330] lr: 1.000e-05, eta: 5:55:55, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2348, interm_loss_bbox: 0.1841, interm_loss_iou: 0.4151, loss_cls: 0.1944, loss_bbox: 0.1478, loss_iou: 0.3617, d0.loss_cls: 0.2508, d0.loss_bbox: 0.1544, d0.loss_iou: 0.3694, d1.loss_cls: 0.2163, d1.loss_bbox: 0.1510, d1.loss_iou: 0.3638, d2.loss_cls: 0.2046, d2.loss_bbox: 0.1474, d2.loss_iou: 0.3598, d3.loss_cls: 0.1982, d3.loss_bbox: 0.1478, d3.loss_iou: 0.3614, d4.loss_cls: 0.1959, d4.loss_bbox: 0.1474, d4.loss_iou: 0.3608, dn_loss_cls: 0.0269, dn_loss_bbox: 0.2437, dn_loss_iou: 0.3506, d0.dn_loss_cls: 0.0613, d0.dn_loss_bbox: 0.3590, d0.dn_loss_iou: 0.4664, d1.dn_loss_cls: 0.0360, d1.dn_loss_bbox: 0.2680, d1.dn_loss_iou: 0.3754, d2.dn_loss_cls: 0.0303, d2.dn_loss_bbox: 0.2493, d2.dn_loss_iou: 0.3571, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2441, d3.dn_loss_iou: 0.3514, d4.dn_loss_cls: 0.0272, d4.dn_loss_bbox: 0.2437, d4.dn_loss_iou: 0.3505, loss: 9.2364, grad_norm: 26.2591 2023-11-23 00:33:02,850 - mmdet - INFO - Epoch [8][5900/7330] lr: 1.000e-05, eta: 5:55:21, time: 0.703, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2405, interm_loss_bbox: 0.1868, interm_loss_iou: 0.4278, loss_cls: 0.1978, loss_bbox: 0.1538, loss_iou: 0.3726, d0.loss_cls: 0.2576, d0.loss_bbox: 0.1599, d0.loss_iou: 0.3841, d1.loss_cls: 0.2222, d1.loss_bbox: 0.1592, d1.loss_iou: 0.3806, d2.loss_cls: 0.2074, d2.loss_bbox: 0.1555, d2.loss_iou: 0.3751, d3.loss_cls: 0.2015, d3.loss_bbox: 0.1541, d3.loss_iou: 0.3725, d4.loss_cls: 0.1990, d4.loss_bbox: 0.1535, d4.loss_iou: 0.3720, dn_loss_cls: 0.0282, dn_loss_bbox: 0.2407, dn_loss_iou: 0.3496, d0.dn_loss_cls: 0.0645, d0.dn_loss_bbox: 0.3650, d0.dn_loss_iou: 0.4735, d1.dn_loss_cls: 0.0380, d1.dn_loss_bbox: 0.2684, d1.dn_loss_iou: 0.3758, d2.dn_loss_cls: 0.0319, d2.dn_loss_bbox: 0.2468, d2.dn_loss_iou: 0.3566, d3.dn_loss_cls: 0.0300, d3.dn_loss_bbox: 0.2415, d3.dn_loss_iou: 0.3506, d4.dn_loss_cls: 0.0287, d4.dn_loss_bbox: 0.2407, d4.dn_loss_iou: 0.3495, loss: 9.4133, grad_norm: 25.8128 2023-11-23 00:33:37,347 - mmdet - INFO - Epoch [8][5950/7330] lr: 1.000e-05, eta: 5:54:46, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2295, interm_loss_bbox: 0.1901, interm_loss_iou: 0.4050, loss_cls: 0.1889, loss_bbox: 0.1565, loss_iou: 0.3501, d0.loss_cls: 0.2474, d0.loss_bbox: 0.1613, d0.loss_iou: 0.3594, d1.loss_cls: 0.2117, d1.loss_bbox: 0.1601, d1.loss_iou: 0.3567, d2.loss_cls: 0.1983, d2.loss_bbox: 0.1574, d2.loss_iou: 0.3522, d3.loss_cls: 0.1922, d3.loss_bbox: 0.1571, d3.loss_iou: 0.3515, d4.loss_cls: 0.1895, d4.loss_bbox: 0.1567, d4.loss_iou: 0.3505, dn_loss_cls: 0.0283, dn_loss_bbox: 0.2519, dn_loss_iou: 0.3423, d0.dn_loss_cls: 0.0631, d0.dn_loss_bbox: 0.3733, d0.dn_loss_iou: 0.4634, d1.dn_loss_cls: 0.0371, d1.dn_loss_bbox: 0.2771, d1.dn_loss_iou: 0.3682, d2.dn_loss_cls: 0.0311, d2.dn_loss_bbox: 0.2580, d2.dn_loss_iou: 0.3492, d3.dn_loss_cls: 0.0294, d3.dn_loss_bbox: 0.2524, d3.dn_loss_iou: 0.3431, d4.dn_loss_cls: 0.0285, d4.dn_loss_bbox: 0.2520, d4.dn_loss_iou: 0.3422, loss: 9.2127, grad_norm: 24.4051 2023-11-23 00:34:11,756 - mmdet - INFO - Epoch [8][6000/7330] lr: 1.000e-05, eta: 5:54:11, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2246, interm_loss_bbox: 0.1846, interm_loss_iou: 0.4014, loss_cls: 0.1885, loss_bbox: 0.1487, loss_iou: 0.3428, d0.loss_cls: 0.2446, d0.loss_bbox: 0.1540, d0.loss_iou: 0.3538, d1.loss_cls: 0.2091, d1.loss_bbox: 0.1522, d1.loss_iou: 0.3510, d2.loss_cls: 0.1963, d2.loss_bbox: 0.1508, d2.loss_iou: 0.3458, d3.loss_cls: 0.1917, d3.loss_bbox: 0.1495, d3.loss_iou: 0.3435, d4.loss_cls: 0.1886, d4.loss_bbox: 0.1493, d4.loss_iou: 0.3435, dn_loss_cls: 0.0265, dn_loss_bbox: 0.2574, dn_loss_iou: 0.3402, d0.dn_loss_cls: 0.0619, d0.dn_loss_bbox: 0.3873, d0.dn_loss_iou: 0.4640, d1.dn_loss_cls: 0.0363, d1.dn_loss_bbox: 0.2840, d1.dn_loss_iou: 0.3670, d2.dn_loss_cls: 0.0303, d2.dn_loss_bbox: 0.2631, d2.dn_loss_iou: 0.3469, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2580, d3.dn_loss_iou: 0.3411, d4.dn_loss_cls: 0.0271, d4.dn_loss_bbox: 0.2574, d4.dn_loss_iou: 0.3401, loss: 9.1317, grad_norm: 24.3004 2023-11-23 00:34:46,179 - mmdet - INFO - Epoch [8][6050/7330] lr: 1.000e-05, eta: 5:53:37, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2342, interm_loss_bbox: 0.1831, interm_loss_iou: 0.4153, loss_cls: 0.1921, loss_bbox: 0.1495, loss_iou: 0.3577, d0.loss_cls: 0.2509, d0.loss_bbox: 0.1545, d0.loss_iou: 0.3690, d1.loss_cls: 0.2158, d1.loss_bbox: 0.1532, d1.loss_iou: 0.3638, d2.loss_cls: 0.2027, d2.loss_bbox: 0.1496, d2.loss_iou: 0.3592, d3.loss_cls: 0.1957, d3.loss_bbox: 0.1497, d3.loss_iou: 0.3574, d4.loss_cls: 0.1928, d4.loss_bbox: 0.1498, d4.loss_iou: 0.3576, dn_loss_cls: 0.0270, dn_loss_bbox: 0.2308, dn_loss_iou: 0.3405, d0.dn_loss_cls: 0.0621, d0.dn_loss_bbox: 0.3427, d0.dn_loss_iou: 0.4605, d1.dn_loss_cls: 0.0363, d1.dn_loss_bbox: 0.2534, d1.dn_loss_iou: 0.3658, d2.dn_loss_cls: 0.0304, d2.dn_loss_bbox: 0.2356, d2.dn_loss_iou: 0.3469, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2315, d3.dn_loss_iou: 0.3411, d4.dn_loss_cls: 0.0275, d4.dn_loss_bbox: 0.2308, d4.dn_loss_iou: 0.3404, loss: 9.0852, grad_norm: 24.5328 2023-11-23 00:35:21,213 - mmdet - INFO - Epoch [8][6100/7330] lr: 1.000e-05, eta: 5:53:02, time: 0.701, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2330, interm_loss_bbox: 0.1868, interm_loss_iou: 0.4069, loss_cls: 0.1868, loss_bbox: 0.1506, loss_iou: 0.3515, d0.loss_cls: 0.2481, d0.loss_bbox: 0.1556, d0.loss_iou: 0.3607, d1.loss_cls: 0.2121, d1.loss_bbox: 0.1535, d1.loss_iou: 0.3557, d2.loss_cls: 0.1974, d2.loss_bbox: 0.1507, d2.loss_iou: 0.3521, d3.loss_cls: 0.1900, d3.loss_bbox: 0.1502, d3.loss_iou: 0.3511, d4.loss_cls: 0.1882, d4.loss_bbox: 0.1498, d4.loss_iou: 0.3504, dn_loss_cls: 0.0270, dn_loss_bbox: 0.2361, dn_loss_iou: 0.3345, d0.dn_loss_cls: 0.0624, d0.dn_loss_bbox: 0.3633, d0.dn_loss_iou: 0.4578, d1.dn_loss_cls: 0.0360, d1.dn_loss_bbox: 0.2638, d1.dn_loss_iou: 0.3614, d2.dn_loss_cls: 0.0302, d2.dn_loss_bbox: 0.2427, d2.dn_loss_iou: 0.3416, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2370, d3.dn_loss_iou: 0.3355, d4.dn_loss_cls: 0.0273, d4.dn_loss_bbox: 0.2361, d4.dn_loss_iou: 0.3344, loss: 9.0368, grad_norm: 25.4123 2023-11-23 00:35:58,627 - mmdet - INFO - Epoch [8][6150/7330] lr: 1.000e-05, eta: 5:52:29, time: 0.748, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2300, interm_loss_bbox: 0.1840, interm_loss_iou: 0.3959, loss_cls: 0.1871, loss_bbox: 0.1489, loss_iou: 0.3422, d0.loss_cls: 0.2437, d0.loss_bbox: 0.1536, d0.loss_iou: 0.3505, d1.loss_cls: 0.2107, d1.loss_bbox: 0.1497, d1.loss_iou: 0.3447, d2.loss_cls: 0.1964, d2.loss_bbox: 0.1493, d2.loss_iou: 0.3425, d3.loss_cls: 0.1910, d3.loss_bbox: 0.1487, d3.loss_iou: 0.3416, d4.loss_cls: 0.1884, d4.loss_bbox: 0.1484, d4.loss_iou: 0.3417, dn_loss_cls: 0.0269, dn_loss_bbox: 0.2476, dn_loss_iou: 0.3394, d0.dn_loss_cls: 0.0615, d0.dn_loss_bbox: 0.3699, d0.dn_loss_iou: 0.4604, d1.dn_loss_cls: 0.0361, d1.dn_loss_bbox: 0.2736, d1.dn_loss_iou: 0.3652, d2.dn_loss_cls: 0.0301, d2.dn_loss_bbox: 0.2531, d2.dn_loss_iou: 0.3454, d3.dn_loss_cls: 0.0283, d3.dn_loss_bbox: 0.2484, d3.dn_loss_iou: 0.3402, d4.dn_loss_cls: 0.0273, d4.dn_loss_bbox: 0.2476, d4.dn_loss_iou: 0.3393, loss: 9.0294, grad_norm: 24.4606 2023-11-23 00:36:33,643 - mmdet - INFO - Epoch [8][6200/7330] lr: 1.000e-05, eta: 5:51:54, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2296, interm_loss_bbox: 0.1785, interm_loss_iou: 0.4090, loss_cls: 0.1854, loss_bbox: 0.1459, loss_iou: 0.3541, d0.loss_cls: 0.2440, d0.loss_bbox: 0.1495, d0.loss_iou: 0.3638, d1.loss_cls: 0.2087, d1.loss_bbox: 0.1484, d1.loss_iou: 0.3601, d2.loss_cls: 0.1941, d2.loss_bbox: 0.1464, d2.loss_iou: 0.3547, d3.loss_cls: 0.1898, d3.loss_bbox: 0.1448, d3.loss_iou: 0.3525, d4.loss_cls: 0.1864, d4.loss_bbox: 0.1456, d4.loss_iou: 0.3537, dn_loss_cls: 0.0245, dn_loss_bbox: 0.2283, dn_loss_iou: 0.3392, d0.dn_loss_cls: 0.0584, d0.dn_loss_bbox: 0.3405, d0.dn_loss_iou: 0.4585, d1.dn_loss_cls: 0.0334, d1.dn_loss_bbox: 0.2519, d1.dn_loss_iou: 0.3645, d2.dn_loss_cls: 0.0279, d2.dn_loss_bbox: 0.2332, d2.dn_loss_iou: 0.3455, d3.dn_loss_cls: 0.0261, d3.dn_loss_bbox: 0.2287, d3.dn_loss_iou: 0.3399, d4.dn_loss_cls: 0.0250, d4.dn_loss_bbox: 0.2283, d4.dn_loss_iou: 0.3391, loss: 8.9376, grad_norm: 24.0605 2023-11-23 00:37:07,782 - mmdet - INFO - Epoch [8][6250/7330] lr: 1.000e-05, eta: 5:51:19, time: 0.683, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2343, interm_loss_bbox: 0.1838, interm_loss_iou: 0.4096, loss_cls: 0.1890, loss_bbox: 0.1495, loss_iou: 0.3540, d0.loss_cls: 0.2484, d0.loss_bbox: 0.1549, d0.loss_iou: 0.3668, d1.loss_cls: 0.2142, d1.loss_bbox: 0.1512, d1.loss_iou: 0.3551, d2.loss_cls: 0.1988, d2.loss_bbox: 0.1497, d2.loss_iou: 0.3520, d3.loss_cls: 0.1940, d3.loss_bbox: 0.1486, d3.loss_iou: 0.3513, d4.loss_cls: 0.1898, d4.loss_bbox: 0.1494, d4.loss_iou: 0.3538, dn_loss_cls: 0.0269, dn_loss_bbox: 0.2475, dn_loss_iou: 0.3410, d0.dn_loss_cls: 0.0629, d0.dn_loss_bbox: 0.3722, d0.dn_loss_iou: 0.4668, d1.dn_loss_cls: 0.0364, d1.dn_loss_bbox: 0.2741, d1.dn_loss_iou: 0.3660, d2.dn_loss_cls: 0.0303, d2.dn_loss_bbox: 0.2537, d2.dn_loss_iou: 0.3478, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2481, d3.dn_loss_iou: 0.3417, d4.dn_loss_cls: 0.0274, d4.dn_loss_bbox: 0.2476, d4.dn_loss_iou: 0.3409, loss: 9.1576, grad_norm: 27.1321 2023-11-23 00:37:42,832 - mmdet - INFO - Epoch [8][6300/7330] lr: 1.000e-05, eta: 5:50:45, time: 0.701, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2310, interm_loss_bbox: 0.1766, interm_loss_iou: 0.4179, loss_cls: 0.1899, loss_bbox: 0.1471, loss_iou: 0.3660, d0.loss_cls: 0.2489, d0.loss_bbox: 0.1510, d0.loss_iou: 0.3754, d1.loss_cls: 0.2135, d1.loss_bbox: 0.1502, d1.loss_iou: 0.3706, d2.loss_cls: 0.2009, d2.loss_bbox: 0.1458, d2.loss_iou: 0.3656, d3.loss_cls: 0.1942, d3.loss_bbox: 0.1461, d3.loss_iou: 0.3655, d4.loss_cls: 0.1908, d4.loss_bbox: 0.1470, d4.loss_iou: 0.3663, dn_loss_cls: 0.0272, dn_loss_bbox: 0.2342, dn_loss_iou: 0.3416, d0.dn_loss_cls: 0.0607, d0.dn_loss_bbox: 0.3504, d0.dn_loss_iou: 0.4607, d1.dn_loss_cls: 0.0358, d1.dn_loss_bbox: 0.2588, d1.dn_loss_iou: 0.3678, d2.dn_loss_cls: 0.0301, d2.dn_loss_bbox: 0.2395, d2.dn_loss_iou: 0.3485, d3.dn_loss_cls: 0.0285, d3.dn_loss_bbox: 0.2350, d3.dn_loss_iou: 0.3425, d4.dn_loss_cls: 0.0275, d4.dn_loss_bbox: 0.2342, d4.dn_loss_iou: 0.3416, loss: 9.1249, grad_norm: 25.0346 2023-11-23 00:38:19,003 - mmdet - INFO - Epoch [8][6350/7330] lr: 1.000e-05, eta: 5:50:11, time: 0.723, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2362, interm_loss_bbox: 0.1783, interm_loss_iou: 0.4095, loss_cls: 0.1937, loss_bbox: 0.1525, loss_iou: 0.3643, d0.loss_cls: 0.2534, d0.loss_bbox: 0.1528, d0.loss_iou: 0.3686, d1.loss_cls: 0.2200, d1.loss_bbox: 0.1520, d1.loss_iou: 0.3653, d2.loss_cls: 0.2037, d2.loss_bbox: 0.1534, d2.loss_iou: 0.3645, d3.loss_cls: 0.1982, d3.loss_bbox: 0.1516, d3.loss_iou: 0.3632, d4.loss_cls: 0.1939, d4.loss_bbox: 0.1524, d4.loss_iou: 0.3646, dn_loss_cls: 0.0283, dn_loss_bbox: 0.2333, dn_loss_iou: 0.3475, d0.dn_loss_cls: 0.0620, d0.dn_loss_bbox: 0.3405, d0.dn_loss_iou: 0.4615, d1.dn_loss_cls: 0.0373, d1.dn_loss_bbox: 0.2551, d1.dn_loss_iou: 0.3710, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2386, d2.dn_loss_iou: 0.3538, d3.dn_loss_cls: 0.0298, d3.dn_loss_bbox: 0.2338, d3.dn_loss_iou: 0.3482, d4.dn_loss_cls: 0.0286, d4.dn_loss_bbox: 0.2333, d4.dn_loss_iou: 0.3474, loss: 9.1736, grad_norm: 24.8415 2023-11-23 00:38:53,419 - mmdet - INFO - Epoch [8][6400/7330] lr: 1.000e-05, eta: 5:49:36, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2387, interm_loss_bbox: 0.1773, interm_loss_iou: 0.4232, loss_cls: 0.2006, loss_bbox: 0.1476, loss_iou: 0.3691, d0.loss_cls: 0.2565, d0.loss_bbox: 0.1511, d0.loss_iou: 0.3780, d1.loss_cls: 0.2222, d1.loss_bbox: 0.1505, d1.loss_iou: 0.3748, d2.loss_cls: 0.2102, d2.loss_bbox: 0.1479, d2.loss_iou: 0.3710, d3.loss_cls: 0.2054, d3.loss_bbox: 0.1472, d3.loss_iou: 0.3687, d4.loss_cls: 0.2018, d4.loss_bbox: 0.1473, d4.loss_iou: 0.3687, dn_loss_cls: 0.0262, dn_loss_bbox: 0.2345, dn_loss_iou: 0.3493, d0.dn_loss_cls: 0.0609, d0.dn_loss_bbox: 0.3445, d0.dn_loss_iou: 0.4647, d1.dn_loss_cls: 0.0353, d1.dn_loss_bbox: 0.2562, d1.dn_loss_iou: 0.3742, d2.dn_loss_cls: 0.0295, d2.dn_loss_bbox: 0.2392, d2.dn_loss_iou: 0.3555, d3.dn_loss_cls: 0.0278, d3.dn_loss_bbox: 0.2350, d3.dn_loss_iou: 0.3502, d4.dn_loss_cls: 0.0267, d4.dn_loss_bbox: 0.2346, d4.dn_loss_iou: 0.3493, loss: 9.2515, grad_norm: 24.9684 2023-11-23 00:39:28,354 - mmdet - INFO - Epoch [8][6450/7330] lr: 1.000e-05, eta: 5:49:02, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2308, interm_loss_bbox: 0.1843, interm_loss_iou: 0.4019, loss_cls: 0.1931, loss_bbox: 0.1465, loss_iou: 0.3443, d0.loss_cls: 0.2499, d0.loss_bbox: 0.1516, d0.loss_iou: 0.3539, d1.loss_cls: 0.2158, d1.loss_bbox: 0.1489, d1.loss_iou: 0.3477, d2.loss_cls: 0.2022, d2.loss_bbox: 0.1469, d2.loss_iou: 0.3448, d3.loss_cls: 0.1962, d3.loss_bbox: 0.1473, d3.loss_iou: 0.3450, d4.loss_cls: 0.1936, d4.loss_bbox: 0.1470, d4.loss_iou: 0.3445, dn_loss_cls: 0.0264, dn_loss_bbox: 0.2250, dn_loss_iou: 0.3265, d0.dn_loss_cls: 0.0595, d0.dn_loss_bbox: 0.3434, d0.dn_loss_iou: 0.4460, d1.dn_loss_cls: 0.0342, d1.dn_loss_bbox: 0.2476, d1.dn_loss_iou: 0.3507, d2.dn_loss_cls: 0.0288, d2.dn_loss_bbox: 0.2297, d2.dn_loss_iou: 0.3324, d3.dn_loss_cls: 0.0275, d3.dn_loss_bbox: 0.2255, d3.dn_loss_iou: 0.3272, d4.dn_loss_cls: 0.0266, d4.dn_loss_bbox: 0.2250, d4.dn_loss_iou: 0.3264, loss: 8.8444, grad_norm: 23.7888 2023-11-23 00:40:02,394 - mmdet - INFO - Epoch [8][6500/7330] lr: 1.000e-05, eta: 5:48:27, time: 0.681, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2337, interm_loss_bbox: 0.1795, interm_loss_iou: 0.4106, loss_cls: 0.1955, loss_bbox: 0.1432, loss_iou: 0.3500, d0.loss_cls: 0.2488, d0.loss_bbox: 0.1494, d0.loss_iou: 0.3631, d1.loss_cls: 0.2149, d1.loss_bbox: 0.1469, d1.loss_iou: 0.3564, d2.loss_cls: 0.2045, d2.loss_bbox: 0.1426, d2.loss_iou: 0.3495, d3.loss_cls: 0.1991, d3.loss_bbox: 0.1421, d3.loss_iou: 0.3497, d4.loss_cls: 0.1956, d4.loss_bbox: 0.1439, d4.loss_iou: 0.3507, dn_loss_cls: 0.0263, dn_loss_bbox: 0.2417, dn_loss_iou: 0.3460, d0.dn_loss_cls: 0.0593, d0.dn_loss_bbox: 0.3510, d0.dn_loss_iou: 0.4659, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2632, d1.dn_loss_iou: 0.3706, d2.dn_loss_cls: 0.0295, d2.dn_loss_bbox: 0.2465, d2.dn_loss_iou: 0.3522, d3.dn_loss_cls: 0.0277, d3.dn_loss_bbox: 0.2422, d3.dn_loss_iou: 0.3469, d4.dn_loss_cls: 0.0267, d4.dn_loss_bbox: 0.2417, d4.dn_loss_iou: 0.3460, loss: 9.0879, grad_norm: 24.3759 2023-11-23 00:40:36,665 - mmdet - INFO - Epoch [8][6550/7330] lr: 1.000e-05, eta: 5:47:52, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2326, interm_loss_bbox: 0.1882, interm_loss_iou: 0.3937, loss_cls: 0.1905, loss_bbox: 0.1524, loss_iou: 0.3380, d0.loss_cls: 0.2466, d0.loss_bbox: 0.1595, d0.loss_iou: 0.3499, d1.loss_cls: 0.2132, d1.loss_bbox: 0.1566, d1.loss_iou: 0.3448, d2.loss_cls: 0.2000, d2.loss_bbox: 0.1542, d2.loss_iou: 0.3400, d3.loss_cls: 0.1952, d3.loss_bbox: 0.1520, d3.loss_iou: 0.3368, d4.loss_cls: 0.1914, d4.loss_bbox: 0.1524, d4.loss_iou: 0.3375, dn_loss_cls: 0.0265, dn_loss_bbox: 0.2431, dn_loss_iou: 0.3365, d0.dn_loss_cls: 0.0611, d0.dn_loss_bbox: 0.3574, d0.dn_loss_iou: 0.4535, d1.dn_loss_cls: 0.0360, d1.dn_loss_bbox: 0.2677, d1.dn_loss_iou: 0.3627, d2.dn_loss_cls: 0.0300, d2.dn_loss_bbox: 0.2479, d2.dn_loss_iou: 0.3425, d3.dn_loss_cls: 0.0282, d3.dn_loss_bbox: 0.2436, d3.dn_loss_iou: 0.3372, d4.dn_loss_cls: 0.0269, d4.dn_loss_bbox: 0.2431, d4.dn_loss_iou: 0.3363, loss: 9.0056, grad_norm: 22.8904 2023-11-23 00:41:11,054 - mmdet - INFO - Epoch [8][6600/7330] lr: 1.000e-05, eta: 5:47:17, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2296, interm_loss_bbox: 0.1861, interm_loss_iou: 0.3916, loss_cls: 0.1869, loss_bbox: 0.1491, loss_iou: 0.3345, d0.loss_cls: 0.2465, d0.loss_bbox: 0.1541, d0.loss_iou: 0.3440, d1.loss_cls: 0.2127, d1.loss_bbox: 0.1491, d1.loss_iou: 0.3366, d2.loss_cls: 0.1999, d2.loss_bbox: 0.1476, d2.loss_iou: 0.3338, d3.loss_cls: 0.1935, d3.loss_bbox: 0.1471, d3.loss_iou: 0.3329, d4.loss_cls: 0.1887, d4.loss_bbox: 0.1481, d4.loss_iou: 0.3339, dn_loss_cls: 0.0244, dn_loss_bbox: 0.2377, dn_loss_iou: 0.3300, d0.dn_loss_cls: 0.0600, d0.dn_loss_bbox: 0.3582, d0.dn_loss_iou: 0.4490, d1.dn_loss_cls: 0.0341, d1.dn_loss_bbox: 0.2629, d1.dn_loss_iou: 0.3559, d2.dn_loss_cls: 0.0283, d2.dn_loss_bbox: 0.2442, d2.dn_loss_iou: 0.3372, d3.dn_loss_cls: 0.0262, d3.dn_loss_bbox: 0.2383, d3.dn_loss_iou: 0.3309, d4.dn_loss_cls: 0.0250, d4.dn_loss_bbox: 0.2377, d4.dn_loss_iou: 0.3299, loss: 8.8561, grad_norm: 27.3231 2023-11-23 00:41:45,920 - mmdet - INFO - Epoch [8][6650/7330] lr: 1.000e-05, eta: 5:46:42, time: 0.697, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2280, interm_loss_bbox: 0.1823, interm_loss_iou: 0.3996, loss_cls: 0.1875, loss_bbox: 0.1437, loss_iou: 0.3391, d0.loss_cls: 0.2469, d0.loss_bbox: 0.1514, d0.loss_iou: 0.3517, d1.loss_cls: 0.2098, d1.loss_bbox: 0.1486, d1.loss_iou: 0.3453, d2.loss_cls: 0.1981, d2.loss_bbox: 0.1444, d2.loss_iou: 0.3390, d3.loss_cls: 0.1916, d3.loss_bbox: 0.1432, d3.loss_iou: 0.3387, d4.loss_cls: 0.1883, d4.loss_bbox: 0.1441, d4.loss_iou: 0.3393, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2377, dn_loss_iou: 0.3213, d0.dn_loss_cls: 0.0592, d0.dn_loss_bbox: 0.3619, d0.dn_loss_iou: 0.4457, d1.dn_loss_cls: 0.0342, d1.dn_loss_bbox: 0.2642, d1.dn_loss_iou: 0.3475, d2.dn_loss_cls: 0.0281, d2.dn_loss_bbox: 0.2437, d2.dn_loss_iou: 0.3286, d3.dn_loss_cls: 0.0263, d3.dn_loss_bbox: 0.2383, d3.dn_loss_iou: 0.3224, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2377, d4.dn_loss_iou: 0.3212, loss: 8.8283, grad_norm: 28.8085 2023-11-23 00:42:20,420 - mmdet - INFO - Epoch [8][6700/7330] lr: 1.000e-05, eta: 5:46:08, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2308, interm_loss_bbox: 0.1842, interm_loss_iou: 0.4027, loss_cls: 0.1887, loss_bbox: 0.1525, loss_iou: 0.3540, d0.loss_cls: 0.2475, d0.loss_bbox: 0.1571, d0.loss_iou: 0.3625, d1.loss_cls: 0.2129, d1.loss_bbox: 0.1535, d1.loss_iou: 0.3571, d2.loss_cls: 0.1993, d2.loss_bbox: 0.1526, d2.loss_iou: 0.3550, d3.loss_cls: 0.1924, d3.loss_bbox: 0.1525, d3.loss_iou: 0.3534, d4.loss_cls: 0.1894, d4.loss_bbox: 0.1530, d4.loss_iou: 0.3537, dn_loss_cls: 0.0262, dn_loss_bbox: 0.2350, dn_loss_iou: 0.3351, d0.dn_loss_cls: 0.0601, d0.dn_loss_bbox: 0.3603, d0.dn_loss_iou: 0.4565, d1.dn_loss_cls: 0.0346, d1.dn_loss_bbox: 0.2615, d1.dn_loss_iou: 0.3620, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2411, d2.dn_loss_iou: 0.3422, d3.dn_loss_cls: 0.0274, d3.dn_loss_bbox: 0.2359, d3.dn_loss_iou: 0.3361, d4.dn_loss_cls: 0.0265, d4.dn_loss_bbox: 0.2350, d4.dn_loss_iou: 0.3351, loss: 9.0440, grad_norm: 24.9464 2023-11-23 00:42:57,272 - mmdet - INFO - Epoch [8][6750/7330] lr: 1.000e-05, eta: 5:45:34, time: 0.737, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2251, interm_loss_bbox: 0.1789, interm_loss_iou: 0.4121, loss_cls: 0.1861, loss_bbox: 0.1454, loss_iou: 0.3596, d0.loss_cls: 0.2427, d0.loss_bbox: 0.1503, d0.loss_iou: 0.3697, d1.loss_cls: 0.2070, d1.loss_bbox: 0.1486, d1.loss_iou: 0.3651, d2.loss_cls: 0.1962, d2.loss_bbox: 0.1452, d2.loss_iou: 0.3605, d3.loss_cls: 0.1906, d3.loss_bbox: 0.1445, d3.loss_iou: 0.3593, d4.loss_cls: 0.1875, d4.loss_bbox: 0.1445, d4.loss_iou: 0.3587, dn_loss_cls: 0.0254, dn_loss_bbox: 0.2362, dn_loss_iou: 0.3451, d0.dn_loss_cls: 0.0587, d0.dn_loss_bbox: 0.3425, d0.dn_loss_iou: 0.4583, d1.dn_loss_cls: 0.0341, d1.dn_loss_bbox: 0.2563, d1.dn_loss_iou: 0.3682, d2.dn_loss_cls: 0.0283, d2.dn_loss_bbox: 0.2402, d2.dn_loss_iou: 0.3511, d3.dn_loss_cls: 0.0267, d3.dn_loss_bbox: 0.2365, d3.dn_loss_iou: 0.3459, d4.dn_loss_cls: 0.0258, d4.dn_loss_bbox: 0.2362, d4.dn_loss_iou: 0.3451, loss: 9.0380, grad_norm: 24.5041 2023-11-23 00:43:31,806 - mmdet - INFO - Epoch [8][6800/7330] lr: 1.000e-05, eta: 5:44:59, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2319, interm_loss_bbox: 0.1847, interm_loss_iou: 0.4275, loss_cls: 0.1914, loss_bbox: 0.1502, loss_iou: 0.3760, d0.loss_cls: 0.2511, d0.loss_bbox: 0.1565, d0.loss_iou: 0.3843, d1.loss_cls: 0.2157, d1.loss_bbox: 0.1559, d1.loss_iou: 0.3811, d2.loss_cls: 0.2033, d2.loss_bbox: 0.1524, d2.loss_iou: 0.3762, d3.loss_cls: 0.1969, d3.loss_bbox: 0.1491, d3.loss_iou: 0.3747, d4.loss_cls: 0.1928, d4.loss_bbox: 0.1502, d4.loss_iou: 0.3752, dn_loss_cls: 0.0266, dn_loss_bbox: 0.2405, dn_loss_iou: 0.3541, d0.dn_loss_cls: 0.0605, d0.dn_loss_bbox: 0.3560, d0.dn_loss_iou: 0.4712, d1.dn_loss_cls: 0.0357, d1.dn_loss_bbox: 0.2657, d1.dn_loss_iou: 0.3800, d2.dn_loss_cls: 0.0299, d2.dn_loss_bbox: 0.2458, d2.dn_loss_iou: 0.3609, d3.dn_loss_cls: 0.0279, d3.dn_loss_bbox: 0.2411, d3.dn_loss_iou: 0.3550, d4.dn_loss_cls: 0.0269, d4.dn_loss_bbox: 0.2405, d4.dn_loss_iou: 0.3540, loss: 9.3491, grad_norm: 24.1800 2023-11-23 00:44:06,152 - mmdet - INFO - Epoch [8][6850/7330] lr: 1.000e-05, eta: 5:44:25, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2311, interm_loss_bbox: 0.1819, interm_loss_iou: 0.4049, loss_cls: 0.1877, loss_bbox: 0.1537, loss_iou: 0.3542, d0.loss_cls: 0.2454, d0.loss_bbox: 0.1560, d0.loss_iou: 0.3627, d1.loss_cls: 0.2122, d1.loss_bbox: 0.1528, d1.loss_iou: 0.3567, d2.loss_cls: 0.1988, d2.loss_bbox: 0.1520, d2.loss_iou: 0.3541, d3.loss_cls: 0.1921, d3.loss_bbox: 0.1535, d3.loss_iou: 0.3540, d4.loss_cls: 0.1880, d4.loss_bbox: 0.1540, d4.loss_iou: 0.3545, dn_loss_cls: 0.0267, dn_loss_bbox: 0.2422, dn_loss_iou: 0.3368, d0.dn_loss_cls: 0.0614, d0.dn_loss_bbox: 0.3650, d0.dn_loss_iou: 0.4581, d1.dn_loss_cls: 0.0357, d1.dn_loss_bbox: 0.2666, d1.dn_loss_iou: 0.3621, d2.dn_loss_cls: 0.0298, d2.dn_loss_bbox: 0.2475, d2.dn_loss_iou: 0.3434, d3.dn_loss_cls: 0.0282, d3.dn_loss_bbox: 0.2433, d3.dn_loss_iou: 0.3378, d4.dn_loss_cls: 0.0272, d4.dn_loss_bbox: 0.2422, d4.dn_loss_iou: 0.3367, loss: 9.0910, grad_norm: 25.5939 2023-11-23 00:44:40,332 - mmdet - INFO - Epoch [8][6900/7330] lr: 1.000e-05, eta: 5:43:50, time: 0.683, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2306, interm_loss_bbox: 0.1887, interm_loss_iou: 0.4169, loss_cls: 0.1883, loss_bbox: 0.1479, loss_iou: 0.3567, d0.loss_cls: 0.2480, d0.loss_bbox: 0.1540, d0.loss_iou: 0.3665, d1.loss_cls: 0.2121, d1.loss_bbox: 0.1503, d1.loss_iou: 0.3596, d2.loss_cls: 0.1976, d2.loss_bbox: 0.1491, d2.loss_iou: 0.3570, d3.loss_cls: 0.1935, d3.loss_bbox: 0.1468, d3.loss_iou: 0.3546, d4.loss_cls: 0.1900, d4.loss_bbox: 0.1474, d4.loss_iou: 0.3563, dn_loss_cls: 0.0252, dn_loss_bbox: 0.2393, dn_loss_iou: 0.3392, d0.dn_loss_cls: 0.0606, d0.dn_loss_bbox: 0.3570, d0.dn_loss_iou: 0.4611, d1.dn_loss_cls: 0.0345, d1.dn_loss_bbox: 0.2620, d1.dn_loss_iou: 0.3639, d2.dn_loss_cls: 0.0287, d2.dn_loss_bbox: 0.2446, d2.dn_loss_iou: 0.3453, d3.dn_loss_cls: 0.0269, d3.dn_loss_bbox: 0.2398, d3.dn_loss_iou: 0.3399, d4.dn_loss_cls: 0.0258, d4.dn_loss_bbox: 0.2394, d4.dn_loss_iou: 0.3390, loss: 9.0841, grad_norm: 25.9562 2023-11-23 00:45:14,481 - mmdet - INFO - Epoch [8][6950/7330] lr: 1.000e-05, eta: 5:43:15, time: 0.683, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2275, interm_loss_bbox: 0.1797, interm_loss_iou: 0.4066, loss_cls: 0.1872, loss_bbox: 0.1505, loss_iou: 0.3541, d0.loss_cls: 0.2428, d0.loss_bbox: 0.1527, d0.loss_iou: 0.3631, d1.loss_cls: 0.2077, d1.loss_bbox: 0.1530, d1.loss_iou: 0.3608, d2.loss_cls: 0.1980, d2.loss_bbox: 0.1499, d2.loss_iou: 0.3549, d3.loss_cls: 0.1903, d3.loss_bbox: 0.1506, d3.loss_iou: 0.3548, d4.loss_cls: 0.1877, d4.loss_bbox: 0.1505, d4.loss_iou: 0.3540, dn_loss_cls: 0.0255, dn_loss_bbox: 0.2446, dn_loss_iou: 0.3437, d0.dn_loss_cls: 0.0602, d0.dn_loss_bbox: 0.3597, d0.dn_loss_iou: 0.4612, d1.dn_loss_cls: 0.0344, d1.dn_loss_bbox: 0.2686, d1.dn_loss_iou: 0.3686, d2.dn_loss_cls: 0.0287, d2.dn_loss_bbox: 0.2497, d2.dn_loss_iou: 0.3501, d3.dn_loss_cls: 0.0269, d3.dn_loss_bbox: 0.2453, d3.dn_loss_iou: 0.3445, d4.dn_loss_cls: 0.0258, d4.dn_loss_bbox: 0.2446, d4.dn_loss_iou: 0.3436, loss: 9.1022, grad_norm: 23.7392 2023-11-23 00:45:49,159 - mmdet - INFO - Epoch [8][7000/7330] lr: 1.000e-05, eta: 5:42:40, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2284, interm_loss_bbox: 0.1843, interm_loss_iou: 0.4114, loss_cls: 0.1883, loss_bbox: 0.1496, loss_iou: 0.3559, d0.loss_cls: 0.2492, d0.loss_bbox: 0.1531, d0.loss_iou: 0.3618, d1.loss_cls: 0.2099, d1.loss_bbox: 0.1539, d1.loss_iou: 0.3626, d2.loss_cls: 0.1985, d2.loss_bbox: 0.1491, d2.loss_iou: 0.3563, d3.loss_cls: 0.1916, d3.loss_bbox: 0.1497, d3.loss_iou: 0.3553, d4.loss_cls: 0.1895, d4.loss_bbox: 0.1492, d4.loss_iou: 0.3553, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2407, dn_loss_iou: 0.3393, d0.dn_loss_cls: 0.0605, d0.dn_loss_bbox: 0.3579, d0.dn_loss_iou: 0.4590, d1.dn_loss_cls: 0.0352, d1.dn_loss_bbox: 0.2643, d1.dn_loss_iou: 0.3639, d2.dn_loss_cls: 0.0293, d2.dn_loss_bbox: 0.2459, d2.dn_loss_iou: 0.3458, d3.dn_loss_cls: 0.0275, d3.dn_loss_bbox: 0.2413, d3.dn_loss_iou: 0.3400, d4.dn_loss_cls: 0.0265, d4.dn_loss_bbox: 0.2407, d4.dn_loss_iou: 0.3392, loss: 9.0859, grad_norm: 24.3643 2023-11-23 00:46:24,368 - mmdet - INFO - Epoch [8][7050/7330] lr: 1.000e-05, eta: 5:42:06, time: 0.704, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2371, interm_loss_bbox: 0.1845, interm_loss_iou: 0.4320, loss_cls: 0.1958, loss_bbox: 0.1516, loss_iou: 0.3756, d0.loss_cls: 0.2521, d0.loss_bbox: 0.1563, d0.loss_iou: 0.3862, d1.loss_cls: 0.2156, d1.loss_bbox: 0.1555, d1.loss_iou: 0.3825, d2.loss_cls: 0.2051, d2.loss_bbox: 0.1530, d2.loss_iou: 0.3767, d3.loss_cls: 0.1994, d3.loss_bbox: 0.1519, d3.loss_iou: 0.3761, d4.loss_cls: 0.1965, d4.loss_bbox: 0.1517, d4.loss_iou: 0.3757, dn_loss_cls: 0.0269, dn_loss_bbox: 0.2388, dn_loss_iou: 0.3431, d0.dn_loss_cls: 0.0619, d0.dn_loss_bbox: 0.3514, d0.dn_loss_iou: 0.4597, d1.dn_loss_cls: 0.0365, d1.dn_loss_bbox: 0.2617, d1.dn_loss_iou: 0.3679, d2.dn_loss_cls: 0.0303, d2.dn_loss_bbox: 0.2448, d2.dn_loss_iou: 0.3499, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2396, d3.dn_loss_iou: 0.3443, d4.dn_loss_cls: 0.0272, d4.dn_loss_bbox: 0.2388, d4.dn_loss_iou: 0.3431, loss: 9.3052, grad_norm: 24.4873 2023-11-23 00:46:58,498 - mmdet - INFO - Epoch [8][7100/7330] lr: 1.000e-05, eta: 5:41:31, time: 0.683, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2320, interm_loss_bbox: 0.1849, interm_loss_iou: 0.4211, loss_cls: 0.1924, loss_bbox: 0.1512, loss_iou: 0.3681, d0.loss_cls: 0.2505, d0.loss_bbox: 0.1561, d0.loss_iou: 0.3764, d1.loss_cls: 0.2141, d1.loss_bbox: 0.1554, d1.loss_iou: 0.3741, d2.loss_cls: 0.2018, d2.loss_bbox: 0.1522, d2.loss_iou: 0.3698, d3.loss_cls: 0.1958, d3.loss_bbox: 0.1515, d3.loss_iou: 0.3687, d4.loss_cls: 0.1938, d4.loss_bbox: 0.1515, d4.loss_iou: 0.3684, dn_loss_cls: 0.0266, dn_loss_bbox: 0.2465, dn_loss_iou: 0.3456, d0.dn_loss_cls: 0.0595, d0.dn_loss_bbox: 0.3643, d0.dn_loss_iou: 0.4642, d1.dn_loss_cls: 0.0351, d1.dn_loss_bbox: 0.2702, d1.dn_loss_iou: 0.3709, d2.dn_loss_cls: 0.0294, d2.dn_loss_bbox: 0.2520, d2.dn_loss_iou: 0.3521, d3.dn_loss_cls: 0.0276, d3.dn_loss_bbox: 0.2472, d3.dn_loss_iou: 0.3465, d4.dn_loss_cls: 0.0269, d4.dn_loss_bbox: 0.2465, d4.dn_loss_iou: 0.3455, loss: 9.2864, grad_norm: 24.5902 2023-11-23 00:47:32,764 - mmdet - INFO - Epoch [8][7150/7330] lr: 1.000e-05, eta: 5:40:56, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2299, interm_loss_bbox: 0.1810, interm_loss_iou: 0.4072, loss_cls: 0.1859, loss_bbox: 0.1494, loss_iou: 0.3572, d0.loss_cls: 0.2450, d0.loss_bbox: 0.1535, d0.loss_iou: 0.3641, d1.loss_cls: 0.2090, d1.loss_bbox: 0.1517, d1.loss_iou: 0.3595, d2.loss_cls: 0.1954, d2.loss_bbox: 0.1489, d2.loss_iou: 0.3569, d3.loss_cls: 0.1898, d3.loss_bbox: 0.1487, d3.loss_iou: 0.3571, d4.loss_cls: 0.1863, d4.loss_bbox: 0.1492, d4.loss_iou: 0.3576, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2548, dn_loss_iou: 0.3395, d0.dn_loss_cls: 0.0617, d0.dn_loss_bbox: 0.3825, d0.dn_loss_iou: 0.4618, d1.dn_loss_cls: 0.0351, d1.dn_loss_bbox: 0.2827, d1.dn_loss_iou: 0.3646, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2612, d2.dn_loss_iou: 0.3461, d3.dn_loss_cls: 0.0271, d3.dn_loss_bbox: 0.2557, d3.dn_loss_iou: 0.3403, d4.dn_loss_cls: 0.0262, d4.dn_loss_bbox: 0.2548, d4.dn_loss_iou: 0.3393, loss: 9.1716, grad_norm: 26.8819 2023-11-23 00:48:06,923 - mmdet - INFO - Epoch [8][7200/7330] lr: 1.000e-05, eta: 5:40:21, time: 0.683, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2358, interm_loss_bbox: 0.1910, interm_loss_iou: 0.4070, loss_cls: 0.1944, loss_bbox: 0.1543, loss_iou: 0.3511, d0.loss_cls: 0.2524, d0.loss_bbox: 0.1591, d0.loss_iou: 0.3600, d1.loss_cls: 0.2165, d1.loss_bbox: 0.1565, d1.loss_iou: 0.3560, d2.loss_cls: 0.2035, d2.loss_bbox: 0.1553, d2.loss_iou: 0.3531, d3.loss_cls: 0.1986, d3.loss_bbox: 0.1532, d3.loss_iou: 0.3508, d4.loss_cls: 0.1959, d4.loss_bbox: 0.1532, d4.loss_iou: 0.3503, dn_loss_cls: 0.0280, dn_loss_bbox: 0.2443, dn_loss_iou: 0.3340, d0.dn_loss_cls: 0.0635, d0.dn_loss_bbox: 0.3668, d0.dn_loss_iou: 0.4563, d1.dn_loss_cls: 0.0369, d1.dn_loss_bbox: 0.2706, d1.dn_loss_iou: 0.3605, d2.dn_loss_cls: 0.0310, d2.dn_loss_bbox: 0.2508, d2.dn_loss_iou: 0.3412, d3.dn_loss_cls: 0.0292, d3.dn_loss_bbox: 0.2450, d3.dn_loss_iou: 0.3349, d4.dn_loss_cls: 0.0282, d4.dn_loss_bbox: 0.2443, d4.dn_loss_iou: 0.3339, loss: 9.1470, grad_norm: 24.6397 2023-11-23 00:48:41,367 - mmdet - INFO - Epoch [8][7250/7330] lr: 1.000e-05, eta: 5:39:46, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2358, interm_loss_bbox: 0.1853, interm_loss_iou: 0.4033, loss_cls: 0.1946, loss_bbox: 0.1508, loss_iou: 0.3468, d0.loss_cls: 0.2508, d0.loss_bbox: 0.1563, d0.loss_iou: 0.3582, d1.loss_cls: 0.2139, d1.loss_bbox: 0.1568, d1.loss_iou: 0.3558, d2.loss_cls: 0.2048, d2.loss_bbox: 0.1508, d2.loss_iou: 0.3470, d3.loss_cls: 0.1992, d3.loss_bbox: 0.1494, d3.loss_iou: 0.3452, d4.loss_cls: 0.1962, d4.loss_bbox: 0.1500, d4.loss_iou: 0.3461, dn_loss_cls: 0.0263, dn_loss_bbox: 0.2441, dn_loss_iou: 0.3407, d0.dn_loss_cls: 0.0624, d0.dn_loss_bbox: 0.3632, d0.dn_loss_iou: 0.4589, d1.dn_loss_cls: 0.0361, d1.dn_loss_bbox: 0.2680, d1.dn_loss_iou: 0.3661, d2.dn_loss_cls: 0.0300, d2.dn_loss_bbox: 0.2495, d2.dn_loss_iou: 0.3472, d3.dn_loss_cls: 0.0279, d3.dn_loss_bbox: 0.2447, d3.dn_loss_iou: 0.3413, d4.dn_loss_cls: 0.0268, d4.dn_loss_bbox: 0.2441, d4.dn_loss_iou: 0.3406, loss: 9.1152, grad_norm: 25.0930 2023-11-23 00:49:16,346 - mmdet - INFO - Epoch [8][7300/7330] lr: 1.000e-05, eta: 5:39:12, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2298, interm_loss_bbox: 0.1765, interm_loss_iou: 0.4112, loss_cls: 0.1887, loss_bbox: 0.1436, loss_iou: 0.3588, d0.loss_cls: 0.2440, d0.loss_bbox: 0.1479, d0.loss_iou: 0.3686, d1.loss_cls: 0.2101, d1.loss_bbox: 0.1451, d1.loss_iou: 0.3635, d2.loss_cls: 0.1989, d2.loss_bbox: 0.1421, d2.loss_iou: 0.3578, d3.loss_cls: 0.1924, d3.loss_bbox: 0.1428, d3.loss_iou: 0.3580, d4.loss_cls: 0.1894, d4.loss_bbox: 0.1435, d4.loss_iou: 0.3585, dn_loss_cls: 0.0249, dn_loss_bbox: 0.2369, dn_loss_iou: 0.3326, d0.dn_loss_cls: 0.0593, d0.dn_loss_bbox: 0.3521, d0.dn_loss_iou: 0.4501, d1.dn_loss_cls: 0.0342, d1.dn_loss_bbox: 0.2605, d1.dn_loss_iou: 0.3579, d2.dn_loss_cls: 0.0282, d2.dn_loss_bbox: 0.2425, d2.dn_loss_iou: 0.3391, d3.dn_loss_cls: 0.0266, d3.dn_loss_bbox: 0.2375, d3.dn_loss_iou: 0.3333, d4.dn_loss_cls: 0.0253, d4.dn_loss_bbox: 0.2370, d4.dn_loss_iou: 0.3325, loss: 8.9816, grad_norm: 27.1281 2023-11-23 00:49:37,571 - mmdet - INFO - Saving checkpoint at 8 epochs 2023-11-23 00:51:00,598 - mmdet - INFO - Evaluating bbox... 2023-11-23 00:53:22,370 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.565 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.750 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.622 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.404 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.605 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.717 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.763 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.767 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.767 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.630 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.809 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.908 2023-11-23 00:53:22,373 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.643 | bicycle | 0.425 | car | 0.538 | | motorcycle | 0.559 | airplane | 0.789 | bus | 0.759 | | train | 0.791 | truck | 0.522 | boat | 0.398 | | traffic light | 0.353 | fire hydrant | 0.792 | stop sign | 0.742 | | parking meter | 0.542 | bench | 0.395 | bird | 0.510 | | cat | 0.830 | dog | 0.796 | horse | 0.712 | | sheep | 0.658 | cow | 0.716 | elephant | 0.798 | | bear | 0.848 | zebra | 0.786 | giraffe | 0.793 | | backpack | 0.284 | umbrella | 0.554 | handbag | 0.298 | | tie | 0.471 | suitcase | 0.580 | frisbee | 0.758 | | skis | 0.373 | snowboard | 0.531 | sports ball | 0.545 | | kite | 0.554 | baseball bat | 0.545 | baseball glove | 0.528 | | skateboard | 0.666 | surfboard | 0.559 | tennis racket | 0.647 | | bottle | 0.518 | wine glass | 0.495 | cup | 0.573 | | fork | 0.571 | knife | 0.394 | spoon | 0.402 | | bowl | 0.552 | banana | 0.349 | apple | 0.337 | | sandwich | 0.558 | orange | 0.432 | broccoli | 0.320 | | carrot | 0.307 | hot dog | 0.592 | pizza | 0.657 | | donut | 0.663 | cake | 0.544 | chair | 0.449 | | couch | 0.560 | potted plant | 0.388 | bed | 0.589 | | dining table | 0.366 | toilet | 0.734 | tv | 0.690 | | laptop | 0.782 | mouse | 0.685 | remote | 0.524 | | keyboard | 0.650 | cell phone | 0.566 | microwave | 0.732 | | oven | 0.489 | toaster | 0.604 | sink | 0.495 | | refrigerator | 0.747 | book | 0.249 | clock | 0.601 | | vase | 0.493 | scissors | 0.521 | teddy bear | 0.649 | | hair drier | 0.322 | toothbrush | 0.522 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-23 00:53:24,267 - mmdet - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx/best_bbox_mAP_epoch_7.pth was removed 2023-11-23 00:53:31,315 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_8.pth. 2023-11-23 00:53:31,315 - mmdet - INFO - Best bbox_mAP is 0.5653 at 8 epoch. 2023-11-23 00:53:31,316 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-23 00:53:31,316 - mmdet - INFO - Epoch(val) [8][625] bbox_mAP: 0.5653, bbox_mAP_50: 0.7505, bbox_mAP_75: 0.6218, bbox_mAP_s: 0.4042, bbox_mAP_m: 0.6046, bbox_mAP_l: 0.7166, bbox_mAP_copypaste: 0.5653 0.7505 0.6218 0.4042 0.6046 0.7166 2023-11-23 00:54:08,957 - mmdet - INFO - Epoch [9][50/7330] lr: 1.000e-05, eta: 5:38:07, time: 0.752, data_time: 0.065, memory: 16711, interm_loss_cls: 0.2323, interm_loss_bbox: 0.1824, interm_loss_iou: 0.4002, loss_cls: 0.1885, loss_bbox: 0.1483, loss_iou: 0.3472, d0.loss_cls: 0.2474, d0.loss_bbox: 0.1547, d0.loss_iou: 0.3566, d1.loss_cls: 0.2097, d1.loss_bbox: 0.1527, d1.loss_iou: 0.3520, d2.loss_cls: 0.1980, d2.loss_bbox: 0.1488, d2.loss_iou: 0.3488, d3.loss_cls: 0.1912, d3.loss_bbox: 0.1490, d3.loss_iou: 0.3478, d4.loss_cls: 0.1891, d4.loss_bbox: 0.1489, d4.loss_iou: 0.3469, dn_loss_cls: 0.0252, dn_loss_bbox: 0.2406, dn_loss_iou: 0.3298, d0.dn_loss_cls: 0.0604, d0.dn_loss_bbox: 0.3724, d0.dn_loss_iou: 0.4540, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2697, d1.dn_loss_iou: 0.3569, d2.dn_loss_cls: 0.0286, d2.dn_loss_bbox: 0.2468, d2.dn_loss_iou: 0.3367, d3.dn_loss_cls: 0.0269, d3.dn_loss_bbox: 0.2414, d3.dn_loss_iou: 0.3308, d4.dn_loss_cls: 0.0257, d4.dn_loss_bbox: 0.2406, d4.dn_loss_iou: 0.3297, loss: 8.9914, grad_norm: 25.1928 2023-11-23 00:54:42,720 - mmdet - INFO - Epoch [9][100/7330] lr: 1.000e-05, eta: 5:37:32, time: 0.675, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2378, interm_loss_bbox: 0.1908, interm_loss_iou: 0.3991, loss_cls: 0.1935, loss_bbox: 0.1553, loss_iou: 0.3445, d0.loss_cls: 0.2546, d0.loss_bbox: 0.1600, d0.loss_iou: 0.3555, d1.loss_cls: 0.2193, d1.loss_bbox: 0.1603, d1.loss_iou: 0.3518, d2.loss_cls: 0.2036, d2.loss_bbox: 0.1563, d2.loss_iou: 0.3471, d3.loss_cls: 0.1970, d3.loss_bbox: 0.1549, d3.loss_iou: 0.3447, d4.loss_cls: 0.1945, d4.loss_bbox: 0.1549, d4.loss_iou: 0.3442, dn_loss_cls: 0.0278, dn_loss_bbox: 0.2671, dn_loss_iou: 0.3425, d0.dn_loss_cls: 0.0625, d0.dn_loss_bbox: 0.3883, d0.dn_loss_iou: 0.4603, d1.dn_loss_cls: 0.0371, d1.dn_loss_bbox: 0.2919, d1.dn_loss_iou: 0.3670, d2.dn_loss_cls: 0.0311, d2.dn_loss_bbox: 0.2725, d2.dn_loss_iou: 0.3490, d3.dn_loss_cls: 0.0293, d3.dn_loss_bbox: 0.2675, d3.dn_loss_iou: 0.3431, d4.dn_loss_cls: 0.0281, d4.dn_loss_bbox: 0.2671, d4.dn_loss_iou: 0.3424, loss: 9.2946, grad_norm: 25.4120 2023-11-23 00:55:17,243 - mmdet - INFO - Epoch [9][150/7330] lr: 1.000e-05, eta: 5:36:57, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2280, interm_loss_bbox: 0.1793, interm_loss_iou: 0.4142, loss_cls: 0.1863, loss_bbox: 0.1498, loss_iou: 0.3656, d0.loss_cls: 0.2444, d0.loss_bbox: 0.1510, d0.loss_iou: 0.3720, d1.loss_cls: 0.2126, d1.loss_bbox: 0.1481, d1.loss_iou: 0.3662, d2.loss_cls: 0.1968, d2.loss_bbox: 0.1485, d2.loss_iou: 0.3648, d3.loss_cls: 0.1902, d3.loss_bbox: 0.1494, d3.loss_iou: 0.3653, d4.loss_cls: 0.1870, d4.loss_bbox: 0.1494, d4.loss_iou: 0.3650, dn_loss_cls: 0.0263, dn_loss_bbox: 0.2409, dn_loss_iou: 0.3427, d0.dn_loss_cls: 0.0604, d0.dn_loss_bbox: 0.3558, d0.dn_loss_iou: 0.4607, d1.dn_loss_cls: 0.0359, d1.dn_loss_bbox: 0.2630, d1.dn_loss_iou: 0.3672, d2.dn_loss_cls: 0.0296, d2.dn_loss_bbox: 0.2456, d2.dn_loss_iou: 0.3491, d3.dn_loss_cls: 0.0278, d3.dn_loss_bbox: 0.2416, d3.dn_loss_iou: 0.3434, d4.dn_loss_cls: 0.0267, d4.dn_loss_bbox: 0.2408, d4.dn_loss_iou: 0.3426, loss: 9.1341, grad_norm: 25.0956 2023-11-23 00:55:52,088 - mmdet - INFO - Epoch [9][200/7330] lr: 1.000e-05, eta: 5:36:23, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2328, interm_loss_bbox: 0.1772, interm_loss_iou: 0.4160, loss_cls: 0.1888, loss_bbox: 0.1471, loss_iou: 0.3658, d0.loss_cls: 0.2471, d0.loss_bbox: 0.1507, d0.loss_iou: 0.3738, d1.loss_cls: 0.2129, d1.loss_bbox: 0.1491, d1.loss_iou: 0.3702, d2.loss_cls: 0.1991, d2.loss_bbox: 0.1471, d2.loss_iou: 0.3671, d3.loss_cls: 0.1921, d3.loss_bbox: 0.1476, d3.loss_iou: 0.3664, d4.loss_cls: 0.1899, d4.loss_bbox: 0.1468, d4.loss_iou: 0.3653, dn_loss_cls: 0.0267, dn_loss_bbox: 0.2349, dn_loss_iou: 0.3449, d0.dn_loss_cls: 0.0618, d0.dn_loss_bbox: 0.3516, d0.dn_loss_iou: 0.4658, d1.dn_loss_cls: 0.0364, d1.dn_loss_bbox: 0.2590, d1.dn_loss_iou: 0.3712, d2.dn_loss_cls: 0.0303, d2.dn_loss_bbox: 0.2407, d2.dn_loss_iou: 0.3520, d3.dn_loss_cls: 0.0283, d3.dn_loss_bbox: 0.2358, d3.dn_loss_iou: 0.3459, d4.dn_loss_cls: 0.0272, d4.dn_loss_bbox: 0.2349, d4.dn_loss_iou: 0.3448, loss: 9.1448, grad_norm: 24.0594 2023-11-23 00:56:27,131 - mmdet - INFO - Epoch [9][250/7330] lr: 1.000e-05, eta: 5:35:48, time: 0.701, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2339, interm_loss_bbox: 0.1877, interm_loss_iou: 0.4106, loss_cls: 0.1961, loss_bbox: 0.1518, loss_iou: 0.3523, d0.loss_cls: 0.2518, d0.loss_bbox: 0.1584, d0.loss_iou: 0.3664, d1.loss_cls: 0.2161, d1.loss_bbox: 0.1566, d1.loss_iou: 0.3603, d2.loss_cls: 0.2037, d2.loss_bbox: 0.1535, d2.loss_iou: 0.3544, d3.loss_cls: 0.1993, d3.loss_bbox: 0.1520, d3.loss_iou: 0.3532, d4.loss_cls: 0.1968, d4.loss_bbox: 0.1517, d4.loss_iou: 0.3522, dn_loss_cls: 0.0265, dn_loss_bbox: 0.2504, dn_loss_iou: 0.3331, d0.dn_loss_cls: 0.0598, d0.dn_loss_bbox: 0.3649, d0.dn_loss_iou: 0.4506, d1.dn_loss_cls: 0.0354, d1.dn_loss_bbox: 0.2730, d1.dn_loss_iou: 0.3570, d2.dn_loss_cls: 0.0297, d2.dn_loss_bbox: 0.2554, d2.dn_loss_iou: 0.3392, d3.dn_loss_cls: 0.0280, d3.dn_loss_bbox: 0.2508, d3.dn_loss_iou: 0.3338, d4.dn_loss_cls: 0.0269, d4.dn_loss_bbox: 0.2505, d4.dn_loss_iou: 0.3330, loss: 9.1566, grad_norm: 23.7838 2023-11-23 00:57:01,282 - mmdet - INFO - Epoch [9][300/7330] lr: 1.000e-05, eta: 5:35:13, time: 0.683, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2292, interm_loss_bbox: 0.1819, interm_loss_iou: 0.3887, loss_cls: 0.1849, loss_bbox: 0.1488, loss_iou: 0.3376, d0.loss_cls: 0.2429, d0.loss_bbox: 0.1548, d0.loss_iou: 0.3465, d1.loss_cls: 0.2069, d1.loss_bbox: 0.1523, d1.loss_iou: 0.3431, d2.loss_cls: 0.1932, d2.loss_bbox: 0.1507, d2.loss_iou: 0.3389, d3.loss_cls: 0.1874, d3.loss_bbox: 0.1490, d3.loss_iou: 0.3387, d4.loss_cls: 0.1858, d4.loss_bbox: 0.1482, d4.loss_iou: 0.3374, dn_loss_cls: 0.0254, dn_loss_bbox: 0.2465, dn_loss_iou: 0.3323, d0.dn_loss_cls: 0.0594, d0.dn_loss_bbox: 0.3641, d0.dn_loss_iou: 0.4502, d1.dn_loss_cls: 0.0345, d1.dn_loss_bbox: 0.2723, d1.dn_loss_iou: 0.3584, d2.dn_loss_cls: 0.0286, d2.dn_loss_bbox: 0.2528, d2.dn_loss_iou: 0.3391, d3.dn_loss_cls: 0.0268, d3.dn_loss_bbox: 0.2472, d3.dn_loss_iou: 0.3332, d4.dn_loss_cls: 0.0256, d4.dn_loss_bbox: 0.2465, d4.dn_loss_iou: 0.3322, loss: 8.9220, grad_norm: 26.1707 2023-11-23 00:57:36,209 - mmdet - INFO - Epoch [9][350/7330] lr: 1.000e-05, eta: 5:34:39, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2311, interm_loss_bbox: 0.1865, interm_loss_iou: 0.4076, loss_cls: 0.1899, loss_bbox: 0.1518, loss_iou: 0.3523, d0.loss_cls: 0.2485, d0.loss_bbox: 0.1573, d0.loss_iou: 0.3625, d1.loss_cls: 0.2127, d1.loss_bbox: 0.1545, d1.loss_iou: 0.3571, d2.loss_cls: 0.2005, d2.loss_bbox: 0.1513, d2.loss_iou: 0.3533, d3.loss_cls: 0.1941, d3.loss_bbox: 0.1506, d3.loss_iou: 0.3521, d4.loss_cls: 0.1910, d4.loss_bbox: 0.1514, d4.loss_iou: 0.3520, dn_loss_cls: 0.0267, dn_loss_bbox: 0.2424, dn_loss_iou: 0.3435, d0.dn_loss_cls: 0.0613, d0.dn_loss_bbox: 0.3539, d0.dn_loss_iou: 0.4634, d1.dn_loss_cls: 0.0361, d1.dn_loss_bbox: 0.2651, d1.dn_loss_iou: 0.3683, d2.dn_loss_cls: 0.0300, d2.dn_loss_bbox: 0.2476, d2.dn_loss_iou: 0.3502, d3.dn_loss_cls: 0.0280, d3.dn_loss_bbox: 0.2430, d3.dn_loss_iou: 0.3443, d4.dn_loss_cls: 0.0270, d4.dn_loss_bbox: 0.2424, d4.dn_loss_iou: 0.3434, loss: 9.1249, grad_norm: 23.2144 2023-11-23 00:58:10,916 - mmdet - INFO - Epoch [9][400/7330] lr: 1.000e-05, eta: 5:34:04, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2223, interm_loss_bbox: 0.1812, interm_loss_iou: 0.4036, loss_cls: 0.1810, loss_bbox: 0.1481, loss_iou: 0.3490, d0.loss_cls: 0.2427, d0.loss_bbox: 0.1503, d0.loss_iou: 0.3568, d1.loss_cls: 0.2036, d1.loss_bbox: 0.1502, d1.loss_iou: 0.3524, d2.loss_cls: 0.1917, d2.loss_bbox: 0.1481, d2.loss_iou: 0.3495, d3.loss_cls: 0.1845, d3.loss_bbox: 0.1487, d3.loss_iou: 0.3484, d4.loss_cls: 0.1823, d4.loss_bbox: 0.1477, d4.loss_iou: 0.3485, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2305, dn_loss_iou: 0.3342, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3467, d0.dn_loss_iou: 0.4525, d1.dn_loss_cls: 0.0349, d1.dn_loss_bbox: 0.2533, d1.dn_loss_iou: 0.3585, d2.dn_loss_cls: 0.0292, d2.dn_loss_bbox: 0.2358, d2.dn_loss_iou: 0.3403, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2312, d3.dn_loss_iou: 0.3350, d4.dn_loss_cls: 0.0260, d4.dn_loss_bbox: 0.2305, d4.dn_loss_iou: 0.3341, loss: 8.8765, grad_norm: 23.8761 2023-11-23 00:58:45,589 - mmdet - INFO - Epoch [9][450/7330] lr: 1.000e-05, eta: 5:33:30, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2253, interm_loss_bbox: 0.1817, interm_loss_iou: 0.4098, loss_cls: 0.1834, loss_bbox: 0.1495, loss_iou: 0.3565, d0.loss_cls: 0.2416, d0.loss_bbox: 0.1530, d0.loss_iou: 0.3660, d1.loss_cls: 0.2068, d1.loss_bbox: 0.1503, d1.loss_iou: 0.3597, d2.loss_cls: 0.1947, d2.loss_bbox: 0.1472, d2.loss_iou: 0.3569, d3.loss_cls: 0.1885, d3.loss_bbox: 0.1477, d3.loss_iou: 0.3556, d4.loss_cls: 0.1849, d4.loss_bbox: 0.1485, d4.loss_iou: 0.3563, dn_loss_cls: 0.0244, dn_loss_bbox: 0.2320, dn_loss_iou: 0.3343, d0.dn_loss_cls: 0.0592, d0.dn_loss_bbox: 0.3457, d0.dn_loss_iou: 0.4500, d1.dn_loss_cls: 0.0341, d1.dn_loss_bbox: 0.2554, d1.dn_loss_iou: 0.3584, d2.dn_loss_cls: 0.0280, d2.dn_loss_bbox: 0.2372, d2.dn_loss_iou: 0.3406, d3.dn_loss_cls: 0.0261, d3.dn_loss_bbox: 0.2327, d3.dn_loss_iou: 0.3352, d4.dn_loss_cls: 0.0249, d4.dn_loss_bbox: 0.2321, d4.dn_loss_iou: 0.3342, loss: 8.9485, grad_norm: 26.6238 2023-11-23 00:59:19,820 - mmdet - INFO - Epoch [9][500/7330] lr: 1.000e-05, eta: 5:32:55, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2292, interm_loss_bbox: 0.1812, interm_loss_iou: 0.4019, loss_cls: 0.1886, loss_bbox: 0.1480, loss_iou: 0.3508, d0.loss_cls: 0.2407, d0.loss_bbox: 0.1546, d0.loss_iou: 0.3638, d1.loss_cls: 0.2091, d1.loss_bbox: 0.1511, d1.loss_iou: 0.3565, d2.loss_cls: 0.1982, d2.loss_bbox: 0.1481, d2.loss_iou: 0.3512, d3.loss_cls: 0.1914, d3.loss_bbox: 0.1485, d3.loss_iou: 0.3508, d4.loss_cls: 0.1882, d4.loss_bbox: 0.1490, d4.loss_iou: 0.3511, dn_loss_cls: 0.0262, dn_loss_bbox: 0.2489, dn_loss_iou: 0.3428, d0.dn_loss_cls: 0.0622, d0.dn_loss_bbox: 0.3567, d0.dn_loss_iou: 0.4532, d1.dn_loss_cls: 0.0356, d1.dn_loss_bbox: 0.2699, d1.dn_loss_iou: 0.3658, d2.dn_loss_cls: 0.0294, d2.dn_loss_bbox: 0.2536, d2.dn_loss_iou: 0.3486, d3.dn_loss_cls: 0.0276, d3.dn_loss_bbox: 0.2495, d3.dn_loss_iou: 0.3436, d4.dn_loss_cls: 0.0265, d4.dn_loss_bbox: 0.2489, d4.dn_loss_iou: 0.3427, loss: 9.0837, grad_norm: 26.3419 2023-11-23 00:59:54,713 - mmdet - INFO - Epoch [9][550/7330] lr: 1.000e-05, eta: 5:32:20, time: 0.698, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2206, interm_loss_bbox: 0.1780, interm_loss_iou: 0.4046, loss_cls: 0.1824, loss_bbox: 0.1450, loss_iou: 0.3534, d0.loss_cls: 0.2375, d0.loss_bbox: 0.1490, d0.loss_iou: 0.3625, d1.loss_cls: 0.2009, d1.loss_bbox: 0.1487, d1.loss_iou: 0.3590, d2.loss_cls: 0.1879, d2.loss_bbox: 0.1487, d2.loss_iou: 0.3574, d3.loss_cls: 0.1836, d3.loss_bbox: 0.1471, d3.loss_iou: 0.3543, d4.loss_cls: 0.1832, d4.loss_bbox: 0.1448, d4.loss_iou: 0.3530, dn_loss_cls: 0.0247, dn_loss_bbox: 0.2385, dn_loss_iou: 0.3335, d0.dn_loss_cls: 0.0604, d0.dn_loss_bbox: 0.3600, d0.dn_loss_iou: 0.4547, d1.dn_loss_cls: 0.0349, d1.dn_loss_bbox: 0.2640, d1.dn_loss_iou: 0.3593, d2.dn_loss_cls: 0.0284, d2.dn_loss_bbox: 0.2442, d2.dn_loss_iou: 0.3404, d3.dn_loss_cls: 0.0264, d3.dn_loss_bbox: 0.2391, d3.dn_loss_iou: 0.3344, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2385, d4.dn_loss_iou: 0.3334, loss: 8.9417, grad_norm: 27.5424 2023-11-23 01:00:29,636 - mmdet - INFO - Epoch [9][600/7330] lr: 1.000e-05, eta: 5:31:46, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2271, interm_loss_bbox: 0.1696, interm_loss_iou: 0.4056, loss_cls: 0.1826, loss_bbox: 0.1427, loss_iou: 0.3580, d0.loss_cls: 0.2386, d0.loss_bbox: 0.1461, d0.loss_iou: 0.3678, d1.loss_cls: 0.2034, d1.loss_bbox: 0.1446, d1.loss_iou: 0.3630, d2.loss_cls: 0.1929, d2.loss_bbox: 0.1420, d2.loss_iou: 0.3581, d3.loss_cls: 0.1853, d3.loss_bbox: 0.1429, d3.loss_iou: 0.3582, d4.loss_cls: 0.1827, d4.loss_bbox: 0.1430, d4.loss_iou: 0.3579, dn_loss_cls: 0.0251, dn_loss_bbox: 0.2318, dn_loss_iou: 0.3369, d0.dn_loss_cls: 0.0588, d0.dn_loss_bbox: 0.3507, d0.dn_loss_iou: 0.4555, d1.dn_loss_cls: 0.0340, d1.dn_loss_bbox: 0.2563, d1.dn_loss_iou: 0.3622, d2.dn_loss_cls: 0.0282, d2.dn_loss_bbox: 0.2377, d2.dn_loss_iou: 0.3433, d3.dn_loss_cls: 0.0265, d3.dn_loss_bbox: 0.2325, d3.dn_loss_iou: 0.3376, d4.dn_loss_cls: 0.0255, d4.dn_loss_bbox: 0.2319, d4.dn_loss_iou: 0.3368, loss: 8.9233, grad_norm: 26.0836 2023-11-23 01:01:03,654 - mmdet - INFO - Epoch [9][650/7330] lr: 1.000e-05, eta: 5:31:11, time: 0.680, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2335, interm_loss_bbox: 0.1825, interm_loss_iou: 0.3929, loss_cls: 0.1921, loss_bbox: 0.1466, loss_iou: 0.3384, d0.loss_cls: 0.2454, d0.loss_bbox: 0.1541, d0.loss_iou: 0.3497, d1.loss_cls: 0.2100, d1.loss_bbox: 0.1532, d1.loss_iou: 0.3464, d2.loss_cls: 0.2009, d2.loss_bbox: 0.1485, d2.loss_iou: 0.3402, d3.loss_cls: 0.1957, d3.loss_bbox: 0.1475, d3.loss_iou: 0.3385, d4.loss_cls: 0.1925, d4.loss_bbox: 0.1473, d4.loss_iou: 0.3387, dn_loss_cls: 0.0249, dn_loss_bbox: 0.2413, dn_loss_iou: 0.3211, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3639, d0.dn_loss_iou: 0.4383, d1.dn_loss_cls: 0.0343, d1.dn_loss_bbox: 0.2670, d1.dn_loss_iou: 0.3466, d2.dn_loss_cls: 0.0283, d2.dn_loss_bbox: 0.2478, d2.dn_loss_iou: 0.3283, d3.dn_loss_cls: 0.0265, d3.dn_loss_bbox: 0.2422, d3.dn_loss_iou: 0.3222, d4.dn_loss_cls: 0.0254, d4.dn_loss_bbox: 0.2413, d4.dn_loss_iou: 0.3211, loss: 8.8743, grad_norm: 26.6629 2023-11-23 01:01:38,360 - mmdet - INFO - Epoch [9][700/7330] lr: 1.000e-05, eta: 5:30:36, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2316, interm_loss_bbox: 0.1825, interm_loss_iou: 0.4054, loss_cls: 0.1894, loss_bbox: 0.1484, loss_iou: 0.3517, d0.loss_cls: 0.2492, d0.loss_bbox: 0.1525, d0.loss_iou: 0.3632, d1.loss_cls: 0.2133, d1.loss_bbox: 0.1497, d1.loss_iou: 0.3551, d2.loss_cls: 0.1985, d2.loss_bbox: 0.1485, d2.loss_iou: 0.3526, d3.loss_cls: 0.1930, d3.loss_bbox: 0.1473, d3.loss_iou: 0.3510, d4.loss_cls: 0.1903, d4.loss_bbox: 0.1481, d4.loss_iou: 0.3512, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2471, dn_loss_iou: 0.3346, d0.dn_loss_cls: 0.0614, d0.dn_loss_bbox: 0.3635, d0.dn_loss_iou: 0.4570, d1.dn_loss_cls: 0.0363, d1.dn_loss_bbox: 0.2695, d1.dn_loss_iou: 0.3594, d2.dn_loss_cls: 0.0298, d2.dn_loss_bbox: 0.2522, d2.dn_loss_iou: 0.3411, d3.dn_loss_cls: 0.0277, d3.dn_loss_bbox: 0.2475, d3.dn_loss_iou: 0.3353, d4.dn_loss_cls: 0.0266, d4.dn_loss_bbox: 0.2471, d4.dn_loss_iou: 0.3345, loss: 9.0692, grad_norm: 26.3973 2023-11-23 01:02:12,807 - mmdet - INFO - Epoch [9][750/7330] lr: 1.000e-05, eta: 5:30:01, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2289, interm_loss_bbox: 0.1755, interm_loss_iou: 0.3972, loss_cls: 0.1804, loss_bbox: 0.1480, loss_iou: 0.3473, d0.loss_cls: 0.2398, d0.loss_bbox: 0.1510, d0.loss_iou: 0.3574, d1.loss_cls: 0.2054, d1.loss_bbox: 0.1486, d1.loss_iou: 0.3509, d2.loss_cls: 0.1910, d2.loss_bbox: 0.1474, d2.loss_iou: 0.3473, d3.loss_cls: 0.1846, d3.loss_bbox: 0.1469, d3.loss_iou: 0.3465, d4.loss_cls: 0.1821, d4.loss_bbox: 0.1474, d4.loss_iou: 0.3465, dn_loss_cls: 0.0240, dn_loss_bbox: 0.2398, dn_loss_iou: 0.3301, d0.dn_loss_cls: 0.0580, d0.dn_loss_bbox: 0.3499, d0.dn_loss_iou: 0.4477, d1.dn_loss_cls: 0.0334, d1.dn_loss_bbox: 0.2608, d1.dn_loss_iou: 0.3540, d2.dn_loss_cls: 0.0274, d2.dn_loss_bbox: 0.2443, d2.dn_loss_iou: 0.3365, d3.dn_loss_cls: 0.0257, d3.dn_loss_bbox: 0.2404, d3.dn_loss_iou: 0.3309, d4.dn_loss_cls: 0.0245, d4.dn_loss_bbox: 0.2398, d4.dn_loss_iou: 0.3300, loss: 8.8675, grad_norm: 25.4305 2023-11-23 01:02:50,249 - mmdet - INFO - Epoch [9][800/7330] lr: 1.000e-05, eta: 5:29:28, time: 0.749, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2245, interm_loss_bbox: 0.1791, interm_loss_iou: 0.4030, loss_cls: 0.1816, loss_bbox: 0.1453, loss_iou: 0.3499, d0.loss_cls: 0.2401, d0.loss_bbox: 0.1516, d0.loss_iou: 0.3585, d1.loss_cls: 0.2023, d1.loss_bbox: 0.1516, d1.loss_iou: 0.3574, d2.loss_cls: 0.1909, d2.loss_bbox: 0.1478, d2.loss_iou: 0.3509, d3.loss_cls: 0.1842, d3.loss_bbox: 0.1459, d3.loss_iou: 0.3504, d4.loss_cls: 0.1822, d4.loss_bbox: 0.1450, d4.loss_iou: 0.3492, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2323, dn_loss_iou: 0.3403, d0.dn_loss_cls: 0.0587, d0.dn_loss_bbox: 0.3486, d0.dn_loss_iou: 0.4584, d1.dn_loss_cls: 0.0333, d1.dn_loss_bbox: 0.2559, d1.dn_loss_iou: 0.3647, d2.dn_loss_cls: 0.0275, d2.dn_loss_bbox: 0.2375, d2.dn_loss_iou: 0.3466, d3.dn_loss_cls: 0.0258, d3.dn_loss_bbox: 0.2327, d3.dn_loss_iou: 0.3411, d4.dn_loss_cls: 0.0249, d4.dn_loss_bbox: 0.2323, d4.dn_loss_iou: 0.3401, loss: 8.9165, grad_norm: 25.7463 2023-11-23 01:03:27,255 - mmdet - INFO - Epoch [9][850/7330] lr: 1.000e-05, eta: 5:28:54, time: 0.740, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2262, interm_loss_bbox: 0.1775, interm_loss_iou: 0.3976, loss_cls: 0.1828, loss_bbox: 0.1437, loss_iou: 0.3436, d0.loss_cls: 0.2410, d0.loss_bbox: 0.1510, d0.loss_iou: 0.3552, d1.loss_cls: 0.2069, d1.loss_bbox: 0.1480, d1.loss_iou: 0.3479, d2.loss_cls: 0.1932, d2.loss_bbox: 0.1447, d2.loss_iou: 0.3440, d3.loss_cls: 0.1869, d3.loss_bbox: 0.1436, d3.loss_iou: 0.3429, d4.loss_cls: 0.1835, d4.loss_bbox: 0.1438, d4.loss_iou: 0.3436, dn_loss_cls: 0.0241, dn_loss_bbox: 0.2236, dn_loss_iou: 0.3304, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3385, d0.dn_loss_iou: 0.4556, d1.dn_loss_cls: 0.0332, d1.dn_loss_bbox: 0.2476, d1.dn_loss_iou: 0.3566, d2.dn_loss_cls: 0.0276, d2.dn_loss_bbox: 0.2288, d2.dn_loss_iou: 0.3375, d3.dn_loss_cls: 0.0257, d3.dn_loss_bbox: 0.2242, d3.dn_loss_iou: 0.3313, d4.dn_loss_cls: 0.0245, d4.dn_loss_bbox: 0.2236, d4.dn_loss_iou: 0.3303, loss: 8.7700, grad_norm: 26.7200 2023-11-23 01:04:01,390 - mmdet - INFO - Epoch [9][900/7330] lr: 1.000e-05, eta: 5:28:20, time: 0.683, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2337, interm_loss_bbox: 0.1775, interm_loss_iou: 0.4019, loss_cls: 0.1903, loss_bbox: 0.1470, loss_iou: 0.3522, d0.loss_cls: 0.2483, d0.loss_bbox: 0.1491, d0.loss_iou: 0.3599, d1.loss_cls: 0.2131, d1.loss_bbox: 0.1486, d1.loss_iou: 0.3565, d2.loss_cls: 0.2016, d2.loss_bbox: 0.1459, d2.loss_iou: 0.3523, d3.loss_cls: 0.1957, d3.loss_bbox: 0.1461, d3.loss_iou: 0.3504, d4.loss_cls: 0.1917, d4.loss_bbox: 0.1468, d4.loss_iou: 0.3514, dn_loss_cls: 0.0258, dn_loss_bbox: 0.2292, dn_loss_iou: 0.3403, d0.dn_loss_cls: 0.0607, d0.dn_loss_bbox: 0.3458, d0.dn_loss_iou: 0.4596, d1.dn_loss_cls: 0.0352, d1.dn_loss_bbox: 0.2525, d1.dn_loss_iou: 0.3652, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2346, d2.dn_loss_iou: 0.3470, d3.dn_loss_cls: 0.0275, d3.dn_loss_bbox: 0.2299, d3.dn_loss_iou: 0.3413, d4.dn_loss_cls: 0.0263, d4.dn_loss_bbox: 0.2292, d4.dn_loss_iou: 0.3402, loss: 8.9793, grad_norm: 26.0103 2023-11-23 01:04:35,883 - mmdet - INFO - Epoch [9][950/7330] lr: 1.000e-05, eta: 5:27:45, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2318, interm_loss_bbox: 0.1810, interm_loss_iou: 0.4104, loss_cls: 0.1917, loss_bbox: 0.1455, loss_iou: 0.3562, d0.loss_cls: 0.2473, d0.loss_bbox: 0.1519, d0.loss_iou: 0.3667, d1.loss_cls: 0.2129, d1.loss_bbox: 0.1482, d1.loss_iou: 0.3594, d2.loss_cls: 0.2018, d2.loss_bbox: 0.1457, d2.loss_iou: 0.3561, d3.loss_cls: 0.1958, d3.loss_bbox: 0.1448, d3.loss_iou: 0.3546, d4.loss_cls: 0.1925, d4.loss_bbox: 0.1452, d4.loss_iou: 0.3561, dn_loss_cls: 0.0262, dn_loss_bbox: 0.2283, dn_loss_iou: 0.3348, d0.dn_loss_cls: 0.0604, d0.dn_loss_bbox: 0.3427, d0.dn_loss_iou: 0.4530, d1.dn_loss_cls: 0.0350, d1.dn_loss_bbox: 0.2506, d1.dn_loss_iou: 0.3595, d2.dn_loss_cls: 0.0294, d2.dn_loss_bbox: 0.2332, d2.dn_loss_iou: 0.3414, d3.dn_loss_cls: 0.0276, d3.dn_loss_bbox: 0.2287, d3.dn_loss_iou: 0.3353, d4.dn_loss_cls: 0.0267, d4.dn_loss_bbox: 0.2283, d4.dn_loss_iou: 0.3347, loss: 8.9710, grad_norm: 26.6284 2023-11-23 01:05:10,914 - mmdet - INFO - Epoch [9][1000/7330] lr: 1.000e-05, eta: 5:27:10, time: 0.701, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2248, interm_loss_bbox: 0.1822, interm_loss_iou: 0.4060, loss_cls: 0.1811, loss_bbox: 0.1492, loss_iou: 0.3499, d0.loss_cls: 0.2382, d0.loss_bbox: 0.1521, d0.loss_iou: 0.3594, d1.loss_cls: 0.2034, d1.loss_bbox: 0.1514, d1.loss_iou: 0.3532, d2.loss_cls: 0.1908, d2.loss_bbox: 0.1500, d2.loss_iou: 0.3503, d3.loss_cls: 0.1850, d3.loss_bbox: 0.1489, d3.loss_iou: 0.3495, d4.loss_cls: 0.1823, d4.loss_bbox: 0.1488, d4.loss_iou: 0.3496, dn_loss_cls: 0.0245, dn_loss_bbox: 0.2344, dn_loss_iou: 0.3316, d0.dn_loss_cls: 0.0596, d0.dn_loss_bbox: 0.3468, d0.dn_loss_iou: 0.4517, d1.dn_loss_cls: 0.0334, d1.dn_loss_bbox: 0.2557, d1.dn_loss_iou: 0.3562, d2.dn_loss_cls: 0.0274, d2.dn_loss_bbox: 0.2387, d2.dn_loss_iou: 0.3379, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2349, d3.dn_loss_iou: 0.3325, d4.dn_loss_cls: 0.0247, d4.dn_loss_bbox: 0.2345, d4.dn_loss_iou: 0.3316, loss: 8.8878, grad_norm: 24.8633 2023-11-23 01:05:45,407 - mmdet - INFO - Epoch [9][1050/7330] lr: 1.000e-05, eta: 5:26:36, time: 0.690, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2282, interm_loss_bbox: 0.1772, interm_loss_iou: 0.4066, loss_cls: 0.1843, loss_bbox: 0.1434, loss_iou: 0.3554, d0.loss_cls: 0.2445, d0.loss_bbox: 0.1487, d0.loss_iou: 0.3620, d1.loss_cls: 0.2091, d1.loss_bbox: 0.1454, d1.loss_iou: 0.3582, d2.loss_cls: 0.1954, d2.loss_bbox: 0.1429, d2.loss_iou: 0.3550, d3.loss_cls: 0.1884, d3.loss_bbox: 0.1428, d3.loss_iou: 0.3547, d4.loss_cls: 0.1845, d4.loss_bbox: 0.1439, d4.loss_iou: 0.3557, dn_loss_cls: 0.0252, dn_loss_bbox: 0.2255, dn_loss_iou: 0.3314, d0.dn_loss_cls: 0.0596, d0.dn_loss_bbox: 0.3411, d0.dn_loss_iou: 0.4491, d1.dn_loss_cls: 0.0342, d1.dn_loss_bbox: 0.2497, d1.dn_loss_iou: 0.3575, d2.dn_loss_cls: 0.0285, d2.dn_loss_bbox: 0.2310, d2.dn_loss_iou: 0.3384, d3.dn_loss_cls: 0.0265, d3.dn_loss_bbox: 0.2259, d3.dn_loss_iou: 0.3322, d4.dn_loss_cls: 0.0255, d4.dn_loss_bbox: 0.2256, d4.dn_loss_iou: 0.3313, loss: 8.8646, grad_norm: 24.2091 2023-11-23 01:06:20,202 - mmdet - INFO - Epoch [9][1100/7330] lr: 1.000e-05, eta: 5:26:01, time: 0.696, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2289, interm_loss_bbox: 0.1806, interm_loss_iou: 0.3925, loss_cls: 0.1862, loss_bbox: 0.1495, loss_iou: 0.3438, d0.loss_cls: 0.2425, d0.loss_bbox: 0.1537, d0.loss_iou: 0.3531, d1.loss_cls: 0.2078, d1.loss_bbox: 0.1514, d1.loss_iou: 0.3498, d2.loss_cls: 0.1940, d2.loss_bbox: 0.1508, d2.loss_iou: 0.3466, d3.loss_cls: 0.1895, d3.loss_bbox: 0.1486, d3.loss_iou: 0.3437, d4.loss_cls: 0.1867, d4.loss_bbox: 0.1491, d4.loss_iou: 0.3439, dn_loss_cls: 0.0240, dn_loss_bbox: 0.2349, dn_loss_iou: 0.3252, d0.dn_loss_cls: 0.0598, d0.dn_loss_bbox: 0.3587, d0.dn_loss_iou: 0.4509, d1.dn_loss_cls: 0.0341, d1.dn_loss_bbox: 0.2608, d1.dn_loss_iou: 0.3527, d2.dn_loss_cls: 0.0279, d2.dn_loss_bbox: 0.2409, d2.dn_loss_iou: 0.3326, d3.dn_loss_cls: 0.0259, d3.dn_loss_bbox: 0.2358, d3.dn_loss_iou: 0.3263, d4.dn_loss_cls: 0.0246, d4.dn_loss_bbox: 0.2349, d4.dn_loss_iou: 0.3251, loss: 8.8679, grad_norm: 25.6151 2023-11-23 01:06:56,938 - mmdet - INFO - Epoch [9][1150/7330] lr: 1.000e-05, eta: 5:25:27, time: 0.735, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2269, interm_loss_bbox: 0.1725, interm_loss_iou: 0.4084, loss_cls: 0.1828, loss_bbox: 0.1406, loss_iou: 0.3602, d0.loss_cls: 0.2425, d0.loss_bbox: 0.1448, d0.loss_iou: 0.3671, d1.loss_cls: 0.2043, d1.loss_bbox: 0.1450, d1.loss_iou: 0.3647, d2.loss_cls: 0.1904, d2.loss_bbox: 0.1427, d2.loss_iou: 0.3627, d3.loss_cls: 0.1863, d3.loss_bbox: 0.1409, d3.loss_iou: 0.3602, d4.loss_cls: 0.1836, d4.loss_bbox: 0.1406, d4.loss_iou: 0.3600, dn_loss_cls: 0.0265, dn_loss_bbox: 0.2358, dn_loss_iou: 0.3444, d0.dn_loss_cls: 0.0609, d0.dn_loss_bbox: 0.3465, d0.dn_loss_iou: 0.4627, d1.dn_loss_cls: 0.0359, d1.dn_loss_bbox: 0.2575, d1.dn_loss_iou: 0.3690, d2.dn_loss_cls: 0.0297, d2.dn_loss_bbox: 0.2410, d2.dn_loss_iou: 0.3515, d3.dn_loss_cls: 0.0278, d3.dn_loss_bbox: 0.2361, d3.dn_loss_iou: 0.3451, d4.dn_loss_cls: 0.0268, d4.dn_loss_bbox: 0.2359, d4.dn_loss_iou: 0.3444, loss: 9.0050, grad_norm: 24.3784 2023-11-23 01:07:33,815 - mmdet - INFO - Epoch [9][1200/7330] lr: 1.000e-05, eta: 5:24:54, time: 0.737, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2308, interm_loss_bbox: 0.1820, interm_loss_iou: 0.4108, loss_cls: 0.1879, loss_bbox: 0.1475, loss_iou: 0.3516, d0.loss_cls: 0.2444, d0.loss_bbox: 0.1523, d0.loss_iou: 0.3652, d1.loss_cls: 0.2100, d1.loss_bbox: 0.1495, d1.loss_iou: 0.3581, d2.loss_cls: 0.1969, d2.loss_bbox: 0.1489, d2.loss_iou: 0.3537, d3.loss_cls: 0.1913, d3.loss_bbox: 0.1477, d3.loss_iou: 0.3517, d4.loss_cls: 0.1890, d4.loss_bbox: 0.1472, d4.loss_iou: 0.3517, dn_loss_cls: 0.0257, dn_loss_bbox: 0.2324, dn_loss_iou: 0.3349, d0.dn_loss_cls: 0.0604, d0.dn_loss_bbox: 0.3474, d0.dn_loss_iou: 0.4497, d1.dn_loss_cls: 0.0352, d1.dn_loss_bbox: 0.2562, d1.dn_loss_iou: 0.3594, d2.dn_loss_cls: 0.0293, d2.dn_loss_bbox: 0.2377, d2.dn_loss_iou: 0.3412, d3.dn_loss_cls: 0.0274, d3.dn_loss_bbox: 0.2331, d3.dn_loss_iou: 0.3358, d4.dn_loss_cls: 0.0262, d4.dn_loss_bbox: 0.2324, d4.dn_loss_iou: 0.3348, loss: 8.9675, grad_norm: 25.7484 2023-11-23 01:08:08,335 - mmdet - INFO - Epoch [9][1250/7330] lr: 1.000e-05, eta: 5:24:19, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2306, interm_loss_bbox: 0.1818, interm_loss_iou: 0.4167, loss_cls: 0.1881, loss_bbox: 0.1465, loss_iou: 0.3597, d0.loss_cls: 0.2430, d0.loss_bbox: 0.1522, d0.loss_iou: 0.3709, d1.loss_cls: 0.2103, d1.loss_bbox: 0.1508, d1.loss_iou: 0.3640, d2.loss_cls: 0.1988, d2.loss_bbox: 0.1481, d2.loss_iou: 0.3610, d3.loss_cls: 0.1928, d3.loss_bbox: 0.1465, d3.loss_iou: 0.3596, d4.loss_cls: 0.1894, d4.loss_bbox: 0.1459, d4.loss_iou: 0.3594, dn_loss_cls: 0.0265, dn_loss_bbox: 0.2335, dn_loss_iou: 0.3445, d0.dn_loss_cls: 0.0614, d0.dn_loss_bbox: 0.3449, d0.dn_loss_iou: 0.4632, d1.dn_loss_cls: 0.0360, d1.dn_loss_bbox: 0.2550, d1.dn_loss_iou: 0.3685, d2.dn_loss_cls: 0.0302, d2.dn_loss_bbox: 0.2386, d2.dn_loss_iou: 0.3508, d3.dn_loss_cls: 0.0283, d3.dn_loss_bbox: 0.2337, d3.dn_loss_iou: 0.3451, d4.dn_loss_cls: 0.0270, d4.dn_loss_bbox: 0.2335, d4.dn_loss_iou: 0.3444, loss: 9.0815, grad_norm: 25.9742 2023-11-23 01:08:42,849 - mmdet - INFO - Epoch [9][1300/7330] lr: 1.000e-05, eta: 5:23:44, time: 0.690, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2250, interm_loss_bbox: 0.1820, interm_loss_iou: 0.4062, loss_cls: 0.1827, loss_bbox: 0.1497, loss_iou: 0.3541, d0.loss_cls: 0.2353, d0.loss_bbox: 0.1562, d0.loss_iou: 0.3654, d1.loss_cls: 0.2032, d1.loss_bbox: 0.1529, d1.loss_iou: 0.3581, d2.loss_cls: 0.1918, d2.loss_bbox: 0.1499, d2.loss_iou: 0.3549, d3.loss_cls: 0.1851, d3.loss_bbox: 0.1507, d3.loss_iou: 0.3550, d4.loss_cls: 0.1825, d4.loss_bbox: 0.1507, d4.loss_iou: 0.3544, dn_loss_cls: 0.0242, dn_loss_bbox: 0.2389, dn_loss_iou: 0.3301, d0.dn_loss_cls: 0.0585, d0.dn_loss_bbox: 0.3642, d0.dn_loss_iou: 0.4498, d1.dn_loss_cls: 0.0332, d1.dn_loss_bbox: 0.2660, d1.dn_loss_iou: 0.3573, d2.dn_loss_cls: 0.0274, d2.dn_loss_bbox: 0.2452, d2.dn_loss_iou: 0.3377, d3.dn_loss_cls: 0.0257, d3.dn_loss_bbox: 0.2395, d3.dn_loss_iou: 0.3310, d4.dn_loss_cls: 0.0245, d4.dn_loss_bbox: 0.2389, d4.dn_loss_iou: 0.3301, loss: 8.9679, grad_norm: 25.0772 2023-11-23 01:09:19,468 - mmdet - INFO - Epoch [9][1350/7330] lr: 1.000e-05, eta: 5:23:11, time: 0.732, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2250, interm_loss_bbox: 0.1775, interm_loss_iou: 0.4025, loss_cls: 0.1833, loss_bbox: 0.1422, loss_iou: 0.3462, d0.loss_cls: 0.2404, d0.loss_bbox: 0.1495, d0.loss_iou: 0.3586, d1.loss_cls: 0.2067, d1.loss_bbox: 0.1441, d1.loss_iou: 0.3507, d2.loss_cls: 0.1948, d2.loss_bbox: 0.1408, d2.loss_iou: 0.3453, d3.loss_cls: 0.1867, d3.loss_bbox: 0.1422, d3.loss_iou: 0.3465, d4.loss_cls: 0.1843, d4.loss_bbox: 0.1422, d4.loss_iou: 0.3457, dn_loss_cls: 0.0244, dn_loss_bbox: 0.2284, dn_loss_iou: 0.3220, d0.dn_loss_cls: 0.0580, d0.dn_loss_bbox: 0.3493, d0.dn_loss_iou: 0.4419, d1.dn_loss_cls: 0.0334, d1.dn_loss_bbox: 0.2534, d1.dn_loss_iou: 0.3473, d2.dn_loss_cls: 0.0276, d2.dn_loss_bbox: 0.2340, d2.dn_loss_iou: 0.3288, d3.dn_loss_cls: 0.0257, d3.dn_loss_bbox: 0.2290, d3.dn_loss_iou: 0.3230, d4.dn_loss_cls: 0.0247, d4.dn_loss_bbox: 0.2285, d4.dn_loss_iou: 0.3220, loss: 8.7569, grad_norm: 26.4793 2023-11-23 01:09:53,712 - mmdet - INFO - Epoch [9][1400/7330] lr: 1.000e-05, eta: 5:22:36, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2225, interm_loss_bbox: 0.1822, interm_loss_iou: 0.3978, loss_cls: 0.1764, loss_bbox: 0.1498, loss_iou: 0.3451, d0.loss_cls: 0.2390, d0.loss_bbox: 0.1529, d0.loss_iou: 0.3540, d1.loss_cls: 0.2030, d1.loss_bbox: 0.1511, d1.loss_iou: 0.3486, d2.loss_cls: 0.1888, d2.loss_bbox: 0.1481, d2.loss_iou: 0.3436, d3.loss_cls: 0.1825, d3.loss_bbox: 0.1477, d3.loss_iou: 0.3435, d4.loss_cls: 0.1775, d4.loss_bbox: 0.1492, d4.loss_iou: 0.3449, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2281, dn_loss_iou: 0.3325, d0.dn_loss_cls: 0.0595, d0.dn_loss_bbox: 0.3494, d0.dn_loss_iou: 0.4529, d1.dn_loss_cls: 0.0345, d1.dn_loss_bbox: 0.2542, d1.dn_loss_iou: 0.3581, d2.dn_loss_cls: 0.0285, d2.dn_loss_bbox: 0.2341, d2.dn_loss_iou: 0.3394, d3.dn_loss_cls: 0.0269, d3.dn_loss_bbox: 0.2287, d3.dn_loss_iou: 0.3334, d4.dn_loss_cls: 0.0259, d4.dn_loss_bbox: 0.2281, d4.dn_loss_iou: 0.3324, loss: 8.8204, grad_norm: 24.6065 2023-11-23 01:10:27,823 - mmdet - INFO - Epoch [9][1450/7330] lr: 1.000e-05, eta: 5:22:01, time: 0.682, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2248, interm_loss_bbox: 0.1756, interm_loss_iou: 0.4064, loss_cls: 0.1772, loss_bbox: 0.1458, loss_iou: 0.3523, d0.loss_cls: 0.2364, d0.loss_bbox: 0.1493, d0.loss_iou: 0.3627, d1.loss_cls: 0.2012, d1.loss_bbox: 0.1472, d1.loss_iou: 0.3557, d2.loss_cls: 0.1876, d2.loss_bbox: 0.1466, d2.loss_iou: 0.3534, d3.loss_cls: 0.1820, d3.loss_bbox: 0.1446, d3.loss_iou: 0.3522, d4.loss_cls: 0.1784, d4.loss_bbox: 0.1455, d4.loss_iou: 0.3522, dn_loss_cls: 0.0237, dn_loss_bbox: 0.2262, dn_loss_iou: 0.3291, d0.dn_loss_cls: 0.0573, d0.dn_loss_bbox: 0.3363, d0.dn_loss_iou: 0.4429, d1.dn_loss_cls: 0.0321, d1.dn_loss_bbox: 0.2483, d1.dn_loss_iou: 0.3526, d2.dn_loss_cls: 0.0265, d2.dn_loss_bbox: 0.2309, d2.dn_loss_iou: 0.3353, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2268, d3.dn_loss_iou: 0.3299, d4.dn_loss_cls: 0.0240, d4.dn_loss_bbox: 0.2262, d4.dn_loss_iou: 0.3290, loss: 8.7791, grad_norm: 25.1229 2023-11-23 01:11:02,242 - mmdet - INFO - Epoch [9][1500/7330] lr: 1.000e-05, eta: 5:21:26, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2359, interm_loss_bbox: 0.1781, interm_loss_iou: 0.4229, loss_cls: 0.1925, loss_bbox: 0.1454, loss_iou: 0.3658, d0.loss_cls: 0.2483, d0.loss_bbox: 0.1520, d0.loss_iou: 0.3772, d1.loss_cls: 0.2127, d1.loss_bbox: 0.1501, d1.loss_iou: 0.3733, d2.loss_cls: 0.2023, d2.loss_bbox: 0.1464, d2.loss_iou: 0.3678, d3.loss_cls: 0.1972, d3.loss_bbox: 0.1451, d3.loss_iou: 0.3662, d4.loss_cls: 0.1934, d4.loss_bbox: 0.1449, d4.loss_iou: 0.3661, dn_loss_cls: 0.0266, dn_loss_bbox: 0.2261, dn_loss_iou: 0.3396, d0.dn_loss_cls: 0.0612, d0.dn_loss_bbox: 0.3514, d0.dn_loss_iou: 0.4655, d1.dn_loss_cls: 0.0359, d1.dn_loss_bbox: 0.2527, d1.dn_loss_iou: 0.3666, d2.dn_loss_cls: 0.0302, d2.dn_loss_bbox: 0.2324, d2.dn_loss_iou: 0.3474, d3.dn_loss_cls: 0.0283, d3.dn_loss_bbox: 0.2270, d3.dn_loss_iou: 0.3410, d4.dn_loss_cls: 0.0269, d4.dn_loss_bbox: 0.2262, d4.dn_loss_iou: 0.3396, loss: 9.1080, grad_norm: 25.0287 2023-11-23 01:11:37,816 - mmdet - INFO - Epoch [9][1550/7330] lr: 1.000e-05, eta: 5:20:52, time: 0.711, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2322, interm_loss_bbox: 0.1824, interm_loss_iou: 0.4257, loss_cls: 0.1918, loss_bbox: 0.1496, loss_iou: 0.3720, d0.loss_cls: 0.2473, d0.loss_bbox: 0.1526, d0.loss_iou: 0.3816, d1.loss_cls: 0.2105, d1.loss_bbox: 0.1535, d1.loss_iou: 0.3783, d2.loss_cls: 0.1996, d2.loss_bbox: 0.1509, d2.loss_iou: 0.3735, d3.loss_cls: 0.1950, d3.loss_bbox: 0.1501, d3.loss_iou: 0.3722, d4.loss_cls: 0.1926, d4.loss_bbox: 0.1502, d4.loss_iou: 0.3720, dn_loss_cls: 0.0258, dn_loss_bbox: 0.2419, dn_loss_iou: 0.3421, d0.dn_loss_cls: 0.0602, d0.dn_loss_bbox: 0.3581, d0.dn_loss_iou: 0.4575, d1.dn_loss_cls: 0.0351, d1.dn_loss_bbox: 0.2666, d1.dn_loss_iou: 0.3667, d2.dn_loss_cls: 0.0290, d2.dn_loss_bbox: 0.2468, d2.dn_loss_iou: 0.3484, d3.dn_loss_cls: 0.0271, d3.dn_loss_bbox: 0.2425, d3.dn_loss_iou: 0.3428, d4.dn_loss_cls: 0.0262, d4.dn_loss_bbox: 0.2419, d4.dn_loss_iou: 0.3420, loss: 9.2343, grad_norm: 25.7315 2023-11-23 01:12:11,867 - mmdet - INFO - Epoch [9][1600/7330] lr: 1.000e-05, eta: 5:20:17, time: 0.681, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2380, interm_loss_bbox: 0.1813, interm_loss_iou: 0.4191, loss_cls: 0.1932, loss_bbox: 0.1496, loss_iou: 0.3656, d0.loss_cls: 0.2503, d0.loss_bbox: 0.1547, d0.loss_iou: 0.3762, d1.loss_cls: 0.2151, d1.loss_bbox: 0.1526, d1.loss_iou: 0.3731, d2.loss_cls: 0.2025, d2.loss_bbox: 0.1500, d2.loss_iou: 0.3678, d3.loss_cls: 0.1970, d3.loss_bbox: 0.1484, d3.loss_iou: 0.3660, d4.loss_cls: 0.1948, d4.loss_bbox: 0.1484, d4.loss_iou: 0.3651, dn_loss_cls: 0.0278, dn_loss_bbox: 0.2344, dn_loss_iou: 0.3397, d0.dn_loss_cls: 0.0620, d0.dn_loss_bbox: 0.3548, d0.dn_loss_iou: 0.4644, d1.dn_loss_cls: 0.0366, d1.dn_loss_bbox: 0.2576, d1.dn_loss_iou: 0.3655, d2.dn_loss_cls: 0.0307, d2.dn_loss_bbox: 0.2391, d2.dn_loss_iou: 0.3464, d3.dn_loss_cls: 0.0290, d3.dn_loss_bbox: 0.2348, d3.dn_loss_iou: 0.3405, d4.dn_loss_cls: 0.0280, d4.dn_loss_bbox: 0.2345, d4.dn_loss_iou: 0.3397, loss: 9.1742, grad_norm: 25.3306 2023-11-23 01:12:46,691 - mmdet - INFO - Epoch [9][1650/7330] lr: 1.000e-05, eta: 5:19:42, time: 0.696, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2337, interm_loss_bbox: 0.1855, interm_loss_iou: 0.4127, loss_cls: 0.1914, loss_bbox: 0.1500, loss_iou: 0.3534, d0.loss_cls: 0.2484, d0.loss_bbox: 0.1565, d0.loss_iou: 0.3657, d1.loss_cls: 0.2144, d1.loss_bbox: 0.1519, d1.loss_iou: 0.3570, d2.loss_cls: 0.2003, d2.loss_bbox: 0.1516, d2.loss_iou: 0.3548, d3.loss_cls: 0.1952, d3.loss_bbox: 0.1505, d3.loss_iou: 0.3536, d4.loss_cls: 0.1921, d4.loss_bbox: 0.1503, d4.loss_iou: 0.3532, dn_loss_cls: 0.0258, dn_loss_bbox: 0.2440, dn_loss_iou: 0.3367, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3564, d0.dn_loss_iou: 0.4535, d1.dn_loss_cls: 0.0349, d1.dn_loss_bbox: 0.2684, d1.dn_loss_iou: 0.3618, d2.dn_loss_cls: 0.0290, d2.dn_loss_bbox: 0.2500, d2.dn_loss_iou: 0.3440, d3.dn_loss_cls: 0.0272, d3.dn_loss_bbox: 0.2449, d3.dn_loss_iou: 0.3377, d4.dn_loss_cls: 0.0262, d4.dn_loss_bbox: 0.2440, d4.dn_loss_iou: 0.3366, loss: 9.1024, grad_norm: 25.1353 2023-11-23 01:13:21,132 - mmdet - INFO - Epoch [9][1700/7330] lr: 1.000e-05, eta: 5:19:07, time: 0.689, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2278, interm_loss_bbox: 0.1748, interm_loss_iou: 0.4118, loss_cls: 0.1884, loss_bbox: 0.1419, loss_iou: 0.3554, d0.loss_cls: 0.2444, d0.loss_bbox: 0.1462, d0.loss_iou: 0.3655, d1.loss_cls: 0.2074, d1.loss_bbox: 0.1464, d1.loss_iou: 0.3632, d2.loss_cls: 0.1968, d2.loss_bbox: 0.1434, d2.loss_iou: 0.3559, d3.loss_cls: 0.1916, d3.loss_bbox: 0.1419, d3.loss_iou: 0.3551, d4.loss_cls: 0.1894, d4.loss_bbox: 0.1414, d4.loss_iou: 0.3547, dn_loss_cls: 0.0238, dn_loss_bbox: 0.2121, dn_loss_iou: 0.3236, d0.dn_loss_cls: 0.0575, d0.dn_loss_bbox: 0.3231, d0.dn_loss_iou: 0.4411, d1.dn_loss_cls: 0.0324, d1.dn_loss_bbox: 0.2350, d1.dn_loss_iou: 0.3486, d2.dn_loss_cls: 0.0269, d2.dn_loss_bbox: 0.2175, d2.dn_loss_iou: 0.3303, d3.dn_loss_cls: 0.0250, d3.dn_loss_bbox: 0.2126, d3.dn_loss_iou: 0.3243, d4.dn_loss_cls: 0.0241, d4.dn_loss_bbox: 0.2122, d4.dn_loss_iou: 0.3235, loss: 8.7369, grad_norm: 26.4859 2023-11-23 01:13:55,838 - mmdet - INFO - Epoch [9][1750/7330] lr: 1.000e-05, eta: 5:18:33, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2256, interm_loss_bbox: 0.1721, interm_loss_iou: 0.4093, loss_cls: 0.1832, loss_bbox: 0.1396, loss_iou: 0.3557, d0.loss_cls: 0.2402, d0.loss_bbox: 0.1448, d0.loss_iou: 0.3665, d1.loss_cls: 0.2072, d1.loss_bbox: 0.1425, d1.loss_iou: 0.3607, d2.loss_cls: 0.1939, d2.loss_bbox: 0.1393, d2.loss_iou: 0.3558, d3.loss_cls: 0.1880, d3.loss_bbox: 0.1391, d3.loss_iou: 0.3549, d4.loss_cls: 0.1841, d4.loss_bbox: 0.1396, d4.loss_iou: 0.3554, dn_loss_cls: 0.0264, dn_loss_bbox: 0.2217, dn_loss_iou: 0.3297, d0.dn_loss_cls: 0.0607, d0.dn_loss_bbox: 0.3415, d0.dn_loss_iou: 0.4503, d1.dn_loss_cls: 0.0359, d1.dn_loss_bbox: 0.2441, d1.dn_loss_iou: 0.3547, d2.dn_loss_cls: 0.0299, d2.dn_loss_bbox: 0.2265, d2.dn_loss_iou: 0.3365, d3.dn_loss_cls: 0.0282, d3.dn_loss_bbox: 0.2226, d3.dn_loss_iou: 0.3306, d4.dn_loss_cls: 0.0269, d4.dn_loss_bbox: 0.2218, d4.dn_loss_iou: 0.3297, loss: 8.8154, grad_norm: 24.7123 2023-11-23 01:14:30,451 - mmdet - INFO - Epoch [9][1800/7330] lr: 1.000e-05, eta: 5:17:58, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2292, interm_loss_bbox: 0.1796, interm_loss_iou: 0.4036, loss_cls: 0.1830, loss_bbox: 0.1437, loss_iou: 0.3458, d0.loss_cls: 0.2425, d0.loss_bbox: 0.1463, d0.loss_iou: 0.3530, d1.loss_cls: 0.2043, d1.loss_bbox: 0.1435, d1.loss_iou: 0.3491, d2.loss_cls: 0.1924, d2.loss_bbox: 0.1438, d2.loss_iou: 0.3461, d3.loss_cls: 0.1863, d3.loss_bbox: 0.1433, d3.loss_iou: 0.3457, d4.loss_cls: 0.1837, d4.loss_bbox: 0.1435, d4.loss_iou: 0.3460, dn_loss_cls: 0.0258, dn_loss_bbox: 0.2419, dn_loss_iou: 0.3248, d0.dn_loss_cls: 0.0597, d0.dn_loss_bbox: 0.3650, d0.dn_loss_iou: 0.4464, d1.dn_loss_cls: 0.0348, d1.dn_loss_bbox: 0.2666, d1.dn_loss_iou: 0.3494, d2.dn_loss_cls: 0.0290, d2.dn_loss_bbox: 0.2471, d2.dn_loss_iou: 0.3315, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2424, d3.dn_loss_iou: 0.3255, d4.dn_loss_cls: 0.0261, d4.dn_loss_bbox: 0.2419, d4.dn_loss_iou: 0.3247, loss: 8.8645, grad_norm: 26.5841 2023-11-23 01:15:07,491 - mmdet - INFO - Epoch [9][1850/7330] lr: 1.000e-05, eta: 5:17:24, time: 0.741, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2271, interm_loss_bbox: 0.1843, interm_loss_iou: 0.4166, loss_cls: 0.1844, loss_bbox: 0.1503, loss_iou: 0.3594, d0.loss_cls: 0.2440, d0.loss_bbox: 0.1542, d0.loss_iou: 0.3711, d1.loss_cls: 0.2042, d1.loss_bbox: 0.1546, d1.loss_iou: 0.3701, d2.loss_cls: 0.1920, d2.loss_bbox: 0.1515, d2.loss_iou: 0.3642, d3.loss_cls: 0.1870, d3.loss_bbox: 0.1509, d3.loss_iou: 0.3615, d4.loss_cls: 0.1851, d4.loss_bbox: 0.1503, d4.loss_iou: 0.3598, dn_loss_cls: 0.0261, dn_loss_bbox: 0.2401, dn_loss_iou: 0.3406, d0.dn_loss_cls: 0.0596, d0.dn_loss_bbox: 0.3577, d0.dn_loss_iou: 0.4605, d1.dn_loss_cls: 0.0349, d1.dn_loss_bbox: 0.2647, d1.dn_loss_iou: 0.3668, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2460, d2.dn_loss_iou: 0.3476, d3.dn_loss_cls: 0.0275, d3.dn_loss_bbox: 0.2408, d3.dn_loss_iou: 0.3414, d4.dn_loss_cls: 0.0265, d4.dn_loss_bbox: 0.2402, d4.dn_loss_iou: 0.3405, loss: 9.1132, grad_norm: 23.3050 2023-11-23 01:15:41,830 - mmdet - INFO - Epoch [9][1900/7330] lr: 1.000e-05, eta: 5:16:50, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2354, interm_loss_bbox: 0.1874, interm_loss_iou: 0.4046, loss_cls: 0.1938, loss_bbox: 0.1471, loss_iou: 0.3419, d0.loss_cls: 0.2518, d0.loss_bbox: 0.1558, d0.loss_iou: 0.3567, d1.loss_cls: 0.2170, d1.loss_bbox: 0.1519, d1.loss_iou: 0.3491, d2.loss_cls: 0.2044, d2.loss_bbox: 0.1473, d2.loss_iou: 0.3425, d3.loss_cls: 0.1981, d3.loss_bbox: 0.1467, d3.loss_iou: 0.3425, d4.loss_cls: 0.1947, d4.loss_bbox: 0.1462, d4.loss_iou: 0.3412, dn_loss_cls: 0.0253, dn_loss_bbox: 0.2296, dn_loss_iou: 0.3354, d0.dn_loss_cls: 0.0599, d0.dn_loss_bbox: 0.3483, d0.dn_loss_iou: 0.4573, d1.dn_loss_cls: 0.0346, d1.dn_loss_bbox: 0.2547, d1.dn_loss_iou: 0.3610, d2.dn_loss_cls: 0.0288, d2.dn_loss_bbox: 0.2354, d2.dn_loss_iou: 0.3419, d3.dn_loss_cls: 0.0268, d3.dn_loss_bbox: 0.2304, d3.dn_loss_iou: 0.3364, d4.dn_loss_cls: 0.0256, d4.dn_loss_bbox: 0.2295, d4.dn_loss_iou: 0.3354, loss: 8.9524, grad_norm: 25.7533 2023-11-23 01:16:16,053 - mmdet - INFO - Epoch [9][1950/7330] lr: 1.000e-05, eta: 5:16:15, time: 0.684, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2190, interm_loss_bbox: 0.1773, interm_loss_iou: 0.4143, loss_cls: 0.1810, loss_bbox: 0.1468, loss_iou: 0.3626, d0.loss_cls: 0.2339, d0.loss_bbox: 0.1519, d0.loss_iou: 0.3746, d1.loss_cls: 0.1989, d1.loss_bbox: 0.1513, d1.loss_iou: 0.3704, d2.loss_cls: 0.1889, d2.loss_bbox: 0.1480, d2.loss_iou: 0.3657, d3.loss_cls: 0.1832, d3.loss_bbox: 0.1480, d3.loss_iou: 0.3635, d4.loss_cls: 0.1812, d4.loss_bbox: 0.1478, d4.loss_iou: 0.3625, dn_loss_cls: 0.0250, dn_loss_bbox: 0.2316, dn_loss_iou: 0.3448, d0.dn_loss_cls: 0.0590, d0.dn_loss_bbox: 0.3358, d0.dn_loss_iou: 0.4588, d1.dn_loss_cls: 0.0338, d1.dn_loss_bbox: 0.2518, d1.dn_loss_iou: 0.3685, d2.dn_loss_cls: 0.0280, d2.dn_loss_bbox: 0.2363, d2.dn_loss_iou: 0.3513, d3.dn_loss_cls: 0.0263, d3.dn_loss_bbox: 0.2322, d3.dn_loss_iou: 0.3457, d4.dn_loss_cls: 0.0253, d4.dn_loss_bbox: 0.2316, d4.dn_loss_iou: 0.3448, loss: 9.0010, grad_norm: 23.1443 2023-11-23 01:16:51,207 - mmdet - INFO - Epoch [9][2000/7330] lr: 1.000e-05, eta: 5:15:40, time: 0.703, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2214, interm_loss_bbox: 0.1806, interm_loss_iou: 0.4028, loss_cls: 0.1790, loss_bbox: 0.1491, loss_iou: 0.3488, d0.loss_cls: 0.2371, d0.loss_bbox: 0.1517, d0.loss_iou: 0.3584, d1.loss_cls: 0.1992, d1.loss_bbox: 0.1522, d1.loss_iou: 0.3569, d2.loss_cls: 0.1886, d2.loss_bbox: 0.1488, d2.loss_iou: 0.3503, d3.loss_cls: 0.1822, d3.loss_bbox: 0.1492, d3.loss_iou: 0.3506, d4.loss_cls: 0.1814, d4.loss_bbox: 0.1479, d4.loss_iou: 0.3478, dn_loss_cls: 0.0266, dn_loss_bbox: 0.2368, dn_loss_iou: 0.3266, d0.dn_loss_cls: 0.0596, d0.dn_loss_bbox: 0.3518, d0.dn_loss_iou: 0.4453, d1.dn_loss_cls: 0.0354, d1.dn_loss_bbox: 0.2592, d1.dn_loss_iou: 0.3505, d2.dn_loss_cls: 0.0300, d2.dn_loss_bbox: 0.2420, d2.dn_loss_iou: 0.3326, d3.dn_loss_cls: 0.0280, d3.dn_loss_bbox: 0.2374, d3.dn_loss_iou: 0.3273, d4.dn_loss_cls: 0.0270, d4.dn_loss_bbox: 0.2368, d4.dn_loss_iou: 0.3265, loss: 8.8634, grad_norm: 25.8755 2023-11-23 01:17:25,891 - mmdet - INFO - Epoch [9][2050/7330] lr: 1.000e-05, eta: 5:15:06, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2279, interm_loss_bbox: 0.1803, interm_loss_iou: 0.4124, loss_cls: 0.1834, loss_bbox: 0.1480, loss_iou: 0.3596, d0.loss_cls: 0.2411, d0.loss_bbox: 0.1531, d0.loss_iou: 0.3706, d1.loss_cls: 0.2034, d1.loss_bbox: 0.1512, d1.loss_iou: 0.3659, d2.loss_cls: 0.1933, d2.loss_bbox: 0.1496, d2.loss_iou: 0.3601, d3.loss_cls: 0.1863, d3.loss_bbox: 0.1487, d3.loss_iou: 0.3603, d4.loss_cls: 0.1838, d4.loss_bbox: 0.1482, d4.loss_iou: 0.3601, dn_loss_cls: 0.0234, dn_loss_bbox: 0.2223, dn_loss_iou: 0.3258, d0.dn_loss_cls: 0.0572, d0.dn_loss_bbox: 0.3323, d0.dn_loss_iou: 0.4431, d1.dn_loss_cls: 0.0324, d1.dn_loss_bbox: 0.2446, d1.dn_loss_iou: 0.3493, d2.dn_loss_cls: 0.0265, d2.dn_loss_bbox: 0.2275, d2.dn_loss_iou: 0.3320, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2228, d3.dn_loss_iou: 0.3264, d4.dn_loss_cls: 0.0237, d4.dn_loss_bbox: 0.2223, d4.dn_loss_iou: 0.3258, loss: 8.8493, grad_norm: 24.6104 2023-11-23 01:18:00,948 - mmdet - INFO - Epoch [9][2100/7330] lr: 1.000e-05, eta: 5:14:31, time: 0.701, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2218, interm_loss_bbox: 0.1770, interm_loss_iou: 0.4116, loss_cls: 0.1794, loss_bbox: 0.1460, loss_iou: 0.3605, d0.loss_cls: 0.2366, d0.loss_bbox: 0.1506, d0.loss_iou: 0.3682, d1.loss_cls: 0.2016, d1.loss_bbox: 0.1497, d1.loss_iou: 0.3638, d2.loss_cls: 0.1887, d2.loss_bbox: 0.1465, d2.loss_iou: 0.3612, d3.loss_cls: 0.1830, d3.loss_bbox: 0.1462, d3.loss_iou: 0.3599, d4.loss_cls: 0.1799, d4.loss_bbox: 0.1465, d4.loss_iou: 0.3609, dn_loss_cls: 0.0247, dn_loss_bbox: 0.2220, dn_loss_iou: 0.3347, d0.dn_loss_cls: 0.0584, d0.dn_loss_bbox: 0.3328, d0.dn_loss_iou: 0.4542, d1.dn_loss_cls: 0.0336, d1.dn_loss_bbox: 0.2438, d1.dn_loss_iou: 0.3591, d2.dn_loss_cls: 0.0278, d2.dn_loss_bbox: 0.2266, d2.dn_loss_iou: 0.3409, d3.dn_loss_cls: 0.0261, d3.dn_loss_bbox: 0.2227, d3.dn_loss_iou: 0.3355, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2220, d4.dn_loss_iou: 0.3346, loss: 8.8640, grad_norm: 25.2728 2023-11-23 01:18:35,798 - mmdet - INFO - Epoch [9][2150/7330] lr: 1.000e-05, eta: 5:13:57, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2300, interm_loss_bbox: 0.1823, interm_loss_iou: 0.3981, loss_cls: 0.1876, loss_bbox: 0.1501, loss_iou: 0.3447, d0.loss_cls: 0.2449, d0.loss_bbox: 0.1560, d0.loss_iou: 0.3567, d1.loss_cls: 0.2084, d1.loss_bbox: 0.1532, d1.loss_iou: 0.3496, d2.loss_cls: 0.1970, d2.loss_bbox: 0.1507, d2.loss_iou: 0.3456, d3.loss_cls: 0.1914, d3.loss_bbox: 0.1499, d3.loss_iou: 0.3445, d4.loss_cls: 0.1881, d4.loss_bbox: 0.1503, d4.loss_iou: 0.3451, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2319, dn_loss_iou: 0.3331, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3428, d0.dn_loss_iou: 0.4506, d1.dn_loss_cls: 0.0349, d1.dn_loss_bbox: 0.2559, d1.dn_loss_iou: 0.3586, d2.dn_loss_cls: 0.0292, d2.dn_loss_bbox: 0.2375, d2.dn_loss_iou: 0.3395, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2325, d3.dn_loss_iou: 0.3339, d4.dn_loss_cls: 0.0263, d4.dn_loss_bbox: 0.2320, d4.dn_loss_iou: 0.3330, loss: 8.9097, grad_norm: 24.1993 2023-11-23 01:19:10,618 - mmdet - INFO - Epoch [9][2200/7330] lr: 1.000e-05, eta: 5:13:22, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2302, interm_loss_bbox: 0.1771, interm_loss_iou: 0.4051, loss_cls: 0.1848, loss_bbox: 0.1438, loss_iou: 0.3518, d0.loss_cls: 0.2400, d0.loss_bbox: 0.1523, d0.loss_iou: 0.3643, d1.loss_cls: 0.2040, d1.loss_bbox: 0.1476, d1.loss_iou: 0.3581, d2.loss_cls: 0.1921, d2.loss_bbox: 0.1447, d2.loss_iou: 0.3528, d3.loss_cls: 0.1867, d3.loss_bbox: 0.1446, d3.loss_iou: 0.3521, d4.loss_cls: 0.1846, d4.loss_bbox: 0.1438, d4.loss_iou: 0.3516, dn_loss_cls: 0.0250, dn_loss_bbox: 0.2266, dn_loss_iou: 0.3305, d0.dn_loss_cls: 0.0590, d0.dn_loss_bbox: 0.3414, d0.dn_loss_iou: 0.4468, d1.dn_loss_cls: 0.0337, d1.dn_loss_bbox: 0.2511, d1.dn_loss_iou: 0.3557, d2.dn_loss_cls: 0.0279, d2.dn_loss_bbox: 0.2322, d2.dn_loss_iou: 0.3369, d3.dn_loss_cls: 0.0261, d3.dn_loss_bbox: 0.2272, d3.dn_loss_iou: 0.3313, d4.dn_loss_cls: 0.0253, d4.dn_loss_bbox: 0.2267, d4.dn_loss_iou: 0.3304, loss: 8.8461, grad_norm: 25.2919 2023-11-23 01:19:47,438 - mmdet - INFO - Epoch [9][2250/7330] lr: 1.000e-05, eta: 5:12:48, time: 0.736, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2271, interm_loss_bbox: 0.1795, interm_loss_iou: 0.4094, loss_cls: 0.1831, loss_bbox: 0.1452, loss_iou: 0.3565, d0.loss_cls: 0.2435, d0.loss_bbox: 0.1506, d0.loss_iou: 0.3642, d1.loss_cls: 0.2064, d1.loss_bbox: 0.1467, d1.loss_iou: 0.3600, d2.loss_cls: 0.1934, d2.loss_bbox: 0.1455, d2.loss_iou: 0.3572, d3.loss_cls: 0.1870, d3.loss_bbox: 0.1456, d3.loss_iou: 0.3570, d4.loss_cls: 0.1833, d4.loss_bbox: 0.1452, d4.loss_iou: 0.3571, dn_loss_cls: 0.0240, dn_loss_bbox: 0.2252, dn_loss_iou: 0.3333, d0.dn_loss_cls: 0.0582, d0.dn_loss_bbox: 0.3406, d0.dn_loss_iou: 0.4522, d1.dn_loss_cls: 0.0332, d1.dn_loss_bbox: 0.2491, d1.dn_loss_iou: 0.3585, d2.dn_loss_cls: 0.0274, d2.dn_loss_bbox: 0.2303, d2.dn_loss_iou: 0.3396, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2258, d3.dn_loss_iou: 0.3340, d4.dn_loss_cls: 0.0245, d4.dn_loss_bbox: 0.2252, d4.dn_loss_iou: 0.3332, loss: 8.8834, grad_norm: 26.8103 2023-11-23 01:20:21,348 - mmdet - INFO - Epoch [9][2300/7330] lr: 1.000e-05, eta: 5:12:13, time: 0.678, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2270, interm_loss_bbox: 0.1787, interm_loss_iou: 0.4053, loss_cls: 0.1833, loss_bbox: 0.1440, loss_iou: 0.3499, d0.loss_cls: 0.2422, d0.loss_bbox: 0.1506, d0.loss_iou: 0.3594, d1.loss_cls: 0.2059, d1.loss_bbox: 0.1478, d1.loss_iou: 0.3560, d2.loss_cls: 0.1921, d2.loss_bbox: 0.1445, d2.loss_iou: 0.3516, d3.loss_cls: 0.1873, d3.loss_bbox: 0.1435, d3.loss_iou: 0.3498, d4.loss_cls: 0.1838, d4.loss_bbox: 0.1440, d4.loss_iou: 0.3496, dn_loss_cls: 0.0252, dn_loss_bbox: 0.2220, dn_loss_iou: 0.3251, d0.dn_loss_cls: 0.0593, d0.dn_loss_bbox: 0.3396, d0.dn_loss_iou: 0.4429, d1.dn_loss_cls: 0.0341, d1.dn_loss_bbox: 0.2472, d1.dn_loss_iou: 0.3510, d2.dn_loss_cls: 0.0284, d2.dn_loss_bbox: 0.2278, d2.dn_loss_iou: 0.3321, d3.dn_loss_cls: 0.0267, d3.dn_loss_bbox: 0.2227, d3.dn_loss_iou: 0.3259, d4.dn_loss_cls: 0.0256, d4.dn_loss_bbox: 0.2220, d4.dn_loss_iou: 0.3250, loss: 8.7788, grad_norm: 26.2005 2023-11-23 01:20:55,715 - mmdet - INFO - Epoch [9][2350/7330] lr: 1.000e-05, eta: 5:11:39, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2209, interm_loss_bbox: 0.1774, interm_loss_iou: 0.4003, loss_cls: 0.1814, loss_bbox: 0.1464, loss_iou: 0.3484, d0.loss_cls: 0.2362, d0.loss_bbox: 0.1521, d0.loss_iou: 0.3583, d1.loss_cls: 0.2030, d1.loss_bbox: 0.1497, d1.loss_iou: 0.3534, d2.loss_cls: 0.1920, d2.loss_bbox: 0.1465, d2.loss_iou: 0.3480, d3.loss_cls: 0.1857, d3.loss_bbox: 0.1458, d3.loss_iou: 0.3474, d4.loss_cls: 0.1829, d4.loss_bbox: 0.1459, d4.loss_iou: 0.3479, dn_loss_cls: 0.0244, dn_loss_bbox: 0.2303, dn_loss_iou: 0.3249, d0.dn_loss_cls: 0.0590, d0.dn_loss_bbox: 0.3430, d0.dn_loss_iou: 0.4399, d1.dn_loss_cls: 0.0339, d1.dn_loss_bbox: 0.2518, d1.dn_loss_iou: 0.3485, d2.dn_loss_cls: 0.0279, d2.dn_loss_bbox: 0.2352, d2.dn_loss_iou: 0.3314, d3.dn_loss_cls: 0.0261, d3.dn_loss_bbox: 0.2310, d3.dn_loss_iou: 0.3257, d4.dn_loss_cls: 0.0249, d4.dn_loss_bbox: 0.2303, d4.dn_loss_iou: 0.3248, loss: 8.7827, grad_norm: 24.6624 2023-11-23 01:21:30,216 - mmdet - INFO - Epoch [9][2400/7330] lr: 1.000e-05, eta: 5:11:04, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2320, interm_loss_bbox: 0.1795, interm_loss_iou: 0.4063, loss_cls: 0.1897, loss_bbox: 0.1485, loss_iou: 0.3531, d0.loss_cls: 0.2436, d0.loss_bbox: 0.1541, d0.loss_iou: 0.3646, d1.loss_cls: 0.2108, d1.loss_bbox: 0.1515, d1.loss_iou: 0.3599, d2.loss_cls: 0.1974, d2.loss_bbox: 0.1513, d2.loss_iou: 0.3543, d3.loss_cls: 0.1925, d3.loss_bbox: 0.1491, d3.loss_iou: 0.3536, d4.loss_cls: 0.1899, d4.loss_bbox: 0.1494, d4.loss_iou: 0.3529, dn_loss_cls: 0.0268, dn_loss_bbox: 0.2303, dn_loss_iou: 0.3343, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3498, d0.dn_loss_iou: 0.4542, d1.dn_loss_cls: 0.0354, d1.dn_loss_bbox: 0.2568, d1.dn_loss_iou: 0.3610, d2.dn_loss_cls: 0.0297, d2.dn_loss_bbox: 0.2364, d2.dn_loss_iou: 0.3413, d3.dn_loss_cls: 0.0281, d3.dn_loss_bbox: 0.2309, d3.dn_loss_iou: 0.3352, d4.dn_loss_cls: 0.0273, d4.dn_loss_bbox: 0.2303, d4.dn_loss_iou: 0.3342, loss: 8.9865, grad_norm: 24.3405 2023-11-23 01:22:04,890 - mmdet - INFO - Epoch [9][2450/7330] lr: 1.000e-05, eta: 5:10:29, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2284, interm_loss_bbox: 0.1732, interm_loss_iou: 0.3947, loss_cls: 0.1845, loss_bbox: 0.1435, loss_iou: 0.3420, d0.loss_cls: 0.2386, d0.loss_bbox: 0.1500, d0.loss_iou: 0.3539, d1.loss_cls: 0.2042, d1.loss_bbox: 0.1461, d1.loss_iou: 0.3476, d2.loss_cls: 0.1949, d2.loss_bbox: 0.1443, d2.loss_iou: 0.3429, d3.loss_cls: 0.1886, d3.loss_bbox: 0.1438, d3.loss_iou: 0.3424, d4.loss_cls: 0.1854, d4.loss_bbox: 0.1433, d4.loss_iou: 0.3423, dn_loss_cls: 0.0247, dn_loss_bbox: 0.2244, dn_loss_iou: 0.3322, d0.dn_loss_cls: 0.0587, d0.dn_loss_bbox: 0.3389, d0.dn_loss_iou: 0.4507, d1.dn_loss_cls: 0.0335, d1.dn_loss_bbox: 0.2488, d1.dn_loss_iou: 0.3573, d2.dn_loss_cls: 0.0281, d2.dn_loss_bbox: 0.2300, d2.dn_loss_iou: 0.3390, d3.dn_loss_cls: 0.0264, d3.dn_loss_bbox: 0.2249, d3.dn_loss_iou: 0.3329, d4.dn_loss_cls: 0.0252, d4.dn_loss_bbox: 0.2244, d4.dn_loss_iou: 0.3321, loss: 8.7669, grad_norm: 24.7612 2023-11-23 01:22:39,772 - mmdet - INFO - Epoch [9][2500/7330] lr: 1.000e-05, eta: 5:09:55, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2302, interm_loss_bbox: 0.1774, interm_loss_iou: 0.4034, loss_cls: 0.1850, loss_bbox: 0.1478, loss_iou: 0.3541, d0.loss_cls: 0.2445, d0.loss_bbox: 0.1516, d0.loss_iou: 0.3638, d1.loss_cls: 0.2069, d1.loss_bbox: 0.1521, d1.loss_iou: 0.3597, d2.loss_cls: 0.1938, d2.loss_bbox: 0.1500, d2.loss_iou: 0.3567, d3.loss_cls: 0.1873, d3.loss_bbox: 0.1495, d3.loss_iou: 0.3554, d4.loss_cls: 0.1851, d4.loss_bbox: 0.1485, d4.loss_iou: 0.3553, dn_loss_cls: 0.0274, dn_loss_bbox: 0.2293, dn_loss_iou: 0.3322, d0.dn_loss_cls: 0.0634, d0.dn_loss_bbox: 0.3457, d0.dn_loss_iou: 0.4498, d1.dn_loss_cls: 0.0366, d1.dn_loss_bbox: 0.2527, d1.dn_loss_iou: 0.3561, d2.dn_loss_cls: 0.0305, d2.dn_loss_bbox: 0.2349, d2.dn_loss_iou: 0.3386, d3.dn_loss_cls: 0.0288, d3.dn_loss_bbox: 0.2297, d3.dn_loss_iou: 0.3329, d4.dn_loss_cls: 0.0276, d4.dn_loss_bbox: 0.2293, d4.dn_loss_iou: 0.3321, loss: 8.9357, grad_norm: 24.0911 2023-11-23 01:23:14,696 - mmdet - INFO - Epoch [9][2550/7330] lr: 1.000e-05, eta: 5:09:20, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2287, interm_loss_bbox: 0.1743, interm_loss_iou: 0.4013, loss_cls: 0.1862, loss_bbox: 0.1425, loss_iou: 0.3477, d0.loss_cls: 0.2390, d0.loss_bbox: 0.1484, d0.loss_iou: 0.3624, d1.loss_cls: 0.2052, d1.loss_bbox: 0.1469, d1.loss_iou: 0.3558, d2.loss_cls: 0.1960, d2.loss_bbox: 0.1427, d2.loss_iou: 0.3485, d3.loss_cls: 0.1911, d3.loss_bbox: 0.1418, d3.loss_iou: 0.3463, d4.loss_cls: 0.1871, d4.loss_bbox: 0.1425, d4.loss_iou: 0.3476, dn_loss_cls: 0.0248, dn_loss_bbox: 0.2262, dn_loss_iou: 0.3309, d0.dn_loss_cls: 0.0589, d0.dn_loss_bbox: 0.3398, d0.dn_loss_iou: 0.4483, d1.dn_loss_cls: 0.0335, d1.dn_loss_bbox: 0.2488, d1.dn_loss_iou: 0.3551, d2.dn_loss_cls: 0.0280, d2.dn_loss_bbox: 0.2312, d2.dn_loss_iou: 0.3367, d3.dn_loss_cls: 0.0264, d3.dn_loss_bbox: 0.2268, d3.dn_loss_iou: 0.3316, d4.dn_loss_cls: 0.0253, d4.dn_loss_bbox: 0.2262, d4.dn_loss_iou: 0.3309, loss: 8.8113, grad_norm: 24.0983 2023-11-23 01:23:49,784 - mmdet - INFO - Epoch [9][2600/7330] lr: 1.000e-05, eta: 5:08:46, time: 0.702, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2226, interm_loss_bbox: 0.1837, interm_loss_iou: 0.4075, loss_cls: 0.1847, loss_bbox: 0.1450, loss_iou: 0.3464, d0.loss_cls: 0.2381, d0.loss_bbox: 0.1542, d0.loss_iou: 0.3632, d1.loss_cls: 0.2026, d1.loss_bbox: 0.1503, d1.loss_iou: 0.3564, d2.loss_cls: 0.1938, d2.loss_bbox: 0.1453, d2.loss_iou: 0.3476, d3.loss_cls: 0.1888, d3.loss_bbox: 0.1450, d3.loss_iou: 0.3456, d4.loss_cls: 0.1860, d4.loss_bbox: 0.1446, d4.loss_iou: 0.3460, dn_loss_cls: 0.0245, dn_loss_bbox: 0.2381, dn_loss_iou: 0.3309, d0.dn_loss_cls: 0.0592, d0.dn_loss_bbox: 0.3561, d0.dn_loss_iou: 0.4509, d1.dn_loss_cls: 0.0341, d1.dn_loss_bbox: 0.2624, d1.dn_loss_iou: 0.3560, d2.dn_loss_cls: 0.0281, d2.dn_loss_bbox: 0.2436, d2.dn_loss_iou: 0.3377, d3.dn_loss_cls: 0.0262, d3.dn_loss_bbox: 0.2387, d3.dn_loss_iou: 0.3317, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2381, d4.dn_loss_iou: 0.3308, loss: 8.9097, grad_norm: 26.6956 2023-11-23 01:24:24,541 - mmdet - INFO - Epoch [9][2650/7330] lr: 1.000e-05, eta: 5:08:11, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2367, interm_loss_bbox: 0.1756, interm_loss_iou: 0.4152, loss_cls: 0.1991, loss_bbox: 0.1399, loss_iou: 0.3583, d0.loss_cls: 0.2514, d0.loss_bbox: 0.1462, d0.loss_iou: 0.3716, d1.loss_cls: 0.2164, d1.loss_bbox: 0.1459, d1.loss_iou: 0.3682, d2.loss_cls: 0.2072, d2.loss_bbox: 0.1419, d2.loss_iou: 0.3611, d3.loss_cls: 0.2009, d3.loss_bbox: 0.1410, d3.loss_iou: 0.3599, d4.loss_cls: 0.1988, d4.loss_bbox: 0.1412, d4.loss_iou: 0.3593, dn_loss_cls: 0.0265, dn_loss_bbox: 0.2243, dn_loss_iou: 0.3438, d0.dn_loss_cls: 0.0605, d0.dn_loss_bbox: 0.3347, d0.dn_loss_iou: 0.4594, d1.dn_loss_cls: 0.0351, d1.dn_loss_bbox: 0.2463, d1.dn_loss_iou: 0.3687, d2.dn_loss_cls: 0.0295, d2.dn_loss_bbox: 0.2289, d2.dn_loss_iou: 0.3499, d3.dn_loss_cls: 0.0279, d3.dn_loss_bbox: 0.2249, d3.dn_loss_iou: 0.3445, d4.dn_loss_cls: 0.0268, d4.dn_loss_bbox: 0.2244, d4.dn_loss_iou: 0.3437, loss: 9.0356, grad_norm: 27.0766 2023-11-23 01:24:59,627 - mmdet - INFO - Epoch [9][2700/7330] lr: 1.000e-05, eta: 5:07:36, time: 0.702, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2219, interm_loss_bbox: 0.1717, interm_loss_iou: 0.3979, loss_cls: 0.1808, loss_bbox: 0.1398, loss_iou: 0.3435, d0.loss_cls: 0.2357, d0.loss_bbox: 0.1450, d0.loss_iou: 0.3537, d1.loss_cls: 0.2018, d1.loss_bbox: 0.1425, d1.loss_iou: 0.3486, d2.loss_cls: 0.1912, d2.loss_bbox: 0.1397, d2.loss_iou: 0.3444, d3.loss_cls: 0.1852, d3.loss_bbox: 0.1393, d3.loss_iou: 0.3429, d4.loss_cls: 0.1822, d4.loss_bbox: 0.1398, d4.loss_iou: 0.3430, dn_loss_cls: 0.0244, dn_loss_bbox: 0.2174, dn_loss_iou: 0.3319, d0.dn_loss_cls: 0.0579, d0.dn_loss_bbox: 0.3240, d0.dn_loss_iou: 0.4484, d1.dn_loss_cls: 0.0332, d1.dn_loss_bbox: 0.2373, d1.dn_loss_iou: 0.3554, d2.dn_loss_cls: 0.0278, d2.dn_loss_bbox: 0.2221, d2.dn_loss_iou: 0.3378, d3.dn_loss_cls: 0.0259, d3.dn_loss_bbox: 0.2178, d3.dn_loss_iou: 0.3326, d4.dn_loss_cls: 0.0248, d4.dn_loss_bbox: 0.2174, d4.dn_loss_iou: 0.3317, loss: 8.6585, grad_norm: 24.3458 2023-11-23 01:25:34,618 - mmdet - INFO - Epoch [9][2750/7330] lr: 1.000e-05, eta: 5:07:02, time: 0.700, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2349, interm_loss_bbox: 0.1829, interm_loss_iou: 0.4143, loss_cls: 0.1967, loss_bbox: 0.1462, loss_iou: 0.3532, d0.loss_cls: 0.2506, d0.loss_bbox: 0.1554, d0.loss_iou: 0.3690, d1.loss_cls: 0.2151, d1.loss_bbox: 0.1515, d1.loss_iou: 0.3640, d2.loss_cls: 0.2038, d2.loss_bbox: 0.1484, d2.loss_iou: 0.3559, d3.loss_cls: 0.1996, d3.loss_bbox: 0.1463, d3.loss_iou: 0.3529, d4.loss_cls: 0.1977, d4.loss_bbox: 0.1460, d4.loss_iou: 0.3531, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2383, dn_loss_iou: 0.3377, d0.dn_loss_cls: 0.0607, d0.dn_loss_bbox: 0.3517, d0.dn_loss_iou: 0.4539, d1.dn_loss_cls: 0.0352, d1.dn_loss_bbox: 0.2616, d1.dn_loss_iou: 0.3619, d2.dn_loss_cls: 0.0292, d2.dn_loss_bbox: 0.2435, d2.dn_loss_iou: 0.3439, d3.dn_loss_cls: 0.0274, d3.dn_loss_bbox: 0.2390, d3.dn_loss_iou: 0.3386, d4.dn_loss_cls: 0.0264, d4.dn_loss_bbox: 0.2383, d4.dn_loss_iou: 0.3376, loss: 9.0883, grad_norm: 26.7402 2023-11-23 01:26:09,184 - mmdet - INFO - Epoch [9][2800/7330] lr: 1.000e-05, eta: 5:06:27, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2216, interm_loss_bbox: 0.1749, interm_loss_iou: 0.3939, loss_cls: 0.1767, loss_bbox: 0.1469, loss_iou: 0.3491, d0.loss_cls: 0.2358, d0.loss_bbox: 0.1492, d0.loss_iou: 0.3553, d1.loss_cls: 0.1990, d1.loss_bbox: 0.1484, d1.loss_iou: 0.3495, d2.loss_cls: 0.1879, d2.loss_bbox: 0.1463, d2.loss_iou: 0.3480, d3.loss_cls: 0.1813, d3.loss_bbox: 0.1454, d3.loss_iou: 0.3483, d4.loss_cls: 0.1778, d4.loss_bbox: 0.1466, d4.loss_iou: 0.3486, dn_loss_cls: 0.0243, dn_loss_bbox: 0.2361, dn_loss_iou: 0.3276, d0.dn_loss_cls: 0.0587, d0.dn_loss_bbox: 0.3600, d0.dn_loss_iou: 0.4499, d1.dn_loss_cls: 0.0336, d1.dn_loss_bbox: 0.2633, d1.dn_loss_iou: 0.3548, d2.dn_loss_cls: 0.0275, d2.dn_loss_bbox: 0.2428, d2.dn_loss_iou: 0.3347, d3.dn_loss_cls: 0.0258, d3.dn_loss_bbox: 0.2367, d3.dn_loss_iou: 0.3283, d4.dn_loss_cls: 0.0249, d4.dn_loss_bbox: 0.2361, d4.dn_loss_iou: 0.3275, loss: 8.8233, grad_norm: 25.8693 2023-11-23 01:26:44,164 - mmdet - INFO - Epoch [9][2850/7330] lr: 1.000e-05, eta: 5:05:53, time: 0.700, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2293, interm_loss_bbox: 0.1800, interm_loss_iou: 0.4087, loss_cls: 0.1878, loss_bbox: 0.1481, loss_iou: 0.3530, d0.loss_cls: 0.2413, d0.loss_bbox: 0.1548, d0.loss_iou: 0.3656, d1.loss_cls: 0.2077, d1.loss_bbox: 0.1520, d1.loss_iou: 0.3581, d2.loss_cls: 0.1961, d2.loss_bbox: 0.1497, d2.loss_iou: 0.3547, d3.loss_cls: 0.1916, d3.loss_bbox: 0.1473, d3.loss_iou: 0.3523, d4.loss_cls: 0.1887, d4.loss_bbox: 0.1477, d4.loss_iou: 0.3530, dn_loss_cls: 0.0253, dn_loss_bbox: 0.2320, dn_loss_iou: 0.3357, d0.dn_loss_cls: 0.0592, d0.dn_loss_bbox: 0.3482, d0.dn_loss_iou: 0.4534, d1.dn_loss_cls: 0.0337, d1.dn_loss_bbox: 0.2558, d1.dn_loss_iou: 0.3604, d2.dn_loss_cls: 0.0279, d2.dn_loss_bbox: 0.2370, d2.dn_loss_iou: 0.3421, d3.dn_loss_cls: 0.0262, d3.dn_loss_bbox: 0.2328, d3.dn_loss_iou: 0.3367, d4.dn_loss_cls: 0.0255, d4.dn_loss_bbox: 0.2320, d4.dn_loss_iou: 0.3356, loss: 8.9669, grad_norm: 25.2779 2023-11-23 01:27:19,141 - mmdet - INFO - Epoch [9][2900/7330] lr: 1.000e-05, eta: 5:05:18, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2351, interm_loss_bbox: 0.1846, interm_loss_iou: 0.4072, loss_cls: 0.1926, loss_bbox: 0.1534, loss_iou: 0.3573, d0.loss_cls: 0.2444, d0.loss_bbox: 0.1612, d0.loss_iou: 0.3678, d1.loss_cls: 0.2122, d1.loss_bbox: 0.1566, d1.loss_iou: 0.3608, d2.loss_cls: 0.2006, d2.loss_bbox: 0.1540, d2.loss_iou: 0.3584, d3.loss_cls: 0.1957, d3.loss_bbox: 0.1538, d3.loss_iou: 0.3575, d4.loss_cls: 0.1931, d4.loss_bbox: 0.1536, d4.loss_iou: 0.3571, dn_loss_cls: 0.0261, dn_loss_bbox: 0.2488, dn_loss_iou: 0.3497, d0.dn_loss_cls: 0.0612, d0.dn_loss_bbox: 0.3668, d0.dn_loss_iou: 0.4691, d1.dn_loss_cls: 0.0358, d1.dn_loss_bbox: 0.2719, d1.dn_loss_iou: 0.3748, d2.dn_loss_cls: 0.0297, d2.dn_loss_bbox: 0.2533, d2.dn_loss_iou: 0.3561, d3.dn_loss_cls: 0.0277, d3.dn_loss_bbox: 0.2493, d3.dn_loss_iou: 0.3505, d4.dn_loss_cls: 0.0265, d4.dn_loss_bbox: 0.2488, d4.dn_loss_iou: 0.3496, loss: 9.2527, grad_norm: 25.1398 2023-11-23 01:27:56,906 - mmdet - INFO - Epoch [9][2950/7330] lr: 1.000e-05, eta: 5:04:45, time: 0.755, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2231, interm_loss_bbox: 0.1771, interm_loss_iou: 0.4071, loss_cls: 0.1824, loss_bbox: 0.1461, loss_iou: 0.3571, d0.loss_cls: 0.2347, d0.loss_bbox: 0.1526, d0.loss_iou: 0.3677, d1.loss_cls: 0.2005, d1.loss_bbox: 0.1490, d1.loss_iou: 0.3638, d2.loss_cls: 0.1899, d2.loss_bbox: 0.1467, d2.loss_iou: 0.3574, d3.loss_cls: 0.1862, d3.loss_bbox: 0.1458, d3.loss_iou: 0.3569, d4.loss_cls: 0.1840, d4.loss_bbox: 0.1452, d4.loss_iou: 0.3566, dn_loss_cls: 0.0251, dn_loss_bbox: 0.2204, dn_loss_iou: 0.3206, d0.dn_loss_cls: 0.0584, d0.dn_loss_bbox: 0.3375, d0.dn_loss_iou: 0.4373, d1.dn_loss_cls: 0.0339, d1.dn_loss_bbox: 0.2463, d1.dn_loss_iou: 0.3464, d2.dn_loss_cls: 0.0284, d2.dn_loss_bbox: 0.2263, d2.dn_loss_iou: 0.3269, d3.dn_loss_cls: 0.0266, d3.dn_loss_bbox: 0.2211, d3.dn_loss_iou: 0.3214, d4.dn_loss_cls: 0.0255, d4.dn_loss_bbox: 0.2204, d4.dn_loss_iou: 0.3204, loss: 8.7727, grad_norm: 27.0081 2023-11-23 01:28:31,440 - mmdet - INFO - Epoch [9][3000/7330] lr: 1.000e-05, eta: 5:04:10, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2271, interm_loss_bbox: 0.1742, interm_loss_iou: 0.3997, loss_cls: 0.1883, loss_bbox: 0.1422, loss_iou: 0.3446, d0.loss_cls: 0.2420, d0.loss_bbox: 0.1479, d0.loss_iou: 0.3573, d1.loss_cls: 0.2088, d1.loss_bbox: 0.1448, d1.loss_iou: 0.3517, d2.loss_cls: 0.1965, d2.loss_bbox: 0.1425, d2.loss_iou: 0.3464, d3.loss_cls: 0.1914, d3.loss_bbox: 0.1417, d3.loss_iou: 0.3451, d4.loss_cls: 0.1885, d4.loss_bbox: 0.1422, d4.loss_iou: 0.3450, dn_loss_cls: 0.0253, dn_loss_bbox: 0.2430, dn_loss_iou: 0.3319, d0.dn_loss_cls: 0.0601, d0.dn_loss_bbox: 0.3679, d0.dn_loss_iou: 0.4571, d1.dn_loss_cls: 0.0346, d1.dn_loss_bbox: 0.2698, d1.dn_loss_iou: 0.3587, d2.dn_loss_cls: 0.0286, d2.dn_loss_bbox: 0.2489, d2.dn_loss_iou: 0.3389, d3.dn_loss_cls: 0.0268, d3.dn_loss_bbox: 0.2436, d3.dn_loss_iou: 0.3328, d4.dn_loss_cls: 0.0257, d4.dn_loss_bbox: 0.2431, d4.dn_loss_iou: 0.3318, loss: 8.9366, grad_norm: 26.1314 2023-11-23 01:29:06,231 - mmdet - INFO - Epoch [9][3050/7330] lr: 1.000e-05, eta: 5:03:35, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2381, interm_loss_bbox: 0.1706, interm_loss_iou: 0.4114, loss_cls: 0.1915, loss_bbox: 0.1438, loss_iou: 0.3659, d0.loss_cls: 0.2478, d0.loss_bbox: 0.1483, d0.loss_iou: 0.3734, d1.loss_cls: 0.2142, d1.loss_bbox: 0.1458, d1.loss_iou: 0.3677, d2.loss_cls: 0.2024, d2.loss_bbox: 0.1430, d2.loss_iou: 0.3640, d3.loss_cls: 0.1961, d3.loss_bbox: 0.1439, d3.loss_iou: 0.3652, d4.loss_cls: 0.1920, d4.loss_bbox: 0.1444, d4.loss_iou: 0.3661, dn_loss_cls: 0.0238, dn_loss_bbox: 0.2278, dn_loss_iou: 0.3390, d0.dn_loss_cls: 0.0583, d0.dn_loss_bbox: 0.3385, d0.dn_loss_iou: 0.4553, d1.dn_loss_cls: 0.0330, d1.dn_loss_bbox: 0.2520, d1.dn_loss_iou: 0.3645, d2.dn_loss_cls: 0.0272, d2.dn_loss_bbox: 0.2331, d2.dn_loss_iou: 0.3457, d3.dn_loss_cls: 0.0254, d3.dn_loss_bbox: 0.2283, d3.dn_loss_iou: 0.3399, d4.dn_loss_cls: 0.0243, d4.dn_loss_bbox: 0.2278, d4.dn_loss_iou: 0.3389, loss: 9.0185, grad_norm: 25.1238 2023-11-23 01:29:40,826 - mmdet - INFO - Epoch [9][3100/7330] lr: 1.000e-05, eta: 5:03:01, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2268, interm_loss_bbox: 0.1764, interm_loss_iou: 0.4024, loss_cls: 0.1843, loss_bbox: 0.1477, loss_iou: 0.3537, d0.loss_cls: 0.2408, d0.loss_bbox: 0.1520, d0.loss_iou: 0.3632, d1.loss_cls: 0.2069, d1.loss_bbox: 0.1503, d1.loss_iou: 0.3579, d2.loss_cls: 0.1948, d2.loss_bbox: 0.1474, d2.loss_iou: 0.3539, d3.loss_cls: 0.1873, d3.loss_bbox: 0.1478, d3.loss_iou: 0.3536, d4.loss_cls: 0.1851, d4.loss_bbox: 0.1475, d4.loss_iou: 0.3535, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2363, dn_loss_iou: 0.3407, d0.dn_loss_cls: 0.0598, d0.dn_loss_bbox: 0.3469, d0.dn_loss_iou: 0.4590, d1.dn_loss_cls: 0.0348, d1.dn_loss_bbox: 0.2589, d1.dn_loss_iou: 0.3662, d2.dn_loss_cls: 0.0289, d2.dn_loss_bbox: 0.2411, d2.dn_loss_iou: 0.3474, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2367, d3.dn_loss_iou: 0.3413, d4.dn_loss_cls: 0.0264, d4.dn_loss_bbox: 0.2363, d4.dn_loss_iou: 0.3406, loss: 8.9882, grad_norm: 24.4318 2023-11-23 01:30:15,740 - mmdet - INFO - Epoch [9][3150/7330] lr: 1.000e-05, eta: 5:02:26, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2305, interm_loss_bbox: 0.1796, interm_loss_iou: 0.4000, loss_cls: 0.1864, loss_bbox: 0.1469, loss_iou: 0.3454, d0.loss_cls: 0.2461, d0.loss_bbox: 0.1539, d0.loss_iou: 0.3567, d1.loss_cls: 0.2096, d1.loss_bbox: 0.1511, d1.loss_iou: 0.3513, d2.loss_cls: 0.1984, d2.loss_bbox: 0.1463, d2.loss_iou: 0.3462, d3.loss_cls: 0.1909, d3.loss_bbox: 0.1460, d3.loss_iou: 0.3450, d4.loss_cls: 0.1878, d4.loss_bbox: 0.1460, d4.loss_iou: 0.3447, dn_loss_cls: 0.0255, dn_loss_bbox: 0.2347, dn_loss_iou: 0.3319, d0.dn_loss_cls: 0.0607, d0.dn_loss_bbox: 0.3533, d0.dn_loss_iou: 0.4537, d1.dn_loss_cls: 0.0352, d1.dn_loss_bbox: 0.2577, d1.dn_loss_iou: 0.3577, d2.dn_loss_cls: 0.0289, d2.dn_loss_bbox: 0.2403, d2.dn_loss_iou: 0.3389, d3.dn_loss_cls: 0.0270, d3.dn_loss_bbox: 0.2354, d3.dn_loss_iou: 0.3329, d4.dn_loss_cls: 0.0259, d4.dn_loss_bbox: 0.2348, d4.dn_loss_iou: 0.3319, loss: 8.9153, grad_norm: 24.6206 2023-11-23 01:30:50,347 - mmdet - INFO - Epoch [9][3200/7330] lr: 1.000e-05, eta: 5:01:51, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2312, interm_loss_bbox: 0.1759, interm_loss_iou: 0.4165, loss_cls: 0.1865, loss_bbox: 0.1441, loss_iou: 0.3658, d0.loss_cls: 0.2459, d0.loss_bbox: 0.1491, d0.loss_iou: 0.3755, d1.loss_cls: 0.2093, d1.loss_bbox: 0.1464, d1.loss_iou: 0.3701, d2.loss_cls: 0.1984, d2.loss_bbox: 0.1432, d2.loss_iou: 0.3648, d3.loss_cls: 0.1910, d3.loss_bbox: 0.1432, d3.loss_iou: 0.3650, d4.loss_cls: 0.1870, d4.loss_bbox: 0.1436, d4.loss_iou: 0.3658, dn_loss_cls: 0.0263, dn_loss_bbox: 0.2371, dn_loss_iou: 0.3453, d0.dn_loss_cls: 0.0613, d0.dn_loss_bbox: 0.3537, d0.dn_loss_iou: 0.4685, d1.dn_loss_cls: 0.0353, d1.dn_loss_bbox: 0.2601, d1.dn_loss_iou: 0.3708, d2.dn_loss_cls: 0.0293, d2.dn_loss_bbox: 0.2421, d2.dn_loss_iou: 0.3517, d3.dn_loss_cls: 0.0276, d3.dn_loss_bbox: 0.2377, d3.dn_loss_iou: 0.3459, d4.dn_loss_cls: 0.0264, d4.dn_loss_bbox: 0.2371, d4.dn_loss_iou: 0.3452, loss: 9.1196, grad_norm: 28.5412 2023-11-23 01:31:24,969 - mmdet - INFO - Epoch [9][3250/7330] lr: 1.000e-05, eta: 5:01:17, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2241, interm_loss_bbox: 0.1729, interm_loss_iou: 0.4126, loss_cls: 0.1829, loss_bbox: 0.1444, loss_iou: 0.3636, d0.loss_cls: 0.2396, d0.loss_bbox: 0.1484, d0.loss_iou: 0.3716, d1.loss_cls: 0.2048, d1.loss_bbox: 0.1484, d1.loss_iou: 0.3682, d2.loss_cls: 0.1930, d2.loss_bbox: 0.1442, d2.loss_iou: 0.3646, d3.loss_cls: 0.1863, d3.loss_bbox: 0.1446, d3.loss_iou: 0.3643, d4.loss_cls: 0.1832, d4.loss_bbox: 0.1447, d4.loss_iou: 0.3639, dn_loss_cls: 0.0252, dn_loss_bbox: 0.2341, dn_loss_iou: 0.3449, d0.dn_loss_cls: 0.0590, d0.dn_loss_bbox: 0.3447, d0.dn_loss_iou: 0.4616, d1.dn_loss_cls: 0.0341, d1.dn_loss_bbox: 0.2579, d1.dn_loss_iou: 0.3696, d2.dn_loss_cls: 0.0285, d2.dn_loss_bbox: 0.2398, d2.dn_loss_iou: 0.3516, d3.dn_loss_cls: 0.0265, d3.dn_loss_bbox: 0.2348, d3.dn_loss_iou: 0.3458, d4.dn_loss_cls: 0.0254, d4.dn_loss_bbox: 0.2341, d4.dn_loss_iou: 0.3449, loss: 9.0325, grad_norm: 26.0116 2023-11-23 01:32:03,700 - mmdet - INFO - Epoch [9][3300/7330] lr: 1.000e-05, eta: 5:00:44, time: 0.775, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2227, interm_loss_bbox: 0.1837, interm_loss_iou: 0.3963, loss_cls: 0.1803, loss_bbox: 0.1506, loss_iou: 0.3422, d0.loss_cls: 0.2372, d0.loss_bbox: 0.1578, d0.loss_iou: 0.3544, d1.loss_cls: 0.2030, d1.loss_bbox: 0.1520, d1.loss_iou: 0.3477, d2.loss_cls: 0.1904, d2.loss_bbox: 0.1492, d2.loss_iou: 0.3439, d3.loss_cls: 0.1848, d3.loss_bbox: 0.1499, d3.loss_iou: 0.3423, d4.loss_cls: 0.1811, d4.loss_bbox: 0.1503, d4.loss_iou: 0.3423, dn_loss_cls: 0.0252, dn_loss_bbox: 0.2373, dn_loss_iou: 0.3322, d0.dn_loss_cls: 0.0590, d0.dn_loss_bbox: 0.3494, d0.dn_loss_iou: 0.4541, d1.dn_loss_cls: 0.0335, d1.dn_loss_bbox: 0.2586, d1.dn_loss_iou: 0.3575, d2.dn_loss_cls: 0.0280, d2.dn_loss_bbox: 0.2418, d2.dn_loss_iou: 0.3385, d3.dn_loss_cls: 0.0263, d3.dn_loss_bbox: 0.2380, d3.dn_loss_iou: 0.3330, d4.dn_loss_cls: 0.0254, d4.dn_loss_bbox: 0.2374, d4.dn_loss_iou: 0.3321, loss: 8.8694, grad_norm: 26.4711 2023-11-23 01:32:38,359 - mmdet - INFO - Epoch [9][3350/7330] lr: 1.000e-05, eta: 5:00:09, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2210, interm_loss_bbox: 0.1828, interm_loss_iou: 0.4034, loss_cls: 0.1804, loss_bbox: 0.1473, loss_iou: 0.3504, d0.loss_cls: 0.2368, d0.loss_bbox: 0.1537, d0.loss_iou: 0.3616, d1.loss_cls: 0.2028, d1.loss_bbox: 0.1500, d1.loss_iou: 0.3541, d2.loss_cls: 0.1896, d2.loss_bbox: 0.1487, d2.loss_iou: 0.3508, d3.loss_cls: 0.1847, d3.loss_bbox: 0.1468, d3.loss_iou: 0.3495, d4.loss_cls: 0.1809, d4.loss_bbox: 0.1470, d4.loss_iou: 0.3508, dn_loss_cls: 0.0236, dn_loss_bbox: 0.2267, dn_loss_iou: 0.3206, d0.dn_loss_cls: 0.0576, d0.dn_loss_bbox: 0.3459, d0.dn_loss_iou: 0.4425, d1.dn_loss_cls: 0.0327, d1.dn_loss_bbox: 0.2492, d1.dn_loss_iou: 0.3460, d2.dn_loss_cls: 0.0267, d2.dn_loss_bbox: 0.2319, d2.dn_loss_iou: 0.3271, d3.dn_loss_cls: 0.0249, d3.dn_loss_bbox: 0.2271, d3.dn_loss_iou: 0.3214, d4.dn_loss_cls: 0.0240, d4.dn_loss_bbox: 0.2266, d4.dn_loss_iou: 0.3206, loss: 8.7682, grad_norm: 23.6232 2023-11-23 01:33:12,888 - mmdet - INFO - Epoch [9][3400/7330] lr: 1.000e-05, eta: 4:59:34, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2331, interm_loss_bbox: 0.1812, interm_loss_iou: 0.4191, loss_cls: 0.1946, loss_bbox: 0.1487, loss_iou: 0.3684, d0.loss_cls: 0.2484, d0.loss_bbox: 0.1562, d0.loss_iou: 0.3772, d1.loss_cls: 0.2154, d1.loss_bbox: 0.1529, d1.loss_iou: 0.3726, d2.loss_cls: 0.2044, d2.loss_bbox: 0.1495, d2.loss_iou: 0.3683, d3.loss_cls: 0.1996, d3.loss_bbox: 0.1484, d3.loss_iou: 0.3674, d4.loss_cls: 0.1961, d4.loss_bbox: 0.1481, d4.loss_iou: 0.3678, dn_loss_cls: 0.0252, dn_loss_bbox: 0.2338, dn_loss_iou: 0.3423, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3428, d0.dn_loss_iou: 0.4586, d1.dn_loss_cls: 0.0342, d1.dn_loss_bbox: 0.2554, d1.dn_loss_iou: 0.3662, d2.dn_loss_cls: 0.0286, d2.dn_loss_bbox: 0.2388, d2.dn_loss_iou: 0.3485, d3.dn_loss_cls: 0.0268, d3.dn_loss_bbox: 0.2345, d3.dn_loss_iou: 0.3431, d4.dn_loss_cls: 0.0258, d4.dn_loss_bbox: 0.2338, d4.dn_loss_iou: 0.3422, loss: 9.1584, grad_norm: 25.8555 2023-11-23 01:33:47,391 - mmdet - INFO - Epoch [9][3450/7330] lr: 1.000e-05, eta: 4:59:00, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2238, interm_loss_bbox: 0.1819, interm_loss_iou: 0.3953, loss_cls: 0.1829, loss_bbox: 0.1472, loss_iou: 0.3420, d0.loss_cls: 0.2381, d0.loss_bbox: 0.1528, d0.loss_iou: 0.3547, d1.loss_cls: 0.2011, d1.loss_bbox: 0.1521, d1.loss_iou: 0.3505, d2.loss_cls: 0.1890, d2.loss_bbox: 0.1498, d2.loss_iou: 0.3462, d3.loss_cls: 0.1853, d3.loss_bbox: 0.1484, d3.loss_iou: 0.3434, d4.loss_cls: 0.1821, d4.loss_bbox: 0.1488, d4.loss_iou: 0.3432, dn_loss_cls: 0.0240, dn_loss_bbox: 0.2384, dn_loss_iou: 0.3313, d0.dn_loss_cls: 0.0574, d0.dn_loss_bbox: 0.3551, d0.dn_loss_iou: 0.4538, d1.dn_loss_cls: 0.0321, d1.dn_loss_bbox: 0.2615, d1.dn_loss_iou: 0.3560, d2.dn_loss_cls: 0.0267, d2.dn_loss_bbox: 0.2439, d2.dn_loss_iou: 0.3375, d3.dn_loss_cls: 0.0251, d3.dn_loss_bbox: 0.2391, d3.dn_loss_iou: 0.3320, d4.dn_loss_cls: 0.0243, d4.dn_loss_bbox: 0.2384, d4.dn_loss_iou: 0.3312, loss: 8.8663, grad_norm: 25.9866 2023-11-23 01:34:22,553 - mmdet - INFO - Epoch [9][3500/7330] lr: 1.000e-05, eta: 4:58:25, time: 0.703, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2346, interm_loss_bbox: 0.1751, interm_loss_iou: 0.4139, loss_cls: 0.1894, loss_bbox: 0.1411, loss_iou: 0.3610, d0.loss_cls: 0.2464, d0.loss_bbox: 0.1489, d0.loss_iou: 0.3711, d1.loss_cls: 0.2118, d1.loss_bbox: 0.1458, d1.loss_iou: 0.3669, d2.loss_cls: 0.2012, d2.loss_bbox: 0.1402, d2.loss_iou: 0.3606, d3.loss_cls: 0.1937, d3.loss_bbox: 0.1409, d3.loss_iou: 0.3611, d4.loss_cls: 0.1908, d4.loss_bbox: 0.1406, d4.loss_iou: 0.3603, dn_loss_cls: 0.0249, dn_loss_bbox: 0.2339, dn_loss_iou: 0.3385, d0.dn_loss_cls: 0.0592, d0.dn_loss_bbox: 0.3508, d0.dn_loss_iou: 0.4566, d1.dn_loss_cls: 0.0338, d1.dn_loss_bbox: 0.2595, d1.dn_loss_iou: 0.3648, d2.dn_loss_cls: 0.0279, d2.dn_loss_bbox: 0.2402, d2.dn_loss_iou: 0.3455, d3.dn_loss_cls: 0.0263, d3.dn_loss_bbox: 0.2346, d3.dn_loss_iou: 0.3394, d4.dn_loss_cls: 0.0254, d4.dn_loss_bbox: 0.2339, d4.dn_loss_iou: 0.3384, loss: 9.0290, grad_norm: 25.7543 2023-11-23 01:34:57,117 - mmdet - INFO - Epoch [9][3550/7330] lr: 1.000e-05, eta: 4:57:50, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2301, interm_loss_bbox: 0.1817, interm_loss_iou: 0.4104, loss_cls: 0.1839, loss_bbox: 0.1508, loss_iou: 0.3603, d0.loss_cls: 0.2426, d0.loss_bbox: 0.1553, d0.loss_iou: 0.3686, d1.loss_cls: 0.2054, d1.loss_bbox: 0.1528, d1.loss_iou: 0.3628, d2.loss_cls: 0.1937, d2.loss_bbox: 0.1512, d2.loss_iou: 0.3610, d3.loss_cls: 0.1892, d3.loss_bbox: 0.1495, d3.loss_iou: 0.3586, d4.loss_cls: 0.1852, d4.loss_bbox: 0.1505, d4.loss_iou: 0.3600, dn_loss_cls: 0.0267, dn_loss_bbox: 0.2380, dn_loss_iou: 0.3391, d0.dn_loss_cls: 0.0600, d0.dn_loss_bbox: 0.3515, d0.dn_loss_iou: 0.4551, d1.dn_loss_cls: 0.0350, d1.dn_loss_bbox: 0.2605, d1.dn_loss_iou: 0.3620, d2.dn_loss_cls: 0.0294, d2.dn_loss_bbox: 0.2433, d2.dn_loss_iou: 0.3452, d3.dn_loss_cls: 0.0278, d3.dn_loss_bbox: 0.2384, d3.dn_loss_iou: 0.3397, d4.dn_loss_cls: 0.0269, d4.dn_loss_bbox: 0.2380, d4.dn_loss_iou: 0.3390, loss: 9.0591, grad_norm: 25.3840 2023-11-23 01:35:32,166 - mmdet - INFO - Epoch [9][3600/7330] lr: 1.000e-05, eta: 4:57:16, time: 0.701, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2253, interm_loss_bbox: 0.1767, interm_loss_iou: 0.4051, loss_cls: 0.1818, loss_bbox: 0.1459, loss_iou: 0.3547, d0.loss_cls: 0.2386, d0.loss_bbox: 0.1495, d0.loss_iou: 0.3632, d1.loss_cls: 0.2045, d1.loss_bbox: 0.1490, d1.loss_iou: 0.3580, d2.loss_cls: 0.1930, d2.loss_bbox: 0.1455, d2.loss_iou: 0.3532, d3.loss_cls: 0.1872, d3.loss_bbox: 0.1448, d3.loss_iou: 0.3538, d4.loss_cls: 0.1830, d4.loss_bbox: 0.1456, d4.loss_iou: 0.3541, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2290, dn_loss_iou: 0.3323, d0.dn_loss_cls: 0.0590, d0.dn_loss_bbox: 0.3446, d0.dn_loss_iou: 0.4525, d1.dn_loss_cls: 0.0338, d1.dn_loss_bbox: 0.2538, d1.dn_loss_iou: 0.3579, d2.dn_loss_cls: 0.0279, d2.dn_loss_bbox: 0.2349, d2.dn_loss_iou: 0.3391, d3.dn_loss_cls: 0.0260, d3.dn_loss_bbox: 0.2297, d3.dn_loss_iou: 0.3333, d4.dn_loss_cls: 0.0248, d4.dn_loss_bbox: 0.2290, d4.dn_loss_iou: 0.3323, loss: 8.8769, grad_norm: 25.1847 2023-11-23 01:36:07,132 - mmdet - INFO - Epoch [9][3650/7330] lr: 1.000e-05, eta: 4:56:41, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2232, interm_loss_bbox: 0.1810, interm_loss_iou: 0.3908, loss_cls: 0.1827, loss_bbox: 0.1489, loss_iou: 0.3370, d0.loss_cls: 0.2386, d0.loss_bbox: 0.1550, d0.loss_iou: 0.3494, d1.loss_cls: 0.2064, d1.loss_bbox: 0.1503, d1.loss_iou: 0.3412, d2.loss_cls: 0.1951, d2.loss_bbox: 0.1464, d2.loss_iou: 0.3353, d3.loss_cls: 0.1896, d3.loss_bbox: 0.1461, d3.loss_iou: 0.3350, d4.loss_cls: 0.1840, d4.loss_bbox: 0.1488, d4.loss_iou: 0.3370, dn_loss_cls: 0.0226, dn_loss_bbox: 0.2315, dn_loss_iou: 0.3243, d0.dn_loss_cls: 0.0572, d0.dn_loss_bbox: 0.3478, d0.dn_loss_iou: 0.4420, d1.dn_loss_cls: 0.0320, d1.dn_loss_bbox: 0.2550, d1.dn_loss_iou: 0.3483, d2.dn_loss_cls: 0.0262, d2.dn_loss_bbox: 0.2373, d2.dn_loss_iou: 0.3306, d3.dn_loss_cls: 0.0242, d3.dn_loss_bbox: 0.2321, d3.dn_loss_iou: 0.3252, d4.dn_loss_cls: 0.0230, d4.dn_loss_bbox: 0.2315, d4.dn_loss_iou: 0.3242, loss: 8.7363, grad_norm: 25.6149 2023-11-23 01:36:41,251 - mmdet - INFO - Epoch [9][3700/7330] lr: 1.000e-05, eta: 4:56:06, time: 0.683, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2293, interm_loss_bbox: 0.1827, interm_loss_iou: 0.4129, loss_cls: 0.1869, loss_bbox: 0.1469, loss_iou: 0.3559, d0.loss_cls: 0.2458, d0.loss_bbox: 0.1525, d0.loss_iou: 0.3642, d1.loss_cls: 0.2106, d1.loss_bbox: 0.1493, d1.loss_iou: 0.3601, d2.loss_cls: 0.1984, d2.loss_bbox: 0.1473, d2.loss_iou: 0.3568, d3.loss_cls: 0.1918, d3.loss_bbox: 0.1465, d3.loss_iou: 0.3563, d4.loss_cls: 0.1878, d4.loss_bbox: 0.1466, d4.loss_iou: 0.3561, dn_loss_cls: 0.0257, dn_loss_bbox: 0.2334, dn_loss_iou: 0.3352, d0.dn_loss_cls: 0.0600, d0.dn_loss_bbox: 0.3497, d0.dn_loss_iou: 0.4527, d1.dn_loss_cls: 0.0346, d1.dn_loss_bbox: 0.2583, d1.dn_loss_iou: 0.3606, d2.dn_loss_cls: 0.0290, d2.dn_loss_bbox: 0.2392, d2.dn_loss_iou: 0.3419, d3.dn_loss_cls: 0.0272, d3.dn_loss_bbox: 0.2339, d3.dn_loss_iou: 0.3362, d4.dn_loss_cls: 0.0261, d4.dn_loss_bbox: 0.2333, d4.dn_loss_iou: 0.3351, loss: 8.9969, grad_norm: 25.1318 2023-11-23 01:37:16,061 - mmdet - INFO - Epoch [9][3750/7330] lr: 1.000e-05, eta: 4:55:32, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2249, interm_loss_bbox: 0.1790, interm_loss_iou: 0.3980, loss_cls: 0.1824, loss_bbox: 0.1485, loss_iou: 0.3453, d0.loss_cls: 0.2415, d0.loss_bbox: 0.1526, d0.loss_iou: 0.3541, d1.loss_cls: 0.2090, d1.loss_bbox: 0.1491, d1.loss_iou: 0.3477, d2.loss_cls: 0.1936, d2.loss_bbox: 0.1473, d2.loss_iou: 0.3452, d3.loss_cls: 0.1867, d3.loss_bbox: 0.1483, d3.loss_iou: 0.3450, d4.loss_cls: 0.1840, d4.loss_bbox: 0.1478, d4.loss_iou: 0.3444, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2260, dn_loss_iou: 0.3336, d0.dn_loss_cls: 0.0600, d0.dn_loss_bbox: 0.3420, d0.dn_loss_iou: 0.4523, d1.dn_loss_cls: 0.0342, d1.dn_loss_bbox: 0.2484, d1.dn_loss_iou: 0.3582, d2.dn_loss_cls: 0.0282, d2.dn_loss_bbox: 0.2308, d2.dn_loss_iou: 0.3402, d3.dn_loss_cls: 0.0263, d3.dn_loss_bbox: 0.2266, d3.dn_loss_iou: 0.3345, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2260, d4.dn_loss_iou: 0.3335, loss: 8.8251, grad_norm: 25.0023 2023-11-23 01:37:50,567 - mmdet - INFO - Epoch [9][3800/7330] lr: 1.000e-05, eta: 4:54:57, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2242, interm_loss_bbox: 0.1750, interm_loss_iou: 0.4168, loss_cls: 0.1819, loss_bbox: 0.1467, loss_iou: 0.3648, d0.loss_cls: 0.2379, d0.loss_bbox: 0.1493, d0.loss_iou: 0.3762, d1.loss_cls: 0.2043, d1.loss_bbox: 0.1466, d1.loss_iou: 0.3672, d2.loss_cls: 0.1898, d2.loss_bbox: 0.1468, d2.loss_iou: 0.3656, d3.loss_cls: 0.1864, d3.loss_bbox: 0.1452, d3.loss_iou: 0.3631, d4.loss_cls: 0.1834, d4.loss_bbox: 0.1457, d4.loss_iou: 0.3639, dn_loss_cls: 0.0239, dn_loss_bbox: 0.2252, dn_loss_iou: 0.3357, d0.dn_loss_cls: 0.0590, d0.dn_loss_bbox: 0.3351, d0.dn_loss_iou: 0.4534, d1.dn_loss_cls: 0.0337, d1.dn_loss_bbox: 0.2477, d1.dn_loss_iou: 0.3598, d2.dn_loss_cls: 0.0279, d2.dn_loss_bbox: 0.2301, d2.dn_loss_iou: 0.3418, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2258, d3.dn_loss_iou: 0.3366, d4.dn_loss_cls: 0.0243, d4.dn_loss_bbox: 0.2252, d4.dn_loss_iou: 0.3356, loss: 8.9275, grad_norm: 24.3213 2023-11-23 01:38:24,625 - mmdet - INFO - Epoch [9][3850/7330] lr: 1.000e-05, eta: 4:54:22, time: 0.681, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2286, interm_loss_bbox: 0.1828, interm_loss_iou: 0.4039, loss_cls: 0.1877, loss_bbox: 0.1484, loss_iou: 0.3479, d0.loss_cls: 0.2419, d0.loss_bbox: 0.1538, d0.loss_iou: 0.3599, d1.loss_cls: 0.2057, d1.loss_bbox: 0.1511, d1.loss_iou: 0.3547, d2.loss_cls: 0.1935, d2.loss_bbox: 0.1511, d2.loss_iou: 0.3525, d3.loss_cls: 0.1895, d3.loss_bbox: 0.1488, d3.loss_iou: 0.3498, d4.loss_cls: 0.1882, d4.loss_bbox: 0.1480, d4.loss_iou: 0.3482, dn_loss_cls: 0.0240, dn_loss_bbox: 0.2338, dn_loss_iou: 0.3294, d0.dn_loss_cls: 0.0580, d0.dn_loss_bbox: 0.3530, d0.dn_loss_iou: 0.4522, d1.dn_loss_cls: 0.0332, d1.dn_loss_bbox: 0.2575, d1.dn_loss_iou: 0.3548, d2.dn_loss_cls: 0.0273, d2.dn_loss_bbox: 0.2391, d2.dn_loss_iou: 0.3360, d3.dn_loss_cls: 0.0255, d3.dn_loss_bbox: 0.2345, d3.dn_loss_iou: 0.3303, d4.dn_loss_cls: 0.0245, d4.dn_loss_bbox: 0.2339, d4.dn_loss_iou: 0.3293, loss: 8.9125, grad_norm: 27.2426 2023-11-23 01:38:59,199 - mmdet - INFO - Epoch [9][3900/7330] lr: 1.000e-05, eta: 4:53:47, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2235, interm_loss_bbox: 0.1795, interm_loss_iou: 0.4109, loss_cls: 0.1837, loss_bbox: 0.1452, loss_iou: 0.3565, d0.loss_cls: 0.2372, d0.loss_bbox: 0.1533, d0.loss_iou: 0.3687, d1.loss_cls: 0.2043, d1.loss_bbox: 0.1501, d1.loss_iou: 0.3646, d2.loss_cls: 0.1943, d2.loss_bbox: 0.1467, d2.loss_iou: 0.3571, d3.loss_cls: 0.1878, d3.loss_bbox: 0.1455, d3.loss_iou: 0.3564, d4.loss_cls: 0.1845, d4.loss_bbox: 0.1456, d4.loss_iou: 0.3568, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2347, dn_loss_iou: 0.3398, d0.dn_loss_cls: 0.0600, d0.dn_loss_bbox: 0.3495, d0.dn_loss_iou: 0.4570, d1.dn_loss_cls: 0.0342, d1.dn_loss_bbox: 0.2594, d1.dn_loss_iou: 0.3651, d2.dn_loss_cls: 0.0280, d2.dn_loss_bbox: 0.2401, d2.dn_loss_iou: 0.3465, d3.dn_loss_cls: 0.0261, d3.dn_loss_bbox: 0.2354, d3.dn_loss_iou: 0.3405, d4.dn_loss_cls: 0.0250, d4.dn_loss_bbox: 0.2348, d4.dn_loss_iou: 0.3397, loss: 8.9924, grad_norm: 25.4650 2023-11-23 01:39:34,027 - mmdet - INFO - Epoch [9][3950/7330] lr: 1.000e-05, eta: 4:53:13, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2291, interm_loss_bbox: 0.1825, interm_loss_iou: 0.4038, loss_cls: 0.1915, loss_bbox: 0.1486, loss_iou: 0.3465, d0.loss_cls: 0.2466, d0.loss_bbox: 0.1553, d0.loss_iou: 0.3575, d1.loss_cls: 0.2113, d1.loss_bbox: 0.1532, d1.loss_iou: 0.3524, d2.loss_cls: 0.2010, d2.loss_bbox: 0.1492, d2.loss_iou: 0.3471, d3.loss_cls: 0.1943, d3.loss_bbox: 0.1497, d3.loss_iou: 0.3467, d4.loss_cls: 0.1918, d4.loss_bbox: 0.1488, d4.loss_iou: 0.3467, dn_loss_cls: 0.0257, dn_loss_bbox: 0.2423, dn_loss_iou: 0.3336, d0.dn_loss_cls: 0.0596, d0.dn_loss_bbox: 0.3576, d0.dn_loss_iou: 0.4510, d1.dn_loss_cls: 0.0340, d1.dn_loss_bbox: 0.2656, d1.dn_loss_iou: 0.3582, d2.dn_loss_cls: 0.0285, d2.dn_loss_bbox: 0.2469, d2.dn_loss_iou: 0.3398, d3.dn_loss_cls: 0.0269, d3.dn_loss_bbox: 0.2427, d3.dn_loss_iou: 0.3342, d4.dn_loss_cls: 0.0260, d4.dn_loss_bbox: 0.2423, d4.dn_loss_iou: 0.3335, loss: 9.0020, grad_norm: 24.9791 2023-11-23 01:40:10,870 - mmdet - INFO - Epoch [9][4000/7330] lr: 1.000e-05, eta: 4:52:39, time: 0.737, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2298, interm_loss_bbox: 0.1794, interm_loss_iou: 0.4169, loss_cls: 0.1888, loss_bbox: 0.1435, loss_iou: 0.3566, d0.loss_cls: 0.2424, d0.loss_bbox: 0.1509, d0.loss_iou: 0.3687, d1.loss_cls: 0.2099, d1.loss_bbox: 0.1474, d1.loss_iou: 0.3639, d2.loss_cls: 0.1987, d2.loss_bbox: 0.1432, d2.loss_iou: 0.3588, d3.loss_cls: 0.1930, d3.loss_bbox: 0.1432, d3.loss_iou: 0.3563, d4.loss_cls: 0.1901, d4.loss_bbox: 0.1428, d4.loss_iou: 0.3566, dn_loss_cls: 0.0257, dn_loss_bbox: 0.2326, dn_loss_iou: 0.3345, d0.dn_loss_cls: 0.0601, d0.dn_loss_bbox: 0.3479, d0.dn_loss_iou: 0.4527, d1.dn_loss_cls: 0.0351, d1.dn_loss_bbox: 0.2565, d1.dn_loss_iou: 0.3601, d2.dn_loss_cls: 0.0288, d2.dn_loss_bbox: 0.2382, d2.dn_loss_iou: 0.3413, d3.dn_loss_cls: 0.0270, d3.dn_loss_bbox: 0.2332, d3.dn_loss_iou: 0.3353, d4.dn_loss_cls: 0.0262, d4.dn_loss_bbox: 0.2326, d4.dn_loss_iou: 0.3344, loss: 8.9833, grad_norm: 25.4447 2023-11-23 01:40:45,658 - mmdet - INFO - Epoch [9][4050/7330] lr: 1.000e-05, eta: 4:52:04, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2219, interm_loss_bbox: 0.1793, interm_loss_iou: 0.4064, loss_cls: 0.1820, loss_bbox: 0.1440, loss_iou: 0.3476, d0.loss_cls: 0.2374, d0.loss_bbox: 0.1486, d0.loss_iou: 0.3593, d1.loss_cls: 0.2017, d1.loss_bbox: 0.1470, d1.loss_iou: 0.3532, d2.loss_cls: 0.1905, d2.loss_bbox: 0.1447, d2.loss_iou: 0.3494, d3.loss_cls: 0.1857, d3.loss_bbox: 0.1438, d3.loss_iou: 0.3475, d4.loss_cls: 0.1829, d4.loss_bbox: 0.1438, d4.loss_iou: 0.3480, dn_loss_cls: 0.0253, dn_loss_bbox: 0.2286, dn_loss_iou: 0.3178, d0.dn_loss_cls: 0.0590, d0.dn_loss_bbox: 0.3509, d0.dn_loss_iou: 0.4389, d1.dn_loss_cls: 0.0344, d1.dn_loss_bbox: 0.2539, d1.dn_loss_iou: 0.3443, d2.dn_loss_cls: 0.0284, d2.dn_loss_bbox: 0.2341, d2.dn_loss_iou: 0.3248, d3.dn_loss_cls: 0.0264, d3.dn_loss_bbox: 0.2291, d3.dn_loss_iou: 0.3188, d4.dn_loss_cls: 0.0255, d4.dn_loss_bbox: 0.2286, d4.dn_loss_iou: 0.3178, loss: 8.7512, grad_norm: 26.4393 2023-11-23 01:41:19,663 - mmdet - INFO - Epoch [9][4100/7330] lr: 1.000e-05, eta: 4:51:29, time: 0.680, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2216, interm_loss_bbox: 0.1800, interm_loss_iou: 0.4002, loss_cls: 0.1805, loss_bbox: 0.1478, loss_iou: 0.3512, d0.loss_cls: 0.2378, d0.loss_bbox: 0.1521, d0.loss_iou: 0.3580, d1.loss_cls: 0.2053, d1.loss_bbox: 0.1496, d1.loss_iou: 0.3538, d2.loss_cls: 0.1921, d2.loss_bbox: 0.1472, d2.loss_iou: 0.3501, d3.loss_cls: 0.1846, d3.loss_bbox: 0.1474, d3.loss_iou: 0.3506, d4.loss_cls: 0.1816, d4.loss_bbox: 0.1474, d4.loss_iou: 0.3511, dn_loss_cls: 0.0242, dn_loss_bbox: 0.2346, dn_loss_iou: 0.3325, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3524, d0.dn_loss_iou: 0.4505, d1.dn_loss_cls: 0.0339, d1.dn_loss_bbox: 0.2594, d1.dn_loss_iou: 0.3578, d2.dn_loss_cls: 0.0277, d2.dn_loss_bbox: 0.2406, d2.dn_loss_iou: 0.3391, d3.dn_loss_cls: 0.0258, d3.dn_loss_bbox: 0.2354, d3.dn_loss_iou: 0.3335, d4.dn_loss_cls: 0.0247, d4.dn_loss_bbox: 0.2347, d4.dn_loss_iou: 0.3325, loss: 8.8884, grad_norm: 27.9447 2023-11-23 01:41:54,591 - mmdet - INFO - Epoch [9][4150/7330] lr: 1.000e-05, eta: 4:50:55, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2293, interm_loss_bbox: 0.1792, interm_loss_iou: 0.4105, loss_cls: 0.1902, loss_bbox: 0.1490, loss_iou: 0.3592, d0.loss_cls: 0.2415, d0.loss_bbox: 0.1543, d0.loss_iou: 0.3688, d1.loss_cls: 0.2105, d1.loss_bbox: 0.1512, d1.loss_iou: 0.3645, d2.loss_cls: 0.1990, d2.loss_bbox: 0.1493, d2.loss_iou: 0.3603, d3.loss_cls: 0.1941, d3.loss_bbox: 0.1485, d3.loss_iou: 0.3595, d4.loss_cls: 0.1904, d4.loss_bbox: 0.1491, d4.loss_iou: 0.3600, dn_loss_cls: 0.0249, dn_loss_bbox: 0.2391, dn_loss_iou: 0.3413, d0.dn_loss_cls: 0.0587, d0.dn_loss_bbox: 0.3522, d0.dn_loss_iou: 0.4584, d1.dn_loss_cls: 0.0339, d1.dn_loss_bbox: 0.2617, d1.dn_loss_iou: 0.3657, d2.dn_loss_cls: 0.0282, d2.dn_loss_bbox: 0.2436, d2.dn_loss_iou: 0.3470, d3.dn_loss_cls: 0.0263, d3.dn_loss_bbox: 0.2396, d3.dn_loss_iou: 0.3420, d4.dn_loss_cls: 0.0254, d4.dn_loss_bbox: 0.2391, d4.dn_loss_iou: 0.3413, loss: 9.0867, grad_norm: 25.5399 2023-11-23 01:42:31,007 - mmdet - INFO - Epoch [9][4200/7330] lr: 1.000e-05, eta: 4:50:21, time: 0.728, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2321, interm_loss_bbox: 0.1895, interm_loss_iou: 0.4013, loss_cls: 0.1882, loss_bbox: 0.1551, loss_iou: 0.3476, d0.loss_cls: 0.2473, d0.loss_bbox: 0.1595, d0.loss_iou: 0.3565, d1.loss_cls: 0.2125, d1.loss_bbox: 0.1570, d1.loss_iou: 0.3508, d2.loss_cls: 0.1982, d2.loss_bbox: 0.1545, d2.loss_iou: 0.3486, d3.loss_cls: 0.1916, d3.loss_bbox: 0.1549, d3.loss_iou: 0.3469, d4.loss_cls: 0.1896, d4.loss_bbox: 0.1548, d4.loss_iou: 0.3470, dn_loss_cls: 0.0249, dn_loss_bbox: 0.2557, dn_loss_iou: 0.3321, d0.dn_loss_cls: 0.0607, d0.dn_loss_bbox: 0.3842, d0.dn_loss_iou: 0.4504, d1.dn_loss_cls: 0.0348, d1.dn_loss_bbox: 0.2825, d1.dn_loss_iou: 0.3580, d2.dn_loss_cls: 0.0286, d2.dn_loss_bbox: 0.2617, d2.dn_loss_iou: 0.3385, d3.dn_loss_cls: 0.0265, d3.dn_loss_bbox: 0.2563, d3.dn_loss_iou: 0.3327, d4.dn_loss_cls: 0.0253, d4.dn_loss_bbox: 0.2557, d4.dn_loss_iou: 0.3320, loss: 9.1243, grad_norm: 25.9097 2023-11-23 01:43:05,722 - mmdet - INFO - Epoch [9][4250/7330] lr: 1.000e-05, eta: 4:49:46, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2203, interm_loss_bbox: 0.1781, interm_loss_iou: 0.4076, loss_cls: 0.1776, loss_bbox: 0.1497, loss_iou: 0.3577, d0.loss_cls: 0.2356, d0.loss_bbox: 0.1521, d0.loss_iou: 0.3654, d1.loss_cls: 0.1990, d1.loss_bbox: 0.1531, d1.loss_iou: 0.3630, d2.loss_cls: 0.1888, d2.loss_bbox: 0.1473, d2.loss_iou: 0.3556, d3.loss_cls: 0.1823, d3.loss_bbox: 0.1486, d3.loss_iou: 0.3560, d4.loss_cls: 0.1796, d4.loss_bbox: 0.1486, d4.loss_iou: 0.3563, dn_loss_cls: 0.0245, dn_loss_bbox: 0.2228, dn_loss_iou: 0.3248, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3394, d0.dn_loss_iou: 0.4471, d1.dn_loss_cls: 0.0337, d1.dn_loss_bbox: 0.2466, d1.dn_loss_iou: 0.3501, d2.dn_loss_cls: 0.0276, d2.dn_loss_bbox: 0.2277, d2.dn_loss_iou: 0.3311, d3.dn_loss_cls: 0.0259, d3.dn_loss_bbox: 0.2232, d3.dn_loss_iou: 0.3255, d4.dn_loss_cls: 0.0247, d4.dn_loss_bbox: 0.2227, d4.dn_loss_iou: 0.3247, loss: 8.8036, grad_norm: 25.1319 2023-11-23 01:43:40,297 - mmdet - INFO - Epoch [9][4300/7330] lr: 1.000e-05, eta: 4:49:12, time: 0.692, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2219, interm_loss_bbox: 0.1880, interm_loss_iou: 0.3900, loss_cls: 0.1836, loss_bbox: 0.1505, loss_iou: 0.3351, d0.loss_cls: 0.2367, d0.loss_bbox: 0.1575, d0.loss_iou: 0.3456, d1.loss_cls: 0.2049, d1.loss_bbox: 0.1541, d1.loss_iou: 0.3386, d2.loss_cls: 0.1922, d2.loss_bbox: 0.1519, d2.loss_iou: 0.3343, d3.loss_cls: 0.1872, d3.loss_bbox: 0.1518, d3.loss_iou: 0.3349, d4.loss_cls: 0.1849, d4.loss_bbox: 0.1500, d4.loss_iou: 0.3346, dn_loss_cls: 0.0253, dn_loss_bbox: 0.2519, dn_loss_iou: 0.3329, d0.dn_loss_cls: 0.0607, d0.dn_loss_bbox: 0.3740, d0.dn_loss_iou: 0.4527, d1.dn_loss_cls: 0.0349, d1.dn_loss_bbox: 0.2780, d1.dn_loss_iou: 0.3598, d2.dn_loss_cls: 0.0288, d2.dn_loss_bbox: 0.2584, d2.dn_loss_iou: 0.3402, d3.dn_loss_cls: 0.0268, d3.dn_loss_bbox: 0.2528, d3.dn_loss_iou: 0.3340, d4.dn_loss_cls: 0.0257, d4.dn_loss_bbox: 0.2520, d4.dn_loss_iou: 0.3329, loss: 8.9501, grad_norm: 25.1933 2023-11-23 01:44:17,161 - mmdet - INFO - Epoch [9][4350/7330] lr: 1.000e-05, eta: 4:48:38, time: 0.737, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2296, interm_loss_bbox: 0.1853, interm_loss_iou: 0.4072, loss_cls: 0.1892, loss_bbox: 0.1515, loss_iou: 0.3517, d0.loss_cls: 0.2424, d0.loss_bbox: 0.1581, d0.loss_iou: 0.3650, d1.loss_cls: 0.2121, d1.loss_bbox: 0.1535, d1.loss_iou: 0.3566, d2.loss_cls: 0.1982, d2.loss_bbox: 0.1519, d2.loss_iou: 0.3526, d3.loss_cls: 0.1924, d3.loss_bbox: 0.1516, d3.loss_iou: 0.3517, d4.loss_cls: 0.1895, d4.loss_bbox: 0.1515, d4.loss_iou: 0.3514, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2357, dn_loss_iou: 0.3351, d0.dn_loss_cls: 0.0618, d0.dn_loss_bbox: 0.3531, d0.dn_loss_iou: 0.4536, d1.dn_loss_cls: 0.0351, d1.dn_loss_bbox: 0.2593, d1.dn_loss_iou: 0.3606, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2410, d2.dn_loss_iou: 0.3413, d3.dn_loss_cls: 0.0271, d3.dn_loss_bbox: 0.2364, d3.dn_loss_iou: 0.3358, d4.dn_loss_cls: 0.0261, d4.dn_loss_bbox: 0.2357, d4.dn_loss_iou: 0.3350, loss: 9.0202, grad_norm: 26.3422 2023-11-23 01:44:51,717 - mmdet - INFO - Epoch [9][4400/7330] lr: 1.000e-05, eta: 4:48:03, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2380, interm_loss_bbox: 0.1783, interm_loss_iou: 0.4193, loss_cls: 0.1951, loss_bbox: 0.1427, loss_iou: 0.3640, d0.loss_cls: 0.2508, d0.loss_bbox: 0.1510, d0.loss_iou: 0.3752, d1.loss_cls: 0.2169, d1.loss_bbox: 0.1462, d1.loss_iou: 0.3679, d2.loss_cls: 0.2042, d2.loss_bbox: 0.1435, d2.loss_iou: 0.3654, d3.loss_cls: 0.1992, d3.loss_bbox: 0.1421, d3.loss_iou: 0.3632, d4.loss_cls: 0.1961, d4.loss_bbox: 0.1423, d4.loss_iou: 0.3638, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2454, dn_loss_iou: 0.3344, d0.dn_loss_cls: 0.0601, d0.dn_loss_bbox: 0.3651, d0.dn_loss_iou: 0.4539, d1.dn_loss_cls: 0.0343, d1.dn_loss_bbox: 0.2710, d1.dn_loss_iou: 0.3606, d2.dn_loss_cls: 0.0286, d2.dn_loss_bbox: 0.2513, d2.dn_loss_iou: 0.3417, d3.dn_loss_cls: 0.0269, d3.dn_loss_bbox: 0.2460, d3.dn_loss_iou: 0.3355, d4.dn_loss_cls: 0.0261, d4.dn_loss_bbox: 0.2454, d4.dn_loss_iou: 0.3343, loss: 9.1516, grad_norm: 27.0119 2023-11-23 01:45:26,166 - mmdet - INFO - Epoch [9][4450/7330] lr: 1.000e-05, eta: 4:47:28, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2232, interm_loss_bbox: 0.1834, interm_loss_iou: 0.4047, loss_cls: 0.1782, loss_bbox: 0.1495, loss_iou: 0.3541, d0.loss_cls: 0.2371, d0.loss_bbox: 0.1541, d0.loss_iou: 0.3627, d1.loss_cls: 0.2023, d1.loss_bbox: 0.1513, d1.loss_iou: 0.3556, d2.loss_cls: 0.1902, d2.loss_bbox: 0.1481, d2.loss_iou: 0.3519, d3.loss_cls: 0.1829, d3.loss_bbox: 0.1487, d3.loss_iou: 0.3525, d4.loss_cls: 0.1792, d4.loss_bbox: 0.1495, d4.loss_iou: 0.3536, dn_loss_cls: 0.0240, dn_loss_bbox: 0.2360, dn_loss_iou: 0.3302, d0.dn_loss_cls: 0.0580, d0.dn_loss_bbox: 0.3607, d0.dn_loss_iou: 0.4505, d1.dn_loss_cls: 0.0331, d1.dn_loss_bbox: 0.2628, d1.dn_loss_iou: 0.3560, d2.dn_loss_cls: 0.0274, d2.dn_loss_bbox: 0.2424, d2.dn_loss_iou: 0.3371, d3.dn_loss_cls: 0.0258, d3.dn_loss_bbox: 0.2365, d3.dn_loss_iou: 0.3310, d4.dn_loss_cls: 0.0246, d4.dn_loss_bbox: 0.2360, d4.dn_loss_iou: 0.3301, loss: 8.9155, grad_norm: 25.1884 2023-11-23 01:46:00,981 - mmdet - INFO - Epoch [9][4500/7330] lr: 1.000e-05, eta: 4:46:54, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2317, interm_loss_bbox: 0.1814, interm_loss_iou: 0.4138, loss_cls: 0.1930, loss_bbox: 0.1465, loss_iou: 0.3590, d0.loss_cls: 0.2463, d0.loss_bbox: 0.1535, d0.loss_iou: 0.3698, d1.loss_cls: 0.2124, d1.loss_bbox: 0.1512, d1.loss_iou: 0.3642, d2.loss_cls: 0.2031, d2.loss_bbox: 0.1464, d2.loss_iou: 0.3597, d3.loss_cls: 0.1965, d3.loss_bbox: 0.1461, d3.loss_iou: 0.3584, d4.loss_cls: 0.1929, d4.loss_bbox: 0.1465, d4.loss_iou: 0.3594, dn_loss_cls: 0.0262, dn_loss_bbox: 0.2452, dn_loss_iou: 0.3382, d0.dn_loss_cls: 0.0612, d0.dn_loss_bbox: 0.3736, d0.dn_loss_iou: 0.4632, d1.dn_loss_cls: 0.0354, d1.dn_loss_bbox: 0.2722, d1.dn_loss_iou: 0.3664, d2.dn_loss_cls: 0.0295, d2.dn_loss_bbox: 0.2518, d2.dn_loss_iou: 0.3460, d3.dn_loss_cls: 0.0275, d3.dn_loss_bbox: 0.2457, d3.dn_loss_iou: 0.3392, d4.dn_loss_cls: 0.0265, d4.dn_loss_bbox: 0.2452, d4.dn_loss_iou: 0.3381, loss: 9.1628, grad_norm: 26.0102 2023-11-23 01:46:35,192 - mmdet - INFO - Epoch [9][4550/7330] lr: 1.000e-05, eta: 4:46:19, time: 0.684, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2234, interm_loss_bbox: 0.1810, interm_loss_iou: 0.3935, loss_cls: 0.1802, loss_bbox: 0.1479, loss_iou: 0.3436, d0.loss_cls: 0.2360, d0.loss_bbox: 0.1538, d0.loss_iou: 0.3538, d1.loss_cls: 0.2016, d1.loss_bbox: 0.1533, d1.loss_iou: 0.3497, d2.loss_cls: 0.1880, d2.loss_bbox: 0.1493, d2.loss_iou: 0.3468, d3.loss_cls: 0.1830, d3.loss_bbox: 0.1480, d3.loss_iou: 0.3451, d4.loss_cls: 0.1796, d4.loss_bbox: 0.1485, d4.loss_iou: 0.3447, dn_loss_cls: 0.0253, dn_loss_bbox: 0.2450, dn_loss_iou: 0.3259, d0.dn_loss_cls: 0.0604, d0.dn_loss_bbox: 0.3614, d0.dn_loss_iou: 0.4390, d1.dn_loss_cls: 0.0349, d1.dn_loss_bbox: 0.2703, d1.dn_loss_iou: 0.3504, d2.dn_loss_cls: 0.0290, d2.dn_loss_bbox: 0.2515, d2.dn_loss_iou: 0.3326, d3.dn_loss_cls: 0.0270, d3.dn_loss_bbox: 0.2457, d3.dn_loss_iou: 0.3268, d4.dn_loss_cls: 0.0258, d4.dn_loss_bbox: 0.2451, d4.dn_loss_iou: 0.3259, loss: 8.8729, grad_norm: 23.8300 2023-11-23 01:47:10,199 - mmdet - INFO - Epoch [9][4600/7330] lr: 1.000e-05, eta: 4:45:44, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2337, interm_loss_bbox: 0.1799, interm_loss_iou: 0.4081, loss_cls: 0.1882, loss_bbox: 0.1481, loss_iou: 0.3581, d0.loss_cls: 0.2457, d0.loss_bbox: 0.1518, d0.loss_iou: 0.3660, d1.loss_cls: 0.2091, d1.loss_bbox: 0.1497, d1.loss_iou: 0.3628, d2.loss_cls: 0.1967, d2.loss_bbox: 0.1471, d2.loss_iou: 0.3587, d3.loss_cls: 0.1909, d3.loss_bbox: 0.1477, d3.loss_iou: 0.3582, d4.loss_cls: 0.1878, d4.loss_bbox: 0.1485, d4.loss_iou: 0.3588, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2380, dn_loss_iou: 0.3265, d0.dn_loss_cls: 0.0582, d0.dn_loss_bbox: 0.3554, d0.dn_loss_iou: 0.4419, d1.dn_loss_cls: 0.0332, d1.dn_loss_bbox: 0.2617, d1.dn_loss_iou: 0.3502, d2.dn_loss_cls: 0.0274, d2.dn_loss_bbox: 0.2435, d2.dn_loss_iou: 0.3325, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2385, d3.dn_loss_iou: 0.3272, d4.dn_loss_cls: 0.0249, d4.dn_loss_bbox: 0.2380, d4.dn_loss_iou: 0.3265, loss: 8.9692, grad_norm: 25.3693 2023-11-23 01:47:45,340 - mmdet - INFO - Epoch [9][4650/7330] lr: 1.000e-05, eta: 4:45:10, time: 0.703, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2317, interm_loss_bbox: 0.1725, interm_loss_iou: 0.4155, loss_cls: 0.1865, loss_bbox: 0.1458, loss_iou: 0.3686, d0.loss_cls: 0.2436, d0.loss_bbox: 0.1486, d0.loss_iou: 0.3757, d1.loss_cls: 0.2066, d1.loss_bbox: 0.1488, d1.loss_iou: 0.3750, d2.loss_cls: 0.1969, d2.loss_bbox: 0.1454, d2.loss_iou: 0.3675, d3.loss_cls: 0.1899, d3.loss_bbox: 0.1461, d3.loss_iou: 0.3679, d4.loss_cls: 0.1871, d4.loss_bbox: 0.1461, d4.loss_iou: 0.3686, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2295, dn_loss_iou: 0.3428, d0.dn_loss_cls: 0.0588, d0.dn_loss_bbox: 0.3379, d0.dn_loss_iou: 0.4578, d1.dn_loss_cls: 0.0331, d1.dn_loss_bbox: 0.2503, d1.dn_loss_iou: 0.3662, d2.dn_loss_cls: 0.0277, d2.dn_loss_bbox: 0.2344, d2.dn_loss_iou: 0.3487, d3.dn_loss_cls: 0.0260, d3.dn_loss_bbox: 0.2300, d3.dn_loss_iou: 0.3434, d4.dn_loss_cls: 0.0250, d4.dn_loss_bbox: 0.2295, d4.dn_loss_iou: 0.3427, loss: 9.0427, grad_norm: 26.1617 2023-11-23 01:48:22,696 - mmdet - INFO - Epoch [9][4700/7330] lr: 1.000e-05, eta: 4:44:36, time: 0.747, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2231, interm_loss_bbox: 0.1773, interm_loss_iou: 0.4052, loss_cls: 0.1820, loss_bbox: 0.1461, loss_iou: 0.3545, d0.loss_cls: 0.2355, d0.loss_bbox: 0.1534, d0.loss_iou: 0.3666, d1.loss_cls: 0.2028, d1.loss_bbox: 0.1505, d1.loss_iou: 0.3589, d2.loss_cls: 0.1916, d2.loss_bbox: 0.1477, d2.loss_iou: 0.3561, d3.loss_cls: 0.1858, d3.loss_bbox: 0.1465, d3.loss_iou: 0.3545, d4.loss_cls: 0.1834, d4.loss_bbox: 0.1453, d4.loss_iou: 0.3539, dn_loss_cls: 0.0254, dn_loss_bbox: 0.2296, dn_loss_iou: 0.3389, d0.dn_loss_cls: 0.0600, d0.dn_loss_bbox: 0.3418, d0.dn_loss_iou: 0.4550, d1.dn_loss_cls: 0.0348, d1.dn_loss_bbox: 0.2529, d1.dn_loss_iou: 0.3638, d2.dn_loss_cls: 0.0287, d2.dn_loss_bbox: 0.2349, d2.dn_loss_iou: 0.3455, d3.dn_loss_cls: 0.0270, d3.dn_loss_bbox: 0.2301, d3.dn_loss_iou: 0.3397, d4.dn_loss_cls: 0.0258, d4.dn_loss_bbox: 0.2296, d4.dn_loss_iou: 0.3388, loss: 8.9229, grad_norm: 23.8063 2023-11-23 01:48:57,297 - mmdet - INFO - Epoch [9][4750/7330] lr: 1.000e-05, eta: 4:44:01, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2270, interm_loss_bbox: 0.1776, interm_loss_iou: 0.3970, loss_cls: 0.1853, loss_bbox: 0.1452, loss_iou: 0.3431, d0.loss_cls: 0.2445, d0.loss_bbox: 0.1492, d0.loss_iou: 0.3515, d1.loss_cls: 0.2079, d1.loss_bbox: 0.1463, d1.loss_iou: 0.3468, d2.loss_cls: 0.1943, d2.loss_bbox: 0.1450, d2.loss_iou: 0.3433, d3.loss_cls: 0.1890, d3.loss_bbox: 0.1444, d3.loss_iou: 0.3425, d4.loss_cls: 0.1850, d4.loss_bbox: 0.1453, d4.loss_iou: 0.3433, dn_loss_cls: 0.0250, dn_loss_bbox: 0.2351, dn_loss_iou: 0.3321, d0.dn_loss_cls: 0.0590, d0.dn_loss_bbox: 0.3511, d0.dn_loss_iou: 0.4492, d1.dn_loss_cls: 0.0341, d1.dn_loss_bbox: 0.2587, d1.dn_loss_iou: 0.3566, d2.dn_loss_cls: 0.0282, d2.dn_loss_bbox: 0.2408, d2.dn_loss_iou: 0.3385, d3.dn_loss_cls: 0.0265, d3.dn_loss_bbox: 0.2357, d3.dn_loss_iou: 0.3328, d4.dn_loss_cls: 0.0254, d4.dn_loss_bbox: 0.2350, d4.dn_loss_iou: 0.3320, loss: 8.8490, grad_norm: 24.4959 2023-11-23 01:49:32,190 - mmdet - INFO - Epoch [9][4800/7330] lr: 1.000e-05, eta: 4:43:27, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2295, interm_loss_bbox: 0.1817, interm_loss_iou: 0.4001, loss_cls: 0.1881, loss_bbox: 0.1494, loss_iou: 0.3499, d0.loss_cls: 0.2474, d0.loss_bbox: 0.1533, d0.loss_iou: 0.3565, d1.loss_cls: 0.2118, d1.loss_bbox: 0.1525, d1.loss_iou: 0.3531, d2.loss_cls: 0.1982, d2.loss_bbox: 0.1494, d2.loss_iou: 0.3513, d3.loss_cls: 0.1919, d3.loss_bbox: 0.1486, d3.loss_iou: 0.3495, d4.loss_cls: 0.1886, d4.loss_bbox: 0.1491, d4.loss_iou: 0.3499, dn_loss_cls: 0.0242, dn_loss_bbox: 0.2551, dn_loss_iou: 0.3415, d0.dn_loss_cls: 0.0597, d0.dn_loss_bbox: 0.3754, d0.dn_loss_iou: 0.4638, d1.dn_loss_cls: 0.0340, d1.dn_loss_bbox: 0.2797, d1.dn_loss_iou: 0.3677, d2.dn_loss_cls: 0.0277, d2.dn_loss_bbox: 0.2605, d2.dn_loss_iou: 0.3485, d3.dn_loss_cls: 0.0257, d3.dn_loss_bbox: 0.2557, d3.dn_loss_iou: 0.3423, d4.dn_loss_cls: 0.0247, d4.dn_loss_bbox: 0.2551, d4.dn_loss_iou: 0.3415, loss: 9.1328, grad_norm: 25.9118 2023-11-23 01:50:06,815 - mmdet - INFO - Epoch [9][4850/7330] lr: 1.000e-05, eta: 4:42:52, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2257, interm_loss_bbox: 0.1778, interm_loss_iou: 0.4037, loss_cls: 0.1824, loss_bbox: 0.1473, loss_iou: 0.3525, d0.loss_cls: 0.2419, d0.loss_bbox: 0.1520, d0.loss_iou: 0.3621, d1.loss_cls: 0.2071, d1.loss_bbox: 0.1503, d1.loss_iou: 0.3561, d2.loss_cls: 0.1919, d2.loss_bbox: 0.1481, d2.loss_iou: 0.3527, d3.loss_cls: 0.1851, d3.loss_bbox: 0.1475, d3.loss_iou: 0.3530, d4.loss_cls: 0.1832, d4.loss_bbox: 0.1467, d4.loss_iou: 0.3522, dn_loss_cls: 0.0252, dn_loss_bbox: 0.2250, dn_loss_iou: 0.3309, d0.dn_loss_cls: 0.0592, d0.dn_loss_bbox: 0.3383, d0.dn_loss_iou: 0.4498, d1.dn_loss_cls: 0.0345, d1.dn_loss_bbox: 0.2480, d1.dn_loss_iou: 0.3554, d2.dn_loss_cls: 0.0284, d2.dn_loss_bbox: 0.2301, d2.dn_loss_iou: 0.3374, d3.dn_loss_cls: 0.0266, d3.dn_loss_bbox: 0.2256, d3.dn_loss_iou: 0.3317, d4.dn_loss_cls: 0.0255, d4.dn_loss_bbox: 0.2250, d4.dn_loss_iou: 0.3308, loss: 8.8466, grad_norm: 25.3190 2023-11-23 01:50:41,263 - mmdet - INFO - Epoch [9][4900/7330] lr: 1.000e-05, eta: 4:42:17, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2225, interm_loss_bbox: 0.1773, interm_loss_iou: 0.4136, loss_cls: 0.1850, loss_bbox: 0.1463, loss_iou: 0.3603, d0.loss_cls: 0.2372, d0.loss_bbox: 0.1514, d0.loss_iou: 0.3706, d1.loss_cls: 0.2060, d1.loss_bbox: 0.1491, d1.loss_iou: 0.3660, d2.loss_cls: 0.1944, d2.loss_bbox: 0.1465, d2.loss_iou: 0.3617, d3.loss_cls: 0.1883, d3.loss_bbox: 0.1463, d3.loss_iou: 0.3605, d4.loss_cls: 0.1855, d4.loss_bbox: 0.1461, d4.loss_iou: 0.3612, dn_loss_cls: 0.0255, dn_loss_bbox: 0.2342, dn_loss_iou: 0.3338, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3456, d0.dn_loss_iou: 0.4490, d1.dn_loss_cls: 0.0341, d1.dn_loss_bbox: 0.2554, d1.dn_loss_iou: 0.3575, d2.dn_loss_cls: 0.0287, d2.dn_loss_bbox: 0.2383, d2.dn_loss_iou: 0.3397, d3.dn_loss_cls: 0.0269, d3.dn_loss_bbox: 0.2345, d3.dn_loss_iou: 0.3346, d4.dn_loss_cls: 0.0259, d4.dn_loss_bbox: 0.2342, d4.dn_loss_iou: 0.3337, loss: 8.9664, grad_norm: 25.4206 2023-11-23 01:51:16,213 - mmdet - INFO - Epoch [9][4950/7330] lr: 1.000e-05, eta: 4:41:43, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2265, interm_loss_bbox: 0.1807, interm_loss_iou: 0.3911, loss_cls: 0.1863, loss_bbox: 0.1475, loss_iou: 0.3367, d0.loss_cls: 0.2395, d0.loss_bbox: 0.1555, d0.loss_iou: 0.3496, d1.loss_cls: 0.2060, d1.loss_bbox: 0.1520, d1.loss_iou: 0.3430, d2.loss_cls: 0.1947, d2.loss_bbox: 0.1484, d2.loss_iou: 0.3383, d3.loss_cls: 0.1900, d3.loss_bbox: 0.1470, d3.loss_iou: 0.3364, d4.loss_cls: 0.1866, d4.loss_bbox: 0.1472, d4.loss_iou: 0.3368, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2344, dn_loss_iou: 0.3264, d0.dn_loss_cls: 0.0608, d0.dn_loss_bbox: 0.3519, d0.dn_loss_iou: 0.4444, d1.dn_loss_cls: 0.0341, d1.dn_loss_bbox: 0.2572, d1.dn_loss_iou: 0.3509, d2.dn_loss_cls: 0.0281, d2.dn_loss_bbox: 0.2395, d2.dn_loss_iou: 0.3332, d3.dn_loss_cls: 0.0262, d3.dn_loss_bbox: 0.2351, d3.dn_loss_iou: 0.3273, d4.dn_loss_cls: 0.0250, d4.dn_loss_bbox: 0.2345, d4.dn_loss_iou: 0.3264, loss: 8.7996, grad_norm: 23.5902 2023-11-23 01:51:50,870 - mmdet - INFO - Epoch [9][5000/7330] lr: 1.000e-05, eta: 4:41:08, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2318, interm_loss_bbox: 0.1815, interm_loss_iou: 0.4042, loss_cls: 0.1918, loss_bbox: 0.1444, loss_iou: 0.3498, d0.loss_cls: 0.2455, d0.loss_bbox: 0.1500, d0.loss_iou: 0.3609, d1.loss_cls: 0.2108, d1.loss_bbox: 0.1468, d1.loss_iou: 0.3555, d2.loss_cls: 0.1999, d2.loss_bbox: 0.1459, d2.loss_iou: 0.3516, d3.loss_cls: 0.1953, d3.loss_bbox: 0.1448, d3.loss_iou: 0.3498, d4.loss_cls: 0.1926, d4.loss_bbox: 0.1442, d4.loss_iou: 0.3500, dn_loss_cls: 0.0247, dn_loss_bbox: 0.2364, dn_loss_iou: 0.3221, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3587, d0.dn_loss_iou: 0.4434, d1.dn_loss_cls: 0.0337, d1.dn_loss_bbox: 0.2609, d1.dn_loss_iou: 0.3483, d2.dn_loss_cls: 0.0280, d2.dn_loss_bbox: 0.2413, d2.dn_loss_iou: 0.3286, d3.dn_loss_cls: 0.0262, d3.dn_loss_bbox: 0.2370, d3.dn_loss_iou: 0.3231, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2365, d4.dn_loss_iou: 0.3220, loss: 8.9025, grad_norm: 26.0556 2023-11-23 01:52:25,986 - mmdet - INFO - Epoch [9][5050/7330] lr: 1.000e-05, eta: 4:40:34, time: 0.702, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2274, interm_loss_bbox: 0.1816, interm_loss_iou: 0.3993, loss_cls: 0.1871, loss_bbox: 0.1458, loss_iou: 0.3433, d0.loss_cls: 0.2431, d0.loss_bbox: 0.1542, d0.loss_iou: 0.3546, d1.loss_cls: 0.2099, d1.loss_bbox: 0.1492, d1.loss_iou: 0.3475, d2.loss_cls: 0.1985, d2.loss_bbox: 0.1456, d2.loss_iou: 0.3421, d3.loss_cls: 0.1906, d3.loss_bbox: 0.1455, d3.loss_iou: 0.3426, d4.loss_cls: 0.1883, d4.loss_bbox: 0.1454, d4.loss_iou: 0.3426, dn_loss_cls: 0.0270, dn_loss_bbox: 0.2447, dn_loss_iou: 0.3394, d0.dn_loss_cls: 0.0609, d0.dn_loss_bbox: 0.3551, d0.dn_loss_iou: 0.4560, d1.dn_loss_cls: 0.0358, d1.dn_loss_bbox: 0.2664, d1.dn_loss_iou: 0.3637, d2.dn_loss_cls: 0.0302, d2.dn_loss_bbox: 0.2493, d2.dn_loss_iou: 0.3456, d3.dn_loss_cls: 0.0282, d3.dn_loss_bbox: 0.2454, d3.dn_loss_iou: 0.3403, d4.dn_loss_cls: 0.0272, d4.dn_loss_bbox: 0.2448, d4.dn_loss_iou: 0.3394, loss: 8.9836, grad_norm: 23.6567 2023-11-23 01:53:00,857 - mmdet - INFO - Epoch [9][5100/7330] lr: 1.000e-05, eta: 4:39:59, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2348, interm_loss_bbox: 0.1839, interm_loss_iou: 0.4163, loss_cls: 0.1909, loss_bbox: 0.1533, loss_iou: 0.3609, d0.loss_cls: 0.2498, d0.loss_bbox: 0.1571, d0.loss_iou: 0.3706, d1.loss_cls: 0.2148, d1.loss_bbox: 0.1560, d1.loss_iou: 0.3659, d2.loss_cls: 0.2041, d2.loss_bbox: 0.1519, d2.loss_iou: 0.3598, d3.loss_cls: 0.1971, d3.loss_bbox: 0.1527, d3.loss_iou: 0.3597, d4.loss_cls: 0.1928, d4.loss_bbox: 0.1533, d4.loss_iou: 0.3604, dn_loss_cls: 0.0267, dn_loss_bbox: 0.2552, dn_loss_iou: 0.3524, d0.dn_loss_cls: 0.0626, d0.dn_loss_bbox: 0.3715, d0.dn_loss_iou: 0.4720, d1.dn_loss_cls: 0.0364, d1.dn_loss_bbox: 0.2788, d1.dn_loss_iou: 0.3774, d2.dn_loss_cls: 0.0303, d2.dn_loss_bbox: 0.2607, d2.dn_loss_iou: 0.3589, d3.dn_loss_cls: 0.0285, d3.dn_loss_bbox: 0.2558, d3.dn_loss_iou: 0.3531, d4.dn_loss_cls: 0.0273, d4.dn_loss_bbox: 0.2552, d4.dn_loss_iou: 0.3523, loss: 9.3415, grad_norm: 24.4937 2023-11-23 01:53:36,131 - mmdet - INFO - Epoch [9][5150/7330] lr: 1.000e-05, eta: 4:39:24, time: 0.706, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2284, interm_loss_bbox: 0.1831, interm_loss_iou: 0.3904, loss_cls: 0.1849, loss_bbox: 0.1492, loss_iou: 0.3347, d0.loss_cls: 0.2418, d0.loss_bbox: 0.1529, d0.loss_iou: 0.3454, d1.loss_cls: 0.2049, d1.loss_bbox: 0.1526, d1.loss_iou: 0.3404, d2.loss_cls: 0.1941, d2.loss_bbox: 0.1496, d2.loss_iou: 0.3350, d3.loss_cls: 0.1895, d3.loss_bbox: 0.1480, d3.loss_iou: 0.3333, d4.loss_cls: 0.1858, d4.loss_bbox: 0.1484, d4.loss_iou: 0.3340, dn_loss_cls: 0.0245, dn_loss_bbox: 0.2391, dn_loss_iou: 0.3252, d0.dn_loss_cls: 0.0569, d0.dn_loss_bbox: 0.3586, d0.dn_loss_iou: 0.4441, d1.dn_loss_cls: 0.0326, d1.dn_loss_bbox: 0.2631, d1.dn_loss_iou: 0.3502, d2.dn_loss_cls: 0.0274, d2.dn_loss_bbox: 0.2447, d2.dn_loss_iou: 0.3316, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2398, d3.dn_loss_iou: 0.3259, d4.dn_loss_cls: 0.0247, d4.dn_loss_bbox: 0.2391, d4.dn_loss_iou: 0.3251, loss: 8.8047, grad_norm: 25.6062 2023-11-23 01:54:10,668 - mmdet - INFO - Epoch [9][5200/7330] lr: 1.000e-05, eta: 4:38:50, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2301, interm_loss_bbox: 0.1845, interm_loss_iou: 0.4010, loss_cls: 0.1880, loss_bbox: 0.1529, loss_iou: 0.3481, d0.loss_cls: 0.2430, d0.loss_bbox: 0.1563, d0.loss_iou: 0.3584, d1.loss_cls: 0.2086, d1.loss_bbox: 0.1541, d1.loss_iou: 0.3512, d2.loss_cls: 0.1973, d2.loss_bbox: 0.1514, d2.loss_iou: 0.3492, d3.loss_cls: 0.1920, d3.loss_bbox: 0.1503, d3.loss_iou: 0.3478, d4.loss_cls: 0.1893, d4.loss_bbox: 0.1520, d4.loss_iou: 0.3477, dn_loss_cls: 0.0252, dn_loss_bbox: 0.2470, dn_loss_iou: 0.3347, d0.dn_loss_cls: 0.0599, d0.dn_loss_bbox: 0.3673, d0.dn_loss_iou: 0.4539, d1.dn_loss_cls: 0.0337, d1.dn_loss_bbox: 0.2714, d1.dn_loss_iou: 0.3605, d2.dn_loss_cls: 0.0282, d2.dn_loss_bbox: 0.2528, d2.dn_loss_iou: 0.3415, d3.dn_loss_cls: 0.0264, d3.dn_loss_bbox: 0.2475, d3.dn_loss_iou: 0.3356, d4.dn_loss_cls: 0.0255, d4.dn_loss_bbox: 0.2470, d4.dn_loss_iou: 0.3347, loss: 9.0461, grad_norm: 24.7879 2023-11-23 01:54:45,617 - mmdet - INFO - Epoch [9][5250/7330] lr: 1.000e-05, eta: 4:38:15, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2275, interm_loss_bbox: 0.1776, interm_loss_iou: 0.4085, loss_cls: 0.1911, loss_bbox: 0.1453, loss_iou: 0.3574, d0.loss_cls: 0.2406, d0.loss_bbox: 0.1527, d0.loss_iou: 0.3670, d1.loss_cls: 0.2080, d1.loss_bbox: 0.1503, d1.loss_iou: 0.3630, d2.loss_cls: 0.1990, d2.loss_bbox: 0.1473, d2.loss_iou: 0.3583, d3.loss_cls: 0.1940, d3.loss_bbox: 0.1459, d3.loss_iou: 0.3572, d4.loss_cls: 0.1912, d4.loss_bbox: 0.1459, d4.loss_iou: 0.3575, dn_loss_cls: 0.0263, dn_loss_bbox: 0.2349, dn_loss_iou: 0.3467, d0.dn_loss_cls: 0.0593, d0.dn_loss_bbox: 0.3437, d0.dn_loss_iou: 0.4663, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2562, d1.dn_loss_iou: 0.3717, d2.dn_loss_cls: 0.0294, d2.dn_loss_bbox: 0.2396, d2.dn_loss_iou: 0.3532, d3.dn_loss_cls: 0.0277, d3.dn_loss_bbox: 0.2354, d3.dn_loss_iou: 0.3472, d4.dn_loss_cls: 0.0266, d4.dn_loss_bbox: 0.2349, d4.dn_loss_iou: 0.3466, loss: 9.0657, grad_norm: 26.5294 2023-11-23 01:55:20,838 - mmdet - INFO - Epoch [9][5300/7330] lr: 1.000e-05, eta: 4:37:41, time: 0.704, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2280, interm_loss_bbox: 0.1783, interm_loss_iou: 0.4080, loss_cls: 0.1858, loss_bbox: 0.1479, loss_iou: 0.3564, d0.loss_cls: 0.2388, d0.loss_bbox: 0.1529, d0.loss_iou: 0.3656, d1.loss_cls: 0.2074, d1.loss_bbox: 0.1503, d1.loss_iou: 0.3601, d2.loss_cls: 0.1977, d2.loss_bbox: 0.1459, d2.loss_iou: 0.3537, d3.loss_cls: 0.1905, d3.loss_bbox: 0.1468, d3.loss_iou: 0.3553, d4.loss_cls: 0.1871, d4.loss_bbox: 0.1471, d4.loss_iou: 0.3557, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2320, dn_loss_iou: 0.3252, d0.dn_loss_cls: 0.0613, d0.dn_loss_bbox: 0.3456, d0.dn_loss_iou: 0.4441, d1.dn_loss_cls: 0.0351, d1.dn_loss_bbox: 0.2524, d1.dn_loss_iou: 0.3487, d2.dn_loss_cls: 0.0292, d2.dn_loss_bbox: 0.2364, d2.dn_loss_iou: 0.3310, d3.dn_loss_cls: 0.0274, d3.dn_loss_bbox: 0.2326, d3.dn_loss_iou: 0.3258, d4.dn_loss_cls: 0.0264, d4.dn_loss_bbox: 0.2320, d4.dn_loss_iou: 0.3251, loss: 8.8955, grad_norm: 26.0602 2023-11-23 01:55:57,725 - mmdet - INFO - Epoch [9][5350/7330] lr: 1.000e-05, eta: 4:37:07, time: 0.738, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2330, interm_loss_bbox: 0.1812, interm_loss_iou: 0.4133, loss_cls: 0.1953, loss_bbox: 0.1437, loss_iou: 0.3557, d0.loss_cls: 0.2451, d0.loss_bbox: 0.1530, d0.loss_iou: 0.3684, d1.loss_cls: 0.2119, d1.loss_bbox: 0.1505, d1.loss_iou: 0.3633, d2.loss_cls: 0.2022, d2.loss_bbox: 0.1468, d2.loss_iou: 0.3590, d3.loss_cls: 0.1985, d3.loss_bbox: 0.1447, d3.loss_iou: 0.3568, d4.loss_cls: 0.1956, d4.loss_bbox: 0.1446, d4.loss_iou: 0.3560, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2358, dn_loss_iou: 0.3366, d0.dn_loss_cls: 0.0604, d0.dn_loss_bbox: 0.3569, d0.dn_loss_iou: 0.4574, d1.dn_loss_cls: 0.0348, d1.dn_loss_bbox: 0.2618, d1.dn_loss_iou: 0.3627, d2.dn_loss_cls: 0.0290, d2.dn_loss_bbox: 0.2420, d2.dn_loss_iou: 0.3436, d3.dn_loss_cls: 0.0271, d3.dn_loss_bbox: 0.2365, d3.dn_loss_iou: 0.3375, d4.dn_loss_cls: 0.0263, d4.dn_loss_bbox: 0.2358, d4.dn_loss_iou: 0.3366, loss: 9.0651, grad_norm: 23.9453 2023-11-23 01:56:33,214 - mmdet - INFO - Epoch [9][5400/7330] lr: 1.000e-05, eta: 4:36:32, time: 0.710, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2276, interm_loss_bbox: 0.1825, interm_loss_iou: 0.4132, loss_cls: 0.1835, loss_bbox: 0.1504, loss_iou: 0.3623, d0.loss_cls: 0.2403, d0.loss_bbox: 0.1539, d0.loss_iou: 0.3703, d1.loss_cls: 0.2058, d1.loss_bbox: 0.1519, d1.loss_iou: 0.3664, d2.loss_cls: 0.1940, d2.loss_bbox: 0.1497, d2.loss_iou: 0.3618, d3.loss_cls: 0.1879, d3.loss_bbox: 0.1498, d3.loss_iou: 0.3614, d4.loss_cls: 0.1850, d4.loss_bbox: 0.1497, d4.loss_iou: 0.3614, dn_loss_cls: 0.0257, dn_loss_bbox: 0.2347, dn_loss_iou: 0.3322, d0.dn_loss_cls: 0.0604, d0.dn_loss_bbox: 0.3411, d0.dn_loss_iou: 0.4451, d1.dn_loss_cls: 0.0349, d1.dn_loss_bbox: 0.2550, d1.dn_loss_iou: 0.3562, d2.dn_loss_cls: 0.0290, d2.dn_loss_bbox: 0.2396, d2.dn_loss_iou: 0.3385, d3.dn_loss_cls: 0.0270, d3.dn_loss_bbox: 0.2352, d3.dn_loss_iou: 0.3330, d4.dn_loss_cls: 0.0261, d4.dn_loss_bbox: 0.2347, d4.dn_loss_iou: 0.3321, loss: 8.9891, grad_norm: 25.7649 2023-11-23 01:57:07,506 - mmdet - INFO - Epoch [9][5450/7330] lr: 1.000e-05, eta: 4:35:58, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2281, interm_loss_bbox: 0.1754, interm_loss_iou: 0.4166, loss_cls: 0.1895, loss_bbox: 0.1392, loss_iou: 0.3626, d0.loss_cls: 0.2410, d0.loss_bbox: 0.1474, d0.loss_iou: 0.3723, d1.loss_cls: 0.2070, d1.loss_bbox: 0.1462, d1.loss_iou: 0.3717, d2.loss_cls: 0.1976, d2.loss_bbox: 0.1411, d2.loss_iou: 0.3653, d3.loss_cls: 0.1914, d3.loss_bbox: 0.1411, d3.loss_iou: 0.3634, d4.loss_cls: 0.1902, d4.loss_bbox: 0.1400, d4.loss_iou: 0.3629, dn_loss_cls: 0.0253, dn_loss_bbox: 0.2202, dn_loss_iou: 0.3380, d0.dn_loss_cls: 0.0585, d0.dn_loss_bbox: 0.3298, d0.dn_loss_iou: 0.4551, d1.dn_loss_cls: 0.0342, d1.dn_loss_bbox: 0.2411, d1.dn_loss_iou: 0.3612, d2.dn_loss_cls: 0.0285, d2.dn_loss_bbox: 0.2251, d2.dn_loss_iou: 0.3442, d3.dn_loss_cls: 0.0266, d3.dn_loss_bbox: 0.2208, d3.dn_loss_iou: 0.3388, d4.dn_loss_cls: 0.0257, d4.dn_loss_bbox: 0.2202, d4.dn_loss_iou: 0.3379, loss: 8.9214, grad_norm: 25.3008 2023-11-23 01:57:42,189 - mmdet - INFO - Epoch [9][5500/7330] lr: 1.000e-05, eta: 4:35:23, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2286, interm_loss_bbox: 0.1778, interm_loss_iou: 0.4154, loss_cls: 0.1924, loss_bbox: 0.1471, loss_iou: 0.3627, d0.loss_cls: 0.2465, d0.loss_bbox: 0.1509, d0.loss_iou: 0.3730, d1.loss_cls: 0.2107, d1.loss_bbox: 0.1490, d1.loss_iou: 0.3692, d2.loss_cls: 0.1993, d2.loss_bbox: 0.1477, d2.loss_iou: 0.3651, d3.loss_cls: 0.1951, d3.loss_bbox: 0.1475, d3.loss_iou: 0.3632, d4.loss_cls: 0.1934, d4.loss_bbox: 0.1471, d4.loss_iou: 0.3624, dn_loss_cls: 0.0258, dn_loss_bbox: 0.2386, dn_loss_iou: 0.3440, d0.dn_loss_cls: 0.0608, d0.dn_loss_bbox: 0.3545, d0.dn_loss_iou: 0.4618, d1.dn_loss_cls: 0.0346, d1.dn_loss_bbox: 0.2638, d1.dn_loss_iou: 0.3693, d2.dn_loss_cls: 0.0288, d2.dn_loss_bbox: 0.2444, d2.dn_loss_iou: 0.3505, d3.dn_loss_cls: 0.0270, d3.dn_loss_bbox: 0.2392, d3.dn_loss_iou: 0.3448, d4.dn_loss_cls: 0.0261, d4.dn_loss_bbox: 0.2386, d4.dn_loss_iou: 0.3438, loss: 9.1404, grad_norm: 25.2922 2023-11-23 01:58:17,504 - mmdet - INFO - Epoch [9][5550/7330] lr: 1.000e-05, eta: 4:34:48, time: 0.706, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2136, interm_loss_bbox: 0.1752, interm_loss_iou: 0.3939, loss_cls: 0.1718, loss_bbox: 0.1444, loss_iou: 0.3415, d0.loss_cls: 0.2262, d0.loss_bbox: 0.1493, d0.loss_iou: 0.3524, d1.loss_cls: 0.1903, d1.loss_bbox: 0.1468, d1.loss_iou: 0.3481, d2.loss_cls: 0.1805, d2.loss_bbox: 0.1432, d2.loss_iou: 0.3421, d3.loss_cls: 0.1753, d3.loss_bbox: 0.1439, d3.loss_iou: 0.3408, d4.loss_cls: 0.1727, d4.loss_bbox: 0.1436, d4.loss_iou: 0.3414, dn_loss_cls: 0.0223, dn_loss_bbox: 0.2185, dn_loss_iou: 0.3194, d0.dn_loss_cls: 0.0563, d0.dn_loss_bbox: 0.3281, d0.dn_loss_iou: 0.4359, d1.dn_loss_cls: 0.0316, d1.dn_loss_bbox: 0.2408, d1.dn_loss_iou: 0.3434, d2.dn_loss_cls: 0.0258, d2.dn_loss_bbox: 0.2236, d2.dn_loss_iou: 0.3254, d3.dn_loss_cls: 0.0239, d3.dn_loss_bbox: 0.2191, d3.dn_loss_iou: 0.3201, d4.dn_loss_cls: 0.0228, d4.dn_loss_bbox: 0.2185, d4.dn_loss_iou: 0.3192, loss: 8.5314, grad_norm: 25.8139 2023-11-23 01:58:52,799 - mmdet - INFO - Epoch [9][5600/7330] lr: 1.000e-05, eta: 4:34:14, time: 0.706, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2255, interm_loss_bbox: 0.1880, interm_loss_iou: 0.4155, loss_cls: 0.1845, loss_bbox: 0.1496, loss_iou: 0.3584, d0.loss_cls: 0.2366, d0.loss_bbox: 0.1585, d0.loss_iou: 0.3707, d1.loss_cls: 0.2051, d1.loss_bbox: 0.1533, d1.loss_iou: 0.3643, d2.loss_cls: 0.1953, d2.loss_bbox: 0.1485, d2.loss_iou: 0.3574, d3.loss_cls: 0.1871, d3.loss_bbox: 0.1500, d3.loss_iou: 0.3589, d4.loss_cls: 0.1848, d4.loss_bbox: 0.1494, d4.loss_iou: 0.3581, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2458, dn_loss_iou: 0.3389, d0.dn_loss_cls: 0.0606, d0.dn_loss_bbox: 0.3696, d0.dn_loss_iou: 0.4633, d1.dn_loss_cls: 0.0353, d1.dn_loss_bbox: 0.2724, d1.dn_loss_iou: 0.3655, d2.dn_loss_cls: 0.0290, d2.dn_loss_bbox: 0.2514, d2.dn_loss_iou: 0.3456, d3.dn_loss_cls: 0.0271, d3.dn_loss_bbox: 0.2463, d3.dn_loss_iou: 0.3394, d4.dn_loss_cls: 0.0259, d4.dn_loss_bbox: 0.2458, d4.dn_loss_iou: 0.3388, loss: 9.1256, grad_norm: 25.3119 2023-11-23 01:59:27,781 - mmdet - INFO - Epoch [9][5650/7330] lr: 1.000e-05, eta: 4:33:39, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2242, interm_loss_bbox: 0.1762, interm_loss_iou: 0.4057, loss_cls: 0.1850, loss_bbox: 0.1422, loss_iou: 0.3492, d0.loss_cls: 0.2380, d0.loss_bbox: 0.1495, d0.loss_iou: 0.3634, d1.loss_cls: 0.2056, d1.loss_bbox: 0.1459, d1.loss_iou: 0.3565, d2.loss_cls: 0.1929, d2.loss_bbox: 0.1427, d2.loss_iou: 0.3529, d3.loss_cls: 0.1882, d3.loss_bbox: 0.1421, d3.loss_iou: 0.3503, d4.loss_cls: 0.1862, d4.loss_bbox: 0.1422, d4.loss_iou: 0.3490, dn_loss_cls: 0.0251, dn_loss_bbox: 0.2258, dn_loss_iou: 0.3316, d0.dn_loss_cls: 0.0605, d0.dn_loss_bbox: 0.3382, d0.dn_loss_iou: 0.4493, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2476, d1.dn_loss_iou: 0.3556, d2.dn_loss_cls: 0.0289, d2.dn_loss_bbox: 0.2305, d2.dn_loss_iou: 0.3377, d3.dn_loss_cls: 0.0268, d3.dn_loss_bbox: 0.2264, d3.dn_loss_iou: 0.3324, d4.dn_loss_cls: 0.0256, d4.dn_loss_bbox: 0.2258, d4.dn_loss_iou: 0.3316, loss: 8.8219, grad_norm: 25.5531 2023-11-23 02:00:02,162 - mmdet - INFO - Epoch [9][5700/7330] lr: 1.000e-05, eta: 4:33:05, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2267, interm_loss_bbox: 0.1763, interm_loss_iou: 0.3971, loss_cls: 0.1849, loss_bbox: 0.1470, loss_iou: 0.3444, d0.loss_cls: 0.2397, d0.loss_bbox: 0.1504, d0.loss_iou: 0.3578, d1.loss_cls: 0.2018, d1.loss_bbox: 0.1506, d1.loss_iou: 0.3521, d2.loss_cls: 0.1915, d2.loss_bbox: 0.1472, d2.loss_iou: 0.3472, d3.loss_cls: 0.1874, d3.loss_bbox: 0.1454, d3.loss_iou: 0.3456, d4.loss_cls: 0.1852, d4.loss_bbox: 0.1465, d4.loss_iou: 0.3450, dn_loss_cls: 0.0252, dn_loss_bbox: 0.2414, dn_loss_iou: 0.3379, d0.dn_loss_cls: 0.0596, d0.dn_loss_bbox: 0.3598, d0.dn_loss_iou: 0.4574, d1.dn_loss_cls: 0.0342, d1.dn_loss_bbox: 0.2668, d1.dn_loss_iou: 0.3640, d2.dn_loss_cls: 0.0284, d2.dn_loss_bbox: 0.2471, d2.dn_loss_iou: 0.3444, d3.dn_loss_cls: 0.0265, d3.dn_loss_bbox: 0.2418, d3.dn_loss_iou: 0.3387, d4.dn_loss_cls: 0.0256, d4.dn_loss_bbox: 0.2414, d4.dn_loss_iou: 0.3378, loss: 8.9476, grad_norm: 24.8216 2023-11-23 02:00:36,572 - mmdet - INFO - Epoch [9][5750/7330] lr: 1.000e-05, eta: 4:32:30, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2345, interm_loss_bbox: 0.1805, interm_loss_iou: 0.3949, loss_cls: 0.1909, loss_bbox: 0.1478, loss_iou: 0.3450, d0.loss_cls: 0.2474, d0.loss_bbox: 0.1548, d0.loss_iou: 0.3565, d1.loss_cls: 0.2119, d1.loss_bbox: 0.1515, d1.loss_iou: 0.3514, d2.loss_cls: 0.2003, d2.loss_bbox: 0.1487, d2.loss_iou: 0.3466, d3.loss_cls: 0.1941, d3.loss_bbox: 0.1481, d3.loss_iou: 0.3457, d4.loss_cls: 0.1922, d4.loss_bbox: 0.1473, d4.loss_iou: 0.3448, dn_loss_cls: 0.0267, dn_loss_bbox: 0.2498, dn_loss_iou: 0.3386, d0.dn_loss_cls: 0.0614, d0.dn_loss_bbox: 0.3655, d0.dn_loss_iou: 0.4578, d1.dn_loss_cls: 0.0353, d1.dn_loss_bbox: 0.2735, d1.dn_loss_iou: 0.3638, d2.dn_loss_cls: 0.0299, d2.dn_loss_bbox: 0.2557, d2.dn_loss_iou: 0.3458, d3.dn_loss_cls: 0.0280, d3.dn_loss_bbox: 0.2505, d3.dn_loss_iou: 0.3395, d4.dn_loss_cls: 0.0270, d4.dn_loss_bbox: 0.2498, d4.dn_loss_iou: 0.3385, loss: 9.0723, grad_norm: 24.5973 2023-11-23 02:01:11,423 - mmdet - INFO - Epoch [9][5800/7330] lr: 1.000e-05, eta: 4:31:55, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2287, interm_loss_bbox: 0.1764, interm_loss_iou: 0.4083, loss_cls: 0.1863, loss_bbox: 0.1483, loss_iou: 0.3620, d0.loss_cls: 0.2442, d0.loss_bbox: 0.1521, d0.loss_iou: 0.3680, d1.loss_cls: 0.2077, d1.loss_bbox: 0.1513, d1.loss_iou: 0.3666, d2.loss_cls: 0.1968, d2.loss_bbox: 0.1472, d2.loss_iou: 0.3609, d3.loss_cls: 0.1899, d3.loss_bbox: 0.1483, d3.loss_iou: 0.3616, d4.loss_cls: 0.1874, d4.loss_bbox: 0.1481, d4.loss_iou: 0.3619, dn_loss_cls: 0.0241, dn_loss_bbox: 0.2360, dn_loss_iou: 0.3427, d0.dn_loss_cls: 0.0588, d0.dn_loss_bbox: 0.3520, d0.dn_loss_iou: 0.4585, d1.dn_loss_cls: 0.0333, d1.dn_loss_bbox: 0.2603, d1.dn_loss_iou: 0.3683, d2.dn_loss_cls: 0.0277, d2.dn_loss_bbox: 0.2416, d2.dn_loss_iou: 0.3495, d3.dn_loss_cls: 0.0259, d3.dn_loss_bbox: 0.2366, d3.dn_loss_iou: 0.3434, d4.dn_loss_cls: 0.0246, d4.dn_loss_bbox: 0.2360, d4.dn_loss_iou: 0.3426, loss: 9.0641, grad_norm: 26.0914 2023-11-23 02:01:46,285 - mmdet - INFO - Epoch [9][5850/7330] lr: 1.000e-05, eta: 4:31:21, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2297, interm_loss_bbox: 0.1846, interm_loss_iou: 0.4154, loss_cls: 0.1852, loss_bbox: 0.1582, loss_iou: 0.3671, d0.loss_cls: 0.2453, d0.loss_bbox: 0.1598, d0.loss_iou: 0.3742, d1.loss_cls: 0.2075, d1.loss_bbox: 0.1583, d1.loss_iou: 0.3707, d2.loss_cls: 0.1960, d2.loss_bbox: 0.1568, d2.loss_iou: 0.3656, d3.loss_cls: 0.1888, d3.loss_bbox: 0.1572, d3.loss_iou: 0.3671, d4.loss_cls: 0.1861, d4.loss_bbox: 0.1578, d4.loss_iou: 0.3669, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2375, dn_loss_iou: 0.3385, d0.dn_loss_cls: 0.0606, d0.dn_loss_bbox: 0.3580, d0.dn_loss_iou: 0.4590, d1.dn_loss_cls: 0.0352, d1.dn_loss_bbox: 0.2610, d1.dn_loss_iou: 0.3630, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2424, d2.dn_loss_iou: 0.3442, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2379, d3.dn_loss_iou: 0.3391, d4.dn_loss_cls: 0.0263, d4.dn_loss_bbox: 0.2375, d4.dn_loss_iou: 0.3384, loss: 9.1589, grad_norm: 26.4841 2023-11-23 02:02:21,244 - mmdet - INFO - Epoch [9][5900/7330] lr: 1.000e-05, eta: 4:30:46, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2315, interm_loss_bbox: 0.1722, interm_loss_iou: 0.4061, loss_cls: 0.1848, loss_bbox: 0.1452, loss_iou: 0.3580, d0.loss_cls: 0.2458, d0.loss_bbox: 0.1495, d0.loss_iou: 0.3676, d1.loss_cls: 0.2104, d1.loss_bbox: 0.1467, d1.loss_iou: 0.3626, d2.loss_cls: 0.1964, d2.loss_bbox: 0.1445, d2.loss_iou: 0.3583, d3.loss_cls: 0.1904, d3.loss_bbox: 0.1441, d3.loss_iou: 0.3571, d4.loss_cls: 0.1865, d4.loss_bbox: 0.1445, d4.loss_iou: 0.3572, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2354, dn_loss_iou: 0.3462, d0.dn_loss_cls: 0.0594, d0.dn_loss_bbox: 0.3472, d0.dn_loss_iou: 0.4646, d1.dn_loss_cls: 0.0350, d1.dn_loss_bbox: 0.2584, d1.dn_loss_iou: 0.3709, d2.dn_loss_cls: 0.0292, d2.dn_loss_bbox: 0.2411, d2.dn_loss_iou: 0.3529, d3.dn_loss_cls: 0.0276, d3.dn_loss_bbox: 0.2362, d3.dn_loss_iou: 0.3472, d4.dn_loss_cls: 0.0265, d4.dn_loss_bbox: 0.2354, d4.dn_loss_iou: 0.3462, loss: 9.0449, grad_norm: 25.7013 2023-11-23 02:02:55,913 - mmdet - INFO - Epoch [9][5950/7330] lr: 1.000e-05, eta: 4:30:11, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2241, interm_loss_bbox: 0.1836, interm_loss_iou: 0.4144, loss_cls: 0.1803, loss_bbox: 0.1531, loss_iou: 0.3623, d0.loss_cls: 0.2406, d0.loss_bbox: 0.1545, d0.loss_iou: 0.3694, d1.loss_cls: 0.2029, d1.loss_bbox: 0.1549, d1.loss_iou: 0.3668, d2.loss_cls: 0.1912, d2.loss_bbox: 0.1525, d2.loss_iou: 0.3613, d3.loss_cls: 0.1853, d3.loss_bbox: 0.1521, d3.loss_iou: 0.3611, d4.loss_cls: 0.1814, d4.loss_bbox: 0.1532, d4.loss_iou: 0.3622, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2520, dn_loss_iou: 0.3447, d0.dn_loss_cls: 0.0610, d0.dn_loss_bbox: 0.3685, d0.dn_loss_iou: 0.4611, d1.dn_loss_cls: 0.0341, d1.dn_loss_bbox: 0.2752, d1.dn_loss_iou: 0.3695, d2.dn_loss_cls: 0.0281, d2.dn_loss_bbox: 0.2566, d2.dn_loss_iou: 0.3508, d3.dn_loss_cls: 0.0262, d3.dn_loss_bbox: 0.2525, d3.dn_loss_iou: 0.3453, d4.dn_loss_cls: 0.0250, d4.dn_loss_bbox: 0.2520, d4.dn_loss_iou: 0.3446, loss: 9.1790, grad_norm: 26.7641 2023-11-23 02:03:30,381 - mmdet - INFO - Epoch [9][6000/7330] lr: 1.000e-05, eta: 4:29:37, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2264, interm_loss_bbox: 0.1832, interm_loss_iou: 0.4036, loss_cls: 0.1886, loss_bbox: 0.1469, loss_iou: 0.3487, d0.loss_cls: 0.2440, d0.loss_bbox: 0.1521, d0.loss_iou: 0.3593, d1.loss_cls: 0.2093, d1.loss_bbox: 0.1511, d1.loss_iou: 0.3563, d2.loss_cls: 0.1963, d2.loss_bbox: 0.1485, d2.loss_iou: 0.3516, d3.loss_cls: 0.1904, d3.loss_bbox: 0.1487, d3.loss_iou: 0.3504, d4.loss_cls: 0.1889, d4.loss_bbox: 0.1473, d4.loss_iou: 0.3487, dn_loss_cls: 0.0243, dn_loss_bbox: 0.2365, dn_loss_iou: 0.3298, d0.dn_loss_cls: 0.0587, d0.dn_loss_bbox: 0.3546, d0.dn_loss_iou: 0.4471, d1.dn_loss_cls: 0.0333, d1.dn_loss_bbox: 0.2621, d1.dn_loss_iou: 0.3558, d2.dn_loss_cls: 0.0275, d2.dn_loss_bbox: 0.2418, d2.dn_loss_iou: 0.3363, d3.dn_loss_cls: 0.0258, d3.dn_loss_bbox: 0.2370, d3.dn_loss_iou: 0.3306, d4.dn_loss_cls: 0.0247, d4.dn_loss_bbox: 0.2365, d4.dn_loss_iou: 0.3297, loss: 8.9324, grad_norm: 25.5043 2023-11-23 02:04:04,828 - mmdet - INFO - Epoch [9][6050/7330] lr: 1.000e-05, eta: 4:29:02, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2323, interm_loss_bbox: 0.1756, interm_loss_iou: 0.4012, loss_cls: 0.1909, loss_bbox: 0.1465, loss_iou: 0.3475, d0.loss_cls: 0.2470, d0.loss_bbox: 0.1508, d0.loss_iou: 0.3580, d1.loss_cls: 0.2107, d1.loss_bbox: 0.1493, d1.loss_iou: 0.3526, d2.loss_cls: 0.1992, d2.loss_bbox: 0.1480, d2.loss_iou: 0.3486, d3.loss_cls: 0.1943, d3.loss_bbox: 0.1468, d3.loss_iou: 0.3475, d4.loss_cls: 0.1920, d4.loss_bbox: 0.1463, d4.loss_iou: 0.3476, dn_loss_cls: 0.0251, dn_loss_bbox: 0.2434, dn_loss_iou: 0.3298, d0.dn_loss_cls: 0.0609, d0.dn_loss_bbox: 0.3558, d0.dn_loss_iou: 0.4420, d1.dn_loss_cls: 0.0349, d1.dn_loss_bbox: 0.2642, d1.dn_loss_iou: 0.3520, d2.dn_loss_cls: 0.0288, d2.dn_loss_bbox: 0.2477, d2.dn_loss_iou: 0.3349, d3.dn_loss_cls: 0.0268, d3.dn_loss_bbox: 0.2440, d3.dn_loss_iou: 0.3304, d4.dn_loss_cls: 0.0257, d4.dn_loss_bbox: 0.2435, d4.dn_loss_iou: 0.3296, loss: 8.9523, grad_norm: 25.2039 2023-11-23 02:04:39,589 - mmdet - INFO - Epoch [9][6100/7330] lr: 1.000e-05, eta: 4:28:27, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2326, interm_loss_bbox: 0.1765, interm_loss_iou: 0.4089, loss_cls: 0.1886, loss_bbox: 0.1474, loss_iou: 0.3568, d0.loss_cls: 0.2487, d0.loss_bbox: 0.1497, d0.loss_iou: 0.3636, d1.loss_cls: 0.2112, d1.loss_bbox: 0.1508, d1.loss_iou: 0.3619, d2.loss_cls: 0.1984, d2.loss_bbox: 0.1480, d2.loss_iou: 0.3568, d3.loss_cls: 0.1921, d3.loss_bbox: 0.1468, d3.loss_iou: 0.3566, d4.loss_cls: 0.1889, d4.loss_bbox: 0.1473, d4.loss_iou: 0.3569, dn_loss_cls: 0.0255, dn_loss_bbox: 0.2362, dn_loss_iou: 0.3398, d0.dn_loss_cls: 0.0600, d0.dn_loss_bbox: 0.3517, d0.dn_loss_iou: 0.4588, d1.dn_loss_cls: 0.0346, d1.dn_loss_bbox: 0.2591, d1.dn_loss_iou: 0.3649, d2.dn_loss_cls: 0.0288, d2.dn_loss_bbox: 0.2408, d2.dn_loss_iou: 0.3461, d3.dn_loss_cls: 0.0269, d3.dn_loss_bbox: 0.2366, d3.dn_loss_iou: 0.3403, d4.dn_loss_cls: 0.0259, d4.dn_loss_bbox: 0.2361, d4.dn_loss_iou: 0.3397, loss: 9.0404, grad_norm: 24.6637 2023-11-23 02:05:14,451 - mmdet - INFO - Epoch [9][6150/7330] lr: 1.000e-05, eta: 4:27:52, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2275, interm_loss_bbox: 0.1759, interm_loss_iou: 0.3963, loss_cls: 0.1878, loss_bbox: 0.1431, loss_iou: 0.3434, d0.loss_cls: 0.2389, d0.loss_bbox: 0.1509, d0.loss_iou: 0.3545, d1.loss_cls: 0.2066, d1.loss_bbox: 0.1480, d1.loss_iou: 0.3508, d2.loss_cls: 0.1976, d2.loss_bbox: 0.1435, d2.loss_iou: 0.3447, d3.loss_cls: 0.1911, d3.loss_bbox: 0.1430, d3.loss_iou: 0.3444, d4.loss_cls: 0.1882, d4.loss_bbox: 0.1433, d4.loss_iou: 0.3439, dn_loss_cls: 0.0254, dn_loss_bbox: 0.2467, dn_loss_iou: 0.3289, d0.dn_loss_cls: 0.0602, d0.dn_loss_bbox: 0.3642, d0.dn_loss_iou: 0.4449, d1.dn_loss_cls: 0.0344, d1.dn_loss_bbox: 0.2703, d1.dn_loss_iou: 0.3539, d2.dn_loss_cls: 0.0288, d2.dn_loss_bbox: 0.2521, d2.dn_loss_iou: 0.3356, d3.dn_loss_cls: 0.0270, d3.dn_loss_bbox: 0.2472, d3.dn_loss_iou: 0.3296, d4.dn_loss_cls: 0.0259, d4.dn_loss_bbox: 0.2467, d4.dn_loss_iou: 0.3288, loss: 8.9140, grad_norm: 25.2832 2023-11-23 02:05:49,040 - mmdet - INFO - Epoch [9][6200/7330] lr: 1.000e-05, eta: 4:27:18, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2292, interm_loss_bbox: 0.1849, interm_loss_iou: 0.3880, loss_cls: 0.1870, loss_bbox: 0.1477, loss_iou: 0.3355, d0.loss_cls: 0.2433, d0.loss_bbox: 0.1545, d0.loss_iou: 0.3456, d1.loss_cls: 0.2067, d1.loss_bbox: 0.1525, d1.loss_iou: 0.3416, d2.loss_cls: 0.1955, d2.loss_bbox: 0.1494, d2.loss_iou: 0.3375, d3.loss_cls: 0.1898, d3.loss_bbox: 0.1483, d3.loss_iou: 0.3359, d4.loss_cls: 0.1881, d4.loss_bbox: 0.1476, d4.loss_iou: 0.3353, dn_loss_cls: 0.0249, dn_loss_bbox: 0.2348, dn_loss_iou: 0.3167, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3668, d0.dn_loss_iou: 0.4411, d1.dn_loss_cls: 0.0342, d1.dn_loss_bbox: 0.2634, d1.dn_loss_iou: 0.3438, d2.dn_loss_cls: 0.0285, d2.dn_loss_bbox: 0.2415, d2.dn_loss_iou: 0.3239, d3.dn_loss_cls: 0.0266, d3.dn_loss_bbox: 0.2356, d3.dn_loss_iou: 0.3176, d4.dn_loss_cls: 0.0255, d4.dn_loss_bbox: 0.2348, d4.dn_loss_iou: 0.3166, loss: 8.7808, grad_norm: 24.5602 2023-11-23 02:06:23,317 - mmdet - INFO - Epoch [9][6250/7330] lr: 1.000e-05, eta: 4:26:43, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2334, interm_loss_bbox: 0.1747, interm_loss_iou: 0.4071, loss_cls: 0.1893, loss_bbox: 0.1459, loss_iou: 0.3599, d0.loss_cls: 0.2477, d0.loss_bbox: 0.1476, d0.loss_iou: 0.3649, d1.loss_cls: 0.2117, d1.loss_bbox: 0.1475, d1.loss_iou: 0.3650, d2.loss_cls: 0.1975, d2.loss_bbox: 0.1461, d2.loss_iou: 0.3617, d3.loss_cls: 0.1927, d3.loss_bbox: 0.1463, d3.loss_iou: 0.3602, d4.loss_cls: 0.1896, d4.loss_bbox: 0.1464, d4.loss_iou: 0.3602, dn_loss_cls: 0.0266, dn_loss_bbox: 0.2336, dn_loss_iou: 0.3421, d0.dn_loss_cls: 0.0617, d0.dn_loss_bbox: 0.3469, d0.dn_loss_iou: 0.4591, d1.dn_loss_cls: 0.0360, d1.dn_loss_bbox: 0.2549, d1.dn_loss_iou: 0.3662, d2.dn_loss_cls: 0.0298, d2.dn_loss_bbox: 0.2384, d2.dn_loss_iou: 0.3484, d3.dn_loss_cls: 0.0280, d3.dn_loss_bbox: 0.2342, d3.dn_loss_iou: 0.3430, d4.dn_loss_cls: 0.0268, d4.dn_loss_bbox: 0.2337, d4.dn_loss_iou: 0.3420, loss: 9.0470, grad_norm: 24.2916 2023-11-23 02:06:59,888 - mmdet - INFO - Epoch [9][6300/7330] lr: 1.000e-05, eta: 4:26:09, time: 0.731, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2317, interm_loss_bbox: 0.1823, interm_loss_iou: 0.4020, loss_cls: 0.1864, loss_bbox: 0.1515, loss_iou: 0.3557, d0.loss_cls: 0.2441, d0.loss_bbox: 0.1575, d0.loss_iou: 0.3647, d1.loss_cls: 0.2086, d1.loss_bbox: 0.1541, d1.loss_iou: 0.3589, d2.loss_cls: 0.1948, d2.loss_bbox: 0.1520, d2.loss_iou: 0.3559, d3.loss_cls: 0.1889, d3.loss_bbox: 0.1522, d3.loss_iou: 0.3565, d4.loss_cls: 0.1873, d4.loss_bbox: 0.1514, d4.loss_iou: 0.3555, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2348, dn_loss_iou: 0.3366, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3531, d0.dn_loss_iou: 0.4561, d1.dn_loss_cls: 0.0346, d1.dn_loss_bbox: 0.2591, d1.dn_loss_iou: 0.3620, d2.dn_loss_cls: 0.0288, d2.dn_loss_bbox: 0.2404, d2.dn_loss_iou: 0.3435, d3.dn_loss_cls: 0.0271, d3.dn_loss_bbox: 0.2356, d3.dn_loss_iou: 0.3375, d4.dn_loss_cls: 0.0260, d4.dn_loss_bbox: 0.2348, d4.dn_loss_iou: 0.3365, loss: 9.0246, grad_norm: 23.1258 2023-11-23 02:07:34,043 - mmdet - INFO - Epoch [9][6350/7330] lr: 1.000e-05, eta: 4:25:34, time: 0.683, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2304, interm_loss_bbox: 0.1769, interm_loss_iou: 0.3925, loss_cls: 0.1844, loss_bbox: 0.1442, loss_iou: 0.3407, d0.loss_cls: 0.2409, d0.loss_bbox: 0.1504, d0.loss_iou: 0.3510, d1.loss_cls: 0.2072, d1.loss_bbox: 0.1475, d1.loss_iou: 0.3454, d2.loss_cls: 0.1962, d2.loss_bbox: 0.1422, d2.loss_iou: 0.3397, d3.loss_cls: 0.1891, d3.loss_bbox: 0.1431, d3.loss_iou: 0.3402, d4.loss_cls: 0.1856, d4.loss_bbox: 0.1437, d4.loss_iou: 0.3405, dn_loss_cls: 0.0240, dn_loss_bbox: 0.2301, dn_loss_iou: 0.3257, d0.dn_loss_cls: 0.0576, d0.dn_loss_bbox: 0.3458, d0.dn_loss_iou: 0.4452, d1.dn_loss_cls: 0.0329, d1.dn_loss_bbox: 0.2537, d1.dn_loss_iou: 0.3503, d2.dn_loss_cls: 0.0270, d2.dn_loss_bbox: 0.2356, d2.dn_loss_iou: 0.3319, d3.dn_loss_cls: 0.0253, d3.dn_loss_bbox: 0.2308, d3.dn_loss_iou: 0.3263, d4.dn_loss_cls: 0.0243, d4.dn_loss_bbox: 0.2301, d4.dn_loss_iou: 0.3256, loss: 8.7536, grad_norm: 26.4416 2023-11-23 02:08:08,857 - mmdet - INFO - Epoch [9][6400/7330] lr: 1.000e-05, eta: 4:24:59, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2223, interm_loss_bbox: 0.1798, interm_loss_iou: 0.3850, loss_cls: 0.1816, loss_bbox: 0.1455, loss_iou: 0.3329, d0.loss_cls: 0.2336, d0.loss_bbox: 0.1531, d0.loss_iou: 0.3446, d1.loss_cls: 0.2012, d1.loss_bbox: 0.1484, d1.loss_iou: 0.3399, d2.loss_cls: 0.1887, d2.loss_bbox: 0.1474, d2.loss_iou: 0.3365, d3.loss_cls: 0.1838, d3.loss_bbox: 0.1464, d3.loss_iou: 0.3348, d4.loss_cls: 0.1824, d4.loss_bbox: 0.1451, d4.loss_iou: 0.3330, dn_loss_cls: 0.0245, dn_loss_bbox: 0.2385, dn_loss_iou: 0.3219, d0.dn_loss_cls: 0.0589, d0.dn_loss_bbox: 0.3520, d0.dn_loss_iou: 0.4362, d1.dn_loss_cls: 0.0342, d1.dn_loss_bbox: 0.2611, d1.dn_loss_iou: 0.3456, d2.dn_loss_cls: 0.0281, d2.dn_loss_bbox: 0.2436, d2.dn_loss_iou: 0.3285, d3.dn_loss_cls: 0.0264, d3.dn_loss_bbox: 0.2391, d3.dn_loss_iou: 0.3228, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2385, d4.dn_loss_iou: 0.3218, loss: 8.7124, grad_norm: 24.1371 2023-11-23 02:08:43,186 - mmdet - INFO - Epoch [9][6450/7330] lr: 1.000e-05, eta: 4:24:25, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2352, interm_loss_bbox: 0.1837, interm_loss_iou: 0.4055, loss_cls: 0.1932, loss_bbox: 0.1519, loss_iou: 0.3482, d0.loss_cls: 0.2517, d0.loss_bbox: 0.1554, d0.loss_iou: 0.3581, d1.loss_cls: 0.2160, d1.loss_bbox: 0.1548, d1.loss_iou: 0.3536, d2.loss_cls: 0.2004, d2.loss_bbox: 0.1537, d2.loss_iou: 0.3527, d3.loss_cls: 0.1951, d3.loss_bbox: 0.1520, d3.loss_iou: 0.3495, d4.loss_cls: 0.1933, d4.loss_bbox: 0.1519, d4.loss_iou: 0.3486, dn_loss_cls: 0.0273, dn_loss_bbox: 0.2406, dn_loss_iou: 0.3421, d0.dn_loss_cls: 0.0614, d0.dn_loss_bbox: 0.3562, d0.dn_loss_iou: 0.4593, d1.dn_loss_cls: 0.0360, d1.dn_loss_bbox: 0.2655, d1.dn_loss_iou: 0.3682, d2.dn_loss_cls: 0.0303, d2.dn_loss_bbox: 0.2466, d2.dn_loss_iou: 0.3495, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2411, d3.dn_loss_iou: 0.3429, d4.dn_loss_cls: 0.0275, d4.dn_loss_bbox: 0.2406, d4.dn_loss_iou: 0.3420, loss: 9.1102, grad_norm: 24.3088 2023-11-23 02:09:17,815 - mmdet - INFO - Epoch [9][6500/7330] lr: 1.000e-05, eta: 4:23:50, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2296, interm_loss_bbox: 0.1770, interm_loss_iou: 0.4007, loss_cls: 0.1871, loss_bbox: 0.1482, loss_iou: 0.3483, d0.loss_cls: 0.2420, d0.loss_bbox: 0.1523, d0.loss_iou: 0.3570, d1.loss_cls: 0.2084, d1.loss_bbox: 0.1495, d1.loss_iou: 0.3522, d2.loss_cls: 0.1952, d2.loss_bbox: 0.1487, d2.loss_iou: 0.3504, d3.loss_cls: 0.1904, d3.loss_bbox: 0.1487, d3.loss_iou: 0.3486, d4.loss_cls: 0.1883, d4.loss_bbox: 0.1481, d4.loss_iou: 0.3475, dn_loss_cls: 0.0251, dn_loss_bbox: 0.2478, dn_loss_iou: 0.3336, d0.dn_loss_cls: 0.0597, d0.dn_loss_bbox: 0.3681, d0.dn_loss_iou: 0.4509, d1.dn_loss_cls: 0.0349, d1.dn_loss_bbox: 0.2716, d1.dn_loss_iou: 0.3584, d2.dn_loss_cls: 0.0286, d2.dn_loss_bbox: 0.2533, d2.dn_loss_iou: 0.3403, d3.dn_loss_cls: 0.0268, d3.dn_loss_bbox: 0.2484, d3.dn_loss_iou: 0.3346, d4.dn_loss_cls: 0.0256, d4.dn_loss_bbox: 0.2479, d4.dn_loss_iou: 0.3336, loss: 9.0074, grad_norm: 24.4585 2023-11-23 02:09:52,444 - mmdet - INFO - Epoch [9][6550/7330] lr: 1.000e-05, eta: 4:23:15, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2196, interm_loss_bbox: 0.1822, interm_loss_iou: 0.4025, loss_cls: 0.1790, loss_bbox: 0.1498, loss_iou: 0.3467, d0.loss_cls: 0.2335, d0.loss_bbox: 0.1538, d0.loss_iou: 0.3575, d1.loss_cls: 0.1985, d1.loss_bbox: 0.1519, d1.loss_iou: 0.3544, d2.loss_cls: 0.1863, d2.loss_bbox: 0.1492, d2.loss_iou: 0.3489, d3.loss_cls: 0.1819, d3.loss_bbox: 0.1486, d3.loss_iou: 0.3479, d4.loss_cls: 0.1786, d4.loss_bbox: 0.1498, d4.loss_iou: 0.3474, dn_loss_cls: 0.0245, dn_loss_bbox: 0.2300, dn_loss_iou: 0.3328, d0.dn_loss_cls: 0.0600, d0.dn_loss_bbox: 0.3419, d0.dn_loss_iou: 0.4512, d1.dn_loss_cls: 0.0339, d1.dn_loss_bbox: 0.2528, d1.dn_loss_iou: 0.3580, d2.dn_loss_cls: 0.0277, d2.dn_loss_bbox: 0.2352, d2.dn_loss_iou: 0.3391, d3.dn_loss_cls: 0.0259, d3.dn_loss_bbox: 0.2304, d3.dn_loss_iou: 0.3335, d4.dn_loss_cls: 0.0248, d4.dn_loss_bbox: 0.2301, d4.dn_loss_iou: 0.3328, loss: 8.8325, grad_norm: 25.6097 2023-11-23 02:10:27,299 - mmdet - INFO - Epoch [9][6600/7330] lr: 1.000e-05, eta: 4:22:41, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2234, interm_loss_bbox: 0.1833, interm_loss_iou: 0.3984, loss_cls: 0.1813, loss_bbox: 0.1500, loss_iou: 0.3454, d0.loss_cls: 0.2371, d0.loss_bbox: 0.1548, d0.loss_iou: 0.3539, d1.loss_cls: 0.2006, d1.loss_bbox: 0.1534, d1.loss_iou: 0.3503, d2.loss_cls: 0.1886, d2.loss_bbox: 0.1520, d2.loss_iou: 0.3472, d3.loss_cls: 0.1853, d3.loss_bbox: 0.1504, d3.loss_iou: 0.3451, d4.loss_cls: 0.1817, d4.loss_bbox: 0.1502, d4.loss_iou: 0.3455, dn_loss_cls: 0.0248, dn_loss_bbox: 0.2311, dn_loss_iou: 0.3236, d0.dn_loss_cls: 0.0585, d0.dn_loss_bbox: 0.3494, d0.dn_loss_iou: 0.4412, d1.dn_loss_cls: 0.0333, d1.dn_loss_bbox: 0.2565, d1.dn_loss_iou: 0.3484, d2.dn_loss_cls: 0.0278, d2.dn_loss_bbox: 0.2369, d2.dn_loss_iou: 0.3303, d3.dn_loss_cls: 0.0261, d3.dn_loss_bbox: 0.2316, d3.dn_loss_iou: 0.3244, d4.dn_loss_cls: 0.0252, d4.dn_loss_bbox: 0.2312, d4.dn_loss_iou: 0.3234, loss: 8.8018, grad_norm: 25.1354 2023-11-23 02:11:06,170 - mmdet - INFO - Epoch [9][6650/7330] lr: 1.000e-05, eta: 4:22:07, time: 0.778, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2272, interm_loss_bbox: 0.1802, interm_loss_iou: 0.4096, loss_cls: 0.1865, loss_bbox: 0.1464, loss_iou: 0.3558, d0.loss_cls: 0.2399, d0.loss_bbox: 0.1542, d0.loss_iou: 0.3674, d1.loss_cls: 0.2080, d1.loss_bbox: 0.1516, d1.loss_iou: 0.3633, d2.loss_cls: 0.1965, d2.loss_bbox: 0.1478, d2.loss_iou: 0.3583, d3.loss_cls: 0.1905, d3.loss_bbox: 0.1465, d3.loss_iou: 0.3561, d4.loss_cls: 0.1876, d4.loss_bbox: 0.1463, d4.loss_iou: 0.3558, dn_loss_cls: 0.0264, dn_loss_bbox: 0.2389, dn_loss_iou: 0.3346, d0.dn_loss_cls: 0.0594, d0.dn_loss_bbox: 0.3449, d0.dn_loss_iou: 0.4493, d1.dn_loss_cls: 0.0354, d1.dn_loss_bbox: 0.2591, d1.dn_loss_iou: 0.3583, d2.dn_loss_cls: 0.0297, d2.dn_loss_bbox: 0.2437, d2.dn_loss_iou: 0.3411, d3.dn_loss_cls: 0.0277, d3.dn_loss_bbox: 0.2397, d3.dn_loss_iou: 0.3355, d4.dn_loss_cls: 0.0267, d4.dn_loss_bbox: 0.2389, d4.dn_loss_iou: 0.3345, loss: 8.9993, grad_norm: 24.2345 2023-11-23 02:11:41,530 - mmdet - INFO - Epoch [9][6700/7330] lr: 1.000e-05, eta: 4:21:33, time: 0.707, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2350, interm_loss_bbox: 0.1793, interm_loss_iou: 0.4160, loss_cls: 0.1959, loss_bbox: 0.1464, loss_iou: 0.3635, d0.loss_cls: 0.2502, d0.loss_bbox: 0.1513, d0.loss_iou: 0.3714, d1.loss_cls: 0.2156, d1.loss_bbox: 0.1507, d1.loss_iou: 0.3709, d2.loss_cls: 0.2065, d2.loss_bbox: 0.1457, d2.loss_iou: 0.3648, d3.loss_cls: 0.2007, d3.loss_bbox: 0.1447, d3.loss_iou: 0.3622, d4.loss_cls: 0.1967, d4.loss_bbox: 0.1460, d4.loss_iou: 0.3633, dn_loss_cls: 0.0264, dn_loss_bbox: 0.2454, dn_loss_iou: 0.3469, d0.dn_loss_cls: 0.0616, d0.dn_loss_bbox: 0.3607, d0.dn_loss_iou: 0.4667, d1.dn_loss_cls: 0.0359, d1.dn_loss_bbox: 0.2685, d1.dn_loss_iou: 0.3726, d2.dn_loss_cls: 0.0298, d2.dn_loss_bbox: 0.2504, d2.dn_loss_iou: 0.3532, d3.dn_loss_cls: 0.0278, d3.dn_loss_bbox: 0.2459, d3.dn_loss_iou: 0.3475, d4.dn_loss_cls: 0.0266, d4.dn_loss_bbox: 0.2454, d4.dn_loss_iou: 0.3468, loss: 9.2351, grad_norm: 25.8906 2023-11-23 02:12:16,625 - mmdet - INFO - Epoch [9][6750/7330] lr: 1.000e-05, eta: 4:20:58, time: 0.702, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2267, interm_loss_bbox: 0.1840, interm_loss_iou: 0.4010, loss_cls: 0.1909, loss_bbox: 0.1502, loss_iou: 0.3432, d0.loss_cls: 0.2405, d0.loss_bbox: 0.1577, d0.loss_iou: 0.3586, d1.loss_cls: 0.2069, d1.loss_bbox: 0.1553, d1.loss_iou: 0.3538, d2.loss_cls: 0.1968, d2.loss_bbox: 0.1524, d2.loss_iou: 0.3473, d3.loss_cls: 0.1926, d3.loss_bbox: 0.1510, d3.loss_iou: 0.3443, d4.loss_cls: 0.1918, d4.loss_bbox: 0.1500, d4.loss_iou: 0.3431, dn_loss_cls: 0.0238, dn_loss_bbox: 0.2397, dn_loss_iou: 0.3302, d0.dn_loss_cls: 0.0576, d0.dn_loss_bbox: 0.3577, d0.dn_loss_iou: 0.4455, d1.dn_loss_cls: 0.0323, d1.dn_loss_bbox: 0.2644, d1.dn_loss_iou: 0.3542, d2.dn_loss_cls: 0.0268, d2.dn_loss_bbox: 0.2449, d2.dn_loss_iou: 0.3362, d3.dn_loss_cls: 0.0251, d3.dn_loss_bbox: 0.2401, d3.dn_loss_iou: 0.3308, d4.dn_loss_cls: 0.0242, d4.dn_loss_bbox: 0.2398, d4.dn_loss_iou: 0.3301, loss: 8.9417, grad_norm: 26.3272 2023-11-23 02:12:50,890 - mmdet - INFO - Epoch [9][6800/7330] lr: 1.000e-05, eta: 4:20:24, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2241, interm_loss_bbox: 0.1815, interm_loss_iou: 0.4104, loss_cls: 0.1877, loss_bbox: 0.1449, loss_iou: 0.3522, d0.loss_cls: 0.2379, d0.loss_bbox: 0.1514, d0.loss_iou: 0.3640, d1.loss_cls: 0.2032, d1.loss_bbox: 0.1512, d1.loss_iou: 0.3611, d2.loss_cls: 0.1930, d2.loss_bbox: 0.1491, d2.loss_iou: 0.3576, d3.loss_cls: 0.1907, d3.loss_bbox: 0.1453, d3.loss_iou: 0.3531, d4.loss_cls: 0.1882, d4.loss_bbox: 0.1450, d4.loss_iou: 0.3521, dn_loss_cls: 0.0269, dn_loss_bbox: 0.2411, dn_loss_iou: 0.3394, d0.dn_loss_cls: 0.0610, d0.dn_loss_bbox: 0.3565, d0.dn_loss_iou: 0.4585, d1.dn_loss_cls: 0.0362, d1.dn_loss_bbox: 0.2657, d1.dn_loss_iou: 0.3649, d2.dn_loss_cls: 0.0300, d2.dn_loss_bbox: 0.2477, d2.dn_loss_iou: 0.3462, d3.dn_loss_cls: 0.0283, d3.dn_loss_bbox: 0.2418, d3.dn_loss_iou: 0.3403, d4.dn_loss_cls: 0.0272, d4.dn_loss_bbox: 0.2411, d4.dn_loss_iou: 0.3393, loss: 9.0361, grad_norm: 26.0727 2023-11-23 02:13:24,895 - mmdet - INFO - Epoch [9][6850/7330] lr: 1.000e-05, eta: 4:19:49, time: 0.680, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2249, interm_loss_bbox: 0.1757, interm_loss_iou: 0.4011, loss_cls: 0.1857, loss_bbox: 0.1395, loss_iou: 0.3461, d0.loss_cls: 0.2407, d0.loss_bbox: 0.1471, d0.loss_iou: 0.3577, d1.loss_cls: 0.2041, d1.loss_bbox: 0.1449, d1.loss_iou: 0.3528, d2.loss_cls: 0.1933, d2.loss_bbox: 0.1417, d2.loss_iou: 0.3478, d3.loss_cls: 0.1898, d3.loss_bbox: 0.1392, d3.loss_iou: 0.3451, d4.loss_cls: 0.1868, d4.loss_bbox: 0.1392, d4.loss_iou: 0.3456, dn_loss_cls: 0.0244, dn_loss_bbox: 0.2314, dn_loss_iou: 0.3211, d0.dn_loss_cls: 0.0590, d0.dn_loss_bbox: 0.3499, d0.dn_loss_iou: 0.4390, d1.dn_loss_cls: 0.0336, d1.dn_loss_bbox: 0.2554, d1.dn_loss_iou: 0.3466, d2.dn_loss_cls: 0.0277, d2.dn_loss_bbox: 0.2376, d2.dn_loss_iou: 0.3283, d3.dn_loss_cls: 0.0260, d3.dn_loss_bbox: 0.2320, d3.dn_loss_iou: 0.3219, d4.dn_loss_cls: 0.0249, d4.dn_loss_bbox: 0.2313, d4.dn_loss_iou: 0.3210, loss: 8.7599, grad_norm: 26.2438 2023-11-23 02:13:59,993 - mmdet - INFO - Epoch [9][6900/7330] lr: 1.000e-05, eta: 4:19:14, time: 0.702, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2300, interm_loss_bbox: 0.1771, interm_loss_iou: 0.4067, loss_cls: 0.1915, loss_bbox: 0.1427, loss_iou: 0.3535, d0.loss_cls: 0.2423, d0.loss_bbox: 0.1506, d0.loss_iou: 0.3665, d1.loss_cls: 0.2103, d1.loss_bbox: 0.1476, d1.loss_iou: 0.3611, d2.loss_cls: 0.1995, d2.loss_bbox: 0.1445, d2.loss_iou: 0.3566, d3.loss_cls: 0.1943, d3.loss_bbox: 0.1434, d3.loss_iou: 0.3554, d4.loss_cls: 0.1931, d4.loss_bbox: 0.1427, d4.loss_iou: 0.3531, dn_loss_cls: 0.0249, dn_loss_bbox: 0.2301, dn_loss_iou: 0.3375, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3468, d0.dn_loss_iou: 0.4562, d1.dn_loss_cls: 0.0342, d1.dn_loss_bbox: 0.2551, d1.dn_loss_iou: 0.3637, d2.dn_loss_cls: 0.0283, d2.dn_loss_bbox: 0.2363, d2.dn_loss_iou: 0.3448, d3.dn_loss_cls: 0.0264, d3.dn_loss_bbox: 0.2307, d3.dn_loss_iou: 0.3384, d4.dn_loss_cls: 0.0253, d4.dn_loss_bbox: 0.2301, d4.dn_loss_iou: 0.3374, loss: 8.9687, grad_norm: 24.0002 2023-11-23 02:14:35,028 - mmdet - INFO - Epoch [9][6950/7330] lr: 1.000e-05, eta: 4:18:39, time: 0.701, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2265, interm_loss_bbox: 0.1817, interm_loss_iou: 0.4161, loss_cls: 0.1873, loss_bbox: 0.1458, loss_iou: 0.3584, d0.loss_cls: 0.2406, d0.loss_bbox: 0.1529, d0.loss_iou: 0.3708, d1.loss_cls: 0.2076, d1.loss_bbox: 0.1492, d1.loss_iou: 0.3654, d2.loss_cls: 0.1954, d2.loss_bbox: 0.1472, d2.loss_iou: 0.3616, d3.loss_cls: 0.1904, d3.loss_bbox: 0.1462, d3.loss_iou: 0.3596, d4.loss_cls: 0.1878, d4.loss_bbox: 0.1460, d4.loss_iou: 0.3586, dn_loss_cls: 0.0253, dn_loss_bbox: 0.2267, dn_loss_iou: 0.3321, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3427, d0.dn_loss_iou: 0.4513, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2504, d1.dn_loss_iou: 0.3576, d2.dn_loss_cls: 0.0288, d2.dn_loss_bbox: 0.2317, d2.dn_loss_iou: 0.3386, d3.dn_loss_cls: 0.0268, d3.dn_loss_bbox: 0.2273, d3.dn_loss_iou: 0.3330, d4.dn_loss_cls: 0.0256, d4.dn_loss_bbox: 0.2268, d4.dn_loss_iou: 0.3320, loss: 8.9465, grad_norm: 25.3801 2023-11-23 02:15:10,550 - mmdet - INFO - Epoch [9][7000/7330] lr: 1.000e-05, eta: 4:18:05, time: 0.710, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2289, interm_loss_bbox: 0.1776, interm_loss_iou: 0.4053, loss_cls: 0.1876, loss_bbox: 0.1436, loss_iou: 0.3491, d0.loss_cls: 0.2410, d0.loss_bbox: 0.1510, d0.loss_iou: 0.3621, d1.loss_cls: 0.2094, d1.loss_bbox: 0.1461, d1.loss_iou: 0.3546, d2.loss_cls: 0.1985, d2.loss_bbox: 0.1423, d2.loss_iou: 0.3498, d3.loss_cls: 0.1921, d3.loss_bbox: 0.1433, d3.loss_iou: 0.3493, d4.loss_cls: 0.1882, d4.loss_bbox: 0.1434, d4.loss_iou: 0.3488, dn_loss_cls: 0.0241, dn_loss_bbox: 0.2282, dn_loss_iou: 0.3285, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3450, d0.dn_loss_iou: 0.4467, d1.dn_loss_cls: 0.0332, d1.dn_loss_bbox: 0.2530, d1.dn_loss_iou: 0.3539, d2.dn_loss_cls: 0.0274, d2.dn_loss_bbox: 0.2342, d2.dn_loss_iou: 0.3352, d3.dn_loss_cls: 0.0254, d3.dn_loss_bbox: 0.2289, d3.dn_loss_iou: 0.3295, d4.dn_loss_cls: 0.0245, d4.dn_loss_bbox: 0.2283, d4.dn_loss_iou: 0.3285, loss: 8.8454, grad_norm: 24.9002 2023-11-23 02:15:44,902 - mmdet - INFO - Epoch [9][7050/7330] lr: 1.000e-05, eta: 4:17:30, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2217, interm_loss_bbox: 0.1770, interm_loss_iou: 0.4007, loss_cls: 0.1848, loss_bbox: 0.1447, loss_iou: 0.3486, d0.loss_cls: 0.2382, d0.loss_bbox: 0.1490, d0.loss_iou: 0.3590, d1.loss_cls: 0.2022, d1.loss_bbox: 0.1498, d1.loss_iou: 0.3574, d2.loss_cls: 0.1932, d2.loss_bbox: 0.1452, d2.loss_iou: 0.3501, d3.loss_cls: 0.1882, d3.loss_bbox: 0.1445, d3.loss_iou: 0.3487, d4.loss_cls: 0.1847, d4.loss_bbox: 0.1452, d4.loss_iou: 0.3498, dn_loss_cls: 0.0240, dn_loss_bbox: 0.2297, dn_loss_iou: 0.3252, d0.dn_loss_cls: 0.0594, d0.dn_loss_bbox: 0.3464, d0.dn_loss_iou: 0.4456, d1.dn_loss_cls: 0.0338, d1.dn_loss_bbox: 0.2530, d1.dn_loss_iou: 0.3511, d2.dn_loss_cls: 0.0278, d2.dn_loss_bbox: 0.2346, d2.dn_loss_iou: 0.3319, d3.dn_loss_cls: 0.0258, d3.dn_loss_bbox: 0.2300, d3.dn_loss_iou: 0.3260, d4.dn_loss_cls: 0.0245, d4.dn_loss_bbox: 0.2297, d4.dn_loss_iou: 0.3252, loss: 8.8062, grad_norm: 25.4790 2023-11-23 02:16:19,976 - mmdet - INFO - Epoch [9][7100/7330] lr: 1.000e-05, eta: 4:16:56, time: 0.701, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2217, interm_loss_bbox: 0.1798, interm_loss_iou: 0.3841, loss_cls: 0.1761, loss_bbox: 0.1455, loss_iou: 0.3315, d0.loss_cls: 0.2358, d0.loss_bbox: 0.1495, d0.loss_iou: 0.3405, d1.loss_cls: 0.1981, d1.loss_bbox: 0.1485, d1.loss_iou: 0.3361, d2.loss_cls: 0.1870, d2.loss_bbox: 0.1445, d2.loss_iou: 0.3317, d3.loss_cls: 0.1804, d3.loss_bbox: 0.1447, d3.loss_iou: 0.3308, d4.loss_cls: 0.1769, d4.loss_bbox: 0.1460, d4.loss_iou: 0.3319, dn_loss_cls: 0.0224, dn_loss_bbox: 0.2294, dn_loss_iou: 0.3159, d0.dn_loss_cls: 0.0571, d0.dn_loss_bbox: 0.3511, d0.dn_loss_iou: 0.4363, d1.dn_loss_cls: 0.0319, d1.dn_loss_bbox: 0.2532, d1.dn_loss_iou: 0.3402, d2.dn_loss_cls: 0.0259, d2.dn_loss_bbox: 0.2348, d2.dn_loss_iou: 0.3221, d3.dn_loss_cls: 0.0238, d3.dn_loss_bbox: 0.2302, d3.dn_loss_iou: 0.3166, d4.dn_loss_cls: 0.0228, d4.dn_loss_bbox: 0.2294, d4.dn_loss_iou: 0.3158, loss: 8.5801, grad_norm: 25.1662 2023-11-23 02:16:54,537 - mmdet - INFO - Epoch [9][7150/7330] lr: 1.000e-05, eta: 4:16:21, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2270, interm_loss_bbox: 0.1866, interm_loss_iou: 0.3983, loss_cls: 0.1842, loss_bbox: 0.1526, loss_iou: 0.3445, d0.loss_cls: 0.2396, d0.loss_bbox: 0.1591, d0.loss_iou: 0.3545, d1.loss_cls: 0.2046, d1.loss_bbox: 0.1584, d1.loss_iou: 0.3514, d2.loss_cls: 0.1935, d2.loss_bbox: 0.1539, d2.loss_iou: 0.3463, d3.loss_cls: 0.1882, d3.loss_bbox: 0.1524, d3.loss_iou: 0.3447, d4.loss_cls: 0.1848, d4.loss_bbox: 0.1529, d4.loss_iou: 0.3445, dn_loss_cls: 0.0237, dn_loss_bbox: 0.2510, dn_loss_iou: 0.3302, d0.dn_loss_cls: 0.0587, d0.dn_loss_bbox: 0.3668, d0.dn_loss_iou: 0.4460, d1.dn_loss_cls: 0.0330, d1.dn_loss_bbox: 0.2743, d1.dn_loss_iou: 0.3547, d2.dn_loss_cls: 0.0272, d2.dn_loss_bbox: 0.2558, d2.dn_loss_iou: 0.3363, d3.dn_loss_cls: 0.0251, d3.dn_loss_bbox: 0.2515, d3.dn_loss_iou: 0.3309, d4.dn_loss_cls: 0.0241, d4.dn_loss_bbox: 0.2510, d4.dn_loss_iou: 0.3301, loss: 8.9922, grad_norm: 24.6960 2023-11-23 02:17:29,013 - mmdet - INFO - Epoch [9][7200/7330] lr: 1.000e-05, eta: 4:15:46, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2295, interm_loss_bbox: 0.1816, interm_loss_iou: 0.3943, loss_cls: 0.1879, loss_bbox: 0.1512, loss_iou: 0.3465, d0.loss_cls: 0.2407, d0.loss_bbox: 0.1562, d0.loss_iou: 0.3562, d1.loss_cls: 0.2097, d1.loss_bbox: 0.1555, d1.loss_iou: 0.3524, d2.loss_cls: 0.1972, d2.loss_bbox: 0.1511, d2.loss_iou: 0.3473, d3.loss_cls: 0.1918, d3.loss_bbox: 0.1499, d3.loss_iou: 0.3451, d4.loss_cls: 0.1885, d4.loss_bbox: 0.1510, d4.loss_iou: 0.3460, dn_loss_cls: 0.0244, dn_loss_bbox: 0.2324, dn_loss_iou: 0.3284, d0.dn_loss_cls: 0.0579, d0.dn_loss_bbox: 0.3495, d0.dn_loss_iou: 0.4461, d1.dn_loss_cls: 0.0331, d1.dn_loss_bbox: 0.2585, d1.dn_loss_iou: 0.3551, d2.dn_loss_cls: 0.0274, d2.dn_loss_bbox: 0.2384, d2.dn_loss_iou: 0.3355, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2332, d3.dn_loss_iou: 0.3294, d4.dn_loss_cls: 0.0246, d4.dn_loss_bbox: 0.2324, d4.dn_loss_iou: 0.3283, loss: 8.8895, grad_norm: 23.7094 2023-11-23 02:18:03,223 - mmdet - INFO - Epoch [9][7250/7330] lr: 1.000e-05, eta: 4:15:11, time: 0.684, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2259, interm_loss_bbox: 0.1820, interm_loss_iou: 0.4032, loss_cls: 0.1889, loss_bbox: 0.1504, loss_iou: 0.3531, d0.loss_cls: 0.2407, d0.loss_bbox: 0.1546, d0.loss_iou: 0.3621, d1.loss_cls: 0.2079, d1.loss_bbox: 0.1529, d1.loss_iou: 0.3583, d2.loss_cls: 0.1984, d2.loss_bbox: 0.1496, d2.loss_iou: 0.3538, d3.loss_cls: 0.1937, d3.loss_bbox: 0.1485, d3.loss_iou: 0.3519, d4.loss_cls: 0.1900, d4.loss_bbox: 0.1499, d4.loss_iou: 0.3528, dn_loss_cls: 0.0263, dn_loss_bbox: 0.2403, dn_loss_iou: 0.3297, d0.dn_loss_cls: 0.0612, d0.dn_loss_bbox: 0.3572, d0.dn_loss_iou: 0.4473, d1.dn_loss_cls: 0.0358, d1.dn_loss_bbox: 0.2644, d1.dn_loss_iou: 0.3553, d2.dn_loss_cls: 0.0296, d2.dn_loss_bbox: 0.2458, d2.dn_loss_iou: 0.3365, d3.dn_loss_cls: 0.0277, d3.dn_loss_bbox: 0.2410, d3.dn_loss_iou: 0.3308, d4.dn_loss_cls: 0.0266, d4.dn_loss_bbox: 0.2403, d4.dn_loss_iou: 0.3297, loss: 8.9942, grad_norm: 24.4930 2023-11-23 02:18:42,418 - mmdet - INFO - Epoch [9][7300/7330] lr: 1.000e-05, eta: 4:14:38, time: 0.784, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2315, interm_loss_bbox: 0.1707, interm_loss_iou: 0.4054, loss_cls: 0.1861, loss_bbox: 0.1427, loss_iou: 0.3605, d0.loss_cls: 0.2414, d0.loss_bbox: 0.1471, d0.loss_iou: 0.3688, d1.loss_cls: 0.2082, d1.loss_bbox: 0.1453, d1.loss_iou: 0.3646, d2.loss_cls: 0.1964, d2.loss_bbox: 0.1424, d2.loss_iou: 0.3591, d3.loss_cls: 0.1911, d3.loss_bbox: 0.1415, d3.loss_iou: 0.3584, d4.loss_cls: 0.1873, d4.loss_bbox: 0.1425, d4.loss_iou: 0.3600, dn_loss_cls: 0.0277, dn_loss_bbox: 0.2291, dn_loss_iou: 0.3372, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3373, d0.dn_loss_iou: 0.4527, d1.dn_loss_cls: 0.0358, d1.dn_loss_bbox: 0.2500, d1.dn_loss_iou: 0.3610, d2.dn_loss_cls: 0.0305, d2.dn_loss_bbox: 0.2333, d2.dn_loss_iou: 0.3433, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2296, d3.dn_loss_iou: 0.3379, d4.dn_loss_cls: 0.0278, d4.dn_loss_bbox: 0.2292, d4.dn_loss_iou: 0.3371, loss: 8.9394, grad_norm: 25.6079 2023-11-23 02:19:03,683 - mmdet - INFO - Saving checkpoint at 9 epochs 2023-11-23 02:20:27,330 - mmdet - INFO - Evaluating bbox... 2023-11-23 02:22:52,118 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.569 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.755 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.623 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.407 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.610 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.763 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.766 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.766 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.626 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.810 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.909 2023-11-23 02:22:52,121 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.649 | bicycle | 0.444 | car | 0.547 | | motorcycle | 0.557 | airplane | 0.792 | bus | 0.780 | | train | 0.797 | truck | 0.507 | boat | 0.398 | | traffic light | 0.349 | fire hydrant | 0.792 | stop sign | 0.756 | | parking meter | 0.520 | bench | 0.399 | bird | 0.514 | | cat | 0.840 | dog | 0.804 | horse | 0.715 | | sheep | 0.658 | cow | 0.713 | elephant | 0.797 | | bear | 0.842 | zebra | 0.781 | giraffe | 0.801 | | backpack | 0.293 | umbrella | 0.559 | handbag | 0.301 | | tie | 0.496 | suitcase | 0.592 | frisbee | 0.778 | | skis | 0.380 | snowboard | 0.539 | sports ball | 0.566 | | kite | 0.553 | baseball bat | 0.573 | baseball glove | 0.529 | | skateboard | 0.668 | surfboard | 0.546 | tennis racket | 0.659 | | bottle | 0.525 | wine glass | 0.495 | cup | 0.581 | | fork | 0.567 | knife | 0.394 | spoon | 0.399 | | bowl | 0.521 | banana | 0.345 | apple | 0.342 | | sandwich | 0.541 | orange | 0.434 | broccoli | 0.325 | | carrot | 0.324 | hot dog | 0.628 | pizza | 0.641 | | donut | 0.654 | cake | 0.535 | chair | 0.455 | | couch | 0.562 | potted plant | 0.383 | bed | 0.597 | | dining table | 0.375 | toilet | 0.753 | tv | 0.692 | | laptop | 0.787 | mouse | 0.682 | remote | 0.549 | | keyboard | 0.647 | cell phone | 0.547 | microwave | 0.724 | | oven | 0.500 | toaster | 0.588 | sink | 0.509 | | refrigerator | 0.758 | book | 0.267 | clock | 0.607 | | vase | 0.487 | scissors | 0.559 | teddy bear | 0.662 | | hair drier | 0.289 | toothbrush | 0.499 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-23 02:22:54,241 - mmdet - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx/best_bbox_mAP_epoch_8.pth was removed 2023-11-23 02:23:01,766 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_9.pth. 2023-11-23 02:23:01,767 - mmdet - INFO - Best bbox_mAP is 0.5686 at 9 epoch. 2023-11-23 02:23:01,767 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-23 02:23:01,767 - mmdet - INFO - Epoch(val) [9][625] bbox_mAP: 0.5686, bbox_mAP_50: 0.7546, bbox_mAP_75: 0.6226, bbox_mAP_s: 0.4065, bbox_mAP_m: 0.6103, bbox_mAP_l: 0.7268, bbox_mAP_copypaste: 0.5686 0.7546 0.6226 0.4065 0.6103 0.7268 2023-11-23 02:23:41,419 - mmdet - INFO - Epoch [10][50/7330] lr: 1.000e-05, eta: 4:13:37, time: 0.792, data_time: 0.065, memory: 16711, interm_loss_cls: 0.2229, interm_loss_bbox: 0.1687, interm_loss_iou: 0.3750, loss_cls: 0.1742, loss_bbox: 0.1381, loss_iou: 0.3271, d0.loss_cls: 0.2344, d0.loss_bbox: 0.1426, d0.loss_iou: 0.3359, d1.loss_cls: 0.2012, d1.loss_bbox: 0.1388, d1.loss_iou: 0.3309, d2.loss_cls: 0.1874, d2.loss_bbox: 0.1351, d2.loss_iou: 0.3247, d3.loss_cls: 0.1786, d3.loss_bbox: 0.1372, d3.loss_iou: 0.3266, d4.loss_cls: 0.1757, d4.loss_bbox: 0.1375, d4.loss_iou: 0.3265, dn_loss_cls: 0.0222, dn_loss_bbox: 0.2106, dn_loss_iou: 0.3141, d0.dn_loss_cls: 0.0568, d0.dn_loss_bbox: 0.3269, d0.dn_loss_iou: 0.4329, d1.dn_loss_cls: 0.0319, d1.dn_loss_bbox: 0.2358, d1.dn_loss_iou: 0.3394, d2.dn_loss_cls: 0.0260, d2.dn_loss_bbox: 0.2161, d2.dn_loss_iou: 0.3207, d3.dn_loss_cls: 0.0238, d3.dn_loss_bbox: 0.2112, d3.dn_loss_iou: 0.3150, d4.dn_loss_cls: 0.0226, d4.dn_loss_bbox: 0.2106, d4.dn_loss_iou: 0.3140, loss: 8.3498, grad_norm: 26.2168 2023-11-23 02:24:16,233 - mmdet - INFO - Epoch [10][100/7330] lr: 1.000e-05, eta: 4:13:03, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2279, interm_loss_bbox: 0.1757, interm_loss_iou: 0.3866, loss_cls: 0.1827, loss_bbox: 0.1445, loss_iou: 0.3383, d0.loss_cls: 0.2419, d0.loss_bbox: 0.1472, d0.loss_iou: 0.3442, d1.loss_cls: 0.2061, d1.loss_bbox: 0.1456, d1.loss_iou: 0.3417, d2.loss_cls: 0.1941, d2.loss_bbox: 0.1432, d2.loss_iou: 0.3384, d3.loss_cls: 0.1866, d3.loss_bbox: 0.1436, d3.loss_iou: 0.3385, d4.loss_cls: 0.1841, d4.loss_bbox: 0.1444, d4.loss_iou: 0.3383, dn_loss_cls: 0.0226, dn_loss_bbox: 0.2329, dn_loss_iou: 0.3217, d0.dn_loss_cls: 0.0572, d0.dn_loss_bbox: 0.3502, d0.dn_loss_iou: 0.4412, d1.dn_loss_cls: 0.0321, d1.dn_loss_bbox: 0.2552, d1.dn_loss_iou: 0.3459, d2.dn_loss_cls: 0.0262, d2.dn_loss_bbox: 0.2377, d2.dn_loss_iou: 0.3274, d3.dn_loss_cls: 0.0240, d3.dn_loss_bbox: 0.2333, d3.dn_loss_iou: 0.3224, d4.dn_loss_cls: 0.0230, d4.dn_loss_bbox: 0.2329, d4.dn_loss_iou: 0.3216, loss: 8.7010, grad_norm: 25.5082 2023-11-23 02:24:50,794 - mmdet - INFO - Epoch [10][150/7330] lr: 1.000e-05, eta: 4:12:28, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2116, interm_loss_bbox: 0.1747, interm_loss_iou: 0.4045, loss_cls: 0.1714, loss_bbox: 0.1439, loss_iou: 0.3518, d0.loss_cls: 0.2231, d0.loss_bbox: 0.1484, d0.loss_iou: 0.3623, d1.loss_cls: 0.1931, d1.loss_bbox: 0.1462, d1.loss_iou: 0.3560, d2.loss_cls: 0.1806, d2.loss_bbox: 0.1436, d2.loss_iou: 0.3522, d3.loss_cls: 0.1758, d3.loss_bbox: 0.1430, d3.loss_iou: 0.3510, d4.loss_cls: 0.1725, d4.loss_bbox: 0.1430, d4.loss_iou: 0.3513, dn_loss_cls: 0.0251, dn_loss_bbox: 0.2346, dn_loss_iou: 0.3263, d0.dn_loss_cls: 0.0576, d0.dn_loss_bbox: 0.3453, d0.dn_loss_iou: 0.4394, d1.dn_loss_cls: 0.0332, d1.dn_loss_bbox: 0.2566, d1.dn_loss_iou: 0.3502, d2.dn_loss_cls: 0.0278, d2.dn_loss_bbox: 0.2394, d2.dn_loss_iou: 0.3326, d3.dn_loss_cls: 0.0261, d3.dn_loss_bbox: 0.2352, d3.dn_loss_iou: 0.3270, d4.dn_loss_cls: 0.0253, d4.dn_loss_bbox: 0.2346, d4.dn_loss_iou: 0.3262, loss: 8.7424, grad_norm: 25.8815 2023-11-23 02:25:25,422 - mmdet - INFO - Epoch [10][200/7330] lr: 1.000e-05, eta: 4:11:53, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2226, interm_loss_bbox: 0.1743, interm_loss_iou: 0.3866, loss_cls: 0.1784, loss_bbox: 0.1480, loss_iou: 0.3409, d0.loss_cls: 0.2361, d0.loss_bbox: 0.1489, d0.loss_iou: 0.3482, d1.loss_cls: 0.2002, d1.loss_bbox: 0.1498, d1.loss_iou: 0.3457, d2.loss_cls: 0.1883, d2.loss_bbox: 0.1475, d2.loss_iou: 0.3423, d3.loss_cls: 0.1828, d3.loss_bbox: 0.1468, d3.loss_iou: 0.3407, d4.loss_cls: 0.1796, d4.loss_bbox: 0.1477, d4.loss_iou: 0.3405, dn_loss_cls: 0.0235, dn_loss_bbox: 0.2282, dn_loss_iou: 0.3186, d0.dn_loss_cls: 0.0581, d0.dn_loss_bbox: 0.3480, d0.dn_loss_iou: 0.4363, d1.dn_loss_cls: 0.0326, d1.dn_loss_bbox: 0.2520, d1.dn_loss_iou: 0.3434, d2.dn_loss_cls: 0.0265, d2.dn_loss_bbox: 0.2334, d2.dn_loss_iou: 0.3248, d3.dn_loss_cls: 0.0250, d3.dn_loss_bbox: 0.2287, d3.dn_loss_iou: 0.3194, d4.dn_loss_cls: 0.0240, d4.dn_loss_bbox: 0.2282, d4.dn_loss_iou: 0.3186, loss: 8.6653, grad_norm: 25.0601 2023-11-23 02:26:00,030 - mmdet - INFO - Epoch [10][250/7330] lr: 1.000e-05, eta: 4:11:19, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2230, interm_loss_bbox: 0.1848, interm_loss_iou: 0.3886, loss_cls: 0.1821, loss_bbox: 0.1533, loss_iou: 0.3377, d0.loss_cls: 0.2378, d0.loss_bbox: 0.1565, d0.loss_iou: 0.3473, d1.loss_cls: 0.2022, d1.loss_bbox: 0.1558, d1.loss_iou: 0.3436, d2.loss_cls: 0.1905, d2.loss_bbox: 0.1537, d2.loss_iou: 0.3397, d3.loss_cls: 0.1846, d3.loss_bbox: 0.1537, d3.loss_iou: 0.3379, d4.loss_cls: 0.1832, d4.loss_bbox: 0.1525, d4.loss_iou: 0.3371, dn_loss_cls: 0.0239, dn_loss_bbox: 0.2455, dn_loss_iou: 0.3259, d0.dn_loss_cls: 0.0573, d0.dn_loss_bbox: 0.3632, d0.dn_loss_iou: 0.4437, d1.dn_loss_cls: 0.0328, d1.dn_loss_bbox: 0.2702, d1.dn_loss_iou: 0.3516, d2.dn_loss_cls: 0.0270, d2.dn_loss_bbox: 0.2504, d2.dn_loss_iou: 0.3327, d3.dn_loss_cls: 0.0253, d3.dn_loss_bbox: 0.2460, d3.dn_loss_iou: 0.3267, d4.dn_loss_cls: 0.0242, d4.dn_loss_bbox: 0.2455, d4.dn_loss_iou: 0.3259, loss: 8.8635, grad_norm: 25.5844 2023-11-23 02:26:36,333 - mmdet - INFO - Epoch [10][300/7330] lr: 1.000e-05, eta: 4:10:44, time: 0.726, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2243, interm_loss_bbox: 0.1807, interm_loss_iou: 0.4004, loss_cls: 0.1828, loss_bbox: 0.1478, loss_iou: 0.3495, d0.loss_cls: 0.2391, d0.loss_bbox: 0.1536, d0.loss_iou: 0.3589, d1.loss_cls: 0.2036, d1.loss_bbox: 0.1508, d1.loss_iou: 0.3540, d2.loss_cls: 0.1907, d2.loss_bbox: 0.1493, d2.loss_iou: 0.3509, d3.loss_cls: 0.1854, d3.loss_bbox: 0.1486, d3.loss_iou: 0.3491, d4.loss_cls: 0.1830, d4.loss_bbox: 0.1479, d4.loss_iou: 0.3497, dn_loss_cls: 0.0253, dn_loss_bbox: 0.2330, dn_loss_iou: 0.3257, d0.dn_loss_cls: 0.0593, d0.dn_loss_bbox: 0.3487, d0.dn_loss_iou: 0.4420, d1.dn_loss_cls: 0.0342, d1.dn_loss_bbox: 0.2564, d1.dn_loss_iou: 0.3500, d2.dn_loss_cls: 0.0285, d2.dn_loss_bbox: 0.2384, d2.dn_loss_iou: 0.3323, d3.dn_loss_cls: 0.0266, d3.dn_loss_bbox: 0.2335, d3.dn_loss_iou: 0.3265, d4.dn_loss_cls: 0.0256, d4.dn_loss_bbox: 0.2330, d4.dn_loss_iou: 0.3256, loss: 8.8448, grad_norm: 24.7057 2023-11-23 02:27:10,864 - mmdet - INFO - Epoch [10][350/7330] lr: 1.000e-05, eta: 4:10:10, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2190, interm_loss_bbox: 0.1733, interm_loss_iou: 0.3961, loss_cls: 0.1777, loss_bbox: 0.1411, loss_iou: 0.3441, d0.loss_cls: 0.2309, d0.loss_bbox: 0.1487, d0.loss_iou: 0.3568, d1.loss_cls: 0.1989, d1.loss_bbox: 0.1443, d1.loss_iou: 0.3489, d2.loss_cls: 0.1854, d2.loss_bbox: 0.1421, d2.loss_iou: 0.3457, d3.loss_cls: 0.1803, d3.loss_bbox: 0.1406, d3.loss_iou: 0.3444, d4.loss_cls: 0.1777, d4.loss_bbox: 0.1411, d4.loss_iou: 0.3449, dn_loss_cls: 0.0234, dn_loss_bbox: 0.2263, dn_loss_iou: 0.3269, d0.dn_loss_cls: 0.0580, d0.dn_loss_bbox: 0.3430, d0.dn_loss_iou: 0.4435, d1.dn_loss_cls: 0.0329, d1.dn_loss_bbox: 0.2505, d1.dn_loss_iou: 0.3515, d2.dn_loss_cls: 0.0267, d2.dn_loss_bbox: 0.2310, d2.dn_loss_iou: 0.3334, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2268, d3.dn_loss_iou: 0.3277, d4.dn_loss_cls: 0.0238, d4.dn_loss_bbox: 0.2263, d4.dn_loss_iou: 0.3268, loss: 8.6855, grad_norm: 23.4030 2023-11-23 02:27:45,516 - mmdet - INFO - Epoch [10][400/7330] lr: 1.000e-05, eta: 4:09:35, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2262, interm_loss_bbox: 0.1893, interm_loss_iou: 0.4086, loss_cls: 0.1851, loss_bbox: 0.1516, loss_iou: 0.3507, d0.loss_cls: 0.2398, d0.loss_bbox: 0.1593, d0.loss_iou: 0.3632, d1.loss_cls: 0.2041, d1.loss_bbox: 0.1568, d1.loss_iou: 0.3565, d2.loss_cls: 0.1948, d2.loss_bbox: 0.1524, d2.loss_iou: 0.3509, d3.loss_cls: 0.1892, d3.loss_bbox: 0.1515, d3.loss_iou: 0.3518, d4.loss_cls: 0.1855, d4.loss_bbox: 0.1528, d4.loss_iou: 0.3515, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2474, dn_loss_iou: 0.3265, d0.dn_loss_cls: 0.0595, d0.dn_loss_bbox: 0.3730, d0.dn_loss_iou: 0.4440, d1.dn_loss_cls: 0.0340, d1.dn_loss_bbox: 0.2750, d1.dn_loss_iou: 0.3514, d2.dn_loss_cls: 0.0286, d2.dn_loss_bbox: 0.2534, d2.dn_loss_iou: 0.3332, d3.dn_loss_cls: 0.0269, d3.dn_loss_bbox: 0.2479, d3.dn_loss_iou: 0.3272, d4.dn_loss_cls: 0.0259, d4.dn_loss_bbox: 0.2474, d4.dn_loss_iou: 0.3264, loss: 9.0248, grad_norm: 24.4563 2023-11-23 02:28:19,877 - mmdet - INFO - Epoch [10][450/7330] lr: 1.000e-05, eta: 4:09:00, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2278, interm_loss_bbox: 0.1778, interm_loss_iou: 0.3877, loss_cls: 0.1865, loss_bbox: 0.1412, loss_iou: 0.3328, d0.loss_cls: 0.2382, d0.loss_bbox: 0.1511, d0.loss_iou: 0.3460, d1.loss_cls: 0.2040, d1.loss_bbox: 0.1484, d1.loss_iou: 0.3398, d2.loss_cls: 0.1951, d2.loss_bbox: 0.1433, d2.loss_iou: 0.3340, d3.loss_cls: 0.1900, d3.loss_bbox: 0.1416, d3.loss_iou: 0.3325, d4.loss_cls: 0.1879, d4.loss_bbox: 0.1408, d4.loss_iou: 0.3319, dn_loss_cls: 0.0233, dn_loss_bbox: 0.2372, dn_loss_iou: 0.3205, d0.dn_loss_cls: 0.0585, d0.dn_loss_bbox: 0.3627, d0.dn_loss_iou: 0.4414, d1.dn_loss_cls: 0.0326, d1.dn_loss_bbox: 0.2622, d1.dn_loss_iou: 0.3448, d2.dn_loss_cls: 0.0266, d2.dn_loss_bbox: 0.2424, d2.dn_loss_iou: 0.3266, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2379, d3.dn_loss_iou: 0.3212, d4.dn_loss_cls: 0.0238, d4.dn_loss_bbox: 0.2373, d4.dn_loss_iou: 0.3204, loss: 8.7226, grad_norm: 25.0133 2023-11-23 02:28:54,110 - mmdet - INFO - Epoch [10][500/7330] lr: 1.000e-05, eta: 4:08:25, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2278, interm_loss_bbox: 0.1778, interm_loss_iou: 0.4031, loss_cls: 0.1848, loss_bbox: 0.1454, loss_iou: 0.3498, d0.loss_cls: 0.2393, d0.loss_bbox: 0.1520, d0.loss_iou: 0.3603, d1.loss_cls: 0.2040, d1.loss_bbox: 0.1513, d1.loss_iou: 0.3585, d2.loss_cls: 0.1941, d2.loss_bbox: 0.1475, d2.loss_iou: 0.3523, d3.loss_cls: 0.1892, d3.loss_bbox: 0.1454, d3.loss_iou: 0.3499, d4.loss_cls: 0.1858, d4.loss_bbox: 0.1453, d4.loss_iou: 0.3499, dn_loss_cls: 0.0255, dn_loss_bbox: 0.2410, dn_loss_iou: 0.3296, d0.dn_loss_cls: 0.0608, d0.dn_loss_bbox: 0.3500, d0.dn_loss_iou: 0.4431, d1.dn_loss_cls: 0.0352, d1.dn_loss_bbox: 0.2624, d1.dn_loss_iou: 0.3540, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2458, d2.dn_loss_iou: 0.3362, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2414, d3.dn_loss_iou: 0.3304, d4.dn_loss_cls: 0.0260, d4.dn_loss_bbox: 0.2410, d4.dn_loss_iou: 0.3295, loss: 8.9217, grad_norm: 23.9001 2023-11-23 02:29:29,141 - mmdet - INFO - Epoch [10][550/7330] lr: 1.000e-05, eta: 4:07:51, time: 0.701, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2234, interm_loss_bbox: 0.1782, interm_loss_iou: 0.3982, loss_cls: 0.1825, loss_bbox: 0.1476, loss_iou: 0.3451, d0.loss_cls: 0.2382, d0.loss_bbox: 0.1508, d0.loss_iou: 0.3553, d1.loss_cls: 0.2038, d1.loss_bbox: 0.1508, d1.loss_iou: 0.3515, d2.loss_cls: 0.1910, d2.loss_bbox: 0.1479, d2.loss_iou: 0.3467, d3.loss_cls: 0.1869, d3.loss_bbox: 0.1465, d3.loss_iou: 0.3450, d4.loss_cls: 0.1833, d4.loss_bbox: 0.1474, d4.loss_iou: 0.3446, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2282, dn_loss_iou: 0.3263, d0.dn_loss_cls: 0.0590, d0.dn_loss_bbox: 0.3421, d0.dn_loss_iou: 0.4423, d1.dn_loss_cls: 0.0338, d1.dn_loss_bbox: 0.2506, d1.dn_loss_iou: 0.3504, d2.dn_loss_cls: 0.0279, d2.dn_loss_bbox: 0.2329, d2.dn_loss_iou: 0.3328, d3.dn_loss_cls: 0.0261, d3.dn_loss_bbox: 0.2288, d3.dn_loss_iou: 0.3273, d4.dn_loss_cls: 0.0249, d4.dn_loss_bbox: 0.2282, d4.dn_loss_iou: 0.3262, loss: 8.7771, grad_norm: 22.8323 2023-11-23 02:30:04,123 - mmdet - INFO - Epoch [10][600/7330] lr: 1.000e-05, eta: 4:07:16, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2192, interm_loss_bbox: 0.1742, interm_loss_iou: 0.4015, loss_cls: 0.1764, loss_bbox: 0.1411, loss_iou: 0.3447, d0.loss_cls: 0.2327, d0.loss_bbox: 0.1464, d0.loss_iou: 0.3569, d1.loss_cls: 0.1983, d1.loss_bbox: 0.1462, d1.loss_iou: 0.3532, d2.loss_cls: 0.1863, d2.loss_bbox: 0.1431, d2.loss_iou: 0.3470, d3.loss_cls: 0.1809, d3.loss_bbox: 0.1413, d3.loss_iou: 0.3443, d4.loss_cls: 0.1774, d4.loss_bbox: 0.1416, d4.loss_iou: 0.3447, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2255, dn_loss_iou: 0.3246, d0.dn_loss_cls: 0.0589, d0.dn_loss_bbox: 0.3368, d0.dn_loss_iou: 0.4447, d1.dn_loss_cls: 0.0337, d1.dn_loss_bbox: 0.2482, d1.dn_loss_iou: 0.3504, d2.dn_loss_cls: 0.0282, d2.dn_loss_bbox: 0.2309, d2.dn_loss_iou: 0.3314, d3.dn_loss_cls: 0.0261, d3.dn_loss_bbox: 0.2259, d3.dn_loss_iou: 0.3256, d4.dn_loss_cls: 0.0249, d4.dn_loss_bbox: 0.2255, d4.dn_loss_iou: 0.3246, loss: 8.6879, grad_norm: 23.8951 2023-11-23 02:30:38,725 - mmdet - INFO - Epoch [10][650/7330] lr: 1.000e-05, eta: 4:06:42, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2169, interm_loss_bbox: 0.1819, interm_loss_iou: 0.4046, loss_cls: 0.1755, loss_bbox: 0.1492, loss_iou: 0.3494, d0.loss_cls: 0.2306, d0.loss_bbox: 0.1533, d0.loss_iou: 0.3597, d1.loss_cls: 0.1960, d1.loss_bbox: 0.1526, d1.loss_iou: 0.3548, d2.loss_cls: 0.1850, d2.loss_bbox: 0.1489, d2.loss_iou: 0.3507, d3.loss_cls: 0.1788, d3.loss_bbox: 0.1495, d3.loss_iou: 0.3492, d4.loss_cls: 0.1761, d4.loss_bbox: 0.1495, d4.loss_iou: 0.3493, dn_loss_cls: 0.0242, dn_loss_bbox: 0.2241, dn_loss_iou: 0.3257, d0.dn_loss_cls: 0.0578, d0.dn_loss_bbox: 0.3382, d0.dn_loss_iou: 0.4419, d1.dn_loss_cls: 0.0332, d1.dn_loss_bbox: 0.2469, d1.dn_loss_iou: 0.3493, d2.dn_loss_cls: 0.0275, d2.dn_loss_bbox: 0.2297, d2.dn_loss_iou: 0.3319, d3.dn_loss_cls: 0.0258, d3.dn_loss_bbox: 0.2246, d3.dn_loss_iou: 0.3264, d4.dn_loss_cls: 0.0247, d4.dn_loss_bbox: 0.2241, d4.dn_loss_iou: 0.3256, loss: 8.7433, grad_norm: 26.4374 2023-11-23 02:31:12,867 - mmdet - INFO - Epoch [10][700/7330] lr: 1.000e-05, eta: 4:06:07, time: 0.683, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2139, interm_loss_bbox: 0.1746, interm_loss_iou: 0.3908, loss_cls: 0.1753, loss_bbox: 0.1433, loss_iou: 0.3411, d0.loss_cls: 0.2272, d0.loss_bbox: 0.1491, d0.loss_iou: 0.3495, d1.loss_cls: 0.1944, d1.loss_bbox: 0.1480, d1.loss_iou: 0.3469, d2.loss_cls: 0.1850, d2.loss_bbox: 0.1431, d2.loss_iou: 0.3408, d3.loss_cls: 0.1796, d3.loss_bbox: 0.1429, d3.loss_iou: 0.3399, d4.loss_cls: 0.1761, d4.loss_bbox: 0.1432, d4.loss_iou: 0.3410, dn_loss_cls: 0.0230, dn_loss_bbox: 0.2216, dn_loss_iou: 0.3231, d0.dn_loss_cls: 0.0556, d0.dn_loss_bbox: 0.3289, d0.dn_loss_iou: 0.4387, d1.dn_loss_cls: 0.0321, d1.dn_loss_bbox: 0.2423, d1.dn_loss_iou: 0.3461, d2.dn_loss_cls: 0.0266, d2.dn_loss_bbox: 0.2265, d2.dn_loss_iou: 0.3290, d3.dn_loss_cls: 0.0246, d3.dn_loss_bbox: 0.2223, d3.dn_loss_iou: 0.3237, d4.dn_loss_cls: 0.0235, d4.dn_loss_bbox: 0.2216, d4.dn_loss_iou: 0.3230, loss: 8.5782, grad_norm: 24.7912 2023-11-23 02:31:47,354 - mmdet - INFO - Epoch [10][750/7330] lr: 1.000e-05, eta: 4:05:32, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2189, interm_loss_bbox: 0.1757, interm_loss_iou: 0.4019, loss_cls: 0.1795, loss_bbox: 0.1422, loss_iou: 0.3453, d0.loss_cls: 0.2335, d0.loss_bbox: 0.1484, d0.loss_iou: 0.3602, d1.loss_cls: 0.1982, d1.loss_bbox: 0.1471, d1.loss_iou: 0.3573, d2.loss_cls: 0.1897, d2.loss_bbox: 0.1415, d2.loss_iou: 0.3467, d3.loss_cls: 0.1830, d3.loss_bbox: 0.1419, d3.loss_iou: 0.3457, d4.loss_cls: 0.1807, d4.loss_bbox: 0.1419, d4.loss_iou: 0.3454, dn_loss_cls: 0.0239, dn_loss_bbox: 0.2261, dn_loss_iou: 0.3331, d0.dn_loss_cls: 0.0573, d0.dn_loss_bbox: 0.3366, d0.dn_loss_iou: 0.4497, d1.dn_loss_cls: 0.0330, d1.dn_loss_bbox: 0.2483, d1.dn_loss_iou: 0.3579, d2.dn_loss_cls: 0.0273, d2.dn_loss_bbox: 0.2311, d2.dn_loss_iou: 0.3395, d3.dn_loss_cls: 0.0255, d3.dn_loss_bbox: 0.2266, d3.dn_loss_iou: 0.3339, d4.dn_loss_cls: 0.0244, d4.dn_loss_bbox: 0.2262, d4.dn_loss_iou: 0.3331, loss: 8.7582, grad_norm: 23.2012 2023-11-23 02:32:22,110 - mmdet - INFO - Epoch [10][800/7330] lr: 1.000e-05, eta: 4:04:57, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2157, interm_loss_bbox: 0.1796, interm_loss_iou: 0.3915, loss_cls: 0.1722, loss_bbox: 0.1478, loss_iou: 0.3429, d0.loss_cls: 0.2266, d0.loss_bbox: 0.1532, d0.loss_iou: 0.3527, d1.loss_cls: 0.1916, d1.loss_bbox: 0.1513, d1.loss_iou: 0.3479, d2.loss_cls: 0.1811, d2.loss_bbox: 0.1486, d2.loss_iou: 0.3438, d3.loss_cls: 0.1761, d3.loss_bbox: 0.1473, d3.loss_iou: 0.3424, d4.loss_cls: 0.1736, d4.loss_bbox: 0.1475, d4.loss_iou: 0.3421, dn_loss_cls: 0.0224, dn_loss_bbox: 0.2295, dn_loss_iou: 0.3193, d0.dn_loss_cls: 0.0553, d0.dn_loss_bbox: 0.3420, d0.dn_loss_iou: 0.4339, d1.dn_loss_cls: 0.0312, d1.dn_loss_bbox: 0.2521, d1.dn_loss_iou: 0.3428, d2.dn_loss_cls: 0.0257, d2.dn_loss_bbox: 0.2347, d2.dn_loss_iou: 0.3255, d3.dn_loss_cls: 0.0242, d3.dn_loss_bbox: 0.2303, d3.dn_loss_iou: 0.3200, d4.dn_loss_cls: 0.0230, d4.dn_loss_bbox: 0.2294, d4.dn_loss_iou: 0.3192, loss: 8.6358, grad_norm: 26.0783 2023-11-23 02:32:56,838 - mmdet - INFO - Epoch [10][850/7330] lr: 1.000e-05, eta: 4:04:23, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2255, interm_loss_bbox: 0.1752, interm_loss_iou: 0.4020, loss_cls: 0.1821, loss_bbox: 0.1451, loss_iou: 0.3527, d0.loss_cls: 0.2392, d0.loss_bbox: 0.1481, d0.loss_iou: 0.3600, d1.loss_cls: 0.2040, d1.loss_bbox: 0.1482, d1.loss_iou: 0.3585, d2.loss_cls: 0.1908, d2.loss_bbox: 0.1451, d2.loss_iou: 0.3541, d3.loss_cls: 0.1847, d3.loss_bbox: 0.1453, d3.loss_iou: 0.3540, d4.loss_cls: 0.1832, d4.loss_bbox: 0.1441, d4.loss_iou: 0.3521, dn_loss_cls: 0.0237, dn_loss_bbox: 0.2222, dn_loss_iou: 0.3327, d0.dn_loss_cls: 0.0584, d0.dn_loss_bbox: 0.3370, d0.dn_loss_iou: 0.4507, d1.dn_loss_cls: 0.0327, d1.dn_loss_bbox: 0.2456, d1.dn_loss_iou: 0.3572, d2.dn_loss_cls: 0.0269, d2.dn_loss_bbox: 0.2277, d2.dn_loss_iou: 0.3391, d3.dn_loss_cls: 0.0250, d3.dn_loss_bbox: 0.2227, d3.dn_loss_iou: 0.3334, d4.dn_loss_cls: 0.0240, d4.dn_loss_bbox: 0.2222, d4.dn_loss_iou: 0.3326, loss: 8.8080, grad_norm: 22.8222 2023-11-23 02:33:31,251 - mmdet - INFO - Epoch [10][900/7330] lr: 1.000e-05, eta: 4:03:48, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2243, interm_loss_bbox: 0.1798, interm_loss_iou: 0.3955, loss_cls: 0.1812, loss_bbox: 0.1474, loss_iou: 0.3443, d0.loss_cls: 0.2358, d0.loss_bbox: 0.1525, d0.loss_iou: 0.3529, d1.loss_cls: 0.2053, d1.loss_bbox: 0.1482, d1.loss_iou: 0.3455, d2.loss_cls: 0.1919, d2.loss_bbox: 0.1463, d2.loss_iou: 0.3437, d3.loss_cls: 0.1850, d3.loss_bbox: 0.1467, d3.loss_iou: 0.3433, d4.loss_cls: 0.1822, d4.loss_bbox: 0.1466, d4.loss_iou: 0.3439, dn_loss_cls: 0.0239, dn_loss_bbox: 0.2395, dn_loss_iou: 0.3214, d0.dn_loss_cls: 0.0585, d0.dn_loss_bbox: 0.3606, d0.dn_loss_iou: 0.4413, d1.dn_loss_cls: 0.0328, d1.dn_loss_bbox: 0.2645, d1.dn_loss_iou: 0.3468, d2.dn_loss_cls: 0.0268, d2.dn_loss_bbox: 0.2454, d2.dn_loss_iou: 0.3283, d3.dn_loss_cls: 0.0252, d3.dn_loss_bbox: 0.2400, d3.dn_loss_iou: 0.3224, d4.dn_loss_cls: 0.0243, d4.dn_loss_bbox: 0.2395, d4.dn_loss_iou: 0.3214, loss: 8.8046, grad_norm: 23.4119 2023-11-23 02:34:06,121 - mmdet - INFO - Epoch [10][950/7330] lr: 1.000e-05, eta: 4:03:13, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2251, interm_loss_bbox: 0.1754, interm_loss_iou: 0.3912, loss_cls: 0.1872, loss_bbox: 0.1406, loss_iou: 0.3351, d0.loss_cls: 0.2364, d0.loss_bbox: 0.1485, d0.loss_iou: 0.3471, d1.loss_cls: 0.2048, d1.loss_bbox: 0.1464, d1.loss_iou: 0.3433, d2.loss_cls: 0.1957, d2.loss_bbox: 0.1427, d2.loss_iou: 0.3370, d3.loss_cls: 0.1897, d3.loss_bbox: 0.1416, d3.loss_iou: 0.3356, d4.loss_cls: 0.1866, d4.loss_bbox: 0.1417, d4.loss_iou: 0.3358, dn_loss_cls: 0.0238, dn_loss_bbox: 0.2205, dn_loss_iou: 0.3276, d0.dn_loss_cls: 0.0580, d0.dn_loss_bbox: 0.3270, d0.dn_loss_iou: 0.4444, d1.dn_loss_cls: 0.0328, d1.dn_loss_bbox: 0.2431, d1.dn_loss_iou: 0.3522, d2.dn_loss_cls: 0.0272, d2.dn_loss_bbox: 0.2256, d2.dn_loss_iou: 0.3337, d3.dn_loss_cls: 0.0254, d3.dn_loss_bbox: 0.2212, d3.dn_loss_iou: 0.3285, d4.dn_loss_cls: 0.0241, d4.dn_loss_bbox: 0.2205, d4.dn_loss_iou: 0.3274, loss: 8.6507, grad_norm: 24.0919 2023-11-23 02:34:41,094 - mmdet - INFO - Epoch [10][1000/7330] lr: 1.000e-05, eta: 4:02:39, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2254, interm_loss_bbox: 0.1782, interm_loss_iou: 0.4075, loss_cls: 0.1856, loss_bbox: 0.1442, loss_iou: 0.3520, d0.loss_cls: 0.2399, d0.loss_bbox: 0.1501, d0.loss_iou: 0.3640, d1.loss_cls: 0.2031, d1.loss_bbox: 0.1489, d1.loss_iou: 0.3616, d2.loss_cls: 0.1928, d2.loss_bbox: 0.1454, d2.loss_iou: 0.3554, d3.loss_cls: 0.1892, d3.loss_bbox: 0.1438, d3.loss_iou: 0.3520, d4.loss_cls: 0.1863, d4.loss_bbox: 0.1441, d4.loss_iou: 0.3520, dn_loss_cls: 0.0239, dn_loss_bbox: 0.2235, dn_loss_iou: 0.3329, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3376, d0.dn_loss_iou: 0.4513, d1.dn_loss_cls: 0.0331, d1.dn_loss_bbox: 0.2473, d1.dn_loss_iou: 0.3574, d2.dn_loss_cls: 0.0271, d2.dn_loss_bbox: 0.2292, d2.dn_loss_iou: 0.3394, d3.dn_loss_cls: 0.0254, d3.dn_loss_bbox: 0.2240, d3.dn_loss_iou: 0.3337, d4.dn_loss_cls: 0.0243, d4.dn_loss_bbox: 0.2235, d4.dn_loss_iou: 0.3328, loss: 8.8472, grad_norm: 24.6943 2023-11-23 02:35:15,538 - mmdet - INFO - Epoch [10][1050/7330] lr: 1.000e-05, eta: 4:02:04, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2302, interm_loss_bbox: 0.1788, interm_loss_iou: 0.4102, loss_cls: 0.1857, loss_bbox: 0.1475, loss_iou: 0.3560, d0.loss_cls: 0.2414, d0.loss_bbox: 0.1519, d0.loss_iou: 0.3668, d1.loss_cls: 0.2074, d1.loss_bbox: 0.1510, d1.loss_iou: 0.3621, d2.loss_cls: 0.1957, d2.loss_bbox: 0.1480, d2.loss_iou: 0.3565, d3.loss_cls: 0.1888, d3.loss_bbox: 0.1477, d3.loss_iou: 0.3562, d4.loss_cls: 0.1859, d4.loss_bbox: 0.1477, d4.loss_iou: 0.3564, dn_loss_cls: 0.0267, dn_loss_bbox: 0.2398, dn_loss_iou: 0.3319, d0.dn_loss_cls: 0.0601, d0.dn_loss_bbox: 0.3525, d0.dn_loss_iou: 0.4492, d1.dn_loss_cls: 0.0356, d1.dn_loss_bbox: 0.2625, d1.dn_loss_iou: 0.3566, d2.dn_loss_cls: 0.0301, d2.dn_loss_bbox: 0.2447, d2.dn_loss_iou: 0.3385, d3.dn_loss_cls: 0.0281, d3.dn_loss_bbox: 0.2404, d3.dn_loss_iou: 0.3327, d4.dn_loss_cls: 0.0271, d4.dn_loss_bbox: 0.2398, d4.dn_loss_iou: 0.3318, loss: 8.9995, grad_norm: 25.3056 2023-11-23 02:35:50,604 - mmdet - INFO - Epoch [10][1100/7330] lr: 1.000e-05, eta: 4:01:29, time: 0.702, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2296, interm_loss_bbox: 0.1751, interm_loss_iou: 0.4116, loss_cls: 0.1868, loss_bbox: 0.1483, loss_iou: 0.3674, d0.loss_cls: 0.2430, d0.loss_bbox: 0.1511, d0.loss_iou: 0.3739, d1.loss_cls: 0.2081, d1.loss_bbox: 0.1519, d1.loss_iou: 0.3721, d2.loss_cls: 0.1962, d2.loss_bbox: 0.1484, d2.loss_iou: 0.3685, d3.loss_cls: 0.1905, d3.loss_bbox: 0.1479, d3.loss_iou: 0.3679, d4.loss_cls: 0.1876, d4.loss_bbox: 0.1479, d4.loss_iou: 0.3672, dn_loss_cls: 0.0257, dn_loss_bbox: 0.2231, dn_loss_iou: 0.3376, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3354, d0.dn_loss_iou: 0.4526, d1.dn_loss_cls: 0.0342, d1.dn_loss_bbox: 0.2466, d1.dn_loss_iou: 0.3623, d2.dn_loss_cls: 0.0285, d2.dn_loss_bbox: 0.2285, d2.dn_loss_iou: 0.3442, d3.dn_loss_cls: 0.0270, d3.dn_loss_bbox: 0.2237, d3.dn_loss_iou: 0.3385, d4.dn_loss_cls: 0.0259, d4.dn_loss_bbox: 0.2231, d4.dn_loss_iou: 0.3375, loss: 8.9946, grad_norm: 24.4455 2023-11-23 02:36:24,656 - mmdet - INFO - Epoch [10][1150/7330] lr: 1.000e-05, eta: 4:00:54, time: 0.681, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2234, interm_loss_bbox: 0.1744, interm_loss_iou: 0.4052, loss_cls: 0.1780, loss_bbox: 0.1456, loss_iou: 0.3595, d0.loss_cls: 0.2347, d0.loss_bbox: 0.1512, d0.loss_iou: 0.3660, d1.loss_cls: 0.1993, d1.loss_bbox: 0.1502, d1.loss_iou: 0.3648, d2.loss_cls: 0.1886, d2.loss_bbox: 0.1451, d2.loss_iou: 0.3590, d3.loss_cls: 0.1820, d3.loss_bbox: 0.1455, d3.loss_iou: 0.3586, d4.loss_cls: 0.1789, d4.loss_bbox: 0.1454, d4.loss_iou: 0.3588, dn_loss_cls: 0.0245, dn_loss_bbox: 0.2277, dn_loss_iou: 0.3270, d0.dn_loss_cls: 0.0585, d0.dn_loss_bbox: 0.3431, d0.dn_loss_iou: 0.4439, d1.dn_loss_cls: 0.0330, d1.dn_loss_bbox: 0.2521, d1.dn_loss_iou: 0.3519, d2.dn_loss_cls: 0.0273, d2.dn_loss_bbox: 0.2335, d2.dn_loss_iou: 0.3336, d3.dn_loss_cls: 0.0259, d3.dn_loss_bbox: 0.2284, d3.dn_loss_iou: 0.3277, d4.dn_loss_cls: 0.0249, d4.dn_loss_bbox: 0.2277, d4.dn_loss_iou: 0.3269, loss: 8.8318, grad_norm: 25.7061 2023-11-23 02:36:58,767 - mmdet - INFO - Epoch [10][1200/7330] lr: 1.000e-05, eta: 4:00:20, time: 0.682, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2192, interm_loss_bbox: 0.1821, interm_loss_iou: 0.3886, loss_cls: 0.1781, loss_bbox: 0.1477, loss_iou: 0.3374, d0.loss_cls: 0.2326, d0.loss_bbox: 0.1539, d0.loss_iou: 0.3483, d1.loss_cls: 0.1976, d1.loss_bbox: 0.1519, d1.loss_iou: 0.3430, d2.loss_cls: 0.1859, d2.loss_bbox: 0.1485, d2.loss_iou: 0.3399, d3.loss_cls: 0.1815, d3.loss_bbox: 0.1468, d3.loss_iou: 0.3376, d4.loss_cls: 0.1794, d4.loss_bbox: 0.1468, d4.loss_iou: 0.3365, dn_loss_cls: 0.0242, dn_loss_bbox: 0.2408, dn_loss_iou: 0.3234, d0.dn_loss_cls: 0.0592, d0.dn_loss_bbox: 0.3602, d0.dn_loss_iou: 0.4431, d1.dn_loss_cls: 0.0338, d1.dn_loss_bbox: 0.2650, d1.dn_loss_iou: 0.3481, d2.dn_loss_cls: 0.0277, d2.dn_loss_bbox: 0.2469, d2.dn_loss_iou: 0.3302, d3.dn_loss_cls: 0.0257, d3.dn_loss_bbox: 0.2417, d3.dn_loss_iou: 0.3244, d4.dn_loss_cls: 0.0248, d4.dn_loss_bbox: 0.2408, d4.dn_loss_iou: 0.3233, loss: 8.7666, grad_norm: 25.2613 2023-11-23 02:37:33,581 - mmdet - INFO - Epoch [10][1250/7330] lr: 1.000e-05, eta: 3:59:45, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2171, interm_loss_bbox: 0.1710, interm_loss_iou: 0.3885, loss_cls: 0.1787, loss_bbox: 0.1375, loss_iou: 0.3358, d0.loss_cls: 0.2303, d0.loss_bbox: 0.1446, d0.loss_iou: 0.3475, d1.loss_cls: 0.1961, d1.loss_bbox: 0.1438, d1.loss_iou: 0.3449, d2.loss_cls: 0.1870, d2.loss_bbox: 0.1395, d2.loss_iou: 0.3379, d3.loss_cls: 0.1822, d3.loss_bbox: 0.1376, d3.loss_iou: 0.3363, d4.loss_cls: 0.1795, d4.loss_bbox: 0.1378, d4.loss_iou: 0.3356, dn_loss_cls: 0.0235, dn_loss_bbox: 0.2169, dn_loss_iou: 0.3156, d0.dn_loss_cls: 0.0577, d0.dn_loss_bbox: 0.3284, d0.dn_loss_iou: 0.4315, d1.dn_loss_cls: 0.0329, d1.dn_loss_bbox: 0.2389, d1.dn_loss_iou: 0.3397, d2.dn_loss_cls: 0.0271, d2.dn_loss_bbox: 0.2217, d2.dn_loss_iou: 0.3219, d3.dn_loss_cls: 0.0252, d3.dn_loss_bbox: 0.2176, d3.dn_loss_iou: 0.3164, d4.dn_loss_cls: 0.0241, d4.dn_loss_bbox: 0.2169, d4.dn_loss_iou: 0.3155, loss: 8.4806, grad_norm: 23.8499 2023-11-23 02:38:08,447 - mmdet - INFO - Epoch [10][1300/7330] lr: 1.000e-05, eta: 3:59:10, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2229, interm_loss_bbox: 0.1750, interm_loss_iou: 0.4013, loss_cls: 0.1835, loss_bbox: 0.1428, loss_iou: 0.3508, d0.loss_cls: 0.2371, d0.loss_bbox: 0.1491, d0.loss_iou: 0.3620, d1.loss_cls: 0.2061, d1.loss_bbox: 0.1451, d1.loss_iou: 0.3552, d2.loss_cls: 0.1954, d2.loss_bbox: 0.1413, d2.loss_iou: 0.3498, d3.loss_cls: 0.1880, d3.loss_bbox: 0.1420, d3.loss_iou: 0.3494, d4.loss_cls: 0.1838, d4.loss_bbox: 0.1428, d4.loss_iou: 0.3511, dn_loss_cls: 0.0224, dn_loss_bbox: 0.2156, dn_loss_iou: 0.3266, d0.dn_loss_cls: 0.0572, d0.dn_loss_bbox: 0.3293, d0.dn_loss_iou: 0.4417, d1.dn_loss_cls: 0.0322, d1.dn_loss_bbox: 0.2397, d1.dn_loss_iou: 0.3513, d2.dn_loss_cls: 0.0261, d2.dn_loss_bbox: 0.2206, d2.dn_loss_iou: 0.3336, d3.dn_loss_cls: 0.0241, d3.dn_loss_bbox: 0.2161, d3.dn_loss_iou: 0.3273, d4.dn_loss_cls: 0.0229, d4.dn_loss_bbox: 0.2156, d4.dn_loss_iou: 0.3266, loss: 8.7036, grad_norm: 23.4484 2023-11-23 02:38:43,817 - mmdet - INFO - Epoch [10][1350/7330] lr: 1.000e-05, eta: 3:58:36, time: 0.707, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2251, interm_loss_bbox: 0.1790, interm_loss_iou: 0.4089, loss_cls: 0.1865, loss_bbox: 0.1448, loss_iou: 0.3542, d0.loss_cls: 0.2405, d0.loss_bbox: 0.1518, d0.loss_iou: 0.3669, d1.loss_cls: 0.2080, d1.loss_bbox: 0.1494, d1.loss_iou: 0.3604, d2.loss_cls: 0.1965, d2.loss_bbox: 0.1459, d2.loss_iou: 0.3560, d3.loss_cls: 0.1907, d3.loss_bbox: 0.1450, d3.loss_iou: 0.3547, d4.loss_cls: 0.1875, d4.loss_bbox: 0.1446, d4.loss_iou: 0.3539, dn_loss_cls: 0.0236, dn_loss_bbox: 0.2235, dn_loss_iou: 0.3275, d0.dn_loss_cls: 0.0588, d0.dn_loss_bbox: 0.3416, d0.dn_loss_iou: 0.4476, d1.dn_loss_cls: 0.0334, d1.dn_loss_bbox: 0.2484, d1.dn_loss_iou: 0.3532, d2.dn_loss_cls: 0.0274, d2.dn_loss_bbox: 0.2296, d2.dn_loss_iou: 0.3344, d3.dn_loss_cls: 0.0253, d3.dn_loss_bbox: 0.2242, d3.dn_loss_iou: 0.3284, d4.dn_loss_cls: 0.0241, d4.dn_loss_bbox: 0.2236, d4.dn_loss_iou: 0.3274, loss: 8.8523, grad_norm: 26.3294 2023-11-23 02:39:19,001 - mmdet - INFO - Epoch [10][1400/7330] lr: 1.000e-05, eta: 3:58:01, time: 0.704, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2171, interm_loss_bbox: 0.1776, interm_loss_iou: 0.3943, loss_cls: 0.1795, loss_bbox: 0.1414, loss_iou: 0.3400, d0.loss_cls: 0.2383, d0.loss_bbox: 0.1490, d0.loss_iou: 0.3501, d1.loss_cls: 0.2007, d1.loss_bbox: 0.1469, d1.loss_iou: 0.3463, d2.loss_cls: 0.1891, d2.loss_bbox: 0.1419, d2.loss_iou: 0.3403, d3.loss_cls: 0.1836, d3.loss_bbox: 0.1411, d3.loss_iou: 0.3396, d4.loss_cls: 0.1805, d4.loss_bbox: 0.1412, d4.loss_iou: 0.3397, dn_loss_cls: 0.0230, dn_loss_bbox: 0.2283, dn_loss_iou: 0.3206, d0.dn_loss_cls: 0.0570, d0.dn_loss_bbox: 0.3467, d0.dn_loss_iou: 0.4398, d1.dn_loss_cls: 0.0319, d1.dn_loss_bbox: 0.2516, d1.dn_loss_iou: 0.3453, d2.dn_loss_cls: 0.0262, d2.dn_loss_bbox: 0.2343, d2.dn_loss_iou: 0.3272, d3.dn_loss_cls: 0.0244, d3.dn_loss_bbox: 0.2290, d3.dn_loss_iou: 0.3213, d4.dn_loss_cls: 0.0234, d4.dn_loss_bbox: 0.2283, d4.dn_loss_iou: 0.3205, loss: 8.6568, grad_norm: 28.1619 2023-11-23 02:39:53,593 - mmdet - INFO - Epoch [10][1450/7330] lr: 1.000e-05, eta: 3:57:27, time: 0.692, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2327, interm_loss_bbox: 0.1822, interm_loss_iou: 0.4088, loss_cls: 0.1917, loss_bbox: 0.1470, loss_iou: 0.3572, d0.loss_cls: 0.2493, d0.loss_bbox: 0.1531, d0.loss_iou: 0.3680, d1.loss_cls: 0.2164, d1.loss_bbox: 0.1522, d1.loss_iou: 0.3616, d2.loss_cls: 0.2026, d2.loss_bbox: 0.1479, d2.loss_iou: 0.3578, d3.loss_cls: 0.1954, d3.loss_bbox: 0.1469, d3.loss_iou: 0.3571, d4.loss_cls: 0.1926, d4.loss_bbox: 0.1470, d4.loss_iou: 0.3566, dn_loss_cls: 0.0245, dn_loss_bbox: 0.2436, dn_loss_iou: 0.3399, d0.dn_loss_cls: 0.0583, d0.dn_loss_bbox: 0.3536, d0.dn_loss_iou: 0.4528, d1.dn_loss_cls: 0.0331, d1.dn_loss_bbox: 0.2666, d1.dn_loss_iou: 0.3640, d2.dn_loss_cls: 0.0275, d2.dn_loss_bbox: 0.2485, d2.dn_loss_iou: 0.3460, d3.dn_loss_cls: 0.0259, d3.dn_loss_bbox: 0.2445, d3.dn_loss_iou: 0.3408, d4.dn_loss_cls: 0.0250, d4.dn_loss_bbox: 0.2436, d4.dn_loss_iou: 0.3399, loss: 9.1024, grad_norm: 25.2102 2023-11-23 02:40:28,373 - mmdet - INFO - Epoch [10][1500/7330] lr: 1.000e-05, eta: 3:56:52, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2247, interm_loss_bbox: 0.1750, interm_loss_iou: 0.4004, loss_cls: 0.1862, loss_bbox: 0.1429, loss_iou: 0.3443, d0.loss_cls: 0.2402, d0.loss_bbox: 0.1469, d0.loss_iou: 0.3547, d1.loss_cls: 0.2076, d1.loss_bbox: 0.1468, d1.loss_iou: 0.3509, d2.loss_cls: 0.1967, d2.loss_bbox: 0.1432, d2.loss_iou: 0.3467, d3.loss_cls: 0.1901, d3.loss_bbox: 0.1424, d3.loss_iou: 0.3446, d4.loss_cls: 0.1871, d4.loss_bbox: 0.1426, d4.loss_iou: 0.3444, dn_loss_cls: 0.0234, dn_loss_bbox: 0.2331, dn_loss_iou: 0.3276, d0.dn_loss_cls: 0.0580, d0.dn_loss_bbox: 0.3499, d0.dn_loss_iou: 0.4442, d1.dn_loss_cls: 0.0325, d1.dn_loss_bbox: 0.2583, d1.dn_loss_iou: 0.3532, d2.dn_loss_cls: 0.0265, d2.dn_loss_bbox: 0.2389, d2.dn_loss_iou: 0.3345, d3.dn_loss_cls: 0.0246, d3.dn_loss_bbox: 0.2340, d3.dn_loss_iou: 0.3284, d4.dn_loss_cls: 0.0237, d4.dn_loss_bbox: 0.2331, d4.dn_loss_iou: 0.3276, loss: 8.8098, grad_norm: 24.4128 2023-11-23 02:41:07,470 - mmdet - INFO - Epoch [10][1550/7330] lr: 1.000e-05, eta: 3:56:19, time: 0.782, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2217, interm_loss_bbox: 0.1797, interm_loss_iou: 0.4018, loss_cls: 0.1806, loss_bbox: 0.1481, loss_iou: 0.3484, d0.loss_cls: 0.2377, d0.loss_bbox: 0.1534, d0.loss_iou: 0.3596, d1.loss_cls: 0.2020, d1.loss_bbox: 0.1530, d1.loss_iou: 0.3571, d2.loss_cls: 0.1876, d2.loss_bbox: 0.1502, d2.loss_iou: 0.3536, d3.loss_cls: 0.1830, d3.loss_bbox: 0.1493, d3.loss_iou: 0.3503, d4.loss_cls: 0.1807, d4.loss_bbox: 0.1485, d4.loss_iou: 0.3491, dn_loss_cls: 0.0242, dn_loss_bbox: 0.2407, dn_loss_iou: 0.3286, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3593, d0.dn_loss_iou: 0.4488, d1.dn_loss_cls: 0.0335, d1.dn_loss_bbox: 0.2647, d1.dn_loss_iou: 0.3540, d2.dn_loss_cls: 0.0276, d2.dn_loss_bbox: 0.2464, d2.dn_loss_iou: 0.3353, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2415, d3.dn_loss_iou: 0.3295, d4.dn_loss_cls: 0.0246, d4.dn_loss_bbox: 0.2408, d4.dn_loss_iou: 0.3286, loss: 8.9084, grad_norm: 24.6853 2023-11-23 02:41:41,536 - mmdet - INFO - Epoch [10][1600/7330] lr: 1.000e-05, eta: 3:55:44, time: 0.681, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2224, interm_loss_bbox: 0.1711, interm_loss_iou: 0.4016, loss_cls: 0.1836, loss_bbox: 0.1378, loss_iou: 0.3489, d0.loss_cls: 0.2377, d0.loss_bbox: 0.1442, d0.loss_iou: 0.3568, d1.loss_cls: 0.2038, d1.loss_bbox: 0.1419, d1.loss_iou: 0.3557, d2.loss_cls: 0.1932, d2.loss_bbox: 0.1386, d2.loss_iou: 0.3502, d3.loss_cls: 0.1872, d3.loss_bbox: 0.1385, d3.loss_iou: 0.3493, d4.loss_cls: 0.1844, d4.loss_bbox: 0.1380, d4.loss_iou: 0.3487, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2283, dn_loss_iou: 0.3268, d0.dn_loss_cls: 0.0599, d0.dn_loss_bbox: 0.3488, d0.dn_loss_iou: 0.4452, d1.dn_loss_cls: 0.0339, d1.dn_loss_bbox: 0.2541, d1.dn_loss_iou: 0.3527, d2.dn_loss_cls: 0.0278, d2.dn_loss_bbox: 0.2343, d2.dn_loss_iou: 0.3333, d3.dn_loss_cls: 0.0260, d3.dn_loss_bbox: 0.2290, d3.dn_loss_iou: 0.3277, d4.dn_loss_cls: 0.0249, d4.dn_loss_bbox: 0.2283, d4.dn_loss_iou: 0.3267, loss: 8.7661, grad_norm: 24.4787 2023-11-23 02:42:16,829 - mmdet - INFO - Epoch [10][1650/7330] lr: 1.000e-05, eta: 3:55:09, time: 0.706, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2229, interm_loss_bbox: 0.1764, interm_loss_iou: 0.3875, loss_cls: 0.1809, loss_bbox: 0.1444, loss_iou: 0.3396, d0.loss_cls: 0.2362, d0.loss_bbox: 0.1495, d0.loss_iou: 0.3498, d1.loss_cls: 0.2018, d1.loss_bbox: 0.1481, d1.loss_iou: 0.3443, d2.loss_cls: 0.1881, d2.loss_bbox: 0.1462, d2.loss_iou: 0.3423, d3.loss_cls: 0.1831, d3.loss_bbox: 0.1451, d3.loss_iou: 0.3399, d4.loss_cls: 0.1816, d4.loss_bbox: 0.1441, d4.loss_iou: 0.3395, dn_loss_cls: 0.0244, dn_loss_bbox: 0.2263, dn_loss_iou: 0.3223, d0.dn_loss_cls: 0.0604, d0.dn_loss_bbox: 0.3401, d0.dn_loss_iou: 0.4403, d1.dn_loss_cls: 0.0340, d1.dn_loss_bbox: 0.2508, d1.dn_loss_iou: 0.3474, d2.dn_loss_cls: 0.0280, d2.dn_loss_bbox: 0.2320, d2.dn_loss_iou: 0.3291, d3.dn_loss_cls: 0.0261, d3.dn_loss_bbox: 0.2271, d3.dn_loss_iou: 0.3231, d4.dn_loss_cls: 0.0249, d4.dn_loss_bbox: 0.2264, d4.dn_loss_iou: 0.3222, loss: 8.6758, grad_norm: 24.3402 2023-11-23 02:42:51,561 - mmdet - INFO - Epoch [10][1700/7330] lr: 1.000e-05, eta: 3:54:35, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2198, interm_loss_bbox: 0.1827, interm_loss_iou: 0.3860, loss_cls: 0.1788, loss_bbox: 0.1514, loss_iou: 0.3350, d0.loss_cls: 0.2330, d0.loss_bbox: 0.1547, d0.loss_iou: 0.3445, d1.loss_cls: 0.1997, d1.loss_bbox: 0.1533, d1.loss_iou: 0.3394, d2.loss_cls: 0.1889, d2.loss_bbox: 0.1503, d2.loss_iou: 0.3351, d3.loss_cls: 0.1826, d3.loss_bbox: 0.1506, d3.loss_iou: 0.3348, d4.loss_cls: 0.1800, d4.loss_bbox: 0.1503, d4.loss_iou: 0.3341, dn_loss_cls: 0.0237, dn_loss_bbox: 0.2283, dn_loss_iou: 0.3213, d0.dn_loss_cls: 0.0581, d0.dn_loss_bbox: 0.3477, d0.dn_loss_iou: 0.4384, d1.dn_loss_cls: 0.0328, d1.dn_loss_bbox: 0.2518, d1.dn_loss_iou: 0.3453, d2.dn_loss_cls: 0.0269, d2.dn_loss_bbox: 0.2335, d2.dn_loss_iou: 0.3270, d3.dn_loss_cls: 0.0250, d3.dn_loss_bbox: 0.2291, d3.dn_loss_iou: 0.3221, d4.dn_loss_cls: 0.0240, d4.dn_loss_bbox: 0.2283, d4.dn_loss_iou: 0.3213, loss: 8.6698, grad_norm: 23.6613 2023-11-23 02:43:26,624 - mmdet - INFO - Epoch [10][1750/7330] lr: 1.000e-05, eta: 3:54:00, time: 0.701, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2257, interm_loss_bbox: 0.1731, interm_loss_iou: 0.4151, loss_cls: 0.1883, loss_bbox: 0.1409, loss_iou: 0.3588, d0.loss_cls: 0.2430, d0.loss_bbox: 0.1457, d0.loss_iou: 0.3693, d1.loss_cls: 0.2115, d1.loss_bbox: 0.1434, d1.loss_iou: 0.3652, d2.loss_cls: 0.1970, d2.loss_bbox: 0.1420, d2.loss_iou: 0.3623, d3.loss_cls: 0.1909, d3.loss_bbox: 0.1423, d3.loss_iou: 0.3611, d4.loss_cls: 0.1884, d4.loss_bbox: 0.1414, d4.loss_iou: 0.3599, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2349, dn_loss_iou: 0.3365, d0.dn_loss_cls: 0.0592, d0.dn_loss_bbox: 0.3523, d0.dn_loss_iou: 0.4558, d1.dn_loss_cls: 0.0345, d1.dn_loss_bbox: 0.2571, d1.dn_loss_iou: 0.3611, d2.dn_loss_cls: 0.0287, d2.dn_loss_bbox: 0.2392, d2.dn_loss_iou: 0.3429, d3.dn_loss_cls: 0.0271, d3.dn_loss_bbox: 0.2356, d3.dn_loss_iou: 0.3374, d4.dn_loss_cls: 0.0259, d4.dn_loss_bbox: 0.2349, d4.dn_loss_iou: 0.3364, loss: 8.9904, grad_norm: 26.2718 2023-11-23 02:44:00,863 - mmdet - INFO - Epoch [10][1800/7330] lr: 1.000e-05, eta: 3:53:25, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2260, interm_loss_bbox: 0.1755, interm_loss_iou: 0.4067, loss_cls: 0.1876, loss_bbox: 0.1401, loss_iou: 0.3503, d0.loss_cls: 0.2413, d0.loss_bbox: 0.1492, d0.loss_iou: 0.3650, d1.loss_cls: 0.2092, d1.loss_bbox: 0.1449, d1.loss_iou: 0.3586, d2.loss_cls: 0.1967, d2.loss_bbox: 0.1418, d2.loss_iou: 0.3536, d3.loss_cls: 0.1896, d3.loss_bbox: 0.1415, d3.loss_iou: 0.3531, d4.loss_cls: 0.1875, d4.loss_bbox: 0.1400, d4.loss_iou: 0.3513, dn_loss_cls: 0.0237, dn_loss_bbox: 0.2174, dn_loss_iou: 0.3256, d0.dn_loss_cls: 0.0588, d0.dn_loss_bbox: 0.3372, d0.dn_loss_iou: 0.4438, d1.dn_loss_cls: 0.0334, d1.dn_loss_bbox: 0.2425, d1.dn_loss_iou: 0.3499, d2.dn_loss_cls: 0.0276, d2.dn_loss_bbox: 0.2227, d2.dn_loss_iou: 0.3317, d3.dn_loss_cls: 0.0254, d3.dn_loss_bbox: 0.2179, d3.dn_loss_iou: 0.3264, d4.dn_loss_cls: 0.0242, d4.dn_loss_bbox: 0.2175, d4.dn_loss_iou: 0.3255, loss: 8.7605, grad_norm: 25.9245 2023-11-23 02:44:35,829 - mmdet - INFO - Epoch [10][1850/7330] lr: 1.000e-05, eta: 3:52:51, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2225, interm_loss_bbox: 0.1715, interm_loss_iou: 0.3935, loss_cls: 0.1808, loss_bbox: 0.1430, loss_iou: 0.3430, d0.loss_cls: 0.2352, d0.loss_bbox: 0.1467, d0.loss_iou: 0.3536, d1.loss_cls: 0.2034, d1.loss_bbox: 0.1447, d1.loss_iou: 0.3478, d2.loss_cls: 0.1912, d2.loss_bbox: 0.1427, d2.loss_iou: 0.3427, d3.loss_cls: 0.1851, d3.loss_bbox: 0.1423, d3.loss_iou: 0.3430, d4.loss_cls: 0.1824, d4.loss_bbox: 0.1425, d4.loss_iou: 0.3425, dn_loss_cls: 0.0231, dn_loss_bbox: 0.2165, dn_loss_iou: 0.3328, d0.dn_loss_cls: 0.0580, d0.dn_loss_bbox: 0.3262, d0.dn_loss_iou: 0.4507, d1.dn_loss_cls: 0.0323, d1.dn_loss_bbox: 0.2374, d1.dn_loss_iou: 0.3572, d2.dn_loss_cls: 0.0265, d2.dn_loss_bbox: 0.2207, d2.dn_loss_iou: 0.3385, d3.dn_loss_cls: 0.0247, d3.dn_loss_bbox: 0.2170, d3.dn_loss_iou: 0.3335, d4.dn_loss_cls: 0.0237, d4.dn_loss_bbox: 0.2165, d4.dn_loss_iou: 0.3327, loss: 8.6682, grad_norm: 26.2482 2023-11-23 02:45:12,430 - mmdet - INFO - Epoch [10][1900/7330] lr: 1.000e-05, eta: 3:52:16, time: 0.732, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2279, interm_loss_bbox: 0.1779, interm_loss_iou: 0.4023, loss_cls: 0.1883, loss_bbox: 0.1466, loss_iou: 0.3497, d0.loss_cls: 0.2416, d0.loss_bbox: 0.1552, d0.loss_iou: 0.3641, d1.loss_cls: 0.2097, d1.loss_bbox: 0.1507, d1.loss_iou: 0.3584, d2.loss_cls: 0.1992, d2.loss_bbox: 0.1460, d2.loss_iou: 0.3532, d3.loss_cls: 0.1927, d3.loss_bbox: 0.1459, d3.loss_iou: 0.3498, d4.loss_cls: 0.1893, d4.loss_bbox: 0.1462, d4.loss_iou: 0.3494, dn_loss_cls: 0.0232, dn_loss_bbox: 0.2290, dn_loss_iou: 0.3242, d0.dn_loss_cls: 0.0575, d0.dn_loss_bbox: 0.3463, d0.dn_loss_iou: 0.4417, d1.dn_loss_cls: 0.0318, d1.dn_loss_bbox: 0.2503, d1.dn_loss_iou: 0.3473, d2.dn_loss_cls: 0.0265, d2.dn_loss_bbox: 0.2334, d2.dn_loss_iou: 0.3302, d3.dn_loss_cls: 0.0246, d3.dn_loss_bbox: 0.2296, d3.dn_loss_iou: 0.3249, d4.dn_loss_cls: 0.0236, d4.dn_loss_bbox: 0.2291, d4.dn_loss_iou: 0.3240, loss: 8.8417, grad_norm: 26.6458 2023-11-23 02:45:49,622 - mmdet - INFO - Epoch [10][1950/7330] lr: 1.000e-05, eta: 3:51:43, time: 0.744, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2282, interm_loss_bbox: 0.1775, interm_loss_iou: 0.3998, loss_cls: 0.1904, loss_bbox: 0.1457, loss_iou: 0.3470, d0.loss_cls: 0.2441, d0.loss_bbox: 0.1528, d0.loss_iou: 0.3601, d1.loss_cls: 0.2111, d1.loss_bbox: 0.1484, d1.loss_iou: 0.3525, d2.loss_cls: 0.1993, d2.loss_bbox: 0.1454, d2.loss_iou: 0.3479, d3.loss_cls: 0.1925, d3.loss_bbox: 0.1466, d3.loss_iou: 0.3476, d4.loss_cls: 0.1910, d4.loss_bbox: 0.1454, d4.loss_iou: 0.3466, dn_loss_cls: 0.0239, dn_loss_bbox: 0.2379, dn_loss_iou: 0.3284, d0.dn_loss_cls: 0.0594, d0.dn_loss_bbox: 0.3571, d0.dn_loss_iou: 0.4445, d1.dn_loss_cls: 0.0331, d1.dn_loss_bbox: 0.2612, d1.dn_loss_iou: 0.3540, d2.dn_loss_cls: 0.0270, d2.dn_loss_bbox: 0.2428, d2.dn_loss_iou: 0.3351, d3.dn_loss_cls: 0.0253, d3.dn_loss_bbox: 0.2388, d3.dn_loss_iou: 0.3296, d4.dn_loss_cls: 0.0243, d4.dn_loss_bbox: 0.2379, d4.dn_loss_iou: 0.3284, loss: 8.9090, grad_norm: 26.1228 2023-11-23 02:46:24,483 - mmdet - INFO - Epoch [10][2000/7330] lr: 1.000e-05, eta: 3:51:08, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2182, interm_loss_bbox: 0.1812, interm_loss_iou: 0.3891, loss_cls: 0.1791, loss_bbox: 0.1423, loss_iou: 0.3320, d0.loss_cls: 0.2344, d0.loss_bbox: 0.1521, d0.loss_iou: 0.3464, d1.loss_cls: 0.2013, d1.loss_bbox: 0.1445, d1.loss_iou: 0.3365, d2.loss_cls: 0.1892, d2.loss_bbox: 0.1418, d2.loss_iou: 0.3330, d3.loss_cls: 0.1829, d3.loss_bbox: 0.1420, d3.loss_iou: 0.3325, d4.loss_cls: 0.1811, d4.loss_bbox: 0.1411, d4.loss_iou: 0.3313, dn_loss_cls: 0.0232, dn_loss_bbox: 0.2258, dn_loss_iou: 0.3244, d0.dn_loss_cls: 0.0572, d0.dn_loss_bbox: 0.3455, d0.dn_loss_iou: 0.4490, d1.dn_loss_cls: 0.0319, d1.dn_loss_bbox: 0.2488, d1.dn_loss_iou: 0.3491, d2.dn_loss_cls: 0.0261, d2.dn_loss_bbox: 0.2317, d2.dn_loss_iou: 0.3314, d3.dn_loss_cls: 0.0245, d3.dn_loss_bbox: 0.2267, d3.dn_loss_iou: 0.3253, d4.dn_loss_cls: 0.0236, d4.dn_loss_bbox: 0.2259, d4.dn_loss_iou: 0.3243, loss: 8.6264, grad_norm: 25.7442 2023-11-23 02:46:58,889 - mmdet - INFO - Epoch [10][2050/7330] lr: 1.000e-05, eta: 3:50:33, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2254, interm_loss_bbox: 0.1833, interm_loss_iou: 0.4021, loss_cls: 0.1868, loss_bbox: 0.1475, loss_iou: 0.3402, d0.loss_cls: 0.2379, d0.loss_bbox: 0.1581, d0.loss_iou: 0.3581, d1.loss_cls: 0.2074, d1.loss_bbox: 0.1536, d1.loss_iou: 0.3503, d2.loss_cls: 0.1956, d2.loss_bbox: 0.1513, d2.loss_iou: 0.3434, d3.loss_cls: 0.1885, d3.loss_bbox: 0.1497, d3.loss_iou: 0.3416, d4.loss_cls: 0.1868, d4.loss_bbox: 0.1484, d4.loss_iou: 0.3410, dn_loss_cls: 0.0245, dn_loss_bbox: 0.2362, dn_loss_iou: 0.3292, d0.dn_loss_cls: 0.0598, d0.dn_loss_bbox: 0.3563, d0.dn_loss_iou: 0.4504, d1.dn_loss_cls: 0.0343, d1.dn_loss_bbox: 0.2598, d1.dn_loss_iou: 0.3551, d2.dn_loss_cls: 0.0279, d2.dn_loss_bbox: 0.2414, d2.dn_loss_iou: 0.3358, d3.dn_loss_cls: 0.0260, d3.dn_loss_bbox: 0.2368, d3.dn_loss_iou: 0.3300, d4.dn_loss_cls: 0.0250, d4.dn_loss_bbox: 0.2362, d4.dn_loss_iou: 0.3292, loss: 8.8909, grad_norm: 25.0239 2023-11-23 02:47:33,381 - mmdet - INFO - Epoch [10][2100/7330] lr: 1.000e-05, eta: 3:49:58, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2174, interm_loss_bbox: 0.1839, interm_loss_iou: 0.3910, loss_cls: 0.1741, loss_bbox: 0.1495, loss_iou: 0.3398, d0.loss_cls: 0.2298, d0.loss_bbox: 0.1570, d0.loss_iou: 0.3522, d1.loss_cls: 0.1948, d1.loss_bbox: 0.1531, d1.loss_iou: 0.3482, d2.loss_cls: 0.1814, d2.loss_bbox: 0.1518, d2.loss_iou: 0.3440, d3.loss_cls: 0.1762, d3.loss_bbox: 0.1503, d3.loss_iou: 0.3420, d4.loss_cls: 0.1742, d4.loss_bbox: 0.1497, d4.loss_iou: 0.3400, dn_loss_cls: 0.0221, dn_loss_bbox: 0.2301, dn_loss_iou: 0.3178, d0.dn_loss_cls: 0.0573, d0.dn_loss_bbox: 0.3583, d0.dn_loss_iou: 0.4411, d1.dn_loss_cls: 0.0317, d1.dn_loss_bbox: 0.2559, d1.dn_loss_iou: 0.3442, d2.dn_loss_cls: 0.0258, d2.dn_loss_bbox: 0.2363, d2.dn_loss_iou: 0.3250, d3.dn_loss_cls: 0.0239, d3.dn_loss_bbox: 0.2306, d3.dn_loss_iou: 0.3187, d4.dn_loss_cls: 0.0226, d4.dn_loss_bbox: 0.2301, d4.dn_loss_iou: 0.3177, loss: 8.6894, grad_norm: 24.8833 2023-11-23 02:48:07,949 - mmdet - INFO - Epoch [10][2150/7330] lr: 1.000e-05, eta: 3:49:24, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2179, interm_loss_bbox: 0.1766, interm_loss_iou: 0.4108, loss_cls: 0.1784, loss_bbox: 0.1438, loss_iou: 0.3549, d0.loss_cls: 0.2339, d0.loss_bbox: 0.1502, d0.loss_iou: 0.3675, d1.loss_cls: 0.1994, d1.loss_bbox: 0.1482, d1.loss_iou: 0.3608, d2.loss_cls: 0.1862, d2.loss_bbox: 0.1442, d2.loss_iou: 0.3574, d3.loss_cls: 0.1800, d3.loss_bbox: 0.1438, d3.loss_iou: 0.3567, d4.loss_cls: 0.1779, d4.loss_bbox: 0.1439, d4.loss_iou: 0.3558, dn_loss_cls: 0.0233, dn_loss_bbox: 0.2280, dn_loss_iou: 0.3263, d0.dn_loss_cls: 0.0569, d0.dn_loss_bbox: 0.3504, d0.dn_loss_iou: 0.4465, d1.dn_loss_cls: 0.0321, d1.dn_loss_bbox: 0.2522, d1.dn_loss_iou: 0.3509, d2.dn_loss_cls: 0.0265, d2.dn_loss_bbox: 0.2333, d2.dn_loss_iou: 0.3328, d3.dn_loss_cls: 0.0247, d3.dn_loss_bbox: 0.2286, d3.dn_loss_iou: 0.3268, d4.dn_loss_cls: 0.0237, d4.dn_loss_bbox: 0.2280, d4.dn_loss_iou: 0.3262, loss: 8.8057, grad_norm: 28.5678 2023-11-23 02:48:42,977 - mmdet - INFO - Epoch [10][2200/7330] lr: 1.000e-05, eta: 3:48:49, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2331, interm_loss_bbox: 0.1790, interm_loss_iou: 0.4005, loss_cls: 0.1870, loss_bbox: 0.1474, loss_iou: 0.3511, d0.loss_cls: 0.2492, d0.loss_bbox: 0.1527, d0.loss_iou: 0.3621, d1.loss_cls: 0.2108, d1.loss_bbox: 0.1503, d1.loss_iou: 0.3562, d2.loss_cls: 0.1976, d2.loss_bbox: 0.1484, d2.loss_iou: 0.3531, d3.loss_cls: 0.1918, d3.loss_bbox: 0.1471, d3.loss_iou: 0.3513, d4.loss_cls: 0.1878, d4.loss_bbox: 0.1476, d4.loss_iou: 0.3511, dn_loss_cls: 0.0233, dn_loss_bbox: 0.2249, dn_loss_iou: 0.3223, d0.dn_loss_cls: 0.0568, d0.dn_loss_bbox: 0.3441, d0.dn_loss_iou: 0.4417, d1.dn_loss_cls: 0.0322, d1.dn_loss_bbox: 0.2494, d1.dn_loss_iou: 0.3477, d2.dn_loss_cls: 0.0269, d2.dn_loss_bbox: 0.2307, d2.dn_loss_iou: 0.3290, d3.dn_loss_cls: 0.0250, d3.dn_loss_bbox: 0.2257, d3.dn_loss_iou: 0.3232, d4.dn_loss_cls: 0.0238, d4.dn_loss_bbox: 0.2249, d4.dn_loss_iou: 0.3222, loss: 8.8289, grad_norm: 24.1618 2023-11-23 02:49:17,784 - mmdet - INFO - Epoch [10][2250/7330] lr: 1.000e-05, eta: 3:48:14, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2210, interm_loss_bbox: 0.1797, interm_loss_iou: 0.3878, loss_cls: 0.1783, loss_bbox: 0.1505, loss_iou: 0.3386, d0.loss_cls: 0.2366, d0.loss_bbox: 0.1558, d0.loss_iou: 0.3479, d1.loss_cls: 0.2008, d1.loss_bbox: 0.1546, d1.loss_iou: 0.3405, d2.loss_cls: 0.1878, d2.loss_bbox: 0.1511, d2.loss_iou: 0.3381, d3.loss_cls: 0.1826, d3.loss_bbox: 0.1498, d3.loss_iou: 0.3371, d4.loss_cls: 0.1793, d4.loss_bbox: 0.1504, d4.loss_iou: 0.3381, dn_loss_cls: 0.0232, dn_loss_bbox: 0.2330, dn_loss_iou: 0.3193, d0.dn_loss_cls: 0.0579, d0.dn_loss_bbox: 0.3507, d0.dn_loss_iou: 0.4394, d1.dn_loss_cls: 0.0324, d1.dn_loss_bbox: 0.2576, d1.dn_loss_iou: 0.3443, d2.dn_loss_cls: 0.0264, d2.dn_loss_bbox: 0.2386, d2.dn_loss_iou: 0.3258, d3.dn_loss_cls: 0.0247, d3.dn_loss_bbox: 0.2336, d3.dn_loss_iou: 0.3200, d4.dn_loss_cls: 0.0236, d4.dn_loss_bbox: 0.2330, d4.dn_loss_iou: 0.3192, loss: 8.7094, grad_norm: 25.1954 2023-11-23 02:49:52,063 - mmdet - INFO - Epoch [10][2300/7330] lr: 1.000e-05, eta: 3:47:40, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2216, interm_loss_bbox: 0.1699, interm_loss_iou: 0.4076, loss_cls: 0.1818, loss_bbox: 0.1381, loss_iou: 0.3552, d0.loss_cls: 0.2360, d0.loss_bbox: 0.1439, d0.loss_iou: 0.3655, d1.loss_cls: 0.2023, d1.loss_bbox: 0.1416, d1.loss_iou: 0.3607, d2.loss_cls: 0.1905, d2.loss_bbox: 0.1388, d2.loss_iou: 0.3566, d3.loss_cls: 0.1857, d3.loss_bbox: 0.1382, d3.loss_iou: 0.3550, d4.loss_cls: 0.1831, d4.loss_bbox: 0.1378, d4.loss_iou: 0.3548, dn_loss_cls: 0.0239, dn_loss_bbox: 0.2046, dn_loss_iou: 0.3247, d0.dn_loss_cls: 0.0579, d0.dn_loss_bbox: 0.3156, d0.dn_loss_iou: 0.4419, d1.dn_loss_cls: 0.0326, d1.dn_loss_bbox: 0.2276, d1.dn_loss_iou: 0.3498, d2.dn_loss_cls: 0.0271, d2.dn_loss_bbox: 0.2095, d2.dn_loss_iou: 0.3315, d3.dn_loss_cls: 0.0250, d3.dn_loss_bbox: 0.2053, d3.dn_loss_iou: 0.3255, d4.dn_loss_cls: 0.0242, d4.dn_loss_bbox: 0.2046, d4.dn_loss_iou: 0.3247, loss: 8.6206, grad_norm: 23.7920 2023-11-23 02:50:26,724 - mmdet - INFO - Epoch [10][2350/7330] lr: 1.000e-05, eta: 3:47:05, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2168, interm_loss_bbox: 0.1773, interm_loss_iou: 0.3980, loss_cls: 0.1765, loss_bbox: 0.1440, loss_iou: 0.3433, d0.loss_cls: 0.2316, d0.loss_bbox: 0.1500, d0.loss_iou: 0.3533, d1.loss_cls: 0.1982, d1.loss_bbox: 0.1465, d1.loss_iou: 0.3486, d2.loss_cls: 0.1859, d2.loss_bbox: 0.1435, d2.loss_iou: 0.3444, d3.loss_cls: 0.1795, d3.loss_bbox: 0.1441, d3.loss_iou: 0.3446, d4.loss_cls: 0.1772, d4.loss_bbox: 0.1442, d4.loss_iou: 0.3438, dn_loss_cls: 0.0232, dn_loss_bbox: 0.2277, dn_loss_iou: 0.3232, d0.dn_loss_cls: 0.0567, d0.dn_loss_bbox: 0.3463, d0.dn_loss_iou: 0.4387, d1.dn_loss_cls: 0.0319, d1.dn_loss_bbox: 0.2519, d1.dn_loss_iou: 0.3479, d2.dn_loss_cls: 0.0264, d2.dn_loss_bbox: 0.2329, d2.dn_loss_iou: 0.3297, d3.dn_loss_cls: 0.0245, d3.dn_loss_bbox: 0.2284, d3.dn_loss_iou: 0.3242, d4.dn_loss_cls: 0.0234, d4.dn_loss_bbox: 0.2278, d4.dn_loss_iou: 0.3231, loss: 8.6792, grad_norm: 23.9861 2023-11-23 02:51:01,490 - mmdet - INFO - Epoch [10][2400/7330] lr: 1.000e-05, eta: 3:46:30, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2197, interm_loss_bbox: 0.1749, interm_loss_iou: 0.3988, loss_cls: 0.1806, loss_bbox: 0.1422, loss_iou: 0.3450, d0.loss_cls: 0.2357, d0.loss_bbox: 0.1484, d0.loss_iou: 0.3568, d1.loss_cls: 0.2023, d1.loss_bbox: 0.1456, d1.loss_iou: 0.3528, d2.loss_cls: 0.1918, d2.loss_bbox: 0.1420, d2.loss_iou: 0.3469, d3.loss_cls: 0.1849, d3.loss_bbox: 0.1422, d3.loss_iou: 0.3458, d4.loss_cls: 0.1813, d4.loss_bbox: 0.1424, d4.loss_iou: 0.3455, dn_loss_cls: 0.0251, dn_loss_bbox: 0.2140, dn_loss_iou: 0.3199, d0.dn_loss_cls: 0.0617, d0.dn_loss_bbox: 0.3306, d0.dn_loss_iou: 0.4375, d1.dn_loss_cls: 0.0350, d1.dn_loss_bbox: 0.2372, d1.dn_loss_iou: 0.3445, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2185, d2.dn_loss_iou: 0.3262, d3.dn_loss_cls: 0.0270, d3.dn_loss_bbox: 0.2143, d3.dn_loss_iou: 0.3206, d4.dn_loss_cls: 0.0257, d4.dn_loss_bbox: 0.2140, d4.dn_loss_iou: 0.3198, loss: 8.6266, grad_norm: 25.0651 2023-11-23 02:51:35,894 - mmdet - INFO - Epoch [10][2450/7330] lr: 1.000e-05, eta: 3:45:55, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2179, interm_loss_bbox: 0.1795, interm_loss_iou: 0.4055, loss_cls: 0.1767, loss_bbox: 0.1437, loss_iou: 0.3534, d0.loss_cls: 0.2317, d0.loss_bbox: 0.1503, d0.loss_iou: 0.3636, d1.loss_cls: 0.1977, d1.loss_bbox: 0.1481, d1.loss_iou: 0.3579, d2.loss_cls: 0.1860, d2.loss_bbox: 0.1453, d2.loss_iou: 0.3545, d3.loss_cls: 0.1811, d3.loss_bbox: 0.1434, d3.loss_iou: 0.3536, d4.loss_cls: 0.1767, d4.loss_bbox: 0.1440, d4.loss_iou: 0.3542, dn_loss_cls: 0.0236, dn_loss_bbox: 0.2308, dn_loss_iou: 0.3229, d0.dn_loss_cls: 0.0575, d0.dn_loss_bbox: 0.3480, d0.dn_loss_iou: 0.4432, d1.dn_loss_cls: 0.0326, d1.dn_loss_bbox: 0.2547, d1.dn_loss_iou: 0.3482, d2.dn_loss_cls: 0.0269, d2.dn_loss_bbox: 0.2363, d2.dn_loss_iou: 0.3293, d3.dn_loss_cls: 0.0249, d3.dn_loss_bbox: 0.2312, d3.dn_loss_iou: 0.3235, d4.dn_loss_cls: 0.0240, d4.dn_loss_bbox: 0.2309, d4.dn_loss_iou: 0.3228, loss: 8.7763, grad_norm: 26.8970 2023-11-23 02:52:10,746 - mmdet - INFO - Epoch [10][2500/7330] lr: 1.000e-05, eta: 3:45:21, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2153, interm_loss_bbox: 0.1754, interm_loss_iou: 0.3876, loss_cls: 0.1774, loss_bbox: 0.1451, loss_iou: 0.3392, d0.loss_cls: 0.2267, d0.loss_bbox: 0.1543, d0.loss_iou: 0.3523, d1.loss_cls: 0.1962, d1.loss_bbox: 0.1503, d1.loss_iou: 0.3462, d2.loss_cls: 0.1864, d2.loss_bbox: 0.1466, d2.loss_iou: 0.3416, d3.loss_cls: 0.1810, d3.loss_bbox: 0.1452, d3.loss_iou: 0.3387, d4.loss_cls: 0.1781, d4.loss_bbox: 0.1452, d4.loss_iou: 0.3385, dn_loss_cls: 0.0212, dn_loss_bbox: 0.2142, dn_loss_iou: 0.3157, d0.dn_loss_cls: 0.0561, d0.dn_loss_bbox: 0.3239, d0.dn_loss_iou: 0.4300, d1.dn_loss_cls: 0.0301, d1.dn_loss_bbox: 0.2348, d1.dn_loss_iou: 0.3378, d2.dn_loss_cls: 0.0245, d2.dn_loss_bbox: 0.2190, d2.dn_loss_iou: 0.3212, d3.dn_loss_cls: 0.0226, d3.dn_loss_bbox: 0.2145, d3.dn_loss_iou: 0.3161, d4.dn_loss_cls: 0.0216, d4.dn_loss_bbox: 0.2142, d4.dn_loss_iou: 0.3156, loss: 8.5006, grad_norm: 25.2108 2023-11-23 02:52:45,368 - mmdet - INFO - Epoch [10][2550/7330] lr: 1.000e-05, eta: 3:44:46, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2197, interm_loss_bbox: 0.1757, interm_loss_iou: 0.3995, loss_cls: 0.1793, loss_bbox: 0.1436, loss_iou: 0.3453, d0.loss_cls: 0.2300, d0.loss_bbox: 0.1514, d0.loss_iou: 0.3632, d1.loss_cls: 0.1990, d1.loss_bbox: 0.1472, d1.loss_iou: 0.3543, d2.loss_cls: 0.1903, d2.loss_bbox: 0.1432, d2.loss_iou: 0.3455, d3.loss_cls: 0.1837, d3.loss_bbox: 0.1429, d3.loss_iou: 0.3446, d4.loss_cls: 0.1802, d4.loss_bbox: 0.1434, d4.loss_iou: 0.3451, dn_loss_cls: 0.0237, dn_loss_bbox: 0.2197, dn_loss_iou: 0.3302, d0.dn_loss_cls: 0.0582, d0.dn_loss_bbox: 0.3288, d0.dn_loss_iou: 0.4508, d1.dn_loss_cls: 0.0335, d1.dn_loss_bbox: 0.2425, d1.dn_loss_iou: 0.3568, d2.dn_loss_cls: 0.0273, d2.dn_loss_bbox: 0.2249, d2.dn_loss_iou: 0.3370, d3.dn_loss_cls: 0.0252, d3.dn_loss_bbox: 0.2205, d3.dn_loss_iou: 0.3311, d4.dn_loss_cls: 0.0242, d4.dn_loss_bbox: 0.2196, d4.dn_loss_iou: 0.3301, loss: 8.7114, grad_norm: 26.4047 2023-11-23 02:53:19,943 - mmdet - INFO - Epoch [10][2600/7330] lr: 1.000e-05, eta: 3:44:11, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2229, interm_loss_bbox: 0.1796, interm_loss_iou: 0.4002, loss_cls: 0.1829, loss_bbox: 0.1467, loss_iou: 0.3463, d0.loss_cls: 0.2380, d0.loss_bbox: 0.1507, d0.loss_iou: 0.3557, d1.loss_cls: 0.2031, d1.loss_bbox: 0.1491, d1.loss_iou: 0.3521, d2.loss_cls: 0.1941, d2.loss_bbox: 0.1463, d2.loss_iou: 0.3463, d3.loss_cls: 0.1878, d3.loss_bbox: 0.1454, d3.loss_iou: 0.3460, d4.loss_cls: 0.1838, d4.loss_bbox: 0.1465, d4.loss_iou: 0.3463, dn_loss_cls: 0.0226, dn_loss_bbox: 0.2185, dn_loss_iou: 0.3192, d0.dn_loss_cls: 0.0568, d0.dn_loss_bbox: 0.3310, d0.dn_loss_iou: 0.4391, d1.dn_loss_cls: 0.0318, d1.dn_loss_bbox: 0.2412, d1.dn_loss_iou: 0.3457, d2.dn_loss_cls: 0.0260, d2.dn_loss_bbox: 0.2237, d2.dn_loss_iou: 0.3260, d3.dn_loss_cls: 0.0242, d3.dn_loss_bbox: 0.2190, d3.dn_loss_iou: 0.3200, d4.dn_loss_cls: 0.0232, d4.dn_loss_bbox: 0.2185, d4.dn_loss_iou: 0.3192, loss: 8.6753, grad_norm: 24.6985 2023-11-23 02:53:54,625 - mmdet - INFO - Epoch [10][2650/7330] lr: 1.000e-05, eta: 3:43:37, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2309, interm_loss_bbox: 0.1749, interm_loss_iou: 0.3982, loss_cls: 0.1880, loss_bbox: 0.1436, loss_iou: 0.3468, d0.loss_cls: 0.2428, d0.loss_bbox: 0.1495, d0.loss_iou: 0.3568, d1.loss_cls: 0.2096, d1.loss_bbox: 0.1466, d1.loss_iou: 0.3520, d2.loss_cls: 0.1969, d2.loss_bbox: 0.1447, d2.loss_iou: 0.3481, d3.loss_cls: 0.1928, d3.loss_bbox: 0.1428, d3.loss_iou: 0.3462, d4.loss_cls: 0.1888, d4.loss_bbox: 0.1433, d4.loss_iou: 0.3473, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2356, dn_loss_iou: 0.3356, d0.dn_loss_cls: 0.0623, d0.dn_loss_bbox: 0.3551, d0.dn_loss_iou: 0.4558, d1.dn_loss_cls: 0.0353, d1.dn_loss_bbox: 0.2603, d1.dn_loss_iou: 0.3612, d2.dn_loss_cls: 0.0296, d2.dn_loss_bbox: 0.2411, d2.dn_loss_iou: 0.3426, d3.dn_loss_cls: 0.0276, d3.dn_loss_bbox: 0.2360, d3.dn_loss_iou: 0.3363, d4.dn_loss_cls: 0.0263, d4.dn_loss_bbox: 0.2356, d4.dn_loss_iou: 0.3356, loss: 8.9286, grad_norm: 25.1100 2023-11-23 02:54:29,410 - mmdet - INFO - Epoch [10][2700/7330] lr: 1.000e-05, eta: 3:43:02, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2298, interm_loss_bbox: 0.1808, interm_loss_iou: 0.4147, loss_cls: 0.1887, loss_bbox: 0.1502, loss_iou: 0.3605, d0.loss_cls: 0.2426, d0.loss_bbox: 0.1560, d0.loss_iou: 0.3710, d1.loss_cls: 0.2105, d1.loss_bbox: 0.1524, d1.loss_iou: 0.3646, d2.loss_cls: 0.1978, d2.loss_bbox: 0.1500, d2.loss_iou: 0.3607, d3.loss_cls: 0.1913, d3.loss_bbox: 0.1499, d3.loss_iou: 0.3604, d4.loss_cls: 0.1886, d4.loss_bbox: 0.1505, d4.loss_iou: 0.3610, dn_loss_cls: 0.0261, dn_loss_bbox: 0.2331, dn_loss_iou: 0.3416, d0.dn_loss_cls: 0.0612, d0.dn_loss_bbox: 0.3553, d0.dn_loss_iou: 0.4677, d1.dn_loss_cls: 0.0353, d1.dn_loss_bbox: 0.2567, d1.dn_loss_iou: 0.3678, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2382, d2.dn_loss_iou: 0.3485, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2338, d3.dn_loss_iou: 0.3423, d4.dn_loss_cls: 0.0263, d4.dn_loss_bbox: 0.2331, d4.dn_loss_iou: 0.3415, loss: 9.0968, grad_norm: 24.8075 2023-11-23 02:55:03,610 - mmdet - INFO - Epoch [10][2750/7330] lr: 1.000e-05, eta: 3:42:27, time: 0.684, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2227, interm_loss_bbox: 0.1807, interm_loss_iou: 0.4036, loss_cls: 0.1784, loss_bbox: 0.1512, loss_iou: 0.3555, d0.loss_cls: 0.2348, d0.loss_bbox: 0.1540, d0.loss_iou: 0.3617, d1.loss_cls: 0.1995, d1.loss_bbox: 0.1550, d1.loss_iou: 0.3621, d2.loss_cls: 0.1880, d2.loss_bbox: 0.1509, d2.loss_iou: 0.3553, d3.loss_cls: 0.1822, d3.loss_bbox: 0.1503, d3.loss_iou: 0.3553, d4.loss_cls: 0.1796, d4.loss_bbox: 0.1506, d4.loss_iou: 0.3552, dn_loss_cls: 0.0233, dn_loss_bbox: 0.2264, dn_loss_iou: 0.3297, d0.dn_loss_cls: 0.0575, d0.dn_loss_bbox: 0.3429, d0.dn_loss_iou: 0.4452, d1.dn_loss_cls: 0.0323, d1.dn_loss_bbox: 0.2498, d1.dn_loss_iou: 0.3545, d2.dn_loss_cls: 0.0265, d2.dn_loss_bbox: 0.2317, d2.dn_loss_iou: 0.3360, d3.dn_loss_cls: 0.0247, d3.dn_loss_bbox: 0.2271, d3.dn_loss_iou: 0.3305, d4.dn_loss_cls: 0.0237, d4.dn_loss_bbox: 0.2264, d4.dn_loss_iou: 0.3296, loss: 8.8445, grad_norm: 25.8982 2023-11-23 02:55:37,847 - mmdet - INFO - Epoch [10][2800/7330] lr: 1.000e-05, eta: 3:41:52, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2217, interm_loss_bbox: 0.1753, interm_loss_iou: 0.3954, loss_cls: 0.1800, loss_bbox: 0.1447, loss_iou: 0.3431, d0.loss_cls: 0.2344, d0.loss_bbox: 0.1503, d0.loss_iou: 0.3535, d1.loss_cls: 0.2022, d1.loss_bbox: 0.1470, d1.loss_iou: 0.3458, d2.loss_cls: 0.1908, d2.loss_bbox: 0.1433, d2.loss_iou: 0.3417, d3.loss_cls: 0.1837, d3.loss_bbox: 0.1440, d3.loss_iou: 0.3427, d4.loss_cls: 0.1806, d4.loss_bbox: 0.1441, d4.loss_iou: 0.3434, dn_loss_cls: 0.0245, dn_loss_bbox: 0.2278, dn_loss_iou: 0.3272, d0.dn_loss_cls: 0.0574, d0.dn_loss_bbox: 0.3480, d0.dn_loss_iou: 0.4459, d1.dn_loss_cls: 0.0327, d1.dn_loss_bbox: 0.2522, d1.dn_loss_iou: 0.3520, d2.dn_loss_cls: 0.0273, d2.dn_loss_bbox: 0.2334, d2.dn_loss_iou: 0.3334, d3.dn_loss_cls: 0.0257, d3.dn_loss_bbox: 0.2286, d3.dn_loss_iou: 0.3281, d4.dn_loss_cls: 0.0248, d4.dn_loss_bbox: 0.2277, d4.dn_loss_iou: 0.3271, loss: 8.7316, grad_norm: 24.3843 2023-11-23 02:56:12,609 - mmdet - INFO - Epoch [10][2850/7330] lr: 1.000e-05, eta: 3:41:18, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2258, interm_loss_bbox: 0.1793, interm_loss_iou: 0.4085, loss_cls: 0.1825, loss_bbox: 0.1498, loss_iou: 0.3584, d0.loss_cls: 0.2374, d0.loss_bbox: 0.1558, d0.loss_iou: 0.3690, d1.loss_cls: 0.2027, d1.loss_bbox: 0.1521, d1.loss_iou: 0.3643, d2.loss_cls: 0.1910, d2.loss_bbox: 0.1498, d2.loss_iou: 0.3593, d3.loss_cls: 0.1858, d3.loss_bbox: 0.1493, d3.loss_iou: 0.3583, d4.loss_cls: 0.1826, d4.loss_bbox: 0.1496, d4.loss_iou: 0.3592, dn_loss_cls: 0.0230, dn_loss_bbox: 0.2248, dn_loss_iou: 0.3295, d0.dn_loss_cls: 0.0575, d0.dn_loss_bbox: 0.3402, d0.dn_loss_iou: 0.4455, d1.dn_loss_cls: 0.0321, d1.dn_loss_bbox: 0.2498, d1.dn_loss_iou: 0.3555, d2.dn_loss_cls: 0.0264, d2.dn_loss_bbox: 0.2304, d2.dn_loss_iou: 0.3360, d3.dn_loss_cls: 0.0246, d3.dn_loss_bbox: 0.2253, d3.dn_loss_iou: 0.3302, d4.dn_loss_cls: 0.0234, d4.dn_loss_bbox: 0.2248, d4.dn_loss_iou: 0.3294, loss: 8.8791, grad_norm: 24.3954 2023-11-23 02:56:48,198 - mmdet - INFO - Epoch [10][2900/7330] lr: 1.000e-05, eta: 3:40:43, time: 0.712, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2280, interm_loss_bbox: 0.1780, interm_loss_iou: 0.4057, loss_cls: 0.1841, loss_bbox: 0.1447, loss_iou: 0.3522, d0.loss_cls: 0.2406, d0.loss_bbox: 0.1487, d0.loss_iou: 0.3613, d1.loss_cls: 0.2069, d1.loss_bbox: 0.1476, d1.loss_iou: 0.3580, d2.loss_cls: 0.1940, d2.loss_bbox: 0.1454, d2.loss_iou: 0.3538, d3.loss_cls: 0.1875, d3.loss_bbox: 0.1448, d3.loss_iou: 0.3527, d4.loss_cls: 0.1842, d4.loss_bbox: 0.1448, d4.loss_iou: 0.3523, dn_loss_cls: 0.0239, dn_loss_bbox: 0.2251, dn_loss_iou: 0.3297, d0.dn_loss_cls: 0.0592, d0.dn_loss_bbox: 0.3425, d0.dn_loss_iou: 0.4466, d1.dn_loss_cls: 0.0330, d1.dn_loss_bbox: 0.2481, d1.dn_loss_iou: 0.3539, d2.dn_loss_cls: 0.0273, d2.dn_loss_bbox: 0.2300, d2.dn_loss_iou: 0.3361, d3.dn_loss_cls: 0.0255, d3.dn_loss_bbox: 0.2255, d3.dn_loss_iou: 0.3304, d4.dn_loss_cls: 0.0244, d4.dn_loss_bbox: 0.2251, d4.dn_loss_iou: 0.3296, loss: 8.8311, grad_norm: 24.4254 2023-11-23 02:57:25,106 - mmdet - INFO - Epoch [10][2950/7330] lr: 1.000e-05, eta: 3:40:09, time: 0.738, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2230, interm_loss_bbox: 0.1681, interm_loss_iou: 0.3957, loss_cls: 0.1798, loss_bbox: 0.1384, loss_iou: 0.3480, d0.loss_cls: 0.2317, d0.loss_bbox: 0.1454, d0.loss_iou: 0.3585, d1.loss_cls: 0.1997, d1.loss_bbox: 0.1419, d1.loss_iou: 0.3528, d2.loss_cls: 0.1880, d2.loss_bbox: 0.1395, d2.loss_iou: 0.3488, d3.loss_cls: 0.1833, d3.loss_bbox: 0.1381, d3.loss_iou: 0.3482, d4.loss_cls: 0.1809, d4.loss_bbox: 0.1384, d4.loss_iou: 0.3475, dn_loss_cls: 0.0221, dn_loss_bbox: 0.2097, dn_loss_iou: 0.3211, d0.dn_loss_cls: 0.0569, d0.dn_loss_bbox: 0.3157, d0.dn_loss_iou: 0.4333, d1.dn_loss_cls: 0.0312, d1.dn_loss_bbox: 0.2303, d1.dn_loss_iou: 0.3431, d2.dn_loss_cls: 0.0257, d2.dn_loss_bbox: 0.2148, d2.dn_loss_iou: 0.3269, d3.dn_loss_cls: 0.0237, d3.dn_loss_bbox: 0.2103, d3.dn_loss_iou: 0.3217, d4.dn_loss_cls: 0.0226, d4.dn_loss_bbox: 0.2097, d4.dn_loss_iou: 0.3210, loss: 8.5354, grad_norm: 26.4079 2023-11-23 02:57:59,475 - mmdet - INFO - Epoch [10][3000/7330] lr: 1.000e-05, eta: 3:39:34, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2264, interm_loss_bbox: 0.1799, interm_loss_iou: 0.4047, loss_cls: 0.1849, loss_bbox: 0.1452, loss_iou: 0.3515, d0.loss_cls: 0.2406, d0.loss_bbox: 0.1507, d0.loss_iou: 0.3594, d1.loss_cls: 0.2064, d1.loss_bbox: 0.1487, d1.loss_iou: 0.3554, d2.loss_cls: 0.1932, d2.loss_bbox: 0.1479, d2.loss_iou: 0.3526, d3.loss_cls: 0.1889, d3.loss_bbox: 0.1452, d3.loss_iou: 0.3513, d4.loss_cls: 0.1859, d4.loss_bbox: 0.1448, d4.loss_iou: 0.3513, dn_loss_cls: 0.0250, dn_loss_bbox: 0.2331, dn_loss_iou: 0.3359, d0.dn_loss_cls: 0.0600, d0.dn_loss_bbox: 0.3511, d0.dn_loss_iou: 0.4568, d1.dn_loss_cls: 0.0348, d1.dn_loss_bbox: 0.2583, d1.dn_loss_iou: 0.3629, d2.dn_loss_cls: 0.0286, d2.dn_loss_bbox: 0.2388, d2.dn_loss_iou: 0.3432, d3.dn_loss_cls: 0.0266, d3.dn_loss_bbox: 0.2339, d3.dn_loss_iou: 0.3369, d4.dn_loss_cls: 0.0255, d4.dn_loss_bbox: 0.2331, d4.dn_loss_iou: 0.3357, loss: 8.9351, grad_norm: 26.0748 2023-11-23 02:58:34,111 - mmdet - INFO - Epoch [10][3050/7330] lr: 1.000e-05, eta: 3:39:00, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2216, interm_loss_bbox: 0.1764, interm_loss_iou: 0.3904, loss_cls: 0.1795, loss_bbox: 0.1457, loss_iou: 0.3428, d0.loss_cls: 0.2322, d0.loss_bbox: 0.1515, d0.loss_iou: 0.3516, d1.loss_cls: 0.2015, d1.loss_bbox: 0.1493, d1.loss_iou: 0.3463, d2.loss_cls: 0.1898, d2.loss_bbox: 0.1457, d2.loss_iou: 0.3430, d3.loss_cls: 0.1851, d3.loss_bbox: 0.1437, d3.loss_iou: 0.3411, d4.loss_cls: 0.1808, d4.loss_bbox: 0.1453, d4.loss_iou: 0.3426, dn_loss_cls: 0.0230, dn_loss_bbox: 0.2235, dn_loss_iou: 0.3167, d0.dn_loss_cls: 0.0575, d0.dn_loss_bbox: 0.3445, d0.dn_loss_iou: 0.4348, d1.dn_loss_cls: 0.0321, d1.dn_loss_bbox: 0.2480, d1.dn_loss_iou: 0.3416, d2.dn_loss_cls: 0.0262, d2.dn_loss_bbox: 0.2289, d2.dn_loss_iou: 0.3234, d3.dn_loss_cls: 0.0243, d3.dn_loss_bbox: 0.2245, d3.dn_loss_iou: 0.3177, d4.dn_loss_cls: 0.0234, d4.dn_loss_bbox: 0.2235, d4.dn_loss_iou: 0.3167, loss: 8.6359, grad_norm: 22.7818 2023-11-23 02:59:08,422 - mmdet - INFO - Epoch [10][3100/7330] lr: 1.000e-05, eta: 3:38:25, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2273, interm_loss_bbox: 0.1793, interm_loss_iou: 0.3928, loss_cls: 0.1828, loss_bbox: 0.1460, loss_iou: 0.3397, d0.loss_cls: 0.2389, d0.loss_bbox: 0.1529, d0.loss_iou: 0.3524, d1.loss_cls: 0.2036, d1.loss_bbox: 0.1497, d1.loss_iou: 0.3453, d2.loss_cls: 0.1926, d2.loss_bbox: 0.1455, d2.loss_iou: 0.3393, d3.loss_cls: 0.1858, d3.loss_bbox: 0.1455, d3.loss_iou: 0.3398, d4.loss_cls: 0.1834, d4.loss_bbox: 0.1459, d4.loss_iou: 0.3398, dn_loss_cls: 0.0233, dn_loss_bbox: 0.2257, dn_loss_iou: 0.3218, d0.dn_loss_cls: 0.0584, d0.dn_loss_bbox: 0.3455, d0.dn_loss_iou: 0.4422, d1.dn_loss_cls: 0.0325, d1.dn_loss_bbox: 0.2499, d1.dn_loss_iou: 0.3465, d2.dn_loss_cls: 0.0266, d2.dn_loss_bbox: 0.2307, d2.dn_loss_iou: 0.3278, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2262, d3.dn_loss_iou: 0.3225, d4.dn_loss_cls: 0.0237, d4.dn_loss_bbox: 0.2257, d4.dn_loss_iou: 0.3217, loss: 8.7039, grad_norm: 24.2235 2023-11-23 02:59:44,968 - mmdet - INFO - Epoch [10][3150/7330] lr: 1.000e-05, eta: 3:37:51, time: 0.731, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2231, interm_loss_bbox: 0.1797, interm_loss_iou: 0.4019, loss_cls: 0.1808, loss_bbox: 0.1470, loss_iou: 0.3480, d0.loss_cls: 0.2368, d0.loss_bbox: 0.1508, d0.loss_iou: 0.3578, d1.loss_cls: 0.2009, d1.loss_bbox: 0.1503, d1.loss_iou: 0.3556, d2.loss_cls: 0.1910, d2.loss_bbox: 0.1467, d2.loss_iou: 0.3493, d3.loss_cls: 0.1855, d3.loss_bbox: 0.1464, d3.loss_iou: 0.3474, d4.loss_cls: 0.1825, d4.loss_bbox: 0.1467, d4.loss_iou: 0.3471, dn_loss_cls: 0.0251, dn_loss_bbox: 0.2418, dn_loss_iou: 0.3299, d0.dn_loss_cls: 0.0593, d0.dn_loss_bbox: 0.3626, d0.dn_loss_iou: 0.4498, d1.dn_loss_cls: 0.0343, d1.dn_loss_bbox: 0.2651, d1.dn_loss_iou: 0.3543, d2.dn_loss_cls: 0.0284, d2.dn_loss_bbox: 0.2469, d2.dn_loss_iou: 0.3360, d3.dn_loss_cls: 0.0266, d3.dn_loss_bbox: 0.2425, d3.dn_loss_iou: 0.3309, d4.dn_loss_cls: 0.0256, d4.dn_loss_bbox: 0.2418, d4.dn_loss_iou: 0.3298, loss: 8.9059, grad_norm: 24.9841 2023-11-23 03:00:19,621 - mmdet - INFO - Epoch [10][3200/7330] lr: 1.000e-05, eta: 3:37:16, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2128, interm_loss_bbox: 0.1742, interm_loss_iou: 0.4045, loss_cls: 0.1734, loss_bbox: 0.1434, loss_iou: 0.3544, d0.loss_cls: 0.2229, d0.loss_bbox: 0.1488, d0.loss_iou: 0.3644, d1.loss_cls: 0.1917, d1.loss_bbox: 0.1480, d1.loss_iou: 0.3623, d2.loss_cls: 0.1829, d2.loss_bbox: 0.1446, d2.loss_iou: 0.3572, d3.loss_cls: 0.1774, d3.loss_bbox: 0.1433, d3.loss_iou: 0.3552, d4.loss_cls: 0.1749, d4.loss_bbox: 0.1427, d4.loss_iou: 0.3540, dn_loss_cls: 0.0232, dn_loss_bbox: 0.2254, dn_loss_iou: 0.3222, d0.dn_loss_cls: 0.0565, d0.dn_loss_bbox: 0.3372, d0.dn_loss_iou: 0.4392, d1.dn_loss_cls: 0.0323, d1.dn_loss_bbox: 0.2478, d1.dn_loss_iou: 0.3466, d2.dn_loss_cls: 0.0266, d2.dn_loss_bbox: 0.2306, d2.dn_loss_iou: 0.3289, d3.dn_loss_cls: 0.0246, d3.dn_loss_bbox: 0.2259, d3.dn_loss_iou: 0.3229, d4.dn_loss_cls: 0.0236, d4.dn_loss_bbox: 0.2255, d4.dn_loss_iou: 0.3221, loss: 8.6941, grad_norm: 23.9867 2023-11-23 03:00:54,119 - mmdet - INFO - Epoch [10][3250/7330] lr: 1.000e-05, eta: 3:36:41, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2225, interm_loss_bbox: 0.1783, interm_loss_iou: 0.3918, loss_cls: 0.1825, loss_bbox: 0.1461, loss_iou: 0.3411, d0.loss_cls: 0.2349, d0.loss_bbox: 0.1515, d0.loss_iou: 0.3512, d1.loss_cls: 0.2036, d1.loss_bbox: 0.1502, d1.loss_iou: 0.3461, d2.loss_cls: 0.1897, d2.loss_bbox: 0.1481, d2.loss_iou: 0.3437, d3.loss_cls: 0.1861, d3.loss_bbox: 0.1461, d3.loss_iou: 0.3406, d4.loss_cls: 0.1822, d4.loss_bbox: 0.1470, d4.loss_iou: 0.3417, dn_loss_cls: 0.0250, dn_loss_bbox: 0.2344, dn_loss_iou: 0.3283, d0.dn_loss_cls: 0.0590, d0.dn_loss_bbox: 0.3463, d0.dn_loss_iou: 0.4437, d1.dn_loss_cls: 0.0339, d1.dn_loss_bbox: 0.2569, d1.dn_loss_iou: 0.3530, d2.dn_loss_cls: 0.0281, d2.dn_loss_bbox: 0.2397, d2.dn_loss_iou: 0.3349, d3.dn_loss_cls: 0.0263, d3.dn_loss_bbox: 0.2351, d3.dn_loss_iou: 0.3294, d4.dn_loss_cls: 0.0254, d4.dn_loss_bbox: 0.2344, d4.dn_loss_iou: 0.3282, loss: 8.7870, grad_norm: 23.3961 2023-11-23 03:01:28,640 - mmdet - INFO - Epoch [10][3300/7330] lr: 1.000e-05, eta: 3:36:07, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2292, interm_loss_bbox: 0.1746, interm_loss_iou: 0.4107, loss_cls: 0.1935, loss_bbox: 0.1419, loss_iou: 0.3611, d0.loss_cls: 0.2451, d0.loss_bbox: 0.1463, d0.loss_iou: 0.3702, d1.loss_cls: 0.2121, d1.loss_bbox: 0.1459, d1.loss_iou: 0.3673, d2.loss_cls: 0.2024, d2.loss_bbox: 0.1421, d2.loss_iou: 0.3616, d3.loss_cls: 0.1974, d3.loss_bbox: 0.1413, d3.loss_iou: 0.3602, d4.loss_cls: 0.1939, d4.loss_bbox: 0.1416, d4.loss_iou: 0.3611, dn_loss_cls: 0.0235, dn_loss_bbox: 0.2331, dn_loss_iou: 0.3337, d0.dn_loss_cls: 0.0581, d0.dn_loss_bbox: 0.3417, d0.dn_loss_iou: 0.4460, d1.dn_loss_cls: 0.0328, d1.dn_loss_bbox: 0.2530, d1.dn_loss_iou: 0.3559, d2.dn_loss_cls: 0.0269, d2.dn_loss_bbox: 0.2373, d2.dn_loss_iou: 0.3389, d3.dn_loss_cls: 0.0251, d3.dn_loss_bbox: 0.2334, d3.dn_loss_iou: 0.3342, d4.dn_loss_cls: 0.0239, d4.dn_loss_bbox: 0.2331, d4.dn_loss_iou: 0.3337, loss: 8.9639, grad_norm: 25.1223 2023-11-23 03:02:03,459 - mmdet - INFO - Epoch [10][3350/7330] lr: 1.000e-05, eta: 3:35:32, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2239, interm_loss_bbox: 0.1707, interm_loss_iou: 0.4064, loss_cls: 0.1791, loss_bbox: 0.1451, loss_iou: 0.3629, d0.loss_cls: 0.2380, d0.loss_bbox: 0.1463, d0.loss_iou: 0.3650, d1.loss_cls: 0.2009, d1.loss_bbox: 0.1468, d1.loss_iou: 0.3651, d2.loss_cls: 0.1892, d2.loss_bbox: 0.1452, d2.loss_iou: 0.3614, d3.loss_cls: 0.1826, d3.loss_bbox: 0.1450, d3.loss_iou: 0.3618, d4.loss_cls: 0.1802, d4.loss_bbox: 0.1444, d4.loss_iou: 0.3620, dn_loss_cls: 0.0236, dn_loss_bbox: 0.2203, dn_loss_iou: 0.3263, d0.dn_loss_cls: 0.0567, d0.dn_loss_bbox: 0.3302, d0.dn_loss_iou: 0.4406, d1.dn_loss_cls: 0.0319, d1.dn_loss_bbox: 0.2431, d1.dn_loss_iou: 0.3500, d2.dn_loss_cls: 0.0265, d2.dn_loss_bbox: 0.2251, d2.dn_loss_iou: 0.3321, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2208, d3.dn_loss_iou: 0.3269, d4.dn_loss_cls: 0.0239, d4.dn_loss_bbox: 0.2202, d4.dn_loss_iou: 0.3261, loss: 8.7714, grad_norm: 27.1701 2023-11-23 03:02:37,706 - mmdet - INFO - Epoch [10][3400/7330] lr: 1.000e-05, eta: 3:34:57, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2217, interm_loss_bbox: 0.1790, interm_loss_iou: 0.3881, loss_cls: 0.1787, loss_bbox: 0.1447, loss_iou: 0.3331, d0.loss_cls: 0.2364, d0.loss_bbox: 0.1502, d0.loss_iou: 0.3448, d1.loss_cls: 0.2016, d1.loss_bbox: 0.1459, d1.loss_iou: 0.3375, d2.loss_cls: 0.1887, d2.loss_bbox: 0.1444, d2.loss_iou: 0.3349, d3.loss_cls: 0.1823, d3.loss_bbox: 0.1443, d3.loss_iou: 0.3337, d4.loss_cls: 0.1792, d4.loss_bbox: 0.1450, d4.loss_iou: 0.3334, dn_loss_cls: 0.0218, dn_loss_bbox: 0.2323, dn_loss_iou: 0.3079, d0.dn_loss_cls: 0.0569, d0.dn_loss_bbox: 0.3554, d0.dn_loss_iou: 0.4266, d1.dn_loss_cls: 0.0309, d1.dn_loss_bbox: 0.2562, d1.dn_loss_iou: 0.3325, d2.dn_loss_cls: 0.0252, d2.dn_loss_bbox: 0.2381, d2.dn_loss_iou: 0.3147, d3.dn_loss_cls: 0.0231, d3.dn_loss_bbox: 0.2329, d3.dn_loss_iou: 0.3086, d4.dn_loss_cls: 0.0221, d4.dn_loss_bbox: 0.2323, d4.dn_loss_iou: 0.3078, loss: 8.5728, grad_norm: 24.1692 2023-11-23 03:03:14,764 - mmdet - INFO - Epoch [10][3450/7330] lr: 1.000e-05, eta: 3:34:23, time: 0.741, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2354, interm_loss_bbox: 0.1768, interm_loss_iou: 0.4346, loss_cls: 0.1966, loss_bbox: 0.1407, loss_iou: 0.3776, d0.loss_cls: 0.2536, d0.loss_bbox: 0.1458, d0.loss_iou: 0.3864, d1.loss_cls: 0.2187, d1.loss_bbox: 0.1431, d1.loss_iou: 0.3825, d2.loss_cls: 0.2043, d2.loss_bbox: 0.1418, d2.loss_iou: 0.3787, d3.loss_cls: 0.1987, d3.loss_bbox: 0.1417, d3.loss_iou: 0.3789, d4.loss_cls: 0.1965, d4.loss_bbox: 0.1414, d4.loss_iou: 0.3784, dn_loss_cls: 0.0265, dn_loss_bbox: 0.2315, dn_loss_iou: 0.3543, d0.dn_loss_cls: 0.0611, d0.dn_loss_bbox: 0.3400, d0.dn_loss_iou: 0.4697, d1.dn_loss_cls: 0.0352, d1.dn_loss_bbox: 0.2538, d1.dn_loss_iou: 0.3786, d2.dn_loss_cls: 0.0296, d2.dn_loss_bbox: 0.2366, d2.dn_loss_iou: 0.3601, d3.dn_loss_cls: 0.0276, d3.dn_loss_bbox: 0.2320, d3.dn_loss_iou: 0.3552, d4.dn_loss_cls: 0.0266, d4.dn_loss_bbox: 0.2315, d4.dn_loss_iou: 0.3543, loss: 9.2567, grad_norm: 24.8937 2023-11-23 03:03:49,533 - mmdet - INFO - Epoch [10][3500/7330] lr: 1.000e-05, eta: 3:33:48, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2221, interm_loss_bbox: 0.1777, interm_loss_iou: 0.3953, loss_cls: 0.1780, loss_bbox: 0.1480, loss_iou: 0.3514, d0.loss_cls: 0.2334, d0.loss_bbox: 0.1543, d0.loss_iou: 0.3593, d1.loss_cls: 0.1990, d1.loss_bbox: 0.1494, d1.loss_iou: 0.3542, d2.loss_cls: 0.1852, d2.loss_bbox: 0.1494, d2.loss_iou: 0.3537, d3.loss_cls: 0.1803, d3.loss_bbox: 0.1489, d3.loss_iou: 0.3522, d4.loss_cls: 0.1787, d4.loss_bbox: 0.1477, d4.loss_iou: 0.3513, dn_loss_cls: 0.0232, dn_loss_bbox: 0.2255, dn_loss_iou: 0.3265, d0.dn_loss_cls: 0.0578, d0.dn_loss_bbox: 0.3338, d0.dn_loss_iou: 0.4419, d1.dn_loss_cls: 0.0324, d1.dn_loss_bbox: 0.2462, d1.dn_loss_iou: 0.3500, d2.dn_loss_cls: 0.0263, d2.dn_loss_bbox: 0.2300, d2.dn_loss_iou: 0.3323, d3.dn_loss_cls: 0.0247, d3.dn_loss_bbox: 0.2260, d3.dn_loss_iou: 0.3271, d4.dn_loss_cls: 0.0238, d4.dn_loss_bbox: 0.2255, d4.dn_loss_iou: 0.3264, loss: 8.7489, grad_norm: 24.7393 2023-11-23 03:04:24,077 - mmdet - INFO - Epoch [10][3550/7330] lr: 1.000e-05, eta: 3:33:14, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2232, interm_loss_bbox: 0.1719, interm_loss_iou: 0.4027, loss_cls: 0.1877, loss_bbox: 0.1413, loss_iou: 0.3518, d0.loss_cls: 0.2372, d0.loss_bbox: 0.1475, d0.loss_iou: 0.3648, d1.loss_cls: 0.2049, d1.loss_bbox: 0.1461, d1.loss_iou: 0.3588, d2.loss_cls: 0.1941, d2.loss_bbox: 0.1437, d2.loss_iou: 0.3539, d3.loss_cls: 0.1907, d3.loss_bbox: 0.1421, d3.loss_iou: 0.3518, d4.loss_cls: 0.1886, d4.loss_bbox: 0.1410, d4.loss_iou: 0.3514, dn_loss_cls: 0.0242, dn_loss_bbox: 0.2216, dn_loss_iou: 0.3286, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3386, d0.dn_loss_iou: 0.4482, d1.dn_loss_cls: 0.0336, d1.dn_loss_bbox: 0.2456, d1.dn_loss_iou: 0.3546, d2.dn_loss_cls: 0.0275, d2.dn_loss_bbox: 0.2276, d2.dn_loss_iou: 0.3357, d3.dn_loss_cls: 0.0258, d3.dn_loss_bbox: 0.2226, d3.dn_loss_iou: 0.3295, d4.dn_loss_cls: 0.0247, d4.dn_loss_bbox: 0.2216, d4.dn_loss_iou: 0.3284, loss: 8.7940, grad_norm: 24.2750 2023-11-23 03:04:58,973 - mmdet - INFO - Epoch [10][3600/7330] lr: 1.000e-05, eta: 3:32:39, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2206, interm_loss_bbox: 0.1720, interm_loss_iou: 0.4029, loss_cls: 0.1806, loss_bbox: 0.1393, loss_iou: 0.3515, d0.loss_cls: 0.2333, d0.loss_bbox: 0.1443, d0.loss_iou: 0.3588, d1.loss_cls: 0.2027, d1.loss_bbox: 0.1394, d1.loss_iou: 0.3533, d2.loss_cls: 0.1888, d2.loss_bbox: 0.1400, d2.loss_iou: 0.3517, d3.loss_cls: 0.1823, d3.loss_bbox: 0.1401, d3.loss_iou: 0.3525, d4.loss_cls: 0.1811, d4.loss_bbox: 0.1390, d4.loss_iou: 0.3514, dn_loss_cls: 0.0238, dn_loss_bbox: 0.2330, dn_loss_iou: 0.3294, d0.dn_loss_cls: 0.0574, d0.dn_loss_bbox: 0.3511, d0.dn_loss_iou: 0.4449, d1.dn_loss_cls: 0.0325, d1.dn_loss_bbox: 0.2571, d1.dn_loss_iou: 0.3531, d2.dn_loss_cls: 0.0270, d2.dn_loss_bbox: 0.2385, d2.dn_loss_iou: 0.3355, d3.dn_loss_cls: 0.0254, d3.dn_loss_bbox: 0.2337, d3.dn_loss_iou: 0.3302, d4.dn_loss_cls: 0.0243, d4.dn_loss_bbox: 0.2330, d4.dn_loss_iou: 0.3292, loss: 8.7846, grad_norm: 23.7591 2023-11-23 03:05:33,918 - mmdet - INFO - Epoch [10][3650/7330] lr: 1.000e-05, eta: 3:32:04, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2284, interm_loss_bbox: 0.1722, interm_loss_iou: 0.4043, loss_cls: 0.1860, loss_bbox: 0.1431, loss_iou: 0.3579, d0.loss_cls: 0.2402, d0.loss_bbox: 0.1464, d0.loss_iou: 0.3676, d1.loss_cls: 0.2071, d1.loss_bbox: 0.1448, d1.loss_iou: 0.3622, d2.loss_cls: 0.1956, d2.loss_bbox: 0.1432, d2.loss_iou: 0.3583, d3.loss_cls: 0.1891, d3.loss_bbox: 0.1433, d3.loss_iou: 0.3586, d4.loss_cls: 0.1863, d4.loss_bbox: 0.1437, d4.loss_iou: 0.3579, dn_loss_cls: 0.0239, dn_loss_bbox: 0.2271, dn_loss_iou: 0.3348, d0.dn_loss_cls: 0.0594, d0.dn_loss_bbox: 0.3421, d0.dn_loss_iou: 0.4546, d1.dn_loss_cls: 0.0334, d1.dn_loss_bbox: 0.2521, d1.dn_loss_iou: 0.3608, d2.dn_loss_cls: 0.0275, d2.dn_loss_bbox: 0.2321, d2.dn_loss_iou: 0.3414, d3.dn_loss_cls: 0.0254, d3.dn_loss_bbox: 0.2273, d3.dn_loss_iou: 0.3355, d4.dn_loss_cls: 0.0244, d4.dn_loss_bbox: 0.2271, d4.dn_loss_iou: 0.3348, loss: 8.8998, grad_norm: 24.7983 2023-11-23 03:06:08,276 - mmdet - INFO - Epoch [10][3700/7330] lr: 1.000e-05, eta: 3:31:30, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2233, interm_loss_bbox: 0.1828, interm_loss_iou: 0.4042, loss_cls: 0.1818, loss_bbox: 0.1492, loss_iou: 0.3474, d0.loss_cls: 0.2360, d0.loss_bbox: 0.1567, d0.loss_iou: 0.3632, d1.loss_cls: 0.2061, d1.loss_bbox: 0.1514, d1.loss_iou: 0.3535, d2.loss_cls: 0.1933, d2.loss_bbox: 0.1491, d2.loss_iou: 0.3484, d3.loss_cls: 0.1868, d3.loss_bbox: 0.1492, d3.loss_iou: 0.3474, d4.loss_cls: 0.1832, d4.loss_bbox: 0.1490, d4.loss_iou: 0.3472, dn_loss_cls: 0.0236, dn_loss_bbox: 0.2228, dn_loss_iou: 0.3309, d0.dn_loss_cls: 0.0579, d0.dn_loss_bbox: 0.3371, d0.dn_loss_iou: 0.4465, d1.dn_loss_cls: 0.0328, d1.dn_loss_bbox: 0.2484, d1.dn_loss_iou: 0.3568, d2.dn_loss_cls: 0.0271, d2.dn_loss_bbox: 0.2282, d2.dn_loss_iou: 0.3375, d3.dn_loss_cls: 0.0254, d3.dn_loss_bbox: 0.2236, d3.dn_loss_iou: 0.3320, d4.dn_loss_cls: 0.0241, d4.dn_loss_bbox: 0.2229, d4.dn_loss_iou: 0.3308, loss: 8.8176, grad_norm: 25.5011 2023-11-23 03:06:42,388 - mmdet - INFO - Epoch [10][3750/7330] lr: 1.000e-05, eta: 3:30:55, time: 0.682, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2216, interm_loss_bbox: 0.1761, interm_loss_iou: 0.3977, loss_cls: 0.1796, loss_bbox: 0.1462, loss_iou: 0.3508, d0.loss_cls: 0.2325, d0.loss_bbox: 0.1506, d0.loss_iou: 0.3584, d1.loss_cls: 0.1990, d1.loss_bbox: 0.1482, d1.loss_iou: 0.3543, d2.loss_cls: 0.1900, d2.loss_bbox: 0.1455, d2.loss_iou: 0.3511, d3.loss_cls: 0.1837, d3.loss_bbox: 0.1459, d3.loss_iou: 0.3499, d4.loss_cls: 0.1807, d4.loss_bbox: 0.1462, d4.loss_iou: 0.3505, dn_loss_cls: 0.0234, dn_loss_bbox: 0.2280, dn_loss_iou: 0.3295, d0.dn_loss_cls: 0.0582, d0.dn_loss_bbox: 0.3437, d0.dn_loss_iou: 0.4501, d1.dn_loss_cls: 0.0326, d1.dn_loss_bbox: 0.2498, d1.dn_loss_iou: 0.3538, d2.dn_loss_cls: 0.0269, d2.dn_loss_bbox: 0.2330, d2.dn_loss_iou: 0.3357, d3.dn_loss_cls: 0.0249, d3.dn_loss_bbox: 0.2285, d3.dn_loss_iou: 0.3303, d4.dn_loss_cls: 0.0239, d4.dn_loss_bbox: 0.2280, d4.dn_loss_iou: 0.3294, loss: 8.7884, grad_norm: 26.1856 2023-11-23 03:07:16,674 - mmdet - INFO - Epoch [10][3800/7330] lr: 1.000e-05, eta: 3:30:20, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2242, interm_loss_bbox: 0.1793, interm_loss_iou: 0.4039, loss_cls: 0.1852, loss_bbox: 0.1464, loss_iou: 0.3512, d0.loss_cls: 0.2389, d0.loss_bbox: 0.1536, d0.loss_iou: 0.3645, d1.loss_cls: 0.2039, d1.loss_bbox: 0.1514, d1.loss_iou: 0.3596, d2.loss_cls: 0.1931, d2.loss_bbox: 0.1481, d2.loss_iou: 0.3542, d3.loss_cls: 0.1878, d3.loss_bbox: 0.1464, d3.loss_iou: 0.3517, d4.loss_cls: 0.1863, d4.loss_bbox: 0.1459, d4.loss_iou: 0.3509, dn_loss_cls: 0.0242, dn_loss_bbox: 0.2392, dn_loss_iou: 0.3330, d0.dn_loss_cls: 0.0582, d0.dn_loss_bbox: 0.3533, d0.dn_loss_iou: 0.4504, d1.dn_loss_cls: 0.0331, d1.dn_loss_bbox: 0.2638, d1.dn_loss_iou: 0.3571, d2.dn_loss_cls: 0.0272, d2.dn_loss_bbox: 0.2441, d2.dn_loss_iou: 0.3391, d3.dn_loss_cls: 0.0255, d3.dn_loss_bbox: 0.2399, d3.dn_loss_iou: 0.3336, d4.dn_loss_cls: 0.0244, d4.dn_loss_bbox: 0.2392, d4.dn_loss_iou: 0.3329, loss: 8.9451, grad_norm: 26.6004 2023-11-23 03:07:51,005 - mmdet - INFO - Epoch [10][3850/7330] lr: 1.000e-05, eta: 3:29:45, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2260, interm_loss_bbox: 0.1778, interm_loss_iou: 0.4036, loss_cls: 0.1847, loss_bbox: 0.1473, loss_iou: 0.3540, d0.loss_cls: 0.2399, d0.loss_bbox: 0.1520, d0.loss_iou: 0.3613, d1.loss_cls: 0.2050, d1.loss_bbox: 0.1511, d1.loss_iou: 0.3599, d2.loss_cls: 0.1945, d2.loss_bbox: 0.1476, d2.loss_iou: 0.3540, d3.loss_cls: 0.1882, d3.loss_bbox: 0.1479, d3.loss_iou: 0.3536, d4.loss_cls: 0.1859, d4.loss_bbox: 0.1473, d4.loss_iou: 0.3538, dn_loss_cls: 0.0262, dn_loss_bbox: 0.2343, dn_loss_iou: 0.3359, d0.dn_loss_cls: 0.0616, d0.dn_loss_bbox: 0.3482, d0.dn_loss_iou: 0.4526, d1.dn_loss_cls: 0.0353, d1.dn_loss_bbox: 0.2581, d1.dn_loss_iou: 0.3615, d2.dn_loss_cls: 0.0295, d2.dn_loss_bbox: 0.2395, d2.dn_loss_iou: 0.3423, d3.dn_loss_cls: 0.0276, d3.dn_loss_bbox: 0.2348, d3.dn_loss_iou: 0.3367, d4.dn_loss_cls: 0.0265, d4.dn_loss_bbox: 0.2343, d4.dn_loss_iou: 0.3359, loss: 8.9561, grad_norm: 24.7595 2023-11-23 03:08:25,679 - mmdet - INFO - Epoch [10][3900/7330] lr: 1.000e-05, eta: 3:29:11, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2186, interm_loss_bbox: 0.1720, interm_loss_iou: 0.4007, loss_cls: 0.1757, loss_bbox: 0.1420, loss_iou: 0.3542, d0.loss_cls: 0.2302, d0.loss_bbox: 0.1488, d0.loss_iou: 0.3618, d1.loss_cls: 0.1976, d1.loss_bbox: 0.1451, d1.loss_iou: 0.3589, d2.loss_cls: 0.1872, d2.loss_bbox: 0.1421, d2.loss_iou: 0.3533, d3.loss_cls: 0.1803, d3.loss_bbox: 0.1415, d3.loss_iou: 0.3532, d4.loss_cls: 0.1763, d4.loss_bbox: 0.1421, d4.loss_iou: 0.3547, dn_loss_cls: 0.0240, dn_loss_bbox: 0.2231, dn_loss_iou: 0.3237, d0.dn_loss_cls: 0.0584, d0.dn_loss_bbox: 0.3360, d0.dn_loss_iou: 0.4411, d1.dn_loss_cls: 0.0329, d1.dn_loss_bbox: 0.2468, d1.dn_loss_iou: 0.3480, d2.dn_loss_cls: 0.0270, d2.dn_loss_bbox: 0.2285, d2.dn_loss_iou: 0.3301, d3.dn_loss_cls: 0.0253, d3.dn_loss_bbox: 0.2237, d3.dn_loss_iou: 0.3246, d4.dn_loss_cls: 0.0243, d4.dn_loss_bbox: 0.2231, d4.dn_loss_iou: 0.3237, loss: 8.7006, grad_norm: 26.9859 2023-11-23 03:09:00,408 - mmdet - INFO - Epoch [10][3950/7330] lr: 1.000e-05, eta: 3:28:36, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2180, interm_loss_bbox: 0.1699, interm_loss_iou: 0.3975, loss_cls: 0.1767, loss_bbox: 0.1422, loss_iou: 0.3505, d0.loss_cls: 0.2325, d0.loss_bbox: 0.1469, d0.loss_iou: 0.3582, d1.loss_cls: 0.1981, d1.loss_bbox: 0.1447, d1.loss_iou: 0.3537, d2.loss_cls: 0.1865, d2.loss_bbox: 0.1427, d2.loss_iou: 0.3485, d3.loss_cls: 0.1807, d3.loss_bbox: 0.1427, d3.loss_iou: 0.3498, d4.loss_cls: 0.1778, d4.loss_bbox: 0.1418, d4.loss_iou: 0.3497, dn_loss_cls: 0.0228, dn_loss_bbox: 0.2246, dn_loss_iou: 0.3290, d0.dn_loss_cls: 0.0571, d0.dn_loss_bbox: 0.3423, d0.dn_loss_iou: 0.4489, d1.dn_loss_cls: 0.0318, d1.dn_loss_bbox: 0.2506, d1.dn_loss_iou: 0.3550, d2.dn_loss_cls: 0.0259, d2.dn_loss_bbox: 0.2306, d2.dn_loss_iou: 0.3360, d3.dn_loss_cls: 0.0242, d3.dn_loss_bbox: 0.2253, d3.dn_loss_iou: 0.3298, d4.dn_loss_cls: 0.0232, d4.dn_loss_bbox: 0.2246, d4.dn_loss_iou: 0.3289, loss: 8.7196, grad_norm: 27.8641 2023-11-23 03:09:37,327 - mmdet - INFO - Epoch [10][4000/7330] lr: 1.000e-05, eta: 3:28:02, time: 0.738, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2098, interm_loss_bbox: 0.1734, interm_loss_iou: 0.3965, loss_cls: 0.1704, loss_bbox: 0.1447, loss_iou: 0.3462, d0.loss_cls: 0.2227, d0.loss_bbox: 0.1508, d0.loss_iou: 0.3587, d1.loss_cls: 0.1886, d1.loss_bbox: 0.1500, d1.loss_iou: 0.3544, d2.loss_cls: 0.1799, d2.loss_bbox: 0.1453, d2.loss_iou: 0.3468, d3.loss_cls: 0.1747, d3.loss_bbox: 0.1443, d3.loss_iou: 0.3459, d4.loss_cls: 0.1715, d4.loss_bbox: 0.1441, d4.loss_iou: 0.3460, dn_loss_cls: 0.0224, dn_loss_bbox: 0.2236, dn_loss_iou: 0.3235, d0.dn_loss_cls: 0.0558, d0.dn_loss_bbox: 0.3309, d0.dn_loss_iou: 0.4372, d1.dn_loss_cls: 0.0311, d1.dn_loss_bbox: 0.2450, d1.dn_loss_iou: 0.3473, d2.dn_loss_cls: 0.0255, d2.dn_loss_bbox: 0.2284, d2.dn_loss_iou: 0.3296, d3.dn_loss_cls: 0.0238, d3.dn_loss_bbox: 0.2241, d3.dn_loss_iou: 0.3244, d4.dn_loss_cls: 0.0228, d4.dn_loss_bbox: 0.2236, d4.dn_loss_iou: 0.3235, loss: 8.6074, grad_norm: 24.8314 2023-11-23 03:10:12,426 - mmdet - INFO - Epoch [10][4050/7330] lr: 1.000e-05, eta: 3:27:27, time: 0.702, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2190, interm_loss_bbox: 0.1745, interm_loss_iou: 0.4032, loss_cls: 0.1795, loss_bbox: 0.1429, loss_iou: 0.3525, d0.loss_cls: 0.2332, d0.loss_bbox: 0.1471, d0.loss_iou: 0.3624, d1.loss_cls: 0.1991, d1.loss_bbox: 0.1447, d1.loss_iou: 0.3570, d2.loss_cls: 0.1899, d2.loss_bbox: 0.1429, d2.loss_iou: 0.3524, d3.loss_cls: 0.1842, d3.loss_bbox: 0.1419, d3.loss_iou: 0.3516, d4.loss_cls: 0.1805, d4.loss_bbox: 0.1426, d4.loss_iou: 0.3528, dn_loss_cls: 0.0233, dn_loss_bbox: 0.2343, dn_loss_iou: 0.3237, d0.dn_loss_cls: 0.0575, d0.dn_loss_bbox: 0.3512, d0.dn_loss_iou: 0.4384, d1.dn_loss_cls: 0.0325, d1.dn_loss_bbox: 0.2581, d1.dn_loss_iou: 0.3484, d2.dn_loss_cls: 0.0268, d2.dn_loss_bbox: 0.2398, d2.dn_loss_iou: 0.3305, d3.dn_loss_cls: 0.0249, d3.dn_loss_bbox: 0.2350, d3.dn_loss_iou: 0.3247, d4.dn_loss_cls: 0.0238, d4.dn_loss_bbox: 0.2343, d4.dn_loss_iou: 0.3237, loss: 8.7851, grad_norm: 25.3954 2023-11-23 03:10:47,130 - mmdet - INFO - Epoch [10][4100/7330] lr: 1.000e-05, eta: 3:26:52, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2165, interm_loss_bbox: 0.1748, interm_loss_iou: 0.3863, loss_cls: 0.1742, loss_bbox: 0.1434, loss_iou: 0.3358, d0.loss_cls: 0.2305, d0.loss_bbox: 0.1493, d0.loss_iou: 0.3463, d1.loss_cls: 0.1959, d1.loss_bbox: 0.1455, d1.loss_iou: 0.3408, d2.loss_cls: 0.1836, d2.loss_bbox: 0.1430, d2.loss_iou: 0.3354, d3.loss_cls: 0.1783, d3.loss_bbox: 0.1421, d3.loss_iou: 0.3347, d4.loss_cls: 0.1755, d4.loss_bbox: 0.1429, d4.loss_iou: 0.3352, dn_loss_cls: 0.0223, dn_loss_bbox: 0.2216, dn_loss_iou: 0.3164, d0.dn_loss_cls: 0.0569, d0.dn_loss_bbox: 0.3371, d0.dn_loss_iou: 0.4378, d1.dn_loss_cls: 0.0319, d1.dn_loss_bbox: 0.2444, d1.dn_loss_iou: 0.3419, d2.dn_loss_cls: 0.0261, d2.dn_loss_bbox: 0.2275, d2.dn_loss_iou: 0.3232, d3.dn_loss_cls: 0.0240, d3.dn_loss_bbox: 0.2222, d3.dn_loss_iou: 0.3171, d4.dn_loss_cls: 0.0229, d4.dn_loss_bbox: 0.2216, d4.dn_loss_iou: 0.3164, loss: 8.5214, grad_norm: 24.4568 2023-11-23 03:11:22,276 - mmdet - INFO - Epoch [10][4150/7330] lr: 1.000e-05, eta: 3:26:18, time: 0.703, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2241, interm_loss_bbox: 0.1727, interm_loss_iou: 0.4057, loss_cls: 0.1845, loss_bbox: 0.1411, loss_iou: 0.3533, d0.loss_cls: 0.2350, d0.loss_bbox: 0.1487, d0.loss_iou: 0.3660, d1.loss_cls: 0.2056, d1.loss_bbox: 0.1438, d1.loss_iou: 0.3586, d2.loss_cls: 0.1942, d2.loss_bbox: 0.1419, d2.loss_iou: 0.3543, d3.loss_cls: 0.1877, d3.loss_bbox: 0.1416, d3.loss_iou: 0.3539, d4.loss_cls: 0.1848, d4.loss_bbox: 0.1409, d4.loss_iou: 0.3537, dn_loss_cls: 0.0240, dn_loss_bbox: 0.2286, dn_loss_iou: 0.3335, d0.dn_loss_cls: 0.0577, d0.dn_loss_bbox: 0.3364, d0.dn_loss_iou: 0.4483, d1.dn_loss_cls: 0.0326, d1.dn_loss_bbox: 0.2504, d1.dn_loss_iou: 0.3584, d2.dn_loss_cls: 0.0273, d2.dn_loss_bbox: 0.2335, d2.dn_loss_iou: 0.3399, d3.dn_loss_cls: 0.0255, d3.dn_loss_bbox: 0.2292, d3.dn_loss_iou: 0.3343, d4.dn_loss_cls: 0.0244, d4.dn_loss_bbox: 0.2287, d4.dn_loss_iou: 0.3334, loss: 8.8383, grad_norm: 24.4492 2023-11-23 03:11:56,703 - mmdet - INFO - Epoch [10][4200/7330] lr: 1.000e-05, eta: 3:25:43, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2255, interm_loss_bbox: 0.1818, interm_loss_iou: 0.3996, loss_cls: 0.1831, loss_bbox: 0.1518, loss_iou: 0.3483, d0.loss_cls: 0.2394, d0.loss_bbox: 0.1562, d0.loss_iou: 0.3571, d1.loss_cls: 0.2033, d1.loss_bbox: 0.1574, d1.loss_iou: 0.3558, d2.loss_cls: 0.1938, d2.loss_bbox: 0.1531, d2.loss_iou: 0.3500, d3.loss_cls: 0.1880, d3.loss_bbox: 0.1515, d3.loss_iou: 0.3479, d4.loss_cls: 0.1843, d4.loss_bbox: 0.1515, d4.loss_iou: 0.3483, dn_loss_cls: 0.0235, dn_loss_bbox: 0.2367, dn_loss_iou: 0.3309, d0.dn_loss_cls: 0.0575, d0.dn_loss_bbox: 0.3549, d0.dn_loss_iou: 0.4499, d1.dn_loss_cls: 0.0324, d1.dn_loss_bbox: 0.2608, d1.dn_loss_iou: 0.3567, d2.dn_loss_cls: 0.0265, d2.dn_loss_bbox: 0.2423, d2.dn_loss_iou: 0.3381, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2374, d3.dn_loss_iou: 0.3319, d4.dn_loss_cls: 0.0238, d4.dn_loss_bbox: 0.2367, d4.dn_loss_iou: 0.3308, loss: 8.9233, grad_norm: 23.6089 2023-11-23 03:12:33,257 - mmdet - INFO - Epoch [10][4250/7330] lr: 1.000e-05, eta: 3:25:09, time: 0.731, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2296, interm_loss_bbox: 0.1739, interm_loss_iou: 0.4000, loss_cls: 0.1882, loss_bbox: 0.1433, loss_iou: 0.3493, d0.loss_cls: 0.2444, d0.loss_bbox: 0.1496, d0.loss_iou: 0.3595, d1.loss_cls: 0.2112, d1.loss_bbox: 0.1462, d1.loss_iou: 0.3545, d2.loss_cls: 0.1986, d2.loss_bbox: 0.1425, d2.loss_iou: 0.3498, d3.loss_cls: 0.1925, d3.loss_bbox: 0.1426, d3.loss_iou: 0.3484, d4.loss_cls: 0.1885, d4.loss_bbox: 0.1431, d4.loss_iou: 0.3493, dn_loss_cls: 0.0251, dn_loss_bbox: 0.2222, dn_loss_iou: 0.3331, d0.dn_loss_cls: 0.0592, d0.dn_loss_bbox: 0.3336, d0.dn_loss_iou: 0.4474, d1.dn_loss_cls: 0.0341, d1.dn_loss_bbox: 0.2450, d1.dn_loss_iou: 0.3574, d2.dn_loss_cls: 0.0282, d2.dn_loss_bbox: 0.2270, d2.dn_loss_iou: 0.3393, d3.dn_loss_cls: 0.0265, d3.dn_loss_bbox: 0.2227, d3.dn_loss_iou: 0.3337, d4.dn_loss_cls: 0.0255, d4.dn_loss_bbox: 0.2222, d4.dn_loss_iou: 0.3331, loss: 8.8204, grad_norm: 25.0004 2023-11-23 03:13:08,117 - mmdet - INFO - Epoch [10][4300/7330] lr: 1.000e-05, eta: 3:24:34, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2257, interm_loss_bbox: 0.1739, interm_loss_iou: 0.3997, loss_cls: 0.1865, loss_bbox: 0.1454, loss_iou: 0.3508, d0.loss_cls: 0.2398, d0.loss_bbox: 0.1478, d0.loss_iou: 0.3562, d1.loss_cls: 0.2054, d1.loss_bbox: 0.1486, d1.loss_iou: 0.3551, d2.loss_cls: 0.1938, d2.loss_bbox: 0.1466, d2.loss_iou: 0.3524, d3.loss_cls: 0.1896, d3.loss_bbox: 0.1448, d3.loss_iou: 0.3504, d4.loss_cls: 0.1859, d4.loss_bbox: 0.1464, d4.loss_iou: 0.3513, dn_loss_cls: 0.0237, dn_loss_bbox: 0.2348, dn_loss_iou: 0.3300, d0.dn_loss_cls: 0.0577, d0.dn_loss_bbox: 0.3436, d0.dn_loss_iou: 0.4408, d1.dn_loss_cls: 0.0331, d1.dn_loss_bbox: 0.2560, d1.dn_loss_iou: 0.3521, d2.dn_loss_cls: 0.0273, d2.dn_loss_bbox: 0.2395, d2.dn_loss_iou: 0.3355, d3.dn_loss_cls: 0.0252, d3.dn_loss_bbox: 0.2352, d3.dn_loss_iou: 0.3306, d4.dn_loss_cls: 0.0242, d4.dn_loss_bbox: 0.2348, d4.dn_loss_iou: 0.3299, loss: 8.8500, grad_norm: 25.1485 2023-11-23 03:13:42,408 - mmdet - INFO - Epoch [10][4350/7330] lr: 1.000e-05, eta: 3:23:59, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2278, interm_loss_bbox: 0.1748, interm_loss_iou: 0.4104, loss_cls: 0.1836, loss_bbox: 0.1450, loss_iou: 0.3646, d0.loss_cls: 0.2379, d0.loss_bbox: 0.1497, d0.loss_iou: 0.3701, d1.loss_cls: 0.2061, d1.loss_bbox: 0.1462, d1.loss_iou: 0.3672, d2.loss_cls: 0.1940, d2.loss_bbox: 0.1440, d2.loss_iou: 0.3639, d3.loss_cls: 0.1882, d3.loss_bbox: 0.1441, d3.loss_iou: 0.3627, d4.loss_cls: 0.1841, d4.loss_bbox: 0.1456, d4.loss_iou: 0.3649, dn_loss_cls: 0.0244, dn_loss_bbox: 0.2232, dn_loss_iou: 0.3336, d0.dn_loss_cls: 0.0585, d0.dn_loss_bbox: 0.3355, d0.dn_loss_iou: 0.4465, d1.dn_loss_cls: 0.0328, d1.dn_loss_bbox: 0.2454, d1.dn_loss_iou: 0.3574, d2.dn_loss_cls: 0.0273, d2.dn_loss_bbox: 0.2282, d2.dn_loss_iou: 0.3397, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2238, d3.dn_loss_iou: 0.3345, d4.dn_loss_cls: 0.0248, d4.dn_loss_bbox: 0.2232, d4.dn_loss_iou: 0.3335, loss: 8.8927, grad_norm: 24.3490 2023-11-23 03:14:17,328 - mmdet - INFO - Epoch [10][4400/7330] lr: 1.000e-05, eta: 3:23:25, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2199, interm_loss_bbox: 0.1739, interm_loss_iou: 0.3814, loss_cls: 0.1825, loss_bbox: 0.1440, loss_iou: 0.3285, d0.loss_cls: 0.2341, d0.loss_bbox: 0.1498, d0.loss_iou: 0.3404, d1.loss_cls: 0.2020, d1.loss_bbox: 0.1477, d1.loss_iou: 0.3362, d2.loss_cls: 0.1914, d2.loss_bbox: 0.1446, d2.loss_iou: 0.3303, d3.loss_cls: 0.1865, d3.loss_bbox: 0.1440, d3.loss_iou: 0.3286, d4.loss_cls: 0.1829, d4.loss_bbox: 0.1445, d4.loss_iou: 0.3286, dn_loss_cls: 0.0233, dn_loss_bbox: 0.2422, dn_loss_iou: 0.3134, d0.dn_loss_cls: 0.0581, d0.dn_loss_bbox: 0.3616, d0.dn_loss_iou: 0.4297, d1.dn_loss_cls: 0.0320, d1.dn_loss_bbox: 0.2674, d1.dn_loss_iou: 0.3387, d2.dn_loss_cls: 0.0262, d2.dn_loss_bbox: 0.2482, d2.dn_loss_iou: 0.3203, d3.dn_loss_cls: 0.0247, d3.dn_loss_bbox: 0.2429, d3.dn_loss_iou: 0.3143, d4.dn_loss_cls: 0.0236, d4.dn_loss_bbox: 0.2421, d4.dn_loss_iou: 0.3133, loss: 8.6437, grad_norm: 24.7989 2023-11-23 03:14:51,717 - mmdet - INFO - Epoch [10][4450/7330] lr: 1.000e-05, eta: 3:22:50, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2292, interm_loss_bbox: 0.1718, interm_loss_iou: 0.3993, loss_cls: 0.1865, loss_bbox: 0.1424, loss_iou: 0.3513, d0.loss_cls: 0.2421, d0.loss_bbox: 0.1471, d0.loss_iou: 0.3571, d1.loss_cls: 0.2073, d1.loss_bbox: 0.1463, d1.loss_iou: 0.3555, d2.loss_cls: 0.1969, d2.loss_bbox: 0.1426, d2.loss_iou: 0.3502, d3.loss_cls: 0.1907, d3.loss_bbox: 0.1423, d3.loss_iou: 0.3496, d4.loss_cls: 0.1876, d4.loss_bbox: 0.1421, d4.loss_iou: 0.3508, dn_loss_cls: 0.0245, dn_loss_bbox: 0.2261, dn_loss_iou: 0.3354, d0.dn_loss_cls: 0.0584, d0.dn_loss_bbox: 0.3336, d0.dn_loss_iou: 0.4513, d1.dn_loss_cls: 0.0337, d1.dn_loss_bbox: 0.2469, d1.dn_loss_iou: 0.3595, d2.dn_loss_cls: 0.0277, d2.dn_loss_bbox: 0.2306, d2.dn_loss_iou: 0.3415, d3.dn_loss_cls: 0.0259, d3.dn_loss_bbox: 0.2267, d3.dn_loss_iou: 0.3361, d4.dn_loss_cls: 0.0249, d4.dn_loss_bbox: 0.2261, d4.dn_loss_iou: 0.3354, loss: 8.8331, grad_norm: 24.2483 2023-11-23 03:15:26,103 - mmdet - INFO - Epoch [10][4500/7330] lr: 1.000e-05, eta: 3:22:15, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2259, interm_loss_bbox: 0.1818, interm_loss_iou: 0.4004, loss_cls: 0.1859, loss_bbox: 0.1437, loss_iou: 0.3484, d0.loss_cls: 0.2427, d0.loss_bbox: 0.1519, d0.loss_iou: 0.3593, d1.loss_cls: 0.2088, d1.loss_bbox: 0.1487, d1.loss_iou: 0.3526, d2.loss_cls: 0.1968, d2.loss_bbox: 0.1431, d2.loss_iou: 0.3487, d3.loss_cls: 0.1887, d3.loss_bbox: 0.1439, d3.loss_iou: 0.3491, d4.loss_cls: 0.1861, d4.loss_bbox: 0.1443, d4.loss_iou: 0.3491, dn_loss_cls: 0.0239, dn_loss_bbox: 0.2448, dn_loss_iou: 0.3275, d0.dn_loss_cls: 0.0587, d0.dn_loss_bbox: 0.3715, d0.dn_loss_iou: 0.4495, d1.dn_loss_cls: 0.0331, d1.dn_loss_bbox: 0.2716, d1.dn_loss_iou: 0.3535, d2.dn_loss_cls: 0.0273, d2.dn_loss_bbox: 0.2510, d2.dn_loss_iou: 0.3342, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2452, d3.dn_loss_iou: 0.3285, d4.dn_loss_cls: 0.0244, d4.dn_loss_bbox: 0.2448, d4.dn_loss_iou: 0.3275, loss: 8.9427, grad_norm: 25.3250 2023-11-23 03:16:00,357 - mmdet - INFO - Epoch [10][4550/7330] lr: 1.000e-05, eta: 3:21:40, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2228, interm_loss_bbox: 0.1747, interm_loss_iou: 0.4013, loss_cls: 0.1811, loss_bbox: 0.1434, loss_iou: 0.3541, d0.loss_cls: 0.2363, d0.loss_bbox: 0.1448, d0.loss_iou: 0.3586, d1.loss_cls: 0.2040, d1.loss_bbox: 0.1448, d1.loss_iou: 0.3559, d2.loss_cls: 0.1907, d2.loss_bbox: 0.1428, d2.loss_iou: 0.3537, d3.loss_cls: 0.1856, d3.loss_bbox: 0.1431, d3.loss_iou: 0.3530, d4.loss_cls: 0.1825, d4.loss_bbox: 0.1430, d4.loss_iou: 0.3532, dn_loss_cls: 0.0234, dn_loss_bbox: 0.2371, dn_loss_iou: 0.3264, d0.dn_loss_cls: 0.0585, d0.dn_loss_bbox: 0.3513, d0.dn_loss_iou: 0.4448, d1.dn_loss_cls: 0.0331, d1.dn_loss_bbox: 0.2595, d1.dn_loss_iou: 0.3515, d2.dn_loss_cls: 0.0270, d2.dn_loss_bbox: 0.2414, d2.dn_loss_iou: 0.3326, d3.dn_loss_cls: 0.0250, d3.dn_loss_bbox: 0.2373, d3.dn_loss_iou: 0.3270, d4.dn_loss_cls: 0.0239, d4.dn_loss_bbox: 0.2370, d4.dn_loss_iou: 0.3263, loss: 8.8324, grad_norm: 24.6296 2023-11-23 03:16:34,907 - mmdet - INFO - Epoch [10][4600/7330] lr: 1.000e-05, eta: 3:21:06, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2266, interm_loss_bbox: 0.1806, interm_loss_iou: 0.4007, loss_cls: 0.1869, loss_bbox: 0.1467, loss_iou: 0.3500, d0.loss_cls: 0.2419, d0.loss_bbox: 0.1507, d0.loss_iou: 0.3591, d1.loss_cls: 0.2081, d1.loss_bbox: 0.1489, d1.loss_iou: 0.3547, d2.loss_cls: 0.1970, d2.loss_bbox: 0.1454, d2.loss_iou: 0.3505, d3.loss_cls: 0.1925, d3.loss_bbox: 0.1453, d3.loss_iou: 0.3489, d4.loss_cls: 0.1883, d4.loss_bbox: 0.1465, d4.loss_iou: 0.3497, dn_loss_cls: 0.0240, dn_loss_bbox: 0.2209, dn_loss_iou: 0.3283, d0.dn_loss_cls: 0.0581, d0.dn_loss_bbox: 0.3280, d0.dn_loss_iou: 0.4424, d1.dn_loss_cls: 0.0331, d1.dn_loss_bbox: 0.2415, d1.dn_loss_iou: 0.3517, d2.dn_loss_cls: 0.0274, d2.dn_loss_bbox: 0.2251, d2.dn_loss_iou: 0.3348, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2213, d3.dn_loss_iou: 0.3288, d4.dn_loss_cls: 0.0244, d4.dn_loss_bbox: 0.2209, d4.dn_loss_iou: 0.3282, loss: 8.7833, grad_norm: 23.6495 2023-11-23 03:17:09,700 - mmdet - INFO - Epoch [10][4650/7330] lr: 1.000e-05, eta: 3:20:31, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2222, interm_loss_bbox: 0.1740, interm_loss_iou: 0.3908, loss_cls: 0.1791, loss_bbox: 0.1438, loss_iou: 0.3412, d0.loss_cls: 0.2360, d0.loss_bbox: 0.1482, d0.loss_iou: 0.3513, d1.loss_cls: 0.1990, d1.loss_bbox: 0.1472, d1.loss_iou: 0.3488, d2.loss_cls: 0.1880, d2.loss_bbox: 0.1444, d2.loss_iou: 0.3421, d3.loss_cls: 0.1832, d3.loss_bbox: 0.1438, d3.loss_iou: 0.3407, d4.loss_cls: 0.1805, d4.loss_bbox: 0.1437, d4.loss_iou: 0.3410, dn_loss_cls: 0.0220, dn_loss_bbox: 0.2252, dn_loss_iou: 0.3194, d0.dn_loss_cls: 0.0562, d0.dn_loss_bbox: 0.3393, d0.dn_loss_iou: 0.4371, d1.dn_loss_cls: 0.0309, d1.dn_loss_bbox: 0.2477, d1.dn_loss_iou: 0.3442, d2.dn_loss_cls: 0.0250, d2.dn_loss_bbox: 0.2302, d2.dn_loss_iou: 0.3255, d3.dn_loss_cls: 0.0234, d3.dn_loss_bbox: 0.2256, d3.dn_loss_iou: 0.3202, d4.dn_loss_cls: 0.0223, d4.dn_loss_bbox: 0.2252, d4.dn_loss_iou: 0.3193, loss: 8.6277, grad_norm: 24.6835 2023-11-23 03:17:44,353 - mmdet - INFO - Epoch [10][4700/7330] lr: 1.000e-05, eta: 3:19:56, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2257, interm_loss_bbox: 0.1748, interm_loss_iou: 0.3937, loss_cls: 0.1802, loss_bbox: 0.1448, loss_iou: 0.3453, d0.loss_cls: 0.2420, d0.loss_bbox: 0.1487, d0.loss_iou: 0.3543, d1.loss_cls: 0.2068, d1.loss_bbox: 0.1464, d1.loss_iou: 0.3484, d2.loss_cls: 0.1914, d2.loss_bbox: 0.1448, d2.loss_iou: 0.3462, d3.loss_cls: 0.1851, d3.loss_bbox: 0.1436, d3.loss_iou: 0.3444, d4.loss_cls: 0.1820, d4.loss_bbox: 0.1438, d4.loss_iou: 0.3444, dn_loss_cls: 0.0224, dn_loss_bbox: 0.2293, dn_loss_iou: 0.3263, d0.dn_loss_cls: 0.0563, d0.dn_loss_bbox: 0.3397, d0.dn_loss_iou: 0.4404, d1.dn_loss_cls: 0.0320, d1.dn_loss_bbox: 0.2523, d1.dn_loss_iou: 0.3508, d2.dn_loss_cls: 0.0259, d2.dn_loss_bbox: 0.2342, d2.dn_loss_iou: 0.3327, d3.dn_loss_cls: 0.0240, d3.dn_loss_bbox: 0.2297, d3.dn_loss_iou: 0.3269, d4.dn_loss_cls: 0.0229, d4.dn_loss_bbox: 0.2293, d4.dn_loss_iou: 0.3262, loss: 8.7382, grad_norm: 26.0915 2023-11-23 03:18:18,779 - mmdet - INFO - Epoch [10][4750/7330] lr: 1.000e-05, eta: 3:19:22, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2295, interm_loss_bbox: 0.1801, interm_loss_iou: 0.4066, loss_cls: 0.1886, loss_bbox: 0.1495, loss_iou: 0.3576, d0.loss_cls: 0.2416, d0.loss_bbox: 0.1546, d0.loss_iou: 0.3702, d1.loss_cls: 0.2096, d1.loss_bbox: 0.1509, d1.loss_iou: 0.3618, d2.loss_cls: 0.1986, d2.loss_bbox: 0.1500, d2.loss_iou: 0.3589, d3.loss_cls: 0.1926, d3.loss_bbox: 0.1492, d3.loss_iou: 0.3578, d4.loss_cls: 0.1895, d4.loss_bbox: 0.1496, d4.loss_iou: 0.3573, dn_loss_cls: 0.0243, dn_loss_bbox: 0.2341, dn_loss_iou: 0.3320, d0.dn_loss_cls: 0.0594, d0.dn_loss_bbox: 0.3504, d0.dn_loss_iou: 0.4494, d1.dn_loss_cls: 0.0339, d1.dn_loss_bbox: 0.2576, d1.dn_loss_iou: 0.3565, d2.dn_loss_cls: 0.0279, d2.dn_loss_bbox: 0.2397, d2.dn_loss_iou: 0.3382, d3.dn_loss_cls: 0.0260, d3.dn_loss_bbox: 0.2346, d3.dn_loss_iou: 0.3327, d4.dn_loss_cls: 0.0249, d4.dn_loss_bbox: 0.2341, d4.dn_loss_iou: 0.3319, loss: 8.9918, grad_norm: 25.0614 2023-11-23 03:18:53,020 - mmdet - INFO - Epoch [10][4800/7330] lr: 1.000e-05, eta: 3:18:47, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2235, interm_loss_bbox: 0.1684, interm_loss_iou: 0.3870, loss_cls: 0.1771, loss_bbox: 0.1393, loss_iou: 0.3428, d0.loss_cls: 0.2339, d0.loss_bbox: 0.1436, d0.loss_iou: 0.3503, d1.loss_cls: 0.1990, d1.loss_bbox: 0.1413, d1.loss_iou: 0.3474, d2.loss_cls: 0.1881, d2.loss_bbox: 0.1389, d2.loss_iou: 0.3423, d3.loss_cls: 0.1821, d3.loss_bbox: 0.1385, d3.loss_iou: 0.3413, d4.loss_cls: 0.1782, d4.loss_bbox: 0.1387, d4.loss_iou: 0.3421, dn_loss_cls: 0.0223, dn_loss_bbox: 0.2189, dn_loss_iou: 0.3194, d0.dn_loss_cls: 0.0563, d0.dn_loss_bbox: 0.3309, d0.dn_loss_iou: 0.4348, d1.dn_loss_cls: 0.0310, d1.dn_loss_bbox: 0.2413, d1.dn_loss_iou: 0.3429, d2.dn_loss_cls: 0.0255, d2.dn_loss_bbox: 0.2243, d2.dn_loss_iou: 0.3258, d3.dn_loss_cls: 0.0236, d3.dn_loss_bbox: 0.2193, d3.dn_loss_iou: 0.3202, d4.dn_loss_cls: 0.0227, d4.dn_loss_bbox: 0.2189, d4.dn_loss_iou: 0.3193, loss: 8.5412, grad_norm: 25.0105 2023-11-23 03:19:27,205 - mmdet - INFO - Epoch [10][4850/7330] lr: 1.000e-05, eta: 3:18:12, time: 0.684, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2217, interm_loss_bbox: 0.1711, interm_loss_iou: 0.4037, loss_cls: 0.1819, loss_bbox: 0.1403, loss_iou: 0.3532, d0.loss_cls: 0.2340, d0.loss_bbox: 0.1463, d0.loss_iou: 0.3645, d1.loss_cls: 0.2033, d1.loss_bbox: 0.1438, d1.loss_iou: 0.3587, d2.loss_cls: 0.1896, d2.loss_bbox: 0.1416, d2.loss_iou: 0.3556, d3.loss_cls: 0.1857, d3.loss_bbox: 0.1407, d3.loss_iou: 0.3543, d4.loss_cls: 0.1835, d4.loss_bbox: 0.1401, d4.loss_iou: 0.3532, dn_loss_cls: 0.0229, dn_loss_bbox: 0.2149, dn_loss_iou: 0.3218, d0.dn_loss_cls: 0.0577, d0.dn_loss_bbox: 0.3304, d0.dn_loss_iou: 0.4397, d1.dn_loss_cls: 0.0322, d1.dn_loss_bbox: 0.2387, d1.dn_loss_iou: 0.3468, d2.dn_loss_cls: 0.0265, d2.dn_loss_bbox: 0.2204, d2.dn_loss_iou: 0.3284, d3.dn_loss_cls: 0.0245, d3.dn_loss_bbox: 0.2156, d3.dn_loss_iou: 0.3227, d4.dn_loss_cls: 0.0233, d4.dn_loss_bbox: 0.2149, d4.dn_loss_iou: 0.3218, loss: 8.6699, grad_norm: 24.5083 2023-11-23 03:20:05,313 - mmdet - INFO - Epoch [10][4900/7330] lr: 1.000e-05, eta: 3:17:38, time: 0.762, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2159, interm_loss_bbox: 0.1728, interm_loss_iou: 0.3757, loss_cls: 0.1730, loss_bbox: 0.1442, loss_iou: 0.3288, d0.loss_cls: 0.2293, d0.loss_bbox: 0.1475, d0.loss_iou: 0.3353, d1.loss_cls: 0.1946, d1.loss_bbox: 0.1456, d1.loss_iou: 0.3315, d2.loss_cls: 0.1794, d2.loss_bbox: 0.1452, d2.loss_iou: 0.3316, d3.loss_cls: 0.1754, d3.loss_bbox: 0.1446, d3.loss_iou: 0.3294, d4.loss_cls: 0.1735, d4.loss_bbox: 0.1442, d4.loss_iou: 0.3292, dn_loss_cls: 0.0225, dn_loss_bbox: 0.2121, dn_loss_iou: 0.3074, d0.dn_loss_cls: 0.0564, d0.dn_loss_bbox: 0.3219, d0.dn_loss_iou: 0.4218, d1.dn_loss_cls: 0.0314, d1.dn_loss_bbox: 0.2344, d1.dn_loss_iou: 0.3316, d2.dn_loss_cls: 0.0257, d2.dn_loss_bbox: 0.2171, d2.dn_loss_iou: 0.3138, d3.dn_loss_cls: 0.0239, d3.dn_loss_bbox: 0.2126, d3.dn_loss_iou: 0.3082, d4.dn_loss_cls: 0.0229, d4.dn_loss_bbox: 0.2120, d4.dn_loss_iou: 0.3073, loss: 8.3297, grad_norm: 23.0392 2023-11-23 03:20:39,996 - mmdet - INFO - Epoch [10][4950/7330] lr: 1.000e-05, eta: 3:17:03, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2263, interm_loss_bbox: 0.1774, interm_loss_iou: 0.3996, loss_cls: 0.1826, loss_bbox: 0.1485, loss_iou: 0.3510, d0.loss_cls: 0.2401, d0.loss_bbox: 0.1508, d0.loss_iou: 0.3563, d1.loss_cls: 0.2046, d1.loss_bbox: 0.1502, d1.loss_iou: 0.3529, d2.loss_cls: 0.1925, d2.loss_bbox: 0.1484, d2.loss_iou: 0.3513, d3.loss_cls: 0.1878, d3.loss_bbox: 0.1477, d3.loss_iou: 0.3503, d4.loss_cls: 0.1847, d4.loss_bbox: 0.1479, d4.loss_iou: 0.3506, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2254, dn_loss_iou: 0.3292, d0.dn_loss_cls: 0.0590, d0.dn_loss_bbox: 0.3389, d0.dn_loss_iou: 0.4486, d1.dn_loss_cls: 0.0338, d1.dn_loss_bbox: 0.2484, d1.dn_loss_iou: 0.3543, d2.dn_loss_cls: 0.0279, d2.dn_loss_bbox: 0.2309, d2.dn_loss_iou: 0.3355, d3.dn_loss_cls: 0.0261, d3.dn_loss_bbox: 0.2263, d3.dn_loss_iou: 0.3302, d4.dn_loss_cls: 0.0249, d4.dn_loss_bbox: 0.2254, d4.dn_loss_iou: 0.3292, loss: 8.8201, grad_norm: 23.6158 2023-11-23 03:21:14,396 - mmdet - INFO - Epoch [10][5000/7330] lr: 1.000e-05, eta: 3:16:29, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2181, interm_loss_bbox: 0.1742, interm_loss_iou: 0.4001, loss_cls: 0.1768, loss_bbox: 0.1409, loss_iou: 0.3458, d0.loss_cls: 0.2287, d0.loss_bbox: 0.1475, d0.loss_iou: 0.3564, d1.loss_cls: 0.1972, d1.loss_bbox: 0.1437, d1.loss_iou: 0.3517, d2.loss_cls: 0.1848, d2.loss_bbox: 0.1407, d2.loss_iou: 0.3473, d3.loss_cls: 0.1800, d3.loss_bbox: 0.1408, d3.loss_iou: 0.3455, d4.loss_cls: 0.1783, d4.loss_bbox: 0.1401, d4.loss_iou: 0.3451, dn_loss_cls: 0.0229, dn_loss_bbox: 0.2252, dn_loss_iou: 0.3252, d0.dn_loss_cls: 0.0559, d0.dn_loss_bbox: 0.3395, d0.dn_loss_iou: 0.4430, d1.dn_loss_cls: 0.0314, d1.dn_loss_bbox: 0.2466, d1.dn_loss_iou: 0.3502, d2.dn_loss_cls: 0.0260, d2.dn_loss_bbox: 0.2294, d2.dn_loss_iou: 0.3316, d3.dn_loss_cls: 0.0244, d3.dn_loss_bbox: 0.2256, d3.dn_loss_iou: 0.3260, d4.dn_loss_cls: 0.0233, d4.dn_loss_bbox: 0.2252, d4.dn_loss_iou: 0.3252, loss: 8.6603, grad_norm: 23.6884 2023-11-23 03:21:48,852 - mmdet - INFO - Epoch [10][5050/7330] lr: 1.000e-05, eta: 3:15:54, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2202, interm_loss_bbox: 0.1790, interm_loss_iou: 0.3861, loss_cls: 0.1776, loss_bbox: 0.1450, loss_iou: 0.3362, d0.loss_cls: 0.2347, d0.loss_bbox: 0.1513, d0.loss_iou: 0.3469, d1.loss_cls: 0.1995, d1.loss_bbox: 0.1481, d1.loss_iou: 0.3415, d2.loss_cls: 0.1879, d2.loss_bbox: 0.1448, d2.loss_iou: 0.3364, d3.loss_cls: 0.1821, d3.loss_bbox: 0.1448, d3.loss_iou: 0.3360, d4.loss_cls: 0.1786, d4.loss_bbox: 0.1449, d4.loss_iou: 0.3356, dn_loss_cls: 0.0221, dn_loss_bbox: 0.2239, dn_loss_iou: 0.3160, d0.dn_loss_cls: 0.0568, d0.dn_loss_bbox: 0.3544, d0.dn_loss_iou: 0.4372, d1.dn_loss_cls: 0.0317, d1.dn_loss_bbox: 0.2510, d1.dn_loss_iou: 0.3431, d2.dn_loss_cls: 0.0258, d2.dn_loss_bbox: 0.2300, d2.dn_loss_iou: 0.3233, d3.dn_loss_cls: 0.0240, d3.dn_loss_bbox: 0.2244, d3.dn_loss_iou: 0.3169, d4.dn_loss_cls: 0.0227, d4.dn_loss_bbox: 0.2239, d4.dn_loss_iou: 0.3159, loss: 8.6005, grad_norm: 26.2294 2023-11-23 03:22:25,185 - mmdet - INFO - Epoch [10][5100/7330] lr: 1.000e-05, eta: 3:15:20, time: 0.727, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2188, interm_loss_bbox: 0.1818, interm_loss_iou: 0.3950, loss_cls: 0.1799, loss_bbox: 0.1517, loss_iou: 0.3484, d0.loss_cls: 0.2349, d0.loss_bbox: 0.1563, d0.loss_iou: 0.3544, d1.loss_cls: 0.2002, d1.loss_bbox: 0.1545, d1.loss_iou: 0.3526, d2.loss_cls: 0.1885, d2.loss_bbox: 0.1518, d2.loss_iou: 0.3507, d3.loss_cls: 0.1838, d3.loss_bbox: 0.1511, d3.loss_iou: 0.3484, d4.loss_cls: 0.1805, d4.loss_bbox: 0.1518, d4.loss_iou: 0.3485, dn_loss_cls: 0.0242, dn_loss_bbox: 0.2328, dn_loss_iou: 0.3275, d0.dn_loss_cls: 0.0584, d0.dn_loss_bbox: 0.3501, d0.dn_loss_iou: 0.4475, d1.dn_loss_cls: 0.0336, d1.dn_loss_bbox: 0.2561, d1.dn_loss_iou: 0.3528, d2.dn_loss_cls: 0.0277, d2.dn_loss_bbox: 0.2380, d2.dn_loss_iou: 0.3341, d3.dn_loss_cls: 0.0258, d3.dn_loss_bbox: 0.2333, d3.dn_loss_iou: 0.3283, d4.dn_loss_cls: 0.0246, d4.dn_loss_bbox: 0.2328, d4.dn_loss_iou: 0.3275, loss: 8.8385, grad_norm: 23.7787 2023-11-23 03:22:59,940 - mmdet - INFO - Epoch [10][5150/7330] lr: 1.000e-05, eta: 3:14:45, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2190, interm_loss_bbox: 0.1727, interm_loss_iou: 0.3928, loss_cls: 0.1778, loss_bbox: 0.1407, loss_iou: 0.3426, d0.loss_cls: 0.2338, d0.loss_bbox: 0.1465, d0.loss_iou: 0.3532, d1.loss_cls: 0.2013, d1.loss_bbox: 0.1428, d1.loss_iou: 0.3467, d2.loss_cls: 0.1868, d2.loss_bbox: 0.1412, d2.loss_iou: 0.3447, d3.loss_cls: 0.1800, d3.loss_bbox: 0.1418, d3.loss_iou: 0.3442, d4.loss_cls: 0.1787, d4.loss_bbox: 0.1404, d4.loss_iou: 0.3422, dn_loss_cls: 0.0229, dn_loss_bbox: 0.2205, dn_loss_iou: 0.3260, d0.dn_loss_cls: 0.0569, d0.dn_loss_bbox: 0.3274, d0.dn_loss_iou: 0.4388, d1.dn_loss_cls: 0.0321, d1.dn_loss_bbox: 0.2420, d1.dn_loss_iou: 0.3501, d2.dn_loss_cls: 0.0265, d2.dn_loss_bbox: 0.2258, d2.dn_loss_iou: 0.3324, d3.dn_loss_cls: 0.0245, d3.dn_loss_bbox: 0.2211, d3.dn_loss_iou: 0.3269, d4.dn_loss_cls: 0.0233, d4.dn_loss_bbox: 0.2205, d4.dn_loss_iou: 0.3260, loss: 8.6137, grad_norm: 24.5143 2023-11-23 03:23:34,529 - mmdet - INFO - Epoch [10][5200/7330] lr: 1.000e-05, eta: 3:14:10, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2274, interm_loss_bbox: 0.1783, interm_loss_iou: 0.4064, loss_cls: 0.1849, loss_bbox: 0.1484, loss_iou: 0.3548, d0.loss_cls: 0.2442, d0.loss_bbox: 0.1529, d0.loss_iou: 0.3640, d1.loss_cls: 0.2085, d1.loss_bbox: 0.1502, d1.loss_iou: 0.3587, d2.loss_cls: 0.1966, d2.loss_bbox: 0.1471, d2.loss_iou: 0.3551, d3.loss_cls: 0.1897, d3.loss_bbox: 0.1478, d3.loss_iou: 0.3542, d4.loss_cls: 0.1863, d4.loss_bbox: 0.1478, d4.loss_iou: 0.3541, dn_loss_cls: 0.0251, dn_loss_bbox: 0.2305, dn_loss_iou: 0.3282, d0.dn_loss_cls: 0.0597, d0.dn_loss_bbox: 0.3471, d0.dn_loss_iou: 0.4465, d1.dn_loss_cls: 0.0340, d1.dn_loss_bbox: 0.2546, d1.dn_loss_iou: 0.3535, d2.dn_loss_cls: 0.0283, d2.dn_loss_bbox: 0.2359, d2.dn_loss_iou: 0.3347, d3.dn_loss_cls: 0.0267, d3.dn_loss_bbox: 0.2311, d3.dn_loss_iou: 0.3290, d4.dn_loss_cls: 0.0254, d4.dn_loss_bbox: 0.2305, d4.dn_loss_iou: 0.3281, loss: 8.9061, grad_norm: 25.5642 2023-11-23 03:24:09,084 - mmdet - INFO - Epoch [10][5250/7330] lr: 1.000e-05, eta: 3:13:35, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2221, interm_loss_bbox: 0.1776, interm_loss_iou: 0.3964, loss_cls: 0.1785, loss_bbox: 0.1506, loss_iou: 0.3479, d0.loss_cls: 0.2364, d0.loss_bbox: 0.1518, d0.loss_iou: 0.3554, d1.loss_cls: 0.2022, d1.loss_bbox: 0.1512, d1.loss_iou: 0.3502, d2.loss_cls: 0.1888, d2.loss_bbox: 0.1502, d2.loss_iou: 0.3487, d3.loss_cls: 0.1822, d3.loss_bbox: 0.1508, d3.loss_iou: 0.3488, d4.loss_cls: 0.1798, d4.loss_bbox: 0.1502, d4.loss_iou: 0.3476, dn_loss_cls: 0.0239, dn_loss_bbox: 0.2365, dn_loss_iou: 0.3241, d0.dn_loss_cls: 0.0578, d0.dn_loss_bbox: 0.3529, d0.dn_loss_iou: 0.4429, d1.dn_loss_cls: 0.0331, d1.dn_loss_bbox: 0.2601, d1.dn_loss_iou: 0.3492, d2.dn_loss_cls: 0.0274, d2.dn_loss_bbox: 0.2418, d2.dn_loss_iou: 0.3309, d3.dn_loss_cls: 0.0254, d3.dn_loss_bbox: 0.2372, d3.dn_loss_iou: 0.3250, d4.dn_loss_cls: 0.0243, d4.dn_loss_bbox: 0.2365, d4.dn_loss_iou: 0.3240, loss: 8.8202, grad_norm: 23.5693 2023-11-23 03:24:47,971 - mmdet - INFO - Epoch [10][5300/7330] lr: 1.000e-05, eta: 3:13:02, time: 0.778, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2218, interm_loss_bbox: 0.1783, interm_loss_iou: 0.3883, loss_cls: 0.1788, loss_bbox: 0.1448, loss_iou: 0.3384, d0.loss_cls: 0.2347, d0.loss_bbox: 0.1497, d0.loss_iou: 0.3464, d1.loss_cls: 0.1998, d1.loss_bbox: 0.1483, d1.loss_iou: 0.3435, d2.loss_cls: 0.1881, d2.loss_bbox: 0.1455, d2.loss_iou: 0.3395, d3.loss_cls: 0.1828, d3.loss_bbox: 0.1446, d3.loss_iou: 0.3378, d4.loss_cls: 0.1799, d4.loss_bbox: 0.1446, d4.loss_iou: 0.3382, dn_loss_cls: 0.0235, dn_loss_bbox: 0.2279, dn_loss_iou: 0.3159, d0.dn_loss_cls: 0.0578, d0.dn_loss_bbox: 0.3516, d0.dn_loss_iou: 0.4353, d1.dn_loss_cls: 0.0325, d1.dn_loss_bbox: 0.2535, d1.dn_loss_iou: 0.3427, d2.dn_loss_cls: 0.0267, d2.dn_loss_bbox: 0.2338, d2.dn_loss_iou: 0.3227, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2288, d3.dn_loss_iou: 0.3168, d4.dn_loss_cls: 0.0238, d4.dn_loss_bbox: 0.2279, d4.dn_loss_iou: 0.3158, loss: 8.6357, grad_norm: 26.0258 2023-11-23 03:25:23,085 - mmdet - INFO - Epoch [10][5350/7330] lr: 1.000e-05, eta: 3:12:27, time: 0.702, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2308, interm_loss_bbox: 0.1745, interm_loss_iou: 0.3998, loss_cls: 0.1849, loss_bbox: 0.1459, loss_iou: 0.3533, d0.loss_cls: 0.2435, d0.loss_bbox: 0.1506, d0.loss_iou: 0.3616, d1.loss_cls: 0.2077, d1.loss_bbox: 0.1484, d1.loss_iou: 0.3575, d2.loss_cls: 0.1963, d2.loss_bbox: 0.1451, d2.loss_iou: 0.3526, d3.loss_cls: 0.1893, d3.loss_bbox: 0.1445, d3.loss_iou: 0.3517, d4.loss_cls: 0.1858, d4.loss_bbox: 0.1460, d4.loss_iou: 0.3527, dn_loss_cls: 0.0244, dn_loss_bbox: 0.2247, dn_loss_iou: 0.3302, d0.dn_loss_cls: 0.0590, d0.dn_loss_bbox: 0.3385, d0.dn_loss_iou: 0.4475, d1.dn_loss_cls: 0.0334, d1.dn_loss_bbox: 0.2480, d1.dn_loss_iou: 0.3554, d2.dn_loss_cls: 0.0273, d2.dn_loss_bbox: 0.2296, d2.dn_loss_iou: 0.3367, d3.dn_loss_cls: 0.0254, d3.dn_loss_bbox: 0.2251, d3.dn_loss_iou: 0.3308, d4.dn_loss_cls: 0.0246, d4.dn_loss_bbox: 0.2247, d4.dn_loss_iou: 0.3302, loss: 8.8380, grad_norm: 24.3544 2023-11-23 03:25:57,284 - mmdet - INFO - Epoch [10][5400/7330] lr: 1.000e-05, eta: 3:11:52, time: 0.684, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2169, interm_loss_bbox: 0.1770, interm_loss_iou: 0.4016, loss_cls: 0.1787, loss_bbox: 0.1413, loss_iou: 0.3449, d0.loss_cls: 0.2285, d0.loss_bbox: 0.1498, d0.loss_iou: 0.3596, d1.loss_cls: 0.1954, d1.loss_bbox: 0.1478, d1.loss_iou: 0.3544, d2.loss_cls: 0.1852, d2.loss_bbox: 0.1440, d2.loss_iou: 0.3489, d3.loss_cls: 0.1812, d3.loss_bbox: 0.1422, d3.loss_iou: 0.3456, d4.loss_cls: 0.1787, d4.loss_bbox: 0.1418, d4.loss_iou: 0.3453, dn_loss_cls: 0.0215, dn_loss_bbox: 0.2178, dn_loss_iou: 0.3229, d0.dn_loss_cls: 0.0558, d0.dn_loss_bbox: 0.3320, d0.dn_loss_iou: 0.4462, d1.dn_loss_cls: 0.0303, d1.dn_loss_bbox: 0.2408, d1.dn_loss_iou: 0.3487, d2.dn_loss_cls: 0.0246, d2.dn_loss_bbox: 0.2225, d2.dn_loss_iou: 0.3296, d3.dn_loss_cls: 0.0228, d3.dn_loss_bbox: 0.2184, d3.dn_loss_iou: 0.3238, d4.dn_loss_cls: 0.0218, d4.dn_loss_bbox: 0.2178, d4.dn_loss_iou: 0.3229, loss: 8.6293, grad_norm: 24.0530 2023-11-23 03:26:31,685 - mmdet - INFO - Epoch [10][5450/7330] lr: 1.000e-05, eta: 3:11:18, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2228, interm_loss_bbox: 0.1733, interm_loss_iou: 0.3994, loss_cls: 0.1832, loss_bbox: 0.1409, loss_iou: 0.3456, d0.loss_cls: 0.2365, d0.loss_bbox: 0.1473, d0.loss_iou: 0.3575, d1.loss_cls: 0.2017, d1.loss_bbox: 0.1461, d1.loss_iou: 0.3531, d2.loss_cls: 0.1913, d2.loss_bbox: 0.1423, d2.loss_iou: 0.3480, d3.loss_cls: 0.1861, d3.loss_bbox: 0.1416, d3.loss_iou: 0.3458, d4.loss_cls: 0.1837, d4.loss_bbox: 0.1411, d4.loss_iou: 0.3458, dn_loss_cls: 0.0234, dn_loss_bbox: 0.2329, dn_loss_iou: 0.3267, d0.dn_loss_cls: 0.0585, d0.dn_loss_bbox: 0.3481, d0.dn_loss_iou: 0.4440, d1.dn_loss_cls: 0.0323, d1.dn_loss_bbox: 0.2548, d1.dn_loss_iou: 0.3512, d2.dn_loss_cls: 0.0267, d2.dn_loss_bbox: 0.2379, d2.dn_loss_iou: 0.3328, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2334, d3.dn_loss_iou: 0.3274, d4.dn_loss_cls: 0.0237, d4.dn_loss_bbox: 0.2329, d4.dn_loss_iou: 0.3266, loss: 8.7713, grad_norm: 24.2422 2023-11-23 03:27:06,186 - mmdet - INFO - Epoch [10][5500/7330] lr: 1.000e-05, eta: 3:10:43, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2185, interm_loss_bbox: 0.1668, interm_loss_iou: 0.3994, loss_cls: 0.1754, loss_bbox: 0.1403, loss_iou: 0.3526, d0.loss_cls: 0.2309, d0.loss_bbox: 0.1446, d0.loss_iou: 0.3594, d1.loss_cls: 0.1951, d1.loss_bbox: 0.1423, d1.loss_iou: 0.3565, d2.loss_cls: 0.1846, d2.loss_bbox: 0.1397, d2.loss_iou: 0.3535, d3.loss_cls: 0.1787, d3.loss_bbox: 0.1400, d3.loss_iou: 0.3526, d4.loss_cls: 0.1769, d4.loss_bbox: 0.1396, d4.loss_iou: 0.3521, dn_loss_cls: 0.0236, dn_loss_bbox: 0.2214, dn_loss_iou: 0.3301, d0.dn_loss_cls: 0.0566, d0.dn_loss_bbox: 0.3363, d0.dn_loss_iou: 0.4458, d1.dn_loss_cls: 0.0326, d1.dn_loss_bbox: 0.2439, d1.dn_loss_iou: 0.3539, d2.dn_loss_cls: 0.0270, d2.dn_loss_bbox: 0.2263, d2.dn_loss_iou: 0.3362, d3.dn_loss_cls: 0.0250, d3.dn_loss_bbox: 0.2218, d3.dn_loss_iou: 0.3307, d4.dn_loss_cls: 0.0240, d4.dn_loss_bbox: 0.2214, d4.dn_loss_iou: 0.3300, loss: 8.6863, grad_norm: 24.5847 2023-11-23 03:27:41,316 - mmdet - INFO - Epoch [10][5550/7330] lr: 1.000e-05, eta: 3:10:08, time: 0.703, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2164, interm_loss_bbox: 0.1725, interm_loss_iou: 0.4088, loss_cls: 0.1795, loss_bbox: 0.1376, loss_iou: 0.3563, d0.loss_cls: 0.2343, d0.loss_bbox: 0.1468, d0.loss_iou: 0.3659, d1.loss_cls: 0.1982, d1.loss_bbox: 0.1438, d1.loss_iou: 0.3635, d2.loss_cls: 0.1882, d2.loss_bbox: 0.1396, d2.loss_iou: 0.3582, d3.loss_cls: 0.1817, d3.loss_bbox: 0.1386, d3.loss_iou: 0.3568, d4.loss_cls: 0.1798, d4.loss_bbox: 0.1377, d4.loss_iou: 0.3566, dn_loss_cls: 0.0222, dn_loss_bbox: 0.2207, dn_loss_iou: 0.3304, d0.dn_loss_cls: 0.0568, d0.dn_loss_bbox: 0.3352, d0.dn_loss_iou: 0.4504, d1.dn_loss_cls: 0.0312, d1.dn_loss_bbox: 0.2454, d1.dn_loss_iou: 0.3564, d2.dn_loss_cls: 0.0255, d2.dn_loss_bbox: 0.2267, d2.dn_loss_iou: 0.3372, d3.dn_loss_cls: 0.0236, d3.dn_loss_bbox: 0.2214, d3.dn_loss_iou: 0.3312, d4.dn_loss_cls: 0.0227, d4.dn_loss_bbox: 0.2207, d4.dn_loss_iou: 0.3303, loss: 8.7490, grad_norm: 25.4774 2023-11-23 03:28:18,217 - mmdet - INFO - Epoch [10][5600/7330] lr: 1.000e-05, eta: 3:09:34, time: 0.738, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2300, interm_loss_bbox: 0.1772, interm_loss_iou: 0.3910, loss_cls: 0.1885, loss_bbox: 0.1438, loss_iou: 0.3372, d0.loss_cls: 0.2433, d0.loss_bbox: 0.1508, d0.loss_iou: 0.3506, d1.loss_cls: 0.2092, d1.loss_bbox: 0.1469, d1.loss_iou: 0.3415, d2.loss_cls: 0.1982, d2.loss_bbox: 0.1431, d2.loss_iou: 0.3380, d3.loss_cls: 0.1920, d3.loss_bbox: 0.1435, d3.loss_iou: 0.3372, d4.loss_cls: 0.1900, d4.loss_bbox: 0.1430, d4.loss_iou: 0.3366, dn_loss_cls: 0.0250, dn_loss_bbox: 0.2350, dn_loss_iou: 0.3354, d0.dn_loss_cls: 0.0608, d0.dn_loss_bbox: 0.3534, d0.dn_loss_iou: 0.4591, d1.dn_loss_cls: 0.0352, d1.dn_loss_bbox: 0.2605, d1.dn_loss_iou: 0.3614, d2.dn_loss_cls: 0.0289, d2.dn_loss_bbox: 0.2401, d2.dn_loss_iou: 0.3419, d3.dn_loss_cls: 0.0268, d3.dn_loss_bbox: 0.2355, d3.dn_loss_iou: 0.3361, d4.dn_loss_cls: 0.0255, d4.dn_loss_bbox: 0.2350, d4.dn_loss_iou: 0.3353, loss: 8.8625, grad_norm: 26.6978 2023-11-23 03:28:53,003 - mmdet - INFO - Epoch [10][5650/7330] lr: 1.000e-05, eta: 3:08:59, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2184, interm_loss_bbox: 0.1658, interm_loss_iou: 0.3949, loss_cls: 0.1773, loss_bbox: 0.1384, loss_iou: 0.3479, d0.loss_cls: 0.2292, d0.loss_bbox: 0.1437, d0.loss_iou: 0.3580, d1.loss_cls: 0.1971, d1.loss_bbox: 0.1402, d1.loss_iou: 0.3515, d2.loss_cls: 0.1855, d2.loss_bbox: 0.1389, d2.loss_iou: 0.3505, d3.loss_cls: 0.1811, d3.loss_bbox: 0.1371, d3.loss_iou: 0.3475, d4.loss_cls: 0.1779, d4.loss_bbox: 0.1379, d4.loss_iou: 0.3473, dn_loss_cls: 0.0204, dn_loss_bbox: 0.2159, dn_loss_iou: 0.3219, d0.dn_loss_cls: 0.0544, d0.dn_loss_bbox: 0.3250, d0.dn_loss_iou: 0.4357, d1.dn_loss_cls: 0.0295, d1.dn_loss_bbox: 0.2361, d1.dn_loss_iou: 0.3449, d2.dn_loss_cls: 0.0236, d2.dn_loss_bbox: 0.2201, d2.dn_loss_iou: 0.3275, d3.dn_loss_cls: 0.0218, d3.dn_loss_bbox: 0.2162, d3.dn_loss_iou: 0.3224, d4.dn_loss_cls: 0.0207, d4.dn_loss_bbox: 0.2159, d4.dn_loss_iou: 0.3218, loss: 8.5396, grad_norm: 25.0063 2023-11-23 03:29:27,591 - mmdet - INFO - Epoch [10][5700/7330] lr: 1.000e-05, eta: 3:08:25, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2166, interm_loss_bbox: 0.1697, interm_loss_iou: 0.4006, loss_cls: 0.1761, loss_bbox: 0.1411, loss_iou: 0.3535, d0.loss_cls: 0.2304, d0.loss_bbox: 0.1466, d0.loss_iou: 0.3629, d1.loss_cls: 0.1952, d1.loss_bbox: 0.1450, d1.loss_iou: 0.3583, d2.loss_cls: 0.1844, d2.loss_bbox: 0.1416, d2.loss_iou: 0.3550, d3.loss_cls: 0.1785, d3.loss_bbox: 0.1421, d3.loss_iou: 0.3538, d4.loss_cls: 0.1773, d4.loss_bbox: 0.1406, d4.loss_iou: 0.3529, dn_loss_cls: 0.0244, dn_loss_bbox: 0.2192, dn_loss_iou: 0.3286, d0.dn_loss_cls: 0.0573, d0.dn_loss_bbox: 0.3286, d0.dn_loss_iou: 0.4445, d1.dn_loss_cls: 0.0326, d1.dn_loss_bbox: 0.2405, d1.dn_loss_iou: 0.3516, d2.dn_loss_cls: 0.0270, d2.dn_loss_bbox: 0.2235, d2.dn_loss_iou: 0.3342, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2196, d3.dn_loss_iou: 0.3293, d4.dn_loss_cls: 0.0247, d4.dn_loss_bbox: 0.2192, d4.dn_loss_iou: 0.3286, loss: 8.6811, grad_norm: 24.4730 2023-11-23 03:30:01,945 - mmdet - INFO - Epoch [10][5750/7330] lr: 1.000e-05, eta: 3:07:50, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2290, interm_loss_bbox: 0.1751, interm_loss_iou: 0.4070, loss_cls: 0.1898, loss_bbox: 0.1446, loss_iou: 0.3556, d0.loss_cls: 0.2438, d0.loss_bbox: 0.1511, d0.loss_iou: 0.3679, d1.loss_cls: 0.2102, d1.loss_bbox: 0.1490, d1.loss_iou: 0.3618, d2.loss_cls: 0.1986, d2.loss_bbox: 0.1464, d2.loss_iou: 0.3567, d3.loss_cls: 0.1929, d3.loss_bbox: 0.1459, d3.loss_iou: 0.3555, d4.loss_cls: 0.1901, d4.loss_bbox: 0.1454, d4.loss_iou: 0.3559, dn_loss_cls: 0.0239, dn_loss_bbox: 0.2299, dn_loss_iou: 0.3330, d0.dn_loss_cls: 0.0584, d0.dn_loss_bbox: 0.3407, d0.dn_loss_iou: 0.4499, d1.dn_loss_cls: 0.0331, d1.dn_loss_bbox: 0.2524, d1.dn_loss_iou: 0.3572, d2.dn_loss_cls: 0.0272, d2.dn_loss_bbox: 0.2348, d2.dn_loss_iou: 0.3393, d3.dn_loss_cls: 0.0255, d3.dn_loss_bbox: 0.2303, d3.dn_loss_iou: 0.3337, d4.dn_loss_cls: 0.0243, d4.dn_loss_bbox: 0.2298, d4.dn_loss_iou: 0.3329, loss: 8.9288, grad_norm: 27.7567 2023-11-23 03:30:36,839 - mmdet - INFO - Epoch [10][5800/7330] lr: 1.000e-05, eta: 3:07:15, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2201, interm_loss_bbox: 0.1735, interm_loss_iou: 0.3932, loss_cls: 0.1826, loss_bbox: 0.1426, loss_iou: 0.3457, d0.loss_cls: 0.2350, d0.loss_bbox: 0.1485, d0.loss_iou: 0.3538, d1.loss_cls: 0.1992, d1.loss_bbox: 0.1475, d1.loss_iou: 0.3533, d2.loss_cls: 0.1901, d2.loss_bbox: 0.1450, d2.loss_iou: 0.3483, d3.loss_cls: 0.1857, d3.loss_bbox: 0.1433, d3.loss_iou: 0.3466, d4.loss_cls: 0.1832, d4.loss_bbox: 0.1430, d4.loss_iou: 0.3460, dn_loss_cls: 0.0243, dn_loss_bbox: 0.2239, dn_loss_iou: 0.3278, d0.dn_loss_cls: 0.0598, d0.dn_loss_bbox: 0.3393, d0.dn_loss_iou: 0.4477, d1.dn_loss_cls: 0.0338, d1.dn_loss_bbox: 0.2464, d1.dn_loss_iou: 0.3522, d2.dn_loss_cls: 0.0279, d2.dn_loss_bbox: 0.2288, d2.dn_loss_iou: 0.3341, d3.dn_loss_cls: 0.0259, d3.dn_loss_bbox: 0.2244, d3.dn_loss_iou: 0.3285, d4.dn_loss_cls: 0.0248, d4.dn_loss_bbox: 0.2240, d4.dn_loss_iou: 0.3277, loss: 8.7277, grad_norm: 25.4963 2023-11-23 03:31:11,547 - mmdet - INFO - Epoch [10][5850/7330] lr: 1.000e-05, eta: 3:06:41, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2222, interm_loss_bbox: 0.1733, interm_loss_iou: 0.3895, loss_cls: 0.1798, loss_bbox: 0.1441, loss_iou: 0.3412, d0.loss_cls: 0.2338, d0.loss_bbox: 0.1481, d0.loss_iou: 0.3486, d1.loss_cls: 0.1999, d1.loss_bbox: 0.1464, d1.loss_iou: 0.3459, d2.loss_cls: 0.1879, d2.loss_bbox: 0.1444, d2.loss_iou: 0.3427, d3.loss_cls: 0.1835, d3.loss_bbox: 0.1443, d3.loss_iou: 0.3417, d4.loss_cls: 0.1804, d4.loss_bbox: 0.1443, d4.loss_iou: 0.3416, dn_loss_cls: 0.0221, dn_loss_bbox: 0.2281, dn_loss_iou: 0.3161, d0.dn_loss_cls: 0.0566, d0.dn_loss_bbox: 0.3471, d0.dn_loss_iou: 0.4318, d1.dn_loss_cls: 0.0315, d1.dn_loss_bbox: 0.2517, d1.dn_loss_iou: 0.3406, d2.dn_loss_cls: 0.0255, d2.dn_loss_bbox: 0.2336, d2.dn_loss_iou: 0.3221, d3.dn_loss_cls: 0.0237, d3.dn_loss_bbox: 0.2288, d3.dn_loss_iou: 0.3168, d4.dn_loss_cls: 0.0225, d4.dn_loss_bbox: 0.2281, d4.dn_loss_iou: 0.3160, loss: 8.6261, grad_norm: 24.1765 2023-11-23 03:31:46,161 - mmdet - INFO - Epoch [10][5900/7330] lr: 1.000e-05, eta: 3:06:06, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2211, interm_loss_bbox: 0.1737, interm_loss_iou: 0.4126, loss_cls: 0.1779, loss_bbox: 0.1445, loss_iou: 0.3633, d0.loss_cls: 0.2342, d0.loss_bbox: 0.1471, d0.loss_iou: 0.3698, d1.loss_cls: 0.1972, d1.loss_bbox: 0.1479, d1.loss_iou: 0.3677, d2.loss_cls: 0.1855, d2.loss_bbox: 0.1451, d2.loss_iou: 0.3644, d3.loss_cls: 0.1820, d3.loss_bbox: 0.1438, d3.loss_iou: 0.3617, d4.loss_cls: 0.1794, d4.loss_bbox: 0.1437, d4.loss_iou: 0.3625, dn_loss_cls: 0.0237, dn_loss_bbox: 0.2146, dn_loss_iou: 0.3329, d0.dn_loss_cls: 0.0571, d0.dn_loss_bbox: 0.3256, d0.dn_loss_iou: 0.4504, d1.dn_loss_cls: 0.0327, d1.dn_loss_bbox: 0.2356, d1.dn_loss_iou: 0.3566, d2.dn_loss_cls: 0.0271, d2.dn_loss_bbox: 0.2196, d2.dn_loss_iou: 0.3393, d3.dn_loss_cls: 0.0252, d3.dn_loss_bbox: 0.2152, d3.dn_loss_iou: 0.3338, d4.dn_loss_cls: 0.0241, d4.dn_loss_bbox: 0.2146, d4.dn_loss_iou: 0.3329, loss: 8.7861, grad_norm: 25.0211 2023-11-23 03:32:21,306 - mmdet - INFO - Epoch [10][5950/7330] lr: 1.000e-05, eta: 3:05:31, time: 0.703, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2248, interm_loss_bbox: 0.1757, interm_loss_iou: 0.3970, loss_cls: 0.1821, loss_bbox: 0.1461, loss_iou: 0.3486, d0.loss_cls: 0.2398, d0.loss_bbox: 0.1490, d0.loss_iou: 0.3548, d1.loss_cls: 0.2029, d1.loss_bbox: 0.1495, d1.loss_iou: 0.3529, d2.loss_cls: 0.1895, d2.loss_bbox: 0.1480, d2.loss_iou: 0.3502, d3.loss_cls: 0.1844, d3.loss_bbox: 0.1465, d3.loss_iou: 0.3489, d4.loss_cls: 0.1831, d4.loss_bbox: 0.1454, d4.loss_iou: 0.3488, dn_loss_cls: 0.0245, dn_loss_bbox: 0.2365, dn_loss_iou: 0.3308, d0.dn_loss_cls: 0.0587, d0.dn_loss_bbox: 0.3504, d0.dn_loss_iou: 0.4473, d1.dn_loss_cls: 0.0333, d1.dn_loss_bbox: 0.2598, d1.dn_loss_iou: 0.3557, d2.dn_loss_cls: 0.0275, d2.dn_loss_bbox: 0.2421, d2.dn_loss_iou: 0.3377, d3.dn_loss_cls: 0.0258, d3.dn_loss_bbox: 0.2369, d3.dn_loss_iou: 0.3315, d4.dn_loss_cls: 0.0248, d4.dn_loss_bbox: 0.2365, d4.dn_loss_iou: 0.3307, loss: 8.8585, grad_norm: 26.5243 2023-11-23 03:32:56,041 - mmdet - INFO - Epoch [10][6000/7330] lr: 1.000e-05, eta: 3:04:56, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2206, interm_loss_bbox: 0.1741, interm_loss_iou: 0.4046, loss_cls: 0.1750, loss_bbox: 0.1464, loss_iou: 0.3583, d0.loss_cls: 0.2344, d0.loss_bbox: 0.1483, d0.loss_iou: 0.3643, d1.loss_cls: 0.1982, d1.loss_bbox: 0.1481, d1.loss_iou: 0.3618, d2.loss_cls: 0.1847, d2.loss_bbox: 0.1465, d2.loss_iou: 0.3589, d3.loss_cls: 0.1795, d3.loss_bbox: 0.1456, d3.loss_iou: 0.3574, d4.loss_cls: 0.1767, d4.loss_bbox: 0.1454, d4.loss_iou: 0.3575, dn_loss_cls: 0.0217, dn_loss_bbox: 0.2285, dn_loss_iou: 0.3323, d0.dn_loss_cls: 0.0555, d0.dn_loss_bbox: 0.3428, d0.dn_loss_iou: 0.4509, d1.dn_loss_cls: 0.0309, d1.dn_loss_bbox: 0.2514, d1.dn_loss_iou: 0.3581, d2.dn_loss_cls: 0.0252, d2.dn_loss_bbox: 0.2333, d2.dn_loss_iou: 0.3388, d3.dn_loss_cls: 0.0233, d3.dn_loss_bbox: 0.2292, d3.dn_loss_iou: 0.3332, d4.dn_loss_cls: 0.0221, d4.dn_loss_bbox: 0.2285, d4.dn_loss_iou: 0.3322, loss: 8.8240, grad_norm: 25.3021 2023-11-23 03:33:30,895 - mmdet - INFO - Epoch [10][6050/7330] lr: 1.000e-05, eta: 3:04:22, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2243, interm_loss_bbox: 0.1768, interm_loss_iou: 0.4089, loss_cls: 0.1848, loss_bbox: 0.1466, loss_iou: 0.3579, d0.loss_cls: 0.2364, d0.loss_bbox: 0.1504, d0.loss_iou: 0.3690, d1.loss_cls: 0.2051, d1.loss_bbox: 0.1489, d1.loss_iou: 0.3632, d2.loss_cls: 0.1944, d2.loss_bbox: 0.1466, d2.loss_iou: 0.3584, d3.loss_cls: 0.1901, d3.loss_bbox: 0.1445, d3.loss_iou: 0.3559, d4.loss_cls: 0.1865, d4.loss_bbox: 0.1448, d4.loss_iou: 0.3564, dn_loss_cls: 0.0236, dn_loss_bbox: 0.2332, dn_loss_iou: 0.3424, d0.dn_loss_cls: 0.0571, d0.dn_loss_bbox: 0.3426, d0.dn_loss_iou: 0.4602, d1.dn_loss_cls: 0.0326, d1.dn_loss_bbox: 0.2557, d1.dn_loss_iou: 0.3672, d2.dn_loss_cls: 0.0270, d2.dn_loss_bbox: 0.2380, d2.dn_loss_iou: 0.3485, d3.dn_loss_cls: 0.0252, d3.dn_loss_bbox: 0.2337, d3.dn_loss_iou: 0.3432, d4.dn_loss_cls: 0.0240, d4.dn_loss_bbox: 0.2332, d4.dn_loss_iou: 0.3424, loss: 8.9798, grad_norm: 23.6149 2023-11-23 03:34:06,027 - mmdet - INFO - Epoch [10][6100/7330] lr: 1.000e-05, eta: 3:03:47, time: 0.702, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2218, interm_loss_bbox: 0.1773, interm_loss_iou: 0.3904, loss_cls: 0.1813, loss_bbox: 0.1462, loss_iou: 0.3373, d0.loss_cls: 0.2386, d0.loss_bbox: 0.1491, d0.loss_iou: 0.3455, d1.loss_cls: 0.2025, d1.loss_bbox: 0.1479, d1.loss_iou: 0.3422, d2.loss_cls: 0.1895, d2.loss_bbox: 0.1478, d2.loss_iou: 0.3399, d3.loss_cls: 0.1852, d3.loss_bbox: 0.1455, d3.loss_iou: 0.3361, d4.loss_cls: 0.1830, d4.loss_bbox: 0.1453, d4.loss_iou: 0.3357, dn_loss_cls: 0.0232, dn_loss_bbox: 0.2248, dn_loss_iou: 0.3186, d0.dn_loss_cls: 0.0567, d0.dn_loss_bbox: 0.3393, d0.dn_loss_iou: 0.4372, d1.dn_loss_cls: 0.0322, d1.dn_loss_bbox: 0.2474, d1.dn_loss_iou: 0.3428, d2.dn_loss_cls: 0.0264, d2.dn_loss_bbox: 0.2297, d2.dn_loss_iou: 0.3247, d3.dn_loss_cls: 0.0246, d3.dn_loss_bbox: 0.2253, d3.dn_loss_iou: 0.3191, d4.dn_loss_cls: 0.0235, d4.dn_loss_bbox: 0.2249, d4.dn_loss_iou: 0.3185, loss: 8.6270, grad_norm: 27.1986 2023-11-23 03:34:40,954 - mmdet - INFO - Epoch [10][6150/7330] lr: 1.000e-05, eta: 3:03:13, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2220, interm_loss_bbox: 0.1749, interm_loss_iou: 0.4045, loss_cls: 0.1835, loss_bbox: 0.1461, loss_iou: 0.3604, d0.loss_cls: 0.2355, d0.loss_bbox: 0.1518, d0.loss_iou: 0.3677, d1.loss_cls: 0.2021, d1.loss_bbox: 0.1493, d1.loss_iou: 0.3646, d2.loss_cls: 0.1912, d2.loss_bbox: 0.1466, d2.loss_iou: 0.3620, d3.loss_cls: 0.1865, d3.loss_bbox: 0.1462, d3.loss_iou: 0.3608, d4.loss_cls: 0.1835, d4.loss_bbox: 0.1465, d4.loss_iou: 0.3606, dn_loss_cls: 0.0252, dn_loss_bbox: 0.2298, dn_loss_iou: 0.3371, d0.dn_loss_cls: 0.0596, d0.dn_loss_bbox: 0.3373, d0.dn_loss_iou: 0.4490, d1.dn_loss_cls: 0.0346, d1.dn_loss_bbox: 0.2501, d1.dn_loss_iou: 0.3603, d2.dn_loss_cls: 0.0288, d2.dn_loss_bbox: 0.2342, d2.dn_loss_iou: 0.3430, d3.dn_loss_cls: 0.0267, d3.dn_loss_bbox: 0.2303, d3.dn_loss_iou: 0.3378, d4.dn_loss_cls: 0.0256, d4.dn_loss_bbox: 0.2298, d4.dn_loss_iou: 0.3371, loss: 8.9223, grad_norm: 24.5633 2023-11-23 03:35:15,454 - mmdet - INFO - Epoch [10][6200/7330] lr: 1.000e-05, eta: 3:02:38, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2227, interm_loss_bbox: 0.1739, interm_loss_iou: 0.3969, loss_cls: 0.1824, loss_bbox: 0.1435, loss_iou: 0.3465, d0.loss_cls: 0.2358, d0.loss_bbox: 0.1491, d0.loss_iou: 0.3570, d1.loss_cls: 0.2012, d1.loss_bbox: 0.1488, d1.loss_iou: 0.3533, d2.loss_cls: 0.1914, d2.loss_bbox: 0.1451, d2.loss_iou: 0.3475, d3.loss_cls: 0.1859, d3.loss_bbox: 0.1440, d3.loss_iou: 0.3463, d4.loss_cls: 0.1831, d4.loss_bbox: 0.1437, d4.loss_iou: 0.3461, dn_loss_cls: 0.0238, dn_loss_bbox: 0.2268, dn_loss_iou: 0.3202, d0.dn_loss_cls: 0.0592, d0.dn_loss_bbox: 0.3424, d0.dn_loss_iou: 0.4371, d1.dn_loss_cls: 0.0330, d1.dn_loss_bbox: 0.2504, d1.dn_loss_iou: 0.3447, d2.dn_loss_cls: 0.0272, d2.dn_loss_bbox: 0.2322, d2.dn_loss_iou: 0.3265, d3.dn_loss_cls: 0.0253, d3.dn_loss_bbox: 0.2273, d3.dn_loss_iou: 0.3208, d4.dn_loss_cls: 0.0242, d4.dn_loss_bbox: 0.2268, d4.dn_loss_iou: 0.3201, loss: 8.7123, grad_norm: 26.3439 2023-11-23 03:35:49,491 - mmdet - INFO - Epoch [10][6250/7330] lr: 1.000e-05, eta: 3:02:03, time: 0.681, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2209, interm_loss_bbox: 0.1849, interm_loss_iou: 0.3869, loss_cls: 0.1803, loss_bbox: 0.1503, loss_iou: 0.3361, d0.loss_cls: 0.2344, d0.loss_bbox: 0.1570, d0.loss_iou: 0.3474, d1.loss_cls: 0.1998, d1.loss_bbox: 0.1552, d1.loss_iou: 0.3439, d2.loss_cls: 0.1878, d2.loss_bbox: 0.1520, d2.loss_iou: 0.3397, d3.loss_cls: 0.1844, d3.loss_bbox: 0.1495, d3.loss_iou: 0.3361, d4.loss_cls: 0.1814, d4.loss_bbox: 0.1499, d4.loss_iou: 0.3357, dn_loss_cls: 0.0241, dn_loss_bbox: 0.2251, dn_loss_iou: 0.3135, d0.dn_loss_cls: 0.0576, d0.dn_loss_bbox: 0.3430, d0.dn_loss_iou: 0.4323, d1.dn_loss_cls: 0.0325, d1.dn_loss_bbox: 0.2491, d1.dn_loss_iou: 0.3382, d2.dn_loss_cls: 0.0272, d2.dn_loss_bbox: 0.2308, d2.dn_loss_iou: 0.3200, d3.dn_loss_cls: 0.0255, d3.dn_loss_bbox: 0.2256, d3.dn_loss_iou: 0.3143, d4.dn_loss_cls: 0.0245, d4.dn_loss_bbox: 0.2251, d4.dn_loss_iou: 0.3135, loss: 8.6354, grad_norm: 22.8989 2023-11-23 03:36:24,353 - mmdet - INFO - Epoch [10][6300/7330] lr: 1.000e-05, eta: 3:01:28, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2275, interm_loss_bbox: 0.1789, interm_loss_iou: 0.3902, loss_cls: 0.1864, loss_bbox: 0.1463, loss_iou: 0.3360, d0.loss_cls: 0.2416, d0.loss_bbox: 0.1512, d0.loss_iou: 0.3479, d1.loss_cls: 0.2078, d1.loss_bbox: 0.1488, d1.loss_iou: 0.3425, d2.loss_cls: 0.1969, d2.loss_bbox: 0.1457, d2.loss_iou: 0.3366, d3.loss_cls: 0.1895, d3.loss_bbox: 0.1459, d3.loss_iou: 0.3368, d4.loss_cls: 0.1871, d4.loss_bbox: 0.1455, d4.loss_iou: 0.3359, dn_loss_cls: 0.0242, dn_loss_bbox: 0.2419, dn_loss_iou: 0.3265, d0.dn_loss_cls: 0.0594, d0.dn_loss_bbox: 0.3600, d0.dn_loss_iou: 0.4444, d1.dn_loss_cls: 0.0333, d1.dn_loss_bbox: 0.2661, d1.dn_loss_iou: 0.3518, d2.dn_loss_cls: 0.0275, d2.dn_loss_bbox: 0.2470, d2.dn_loss_iou: 0.3328, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2424, d3.dn_loss_iou: 0.3273, d4.dn_loss_cls: 0.0244, d4.dn_loss_bbox: 0.2419, d4.dn_loss_iou: 0.3264, loss: 8.8279, grad_norm: 24.0811 2023-11-23 03:36:58,990 - mmdet - INFO - Epoch [10][6350/7330] lr: 1.000e-05, eta: 3:00:54, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2181, interm_loss_bbox: 0.1765, interm_loss_iou: 0.3994, loss_cls: 0.1840, loss_bbox: 0.1447, loss_iou: 0.3474, d0.loss_cls: 0.2320, d0.loss_bbox: 0.1524, d0.loss_iou: 0.3601, d1.loss_cls: 0.2017, d1.loss_bbox: 0.1501, d1.loss_iou: 0.3553, d2.loss_cls: 0.1893, d2.loss_bbox: 0.1474, d2.loss_iou: 0.3508, d3.loss_cls: 0.1861, d3.loss_bbox: 0.1450, d3.loss_iou: 0.3488, d4.loss_cls: 0.1837, d4.loss_bbox: 0.1451, d4.loss_iou: 0.3483, dn_loss_cls: 0.0240, dn_loss_bbox: 0.2256, dn_loss_iou: 0.3388, d0.dn_loss_cls: 0.0575, d0.dn_loss_bbox: 0.3320, d0.dn_loss_iou: 0.4515, d1.dn_loss_cls: 0.0326, d1.dn_loss_bbox: 0.2478, d1.dn_loss_iou: 0.3629, d2.dn_loss_cls: 0.0270, d2.dn_loss_bbox: 0.2303, d2.dn_loss_iou: 0.3450, d3.dn_loss_cls: 0.0252, d3.dn_loss_bbox: 0.2260, d3.dn_loss_iou: 0.3394, d4.dn_loss_cls: 0.0243, d4.dn_loss_bbox: 0.2256, d4.dn_loss_iou: 0.3387, loss: 8.8205, grad_norm: 23.3342 2023-11-23 03:37:33,307 - mmdet - INFO - Epoch [10][6400/7330] lr: 1.000e-05, eta: 3:00:19, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2213, interm_loss_bbox: 0.1803, interm_loss_iou: 0.3970, loss_cls: 0.1827, loss_bbox: 0.1453, loss_iou: 0.3447, d0.loss_cls: 0.2348, d0.loss_bbox: 0.1542, d0.loss_iou: 0.3576, d1.loss_cls: 0.2027, d1.loss_bbox: 0.1488, d1.loss_iou: 0.3508, d2.loss_cls: 0.1921, d2.loss_bbox: 0.1468, d2.loss_iou: 0.3463, d3.loss_cls: 0.1855, d3.loss_bbox: 0.1465, d3.loss_iou: 0.3450, d4.loss_cls: 0.1830, d4.loss_bbox: 0.1458, d4.loss_iou: 0.3447, dn_loss_cls: 0.0235, dn_loss_bbox: 0.2447, dn_loss_iou: 0.3194, d0.dn_loss_cls: 0.0583, d0.dn_loss_bbox: 0.3631, d0.dn_loss_iou: 0.4384, d1.dn_loss_cls: 0.0327, d1.dn_loss_bbox: 0.2666, d1.dn_loss_iou: 0.3432, d2.dn_loss_cls: 0.0269, d2.dn_loss_bbox: 0.2498, d2.dn_loss_iou: 0.3255, d3.dn_loss_cls: 0.0250, d3.dn_loss_bbox: 0.2453, d3.dn_loss_iou: 0.3200, d4.dn_loss_cls: 0.0239, d4.dn_loss_bbox: 0.2447, d4.dn_loss_iou: 0.3192, loss: 8.8260, grad_norm: 27.1230 2023-11-23 03:38:08,163 - mmdet - INFO - Epoch [10][6450/7330] lr: 1.000e-05, eta: 2:59:44, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2208, interm_loss_bbox: 0.1687, interm_loss_iou: 0.4027, loss_cls: 0.1806, loss_bbox: 0.1378, loss_iou: 0.3538, d0.loss_cls: 0.2331, d0.loss_bbox: 0.1445, d0.loss_iou: 0.3655, d1.loss_cls: 0.1997, d1.loss_bbox: 0.1425, d1.loss_iou: 0.3598, d2.loss_cls: 0.1884, d2.loss_bbox: 0.1400, d2.loss_iou: 0.3554, d3.loss_cls: 0.1829, d3.loss_bbox: 0.1390, d3.loss_iou: 0.3545, d4.loss_cls: 0.1818, d4.loss_bbox: 0.1377, d4.loss_iou: 0.3535, dn_loss_cls: 0.0224, dn_loss_bbox: 0.2145, dn_loss_iou: 0.3185, d0.dn_loss_cls: 0.0577, d0.dn_loss_bbox: 0.3332, d0.dn_loss_iou: 0.4395, d1.dn_loss_cls: 0.0319, d1.dn_loss_bbox: 0.2387, d1.dn_loss_iou: 0.3434, d2.dn_loss_cls: 0.0260, d2.dn_loss_bbox: 0.2198, d2.dn_loss_iou: 0.3249, d3.dn_loss_cls: 0.0241, d3.dn_loss_bbox: 0.2152, d3.dn_loss_iou: 0.3193, d4.dn_loss_cls: 0.0229, d4.dn_loss_bbox: 0.2145, d4.dn_loss_iou: 0.3184, loss: 8.6278, grad_norm: 24.8155 2023-11-23 03:38:42,710 - mmdet - INFO - Epoch [10][6500/7330] lr: 1.000e-05, eta: 2:59:09, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2241, interm_loss_bbox: 0.1750, interm_loss_iou: 0.3987, loss_cls: 0.1841, loss_bbox: 0.1433, loss_iou: 0.3506, d0.loss_cls: 0.2374, d0.loss_bbox: 0.1489, d0.loss_iou: 0.3601, d1.loss_cls: 0.2031, d1.loss_bbox: 0.1476, d1.loss_iou: 0.3575, d2.loss_cls: 0.1936, d2.loss_bbox: 0.1442, d2.loss_iou: 0.3516, d3.loss_cls: 0.1855, d3.loss_bbox: 0.1458, d3.loss_iou: 0.3521, d4.loss_cls: 0.1842, d4.loss_bbox: 0.1442, d4.loss_iou: 0.3509, dn_loss_cls: 0.0229, dn_loss_bbox: 0.2406, dn_loss_iou: 0.3293, d0.dn_loss_cls: 0.0579, d0.dn_loss_bbox: 0.3594, d0.dn_loss_iou: 0.4459, d1.dn_loss_cls: 0.0326, d1.dn_loss_bbox: 0.2637, d1.dn_loss_iou: 0.3535, d2.dn_loss_cls: 0.0264, d2.dn_loss_bbox: 0.2465, d2.dn_loss_iou: 0.3354, d3.dn_loss_cls: 0.0244, d3.dn_loss_bbox: 0.2412, d3.dn_loss_iou: 0.3300, d4.dn_loss_cls: 0.0233, d4.dn_loss_bbox: 0.2407, d4.dn_loss_iou: 0.3292, loss: 8.8854, grad_norm: 25.8988 2023-11-23 03:39:17,431 - mmdet - INFO - Epoch [10][6550/7330] lr: 1.000e-05, eta: 2:58:35, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2266, interm_loss_bbox: 0.1732, interm_loss_iou: 0.4043, loss_cls: 0.1883, loss_bbox: 0.1387, loss_iou: 0.3508, d0.loss_cls: 0.2382, d0.loss_bbox: 0.1473, d0.loss_iou: 0.3648, d1.loss_cls: 0.2060, d1.loss_bbox: 0.1461, d1.loss_iou: 0.3609, d2.loss_cls: 0.1967, d2.loss_bbox: 0.1415, d2.loss_iou: 0.3529, d3.loss_cls: 0.1909, d3.loss_bbox: 0.1407, d3.loss_iou: 0.3524, d4.loss_cls: 0.1890, d4.loss_bbox: 0.1394, d4.loss_iou: 0.3509, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2239, dn_loss_iou: 0.3280, d0.dn_loss_cls: 0.0596, d0.dn_loss_bbox: 0.3392, d0.dn_loss_iou: 0.4469, d1.dn_loss_cls: 0.0345, d1.dn_loss_bbox: 0.2492, d1.dn_loss_iou: 0.3543, d2.dn_loss_cls: 0.0289, d2.dn_loss_bbox: 0.2291, d2.dn_loss_iou: 0.3345, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2243, d3.dn_loss_iou: 0.3289, d4.dn_loss_cls: 0.0263, d4.dn_loss_bbox: 0.2239, d4.dn_loss_iou: 0.3280, loss: 8.8122, grad_norm: 26.2644 2023-11-23 03:39:52,304 - mmdet - INFO - Epoch [10][6600/7330] lr: 1.000e-05, eta: 2:58:00, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2267, interm_loss_bbox: 0.1791, interm_loss_iou: 0.4086, loss_cls: 0.1860, loss_bbox: 0.1513, loss_iou: 0.3563, d0.loss_cls: 0.2433, d0.loss_bbox: 0.1543, d0.loss_iou: 0.3648, d1.loss_cls: 0.2083, d1.loss_bbox: 0.1533, d1.loss_iou: 0.3616, d2.loss_cls: 0.1963, d2.loss_bbox: 0.1503, d2.loss_iou: 0.3562, d3.loss_cls: 0.1913, d3.loss_bbox: 0.1501, d3.loss_iou: 0.3551, d4.loss_cls: 0.1875, d4.loss_bbox: 0.1503, d4.loss_iou: 0.3556, dn_loss_cls: 0.0245, dn_loss_bbox: 0.2356, dn_loss_iou: 0.3290, d0.dn_loss_cls: 0.0598, d0.dn_loss_bbox: 0.3497, d0.dn_loss_iou: 0.4439, d1.dn_loss_cls: 0.0340, d1.dn_loss_bbox: 0.2578, d1.dn_loss_iou: 0.3535, d2.dn_loss_cls: 0.0280, d2.dn_loss_bbox: 0.2404, d2.dn_loss_iou: 0.3354, d3.dn_loss_cls: 0.0260, d3.dn_loss_bbox: 0.2360, d3.dn_loss_iou: 0.3298, d4.dn_loss_cls: 0.0248, d4.dn_loss_bbox: 0.2356, d4.dn_loss_iou: 0.3289, loss: 8.9590, grad_norm: 24.9767 2023-11-23 03:40:26,807 - mmdet - INFO - Epoch [10][6650/7330] lr: 1.000e-05, eta: 2:57:25, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2203, interm_loss_bbox: 0.1730, interm_loss_iou: 0.3924, loss_cls: 0.1817, loss_bbox: 0.1402, loss_iou: 0.3387, d0.loss_cls: 0.2354, d0.loss_bbox: 0.1463, d0.loss_iou: 0.3498, d1.loss_cls: 0.2022, d1.loss_bbox: 0.1435, d1.loss_iou: 0.3432, d2.loss_cls: 0.1900, d2.loss_bbox: 0.1411, d2.loss_iou: 0.3408, d3.loss_cls: 0.1856, d3.loss_bbox: 0.1391, d3.loss_iou: 0.3384, d4.loss_cls: 0.1825, d4.loss_bbox: 0.1393, d4.loss_iou: 0.3385, dn_loss_cls: 0.0234, dn_loss_bbox: 0.2266, dn_loss_iou: 0.3268, d0.dn_loss_cls: 0.0573, d0.dn_loss_bbox: 0.3403, d0.dn_loss_iou: 0.4428, d1.dn_loss_cls: 0.0321, d1.dn_loss_bbox: 0.2493, d1.dn_loss_iou: 0.3506, d2.dn_loss_cls: 0.0266, d2.dn_loss_bbox: 0.2315, d2.dn_loss_iou: 0.3328, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2271, d3.dn_loss_iou: 0.3276, d4.dn_loss_cls: 0.0238, d4.dn_loss_bbox: 0.2266, d4.dn_loss_iou: 0.3268, loss: 8.6589, grad_norm: 26.5571 2023-11-23 03:41:02,364 - mmdet - INFO - Epoch [10][6700/7330] lr: 1.000e-05, eta: 2:56:51, time: 0.711, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2281, interm_loss_bbox: 0.1734, interm_loss_iou: 0.3964, loss_cls: 0.1865, loss_bbox: 0.1444, loss_iou: 0.3492, d0.loss_cls: 0.2427, d0.loss_bbox: 0.1482, d0.loss_iou: 0.3579, d1.loss_cls: 0.2092, d1.loss_bbox: 0.1478, d1.loss_iou: 0.3530, d2.loss_cls: 0.1957, d2.loss_bbox: 0.1460, d2.loss_iou: 0.3493, d3.loss_cls: 0.1900, d3.loss_bbox: 0.1452, d3.loss_iou: 0.3486, d4.loss_cls: 0.1876, d4.loss_bbox: 0.1447, d4.loss_iou: 0.3485, dn_loss_cls: 0.0235, dn_loss_bbox: 0.2279, dn_loss_iou: 0.3265, d0.dn_loss_cls: 0.0573, d0.dn_loss_bbox: 0.3467, d0.dn_loss_iou: 0.4441, d1.dn_loss_cls: 0.0322, d1.dn_loss_bbox: 0.2515, d1.dn_loss_iou: 0.3510, d2.dn_loss_cls: 0.0266, d2.dn_loss_bbox: 0.2327, d2.dn_loss_iou: 0.3328, d3.dn_loss_cls: 0.0249, d3.dn_loss_bbox: 0.2284, d3.dn_loss_iou: 0.3273, d4.dn_loss_cls: 0.0239, d4.dn_loss_bbox: 0.2280, d4.dn_loss_iou: 0.3265, loss: 8.8044, grad_norm: 25.2413 2023-11-23 03:41:37,143 - mmdet - INFO - Epoch [10][6750/7330] lr: 1.000e-05, eta: 2:56:16, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2271, interm_loss_bbox: 0.1761, interm_loss_iou: 0.4070, loss_cls: 0.1849, loss_bbox: 0.1432, loss_iou: 0.3537, d0.loss_cls: 0.2424, d0.loss_bbox: 0.1480, d0.loss_iou: 0.3643, d1.loss_cls: 0.2082, d1.loss_bbox: 0.1456, d1.loss_iou: 0.3585, d2.loss_cls: 0.1969, d2.loss_bbox: 0.1422, d2.loss_iou: 0.3531, d3.loss_cls: 0.1886, d3.loss_bbox: 0.1432, d3.loss_iou: 0.3539, d4.loss_cls: 0.1861, d4.loss_bbox: 0.1427, d4.loss_iou: 0.3534, dn_loss_cls: 0.0242, dn_loss_bbox: 0.2189, dn_loss_iou: 0.3291, d0.dn_loss_cls: 0.0578, d0.dn_loss_bbox: 0.3342, d0.dn_loss_iou: 0.4478, d1.dn_loss_cls: 0.0327, d1.dn_loss_bbox: 0.2423, d1.dn_loss_iou: 0.3537, d2.dn_loss_cls: 0.0273, d2.dn_loss_bbox: 0.2246, d2.dn_loss_iou: 0.3352, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2196, d3.dn_loss_iou: 0.3298, d4.dn_loss_cls: 0.0246, d4.dn_loss_bbox: 0.2189, d4.dn_loss_iou: 0.3290, loss: 8.7944, grad_norm: 25.3273 2023-11-23 03:42:11,770 - mmdet - INFO - Epoch [10][6800/7330] lr: 1.000e-05, eta: 2:55:41, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2216, interm_loss_bbox: 0.1671, interm_loss_iou: 0.3906, loss_cls: 0.1825, loss_bbox: 0.1354, loss_iou: 0.3364, d0.loss_cls: 0.2358, d0.loss_bbox: 0.1402, d0.loss_iou: 0.3487, d1.loss_cls: 0.2039, d1.loss_bbox: 0.1383, d1.loss_iou: 0.3423, d2.loss_cls: 0.1906, d2.loss_bbox: 0.1365, d2.loss_iou: 0.3386, d3.loss_cls: 0.1862, d3.loss_bbox: 0.1355, d3.loss_iou: 0.3359, d4.loss_cls: 0.1832, d4.loss_bbox: 0.1353, d4.loss_iou: 0.3365, dn_loss_cls: 0.0231, dn_loss_bbox: 0.2243, dn_loss_iou: 0.3201, d0.dn_loss_cls: 0.0582, d0.dn_loss_bbox: 0.3502, d0.dn_loss_iou: 0.4441, d1.dn_loss_cls: 0.0326, d1.dn_loss_bbox: 0.2494, d1.dn_loss_iou: 0.3461, d2.dn_loss_cls: 0.0264, d2.dn_loss_bbox: 0.2300, d2.dn_loss_iou: 0.3267, d3.dn_loss_cls: 0.0247, d3.dn_loss_bbox: 0.2250, d3.dn_loss_iou: 0.3210, d4.dn_loss_cls: 0.0235, d4.dn_loss_bbox: 0.2243, d4.dn_loss_iou: 0.3201, loss: 8.5911, grad_norm: 25.8089 2023-11-23 03:42:45,288 - mmdet - INFO - Epoch [10][6850/7330] lr: 1.000e-05, eta: 2:55:06, time: 0.670, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2220, interm_loss_bbox: 0.1820, interm_loss_iou: 0.3937, loss_cls: 0.1797, loss_bbox: 0.1504, loss_iou: 0.3410, d0.loss_cls: 0.2347, d0.loss_bbox: 0.1567, d0.loss_iou: 0.3536, d1.loss_cls: 0.2002, d1.loss_bbox: 0.1537, d1.loss_iou: 0.3483, d2.loss_cls: 0.1881, d2.loss_bbox: 0.1507, d2.loss_iou: 0.3432, d3.loss_cls: 0.1831, d3.loss_bbox: 0.1505, d3.loss_iou: 0.3409, d4.loss_cls: 0.1802, d4.loss_bbox: 0.1511, d4.loss_iou: 0.3406, dn_loss_cls: 0.0217, dn_loss_bbox: 0.2293, dn_loss_iou: 0.3158, d0.dn_loss_cls: 0.0555, d0.dn_loss_bbox: 0.3482, d0.dn_loss_iou: 0.4329, d1.dn_loss_cls: 0.0307, d1.dn_loss_bbox: 0.2533, d1.dn_loss_iou: 0.3408, d2.dn_loss_cls: 0.0250, d2.dn_loss_bbox: 0.2353, d2.dn_loss_iou: 0.3229, d3.dn_loss_cls: 0.0232, d3.dn_loss_bbox: 0.2302, d3.dn_loss_iou: 0.3167, d4.dn_loss_cls: 0.0221, d4.dn_loss_bbox: 0.2294, d4.dn_loss_iou: 0.3158, loss: 8.6932, grad_norm: 25.4420 2023-11-23 03:43:19,799 - mmdet - INFO - Epoch [10][6900/7330] lr: 1.000e-05, eta: 2:54:32, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2209, interm_loss_bbox: 0.1800, interm_loss_iou: 0.3910, loss_cls: 0.1755, loss_bbox: 0.1500, loss_iou: 0.3412, d0.loss_cls: 0.2334, d0.loss_bbox: 0.1546, d0.loss_iou: 0.3508, d1.loss_cls: 0.1993, d1.loss_bbox: 0.1513, d1.loss_iou: 0.3460, d2.loss_cls: 0.1850, d2.loss_bbox: 0.1502, d2.loss_iou: 0.3428, d3.loss_cls: 0.1809, d3.loss_bbox: 0.1485, d3.loss_iou: 0.3401, d4.loss_cls: 0.1776, d4.loss_bbox: 0.1492, d4.loss_iou: 0.3396, dn_loss_cls: 0.0228, dn_loss_bbox: 0.2270, dn_loss_iou: 0.3225, d0.dn_loss_cls: 0.0577, d0.dn_loss_bbox: 0.3435, d0.dn_loss_iou: 0.4381, d1.dn_loss_cls: 0.0326, d1.dn_loss_bbox: 0.2511, d1.dn_loss_iou: 0.3473, d2.dn_loss_cls: 0.0264, d2.dn_loss_bbox: 0.2326, d2.dn_loss_iou: 0.3285, d3.dn_loss_cls: 0.0244, d3.dn_loss_bbox: 0.2275, d3.dn_loss_iou: 0.3230, d4.dn_loss_cls: 0.0232, d4.dn_loss_bbox: 0.2270, d4.dn_loss_iou: 0.3224, loss: 8.6854, grad_norm: 26.9148 2023-11-23 03:43:54,710 - mmdet - INFO - Epoch [10][6950/7330] lr: 1.000e-05, eta: 2:53:57, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2254, interm_loss_bbox: 0.1767, interm_loss_iou: 0.3981, loss_cls: 0.1822, loss_bbox: 0.1456, loss_iou: 0.3489, d0.loss_cls: 0.2374, d0.loss_bbox: 0.1505, d0.loss_iou: 0.3592, d1.loss_cls: 0.2044, d1.loss_bbox: 0.1492, d1.loss_iou: 0.3543, d2.loss_cls: 0.1920, d2.loss_bbox: 0.1467, d2.loss_iou: 0.3507, d3.loss_cls: 0.1854, d3.loss_bbox: 0.1467, d3.loss_iou: 0.3487, d4.loss_cls: 0.1828, d4.loss_bbox: 0.1456, d4.loss_iou: 0.3489, dn_loss_cls: 0.0237, dn_loss_bbox: 0.2279, dn_loss_iou: 0.3226, d0.dn_loss_cls: 0.0595, d0.dn_loss_bbox: 0.3516, d0.dn_loss_iou: 0.4419, d1.dn_loss_cls: 0.0331, d1.dn_loss_bbox: 0.2533, d1.dn_loss_iou: 0.3480, d2.dn_loss_cls: 0.0270, d2.dn_loss_bbox: 0.2340, d2.dn_loss_iou: 0.3294, d3.dn_loss_cls: 0.0252, d3.dn_loss_bbox: 0.2286, d3.dn_loss_iou: 0.3233, d4.dn_loss_cls: 0.0240, d4.dn_loss_bbox: 0.2279, d4.dn_loss_iou: 0.3225, loss: 8.7830, grad_norm: 24.8826 2023-11-23 03:44:29,654 - mmdet - INFO - Epoch [10][7000/7330] lr: 1.000e-05, eta: 2:53:22, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2228, interm_loss_bbox: 0.1789, interm_loss_iou: 0.3953, loss_cls: 0.1823, loss_bbox: 0.1482, loss_iou: 0.3490, d0.loss_cls: 0.2343, d0.loss_bbox: 0.1546, d0.loss_iou: 0.3606, d1.loss_cls: 0.2013, d1.loss_bbox: 0.1518, d1.loss_iou: 0.3544, d2.loss_cls: 0.1920, d2.loss_bbox: 0.1480, d2.loss_iou: 0.3490, d3.loss_cls: 0.1850, d3.loss_bbox: 0.1487, d3.loss_iou: 0.3491, d4.loss_cls: 0.1830, d4.loss_bbox: 0.1479, d4.loss_iou: 0.3485, dn_loss_cls: 0.0210, dn_loss_bbox: 0.2276, dn_loss_iou: 0.3210, d0.dn_loss_cls: 0.0552, d0.dn_loss_bbox: 0.3423, d0.dn_loss_iou: 0.4361, d1.dn_loss_cls: 0.0296, d1.dn_loss_bbox: 0.2504, d1.dn_loss_iou: 0.3450, d2.dn_loss_cls: 0.0242, d2.dn_loss_bbox: 0.2323, d2.dn_loss_iou: 0.3271, d3.dn_loss_cls: 0.0224, d3.dn_loss_bbox: 0.2280, d3.dn_loss_iou: 0.3217, d4.dn_loss_cls: 0.0214, d4.dn_loss_bbox: 0.2276, d4.dn_loss_iou: 0.3209, loss: 8.7386, grad_norm: 23.9132 2023-11-23 03:45:04,448 - mmdet - INFO - Epoch [10][7050/7330] lr: 1.000e-05, eta: 2:52:48, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2269, interm_loss_bbox: 0.1807, interm_loss_iou: 0.3984, loss_cls: 0.1864, loss_bbox: 0.1476, loss_iou: 0.3459, d0.loss_cls: 0.2399, d0.loss_bbox: 0.1532, d0.loss_iou: 0.3577, d1.loss_cls: 0.2039, d1.loss_bbox: 0.1517, d1.loss_iou: 0.3545, d2.loss_cls: 0.1939, d2.loss_bbox: 0.1494, d2.loss_iou: 0.3480, d3.loss_cls: 0.1896, d3.loss_bbox: 0.1481, d3.loss_iou: 0.3463, d4.loss_cls: 0.1866, d4.loss_bbox: 0.1482, d4.loss_iou: 0.3461, dn_loss_cls: 0.0243, dn_loss_bbox: 0.2351, dn_loss_iou: 0.3399, d0.dn_loss_cls: 0.0595, d0.dn_loss_bbox: 0.3479, d0.dn_loss_iou: 0.4554, d1.dn_loss_cls: 0.0335, d1.dn_loss_bbox: 0.2590, d1.dn_loss_iou: 0.3647, d2.dn_loss_cls: 0.0277, d2.dn_loss_bbox: 0.2412, d2.dn_loss_iou: 0.3465, d3.dn_loss_cls: 0.0259, d3.dn_loss_bbox: 0.2357, d3.dn_loss_iou: 0.3407, d4.dn_loss_cls: 0.0248, d4.dn_loss_bbox: 0.2351, d4.dn_loss_iou: 0.3398, loss: 8.9395, grad_norm: 23.3474 2023-11-23 03:45:39,535 - mmdet - INFO - Epoch [10][7100/7330] lr: 1.000e-05, eta: 2:52:13, time: 0.702, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2259, interm_loss_bbox: 0.1753, interm_loss_iou: 0.3942, loss_cls: 0.1822, loss_bbox: 0.1446, loss_iou: 0.3455, d0.loss_cls: 0.2398, d0.loss_bbox: 0.1504, d0.loss_iou: 0.3540, d1.loss_cls: 0.2042, d1.loss_bbox: 0.1479, d1.loss_iou: 0.3487, d2.loss_cls: 0.1896, d2.loss_bbox: 0.1468, d2.loss_iou: 0.3471, d3.loss_cls: 0.1858, d3.loss_bbox: 0.1448, d3.loss_iou: 0.3445, d4.loss_cls: 0.1833, d4.loss_bbox: 0.1442, d4.loss_iou: 0.3453, dn_loss_cls: 0.0240, dn_loss_bbox: 0.2329, dn_loss_iou: 0.3250, d0.dn_loss_cls: 0.0579, d0.dn_loss_bbox: 0.3415, d0.dn_loss_iou: 0.4362, d1.dn_loss_cls: 0.0333, d1.dn_loss_bbox: 0.2553, d1.dn_loss_iou: 0.3486, d2.dn_loss_cls: 0.0276, d2.dn_loss_bbox: 0.2379, d2.dn_loss_iou: 0.3312, d3.dn_loss_cls: 0.0255, d3.dn_loss_bbox: 0.2335, d3.dn_loss_iou: 0.3258, d4.dn_loss_cls: 0.0245, d4.dn_loss_bbox: 0.2329, d4.dn_loss_iou: 0.3249, loss: 8.7626, grad_norm: 23.9279 2023-11-23 03:46:13,667 - mmdet - INFO - Epoch [10][7150/7330] lr: 1.000e-05, eta: 2:51:38, time: 0.683, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2305, interm_loss_bbox: 0.1718, interm_loss_iou: 0.3875, loss_cls: 0.1854, loss_bbox: 0.1448, loss_iou: 0.3452, d0.loss_cls: 0.2430, d0.loss_bbox: 0.1455, d0.loss_iou: 0.3494, d1.loss_cls: 0.2086, d1.loss_bbox: 0.1460, d1.loss_iou: 0.3485, d2.loss_cls: 0.1958, d2.loss_bbox: 0.1438, d2.loss_iou: 0.3457, d3.loss_cls: 0.1896, d3.loss_bbox: 0.1444, d3.loss_iou: 0.3456, d4.loss_cls: 0.1857, d4.loss_bbox: 0.1452, d4.loss_iou: 0.3453, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2264, dn_loss_iou: 0.3218, d0.dn_loss_cls: 0.0597, d0.dn_loss_bbox: 0.3435, d0.dn_loss_iou: 0.4371, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2509, d1.dn_loss_iou: 0.3463, d2.dn_loss_cls: 0.0290, d2.dn_loss_bbox: 0.2327, d2.dn_loss_iou: 0.3279, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2269, d3.dn_loss_iou: 0.3226, d4.dn_loss_cls: 0.0262, d4.dn_loss_bbox: 0.2264, d4.dn_loss_iou: 0.3216, loss: 8.7341, grad_norm: 26.9647 2023-11-23 03:46:48,231 - mmdet - INFO - Epoch [10][7200/7330] lr: 1.000e-05, eta: 2:51:04, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2254, interm_loss_bbox: 0.1702, interm_loss_iou: 0.3848, loss_cls: 0.1828, loss_bbox: 0.1402, loss_iou: 0.3332, d0.loss_cls: 0.2386, d0.loss_bbox: 0.1452, d0.loss_iou: 0.3449, d1.loss_cls: 0.2058, d1.loss_bbox: 0.1435, d1.loss_iou: 0.3384, d2.loss_cls: 0.1916, d2.loss_bbox: 0.1426, d2.loss_iou: 0.3363, d3.loss_cls: 0.1863, d3.loss_bbox: 0.1410, d3.loss_iou: 0.3341, d4.loss_cls: 0.1840, d4.loss_bbox: 0.1399, d4.loss_iou: 0.3325, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2256, dn_loss_iou: 0.3129, d0.dn_loss_cls: 0.0604, d0.dn_loss_bbox: 0.3467, d0.dn_loss_iou: 0.4337, d1.dn_loss_cls: 0.0348, d1.dn_loss_bbox: 0.2501, d1.dn_loss_iou: 0.3383, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2319, d2.dn_loss_iou: 0.3197, d3.dn_loss_cls: 0.0272, d3.dn_loss_bbox: 0.2263, d3.dn_loss_iou: 0.3139, d4.dn_loss_cls: 0.0263, d4.dn_loss_bbox: 0.2256, d4.dn_loss_iou: 0.3128, loss: 8.5825, grad_norm: 24.5138 2023-11-23 03:47:23,103 - mmdet - INFO - Epoch [10][7250/7330] lr: 1.000e-05, eta: 2:50:29, time: 0.697, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2172, interm_loss_bbox: 0.1736, interm_loss_iou: 0.3953, loss_cls: 0.1795, loss_bbox: 0.1404, loss_iou: 0.3412, d0.loss_cls: 0.2324, d0.loss_bbox: 0.1477, d0.loss_iou: 0.3530, d1.loss_cls: 0.1995, d1.loss_bbox: 0.1451, d1.loss_iou: 0.3473, d2.loss_cls: 0.1880, d2.loss_bbox: 0.1409, d2.loss_iou: 0.3427, d3.loss_cls: 0.1824, d3.loss_bbox: 0.1409, d3.loss_iou: 0.3424, d4.loss_cls: 0.1805, d4.loss_bbox: 0.1401, d4.loss_iou: 0.3413, dn_loss_cls: 0.0248, dn_loss_bbox: 0.2194, dn_loss_iou: 0.3257, d0.dn_loss_cls: 0.0579, d0.dn_loss_bbox: 0.3321, d0.dn_loss_iou: 0.4454, d1.dn_loss_cls: 0.0327, d1.dn_loss_bbox: 0.2413, d1.dn_loss_iou: 0.3507, d2.dn_loss_cls: 0.0276, d2.dn_loss_bbox: 0.2246, d2.dn_loss_iou: 0.3323, d3.dn_loss_cls: 0.0260, d3.dn_loss_bbox: 0.2199, d3.dn_loss_iou: 0.3263, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2194, d4.dn_loss_iou: 0.3257, loss: 8.6285, grad_norm: 24.4491 2023-11-23 03:47:57,848 - mmdet - INFO - Epoch [10][7300/7330] lr: 1.000e-05, eta: 2:49:54, time: 0.695, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2212, interm_loss_bbox: 0.1714, interm_loss_iou: 0.4033, loss_cls: 0.1818, loss_bbox: 0.1411, loss_iou: 0.3504, d0.loss_cls: 0.2365, d0.loss_bbox: 0.1466, d0.loss_iou: 0.3611, d1.loss_cls: 0.2036, d1.loss_bbox: 0.1445, d1.loss_iou: 0.3561, d2.loss_cls: 0.1912, d2.loss_bbox: 0.1408, d2.loss_iou: 0.3522, d3.loss_cls: 0.1861, d3.loss_bbox: 0.1401, d3.loss_iou: 0.3496, d4.loss_cls: 0.1830, d4.loss_bbox: 0.1407, d4.loss_iou: 0.3500, dn_loss_cls: 0.0221, dn_loss_bbox: 0.2251, dn_loss_iou: 0.3276, d0.dn_loss_cls: 0.0563, d0.dn_loss_bbox: 0.3375, d0.dn_loss_iou: 0.4437, d1.dn_loss_cls: 0.0311, d1.dn_loss_bbox: 0.2465, d1.dn_loss_iou: 0.3514, d2.dn_loss_cls: 0.0254, d2.dn_loss_bbox: 0.2297, d2.dn_loss_iou: 0.3332, d3.dn_loss_cls: 0.0236, d3.dn_loss_bbox: 0.2256, d3.dn_loss_iou: 0.3281, d4.dn_loss_cls: 0.0226, d4.dn_loss_bbox: 0.2251, d4.dn_loss_iou: 0.3275, loss: 8.7336, grad_norm: 24.6752 2023-11-23 03:48:21,076 - mmdet - INFO - Saving checkpoint at 10 epochs 2023-11-23 03:49:44,270 - mmdet - INFO - Evaluating bbox... 2023-11-23 03:52:04,361 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.571 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.756 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.624 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.413 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.610 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.726 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.760 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.764 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.764 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.624 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.808 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.905 2023-11-23 03:52:04,363 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.646 | bicycle | 0.440 | car | 0.554 | | motorcycle | 0.559 | airplane | 0.779 | bus | 0.770 | | train | 0.788 | truck | 0.511 | boat | 0.419 | | traffic light | 0.365 | fire hydrant | 0.789 | stop sign | 0.744 | | parking meter | 0.543 | bench | 0.393 | bird | 0.510 | | cat | 0.837 | dog | 0.799 | horse | 0.713 | | sheep | 0.665 | cow | 0.713 | elephant | 0.804 | | bear | 0.865 | zebra | 0.782 | giraffe | 0.801 | | backpack | 0.293 | umbrella | 0.547 | handbag | 0.304 | | tie | 0.487 | suitcase | 0.580 | frisbee | 0.777 | | skis | 0.372 | snowboard | 0.501 | sports ball | 0.565 | | kite | 0.551 | baseball bat | 0.576 | baseball glove | 0.525 | | skateboard | 0.638 | surfboard | 0.569 | tennis racket | 0.660 | | bottle | 0.519 | wine glass | 0.500 | cup | 0.575 | | fork | 0.568 | knife | 0.401 | spoon | 0.415 | | bowl | 0.559 | banana | 0.368 | apple | 0.342 | | sandwich | 0.574 | orange | 0.431 | broccoli | 0.333 | | carrot | 0.311 | hot dog | 0.625 | pizza | 0.648 | | donut | 0.637 | cake | 0.547 | chair | 0.446 | | couch | 0.572 | potted plant | 0.377 | bed | 0.605 | | dining table | 0.387 | toilet | 0.750 | tv | 0.697 | | laptop | 0.791 | mouse | 0.689 | remote | 0.534 | | keyboard | 0.650 | cell phone | 0.553 | microwave | 0.738 | | oven | 0.491 | toaster | 0.544 | sink | 0.493 | | refrigerator | 0.768 | book | 0.277 | clock | 0.606 | | vase | 0.496 | scissors | 0.581 | teddy bear | 0.654 | | hair drier | 0.378 | toothbrush | 0.514 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-23 03:52:06,610 - mmdet - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx/best_bbox_mAP_epoch_9.pth was removed 2023-11-23 03:52:13,554 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_10.pth. 2023-11-23 03:52:13,555 - mmdet - INFO - Best bbox_mAP is 0.5706 at 10 epoch. 2023-11-23 03:52:13,555 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-23 03:52:13,555 - mmdet - INFO - Epoch(val) [10][625] bbox_mAP: 0.5706, bbox_mAP_50: 0.7562, bbox_mAP_75: 0.6241, bbox_mAP_s: 0.4128, bbox_mAP_m: 0.6102, bbox_mAP_l: 0.7264, bbox_mAP_copypaste: 0.5706 0.7562 0.6241 0.4128 0.6102 0.7264 2023-11-23 03:52:51,670 - mmdet - INFO - Epoch [11][50/7330] lr: 1.000e-05, eta: 2:48:55, time: 0.762, data_time: 0.065, memory: 16711, interm_loss_cls: 0.2212, interm_loss_bbox: 0.1790, interm_loss_iou: 0.3952, loss_cls: 0.1780, loss_bbox: 0.1452, loss_iou: 0.3450, d0.loss_cls: 0.2343, d0.loss_bbox: 0.1518, d0.loss_iou: 0.3545, d1.loss_cls: 0.2006, d1.loss_bbox: 0.1481, d1.loss_iou: 0.3487, d2.loss_cls: 0.1872, d2.loss_bbox: 0.1459, d2.loss_iou: 0.3463, d3.loss_cls: 0.1823, d3.loss_bbox: 0.1446, d3.loss_iou: 0.3441, d4.loss_cls: 0.1784, d4.loss_bbox: 0.1453, d4.loss_iou: 0.3450, dn_loss_cls: 0.0219, dn_loss_bbox: 0.2361, dn_loss_iou: 0.3200, d0.dn_loss_cls: 0.0567, d0.dn_loss_bbox: 0.3545, d0.dn_loss_iou: 0.4347, d1.dn_loss_cls: 0.0314, d1.dn_loss_bbox: 0.2614, d1.dn_loss_iou: 0.3458, d2.dn_loss_cls: 0.0255, d2.dn_loss_bbox: 0.2422, d2.dn_loss_iou: 0.3266, d3.dn_loss_cls: 0.0234, d3.dn_loss_bbox: 0.2368, d3.dn_loss_iou: 0.3208, d4.dn_loss_cls: 0.0223, d4.dn_loss_bbox: 0.2361, d4.dn_loss_iou: 0.3198, loss: 8.7365, grad_norm: 24.7994 2023-11-23 03:53:25,892 - mmdet - INFO - Epoch [11][100/7330] lr: 1.000e-05, eta: 2:48:20, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2262, interm_loss_bbox: 0.1745, interm_loss_iou: 0.3973, loss_cls: 0.1830, loss_bbox: 0.1459, loss_iou: 0.3479, d0.loss_cls: 0.2377, d0.loss_bbox: 0.1519, d0.loss_iou: 0.3587, d1.loss_cls: 0.2027, d1.loss_bbox: 0.1499, d1.loss_iou: 0.3547, d2.loss_cls: 0.1925, d2.loss_bbox: 0.1475, d2.loss_iou: 0.3501, d3.loss_cls: 0.1870, d3.loss_bbox: 0.1464, d3.loss_iou: 0.3484, d4.loss_cls: 0.1843, d4.loss_bbox: 0.1454, d4.loss_iou: 0.3475, dn_loss_cls: 0.0241, dn_loss_bbox: 0.2320, dn_loss_iou: 0.3277, d0.dn_loss_cls: 0.0576, d0.dn_loss_bbox: 0.3424, d0.dn_loss_iou: 0.4425, d1.dn_loss_cls: 0.0331, d1.dn_loss_bbox: 0.2550, d1.dn_loss_iou: 0.3522, d2.dn_loss_cls: 0.0275, d2.dn_loss_bbox: 0.2369, d2.dn_loss_iou: 0.3346, d3.dn_loss_cls: 0.0257, d3.dn_loss_bbox: 0.2324, d3.dn_loss_iou: 0.3286, d4.dn_loss_cls: 0.0244, d4.dn_loss_bbox: 0.2320, d4.dn_loss_iou: 0.3277, loss: 8.8157, grad_norm: 22.7786 2023-11-23 03:54:01,294 - mmdet - INFO - Epoch [11][150/7330] lr: 1.000e-05, eta: 2:47:46, time: 0.708, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2195, interm_loss_bbox: 0.1786, interm_loss_iou: 0.3921, loss_cls: 0.1817, loss_bbox: 0.1477, loss_iou: 0.3429, d0.loss_cls: 0.2333, d0.loss_bbox: 0.1538, d0.loss_iou: 0.3523, d1.loss_cls: 0.2014, d1.loss_bbox: 0.1524, d1.loss_iou: 0.3497, d2.loss_cls: 0.1909, d2.loss_bbox: 0.1489, d2.loss_iou: 0.3444, d3.loss_cls: 0.1856, d3.loss_bbox: 0.1473, d3.loss_iou: 0.3429, d4.loss_cls: 0.1826, d4.loss_bbox: 0.1479, d4.loss_iou: 0.3426, dn_loss_cls: 0.0225, dn_loss_bbox: 0.2190, dn_loss_iou: 0.3133, d0.dn_loss_cls: 0.0576, d0.dn_loss_bbox: 0.3303, d0.dn_loss_iou: 0.4279, d1.dn_loss_cls: 0.0317, d1.dn_loss_bbox: 0.2397, d1.dn_loss_iou: 0.3365, d2.dn_loss_cls: 0.0258, d2.dn_loss_bbox: 0.2237, d2.dn_loss_iou: 0.3193, d3.dn_loss_cls: 0.0240, d3.dn_loss_bbox: 0.2195, d3.dn_loss_iou: 0.3141, d4.dn_loss_cls: 0.0230, d4.dn_loss_bbox: 0.2190, d4.dn_loss_iou: 0.3133, loss: 8.5985, grad_norm: 23.2506 2023-11-23 03:54:36,158 - mmdet - INFO - Epoch [11][200/7330] lr: 1.000e-05, eta: 2:47:11, time: 0.698, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2279, interm_loss_bbox: 0.1702, interm_loss_iou: 0.4041, loss_cls: 0.1848, loss_bbox: 0.1433, loss_iou: 0.3630, d0.loss_cls: 0.2384, d0.loss_bbox: 0.1475, d0.loss_iou: 0.3703, d1.loss_cls: 0.2050, d1.loss_bbox: 0.1463, d1.loss_iou: 0.3662, d2.loss_cls: 0.1935, d2.loss_bbox: 0.1438, d2.loss_iou: 0.3634, d3.loss_cls: 0.1881, d3.loss_bbox: 0.1427, d3.loss_iou: 0.3635, d4.loss_cls: 0.1851, d4.loss_bbox: 0.1435, d4.loss_iou: 0.3634, dn_loss_cls: 0.0226, dn_loss_bbox: 0.2227, dn_loss_iou: 0.3296, d0.dn_loss_cls: 0.0575, d0.dn_loss_bbox: 0.3319, d0.dn_loss_iou: 0.4460, d1.dn_loss_cls: 0.0322, d1.dn_loss_bbox: 0.2433, d1.dn_loss_iou: 0.3536, d2.dn_loss_cls: 0.0262, d2.dn_loss_bbox: 0.2262, d2.dn_loss_iou: 0.3356, d3.dn_loss_cls: 0.0244, d3.dn_loss_bbox: 0.2229, d3.dn_loss_iou: 0.3304, d4.dn_loss_cls: 0.0231, d4.dn_loss_bbox: 0.2227, d4.dn_loss_iou: 0.3296, loss: 8.8349, grad_norm: 25.2786 2023-11-23 03:55:10,950 - mmdet - INFO - Epoch [11][250/7330] lr: 1.000e-05, eta: 2:46:37, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2106, interm_loss_bbox: 0.1725, interm_loss_iou: 0.3787, loss_cls: 0.1670, loss_bbox: 0.1405, loss_iou: 0.3296, d0.loss_cls: 0.2228, d0.loss_bbox: 0.1458, d0.loss_iou: 0.3368, d1.loss_cls: 0.1884, d1.loss_bbox: 0.1426, d1.loss_iou: 0.3340, d2.loss_cls: 0.1770, d2.loss_bbox: 0.1395, d2.loss_iou: 0.3296, d3.loss_cls: 0.1714, d3.loss_bbox: 0.1391, d3.loss_iou: 0.3286, d4.loss_cls: 0.1679, d4.loss_bbox: 0.1399, d4.loss_iou: 0.3293, dn_loss_cls: 0.0214, dn_loss_bbox: 0.2218, dn_loss_iou: 0.3085, d0.dn_loss_cls: 0.0539, d0.dn_loss_bbox: 0.3286, d0.dn_loss_iou: 0.4175, d1.dn_loss_cls: 0.0300, d1.dn_loss_bbox: 0.2423, d1.dn_loss_iou: 0.3312, d2.dn_loss_cls: 0.0248, d2.dn_loss_bbox: 0.2260, d2.dn_loss_iou: 0.3138, d3.dn_loss_cls: 0.0231, d3.dn_loss_bbox: 0.2221, d3.dn_loss_iou: 0.3090, d4.dn_loss_cls: 0.0219, d4.dn_loss_bbox: 0.2218, d4.dn_loss_iou: 0.3084, loss: 8.3179, grad_norm: 23.9847 2023-11-23 03:55:45,790 - mmdet - INFO - Epoch [11][300/7330] lr: 1.000e-05, eta: 2:46:02, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2227, interm_loss_bbox: 0.1739, interm_loss_iou: 0.3931, loss_cls: 0.1822, loss_bbox: 0.1470, loss_iou: 0.3479, d0.loss_cls: 0.2364, d0.loss_bbox: 0.1513, d0.loss_iou: 0.3555, d1.loss_cls: 0.2013, d1.loss_bbox: 0.1511, d1.loss_iou: 0.3534, d2.loss_cls: 0.1907, d2.loss_bbox: 0.1469, d2.loss_iou: 0.3490, d3.loss_cls: 0.1867, d3.loss_bbox: 0.1458, d3.loss_iou: 0.3464, d4.loss_cls: 0.1831, d4.loss_bbox: 0.1468, d4.loss_iou: 0.3480, dn_loss_cls: 0.0238, dn_loss_bbox: 0.2277, dn_loss_iou: 0.3206, d0.dn_loss_cls: 0.0575, d0.dn_loss_bbox: 0.3420, d0.dn_loss_iou: 0.4357, d1.dn_loss_cls: 0.0327, d1.dn_loss_bbox: 0.2487, d1.dn_loss_iou: 0.3441, d2.dn_loss_cls: 0.0269, d2.dn_loss_bbox: 0.2324, d2.dn_loss_iou: 0.3270, d3.dn_loss_cls: 0.0251, d3.dn_loss_bbox: 0.2281, d3.dn_loss_iou: 0.3214, d4.dn_loss_cls: 0.0241, d4.dn_loss_bbox: 0.2277, d4.dn_loss_iou: 0.3206, loss: 8.7251, grad_norm: 24.4098 2023-11-23 03:56:20,486 - mmdet - INFO - Epoch [11][350/7330] lr: 1.000e-05, eta: 2:45:27, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2203, interm_loss_bbox: 0.1705, interm_loss_iou: 0.3981, loss_cls: 0.1810, loss_bbox: 0.1403, loss_iou: 0.3494, d0.loss_cls: 0.2314, d0.loss_bbox: 0.1473, d0.loss_iou: 0.3597, d1.loss_cls: 0.1979, d1.loss_bbox: 0.1448, d1.loss_iou: 0.3551, d2.loss_cls: 0.1875, d2.loss_bbox: 0.1429, d2.loss_iou: 0.3519, d3.loss_cls: 0.1841, d3.loss_bbox: 0.1408, d3.loss_iou: 0.3498, d4.loss_cls: 0.1817, d4.loss_bbox: 0.1408, d4.loss_iou: 0.3495, dn_loss_cls: 0.0224, dn_loss_bbox: 0.2184, dn_loss_iou: 0.3307, d0.dn_loss_cls: 0.0553, d0.dn_loss_bbox: 0.3284, d0.dn_loss_iou: 0.4480, d1.dn_loss_cls: 0.0310, d1.dn_loss_bbox: 0.2403, d1.dn_loss_iou: 0.3552, d2.dn_loss_cls: 0.0256, d2.dn_loss_bbox: 0.2233, d2.dn_loss_iou: 0.3370, d3.dn_loss_cls: 0.0239, d3.dn_loss_bbox: 0.2191, d3.dn_loss_iou: 0.3315, d4.dn_loss_cls: 0.0228, d4.dn_loss_bbox: 0.2184, d4.dn_loss_iou: 0.3306, loss: 8.6866, grad_norm: 25.0428 2023-11-23 03:56:54,853 - mmdet - INFO - Epoch [11][400/7330] lr: 1.000e-05, eta: 2:44:52, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2192, interm_loss_bbox: 0.1717, interm_loss_iou: 0.3886, loss_cls: 0.1791, loss_bbox: 0.1429, loss_iou: 0.3415, d0.loss_cls: 0.2337, d0.loss_bbox: 0.1477, d0.loss_iou: 0.3477, d1.loss_cls: 0.1988, d1.loss_bbox: 0.1468, d1.loss_iou: 0.3455, d2.loss_cls: 0.1888, d2.loss_bbox: 0.1426, d2.loss_iou: 0.3413, d3.loss_cls: 0.1818, d3.loss_bbox: 0.1433, d3.loss_iou: 0.3426, d4.loss_cls: 0.1799, d4.loss_bbox: 0.1427, d4.loss_iou: 0.3420, dn_loss_cls: 0.0216, dn_loss_bbox: 0.2194, dn_loss_iou: 0.3148, d0.dn_loss_cls: 0.0561, d0.dn_loss_bbox: 0.3383, d0.dn_loss_iou: 0.4332, d1.dn_loss_cls: 0.0308, d1.dn_loss_bbox: 0.2435, d1.dn_loss_iou: 0.3401, d2.dn_loss_cls: 0.0252, d2.dn_loss_bbox: 0.2243, d2.dn_loss_iou: 0.3209, d3.dn_loss_cls: 0.0231, d3.dn_loss_bbox: 0.2200, d3.dn_loss_iou: 0.3156, d4.dn_loss_cls: 0.0220, d4.dn_loss_bbox: 0.2194, d4.dn_loss_iou: 0.3147, loss: 8.5513, grad_norm: 25.0787 2023-11-23 03:57:30,259 - mmdet - INFO - Epoch [11][450/7330] lr: 1.000e-05, eta: 2:44:18, time: 0.708, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2183, interm_loss_bbox: 0.1755, interm_loss_iou: 0.3911, loss_cls: 0.1768, loss_bbox: 0.1408, loss_iou: 0.3356, d0.loss_cls: 0.2309, d0.loss_bbox: 0.1479, d0.loss_iou: 0.3462, d1.loss_cls: 0.1988, d1.loss_bbox: 0.1428, d1.loss_iou: 0.3407, d2.loss_cls: 0.1859, d2.loss_bbox: 0.1408, d2.loss_iou: 0.3369, d3.loss_cls: 0.1801, d3.loss_bbox: 0.1418, d3.loss_iou: 0.3357, d4.loss_cls: 0.1777, d4.loss_bbox: 0.1406, d4.loss_iou: 0.3351, dn_loss_cls: 0.0233, dn_loss_bbox: 0.2273, dn_loss_iou: 0.3208, d0.dn_loss_cls: 0.0568, d0.dn_loss_bbox: 0.3373, d0.dn_loss_iou: 0.4365, d1.dn_loss_cls: 0.0321, d1.dn_loss_bbox: 0.2496, d1.dn_loss_iou: 0.3458, d2.dn_loss_cls: 0.0265, d2.dn_loss_bbox: 0.2326, d2.dn_loss_iou: 0.3277, d3.dn_loss_cls: 0.0245, d3.dn_loss_bbox: 0.2278, d3.dn_loss_iou: 0.3217, d4.dn_loss_cls: 0.0235, d4.dn_loss_bbox: 0.2273, d4.dn_loss_iou: 0.3208, loss: 8.5817, grad_norm: 23.9544 2023-11-23 03:58:05,039 - mmdet - INFO - Epoch [11][500/7330] lr: 1.000e-05, eta: 2:43:43, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2154, interm_loss_bbox: 0.1713, interm_loss_iou: 0.3937, loss_cls: 0.1772, loss_bbox: 0.1393, loss_iou: 0.3427, d0.loss_cls: 0.2276, d0.loss_bbox: 0.1474, d0.loss_iou: 0.3547, d1.loss_cls: 0.1970, d1.loss_bbox: 0.1422, d1.loss_iou: 0.3497, d2.loss_cls: 0.1860, d2.loss_bbox: 0.1395, d2.loss_iou: 0.3439, d3.loss_cls: 0.1803, d3.loss_bbox: 0.1390, d3.loss_iou: 0.3435, d4.loss_cls: 0.1775, d4.loss_bbox: 0.1399, d4.loss_iou: 0.3434, dn_loss_cls: 0.0219, dn_loss_bbox: 0.2195, dn_loss_iou: 0.3240, d0.dn_loss_cls: 0.0558, d0.dn_loss_bbox: 0.3321, d0.dn_loss_iou: 0.4417, d1.dn_loss_cls: 0.0302, d1.dn_loss_bbox: 0.2418, d1.dn_loss_iou: 0.3485, d2.dn_loss_cls: 0.0247, d2.dn_loss_bbox: 0.2251, d2.dn_loss_iou: 0.3306, d3.dn_loss_cls: 0.0230, d3.dn_loss_bbox: 0.2203, d3.dn_loss_iou: 0.3249, d4.dn_loss_cls: 0.0222, d4.dn_loss_bbox: 0.2196, d4.dn_loss_iou: 0.3240, loss: 8.5812, grad_norm: 25.0349 2023-11-23 03:58:44,760 - mmdet - INFO - Epoch [11][550/7330] lr: 1.000e-05, eta: 2:43:10, time: 0.794, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2181, interm_loss_bbox: 0.1783, interm_loss_iou: 0.3791, loss_cls: 0.1703, loss_bbox: 0.1515, loss_iou: 0.3352, d0.loss_cls: 0.2282, d0.loss_bbox: 0.1579, d0.loss_iou: 0.3457, d1.loss_cls: 0.1934, d1.loss_bbox: 0.1539, d1.loss_iou: 0.3418, d2.loss_cls: 0.1788, d2.loss_bbox: 0.1528, d2.loss_iou: 0.3388, d3.loss_cls: 0.1736, d3.loss_bbox: 0.1525, d3.loss_iou: 0.3359, d4.loss_cls: 0.1714, d4.loss_bbox: 0.1513, d4.loss_iou: 0.3352, dn_loss_cls: 0.0210, dn_loss_bbox: 0.2228, dn_loss_iou: 0.3087, d0.dn_loss_cls: 0.0540, d0.dn_loss_bbox: 0.3389, d0.dn_loss_iou: 0.4235, d1.dn_loss_cls: 0.0297, d1.dn_loss_bbox: 0.2464, d1.dn_loss_iou: 0.3329, d2.dn_loss_cls: 0.0242, d2.dn_loss_bbox: 0.2283, d2.dn_loss_iou: 0.3146, d3.dn_loss_cls: 0.0225, d3.dn_loss_bbox: 0.2235, d3.dn_loss_iou: 0.3093, d4.dn_loss_cls: 0.0214, d4.dn_loss_bbox: 0.2228, d4.dn_loss_iou: 0.3086, loss: 8.4965, grad_norm: 25.4715 2023-11-23 03:59:21,765 - mmdet - INFO - Epoch [11][600/7330] lr: 1.000e-05, eta: 2:42:35, time: 0.740, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2130, interm_loss_bbox: 0.1665, interm_loss_iou: 0.3940, loss_cls: 0.1735, loss_bbox: 0.1402, loss_iou: 0.3440, d0.loss_cls: 0.2243, d0.loss_bbox: 0.1430, d0.loss_iou: 0.3544, d1.loss_cls: 0.1906, d1.loss_bbox: 0.1431, d1.loss_iou: 0.3508, d2.loss_cls: 0.1802, d2.loss_bbox: 0.1428, d2.loss_iou: 0.3476, d3.loss_cls: 0.1757, d3.loss_bbox: 0.1416, d3.loss_iou: 0.3458, d4.loss_cls: 0.1738, d4.loss_bbox: 0.1405, d4.loss_iou: 0.3446, dn_loss_cls: 0.0206, dn_loss_bbox: 0.2003, dn_loss_iou: 0.3133, d0.dn_loss_cls: 0.0548, d0.dn_loss_bbox: 0.3098, d0.dn_loss_iou: 0.4281, d1.dn_loss_cls: 0.0298, d1.dn_loss_bbox: 0.2218, d1.dn_loss_iou: 0.3364, d2.dn_loss_cls: 0.0240, d2.dn_loss_bbox: 0.2050, d2.dn_loss_iou: 0.3195, d3.dn_loss_cls: 0.0221, d3.dn_loss_bbox: 0.2008, d3.dn_loss_iou: 0.3141, d4.dn_loss_cls: 0.0210, d4.dn_loss_bbox: 0.2002, d4.dn_loss_iou: 0.3132, loss: 8.3651, grad_norm: 26.7246 2023-11-23 03:59:56,588 - mmdet - INFO - Epoch [11][650/7330] lr: 1.000e-05, eta: 2:42:01, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2174, interm_loss_bbox: 0.1672, interm_loss_iou: 0.3971, loss_cls: 0.1762, loss_bbox: 0.1383, loss_iou: 0.3500, d0.loss_cls: 0.2287, d0.loss_bbox: 0.1421, d0.loss_iou: 0.3589, d1.loss_cls: 0.1955, d1.loss_bbox: 0.1404, d1.loss_iou: 0.3545, d2.loss_cls: 0.1851, d2.loss_bbox: 0.1381, d2.loss_iou: 0.3517, d3.loss_cls: 0.1796, d3.loss_bbox: 0.1375, d3.loss_iou: 0.3503, d4.loss_cls: 0.1769, d4.loss_bbox: 0.1385, d4.loss_iou: 0.3504, dn_loss_cls: 0.0208, dn_loss_bbox: 0.2160, dn_loss_iou: 0.3110, d0.dn_loss_cls: 0.0559, d0.dn_loss_bbox: 0.3288, d0.dn_loss_iou: 0.4268, d1.dn_loss_cls: 0.0303, d1.dn_loss_bbox: 0.2402, d1.dn_loss_iou: 0.3360, d2.dn_loss_cls: 0.0241, d2.dn_loss_bbox: 0.2217, d2.dn_loss_iou: 0.3176, d3.dn_loss_cls: 0.0222, d3.dn_loss_bbox: 0.2168, d3.dn_loss_iou: 0.3118, d4.dn_loss_cls: 0.0212, d4.dn_loss_bbox: 0.2160, d4.dn_loss_iou: 0.3109, loss: 8.5027, grad_norm: 26.1565 2023-11-23 04:00:33,567 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-23 04:00:33,567 - mmdet - INFO - Epoch [11][700/7330] lr: 1.000e-05, eta: 2:41:26, time: 0.740, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2184, interm_loss_bbox: 0.1734, interm_loss_iou: 0.3940, loss_cls: 0.1763, loss_bbox: 0.1415, loss_iou: 0.3449, d0.loss_cls: 0.2312, d0.loss_bbox: 0.1483, d0.loss_iou: 0.3548, d1.loss_cls: 0.1988, d1.loss_bbox: 0.1430, d1.loss_iou: 0.3469, d2.loss_cls: 0.1856, d2.loss_bbox: 0.1432, d2.loss_iou: 0.3451, d3.loss_cls: 0.1801, d3.loss_bbox: 0.1415, d3.loss_iou: 0.3433, d4.loss_cls: 0.1776, d4.loss_bbox: 0.1409, d4.loss_iou: 0.3436, dn_loss_cls: 0.0216, dn_loss_bbox: 0.2251, dn_loss_iou: 0.3175, d0.dn_loss_cls: 0.0564, d0.dn_loss_bbox: 0.3409, d0.dn_loss_iou: 0.4352, d1.dn_loss_cls: 0.0314, d1.dn_loss_bbox: 0.2494, d1.dn_loss_iou: 0.3425, d2.dn_loss_cls: 0.0253, d2.dn_loss_bbox: 0.2306, d2.dn_loss_iou: 0.3238, d3.dn_loss_cls: 0.0233, d3.dn_loss_bbox: 0.2258, d3.dn_loss_iou: 0.3183, d4.dn_loss_cls: 0.0221, d4.dn_loss_bbox: 0.2251, d4.dn_loss_iou: 0.3175, loss: 8.6042, grad_norm: 26.8919 2023-11-23 04:01:08,107 - mmdet - INFO - Epoch [11][750/7330] lr: 1.000e-05, eta: 2:40:52, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2189, interm_loss_bbox: 0.1722, interm_loss_iou: 0.3869, loss_cls: 0.1766, loss_bbox: 0.1430, loss_iou: 0.3373, d0.loss_cls: 0.2327, d0.loss_bbox: 0.1468, d0.loss_iou: 0.3458, d1.loss_cls: 0.1979, d1.loss_bbox: 0.1456, d1.loss_iou: 0.3417, d2.loss_cls: 0.1886, d2.loss_bbox: 0.1416, d2.loss_iou: 0.3353, d3.loss_cls: 0.1804, d3.loss_bbox: 0.1425, d3.loss_iou: 0.3367, d4.loss_cls: 0.1774, d4.loss_bbox: 0.1428, d4.loss_iou: 0.3367, dn_loss_cls: 0.0234, dn_loss_bbox: 0.2227, dn_loss_iou: 0.3224, d0.dn_loss_cls: 0.0590, d0.dn_loss_bbox: 0.3364, d0.dn_loss_iou: 0.4444, d1.dn_loss_cls: 0.0331, d1.dn_loss_bbox: 0.2457, d1.dn_loss_iou: 0.3492, d2.dn_loss_cls: 0.0272, d2.dn_loss_bbox: 0.2274, d2.dn_loss_iou: 0.3295, d3.dn_loss_cls: 0.0251, d3.dn_loss_bbox: 0.2230, d3.dn_loss_iou: 0.3234, d4.dn_loss_cls: 0.0238, d4.dn_loss_bbox: 0.2228, d4.dn_loss_iou: 0.3224, loss: 8.5884, grad_norm: 24.8893 2023-11-23 04:01:42,878 - mmdet - INFO - Epoch [11][800/7330] lr: 1.000e-05, eta: 2:40:17, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2240, interm_loss_bbox: 0.1766, interm_loss_iou: 0.3873, loss_cls: 0.1834, loss_bbox: 0.1447, loss_iou: 0.3351, d0.loss_cls: 0.2375, d0.loss_bbox: 0.1529, d0.loss_iou: 0.3486, d1.loss_cls: 0.2015, d1.loss_bbox: 0.1497, d1.loss_iou: 0.3446, d2.loss_cls: 0.1901, d2.loss_bbox: 0.1472, d2.loss_iou: 0.3391, d3.loss_cls: 0.1869, d3.loss_bbox: 0.1448, d3.loss_iou: 0.3351, d4.loss_cls: 0.1841, d4.loss_bbox: 0.1451, d4.loss_iou: 0.3354, dn_loss_cls: 0.0233, dn_loss_bbox: 0.2247, dn_loss_iou: 0.3085, d0.dn_loss_cls: 0.0565, d0.dn_loss_bbox: 0.3413, d0.dn_loss_iou: 0.4228, d1.dn_loss_cls: 0.0316, d1.dn_loss_bbox: 0.2498, d1.dn_loss_iou: 0.3327, d2.dn_loss_cls: 0.0264, d2.dn_loss_bbox: 0.2299, d2.dn_loss_iou: 0.3143, d3.dn_loss_cls: 0.0246, d3.dn_loss_bbox: 0.2254, d3.dn_loss_iou: 0.3091, d4.dn_loss_cls: 0.0239, d4.dn_loss_bbox: 0.2247, d4.dn_loss_iou: 0.3084, loss: 8.5718, grad_norm: 25.4075 2023-11-23 04:02:17,542 - mmdet - INFO - Epoch [11][850/7330] lr: 1.000e-05, eta: 2:39:42, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2091, interm_loss_bbox: 0.1637, interm_loss_iou: 0.3875, loss_cls: 0.1692, loss_bbox: 0.1347, loss_iou: 0.3373, d0.loss_cls: 0.2198, d0.loss_bbox: 0.1412, d0.loss_iou: 0.3498, d1.loss_cls: 0.1864, d1.loss_bbox: 0.1392, d1.loss_iou: 0.3445, d2.loss_cls: 0.1773, d2.loss_bbox: 0.1355, d2.loss_iou: 0.3384, d3.loss_cls: 0.1717, d3.loss_bbox: 0.1350, d3.loss_iou: 0.3385, d4.loss_cls: 0.1697, d4.loss_bbox: 0.1345, d4.loss_iou: 0.3371, dn_loss_cls: 0.0219, dn_loss_bbox: 0.2013, dn_loss_iou: 0.3133, d0.dn_loss_cls: 0.0546, d0.dn_loss_bbox: 0.3076, d0.dn_loss_iou: 0.4287, d1.dn_loss_cls: 0.0303, d1.dn_loss_bbox: 0.2225, d1.dn_loss_iou: 0.3380, d2.dn_loss_cls: 0.0247, d2.dn_loss_bbox: 0.2063, d2.dn_loss_iou: 0.3198, d3.dn_loss_cls: 0.0230, d3.dn_loss_bbox: 0.2022, d3.dn_loss_iou: 0.3143, d4.dn_loss_cls: 0.0221, d4.dn_loss_bbox: 0.2014, d4.dn_loss_iou: 0.3132, loss: 8.2652, grad_norm: 24.9463 2023-11-23 04:02:53,983 - mmdet - INFO - Epoch [11][900/7330] lr: 1.000e-05, eta: 2:39:08, time: 0.729, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2153, interm_loss_bbox: 0.1711, interm_loss_iou: 0.3908, loss_cls: 0.1744, loss_bbox: 0.1409, loss_iou: 0.3413, d0.loss_cls: 0.2290, d0.loss_bbox: 0.1467, d0.loss_iou: 0.3527, d1.loss_cls: 0.1961, d1.loss_bbox: 0.1433, d1.loss_iou: 0.3469, d2.loss_cls: 0.1847, d2.loss_bbox: 0.1406, d2.loss_iou: 0.3419, d3.loss_cls: 0.1783, d3.loss_bbox: 0.1410, d3.loss_iou: 0.3412, d4.loss_cls: 0.1753, d4.loss_bbox: 0.1412, d4.loss_iou: 0.3413, dn_loss_cls: 0.0234, dn_loss_bbox: 0.2167, dn_loss_iou: 0.3194, d0.dn_loss_cls: 0.0577, d0.dn_loss_bbox: 0.3301, d0.dn_loss_iou: 0.4361, d1.dn_loss_cls: 0.0325, d1.dn_loss_bbox: 0.2390, d1.dn_loss_iou: 0.3437, d2.dn_loss_cls: 0.0267, d2.dn_loss_bbox: 0.2217, d2.dn_loss_iou: 0.3255, d3.dn_loss_cls: 0.0249, d3.dn_loss_bbox: 0.2170, d3.dn_loss_iou: 0.3201, d4.dn_loss_cls: 0.0238, d4.dn_loss_bbox: 0.2167, d4.dn_loss_iou: 0.3194, loss: 8.5285, grad_norm: 24.4193 2023-11-23 04:03:28,931 - mmdet - INFO - Epoch [11][950/7330] lr: 1.000e-05, eta: 2:38:33, time: 0.699, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2196, interm_loss_bbox: 0.1728, interm_loss_iou: 0.4049, loss_cls: 0.1788, loss_bbox: 0.1413, loss_iou: 0.3540, d0.loss_cls: 0.2335, d0.loss_bbox: 0.1472, d0.loss_iou: 0.3638, d1.loss_cls: 0.2000, d1.loss_bbox: 0.1437, d1.loss_iou: 0.3591, d2.loss_cls: 0.1890, d2.loss_bbox: 0.1412, d2.loss_iou: 0.3550, d3.loss_cls: 0.1830, d3.loss_bbox: 0.1410, d3.loss_iou: 0.3539, d4.loss_cls: 0.1795, d4.loss_bbox: 0.1411, d4.loss_iou: 0.3539, dn_loss_cls: 0.0232, dn_loss_bbox: 0.2122, dn_loss_iou: 0.3239, d0.dn_loss_cls: 0.0576, d0.dn_loss_bbox: 0.3251, d0.dn_loss_iou: 0.4403, d1.dn_loss_cls: 0.0322, d1.dn_loss_bbox: 0.2337, d1.dn_loss_iou: 0.3464, d2.dn_loss_cls: 0.0265, d2.dn_loss_bbox: 0.2169, d2.dn_loss_iou: 0.3295, d3.dn_loss_cls: 0.0246, d3.dn_loss_bbox: 0.2126, d3.dn_loss_iou: 0.3243, d4.dn_loss_cls: 0.0236, d4.dn_loss_bbox: 0.2122, d4.dn_loss_iou: 0.3238, loss: 8.6451, grad_norm: 25.9778 2023-11-23 04:04:05,706 - mmdet - INFO - Epoch [11][1000/7330] lr: 1.000e-05, eta: 2:37:59, time: 0.736, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2322, interm_loss_bbox: 0.1727, interm_loss_iou: 0.4111, loss_cls: 0.1943, loss_bbox: 0.1407, loss_iou: 0.3582, d0.loss_cls: 0.2481, d0.loss_bbox: 0.1470, d0.loss_iou: 0.3678, d1.loss_cls: 0.2133, d1.loss_bbox: 0.1436, d1.loss_iou: 0.3646, d2.loss_cls: 0.2026, d2.loss_bbox: 0.1420, d2.loss_iou: 0.3601, d3.loss_cls: 0.1982, d3.loss_bbox: 0.1402, d3.loss_iou: 0.3582, d4.loss_cls: 0.1954, d4.loss_bbox: 0.1403, d4.loss_iou: 0.3580, dn_loss_cls: 0.0243, dn_loss_bbox: 0.2189, dn_loss_iou: 0.3332, d0.dn_loss_cls: 0.0583, d0.dn_loss_bbox: 0.3335, d0.dn_loss_iou: 0.4492, d1.dn_loss_cls: 0.0329, d1.dn_loss_bbox: 0.2419, d1.dn_loss_iou: 0.3578, d2.dn_loss_cls: 0.0273, d2.dn_loss_bbox: 0.2239, d2.dn_loss_iou: 0.3396, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2194, d3.dn_loss_iou: 0.3339, d4.dn_loss_cls: 0.0246, d4.dn_loss_bbox: 0.2189, d4.dn_loss_iou: 0.3331, loss: 8.8847, grad_norm: 26.2211 2023-11-23 04:04:40,653 - mmdet - INFO - Epoch [11][1050/7330] lr: 1.000e-05, eta: 2:37:24, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2087, interm_loss_bbox: 0.1858, interm_loss_iou: 0.3938, loss_cls: 0.1684, loss_bbox: 0.1524, loss_iou: 0.3416, d0.loss_cls: 0.2245, d0.loss_bbox: 0.1584, d0.loss_iou: 0.3522, d1.loss_cls: 0.1905, d1.loss_bbox: 0.1550, d1.loss_iou: 0.3459, d2.loss_cls: 0.1805, d2.loss_bbox: 0.1507, d2.loss_iou: 0.3395, d3.loss_cls: 0.1731, d3.loss_bbox: 0.1514, d3.loss_iou: 0.3405, d4.loss_cls: 0.1697, d4.loss_bbox: 0.1518, d4.loss_iou: 0.3416, dn_loss_cls: 0.0216, dn_loss_bbox: 0.2251, dn_loss_iou: 0.3229, d0.dn_loss_cls: 0.0556, d0.dn_loss_bbox: 0.3365, d0.dn_loss_iou: 0.4373, d1.dn_loss_cls: 0.0304, d1.dn_loss_bbox: 0.2471, d1.dn_loss_iou: 0.3472, d2.dn_loss_cls: 0.0250, d2.dn_loss_bbox: 0.2300, d2.dn_loss_iou: 0.3292, d3.dn_loss_cls: 0.0231, d3.dn_loss_bbox: 0.2257, d3.dn_loss_iou: 0.3238, d4.dn_loss_cls: 0.0221, d4.dn_loss_bbox: 0.2251, d4.dn_loss_iou: 0.3229, loss: 8.6262, grad_norm: 22.0684 2023-11-23 04:05:15,736 - mmdet - INFO - Epoch [11][1100/7330] lr: 1.000e-05, eta: 2:36:50, time: 0.702, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2151, interm_loss_bbox: 0.1687, interm_loss_iou: 0.4062, loss_cls: 0.1776, loss_bbox: 0.1426, loss_iou: 0.3601, d0.loss_cls: 0.2301, d0.loss_bbox: 0.1447, d0.loss_iou: 0.3664, d1.loss_cls: 0.1960, d1.loss_bbox: 0.1443, d1.loss_iou: 0.3643, d2.loss_cls: 0.1861, d2.loss_bbox: 0.1420, d2.loss_iou: 0.3595, d3.loss_cls: 0.1807, d3.loss_bbox: 0.1421, d3.loss_iou: 0.3601, d4.loss_cls: 0.1788, d4.loss_bbox: 0.1424, d4.loss_iou: 0.3593, dn_loss_cls: 0.0231, dn_loss_bbox: 0.2092, dn_loss_iou: 0.3167, d0.dn_loss_cls: 0.0560, d0.dn_loss_bbox: 0.3217, d0.dn_loss_iou: 0.4324, d1.dn_loss_cls: 0.0313, d1.dn_loss_bbox: 0.2308, d1.dn_loss_iou: 0.3405, d2.dn_loss_cls: 0.0259, d2.dn_loss_bbox: 0.2137, d2.dn_loss_iou: 0.3226, d3.dn_loss_cls: 0.0243, d3.dn_loss_bbox: 0.2099, d3.dn_loss_iou: 0.3175, d4.dn_loss_cls: 0.0234, d4.dn_loss_bbox: 0.2092, d4.dn_loss_iou: 0.3166, loss: 8.5918, grad_norm: 24.5805 2023-11-23 04:05:50,714 - mmdet - INFO - Epoch [11][1150/7330] lr: 1.000e-05, eta: 2:36:15, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2145, interm_loss_bbox: 0.1702, interm_loss_iou: 0.4093, loss_cls: 0.1760, loss_bbox: 0.1423, loss_iou: 0.3583, d0.loss_cls: 0.2280, d0.loss_bbox: 0.1466, d0.loss_iou: 0.3683, d1.loss_cls: 0.1956, d1.loss_bbox: 0.1437, d1.loss_iou: 0.3631, d2.loss_cls: 0.1853, d2.loss_bbox: 0.1415, d2.loss_iou: 0.3579, d3.loss_cls: 0.1788, d3.loss_bbox: 0.1417, d3.loss_iou: 0.3584, d4.loss_cls: 0.1761, d4.loss_bbox: 0.1427, d4.loss_iou: 0.3583, dn_loss_cls: 0.0224, dn_loss_bbox: 0.2185, dn_loss_iou: 0.3326, d0.dn_loss_cls: 0.0565, d0.dn_loss_bbox: 0.3285, d0.dn_loss_iou: 0.4492, d1.dn_loss_cls: 0.0311, d1.dn_loss_bbox: 0.2398, d1.dn_loss_iou: 0.3570, d2.dn_loss_cls: 0.0256, d2.dn_loss_bbox: 0.2233, d2.dn_loss_iou: 0.3390, d3.dn_loss_cls: 0.0237, d3.dn_loss_bbox: 0.2192, d3.dn_loss_iou: 0.3334, d4.dn_loss_cls: 0.0228, d4.dn_loss_bbox: 0.2185, d4.dn_loss_iou: 0.3325, loss: 8.7305, grad_norm: 26.1772 2023-11-23 04:06:24,700 - mmdet - INFO - Epoch [11][1200/7330] lr: 1.000e-05, eta: 2:35:40, time: 0.680, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2233, interm_loss_bbox: 0.1737, interm_loss_iou: 0.4073, loss_cls: 0.1820, loss_bbox: 0.1427, loss_iou: 0.3562, d0.loss_cls: 0.2387, d0.loss_bbox: 0.1493, d0.loss_iou: 0.3682, d1.loss_cls: 0.2045, d1.loss_bbox: 0.1460, d1.loss_iou: 0.3630, d2.loss_cls: 0.1919, d2.loss_bbox: 0.1441, d2.loss_iou: 0.3581, d3.loss_cls: 0.1865, d3.loss_bbox: 0.1426, d3.loss_iou: 0.3560, d4.loss_cls: 0.1829, d4.loss_bbox: 0.1427, d4.loss_iou: 0.3559, dn_loss_cls: 0.0215, dn_loss_bbox: 0.2114, dn_loss_iou: 0.3182, d0.dn_loss_cls: 0.0555, d0.dn_loss_bbox: 0.3274, d0.dn_loss_iou: 0.4325, d1.dn_loss_cls: 0.0304, d1.dn_loss_bbox: 0.2344, d1.dn_loss_iou: 0.3415, d2.dn_loss_cls: 0.0247, d2.dn_loss_bbox: 0.2168, d2.dn_loss_iou: 0.3243, d3.dn_loss_cls: 0.0230, d3.dn_loss_bbox: 0.2121, d3.dn_loss_iou: 0.3189, d4.dn_loss_cls: 0.0220, d4.dn_loss_bbox: 0.2114, d4.dn_loss_iou: 0.3181, loss: 8.6599, grad_norm: 25.4029 2023-11-23 04:06:58,994 - mmdet - INFO - Epoch [11][1250/7330] lr: 1.000e-05, eta: 2:35:05, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2215, interm_loss_bbox: 0.1683, interm_loss_iou: 0.3945, loss_cls: 0.1821, loss_bbox: 0.1385, loss_iou: 0.3448, d0.loss_cls: 0.2401, d0.loss_bbox: 0.1456, d0.loss_iou: 0.3582, d1.loss_cls: 0.2024, d1.loss_bbox: 0.1445, d1.loss_iou: 0.3540, d2.loss_cls: 0.1922, d2.loss_bbox: 0.1388, d2.loss_iou: 0.3457, d3.loss_cls: 0.1856, d3.loss_bbox: 0.1385, d3.loss_iou: 0.3446, d4.loss_cls: 0.1819, d4.loss_bbox: 0.1390, d4.loss_iou: 0.3456, dn_loss_cls: 0.0231, dn_loss_bbox: 0.2190, dn_loss_iou: 0.3292, d0.dn_loss_cls: 0.0583, d0.dn_loss_bbox: 0.3258, d0.dn_loss_iou: 0.4435, d1.dn_loss_cls: 0.0321, d1.dn_loss_bbox: 0.2398, d1.dn_loss_iou: 0.3533, d2.dn_loss_cls: 0.0263, d2.dn_loss_bbox: 0.2237, d2.dn_loss_iou: 0.3360, d3.dn_loss_cls: 0.0244, d3.dn_loss_bbox: 0.2194, d3.dn_loss_iou: 0.3301, d4.dn_loss_cls: 0.0234, d4.dn_loss_bbox: 0.2190, d4.dn_loss_iou: 0.3292, loss: 8.6619, grad_norm: 23.7548 2023-11-23 04:07:33,463 - mmdet - INFO - Epoch [11][1300/7330] lr: 1.000e-05, eta: 2:34:31, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2248, interm_loss_bbox: 0.1756, interm_loss_iou: 0.4179, loss_cls: 0.1849, loss_bbox: 0.1477, loss_iou: 0.3661, d0.loss_cls: 0.2456, d0.loss_bbox: 0.1493, d0.loss_iou: 0.3761, d1.loss_cls: 0.2081, d1.loss_bbox: 0.1482, d1.loss_iou: 0.3748, d2.loss_cls: 0.1947, d2.loss_bbox: 0.1483, d2.loss_iou: 0.3675, d3.loss_cls: 0.1894, d3.loss_bbox: 0.1472, d3.loss_iou: 0.3656, d4.loss_cls: 0.1850, d4.loss_bbox: 0.1485, d4.loss_iou: 0.3668, dn_loss_cls: 0.0244, dn_loss_bbox: 0.2260, dn_loss_iou: 0.3303, d0.dn_loss_cls: 0.0600, d0.dn_loss_bbox: 0.3413, d0.dn_loss_iou: 0.4454, d1.dn_loss_cls: 0.0339, d1.dn_loss_bbox: 0.2497, d1.dn_loss_iou: 0.3551, d2.dn_loss_cls: 0.0280, d2.dn_loss_bbox: 0.2316, d2.dn_loss_iou: 0.3368, d3.dn_loss_cls: 0.0260, d3.dn_loss_bbox: 0.2265, d3.dn_loss_iou: 0.3311, d4.dn_loss_cls: 0.0248, d4.dn_loss_bbox: 0.2260, d4.dn_loss_iou: 0.3302, loss: 8.9592, grad_norm: 27.2561 2023-11-23 04:08:08,148 - mmdet - INFO - Epoch [11][1350/7330] lr: 1.000e-05, eta: 2:33:56, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2133, interm_loss_bbox: 0.1722, interm_loss_iou: 0.3825, loss_cls: 0.1722, loss_bbox: 0.1397, loss_iou: 0.3317, d0.loss_cls: 0.2384, d0.loss_bbox: 0.1454, d0.loss_iou: 0.3408, d1.loss_cls: 0.1931, d1.loss_bbox: 0.1433, d1.loss_iou: 0.3402, d2.loss_cls: 0.1813, d2.loss_bbox: 0.1411, d2.loss_iou: 0.3336, d3.loss_cls: 0.1751, d3.loss_bbox: 0.1401, d3.loss_iou: 0.3327, d4.loss_cls: 0.1728, d4.loss_bbox: 0.1396, d4.loss_iou: 0.3320, dn_loss_cls: 0.0218, dn_loss_bbox: 0.2198, dn_loss_iou: 0.3141, d0.dn_loss_cls: 0.0554, d0.dn_loss_bbox: 0.3372, d0.dn_loss_iou: 0.4346, d1.dn_loss_cls: 0.0306, d1.dn_loss_bbox: 0.2433, d1.dn_loss_iou: 0.3389, d2.dn_loss_cls: 0.0251, d2.dn_loss_bbox: 0.2250, d2.dn_loss_iou: 0.3202, d3.dn_loss_cls: 0.0234, d3.dn_loss_bbox: 0.2204, d3.dn_loss_iou: 0.3148, d4.dn_loss_cls: 0.0222, d4.dn_loss_bbox: 0.2198, d4.dn_loss_iou: 0.3140, loss: 8.4418, grad_norm: 26.5348 2023-11-23 04:08:43,028 - mmdet - INFO - Epoch [11][1400/7330] lr: 1.000e-05, eta: 2:33:21, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2203, interm_loss_bbox: 0.1783, interm_loss_iou: 0.3956, loss_cls: 0.1765, loss_bbox: 0.1430, loss_iou: 0.3421, d0.loss_cls: 0.2398, d0.loss_bbox: 0.1482, d0.loss_iou: 0.3498, d1.loss_cls: 0.2004, d1.loss_bbox: 0.1461, d1.loss_iou: 0.3468, d2.loss_cls: 0.1869, d2.loss_bbox: 0.1431, d2.loss_iou: 0.3424, d3.loss_cls: 0.1793, d3.loss_bbox: 0.1439, d3.loss_iou: 0.3427, d4.loss_cls: 0.1765, d4.loss_bbox: 0.1433, d4.loss_iou: 0.3427, dn_loss_cls: 0.0223, dn_loss_bbox: 0.2378, dn_loss_iou: 0.3163, d0.dn_loss_cls: 0.0556, d0.dn_loss_bbox: 0.3546, d0.dn_loss_iou: 0.4331, d1.dn_loss_cls: 0.0315, d1.dn_loss_bbox: 0.2612, d1.dn_loss_iou: 0.3406, d2.dn_loss_cls: 0.0256, d2.dn_loss_bbox: 0.2431, d2.dn_loss_iou: 0.3230, d3.dn_loss_cls: 0.0238, d3.dn_loss_bbox: 0.2382, d3.dn_loss_iou: 0.3171, d4.dn_loss_cls: 0.0227, d4.dn_loss_bbox: 0.2378, d4.dn_loss_iou: 0.3162, loss: 8.6883, grad_norm: 25.8804 2023-11-23 04:09:17,784 - mmdet - INFO - Epoch [11][1450/7330] lr: 1.000e-05, eta: 2:32:47, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2174, interm_loss_bbox: 0.1752, interm_loss_iou: 0.3978, loss_cls: 0.1804, loss_bbox: 0.1412, loss_iou: 0.3406, d0.loss_cls: 0.2341, d0.loss_bbox: 0.1502, d0.loss_iou: 0.3594, d1.loss_cls: 0.1984, d1.loss_bbox: 0.1459, d1.loss_iou: 0.3491, d2.loss_cls: 0.1882, d2.loss_bbox: 0.1439, d2.loss_iou: 0.3444, d3.loss_cls: 0.1838, d3.loss_bbox: 0.1414, d3.loss_iou: 0.3413, d4.loss_cls: 0.1806, d4.loss_bbox: 0.1411, d4.loss_iou: 0.3410, dn_loss_cls: 0.0233, dn_loss_bbox: 0.2326, dn_loss_iou: 0.3308, d0.dn_loss_cls: 0.0565, d0.dn_loss_bbox: 0.3491, d0.dn_loss_iou: 0.4497, d1.dn_loss_cls: 0.0321, d1.dn_loss_bbox: 0.2586, d1.dn_loss_iou: 0.3573, d2.dn_loss_cls: 0.0266, d2.dn_loss_bbox: 0.2387, d2.dn_loss_iou: 0.3378, d3.dn_loss_cls: 0.0246, d3.dn_loss_bbox: 0.2334, d3.dn_loss_iou: 0.3317, d4.dn_loss_cls: 0.0236, d4.dn_loss_bbox: 0.2326, d4.dn_loss_iou: 0.3308, loss: 8.7650, grad_norm: 27.5351 2023-11-23 04:09:51,944 - mmdet - INFO - Epoch [11][1500/7330] lr: 1.000e-05, eta: 2:32:12, time: 0.683, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2205, interm_loss_bbox: 0.1805, interm_loss_iou: 0.3946, loss_cls: 0.1784, loss_bbox: 0.1471, loss_iou: 0.3407, d0.loss_cls: 0.2373, d0.loss_bbox: 0.1553, d0.loss_iou: 0.3533, d1.loss_cls: 0.2011, d1.loss_bbox: 0.1522, d1.loss_iou: 0.3474, d2.loss_cls: 0.1896, d2.loss_bbox: 0.1461, d2.loss_iou: 0.3419, d3.loss_cls: 0.1821, d3.loss_bbox: 0.1468, d3.loss_iou: 0.3409, d4.loss_cls: 0.1790, d4.loss_bbox: 0.1471, d4.loss_iou: 0.3405, dn_loss_cls: 0.0232, dn_loss_bbox: 0.2244, dn_loss_iou: 0.3258, d0.dn_loss_cls: 0.0571, d0.dn_loss_bbox: 0.3374, d0.dn_loss_iou: 0.4480, d1.dn_loss_cls: 0.0319, d1.dn_loss_bbox: 0.2460, d1.dn_loss_iou: 0.3509, d2.dn_loss_cls: 0.0263, d2.dn_loss_bbox: 0.2298, d2.dn_loss_iou: 0.3324, d3.dn_loss_cls: 0.0246, d3.dn_loss_bbox: 0.2249, d3.dn_loss_iou: 0.3265, d4.dn_loss_cls: 0.0236, d4.dn_loss_bbox: 0.2244, d4.dn_loss_iou: 0.3257, loss: 8.7052, grad_norm: 25.1392 2023-11-23 04:10:26,335 - mmdet - INFO - Epoch [11][1550/7330] lr: 1.000e-05, eta: 2:31:37, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2151, interm_loss_bbox: 0.1766, interm_loss_iou: 0.3864, loss_cls: 0.1704, loss_bbox: 0.1453, loss_iou: 0.3364, d0.loss_cls: 0.2330, d0.loss_bbox: 0.1491, d0.loss_iou: 0.3451, d1.loss_cls: 0.1920, d1.loss_bbox: 0.1478, d1.loss_iou: 0.3435, d2.loss_cls: 0.1801, d2.loss_bbox: 0.1450, d2.loss_iou: 0.3374, d3.loss_cls: 0.1753, d3.loss_bbox: 0.1448, d3.loss_iou: 0.3354, d4.loss_cls: 0.1719, d4.loss_bbox: 0.1452, d4.loss_iou: 0.3358, dn_loss_cls: 0.0225, dn_loss_bbox: 0.2189, dn_loss_iou: 0.3136, d0.dn_loss_cls: 0.0578, d0.dn_loss_bbox: 0.3395, d0.dn_loss_iou: 0.4346, d1.dn_loss_cls: 0.0320, d1.dn_loss_bbox: 0.2433, d1.dn_loss_iou: 0.3401, d2.dn_loss_cls: 0.0259, d2.dn_loss_bbox: 0.2242, d2.dn_loss_iou: 0.3205, d3.dn_loss_cls: 0.0240, d3.dn_loss_bbox: 0.2197, d3.dn_loss_iou: 0.3148, d4.dn_loss_cls: 0.0231, d4.dn_loss_bbox: 0.2189, d4.dn_loss_iou: 0.3136, loss: 8.4986, grad_norm: 24.4052 2023-11-23 04:11:00,643 - mmdet - INFO - Epoch [11][1600/7330] lr: 1.000e-05, eta: 2:31:02, time: 0.686, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2211, interm_loss_bbox: 0.1727, interm_loss_iou: 0.4056, loss_cls: 0.1804, loss_bbox: 0.1437, loss_iou: 0.3579, d0.loss_cls: 0.2386, d0.loss_bbox: 0.1480, d0.loss_iou: 0.3661, d1.loss_cls: 0.2033, d1.loss_bbox: 0.1447, d1.loss_iou: 0.3624, d2.loss_cls: 0.1889, d2.loss_bbox: 0.1441, d2.loss_iou: 0.3595, d3.loss_cls: 0.1832, d3.loss_bbox: 0.1442, d3.loss_iou: 0.3583, d4.loss_cls: 0.1822, d4.loss_bbox: 0.1433, d4.loss_iou: 0.3569, dn_loss_cls: 0.0227, dn_loss_bbox: 0.2261, dn_loss_iou: 0.3347, d0.dn_loss_cls: 0.0574, d0.dn_loss_bbox: 0.3391, d0.dn_loss_iou: 0.4501, d1.dn_loss_cls: 0.0326, d1.dn_loss_bbox: 0.2511, d1.dn_loss_iou: 0.3597, d2.dn_loss_cls: 0.0262, d2.dn_loss_bbox: 0.2318, d2.dn_loss_iou: 0.3412, d3.dn_loss_cls: 0.0241, d3.dn_loss_bbox: 0.2268, d3.dn_loss_iou: 0.3355, d4.dn_loss_cls: 0.0230, d4.dn_loss_bbox: 0.2261, d4.dn_loss_iou: 0.3346, loss: 8.8477, grad_norm: 24.5264 2023-11-23 04:11:35,630 - mmdet - INFO - Epoch [11][1650/7330] lr: 1.000e-05, eta: 2:30:28, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2233, interm_loss_bbox: 0.1724, interm_loss_iou: 0.3942, loss_cls: 0.1810, loss_bbox: 0.1456, loss_iou: 0.3458, d0.loss_cls: 0.2419, d0.loss_bbox: 0.1473, d0.loss_iou: 0.3540, d1.loss_cls: 0.2035, d1.loss_bbox: 0.1470, d1.loss_iou: 0.3505, d2.loss_cls: 0.1913, d2.loss_bbox: 0.1463, d2.loss_iou: 0.3486, d3.loss_cls: 0.1861, d3.loss_bbox: 0.1447, d3.loss_iou: 0.3452, d4.loss_cls: 0.1828, d4.loss_bbox: 0.1450, d4.loss_iou: 0.3447, dn_loss_cls: 0.0224, dn_loss_bbox: 0.2231, dn_loss_iou: 0.3291, d0.dn_loss_cls: 0.0560, d0.dn_loss_bbox: 0.3346, d0.dn_loss_iou: 0.4428, d1.dn_loss_cls: 0.0315, d1.dn_loss_bbox: 0.2459, d1.dn_loss_iou: 0.3531, d2.dn_loss_cls: 0.0259, d2.dn_loss_bbox: 0.2280, d2.dn_loss_iou: 0.3354, d3.dn_loss_cls: 0.0241, d3.dn_loss_bbox: 0.2235, d3.dn_loss_iou: 0.3297, d4.dn_loss_cls: 0.0229, d4.dn_loss_bbox: 0.2231, d4.dn_loss_iou: 0.3290, loss: 8.7214, grad_norm: 26.3009 2023-11-23 04:12:10,574 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-23 04:12:10,575 - mmdet - INFO - Epoch [11][1700/7330] lr: 1.000e-05, eta: 2:29:53, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2151, interm_loss_bbox: 0.1756, interm_loss_iou: 0.3925, loss_cls: 0.1753, loss_bbox: 0.1430, loss_iou: 0.3367, d0.loss_cls: 0.2332, d0.loss_bbox: 0.1481, d0.loss_iou: 0.3466, d1.loss_cls: 0.1943, d1.loss_bbox: 0.1469, d1.loss_iou: 0.3443, d2.loss_cls: 0.1828, d2.loss_bbox: 0.1438, d2.loss_iou: 0.3388, d3.loss_cls: 0.1773, d3.loss_bbox: 0.1430, d3.loss_iou: 0.3386, d4.loss_cls: 0.1763, d4.loss_bbox: 0.1423, d4.loss_iou: 0.3363, dn_loss_cls: 0.0234, dn_loss_bbox: 0.2190, dn_loss_iou: 0.3210, d0.dn_loss_cls: 0.0560, d0.dn_loss_bbox: 0.3274, d0.dn_loss_iou: 0.4349, d1.dn_loss_cls: 0.0316, d1.dn_loss_bbox: 0.2407, d1.dn_loss_iou: 0.3455, d2.dn_loss_cls: 0.0263, d2.dn_loss_bbox: 0.2236, d2.dn_loss_iou: 0.3273, d3.dn_loss_cls: 0.0247, d3.dn_loss_bbox: 0.2195, d3.dn_loss_iou: 0.3218, d4.dn_loss_cls: 0.0237, d4.dn_loss_bbox: 0.2190, d4.dn_loss_iou: 0.3208, loss: 8.5368, grad_norm: 24.8345 2023-11-23 04:12:45,409 - mmdet - INFO - Epoch [11][1750/7330] lr: 1.000e-05, eta: 2:29:18, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2108, interm_loss_bbox: 0.1701, interm_loss_iou: 0.3919, loss_cls: 0.1704, loss_bbox: 0.1439, loss_iou: 0.3417, d0.loss_cls: 0.2258, d0.loss_bbox: 0.1485, d0.loss_iou: 0.3543, d1.loss_cls: 0.1887, d1.loss_bbox: 0.1469, d1.loss_iou: 0.3489, d2.loss_cls: 0.1777, d2.loss_bbox: 0.1446, d2.loss_iou: 0.3443, d3.loss_cls: 0.1737, d3.loss_bbox: 0.1431, d3.loss_iou: 0.3414, d4.loss_cls: 0.1714, d4.loss_bbox: 0.1431, d4.loss_iou: 0.3414, dn_loss_cls: 0.0228, dn_loss_bbox: 0.2275, dn_loss_iou: 0.3312, d0.dn_loss_cls: 0.0564, d0.dn_loss_bbox: 0.3378, d0.dn_loss_iou: 0.4509, d1.dn_loss_cls: 0.0316, d1.dn_loss_bbox: 0.2489, d1.dn_loss_iou: 0.3555, d2.dn_loss_cls: 0.0262, d2.dn_loss_bbox: 0.2321, d2.dn_loss_iou: 0.3375, d3.dn_loss_cls: 0.0243, d3.dn_loss_bbox: 0.2279, d3.dn_loss_iou: 0.3318, d4.dn_loss_cls: 0.0232, d4.dn_loss_bbox: 0.2275, d4.dn_loss_iou: 0.3311, loss: 8.6472, grad_norm: 26.9115 2023-11-23 04:13:20,582 - mmdet - INFO - Epoch [11][1800/7330] lr: 1.000e-05, eta: 2:28:44, time: 0.703, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2219, interm_loss_bbox: 0.1792, interm_loss_iou: 0.4029, loss_cls: 0.1817, loss_bbox: 0.1491, loss_iou: 0.3497, d0.loss_cls: 0.2361, d0.loss_bbox: 0.1534, d0.loss_iou: 0.3611, d1.loss_cls: 0.2005, d1.loss_bbox: 0.1537, d1.loss_iou: 0.3583, d2.loss_cls: 0.1894, d2.loss_bbox: 0.1498, d2.loss_iou: 0.3521, d3.loss_cls: 0.1852, d3.loss_bbox: 0.1492, d3.loss_iou: 0.3501, d4.loss_cls: 0.1826, d4.loss_bbox: 0.1491, d4.loss_iou: 0.3495, dn_loss_cls: 0.0215, dn_loss_bbox: 0.2320, dn_loss_iou: 0.3244, d0.dn_loss_cls: 0.0545, d0.dn_loss_bbox: 0.3435, d0.dn_loss_iou: 0.4420, d1.dn_loss_cls: 0.0301, d1.dn_loss_bbox: 0.2546, d1.dn_loss_iou: 0.3481, d2.dn_loss_cls: 0.0244, d2.dn_loss_bbox: 0.2376, d2.dn_loss_iou: 0.3307, d3.dn_loss_cls: 0.0227, d3.dn_loss_bbox: 0.2324, d3.dn_loss_iou: 0.3251, d4.dn_loss_cls: 0.0219, d4.dn_loss_bbox: 0.2320, d4.dn_loss_iou: 0.3243, loss: 8.8065, grad_norm: 24.0004 2023-11-23 04:13:55,106 - mmdet - INFO - Epoch [11][1850/7330] lr: 1.000e-05, eta: 2:28:09, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2177, interm_loss_bbox: 0.1673, interm_loss_iou: 0.3990, loss_cls: 0.1765, loss_bbox: 0.1357, loss_iou: 0.3451, d0.loss_cls: 0.2343, d0.loss_bbox: 0.1395, d0.loss_iou: 0.3542, d1.loss_cls: 0.1984, d1.loss_bbox: 0.1392, d1.loss_iou: 0.3518, d2.loss_cls: 0.1873, d2.loss_bbox: 0.1353, d2.loss_iou: 0.3470, d3.loss_cls: 0.1807, d3.loss_bbox: 0.1350, d3.loss_iou: 0.3460, d4.loss_cls: 0.1777, d4.loss_bbox: 0.1357, d4.loss_iou: 0.3451, dn_loss_cls: 0.0229, dn_loss_bbox: 0.2016, dn_loss_iou: 0.3169, d0.dn_loss_cls: 0.0565, d0.dn_loss_bbox: 0.3104, d0.dn_loss_iou: 0.4336, d1.dn_loss_cls: 0.0322, d1.dn_loss_bbox: 0.2227, d1.dn_loss_iou: 0.3405, d2.dn_loss_cls: 0.0261, d2.dn_loss_bbox: 0.2065, d2.dn_loss_iou: 0.3230, d3.dn_loss_cls: 0.0243, d3.dn_loss_bbox: 0.2025, d3.dn_loss_iou: 0.3178, d4.dn_loss_cls: 0.0233, d4.dn_loss_bbox: 0.2016, d4.dn_loss_iou: 0.3168, loss: 8.4277, grad_norm: 25.7970 2023-11-23 04:14:29,748 - mmdet - INFO - Epoch [11][1900/7330] lr: 1.000e-05, eta: 2:27:34, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2118, interm_loss_bbox: 0.1767, interm_loss_iou: 0.4029, loss_cls: 0.1753, loss_bbox: 0.1441, loss_iou: 0.3486, d0.loss_cls: 0.2290, d0.loss_bbox: 0.1504, d0.loss_iou: 0.3589, d1.loss_cls: 0.2014, d1.loss_bbox: 0.1477, d1.loss_iou: 0.3549, d2.loss_cls: 0.1853, d2.loss_bbox: 0.1447, d2.loss_iou: 0.3508, d3.loss_cls: 0.1788, d3.loss_bbox: 0.1442, d3.loss_iou: 0.3490, d4.loss_cls: 0.1761, d4.loss_bbox: 0.1442, d4.loss_iou: 0.3489, dn_loss_cls: 0.0228, dn_loss_bbox: 0.2260, dn_loss_iou: 0.3194, d0.dn_loss_cls: 0.0555, d0.dn_loss_bbox: 0.3355, d0.dn_loss_iou: 0.4342, d1.dn_loss_cls: 0.0314, d1.dn_loss_bbox: 0.2482, d1.dn_loss_iou: 0.3442, d2.dn_loss_cls: 0.0257, d2.dn_loss_bbox: 0.2308, d2.dn_loss_iou: 0.3255, d3.dn_loss_cls: 0.0239, d3.dn_loss_bbox: 0.2265, d3.dn_loss_iou: 0.3200, d4.dn_loss_cls: 0.0231, d4.dn_loss_bbox: 0.2259, d4.dn_loss_iou: 0.3193, loss: 8.6617, grad_norm: 27.1205 2023-11-23 04:15:03,942 - mmdet - INFO - Epoch [11][1950/7330] lr: 1.000e-05, eta: 2:26:59, time: 0.684, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2276, interm_loss_bbox: 0.1745, interm_loss_iou: 0.3844, loss_cls: 0.1862, loss_bbox: 0.1428, loss_iou: 0.3326, d0.loss_cls: 0.2399, d0.loss_bbox: 0.1492, d0.loss_iou: 0.3450, d1.loss_cls: 0.2101, d1.loss_bbox: 0.1470, d1.loss_iou: 0.3394, d2.loss_cls: 0.1957, d2.loss_bbox: 0.1438, d2.loss_iou: 0.3351, d3.loss_cls: 0.1892, d3.loss_bbox: 0.1434, d3.loss_iou: 0.3342, d4.loss_cls: 0.1862, d4.loss_bbox: 0.1433, d4.loss_iou: 0.3340, dn_loss_cls: 0.0220, dn_loss_bbox: 0.2189, dn_loss_iou: 0.3098, d0.dn_loss_cls: 0.0545, d0.dn_loss_bbox: 0.3306, d0.dn_loss_iou: 0.4232, d1.dn_loss_cls: 0.0306, d1.dn_loss_bbox: 0.2411, d1.dn_loss_iou: 0.3330, d2.dn_loss_cls: 0.0253, d2.dn_loss_bbox: 0.2240, d2.dn_loss_iou: 0.3159, d3.dn_loss_cls: 0.0234, d3.dn_loss_bbox: 0.2195, d3.dn_loss_iou: 0.3105, d4.dn_loss_cls: 0.0224, d4.dn_loss_bbox: 0.2190, d4.dn_loss_iou: 0.3097, loss: 8.5172, grad_norm: 25.6650 2023-11-23 04:15:38,037 - mmdet - INFO - Epoch [11][2000/7330] lr: 1.000e-05, eta: 2:26:25, time: 0.682, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2206, interm_loss_bbox: 0.1763, interm_loss_iou: 0.3892, loss_cls: 0.1787, loss_bbox: 0.1459, loss_iou: 0.3387, d0.loss_cls: 0.2372, d0.loss_bbox: 0.1493, d0.loss_iou: 0.3457, d1.loss_cls: 0.2020, d1.loss_bbox: 0.1476, d1.loss_iou: 0.3425, d2.loss_cls: 0.1891, d2.loss_bbox: 0.1453, d2.loss_iou: 0.3386, d3.loss_cls: 0.1841, d3.loss_bbox: 0.1444, d3.loss_iou: 0.3362, d4.loss_cls: 0.1796, d4.loss_bbox: 0.1451, d4.loss_iou: 0.3380, dn_loss_cls: 0.0237, dn_loss_bbox: 0.2297, dn_loss_iou: 0.3193, d0.dn_loss_cls: 0.0575, d0.dn_loss_bbox: 0.3461, d0.dn_loss_iou: 0.4346, d1.dn_loss_cls: 0.0322, d1.dn_loss_bbox: 0.2555, d1.dn_loss_iou: 0.3451, d2.dn_loss_cls: 0.0268, d2.dn_loss_bbox: 0.2355, d2.dn_loss_iou: 0.3260, d3.dn_loss_cls: 0.0251, d3.dn_loss_bbox: 0.2300, d3.dn_loss_iou: 0.3200, d4.dn_loss_cls: 0.0240, d4.dn_loss_bbox: 0.2297, d4.dn_loss_iou: 0.3193, loss: 8.6541, grad_norm: 23.8656 2023-11-23 04:16:14,467 - mmdet - INFO - Epoch [11][2050/7330] lr: 1.000e-05, eta: 2:25:50, time: 0.729, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2275, interm_loss_bbox: 0.1705, interm_loss_iou: 0.4031, loss_cls: 0.1869, loss_bbox: 0.1407, loss_iou: 0.3562, d0.loss_cls: 0.2420, d0.loss_bbox: 0.1456, d0.loss_iou: 0.3635, d1.loss_cls: 0.2114, d1.loss_bbox: 0.1408, d1.loss_iou: 0.3595, d2.loss_cls: 0.1991, d2.loss_bbox: 0.1395, d2.loss_iou: 0.3557, d3.loss_cls: 0.1927, d3.loss_bbox: 0.1390, d3.loss_iou: 0.3549, d4.loss_cls: 0.1878, d4.loss_bbox: 0.1402, d4.loss_iou: 0.3565, dn_loss_cls: 0.0239, dn_loss_bbox: 0.2212, dn_loss_iou: 0.3288, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3383, d0.dn_loss_iou: 0.4506, d1.dn_loss_cls: 0.0336, d1.dn_loss_bbox: 0.2445, d1.dn_loss_iou: 0.3539, d2.dn_loss_cls: 0.0276, d2.dn_loss_bbox: 0.2259, d2.dn_loss_iou: 0.3345, d3.dn_loss_cls: 0.0254, d3.dn_loss_bbox: 0.2218, d3.dn_loss_iou: 0.3294, d4.dn_loss_cls: 0.0242, d4.dn_loss_bbox: 0.2212, d4.dn_loss_iou: 0.3287, loss: 8.8054, grad_norm: 26.1693 2023-11-23 04:16:48,949 - mmdet - INFO - Epoch [11][2100/7330] lr: 1.000e-05, eta: 2:25:16, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2196, interm_loss_bbox: 0.1756, interm_loss_iou: 0.3919, loss_cls: 0.1798, loss_bbox: 0.1437, loss_iou: 0.3383, d0.loss_cls: 0.2330, d0.loss_bbox: 0.1500, d0.loss_iou: 0.3515, d1.loss_cls: 0.2011, d1.loss_bbox: 0.1467, d1.loss_iou: 0.3437, d2.loss_cls: 0.1890, d2.loss_bbox: 0.1437, d2.loss_iou: 0.3391, d3.loss_cls: 0.1831, d3.loss_bbox: 0.1436, d3.loss_iou: 0.3387, d4.loss_cls: 0.1799, d4.loss_bbox: 0.1438, d4.loss_iou: 0.3388, dn_loss_cls: 0.0225, dn_loss_bbox: 0.2181, dn_loss_iou: 0.3105, d0.dn_loss_cls: 0.0561, d0.dn_loss_bbox: 0.3262, d0.dn_loss_iou: 0.4243, d1.dn_loss_cls: 0.0308, d1.dn_loss_bbox: 0.2398, d1.dn_loss_iou: 0.3348, d2.dn_loss_cls: 0.0254, d2.dn_loss_bbox: 0.2230, d2.dn_loss_iou: 0.3166, d3.dn_loss_cls: 0.0236, d3.dn_loss_bbox: 0.2185, d3.dn_loss_iou: 0.3112, d4.dn_loss_cls: 0.0227, d4.dn_loss_bbox: 0.2182, d4.dn_loss_iou: 0.3105, loss: 8.5074, grad_norm: 23.8267 2023-11-23 04:17:23,727 - mmdet - INFO - Epoch [11][2150/7330] lr: 1.000e-05, eta: 2:24:41, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2166, interm_loss_bbox: 0.1746, interm_loss_iou: 0.4117, loss_cls: 0.1767, loss_bbox: 0.1455, loss_iou: 0.3604, d0.loss_cls: 0.2284, d0.loss_bbox: 0.1512, d0.loss_iou: 0.3721, d1.loss_cls: 0.2002, d1.loss_bbox: 0.1453, d1.loss_iou: 0.3634, d2.loss_cls: 0.1859, d2.loss_bbox: 0.1443, d2.loss_iou: 0.3610, d3.loss_cls: 0.1807, d3.loss_bbox: 0.1439, d3.loss_iou: 0.3602, d4.loss_cls: 0.1775, d4.loss_bbox: 0.1454, d4.loss_iou: 0.3604, dn_loss_cls: 0.0223, dn_loss_bbox: 0.2148, dn_loss_iou: 0.3392, d0.dn_loss_cls: 0.0558, d0.dn_loss_bbox: 0.3165, d0.dn_loss_iou: 0.4530, d1.dn_loss_cls: 0.0308, d1.dn_loss_bbox: 0.2341, d1.dn_loss_iou: 0.3625, d2.dn_loss_cls: 0.0256, d2.dn_loss_bbox: 0.2193, d2.dn_loss_iou: 0.3451, d3.dn_loss_cls: 0.0238, d3.dn_loss_bbox: 0.2153, d3.dn_loss_iou: 0.3400, d4.dn_loss_cls: 0.0227, d4.dn_loss_bbox: 0.2148, d4.dn_loss_iou: 0.3391, loss: 8.7802, grad_norm: 25.6492 2023-11-23 04:17:58,203 - mmdet - INFO - Epoch [11][2200/7330] lr: 1.000e-05, eta: 2:24:06, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2157, interm_loss_bbox: 0.1727, interm_loss_iou: 0.3900, loss_cls: 0.1727, loss_bbox: 0.1381, loss_iou: 0.3376, d0.loss_cls: 0.2285, d0.loss_bbox: 0.1437, d0.loss_iou: 0.3484, d1.loss_cls: 0.1960, d1.loss_bbox: 0.1402, d1.loss_iou: 0.3416, d2.loss_cls: 0.1829, d2.loss_bbox: 0.1386, d2.loss_iou: 0.3389, d3.loss_cls: 0.1755, d3.loss_bbox: 0.1396, d3.loss_iou: 0.3384, d4.loss_cls: 0.1742, d4.loss_bbox: 0.1375, d4.loss_iou: 0.3368, dn_loss_cls: 0.0216, dn_loss_bbox: 0.2221, dn_loss_iou: 0.3096, d0.dn_loss_cls: 0.0554, d0.dn_loss_bbox: 0.3441, d0.dn_loss_iou: 0.4307, d1.dn_loss_cls: 0.0300, d1.dn_loss_bbox: 0.2462, d1.dn_loss_iou: 0.3343, d2.dn_loss_cls: 0.0246, d2.dn_loss_bbox: 0.2273, d2.dn_loss_iou: 0.3160, d3.dn_loss_cls: 0.0228, d3.dn_loss_bbox: 0.2227, d3.dn_loss_iou: 0.3105, d4.dn_loss_cls: 0.0219, d4.dn_loss_bbox: 0.2221, d4.dn_loss_iou: 0.3096, loss: 8.4590, grad_norm: 24.8489 2023-11-23 04:18:32,685 - mmdet - INFO - Epoch [11][2250/7330] lr: 1.000e-05, eta: 2:23:31, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2217, interm_loss_bbox: 0.1800, interm_loss_iou: 0.4019, loss_cls: 0.1814, loss_bbox: 0.1477, loss_iou: 0.3515, d0.loss_cls: 0.2340, d0.loss_bbox: 0.1564, d0.loss_iou: 0.3669, d1.loss_cls: 0.2047, d1.loss_bbox: 0.1520, d1.loss_iou: 0.3593, d2.loss_cls: 0.1883, d2.loss_bbox: 0.1507, d2.loss_iou: 0.3564, d3.loss_cls: 0.1845, d3.loss_bbox: 0.1487, d3.loss_iou: 0.3521, d4.loss_cls: 0.1825, d4.loss_bbox: 0.1475, d4.loss_iou: 0.3513, dn_loss_cls: 0.0233, dn_loss_bbox: 0.2258, dn_loss_iou: 0.3302, d0.dn_loss_cls: 0.0582, d0.dn_loss_bbox: 0.3447, d0.dn_loss_iou: 0.4498, d1.dn_loss_cls: 0.0329, d1.dn_loss_bbox: 0.2502, d1.dn_loss_iou: 0.3548, d2.dn_loss_cls: 0.0266, d2.dn_loss_bbox: 0.2313, d2.dn_loss_iou: 0.3367, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2265, d3.dn_loss_iou: 0.3311, d4.dn_loss_cls: 0.0237, d4.dn_loss_bbox: 0.2257, d4.dn_loss_iou: 0.3301, loss: 8.8462, grad_norm: 26.1581 2023-11-23 04:19:07,306 - mmdet - INFO - Epoch [11][2300/7330] lr: 1.000e-05, eta: 2:22:57, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2126, interm_loss_bbox: 0.1658, interm_loss_iou: 0.3895, loss_cls: 0.1714, loss_bbox: 0.1395, loss_iou: 0.3422, d0.loss_cls: 0.2271, d0.loss_bbox: 0.1434, d0.loss_iou: 0.3523, d1.loss_cls: 0.1940, d1.loss_bbox: 0.1409, d1.loss_iou: 0.3472, d2.loss_cls: 0.1815, d2.loss_bbox: 0.1391, d2.loss_iou: 0.3434, d3.loss_cls: 0.1745, d3.loss_bbox: 0.1388, d3.loss_iou: 0.3425, d4.loss_cls: 0.1718, d4.loss_bbox: 0.1393, d4.loss_iou: 0.3425, dn_loss_cls: 0.0215, dn_loss_bbox: 0.2124, dn_loss_iou: 0.3134, d0.dn_loss_cls: 0.0547, d0.dn_loss_bbox: 0.3238, d0.dn_loss_iou: 0.4290, d1.dn_loss_cls: 0.0308, d1.dn_loss_bbox: 0.2334, d1.dn_loss_iou: 0.3372, d2.dn_loss_cls: 0.0252, d2.dn_loss_bbox: 0.2168, d2.dn_loss_iou: 0.3196, d3.dn_loss_cls: 0.0231, d3.dn_loss_bbox: 0.2126, d3.dn_loss_iou: 0.3141, d4.dn_loss_cls: 0.0221, d4.dn_loss_bbox: 0.2124, d4.dn_loss_iou: 0.3133, loss: 8.4145, grad_norm: 23.3728 2023-11-23 04:19:42,003 - mmdet - INFO - Epoch [11][2350/7330] lr: 1.000e-05, eta: 2:22:22, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2134, interm_loss_bbox: 0.1761, interm_loss_iou: 0.3903, loss_cls: 0.1763, loss_bbox: 0.1443, loss_iou: 0.3390, d0.loss_cls: 0.2272, d0.loss_bbox: 0.1490, d0.loss_iou: 0.3510, d1.loss_cls: 0.1978, d1.loss_bbox: 0.1451, d1.loss_iou: 0.3439, d2.loss_cls: 0.1850, d2.loss_bbox: 0.1435, d2.loss_iou: 0.3399, d3.loss_cls: 0.1788, d3.loss_bbox: 0.1435, d3.loss_iou: 0.3391, d4.loss_cls: 0.1776, d4.loss_bbox: 0.1431, d4.loss_iou: 0.3387, dn_loss_cls: 0.0202, dn_loss_bbox: 0.2161, dn_loss_iou: 0.3074, d0.dn_loss_cls: 0.0546, d0.dn_loss_bbox: 0.3282, d0.dn_loss_iou: 0.4204, d1.dn_loss_cls: 0.0291, d1.dn_loss_bbox: 0.2383, d1.dn_loss_iou: 0.3305, d2.dn_loss_cls: 0.0235, d2.dn_loss_bbox: 0.2205, d2.dn_loss_iou: 0.3130, d3.dn_loss_cls: 0.0218, d3.dn_loss_bbox: 0.2167, d3.dn_loss_iou: 0.3079, d4.dn_loss_cls: 0.0207, d4.dn_loss_bbox: 0.2161, d4.dn_loss_iou: 0.3073, loss: 8.4351, grad_norm: 24.7710 2023-11-23 04:20:16,482 - mmdet - INFO - Epoch [11][2400/7330] lr: 1.000e-05, eta: 2:21:47, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2177, interm_loss_bbox: 0.1759, interm_loss_iou: 0.4172, loss_cls: 0.1844, loss_bbox: 0.1437, loss_iou: 0.3606, d0.loss_cls: 0.2333, d0.loss_bbox: 0.1519, d0.loss_iou: 0.3757, d1.loss_cls: 0.2039, d1.loss_bbox: 0.1482, d1.loss_iou: 0.3671, d2.loss_cls: 0.1924, d2.loss_bbox: 0.1443, d2.loss_iou: 0.3619, d3.loss_cls: 0.1870, d3.loss_bbox: 0.1430, d3.loss_iou: 0.3614, d4.loss_cls: 0.1841, d4.loss_bbox: 0.1439, d4.loss_iou: 0.3612, dn_loss_cls: 0.0229, dn_loss_bbox: 0.2304, dn_loss_iou: 0.3336, d0.dn_loss_cls: 0.0572, d0.dn_loss_bbox: 0.3420, d0.dn_loss_iou: 0.4508, d1.dn_loss_cls: 0.0320, d1.dn_loss_bbox: 0.2553, d1.dn_loss_iou: 0.3587, d2.dn_loss_cls: 0.0262, d2.dn_loss_bbox: 0.2364, d2.dn_loss_iou: 0.3406, d3.dn_loss_cls: 0.0243, d3.dn_loss_bbox: 0.2309, d3.dn_loss_iou: 0.3345, d4.dn_loss_cls: 0.0232, d4.dn_loss_bbox: 0.2304, d4.dn_loss_iou: 0.3336, loss: 8.9220, grad_norm: 23.5781 2023-11-23 04:20:51,181 - mmdet - INFO - Epoch [11][2450/7330] lr: 1.000e-05, eta: 2:21:13, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2189, interm_loss_bbox: 0.1693, interm_loss_iou: 0.3889, loss_cls: 0.1785, loss_bbox: 0.1417, loss_iou: 0.3399, d0.loss_cls: 0.2330, d0.loss_bbox: 0.1455, d0.loss_iou: 0.3488, d1.loss_cls: 0.2003, d1.loss_bbox: 0.1441, d1.loss_iou: 0.3451, d2.loss_cls: 0.1870, d2.loss_bbox: 0.1430, d2.loss_iou: 0.3412, d3.loss_cls: 0.1821, d3.loss_bbox: 0.1418, d3.loss_iou: 0.3397, d4.loss_cls: 0.1792, d4.loss_bbox: 0.1413, d4.loss_iou: 0.3401, dn_loss_cls: 0.0221, dn_loss_bbox: 0.2257, dn_loss_iou: 0.3282, d0.dn_loss_cls: 0.0564, d0.dn_loss_bbox: 0.3377, d0.dn_loss_iou: 0.4435, d1.dn_loss_cls: 0.0315, d1.dn_loss_bbox: 0.2479, d1.dn_loss_iou: 0.3536, d2.dn_loss_cls: 0.0254, d2.dn_loss_bbox: 0.2303, d2.dn_loss_iou: 0.3345, d3.dn_loss_cls: 0.0235, d3.dn_loss_bbox: 0.2263, d3.dn_loss_iou: 0.3289, d4.dn_loss_cls: 0.0225, d4.dn_loss_bbox: 0.2256, d4.dn_loss_iou: 0.3281, loss: 8.6409, grad_norm: 25.1650 2023-11-23 04:21:25,883 - mmdet - INFO - Epoch [11][2500/7330] lr: 1.000e-05, eta: 2:20:38, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2169, interm_loss_bbox: 0.1690, interm_loss_iou: 0.3937, loss_cls: 0.1731, loss_bbox: 0.1419, loss_iou: 0.3501, d0.loss_cls: 0.2285, d0.loss_bbox: 0.1461, d0.loss_iou: 0.3565, d1.loss_cls: 0.1939, d1.loss_bbox: 0.1445, d1.loss_iou: 0.3545, d2.loss_cls: 0.1845, d2.loss_bbox: 0.1410, d2.loss_iou: 0.3493, d3.loss_cls: 0.1767, d3.loss_bbox: 0.1418, d3.loss_iou: 0.3497, d4.loss_cls: 0.1737, d4.loss_bbox: 0.1415, d4.loss_iou: 0.3500, dn_loss_cls: 0.0221, dn_loss_bbox: 0.2157, dn_loss_iou: 0.3153, d0.dn_loss_cls: 0.0568, d0.dn_loss_bbox: 0.3237, d0.dn_loss_iou: 0.4270, d1.dn_loss_cls: 0.0318, d1.dn_loss_bbox: 0.2373, d1.dn_loss_iou: 0.3380, d2.dn_loss_cls: 0.0259, d2.dn_loss_bbox: 0.2203, d2.dn_loss_iou: 0.3214, d3.dn_loss_cls: 0.0238, d3.dn_loss_bbox: 0.2161, d3.dn_loss_iou: 0.3159, d4.dn_loss_cls: 0.0225, d4.dn_loss_bbox: 0.2156, d4.dn_loss_iou: 0.3152, loss: 8.5213, grad_norm: 24.9157 2023-11-23 04:22:00,598 - mmdet - INFO - Epoch [11][2550/7330] lr: 1.000e-05, eta: 2:20:03, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2206, interm_loss_bbox: 0.1705, interm_loss_iou: 0.3968, loss_cls: 0.1782, loss_bbox: 0.1436, loss_iou: 0.3498, d0.loss_cls: 0.2366, d0.loss_bbox: 0.1468, d0.loss_iou: 0.3578, d1.loss_cls: 0.2000, d1.loss_bbox: 0.1470, d1.loss_iou: 0.3543, d2.loss_cls: 0.1901, d2.loss_bbox: 0.1423, d2.loss_iou: 0.3488, d3.loss_cls: 0.1820, d3.loss_bbox: 0.1437, d3.loss_iou: 0.3493, d4.loss_cls: 0.1786, d4.loss_bbox: 0.1440, d4.loss_iou: 0.3500, dn_loss_cls: 0.0218, dn_loss_bbox: 0.2203, dn_loss_iou: 0.3302, d0.dn_loss_cls: 0.0550, d0.dn_loss_bbox: 0.3297, d0.dn_loss_iou: 0.4437, d1.dn_loss_cls: 0.0302, d1.dn_loss_bbox: 0.2418, d1.dn_loss_iou: 0.3531, d2.dn_loss_cls: 0.0247, d2.dn_loss_bbox: 0.2254, d2.dn_loss_iou: 0.3363, d3.dn_loss_cls: 0.0229, d3.dn_loss_bbox: 0.2209, d3.dn_loss_iou: 0.3310, d4.dn_loss_cls: 0.0221, d4.dn_loss_bbox: 0.2203, d4.dn_loss_iou: 0.3301, loss: 8.6903, grad_norm: 24.0681 2023-11-23 04:22:34,952 - mmdet - INFO - Epoch [11][2600/7330] lr: 1.000e-05, eta: 2:19:28, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2117, interm_loss_bbox: 0.1670, interm_loss_iou: 0.4012, loss_cls: 0.1729, loss_bbox: 0.1391, loss_iou: 0.3554, d0.loss_cls: 0.2277, d0.loss_bbox: 0.1442, d0.loss_iou: 0.3630, d1.loss_cls: 0.1930, d1.loss_bbox: 0.1430, d1.loss_iou: 0.3615, d2.loss_cls: 0.1818, d2.loss_bbox: 0.1394, d2.loss_iou: 0.3575, d3.loss_cls: 0.1769, d3.loss_bbox: 0.1386, d3.loss_iou: 0.3553, d4.loss_cls: 0.1736, d4.loss_bbox: 0.1389, d4.loss_iou: 0.3550, dn_loss_cls: 0.0222, dn_loss_bbox: 0.2152, dn_loss_iou: 0.3216, d0.dn_loss_cls: 0.0552, d0.dn_loss_bbox: 0.3260, d0.dn_loss_iou: 0.4353, d1.dn_loss_cls: 0.0304, d1.dn_loss_bbox: 0.2381, d1.dn_loss_iou: 0.3452, d2.dn_loss_cls: 0.0249, d2.dn_loss_bbox: 0.2201, d2.dn_loss_iou: 0.3275, d3.dn_loss_cls: 0.0232, d3.dn_loss_bbox: 0.2159, d3.dn_loss_iou: 0.3224, d4.dn_loss_cls: 0.0224, d4.dn_loss_bbox: 0.2152, d4.dn_loss_iou: 0.3215, loss: 8.5789, grad_norm: 23.4437 2023-11-23 04:23:09,555 - mmdet - INFO - Epoch [11][2650/7330] lr: 1.000e-05, eta: 2:18:54, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2199, interm_loss_bbox: 0.1738, interm_loss_iou: 0.3903, loss_cls: 0.1785, loss_bbox: 0.1433, loss_iou: 0.3378, d0.loss_cls: 0.2346, d0.loss_bbox: 0.1496, d0.loss_iou: 0.3516, d1.loss_cls: 0.1994, d1.loss_bbox: 0.1470, d1.loss_iou: 0.3457, d2.loss_cls: 0.1867, d2.loss_bbox: 0.1440, d2.loss_iou: 0.3410, d3.loss_cls: 0.1824, d3.loss_bbox: 0.1429, d3.loss_iou: 0.3379, d4.loss_cls: 0.1796, d4.loss_bbox: 0.1427, d4.loss_iou: 0.3371, dn_loss_cls: 0.0227, dn_loss_bbox: 0.2251, dn_loss_iou: 0.3240, d0.dn_loss_cls: 0.0550, d0.dn_loss_bbox: 0.3425, d0.dn_loss_iou: 0.4406, d1.dn_loss_cls: 0.0309, d1.dn_loss_bbox: 0.2482, d1.dn_loss_iou: 0.3483, d2.dn_loss_cls: 0.0254, d2.dn_loss_bbox: 0.2306, d2.dn_loss_iou: 0.3307, d3.dn_loss_cls: 0.0239, d3.dn_loss_bbox: 0.2257, d3.dn_loss_iou: 0.3249, d4.dn_loss_cls: 0.0229, d4.dn_loss_bbox: 0.2251, d4.dn_loss_iou: 0.3239, loss: 8.6360, grad_norm: 22.8834 2023-11-23 04:23:44,285 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-23 04:23:44,285 - mmdet - INFO - Epoch [11][2700/7330] lr: 1.000e-05, eta: 2:18:19, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2148, interm_loss_bbox: 0.1710, interm_loss_iou: 0.3916, loss_cls: 0.1735, loss_bbox: 0.1359, loss_iou: 0.3398, d0.loss_cls: 0.2255, d0.loss_bbox: 0.1432, d0.loss_iou: 0.3509, d1.loss_cls: 0.1939, d1.loss_bbox: 0.1405, d1.loss_iou: 0.3500, d2.loss_cls: 0.1829, d2.loss_bbox: 0.1363, d2.loss_iou: 0.3421, d3.loss_cls: 0.1771, d3.loss_bbox: 0.1366, d3.loss_iou: 0.3402, d4.loss_cls: 0.1748, d4.loss_bbox: 0.1356, d4.loss_iou: 0.3397, dn_loss_cls: 0.0214, dn_loss_bbox: 0.1989, dn_loss_iou: 0.3075, d0.dn_loss_cls: 0.0563, d0.dn_loss_bbox: 0.3068, d0.dn_loss_iou: 0.4225, d1.dn_loss_cls: 0.0309, d1.dn_loss_bbox: 0.2191, d1.dn_loss_iou: 0.3311, d2.dn_loss_cls: 0.0250, d2.dn_loss_bbox: 0.2032, d2.dn_loss_iou: 0.3137, d3.dn_loss_cls: 0.0229, d3.dn_loss_bbox: 0.1993, d3.dn_loss_iou: 0.3082, d4.dn_loss_cls: 0.0218, d4.dn_loss_bbox: 0.1988, d4.dn_loss_iou: 0.3074, loss: 8.2908, grad_norm: 26.3252 2023-11-23 04:24:19,305 - mmdet - INFO - Epoch [11][2750/7330] lr: 1.000e-05, eta: 2:17:44, time: 0.701, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2183, interm_loss_bbox: 0.1723, interm_loss_iou: 0.3968, loss_cls: 0.1765, loss_bbox: 0.1404, loss_iou: 0.3452, d0.loss_cls: 0.2351, d0.loss_bbox: 0.1438, d0.loss_iou: 0.3552, d1.loss_cls: 0.2010, d1.loss_bbox: 0.1399, d1.loss_iou: 0.3474, d2.loss_cls: 0.1848, d2.loss_bbox: 0.1412, d2.loss_iou: 0.3463, d3.loss_cls: 0.1794, d3.loss_bbox: 0.1401, d3.loss_iou: 0.3458, d4.loss_cls: 0.1768, d4.loss_bbox: 0.1405, d4.loss_iou: 0.3455, dn_loss_cls: 0.0235, dn_loss_bbox: 0.2255, dn_loss_iou: 0.3264, d0.dn_loss_cls: 0.0575, d0.dn_loss_bbox: 0.3409, d0.dn_loss_iou: 0.4459, d1.dn_loss_cls: 0.0329, d1.dn_loss_bbox: 0.2481, d1.dn_loss_iou: 0.3506, d2.dn_loss_cls: 0.0269, d2.dn_loss_bbox: 0.2305, d2.dn_loss_iou: 0.3325, d3.dn_loss_cls: 0.0251, d3.dn_loss_bbox: 0.2259, d3.dn_loss_iou: 0.3271, d4.dn_loss_cls: 0.0239, d4.dn_loss_bbox: 0.2255, d4.dn_loss_iou: 0.3263, loss: 8.6671, grad_norm: 25.8269 2023-11-23 04:24:54,108 - mmdet - INFO - Epoch [11][2800/7330] lr: 1.000e-05, eta: 2:17:10, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2220, interm_loss_bbox: 0.1698, interm_loss_iou: 0.3847, loss_cls: 0.1761, loss_bbox: 0.1419, loss_iou: 0.3362, d0.loss_cls: 0.2321, d0.loss_bbox: 0.1488, d0.loss_iou: 0.3501, d1.loss_cls: 0.1995, d1.loss_bbox: 0.1444, d1.loss_iou: 0.3426, d2.loss_cls: 0.1865, d2.loss_bbox: 0.1427, d2.loss_iou: 0.3379, d3.loss_cls: 0.1790, d3.loss_bbox: 0.1427, d3.loss_iou: 0.3376, d4.loss_cls: 0.1765, d4.loss_bbox: 0.1423, d4.loss_iou: 0.3366, dn_loss_cls: 0.0217, dn_loss_bbox: 0.2183, dn_loss_iou: 0.3225, d0.dn_loss_cls: 0.0563, d0.dn_loss_bbox: 0.3312, d0.dn_loss_iou: 0.4393, d1.dn_loss_cls: 0.0315, d1.dn_loss_bbox: 0.2406, d1.dn_loss_iou: 0.3467, d2.dn_loss_cls: 0.0257, d2.dn_loss_bbox: 0.2236, d2.dn_loss_iou: 0.3288, d3.dn_loss_cls: 0.0236, d3.dn_loss_bbox: 0.2189, d3.dn_loss_iou: 0.3233, d4.dn_loss_cls: 0.0223, d4.dn_loss_bbox: 0.2183, d4.dn_loss_iou: 0.3224, loss: 8.5452, grad_norm: 26.3289 2023-11-23 04:25:28,947 - mmdet - INFO - Epoch [11][2850/7330] lr: 1.000e-05, eta: 2:16:35, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2207, interm_loss_bbox: 0.1709, interm_loss_iou: 0.3939, loss_cls: 0.1770, loss_bbox: 0.1413, loss_iou: 0.3440, d0.loss_cls: 0.2337, d0.loss_bbox: 0.1489, d0.loss_iou: 0.3543, d1.loss_cls: 0.1992, d1.loss_bbox: 0.1450, d1.loss_iou: 0.3489, d2.loss_cls: 0.1876, d2.loss_bbox: 0.1418, d2.loss_iou: 0.3447, d3.loss_cls: 0.1815, d3.loss_bbox: 0.1409, d3.loss_iou: 0.3437, d4.loss_cls: 0.1772, d4.loss_bbox: 0.1416, d4.loss_iou: 0.3442, dn_loss_cls: 0.0219, dn_loss_bbox: 0.2165, dn_loss_iou: 0.3192, d0.dn_loss_cls: 0.0560, d0.dn_loss_bbox: 0.3291, d0.dn_loss_iou: 0.4357, d1.dn_loss_cls: 0.0307, d1.dn_loss_bbox: 0.2401, d1.dn_loss_iou: 0.3438, d2.dn_loss_cls: 0.0249, d2.dn_loss_bbox: 0.2216, d2.dn_loss_iou: 0.3250, d3.dn_loss_cls: 0.0231, d3.dn_loss_bbox: 0.2170, d3.dn_loss_iou: 0.3196, d4.dn_loss_cls: 0.0222, d4.dn_loss_bbox: 0.2165, d4.dn_loss_iou: 0.3190, loss: 8.5629, grad_norm: 27.0534 2023-11-23 04:26:03,109 - mmdet - INFO - Epoch [11][2900/7330] lr: 1.000e-05, eta: 2:16:00, time: 0.683, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2186, interm_loss_bbox: 0.1727, interm_loss_iou: 0.3813, loss_cls: 0.1811, loss_bbox: 0.1411, loss_iou: 0.3334, d0.loss_cls: 0.2355, d0.loss_bbox: 0.1479, d0.loss_iou: 0.3415, d1.loss_cls: 0.1997, d1.loss_bbox: 0.1467, d1.loss_iou: 0.3404, d2.loss_cls: 0.1895, d2.loss_bbox: 0.1426, d2.loss_iou: 0.3351, d3.loss_cls: 0.1843, d3.loss_bbox: 0.1414, d3.loss_iou: 0.3334, d4.loss_cls: 0.1815, d4.loss_bbox: 0.1413, d4.loss_iou: 0.3336, dn_loss_cls: 0.0223, dn_loss_bbox: 0.2305, dn_loss_iou: 0.3166, d0.dn_loss_cls: 0.0563, d0.dn_loss_bbox: 0.3448, d0.dn_loss_iou: 0.4339, d1.dn_loss_cls: 0.0313, d1.dn_loss_bbox: 0.2532, d1.dn_loss_iou: 0.3423, d2.dn_loss_cls: 0.0254, d2.dn_loss_bbox: 0.2359, d2.dn_loss_iou: 0.3236, d3.dn_loss_cls: 0.0235, d3.dn_loss_bbox: 0.2309, d3.dn_loss_iou: 0.3175, d4.dn_loss_cls: 0.0225, d4.dn_loss_bbox: 0.2305, d4.dn_loss_iou: 0.3165, loss: 8.5801, grad_norm: 23.5373 2023-11-23 04:26:36,873 - mmdet - INFO - Epoch [11][2950/7330] lr: 1.000e-05, eta: 2:15:25, time: 0.675, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2101, interm_loss_bbox: 0.1761, interm_loss_iou: 0.3779, loss_cls: 0.1703, loss_bbox: 0.1436, loss_iou: 0.3293, d0.loss_cls: 0.2230, d0.loss_bbox: 0.1523, d0.loss_iou: 0.3407, d1.loss_cls: 0.1895, d1.loss_bbox: 0.1476, d1.loss_iou: 0.3367, d2.loss_cls: 0.1806, d2.loss_bbox: 0.1444, d2.loss_iou: 0.3299, d3.loss_cls: 0.1740, d3.loss_bbox: 0.1450, d3.loss_iou: 0.3306, d4.loss_cls: 0.1705, d4.loss_bbox: 0.1441, d4.loss_iou: 0.3306, dn_loss_cls: 0.0200, dn_loss_bbox: 0.2265, dn_loss_iou: 0.3093, d0.dn_loss_cls: 0.0533, d0.dn_loss_bbox: 0.3480, d0.dn_loss_iou: 0.4276, d1.dn_loss_cls: 0.0288, d1.dn_loss_bbox: 0.2492, d1.dn_loss_iou: 0.3337, d2.dn_loss_cls: 0.0233, d2.dn_loss_bbox: 0.2316, d2.dn_loss_iou: 0.3154, d3.dn_loss_cls: 0.0216, d3.dn_loss_bbox: 0.2269, d3.dn_loss_iou: 0.3100, d4.dn_loss_cls: 0.0204, d4.dn_loss_bbox: 0.2265, d4.dn_loss_iou: 0.3092, loss: 8.4276, grad_norm: 24.4434 2023-11-23 04:27:11,867 - mmdet - INFO - Epoch [11][3000/7330] lr: 1.000e-05, eta: 2:14:51, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2103, interm_loss_bbox: 0.1745, interm_loss_iou: 0.3801, loss_cls: 0.1720, loss_bbox: 0.1459, loss_iou: 0.3322, d0.loss_cls: 0.2252, d0.loss_bbox: 0.1497, d0.loss_iou: 0.3443, d1.loss_cls: 0.1929, d1.loss_bbox: 0.1485, d1.loss_iou: 0.3388, d2.loss_cls: 0.1807, d2.loss_bbox: 0.1466, d2.loss_iou: 0.3347, d3.loss_cls: 0.1748, d3.loss_bbox: 0.1462, d3.loss_iou: 0.3337, d4.loss_cls: 0.1719, d4.loss_bbox: 0.1467, d4.loss_iou: 0.3335, dn_loss_cls: 0.0195, dn_loss_bbox: 0.2190, dn_loss_iou: 0.3093, d0.dn_loss_cls: 0.0527, d0.dn_loss_bbox: 0.3332, d0.dn_loss_iou: 0.4239, d1.dn_loss_cls: 0.0283, d1.dn_loss_bbox: 0.2423, d1.dn_loss_iou: 0.3341, d2.dn_loss_cls: 0.0227, d2.dn_loss_bbox: 0.2242, d2.dn_loss_iou: 0.3153, d3.dn_loss_cls: 0.0208, d3.dn_loss_bbox: 0.2195, d3.dn_loss_iou: 0.3100, d4.dn_loss_cls: 0.0198, d4.dn_loss_bbox: 0.2190, d4.dn_loss_iou: 0.3092, loss: 8.4061, grad_norm: 22.7218 2023-11-23 04:27:46,727 - mmdet - INFO - Epoch [11][3050/7330] lr: 1.000e-05, eta: 2:14:16, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2245, interm_loss_bbox: 0.1752, interm_loss_iou: 0.4193, loss_cls: 0.1848, loss_bbox: 0.1428, loss_iou: 0.3699, d0.loss_cls: 0.2380, d0.loss_bbox: 0.1490, d0.loss_iou: 0.3795, d1.loss_cls: 0.2076, d1.loss_bbox: 0.1459, d1.loss_iou: 0.3759, d2.loss_cls: 0.1974, d2.loss_bbox: 0.1418, d2.loss_iou: 0.3693, d3.loss_cls: 0.1899, d3.loss_bbox: 0.1423, d3.loss_iou: 0.3690, d4.loss_cls: 0.1856, d4.loss_bbox: 0.1429, d4.loss_iou: 0.3701, dn_loss_cls: 0.0248, dn_loss_bbox: 0.2183, dn_loss_iou: 0.3303, d0.dn_loss_cls: 0.0587, d0.dn_loss_bbox: 0.3335, d0.dn_loss_iou: 0.4496, d1.dn_loss_cls: 0.0334, d1.dn_loss_bbox: 0.2421, d1.dn_loss_iou: 0.3558, d2.dn_loss_cls: 0.0276, d2.dn_loss_bbox: 0.2241, d2.dn_loss_iou: 0.3368, d3.dn_loss_cls: 0.0260, d3.dn_loss_bbox: 0.2190, d3.dn_loss_iou: 0.3313, d4.dn_loss_cls: 0.0252, d4.dn_loss_bbox: 0.2183, d4.dn_loss_iou: 0.3302, loss: 8.9058, grad_norm: 26.5875 2023-11-23 04:28:21,483 - mmdet - INFO - Epoch [11][3100/7330] lr: 1.000e-05, eta: 2:13:41, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2259, interm_loss_bbox: 0.1718, interm_loss_iou: 0.3825, loss_cls: 0.1808, loss_bbox: 0.1451, loss_iou: 0.3380, d0.loss_cls: 0.2360, d0.loss_bbox: 0.1487, d0.loss_iou: 0.3460, d1.loss_cls: 0.2034, d1.loss_bbox: 0.1455, d1.loss_iou: 0.3407, d2.loss_cls: 0.1929, d2.loss_bbox: 0.1433, d2.loss_iou: 0.3365, d3.loss_cls: 0.1865, d3.loss_bbox: 0.1435, d3.loss_iou: 0.3355, d4.loss_cls: 0.1821, d4.loss_bbox: 0.1447, d4.loss_iou: 0.3376, dn_loss_cls: 0.0229, dn_loss_bbox: 0.2216, dn_loss_iou: 0.3226, d0.dn_loss_cls: 0.0569, d0.dn_loss_bbox: 0.3343, d0.dn_loss_iou: 0.4369, d1.dn_loss_cls: 0.0319, d1.dn_loss_bbox: 0.2452, d1.dn_loss_iou: 0.3467, d2.dn_loss_cls: 0.0259, d2.dn_loss_bbox: 0.2267, d2.dn_loss_iou: 0.3288, d3.dn_loss_cls: 0.0242, d3.dn_loss_bbox: 0.2221, d3.dn_loss_iou: 0.3231, d4.dn_loss_cls: 0.0232, d4.dn_loss_bbox: 0.2216, d4.dn_loss_iou: 0.3225, loss: 8.6041, grad_norm: 24.3347 2023-11-23 04:28:55,555 - mmdet - INFO - Epoch [11][3150/7330] lr: 1.000e-05, eta: 2:13:07, time: 0.681, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2283, interm_loss_bbox: 0.1818, interm_loss_iou: 0.3993, loss_cls: 0.1864, loss_bbox: 0.1485, loss_iou: 0.3488, d0.loss_cls: 0.2422, d0.loss_bbox: 0.1552, d0.loss_iou: 0.3591, d1.loss_cls: 0.2085, d1.loss_bbox: 0.1523, d1.loss_iou: 0.3556, d2.loss_cls: 0.1974, d2.loss_bbox: 0.1488, d2.loss_iou: 0.3498, d3.loss_cls: 0.1917, d3.loss_bbox: 0.1472, d3.loss_iou: 0.3482, d4.loss_cls: 0.1875, d4.loss_bbox: 0.1480, d4.loss_iou: 0.3487, dn_loss_cls: 0.0232, dn_loss_bbox: 0.2347, dn_loss_iou: 0.3146, d0.dn_loss_cls: 0.0563, d0.dn_loss_bbox: 0.3518, d0.dn_loss_iou: 0.4291, d1.dn_loss_cls: 0.0316, d1.dn_loss_bbox: 0.2580, d1.dn_loss_iou: 0.3379, d2.dn_loss_cls: 0.0261, d2.dn_loss_bbox: 0.2400, d2.dn_loss_iou: 0.3206, d3.dn_loss_cls: 0.0244, d3.dn_loss_bbox: 0.2352, d3.dn_loss_iou: 0.3154, d4.dn_loss_cls: 0.0234, d4.dn_loss_bbox: 0.2347, d4.dn_loss_iou: 0.3145, loss: 8.8048, grad_norm: 25.6311 2023-11-23 04:29:30,280 - mmdet - INFO - Epoch [11][3200/7330] lr: 1.000e-05, eta: 2:12:32, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2199, interm_loss_bbox: 0.1743, interm_loss_iou: 0.3865, loss_cls: 0.1751, loss_bbox: 0.1441, loss_iou: 0.3385, d0.loss_cls: 0.2327, d0.loss_bbox: 0.1458, d0.loss_iou: 0.3446, d1.loss_cls: 0.1992, d1.loss_bbox: 0.1435, d1.loss_iou: 0.3406, d2.loss_cls: 0.1853, d2.loss_bbox: 0.1440, d2.loss_iou: 0.3382, d3.loss_cls: 0.1792, d3.loss_bbox: 0.1439, d3.loss_iou: 0.3379, d4.loss_cls: 0.1757, d4.loss_bbox: 0.1447, d4.loss_iou: 0.3385, dn_loss_cls: 0.0236, dn_loss_bbox: 0.2209, dn_loss_iou: 0.3242, d0.dn_loss_cls: 0.0583, d0.dn_loss_bbox: 0.3330, d0.dn_loss_iou: 0.4417, d1.dn_loss_cls: 0.0329, d1.dn_loss_bbox: 0.2446, d1.dn_loss_iou: 0.3492, d2.dn_loss_cls: 0.0266, d2.dn_loss_bbox: 0.2261, d2.dn_loss_iou: 0.3309, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2216, d3.dn_loss_iou: 0.3251, d4.dn_loss_cls: 0.0239, d4.dn_loss_bbox: 0.2210, d4.dn_loss_iou: 0.3241, loss: 8.5847, grad_norm: 22.8503 2023-11-23 04:30:04,695 - mmdet - INFO - Epoch [11][3250/7330] lr: 1.000e-05, eta: 2:11:57, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2160, interm_loss_bbox: 0.1661, interm_loss_iou: 0.3957, loss_cls: 0.1730, loss_bbox: 0.1370, loss_iou: 0.3423, d0.loss_cls: 0.2280, d0.loss_bbox: 0.1430, d0.loss_iou: 0.3559, d1.loss_cls: 0.1931, d1.loss_bbox: 0.1406, d1.loss_iou: 0.3499, d2.loss_cls: 0.1823, d2.loss_bbox: 0.1376, d2.loss_iou: 0.3439, d3.loss_cls: 0.1776, d3.loss_bbox: 0.1360, d3.loss_iou: 0.3420, d4.loss_cls: 0.1737, d4.loss_bbox: 0.1368, d4.loss_iou: 0.3424, dn_loss_cls: 0.0210, dn_loss_bbox: 0.2115, dn_loss_iou: 0.3190, d0.dn_loss_cls: 0.0541, d0.dn_loss_bbox: 0.3215, d0.dn_loss_iou: 0.4358, d1.dn_loss_cls: 0.0304, d1.dn_loss_bbox: 0.2326, d1.dn_loss_iou: 0.3424, d2.dn_loss_cls: 0.0245, d2.dn_loss_bbox: 0.2161, d2.dn_loss_iou: 0.3247, d3.dn_loss_cls: 0.0228, d3.dn_loss_bbox: 0.2120, d3.dn_loss_iou: 0.3198, d4.dn_loss_cls: 0.0215, d4.dn_loss_bbox: 0.2116, d4.dn_loss_iou: 0.3190, loss: 8.4530, grad_norm: 24.1564 2023-11-23 04:30:39,514 - mmdet - INFO - Epoch [11][3300/7330] lr: 1.000e-05, eta: 2:11:22, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2247, interm_loss_bbox: 0.1776, interm_loss_iou: 0.3903, loss_cls: 0.1801, loss_bbox: 0.1498, loss_iou: 0.3402, d0.loss_cls: 0.2362, d0.loss_bbox: 0.1515, d0.loss_iou: 0.3482, d1.loss_cls: 0.2018, d1.loss_bbox: 0.1498, d1.loss_iou: 0.3446, d2.loss_cls: 0.1895, d2.loss_bbox: 0.1495, d2.loss_iou: 0.3409, d3.loss_cls: 0.1856, d3.loss_bbox: 0.1480, d3.loss_iou: 0.3389, d4.loss_cls: 0.1817, d4.loss_bbox: 0.1487, d4.loss_iou: 0.3393, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2386, dn_loss_iou: 0.3187, d0.dn_loss_cls: 0.0584, d0.dn_loss_bbox: 0.3510, d0.dn_loss_iou: 0.4325, d1.dn_loss_cls: 0.0334, d1.dn_loss_bbox: 0.2614, d1.dn_loss_iou: 0.3425, d2.dn_loss_cls: 0.0278, d2.dn_loss_bbox: 0.2435, d2.dn_loss_iou: 0.3248, d3.dn_loss_cls: 0.0259, d3.dn_loss_bbox: 0.2393, d3.dn_loss_iou: 0.3196, d4.dn_loss_cls: 0.0247, d4.dn_loss_bbox: 0.2385, d4.dn_loss_iou: 0.3186, loss: 8.7407, grad_norm: 23.3748 2023-11-23 04:31:13,584 - mmdet - INFO - Epoch [11][3350/7330] lr: 1.000e-05, eta: 2:10:48, time: 0.681, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2151, interm_loss_bbox: 0.1735, interm_loss_iou: 0.3925, loss_cls: 0.1745, loss_bbox: 0.1448, loss_iou: 0.3445, d0.loss_cls: 0.2263, d0.loss_bbox: 0.1512, d0.loss_iou: 0.3567, d1.loss_cls: 0.1956, d1.loss_bbox: 0.1482, d1.loss_iou: 0.3494, d2.loss_cls: 0.1840, d2.loss_bbox: 0.1463, d2.loss_iou: 0.3454, d3.loss_cls: 0.1778, d3.loss_bbox: 0.1449, d3.loss_iou: 0.3453, d4.loss_cls: 0.1745, d4.loss_bbox: 0.1455, d4.loss_iou: 0.3450, dn_loss_cls: 0.0223, dn_loss_bbox: 0.2317, dn_loss_iou: 0.3309, d0.dn_loss_cls: 0.0558, d0.dn_loss_bbox: 0.3403, d0.dn_loss_iou: 0.4465, d1.dn_loss_cls: 0.0317, d1.dn_loss_bbox: 0.2536, d1.dn_loss_iou: 0.3546, d2.dn_loss_cls: 0.0256, d2.dn_loss_bbox: 0.2373, d2.dn_loss_iou: 0.3375, d3.dn_loss_cls: 0.0238, d3.dn_loss_bbox: 0.2324, d3.dn_loss_iou: 0.3318, d4.dn_loss_cls: 0.0227, d4.dn_loss_bbox: 0.2318, d4.dn_loss_iou: 0.3308, loss: 8.7221, grad_norm: 25.5250 2023-11-23 04:31:47,863 - mmdet - INFO - Epoch [11][3400/7330] lr: 1.000e-05, eta: 2:10:13, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2163, interm_loss_bbox: 0.1735, interm_loss_iou: 0.3974, loss_cls: 0.1715, loss_bbox: 0.1441, loss_iou: 0.3477, d0.loss_cls: 0.2299, d0.loss_bbox: 0.1436, d0.loss_iou: 0.3527, d1.loss_cls: 0.1964, d1.loss_bbox: 0.1449, d1.loss_iou: 0.3499, d2.loss_cls: 0.1818, d2.loss_bbox: 0.1435, d2.loss_iou: 0.3472, d3.loss_cls: 0.1764, d3.loss_bbox: 0.1433, d3.loss_iou: 0.3463, d4.loss_cls: 0.1730, d4.loss_bbox: 0.1433, d4.loss_iou: 0.3470, dn_loss_cls: 0.0217, dn_loss_bbox: 0.2172, dn_loss_iou: 0.3190, d0.dn_loss_cls: 0.0570, d0.dn_loss_bbox: 0.3290, d0.dn_loss_iou: 0.4350, d1.dn_loss_cls: 0.0311, d1.dn_loss_bbox: 0.2403, d1.dn_loss_iou: 0.3439, d2.dn_loss_cls: 0.0254, d2.dn_loss_bbox: 0.2228, d2.dn_loss_iou: 0.3255, d3.dn_loss_cls: 0.0235, d3.dn_loss_bbox: 0.2179, d3.dn_loss_iou: 0.3198, d4.dn_loss_cls: 0.0222, d4.dn_loss_bbox: 0.2172, d4.dn_loss_iou: 0.3190, loss: 8.5573, grad_norm: 22.9638 2023-11-23 04:32:22,786 - mmdet - INFO - Epoch [11][3450/7330] lr: 1.000e-05, eta: 2:09:38, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2254, interm_loss_bbox: 0.1759, interm_loss_iou: 0.4029, loss_cls: 0.1816, loss_bbox: 0.1427, loss_iou: 0.3517, d0.loss_cls: 0.2370, d0.loss_bbox: 0.1493, d0.loss_iou: 0.3635, d1.loss_cls: 0.2053, d1.loss_bbox: 0.1454, d1.loss_iou: 0.3547, d2.loss_cls: 0.1926, d2.loss_bbox: 0.1430, d2.loss_iou: 0.3519, d3.loss_cls: 0.1856, d3.loss_bbox: 0.1425, d3.loss_iou: 0.3519, d4.loss_cls: 0.1828, d4.loss_bbox: 0.1425, d4.loss_iou: 0.3512, dn_loss_cls: 0.0241, dn_loss_bbox: 0.2324, dn_loss_iou: 0.3254, d0.dn_loss_cls: 0.0584, d0.dn_loss_bbox: 0.3552, d0.dn_loss_iou: 0.4475, d1.dn_loss_cls: 0.0331, d1.dn_loss_bbox: 0.2577, d1.dn_loss_iou: 0.3517, d2.dn_loss_cls: 0.0272, d2.dn_loss_bbox: 0.2377, d2.dn_loss_iou: 0.3325, d3.dn_loss_cls: 0.0253, d3.dn_loss_bbox: 0.2330, d3.dn_loss_iou: 0.3263, d4.dn_loss_cls: 0.0244, d4.dn_loss_bbox: 0.2324, d4.dn_loss_iou: 0.3254, loss: 8.8293, grad_norm: 25.4192 2023-11-23 04:32:57,343 - mmdet - INFO - Epoch [11][3500/7330] lr: 1.000e-05, eta: 2:09:04, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2156, interm_loss_bbox: 0.1807, interm_loss_iou: 0.3962, loss_cls: 0.1806, loss_bbox: 0.1446, loss_iou: 0.3399, d0.loss_cls: 0.2324, d0.loss_bbox: 0.1522, d0.loss_iou: 0.3543, d1.loss_cls: 0.1991, d1.loss_bbox: 0.1504, d1.loss_iou: 0.3464, d2.loss_cls: 0.1918, d2.loss_bbox: 0.1441, d2.loss_iou: 0.3388, d3.loss_cls: 0.1848, d3.loss_bbox: 0.1442, d3.loss_iou: 0.3396, d4.loss_cls: 0.1815, d4.loss_bbox: 0.1452, d4.loss_iou: 0.3401, dn_loss_cls: 0.0220, dn_loss_bbox: 0.2292, dn_loss_iou: 0.3249, d0.dn_loss_cls: 0.0570, d0.dn_loss_bbox: 0.3485, d0.dn_loss_iou: 0.4447, d1.dn_loss_cls: 0.0310, d1.dn_loss_bbox: 0.2525, d1.dn_loss_iou: 0.3507, d2.dn_loss_cls: 0.0251, d2.dn_loss_bbox: 0.2342, d2.dn_loss_iou: 0.3316, d3.dn_loss_cls: 0.0233, d3.dn_loss_bbox: 0.2298, d3.dn_loss_iou: 0.3259, d4.dn_loss_cls: 0.0224, d4.dn_loss_bbox: 0.2293, d4.dn_loss_iou: 0.3248, loss: 8.7093, grad_norm: 24.7618 2023-11-23 04:33:31,664 - mmdet - INFO - Epoch [11][3550/7330] lr: 1.000e-05, eta: 2:08:29, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2287, interm_loss_bbox: 0.1769, interm_loss_iou: 0.3982, loss_cls: 0.1901, loss_bbox: 0.1427, loss_iou: 0.3471, d0.loss_cls: 0.2407, d0.loss_bbox: 0.1514, d0.loss_iou: 0.3590, d1.loss_cls: 0.2093, d1.loss_bbox: 0.1480, d1.loss_iou: 0.3548, d2.loss_cls: 0.1993, d2.loss_bbox: 0.1445, d2.loss_iou: 0.3500, d3.loss_cls: 0.1942, d3.loss_bbox: 0.1426, d3.loss_iou: 0.3475, d4.loss_cls: 0.1913, d4.loss_bbox: 0.1420, d4.loss_iou: 0.3478, dn_loss_cls: 0.0243, dn_loss_bbox: 0.2259, dn_loss_iou: 0.3263, d0.dn_loss_cls: 0.0594, d0.dn_loss_bbox: 0.3459, d0.dn_loss_iou: 0.4470, d1.dn_loss_cls: 0.0335, d1.dn_loss_bbox: 0.2507, d1.dn_loss_iou: 0.3523, d2.dn_loss_cls: 0.0273, d2.dn_loss_bbox: 0.2311, d2.dn_loss_iou: 0.3331, d3.dn_loss_cls: 0.0257, d3.dn_loss_bbox: 0.2263, d3.dn_loss_iou: 0.3271, d4.dn_loss_cls: 0.0247, d4.dn_loss_bbox: 0.2259, d4.dn_loss_iou: 0.3263, loss: 8.8188, grad_norm: 24.9230 2023-11-23 04:34:06,199 - mmdet - INFO - Epoch [11][3600/7330] lr: 1.000e-05, eta: 2:07:54, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2146, interm_loss_bbox: 0.1736, interm_loss_iou: 0.3879, loss_cls: 0.1750, loss_bbox: 0.1437, loss_iou: 0.3378, d0.loss_cls: 0.2263, d0.loss_bbox: 0.1514, d0.loss_iou: 0.3491, d1.loss_cls: 0.1948, d1.loss_bbox: 0.1479, d1.loss_iou: 0.3435, d2.loss_cls: 0.1839, d2.loss_bbox: 0.1442, d2.loss_iou: 0.3393, d3.loss_cls: 0.1784, d3.loss_bbox: 0.1435, d3.loss_iou: 0.3383, d4.loss_cls: 0.1760, d4.loss_bbox: 0.1428, d4.loss_iou: 0.3379, dn_loss_cls: 0.0216, dn_loss_bbox: 0.2152, dn_loss_iou: 0.3083, d0.dn_loss_cls: 0.0550, d0.dn_loss_bbox: 0.3342, d0.dn_loss_iou: 0.4257, d1.dn_loss_cls: 0.0298, d1.dn_loss_bbox: 0.2398, d1.dn_loss_iou: 0.3336, d2.dn_loss_cls: 0.0243, d2.dn_loss_bbox: 0.2208, d2.dn_loss_iou: 0.3151, d3.dn_loss_cls: 0.0227, d3.dn_loss_bbox: 0.2159, d3.dn_loss_iou: 0.3092, d4.dn_loss_cls: 0.0218, d4.dn_loss_bbox: 0.2152, d4.dn_loss_iou: 0.3082, loss: 8.4463, grad_norm: 25.1925 2023-11-23 04:34:44,869 - mmdet - INFO - Epoch [11][3650/7330] lr: 1.000e-05, eta: 2:07:20, time: 0.773, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2174, interm_loss_bbox: 0.1778, interm_loss_iou: 0.4010, loss_cls: 0.1770, loss_bbox: 0.1485, loss_iou: 0.3549, d0.loss_cls: 0.2334, d0.loss_bbox: 0.1522, d0.loss_iou: 0.3619, d1.loss_cls: 0.1986, d1.loss_bbox: 0.1502, d1.loss_iou: 0.3575, d2.loss_cls: 0.1842, d2.loss_bbox: 0.1493, d2.loss_iou: 0.3573, d3.loss_cls: 0.1788, d3.loss_bbox: 0.1496, d3.loss_iou: 0.3563, d4.loss_cls: 0.1766, d4.loss_bbox: 0.1495, d4.loss_iou: 0.3554, dn_loss_cls: 0.0217, dn_loss_bbox: 0.2332, dn_loss_iou: 0.3241, d0.dn_loss_cls: 0.0553, d0.dn_loss_bbox: 0.3430, d0.dn_loss_iou: 0.4383, d1.dn_loss_cls: 0.0306, d1.dn_loss_bbox: 0.2540, d1.dn_loss_iou: 0.3483, d2.dn_loss_cls: 0.0250, d2.dn_loss_bbox: 0.2376, d2.dn_loss_iou: 0.3305, d3.dn_loss_cls: 0.0232, d3.dn_loss_bbox: 0.2337, d3.dn_loss_iou: 0.3249, d4.dn_loss_cls: 0.0222, d4.dn_loss_bbox: 0.2332, d4.dn_loss_iou: 0.3241, loss: 8.7900, grad_norm: 25.5046 2023-11-23 04:35:19,534 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-23 04:35:19,534 - mmdet - INFO - Epoch [11][3700/7330] lr: 1.000e-05, eta: 2:06:45, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2242, interm_loss_bbox: 0.1830, interm_loss_iou: 0.3883, loss_cls: 0.1848, loss_bbox: 0.1472, loss_iou: 0.3350, d0.loss_cls: 0.2380, d0.loss_bbox: 0.1559, d0.loss_iou: 0.3457, d1.loss_cls: 0.2062, d1.loss_bbox: 0.1522, d1.loss_iou: 0.3400, d2.loss_cls: 0.1941, d2.loss_bbox: 0.1485, d2.loss_iou: 0.3352, d3.loss_cls: 0.1898, d3.loss_bbox: 0.1465, d3.loss_iou: 0.3334, d4.loss_cls: 0.1848, d4.loss_bbox: 0.1475, d4.loss_iou: 0.3354, dn_loss_cls: 0.0230, dn_loss_bbox: 0.2361, dn_loss_iou: 0.3198, d0.dn_loss_cls: 0.0567, d0.dn_loss_bbox: 0.3574, d0.dn_loss_iou: 0.4381, d1.dn_loss_cls: 0.0317, d1.dn_loss_bbox: 0.2598, d1.dn_loss_iou: 0.3450, d2.dn_loss_cls: 0.0260, d2.dn_loss_bbox: 0.2417, d2.dn_loss_iou: 0.3264, d3.dn_loss_cls: 0.0244, d3.dn_loss_bbox: 0.2367, d3.dn_loss_iou: 0.3205, d4.dn_loss_cls: 0.0235, d4.dn_loss_bbox: 0.2360, d4.dn_loss_iou: 0.3197, loss: 8.7386, grad_norm: 24.3024 2023-11-23 04:35:54,557 - mmdet - INFO - Epoch [11][3750/7330] lr: 1.000e-05, eta: 2:06:11, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2142, interm_loss_bbox: 0.1625, interm_loss_iou: 0.3900, loss_cls: 0.1774, loss_bbox: 0.1321, loss_iou: 0.3373, d0.loss_cls: 0.2259, d0.loss_bbox: 0.1390, d0.loss_iou: 0.3521, d1.loss_cls: 0.1965, d1.loss_bbox: 0.1362, d1.loss_iou: 0.3468, d2.loss_cls: 0.1862, d2.loss_bbox: 0.1327, d2.loss_iou: 0.3388, d3.loss_cls: 0.1804, d3.loss_bbox: 0.1316, d3.loss_iou: 0.3379, d4.loss_cls: 0.1779, d4.loss_bbox: 0.1318, d4.loss_iou: 0.3371, dn_loss_cls: 0.0219, dn_loss_bbox: 0.2183, dn_loss_iou: 0.3210, d0.dn_loss_cls: 0.0556, d0.dn_loss_bbox: 0.3284, d0.dn_loss_iou: 0.4334, d1.dn_loss_cls: 0.0310, d1.dn_loss_bbox: 0.2389, d1.dn_loss_iou: 0.3425, d2.dn_loss_cls: 0.0253, d2.dn_loss_bbox: 0.2228, d2.dn_loss_iou: 0.3265, d3.dn_loss_cls: 0.0234, d3.dn_loss_bbox: 0.2187, d3.dn_loss_iou: 0.3217, d4.dn_loss_cls: 0.0224, d4.dn_loss_bbox: 0.2182, d4.dn_loss_iou: 0.3209, loss: 8.4551, grad_norm: 24.1571 2023-11-23 04:36:28,769 - mmdet - INFO - Epoch [11][3800/7330] lr: 1.000e-05, eta: 2:05:36, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2208, interm_loss_bbox: 0.1758, interm_loss_iou: 0.3841, loss_cls: 0.1778, loss_bbox: 0.1476, loss_iou: 0.3354, d0.loss_cls: 0.2325, d0.loss_bbox: 0.1526, d0.loss_iou: 0.3461, d1.loss_cls: 0.1990, d1.loss_bbox: 0.1520, d1.loss_iou: 0.3413, d2.loss_cls: 0.1874, d2.loss_bbox: 0.1486, d2.loss_iou: 0.3369, d3.loss_cls: 0.1835, d3.loss_bbox: 0.1470, d3.loss_iou: 0.3342, d4.loss_cls: 0.1792, d4.loss_bbox: 0.1474, d4.loss_iou: 0.3353, dn_loss_cls: 0.0215, dn_loss_bbox: 0.2237, dn_loss_iou: 0.3106, d0.dn_loss_cls: 0.0549, d0.dn_loss_bbox: 0.3459, d0.dn_loss_iou: 0.4299, d1.dn_loss_cls: 0.0304, d1.dn_loss_bbox: 0.2478, d1.dn_loss_iou: 0.3350, d2.dn_loss_cls: 0.0250, d2.dn_loss_bbox: 0.2288, d2.dn_loss_iou: 0.3165, d3.dn_loss_cls: 0.0232, d3.dn_loss_bbox: 0.2243, d3.dn_loss_iou: 0.3114, d4.dn_loss_cls: 0.0220, d4.dn_loss_bbox: 0.2237, d4.dn_loss_iou: 0.3105, loss: 8.5498, grad_norm: 26.1786 2023-11-23 04:37:03,020 - mmdet - INFO - Epoch [11][3850/7330] lr: 1.000e-05, eta: 2:05:01, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2176, interm_loss_bbox: 0.1701, interm_loss_iou: 0.3789, loss_cls: 0.1755, loss_bbox: 0.1403, loss_iou: 0.3318, d0.loss_cls: 0.2289, d0.loss_bbox: 0.1466, d0.loss_iou: 0.3408, d1.loss_cls: 0.1964, d1.loss_bbox: 0.1435, d1.loss_iou: 0.3351, d2.loss_cls: 0.1858, d2.loss_bbox: 0.1400, d2.loss_iou: 0.3309, d3.loss_cls: 0.1797, d3.loss_bbox: 0.1400, d3.loss_iou: 0.3301, d4.loss_cls: 0.1775, d4.loss_bbox: 0.1393, d4.loss_iou: 0.3308, dn_loss_cls: 0.0216, dn_loss_bbox: 0.2160, dn_loss_iou: 0.3093, d0.dn_loss_cls: 0.0560, d0.dn_loss_bbox: 0.3346, d0.dn_loss_iou: 0.4267, d1.dn_loss_cls: 0.0309, d1.dn_loss_bbox: 0.2419, d1.dn_loss_iou: 0.3355, d2.dn_loss_cls: 0.0250, d2.dn_loss_bbox: 0.2225, d2.dn_loss_iou: 0.3167, d3.dn_loss_cls: 0.0231, d3.dn_loss_bbox: 0.2170, d3.dn_loss_iou: 0.3103, d4.dn_loss_cls: 0.0221, d4.dn_loss_bbox: 0.2160, d4.dn_loss_iou: 0.3093, loss: 8.3943, grad_norm: 24.8918 2023-11-23 04:37:39,838 - mmdet - INFO - Epoch [11][3900/7330] lr: 1.000e-05, eta: 2:04:27, time: 0.736, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2192, interm_loss_bbox: 0.1640, interm_loss_iou: 0.3933, loss_cls: 0.1791, loss_bbox: 0.1347, loss_iou: 0.3449, d0.loss_cls: 0.2318, d0.loss_bbox: 0.1402, d0.loss_iou: 0.3549, d1.loss_cls: 0.1985, d1.loss_bbox: 0.1393, d1.loss_iou: 0.3527, d2.loss_cls: 0.1887, d2.loss_bbox: 0.1340, d2.loss_iou: 0.3457, d3.loss_cls: 0.1827, d3.loss_bbox: 0.1339, d3.loss_iou: 0.3442, d4.loss_cls: 0.1799, d4.loss_bbox: 0.1347, d4.loss_iou: 0.3448, dn_loss_cls: 0.0222, dn_loss_bbox: 0.2089, dn_loss_iou: 0.3176, d0.dn_loss_cls: 0.0570, d0.dn_loss_bbox: 0.3257, d0.dn_loss_iou: 0.4385, d1.dn_loss_cls: 0.0311, d1.dn_loss_bbox: 0.2320, d1.dn_loss_iou: 0.3424, d2.dn_loss_cls: 0.0255, d2.dn_loss_bbox: 0.2144, d2.dn_loss_iou: 0.3239, d3.dn_loss_cls: 0.0236, d3.dn_loss_bbox: 0.2093, d3.dn_loss_iou: 0.3184, d4.dn_loss_cls: 0.0225, d4.dn_loss_bbox: 0.2089, d4.dn_loss_iou: 0.3175, loss: 8.4805, grad_norm: 24.0114 2023-11-23 04:38:14,909 - mmdet - INFO - Epoch [11][3950/7330] lr: 1.000e-05, eta: 2:03:52, time: 0.701, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2206, interm_loss_bbox: 0.1769, interm_loss_iou: 0.3958, loss_cls: 0.1795, loss_bbox: 0.1434, loss_iou: 0.3449, d0.loss_cls: 0.2344, d0.loss_bbox: 0.1504, d0.loss_iou: 0.3578, d1.loss_cls: 0.1998, d1.loss_bbox: 0.1474, d1.loss_iou: 0.3527, d2.loss_cls: 0.1883, d2.loss_bbox: 0.1446, d2.loss_iou: 0.3474, d3.loss_cls: 0.1832, d3.loss_bbox: 0.1434, d3.loss_iou: 0.3448, d4.loss_cls: 0.1799, d4.loss_bbox: 0.1438, d4.loss_iou: 0.3450, dn_loss_cls: 0.0233, dn_loss_bbox: 0.2344, dn_loss_iou: 0.3228, d0.dn_loss_cls: 0.0583, d0.dn_loss_bbox: 0.3566, d0.dn_loss_iou: 0.4427, d1.dn_loss_cls: 0.0331, d1.dn_loss_bbox: 0.2595, d1.dn_loss_iou: 0.3495, d2.dn_loss_cls: 0.0270, d2.dn_loss_bbox: 0.2401, d2.dn_loss_iou: 0.3300, d3.dn_loss_cls: 0.0251, d3.dn_loss_bbox: 0.2350, d3.dn_loss_iou: 0.3237, d4.dn_loss_cls: 0.0238, d4.dn_loss_bbox: 0.2343, d4.dn_loss_iou: 0.3228, loss: 8.7661, grad_norm: 22.7665 2023-11-23 04:38:49,246 - mmdet - INFO - Epoch [11][4000/7330] lr: 1.000e-05, eta: 2:03:17, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2164, interm_loss_bbox: 0.1670, interm_loss_iou: 0.3945, loss_cls: 0.1772, loss_bbox: 0.1353, loss_iou: 0.3451, d0.loss_cls: 0.2266, d0.loss_bbox: 0.1442, d0.loss_iou: 0.3570, d1.loss_cls: 0.1970, d1.loss_bbox: 0.1391, d1.loss_iou: 0.3504, d2.loss_cls: 0.1847, d2.loss_bbox: 0.1364, d2.loss_iou: 0.3477, d3.loss_cls: 0.1801, d3.loss_bbox: 0.1349, d3.loss_iou: 0.3458, d4.loss_cls: 0.1771, d4.loss_bbox: 0.1362, d4.loss_iou: 0.3459, dn_loss_cls: 0.0227, dn_loss_bbox: 0.2175, dn_loss_iou: 0.3235, d0.dn_loss_cls: 0.0572, d0.dn_loss_bbox: 0.3319, d0.dn_loss_iou: 0.4398, d1.dn_loss_cls: 0.0319, d1.dn_loss_bbox: 0.2406, d1.dn_loss_iou: 0.3472, d2.dn_loss_cls: 0.0260, d2.dn_loss_bbox: 0.2227, d2.dn_loss_iou: 0.3294, d3.dn_loss_cls: 0.0242, d3.dn_loss_bbox: 0.2182, d3.dn_loss_iou: 0.3243, d4.dn_loss_cls: 0.0232, d4.dn_loss_bbox: 0.2176, d4.dn_loss_iou: 0.3235, loss: 8.5600, grad_norm: 26.7611 2023-11-23 04:39:25,747 - mmdet - INFO - Epoch [11][4050/7330] lr: 1.000e-05, eta: 2:02:43, time: 0.730, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2231, interm_loss_bbox: 0.1616, interm_loss_iou: 0.4023, loss_cls: 0.1869, loss_bbox: 0.1333, loss_iou: 0.3531, d0.loss_cls: 0.2369, d0.loss_bbox: 0.1395, d0.loss_iou: 0.3638, d1.loss_cls: 0.2066, d1.loss_bbox: 0.1364, d1.loss_iou: 0.3603, d2.loss_cls: 0.1951, d2.loss_bbox: 0.1345, d2.loss_iou: 0.3553, d3.loss_cls: 0.1913, d3.loss_bbox: 0.1327, d3.loss_iou: 0.3525, d4.loss_cls: 0.1878, d4.loss_bbox: 0.1332, d4.loss_iou: 0.3534, dn_loss_cls: 0.0228, dn_loss_bbox: 0.2177, dn_loss_iou: 0.3268, d0.dn_loss_cls: 0.0574, d0.dn_loss_bbox: 0.3316, d0.dn_loss_iou: 0.4427, d1.dn_loss_cls: 0.0326, d1.dn_loss_bbox: 0.2410, d1.dn_loss_iou: 0.3518, d2.dn_loss_cls: 0.0264, d2.dn_loss_bbox: 0.2232, d2.dn_loss_iou: 0.3336, d3.dn_loss_cls: 0.0245, d3.dn_loss_bbox: 0.2183, d3.dn_loss_iou: 0.3278, d4.dn_loss_cls: 0.0234, d4.dn_loss_bbox: 0.2178, d4.dn_loss_iou: 0.3268, loss: 8.6858, grad_norm: 24.2453 2023-11-23 04:40:02,391 - mmdet - INFO - Epoch [11][4100/7330] lr: 1.000e-05, eta: 2:02:08, time: 0.733, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2234, interm_loss_bbox: 0.1755, interm_loss_iou: 0.3930, loss_cls: 0.1823, loss_bbox: 0.1429, loss_iou: 0.3439, d0.loss_cls: 0.2360, d0.loss_bbox: 0.1497, d0.loss_iou: 0.3546, d1.loss_cls: 0.2035, d1.loss_bbox: 0.1453, d1.loss_iou: 0.3482, d2.loss_cls: 0.1920, d2.loss_bbox: 0.1437, d2.loss_iou: 0.3466, d3.loss_cls: 0.1859, d3.loss_bbox: 0.1436, d3.loss_iou: 0.3450, d4.loss_cls: 0.1830, d4.loss_bbox: 0.1434, d4.loss_iou: 0.3442, dn_loss_cls: 0.0231, dn_loss_bbox: 0.2282, dn_loss_iou: 0.3233, d0.dn_loss_cls: 0.0589, d0.dn_loss_bbox: 0.3468, d0.dn_loss_iou: 0.4385, d1.dn_loss_cls: 0.0328, d1.dn_loss_bbox: 0.2536, d1.dn_loss_iou: 0.3479, d2.dn_loss_cls: 0.0267, d2.dn_loss_bbox: 0.2339, d2.dn_loss_iou: 0.3294, d3.dn_loss_cls: 0.0247, d3.dn_loss_bbox: 0.2288, d3.dn_loss_iou: 0.3241, d4.dn_loss_cls: 0.0235, d4.dn_loss_bbox: 0.2283, d4.dn_loss_iou: 0.3233, loss: 8.7214, grad_norm: 23.3058 2023-11-23 04:40:36,802 - mmdet - INFO - Epoch [11][4150/7330] lr: 1.000e-05, eta: 2:01:34, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2217, interm_loss_bbox: 0.1772, interm_loss_iou: 0.4069, loss_cls: 0.1825, loss_bbox: 0.1430, loss_iou: 0.3555, d0.loss_cls: 0.2359, d0.loss_bbox: 0.1485, d0.loss_iou: 0.3653, d1.loss_cls: 0.2036, d1.loss_bbox: 0.1454, d1.loss_iou: 0.3620, d2.loss_cls: 0.1919, d2.loss_bbox: 0.1421, d2.loss_iou: 0.3558, d3.loss_cls: 0.1863, d3.loss_bbox: 0.1417, d3.loss_iou: 0.3555, d4.loss_cls: 0.1831, d4.loss_bbox: 0.1427, d4.loss_iou: 0.3554, dn_loss_cls: 0.0224, dn_loss_bbox: 0.2120, dn_loss_iou: 0.3224, d0.dn_loss_cls: 0.0568, d0.dn_loss_bbox: 0.3257, d0.dn_loss_iou: 0.4396, d1.dn_loss_cls: 0.0312, d1.dn_loss_bbox: 0.2360, d1.dn_loss_iou: 0.3482, d2.dn_loss_cls: 0.0255, d2.dn_loss_bbox: 0.2172, d2.dn_loss_iou: 0.3291, d3.dn_loss_cls: 0.0236, d3.dn_loss_bbox: 0.2126, d3.dn_loss_iou: 0.3232, d4.dn_loss_cls: 0.0227, d4.dn_loss_bbox: 0.2121, d4.dn_loss_iou: 0.3223, loss: 8.6845, grad_norm: 23.9782 2023-11-23 04:41:11,978 - mmdet - INFO - Epoch [11][4200/7330] lr: 1.000e-05, eta: 2:00:59, time: 0.704, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2229, interm_loss_bbox: 0.1710, interm_loss_iou: 0.3764, loss_cls: 0.1802, loss_bbox: 0.1445, loss_iou: 0.3323, d0.loss_cls: 0.2328, d0.loss_bbox: 0.1491, d0.loss_iou: 0.3417, d1.loss_cls: 0.1980, d1.loss_bbox: 0.1486, d1.loss_iou: 0.3387, d2.loss_cls: 0.1867, d2.loss_bbox: 0.1460, d2.loss_iou: 0.3351, d3.loss_cls: 0.1815, d3.loss_bbox: 0.1453, d3.loss_iou: 0.3336, d4.loss_cls: 0.1802, d4.loss_bbox: 0.1447, d4.loss_iou: 0.3324, dn_loss_cls: 0.0216, dn_loss_bbox: 0.2192, dn_loss_iou: 0.3128, d0.dn_loss_cls: 0.0558, d0.dn_loss_bbox: 0.3361, d0.dn_loss_iou: 0.4317, d1.dn_loss_cls: 0.0303, d1.dn_loss_bbox: 0.2438, d1.dn_loss_iou: 0.3389, d2.dn_loss_cls: 0.0247, d2.dn_loss_bbox: 0.2250, d2.dn_loss_iou: 0.3200, d3.dn_loss_cls: 0.0229, d3.dn_loss_bbox: 0.2201, d3.dn_loss_iou: 0.3138, d4.dn_loss_cls: 0.0220, d4.dn_loss_bbox: 0.2193, d4.dn_loss_iou: 0.3127, loss: 8.4927, grad_norm: 24.6859 2023-11-23 04:41:49,798 - mmdet - INFO - Epoch [11][4250/7330] lr: 1.000e-05, eta: 2:00:25, time: 0.756, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2174, interm_loss_bbox: 0.1663, interm_loss_iou: 0.3913, loss_cls: 0.1743, loss_bbox: 0.1396, loss_iou: 0.3464, d0.loss_cls: 0.2274, d0.loss_bbox: 0.1453, d0.loss_iou: 0.3571, d1.loss_cls: 0.1960, d1.loss_bbox: 0.1410, d1.loss_iou: 0.3513, d2.loss_cls: 0.1824, d2.loss_bbox: 0.1411, d2.loss_iou: 0.3479, d3.loss_cls: 0.1776, d3.loss_bbox: 0.1404, d3.loss_iou: 0.3464, d4.loss_cls: 0.1750, d4.loss_bbox: 0.1403, d4.loss_iou: 0.3466, dn_loss_cls: 0.0218, dn_loss_bbox: 0.2154, dn_loss_iou: 0.3207, d0.dn_loss_cls: 0.0555, d0.dn_loss_bbox: 0.3279, d0.dn_loss_iou: 0.4360, d1.dn_loss_cls: 0.0311, d1.dn_loss_bbox: 0.2379, d1.dn_loss_iou: 0.3442, d2.dn_loss_cls: 0.0255, d2.dn_loss_bbox: 0.2207, d2.dn_loss_iou: 0.3268, d3.dn_loss_cls: 0.0235, d3.dn_loss_bbox: 0.2159, d3.dn_loss_iou: 0.3213, d4.dn_loss_cls: 0.0223, d4.dn_loss_bbox: 0.2154, d4.dn_loss_iou: 0.3207, loss: 8.5337, grad_norm: 23.5267 2023-11-23 04:42:24,656 - mmdet - INFO - Epoch [11][4300/7330] lr: 1.000e-05, eta: 1:59:50, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2162, interm_loss_bbox: 0.1786, interm_loss_iou: 0.3892, loss_cls: 0.1755, loss_bbox: 0.1468, loss_iou: 0.3409, d0.loss_cls: 0.2324, d0.loss_bbox: 0.1511, d0.loss_iou: 0.3482, d1.loss_cls: 0.1976, d1.loss_bbox: 0.1482, d1.loss_iou: 0.3443, d2.loss_cls: 0.1836, d2.loss_bbox: 0.1473, d2.loss_iou: 0.3421, d3.loss_cls: 0.1766, d3.loss_bbox: 0.1483, d3.loss_iou: 0.3427, d4.loss_cls: 0.1760, d4.loss_bbox: 0.1465, d4.loss_iou: 0.3408, dn_loss_cls: 0.0214, dn_loss_bbox: 0.2295, dn_loss_iou: 0.3253, d0.dn_loss_cls: 0.0561, d0.dn_loss_bbox: 0.3413, d0.dn_loss_iou: 0.4408, d1.dn_loss_cls: 0.0306, d1.dn_loss_bbox: 0.2514, d1.dn_loss_iou: 0.3487, d2.dn_loss_cls: 0.0247, d2.dn_loss_bbox: 0.2340, d2.dn_loss_iou: 0.3313, d3.dn_loss_cls: 0.0229, d3.dn_loss_bbox: 0.2299, d3.dn_loss_iou: 0.3260, d4.dn_loss_cls: 0.0219, d4.dn_loss_bbox: 0.2295, d4.dn_loss_iou: 0.3252, loss: 8.6630, grad_norm: 24.2023 2023-11-23 04:43:00,183 - mmdet - INFO - Epoch [11][4350/7330] lr: 1.000e-05, eta: 1:59:15, time: 0.710, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2247, interm_loss_bbox: 0.1706, interm_loss_iou: 0.3989, loss_cls: 0.1826, loss_bbox: 0.1435, loss_iou: 0.3492, d0.loss_cls: 0.2358, d0.loss_bbox: 0.1482, d0.loss_iou: 0.3598, d1.loss_cls: 0.2037, d1.loss_bbox: 0.1465, d1.loss_iou: 0.3553, d2.loss_cls: 0.1921, d2.loss_bbox: 0.1442, d2.loss_iou: 0.3506, d3.loss_cls: 0.1858, d3.loss_bbox: 0.1433, d3.loss_iou: 0.3501, d4.loss_cls: 0.1826, d4.loss_bbox: 0.1439, d4.loss_iou: 0.3501, dn_loss_cls: 0.0226, dn_loss_bbox: 0.2189, dn_loss_iou: 0.3279, d0.dn_loss_cls: 0.0561, d0.dn_loss_bbox: 0.3290, d0.dn_loss_iou: 0.4474, d1.dn_loss_cls: 0.0311, d1.dn_loss_bbox: 0.2398, d1.dn_loss_iou: 0.3534, d2.dn_loss_cls: 0.0256, d2.dn_loss_bbox: 0.2238, d2.dn_loss_iou: 0.3345, d3.dn_loss_cls: 0.0237, d3.dn_loss_bbox: 0.2197, d3.dn_loss_iou: 0.3289, d4.dn_loss_cls: 0.0229, d4.dn_loss_bbox: 0.2189, d4.dn_loss_iou: 0.3278, loss: 8.7136, grad_norm: 23.0500 2023-11-23 04:43:34,775 - mmdet - INFO - Epoch [11][4400/7330] lr: 1.000e-05, eta: 1:58:41, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2254, interm_loss_bbox: 0.1715, interm_loss_iou: 0.4044, loss_cls: 0.1861, loss_bbox: 0.1438, loss_iou: 0.3546, d0.loss_cls: 0.2355, d0.loss_bbox: 0.1482, d0.loss_iou: 0.3671, d1.loss_cls: 0.2039, d1.loss_bbox: 0.1477, d1.loss_iou: 0.3612, d2.loss_cls: 0.1951, d2.loss_bbox: 0.1442, d2.loss_iou: 0.3556, d3.loss_cls: 0.1895, d3.loss_bbox: 0.1447, d3.loss_iou: 0.3543, d4.loss_cls: 0.1862, d4.loss_bbox: 0.1446, d4.loss_iou: 0.3544, dn_loss_cls: 0.0223, dn_loss_bbox: 0.2265, dn_loss_iou: 0.3306, d0.dn_loss_cls: 0.0563, d0.dn_loss_bbox: 0.3371, d0.dn_loss_iou: 0.4449, d1.dn_loss_cls: 0.0311, d1.dn_loss_bbox: 0.2474, d1.dn_loss_iou: 0.3542, d2.dn_loss_cls: 0.0253, d2.dn_loss_bbox: 0.2309, d2.dn_loss_iou: 0.3363, d3.dn_loss_cls: 0.0237, d3.dn_loss_bbox: 0.2266, d3.dn_loss_iou: 0.3312, d4.dn_loss_cls: 0.0227, d4.dn_loss_bbox: 0.2265, d4.dn_loss_iou: 0.3305, loss: 8.8224, grad_norm: 25.0821 2023-11-23 04:44:09,480 - mmdet - INFO - Epoch [11][4450/7330] lr: 1.000e-05, eta: 1:58:06, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2226, interm_loss_bbox: 0.1786, interm_loss_iou: 0.3870, loss_cls: 0.1826, loss_bbox: 0.1464, loss_iou: 0.3372, d0.loss_cls: 0.2344, d0.loss_bbox: 0.1536, d0.loss_iou: 0.3475, d1.loss_cls: 0.2031, d1.loss_bbox: 0.1515, d1.loss_iou: 0.3420, d2.loss_cls: 0.1916, d2.loss_bbox: 0.1476, d2.loss_iou: 0.3381, d3.loss_cls: 0.1852, d3.loss_bbox: 0.1471, d3.loss_iou: 0.3380, d4.loss_cls: 0.1828, d4.loss_bbox: 0.1472, d4.loss_iou: 0.3383, dn_loss_cls: 0.0223, dn_loss_bbox: 0.2349, dn_loss_iou: 0.3179, d0.dn_loss_cls: 0.0567, d0.dn_loss_bbox: 0.3570, d0.dn_loss_iou: 0.4384, d1.dn_loss_cls: 0.0317, d1.dn_loss_bbox: 0.2593, d1.dn_loss_iou: 0.3429, d2.dn_loss_cls: 0.0257, d2.dn_loss_bbox: 0.2407, d2.dn_loss_iou: 0.3242, d3.dn_loss_cls: 0.0239, d3.dn_loss_bbox: 0.2357, d3.dn_loss_iou: 0.3187, d4.dn_loss_cls: 0.0228, d4.dn_loss_bbox: 0.2349, d4.dn_loss_iou: 0.3178, loss: 8.7081, grad_norm: 23.9585 2023-11-23 04:44:44,589 - mmdet - INFO - Epoch [11][4500/7330] lr: 1.000e-05, eta: 1:57:31, time: 0.702, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2183, interm_loss_bbox: 0.1673, interm_loss_iou: 0.3867, loss_cls: 0.1793, loss_bbox: 0.1371, loss_iou: 0.3375, d0.loss_cls: 0.2322, d0.loss_bbox: 0.1438, d0.loss_iou: 0.3481, d1.loss_cls: 0.1978, d1.loss_bbox: 0.1420, d1.loss_iou: 0.3428, d2.loss_cls: 0.1888, d2.loss_bbox: 0.1373, d2.loss_iou: 0.3373, d3.loss_cls: 0.1822, d3.loss_bbox: 0.1377, d3.loss_iou: 0.3380, d4.loss_cls: 0.1796, d4.loss_bbox: 0.1369, d4.loss_iou: 0.3377, dn_loss_cls: 0.0219, dn_loss_bbox: 0.2048, dn_loss_iou: 0.3183, d0.dn_loss_cls: 0.0561, d0.dn_loss_bbox: 0.3211, d0.dn_loss_iou: 0.4366, d1.dn_loss_cls: 0.0303, d1.dn_loss_bbox: 0.2302, d1.dn_loss_iou: 0.3434, d2.dn_loss_cls: 0.0250, d2.dn_loss_bbox: 0.2109, d2.dn_loss_iou: 0.3253, d3.dn_loss_cls: 0.0232, d3.dn_loss_bbox: 0.2057, d3.dn_loss_iou: 0.3193, d4.dn_loss_cls: 0.0222, d4.dn_loss_bbox: 0.2048, d4.dn_loss_iou: 0.3183, loss: 8.4259, grad_norm: 24.4938 2023-11-23 04:45:19,277 - mmdet - INFO - Epoch [11][4550/7330] lr: 1.000e-05, eta: 1:56:57, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2284, interm_loss_bbox: 0.1798, interm_loss_iou: 0.3988, loss_cls: 0.1873, loss_bbox: 0.1485, loss_iou: 0.3479, d0.loss_cls: 0.2401, d0.loss_bbox: 0.1557, d0.loss_iou: 0.3599, d1.loss_cls: 0.2082, d1.loss_bbox: 0.1512, d1.loss_iou: 0.3529, d2.loss_cls: 0.1958, d2.loss_bbox: 0.1496, d2.loss_iou: 0.3501, d3.loss_cls: 0.1901, d3.loss_bbox: 0.1500, d3.loss_iou: 0.3498, d4.loss_cls: 0.1873, d4.loss_bbox: 0.1493, d4.loss_iou: 0.3494, dn_loss_cls: 0.0219, dn_loss_bbox: 0.2494, dn_loss_iou: 0.3339, d0.dn_loss_cls: 0.0556, d0.dn_loss_bbox: 0.3668, d0.dn_loss_iou: 0.4510, d1.dn_loss_cls: 0.0309, d1.dn_loss_bbox: 0.2730, d1.dn_loss_iou: 0.3594, d2.dn_loss_cls: 0.0251, d2.dn_loss_bbox: 0.2541, d2.dn_loss_iou: 0.3407, d3.dn_loss_cls: 0.0234, d3.dn_loss_bbox: 0.2498, d3.dn_loss_iou: 0.3348, d4.dn_loss_cls: 0.0223, d4.dn_loss_bbox: 0.2494, d4.dn_loss_iou: 0.3339, loss: 9.0056, grad_norm: 23.5151 2023-11-23 04:45:53,927 - mmdet - INFO - Epoch [11][4600/7330] lr: 1.000e-05, eta: 1:56:22, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2173, interm_loss_bbox: 0.1709, interm_loss_iou: 0.4039, loss_cls: 0.1792, loss_bbox: 0.1405, loss_iou: 0.3521, d0.loss_cls: 0.2310, d0.loss_bbox: 0.1464, d0.loss_iou: 0.3623, d1.loss_cls: 0.1992, d1.loss_bbox: 0.1432, d1.loss_iou: 0.3575, d2.loss_cls: 0.1873, d2.loss_bbox: 0.1413, d2.loss_iou: 0.3538, d3.loss_cls: 0.1825, d3.loss_bbox: 0.1406, d3.loss_iou: 0.3523, d4.loss_cls: 0.1802, d4.loss_bbox: 0.1403, d4.loss_iou: 0.3518, dn_loss_cls: 0.0220, dn_loss_bbox: 0.2269, dn_loss_iou: 0.3261, d0.dn_loss_cls: 0.0568, d0.dn_loss_bbox: 0.3462, d0.dn_loss_iou: 0.4449, d1.dn_loss_cls: 0.0315, d1.dn_loss_bbox: 0.2503, d1.dn_loss_iou: 0.3506, d2.dn_loss_cls: 0.0251, d2.dn_loss_bbox: 0.2325, d2.dn_loss_iou: 0.3322, d3.dn_loss_cls: 0.0235, d3.dn_loss_bbox: 0.2276, d3.dn_loss_iou: 0.3268, d4.dn_loss_cls: 0.0224, d4.dn_loss_bbox: 0.2269, d4.dn_loss_iou: 0.3260, loss: 8.7317, grad_norm: 24.4921 2023-11-23 04:46:28,841 - mmdet - INFO - Epoch [11][4650/7330] lr: 1.000e-05, eta: 1:55:47, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2202, interm_loss_bbox: 0.1719, interm_loss_iou: 0.3994, loss_cls: 0.1800, loss_bbox: 0.1407, loss_iou: 0.3468, d0.loss_cls: 0.2322, d0.loss_bbox: 0.1475, d0.loss_iou: 0.3606, d1.loss_cls: 0.2002, d1.loss_bbox: 0.1448, d1.loss_iou: 0.3539, d2.loss_cls: 0.1868, d2.loss_bbox: 0.1434, d2.loss_iou: 0.3502, d3.loss_cls: 0.1813, d3.loss_bbox: 0.1428, d3.loss_iou: 0.3490, d4.loss_cls: 0.1814, d4.loss_bbox: 0.1406, d4.loss_iou: 0.3466, dn_loss_cls: 0.0229, dn_loss_bbox: 0.2286, dn_loss_iou: 0.3268, d0.dn_loss_cls: 0.0576, d0.dn_loss_bbox: 0.3476, d0.dn_loss_iou: 0.4451, d1.dn_loss_cls: 0.0319, d1.dn_loss_bbox: 0.2519, d1.dn_loss_iou: 0.3508, d2.dn_loss_cls: 0.0264, d2.dn_loss_bbox: 0.2336, d2.dn_loss_iou: 0.3327, d3.dn_loss_cls: 0.0245, d3.dn_loss_bbox: 0.2292, d3.dn_loss_iou: 0.3275, d4.dn_loss_cls: 0.0233, d4.dn_loss_bbox: 0.2286, d4.dn_loss_iou: 0.3267, loss: 8.7358, grad_norm: 25.2031 2023-11-23 04:47:03,489 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-23 04:47:03,489 - mmdet - INFO - Epoch [11][4700/7330] lr: 1.000e-05, eta: 1:55:13, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2118, interm_loss_bbox: 0.1668, interm_loss_iou: 0.3958, loss_cls: 0.1732, loss_bbox: 0.1371, loss_iou: 0.3467, d0.loss_cls: 0.2271, d0.loss_bbox: 0.1421, d0.loss_iou: 0.3552, d1.loss_cls: 0.1920, d1.loss_bbox: 0.1415, d1.loss_iou: 0.3534, d2.loss_cls: 0.1806, d2.loss_bbox: 0.1404, d2.loss_iou: 0.3508, d3.loss_cls: 0.1765, d3.loss_bbox: 0.1378, d3.loss_iou: 0.3473, d4.loss_cls: 0.1736, d4.loss_bbox: 0.1372, d4.loss_iou: 0.3470, dn_loss_cls: 0.0207, dn_loss_bbox: 0.2127, dn_loss_iou: 0.3119, d0.dn_loss_cls: 0.0543, d0.dn_loss_bbox: 0.3190, d0.dn_loss_iou: 0.4266, d1.dn_loss_cls: 0.0295, d1.dn_loss_bbox: 0.2333, d1.dn_loss_iou: 0.3353, d2.dn_loss_cls: 0.0239, d2.dn_loss_bbox: 0.2175, d2.dn_loss_iou: 0.3181, d3.dn_loss_cls: 0.0220, d3.dn_loss_bbox: 0.2133, d3.dn_loss_iou: 0.3127, d4.dn_loss_cls: 0.0211, d4.dn_loss_bbox: 0.2127, d4.dn_loss_iou: 0.3118, loss: 8.4304, grad_norm: 24.5695 2023-11-23 04:47:38,274 - mmdet - INFO - Epoch [11][4750/7330] lr: 1.000e-05, eta: 1:54:38, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2250, interm_loss_bbox: 0.1756, interm_loss_iou: 0.4036, loss_cls: 0.1827, loss_bbox: 0.1475, loss_iou: 0.3578, d0.loss_cls: 0.2390, d0.loss_bbox: 0.1497, d0.loss_iou: 0.3637, d1.loss_cls: 0.2046, d1.loss_bbox: 0.1499, d1.loss_iou: 0.3609, d2.loss_cls: 0.1924, d2.loss_bbox: 0.1483, d2.loss_iou: 0.3574, d3.loss_cls: 0.1868, d3.loss_bbox: 0.1476, d3.loss_iou: 0.3572, d4.loss_cls: 0.1837, d4.loss_bbox: 0.1473, d4.loss_iou: 0.3572, dn_loss_cls: 0.0238, dn_loss_bbox: 0.2304, dn_loss_iou: 0.3280, d0.dn_loss_cls: 0.0592, d0.dn_loss_bbox: 0.3441, d0.dn_loss_iou: 0.4434, d1.dn_loss_cls: 0.0337, d1.dn_loss_bbox: 0.2552, d1.dn_loss_iou: 0.3527, d2.dn_loss_cls: 0.0275, d2.dn_loss_bbox: 0.2359, d2.dn_loss_iou: 0.3347, d3.dn_loss_cls: 0.0254, d3.dn_loss_bbox: 0.2311, d3.dn_loss_iou: 0.3289, d4.dn_loss_cls: 0.0242, d4.dn_loss_bbox: 0.2304, d4.dn_loss_iou: 0.3279, loss: 8.8742, grad_norm: 25.5050 2023-11-23 04:48:12,911 - mmdet - INFO - Epoch [11][4800/7330] lr: 1.000e-05, eta: 1:54:03, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2122, interm_loss_bbox: 0.1703, interm_loss_iou: 0.3857, loss_cls: 0.1691, loss_bbox: 0.1418, loss_iou: 0.3385, d0.loss_cls: 0.2277, d0.loss_bbox: 0.1445, d0.loss_iou: 0.3458, d1.loss_cls: 0.1924, d1.loss_bbox: 0.1430, d1.loss_iou: 0.3412, d2.loss_cls: 0.1784, d2.loss_bbox: 0.1423, d2.loss_iou: 0.3400, d3.loss_cls: 0.1729, d3.loss_bbox: 0.1412, d3.loss_iou: 0.3384, d4.loss_cls: 0.1697, d4.loss_bbox: 0.1414, d4.loss_iou: 0.3383, dn_loss_cls: 0.0216, dn_loss_bbox: 0.2168, dn_loss_iou: 0.3131, d0.dn_loss_cls: 0.0561, d0.dn_loss_bbox: 0.3237, d0.dn_loss_iou: 0.4238, d1.dn_loss_cls: 0.0310, d1.dn_loss_bbox: 0.2373, d1.dn_loss_iou: 0.3353, d2.dn_loss_cls: 0.0252, d2.dn_loss_bbox: 0.2215, d2.dn_loss_iou: 0.3190, d3.dn_loss_cls: 0.0232, d3.dn_loss_bbox: 0.2174, d3.dn_loss_iou: 0.3137, d4.dn_loss_cls: 0.0220, d4.dn_loss_bbox: 0.2168, d4.dn_loss_iou: 0.3130, loss: 8.4056, grad_norm: 25.0778 2023-11-23 04:48:47,264 - mmdet - INFO - Epoch [11][4850/7330] lr: 1.000e-05, eta: 1:53:28, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2211, interm_loss_bbox: 0.1776, interm_loss_iou: 0.4083, loss_cls: 0.1861, loss_bbox: 0.1407, loss_iou: 0.3539, d0.loss_cls: 0.2377, d0.loss_bbox: 0.1483, d0.loss_iou: 0.3652, d1.loss_cls: 0.2038, d1.loss_bbox: 0.1474, d1.loss_iou: 0.3625, d2.loss_cls: 0.1952, d2.loss_bbox: 0.1423, d2.loss_iou: 0.3551, d3.loss_cls: 0.1897, d3.loss_bbox: 0.1410, d3.loss_iou: 0.3544, d4.loss_cls: 0.1868, d4.loss_bbox: 0.1409, d4.loss_iou: 0.3540, dn_loss_cls: 0.0223, dn_loss_bbox: 0.2224, dn_loss_iou: 0.3275, d0.dn_loss_cls: 0.0555, d0.dn_loss_bbox: 0.3345, d0.dn_loss_iou: 0.4422, d1.dn_loss_cls: 0.0311, d1.dn_loss_bbox: 0.2444, d1.dn_loss_iou: 0.3522, d2.dn_loss_cls: 0.0254, d2.dn_loss_bbox: 0.2277, d2.dn_loss_iou: 0.3340, d3.dn_loss_cls: 0.0237, d3.dn_loss_bbox: 0.2230, d3.dn_loss_iou: 0.3284, d4.dn_loss_cls: 0.0225, d4.dn_loss_bbox: 0.2224, d4.dn_loss_iou: 0.3274, loss: 8.7786, grad_norm: 25.6879 2023-11-23 04:49:21,717 - mmdet - INFO - Epoch [11][4900/7330] lr: 1.000e-05, eta: 1:52:54, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2227, interm_loss_bbox: 0.1726, interm_loss_iou: 0.3944, loss_cls: 0.1792, loss_bbox: 0.1405, loss_iou: 0.3443, d0.loss_cls: 0.2324, d0.loss_bbox: 0.1481, d0.loss_iou: 0.3563, d1.loss_cls: 0.2007, d1.loss_bbox: 0.1449, d1.loss_iou: 0.3497, d2.loss_cls: 0.1895, d2.loss_bbox: 0.1412, d2.loss_iou: 0.3443, d3.loss_cls: 0.1824, d3.loss_bbox: 0.1404, d3.loss_iou: 0.3448, d4.loss_cls: 0.1794, d4.loss_bbox: 0.1409, d4.loss_iou: 0.3445, dn_loss_cls: 0.0227, dn_loss_bbox: 0.2133, dn_loss_iou: 0.3204, d0.dn_loss_cls: 0.0575, d0.dn_loss_bbox: 0.3241, d0.dn_loss_iou: 0.4382, d1.dn_loss_cls: 0.0318, d1.dn_loss_bbox: 0.2341, d1.dn_loss_iou: 0.3451, d2.dn_loss_cls: 0.0258, d2.dn_loss_bbox: 0.2176, d2.dn_loss_iou: 0.3270, d3.dn_loss_cls: 0.0240, d3.dn_loss_bbox: 0.2138, d3.dn_loss_iou: 0.3213, d4.dn_loss_cls: 0.0229, d4.dn_loss_bbox: 0.2133, d4.dn_loss_iou: 0.3204, loss: 8.5663, grad_norm: 25.2597 2023-11-23 04:49:56,187 - mmdet - INFO - Epoch [11][4950/7330] lr: 1.000e-05, eta: 1:52:19, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2186, interm_loss_bbox: 0.1750, interm_loss_iou: 0.3946, loss_cls: 0.1817, loss_bbox: 0.1403, loss_iou: 0.3409, d0.loss_cls: 0.2353, d0.loss_bbox: 0.1457, d0.loss_iou: 0.3512, d1.loss_cls: 0.2037, d1.loss_bbox: 0.1435, d1.loss_iou: 0.3472, d2.loss_cls: 0.1932, d2.loss_bbox: 0.1397, d2.loss_iou: 0.3408, d3.loss_cls: 0.1855, d3.loss_bbox: 0.1402, d3.loss_iou: 0.3413, d4.loss_cls: 0.1820, d4.loss_bbox: 0.1406, d4.loss_iou: 0.3411, dn_loss_cls: 0.0227, dn_loss_bbox: 0.2270, dn_loss_iou: 0.3236, d0.dn_loss_cls: 0.0572, d0.dn_loss_bbox: 0.3416, d0.dn_loss_iou: 0.4419, d1.dn_loss_cls: 0.0319, d1.dn_loss_bbox: 0.2478, d1.dn_loss_iou: 0.3470, d2.dn_loss_cls: 0.0263, d2.dn_loss_bbox: 0.2315, d2.dn_loss_iou: 0.3292, d3.dn_loss_cls: 0.0242, d3.dn_loss_bbox: 0.2274, d3.dn_loss_iou: 0.3242, d4.dn_loss_cls: 0.0230, d4.dn_loss_bbox: 0.2270, d4.dn_loss_iou: 0.3236, loss: 8.6592, grad_norm: 26.3621 2023-11-23 04:50:30,967 - mmdet - INFO - Epoch [11][5000/7330] lr: 1.000e-05, eta: 1:51:44, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2138, interm_loss_bbox: 0.1708, interm_loss_iou: 0.3976, loss_cls: 0.1782, loss_bbox: 0.1400, loss_iou: 0.3484, d0.loss_cls: 0.2288, d0.loss_bbox: 0.1468, d0.loss_iou: 0.3613, d1.loss_cls: 0.1977, d1.loss_bbox: 0.1442, d1.loss_iou: 0.3574, d2.loss_cls: 0.1851, d2.loss_bbox: 0.1424, d2.loss_iou: 0.3515, d3.loss_cls: 0.1823, d3.loss_bbox: 0.1406, d3.loss_iou: 0.3483, d4.loss_cls: 0.1787, d4.loss_bbox: 0.1407, d4.loss_iou: 0.3483, dn_loss_cls: 0.0220, dn_loss_bbox: 0.2229, dn_loss_iou: 0.3296, d0.dn_loss_cls: 0.0561, d0.dn_loss_bbox: 0.3284, d0.dn_loss_iou: 0.4433, d1.dn_loss_cls: 0.0310, d1.dn_loss_bbox: 0.2454, d1.dn_loss_iou: 0.3542, d2.dn_loss_cls: 0.0255, d2.dn_loss_bbox: 0.2286, d2.dn_loss_iou: 0.3365, d3.dn_loss_cls: 0.0235, d3.dn_loss_bbox: 0.2233, d3.dn_loss_iou: 0.3302, d4.dn_loss_cls: 0.0224, d4.dn_loss_bbox: 0.2229, d4.dn_loss_iou: 0.3295, loss: 8.6782, grad_norm: 26.6574 2023-11-23 04:51:05,639 - mmdet - INFO - Epoch [11][5050/7330] lr: 1.000e-05, eta: 1:51:10, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2298, interm_loss_bbox: 0.1831, interm_loss_iou: 0.3779, loss_cls: 0.1894, loss_bbox: 0.1447, loss_iou: 0.3259, d0.loss_cls: 0.2418, d0.loss_bbox: 0.1545, d0.loss_iou: 0.3397, d1.loss_cls: 0.2079, d1.loss_bbox: 0.1516, d1.loss_iou: 0.3350, d2.loss_cls: 0.1995, d2.loss_bbox: 0.1462, d2.loss_iou: 0.3273, d3.loss_cls: 0.1937, d3.loss_bbox: 0.1444, d3.loss_iou: 0.3261, d4.loss_cls: 0.1901, d4.loss_bbox: 0.1448, d4.loss_iou: 0.3258, dn_loss_cls: 0.0232, dn_loss_bbox: 0.2346, dn_loss_iou: 0.3107, d0.dn_loss_cls: 0.0582, d0.dn_loss_bbox: 0.3633, d0.dn_loss_iou: 0.4295, d1.dn_loss_cls: 0.0320, d1.dn_loss_bbox: 0.2624, d1.dn_loss_iou: 0.3359, d2.dn_loss_cls: 0.0263, d2.dn_loss_bbox: 0.2408, d2.dn_loss_iou: 0.3171, d3.dn_loss_cls: 0.0246, d3.dn_loss_bbox: 0.2355, d3.dn_loss_iou: 0.3115, d4.dn_loss_cls: 0.0235, d4.dn_loss_bbox: 0.2346, d4.dn_loss_iou: 0.3107, loss: 8.6537, grad_norm: 24.3693 2023-11-23 04:51:40,528 - mmdet - INFO - Epoch [11][5100/7330] lr: 1.000e-05, eta: 1:50:35, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2201, interm_loss_bbox: 0.1682, interm_loss_iou: 0.3963, loss_cls: 0.1794, loss_bbox: 0.1374, loss_iou: 0.3498, d0.loss_cls: 0.2327, d0.loss_bbox: 0.1433, d0.loss_iou: 0.3563, d1.loss_cls: 0.2024, d1.loss_bbox: 0.1391, d1.loss_iou: 0.3520, d2.loss_cls: 0.1893, d2.loss_bbox: 0.1370, d2.loss_iou: 0.3491, d3.loss_cls: 0.1841, d3.loss_bbox: 0.1366, d3.loss_iou: 0.3479, d4.loss_cls: 0.1800, d4.loss_bbox: 0.1378, d4.loss_iou: 0.3500, dn_loss_cls: 0.0224, dn_loss_bbox: 0.2111, dn_loss_iou: 0.3165, d0.dn_loss_cls: 0.0557, d0.dn_loss_bbox: 0.3229, d0.dn_loss_iou: 0.4316, d1.dn_loss_cls: 0.0314, d1.dn_loss_bbox: 0.2328, d1.dn_loss_iou: 0.3401, d2.dn_loss_cls: 0.0261, d2.dn_loss_bbox: 0.2163, d2.dn_loss_iou: 0.3225, d3.dn_loss_cls: 0.0242, d3.dn_loss_bbox: 0.2117, d3.dn_loss_iou: 0.3173, d4.dn_loss_cls: 0.0230, d4.dn_loss_bbox: 0.2111, d4.dn_loss_iou: 0.3164, loss: 8.5216, grad_norm: 25.0390 2023-11-23 04:52:15,258 - mmdet - INFO - Epoch [11][5150/7330] lr: 1.000e-05, eta: 1:50:00, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2237, interm_loss_bbox: 0.1684, interm_loss_iou: 0.4063, loss_cls: 0.1875, loss_bbox: 0.1377, loss_iou: 0.3552, d0.loss_cls: 0.2356, d0.loss_bbox: 0.1469, d0.loss_iou: 0.3697, d1.loss_cls: 0.2064, d1.loss_bbox: 0.1415, d1.loss_iou: 0.3622, d2.loss_cls: 0.1954, d2.loss_bbox: 0.1400, d2.loss_iou: 0.3579, d3.loss_cls: 0.1899, d3.loss_bbox: 0.1388, d3.loss_iou: 0.3565, d4.loss_cls: 0.1878, d4.loss_bbox: 0.1378, d4.loss_iou: 0.3556, dn_loss_cls: 0.0226, dn_loss_bbox: 0.2097, dn_loss_iou: 0.3158, d0.dn_loss_cls: 0.0567, d0.dn_loss_bbox: 0.3217, d0.dn_loss_iou: 0.4276, d1.dn_loss_cls: 0.0311, d1.dn_loss_bbox: 0.2328, d1.dn_loss_iou: 0.3395, d2.dn_loss_cls: 0.0258, d2.dn_loss_bbox: 0.2153, d2.dn_loss_iou: 0.3223, d3.dn_loss_cls: 0.0239, d3.dn_loss_bbox: 0.2103, d3.dn_loss_iou: 0.3166, d4.dn_loss_cls: 0.0230, d4.dn_loss_bbox: 0.2097, d4.dn_loss_iou: 0.3157, loss: 8.6209, grad_norm: 26.4015 2023-11-23 04:52:50,191 - mmdet - INFO - Epoch [11][5200/7330] lr: 1.000e-05, eta: 1:49:25, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2219, interm_loss_bbox: 0.1664, interm_loss_iou: 0.4043, loss_cls: 0.1812, loss_bbox: 0.1415, loss_iou: 0.3584, d0.loss_cls: 0.2381, d0.loss_bbox: 0.1444, d0.loss_iou: 0.3670, d1.loss_cls: 0.2035, d1.loss_bbox: 0.1435, d1.loss_iou: 0.3632, d2.loss_cls: 0.1918, d2.loss_bbox: 0.1409, d2.loss_iou: 0.3588, d3.loss_cls: 0.1854, d3.loss_bbox: 0.1408, d3.loss_iou: 0.3582, d4.loss_cls: 0.1816, d4.loss_bbox: 0.1413, d4.loss_iou: 0.3587, dn_loss_cls: 0.0250, dn_loss_bbox: 0.2229, dn_loss_iou: 0.3360, d0.dn_loss_cls: 0.0592, d0.dn_loss_bbox: 0.3316, d0.dn_loss_iou: 0.4502, d1.dn_loss_cls: 0.0337, d1.dn_loss_bbox: 0.2450, d1.dn_loss_iou: 0.3605, d2.dn_loss_cls: 0.0281, d2.dn_loss_bbox: 0.2276, d2.dn_loss_iou: 0.3423, d3.dn_loss_cls: 0.0263, d3.dn_loss_bbox: 0.2236, d3.dn_loss_iou: 0.3370, d4.dn_loss_cls: 0.0253, d4.dn_loss_bbox: 0.2229, d4.dn_loss_iou: 0.3359, loss: 8.8244, grad_norm: 25.8369 2023-11-23 04:53:24,802 - mmdet - INFO - Epoch [11][5250/7330] lr: 1.000e-05, eta: 1:48:51, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2097, interm_loss_bbox: 0.1728, interm_loss_iou: 0.3934, loss_cls: 0.1713, loss_bbox: 0.1430, loss_iou: 0.3427, d0.loss_cls: 0.2243, d0.loss_bbox: 0.1482, d0.loss_iou: 0.3534, d1.loss_cls: 0.1914, d1.loss_bbox: 0.1450, d1.loss_iou: 0.3473, d2.loss_cls: 0.1807, d2.loss_bbox: 0.1439, d2.loss_iou: 0.3435, d3.loss_cls: 0.1762, d3.loss_bbox: 0.1428, d3.loss_iou: 0.3416, d4.loss_cls: 0.1730, d4.loss_bbox: 0.1427, d4.loss_iou: 0.3421, dn_loss_cls: 0.0212, dn_loss_bbox: 0.2209, dn_loss_iou: 0.3150, d0.dn_loss_cls: 0.0544, d0.dn_loss_bbox: 0.3370, d0.dn_loss_iou: 0.4312, d1.dn_loss_cls: 0.0298, d1.dn_loss_bbox: 0.2449, d1.dn_loss_iou: 0.3402, d2.dn_loss_cls: 0.0244, d2.dn_loss_bbox: 0.2264, d2.dn_loss_iou: 0.3217, d3.dn_loss_cls: 0.0226, d3.dn_loss_bbox: 0.2216, d3.dn_loss_iou: 0.3158, d4.dn_loss_cls: 0.0215, d4.dn_loss_bbox: 0.2209, d4.dn_loss_iou: 0.3150, loss: 8.5138, grad_norm: 26.8368 2023-11-23 04:53:59,638 - mmdet - INFO - Epoch [11][5300/7330] lr: 1.000e-05, eta: 1:48:16, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2256, interm_loss_bbox: 0.1781, interm_loss_iou: 0.3979, loss_cls: 0.1867, loss_bbox: 0.1487, loss_iou: 0.3457, d0.loss_cls: 0.2415, d0.loss_bbox: 0.1554, d0.loss_iou: 0.3585, d1.loss_cls: 0.2074, d1.loss_bbox: 0.1528, d1.loss_iou: 0.3515, d2.loss_cls: 0.1950, d2.loss_bbox: 0.1508, d2.loss_iou: 0.3478, d3.loss_cls: 0.1901, d3.loss_bbox: 0.1490, d3.loss_iou: 0.3464, d4.loss_cls: 0.1863, d4.loss_bbox: 0.1492, d4.loss_iou: 0.3467, dn_loss_cls: 0.0230, dn_loss_bbox: 0.2336, dn_loss_iou: 0.3266, d0.dn_loss_cls: 0.0581, d0.dn_loss_bbox: 0.3464, d0.dn_loss_iou: 0.4473, d1.dn_loss_cls: 0.0328, d1.dn_loss_bbox: 0.2565, d1.dn_loss_iou: 0.3528, d2.dn_loss_cls: 0.0265, d2.dn_loss_bbox: 0.2390, d2.dn_loss_iou: 0.3338, d3.dn_loss_cls: 0.0244, d3.dn_loss_bbox: 0.2343, d3.dn_loss_iou: 0.3276, d4.dn_loss_cls: 0.0234, d4.dn_loss_bbox: 0.2336, d4.dn_loss_iou: 0.3266, loss: 8.8577, grad_norm: 24.3941 2023-11-23 04:54:37,462 - mmdet - INFO - Epoch [11][5350/7330] lr: 1.000e-05, eta: 1:47:42, time: 0.757, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2245, interm_loss_bbox: 0.1758, interm_loss_iou: 0.4008, loss_cls: 0.1848, loss_bbox: 0.1471, loss_iou: 0.3542, d0.loss_cls: 0.2405, d0.loss_bbox: 0.1513, d0.loss_iou: 0.3632, d1.loss_cls: 0.2071, d1.loss_bbox: 0.1495, d1.loss_iou: 0.3595, d2.loss_cls: 0.1934, d2.loss_bbox: 0.1485, d2.loss_iou: 0.3554, d3.loss_cls: 0.1895, d3.loss_bbox: 0.1461, d3.loss_iou: 0.3528, d4.loss_cls: 0.1859, d4.loss_bbox: 0.1469, d4.loss_iou: 0.3541, dn_loss_cls: 0.0221, dn_loss_bbox: 0.2260, dn_loss_iou: 0.3277, d0.dn_loss_cls: 0.0555, d0.dn_loss_bbox: 0.3386, d0.dn_loss_iou: 0.4443, d1.dn_loss_cls: 0.0306, d1.dn_loss_bbox: 0.2506, d1.dn_loss_iou: 0.3536, d2.dn_loss_cls: 0.0252, d2.dn_loss_bbox: 0.2317, d2.dn_loss_iou: 0.3344, d3.dn_loss_cls: 0.0235, d3.dn_loss_bbox: 0.2266, d3.dn_loss_iou: 0.3285, d4.dn_loss_cls: 0.0226, d4.dn_loss_bbox: 0.2259, d4.dn_loss_iou: 0.3277, loss: 8.8258, grad_norm: 23.9337 2023-11-23 04:55:12,041 - mmdet - INFO - Epoch [11][5400/7330] lr: 1.000e-05, eta: 1:47:07, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2245, interm_loss_bbox: 0.1810, interm_loss_iou: 0.3874, loss_cls: 0.1833, loss_bbox: 0.1502, loss_iou: 0.3410, d0.loss_cls: 0.2396, d0.loss_bbox: 0.1543, d0.loss_iou: 0.3465, d1.loss_cls: 0.2053, d1.loss_bbox: 0.1530, d1.loss_iou: 0.3448, d2.loss_cls: 0.1927, d2.loss_bbox: 0.1514, d2.loss_iou: 0.3427, d3.loss_cls: 0.1872, d3.loss_bbox: 0.1492, d3.loss_iou: 0.3408, d4.loss_cls: 0.1841, d4.loss_bbox: 0.1495, d4.loss_iou: 0.3413, dn_loss_cls: 0.0231, dn_loss_bbox: 0.2319, dn_loss_iou: 0.3132, d0.dn_loss_cls: 0.0582, d0.dn_loss_bbox: 0.3476, d0.dn_loss_iou: 0.4261, d1.dn_loss_cls: 0.0324, d1.dn_loss_bbox: 0.2554, d1.dn_loss_iou: 0.3371, d2.dn_loss_cls: 0.0267, d2.dn_loss_bbox: 0.2371, d2.dn_loss_iou: 0.3197, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2324, d3.dn_loss_iou: 0.3138, d4.dn_loss_cls: 0.0237, d4.dn_loss_bbox: 0.2320, d4.dn_loss_iou: 0.3132, loss: 8.6982, grad_norm: 25.3816 2023-11-23 04:55:46,580 - mmdet - INFO - Epoch [11][5450/7330] lr: 1.000e-05, eta: 1:46:32, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2110, interm_loss_bbox: 0.1753, interm_loss_iou: 0.3864, loss_cls: 0.1670, loss_bbox: 0.1471, loss_iou: 0.3366, d0.loss_cls: 0.2221, d0.loss_bbox: 0.1515, d0.loss_iou: 0.3468, d1.loss_cls: 0.1879, d1.loss_bbox: 0.1493, d1.loss_iou: 0.3426, d2.loss_cls: 0.1758, d2.loss_bbox: 0.1473, d2.loss_iou: 0.3376, d3.loss_cls: 0.1708, d3.loss_bbox: 0.1461, d3.loss_iou: 0.3363, d4.loss_cls: 0.1687, d4.loss_bbox: 0.1462, d4.loss_iou: 0.3356, dn_loss_cls: 0.0226, dn_loss_bbox: 0.2202, dn_loss_iou: 0.3158, d0.dn_loss_cls: 0.0570, d0.dn_loss_bbox: 0.3408, d0.dn_loss_iou: 0.4375, d1.dn_loss_cls: 0.0315, d1.dn_loss_bbox: 0.2437, d1.dn_loss_iou: 0.3414, d2.dn_loss_cls: 0.0258, d2.dn_loss_bbox: 0.2255, d2.dn_loss_iou: 0.3224, d3.dn_loss_cls: 0.0239, d3.dn_loss_bbox: 0.2207, d3.dn_loss_iou: 0.3164, d4.dn_loss_cls: 0.0230, d4.dn_loss_bbox: 0.2202, d4.dn_loss_iou: 0.3157, loss: 8.4923, grad_norm: 27.2103 2023-11-23 04:56:21,100 - mmdet - INFO - Epoch [11][5500/7330] lr: 1.000e-05, eta: 1:45:58, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2193, interm_loss_bbox: 0.1724, interm_loss_iou: 0.3888, loss_cls: 0.1792, loss_bbox: 0.1413, loss_iou: 0.3402, d0.loss_cls: 0.2329, d0.loss_bbox: 0.1480, d0.loss_iou: 0.3514, d1.loss_cls: 0.2002, d1.loss_bbox: 0.1461, d1.loss_iou: 0.3483, d2.loss_cls: 0.1887, d2.loss_bbox: 0.1422, d2.loss_iou: 0.3414, d3.loss_cls: 0.1834, d3.loss_bbox: 0.1417, d3.loss_iou: 0.3400, d4.loss_cls: 0.1804, d4.loss_bbox: 0.1411, d4.loss_iou: 0.3400, dn_loss_cls: 0.0217, dn_loss_bbox: 0.2103, dn_loss_iou: 0.3119, d0.dn_loss_cls: 0.0568, d0.dn_loss_bbox: 0.3279, d0.dn_loss_iou: 0.4301, d1.dn_loss_cls: 0.0315, d1.dn_loss_bbox: 0.2345, d1.dn_loss_iou: 0.3365, d2.dn_loss_cls: 0.0253, d2.dn_loss_bbox: 0.2159, d2.dn_loss_iou: 0.3184, d3.dn_loss_cls: 0.0235, d3.dn_loss_bbox: 0.2109, d3.dn_loss_iou: 0.3128, d4.dn_loss_cls: 0.0223, d4.dn_loss_bbox: 0.2103, d4.dn_loss_iou: 0.3118, loss: 8.4792, grad_norm: 24.5054 2023-11-23 04:56:56,054 - mmdet - INFO - Epoch [11][5550/7330] lr: 1.000e-05, eta: 1:45:23, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2126, interm_loss_bbox: 0.1737, interm_loss_iou: 0.3760, loss_cls: 0.1715, loss_bbox: 0.1404, loss_iou: 0.3257, d0.loss_cls: 0.2258, d0.loss_bbox: 0.1473, d0.loss_iou: 0.3359, d1.loss_cls: 0.1914, d1.loss_bbox: 0.1442, d1.loss_iou: 0.3325, d2.loss_cls: 0.1804, d2.loss_bbox: 0.1413, d2.loss_iou: 0.3273, d3.loss_cls: 0.1750, d3.loss_bbox: 0.1403, d3.loss_iou: 0.3261, d4.loss_cls: 0.1720, d4.loss_bbox: 0.1404, d4.loss_iou: 0.3255, dn_loss_cls: 0.0216, dn_loss_bbox: 0.2219, dn_loss_iou: 0.3131, d0.dn_loss_cls: 0.0545, d0.dn_loss_bbox: 0.3386, d0.dn_loss_iou: 0.4325, d1.dn_loss_cls: 0.0305, d1.dn_loss_bbox: 0.2454, d1.dn_loss_iou: 0.3388, d2.dn_loss_cls: 0.0247, d2.dn_loss_bbox: 0.2270, d2.dn_loss_iou: 0.3198, d3.dn_loss_cls: 0.0228, d3.dn_loss_bbox: 0.2224, d3.dn_loss_iou: 0.3138, d4.dn_loss_cls: 0.0219, d4.dn_loss_bbox: 0.2220, d4.dn_loss_iou: 0.3130, loss: 8.3894, grad_norm: 24.7796 2023-11-23 04:57:31,068 - mmdet - INFO - Epoch [11][5600/7330] lr: 1.000e-05, eta: 1:44:48, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2194, interm_loss_bbox: 0.1730, interm_loss_iou: 0.3760, loss_cls: 0.1754, loss_bbox: 0.1421, loss_iou: 0.3317, d0.loss_cls: 0.2326, d0.loss_bbox: 0.1486, d0.loss_iou: 0.3421, d1.loss_cls: 0.1953, d1.loss_bbox: 0.1469, d1.loss_iou: 0.3388, d2.loss_cls: 0.1835, d2.loss_bbox: 0.1440, d2.loss_iou: 0.3344, d3.loss_cls: 0.1783, d3.loss_bbox: 0.1426, d3.loss_iou: 0.3325, d4.loss_cls: 0.1759, d4.loss_bbox: 0.1425, d4.loss_iou: 0.3322, dn_loss_cls: 0.0225, dn_loss_bbox: 0.2234, dn_loss_iou: 0.3148, d0.dn_loss_cls: 0.0578, d0.dn_loss_bbox: 0.3417, d0.dn_loss_iou: 0.4322, d1.dn_loss_cls: 0.0319, d1.dn_loss_bbox: 0.2459, d1.dn_loss_iou: 0.3392, d2.dn_loss_cls: 0.0259, d2.dn_loss_bbox: 0.2286, d2.dn_loss_iou: 0.3206, d3.dn_loss_cls: 0.0240, d3.dn_loss_bbox: 0.2240, d3.dn_loss_iou: 0.3154, d4.dn_loss_cls: 0.0231, d4.dn_loss_bbox: 0.2234, d4.dn_loss_iou: 0.3147, loss: 8.4970, grad_norm: 26.4207 2023-11-23 04:58:05,468 - mmdet - INFO - Epoch [11][5650/7330] lr: 1.000e-05, eta: 1:44:13, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2198, interm_loss_bbox: 0.1807, interm_loss_iou: 0.3914, loss_cls: 0.1797, loss_bbox: 0.1496, loss_iou: 0.3387, d0.loss_cls: 0.2346, d0.loss_bbox: 0.1542, d0.loss_iou: 0.3525, d1.loss_cls: 0.2003, d1.loss_bbox: 0.1533, d1.loss_iou: 0.3467, d2.loss_cls: 0.1888, d2.loss_bbox: 0.1504, d2.loss_iou: 0.3408, d3.loss_cls: 0.1827, d3.loss_bbox: 0.1501, d3.loss_iou: 0.3395, d4.loss_cls: 0.1799, d4.loss_bbox: 0.1502, d4.loss_iou: 0.3392, dn_loss_cls: 0.0213, dn_loss_bbox: 0.2330, dn_loss_iou: 0.3176, d0.dn_loss_cls: 0.0558, d0.dn_loss_bbox: 0.3478, d0.dn_loss_iou: 0.4342, d1.dn_loss_cls: 0.0305, d1.dn_loss_bbox: 0.2569, d1.dn_loss_iou: 0.3423, d2.dn_loss_cls: 0.0249, d2.dn_loss_bbox: 0.2378, d2.dn_loss_iou: 0.3237, d3.dn_loss_cls: 0.0228, d3.dn_loss_bbox: 0.2337, d3.dn_loss_iou: 0.3184, d4.dn_loss_cls: 0.0218, d4.dn_loss_bbox: 0.2330, d4.dn_loss_iou: 0.3175, loss: 8.6961, grad_norm: 25.3786 2023-11-23 04:58:40,117 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-23 04:58:40,117 - mmdet - INFO - Epoch [11][5700/7330] lr: 1.000e-05, eta: 1:43:39, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2202, interm_loss_bbox: 0.1721, interm_loss_iou: 0.3942, loss_cls: 0.1840, loss_bbox: 0.1418, loss_iou: 0.3458, d0.loss_cls: 0.2418, d0.loss_bbox: 0.1456, d0.loss_iou: 0.3502, d1.loss_cls: 0.2033, d1.loss_bbox: 0.1455, d1.loss_iou: 0.3530, d2.loss_cls: 0.1913, d2.loss_bbox: 0.1446, d2.loss_iou: 0.3488, d3.loss_cls: 0.1871, d3.loss_bbox: 0.1430, d3.loss_iou: 0.3464, d4.loss_cls: 0.1855, d4.loss_bbox: 0.1414, d4.loss_iou: 0.3454, dn_loss_cls: 0.0232, dn_loss_bbox: 0.2228, dn_loss_iou: 0.3196, d0.dn_loss_cls: 0.0568, d0.dn_loss_bbox: 0.3317, d0.dn_loss_iou: 0.4352, d1.dn_loss_cls: 0.0314, d1.dn_loss_bbox: 0.2439, d1.dn_loss_iou: 0.3433, d2.dn_loss_cls: 0.0258, d2.dn_loss_bbox: 0.2278, d2.dn_loss_iou: 0.3259, d3.dn_loss_cls: 0.0241, d3.dn_loss_bbox: 0.2233, d3.dn_loss_iou: 0.3203, d4.dn_loss_cls: 0.0234, d4.dn_loss_bbox: 0.2228, d4.dn_loss_iou: 0.3195, loss: 8.6519, grad_norm: 24.4912 2023-11-23 04:59:14,160 - mmdet - INFO - Epoch [11][5750/7330] lr: 1.000e-05, eta: 1:43:04, time: 0.681, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2202, interm_loss_bbox: 0.1804, interm_loss_iou: 0.3926, loss_cls: 0.1842, loss_bbox: 0.1469, loss_iou: 0.3411, d0.loss_cls: 0.2405, d0.loss_bbox: 0.1513, d0.loss_iou: 0.3505, d1.loss_cls: 0.2075, d1.loss_bbox: 0.1505, d1.loss_iou: 0.3467, d2.loss_cls: 0.1922, d2.loss_bbox: 0.1495, d2.loss_iou: 0.3442, d3.loss_cls: 0.1858, d3.loss_bbox: 0.1479, d3.loss_iou: 0.3419, d4.loss_cls: 0.1840, d4.loss_bbox: 0.1473, d4.loss_iou: 0.3413, dn_loss_cls: 0.0238, dn_loss_bbox: 0.2215, dn_loss_iou: 0.3210, d0.dn_loss_cls: 0.0574, d0.dn_loss_bbox: 0.3347, d0.dn_loss_iou: 0.4403, d1.dn_loss_cls: 0.0324, d1.dn_loss_bbox: 0.2430, d1.dn_loss_iou: 0.3451, d2.dn_loss_cls: 0.0267, d2.dn_loss_bbox: 0.2260, d2.dn_loss_iou: 0.3272, d3.dn_loss_cls: 0.0250, d3.dn_loss_bbox: 0.2221, d3.dn_loss_iou: 0.3218, d4.dn_loss_cls: 0.0240, d4.dn_loss_bbox: 0.2215, d4.dn_loss_iou: 0.3210, loss: 8.6809, grad_norm: 25.8995 2023-11-23 04:59:53,198 - mmdet - INFO - Epoch [11][5800/7330] lr: 1.000e-05, eta: 1:42:30, time: 0.781, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2153, interm_loss_bbox: 0.1727, interm_loss_iou: 0.3753, loss_cls: 0.1742, loss_bbox: 0.1453, loss_iou: 0.3316, d0.loss_cls: 0.2339, d0.loss_bbox: 0.1461, d0.loss_iou: 0.3377, d1.loss_cls: 0.1956, d1.loss_bbox: 0.1475, d1.loss_iou: 0.3369, d2.loss_cls: 0.1833, d2.loss_bbox: 0.1453, d2.loss_iou: 0.3332, d3.loss_cls: 0.1780, d3.loss_bbox: 0.1447, d3.loss_iou: 0.3310, d4.loss_cls: 0.1748, d4.loss_bbox: 0.1451, d4.loss_iou: 0.3316, dn_loss_cls: 0.0220, dn_loss_bbox: 0.2134, dn_loss_iou: 0.3108, d0.dn_loss_cls: 0.0558, d0.dn_loss_bbox: 0.3237, d0.dn_loss_iou: 0.4273, d1.dn_loss_cls: 0.0306, d1.dn_loss_bbox: 0.2353, d1.dn_loss_iou: 0.3354, d2.dn_loss_cls: 0.0252, d2.dn_loss_bbox: 0.2187, d2.dn_loss_iou: 0.3176, d3.dn_loss_cls: 0.0234, d3.dn_loss_bbox: 0.2141, d3.dn_loss_iou: 0.3118, d4.dn_loss_cls: 0.0223, d4.dn_loss_bbox: 0.2134, d4.dn_loss_iou: 0.3108, loss: 8.3909, grad_norm: 25.6866 2023-11-23 05:00:28,439 - mmdet - INFO - Epoch [11][5850/7330] lr: 1.000e-05, eta: 1:41:55, time: 0.705, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2200, interm_loss_bbox: 0.1810, interm_loss_iou: 0.3890, loss_cls: 0.1801, loss_bbox: 0.1462, loss_iou: 0.3370, d0.loss_cls: 0.2332, d0.loss_bbox: 0.1554, d0.loss_iou: 0.3519, d1.loss_cls: 0.1989, d1.loss_bbox: 0.1539, d1.loss_iou: 0.3468, d2.loss_cls: 0.1880, d2.loss_bbox: 0.1494, d2.loss_iou: 0.3405, d3.loss_cls: 0.1825, d3.loss_bbox: 0.1480, d3.loss_iou: 0.3383, d4.loss_cls: 0.1801, d4.loss_bbox: 0.1470, d4.loss_iou: 0.3372, dn_loss_cls: 0.0231, dn_loss_bbox: 0.2363, dn_loss_iou: 0.3196, d0.dn_loss_cls: 0.0573, d0.dn_loss_bbox: 0.3552, d0.dn_loss_iou: 0.4402, d1.dn_loss_cls: 0.0321, d1.dn_loss_bbox: 0.2601, d1.dn_loss_iou: 0.3441, d2.dn_loss_cls: 0.0265, d2.dn_loss_bbox: 0.2416, d2.dn_loss_iou: 0.3259, d3.dn_loss_cls: 0.0247, d3.dn_loss_bbox: 0.2372, d3.dn_loss_iou: 0.3206, d4.dn_loss_cls: 0.0235, d4.dn_loss_bbox: 0.2362, d4.dn_loss_iou: 0.3195, loss: 8.7282, grad_norm: 26.3923 2023-11-23 05:01:02,928 - mmdet - INFO - Epoch [11][5900/7330] lr: 1.000e-05, eta: 1:41:20, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2186, interm_loss_bbox: 0.1758, interm_loss_iou: 0.4032, loss_cls: 0.1771, loss_bbox: 0.1472, loss_iou: 0.3573, d0.loss_cls: 0.2311, d0.loss_bbox: 0.1495, d0.loss_iou: 0.3634, d1.loss_cls: 0.1976, d1.loss_bbox: 0.1492, d1.loss_iou: 0.3612, d2.loss_cls: 0.1873, d2.loss_bbox: 0.1477, d2.loss_iou: 0.3584, d3.loss_cls: 0.1810, d3.loss_bbox: 0.1461, d3.loss_iou: 0.3574, d4.loss_cls: 0.1776, d4.loss_bbox: 0.1473, d4.loss_iou: 0.3574, dn_loss_cls: 0.0248, dn_loss_bbox: 0.2261, dn_loss_iou: 0.3328, d0.dn_loss_cls: 0.0601, d0.dn_loss_bbox: 0.3398, d0.dn_loss_iou: 0.4521, d1.dn_loss_cls: 0.0344, d1.dn_loss_bbox: 0.2490, d1.dn_loss_iou: 0.3577, d2.dn_loss_cls: 0.0282, d2.dn_loss_bbox: 0.2317, d2.dn_loss_iou: 0.3398, d3.dn_loss_cls: 0.0264, d3.dn_loss_bbox: 0.2268, d3.dn_loss_iou: 0.3337, d4.dn_loss_cls: 0.0253, d4.dn_loss_bbox: 0.2261, d4.dn_loss_iou: 0.3327, loss: 8.8392, grad_norm: 24.3428 2023-11-23 05:01:37,795 - mmdet - INFO - Epoch [11][5950/7330] lr: 1.000e-05, eta: 1:40:46, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2175, interm_loss_bbox: 0.1747, interm_loss_iou: 0.3881, loss_cls: 0.1774, loss_bbox: 0.1435, loss_iou: 0.3411, d0.loss_cls: 0.2296, d0.loss_bbox: 0.1513, d0.loss_iou: 0.3520, d1.loss_cls: 0.2021, d1.loss_bbox: 0.1449, d1.loss_iou: 0.3431, d2.loss_cls: 0.1890, d2.loss_bbox: 0.1427, d2.loss_iou: 0.3399, d3.loss_cls: 0.1815, d3.loss_bbox: 0.1430, d3.loss_iou: 0.3408, d4.loss_cls: 0.1788, d4.loss_bbox: 0.1429, d4.loss_iou: 0.3407, dn_loss_cls: 0.0217, dn_loss_bbox: 0.2267, dn_loss_iou: 0.3115, d0.dn_loss_cls: 0.0567, d0.dn_loss_bbox: 0.3510, d0.dn_loss_iou: 0.4313, d1.dn_loss_cls: 0.0307, d1.dn_loss_bbox: 0.2510, d1.dn_loss_iou: 0.3355, d2.dn_loss_cls: 0.0249, d2.dn_loss_bbox: 0.2326, d2.dn_loss_iou: 0.3180, d3.dn_loss_cls: 0.0229, d3.dn_loss_bbox: 0.2275, d3.dn_loss_iou: 0.3124, d4.dn_loss_cls: 0.0219, d4.dn_loss_bbox: 0.2268, d4.dn_loss_iou: 0.3115, loss: 8.5795, grad_norm: 23.1830 2023-11-23 05:02:12,282 - mmdet - INFO - Epoch [11][6000/7330] lr: 1.000e-05, eta: 1:40:11, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2199, interm_loss_bbox: 0.1676, interm_loss_iou: 0.4014, loss_cls: 0.1805, loss_bbox: 0.1400, loss_iou: 0.3490, d0.loss_cls: 0.2331, d0.loss_bbox: 0.1434, d0.loss_iou: 0.3585, d1.loss_cls: 0.2034, d1.loss_bbox: 0.1401, d1.loss_iou: 0.3533, d2.loss_cls: 0.1926, d2.loss_bbox: 0.1380, d2.loss_iou: 0.3480, d3.loss_cls: 0.1858, d3.loss_bbox: 0.1385, d3.loss_iou: 0.3473, d4.loss_cls: 0.1815, d4.loss_bbox: 0.1396, d4.loss_iou: 0.3491, dn_loss_cls: 0.0234, dn_loss_bbox: 0.2176, dn_loss_iou: 0.3305, d0.dn_loss_cls: 0.0570, d0.dn_loss_bbox: 0.3257, d0.dn_loss_iou: 0.4493, d1.dn_loss_cls: 0.0320, d1.dn_loss_bbox: 0.2396, d1.dn_loss_iou: 0.3553, d2.dn_loss_cls: 0.0265, d2.dn_loss_bbox: 0.2227, d2.dn_loss_iou: 0.3367, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2182, d3.dn_loss_iou: 0.3313, d4.dn_loss_cls: 0.0237, d4.dn_loss_bbox: 0.2177, d4.dn_loss_iou: 0.3305, loss: 8.6732, grad_norm: 24.0318 2023-11-23 05:02:47,041 - mmdet - INFO - Epoch [11][6050/7330] lr: 1.000e-05, eta: 1:39:36, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2248, interm_loss_bbox: 0.1761, interm_loss_iou: 0.3926, loss_cls: 0.1858, loss_bbox: 0.1478, loss_iou: 0.3467, d0.loss_cls: 0.2381, d0.loss_bbox: 0.1524, d0.loss_iou: 0.3565, d1.loss_cls: 0.2076, d1.loss_bbox: 0.1494, d1.loss_iou: 0.3499, d2.loss_cls: 0.1967, d2.loss_bbox: 0.1461, d2.loss_iou: 0.3465, d3.loss_cls: 0.1907, d3.loss_bbox: 0.1457, d3.loss_iou: 0.3453, d4.loss_cls: 0.1872, d4.loss_bbox: 0.1469, d4.loss_iou: 0.3464, dn_loss_cls: 0.0242, dn_loss_bbox: 0.2195, dn_loss_iou: 0.3197, d0.dn_loss_cls: 0.0581, d0.dn_loss_bbox: 0.3328, d0.dn_loss_iou: 0.4327, d1.dn_loss_cls: 0.0322, d1.dn_loss_bbox: 0.2419, d1.dn_loss_iou: 0.3434, d2.dn_loss_cls: 0.0267, d2.dn_loss_bbox: 0.2246, d2.dn_loss_iou: 0.3255, d3.dn_loss_cls: 0.0252, d3.dn_loss_bbox: 0.2200, d3.dn_loss_iou: 0.3204, d4.dn_loss_cls: 0.0245, d4.dn_loss_bbox: 0.2195, d4.dn_loss_iou: 0.3196, loss: 8.6895, grad_norm: 25.9823 2023-11-23 05:03:21,749 - mmdet - INFO - Epoch [11][6100/7330] lr: 1.000e-05, eta: 1:39:02, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2117, interm_loss_bbox: 0.1704, interm_loss_iou: 0.3913, loss_cls: 0.1720, loss_bbox: 0.1421, loss_iou: 0.3462, d0.loss_cls: 0.2249, d0.loss_bbox: 0.1504, d0.loss_iou: 0.3576, d1.loss_cls: 0.1946, d1.loss_bbox: 0.1438, d1.loss_iou: 0.3490, d2.loss_cls: 0.1825, d2.loss_bbox: 0.1412, d2.loss_iou: 0.3447, d3.loss_cls: 0.1764, d3.loss_bbox: 0.1405, d3.loss_iou: 0.3441, d4.loss_cls: 0.1729, d4.loss_bbox: 0.1415, d4.loss_iou: 0.3452, dn_loss_cls: 0.0227, dn_loss_bbox: 0.2235, dn_loss_iou: 0.3161, d0.dn_loss_cls: 0.0567, d0.dn_loss_bbox: 0.3360, d0.dn_loss_iou: 0.4335, d1.dn_loss_cls: 0.0312, d1.dn_loss_bbox: 0.2458, d1.dn_loss_iou: 0.3399, d2.dn_loss_cls: 0.0255, d2.dn_loss_bbox: 0.2282, d2.dn_loss_iou: 0.3223, d3.dn_loss_cls: 0.0240, d3.dn_loss_bbox: 0.2243, d3.dn_loss_iou: 0.3169, d4.dn_loss_cls: 0.0230, d4.dn_loss_bbox: 0.2235, d4.dn_loss_iou: 0.3160, loss: 8.5519, grad_norm: 25.2852 2023-11-23 05:03:56,873 - mmdet - INFO - Epoch [11][6150/7330] lr: 1.000e-05, eta: 1:38:27, time: 0.703, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2219, interm_loss_bbox: 0.1775, interm_loss_iou: 0.3839, loss_cls: 0.1832, loss_bbox: 0.1457, loss_iou: 0.3333, d0.loss_cls: 0.2347, d0.loss_bbox: 0.1539, d0.loss_iou: 0.3457, d1.loss_cls: 0.2043, d1.loss_bbox: 0.1490, d1.loss_iou: 0.3380, d2.loss_cls: 0.1936, d2.loss_bbox: 0.1456, d2.loss_iou: 0.3333, d3.loss_cls: 0.1878, d3.loss_bbox: 0.1437, d3.loss_iou: 0.3321, d4.loss_cls: 0.1842, d4.loss_bbox: 0.1454, d4.loss_iou: 0.3329, dn_loss_cls: 0.0237, dn_loss_bbox: 0.2419, dn_loss_iou: 0.3145, d0.dn_loss_cls: 0.0588, d0.dn_loss_bbox: 0.3648, d0.dn_loss_iou: 0.4350, d1.dn_loss_cls: 0.0328, d1.dn_loss_bbox: 0.2658, d1.dn_loss_iou: 0.3396, d2.dn_loss_cls: 0.0270, d2.dn_loss_bbox: 0.2472, d2.dn_loss_iou: 0.3207, d3.dn_loss_cls: 0.0252, d3.dn_loss_bbox: 0.2423, d3.dn_loss_iou: 0.3152, d4.dn_loss_cls: 0.0241, d4.dn_loss_bbox: 0.2420, d4.dn_loss_iou: 0.3145, loss: 8.7048, grad_norm: 25.1268 2023-11-23 05:04:31,087 - mmdet - INFO - Epoch [11][6200/7330] lr: 1.000e-05, eta: 1:37:52, time: 0.684, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2162, interm_loss_bbox: 0.1764, interm_loss_iou: 0.3884, loss_cls: 0.1787, loss_bbox: 0.1455, loss_iou: 0.3370, d0.loss_cls: 0.2292, d0.loss_bbox: 0.1522, d0.loss_iou: 0.3502, d1.loss_cls: 0.2000, d1.loss_bbox: 0.1480, d1.loss_iou: 0.3422, d2.loss_cls: 0.1888, d2.loss_bbox: 0.1449, d2.loss_iou: 0.3361, d3.loss_cls: 0.1829, d3.loss_bbox: 0.1442, d3.loss_iou: 0.3357, d4.loss_cls: 0.1791, d4.loss_bbox: 0.1459, d4.loss_iou: 0.3370, dn_loss_cls: 0.0203, dn_loss_bbox: 0.2249, dn_loss_iou: 0.3134, d0.dn_loss_cls: 0.0541, d0.dn_loss_bbox: 0.3339, d0.dn_loss_iou: 0.4251, d1.dn_loss_cls: 0.0293, d1.dn_loss_bbox: 0.2458, d1.dn_loss_iou: 0.3371, d2.dn_loss_cls: 0.0235, d2.dn_loss_bbox: 0.2289, d2.dn_loss_iou: 0.3190, d3.dn_loss_cls: 0.0216, d3.dn_loss_bbox: 0.2253, d3.dn_loss_iou: 0.3140, d4.dn_loss_cls: 0.0206, d4.dn_loss_bbox: 0.2249, d4.dn_loss_iou: 0.3134, loss: 8.5337, grad_norm: 24.1607 2023-11-23 05:05:08,921 - mmdet - INFO - Epoch [11][6250/7330] lr: 1.000e-05, eta: 1:37:18, time: 0.757, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2182, interm_loss_bbox: 0.1742, interm_loss_iou: 0.3977, loss_cls: 0.1778, loss_bbox: 0.1455, loss_iou: 0.3515, d0.loss_cls: 0.2304, d0.loss_bbox: 0.1492, d0.loss_iou: 0.3583, d1.loss_cls: 0.1990, d1.loss_bbox: 0.1486, d1.loss_iou: 0.3557, d2.loss_cls: 0.1884, d2.loss_bbox: 0.1453, d2.loss_iou: 0.3516, d3.loss_cls: 0.1820, d3.loss_bbox: 0.1447, d3.loss_iou: 0.3511, d4.loss_cls: 0.1786, d4.loss_bbox: 0.1454, d4.loss_iou: 0.3510, dn_loss_cls: 0.0224, dn_loss_bbox: 0.2235, dn_loss_iou: 0.3113, d0.dn_loss_cls: 0.0560, d0.dn_loss_bbox: 0.3430, d0.dn_loss_iou: 0.4323, d1.dn_loss_cls: 0.0307, d1.dn_loss_bbox: 0.2483, d1.dn_loss_iou: 0.3368, d2.dn_loss_cls: 0.0252, d2.dn_loss_bbox: 0.2288, d2.dn_loss_iou: 0.3180, d3.dn_loss_cls: 0.0236, d3.dn_loss_bbox: 0.2242, d3.dn_loss_iou: 0.3119, d4.dn_loss_cls: 0.0227, d4.dn_loss_bbox: 0.2236, d4.dn_loss_iou: 0.3112, loss: 8.6375, grad_norm: 26.4284 2023-11-23 05:05:43,758 - mmdet - INFO - Epoch [11][6300/7330] lr: 1.000e-05, eta: 1:36:43, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2169, interm_loss_bbox: 0.1729, interm_loss_iou: 0.3874, loss_cls: 0.1772, loss_bbox: 0.1407, loss_iou: 0.3362, d0.loss_cls: 0.2303, d0.loss_bbox: 0.1482, d0.loss_iou: 0.3476, d1.loss_cls: 0.1967, d1.loss_bbox: 0.1458, d1.loss_iou: 0.3438, d2.loss_cls: 0.1859, d2.loss_bbox: 0.1421, d2.loss_iou: 0.3395, d3.loss_cls: 0.1806, d3.loss_bbox: 0.1408, d3.loss_iou: 0.3368, d4.loss_cls: 0.1774, d4.loss_bbox: 0.1409, d4.loss_iou: 0.3367, dn_loss_cls: 0.0223, dn_loss_bbox: 0.2249, dn_loss_iou: 0.3125, d0.dn_loss_cls: 0.0565, d0.dn_loss_bbox: 0.3372, d0.dn_loss_iou: 0.4297, d1.dn_loss_cls: 0.0312, d1.dn_loss_bbox: 0.2468, d1.dn_loss_iou: 0.3377, d2.dn_loss_cls: 0.0253, d2.dn_loss_bbox: 0.2295, d2.dn_loss_iou: 0.3192, d3.dn_loss_cls: 0.0234, d3.dn_loss_bbox: 0.2254, d3.dn_loss_iou: 0.3132, d4.dn_loss_cls: 0.0226, d4.dn_loss_bbox: 0.2248, d4.dn_loss_iou: 0.3124, loss: 8.5190, grad_norm: 25.1107 2023-11-23 05:06:18,210 - mmdet - INFO - Epoch [11][6350/7330] lr: 1.000e-05, eta: 1:36:08, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2181, interm_loss_bbox: 0.1701, interm_loss_iou: 0.3930, loss_cls: 0.1769, loss_bbox: 0.1429, loss_iou: 0.3451, d0.loss_cls: 0.2292, d0.loss_bbox: 0.1476, d0.loss_iou: 0.3566, d1.loss_cls: 0.1990, d1.loss_bbox: 0.1445, d1.loss_iou: 0.3508, d2.loss_cls: 0.1864, d2.loss_bbox: 0.1431, d2.loss_iou: 0.3455, d3.loss_cls: 0.1804, d3.loss_bbox: 0.1428, d3.loss_iou: 0.3449, d4.loss_cls: 0.1770, d4.loss_bbox: 0.1433, d4.loss_iou: 0.3457, dn_loss_cls: 0.0239, dn_loss_bbox: 0.2162, dn_loss_iou: 0.3243, d0.dn_loss_cls: 0.0580, d0.dn_loss_bbox: 0.3284, d0.dn_loss_iou: 0.4459, d1.dn_loss_cls: 0.0328, d1.dn_loss_bbox: 0.2380, d1.dn_loss_iou: 0.3492, d2.dn_loss_cls: 0.0270, d2.dn_loss_bbox: 0.2212, d2.dn_loss_iou: 0.3310, d3.dn_loss_cls: 0.0250, d3.dn_loss_bbox: 0.2168, d3.dn_loss_iou: 0.3253, d4.dn_loss_cls: 0.0242, d4.dn_loss_bbox: 0.2162, d4.dn_loss_iou: 0.3243, loss: 8.6107, grad_norm: 25.6743 2023-11-23 05:06:52,620 - mmdet - INFO - Epoch [11][6400/7330] lr: 1.000e-05, eta: 1:35:34, time: 0.688, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2194, interm_loss_bbox: 0.1766, interm_loss_iou: 0.3900, loss_cls: 0.1788, loss_bbox: 0.1467, loss_iou: 0.3380, d0.loss_cls: 0.2315, d0.loss_bbox: 0.1494, d0.loss_iou: 0.3465, d1.loss_cls: 0.1978, d1.loss_bbox: 0.1470, d1.loss_iou: 0.3443, d2.loss_cls: 0.1864, d2.loss_bbox: 0.1461, d2.loss_iou: 0.3398, d3.loss_cls: 0.1809, d3.loss_bbox: 0.1466, d3.loss_iou: 0.3395, d4.loss_cls: 0.1790, d4.loss_bbox: 0.1468, d4.loss_iou: 0.3384, dn_loss_cls: 0.0221, dn_loss_bbox: 0.2124, dn_loss_iou: 0.3094, d0.dn_loss_cls: 0.0557, d0.dn_loss_bbox: 0.3269, d0.dn_loss_iou: 0.4289, d1.dn_loss_cls: 0.0306, d1.dn_loss_bbox: 0.2362, d1.dn_loss_iou: 0.3355, d2.dn_loss_cls: 0.0253, d2.dn_loss_bbox: 0.2176, d2.dn_loss_iou: 0.3161, d3.dn_loss_cls: 0.0234, d3.dn_loss_bbox: 0.2129, d3.dn_loss_iou: 0.3102, d4.dn_loss_cls: 0.0225, d4.dn_loss_bbox: 0.2124, d4.dn_loss_iou: 0.3093, loss: 8.4769, grad_norm: 23.7096 2023-11-23 05:07:26,466 - mmdet - INFO - Epoch [11][6450/7330] lr: 1.000e-05, eta: 1:34:59, time: 0.677, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2190, interm_loss_bbox: 0.1784, interm_loss_iou: 0.3976, loss_cls: 0.1812, loss_bbox: 0.1473, loss_iou: 0.3502, d0.loss_cls: 0.2340, d0.loss_bbox: 0.1510, d0.loss_iou: 0.3583, d1.loss_cls: 0.2038, d1.loss_bbox: 0.1486, d1.loss_iou: 0.3526, d2.loss_cls: 0.1899, d2.loss_bbox: 0.1480, d2.loss_iou: 0.3510, d3.loss_cls: 0.1849, d3.loss_bbox: 0.1470, d3.loss_iou: 0.3501, d4.loss_cls: 0.1816, d4.loss_bbox: 0.1479, d4.loss_iou: 0.3509, dn_loss_cls: 0.0222, dn_loss_bbox: 0.2247, dn_loss_iou: 0.3244, d0.dn_loss_cls: 0.0546, d0.dn_loss_bbox: 0.3343, d0.dn_loss_iou: 0.4408, d1.dn_loss_cls: 0.0303, d1.dn_loss_bbox: 0.2456, d1.dn_loss_iou: 0.3484, d2.dn_loss_cls: 0.0250, d2.dn_loss_bbox: 0.2295, d2.dn_loss_iou: 0.3308, d3.dn_loss_cls: 0.0233, d3.dn_loss_bbox: 0.2252, d3.dn_loss_iou: 0.3251, d4.dn_loss_cls: 0.0224, d4.dn_loss_bbox: 0.2247, d4.dn_loss_iou: 0.3243, loss: 8.7287, grad_norm: 24.7171 2023-11-23 05:08:00,882 - mmdet - INFO - Epoch [11][6500/7330] lr: 1.000e-05, eta: 1:34:24, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2223, interm_loss_bbox: 0.1719, interm_loss_iou: 0.4006, loss_cls: 0.1834, loss_bbox: 0.1392, loss_iou: 0.3527, d0.loss_cls: 0.2339, d0.loss_bbox: 0.1473, d0.loss_iou: 0.3633, d1.loss_cls: 0.2035, d1.loss_bbox: 0.1430, d1.loss_iou: 0.3568, d2.loss_cls: 0.1924, d2.loss_bbox: 0.1398, d2.loss_iou: 0.3521, d3.loss_cls: 0.1884, d3.loss_bbox: 0.1385, d3.loss_iou: 0.3512, d4.loss_cls: 0.1846, d4.loss_bbox: 0.1390, d4.loss_iou: 0.3523, dn_loss_cls: 0.0219, dn_loss_bbox: 0.2145, dn_loss_iou: 0.3244, d0.dn_loss_cls: 0.0560, d0.dn_loss_bbox: 0.3285, d0.dn_loss_iou: 0.4425, d1.dn_loss_cls: 0.0313, d1.dn_loss_bbox: 0.2369, d1.dn_loss_iou: 0.3486, d2.dn_loss_cls: 0.0254, d2.dn_loss_bbox: 0.2195, d2.dn_loss_iou: 0.3307, d3.dn_loss_cls: 0.0234, d3.dn_loss_bbox: 0.2150, d3.dn_loss_iou: 0.3251, d4.dn_loss_cls: 0.0224, d4.dn_loss_bbox: 0.2146, d4.dn_loss_iou: 0.3243, loss: 8.6610, grad_norm: 23.2242 2023-11-23 05:08:34,986 - mmdet - INFO - Epoch [11][6550/7330] lr: 1.000e-05, eta: 1:33:49, time: 0.682, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2174, interm_loss_bbox: 0.1678, interm_loss_iou: 0.3875, loss_cls: 0.1803, loss_bbox: 0.1394, loss_iou: 0.3410, d0.loss_cls: 0.2312, d0.loss_bbox: 0.1455, d0.loss_iou: 0.3502, d1.loss_cls: 0.1987, d1.loss_bbox: 0.1449, d1.loss_iou: 0.3457, d2.loss_cls: 0.1876, d2.loss_bbox: 0.1414, d2.loss_iou: 0.3426, d3.loss_cls: 0.1827, d3.loss_bbox: 0.1404, d3.loss_iou: 0.3419, d4.loss_cls: 0.1806, d4.loss_bbox: 0.1397, d4.loss_iou: 0.3411, dn_loss_cls: 0.0219, dn_loss_bbox: 0.2244, dn_loss_iou: 0.3226, d0.dn_loss_cls: 0.0558, d0.dn_loss_bbox: 0.3376, d0.dn_loss_iou: 0.4366, d1.dn_loss_cls: 0.0307, d1.dn_loss_bbox: 0.2468, d1.dn_loss_iou: 0.3466, d2.dn_loss_cls: 0.0250, d2.dn_loss_bbox: 0.2290, d2.dn_loss_iou: 0.3284, d3.dn_loss_cls: 0.0231, d3.dn_loss_bbox: 0.2250, d3.dn_loss_iou: 0.3233, d4.dn_loss_cls: 0.0222, d4.dn_loss_bbox: 0.2244, d4.dn_loss_iou: 0.3225, loss: 8.5934, grad_norm: 25.5501 2023-11-23 05:09:09,843 - mmdet - INFO - Epoch [11][6600/7330] lr: 1.000e-05, eta: 1:33:15, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2205, interm_loss_bbox: 0.1729, interm_loss_iou: 0.3998, loss_cls: 0.1821, loss_bbox: 0.1424, loss_iou: 0.3483, d0.loss_cls: 0.2341, d0.loss_bbox: 0.1480, d0.loss_iou: 0.3587, d1.loss_cls: 0.2051, d1.loss_bbox: 0.1447, d1.loss_iou: 0.3516, d2.loss_cls: 0.1937, d2.loss_bbox: 0.1428, d2.loss_iou: 0.3479, d3.loss_cls: 0.1863, d3.loss_bbox: 0.1431, d3.loss_iou: 0.3484, d4.loss_cls: 0.1829, d4.loss_bbox: 0.1425, d4.loss_iou: 0.3484, dn_loss_cls: 0.0220, dn_loss_bbox: 0.2213, dn_loss_iou: 0.3154, d0.dn_loss_cls: 0.0564, d0.dn_loss_bbox: 0.3428, d0.dn_loss_iou: 0.4342, d1.dn_loss_cls: 0.0315, d1.dn_loss_bbox: 0.2450, d1.dn_loss_iou: 0.3407, d2.dn_loss_cls: 0.0258, d2.dn_loss_bbox: 0.2266, d2.dn_loss_iou: 0.3222, d3.dn_loss_cls: 0.0239, d3.dn_loss_bbox: 0.2219, d3.dn_loss_iou: 0.3162, d4.dn_loss_cls: 0.0226, d4.dn_loss_bbox: 0.2213, d4.dn_loss_iou: 0.3153, loss: 8.6491, grad_norm: 24.8269 2023-11-23 05:09:44,440 - mmdet - INFO - Epoch [11][6650/7330] lr: 1.000e-05, eta: 1:32:40, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2200, interm_loss_bbox: 0.1852, interm_loss_iou: 0.3884, loss_cls: 0.1819, loss_bbox: 0.1523, loss_iou: 0.3369, d0.loss_cls: 0.2332, d0.loss_bbox: 0.1591, d0.loss_iou: 0.3465, d1.loss_cls: 0.2010, d1.loss_bbox: 0.1563, d1.loss_iou: 0.3424, d2.loss_cls: 0.1899, d2.loss_bbox: 0.1538, d2.loss_iou: 0.3391, d3.loss_cls: 0.1849, d3.loss_bbox: 0.1522, d3.loss_iou: 0.3369, d4.loss_cls: 0.1824, d4.loss_bbox: 0.1527, d4.loss_iou: 0.3372, dn_loss_cls: 0.0235, dn_loss_bbox: 0.2335, dn_loss_iou: 0.3205, d0.dn_loss_cls: 0.0579, d0.dn_loss_bbox: 0.3541, d0.dn_loss_iou: 0.4396, d1.dn_loss_cls: 0.0323, d1.dn_loss_bbox: 0.2573, d1.dn_loss_iou: 0.3455, d2.dn_loss_cls: 0.0268, d2.dn_loss_bbox: 0.2388, d2.dn_loss_iou: 0.3269, d3.dn_loss_cls: 0.0250, d3.dn_loss_bbox: 0.2341, d3.dn_loss_iou: 0.3213, d4.dn_loss_cls: 0.0239, d4.dn_loss_bbox: 0.2335, d4.dn_loss_iou: 0.3204, loss: 8.7474, grad_norm: 23.3196 2023-11-23 05:10:19,171 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-23 05:10:19,171 - mmdet - INFO - Epoch [11][6700/7330] lr: 1.000e-05, eta: 1:32:05, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2252, interm_loss_bbox: 0.1775, interm_loss_iou: 0.4000, loss_cls: 0.1857, loss_bbox: 0.1412, loss_iou: 0.3457, d0.loss_cls: 0.2389, d0.loss_bbox: 0.1502, d0.loss_iou: 0.3570, d1.loss_cls: 0.2040, d1.loss_bbox: 0.1461, d1.loss_iou: 0.3532, d2.loss_cls: 0.1929, d2.loss_bbox: 0.1426, d2.loss_iou: 0.3475, d3.loss_cls: 0.1894, d3.loss_bbox: 0.1411, d3.loss_iou: 0.3459, d4.loss_cls: 0.1858, d4.loss_bbox: 0.1419, d4.loss_iou: 0.3463, dn_loss_cls: 0.0222, dn_loss_bbox: 0.2233, dn_loss_iou: 0.3263, d0.dn_loss_cls: 0.0565, d0.dn_loss_bbox: 0.3334, d0.dn_loss_iou: 0.4442, d1.dn_loss_cls: 0.0309, d1.dn_loss_bbox: 0.2435, d1.dn_loss_iou: 0.3507, d2.dn_loss_cls: 0.0253, d2.dn_loss_bbox: 0.2280, d2.dn_loss_iou: 0.3330, d3.dn_loss_cls: 0.0236, d3.dn_loss_bbox: 0.2241, d3.dn_loss_iou: 0.3272, d4.dn_loss_cls: 0.0225, d4.dn_loss_bbox: 0.2234, d4.dn_loss_iou: 0.3263, loss: 8.7222, grad_norm: 23.9141 2023-11-23 05:10:53,053 - mmdet - INFO - Epoch [11][6750/7330] lr: 1.000e-05, eta: 1:31:30, time: 0.678, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2227, interm_loss_bbox: 0.1726, interm_loss_iou: 0.3966, loss_cls: 0.1886, loss_bbox: 0.1407, loss_iou: 0.3415, d0.loss_cls: 0.2377, d0.loss_bbox: 0.1472, d0.loss_iou: 0.3572, d1.loss_cls: 0.2074, d1.loss_bbox: 0.1439, d1.loss_iou: 0.3511, d2.loss_cls: 0.1976, d2.loss_bbox: 0.1410, d2.loss_iou: 0.3453, d3.loss_cls: 0.1919, d3.loss_bbox: 0.1411, d3.loss_iou: 0.3423, d4.loss_cls: 0.1882, d4.loss_bbox: 0.1413, d4.loss_iou: 0.3428, dn_loss_cls: 0.0231, dn_loss_bbox: 0.2184, dn_loss_iou: 0.3244, d0.dn_loss_cls: 0.0586, d0.dn_loss_bbox: 0.3309, d0.dn_loss_iou: 0.4415, d1.dn_loss_cls: 0.0326, d1.dn_loss_bbox: 0.2408, d1.dn_loss_iou: 0.3489, d2.dn_loss_cls: 0.0266, d2.dn_loss_bbox: 0.2232, d2.dn_loss_iou: 0.3309, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2188, d3.dn_loss_iou: 0.3252, d4.dn_loss_cls: 0.0237, d4.dn_loss_bbox: 0.2184, d4.dn_loss_iou: 0.3243, loss: 8.6737, grad_norm: 22.7347 2023-11-23 05:11:27,695 - mmdet - INFO - Epoch [11][6800/7330] lr: 1.000e-05, eta: 1:30:56, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2127, interm_loss_bbox: 0.1715, interm_loss_iou: 0.3984, loss_cls: 0.1764, loss_bbox: 0.1412, loss_iou: 0.3474, d0.loss_cls: 0.2278, d0.loss_bbox: 0.1459, d0.loss_iou: 0.3552, d1.loss_cls: 0.1966, d1.loss_bbox: 0.1444, d1.loss_iou: 0.3523, d2.loss_cls: 0.1858, d2.loss_bbox: 0.1412, d2.loss_iou: 0.3479, d3.loss_cls: 0.1788, d3.loss_bbox: 0.1414, d3.loss_iou: 0.3484, d4.loss_cls: 0.1766, d4.loss_bbox: 0.1412, d4.loss_iou: 0.3481, dn_loss_cls: 0.0214, dn_loss_bbox: 0.2191, dn_loss_iou: 0.3178, d0.dn_loss_cls: 0.0552, d0.dn_loss_bbox: 0.3257, d0.dn_loss_iou: 0.4331, d1.dn_loss_cls: 0.0303, d1.dn_loss_bbox: 0.2404, d1.dn_loss_iou: 0.3425, d2.dn_loss_cls: 0.0247, d2.dn_loss_bbox: 0.2240, d2.dn_loss_iou: 0.3245, d3.dn_loss_cls: 0.0228, d3.dn_loss_bbox: 0.2195, d3.dn_loss_iou: 0.3185, d4.dn_loss_cls: 0.0218, d4.dn_loss_bbox: 0.2191, d4.dn_loss_iou: 0.3177, loss: 8.5570, grad_norm: 26.4803 2023-11-23 05:12:02,160 - mmdet - INFO - Epoch [11][6850/7330] lr: 1.000e-05, eta: 1:30:21, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2200, interm_loss_bbox: 0.1736, interm_loss_iou: 0.3997, loss_cls: 0.1780, loss_bbox: 0.1447, loss_iou: 0.3531, d0.loss_cls: 0.2313, d0.loss_bbox: 0.1500, d0.loss_iou: 0.3641, d1.loss_cls: 0.1994, d1.loss_bbox: 0.1482, d1.loss_iou: 0.3592, d2.loss_cls: 0.1884, d2.loss_bbox: 0.1453, d2.loss_iou: 0.3538, d3.loss_cls: 0.1816, d3.loss_bbox: 0.1443, d3.loss_iou: 0.3528, d4.loss_cls: 0.1786, d4.loss_bbox: 0.1446, d4.loss_iou: 0.3529, dn_loss_cls: 0.0230, dn_loss_bbox: 0.2294, dn_loss_iou: 0.3231, d0.dn_loss_cls: 0.0576, d0.dn_loss_bbox: 0.3438, d0.dn_loss_iou: 0.4372, d1.dn_loss_cls: 0.0325, d1.dn_loss_bbox: 0.2515, d1.dn_loss_iou: 0.3465, d2.dn_loss_cls: 0.0265, d2.dn_loss_bbox: 0.2344, d2.dn_loss_iou: 0.3293, d3.dn_loss_cls: 0.0247, d3.dn_loss_bbox: 0.2300, d3.dn_loss_iou: 0.3239, d4.dn_loss_cls: 0.0236, d4.dn_loss_bbox: 0.2294, d4.dn_loss_iou: 0.3230, loss: 8.7531, grad_norm: 22.6601 2023-11-23 05:12:36,304 - mmdet - INFO - Epoch [11][6900/7330] lr: 1.000e-05, eta: 1:29:46, time: 0.683, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2241, interm_loss_bbox: 0.1762, interm_loss_iou: 0.4118, loss_cls: 0.1839, loss_bbox: 0.1461, loss_iou: 0.3605, d0.loss_cls: 0.2358, d0.loss_bbox: 0.1524, d0.loss_iou: 0.3719, d1.loss_cls: 0.2040, d1.loss_bbox: 0.1499, d1.loss_iou: 0.3661, d2.loss_cls: 0.1933, d2.loss_bbox: 0.1462, d2.loss_iou: 0.3613, d3.loss_cls: 0.1869, d3.loss_bbox: 0.1463, d3.loss_iou: 0.3609, d4.loss_cls: 0.1845, d4.loss_bbox: 0.1459, d4.loss_iou: 0.3604, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2257, dn_loss_iou: 0.3467, d0.dn_loss_cls: 0.0600, d0.dn_loss_bbox: 0.3372, d0.dn_loss_iou: 0.4622, d1.dn_loss_cls: 0.0338, d1.dn_loss_bbox: 0.2484, d1.dn_loss_iou: 0.3715, d2.dn_loss_cls: 0.0279, d2.dn_loss_bbox: 0.2309, d2.dn_loss_iou: 0.3533, d3.dn_loss_cls: 0.0260, d3.dn_loss_bbox: 0.2265, d3.dn_loss_iou: 0.3476, d4.dn_loss_cls: 0.0250, d4.dn_loss_bbox: 0.2257, d4.dn_loss_iou: 0.3466, loss: 8.9880, grad_norm: 24.2296 2023-11-23 05:13:11,135 - mmdet - INFO - Epoch [11][6950/7330] lr: 1.000e-05, eta: 1:29:11, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2163, interm_loss_bbox: 0.1738, interm_loss_iou: 0.3909, loss_cls: 0.1763, loss_bbox: 0.1443, loss_iou: 0.3434, d0.loss_cls: 0.2290, d0.loss_bbox: 0.1513, d0.loss_iou: 0.3537, d1.loss_cls: 0.1977, d1.loss_bbox: 0.1488, d1.loss_iou: 0.3483, d2.loss_cls: 0.1861, d2.loss_bbox: 0.1457, d2.loss_iou: 0.3438, d3.loss_cls: 0.1802, d3.loss_bbox: 0.1443, d3.loss_iou: 0.3444, d4.loss_cls: 0.1773, d4.loss_bbox: 0.1443, d4.loss_iou: 0.3435, dn_loss_cls: 0.0227, dn_loss_bbox: 0.2301, dn_loss_iou: 0.3152, d0.dn_loss_cls: 0.0558, d0.dn_loss_bbox: 0.3384, d0.dn_loss_iou: 0.4267, d1.dn_loss_cls: 0.0312, d1.dn_loss_bbox: 0.2504, d1.dn_loss_iou: 0.3381, d2.dn_loss_cls: 0.0258, d2.dn_loss_bbox: 0.2348, d2.dn_loss_iou: 0.3207, d3.dn_loss_cls: 0.0242, d3.dn_loss_bbox: 0.2305, d3.dn_loss_iou: 0.3159, d4.dn_loss_cls: 0.0231, d4.dn_loss_bbox: 0.2301, d4.dn_loss_iou: 0.3151, loss: 8.6122, grad_norm: 24.7384 2023-11-23 05:13:45,496 - mmdet - INFO - Epoch [11][7000/7330] lr: 1.000e-05, eta: 1:28:37, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2189, interm_loss_bbox: 0.1671, interm_loss_iou: 0.4038, loss_cls: 0.1799, loss_bbox: 0.1385, loss_iou: 0.3543, d0.loss_cls: 0.2302, d0.loss_bbox: 0.1423, d0.loss_iou: 0.3650, d1.loss_cls: 0.2002, d1.loss_bbox: 0.1417, d1.loss_iou: 0.3600, d2.loss_cls: 0.1897, d2.loss_bbox: 0.1391, d2.loss_iou: 0.3545, d3.loss_cls: 0.1845, d3.loss_bbox: 0.1380, d3.loss_iou: 0.3535, d4.loss_cls: 0.1808, d4.loss_bbox: 0.1383, d4.loss_iou: 0.3539, dn_loss_cls: 0.0214, dn_loss_bbox: 0.2231, dn_loss_iou: 0.3288, d0.dn_loss_cls: 0.0551, d0.dn_loss_bbox: 0.3242, d0.dn_loss_iou: 0.4412, d1.dn_loss_cls: 0.0298, d1.dn_loss_bbox: 0.2412, d1.dn_loss_iou: 0.3518, d2.dn_loss_cls: 0.0246, d2.dn_loss_bbox: 0.2267, d2.dn_loss_iou: 0.3341, d3.dn_loss_cls: 0.0229, d3.dn_loss_bbox: 0.2234, d3.dn_loss_iou: 0.3295, d4.dn_loss_cls: 0.0218, d4.dn_loss_bbox: 0.2231, d4.dn_loss_iou: 0.3288, loss: 8.6856, grad_norm: 25.8557 2023-11-23 05:14:22,479 - mmdet - INFO - Epoch [11][7050/7330] lr: 1.000e-05, eta: 1:28:02, time: 0.740, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2126, interm_loss_bbox: 0.1758, interm_loss_iou: 0.3766, loss_cls: 0.1722, loss_bbox: 0.1414, loss_iou: 0.3264, d0.loss_cls: 0.2225, d0.loss_bbox: 0.1509, d0.loss_iou: 0.3417, d1.loss_cls: 0.1902, d1.loss_bbox: 0.1478, d1.loss_iou: 0.3341, d2.loss_cls: 0.1797, d2.loss_bbox: 0.1433, d2.loss_iou: 0.3296, d3.loss_cls: 0.1750, d3.loss_bbox: 0.1416, d3.loss_iou: 0.3277, d4.loss_cls: 0.1721, d4.loss_bbox: 0.1426, d4.loss_iou: 0.3274, dn_loss_cls: 0.0206, dn_loss_bbox: 0.2271, dn_loss_iou: 0.3035, d0.dn_loss_cls: 0.0560, d0.dn_loss_bbox: 0.3487, d0.dn_loss_iou: 0.4219, d1.dn_loss_cls: 0.0299, d1.dn_loss_bbox: 0.2515, d1.dn_loss_iou: 0.3281, d2.dn_loss_cls: 0.0241, d2.dn_loss_bbox: 0.2327, d2.dn_loss_iou: 0.3098, d3.dn_loss_cls: 0.0224, d3.dn_loss_bbox: 0.2278, d3.dn_loss_iou: 0.3042, d4.dn_loss_cls: 0.0211, d4.dn_loss_bbox: 0.2271, d4.dn_loss_iou: 0.3034, loss: 8.3905, grad_norm: 26.3185 2023-11-23 05:14:56,776 - mmdet - INFO - Epoch [11][7100/7330] lr: 1.000e-05, eta: 1:27:27, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2185, interm_loss_bbox: 0.1816, interm_loss_iou: 0.3924, loss_cls: 0.1775, loss_bbox: 0.1499, loss_iou: 0.3437, d0.loss_cls: 0.2287, d0.loss_bbox: 0.1554, d0.loss_iou: 0.3546, d1.loss_cls: 0.1947, d1.loss_bbox: 0.1540, d1.loss_iou: 0.3505, d2.loss_cls: 0.1849, d2.loss_bbox: 0.1504, d2.loss_iou: 0.3451, d3.loss_cls: 0.1814, d3.loss_bbox: 0.1496, d3.loss_iou: 0.3439, d4.loss_cls: 0.1789, d4.loss_bbox: 0.1496, d4.loss_iou: 0.3432, dn_loss_cls: 0.0214, dn_loss_bbox: 0.2234, dn_loss_iou: 0.3178, d0.dn_loss_cls: 0.0550, d0.dn_loss_bbox: 0.3415, d0.dn_loss_iou: 0.4356, d1.dn_loss_cls: 0.0300, d1.dn_loss_bbox: 0.2460, d1.dn_loss_iou: 0.3420, d2.dn_loss_cls: 0.0245, d2.dn_loss_bbox: 0.2280, d2.dn_loss_iou: 0.3238, d3.dn_loss_cls: 0.0226, d3.dn_loss_bbox: 0.2238, d3.dn_loss_iou: 0.3186, d4.dn_loss_cls: 0.0217, d4.dn_loss_bbox: 0.2234, d4.dn_loss_iou: 0.3178, loss: 8.6453, grad_norm: 24.5300 2023-11-23 05:15:31,553 - mmdet - INFO - Epoch [11][7150/7330] lr: 1.000e-05, eta: 1:26:53, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2151, interm_loss_bbox: 0.1755, interm_loss_iou: 0.3895, loss_cls: 0.1792, loss_bbox: 0.1416, loss_iou: 0.3376, d0.loss_cls: 0.2251, d0.loss_bbox: 0.1518, d0.loss_iou: 0.3516, d1.loss_cls: 0.1939, d1.loss_bbox: 0.1476, d1.loss_iou: 0.3478, d2.loss_cls: 0.1873, d2.loss_bbox: 0.1425, d2.loss_iou: 0.3391, d3.loss_cls: 0.1817, d3.loss_bbox: 0.1428, d3.loss_iou: 0.3378, d4.loss_cls: 0.1797, d4.loss_bbox: 0.1417, d4.loss_iou: 0.3377, dn_loss_cls: 0.0193, dn_loss_bbox: 0.2248, dn_loss_iou: 0.3095, d0.dn_loss_cls: 0.0530, d0.dn_loss_bbox: 0.3350, d0.dn_loss_iou: 0.4198, d1.dn_loss_cls: 0.0283, d1.dn_loss_bbox: 0.2460, d1.dn_loss_iou: 0.3327, d2.dn_loss_cls: 0.0226, d2.dn_loss_bbox: 0.2294, d2.dn_loss_iou: 0.3157, d3.dn_loss_cls: 0.0208, d3.dn_loss_bbox: 0.2253, d3.dn_loss_iou: 0.3104, d4.dn_loss_cls: 0.0197, d4.dn_loss_bbox: 0.2248, d4.dn_loss_iou: 0.3094, loss: 8.4933, grad_norm: 24.8960 2023-11-23 05:16:08,187 - mmdet - INFO - Epoch [11][7200/7330] lr: 1.000e-05, eta: 1:26:18, time: 0.733, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2226, interm_loss_bbox: 0.1759, interm_loss_iou: 0.3871, loss_cls: 0.1829, loss_bbox: 0.1454, loss_iou: 0.3402, d0.loss_cls: 0.2354, d0.loss_bbox: 0.1501, d0.loss_iou: 0.3477, d1.loss_cls: 0.2048, d1.loss_bbox: 0.1488, d1.loss_iou: 0.3442, d2.loss_cls: 0.1917, d2.loss_bbox: 0.1464, d2.loss_iou: 0.3419, d3.loss_cls: 0.1862, d3.loss_bbox: 0.1458, d3.loss_iou: 0.3412, d4.loss_cls: 0.1834, d4.loss_bbox: 0.1458, d4.loss_iou: 0.3403, dn_loss_cls: 0.0237, dn_loss_bbox: 0.2233, dn_loss_iou: 0.3231, d0.dn_loss_cls: 0.0573, d0.dn_loss_bbox: 0.3349, d0.dn_loss_iou: 0.4389, d1.dn_loss_cls: 0.0326, d1.dn_loss_bbox: 0.2445, d1.dn_loss_iou: 0.3473, d2.dn_loss_cls: 0.0269, d2.dn_loss_bbox: 0.2282, d2.dn_loss_iou: 0.3292, d3.dn_loss_cls: 0.0249, d3.dn_loss_bbox: 0.2239, d3.dn_loss_iou: 0.3238, d4.dn_loss_cls: 0.0240, d4.dn_loss_bbox: 0.2234, d4.dn_loss_iou: 0.3230, loss: 8.6609, grad_norm: 24.7581 2023-11-23 05:16:42,785 - mmdet - INFO - Epoch [11][7250/7330] lr: 1.000e-05, eta: 1:25:44, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2193, interm_loss_bbox: 0.1757, interm_loss_iou: 0.4012, loss_cls: 0.1775, loss_bbox: 0.1500, loss_iou: 0.3604, d0.loss_cls: 0.2334, d0.loss_bbox: 0.1530, d0.loss_iou: 0.3660, d1.loss_cls: 0.1981, d1.loss_bbox: 0.1509, d1.loss_iou: 0.3628, d2.loss_cls: 0.1880, d2.loss_bbox: 0.1478, d2.loss_iou: 0.3593, d3.loss_cls: 0.1823, d3.loss_bbox: 0.1487, d3.loss_iou: 0.3593, d4.loss_cls: 0.1786, d4.loss_bbox: 0.1493, d4.loss_iou: 0.3600, dn_loss_cls: 0.0225, dn_loss_bbox: 0.2266, dn_loss_iou: 0.3305, d0.dn_loss_cls: 0.0569, d0.dn_loss_bbox: 0.3358, d0.dn_loss_iou: 0.4430, d1.dn_loss_cls: 0.0319, d1.dn_loss_bbox: 0.2496, d1.dn_loss_iou: 0.3546, d2.dn_loss_cls: 0.0261, d2.dn_loss_bbox: 0.2320, d2.dn_loss_iou: 0.3366, d3.dn_loss_cls: 0.0241, d3.dn_loss_bbox: 0.2271, d3.dn_loss_iou: 0.3313, d4.dn_loss_cls: 0.0230, d4.dn_loss_bbox: 0.2266, d4.dn_loss_iou: 0.3304, loss: 8.8303, grad_norm: 23.0454 2023-11-23 05:17:17,685 - mmdet - INFO - Epoch [11][7300/7330] lr: 1.000e-05, eta: 1:25:09, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2212, interm_loss_bbox: 0.1755, interm_loss_iou: 0.3921, loss_cls: 0.1819, loss_bbox: 0.1437, loss_iou: 0.3395, d0.loss_cls: 0.2316, d0.loss_bbox: 0.1501, d0.loss_iou: 0.3514, d1.loss_cls: 0.1999, d1.loss_bbox: 0.1483, d1.loss_iou: 0.3476, d2.loss_cls: 0.1903, d2.loss_bbox: 0.1448, d2.loss_iou: 0.3425, d3.loss_cls: 0.1851, d3.loss_bbox: 0.1442, d3.loss_iou: 0.3408, d4.loss_cls: 0.1828, d4.loss_bbox: 0.1437, d4.loss_iou: 0.3393, dn_loss_cls: 0.0218, dn_loss_bbox: 0.2243, dn_loss_iou: 0.3227, d0.dn_loss_cls: 0.0564, d0.dn_loss_bbox: 0.3428, d0.dn_loss_iou: 0.4419, d1.dn_loss_cls: 0.0312, d1.dn_loss_bbox: 0.2481, d1.dn_loss_iou: 0.3483, d2.dn_loss_cls: 0.0253, d2.dn_loss_bbox: 0.2296, d2.dn_loss_iou: 0.3295, d3.dn_loss_cls: 0.0233, d3.dn_loss_bbox: 0.2249, d3.dn_loss_iou: 0.3236, d4.dn_loss_cls: 0.0222, d4.dn_loss_bbox: 0.2243, d4.dn_loss_iou: 0.3226, loss: 8.6592, grad_norm: 24.8230 2023-11-23 05:17:40,681 - mmdet - INFO - Saving checkpoint at 11 epochs 2023-11-23 05:19:02,425 - mmdet - INFO - Evaluating bbox... 2023-11-23 05:21:28,182 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.571 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.758 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.627 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.414 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.610 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.764 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.768 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.768 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.632 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.814 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.911 2023-11-23 05:21:28,185 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.647 | bicycle | 0.449 | car | 0.556 | | motorcycle | 0.551 | airplane | 0.757 | bus | 0.779 | | train | 0.790 | truck | 0.499 | boat | 0.419 | | traffic light | 0.351 | fire hydrant | 0.791 | stop sign | 0.743 | | parking meter | 0.540 | bench | 0.411 | bird | 0.512 | | cat | 0.845 | dog | 0.804 | horse | 0.717 | | sheep | 0.650 | cow | 0.717 | elephant | 0.798 | | bear | 0.858 | zebra | 0.769 | giraffe | 0.801 | | backpack | 0.297 | umbrella | 0.554 | handbag | 0.300 | | tie | 0.497 | suitcase | 0.587 | frisbee | 0.779 | | skis | 0.378 | snowboard | 0.520 | sports ball | 0.560 | | kite | 0.554 | baseball bat | 0.560 | baseball glove | 0.527 | | skateboard | 0.639 | surfboard | 0.577 | tennis racket | 0.669 | | bottle | 0.522 | wine glass | 0.502 | cup | 0.578 | | fork | 0.576 | knife | 0.408 | spoon | 0.423 | | bowl | 0.560 | banana | 0.368 | apple | 0.343 | | sandwich | 0.555 | orange | 0.430 | broccoli | 0.320 | | carrot | 0.303 | hot dog | 0.601 | pizza | 0.648 | | donut | 0.652 | cake | 0.540 | chair | 0.450 | | couch | 0.576 | potted plant | 0.390 | bed | 0.607 | | dining table | 0.390 | toilet | 0.735 | tv | 0.696 | | laptop | 0.794 | mouse | 0.696 | remote | 0.546 | | keyboard | 0.641 | cell phone | 0.561 | microwave | 0.744 | | oven | 0.517 | toaster | 0.534 | sink | 0.496 | | refrigerator | 0.760 | book | 0.263 | clock | 0.606 | | vase | 0.489 | scissors | 0.613 | teddy bear | 0.667 | | hair drier | 0.337 | toothbrush | 0.514 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-23 05:21:30,153 - mmdet - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx/best_bbox_mAP_epoch_10.pth was removed 2023-11-23 05:21:37,199 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_11.pth. 2023-11-23 05:21:37,200 - mmdet - INFO - Best bbox_mAP is 0.5709 at 11 epoch. 2023-11-23 05:21:37,200 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-23 05:21:37,200 - mmdet - INFO - Epoch(val) [11][625] bbox_mAP: 0.5709, bbox_mAP_50: 0.7583, bbox_mAP_75: 0.6273, bbox_mAP_s: 0.4140, bbox_mAP_m: 0.6096, bbox_mAP_l: 0.7267, bbox_mAP_copypaste: 0.5709 0.7583 0.6273 0.4140 0.6096 0.7267 2023-11-23 05:22:15,091 - mmdet - INFO - Epoch [12][50/7330] lr: 1.000e-06, eta: 1:24:12, time: 0.758, data_time: 0.065, memory: 16711, interm_loss_cls: 0.2098, interm_loss_bbox: 0.1627, interm_loss_iou: 0.3861, loss_cls: 0.1714, loss_bbox: 0.1374, loss_iou: 0.3430, d0.loss_cls: 0.2200, d0.loss_bbox: 0.1412, d0.loss_iou: 0.3525, d1.loss_cls: 0.1893, d1.loss_bbox: 0.1410, d1.loss_iou: 0.3493, d2.loss_cls: 0.1777, d2.loss_bbox: 0.1390, d2.loss_iou: 0.3460, d3.loss_cls: 0.1731, d3.loss_bbox: 0.1374, d3.loss_iou: 0.3454, d4.loss_cls: 0.1724, d4.loss_bbox: 0.1364, d4.loss_iou: 0.3427, dn_loss_cls: 0.0209, dn_loss_bbox: 0.2216, dn_loss_iou: 0.3183, d0.dn_loss_cls: 0.0549, d0.dn_loss_bbox: 0.3248, d0.dn_loss_iou: 0.4264, d1.dn_loss_cls: 0.0303, d1.dn_loss_bbox: 0.2421, d1.dn_loss_iou: 0.3408, d2.dn_loss_cls: 0.0245, d2.dn_loss_bbox: 0.2268, d2.dn_loss_iou: 0.3244, d3.dn_loss_cls: 0.0225, d3.dn_loss_bbox: 0.2220, d3.dn_loss_iou: 0.3189, d4.dn_loss_cls: 0.0214, d4.dn_loss_bbox: 0.2216, d4.dn_loss_iou: 0.3183, loss: 8.4545, grad_norm: 22.8307 2023-11-23 05:22:49,528 - mmdet - INFO - Epoch [12][100/7330] lr: 1.000e-06, eta: 1:23:37, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2069, interm_loss_bbox: 0.1617, interm_loss_iou: 0.3729, loss_cls: 0.1641, loss_bbox: 0.1364, loss_iou: 0.3315, d0.loss_cls: 0.2162, d0.loss_bbox: 0.1410, d0.loss_iou: 0.3414, d1.loss_cls: 0.1812, d1.loss_bbox: 0.1406, d1.loss_iou: 0.3390, d2.loss_cls: 0.1717, d2.loss_bbox: 0.1374, d2.loss_iou: 0.3344, d3.loss_cls: 0.1663, d3.loss_bbox: 0.1367, d3.loss_iou: 0.3337, d4.loss_cls: 0.1646, d4.loss_bbox: 0.1361, d4.loss_iou: 0.3315, dn_loss_cls: 0.0190, dn_loss_bbox: 0.2074, dn_loss_iou: 0.2986, d0.dn_loss_cls: 0.0524, d0.dn_loss_bbox: 0.3096, d0.dn_loss_iou: 0.4005, d1.dn_loss_cls: 0.0274, d1.dn_loss_bbox: 0.2277, d1.dn_loss_iou: 0.3200, d2.dn_loss_cls: 0.0222, d2.dn_loss_bbox: 0.2122, d2.dn_loss_iou: 0.3043, d3.dn_loss_cls: 0.0204, d3.dn_loss_bbox: 0.2078, d3.dn_loss_iou: 0.2994, d4.dn_loss_cls: 0.0194, d4.dn_loss_bbox: 0.2074, d4.dn_loss_iou: 0.2985, loss: 8.0992, grad_norm: 22.6373 2023-11-23 05:23:23,895 - mmdet - INFO - Epoch [12][150/7330] lr: 1.000e-06, eta: 1:23:02, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2091, interm_loss_bbox: 0.1612, interm_loss_iou: 0.3747, loss_cls: 0.1674, loss_bbox: 0.1387, loss_iou: 0.3354, d0.loss_cls: 0.2187, d0.loss_bbox: 0.1422, d0.loss_iou: 0.3429, d1.loss_cls: 0.1873, d1.loss_bbox: 0.1426, d1.loss_iou: 0.3396, d2.loss_cls: 0.1748, d2.loss_bbox: 0.1409, d2.loss_iou: 0.3379, d3.loss_cls: 0.1702, d3.loss_bbox: 0.1399, d3.loss_iou: 0.3366, d4.loss_cls: 0.1685, d4.loss_bbox: 0.1384, d4.loss_iou: 0.3355, dn_loss_cls: 0.0195, dn_loss_bbox: 0.1959, dn_loss_iou: 0.3046, d0.dn_loss_cls: 0.0533, d0.dn_loss_bbox: 0.2885, d0.dn_loss_iou: 0.4076, d1.dn_loss_cls: 0.0288, d1.dn_loss_bbox: 0.2141, d1.dn_loss_iou: 0.3268, d2.dn_loss_cls: 0.0228, d2.dn_loss_bbox: 0.2003, d2.dn_loss_iou: 0.3107, d3.dn_loss_cls: 0.0209, d3.dn_loss_bbox: 0.1965, d3.dn_loss_iou: 0.3054, d4.dn_loss_cls: 0.0199, d4.dn_loss_bbox: 0.1959, d4.dn_loss_iou: 0.3046, loss: 8.1185, grad_norm: 20.3936 2023-11-23 05:23:59,043 - mmdet - INFO - Epoch [12][200/7330] lr: 1.000e-06, eta: 1:22:28, time: 0.703, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2058, interm_loss_bbox: 0.1638, interm_loss_iou: 0.3737, loss_cls: 0.1653, loss_bbox: 0.1393, loss_iou: 0.3339, d0.loss_cls: 0.2157, d0.loss_bbox: 0.1426, d0.loss_iou: 0.3417, d1.loss_cls: 0.1835, d1.loss_bbox: 0.1413, d1.loss_iou: 0.3393, d2.loss_cls: 0.1741, d2.loss_bbox: 0.1387, d2.loss_iou: 0.3352, d3.loss_cls: 0.1677, d3.loss_bbox: 0.1389, d3.loss_iou: 0.3352, d4.loss_cls: 0.1663, d4.loss_bbox: 0.1387, d4.loss_iou: 0.3340, dn_loss_cls: 0.0169, dn_loss_bbox: 0.2109, dn_loss_iou: 0.2954, d0.dn_loss_cls: 0.0496, d0.dn_loss_bbox: 0.3120, d0.dn_loss_iou: 0.4000, d1.dn_loss_cls: 0.0255, d1.dn_loss_bbox: 0.2311, d1.dn_loss_iou: 0.3178, d2.dn_loss_cls: 0.0199, d2.dn_loss_bbox: 0.2153, d2.dn_loss_iou: 0.3014, d3.dn_loss_cls: 0.0182, d3.dn_loss_bbox: 0.2111, d3.dn_loss_iou: 0.2961, d4.dn_loss_cls: 0.0172, d4.dn_loss_bbox: 0.2109, d4.dn_loss_iou: 0.2954, loss: 8.1197, grad_norm: 22.6069 2023-11-23 05:24:33,788 - mmdet - INFO - Epoch [12][250/7330] lr: 1.000e-06, eta: 1:21:53, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2085, interm_loss_bbox: 0.1651, interm_loss_iou: 0.3739, loss_cls: 0.1681, loss_bbox: 0.1400, loss_iou: 0.3317, d0.loss_cls: 0.2164, d0.loss_bbox: 0.1458, d0.loss_iou: 0.3445, d1.loss_cls: 0.1860, d1.loss_bbox: 0.1436, d1.loss_iou: 0.3380, d2.loss_cls: 0.1757, d2.loss_bbox: 0.1405, d2.loss_iou: 0.3346, d3.loss_cls: 0.1701, d3.loss_bbox: 0.1408, d3.loss_iou: 0.3334, d4.loss_cls: 0.1681, d4.loss_bbox: 0.1405, d4.loss_iou: 0.3326, dn_loss_cls: 0.0205, dn_loss_bbox: 0.2108, dn_loss_iou: 0.3019, d0.dn_loss_cls: 0.0545, d0.dn_loss_bbox: 0.3173, d0.dn_loss_iou: 0.4083, d1.dn_loss_cls: 0.0299, d1.dn_loss_bbox: 0.2327, d1.dn_loss_iou: 0.3240, d2.dn_loss_cls: 0.0242, d2.dn_loss_bbox: 0.2158, d2.dn_loss_iou: 0.3081, d3.dn_loss_cls: 0.0222, d3.dn_loss_bbox: 0.2110, d3.dn_loss_iou: 0.3024, d4.dn_loss_cls: 0.0210, d4.dn_loss_bbox: 0.2108, d4.dn_loss_iou: 0.3018, loss: 8.2154, grad_norm: 21.3756 2023-11-23 05:25:08,471 - mmdet - INFO - Epoch [12][300/7330] lr: 1.000e-06, eta: 1:21:18, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2101, interm_loss_bbox: 0.1613, interm_loss_iou: 0.3779, loss_cls: 0.1681, loss_bbox: 0.1414, loss_iou: 0.3407, d0.loss_cls: 0.2166, d0.loss_bbox: 0.1458, d0.loss_iou: 0.3497, d1.loss_cls: 0.1864, d1.loss_bbox: 0.1440, d1.loss_iou: 0.3451, d2.loss_cls: 0.1767, d2.loss_bbox: 0.1420, d2.loss_iou: 0.3417, d3.loss_cls: 0.1714, d3.loss_bbox: 0.1413, d3.loss_iou: 0.3412, d4.loss_cls: 0.1688, d4.loss_bbox: 0.1414, d4.loss_iou: 0.3405, dn_loss_cls: 0.0195, dn_loss_bbox: 0.2148, dn_loss_iou: 0.3141, d0.dn_loss_cls: 0.0524, d0.dn_loss_bbox: 0.3142, d0.dn_loss_iou: 0.4192, d1.dn_loss_cls: 0.0279, d1.dn_loss_bbox: 0.2350, d1.dn_loss_iou: 0.3362, d2.dn_loss_cls: 0.0224, d2.dn_loss_bbox: 0.2190, d2.dn_loss_iou: 0.3199, d3.dn_loss_cls: 0.0206, d3.dn_loss_bbox: 0.2152, d3.dn_loss_iou: 0.3148, d4.dn_loss_cls: 0.0197, d4.dn_loss_bbox: 0.2148, d4.dn_loss_iou: 0.3141, loss: 8.3458, grad_norm: 22.7991 2023-11-23 05:25:43,455 - mmdet - INFO - Epoch [12][350/7330] lr: 1.000e-06, eta: 1:20:44, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2053, interm_loss_bbox: 0.1585, interm_loss_iou: 0.3619, loss_cls: 0.1641, loss_bbox: 0.1325, loss_iou: 0.3243, d0.loss_cls: 0.2146, d0.loss_bbox: 0.1406, d0.loss_iou: 0.3329, d1.loss_cls: 0.1808, d1.loss_bbox: 0.1390, d1.loss_iou: 0.3321, d2.loss_cls: 0.1721, d2.loss_bbox: 0.1351, d2.loss_iou: 0.3273, d3.loss_cls: 0.1672, d3.loss_bbox: 0.1330, d3.loss_iou: 0.3261, d4.loss_cls: 0.1652, d4.loss_bbox: 0.1322, d4.loss_iou: 0.3241, dn_loss_cls: 0.0176, dn_loss_bbox: 0.2029, dn_loss_iou: 0.2997, d0.dn_loss_cls: 0.0514, d0.dn_loss_bbox: 0.3057, d0.dn_loss_iou: 0.4020, d1.dn_loss_cls: 0.0265, d1.dn_loss_bbox: 0.2236, d1.dn_loss_iou: 0.3206, d2.dn_loss_cls: 0.0210, d2.dn_loss_bbox: 0.2078, d2.dn_loss_iou: 0.3051, d3.dn_loss_cls: 0.0191, d3.dn_loss_bbox: 0.2035, d3.dn_loss_iou: 0.3004, d4.dn_loss_cls: 0.0180, d4.dn_loss_bbox: 0.2029, d4.dn_loss_iou: 0.2997, loss: 7.9959, grad_norm: 22.3552 2023-11-23 05:26:17,759 - mmdet - INFO - Epoch [12][400/7330] lr: 1.000e-06, eta: 1:20:09, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2092, interm_loss_bbox: 0.1632, interm_loss_iou: 0.3753, loss_cls: 0.1699, loss_bbox: 0.1410, loss_iou: 0.3368, d0.loss_cls: 0.2183, d0.loss_bbox: 0.1461, d0.loss_iou: 0.3463, d1.loss_cls: 0.1880, d1.loss_bbox: 0.1441, d1.loss_iou: 0.3422, d2.loss_cls: 0.1783, d2.loss_bbox: 0.1417, d2.loss_iou: 0.3387, d3.loss_cls: 0.1744, d3.loss_bbox: 0.1402, d3.loss_iou: 0.3370, d4.loss_cls: 0.1715, d4.loss_bbox: 0.1405, d4.loss_iou: 0.3360, dn_loss_cls: 0.0208, dn_loss_bbox: 0.2177, dn_loss_iou: 0.3136, d0.dn_loss_cls: 0.0550, d0.dn_loss_bbox: 0.3188, d0.dn_loss_iou: 0.4154, d1.dn_loss_cls: 0.0296, d1.dn_loss_bbox: 0.2364, d1.dn_loss_iou: 0.3350, d2.dn_loss_cls: 0.0241, d2.dn_loss_bbox: 0.2220, d2.dn_loss_iou: 0.3196, d3.dn_loss_cls: 0.0223, d3.dn_loss_bbox: 0.2182, d3.dn_loss_iou: 0.3145, d4.dn_loss_cls: 0.0212, d4.dn_loss_bbox: 0.2178, d4.dn_loss_iou: 0.3136, loss: 8.3545, grad_norm: 22.5019 2023-11-23 05:26:52,754 - mmdet - INFO - Epoch [12][450/7330] lr: 1.000e-06, eta: 1:19:34, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2009, interm_loss_bbox: 0.1604, interm_loss_iou: 0.3618, loss_cls: 0.1593, loss_bbox: 0.1342, loss_iou: 0.3211, d0.loss_cls: 0.2098, d0.loss_bbox: 0.1399, d0.loss_iou: 0.3312, d1.loss_cls: 0.1773, d1.loss_bbox: 0.1383, d1.loss_iou: 0.3258, d2.loss_cls: 0.1676, d2.loss_bbox: 0.1354, d2.loss_iou: 0.3221, d3.loss_cls: 0.1632, d3.loss_bbox: 0.1334, d3.loss_iou: 0.3210, d4.loss_cls: 0.1613, d4.loss_bbox: 0.1332, d4.loss_iou: 0.3203, dn_loss_cls: 0.0179, dn_loss_bbox: 0.1963, dn_loss_iou: 0.2878, d0.dn_loss_cls: 0.0512, d0.dn_loss_bbox: 0.2990, d0.dn_loss_iou: 0.3910, d1.dn_loss_cls: 0.0269, d1.dn_loss_bbox: 0.2168, d1.dn_loss_iou: 0.3098, d2.dn_loss_cls: 0.0211, d2.dn_loss_bbox: 0.2007, d2.dn_loss_iou: 0.2933, d3.dn_loss_cls: 0.0193, d3.dn_loss_bbox: 0.1970, d3.dn_loss_iou: 0.2886, d4.dn_loss_cls: 0.0183, d4.dn_loss_bbox: 0.1963, d4.dn_loss_iou: 0.2877, loss: 7.8362, grad_norm: 21.6227 2023-11-23 05:27:26,853 - mmdet - INFO - Epoch [12][500/7330] lr: 1.000e-06, eta: 1:18:59, time: 0.682, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2084, interm_loss_bbox: 0.1574, interm_loss_iou: 0.3664, loss_cls: 0.1646, loss_bbox: 0.1356, loss_iou: 0.3298, d0.loss_cls: 0.2162, d0.loss_bbox: 0.1395, d0.loss_iou: 0.3385, d1.loss_cls: 0.1819, d1.loss_bbox: 0.1392, d1.loss_iou: 0.3365, d2.loss_cls: 0.1738, d2.loss_bbox: 0.1349, d2.loss_iou: 0.3307, d3.loss_cls: 0.1682, d3.loss_bbox: 0.1357, d3.loss_iou: 0.3302, d4.loss_cls: 0.1654, d4.loss_bbox: 0.1355, d4.loss_iou: 0.3297, dn_loss_cls: 0.0191, dn_loss_bbox: 0.2095, dn_loss_iou: 0.3009, d0.dn_loss_cls: 0.0526, d0.dn_loss_bbox: 0.3123, d0.dn_loss_iou: 0.4037, d1.dn_loss_cls: 0.0280, d1.dn_loss_bbox: 0.2296, d1.dn_loss_iou: 0.3227, d2.dn_loss_cls: 0.0224, d2.dn_loss_bbox: 0.2139, d2.dn_loss_iou: 0.3065, d3.dn_loss_cls: 0.0205, d3.dn_loss_bbox: 0.2098, d3.dn_loss_iou: 0.3015, d4.dn_loss_cls: 0.0195, d4.dn_loss_bbox: 0.2095, d4.dn_loss_iou: 0.3009, loss: 8.1010, grad_norm: 20.8702 2023-11-23 05:28:01,682 - mmdet - INFO - Epoch [12][550/7330] lr: 1.000e-06, eta: 1:18:25, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2068, interm_loss_bbox: 0.1613, interm_loss_iou: 0.3765, loss_cls: 0.1678, loss_bbox: 0.1352, loss_iou: 0.3360, d0.loss_cls: 0.2160, d0.loss_bbox: 0.1408, d0.loss_iou: 0.3436, d1.loss_cls: 0.1859, d1.loss_bbox: 0.1381, d1.loss_iou: 0.3402, d2.loss_cls: 0.1756, d2.loss_bbox: 0.1364, d2.loss_iou: 0.3371, d3.loss_cls: 0.1708, d3.loss_bbox: 0.1352, d3.loss_iou: 0.3365, d4.loss_cls: 0.1689, d4.loss_bbox: 0.1353, d4.loss_iou: 0.3359, dn_loss_cls: 0.0190, dn_loss_bbox: 0.2032, dn_loss_iou: 0.3053, d0.dn_loss_cls: 0.0518, d0.dn_loss_bbox: 0.3053, d0.dn_loss_iou: 0.4085, d1.dn_loss_cls: 0.0277, d1.dn_loss_bbox: 0.2231, d1.dn_loss_iou: 0.3271, d2.dn_loss_cls: 0.0222, d2.dn_loss_bbox: 0.2080, d2.dn_loss_iou: 0.3117, d3.dn_loss_cls: 0.0205, d3.dn_loss_bbox: 0.2036, d3.dn_loss_iou: 0.3062, d4.dn_loss_cls: 0.0195, d4.dn_loss_bbox: 0.2032, d4.dn_loss_iou: 0.3053, loss: 8.1514, grad_norm: 21.7749 2023-11-23 05:28:36,653 - mmdet - INFO - Epoch [12][600/7330] lr: 1.000e-06, eta: 1:17:50, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2097, interm_loss_bbox: 0.1626, interm_loss_iou: 0.3675, loss_cls: 0.1698, loss_bbox: 0.1365, loss_iou: 0.3255, d0.loss_cls: 0.2223, d0.loss_bbox: 0.1406, d0.loss_iou: 0.3343, d1.loss_cls: 0.1876, d1.loss_bbox: 0.1398, d1.loss_iou: 0.3314, d2.loss_cls: 0.1790, d2.loss_bbox: 0.1375, d2.loss_iou: 0.3264, d3.loss_cls: 0.1726, d3.loss_bbox: 0.1378, d3.loss_iou: 0.3269, d4.loss_cls: 0.1704, d4.loss_bbox: 0.1364, d4.loss_iou: 0.3255, dn_loss_cls: 0.0208, dn_loss_bbox: 0.2180, dn_loss_iou: 0.2978, d0.dn_loss_cls: 0.0543, d0.dn_loss_bbox: 0.3154, d0.dn_loss_iou: 0.3982, d1.dn_loss_cls: 0.0291, d1.dn_loss_bbox: 0.2381, d1.dn_loss_iou: 0.3189, d2.dn_loss_cls: 0.0237, d2.dn_loss_bbox: 0.2226, d2.dn_loss_iou: 0.3037, d3.dn_loss_cls: 0.0220, d3.dn_loss_bbox: 0.2186, d3.dn_loss_iou: 0.2986, d4.dn_loss_cls: 0.0210, d4.dn_loss_bbox: 0.2180, d4.dn_loss_iou: 0.2977, loss: 8.1565, grad_norm: 20.9489 2023-11-23 05:29:13,140 - mmdet - INFO - Epoch [12][650/7330] lr: 1.000e-06, eta: 1:17:15, time: 0.729, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2108, interm_loss_bbox: 0.1648, interm_loss_iou: 0.3712, loss_cls: 0.1693, loss_bbox: 0.1404, loss_iou: 0.3286, d0.loss_cls: 0.2199, d0.loss_bbox: 0.1447, d0.loss_iou: 0.3372, d1.loss_cls: 0.1871, d1.loss_bbox: 0.1443, d1.loss_iou: 0.3347, d2.loss_cls: 0.1788, d2.loss_bbox: 0.1407, d2.loss_iou: 0.3292, d3.loss_cls: 0.1729, d3.loss_bbox: 0.1401, d3.loss_iou: 0.3289, d4.loss_cls: 0.1707, d4.loss_bbox: 0.1400, d4.loss_iou: 0.3286, dn_loss_cls: 0.0200, dn_loss_bbox: 0.2172, dn_loss_iou: 0.3005, d0.dn_loss_cls: 0.0528, d0.dn_loss_bbox: 0.3140, d0.dn_loss_iou: 0.3992, d1.dn_loss_cls: 0.0286, d1.dn_loss_bbox: 0.2368, d1.dn_loss_iou: 0.3220, d2.dn_loss_cls: 0.0231, d2.dn_loss_bbox: 0.2216, d2.dn_loss_iou: 0.3059, d3.dn_loss_cls: 0.0214, d3.dn_loss_bbox: 0.2176, d3.dn_loss_iou: 0.3012, d4.dn_loss_cls: 0.0204, d4.dn_loss_bbox: 0.2172, d4.dn_loss_iou: 0.3004, loss: 8.2030, grad_norm: 21.5553 2023-11-23 05:29:47,749 - mmdet - INFO - Epoch [12][700/7330] lr: 1.000e-06, eta: 1:16:41, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2144, interm_loss_bbox: 0.1646, interm_loss_iou: 0.3810, loss_cls: 0.1737, loss_bbox: 0.1410, loss_iou: 0.3413, d0.loss_cls: 0.2257, d0.loss_bbox: 0.1458, d0.loss_iou: 0.3523, d1.loss_cls: 0.1915, d1.loss_bbox: 0.1450, d1.loss_iou: 0.3485, d2.loss_cls: 0.1831, d2.loss_bbox: 0.1415, d2.loss_iou: 0.3434, d3.loss_cls: 0.1773, d3.loss_bbox: 0.1414, d3.loss_iou: 0.3420, d4.loss_cls: 0.1743, d4.loss_bbox: 0.1415, d4.loss_iou: 0.3419, dn_loss_cls: 0.0211, dn_loss_bbox: 0.2127, dn_loss_iou: 0.3095, d0.dn_loss_cls: 0.0549, d0.dn_loss_bbox: 0.3140, d0.dn_loss_iou: 0.4140, d1.dn_loss_cls: 0.0302, d1.dn_loss_bbox: 0.2320, d1.dn_loss_iou: 0.3314, d2.dn_loss_cls: 0.0245, d2.dn_loss_bbox: 0.2170, d2.dn_loss_iou: 0.3154, d3.dn_loss_cls: 0.0226, d3.dn_loss_bbox: 0.2132, d3.dn_loss_iou: 0.3104, d4.dn_loss_cls: 0.0216, d4.dn_loss_bbox: 0.2127, d4.dn_loss_iou: 0.3095, loss: 8.3782, grad_norm: 20.8970 2023-11-23 05:30:22,611 - mmdet - INFO - Epoch [12][750/7330] lr: 1.000e-06, eta: 1:16:06, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2154, interm_loss_bbox: 0.1658, interm_loss_iou: 0.3621, loss_cls: 0.1749, loss_bbox: 0.1404, loss_iou: 0.3215, d0.loss_cls: 0.2211, d0.loss_bbox: 0.1498, d0.loss_iou: 0.3326, d1.loss_cls: 0.1903, d1.loss_bbox: 0.1464, d1.loss_iou: 0.3286, d2.loss_cls: 0.1837, d2.loss_bbox: 0.1410, d2.loss_iou: 0.3224, d3.loss_cls: 0.1775, d3.loss_bbox: 0.1416, d3.loss_iou: 0.3224, d4.loss_cls: 0.1750, d4.loss_bbox: 0.1407, d4.loss_iou: 0.3216, dn_loss_cls: 0.0186, dn_loss_bbox: 0.2135, dn_loss_iou: 0.2987, d0.dn_loss_cls: 0.0517, d0.dn_loss_bbox: 0.3177, d0.dn_loss_iou: 0.4029, d1.dn_loss_cls: 0.0273, d1.dn_loss_bbox: 0.2340, d1.dn_loss_iou: 0.3208, d2.dn_loss_cls: 0.0219, d2.dn_loss_bbox: 0.2176, d2.dn_loss_iou: 0.3045, d3.dn_loss_cls: 0.0200, d3.dn_loss_bbox: 0.2139, d3.dn_loss_iou: 0.2995, d4.dn_loss_cls: 0.0190, d4.dn_loss_bbox: 0.2135, d4.dn_loss_iou: 0.2987, loss: 8.1685, grad_norm: 21.4348 2023-11-23 05:30:56,984 - mmdet - INFO - Epoch [12][800/7330] lr: 1.000e-06, eta: 1:15:31, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2166, interm_loss_bbox: 0.1635, interm_loss_iou: 0.3721, loss_cls: 0.1767, loss_bbox: 0.1396, loss_iou: 0.3316, d0.loss_cls: 0.2266, d0.loss_bbox: 0.1427, d0.loss_iou: 0.3415, d1.loss_cls: 0.1929, d1.loss_bbox: 0.1437, d1.loss_iou: 0.3385, d2.loss_cls: 0.1856, d2.loss_bbox: 0.1393, d2.loss_iou: 0.3325, d3.loss_cls: 0.1802, d3.loss_bbox: 0.1390, d3.loss_iou: 0.3313, d4.loss_cls: 0.1778, d4.loss_bbox: 0.1392, d4.loss_iou: 0.3309, dn_loss_cls: 0.0201, dn_loss_bbox: 0.2122, dn_loss_iou: 0.3037, d0.dn_loss_cls: 0.0535, d0.dn_loss_bbox: 0.3183, d0.dn_loss_iou: 0.4081, d1.dn_loss_cls: 0.0286, d1.dn_loss_bbox: 0.2325, d1.dn_loss_iou: 0.3260, d2.dn_loss_cls: 0.0231, d2.dn_loss_bbox: 0.2163, d2.dn_loss_iou: 0.3099, d3.dn_loss_cls: 0.0214, d3.dn_loss_bbox: 0.2126, d3.dn_loss_iou: 0.3046, d4.dn_loss_cls: 0.0205, d4.dn_loss_bbox: 0.2122, d4.dn_loss_iou: 0.3037, loss: 8.2691, grad_norm: 22.0334 2023-11-23 05:31:31,626 - mmdet - INFO - Epoch [12][850/7330] lr: 1.000e-06, eta: 1:14:57, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2067, interm_loss_bbox: 0.1596, interm_loss_iou: 0.3715, loss_cls: 0.1664, loss_bbox: 0.1327, loss_iou: 0.3330, d0.loss_cls: 0.2175, d0.loss_bbox: 0.1390, d0.loss_iou: 0.3406, d1.loss_cls: 0.1830, d1.loss_bbox: 0.1376, d1.loss_iou: 0.3388, d2.loss_cls: 0.1764, d2.loss_bbox: 0.1322, d2.loss_iou: 0.3317, d3.loss_cls: 0.1699, d3.loss_bbox: 0.1323, d3.loss_iou: 0.3316, d4.loss_cls: 0.1677, d4.loss_bbox: 0.1322, d4.loss_iou: 0.3319, dn_loss_cls: 0.0185, dn_loss_bbox: 0.1945, dn_loss_iou: 0.2932, d0.dn_loss_cls: 0.0505, d0.dn_loss_bbox: 0.2905, d0.dn_loss_iou: 0.3937, d1.dn_loss_cls: 0.0269, d1.dn_loss_bbox: 0.2133, d1.dn_loss_iou: 0.3140, d2.dn_loss_cls: 0.0215, d2.dn_loss_bbox: 0.1989, d2.dn_loss_iou: 0.2987, d3.dn_loss_cls: 0.0198, d3.dn_loss_bbox: 0.1949, d3.dn_loss_iou: 0.2941, d4.dn_loss_cls: 0.0188, d4.dn_loss_bbox: 0.1945, d4.dn_loss_iou: 0.2932, loss: 7.9619, grad_norm: 20.8786 2023-11-23 05:32:05,881 - mmdet - INFO - Epoch [12][900/7330] lr: 1.000e-06, eta: 1:14:22, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2123, interm_loss_bbox: 0.1537, interm_loss_iou: 0.3620, loss_cls: 0.1715, loss_bbox: 0.1308, loss_iou: 0.3253, d0.loss_cls: 0.2217, d0.loss_bbox: 0.1357, d0.loss_iou: 0.3329, d1.loss_cls: 0.1886, d1.loss_bbox: 0.1342, d1.loss_iou: 0.3312, d2.loss_cls: 0.1799, d2.loss_bbox: 0.1307, d2.loss_iou: 0.3261, d3.loss_cls: 0.1751, d3.loss_bbox: 0.1296, d3.loss_iou: 0.3249, d4.loss_cls: 0.1729, d4.loss_bbox: 0.1303, d4.loss_iou: 0.3251, dn_loss_cls: 0.0187, dn_loss_bbox: 0.2051, dn_loss_iou: 0.3051, d0.dn_loss_cls: 0.0522, d0.dn_loss_bbox: 0.3079, d0.dn_loss_iou: 0.4095, d1.dn_loss_cls: 0.0272, d1.dn_loss_bbox: 0.2242, d1.dn_loss_iou: 0.3267, d2.dn_loss_cls: 0.0216, d2.dn_loss_bbox: 0.2092, d2.dn_loss_iou: 0.3108, d3.dn_loss_cls: 0.0199, d3.dn_loss_bbox: 0.2057, d3.dn_loss_iou: 0.3059, d4.dn_loss_cls: 0.0190, d4.dn_loss_bbox: 0.2051, d4.dn_loss_iou: 0.3051, loss: 8.0733, grad_norm: 21.3879 2023-11-23 05:32:40,878 - mmdet - INFO - Epoch [12][950/7330] lr: 1.000e-06, eta: 1:13:47, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2112, interm_loss_bbox: 0.1613, interm_loss_iou: 0.3563, loss_cls: 0.1703, loss_bbox: 0.1342, loss_iou: 0.3180, d0.loss_cls: 0.2194, d0.loss_bbox: 0.1424, d0.loss_iou: 0.3276, d1.loss_cls: 0.1894, d1.loss_bbox: 0.1385, d1.loss_iou: 0.3228, d2.loss_cls: 0.1797, d2.loss_bbox: 0.1355, d2.loss_iou: 0.3192, d3.loss_cls: 0.1741, d3.loss_bbox: 0.1344, d3.loss_iou: 0.3175, d4.loss_cls: 0.1706, d4.loss_bbox: 0.1347, d4.loss_iou: 0.3182, dn_loss_cls: 0.0199, dn_loss_bbox: 0.2070, dn_loss_iou: 0.3006, d0.dn_loss_cls: 0.0537, d0.dn_loss_bbox: 0.3124, d0.dn_loss_iou: 0.4077, d1.dn_loss_cls: 0.0290, d1.dn_loss_bbox: 0.2287, d1.dn_loss_iou: 0.3232, d2.dn_loss_cls: 0.0234, d2.dn_loss_bbox: 0.2127, d2.dn_loss_iou: 0.3071, d3.dn_loss_cls: 0.0216, d3.dn_loss_bbox: 0.2078, d3.dn_loss_iou: 0.3016, d4.dn_loss_cls: 0.0205, d4.dn_loss_bbox: 0.2070, d4.dn_loss_iou: 0.3005, loss: 8.0596, grad_norm: 21.6390 2023-11-23 05:33:15,566 - mmdet - INFO - Epoch [12][1000/7330] lr: 1.000e-06, eta: 1:13:13, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2072, interm_loss_bbox: 0.1580, interm_loss_iou: 0.3637, loss_cls: 0.1642, loss_bbox: 0.1380, loss_iou: 0.3278, d0.loss_cls: 0.2139, d0.loss_bbox: 0.1428, d0.loss_iou: 0.3354, d1.loss_cls: 0.1815, d1.loss_bbox: 0.1405, d1.loss_iou: 0.3337, d2.loss_cls: 0.1736, d2.loss_bbox: 0.1375, d2.loss_iou: 0.3292, d3.loss_cls: 0.1683, d3.loss_bbox: 0.1370, d3.loss_iou: 0.3276, d4.loss_cls: 0.1654, d4.loss_bbox: 0.1377, d4.loss_iou: 0.3278, dn_loss_cls: 0.0181, dn_loss_bbox: 0.2025, dn_loss_iou: 0.3056, d0.dn_loss_cls: 0.0512, d0.dn_loss_bbox: 0.3071, d0.dn_loss_iou: 0.4107, d1.dn_loss_cls: 0.0269, d1.dn_loss_bbox: 0.2232, d1.dn_loss_iou: 0.3281, d2.dn_loss_cls: 0.0214, d2.dn_loss_bbox: 0.2071, d2.dn_loss_iou: 0.3116, d3.dn_loss_cls: 0.0196, d3.dn_loss_bbox: 0.2032, d3.dn_loss_iou: 0.3065, d4.dn_loss_cls: 0.0185, d4.dn_loss_bbox: 0.2025, d4.dn_loss_iou: 0.3056, loss: 8.0807, grad_norm: 21.0839 2023-11-23 05:33:53,735 - mmdet - INFO - Epoch [12][1050/7330] lr: 1.000e-06, eta: 1:12:38, time: 0.764, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2033, interm_loss_bbox: 0.1584, interm_loss_iou: 0.3650, loss_cls: 0.1608, loss_bbox: 0.1338, loss_iou: 0.3283, d0.loss_cls: 0.2137, d0.loss_bbox: 0.1379, d0.loss_iou: 0.3353, d1.loss_cls: 0.1799, d1.loss_bbox: 0.1369, d1.loss_iou: 0.3329, d2.loss_cls: 0.1707, d2.loss_bbox: 0.1335, d2.loss_iou: 0.3284, d3.loss_cls: 0.1651, d3.loss_bbox: 0.1329, d3.loss_iou: 0.3277, d4.loss_cls: 0.1627, d4.loss_bbox: 0.1329, d4.loss_iou: 0.3272, dn_loss_cls: 0.0193, dn_loss_bbox: 0.2102, dn_loss_iou: 0.2995, d0.dn_loss_cls: 0.0527, d0.dn_loss_bbox: 0.3140, d0.dn_loss_iou: 0.4044, d1.dn_loss_cls: 0.0278, d1.dn_loss_bbox: 0.2315, d1.dn_loss_iou: 0.3219, d2.dn_loss_cls: 0.0223, d2.dn_loss_bbox: 0.2159, d2.dn_loss_iou: 0.3058, d3.dn_loss_cls: 0.0206, d3.dn_loss_bbox: 0.2107, d3.dn_loss_iou: 0.3004, d4.dn_loss_cls: 0.0198, d4.dn_loss_bbox: 0.2102, d4.dn_loss_iou: 0.2995, loss: 8.0536, grad_norm: 21.2089 2023-11-23 05:34:27,886 - mmdet - INFO - Epoch [12][1100/7330] lr: 1.000e-06, eta: 1:12:03, time: 0.683, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2074, interm_loss_bbox: 0.1571, interm_loss_iou: 0.3826, loss_cls: 0.1662, loss_bbox: 0.1350, loss_iou: 0.3454, d0.loss_cls: 0.2170, d0.loss_bbox: 0.1381, d0.loss_iou: 0.3517, d1.loss_cls: 0.1837, d1.loss_bbox: 0.1382, d1.loss_iou: 0.3496, d2.loss_cls: 0.1741, d2.loss_bbox: 0.1358, d2.loss_iou: 0.3452, d3.loss_cls: 0.1689, d3.loss_bbox: 0.1355, d3.loss_iou: 0.3463, d4.loss_cls: 0.1666, d4.loss_bbox: 0.1355, d4.loss_iou: 0.3455, dn_loss_cls: 0.0185, dn_loss_bbox: 0.2018, dn_loss_iou: 0.3104, d0.dn_loss_cls: 0.0509, d0.dn_loss_bbox: 0.2992, d0.dn_loss_iou: 0.4118, d1.dn_loss_cls: 0.0274, d1.dn_loss_bbox: 0.2223, d1.dn_loss_iou: 0.3319, d2.dn_loss_cls: 0.0217, d2.dn_loss_bbox: 0.2066, d2.dn_loss_iou: 0.3160, d3.dn_loss_cls: 0.0200, d3.dn_loss_bbox: 0.2026, d3.dn_loss_iou: 0.3112, d4.dn_loss_cls: 0.0190, d4.dn_loss_bbox: 0.2019, d4.dn_loss_iou: 0.3104, loss: 8.2093, grad_norm: 21.3322 2023-11-23 05:35:02,562 - mmdet - INFO - Epoch [12][1150/7330] lr: 1.000e-06, eta: 1:11:29, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2084, interm_loss_bbox: 0.1626, interm_loss_iou: 0.3724, loss_cls: 0.1675, loss_bbox: 0.1414, loss_iou: 0.3380, d0.loss_cls: 0.2167, d0.loss_bbox: 0.1459, d0.loss_iou: 0.3469, d1.loss_cls: 0.1862, d1.loss_bbox: 0.1446, d1.loss_iou: 0.3416, d2.loss_cls: 0.1764, d2.loss_bbox: 0.1416, d2.loss_iou: 0.3371, d3.loss_cls: 0.1712, d3.loss_bbox: 0.1413, d3.loss_iou: 0.3372, d4.loss_cls: 0.1688, d4.loss_bbox: 0.1411, d4.loss_iou: 0.3372, dn_loss_cls: 0.0211, dn_loss_bbox: 0.2080, dn_loss_iou: 0.3135, d0.dn_loss_cls: 0.0540, d0.dn_loss_bbox: 0.3115, d0.dn_loss_iou: 0.4194, d1.dn_loss_cls: 0.0295, d1.dn_loss_bbox: 0.2277, d1.dn_loss_iou: 0.3358, d2.dn_loss_cls: 0.0240, d2.dn_loss_bbox: 0.2128, d2.dn_loss_iou: 0.3195, d3.dn_loss_cls: 0.0223, d3.dn_loss_bbox: 0.2083, d3.dn_loss_iou: 0.3142, d4.dn_loss_cls: 0.0213, d4.dn_loss_bbox: 0.2081, d4.dn_loss_iou: 0.3135, loss: 8.2885, grad_norm: 19.9730 2023-11-23 05:35:36,982 - mmdet - INFO - Epoch [12][1200/7330] lr: 1.000e-06, eta: 1:10:54, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2023, interm_loss_bbox: 0.1587, interm_loss_iou: 0.3533, loss_cls: 0.1614, loss_bbox: 0.1366, loss_iou: 0.3191, d0.loss_cls: 0.2086, d0.loss_bbox: 0.1433, d0.loss_iou: 0.3284, d1.loss_cls: 0.1782, d1.loss_bbox: 0.1407, d1.loss_iou: 0.3253, d2.loss_cls: 0.1691, d2.loss_bbox: 0.1376, d2.loss_iou: 0.3209, d3.loss_cls: 0.1639, d3.loss_bbox: 0.1370, d3.loss_iou: 0.3200, d4.loss_cls: 0.1624, d4.loss_bbox: 0.1366, d4.loss_iou: 0.3190, dn_loss_cls: 0.0177, dn_loss_bbox: 0.2124, dn_loss_iou: 0.2936, d0.dn_loss_cls: 0.0507, d0.dn_loss_bbox: 0.3182, d0.dn_loss_iou: 0.3959, d1.dn_loss_cls: 0.0266, d1.dn_loss_bbox: 0.2330, d1.dn_loss_iou: 0.3153, d2.dn_loss_cls: 0.0209, d2.dn_loss_bbox: 0.2173, d2.dn_loss_iou: 0.2996, d3.dn_loss_cls: 0.0190, d3.dn_loss_bbox: 0.2131, d3.dn_loss_iou: 0.2945, d4.dn_loss_cls: 0.0180, d4.dn_loss_bbox: 0.2124, d4.dn_loss_iou: 0.2935, loss: 7.9739, grad_norm: 21.3377 2023-11-23 05:36:11,388 - mmdet - INFO - Epoch [12][1250/7330] lr: 1.000e-06, eta: 1:10:19, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2146, interm_loss_bbox: 0.1600, interm_loss_iou: 0.3744, loss_cls: 0.1749, loss_bbox: 0.1377, loss_iou: 0.3354, d0.loss_cls: 0.2237, d0.loss_bbox: 0.1420, d0.loss_iou: 0.3470, d1.loss_cls: 0.1925, d1.loss_bbox: 0.1417, d1.loss_iou: 0.3425, d2.loss_cls: 0.1832, d2.loss_bbox: 0.1387, d2.loss_iou: 0.3367, d3.loss_cls: 0.1784, d3.loss_bbox: 0.1377, d3.loss_iou: 0.3360, d4.loss_cls: 0.1761, d4.loss_bbox: 0.1375, d4.loss_iou: 0.3352, dn_loss_cls: 0.0207, dn_loss_bbox: 0.2088, dn_loss_iou: 0.3099, d0.dn_loss_cls: 0.0549, d0.dn_loss_bbox: 0.3129, d0.dn_loss_iou: 0.4155, d1.dn_loss_cls: 0.0302, d1.dn_loss_bbox: 0.2299, d1.dn_loss_iou: 0.3327, d2.dn_loss_cls: 0.0243, d2.dn_loss_bbox: 0.2142, d2.dn_loss_iou: 0.3166, d3.dn_loss_cls: 0.0224, d3.dn_loss_bbox: 0.2094, d3.dn_loss_iou: 0.3108, d4.dn_loss_cls: 0.0213, d4.dn_loss_bbox: 0.2088, d4.dn_loss_iou: 0.3099, loss: 8.2994, grad_norm: 20.6549 2023-11-23 05:36:47,783 - mmdet - INFO - Epoch [12][1300/7330] lr: 1.000e-06, eta: 1:09:45, time: 0.728, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2139, interm_loss_bbox: 0.1666, interm_loss_iou: 0.3736, loss_cls: 0.1705, loss_bbox: 0.1439, loss_iou: 0.3378, d0.loss_cls: 0.2223, d0.loss_bbox: 0.1466, d0.loss_iou: 0.3438, d1.loss_cls: 0.1875, d1.loss_bbox: 0.1463, d1.loss_iou: 0.3429, d2.loss_cls: 0.1790, d2.loss_bbox: 0.1432, d2.loss_iou: 0.3378, d3.loss_cls: 0.1743, d3.loss_bbox: 0.1430, d3.loss_iou: 0.3371, d4.loss_cls: 0.1720, d4.loss_bbox: 0.1435, d4.loss_iou: 0.3363, dn_loss_cls: 0.0203, dn_loss_bbox: 0.2184, dn_loss_iou: 0.3117, d0.dn_loss_cls: 0.0549, d0.dn_loss_bbox: 0.3185, d0.dn_loss_iou: 0.4116, d1.dn_loss_cls: 0.0294, d1.dn_loss_bbox: 0.2378, d1.dn_loss_iou: 0.3322, d2.dn_loss_cls: 0.0239, d2.dn_loss_bbox: 0.2227, d2.dn_loss_iou: 0.3173, d3.dn_loss_cls: 0.0221, d3.dn_loss_bbox: 0.2187, d3.dn_loss_iou: 0.3124, d4.dn_loss_cls: 0.0209, d4.dn_loss_bbox: 0.2184, d4.dn_loss_iou: 0.3117, loss: 8.3647, grad_norm: 20.6840 2023-11-23 05:37:22,744 - mmdet - INFO - Epoch [12][1350/7330] lr: 1.000e-06, eta: 1:09:10, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2044, interm_loss_bbox: 0.1527, interm_loss_iou: 0.3802, loss_cls: 0.1646, loss_bbox: 0.1296, loss_iou: 0.3417, d0.loss_cls: 0.2134, d0.loss_bbox: 0.1359, d0.loss_iou: 0.3525, d1.loss_cls: 0.1809, d1.loss_bbox: 0.1333, d1.loss_iou: 0.3490, d2.loss_cls: 0.1719, d2.loss_bbox: 0.1304, d2.loss_iou: 0.3442, d3.loss_cls: 0.1670, d3.loss_bbox: 0.1301, d3.loss_iou: 0.3433, d4.loss_cls: 0.1656, d4.loss_bbox: 0.1291, d4.loss_iou: 0.3415, dn_loss_cls: 0.0181, dn_loss_bbox: 0.1900, dn_loss_iou: 0.3002, d0.dn_loss_cls: 0.0513, d0.dn_loss_bbox: 0.2873, d0.dn_loss_iou: 0.4014, d1.dn_loss_cls: 0.0266, d1.dn_loss_bbox: 0.2102, d1.dn_loss_iou: 0.3217, d2.dn_loss_cls: 0.0212, d2.dn_loss_bbox: 0.1951, d2.dn_loss_iou: 0.3060, d3.dn_loss_cls: 0.0195, d3.dn_loss_bbox: 0.1905, d3.dn_loss_iou: 0.3011, d4.dn_loss_cls: 0.0185, d4.dn_loss_bbox: 0.1900, d4.dn_loss_iou: 0.3002, loss: 8.0108, grad_norm: 22.3789 2023-11-23 05:37:57,098 - mmdet - INFO - Epoch [12][1400/7330] lr: 1.000e-06, eta: 1:08:35, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2088, interm_loss_bbox: 0.1612, interm_loss_iou: 0.3628, loss_cls: 0.1661, loss_bbox: 0.1386, loss_iou: 0.3232, d0.loss_cls: 0.2183, d0.loss_bbox: 0.1435, d0.loss_iou: 0.3327, d1.loss_cls: 0.1867, d1.loss_bbox: 0.1419, d1.loss_iou: 0.3281, d2.loss_cls: 0.1767, d2.loss_bbox: 0.1380, d2.loss_iou: 0.3240, d3.loss_cls: 0.1724, d3.loss_bbox: 0.1362, d3.loss_iou: 0.3214, d4.loss_cls: 0.1679, d4.loss_bbox: 0.1378, d4.loss_iou: 0.3227, dn_loss_cls: 0.0205, dn_loss_bbox: 0.2107, dn_loss_iou: 0.3082, d0.dn_loss_cls: 0.0542, d0.dn_loss_bbox: 0.3142, d0.dn_loss_iou: 0.4124, d1.dn_loss_cls: 0.0291, d1.dn_loss_bbox: 0.2335, d1.dn_loss_iou: 0.3315, d2.dn_loss_cls: 0.0235, d2.dn_loss_bbox: 0.2165, d2.dn_loss_iou: 0.3146, d3.dn_loss_cls: 0.0219, d3.dn_loss_bbox: 0.2115, d3.dn_loss_iou: 0.3092, d4.dn_loss_cls: 0.0209, d4.dn_loss_bbox: 0.2107, d4.dn_loss_iou: 0.3082, loss: 8.1600, grad_norm: 20.7989 2023-11-23 05:38:32,100 - mmdet - INFO - Epoch [12][1450/7330] lr: 1.000e-06, eta: 1:08:01, time: 0.700, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2101, interm_loss_bbox: 0.1550, interm_loss_iou: 0.3846, loss_cls: 0.1718, loss_bbox: 0.1308, loss_iou: 0.3439, d0.loss_cls: 0.2199, d0.loss_bbox: 0.1359, d0.loss_iou: 0.3536, d1.loss_cls: 0.1891, d1.loss_bbox: 0.1345, d1.loss_iou: 0.3494, d2.loss_cls: 0.1806, d2.loss_bbox: 0.1305, d2.loss_iou: 0.3442, d3.loss_cls: 0.1764, d3.loss_bbox: 0.1295, d3.loss_iou: 0.3436, d4.loss_cls: 0.1734, d4.loss_bbox: 0.1302, d4.loss_iou: 0.3431, dn_loss_cls: 0.0188, dn_loss_bbox: 0.1977, dn_loss_iou: 0.3074, d0.dn_loss_cls: 0.0515, d0.dn_loss_bbox: 0.2956, d0.dn_loss_iou: 0.4114, d1.dn_loss_cls: 0.0267, d1.dn_loss_bbox: 0.2173, d1.dn_loss_iou: 0.3299, d2.dn_loss_cls: 0.0215, d2.dn_loss_bbox: 0.2022, d2.dn_loss_iou: 0.3135, d3.dn_loss_cls: 0.0198, d3.dn_loss_bbox: 0.1981, d3.dn_loss_iou: 0.3082, d4.dn_loss_cls: 0.0190, d4.dn_loss_bbox: 0.1977, d4.dn_loss_iou: 0.3074, loss: 8.1736, grad_norm: 22.6785 2023-11-23 05:39:06,274 - mmdet - INFO - Epoch [12][1500/7330] lr: 1.000e-06, eta: 1:07:26, time: 0.684, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2026, interm_loss_bbox: 0.1585, interm_loss_iou: 0.3699, loss_cls: 0.1618, loss_bbox: 0.1380, loss_iou: 0.3334, d0.loss_cls: 0.2105, d0.loss_bbox: 0.1415, d0.loss_iou: 0.3404, d1.loss_cls: 0.1788, d1.loss_bbox: 0.1394, d1.loss_iou: 0.3369, d2.loss_cls: 0.1707, d2.loss_bbox: 0.1363, d2.loss_iou: 0.3331, d3.loss_cls: 0.1650, d3.loss_bbox: 0.1375, d3.loss_iou: 0.3337, d4.loss_cls: 0.1627, d4.loss_bbox: 0.1378, d4.loss_iou: 0.3334, dn_loss_cls: 0.0179, dn_loss_bbox: 0.1967, dn_loss_iou: 0.2957, d0.dn_loss_cls: 0.0492, d0.dn_loss_bbox: 0.2994, d0.dn_loss_iou: 0.3981, d1.dn_loss_cls: 0.0260, d1.dn_loss_bbox: 0.2178, d1.dn_loss_iou: 0.3176, d2.dn_loss_cls: 0.0206, d2.dn_loss_bbox: 0.2014, d2.dn_loss_iou: 0.3013, d3.dn_loss_cls: 0.0191, d3.dn_loss_bbox: 0.1972, d3.dn_loss_iou: 0.2964, d4.dn_loss_cls: 0.0182, d4.dn_loss_bbox: 0.1966, d4.dn_loss_iou: 0.2957, loss: 7.9868, grad_norm: 21.6189 2023-11-23 05:39:40,712 - mmdet - INFO - Epoch [12][1550/7330] lr: 1.000e-06, eta: 1:06:51, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2058, interm_loss_bbox: 0.1612, interm_loss_iou: 0.3663, loss_cls: 0.1632, loss_bbox: 0.1375, loss_iou: 0.3291, d0.loss_cls: 0.2142, d0.loss_bbox: 0.1414, d0.loss_iou: 0.3368, d1.loss_cls: 0.1810, d1.loss_bbox: 0.1395, d1.loss_iou: 0.3349, d2.loss_cls: 0.1720, d2.loss_bbox: 0.1371, d2.loss_iou: 0.3294, d3.loss_cls: 0.1676, d3.loss_bbox: 0.1359, d3.loss_iou: 0.3284, d4.loss_cls: 0.1648, d4.loss_bbox: 0.1364, d4.loss_iou: 0.3283, dn_loss_cls: 0.0187, dn_loss_bbox: 0.2044, dn_loss_iou: 0.3018, d0.dn_loss_cls: 0.0514, d0.dn_loss_bbox: 0.3076, d0.dn_loss_iou: 0.4040, d1.dn_loss_cls: 0.0277, d1.dn_loss_bbox: 0.2253, d1.dn_loss_iou: 0.3230, d2.dn_loss_cls: 0.0222, d2.dn_loss_bbox: 0.2089, d2.dn_loss_iou: 0.3077, d3.dn_loss_cls: 0.0203, d3.dn_loss_bbox: 0.2050, d3.dn_loss_iou: 0.3026, d4.dn_loss_cls: 0.0192, d4.dn_loss_bbox: 0.2044, d4.dn_loss_iou: 0.3018, loss: 8.0667, grad_norm: 22.9604 2023-11-23 05:40:14,982 - mmdet - INFO - Epoch [12][1600/7330] lr: 1.000e-06, eta: 1:06:16, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2019, interm_loss_bbox: 0.1593, interm_loss_iou: 0.3656, loss_cls: 0.1610, loss_bbox: 0.1379, loss_iou: 0.3322, d0.loss_cls: 0.2092, d0.loss_bbox: 0.1443, d0.loss_iou: 0.3415, d1.loss_cls: 0.1783, d1.loss_bbox: 0.1414, d1.loss_iou: 0.3374, d2.loss_cls: 0.1702, d2.loss_bbox: 0.1379, d2.loss_iou: 0.3308, d3.loss_cls: 0.1666, d3.loss_bbox: 0.1362, d3.loss_iou: 0.3298, d4.loss_cls: 0.1630, d4.loss_bbox: 0.1373, d4.loss_iou: 0.3308, dn_loss_cls: 0.0185, dn_loss_bbox: 0.2064, dn_loss_iou: 0.3046, d0.dn_loss_cls: 0.0513, d0.dn_loss_bbox: 0.3092, d0.dn_loss_iou: 0.4064, d1.dn_loss_cls: 0.0269, d1.dn_loss_bbox: 0.2256, d1.dn_loss_iou: 0.3252, d2.dn_loss_cls: 0.0216, d2.dn_loss_bbox: 0.2104, d2.dn_loss_iou: 0.3093, d3.dn_loss_cls: 0.0199, d3.dn_loss_bbox: 0.2068, d3.dn_loss_iou: 0.3052, d4.dn_loss_cls: 0.0189, d4.dn_loss_bbox: 0.2064, d4.dn_loss_iou: 0.3046, loss: 8.0901, grad_norm: 19.9001 2023-11-23 05:40:49,690 - mmdet - INFO - Epoch [12][1650/7330] lr: 1.000e-06, eta: 1:05:42, time: 0.694, data_time: 0.006, memory: 16711, interm_loss_cls: 0.1973, interm_loss_bbox: 0.1555, interm_loss_iou: 0.3595, loss_cls: 0.1593, loss_bbox: 0.1352, loss_iou: 0.3229, d0.loss_cls: 0.2093, d0.loss_bbox: 0.1374, d0.loss_iou: 0.3297, d1.loss_cls: 0.1766, d1.loss_bbox: 0.1371, d1.loss_iou: 0.3277, d2.loss_cls: 0.1676, d2.loss_bbox: 0.1340, d2.loss_iou: 0.3228, d3.loss_cls: 0.1632, d3.loss_bbox: 0.1338, d3.loss_iou: 0.3222, d4.loss_cls: 0.1607, d4.loss_bbox: 0.1344, d4.loss_iou: 0.3222, dn_loss_cls: 0.0174, dn_loss_bbox: 0.2004, dn_loss_iou: 0.2936, d0.dn_loss_cls: 0.0499, d0.dn_loss_bbox: 0.3010, d0.dn_loss_iou: 0.3953, d1.dn_loss_cls: 0.0259, d1.dn_loss_bbox: 0.2200, d1.dn_loss_iou: 0.3147, d2.dn_loss_cls: 0.0204, d2.dn_loss_bbox: 0.2051, d2.dn_loss_iou: 0.2990, d3.dn_loss_cls: 0.0188, d3.dn_loss_bbox: 0.2010, d3.dn_loss_iou: 0.2944, d4.dn_loss_cls: 0.0177, d4.dn_loss_bbox: 0.2004, d4.dn_loss_iou: 0.2935, loss: 7.8768, grad_norm: 22.3107 2023-11-23 05:41:23,980 - mmdet - INFO - Epoch [12][1700/7330] lr: 1.000e-06, eta: 1:05:07, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2105, interm_loss_bbox: 0.1643, interm_loss_iou: 0.3542, loss_cls: 0.1662, loss_bbox: 0.1401, loss_iou: 0.3151, d0.loss_cls: 0.2182, d0.loss_bbox: 0.1455, d0.loss_iou: 0.3234, d1.loss_cls: 0.1842, d1.loss_bbox: 0.1464, d1.loss_iou: 0.3211, d2.loss_cls: 0.1760, d2.loss_bbox: 0.1403, d2.loss_iou: 0.3154, d3.loss_cls: 0.1709, d3.loss_bbox: 0.1390, d3.loss_iou: 0.3137, d4.loss_cls: 0.1674, d4.loss_bbox: 0.1401, d4.loss_iou: 0.3148, dn_loss_cls: 0.0195, dn_loss_bbox: 0.2125, dn_loss_iou: 0.2957, d0.dn_loss_cls: 0.0529, d0.dn_loss_bbox: 0.3161, d0.dn_loss_iou: 0.3973, d1.dn_loss_cls: 0.0285, d1.dn_loss_bbox: 0.2329, d1.dn_loss_iou: 0.3162, d2.dn_loss_cls: 0.0229, d2.dn_loss_bbox: 0.2166, d2.dn_loss_iou: 0.3007, d3.dn_loss_cls: 0.0211, d3.dn_loss_bbox: 0.2129, d3.dn_loss_iou: 0.2962, d4.dn_loss_cls: 0.0200, d4.dn_loss_bbox: 0.2125, d4.dn_loss_iou: 0.2957, loss: 8.0372, grad_norm: 20.7172 2023-11-23 05:41:57,988 - mmdet - INFO - Epoch [12][1750/7330] lr: 1.000e-06, eta: 1:04:32, time: 0.680, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2061, interm_loss_bbox: 0.1557, interm_loss_iou: 0.3649, loss_cls: 0.1651, loss_bbox: 0.1335, loss_iou: 0.3285, d0.loss_cls: 0.2156, d0.loss_bbox: 0.1387, d0.loss_iou: 0.3380, d1.loss_cls: 0.1826, d1.loss_bbox: 0.1366, d1.loss_iou: 0.3341, d2.loss_cls: 0.1740, d2.loss_bbox: 0.1339, d2.loss_iou: 0.3295, d3.loss_cls: 0.1684, d3.loss_bbox: 0.1339, d3.loss_iou: 0.3296, d4.loss_cls: 0.1657, d4.loss_bbox: 0.1341, d4.loss_iou: 0.3290, dn_loss_cls: 0.0183, dn_loss_bbox: 0.1931, dn_loss_iou: 0.2928, d0.dn_loss_cls: 0.0501, d0.dn_loss_bbox: 0.2926, d0.dn_loss_iou: 0.3937, d1.dn_loss_cls: 0.0266, d1.dn_loss_bbox: 0.2127, d1.dn_loss_iou: 0.3135, d2.dn_loss_cls: 0.0212, d2.dn_loss_bbox: 0.1973, d2.dn_loss_iou: 0.2979, d3.dn_loss_cls: 0.0196, d3.dn_loss_bbox: 0.1932, d3.dn_loss_iou: 0.2933, d4.dn_loss_cls: 0.0188, d4.dn_loss_bbox: 0.1930, d4.dn_loss_iou: 0.2927, loss: 7.9180, grad_norm: 20.5850 2023-11-23 05:42:32,864 - mmdet - INFO - Epoch [12][1800/7330] lr: 1.000e-06, eta: 1:03:57, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2053, interm_loss_bbox: 0.1603, interm_loss_iou: 0.3593, loss_cls: 0.1666, loss_bbox: 0.1375, loss_iou: 0.3211, d0.loss_cls: 0.2162, d0.loss_bbox: 0.1414, d0.loss_iou: 0.3305, d1.loss_cls: 0.1854, d1.loss_bbox: 0.1409, d1.loss_iou: 0.3279, d2.loss_cls: 0.1767, d2.loss_bbox: 0.1373, d2.loss_iou: 0.3223, d3.loss_cls: 0.1710, d3.loss_bbox: 0.1369, d3.loss_iou: 0.3218, d4.loss_cls: 0.1680, d4.loss_bbox: 0.1370, d4.loss_iou: 0.3209, dn_loss_cls: 0.0201, dn_loss_bbox: 0.2127, dn_loss_iou: 0.3064, d0.dn_loss_cls: 0.0524, d0.dn_loss_bbox: 0.3109, d0.dn_loss_iou: 0.4076, d1.dn_loss_cls: 0.0289, d1.dn_loss_bbox: 0.2317, d1.dn_loss_iou: 0.3284, d2.dn_loss_cls: 0.0236, d2.dn_loss_bbox: 0.2165, d2.dn_loss_iou: 0.3121, d3.dn_loss_cls: 0.0216, d3.dn_loss_bbox: 0.2131, d3.dn_loss_iou: 0.3072, d4.dn_loss_cls: 0.0206, d4.dn_loss_bbox: 0.2127, d4.dn_loss_iou: 0.3064, loss: 8.1173, grad_norm: 22.2175 2023-11-23 05:43:07,291 - mmdet - INFO - Epoch [12][1850/7330] lr: 1.000e-06, eta: 1:03:23, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2164, interm_loss_bbox: 0.1654, interm_loss_iou: 0.3797, loss_cls: 0.1740, loss_bbox: 0.1426, loss_iou: 0.3397, d0.loss_cls: 0.2262, d0.loss_bbox: 0.1455, d0.loss_iou: 0.3495, d1.loss_cls: 0.1919, d1.loss_bbox: 0.1453, d1.loss_iou: 0.3461, d2.loss_cls: 0.1823, d2.loss_bbox: 0.1429, d2.loss_iou: 0.3417, d3.loss_cls: 0.1775, d3.loss_bbox: 0.1420, d3.loss_iou: 0.3401, d4.loss_cls: 0.1755, d4.loss_bbox: 0.1420, d4.loss_iou: 0.3394, dn_loss_cls: 0.0197, dn_loss_bbox: 0.2155, dn_loss_iou: 0.3074, d0.dn_loss_cls: 0.0534, d0.dn_loss_bbox: 0.3216, d0.dn_loss_iou: 0.4126, d1.dn_loss_cls: 0.0286, d1.dn_loss_bbox: 0.2366, d1.dn_loss_iou: 0.3303, d2.dn_loss_cls: 0.0230, d2.dn_loss_bbox: 0.2200, d2.dn_loss_iou: 0.3134, d3.dn_loss_cls: 0.0211, d3.dn_loss_bbox: 0.2160, d3.dn_loss_iou: 0.3081, d4.dn_loss_cls: 0.0201, d4.dn_loss_bbox: 0.2155, d4.dn_loss_iou: 0.3074, loss: 8.3760, grad_norm: 21.0135 2023-11-23 05:43:42,124 - mmdet - INFO - Epoch [12][1900/7330] lr: 1.000e-06, eta: 1:02:48, time: 0.697, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2062, interm_loss_bbox: 0.1612, interm_loss_iou: 0.3678, loss_cls: 0.1670, loss_bbox: 0.1344, loss_iou: 0.3267, d0.loss_cls: 0.2181, d0.loss_bbox: 0.1418, d0.loss_iou: 0.3363, d1.loss_cls: 0.1854, d1.loss_bbox: 0.1396, d1.loss_iou: 0.3329, d2.loss_cls: 0.1752, d2.loss_bbox: 0.1364, d2.loss_iou: 0.3282, d3.loss_cls: 0.1704, d3.loss_bbox: 0.1351, d3.loss_iou: 0.3261, d4.loss_cls: 0.1684, d4.loss_bbox: 0.1340, d4.loss_iou: 0.3257, dn_loss_cls: 0.0194, dn_loss_bbox: 0.2046, dn_loss_iou: 0.3026, d0.dn_loss_cls: 0.0533, d0.dn_loss_bbox: 0.3092, d0.dn_loss_iou: 0.4068, d1.dn_loss_cls: 0.0285, d1.dn_loss_bbox: 0.2269, d1.dn_loss_iou: 0.3255, d2.dn_loss_cls: 0.0229, d2.dn_loss_bbox: 0.2095, d2.dn_loss_iou: 0.3086, d3.dn_loss_cls: 0.0211, d3.dn_loss_bbox: 0.2051, d3.dn_loss_iou: 0.3034, d4.dn_loss_cls: 0.0200, d4.dn_loss_bbox: 0.2046, d4.dn_loss_iou: 0.3025, loss: 8.0912, grad_norm: 21.4462 2023-11-23 05:44:16,838 - mmdet - INFO - Epoch [12][1950/7330] lr: 1.000e-06, eta: 1:02:13, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2068, interm_loss_bbox: 0.1594, interm_loss_iou: 0.3739, loss_cls: 0.1670, loss_bbox: 0.1366, loss_iou: 0.3345, d0.loss_cls: 0.2181, d0.loss_bbox: 0.1397, d0.loss_iou: 0.3440, d1.loss_cls: 0.1851, d1.loss_bbox: 0.1398, d1.loss_iou: 0.3400, d2.loss_cls: 0.1748, d2.loss_bbox: 0.1375, d2.loss_iou: 0.3366, d3.loss_cls: 0.1702, d3.loss_bbox: 0.1370, d3.loss_iou: 0.3338, d4.loss_cls: 0.1678, d4.loss_bbox: 0.1367, d4.loss_iou: 0.3341, dn_loss_cls: 0.0177, dn_loss_bbox: 0.2014, dn_loss_iou: 0.2958, d0.dn_loss_cls: 0.0509, d0.dn_loss_bbox: 0.3025, d0.dn_loss_iou: 0.3954, d1.dn_loss_cls: 0.0262, d1.dn_loss_bbox: 0.2235, d1.dn_loss_iou: 0.3172, d2.dn_loss_cls: 0.0208, d2.dn_loss_bbox: 0.2063, d2.dn_loss_iou: 0.3013, d3.dn_loss_cls: 0.0190, d3.dn_loss_bbox: 0.2018, d3.dn_loss_iou: 0.2966, d4.dn_loss_cls: 0.0181, d4.dn_loss_bbox: 0.2014, d4.dn_loss_iou: 0.2958, loss: 8.0651, grad_norm: 21.7820 2023-11-23 05:44:51,446 - mmdet - INFO - Epoch [12][2000/7330] lr: 1.000e-06, eta: 1:01:39, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2004, interm_loss_bbox: 0.1582, interm_loss_iou: 0.3555, loss_cls: 0.1611, loss_bbox: 0.1342, loss_iou: 0.3173, d0.loss_cls: 0.2107, d0.loss_bbox: 0.1396, d0.loss_iou: 0.3240, d1.loss_cls: 0.1775, d1.loss_bbox: 0.1399, d1.loss_iou: 0.3230, d2.loss_cls: 0.1697, d2.loss_bbox: 0.1357, d2.loss_iou: 0.3179, d3.loss_cls: 0.1648, d3.loss_bbox: 0.1347, d3.loss_iou: 0.3173, d4.loss_cls: 0.1629, d4.loss_bbox: 0.1337, d4.loss_iou: 0.3166, dn_loss_cls: 0.0188, dn_loss_bbox: 0.2052, dn_loss_iou: 0.2962, d0.dn_loss_cls: 0.0528, d0.dn_loss_bbox: 0.3127, d0.dn_loss_iou: 0.4024, d1.dn_loss_cls: 0.0278, d1.dn_loss_bbox: 0.2275, d1.dn_loss_iou: 0.3188, d2.dn_loss_cls: 0.0222, d2.dn_loss_bbox: 0.2103, d2.dn_loss_iou: 0.3020, d3.dn_loss_cls: 0.0202, d3.dn_loss_bbox: 0.2058, d3.dn_loss_iou: 0.2970, d4.dn_loss_cls: 0.0192, d4.dn_loss_bbox: 0.2052, d4.dn_loss_iou: 0.2961, loss: 7.9348, grad_norm: 21.3219 2023-11-23 05:45:25,818 - mmdet - INFO - Epoch [12][2050/7330] lr: 1.000e-06, eta: 1:01:04, time: 0.687, data_time: 0.005, memory: 16711, interm_loss_cls: 0.1959, interm_loss_bbox: 0.1536, interm_loss_iou: 0.3694, loss_cls: 0.1599, loss_bbox: 0.1307, loss_iou: 0.3310, d0.loss_cls: 0.2097, d0.loss_bbox: 0.1352, d0.loss_iou: 0.3385, d1.loss_cls: 0.1770, d1.loss_bbox: 0.1337, d1.loss_iou: 0.3364, d2.loss_cls: 0.1674, d2.loss_bbox: 0.1303, d2.loss_iou: 0.3322, d3.loss_cls: 0.1637, d3.loss_bbox: 0.1295, d3.loss_iou: 0.3311, d4.loss_cls: 0.1611, d4.loss_bbox: 0.1304, d4.loss_iou: 0.3307, dn_loss_cls: 0.0176, dn_loss_bbox: 0.1877, dn_loss_iou: 0.2909, d0.dn_loss_cls: 0.0488, d0.dn_loss_bbox: 0.2867, d0.dn_loss_iou: 0.3907, d1.dn_loss_cls: 0.0256, d1.dn_loss_bbox: 0.2070, d1.dn_loss_iou: 0.3112, d2.dn_loss_cls: 0.0204, d2.dn_loss_bbox: 0.1921, d2.dn_loss_iou: 0.2958, d3.dn_loss_cls: 0.0189, d3.dn_loss_bbox: 0.1882, d3.dn_loss_iou: 0.2915, d4.dn_loss_cls: 0.0180, d4.dn_loss_bbox: 0.1877, d4.dn_loss_iou: 0.2908, loss: 7.8173, grad_norm: 21.8576 2023-11-23 05:46:00,466 - mmdet - INFO - Epoch [12][2100/7330] lr: 1.000e-06, eta: 1:00:29, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2035, interm_loss_bbox: 0.1607, interm_loss_iou: 0.3600, loss_cls: 0.1610, loss_bbox: 0.1373, loss_iou: 0.3259, d0.loss_cls: 0.2137, d0.loss_bbox: 0.1384, d0.loss_iou: 0.3314, d1.loss_cls: 0.1802, d1.loss_bbox: 0.1393, d1.loss_iou: 0.3314, d2.loss_cls: 0.1715, d2.loss_bbox: 0.1360, d2.loss_iou: 0.3260, d3.loss_cls: 0.1655, d3.loss_bbox: 0.1366, d3.loss_iou: 0.3259, d4.loss_cls: 0.1628, d4.loss_bbox: 0.1364, d4.loss_iou: 0.3257, dn_loss_cls: 0.0182, dn_loss_bbox: 0.2139, dn_loss_iou: 0.2991, d0.dn_loss_cls: 0.0508, d0.dn_loss_bbox: 0.3162, d0.dn_loss_iou: 0.3995, d1.dn_loss_cls: 0.0274, d1.dn_loss_bbox: 0.2344, d1.dn_loss_iou: 0.3206, d2.dn_loss_cls: 0.0217, d2.dn_loss_bbox: 0.2187, d2.dn_loss_iou: 0.3049, d3.dn_loss_cls: 0.0198, d3.dn_loss_bbox: 0.2144, d3.dn_loss_iou: 0.2999, d4.dn_loss_cls: 0.0188, d4.dn_loss_bbox: 0.2139, d4.dn_loss_iou: 0.2990, loss: 8.0604, grad_norm: 21.5351 2023-11-23 05:46:34,666 - mmdet - INFO - Epoch [12][2150/7330] lr: 1.000e-06, eta: 0:59:54, time: 0.684, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2077, interm_loss_bbox: 0.1567, interm_loss_iou: 0.3673, loss_cls: 0.1653, loss_bbox: 0.1361, loss_iou: 0.3319, d0.loss_cls: 0.2155, d0.loss_bbox: 0.1414, d0.loss_iou: 0.3399, d1.loss_cls: 0.1850, d1.loss_bbox: 0.1382, d1.loss_iou: 0.3365, d2.loss_cls: 0.1746, d2.loss_bbox: 0.1363, d2.loss_iou: 0.3322, d3.loss_cls: 0.1707, d3.loss_bbox: 0.1346, d3.loss_iou: 0.3305, d4.loss_cls: 0.1673, d4.loss_bbox: 0.1352, d4.loss_iou: 0.3309, dn_loss_cls: 0.0206, dn_loss_bbox: 0.2067, dn_loss_iou: 0.3037, d0.dn_loss_cls: 0.0530, d0.dn_loss_bbox: 0.3067, d0.dn_loss_iou: 0.4074, d1.dn_loss_cls: 0.0289, d1.dn_loss_bbox: 0.2282, d1.dn_loss_iou: 0.3269, d2.dn_loss_cls: 0.0235, d2.dn_loss_bbox: 0.2115, d2.dn_loss_iou: 0.3099, d3.dn_loss_cls: 0.0219, d3.dn_loss_bbox: 0.2072, d3.dn_loss_iou: 0.3047, d4.dn_loss_cls: 0.0210, d4.dn_loss_bbox: 0.2068, d4.dn_loss_iou: 0.3037, loss: 8.1264, grad_norm: 22.3628 2023-11-23 05:47:09,376 - mmdet - INFO - Epoch [12][2200/7330] lr: 1.000e-06, eta: 0:59:20, time: 0.694, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2024, interm_loss_bbox: 0.1573, interm_loss_iou: 0.3774, loss_cls: 0.1646, loss_bbox: 0.1355, loss_iou: 0.3409, d0.loss_cls: 0.2141, d0.loss_bbox: 0.1388, d0.loss_iou: 0.3462, d1.loss_cls: 0.1847, d1.loss_bbox: 0.1366, d1.loss_iou: 0.3424, d2.loss_cls: 0.1740, d2.loss_bbox: 0.1355, d2.loss_iou: 0.3417, d3.loss_cls: 0.1690, d3.loss_bbox: 0.1347, d3.loss_iou: 0.3411, d4.loss_cls: 0.1658, d4.loss_bbox: 0.1355, d4.loss_iou: 0.3406, dn_loss_cls: 0.0198, dn_loss_bbox: 0.2041, dn_loss_iou: 0.3075, d0.dn_loss_cls: 0.0526, d0.dn_loss_bbox: 0.3052, d0.dn_loss_iou: 0.4124, d1.dn_loss_cls: 0.0284, d1.dn_loss_bbox: 0.2240, d1.dn_loss_iou: 0.3292, d2.dn_loss_cls: 0.0230, d2.dn_loss_bbox: 0.2083, d2.dn_loss_iou: 0.3131, d3.dn_loss_cls: 0.0212, d3.dn_loss_bbox: 0.2044, d3.dn_loss_iou: 0.3082, d4.dn_loss_cls: 0.0202, d4.dn_loss_bbox: 0.2040, d4.dn_loss_iou: 0.3075, loss: 8.1721, grad_norm: 21.7338 2023-11-23 05:47:43,871 - mmdet - INFO - Epoch [12][2250/7330] lr: 1.000e-06, eta: 0:58:45, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2040, interm_loss_bbox: 0.1599, interm_loss_iou: 0.3585, loss_cls: 0.1641, loss_bbox: 0.1378, loss_iou: 0.3226, d0.loss_cls: 0.2127, d0.loss_bbox: 0.1422, d0.loss_iou: 0.3303, d1.loss_cls: 0.1815, d1.loss_bbox: 0.1401, d1.loss_iou: 0.3257, d2.loss_cls: 0.1730, d2.loss_bbox: 0.1375, d2.loss_iou: 0.3222, d3.loss_cls: 0.1680, d3.loss_bbox: 0.1372, d3.loss_iou: 0.3218, d4.loss_cls: 0.1659, d4.loss_bbox: 0.1367, d4.loss_iou: 0.3215, dn_loss_cls: 0.0195, dn_loss_bbox: 0.2038, dn_loss_iou: 0.2927, d0.dn_loss_cls: 0.0526, d0.dn_loss_bbox: 0.3068, d0.dn_loss_iou: 0.3970, d1.dn_loss_cls: 0.0287, d1.dn_loss_bbox: 0.2256, d1.dn_loss_iou: 0.3154, d2.dn_loss_cls: 0.0230, d2.dn_loss_bbox: 0.2087, d2.dn_loss_iou: 0.2989, d3.dn_loss_cls: 0.0211, d3.dn_loss_bbox: 0.2043, d3.dn_loss_iou: 0.2934, d4.dn_loss_cls: 0.0201, d4.dn_loss_bbox: 0.2039, d4.dn_loss_iou: 0.2927, loss: 7.9713, grad_norm: 22.0444 2023-11-23 05:48:18,439 - mmdet - INFO - Epoch [12][2300/7330] lr: 1.000e-06, eta: 0:58:10, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2126, interm_loss_bbox: 0.1620, interm_loss_iou: 0.3657, loss_cls: 0.1689, loss_bbox: 0.1378, loss_iou: 0.3260, d0.loss_cls: 0.2192, d0.loss_bbox: 0.1448, d0.loss_iou: 0.3381, d1.loss_cls: 0.1874, d1.loss_bbox: 0.1419, d1.loss_iou: 0.3318, d2.loss_cls: 0.1782, d2.loss_bbox: 0.1378, d2.loss_iou: 0.3270, d3.loss_cls: 0.1728, d3.loss_bbox: 0.1378, d3.loss_iou: 0.3261, d4.loss_cls: 0.1700, d4.loss_bbox: 0.1376, d4.loss_iou: 0.3258, dn_loss_cls: 0.0186, dn_loss_bbox: 0.2163, dn_loss_iou: 0.2986, d0.dn_loss_cls: 0.0527, d0.dn_loss_bbox: 0.3212, d0.dn_loss_iou: 0.4022, d1.dn_loss_cls: 0.0279, d1.dn_loss_bbox: 0.2374, d1.dn_loss_iou: 0.3203, d2.dn_loss_cls: 0.0221, d2.dn_loss_bbox: 0.2204, d2.dn_loss_iou: 0.3038, d3.dn_loss_cls: 0.0203, d3.dn_loss_bbox: 0.2167, d3.dn_loss_iou: 0.2993, d4.dn_loss_cls: 0.0191, d4.dn_loss_bbox: 0.2163, d4.dn_loss_iou: 0.2985, loss: 8.1609, grad_norm: 23.0460 2023-11-23 05:48:52,824 - mmdet - INFO - Epoch [12][2350/7330] lr: 1.000e-06, eta: 0:57:36, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2005, interm_loss_bbox: 0.1499, interm_loss_iou: 0.3808, loss_cls: 0.1636, loss_bbox: 0.1273, loss_iou: 0.3406, d0.loss_cls: 0.2081, d0.loss_bbox: 0.1340, d0.loss_iou: 0.3527, d1.loss_cls: 0.1791, d1.loss_bbox: 0.1324, d1.loss_iou: 0.3500, d2.loss_cls: 0.1715, d2.loss_bbox: 0.1281, d2.loss_iou: 0.3423, d3.loss_cls: 0.1662, d3.loss_bbox: 0.1276, d3.loss_iou: 0.3404, d4.loss_cls: 0.1641, d4.loss_bbox: 0.1272, d4.loss_iou: 0.3402, dn_loss_cls: 0.0175, dn_loss_bbox: 0.1906, dn_loss_iou: 0.3103, d0.dn_loss_cls: 0.0497, d0.dn_loss_bbox: 0.2824, d0.dn_loss_iou: 0.4112, d1.dn_loss_cls: 0.0261, d1.dn_loss_bbox: 0.2081, d1.dn_loss_iou: 0.3319, d2.dn_loss_cls: 0.0206, d2.dn_loss_bbox: 0.1940, d2.dn_loss_iou: 0.3156, d3.dn_loss_cls: 0.0188, d3.dn_loss_bbox: 0.1912, d3.dn_loss_iou: 0.3111, d4.dn_loss_cls: 0.0179, d4.dn_loss_bbox: 0.1906, d4.dn_loss_iou: 0.3102, loss: 8.0246, grad_norm: 21.3192 2023-11-23 05:49:27,037 - mmdet - INFO - Epoch [12][2400/7330] lr: 1.000e-06, eta: 0:57:01, time: 0.684, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2075, interm_loss_bbox: 0.1606, interm_loss_iou: 0.3545, loss_cls: 0.1655, loss_bbox: 0.1406, loss_iou: 0.3189, d0.loss_cls: 0.2149, d0.loss_bbox: 0.1432, d0.loss_iou: 0.3271, d1.loss_cls: 0.1844, d1.loss_bbox: 0.1412, d1.loss_iou: 0.3225, d2.loss_cls: 0.1757, d2.loss_bbox: 0.1390, d2.loss_iou: 0.3185, d3.loss_cls: 0.1695, d3.loss_bbox: 0.1399, d3.loss_iou: 0.3183, d4.loss_cls: 0.1673, d4.loss_bbox: 0.1396, d4.loss_iou: 0.3181, dn_loss_cls: 0.0188, dn_loss_bbox: 0.2070, dn_loss_iou: 0.3006, d0.dn_loss_cls: 0.0530, d0.dn_loss_bbox: 0.3109, d0.dn_loss_iou: 0.4068, d1.dn_loss_cls: 0.0279, d1.dn_loss_bbox: 0.2277, d1.dn_loss_iou: 0.3241, d2.dn_loss_cls: 0.0222, d2.dn_loss_bbox: 0.2112, d2.dn_loss_iou: 0.3066, d3.dn_loss_cls: 0.0204, d3.dn_loss_bbox: 0.2075, d3.dn_loss_iou: 0.3014, d4.dn_loss_cls: 0.0193, d4.dn_loss_bbox: 0.2070, d4.dn_loss_iou: 0.3005, loss: 8.0397, grad_norm: 22.8472 2023-11-23 05:50:01,960 - mmdet - INFO - Epoch [12][2450/7330] lr: 1.000e-06, eta: 0:56:26, time: 0.699, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2051, interm_loss_bbox: 0.1568, interm_loss_iou: 0.3662, loss_cls: 0.1637, loss_bbox: 0.1329, loss_iou: 0.3261, d0.loss_cls: 0.2147, d0.loss_bbox: 0.1387, d0.loss_iou: 0.3371, d1.loss_cls: 0.1822, d1.loss_bbox: 0.1369, d1.loss_iou: 0.3316, d2.loss_cls: 0.1725, d2.loss_bbox: 0.1345, d2.loss_iou: 0.3257, d3.loss_cls: 0.1672, d3.loss_bbox: 0.1334, d3.loss_iou: 0.3249, d4.loss_cls: 0.1651, d4.loss_bbox: 0.1325, d4.loss_iou: 0.3255, dn_loss_cls: 0.0185, dn_loss_bbox: 0.1889, dn_loss_iou: 0.2923, d0.dn_loss_cls: 0.0515, d0.dn_loss_bbox: 0.2885, d0.dn_loss_iou: 0.3974, d1.dn_loss_cls: 0.0271, d1.dn_loss_bbox: 0.2082, d1.dn_loss_iou: 0.3143, d2.dn_loss_cls: 0.0216, d2.dn_loss_bbox: 0.1927, d2.dn_loss_iou: 0.2982, d3.dn_loss_cls: 0.0198, d3.dn_loss_bbox: 0.1893, d3.dn_loss_iou: 0.2930, d4.dn_loss_cls: 0.0189, d4.dn_loss_bbox: 0.1889, d4.dn_loss_iou: 0.2923, loss: 7.8747, grad_norm: 21.8072 2023-11-23 05:50:38,736 - mmdet - INFO - Epoch [12][2500/7330] lr: 1.000e-06, eta: 0:55:52, time: 0.735, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2036, interm_loss_bbox: 0.1606, interm_loss_iou: 0.3639, loss_cls: 0.1632, loss_bbox: 0.1373, loss_iou: 0.3266, d0.loss_cls: 0.2133, d0.loss_bbox: 0.1423, d0.loss_iou: 0.3350, d1.loss_cls: 0.1797, d1.loss_bbox: 0.1424, d1.loss_iou: 0.3326, d2.loss_cls: 0.1696, d2.loss_bbox: 0.1391, d2.loss_iou: 0.3297, d3.loss_cls: 0.1663, d3.loss_bbox: 0.1373, d3.loss_iou: 0.3273, d4.loss_cls: 0.1640, d4.loss_bbox: 0.1371, d4.loss_iou: 0.3268, dn_loss_cls: 0.0171, dn_loss_bbox: 0.2041, dn_loss_iou: 0.2953, d0.dn_loss_cls: 0.0502, d0.dn_loss_bbox: 0.3105, d0.dn_loss_iou: 0.4003, d1.dn_loss_cls: 0.0255, d1.dn_loss_bbox: 0.2265, d1.dn_loss_iou: 0.3180, d2.dn_loss_cls: 0.0202, d2.dn_loss_bbox: 0.2092, d2.dn_loss_iou: 0.3016, d3.dn_loss_cls: 0.0184, d3.dn_loss_bbox: 0.2049, d3.dn_loss_iou: 0.2963, d4.dn_loss_cls: 0.0175, d4.dn_loss_bbox: 0.2041, d4.dn_loss_iou: 0.2953, loss: 8.0126, grad_norm: 21.7837 2023-11-23 05:51:13,397 - mmdet - INFO - Epoch [12][2550/7330] lr: 1.000e-06, eta: 0:55:17, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2078, interm_loss_bbox: 0.1646, interm_loss_iou: 0.3661, loss_cls: 0.1657, loss_bbox: 0.1453, loss_iou: 0.3312, d0.loss_cls: 0.2162, d0.loss_bbox: 0.1474, d0.loss_iou: 0.3372, d1.loss_cls: 0.1832, d1.loss_bbox: 0.1484, d1.loss_iou: 0.3361, d2.loss_cls: 0.1737, d2.loss_bbox: 0.1462, d2.loss_iou: 0.3325, d3.loss_cls: 0.1693, d3.loss_bbox: 0.1454, d3.loss_iou: 0.3310, d4.loss_cls: 0.1665, d4.loss_bbox: 0.1453, d4.loss_iou: 0.3313, dn_loss_cls: 0.0190, dn_loss_bbox: 0.2102, dn_loss_iou: 0.3047, d0.dn_loss_cls: 0.0531, d0.dn_loss_bbox: 0.3103, d0.dn_loss_iou: 0.4082, d1.dn_loss_cls: 0.0282, d1.dn_loss_bbox: 0.2287, d1.dn_loss_iou: 0.3261, d2.dn_loss_cls: 0.0225, d2.dn_loss_bbox: 0.2140, d2.dn_loss_iou: 0.3106, d3.dn_loss_cls: 0.0205, d3.dn_loss_bbox: 0.2106, d3.dn_loss_iou: 0.3056, d4.dn_loss_cls: 0.0194, d4.dn_loss_bbox: 0.2103, d4.dn_loss_iou: 0.3047, loss: 8.1970, grad_norm: 22.4266 2023-11-23 05:51:48,220 - mmdet - INFO - Epoch [12][2600/7330] lr: 1.000e-06, eta: 0:54:42, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2052, interm_loss_bbox: 0.1589, interm_loss_iou: 0.3762, loss_cls: 0.1634, loss_bbox: 0.1370, loss_iou: 0.3400, d0.loss_cls: 0.2143, d0.loss_bbox: 0.1427, d0.loss_iou: 0.3498, d1.loss_cls: 0.1834, d1.loss_bbox: 0.1401, d1.loss_iou: 0.3449, d2.loss_cls: 0.1734, d2.loss_bbox: 0.1370, d2.loss_iou: 0.3406, d3.loss_cls: 0.1679, d3.loss_bbox: 0.1363, d3.loss_iou: 0.3400, d4.loss_cls: 0.1651, d4.loss_bbox: 0.1366, d4.loss_iou: 0.3399, dn_loss_cls: 0.0178, dn_loss_bbox: 0.2084, dn_loss_iou: 0.3051, d0.dn_loss_cls: 0.0515, d0.dn_loss_bbox: 0.3097, d0.dn_loss_iou: 0.4054, d1.dn_loss_cls: 0.0269, d1.dn_loss_bbox: 0.2285, d1.dn_loss_iou: 0.3263, d2.dn_loss_cls: 0.0214, d2.dn_loss_bbox: 0.2125, d2.dn_loss_iou: 0.3104, d3.dn_loss_cls: 0.0193, d3.dn_loss_bbox: 0.2089, d3.dn_loss_iou: 0.3059, d4.dn_loss_cls: 0.0183, d4.dn_loss_bbox: 0.2084, d4.dn_loss_iou: 0.3051, loss: 8.1827, grad_norm: 20.7141 2023-11-23 05:52:22,734 - mmdet - INFO - Epoch [12][2650/7330] lr: 1.000e-06, eta: 0:54:08, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2034, interm_loss_bbox: 0.1584, interm_loss_iou: 0.3567, loss_cls: 0.1636, loss_bbox: 0.1353, loss_iou: 0.3215, d0.loss_cls: 0.2127, d0.loss_bbox: 0.1414, d0.loss_iou: 0.3290, d1.loss_cls: 0.1807, d1.loss_bbox: 0.1392, d1.loss_iou: 0.3267, d2.loss_cls: 0.1728, d2.loss_bbox: 0.1348, d2.loss_iou: 0.3209, d3.loss_cls: 0.1676, d3.loss_bbox: 0.1346, d3.loss_iou: 0.3207, d4.loss_cls: 0.1653, d4.loss_bbox: 0.1349, d4.loss_iou: 0.3210, dn_loss_cls: 0.0173, dn_loss_bbox: 0.2052, dn_loss_iou: 0.2911, d0.dn_loss_cls: 0.0497, d0.dn_loss_bbox: 0.3118, d0.dn_loss_iou: 0.3920, d1.dn_loss_cls: 0.0261, d1.dn_loss_bbox: 0.2260, d1.dn_loss_iou: 0.3122, d2.dn_loss_cls: 0.0207, d2.dn_loss_bbox: 0.2103, d2.dn_loss_iou: 0.2966, d3.dn_loss_cls: 0.0188, d3.dn_loss_bbox: 0.2057, d3.dn_loss_iou: 0.2918, d4.dn_loss_cls: 0.0178, d4.dn_loss_bbox: 0.2053, d4.dn_loss_iou: 0.2911, loss: 7.9306, grad_norm: 21.3724 2023-11-23 05:52:58,071 - mmdet - INFO - Epoch [12][2700/7330] lr: 1.000e-06, eta: 0:53:33, time: 0.707, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2107, interm_loss_bbox: 0.1646, interm_loss_iou: 0.3756, loss_cls: 0.1685, loss_bbox: 0.1429, loss_iou: 0.3431, d0.loss_cls: 0.2200, d0.loss_bbox: 0.1447, d0.loss_iou: 0.3476, d1.loss_cls: 0.1887, d1.loss_bbox: 0.1446, d1.loss_iou: 0.3455, d2.loss_cls: 0.1779, d2.loss_bbox: 0.1429, d2.loss_iou: 0.3429, d3.loss_cls: 0.1719, d3.loss_bbox: 0.1431, d3.loss_iou: 0.3426, d4.loss_cls: 0.1699, d4.loss_bbox: 0.1422, d4.loss_iou: 0.3425, dn_loss_cls: 0.0197, dn_loss_bbox: 0.2063, dn_loss_iou: 0.3071, d0.dn_loss_cls: 0.0525, d0.dn_loss_bbox: 0.3060, d0.dn_loss_iou: 0.4094, d1.dn_loss_cls: 0.0284, d1.dn_loss_bbox: 0.2267, d1.dn_loss_iou: 0.3289, d2.dn_loss_cls: 0.0230, d2.dn_loss_bbox: 0.2105, d2.dn_loss_iou: 0.3126, d3.dn_loss_cls: 0.0210, d3.dn_loss_bbox: 0.2068, d3.dn_loss_iou: 0.3078, d4.dn_loss_cls: 0.0201, d4.dn_loss_bbox: 0.2063, d4.dn_loss_iou: 0.3071, loss: 8.2723, grad_norm: 21.0483 2023-11-23 05:53:32,538 - mmdet - INFO - Epoch [12][2750/7330] lr: 1.000e-06, eta: 0:52:58, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2059, interm_loss_bbox: 0.1580, interm_loss_iou: 0.3758, loss_cls: 0.1654, loss_bbox: 0.1371, loss_iou: 0.3375, d0.loss_cls: 0.2174, d0.loss_bbox: 0.1400, d0.loss_iou: 0.3440, d1.loss_cls: 0.1847, d1.loss_bbox: 0.1389, d1.loss_iou: 0.3423, d2.loss_cls: 0.1748, d2.loss_bbox: 0.1376, d2.loss_iou: 0.3398, d3.loss_cls: 0.1707, d3.loss_bbox: 0.1359, d3.loss_iou: 0.3365, d4.loss_cls: 0.1671, d4.loss_bbox: 0.1363, d4.loss_iou: 0.3370, dn_loss_cls: 0.0182, dn_loss_bbox: 0.2021, dn_loss_iou: 0.3043, d0.dn_loss_cls: 0.0515, d0.dn_loss_bbox: 0.3049, d0.dn_loss_iou: 0.4095, d1.dn_loss_cls: 0.0271, d1.dn_loss_bbox: 0.2225, d1.dn_loss_iou: 0.3268, d2.dn_loss_cls: 0.0215, d2.dn_loss_bbox: 0.2071, d2.dn_loss_iou: 0.3110, d3.dn_loss_cls: 0.0197, d3.dn_loss_bbox: 0.2027, d3.dn_loss_iou: 0.3051, d4.dn_loss_cls: 0.0187, d4.dn_loss_bbox: 0.2021, d4.dn_loss_iou: 0.3043, loss: 8.1419, grad_norm: 21.6634 2023-11-23 05:54:07,695 - mmdet - INFO - Epoch [12][2800/7330] lr: 1.000e-06, eta: 0:52:23, time: 0.703, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2057, interm_loss_bbox: 0.1536, interm_loss_iou: 0.3815, loss_cls: 0.1696, loss_bbox: 0.1284, loss_iou: 0.3417, d0.loss_cls: 0.2162, d0.loss_bbox: 0.1338, d0.loss_iou: 0.3505, d1.loss_cls: 0.1855, d1.loss_bbox: 0.1329, d1.loss_iou: 0.3474, d2.loss_cls: 0.1790, d2.loss_bbox: 0.1279, d2.loss_iou: 0.3405, d3.loss_cls: 0.1740, d3.loss_bbox: 0.1277, d3.loss_iou: 0.3413, d4.loss_cls: 0.1707, d4.loss_bbox: 0.1282, d4.loss_iou: 0.3418, dn_loss_cls: 0.0193, dn_loss_bbox: 0.1929, dn_loss_iou: 0.3019, d0.dn_loss_cls: 0.0522, d0.dn_loss_bbox: 0.2940, d0.dn_loss_iou: 0.4061, d1.dn_loss_cls: 0.0282, d1.dn_loss_bbox: 0.2128, d1.dn_loss_iou: 0.3239, d2.dn_loss_cls: 0.0226, d2.dn_loss_bbox: 0.1971, d2.dn_loss_iou: 0.3074, d3.dn_loss_cls: 0.0208, d3.dn_loss_bbox: 0.1931, d3.dn_loss_iou: 0.3025, d4.dn_loss_cls: 0.0197, d4.dn_loss_bbox: 0.1929, d4.dn_loss_iou: 0.3019, loss: 8.0674, grad_norm: 22.6426 2023-11-23 05:54:42,433 - mmdet - INFO - Epoch [12][2850/7330] lr: 1.000e-06, eta: 0:51:49, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2049, interm_loss_bbox: 0.1571, interm_loss_iou: 0.3637, loss_cls: 0.1655, loss_bbox: 0.1351, loss_iou: 0.3293, d0.loss_cls: 0.2145, d0.loss_bbox: 0.1404, d0.loss_iou: 0.3356, d1.loss_cls: 0.1816, d1.loss_bbox: 0.1383, d1.loss_iou: 0.3349, d2.loss_cls: 0.1737, d2.loss_bbox: 0.1359, d2.loss_iou: 0.3305, d3.loss_cls: 0.1689, d3.loss_bbox: 0.1351, d3.loss_iou: 0.3299, d4.loss_cls: 0.1667, d4.loss_bbox: 0.1348, d4.loss_iou: 0.3284, dn_loss_cls: 0.0191, dn_loss_bbox: 0.1973, dn_loss_iou: 0.3004, d0.dn_loss_cls: 0.0521, d0.dn_loss_bbox: 0.3014, d0.dn_loss_iou: 0.4046, d1.dn_loss_cls: 0.0278, d1.dn_loss_bbox: 0.2178, d1.dn_loss_iou: 0.3220, d2.dn_loss_cls: 0.0224, d2.dn_loss_bbox: 0.2022, d2.dn_loss_iou: 0.3059, d3.dn_loss_cls: 0.0205, d3.dn_loss_bbox: 0.1979, d3.dn_loss_iou: 0.3012, d4.dn_loss_cls: 0.0195, d4.dn_loss_bbox: 0.1973, d4.dn_loss_iou: 0.3004, loss: 8.0144, grad_norm: 23.4183 2023-11-23 05:55:19,134 - mmdet - INFO - Epoch [12][2900/7330] lr: 1.000e-06, eta: 0:51:14, time: 0.734, data_time: 0.005, memory: 16711, interm_loss_cls: 0.1997, interm_loss_bbox: 0.1539, interm_loss_iou: 0.3635, loss_cls: 0.1600, loss_bbox: 0.1317, loss_iou: 0.3276, d0.loss_cls: 0.2083, d0.loss_bbox: 0.1373, d0.loss_iou: 0.3365, d1.loss_cls: 0.1776, d1.loss_bbox: 0.1346, d1.loss_iou: 0.3332, d2.loss_cls: 0.1687, d2.loss_bbox: 0.1305, d2.loss_iou: 0.3270, d3.loss_cls: 0.1641, d3.loss_bbox: 0.1306, d3.loss_iou: 0.3265, d4.loss_cls: 0.1617, d4.loss_bbox: 0.1313, d4.loss_iou: 0.3267, dn_loss_cls: 0.0186, dn_loss_bbox: 0.2002, dn_loss_iou: 0.3034, d0.dn_loss_cls: 0.0521, d0.dn_loss_bbox: 0.2965, d0.dn_loss_iou: 0.4038, d1.dn_loss_cls: 0.0275, d1.dn_loss_bbox: 0.2197, d1.dn_loss_iou: 0.3240, d2.dn_loss_cls: 0.0219, d2.dn_loss_bbox: 0.2046, d2.dn_loss_iou: 0.3087, d3.dn_loss_cls: 0.0200, d3.dn_loss_bbox: 0.2005, d3.dn_loss_iou: 0.3041, d4.dn_loss_cls: 0.0190, d4.dn_loss_bbox: 0.2001, d4.dn_loss_iou: 0.3033, loss: 7.9588, grad_norm: 20.6328 2023-11-23 05:55:55,573 - mmdet - INFO - Epoch [12][2950/7330] lr: 1.000e-06, eta: 0:50:40, time: 0.729, data_time: 0.005, memory: 16711, interm_loss_cls: 0.1991, interm_loss_bbox: 0.1597, interm_loss_iou: 0.3650, loss_cls: 0.1600, loss_bbox: 0.1385, loss_iou: 0.3326, d0.loss_cls: 0.2078, d0.loss_bbox: 0.1411, d0.loss_iou: 0.3384, d1.loss_cls: 0.1784, d1.loss_bbox: 0.1400, d1.loss_iou: 0.3354, d2.loss_cls: 0.1688, d2.loss_bbox: 0.1388, d2.loss_iou: 0.3320, d3.loss_cls: 0.1640, d3.loss_bbox: 0.1377, d3.loss_iou: 0.3319, d4.loss_cls: 0.1612, d4.loss_bbox: 0.1379, d4.loss_iou: 0.3323, dn_loss_cls: 0.0173, dn_loss_bbox: 0.2069, dn_loss_iou: 0.2937, d0.dn_loss_cls: 0.0501, d0.dn_loss_bbox: 0.3125, d0.dn_loss_iou: 0.3946, d1.dn_loss_cls: 0.0257, d1.dn_loss_bbox: 0.2273, d1.dn_loss_iou: 0.3144, d2.dn_loss_cls: 0.0205, d2.dn_loss_bbox: 0.2108, d2.dn_loss_iou: 0.2990, d3.dn_loss_cls: 0.0187, d3.dn_loss_bbox: 0.2074, d3.dn_loss_iou: 0.2945, d4.dn_loss_cls: 0.0177, d4.dn_loss_bbox: 0.2069, d4.dn_loss_iou: 0.2936, loss: 8.0122, grad_norm: 21.2666 2023-11-23 05:56:29,634 - mmdet - INFO - Epoch [12][3000/7330] lr: 1.000e-06, eta: 0:50:05, time: 0.681, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2066, interm_loss_bbox: 0.1570, interm_loss_iou: 0.3685, loss_cls: 0.1660, loss_bbox: 0.1336, loss_iou: 0.3289, d0.loss_cls: 0.2145, d0.loss_bbox: 0.1397, d0.loss_iou: 0.3395, d1.loss_cls: 0.1817, d1.loss_bbox: 0.1387, d1.loss_iou: 0.3367, d2.loss_cls: 0.1726, d2.loss_bbox: 0.1357, d2.loss_iou: 0.3307, d3.loss_cls: 0.1685, d3.loss_bbox: 0.1344, d3.loss_iou: 0.3302, d4.loss_cls: 0.1665, d4.loss_bbox: 0.1339, d4.loss_iou: 0.3290, dn_loss_cls: 0.0175, dn_loss_bbox: 0.2044, dn_loss_iou: 0.2990, d0.dn_loss_cls: 0.0499, d0.dn_loss_bbox: 0.3021, d0.dn_loss_iou: 0.4001, d1.dn_loss_cls: 0.0254, d1.dn_loss_bbox: 0.2221, d1.dn_loss_iou: 0.3199, d2.dn_loss_cls: 0.0203, d2.dn_loss_bbox: 0.2080, d2.dn_loss_iou: 0.3043, d3.dn_loss_cls: 0.0187, d3.dn_loss_bbox: 0.2048, d3.dn_loss_iou: 0.2998, d4.dn_loss_cls: 0.0178, d4.dn_loss_bbox: 0.2044, d4.dn_loss_iou: 0.2990, loss: 8.0304, grad_norm: 21.9714 2023-11-23 05:57:04,694 - mmdet - INFO - Epoch [12][3050/7330] lr: 1.000e-06, eta: 0:49:30, time: 0.701, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2031, interm_loss_bbox: 0.1540, interm_loss_iou: 0.3662, loss_cls: 0.1629, loss_bbox: 0.1320, loss_iou: 0.3289, d0.loss_cls: 0.2114, d0.loss_bbox: 0.1362, d0.loss_iou: 0.3367, d1.loss_cls: 0.1774, d1.loss_bbox: 0.1364, d1.loss_iou: 0.3365, d2.loss_cls: 0.1711, d2.loss_bbox: 0.1331, d2.loss_iou: 0.3303, d3.loss_cls: 0.1664, d3.loss_bbox: 0.1321, d3.loss_iou: 0.3290, d4.loss_cls: 0.1641, d4.loss_bbox: 0.1321, d4.loss_iou: 0.3288, dn_loss_cls: 0.0187, dn_loss_bbox: 0.2012, dn_loss_iou: 0.2957, d0.dn_loss_cls: 0.0508, d0.dn_loss_bbox: 0.2961, d0.dn_loss_iou: 0.3950, d1.dn_loss_cls: 0.0268, d1.dn_loss_bbox: 0.2208, d1.dn_loss_iou: 0.3167, d2.dn_loss_cls: 0.0215, d2.dn_loss_bbox: 0.2059, d2.dn_loss_iou: 0.3013, d3.dn_loss_cls: 0.0198, d3.dn_loss_bbox: 0.2017, d3.dn_loss_iou: 0.2965, d4.dn_loss_cls: 0.0188, d4.dn_loss_bbox: 0.2013, d4.dn_loss_iou: 0.2956, loss: 7.9530, grad_norm: 20.4975 2023-11-23 05:57:39,417 - mmdet - INFO - Epoch [12][3100/7330] lr: 1.000e-06, eta: 0:48:55, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2031, interm_loss_bbox: 0.1543, interm_loss_iou: 0.3605, loss_cls: 0.1614, loss_bbox: 0.1353, loss_iou: 0.3238, d0.loss_cls: 0.2127, d0.loss_bbox: 0.1367, d0.loss_iou: 0.3309, d1.loss_cls: 0.1801, d1.loss_bbox: 0.1382, d1.loss_iou: 0.3283, d2.loss_cls: 0.1694, d2.loss_bbox: 0.1359, d2.loss_iou: 0.3247, d3.loss_cls: 0.1650, d3.loss_bbox: 0.1350, d3.loss_iou: 0.3232, d4.loss_cls: 0.1626, d4.loss_bbox: 0.1350, d4.loss_iou: 0.3233, dn_loss_cls: 0.0179, dn_loss_bbox: 0.2006, dn_loss_iou: 0.2906, d0.dn_loss_cls: 0.0504, d0.dn_loss_bbox: 0.3026, d0.dn_loss_iou: 0.3922, d1.dn_loss_cls: 0.0267, d1.dn_loss_bbox: 0.2205, d1.dn_loss_iou: 0.3122, d2.dn_loss_cls: 0.0213, d2.dn_loss_bbox: 0.2053, d2.dn_loss_iou: 0.2963, d3.dn_loss_cls: 0.0195, d3.dn_loss_bbox: 0.2013, d3.dn_loss_iou: 0.2915, d4.dn_loss_cls: 0.0184, d4.dn_loss_bbox: 0.2007, d4.dn_loss_iou: 0.2905, loss: 7.8980, grad_norm: 20.9886 2023-11-23 05:58:14,229 - mmdet - INFO - Epoch [12][3150/7330] lr: 1.000e-06, eta: 0:48:21, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2102, interm_loss_bbox: 0.1585, interm_loss_iou: 0.3764, loss_cls: 0.1689, loss_bbox: 0.1353, loss_iou: 0.3365, d0.loss_cls: 0.2199, d0.loss_bbox: 0.1389, d0.loss_iou: 0.3446, d1.loss_cls: 0.1894, d1.loss_bbox: 0.1359, d1.loss_iou: 0.3385, d2.loss_cls: 0.1790, d2.loss_bbox: 0.1339, d2.loss_iou: 0.3348, d3.loss_cls: 0.1732, d3.loss_bbox: 0.1344, d3.loss_iou: 0.3347, d4.loss_cls: 0.1707, d4.loss_bbox: 0.1344, d4.loss_iou: 0.3357, dn_loss_cls: 0.0183, dn_loss_bbox: 0.2034, dn_loss_iou: 0.3065, d0.dn_loss_cls: 0.0519, d0.dn_loss_bbox: 0.3000, d0.dn_loss_iou: 0.4075, d1.dn_loss_cls: 0.0270, d1.dn_loss_bbox: 0.2228, d1.dn_loss_iou: 0.3274, d2.dn_loss_cls: 0.0215, d2.dn_loss_bbox: 0.2074, d2.dn_loss_iou: 0.3119, d3.dn_loss_cls: 0.0197, d3.dn_loss_bbox: 0.2038, d3.dn_loss_iou: 0.3073, d4.dn_loss_cls: 0.0187, d4.dn_loss_bbox: 0.2034, d4.dn_loss_iou: 0.3065, loss: 8.1488, grad_norm: 21.7932 2023-11-23 05:58:48,700 - mmdet - INFO - Epoch [12][3200/7330] lr: 1.000e-06, eta: 0:47:46, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2009, interm_loss_bbox: 0.1602, interm_loss_iou: 0.3593, loss_cls: 0.1611, loss_bbox: 0.1365, loss_iou: 0.3221, d0.loss_cls: 0.2113, d0.loss_bbox: 0.1419, d0.loss_iou: 0.3311, d1.loss_cls: 0.1780, d1.loss_bbox: 0.1402, d1.loss_iou: 0.3284, d2.loss_cls: 0.1693, d2.loss_bbox: 0.1370, d2.loss_iou: 0.3228, d3.loss_cls: 0.1643, d3.loss_bbox: 0.1358, d3.loss_iou: 0.3220, d4.loss_cls: 0.1614, d4.loss_bbox: 0.1362, d4.loss_iou: 0.3225, dn_loss_cls: 0.0180, dn_loss_bbox: 0.2037, dn_loss_iou: 0.2933, d0.dn_loss_cls: 0.0508, d0.dn_loss_bbox: 0.3058, d0.dn_loss_iou: 0.3939, d1.dn_loss_cls: 0.0265, d1.dn_loss_bbox: 0.2233, d1.dn_loss_iou: 0.3143, d2.dn_loss_cls: 0.0213, d2.dn_loss_bbox: 0.2087, d2.dn_loss_iou: 0.2990, d3.dn_loss_cls: 0.0196, d3.dn_loss_bbox: 0.2042, d3.dn_loss_iou: 0.2941, d4.dn_loss_cls: 0.0185, d4.dn_loss_bbox: 0.2038, d4.dn_loss_iou: 0.2934, loss: 7.9348, grad_norm: 21.5056 2023-11-23 05:59:23,286 - mmdet - INFO - Epoch [12][3250/7330] lr: 1.000e-06, eta: 0:47:11, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.1997, interm_loss_bbox: 0.1521, interm_loss_iou: 0.3753, loss_cls: 0.1583, loss_bbox: 0.1308, loss_iou: 0.3402, d0.loss_cls: 0.2059, d0.loss_bbox: 0.1354, d0.loss_iou: 0.3486, d1.loss_cls: 0.1758, d1.loss_bbox: 0.1343, d1.loss_iou: 0.3452, d2.loss_cls: 0.1662, d2.loss_bbox: 0.1324, d2.loss_iou: 0.3413, d3.loss_cls: 0.1614, d3.loss_bbox: 0.1310, d3.loss_iou: 0.3402, d4.loss_cls: 0.1589, d4.loss_bbox: 0.1312, d4.loss_iou: 0.3399, dn_loss_cls: 0.0176, dn_loss_bbox: 0.2008, dn_loss_iou: 0.2984, d0.dn_loss_cls: 0.0502, d0.dn_loss_bbox: 0.2969, d0.dn_loss_iou: 0.4010, d1.dn_loss_cls: 0.0260, d1.dn_loss_bbox: 0.2185, d1.dn_loss_iou: 0.3200, d2.dn_loss_cls: 0.0207, d2.dn_loss_bbox: 0.2045, d2.dn_loss_iou: 0.3039, d3.dn_loss_cls: 0.0190, d3.dn_loss_bbox: 0.2013, d3.dn_loss_iou: 0.2992, d4.dn_loss_cls: 0.0181, d4.dn_loss_bbox: 0.2008, d4.dn_loss_iou: 0.2984, loss: 7.9994, grad_norm: 21.0852 2023-11-23 05:59:58,237 - mmdet - INFO - Epoch [12][3300/7330] lr: 1.000e-06, eta: 0:46:37, time: 0.699, data_time: 0.006, memory: 16711, interm_loss_cls: 0.1990, interm_loss_bbox: 0.1552, interm_loss_iou: 0.3672, loss_cls: 0.1559, loss_bbox: 0.1354, loss_iou: 0.3350, d0.loss_cls: 0.2049, d0.loss_bbox: 0.1415, d0.loss_iou: 0.3427, d1.loss_cls: 0.1737, d1.loss_bbox: 0.1380, d1.loss_iou: 0.3374, d2.loss_cls: 0.1636, d2.loss_bbox: 0.1361, d2.loss_iou: 0.3363, d3.loss_cls: 0.1584, d3.loss_bbox: 0.1356, d3.loss_iou: 0.3361, d4.loss_cls: 0.1568, d4.loss_bbox: 0.1352, d4.loss_iou: 0.3351, dn_loss_cls: 0.0181, dn_loss_bbox: 0.1900, dn_loss_iou: 0.2938, d0.dn_loss_cls: 0.0495, d0.dn_loss_bbox: 0.2858, d0.dn_loss_iou: 0.3961, d1.dn_loss_cls: 0.0263, d1.dn_loss_bbox: 0.2078, d1.dn_loss_iou: 0.3152, d2.dn_loss_cls: 0.0209, d2.dn_loss_bbox: 0.1946, d2.dn_loss_iou: 0.2997, d3.dn_loss_cls: 0.0193, d3.dn_loss_bbox: 0.1906, d3.dn_loss_iou: 0.2946, d4.dn_loss_cls: 0.0184, d4.dn_loss_bbox: 0.1900, d4.dn_loss_iou: 0.2938, loss: 7.8838, grad_norm: 21.0378 2023-11-23 06:00:32,692 - mmdet - INFO - Epoch [12][3350/7330] lr: 1.000e-06, eta: 0:46:02, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.1974, interm_loss_bbox: 0.1551, interm_loss_iou: 0.3652, loss_cls: 0.1591, loss_bbox: 0.1299, loss_iou: 0.3286, d0.loss_cls: 0.2088, d0.loss_bbox: 0.1347, d0.loss_iou: 0.3359, d1.loss_cls: 0.1762, d1.loss_bbox: 0.1336, d1.loss_iou: 0.3339, d2.loss_cls: 0.1667, d2.loss_bbox: 0.1309, d2.loss_iou: 0.3282, d3.loss_cls: 0.1620, d3.loss_bbox: 0.1298, d3.loss_iou: 0.3278, d4.loss_cls: 0.1599, d4.loss_bbox: 0.1301, d4.loss_iou: 0.3282, dn_loss_cls: 0.0188, dn_loss_bbox: 0.1958, dn_loss_iou: 0.2977, d0.dn_loss_cls: 0.0501, d0.dn_loss_bbox: 0.2893, d0.dn_loss_iou: 0.3980, d1.dn_loss_cls: 0.0272, d1.dn_loss_bbox: 0.2146, d1.dn_loss_iou: 0.3190, d2.dn_loss_cls: 0.0218, d2.dn_loss_bbox: 0.2002, d2.dn_loss_iou: 0.3031, d3.dn_loss_cls: 0.0201, d3.dn_loss_bbox: 0.1963, d3.dn_loss_iou: 0.2982, d4.dn_loss_cls: 0.0192, d4.dn_loss_bbox: 0.1958, d4.dn_loss_iou: 0.2977, loss: 7.8846, grad_norm: 20.5820 2023-11-23 06:01:07,554 - mmdet - INFO - Epoch [12][3400/7330] lr: 1.000e-06, eta: 0:45:27, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2075, interm_loss_bbox: 0.1564, interm_loss_iou: 0.3681, loss_cls: 0.1667, loss_bbox: 0.1360, loss_iou: 0.3330, d0.loss_cls: 0.2178, d0.loss_bbox: 0.1388, d0.loss_iou: 0.3388, d1.loss_cls: 0.1874, d1.loss_bbox: 0.1370, d1.loss_iou: 0.3366, d2.loss_cls: 0.1768, d2.loss_bbox: 0.1357, d2.loss_iou: 0.3336, d3.loss_cls: 0.1712, d3.loss_bbox: 0.1354, d3.loss_iou: 0.3323, d4.loss_cls: 0.1681, d4.loss_bbox: 0.1354, d4.loss_iou: 0.3322, dn_loss_cls: 0.0193, dn_loss_bbox: 0.2069, dn_loss_iou: 0.3057, d0.dn_loss_cls: 0.0523, d0.dn_loss_bbox: 0.3074, d0.dn_loss_iou: 0.4055, d1.dn_loss_cls: 0.0282, d1.dn_loss_bbox: 0.2269, d1.dn_loss_iou: 0.3267, d2.dn_loss_cls: 0.0225, d2.dn_loss_bbox: 0.2113, d2.dn_loss_iou: 0.3113, d3.dn_loss_cls: 0.0207, d3.dn_loss_bbox: 0.2073, d3.dn_loss_iou: 0.3063, d4.dn_loss_cls: 0.0197, d4.dn_loss_bbox: 0.2070, d4.dn_loss_iou: 0.3057, loss: 8.1355, grad_norm: 21.9450 2023-11-23 06:01:42,491 - mmdet - INFO - Epoch [12][3450/7330] lr: 1.000e-06, eta: 0:44:53, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2105, interm_loss_bbox: 0.1568, interm_loss_iou: 0.3643, loss_cls: 0.1716, loss_bbox: 0.1331, loss_iou: 0.3221, d0.loss_cls: 0.2205, d0.loss_bbox: 0.1384, d0.loss_iou: 0.3318, d1.loss_cls: 0.1901, d1.loss_bbox: 0.1359, d1.loss_iou: 0.3278, d2.loss_cls: 0.1806, d2.loss_bbox: 0.1336, d2.loss_iou: 0.3227, d3.loss_cls: 0.1753, d3.loss_bbox: 0.1332, d3.loss_iou: 0.3216, d4.loss_cls: 0.1732, d4.loss_bbox: 0.1326, d4.loss_iou: 0.3214, dn_loss_cls: 0.0186, dn_loss_bbox: 0.1917, dn_loss_iou: 0.2943, d0.dn_loss_cls: 0.0513, d0.dn_loss_bbox: 0.2950, d0.dn_loss_iou: 0.3972, d1.dn_loss_cls: 0.0270, d1.dn_loss_bbox: 0.2141, d1.dn_loss_iou: 0.3164, d2.dn_loss_cls: 0.0216, d2.dn_loss_bbox: 0.1968, d2.dn_loss_iou: 0.3003, d3.dn_loss_cls: 0.0199, d3.dn_loss_bbox: 0.1922, d3.dn_loss_iou: 0.2951, d4.dn_loss_cls: 0.0190, d4.dn_loss_bbox: 0.1918, d4.dn_loss_iou: 0.2943, loss: 7.9335, grad_norm: 22.0091 2023-11-23 06:02:17,464 - mmdet - INFO - Epoch [12][3500/7330] lr: 1.000e-06, eta: 0:44:18, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2017, interm_loss_bbox: 0.1587, interm_loss_iou: 0.3578, loss_cls: 0.1614, loss_bbox: 0.1366, loss_iou: 0.3213, d0.loss_cls: 0.2129, d0.loss_bbox: 0.1399, d0.loss_iou: 0.3279, d1.loss_cls: 0.1796, d1.loss_bbox: 0.1400, d1.loss_iou: 0.3259, d2.loss_cls: 0.1704, d2.loss_bbox: 0.1373, d2.loss_iou: 0.3216, d3.loss_cls: 0.1655, d3.loss_bbox: 0.1362, d3.loss_iou: 0.3213, d4.loss_cls: 0.1624, d4.loss_bbox: 0.1368, d4.loss_iou: 0.3212, dn_loss_cls: 0.0166, dn_loss_bbox: 0.2046, dn_loss_iou: 0.2869, d0.dn_loss_cls: 0.0490, d0.dn_loss_bbox: 0.3103, d0.dn_loss_iou: 0.3897, d1.dn_loss_cls: 0.0252, d1.dn_loss_bbox: 0.2264, d1.dn_loss_iou: 0.3088, d2.dn_loss_cls: 0.0196, d2.dn_loss_bbox: 0.2093, d2.dn_loss_iou: 0.2927, d3.dn_loss_cls: 0.0179, d3.dn_loss_bbox: 0.2052, d3.dn_loss_iou: 0.2877, d4.dn_loss_cls: 0.0169, d4.dn_loss_bbox: 0.2046, d4.dn_loss_iou: 0.2869, loss: 7.8947, grad_norm: 21.2329 2023-11-23 06:02:52,110 - mmdet - INFO - Epoch [12][3550/7330] lr: 1.000e-06, eta: 0:43:43, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2084, interm_loss_bbox: 0.1566, interm_loss_iou: 0.3691, loss_cls: 0.1691, loss_bbox: 0.1349, loss_iou: 0.3319, d0.loss_cls: 0.2180, d0.loss_bbox: 0.1384, d0.loss_iou: 0.3407, d1.loss_cls: 0.1871, d1.loss_bbox: 0.1369, d1.loss_iou: 0.3374, d2.loss_cls: 0.1776, d2.loss_bbox: 0.1352, d2.loss_iou: 0.3336, d3.loss_cls: 0.1718, d3.loss_bbox: 0.1356, d3.loss_iou: 0.3333, d4.loss_cls: 0.1701, d4.loss_bbox: 0.1348, d4.loss_iou: 0.3321, dn_loss_cls: 0.0209, dn_loss_bbox: 0.2035, dn_loss_iou: 0.3124, d0.dn_loss_cls: 0.0537, d0.dn_loss_bbox: 0.3001, d0.dn_loss_iou: 0.4141, d1.dn_loss_cls: 0.0295, d1.dn_loss_bbox: 0.2238, d1.dn_loss_iou: 0.3347, d2.dn_loss_cls: 0.0240, d2.dn_loss_bbox: 0.2080, d2.dn_loss_iou: 0.3183, d3.dn_loss_cls: 0.0221, d3.dn_loss_bbox: 0.2039, d3.dn_loss_iou: 0.3132, d4.dn_loss_cls: 0.0212, d4.dn_loss_bbox: 0.2035, d4.dn_loss_iou: 0.3124, loss: 8.1717, grad_norm: 21.0455 2023-11-23 06:03:26,939 - mmdet - INFO - Epoch [12][3600/7330] lr: 1.000e-06, eta: 0:43:08, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2076, interm_loss_bbox: 0.1629, interm_loss_iou: 0.3723, loss_cls: 0.1672, loss_bbox: 0.1420, loss_iou: 0.3352, d0.loss_cls: 0.2180, d0.loss_bbox: 0.1440, d0.loss_iou: 0.3429, d1.loss_cls: 0.1852, d1.loss_bbox: 0.1431, d1.loss_iou: 0.3405, d2.loss_cls: 0.1754, d2.loss_bbox: 0.1415, d2.loss_iou: 0.3361, d3.loss_cls: 0.1710, d3.loss_bbox: 0.1415, d3.loss_iou: 0.3345, d4.loss_cls: 0.1680, d4.loss_bbox: 0.1421, d4.loss_iou: 0.3354, dn_loss_cls: 0.0187, dn_loss_bbox: 0.2083, dn_loss_iou: 0.3002, d0.dn_loss_cls: 0.0509, d0.dn_loss_bbox: 0.3129, d0.dn_loss_iou: 0.4037, d1.dn_loss_cls: 0.0272, d1.dn_loss_bbox: 0.2284, d1.dn_loss_iou: 0.3217, d2.dn_loss_cls: 0.0217, d2.dn_loss_bbox: 0.2127, d2.dn_loss_iou: 0.3061, d3.dn_loss_cls: 0.0200, d3.dn_loss_bbox: 0.2088, d3.dn_loss_iou: 0.3010, d4.dn_loss_cls: 0.0191, d4.dn_loss_bbox: 0.2083, d4.dn_loss_iou: 0.3002, loss: 8.1760, grad_norm: 21.0018 2023-11-23 06:04:01,337 - mmdet - INFO - Epoch [12][3650/7330] lr: 1.000e-06, eta: 0:42:34, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2063, interm_loss_bbox: 0.1529, interm_loss_iou: 0.3712, loss_cls: 0.1649, loss_bbox: 0.1316, loss_iou: 0.3379, d0.loss_cls: 0.2152, d0.loss_bbox: 0.1358, d0.loss_iou: 0.3437, d1.loss_cls: 0.1836, d1.loss_bbox: 0.1335, d1.loss_iou: 0.3392, d2.loss_cls: 0.1736, d2.loss_bbox: 0.1311, d2.loss_iou: 0.3370, d3.loss_cls: 0.1682, d3.loss_bbox: 0.1312, d3.loss_iou: 0.3375, d4.loss_cls: 0.1660, d4.loss_bbox: 0.1311, d4.loss_iou: 0.3374, dn_loss_cls: 0.0189, dn_loss_bbox: 0.1915, dn_loss_iou: 0.3025, d0.dn_loss_cls: 0.0527, d0.dn_loss_bbox: 0.2931, d0.dn_loss_iou: 0.4059, d1.dn_loss_cls: 0.0278, d1.dn_loss_bbox: 0.2134, d1.dn_loss_iou: 0.3253, d2.dn_loss_cls: 0.0222, d2.dn_loss_bbox: 0.1969, d2.dn_loss_iou: 0.3086, d3.dn_loss_cls: 0.0204, d3.dn_loss_bbox: 0.1921, d3.dn_loss_iou: 0.3034, d4.dn_loss_cls: 0.0194, d4.dn_loss_bbox: 0.1915, d4.dn_loss_iou: 0.3024, loss: 8.0167, grad_norm: 21.4376 2023-11-23 06:04:35,857 - mmdet - INFO - Epoch [12][3700/7330] lr: 1.000e-06, eta: 0:41:59, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2082, interm_loss_bbox: 0.1614, interm_loss_iou: 0.3656, loss_cls: 0.1711, loss_bbox: 0.1371, loss_iou: 0.3269, d0.loss_cls: 0.2175, d0.loss_bbox: 0.1425, d0.loss_iou: 0.3356, d1.loss_cls: 0.1870, d1.loss_bbox: 0.1407, d1.loss_iou: 0.3331, d2.loss_cls: 0.1788, d2.loss_bbox: 0.1385, d2.loss_iou: 0.3276, d3.loss_cls: 0.1746, d3.loss_bbox: 0.1375, d3.loss_iou: 0.3268, d4.loss_cls: 0.1722, d4.loss_bbox: 0.1375, d4.loss_iou: 0.3268, dn_loss_cls: 0.0200, dn_loss_bbox: 0.2126, dn_loss_iou: 0.3065, d0.dn_loss_cls: 0.0530, d0.dn_loss_bbox: 0.3135, d0.dn_loss_iou: 0.4101, d1.dn_loss_cls: 0.0290, d1.dn_loss_bbox: 0.2324, d1.dn_loss_iou: 0.3293, d2.dn_loss_cls: 0.0233, d2.dn_loss_bbox: 0.2174, d2.dn_loss_iou: 0.3127, d3.dn_loss_cls: 0.0215, d3.dn_loss_bbox: 0.2134, d3.dn_loss_iou: 0.3075, d4.dn_loss_cls: 0.0205, d4.dn_loss_bbox: 0.2126, d4.dn_loss_iou: 0.3065, loss: 8.1889, grad_norm: 20.6589 2023-11-23 06:05:10,384 - mmdet - INFO - Epoch [12][3750/7330] lr: 1.000e-06, eta: 0:41:24, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2116, interm_loss_bbox: 0.1552, interm_loss_iou: 0.3759, loss_cls: 0.1713, loss_bbox: 0.1349, loss_iou: 0.3393, d0.loss_cls: 0.2198, d0.loss_bbox: 0.1398, d0.loss_iou: 0.3479, d1.loss_cls: 0.1891, d1.loss_bbox: 0.1378, d1.loss_iou: 0.3440, d2.loss_cls: 0.1798, d2.loss_bbox: 0.1356, d2.loss_iou: 0.3416, d3.loss_cls: 0.1749, d3.loss_bbox: 0.1351, d3.loss_iou: 0.3394, d4.loss_cls: 0.1727, d4.loss_bbox: 0.1342, d4.loss_iou: 0.3390, dn_loss_cls: 0.0189, dn_loss_bbox: 0.2001, dn_loss_iou: 0.3054, d0.dn_loss_cls: 0.0532, d0.dn_loss_bbox: 0.3011, d0.dn_loss_iou: 0.4066, d1.dn_loss_cls: 0.0280, d1.dn_loss_bbox: 0.2198, d1.dn_loss_iou: 0.3267, d2.dn_loss_cls: 0.0222, d2.dn_loss_bbox: 0.2048, d2.dn_loss_iou: 0.3108, d3.dn_loss_cls: 0.0204, d3.dn_loss_bbox: 0.2009, d3.dn_loss_iou: 0.3063, d4.dn_loss_cls: 0.0193, d4.dn_loss_bbox: 0.2000, d4.dn_loss_iou: 0.3053, loss: 8.1684, grad_norm: 21.2122 2023-11-23 06:05:45,416 - mmdet - INFO - Epoch [12][3800/7330] lr: 1.000e-06, eta: 0:40:50, time: 0.701, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2010, interm_loss_bbox: 0.1547, interm_loss_iou: 0.3580, loss_cls: 0.1634, loss_bbox: 0.1319, loss_iou: 0.3240, d0.loss_cls: 0.2106, d0.loss_bbox: 0.1372, d0.loss_iou: 0.3330, d1.loss_cls: 0.1786, d1.loss_bbox: 0.1347, d1.loss_iou: 0.3304, d2.loss_cls: 0.1705, d2.loss_bbox: 0.1318, d2.loss_iou: 0.3260, d3.loss_cls: 0.1664, d3.loss_bbox: 0.1307, d3.loss_iou: 0.3240, d4.loss_cls: 0.1645, d4.loss_bbox: 0.1311, d4.loss_iou: 0.3234, dn_loss_cls: 0.0185, dn_loss_bbox: 0.2029, dn_loss_iou: 0.2928, d0.dn_loss_cls: 0.0491, d0.dn_loss_bbox: 0.2991, d0.dn_loss_iou: 0.3907, d1.dn_loss_cls: 0.0260, d1.dn_loss_bbox: 0.2218, d1.dn_loss_iou: 0.3130, d2.dn_loss_cls: 0.0212, d2.dn_loss_bbox: 0.2070, d2.dn_loss_iou: 0.2985, d3.dn_loss_cls: 0.0195, d3.dn_loss_bbox: 0.2033, d3.dn_loss_iou: 0.2935, d4.dn_loss_cls: 0.0188, d4.dn_loss_bbox: 0.2029, d4.dn_loss_iou: 0.2928, loss: 7.8974, grad_norm: 21.8559 2023-11-23 06:06:20,205 - mmdet - INFO - Epoch [12][3850/7330] lr: 1.000e-06, eta: 0:40:15, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2054, interm_loss_bbox: 0.1591, interm_loss_iou: 0.3633, loss_cls: 0.1650, loss_bbox: 0.1360, loss_iou: 0.3259, d0.loss_cls: 0.2136, d0.loss_bbox: 0.1388, d0.loss_iou: 0.3333, d1.loss_cls: 0.1809, d1.loss_bbox: 0.1388, d1.loss_iou: 0.3326, d2.loss_cls: 0.1732, d2.loss_bbox: 0.1365, d2.loss_iou: 0.3264, d3.loss_cls: 0.1672, d3.loss_bbox: 0.1365, d3.loss_iou: 0.3270, d4.loss_cls: 0.1661, d4.loss_bbox: 0.1359, d4.loss_iou: 0.3254, dn_loss_cls: 0.0175, dn_loss_bbox: 0.2106, dn_loss_iou: 0.3018, d0.dn_loss_cls: 0.0499, d0.dn_loss_bbox: 0.3155, d0.dn_loss_iou: 0.4079, d1.dn_loss_cls: 0.0264, d1.dn_loss_bbox: 0.2319, d1.dn_loss_iou: 0.3250, d2.dn_loss_cls: 0.0208, d2.dn_loss_bbox: 0.2152, d2.dn_loss_iou: 0.3081, d3.dn_loss_cls: 0.0190, d3.dn_loss_bbox: 0.2111, d3.dn_loss_iou: 0.3025, d4.dn_loss_cls: 0.0180, d4.dn_loss_bbox: 0.2107, d4.dn_loss_iou: 0.3017, loss: 8.0804, grad_norm: 20.6246 2023-11-23 06:06:55,011 - mmdet - INFO - Epoch [12][3900/7330] lr: 1.000e-06, eta: 0:39:40, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2094, interm_loss_bbox: 0.1590, interm_loss_iou: 0.3588, loss_cls: 0.1704, loss_bbox: 0.1336, loss_iou: 0.3206, d0.loss_cls: 0.2184, d0.loss_bbox: 0.1397, d0.loss_iou: 0.3294, d1.loss_cls: 0.1875, d1.loss_bbox: 0.1371, d1.loss_iou: 0.3261, d2.loss_cls: 0.1792, d2.loss_bbox: 0.1347, d2.loss_iou: 0.3206, d3.loss_cls: 0.1734, d3.loss_bbox: 0.1340, d3.loss_iou: 0.3209, d4.loss_cls: 0.1720, d4.loss_bbox: 0.1329, d4.loss_iou: 0.3199, dn_loss_cls: 0.0206, dn_loss_bbox: 0.2052, dn_loss_iou: 0.3055, d0.dn_loss_cls: 0.0541, d0.dn_loss_bbox: 0.3074, d0.dn_loss_iou: 0.4097, d1.dn_loss_cls: 0.0294, d1.dn_loss_bbox: 0.2256, d1.dn_loss_iou: 0.3278, d2.dn_loss_cls: 0.0238, d2.dn_loss_bbox: 0.2098, d2.dn_loss_iou: 0.3117, d3.dn_loss_cls: 0.0220, d3.dn_loss_bbox: 0.2058, d3.dn_loss_iou: 0.3063, d4.dn_loss_cls: 0.0210, d4.dn_loss_bbox: 0.2052, d4.dn_loss_iou: 0.3054, loss: 8.0737, grad_norm: 21.3869 2023-11-23 06:07:29,395 - mmdet - INFO - Epoch [12][3950/7330] lr: 1.000e-06, eta: 0:39:05, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2019, interm_loss_bbox: 0.1618, interm_loss_iou: 0.3747, loss_cls: 0.1653, loss_bbox: 0.1394, loss_iou: 0.3396, d0.loss_cls: 0.2135, d0.loss_bbox: 0.1451, d0.loss_iou: 0.3470, d1.loss_cls: 0.1832, d1.loss_bbox: 0.1425, d1.loss_iou: 0.3439, d2.loss_cls: 0.1726, d2.loss_bbox: 0.1413, d2.loss_iou: 0.3417, d3.loss_cls: 0.1677, d3.loss_bbox: 0.1403, d3.loss_iou: 0.3407, d4.loss_cls: 0.1658, d4.loss_bbox: 0.1397, d4.loss_iou: 0.3398, dn_loss_cls: 0.0186, dn_loss_bbox: 0.2055, dn_loss_iou: 0.3033, d0.dn_loss_cls: 0.0507, d0.dn_loss_bbox: 0.3091, d0.dn_loss_iou: 0.4039, d1.dn_loss_cls: 0.0272, d1.dn_loss_bbox: 0.2267, d1.dn_loss_iou: 0.3249, d2.dn_loss_cls: 0.0218, d2.dn_loss_bbox: 0.2104, d2.dn_loss_iou: 0.3092, d3.dn_loss_cls: 0.0201, d3.dn_loss_bbox: 0.2060, d3.dn_loss_iou: 0.3041, d4.dn_loss_cls: 0.0190, d4.dn_loss_bbox: 0.2055, d4.dn_loss_iou: 0.3033, loss: 8.1766, grad_norm: 21.7771 2023-11-23 06:08:06,102 - mmdet - INFO - Epoch [12][4000/7330] lr: 1.000e-06, eta: 0:38:31, time: 0.734, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2063, interm_loss_bbox: 0.1562, interm_loss_iou: 0.3696, loss_cls: 0.1698, loss_bbox: 0.1355, loss_iou: 0.3323, d0.loss_cls: 0.2154, d0.loss_bbox: 0.1392, d0.loss_iou: 0.3427, d1.loss_cls: 0.1873, d1.loss_bbox: 0.1370, d1.loss_iou: 0.3362, d2.loss_cls: 0.1770, d2.loss_bbox: 0.1346, d2.loss_iou: 0.3333, d3.loss_cls: 0.1729, d3.loss_bbox: 0.1351, d3.loss_iou: 0.3325, d4.loss_cls: 0.1707, d4.loss_bbox: 0.1356, d4.loss_iou: 0.3318, dn_loss_cls: 0.0206, dn_loss_bbox: 0.2075, dn_loss_iou: 0.3043, d0.dn_loss_cls: 0.0540, d0.dn_loss_bbox: 0.3098, d0.dn_loss_iou: 0.4064, d1.dn_loss_cls: 0.0292, d1.dn_loss_bbox: 0.2289, d1.dn_loss_iou: 0.3263, d2.dn_loss_cls: 0.0237, d2.dn_loss_bbox: 0.2123, d2.dn_loss_iou: 0.3104, d3.dn_loss_cls: 0.0221, d3.dn_loss_bbox: 0.2081, d3.dn_loss_iou: 0.3052, d4.dn_loss_cls: 0.0211, d4.dn_loss_bbox: 0.2075, d4.dn_loss_iou: 0.3043, loss: 8.1528, grad_norm: 21.3665 2023-11-23 06:08:41,286 - mmdet - INFO - Epoch [12][4050/7330] lr: 1.000e-06, eta: 0:37:56, time: 0.704, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2044, interm_loss_bbox: 0.1515, interm_loss_iou: 0.3642, loss_cls: 0.1626, loss_bbox: 0.1316, loss_iou: 0.3296, d0.loss_cls: 0.2108, d0.loss_bbox: 0.1360, d0.loss_iou: 0.3383, d1.loss_cls: 0.1805, d1.loss_bbox: 0.1346, d1.loss_iou: 0.3346, d2.loss_cls: 0.1717, d2.loss_bbox: 0.1312, d2.loss_iou: 0.3302, d3.loss_cls: 0.1662, d3.loss_bbox: 0.1314, d3.loss_iou: 0.3302, d4.loss_cls: 0.1641, d4.loss_bbox: 0.1311, d4.loss_iou: 0.3293, dn_loss_cls: 0.0177, dn_loss_bbox: 0.1894, dn_loss_iou: 0.2913, d0.dn_loss_cls: 0.0509, d0.dn_loss_bbox: 0.2903, d0.dn_loss_iou: 0.3965, d1.dn_loss_cls: 0.0264, d1.dn_loss_bbox: 0.2095, d1.dn_loss_iou: 0.3139, d2.dn_loss_cls: 0.0209, d2.dn_loss_bbox: 0.1944, d2.dn_loss_iou: 0.2976, d3.dn_loss_cls: 0.0190, d3.dn_loss_bbox: 0.1900, d3.dn_loss_iou: 0.2922, d4.dn_loss_cls: 0.0181, d4.dn_loss_bbox: 0.1894, d4.dn_loss_iou: 0.2913, loss: 7.8629, grad_norm: 20.3260 2023-11-23 06:09:15,955 - mmdet - INFO - Epoch [12][4100/7330] lr: 1.000e-06, eta: 0:37:21, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2032, interm_loss_bbox: 0.1524, interm_loss_iou: 0.3697, loss_cls: 0.1601, loss_bbox: 0.1335, loss_iou: 0.3369, d0.loss_cls: 0.2107, d0.loss_bbox: 0.1369, d0.loss_iou: 0.3425, d1.loss_cls: 0.1794, d1.loss_bbox: 0.1354, d1.loss_iou: 0.3412, d2.loss_cls: 0.1688, d2.loss_bbox: 0.1343, d2.loss_iou: 0.3371, d3.loss_cls: 0.1641, d3.loss_bbox: 0.1334, d3.loss_iou: 0.3367, d4.loss_cls: 0.1616, d4.loss_bbox: 0.1330, d4.loss_iou: 0.3368, dn_loss_cls: 0.0165, dn_loss_bbox: 0.1880, dn_loss_iou: 0.2908, d0.dn_loss_cls: 0.0494, d0.dn_loss_bbox: 0.2909, d0.dn_loss_iou: 0.3931, d1.dn_loss_cls: 0.0247, d1.dn_loss_bbox: 0.2067, d1.dn_loss_iou: 0.3115, d2.dn_loss_cls: 0.0195, d2.dn_loss_bbox: 0.1920, d2.dn_loss_iou: 0.2963, d3.dn_loss_cls: 0.0178, d3.dn_loss_bbox: 0.1886, d3.dn_loss_iou: 0.2916, d4.dn_loss_cls: 0.0170, d4.dn_loss_bbox: 0.1880, d4.dn_loss_iou: 0.2908, loss: 7.8810, grad_norm: 21.4372 2023-11-23 06:09:50,387 - mmdet - INFO - Epoch [12][4150/7330] lr: 1.000e-06, eta: 0:36:47, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2016, interm_loss_bbox: 0.1561, interm_loss_iou: 0.3619, loss_cls: 0.1616, loss_bbox: 0.1340, loss_iou: 0.3240, d0.loss_cls: 0.2093, d0.loss_bbox: 0.1393, d0.loss_iou: 0.3328, d1.loss_cls: 0.1785, d1.loss_bbox: 0.1371, d1.loss_iou: 0.3300, d2.loss_cls: 0.1696, d2.loss_bbox: 0.1345, d2.loss_iou: 0.3246, d3.loss_cls: 0.1653, d3.loss_bbox: 0.1339, d3.loss_iou: 0.3228, d4.loss_cls: 0.1627, d4.loss_bbox: 0.1333, d4.loss_iou: 0.3231, dn_loss_cls: 0.0169, dn_loss_bbox: 0.1954, dn_loss_iou: 0.2960, d0.dn_loss_cls: 0.0498, d0.dn_loss_bbox: 0.2980, d0.dn_loss_iou: 0.3973, d1.dn_loss_cls: 0.0253, d1.dn_loss_bbox: 0.2162, d1.dn_loss_iou: 0.3169, d2.dn_loss_cls: 0.0199, d2.dn_loss_bbox: 0.1996, d2.dn_loss_iou: 0.3010, d3.dn_loss_cls: 0.0182, d3.dn_loss_bbox: 0.1960, d3.dn_loss_iou: 0.2968, d4.dn_loss_cls: 0.0173, d4.dn_loss_bbox: 0.1954, d4.dn_loss_iou: 0.2960, loss: 7.8881, grad_norm: 20.6067 2023-11-23 06:10:25,143 - mmdet - INFO - Epoch [12][4200/7330] lr: 1.000e-06, eta: 0:36:12, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2082, interm_loss_bbox: 0.1559, interm_loss_iou: 0.3658, loss_cls: 0.1639, loss_bbox: 0.1345, loss_iou: 0.3283, d0.loss_cls: 0.2165, d0.loss_bbox: 0.1379, d0.loss_iou: 0.3350, d1.loss_cls: 0.1830, d1.loss_bbox: 0.1376, d1.loss_iou: 0.3326, d2.loss_cls: 0.1721, d2.loss_bbox: 0.1346, d2.loss_iou: 0.3289, d3.loss_cls: 0.1675, d3.loss_bbox: 0.1340, d3.loss_iou: 0.3276, d4.loss_cls: 0.1648, d4.loss_bbox: 0.1345, d4.loss_iou: 0.3284, dn_loss_cls: 0.0203, dn_loss_bbox: 0.2121, dn_loss_iou: 0.3097, d0.dn_loss_cls: 0.0533, d0.dn_loss_bbox: 0.3063, d0.dn_loss_iou: 0.4099, d1.dn_loss_cls: 0.0293, d1.dn_loss_bbox: 0.2307, d1.dn_loss_iou: 0.3301, d2.dn_loss_cls: 0.0236, d2.dn_loss_bbox: 0.2162, d2.dn_loss_iou: 0.3151, d3.dn_loss_cls: 0.0218, d3.dn_loss_bbox: 0.2126, d3.dn_loss_iou: 0.3105, d4.dn_loss_cls: 0.0207, d4.dn_loss_bbox: 0.2121, d4.dn_loss_iou: 0.3097, loss: 8.1359, grad_norm: 21.7637 2023-11-23 06:10:59,831 - mmdet - INFO - Epoch [12][4250/7330] lr: 1.000e-06, eta: 0:35:37, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2044, interm_loss_bbox: 0.1590, interm_loss_iou: 0.3524, loss_cls: 0.1632, loss_bbox: 0.1374, loss_iou: 0.3146, d0.loss_cls: 0.2137, d0.loss_bbox: 0.1410, d0.loss_iou: 0.3218, d1.loss_cls: 0.1804, d1.loss_bbox: 0.1413, d1.loss_iou: 0.3198, d2.loss_cls: 0.1716, d2.loss_bbox: 0.1385, d2.loss_iou: 0.3147, d3.loss_cls: 0.1667, d3.loss_bbox: 0.1373, d3.loss_iou: 0.3143, d4.loss_cls: 0.1641, d4.loss_bbox: 0.1372, d4.loss_iou: 0.3145, dn_loss_cls: 0.0180, dn_loss_bbox: 0.2015, dn_loss_iou: 0.2931, d0.dn_loss_cls: 0.0503, d0.dn_loss_bbox: 0.2996, d0.dn_loss_iou: 0.3923, d1.dn_loss_cls: 0.0265, d1.dn_loss_bbox: 0.2208, d1.dn_loss_iou: 0.3143, d2.dn_loss_cls: 0.0214, d2.dn_loss_bbox: 0.2060, d2.dn_loss_iou: 0.2987, d3.dn_loss_cls: 0.0196, d3.dn_loss_bbox: 0.2019, d3.dn_loss_iou: 0.2938, d4.dn_loss_cls: 0.0185, d4.dn_loss_bbox: 0.2015, d4.dn_loss_iou: 0.2930, loss: 7.8790, grad_norm: 20.7307 2023-11-23 06:11:34,482 - mmdet - INFO - Epoch [12][4300/7330] lr: 1.000e-06, eta: 0:35:03, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2044, interm_loss_bbox: 0.1591, interm_loss_iou: 0.3525, loss_cls: 0.1607, loss_bbox: 0.1416, loss_iou: 0.3198, d0.loss_cls: 0.2101, d0.loss_bbox: 0.1447, d0.loss_iou: 0.3267, d1.loss_cls: 0.1791, d1.loss_bbox: 0.1437, d1.loss_iou: 0.3244, d2.loss_cls: 0.1699, d2.loss_bbox: 0.1414, d2.loss_iou: 0.3198, d3.loss_cls: 0.1649, d3.loss_bbox: 0.1402, d3.loss_iou: 0.3193, d4.loss_cls: 0.1619, d4.loss_bbox: 0.1407, d4.loss_iou: 0.3196, dn_loss_cls: 0.0191, dn_loss_bbox: 0.2109, dn_loss_iou: 0.3011, d0.dn_loss_cls: 0.0534, d0.dn_loss_bbox: 0.3127, d0.dn_loss_iou: 0.4038, d1.dn_loss_cls: 0.0282, d1.dn_loss_bbox: 0.2309, d1.dn_loss_iou: 0.3233, d2.dn_loss_cls: 0.0226, d2.dn_loss_bbox: 0.2148, d2.dn_loss_iou: 0.3068, d3.dn_loss_cls: 0.0206, d3.dn_loss_bbox: 0.2114, d3.dn_loss_iou: 0.3020, d4.dn_loss_cls: 0.0196, d4.dn_loss_bbox: 0.2109, d4.dn_loss_iou: 0.3011, loss: 8.0377, grad_norm: 21.1605 2023-11-23 06:12:11,947 - mmdet - INFO - Epoch [12][4350/7330] lr: 1.000e-06, eta: 0:34:28, time: 0.749, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2004, interm_loss_bbox: 0.1546, interm_loss_iou: 0.3586, loss_cls: 0.1596, loss_bbox: 0.1347, loss_iou: 0.3229, d0.loss_cls: 0.2073, d0.loss_bbox: 0.1377, d0.loss_iou: 0.3331, d1.loss_cls: 0.1762, d1.loss_bbox: 0.1352, d1.loss_iou: 0.3291, d2.loss_cls: 0.1673, d2.loss_bbox: 0.1340, d2.loss_iou: 0.3233, d3.loss_cls: 0.1624, d3.loss_bbox: 0.1346, d3.loss_iou: 0.3233, d4.loss_cls: 0.1601, d4.loss_bbox: 0.1346, d4.loss_iou: 0.3231, dn_loss_cls: 0.0183, dn_loss_bbox: 0.1916, dn_loss_iou: 0.2956, d0.dn_loss_cls: 0.0508, d0.dn_loss_bbox: 0.2902, d0.dn_loss_iou: 0.3973, d1.dn_loss_cls: 0.0268, d1.dn_loss_bbox: 0.2104, d1.dn_loss_iou: 0.3168, d2.dn_loss_cls: 0.0212, d2.dn_loss_bbox: 0.1958, d2.dn_loss_iou: 0.3011, d3.dn_loss_cls: 0.0196, d3.dn_loss_bbox: 0.1921, d3.dn_loss_iou: 0.2965, d4.dn_loss_cls: 0.0187, d4.dn_loss_bbox: 0.1916, d4.dn_loss_iou: 0.2956, loss: 7.8422, grad_norm: 21.5643 2023-11-23 06:12:48,216 - mmdet - INFO - Epoch [12][4400/7330] lr: 1.000e-06, eta: 0:33:53, time: 0.725, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2018, interm_loss_bbox: 0.1554, interm_loss_iou: 0.3587, loss_cls: 0.1615, loss_bbox: 0.1349, loss_iou: 0.3216, d0.loss_cls: 0.2098, d0.loss_bbox: 0.1396, d0.loss_iou: 0.3325, d1.loss_cls: 0.1783, d1.loss_bbox: 0.1376, d1.loss_iou: 0.3279, d2.loss_cls: 0.1701, d2.loss_bbox: 0.1340, d2.loss_iou: 0.3219, d3.loss_cls: 0.1659, d3.loss_bbox: 0.1337, d3.loss_iou: 0.3197, d4.loss_cls: 0.1628, d4.loss_bbox: 0.1342, d4.loss_iou: 0.3209, dn_loss_cls: 0.0183, dn_loss_bbox: 0.2025, dn_loss_iou: 0.2894, d0.dn_loss_cls: 0.0508, d0.dn_loss_bbox: 0.3050, d0.dn_loss_iou: 0.3921, d1.dn_loss_cls: 0.0270, d1.dn_loss_bbox: 0.2217, d1.dn_loss_iou: 0.3102, d2.dn_loss_cls: 0.0215, d2.dn_loss_bbox: 0.2066, d2.dn_loss_iou: 0.2949, d3.dn_loss_cls: 0.0200, d3.dn_loss_bbox: 0.2028, d3.dn_loss_iou: 0.2900, d4.dn_loss_cls: 0.0189, d4.dn_loss_bbox: 0.2025, d4.dn_loss_iou: 0.2894, loss: 7.8864, grad_norm: 20.5751 2023-11-23 06:13:22,867 - mmdet - INFO - Epoch [12][4450/7330] lr: 1.000e-06, eta: 0:33:19, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.1996, interm_loss_bbox: 0.1519, interm_loss_iou: 0.3599, loss_cls: 0.1604, loss_bbox: 0.1288, loss_iou: 0.3247, d0.loss_cls: 0.2088, d0.loss_bbox: 0.1355, d0.loss_iou: 0.3321, d1.loss_cls: 0.1788, d1.loss_bbox: 0.1331, d1.loss_iou: 0.3296, d2.loss_cls: 0.1683, d2.loss_bbox: 0.1308, d2.loss_iou: 0.3266, d3.loss_cls: 0.1628, d3.loss_bbox: 0.1295, d3.loss_iou: 0.3251, d4.loss_cls: 0.1614, d4.loss_bbox: 0.1288, d4.loss_iou: 0.3245, dn_loss_cls: 0.0180, dn_loss_bbox: 0.1875, dn_loss_iou: 0.2991, d0.dn_loss_cls: 0.0498, d0.dn_loss_bbox: 0.2827, d0.dn_loss_iou: 0.4025, d1.dn_loss_cls: 0.0266, d1.dn_loss_bbox: 0.2061, d1.dn_loss_iou: 0.3212, d2.dn_loss_cls: 0.0212, d2.dn_loss_bbox: 0.1917, d2.dn_loss_iou: 0.3046, d3.dn_loss_cls: 0.0194, d3.dn_loss_bbox: 0.1881, d3.dn_loss_iou: 0.2997, d4.dn_loss_cls: 0.0184, d4.dn_loss_bbox: 0.1875, d4.dn_loss_iou: 0.2991, loss: 7.8243, grad_norm: 22.3052 2023-11-23 06:13:57,609 - mmdet - INFO - Epoch [12][4500/7330] lr: 1.000e-06, eta: 0:32:44, time: 0.695, data_time: 0.005, memory: 16711, interm_loss_cls: 0.1963, interm_loss_bbox: 0.1479, interm_loss_iou: 0.3626, loss_cls: 0.1555, loss_bbox: 0.1288, loss_iou: 0.3271, d0.loss_cls: 0.2048, d0.loss_bbox: 0.1312, d0.loss_iou: 0.3344, d1.loss_cls: 0.1729, d1.loss_bbox: 0.1305, d1.loss_iou: 0.3335, d2.loss_cls: 0.1634, d2.loss_bbox: 0.1285, d2.loss_iou: 0.3274, d3.loss_cls: 0.1590, d3.loss_bbox: 0.1280, d3.loss_iou: 0.3260, d4.loss_cls: 0.1569, d4.loss_bbox: 0.1288, d4.loss_iou: 0.3263, dn_loss_cls: 0.0166, dn_loss_bbox: 0.1785, dn_loss_iou: 0.2863, d0.dn_loss_cls: 0.0482, d0.dn_loss_bbox: 0.2732, d0.dn_loss_iou: 0.3840, d1.dn_loss_cls: 0.0246, d1.dn_loss_bbox: 0.1963, d1.dn_loss_iou: 0.3063, d2.dn_loss_cls: 0.0196, d2.dn_loss_bbox: 0.1822, d2.dn_loss_iou: 0.2914, d3.dn_loss_cls: 0.0179, d3.dn_loss_bbox: 0.1790, d3.dn_loss_iou: 0.2869, d4.dn_loss_cls: 0.0170, d4.dn_loss_bbox: 0.1785, d4.dn_loss_iou: 0.2863, loss: 7.6428, grad_norm: 22.4136 2023-11-23 06:14:31,730 - mmdet - INFO - Epoch [12][4550/7330] lr: 1.000e-06, eta: 0:32:09, time: 0.682, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2032, interm_loss_bbox: 0.1571, interm_loss_iou: 0.3726, loss_cls: 0.1642, loss_bbox: 0.1335, loss_iou: 0.3333, d0.loss_cls: 0.2128, d0.loss_bbox: 0.1366, d0.loss_iou: 0.3427, d1.loss_cls: 0.1824, d1.loss_bbox: 0.1356, d1.loss_iou: 0.3374, d2.loss_cls: 0.1729, d2.loss_bbox: 0.1337, d2.loss_iou: 0.3335, d3.loss_cls: 0.1673, d3.loss_bbox: 0.1338, d3.loss_iou: 0.3331, d4.loss_cls: 0.1656, d4.loss_bbox: 0.1329, d4.loss_iou: 0.3323, dn_loss_cls: 0.0187, dn_loss_bbox: 0.2024, dn_loss_iou: 0.3045, d0.dn_loss_cls: 0.0514, d0.dn_loss_bbox: 0.3058, d0.dn_loss_iou: 0.4092, d1.dn_loss_cls: 0.0274, d1.dn_loss_bbox: 0.2246, d1.dn_loss_iou: 0.3279, d2.dn_loss_cls: 0.0218, d2.dn_loss_bbox: 0.2077, d2.dn_loss_iou: 0.3109, d3.dn_loss_cls: 0.0201, d3.dn_loss_bbox: 0.2030, d3.dn_loss_iou: 0.3054, d4.dn_loss_cls: 0.0191, d4.dn_loss_bbox: 0.2023, d4.dn_loss_iou: 0.3045, loss: 8.0831, grad_norm: 21.0412 2023-11-23 06:15:08,833 - mmdet - INFO - Epoch [12][4600/7330] lr: 1.000e-06, eta: 0:31:35, time: 0.742, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2036, interm_loss_bbox: 0.1561, interm_loss_iou: 0.3578, loss_cls: 0.1631, loss_bbox: 0.1363, loss_iou: 0.3230, d0.loss_cls: 0.2130, d0.loss_bbox: 0.1397, d0.loss_iou: 0.3301, d1.loss_cls: 0.1805, d1.loss_bbox: 0.1388, d1.loss_iou: 0.3277, d2.loss_cls: 0.1710, d2.loss_bbox: 0.1371, d2.loss_iou: 0.3236, d3.loss_cls: 0.1667, d3.loss_bbox: 0.1363, d3.loss_iou: 0.3225, d4.loss_cls: 0.1642, d4.loss_bbox: 0.1361, d4.loss_iou: 0.3227, dn_loss_cls: 0.0188, dn_loss_bbox: 0.1951, dn_loss_iou: 0.2985, d0.dn_loss_cls: 0.0508, d0.dn_loss_bbox: 0.2893, d0.dn_loss_iou: 0.3981, d1.dn_loss_cls: 0.0275, d1.dn_loss_bbox: 0.2128, d1.dn_loss_iou: 0.3187, d2.dn_loss_cls: 0.0220, d2.dn_loss_bbox: 0.1992, d2.dn_loss_iou: 0.3038, d3.dn_loss_cls: 0.0202, d3.dn_loss_bbox: 0.1958, d3.dn_loss_iou: 0.2993, d4.dn_loss_cls: 0.0193, d4.dn_loss_bbox: 0.1951, d4.dn_loss_iou: 0.2985, loss: 7.9126, grad_norm: 20.3939 2023-11-23 06:15:45,319 - mmdet - INFO - Epoch [12][4650/7330] lr: 1.000e-06, eta: 0:31:00, time: 0.730, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2070, interm_loss_bbox: 0.1567, interm_loss_iou: 0.3522, loss_cls: 0.1666, loss_bbox: 0.1342, loss_iou: 0.3179, d0.loss_cls: 0.2166, d0.loss_bbox: 0.1382, d0.loss_iou: 0.3239, d1.loss_cls: 0.1839, d1.loss_bbox: 0.1368, d1.loss_iou: 0.3216, d2.loss_cls: 0.1747, d2.loss_bbox: 0.1344, d2.loss_iou: 0.3191, d3.loss_cls: 0.1700, d3.loss_bbox: 0.1346, d3.loss_iou: 0.3179, d4.loss_cls: 0.1679, d4.loss_bbox: 0.1341, d4.loss_iou: 0.3175, dn_loss_cls: 0.0192, dn_loss_bbox: 0.2063, dn_loss_iou: 0.2988, d0.dn_loss_cls: 0.0518, d0.dn_loss_bbox: 0.3129, d0.dn_loss_iou: 0.4041, d1.dn_loss_cls: 0.0275, d1.dn_loss_bbox: 0.2280, d1.dn_loss_iou: 0.3211, d2.dn_loss_cls: 0.0221, d2.dn_loss_bbox: 0.2106, d2.dn_loss_iou: 0.3044, d3.dn_loss_cls: 0.0206, d3.dn_loss_bbox: 0.2067, d3.dn_loss_iou: 0.2995, d4.dn_loss_cls: 0.0197, d4.dn_loss_bbox: 0.2063, d4.dn_loss_iou: 0.2987, loss: 7.9844, grad_norm: 21.2029 2023-11-23 06:16:20,198 - mmdet - INFO - Epoch [12][4700/7330] lr: 1.000e-06, eta: 0:30:25, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2094, interm_loss_bbox: 0.1574, interm_loss_iou: 0.3708, loss_cls: 0.1697, loss_bbox: 0.1377, loss_iou: 0.3359, d0.loss_cls: 0.2197, d0.loss_bbox: 0.1414, d0.loss_iou: 0.3430, d1.loss_cls: 0.1893, d1.loss_bbox: 0.1397, d1.loss_iou: 0.3397, d2.loss_cls: 0.1780, d2.loss_bbox: 0.1385, d2.loss_iou: 0.3374, d3.loss_cls: 0.1730, d3.loss_bbox: 0.1377, d3.loss_iou: 0.3364, d4.loss_cls: 0.1708, d4.loss_bbox: 0.1379, d4.loss_iou: 0.3358, dn_loss_cls: 0.0200, dn_loss_bbox: 0.2024, dn_loss_iou: 0.3061, d0.dn_loss_cls: 0.0532, d0.dn_loss_bbox: 0.3036, d0.dn_loss_iou: 0.4080, d1.dn_loss_cls: 0.0288, d1.dn_loss_bbox: 0.2223, d1.dn_loss_iou: 0.3271, d2.dn_loss_cls: 0.0234, d2.dn_loss_bbox: 0.2068, d2.dn_loss_iou: 0.3117, d3.dn_loss_cls: 0.0216, d3.dn_loss_bbox: 0.2028, d3.dn_loss_iou: 0.3069, d4.dn_loss_cls: 0.0206, d4.dn_loss_bbox: 0.2024, d4.dn_loss_iou: 0.3061, loss: 8.1731, grad_norm: 21.5392 2023-11-23 06:16:54,320 - mmdet - INFO - Epoch [12][4750/7330] lr: 1.000e-06, eta: 0:29:51, time: 0.682, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2014, interm_loss_bbox: 0.1590, interm_loss_iou: 0.3493, loss_cls: 0.1588, loss_bbox: 0.1382, loss_iou: 0.3158, d0.loss_cls: 0.2082, d0.loss_bbox: 0.1434, d0.loss_iou: 0.3244, d1.loss_cls: 0.1761, d1.loss_bbox: 0.1398, d1.loss_iou: 0.3209, d2.loss_cls: 0.1666, d2.loss_bbox: 0.1381, d2.loss_iou: 0.3171, d3.loss_cls: 0.1624, d3.loss_bbox: 0.1375, d3.loss_iou: 0.3159, d4.loss_cls: 0.1597, d4.loss_bbox: 0.1378, d4.loss_iou: 0.3160, dn_loss_cls: 0.0173, dn_loss_bbox: 0.2028, dn_loss_iou: 0.2912, d0.dn_loss_cls: 0.0503, d0.dn_loss_bbox: 0.3042, d0.dn_loss_iou: 0.3940, d1.dn_loss_cls: 0.0260, d1.dn_loss_bbox: 0.2216, d1.dn_loss_iou: 0.3128, d2.dn_loss_cls: 0.0206, d2.dn_loss_bbox: 0.2074, d2.dn_loss_iou: 0.2972, d3.dn_loss_cls: 0.0188, d3.dn_loss_bbox: 0.2032, d3.dn_loss_iou: 0.2920, d4.dn_loss_cls: 0.0178, d4.dn_loss_bbox: 0.2028, d4.dn_loss_iou: 0.2912, loss: 7.8579, grad_norm: 20.8399 2023-11-23 06:17:29,580 - mmdet - INFO - Epoch [12][4800/7330] lr: 1.000e-06, eta: 0:29:16, time: 0.705, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2044, interm_loss_bbox: 0.1617, interm_loss_iou: 0.3710, loss_cls: 0.1647, loss_bbox: 0.1401, loss_iou: 0.3352, d0.loss_cls: 0.2128, d0.loss_bbox: 0.1440, d0.loss_iou: 0.3438, d1.loss_cls: 0.1822, d1.loss_bbox: 0.1423, d1.loss_iou: 0.3398, d2.loss_cls: 0.1731, d2.loss_bbox: 0.1400, d2.loss_iou: 0.3358, d3.loss_cls: 0.1688, d3.loss_bbox: 0.1398, d3.loss_iou: 0.3351, d4.loss_cls: 0.1658, d4.loss_bbox: 0.1398, d4.loss_iou: 0.3353, dn_loss_cls: 0.0189, dn_loss_bbox: 0.2075, dn_loss_iou: 0.3011, d0.dn_loss_cls: 0.0523, d0.dn_loss_bbox: 0.3089, d0.dn_loss_iou: 0.4038, d1.dn_loss_cls: 0.0276, d1.dn_loss_bbox: 0.2270, d1.dn_loss_iou: 0.3227, d2.dn_loss_cls: 0.0219, d2.dn_loss_bbox: 0.2109, d2.dn_loss_iou: 0.3064, d3.dn_loss_cls: 0.0203, d3.dn_loss_bbox: 0.2077, d3.dn_loss_iou: 0.3019, d4.dn_loss_cls: 0.0193, d4.dn_loss_bbox: 0.2075, d4.dn_loss_iou: 0.3011, loss: 8.1422, grad_norm: 22.4999 2023-11-23 06:18:04,242 - mmdet - INFO - Epoch [12][4850/7330] lr: 1.000e-06, eta: 0:28:41, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2081, interm_loss_bbox: 0.1564, interm_loss_iou: 0.3691, loss_cls: 0.1718, loss_bbox: 0.1361, loss_iou: 0.3316, d0.loss_cls: 0.2186, d0.loss_bbox: 0.1405, d0.loss_iou: 0.3411, d1.loss_cls: 0.1869, d1.loss_bbox: 0.1383, d1.loss_iou: 0.3368, d2.loss_cls: 0.1799, d2.loss_bbox: 0.1352, d2.loss_iou: 0.3306, d3.loss_cls: 0.1751, d3.loss_bbox: 0.1356, d3.loss_iou: 0.3311, d4.loss_cls: 0.1716, d4.loss_bbox: 0.1367, d4.loss_iou: 0.3320, dn_loss_cls: 0.0190, dn_loss_bbox: 0.1967, dn_loss_iou: 0.3020, d0.dn_loss_cls: 0.0521, d0.dn_loss_bbox: 0.2917, d0.dn_loss_iou: 0.4030, d1.dn_loss_cls: 0.0272, d1.dn_loss_bbox: 0.2160, d1.dn_loss_iou: 0.3236, d2.dn_loss_cls: 0.0220, d2.dn_loss_bbox: 0.2010, d2.dn_loss_iou: 0.3076, d3.dn_loss_cls: 0.0203, d3.dn_loss_bbox: 0.1972, d3.dn_loss_iou: 0.3027, d4.dn_loss_cls: 0.0194, d4.dn_loss_bbox: 0.1967, d4.dn_loss_iou: 0.3020, loss: 8.0631, grad_norm: 21.2114 2023-11-23 06:18:38,706 - mmdet - INFO - Epoch [12][4900/7330] lr: 1.000e-06, eta: 0:28:06, time: 0.689, data_time: 0.006, memory: 16711, interm_loss_cls: 0.1991, interm_loss_bbox: 0.1543, interm_loss_iou: 0.3699, loss_cls: 0.1642, loss_bbox: 0.1314, loss_iou: 0.3324, d0.loss_cls: 0.2099, d0.loss_bbox: 0.1367, d0.loss_iou: 0.3418, d1.loss_cls: 0.1796, d1.loss_bbox: 0.1357, d1.loss_iou: 0.3367, d2.loss_cls: 0.1717, d2.loss_bbox: 0.1326, d2.loss_iou: 0.3336, d3.loss_cls: 0.1670, d3.loss_bbox: 0.1320, d3.loss_iou: 0.3328, d4.loss_cls: 0.1650, d4.loss_bbox: 0.1316, d4.loss_iou: 0.3321, dn_loss_cls: 0.0164, dn_loss_bbox: 0.1941, dn_loss_iou: 0.2815, d0.dn_loss_cls: 0.0485, d0.dn_loss_bbox: 0.2921, d0.dn_loss_iou: 0.3802, d1.dn_loss_cls: 0.0245, d1.dn_loss_bbox: 0.2111, d1.dn_loss_iou: 0.3016, d2.dn_loss_cls: 0.0194, d2.dn_loss_bbox: 0.1978, d2.dn_loss_iou: 0.2870, d3.dn_loss_cls: 0.0178, d3.dn_loss_bbox: 0.1945, d3.dn_loss_iou: 0.2823, d4.dn_loss_cls: 0.0168, d4.dn_loss_bbox: 0.1941, d4.dn_loss_iou: 0.2815, loss: 7.8315, grad_norm: 22.2740 2023-11-23 06:19:13,843 - mmdet - INFO - Epoch [12][4950/7330] lr: 1.000e-06, eta: 0:27:32, time: 0.703, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2018, interm_loss_bbox: 0.1571, interm_loss_iou: 0.3707, loss_cls: 0.1649, loss_bbox: 0.1346, loss_iou: 0.3323, d0.loss_cls: 0.2128, d0.loss_bbox: 0.1399, d0.loss_iou: 0.3421, d1.loss_cls: 0.1804, d1.loss_bbox: 0.1385, d1.loss_iou: 0.3383, d2.loss_cls: 0.1728, d2.loss_bbox: 0.1353, d2.loss_iou: 0.3335, d3.loss_cls: 0.1691, d3.loss_bbox: 0.1340, d3.loss_iou: 0.3318, d4.loss_cls: 0.1661, d4.loss_bbox: 0.1342, d4.loss_iou: 0.3323, dn_loss_cls: 0.0196, dn_loss_bbox: 0.2151, dn_loss_iou: 0.3092, d0.dn_loss_cls: 0.0536, d0.dn_loss_bbox: 0.3158, d0.dn_loss_iou: 0.4129, d1.dn_loss_cls: 0.0289, d1.dn_loss_bbox: 0.2355, d1.dn_loss_iou: 0.3313, d2.dn_loss_cls: 0.0230, d2.dn_loss_bbox: 0.2190, d2.dn_loss_iou: 0.3150, d3.dn_loss_cls: 0.0212, d3.dn_loss_bbox: 0.2155, d3.dn_loss_iou: 0.3101, d4.dn_loss_cls: 0.0201, d4.dn_loss_bbox: 0.2151, d4.dn_loss_iou: 0.3092, loss: 8.1922, grad_norm: 21.6031 2023-11-23 06:19:48,551 - mmdet - INFO - Epoch [12][5000/7330] lr: 1.000e-06, eta: 0:26:57, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2122, interm_loss_bbox: 0.1616, interm_loss_iou: 0.3651, loss_cls: 0.1721, loss_bbox: 0.1407, loss_iou: 0.3287, d0.loss_cls: 0.2188, d0.loss_bbox: 0.1458, d0.loss_iou: 0.3414, d1.loss_cls: 0.1894, d1.loss_bbox: 0.1414, d1.loss_iou: 0.3355, d2.loss_cls: 0.1820, d2.loss_bbox: 0.1388, d2.loss_iou: 0.3288, d3.loss_cls: 0.1765, d3.loss_bbox: 0.1389, d3.loss_iou: 0.3276, d4.loss_cls: 0.1736, d4.loss_bbox: 0.1399, d4.loss_iou: 0.3279, dn_loss_cls: 0.0186, dn_loss_bbox: 0.2170, dn_loss_iou: 0.2992, d0.dn_loss_cls: 0.0514, d0.dn_loss_bbox: 0.3171, d0.dn_loss_iou: 0.4002, d1.dn_loss_cls: 0.0272, d1.dn_loss_bbox: 0.2362, d1.dn_loss_iou: 0.3207, d2.dn_loss_cls: 0.0219, d2.dn_loss_bbox: 0.2211, d2.dn_loss_iou: 0.3050, d3.dn_loss_cls: 0.0201, d3.dn_loss_bbox: 0.2174, d3.dn_loss_iou: 0.3000, d4.dn_loss_cls: 0.0192, d4.dn_loss_bbox: 0.2170, d4.dn_loss_iou: 0.2992, loss: 8.1952, grad_norm: 21.5801 2023-11-23 06:20:22,962 - mmdet - INFO - Epoch [12][5050/7330] lr: 1.000e-06, eta: 0:26:22, time: 0.688, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2012, interm_loss_bbox: 0.1598, interm_loss_iou: 0.3533, loss_cls: 0.1609, loss_bbox: 0.1391, loss_iou: 0.3167, d0.loss_cls: 0.2108, d0.loss_bbox: 0.1435, d0.loss_iou: 0.3255, d1.loss_cls: 0.1782, d1.loss_bbox: 0.1411, d1.loss_iou: 0.3230, d2.loss_cls: 0.1687, d2.loss_bbox: 0.1387, d2.loss_iou: 0.3182, d3.loss_cls: 0.1640, d3.loss_bbox: 0.1383, d3.loss_iou: 0.3175, d4.loss_cls: 0.1616, d4.loss_bbox: 0.1385, d4.loss_iou: 0.3173, dn_loss_cls: 0.0173, dn_loss_bbox: 0.2144, dn_loss_iou: 0.2881, d0.dn_loss_cls: 0.0490, d0.dn_loss_bbox: 0.3164, d0.dn_loss_iou: 0.3893, d1.dn_loss_cls: 0.0255, d1.dn_loss_bbox: 0.2355, d1.dn_loss_iou: 0.3102, d2.dn_loss_cls: 0.0203, d2.dn_loss_bbox: 0.2186, d2.dn_loss_iou: 0.2939, d3.dn_loss_cls: 0.0188, d3.dn_loss_bbox: 0.2149, d3.dn_loss_iou: 0.2889, d4.dn_loss_cls: 0.0177, d4.dn_loss_bbox: 0.2144, d4.dn_loss_iou: 0.2881, loss: 7.9373, grad_norm: 20.7836 2023-11-23 06:20:59,492 - mmdet - INFO - Epoch [12][5100/7330] lr: 1.000e-06, eta: 0:25:48, time: 0.731, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2080, interm_loss_bbox: 0.1570, interm_loss_iou: 0.3693, loss_cls: 0.1669, loss_bbox: 0.1363, loss_iou: 0.3356, d0.loss_cls: 0.2182, d0.loss_bbox: 0.1394, d0.loss_iou: 0.3403, d1.loss_cls: 0.1856, d1.loss_bbox: 0.1396, d1.loss_iou: 0.3403, d2.loss_cls: 0.1756, d2.loss_bbox: 0.1378, d2.loss_iou: 0.3361, d3.loss_cls: 0.1707, d3.loss_bbox: 0.1368, d3.loss_iou: 0.3354, d4.loss_cls: 0.1682, d4.loss_bbox: 0.1362, d4.loss_iou: 0.3352, dn_loss_cls: 0.0191, dn_loss_bbox: 0.1982, dn_loss_iou: 0.3094, d0.dn_loss_cls: 0.0534, d0.dn_loss_bbox: 0.2955, d0.dn_loss_iou: 0.4108, d1.dn_loss_cls: 0.0281, d1.dn_loss_bbox: 0.2168, d1.dn_loss_iou: 0.3303, d2.dn_loss_cls: 0.0224, d2.dn_loss_bbox: 0.2024, d2.dn_loss_iou: 0.3153, d3.dn_loss_cls: 0.0205, d3.dn_loss_bbox: 0.1985, d3.dn_loss_iou: 0.3102, d4.dn_loss_cls: 0.0195, d4.dn_loss_bbox: 0.1982, d4.dn_loss_iou: 0.3094, loss: 8.1264, grad_norm: 20.6087 2023-11-23 06:21:34,626 - mmdet - INFO - Epoch [12][5150/7330] lr: 1.000e-06, eta: 0:25:13, time: 0.703, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2103, interm_loss_bbox: 0.1581, interm_loss_iou: 0.3668, loss_cls: 0.1717, loss_bbox: 0.1361, loss_iou: 0.3302, d0.loss_cls: 0.2183, d0.loss_bbox: 0.1418, d0.loss_iou: 0.3389, d1.loss_cls: 0.1875, d1.loss_bbox: 0.1412, d1.loss_iou: 0.3370, d2.loss_cls: 0.1800, d2.loss_bbox: 0.1372, d2.loss_iou: 0.3306, d3.loss_cls: 0.1755, d3.loss_bbox: 0.1360, d3.loss_iou: 0.3292, d4.loss_cls: 0.1737, d4.loss_bbox: 0.1353, d4.loss_iou: 0.3293, dn_loss_cls: 0.0186, dn_loss_bbox: 0.2108, dn_loss_iou: 0.3050, d0.dn_loss_cls: 0.0509, d0.dn_loss_bbox: 0.3070, d0.dn_loss_iou: 0.4053, d1.dn_loss_cls: 0.0271, d1.dn_loss_bbox: 0.2297, d1.dn_loss_iou: 0.3260, d2.dn_loss_cls: 0.0216, d2.dn_loss_bbox: 0.2149, d2.dn_loss_iou: 0.3102, d3.dn_loss_cls: 0.0198, d3.dn_loss_bbox: 0.2111, d3.dn_loss_iou: 0.3057, d4.dn_loss_cls: 0.0189, d4.dn_loss_bbox: 0.2109, d4.dn_loss_iou: 0.3050, loss: 8.1634, grad_norm: 20.7398 2023-11-23 06:22:08,865 - mmdet - INFO - Epoch [12][5200/7330] lr: 1.000e-06, eta: 0:24:38, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2029, interm_loss_bbox: 0.1632, interm_loss_iou: 0.3631, loss_cls: 0.1666, loss_bbox: 0.1384, loss_iou: 0.3232, d0.loss_cls: 0.2138, d0.loss_bbox: 0.1447, d0.loss_iou: 0.3327, d1.loss_cls: 0.1838, d1.loss_bbox: 0.1415, d1.loss_iou: 0.3293, d2.loss_cls: 0.1751, d2.loss_bbox: 0.1396, d2.loss_iou: 0.3238, d3.loss_cls: 0.1701, d3.loss_bbox: 0.1378, d3.loss_iou: 0.3227, d4.loss_cls: 0.1680, d4.loss_bbox: 0.1380, d4.loss_iou: 0.3229, dn_loss_cls: 0.0187, dn_loss_bbox: 0.2191, dn_loss_iou: 0.3048, d0.dn_loss_cls: 0.0512, d0.dn_loss_bbox: 0.3196, d0.dn_loss_iou: 0.4049, d1.dn_loss_cls: 0.0273, d1.dn_loss_bbox: 0.2392, d1.dn_loss_iou: 0.3262, d2.dn_loss_cls: 0.0220, d2.dn_loss_bbox: 0.2241, d2.dn_loss_iou: 0.3107, d3.dn_loss_cls: 0.0202, d3.dn_loss_bbox: 0.2195, d3.dn_loss_iou: 0.3056, d4.dn_loss_cls: 0.0192, d4.dn_loss_bbox: 0.2191, d4.dn_loss_iou: 0.3048, loss: 8.1576, grad_norm: 22.3599 2023-11-23 06:22:43,348 - mmdet - INFO - Epoch [12][5250/7330] lr: 1.000e-06, eta: 0:24:03, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2038, interm_loss_bbox: 0.1588, interm_loss_iou: 0.3633, loss_cls: 0.1651, loss_bbox: 0.1363, loss_iou: 0.3270, d0.loss_cls: 0.2126, d0.loss_bbox: 0.1432, d0.loss_iou: 0.3387, d1.loss_cls: 0.1842, d1.loss_bbox: 0.1396, d1.loss_iou: 0.3334, d2.loss_cls: 0.1737, d2.loss_bbox: 0.1376, d2.loss_iou: 0.3289, d3.loss_cls: 0.1681, d3.loss_bbox: 0.1364, d3.loss_iou: 0.3275, d4.loss_cls: 0.1654, d4.loss_bbox: 0.1364, d4.loss_iou: 0.3277, dn_loss_cls: 0.0175, dn_loss_bbox: 0.2018, dn_loss_iou: 0.2986, d0.dn_loss_cls: 0.0490, d0.dn_loss_bbox: 0.2982, d0.dn_loss_iou: 0.3976, d1.dn_loss_cls: 0.0259, d1.dn_loss_bbox: 0.2202, d1.dn_loss_iou: 0.3195, d2.dn_loss_cls: 0.0205, d2.dn_loss_bbox: 0.2058, d2.dn_loss_iou: 0.3039, d3.dn_loss_cls: 0.0187, d3.dn_loss_bbox: 0.2021, d3.dn_loss_iou: 0.2992, d4.dn_loss_cls: 0.0178, d4.dn_loss_bbox: 0.2018, d4.dn_loss_iou: 0.2985, loss: 8.0046, grad_norm: 21.9087 2023-11-23 06:23:18,479 - mmdet - INFO - Epoch [12][5300/7330] lr: 1.000e-06, eta: 0:23:29, time: 0.703, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2020, interm_loss_bbox: 0.1602, interm_loss_iou: 0.3696, loss_cls: 0.1613, loss_bbox: 0.1379, loss_iou: 0.3320, d0.loss_cls: 0.2130, d0.loss_bbox: 0.1404, d0.loss_iou: 0.3390, d1.loss_cls: 0.1793, d1.loss_bbox: 0.1398, d1.loss_iou: 0.3369, d2.loss_cls: 0.1698, d2.loss_bbox: 0.1370, d2.loss_iou: 0.3335, d3.loss_cls: 0.1653, d3.loss_bbox: 0.1373, d3.loss_iou: 0.3312, d4.loss_cls: 0.1626, d4.loss_bbox: 0.1376, d4.loss_iou: 0.3314, dn_loss_cls: 0.0182, dn_loss_bbox: 0.1970, dn_loss_iou: 0.3082, d0.dn_loss_cls: 0.0508, d0.dn_loss_bbox: 0.2948, d0.dn_loss_iou: 0.4096, d1.dn_loss_cls: 0.0267, d1.dn_loss_bbox: 0.2170, d1.dn_loss_iou: 0.3302, d2.dn_loss_cls: 0.0213, d2.dn_loss_bbox: 0.2019, d2.dn_loss_iou: 0.3143, d3.dn_loss_cls: 0.0195, d3.dn_loss_bbox: 0.1975, d3.dn_loss_iou: 0.3090, d4.dn_loss_cls: 0.0185, d4.dn_loss_bbox: 0.1970, d4.dn_loss_iou: 0.3082, loss: 8.0570, grad_norm: 20.5151 2023-11-23 06:23:53,369 - mmdet - INFO - Epoch [12][5350/7330] lr: 1.000e-06, eta: 0:22:54, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.1982, interm_loss_bbox: 0.1547, interm_loss_iou: 0.3689, loss_cls: 0.1592, loss_bbox: 0.1314, loss_iou: 0.3286, d0.loss_cls: 0.2055, d0.loss_bbox: 0.1374, d0.loss_iou: 0.3387, d1.loss_cls: 0.1746, d1.loss_bbox: 0.1348, d1.loss_iou: 0.3349, d2.loss_cls: 0.1675, d2.loss_bbox: 0.1318, d2.loss_iou: 0.3309, d3.loss_cls: 0.1622, d3.loss_bbox: 0.1304, d3.loss_iou: 0.3296, d4.loss_cls: 0.1604, d4.loss_bbox: 0.1313, d4.loss_iou: 0.3287, dn_loss_cls: 0.0175, dn_loss_bbox: 0.1895, dn_loss_iou: 0.2984, d0.dn_loss_cls: 0.0510, d0.dn_loss_bbox: 0.2847, d0.dn_loss_iou: 0.3990, d1.dn_loss_cls: 0.0263, d1.dn_loss_bbox: 0.2071, d1.dn_loss_iou: 0.3188, d2.dn_loss_cls: 0.0206, d2.dn_loss_bbox: 0.1931, d2.dn_loss_iou: 0.3035, d3.dn_loss_cls: 0.0188, d3.dn_loss_bbox: 0.1898, d3.dn_loss_iou: 0.2990, d4.dn_loss_cls: 0.0180, d4.dn_loss_bbox: 0.1895, d4.dn_loss_iou: 0.2983, loss: 7.8625, grad_norm: 20.8326 2023-11-23 06:24:27,924 - mmdet - INFO - Epoch [12][5400/7330] lr: 1.000e-06, eta: 0:22:19, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2068, interm_loss_bbox: 0.1589, interm_loss_iou: 0.3601, loss_cls: 0.1672, loss_bbox: 0.1353, loss_iou: 0.3237, d0.loss_cls: 0.2158, d0.loss_bbox: 0.1413, d0.loss_iou: 0.3331, d1.loss_cls: 0.1829, d1.loss_bbox: 0.1390, d1.loss_iou: 0.3306, d2.loss_cls: 0.1734, d2.loss_bbox: 0.1370, d2.loss_iou: 0.3265, d3.loss_cls: 0.1700, d3.loss_bbox: 0.1355, d3.loss_iou: 0.3246, d4.loss_cls: 0.1680, d4.loss_bbox: 0.1350, d4.loss_iou: 0.3235, dn_loss_cls: 0.0192, dn_loss_bbox: 0.2123, dn_loss_iou: 0.3016, d0.dn_loss_cls: 0.0520, d0.dn_loss_bbox: 0.3181, d0.dn_loss_iou: 0.4042, d1.dn_loss_cls: 0.0278, d1.dn_loss_bbox: 0.2329, d1.dn_loss_iou: 0.3229, d2.dn_loss_cls: 0.0224, d2.dn_loss_bbox: 0.2174, d2.dn_loss_iou: 0.3078, d3.dn_loss_cls: 0.0207, d3.dn_loss_bbox: 0.2132, d3.dn_loss_iou: 0.3025, d4.dn_loss_cls: 0.0197, d4.dn_loss_bbox: 0.2124, d4.dn_loss_iou: 0.3016, loss: 8.0969, grad_norm: 21.9201 2023-11-23 06:25:01,959 - mmdet - INFO - Epoch [12][5450/7330] lr: 1.000e-06, eta: 0:21:45, time: 0.681, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2033, interm_loss_bbox: 0.1506, interm_loss_iou: 0.3564, loss_cls: 0.1639, loss_bbox: 0.1249, loss_iou: 0.3174, d0.loss_cls: 0.2113, d0.loss_bbox: 0.1307, d0.loss_iou: 0.3259, d1.loss_cls: 0.1810, d1.loss_bbox: 0.1286, d1.loss_iou: 0.3245, d2.loss_cls: 0.1713, d2.loss_bbox: 0.1259, d2.loss_iou: 0.3197, d3.loss_cls: 0.1671, d3.loss_bbox: 0.1253, d3.loss_iou: 0.3178, d4.loss_cls: 0.1650, d4.loss_bbox: 0.1248, d4.loss_iou: 0.3170, dn_loss_cls: 0.0174, dn_loss_bbox: 0.2010, dn_loss_iou: 0.2863, d0.dn_loss_cls: 0.0502, d0.dn_loss_bbox: 0.3000, d0.dn_loss_iou: 0.3834, d1.dn_loss_cls: 0.0259, d1.dn_loss_bbox: 0.2196, d1.dn_loss_iou: 0.3066, d2.dn_loss_cls: 0.0207, d2.dn_loss_bbox: 0.2047, d2.dn_loss_iou: 0.2916, d3.dn_loss_cls: 0.0189, d3.dn_loss_bbox: 0.2014, d3.dn_loss_iou: 0.2870, d4.dn_loss_cls: 0.0179, d4.dn_loss_bbox: 0.2010, d4.dn_loss_iou: 0.2863, loss: 7.7724, grad_norm: 21.8029 2023-11-23 06:25:36,439 - mmdet - INFO - Epoch [12][5500/7330] lr: 1.000e-06, eta: 0:21:10, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.1996, interm_loss_bbox: 0.1628, interm_loss_iou: 0.3634, loss_cls: 0.1625, loss_bbox: 0.1385, loss_iou: 0.3248, d0.loss_cls: 0.2105, d0.loss_bbox: 0.1442, d0.loss_iou: 0.3336, d1.loss_cls: 0.1804, d1.loss_bbox: 0.1421, d1.loss_iou: 0.3303, d2.loss_cls: 0.1694, d2.loss_bbox: 0.1403, d2.loss_iou: 0.3271, d3.loss_cls: 0.1654, d3.loss_bbox: 0.1389, d3.loss_iou: 0.3249, d4.loss_cls: 0.1632, d4.loss_bbox: 0.1386, d4.loss_iou: 0.3245, dn_loss_cls: 0.0165, dn_loss_bbox: 0.1938, dn_loss_iou: 0.2997, d0.dn_loss_cls: 0.0492, d0.dn_loss_bbox: 0.2872, d0.dn_loss_iou: 0.3987, d1.dn_loss_cls: 0.0249, d1.dn_loss_bbox: 0.2124, d1.dn_loss_iou: 0.3212, d2.dn_loss_cls: 0.0195, d2.dn_loss_bbox: 0.1980, d2.dn_loss_iou: 0.3054, d3.dn_loss_cls: 0.0179, d3.dn_loss_bbox: 0.1943, d3.dn_loss_iou: 0.3004, d4.dn_loss_cls: 0.0169, d4.dn_loss_bbox: 0.1938, d4.dn_loss_iou: 0.2997, loss: 7.9345, grad_norm: 21.6753 2023-11-23 06:26:11,226 - mmdet - INFO - Epoch [12][5550/7330] lr: 1.000e-06, eta: 0:20:35, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2088, interm_loss_bbox: 0.1596, interm_loss_iou: 0.3632, loss_cls: 0.1671, loss_bbox: 0.1372, loss_iou: 0.3276, d0.loss_cls: 0.2188, d0.loss_bbox: 0.1407, d0.loss_iou: 0.3339, d1.loss_cls: 0.1852, d1.loss_bbox: 0.1400, d1.loss_iou: 0.3324, d2.loss_cls: 0.1769, d2.loss_bbox: 0.1373, d2.loss_iou: 0.3277, d3.loss_cls: 0.1710, d3.loss_bbox: 0.1375, d3.loss_iou: 0.3273, d4.loss_cls: 0.1682, d4.loss_bbox: 0.1376, d4.loss_iou: 0.3275, dn_loss_cls: 0.0199, dn_loss_bbox: 0.1998, dn_loss_iou: 0.2966, d0.dn_loss_cls: 0.0538, d0.dn_loss_bbox: 0.2997, d0.dn_loss_iou: 0.3982, d1.dn_loss_cls: 0.0285, d1.dn_loss_bbox: 0.2203, d1.dn_loss_iou: 0.3178, d2.dn_loss_cls: 0.0230, d2.dn_loss_bbox: 0.2041, d2.dn_loss_iou: 0.3019, d3.dn_loss_cls: 0.0212, d3.dn_loss_bbox: 0.2001, d3.dn_loss_iou: 0.2973, d4.dn_loss_cls: 0.0203, d4.dn_loss_bbox: 0.1998, d4.dn_loss_iou: 0.2965, loss: 8.0243, grad_norm: 21.7943 2023-11-23 06:26:45,884 - mmdet - INFO - Epoch [12][5600/7330] lr: 1.000e-06, eta: 0:20:00, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2082, interm_loss_bbox: 0.1607, interm_loss_iou: 0.3707, loss_cls: 0.1647, loss_bbox: 0.1415, loss_iou: 0.3347, d0.loss_cls: 0.2172, d0.loss_bbox: 0.1427, d0.loss_iou: 0.3412, d1.loss_cls: 0.1827, d1.loss_bbox: 0.1435, d1.loss_iou: 0.3404, d2.loss_cls: 0.1751, d2.loss_bbox: 0.1405, d2.loss_iou: 0.3348, d3.loss_cls: 0.1693, d3.loss_bbox: 0.1405, d3.loss_iou: 0.3345, d4.loss_cls: 0.1660, d4.loss_bbox: 0.1411, d4.loss_iou: 0.3343, dn_loss_cls: 0.0186, dn_loss_bbox: 0.2068, dn_loss_iou: 0.3033, d0.dn_loss_cls: 0.0526, d0.dn_loss_bbox: 0.3092, d0.dn_loss_iou: 0.4058, d1.dn_loss_cls: 0.0280, d1.dn_loss_bbox: 0.2270, d1.dn_loss_iou: 0.3252, d2.dn_loss_cls: 0.0221, d2.dn_loss_bbox: 0.2115, d2.dn_loss_iou: 0.3092, d3.dn_loss_cls: 0.0202, d3.dn_loss_bbox: 0.2072, d3.dn_loss_iou: 0.3040, d4.dn_loss_cls: 0.0191, d4.dn_loss_bbox: 0.2067, d4.dn_loss_iou: 0.3032, loss: 8.1641, grad_norm: 20.9461 2023-11-23 06:27:20,804 - mmdet - INFO - Epoch [12][5650/7330] lr: 1.000e-06, eta: 0:19:26, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2052, interm_loss_bbox: 0.1543, interm_loss_iou: 0.3655, loss_cls: 0.1656, loss_bbox: 0.1309, loss_iou: 0.3296, d0.loss_cls: 0.2150, d0.loss_bbox: 0.1374, d0.loss_iou: 0.3382, d1.loss_cls: 0.1822, d1.loss_bbox: 0.1345, d1.loss_iou: 0.3357, d2.loss_cls: 0.1746, d2.loss_bbox: 0.1320, d2.loss_iou: 0.3303, d3.loss_cls: 0.1693, d3.loss_bbox: 0.1309, d3.loss_iou: 0.3299, d4.loss_cls: 0.1667, d4.loss_bbox: 0.1308, d4.loss_iou: 0.3294, dn_loss_cls: 0.0182, dn_loss_bbox: 0.1960, dn_loss_iou: 0.2994, d0.dn_loss_cls: 0.0520, d0.dn_loss_bbox: 0.2960, d0.dn_loss_iou: 0.4019, d1.dn_loss_cls: 0.0270, d1.dn_loss_bbox: 0.2152, d1.dn_loss_iou: 0.3212, d2.dn_loss_cls: 0.0217, d2.dn_loss_bbox: 0.2009, d2.dn_loss_iou: 0.3057, d3.dn_loss_cls: 0.0198, d3.dn_loss_bbox: 0.1966, d3.dn_loss_iou: 0.3004, d4.dn_loss_cls: 0.0187, d4.dn_loss_bbox: 0.1960, d4.dn_loss_iou: 0.2994, loss: 7.9743, grad_norm: 20.2648 2023-11-23 06:27:55,292 - mmdet - INFO - Epoch [12][5700/7330] lr: 1.000e-06, eta: 0:18:51, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.1971, interm_loss_bbox: 0.1507, interm_loss_iou: 0.3672, loss_cls: 0.1590, loss_bbox: 0.1296, loss_iou: 0.3320, d0.loss_cls: 0.2052, d0.loss_bbox: 0.1340, d0.loss_iou: 0.3399, d1.loss_cls: 0.1737, d1.loss_bbox: 0.1336, d1.loss_iou: 0.3377, d2.loss_cls: 0.1648, d2.loss_bbox: 0.1314, d2.loss_iou: 0.3344, d3.loss_cls: 0.1621, d3.loss_bbox: 0.1293, d3.loss_iou: 0.3311, d4.loss_cls: 0.1594, d4.loss_bbox: 0.1294, d4.loss_iou: 0.3321, dn_loss_cls: 0.0176, dn_loss_bbox: 0.1892, dn_loss_iou: 0.3026, d0.dn_loss_cls: 0.0502, d0.dn_loss_bbox: 0.2853, d0.dn_loss_iou: 0.4041, d1.dn_loss_cls: 0.0258, d1.dn_loss_bbox: 0.2076, d1.dn_loss_iou: 0.3236, d2.dn_loss_cls: 0.0205, d2.dn_loss_bbox: 0.1926, d2.dn_loss_iou: 0.3076, d3.dn_loss_cls: 0.0187, d3.dn_loss_bbox: 0.1896, d3.dn_loss_iou: 0.3034, d4.dn_loss_cls: 0.0179, d4.dn_loss_bbox: 0.1891, d4.dn_loss_iou: 0.3026, loss: 7.8818, grad_norm: 21.9610 2023-11-23 06:28:29,472 - mmdet - INFO - Epoch [12][5750/7330] lr: 1.000e-06, eta: 0:18:16, time: 0.684, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2046, interm_loss_bbox: 0.1544, interm_loss_iou: 0.3686, loss_cls: 0.1646, loss_bbox: 0.1338, loss_iou: 0.3336, d0.loss_cls: 0.2136, d0.loss_bbox: 0.1393, d0.loss_iou: 0.3427, d1.loss_cls: 0.1821, d1.loss_bbox: 0.1366, d1.loss_iou: 0.3395, d2.loss_cls: 0.1737, d2.loss_bbox: 0.1336, d2.loss_iou: 0.3335, d3.loss_cls: 0.1678, d3.loss_bbox: 0.1339, d3.loss_iou: 0.3327, d4.loss_cls: 0.1653, d4.loss_bbox: 0.1335, d4.loss_iou: 0.3333, dn_loss_cls: 0.0191, dn_loss_bbox: 0.1918, dn_loss_iou: 0.3039, d0.dn_loss_cls: 0.0512, d0.dn_loss_bbox: 0.2839, d0.dn_loss_iou: 0.4028, d1.dn_loss_cls: 0.0275, d1.dn_loss_bbox: 0.2097, d1.dn_loss_iou: 0.3239, d2.dn_loss_cls: 0.0223, d2.dn_loss_bbox: 0.1957, d2.dn_loss_iou: 0.3094, d3.dn_loss_cls: 0.0206, d3.dn_loss_bbox: 0.1923, d3.dn_loss_iou: 0.3046, d4.dn_loss_cls: 0.0195, d4.dn_loss_bbox: 0.1918, d4.dn_loss_iou: 0.3039, loss: 7.9945, grad_norm: 20.0274 2023-11-23 06:29:03,753 - mmdet - INFO - Epoch [12][5800/7330] lr: 1.000e-06, eta: 0:17:42, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2030, interm_loss_bbox: 0.1594, interm_loss_iou: 0.3544, loss_cls: 0.1645, loss_bbox: 0.1362, loss_iou: 0.3203, d0.loss_cls: 0.2120, d0.loss_bbox: 0.1405, d0.loss_iou: 0.3282, d1.loss_cls: 0.1814, d1.loss_bbox: 0.1375, d1.loss_iou: 0.3229, d2.loss_cls: 0.1740, d2.loss_bbox: 0.1342, d2.loss_iou: 0.3192, d3.loss_cls: 0.1677, d3.loss_bbox: 0.1353, d3.loss_iou: 0.3198, d4.loss_cls: 0.1653, d4.loss_bbox: 0.1358, d4.loss_iou: 0.3201, dn_loss_cls: 0.0181, dn_loss_bbox: 0.2099, dn_loss_iou: 0.2911, d0.dn_loss_cls: 0.0514, d0.dn_loss_bbox: 0.3238, d0.dn_loss_iou: 0.3984, d1.dn_loss_cls: 0.0271, d1.dn_loss_bbox: 0.2324, d1.dn_loss_iou: 0.3141, d2.dn_loss_cls: 0.0215, d2.dn_loss_bbox: 0.2151, d2.dn_loss_iou: 0.2974, d3.dn_loss_cls: 0.0197, d3.dn_loss_bbox: 0.2106, d3.dn_loss_iou: 0.2921, d4.dn_loss_cls: 0.0186, d4.dn_loss_bbox: 0.2099, d4.dn_loss_iou: 0.2910, loss: 7.9741, grad_norm: 21.1008 2023-11-23 06:29:38,367 - mmdet - INFO - Epoch [12][5850/7330] lr: 1.000e-06, eta: 0:17:07, time: 0.692, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2099, interm_loss_bbox: 0.1524, interm_loss_iou: 0.3680, loss_cls: 0.1720, loss_bbox: 0.1296, loss_iou: 0.3321, d0.loss_cls: 0.2189, d0.loss_bbox: 0.1347, d0.loss_iou: 0.3414, d1.loss_cls: 0.1884, d1.loss_bbox: 0.1322, d1.loss_iou: 0.3380, d2.loss_cls: 0.1793, d2.loss_bbox: 0.1306, d2.loss_iou: 0.3332, d3.loss_cls: 0.1748, d3.loss_bbox: 0.1297, d3.loss_iou: 0.3328, d4.loss_cls: 0.1725, d4.loss_bbox: 0.1297, d4.loss_iou: 0.3326, dn_loss_cls: 0.0185, dn_loss_bbox: 0.1996, dn_loss_iou: 0.2946, d0.dn_loss_cls: 0.0518, d0.dn_loss_bbox: 0.2988, d0.dn_loss_iou: 0.3940, d1.dn_loss_cls: 0.0269, d1.dn_loss_bbox: 0.2197, d1.dn_loss_iou: 0.3162, d2.dn_loss_cls: 0.0216, d2.dn_loss_bbox: 0.2036, d2.dn_loss_iou: 0.2998, d3.dn_loss_cls: 0.0198, d3.dn_loss_bbox: 0.2001, d3.dn_loss_iou: 0.2954, d4.dn_loss_cls: 0.0189, d4.dn_loss_bbox: 0.1996, d4.dn_loss_iou: 0.2945, loss: 8.0064, grad_norm: 20.6768 2023-11-23 06:30:13,441 - mmdet - INFO - Epoch [12][5900/7330] lr: 1.000e-06, eta: 0:16:32, time: 0.701, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2046, interm_loss_bbox: 0.1644, interm_loss_iou: 0.3588, loss_cls: 0.1649, loss_bbox: 0.1395, loss_iou: 0.3184, d0.loss_cls: 0.2142, d0.loss_bbox: 0.1443, d0.loss_iou: 0.3275, d1.loss_cls: 0.1815, d1.loss_bbox: 0.1432, d1.loss_iou: 0.3240, d2.loss_cls: 0.1736, d2.loss_bbox: 0.1401, d2.loss_iou: 0.3191, d3.loss_cls: 0.1689, d3.loss_bbox: 0.1392, d3.loss_iou: 0.3177, d4.loss_cls: 0.1662, d4.loss_bbox: 0.1387, d4.loss_iou: 0.3187, dn_loss_cls: 0.0189, dn_loss_bbox: 0.2147, dn_loss_iou: 0.2991, d0.dn_loss_cls: 0.0514, d0.dn_loss_bbox: 0.3224, d0.dn_loss_iou: 0.4029, d1.dn_loss_cls: 0.0275, d1.dn_loss_bbox: 0.2379, d1.dn_loss_iou: 0.3221, d2.dn_loss_cls: 0.0223, d2.dn_loss_bbox: 0.2196, d2.dn_loss_iou: 0.3051, d3.dn_loss_cls: 0.0205, d3.dn_loss_bbox: 0.2152, d3.dn_loss_iou: 0.3000, d4.dn_loss_cls: 0.0194, d4.dn_loss_bbox: 0.2148, d4.dn_loss_iou: 0.2991, loss: 8.0801, grad_norm: 20.4359 2023-11-23 06:30:47,981 - mmdet - INFO - Epoch [12][5950/7330] lr: 1.000e-06, eta: 0:15:57, time: 0.691, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2082, interm_loss_bbox: 0.1580, interm_loss_iou: 0.3691, loss_cls: 0.1675, loss_bbox: 0.1379, loss_iou: 0.3328, d0.loss_cls: 0.2170, d0.loss_bbox: 0.1410, d0.loss_iou: 0.3422, d1.loss_cls: 0.1846, d1.loss_bbox: 0.1393, d1.loss_iou: 0.3396, d2.loss_cls: 0.1747, d2.loss_bbox: 0.1382, d2.loss_iou: 0.3352, d3.loss_cls: 0.1701, d3.loss_bbox: 0.1374, d3.loss_iou: 0.3337, d4.loss_cls: 0.1684, d4.loss_bbox: 0.1379, d4.loss_iou: 0.3331, dn_loss_cls: 0.0178, dn_loss_bbox: 0.2001, dn_loss_iou: 0.3015, d0.dn_loss_cls: 0.0518, d0.dn_loss_bbox: 0.2977, d0.dn_loss_iou: 0.4015, d1.dn_loss_cls: 0.0268, d1.dn_loss_bbox: 0.2195, d1.dn_loss_iou: 0.3225, d2.dn_loss_cls: 0.0211, d2.dn_loss_bbox: 0.2046, d2.dn_loss_iou: 0.3072, d3.dn_loss_cls: 0.0193, d3.dn_loss_bbox: 0.2005, d3.dn_loss_iou: 0.3021, d4.dn_loss_cls: 0.0183, d4.dn_loss_bbox: 0.2002, d4.dn_loss_iou: 0.3014, loss: 8.0799, grad_norm: 21.9745 2023-11-23 06:31:25,021 - mmdet - INFO - Epoch [12][6000/7330] lr: 1.000e-06, eta: 0:15:23, time: 0.741, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2087, interm_loss_bbox: 0.1575, interm_loss_iou: 0.3724, loss_cls: 0.1684, loss_bbox: 0.1382, loss_iou: 0.3381, d0.loss_cls: 0.2172, d0.loss_bbox: 0.1403, d0.loss_iou: 0.3464, d1.loss_cls: 0.1852, d1.loss_bbox: 0.1397, d1.loss_iou: 0.3430, d2.loss_cls: 0.1774, d2.loss_bbox: 0.1377, d2.loss_iou: 0.3388, d3.loss_cls: 0.1720, d3.loss_bbox: 0.1372, d3.loss_iou: 0.3378, d4.loss_cls: 0.1689, d4.loss_bbox: 0.1382, d4.loss_iou: 0.3383, dn_loss_cls: 0.0194, dn_loss_bbox: 0.2081, dn_loss_iou: 0.3038, d0.dn_loss_cls: 0.0530, d0.dn_loss_bbox: 0.3117, d0.dn_loss_iou: 0.4067, d1.dn_loss_cls: 0.0280, d1.dn_loss_bbox: 0.2272, d1.dn_loss_iou: 0.3253, d2.dn_loss_cls: 0.0227, d2.dn_loss_bbox: 0.2118, d2.dn_loss_iou: 0.3092, d3.dn_loss_cls: 0.0209, d3.dn_loss_bbox: 0.2084, d3.dn_loss_iou: 0.3044, d4.dn_loss_cls: 0.0199, d4.dn_loss_bbox: 0.2081, d4.dn_loss_iou: 0.3038, loss: 8.1936, grad_norm: 21.8168 2023-11-23 06:31:59,257 - mmdet - INFO - Epoch [12][6050/7330] lr: 1.000e-06, eta: 0:14:48, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.1974, interm_loss_bbox: 0.1617, interm_loss_iou: 0.3446, loss_cls: 0.1552, loss_bbox: 0.1400, loss_iou: 0.3100, d0.loss_cls: 0.2074, d0.loss_bbox: 0.1423, d0.loss_iou: 0.3160, d1.loss_cls: 0.1735, d1.loss_bbox: 0.1400, d1.loss_iou: 0.3139, d2.loss_cls: 0.1626, d2.loss_bbox: 0.1391, d2.loss_iou: 0.3111, d3.loss_cls: 0.1577, d3.loss_bbox: 0.1394, d3.loss_iou: 0.3106, d4.loss_cls: 0.1558, d4.loss_bbox: 0.1398, d4.loss_iou: 0.3099, dn_loss_cls: 0.0178, dn_loss_bbox: 0.2063, dn_loss_iou: 0.2823, d0.dn_loss_cls: 0.0506, d0.dn_loss_bbox: 0.3111, d0.dn_loss_iou: 0.3845, d1.dn_loss_cls: 0.0263, d1.dn_loss_bbox: 0.2270, d1.dn_loss_iou: 0.3033, d2.dn_loss_cls: 0.0209, d2.dn_loss_bbox: 0.2104, d2.dn_loss_iou: 0.2876, d3.dn_loss_cls: 0.0191, d3.dn_loss_bbox: 0.2069, d3.dn_loss_iou: 0.2830, d4.dn_loss_cls: 0.0182, d4.dn_loss_bbox: 0.2063, d4.dn_loss_iou: 0.2822, loss: 7.7717, grad_norm: 21.0762 2023-11-23 06:32:33,744 - mmdet - INFO - Epoch [12][6100/7330] lr: 1.000e-06, eta: 0:14:13, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2033, interm_loss_bbox: 0.1593, interm_loss_iou: 0.3609, loss_cls: 0.1634, loss_bbox: 0.1356, loss_iou: 0.3257, d0.loss_cls: 0.2130, d0.loss_bbox: 0.1391, d0.loss_iou: 0.3323, d1.loss_cls: 0.1819, d1.loss_bbox: 0.1371, d1.loss_iou: 0.3302, d2.loss_cls: 0.1732, d2.loss_bbox: 0.1350, d2.loss_iou: 0.3259, d3.loss_cls: 0.1667, d3.loss_bbox: 0.1351, d3.loss_iou: 0.3257, d4.loss_cls: 0.1650, d4.loss_bbox: 0.1349, d4.loss_iou: 0.3250, dn_loss_cls: 0.0184, dn_loss_bbox: 0.2052, dn_loss_iou: 0.3076, d0.dn_loss_cls: 0.0508, d0.dn_loss_bbox: 0.3057, d0.dn_loss_iou: 0.4097, d1.dn_loss_cls: 0.0270, d1.dn_loss_bbox: 0.2244, d1.dn_loss_iou: 0.3289, d2.dn_loss_cls: 0.0216, d2.dn_loss_bbox: 0.2092, d2.dn_loss_iou: 0.3132, d3.dn_loss_cls: 0.0198, d3.dn_loss_bbox: 0.2057, d3.dn_loss_iou: 0.3084, d4.dn_loss_cls: 0.0188, d4.dn_loss_bbox: 0.2052, d4.dn_loss_iou: 0.3076, loss: 8.0555, grad_norm: 19.8071 2023-11-23 06:33:08,379 - mmdet - INFO - Epoch [12][6150/7330] lr: 1.000e-06, eta: 0:13:39, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2004, interm_loss_bbox: 0.1582, interm_loss_iou: 0.3586, loss_cls: 0.1602, loss_bbox: 0.1369, loss_iou: 0.3218, d0.loss_cls: 0.2113, d0.loss_bbox: 0.1388, d0.loss_iou: 0.3273, d1.loss_cls: 0.1781, d1.loss_bbox: 0.1393, d1.loss_iou: 0.3260, d2.loss_cls: 0.1688, d2.loss_bbox: 0.1369, d2.loss_iou: 0.3223, d3.loss_cls: 0.1636, d3.loss_bbox: 0.1368, d3.loss_iou: 0.3219, d4.loss_cls: 0.1612, d4.loss_bbox: 0.1369, d4.loss_iou: 0.3217, dn_loss_cls: 0.0175, dn_loss_bbox: 0.2050, dn_loss_iou: 0.2911, d0.dn_loss_cls: 0.0491, d0.dn_loss_bbox: 0.3036, d0.dn_loss_iou: 0.3912, d1.dn_loss_cls: 0.0259, d1.dn_loss_bbox: 0.2246, d1.dn_loss_iou: 0.3120, d2.dn_loss_cls: 0.0204, d2.dn_loss_bbox: 0.2090, d2.dn_loss_iou: 0.2965, d3.dn_loss_cls: 0.0188, d3.dn_loss_bbox: 0.2055, d3.dn_loss_iou: 0.2919, d4.dn_loss_cls: 0.0178, d4.dn_loss_bbox: 0.2050, d4.dn_loss_iou: 0.2911, loss: 7.9027, grad_norm: 21.2398 2023-11-23 06:33:43,722 - mmdet - INFO - Epoch [12][6200/7330] lr: 1.000e-06, eta: 0:13:04, time: 0.706, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2047, interm_loss_bbox: 0.1593, interm_loss_iou: 0.3623, loss_cls: 0.1649, loss_bbox: 0.1388, loss_iou: 0.3295, d0.loss_cls: 0.2143, d0.loss_bbox: 0.1407, d0.loss_iou: 0.3348, d1.loss_cls: 0.1826, d1.loss_bbox: 0.1398, d1.loss_iou: 0.3323, d2.loss_cls: 0.1735, d2.loss_bbox: 0.1381, d2.loss_iou: 0.3288, d3.loss_cls: 0.1692, d3.loss_bbox: 0.1368, d3.loss_iou: 0.3289, d4.loss_cls: 0.1664, d4.loss_bbox: 0.1381, d4.loss_iou: 0.3290, dn_loss_cls: 0.0202, dn_loss_bbox: 0.2060, dn_loss_iou: 0.2981, d0.dn_loss_cls: 0.0533, d0.dn_loss_bbox: 0.3114, d0.dn_loss_iou: 0.4001, d1.dn_loss_cls: 0.0286, d1.dn_loss_bbox: 0.2284, d1.dn_loss_iou: 0.3204, d2.dn_loss_cls: 0.0233, d2.dn_loss_bbox: 0.2114, d2.dn_loss_iou: 0.3039, d3.dn_loss_cls: 0.0217, d3.dn_loss_bbox: 0.2067, d3.dn_loss_iou: 0.2989, d4.dn_loss_cls: 0.0206, d4.dn_loss_bbox: 0.2060, d4.dn_loss_iou: 0.2981, loss: 8.0698, grad_norm: 20.3777 2023-11-23 06:34:18,682 - mmdet - INFO - Epoch [12][6250/7330] lr: 1.000e-06, eta: 0:12:29, time: 0.699, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2007, interm_loss_bbox: 0.1491, interm_loss_iou: 0.3552, loss_cls: 0.1604, loss_bbox: 0.1284, loss_iou: 0.3188, d0.loss_cls: 0.2071, d0.loss_bbox: 0.1337, d0.loss_iou: 0.3282, d1.loss_cls: 0.1752, d1.loss_bbox: 0.1322, d1.loss_iou: 0.3263, d2.loss_cls: 0.1691, d2.loss_bbox: 0.1285, d2.loss_iou: 0.3192, d3.loss_cls: 0.1637, d3.loss_bbox: 0.1283, d3.loss_iou: 0.3194, d4.loss_cls: 0.1604, d4.loss_bbox: 0.1288, d4.loss_iou: 0.3196, dn_loss_cls: 0.0172, dn_loss_bbox: 0.1930, dn_loss_iou: 0.2868, d0.dn_loss_cls: 0.0492, d0.dn_loss_bbox: 0.2927, d0.dn_loss_iou: 0.3886, d1.dn_loss_cls: 0.0256, d1.dn_loss_bbox: 0.2121, d1.dn_loss_iou: 0.3094, d2.dn_loss_cls: 0.0204, d2.dn_loss_bbox: 0.1972, d2.dn_loss_iou: 0.2927, d3.dn_loss_cls: 0.0186, d3.dn_loss_bbox: 0.1933, d3.dn_loss_iou: 0.2875, d4.dn_loss_cls: 0.0177, d4.dn_loss_bbox: 0.1930, d4.dn_loss_iou: 0.2868, loss: 7.7341, grad_norm: 21.2413 2023-11-23 06:34:53,121 - mmdet - INFO - Epoch [12][6300/7330] lr: 1.000e-06, eta: 0:11:55, time: 0.689, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2004, interm_loss_bbox: 0.1586, interm_loss_iou: 0.3595, loss_cls: 0.1642, loss_bbox: 0.1336, loss_iou: 0.3216, d0.loss_cls: 0.2134, d0.loss_bbox: 0.1384, d0.loss_iou: 0.3289, d1.loss_cls: 0.1796, d1.loss_bbox: 0.1383, d1.loss_iou: 0.3273, d2.loss_cls: 0.1730, d2.loss_bbox: 0.1336, d2.loss_iou: 0.3214, d3.loss_cls: 0.1673, d3.loss_bbox: 0.1336, d3.loss_iou: 0.3227, d4.loss_cls: 0.1648, d4.loss_bbox: 0.1342, d4.loss_iou: 0.3224, dn_loss_cls: 0.0170, dn_loss_bbox: 0.2087, dn_loss_iou: 0.2975, d0.dn_loss_cls: 0.0493, d0.dn_loss_bbox: 0.2975, d0.dn_loss_iou: 0.3923, d1.dn_loss_cls: 0.0253, d1.dn_loss_bbox: 0.2256, d1.dn_loss_iou: 0.3175, d2.dn_loss_cls: 0.0202, d2.dn_loss_bbox: 0.2121, d2.dn_loss_iou: 0.3029, d3.dn_loss_cls: 0.0184, d3.dn_loss_bbox: 0.2092, d3.dn_loss_iou: 0.2983, d4.dn_loss_cls: 0.0174, d4.dn_loss_bbox: 0.2087, d4.dn_loss_iou: 0.2975, loss: 7.9521, grad_norm: 20.2440 2023-11-23 06:35:27,651 - mmdet - INFO - Epoch [12][6350/7330] lr: 1.000e-06, eta: 0:11:20, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2017, interm_loss_bbox: 0.1545, interm_loss_iou: 0.3719, loss_cls: 0.1622, loss_bbox: 0.1332, loss_iou: 0.3348, d0.loss_cls: 0.2104, d0.loss_bbox: 0.1378, d0.loss_iou: 0.3422, d1.loss_cls: 0.1792, d1.loss_bbox: 0.1365, d1.loss_iou: 0.3402, d2.loss_cls: 0.1718, d2.loss_bbox: 0.1328, d2.loss_iou: 0.3343, d3.loss_cls: 0.1665, d3.loss_bbox: 0.1325, d3.loss_iou: 0.3340, d4.loss_cls: 0.1636, d4.loss_bbox: 0.1330, d4.loss_iou: 0.3343, dn_loss_cls: 0.0189, dn_loss_bbox: 0.1912, dn_loss_iou: 0.2996, d0.dn_loss_cls: 0.0514, d0.dn_loss_bbox: 0.2869, d0.dn_loss_iou: 0.4031, d1.dn_loss_cls: 0.0277, d1.dn_loss_bbox: 0.2093, d1.dn_loss_iou: 0.3213, d2.dn_loss_cls: 0.0222, d2.dn_loss_bbox: 0.1953, d2.dn_loss_iou: 0.3049, d3.dn_loss_cls: 0.0204, d3.dn_loss_bbox: 0.1916, d3.dn_loss_iou: 0.3002, d4.dn_loss_cls: 0.0194, d4.dn_loss_bbox: 0.1912, d4.dn_loss_iou: 0.2996, loss: 7.9615, grad_norm: 22.5757 2023-11-23 06:36:02,420 - mmdet - INFO - Epoch [12][6400/7330] lr: 1.000e-06, eta: 0:10:45, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2011, interm_loss_bbox: 0.1523, interm_loss_iou: 0.3622, loss_cls: 0.1623, loss_bbox: 0.1313, loss_iou: 0.3278, d0.loss_cls: 0.2118, d0.loss_bbox: 0.1348, d0.loss_iou: 0.3343, d1.loss_cls: 0.1793, d1.loss_bbox: 0.1352, d1.loss_iou: 0.3345, d2.loss_cls: 0.1699, d2.loss_bbox: 0.1317, d2.loss_iou: 0.3292, d3.loss_cls: 0.1650, d3.loss_bbox: 0.1321, d3.loss_iou: 0.3287, d4.loss_cls: 0.1631, d4.loss_bbox: 0.1313, d4.loss_iou: 0.3280, dn_loss_cls: 0.0189, dn_loss_bbox: 0.1977, dn_loss_iou: 0.2983, d0.dn_loss_cls: 0.0507, d0.dn_loss_bbox: 0.2976, d0.dn_loss_iou: 0.3983, d1.dn_loss_cls: 0.0272, d1.dn_loss_bbox: 0.2166, d1.dn_loss_iou: 0.3193, d2.dn_loss_cls: 0.0221, d2.dn_loss_bbox: 0.2014, d2.dn_loss_iou: 0.3031, d3.dn_loss_cls: 0.0203, d3.dn_loss_bbox: 0.1983, d3.dn_loss_iou: 0.2991, d4.dn_loss_cls: 0.0193, d4.dn_loss_bbox: 0.1977, d4.dn_loss_iou: 0.2983, loss: 7.9300, grad_norm: 22.4044 2023-11-23 06:36:36,973 - mmdet - INFO - Epoch [12][6450/7330] lr: 1.000e-06, eta: 0:10:10, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.1992, interm_loss_bbox: 0.1505, interm_loss_iou: 0.3574, loss_cls: 0.1564, loss_bbox: 0.1327, loss_iou: 0.3267, d0.loss_cls: 0.2055, d0.loss_bbox: 0.1355, d0.loss_iou: 0.3334, d1.loss_cls: 0.1724, d1.loss_bbox: 0.1357, d1.loss_iou: 0.3319, d2.loss_cls: 0.1638, d2.loss_bbox: 0.1335, d2.loss_iou: 0.3281, d3.loss_cls: 0.1595, d3.loss_bbox: 0.1324, d3.loss_iou: 0.3266, d4.loss_cls: 0.1566, d4.loss_bbox: 0.1332, d4.loss_iou: 0.3270, dn_loss_cls: 0.0170, dn_loss_bbox: 0.1927, dn_loss_iou: 0.2933, d0.dn_loss_cls: 0.0484, d0.dn_loss_bbox: 0.2881, d0.dn_loss_iou: 0.3936, d1.dn_loss_cls: 0.0255, d1.dn_loss_bbox: 0.2114, d1.dn_loss_iou: 0.3147, d2.dn_loss_cls: 0.0201, d2.dn_loss_bbox: 0.1969, d2.dn_loss_iou: 0.2988, d3.dn_loss_cls: 0.0184, d3.dn_loss_bbox: 0.1932, d3.dn_loss_iou: 0.2940, d4.dn_loss_cls: 0.0174, d4.dn_loss_bbox: 0.1928, d4.dn_loss_iou: 0.2933, loss: 7.8075, grad_norm: 21.2580 2023-11-23 06:37:11,364 - mmdet - INFO - Epoch [12][6500/7330] lr: 1.000e-06, eta: 0:09:36, time: 0.688, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2046, interm_loss_bbox: 0.1595, interm_loss_iou: 0.3817, loss_cls: 0.1677, loss_bbox: 0.1360, loss_iou: 0.3409, d0.loss_cls: 0.2138, d0.loss_bbox: 0.1418, d0.loss_iou: 0.3533, d1.loss_cls: 0.1853, d1.loss_bbox: 0.1398, d1.loss_iou: 0.3489, d2.loss_cls: 0.1766, d2.loss_bbox: 0.1364, d2.loss_iou: 0.3433, d3.loss_cls: 0.1717, d3.loss_bbox: 0.1349, d3.loss_iou: 0.3410, d4.loss_cls: 0.1686, d4.loss_bbox: 0.1356, d4.loss_iou: 0.3414, dn_loss_cls: 0.0191, dn_loss_bbox: 0.2152, dn_loss_iou: 0.3073, d0.dn_loss_cls: 0.0523, d0.dn_loss_bbox: 0.3156, d0.dn_loss_iou: 0.4085, d1.dn_loss_cls: 0.0283, d1.dn_loss_bbox: 0.2351, d1.dn_loss_iou: 0.3291, d2.dn_loss_cls: 0.0226, d2.dn_loss_bbox: 0.2195, d2.dn_loss_iou: 0.3131, d3.dn_loss_cls: 0.0208, d3.dn_loss_bbox: 0.2156, d3.dn_loss_iou: 0.3080, d4.dn_loss_cls: 0.0196, d4.dn_loss_bbox: 0.2153, d4.dn_loss_iou: 0.3072, loss: 8.2749, grad_norm: 22.4463 2023-11-23 06:37:45,658 - mmdet - INFO - Epoch [12][6550/7330] lr: 1.000e-06, eta: 0:09:01, time: 0.686, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2048, interm_loss_bbox: 0.1568, interm_loss_iou: 0.3603, loss_cls: 0.1634, loss_bbox: 0.1332, loss_iou: 0.3266, d0.loss_cls: 0.2126, d0.loss_bbox: 0.1408, d0.loss_iou: 0.3340, d1.loss_cls: 0.1809, d1.loss_bbox: 0.1377, d1.loss_iou: 0.3326, d2.loss_cls: 0.1726, d2.loss_bbox: 0.1349, d2.loss_iou: 0.3276, d3.loss_cls: 0.1681, d3.loss_bbox: 0.1330, d3.loss_iou: 0.3258, d4.loss_cls: 0.1648, d4.loss_bbox: 0.1330, d4.loss_iou: 0.3260, dn_loss_cls: 0.0184, dn_loss_bbox: 0.2050, dn_loss_iou: 0.2939, d0.dn_loss_cls: 0.0522, d0.dn_loss_bbox: 0.3100, d0.dn_loss_iou: 0.3933, d1.dn_loss_cls: 0.0275, d1.dn_loss_bbox: 0.2246, d1.dn_loss_iou: 0.3143, d2.dn_loss_cls: 0.0219, d2.dn_loss_bbox: 0.2097, d2.dn_loss_iou: 0.2998, d3.dn_loss_cls: 0.0198, d3.dn_loss_bbox: 0.2057, d3.dn_loss_iou: 0.2948, d4.dn_loss_cls: 0.0188, d4.dn_loss_bbox: 0.2050, d4.dn_loss_iou: 0.2939, loss: 7.9786, grad_norm: 21.5301 2023-11-23 06:38:19,919 - mmdet - INFO - Epoch [12][6600/7330] lr: 1.000e-06, eta: 0:08:26, time: 0.685, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2037, interm_loss_bbox: 0.1543, interm_loss_iou: 0.3707, loss_cls: 0.1666, loss_bbox: 0.1317, loss_iou: 0.3335, d0.loss_cls: 0.2133, d0.loss_bbox: 0.1356, d0.loss_iou: 0.3425, d1.loss_cls: 0.1829, d1.loss_bbox: 0.1351, d1.loss_iou: 0.3395, d2.loss_cls: 0.1738, d2.loss_bbox: 0.1326, d2.loss_iou: 0.3359, d3.loss_cls: 0.1694, d3.loss_bbox: 0.1317, d3.loss_iou: 0.3344, d4.loss_cls: 0.1680, d4.loss_bbox: 0.1310, d4.loss_iou: 0.3332, dn_loss_cls: 0.0182, dn_loss_bbox: 0.1996, dn_loss_iou: 0.3088, d0.dn_loss_cls: 0.0507, d0.dn_loss_bbox: 0.2934, d0.dn_loss_iou: 0.4079, d1.dn_loss_cls: 0.0267, d1.dn_loss_bbox: 0.2182, d1.dn_loss_iou: 0.3300, d2.dn_loss_cls: 0.0215, d2.dn_loss_bbox: 0.2036, d2.dn_loss_iou: 0.3142, d3.dn_loss_cls: 0.0197, d3.dn_loss_bbox: 0.2000, d3.dn_loss_iou: 0.3095, d4.dn_loss_cls: 0.0186, d4.dn_loss_bbox: 0.1996, d4.dn_loss_iou: 0.3088, loss: 8.0685, grad_norm: 20.7942 2023-11-23 06:38:54,753 - mmdet - INFO - Epoch [12][6650/7330] lr: 1.000e-06, eta: 0:07:52, time: 0.697, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2106, interm_loss_bbox: 0.1548, interm_loss_iou: 0.3855, loss_cls: 0.1713, loss_bbox: 0.1346, loss_iou: 0.3491, d0.loss_cls: 0.2192, d0.loss_bbox: 0.1380, d0.loss_iou: 0.3574, d1.loss_cls: 0.1897, d1.loss_bbox: 0.1360, d1.loss_iou: 0.3524, d2.loss_cls: 0.1804, d2.loss_bbox: 0.1343, d2.loss_iou: 0.3483, d3.loss_cls: 0.1750, d3.loss_bbox: 0.1341, d3.loss_iou: 0.3486, d4.loss_cls: 0.1726, d4.loss_bbox: 0.1344, d4.loss_iou: 0.3486, dn_loss_cls: 0.0184, dn_loss_bbox: 0.1979, dn_loss_iou: 0.3073, d0.dn_loss_cls: 0.0520, d0.dn_loss_bbox: 0.2932, d0.dn_loss_iou: 0.4075, d1.dn_loss_cls: 0.0269, d1.dn_loss_bbox: 0.2174, d1.dn_loss_iou: 0.3287, d2.dn_loss_cls: 0.0215, d2.dn_loss_bbox: 0.2017, d2.dn_loss_iou: 0.3127, d3.dn_loss_cls: 0.0198, d3.dn_loss_bbox: 0.1983, d3.dn_loss_iou: 0.3081, d4.dn_loss_cls: 0.0187, d4.dn_loss_bbox: 0.1979, d4.dn_loss_iou: 0.3072, loss: 8.2099, grad_norm: 21.3264 2023-11-23 06:39:29,395 - mmdet - INFO - Epoch [12][6700/7330] lr: 1.000e-06, eta: 0:07:17, time: 0.693, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2059, interm_loss_bbox: 0.1633, interm_loss_iou: 0.3536, loss_cls: 0.1653, loss_bbox: 0.1401, loss_iou: 0.3182, d0.loss_cls: 0.2161, d0.loss_bbox: 0.1440, d0.loss_iou: 0.3246, d1.loss_cls: 0.1827, d1.loss_bbox: 0.1429, d1.loss_iou: 0.3234, d2.loss_cls: 0.1743, d2.loss_bbox: 0.1398, d2.loss_iou: 0.3186, d3.loss_cls: 0.1695, d3.loss_bbox: 0.1388, d3.loss_iou: 0.3169, d4.loss_cls: 0.1668, d4.loss_bbox: 0.1396, d4.loss_iou: 0.3177, dn_loss_cls: 0.0184, dn_loss_bbox: 0.2156, dn_loss_iou: 0.2921, d0.dn_loss_cls: 0.0522, d0.dn_loss_bbox: 0.3157, d0.dn_loss_iou: 0.3917, d1.dn_loss_cls: 0.0272, d1.dn_loss_bbox: 0.2351, d1.dn_loss_iou: 0.3129, d2.dn_loss_cls: 0.0215, d2.dn_loss_bbox: 0.2197, d2.dn_loss_iou: 0.2976, d3.dn_loss_cls: 0.0197, d3.dn_loss_bbox: 0.2161, d3.dn_loss_iou: 0.2928, d4.dn_loss_cls: 0.0187, d4.dn_loss_bbox: 0.2156, d4.dn_loss_iou: 0.2921, loss: 8.0167, grad_norm: 22.4761 2023-11-23 06:40:04,121 - mmdet - INFO - Epoch [12][6750/7330] lr: 1.000e-06, eta: 0:06:42, time: 0.694, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2037, interm_loss_bbox: 0.1607, interm_loss_iou: 0.3783, loss_cls: 0.1666, loss_bbox: 0.1378, loss_iou: 0.3436, d0.loss_cls: 0.2140, d0.loss_bbox: 0.1417, d0.loss_iou: 0.3505, d1.loss_cls: 0.1831, d1.loss_bbox: 0.1418, d1.loss_iou: 0.3482, d2.loss_cls: 0.1752, d2.loss_bbox: 0.1376, d2.loss_iou: 0.3441, d3.loss_cls: 0.1709, d3.loss_bbox: 0.1368, d3.loss_iou: 0.3430, d4.loss_cls: 0.1682, d4.loss_bbox: 0.1375, d4.loss_iou: 0.3431, dn_loss_cls: 0.0197, dn_loss_bbox: 0.2035, dn_loss_iou: 0.3068, d0.dn_loss_cls: 0.0515, d0.dn_loss_bbox: 0.3027, d0.dn_loss_iou: 0.4078, d1.dn_loss_cls: 0.0278, d1.dn_loss_bbox: 0.2243, d1.dn_loss_iou: 0.3290, d2.dn_loss_cls: 0.0227, d2.dn_loss_bbox: 0.2085, d2.dn_loss_iou: 0.3129, d3.dn_loss_cls: 0.0210, d3.dn_loss_bbox: 0.2041, d3.dn_loss_iou: 0.3077, d4.dn_loss_cls: 0.0201, d4.dn_loss_bbox: 0.2035, d4.dn_loss_iou: 0.3068, loss: 8.2067, grad_norm: 22.4128 2023-11-23 06:40:40,049 - mmdet - INFO - Epoch [12][6800/7330] lr: 1.000e-06, eta: 0:06:07, time: 0.718, data_time: 0.005, memory: 16711, interm_loss_cls: 0.1992, interm_loss_bbox: 0.1502, interm_loss_iou: 0.3657, loss_cls: 0.1603, loss_bbox: 0.1283, loss_iou: 0.3285, d0.loss_cls: 0.2071, d0.loss_bbox: 0.1333, d0.loss_iou: 0.3379, d1.loss_cls: 0.1746, d1.loss_bbox: 0.1334, d1.loss_iou: 0.3347, d2.loss_cls: 0.1675, d2.loss_bbox: 0.1294, d2.loss_iou: 0.3303, d3.loss_cls: 0.1635, d3.loss_bbox: 0.1284, d3.loss_iou: 0.3285, d4.loss_cls: 0.1610, d4.loss_bbox: 0.1280, d4.loss_iou: 0.3284, dn_loss_cls: 0.0183, dn_loss_bbox: 0.1901, dn_loss_iou: 0.2954, d0.dn_loss_cls: 0.0506, d0.dn_loss_bbox: 0.2910, d0.dn_loss_iou: 0.3974, d1.dn_loss_cls: 0.0268, d1.dn_loss_bbox: 0.2098, d1.dn_loss_iou: 0.3171, d2.dn_loss_cls: 0.0213, d2.dn_loss_bbox: 0.1943, d2.dn_loss_iou: 0.3013, d3.dn_loss_cls: 0.0196, d3.dn_loss_bbox: 0.1907, d3.dn_loss_iou: 0.2962, d4.dn_loss_cls: 0.0187, d4.dn_loss_bbox: 0.1902, d4.dn_loss_iou: 0.2954, loss: 7.8425, grad_norm: 20.3056 2023-11-23 06:41:13,920 - mmdet - INFO - Epoch [12][6850/7330] lr: 1.000e-06, eta: 0:05:33, time: 0.678, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2024, interm_loss_bbox: 0.1556, interm_loss_iou: 0.3667, loss_cls: 0.1634, loss_bbox: 0.1349, loss_iou: 0.3310, d0.loss_cls: 0.2118, d0.loss_bbox: 0.1381, d0.loss_iou: 0.3385, d1.loss_cls: 0.1795, d1.loss_bbox: 0.1375, d1.loss_iou: 0.3366, d2.loss_cls: 0.1713, d2.loss_bbox: 0.1355, d2.loss_iou: 0.3318, d3.loss_cls: 0.1663, d3.loss_bbox: 0.1352, d3.loss_iou: 0.3315, d4.loss_cls: 0.1644, d4.loss_bbox: 0.1347, d4.loss_iou: 0.3308, dn_loss_cls: 0.0180, dn_loss_bbox: 0.1973, dn_loss_iou: 0.2982, d0.dn_loss_cls: 0.0496, d0.dn_loss_bbox: 0.2954, d0.dn_loss_iou: 0.3967, d1.dn_loss_cls: 0.0262, d1.dn_loss_bbox: 0.2160, d1.dn_loss_iou: 0.3179, d2.dn_loss_cls: 0.0212, d2.dn_loss_bbox: 0.2016, d2.dn_loss_iou: 0.3035, d3.dn_loss_cls: 0.0194, d3.dn_loss_bbox: 0.1975, d3.dn_loss_iou: 0.2989, d4.dn_loss_cls: 0.0184, d4.dn_loss_bbox: 0.1973, d4.dn_loss_iou: 0.2982, loss: 7.9690, grad_norm: 21.3795 2023-11-23 06:41:49,105 - mmdet - INFO - Epoch [12][6900/7330] lr: 1.000e-06, eta: 0:04:58, time: 0.704, data_time: 0.005, memory: 16711, interm_loss_cls: 0.1985, interm_loss_bbox: 0.1579, interm_loss_iou: 0.3598, loss_cls: 0.1583, loss_bbox: 0.1361, loss_iou: 0.3235, d0.loss_cls: 0.2066, d0.loss_bbox: 0.1409, d0.loss_iou: 0.3315, d1.loss_cls: 0.1760, d1.loss_bbox: 0.1384, d1.loss_iou: 0.3285, d2.loss_cls: 0.1661, d2.loss_bbox: 0.1363, d2.loss_iou: 0.3244, d3.loss_cls: 0.1621, d3.loss_bbox: 0.1351, d3.loss_iou: 0.3231, d4.loss_cls: 0.1598, d4.loss_bbox: 0.1352, d4.loss_iou: 0.3235, dn_loss_cls: 0.0174, dn_loss_bbox: 0.2050, dn_loss_iou: 0.2880, d0.dn_loss_cls: 0.0491, d0.dn_loss_bbox: 0.3051, d0.dn_loss_iou: 0.3884, d1.dn_loss_cls: 0.0255, d1.dn_loss_bbox: 0.2246, d1.dn_loss_iou: 0.3098, d2.dn_loss_cls: 0.0202, d2.dn_loss_bbox: 0.2092, d2.dn_loss_iou: 0.2937, d3.dn_loss_cls: 0.0186, d3.dn_loss_bbox: 0.2055, d3.dn_loss_iou: 0.2888, d4.dn_loss_cls: 0.0177, d4.dn_loss_bbox: 0.2051, d4.dn_loss_iou: 0.2880, loss: 7.8812, grad_norm: 21.5055 2023-11-23 06:42:23,923 - mmdet - INFO - Epoch [12][6950/7330] lr: 1.000e-06, eta: 0:04:23, time: 0.696, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2048, interm_loss_bbox: 0.1571, interm_loss_iou: 0.3559, loss_cls: 0.1640, loss_bbox: 0.1362, loss_iou: 0.3200, d0.loss_cls: 0.2144, d0.loss_bbox: 0.1401, d0.loss_iou: 0.3258, d1.loss_cls: 0.1812, d1.loss_bbox: 0.1399, d1.loss_iou: 0.3264, d2.loss_cls: 0.1729, d2.loss_bbox: 0.1369, d2.loss_iou: 0.3209, d3.loss_cls: 0.1682, d3.loss_bbox: 0.1360, d3.loss_iou: 0.3197, d4.loss_cls: 0.1654, d4.loss_bbox: 0.1357, d4.loss_iou: 0.3197, dn_loss_cls: 0.0185, dn_loss_bbox: 0.2009, dn_loss_iou: 0.2934, d0.dn_loss_cls: 0.0506, d0.dn_loss_bbox: 0.3030, d0.dn_loss_iou: 0.3979, d1.dn_loss_cls: 0.0268, d1.dn_loss_bbox: 0.2195, d1.dn_loss_iou: 0.3150, d2.dn_loss_cls: 0.0213, d2.dn_loss_bbox: 0.2055, d2.dn_loss_iou: 0.2994, d3.dn_loss_cls: 0.0197, d3.dn_loss_bbox: 0.2016, d3.dn_loss_iou: 0.2943, d4.dn_loss_cls: 0.0189, d4.dn_loss_bbox: 0.2009, d4.dn_loss_iou: 0.2933, loss: 7.9216, grad_norm: 21.5141 2023-11-23 06:42:59,312 - mmdet - INFO - Epoch [12][7000/7330] lr: 1.000e-06, eta: 0:03:49, time: 0.708, data_time: 0.006, memory: 16711, interm_loss_cls: 0.1980, interm_loss_bbox: 0.1585, interm_loss_iou: 0.3593, loss_cls: 0.1570, loss_bbox: 0.1364, loss_iou: 0.3276, d0.loss_cls: 0.2071, d0.loss_bbox: 0.1407, d0.loss_iou: 0.3315, d1.loss_cls: 0.1736, d1.loss_bbox: 0.1415, d1.loss_iou: 0.3324, d2.loss_cls: 0.1655, d2.loss_bbox: 0.1370, d2.loss_iou: 0.3281, d3.loss_cls: 0.1605, d3.loss_bbox: 0.1365, d3.loss_iou: 0.3278, d4.loss_cls: 0.1576, d4.loss_bbox: 0.1368, d4.loss_iou: 0.3277, dn_loss_cls: 0.0201, dn_loss_bbox: 0.2108, dn_loss_iou: 0.2978, d0.dn_loss_cls: 0.0524, d0.dn_loss_bbox: 0.3117, d0.dn_loss_iou: 0.3988, d1.dn_loss_cls: 0.0293, d1.dn_loss_bbox: 0.2308, d1.dn_loss_iou: 0.3189, d2.dn_loss_cls: 0.0235, d2.dn_loss_bbox: 0.2157, d2.dn_loss_iou: 0.3037, d3.dn_loss_cls: 0.0218, d3.dn_loss_bbox: 0.2116, d3.dn_loss_iou: 0.2988, d4.dn_loss_cls: 0.0206, d4.dn_loss_bbox: 0.2108, d4.dn_loss_iou: 0.2977, loss: 8.0158, grad_norm: 20.6142 2023-11-23 06:43:33,882 - mmdet - INFO - Epoch [12][7050/7330] lr: 1.000e-06, eta: 0:03:14, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.1987, interm_loss_bbox: 0.1567, interm_loss_iou: 0.3580, loss_cls: 0.1593, loss_bbox: 0.1293, loss_iou: 0.3205, d0.loss_cls: 0.2074, d0.loss_bbox: 0.1365, d0.loss_iou: 0.3308, d1.loss_cls: 0.1751, d1.loss_bbox: 0.1337, d1.loss_iou: 0.3276, d2.loss_cls: 0.1663, d2.loss_bbox: 0.1313, d2.loss_iou: 0.3230, d3.loss_cls: 0.1623, d3.loss_bbox: 0.1291, d3.loss_iou: 0.3208, d4.loss_cls: 0.1605, d4.loss_bbox: 0.1288, d4.loss_iou: 0.3200, dn_loss_cls: 0.0173, dn_loss_bbox: 0.2080, dn_loss_iou: 0.2959, d0.dn_loss_cls: 0.0505, d0.dn_loss_bbox: 0.3123, d0.dn_loss_iou: 0.3966, d1.dn_loss_cls: 0.0259, d1.dn_loss_bbox: 0.2294, d1.dn_loss_iou: 0.3166, d2.dn_loss_cls: 0.0206, d2.dn_loss_bbox: 0.2131, d2.dn_loss_iou: 0.3014, d3.dn_loss_cls: 0.0189, d3.dn_loss_bbox: 0.2087, d3.dn_loss_iou: 0.2967, d4.dn_loss_cls: 0.0178, d4.dn_loss_bbox: 0.2080, d4.dn_loss_iou: 0.2958, loss: 7.9093, grad_norm: 22.2433 2023-11-23 06:44:10,224 - mmdet - INFO - Epoch [12][7100/7330] lr: 1.000e-06, eta: 0:02:39, time: 0.727, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2068, interm_loss_bbox: 0.1543, interm_loss_iou: 0.3662, loss_cls: 0.1648, loss_bbox: 0.1331, loss_iou: 0.3285, d0.loss_cls: 0.2151, d0.loss_bbox: 0.1387, d0.loss_iou: 0.3366, d1.loss_cls: 0.1826, d1.loss_bbox: 0.1369, d1.loss_iou: 0.3337, d2.loss_cls: 0.1737, d2.loss_bbox: 0.1335, d2.loss_iou: 0.3290, d3.loss_cls: 0.1689, d3.loss_bbox: 0.1318, d3.loss_iou: 0.3276, d4.loss_cls: 0.1655, d4.loss_bbox: 0.1331, d4.loss_iou: 0.3284, dn_loss_cls: 0.0172, dn_loss_bbox: 0.2021, dn_loss_iou: 0.2947, d0.dn_loss_cls: 0.0499, d0.dn_loss_bbox: 0.3034, d0.dn_loss_iou: 0.3945, d1.dn_loss_cls: 0.0261, d1.dn_loss_bbox: 0.2228, d1.dn_loss_iou: 0.3164, d2.dn_loss_cls: 0.0204, d2.dn_loss_bbox: 0.2071, d2.dn_loss_iou: 0.3006, d3.dn_loss_cls: 0.0185, d3.dn_loss_bbox: 0.2026, d3.dn_loss_iou: 0.2954, d4.dn_loss_cls: 0.0176, d4.dn_loss_bbox: 0.2021, d4.dn_loss_iou: 0.2946, loss: 7.9749, grad_norm: 21.4465 2023-11-23 06:44:45,124 - mmdet - INFO - Epoch [12][7150/7330] lr: 1.000e-06, eta: 0:02:04, time: 0.698, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2028, interm_loss_bbox: 0.1595, interm_loss_iou: 0.3610, loss_cls: 0.1645, loss_bbox: 0.1388, loss_iou: 0.3262, d0.loss_cls: 0.2112, d0.loss_bbox: 0.1426, d0.loss_iou: 0.3326, d1.loss_cls: 0.1810, d1.loss_bbox: 0.1409, d1.loss_iou: 0.3304, d2.loss_cls: 0.1723, d2.loss_bbox: 0.1386, d2.loss_iou: 0.3271, d3.loss_cls: 0.1676, d3.loss_bbox: 0.1386, d3.loss_iou: 0.3260, d4.loss_cls: 0.1651, d4.loss_bbox: 0.1392, d4.loss_iou: 0.3267, dn_loss_cls: 0.0189, dn_loss_bbox: 0.1978, dn_loss_iou: 0.2991, d0.dn_loss_cls: 0.0514, d0.dn_loss_bbox: 0.2955, d0.dn_loss_iou: 0.4000, d1.dn_loss_cls: 0.0271, d1.dn_loss_bbox: 0.2164, d1.dn_loss_iou: 0.3206, d2.dn_loss_cls: 0.0220, d2.dn_loss_bbox: 0.2022, d2.dn_loss_iou: 0.3048, d3.dn_loss_cls: 0.0202, d3.dn_loss_bbox: 0.1982, d3.dn_loss_iou: 0.3000, d4.dn_loss_cls: 0.0194, d4.dn_loss_bbox: 0.1977, d4.dn_loss_iou: 0.2991, loss: 7.9831, grad_norm: 21.1363 2023-11-23 06:45:19,650 - mmdet - INFO - Epoch [12][7200/7330] lr: 1.000e-06, eta: 0:01:30, time: 0.690, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2019, interm_loss_bbox: 0.1512, interm_loss_iou: 0.3686, loss_cls: 0.1635, loss_bbox: 0.1292, loss_iou: 0.3326, d0.loss_cls: 0.2102, d0.loss_bbox: 0.1342, d0.loss_iou: 0.3398, d1.loss_cls: 0.1795, d1.loss_bbox: 0.1325, d1.loss_iou: 0.3389, d2.loss_cls: 0.1716, d2.loss_bbox: 0.1299, d2.loss_iou: 0.3332, d3.loss_cls: 0.1671, d3.loss_bbox: 0.1292, d3.loss_iou: 0.3328, d4.loss_cls: 0.1643, d4.loss_bbox: 0.1292, d4.loss_iou: 0.3329, dn_loss_cls: 0.0179, dn_loss_bbox: 0.1947, dn_loss_iou: 0.2964, d0.dn_loss_cls: 0.0501, d0.dn_loss_bbox: 0.2952, d0.dn_loss_iou: 0.3990, d1.dn_loss_cls: 0.0263, d1.dn_loss_bbox: 0.2137, d1.dn_loss_iou: 0.3178, d2.dn_loss_cls: 0.0210, d2.dn_loss_bbox: 0.1984, d2.dn_loss_iou: 0.3019, d3.dn_loss_cls: 0.0192, d3.dn_loss_bbox: 0.1952, d3.dn_loss_iou: 0.2972, d4.dn_loss_cls: 0.0183, d4.dn_loss_bbox: 0.1948, d4.dn_loss_iou: 0.2964, loss: 7.9255, grad_norm: 20.5395 2023-11-23 06:45:54,202 - mmdet - INFO - Epoch [12][7250/7330] lr: 1.000e-06, eta: 0:00:55, time: 0.691, data_time: 0.005, memory: 16711, interm_loss_cls: 0.2027, interm_loss_bbox: 0.1515, interm_loss_iou: 0.3734, loss_cls: 0.1625, loss_bbox: 0.1304, loss_iou: 0.3394, d0.loss_cls: 0.2086, d0.loss_bbox: 0.1365, d0.loss_iou: 0.3487, d1.loss_cls: 0.1813, d1.loss_bbox: 0.1341, d1.loss_iou: 0.3438, d2.loss_cls: 0.1712, d2.loss_bbox: 0.1318, d2.loss_iou: 0.3406, d3.loss_cls: 0.1655, d3.loss_bbox: 0.1307, d3.loss_iou: 0.3397, d4.loss_cls: 0.1636, d4.loss_bbox: 0.1306, d4.loss_iou: 0.3391, dn_loss_cls: 0.0172, dn_loss_bbox: 0.1837, dn_loss_iou: 0.2959, d0.dn_loss_cls: 0.0490, d0.dn_loss_bbox: 0.2791, d0.dn_loss_iou: 0.3960, d1.dn_loss_cls: 0.0257, d1.dn_loss_bbox: 0.2020, d1.dn_loss_iou: 0.3172, d2.dn_loss_cls: 0.0203, d2.dn_loss_bbox: 0.1875, d2.dn_loss_iou: 0.3014, d3.dn_loss_cls: 0.0186, d3.dn_loss_bbox: 0.1840, d3.dn_loss_iou: 0.2965, d4.dn_loss_cls: 0.0177, d4.dn_loss_bbox: 0.1837, d4.dn_loss_iou: 0.2959, loss: 7.8973, grad_norm: 21.2172 2023-11-23 06:46:28,958 - mmdet - INFO - Epoch [12][7300/7330] lr: 1.000e-06, eta: 0:00:20, time: 0.695, data_time: 0.006, memory: 16711, interm_loss_cls: 0.2059, interm_loss_bbox: 0.1577, interm_loss_iou: 0.3562, loss_cls: 0.1665, loss_bbox: 0.1347, loss_iou: 0.3188, d0.loss_cls: 0.2147, d0.loss_bbox: 0.1395, d0.loss_iou: 0.3281, d1.loss_cls: 0.1827, d1.loss_bbox: 0.1382, d1.loss_iou: 0.3252, d2.loss_cls: 0.1730, d2.loss_bbox: 0.1363, d2.loss_iou: 0.3209, d3.loss_cls: 0.1686, d3.loss_bbox: 0.1356, d3.loss_iou: 0.3212, d4.loss_cls: 0.1664, d4.loss_bbox: 0.1357, d4.loss_iou: 0.3200, dn_loss_cls: 0.0191, dn_loss_bbox: 0.2009, dn_loss_iou: 0.2937, d0.dn_loss_cls: 0.0521, d0.dn_loss_bbox: 0.3038, d0.dn_loss_iou: 0.3982, d1.dn_loss_cls: 0.0276, d1.dn_loss_bbox: 0.2216, d1.dn_loss_iou: 0.3158, d2.dn_loss_cls: 0.0222, d2.dn_loss_bbox: 0.2057, d2.dn_loss_iou: 0.2996, d3.dn_loss_cls: 0.0205, d3.dn_loss_bbox: 0.2014, d3.dn_loss_iou: 0.2943, d4.dn_loss_cls: 0.0195, d4.dn_loss_bbox: 0.2009, d4.dn_loss_iou: 0.2937, loss: 7.9365, grad_norm: 20.5751 2023-11-23 06:46:50,507 - mmdet - INFO - Saving checkpoint at 12 epochs 2023-11-23 06:48:11,819 - mmdet - INFO - Evaluating bbox... 2023-11-23 06:50:33,970 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.588 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.772 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.644 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.431 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.626 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.746 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.774 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.778 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.778 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.644 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.820 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.916 2023-11-23 06:50:33,973 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.662 | bicycle | 0.456 | car | 0.567 | | motorcycle | 0.575 | airplane | 0.799 | bus | 0.789 | | train | 0.800 | truck | 0.526 | boat | 0.437 | | traffic light | 0.373 | fire hydrant | 0.798 | stop sign | 0.746 | | parking meter | 0.552 | bench | 0.421 | bird | 0.530 | | cat | 0.843 | dog | 0.816 | horse | 0.736 | | sheep | 0.673 | cow | 0.728 | elephant | 0.807 | | bear | 0.862 | zebra | 0.796 | giraffe | 0.811 | | backpack | 0.314 | umbrella | 0.574 | handbag | 0.325 | | tie | 0.514 | suitcase | 0.610 | frisbee | 0.787 | | skis | 0.394 | snowboard | 0.552 | sports ball | 0.583 | | kite | 0.580 | baseball bat | 0.589 | baseball glove | 0.537 | | skateboard | 0.663 | surfboard | 0.584 | tennis racket | 0.680 | | bottle | 0.545 | wine glass | 0.525 | cup | 0.593 | | fork | 0.599 | knife | 0.435 | spoon | 0.438 | | bowl | 0.578 | banana | 0.385 | apple | 0.354 | | sandwich | 0.569 | orange | 0.445 | broccoli | 0.336 | | carrot | 0.331 | hot dog | 0.625 | pizza | 0.664 | | donut | 0.653 | cake | 0.561 | chair | 0.470 | | couch | 0.591 | potted plant | 0.400 | bed | 0.627 | | dining table | 0.406 | toilet | 0.764 | tv | 0.701 | | laptop | 0.802 | mouse | 0.705 | remote | 0.561 | | keyboard | 0.655 | cell phone | 0.576 | microwave | 0.753 | | oven | 0.507 | toaster | 0.571 | sink | 0.518 | | refrigerator | 0.776 | book | 0.282 | clock | 0.615 | | vase | 0.514 | scissors | 0.634 | teddy bear | 0.684 | | hair drier | 0.378 | toothbrush | 0.558 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-23 06:50:36,194 - mmdet - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx/best_bbox_mAP_epoch_11.pth was removed 2023-11-23 06:50:43,230 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_12.pth. 2023-11-23 06:50:43,231 - mmdet - INFO - Best bbox_mAP is 0.5881 at 12 epoch. 2023-11-23 06:50:43,231 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_l_1x_coco_lw_2x8_nsmx.py 2023-11-23 06:50:43,231 - mmdet - INFO - Epoch(val) [12][625] bbox_mAP: 0.5881, bbox_mAP_50: 0.7716, bbox_mAP_75: 0.6443, bbox_mAP_s: 0.4309, bbox_mAP_m: 0.6259, bbox_mAP_l: 0.7464, bbox_mAP_copypaste: 0.5881 0.7716 0.6443 0.4309 0.6259 0.7464