2024-06-03 11:30:28,416 - mmdet - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.9.19 (main, May 6 2024, 19:43:03) [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-11.7/ NVCC: Cuda compilation tools, release 11.7, V11.7.99 GCC: gcc (GCC) 7.3.0 PyTorch: 1.12.0+cu113 PyTorch compiling details: PyTorch built with: - GCC 9.3 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.0 Product Build 20191122 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_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 - 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+cu113 OpenCV: 4.9.0 MMCV: 1.7.0 MMCV Compiler: GCC 7.3 MMCV CUDA Compiler: 11.7 MMDetection: 2.25.3+f2b9305 ------------------------------------------------------------ 2024-06-03 11:30:31,422 - mmdet - INFO - Distributed training: True 2024-06-03 11:30:34,529 - mmdet - INFO - Config: dataset_type = 'CocoDataset' data_root = 'data/coco/' img_norm_cfg = dict( mean=[127.5, 127.5, 127.5], std=[127.5, 127.5, 127.5], 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, 1333), (500, 1333), (600, 1333)], 'multiscale_mode': 'value', 'keep_ratio': True }, { 'type': 'RandomCrop', 'crop_type': 'absolute_range', 'crop_size': (384, 600), 'allow_negative_crop': True }, { '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='RandomCrop', crop_type='absolute_range', crop_size=(1024, 1024), allow_negative_crop=True), dict( type='Normalize', mean=[127.5, 127.5, 127.5], std=[127.5, 127.5, 127.5], to_rgb=True), dict(type='Pad', size_divisor=64), 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=[127.5, 127.5, 127.5], std=[127.5, 127.5, 127.5], to_rgb=True), dict(type='Pad', size_divisor=64), 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, 1333), (500, 1333), (600, 1333)], 'multiscale_mode': 'value', 'keep_ratio': True }, { 'type': 'RandomCrop', 'crop_type': 'absolute_range', 'crop_size': (384, 600), 'allow_negative_crop': True }, { '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='RandomCrop', crop_type='absolute_range', crop_size=(1024, 1024), allow_negative_crop=True), dict( type='Normalize', mean=[127.5, 127.5, 127.5], std=[127.5, 127.5, 127.5], to_rgb=True), dict(type='Pad', size_divisor=64), 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=[127.5, 127.5, 127.5], std=[127.5, 127.5, 127.5], to_rgb=True), dict(type='Pad', size_divisor=64), 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=[127.5, 127.5, 127.5], std=[127.5, 127.5, 127.5], to_rgb=True), dict(type='Pad', size_divisor=64), dict(type='ImageToTensor', keys=['img']), dict(type='Collect', keys=['img']) ]) ])) evaluation = dict(interval=1, metric=['bbox'], save_best=None) checkpoint_config = dict(interval=1, deepspeed=True, max_keep_ckpts=1) log_config = dict(interval=50, hooks=[dict(type='TextLoggerHook')]) custom_hooks = [dict(type='ToBFloat16HookMMDet', priority=49)] dist_params = dict(backend='nccl') log_level = 'INFO' load_from = None resume_from = None workflow = [('train', 1)] opencv_num_threads = 0 mp_start_method = 'fork' auto_scale_lr = dict(enable=False, base_batch_size=16) optimizer = dict( type='AdamW', lr=0.0002, betas=(0.9, 0.999), weight_decay=0.05, constructor='CustomLayerDecayOptimizerConstructorMMDet', paramwise_cfg=dict( num_layers=48, layer_decay_rate=0.85, skip_stride=[1.5])) 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=[8, 11]) runner = dict(type='EpochBasedRunner', max_epochs=12) deepspeed = True deepspeed_config = 'zero_configs/adam_zero1_bf16.json' model = dict( type='DINO', backbone=dict( type='PIIPTwoBranch', n_points=4, deform_num_heads=16, cffn_ratio=0.25, deform_ratio=0.5, with_cffn=True, interact_attn_type='deform', interaction_drop_path_rate=0.4, is_dino=True, branch1=dict( real_size=768, pretrain_img_size=224, patch_size=16, pretrain_patch_size=14, depth=48, embed_dim=3200, num_heads=25, mlp_ratio=4, qkv_bias=False, init_values=0.1, with_cp=True, use_flash_attn=True, qk_normalization=True, layerscale_force_fp32=False, with_fpn=False, drop_path_rate=0.4, interaction_indexes=[[0, 3], [4, 7], [8, 11], [12, 15], [16, 19], [20, 23], [24, 27], [28, 31], [32, 35], [36, 39], [40, 43], [44, 47]], pretrained='pretrained/intern_vit_6b_224px.pth', norm_layer_type='RMSNorm', img_norm_cfg=dict( mean=[127.5, 127.5, 127.5], std=[127.5, 127.5, 127.5], to_rgb=True)), branch2=dict( real_size=1024, pretrain_img_size=224, patch_size=16, pretrain_patch_size=14, depth=32, embed_dim=1280, num_heads=16, mlp_ratio=4, qkv_bias=True, init_values=1.0, with_cp=True, use_flash_attn=True, qk_normalization=False, layerscale_force_fp32=False, with_fpn=False, drop_path_rate=0.4, interaction_indexes=[[0, 1], [2, 3], [4, 5], [6, 7], [8, 10], [11, 13], [14, 16], [17, 19], [20, 22], [23, 25], [26, 28], [29, 31]], pretrained='pretrained/mae_pretrain_vit_huge.pth', norm_layer_type='LayerNorm', img_norm_cfg=dict( mean=[127.5, 127.5, 127.5], std=[127.5, 127.5, 127.5], to_rgb=True))), neck=dict( type='ChannelMapper', in_channels=[3200, 3200, 3200], 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)) custom_imports = dict( imports=['mmdet.mmcv_custom'], allow_failed_imports=False) work_dir = './work_dirs/dino_4scale_internvit_h6b_1024_768_fpn_1x_coco_bs32_ms' auto_resume = True gpu_ids = range(0, 16) 2024-06-03 11:30:38,926 - mmdet - INFO - Set random seed to 1495005602, deterministic: False 2024-06-03 11:31:41,637 - mmdet - INFO - _IncompatibleKeys(missing_keys=[], unexpected_keys=['cls_token', 'clip_projector.norm1_q.weight', 'clip_projector.norm1_q.bias', 'clip_projector.norm1_k.weight', 'clip_projector.norm1_k.bias', 'clip_projector.norm1_v.weight', 'clip_projector.norm1_v.bias', 'clip_projector.cross_attn.q_bias', 'clip_projector.cross_attn.k_bias', 'clip_projector.cross_attn.v_bias', 'clip_projector.cross_attn.q.weight', 'clip_projector.cross_attn.k.weight', 'clip_projector.cross_attn.v.weight', 'clip_projector.cross_attn.proj.weight', 'clip_projector.cross_attn.proj.bias']) 2024-06-03 11:31:52,132 - mmdet - INFO - _IncompatibleKeys(missing_keys=['blocks.0.ls1.gamma', 'blocks.0.ls2.gamma', 'blocks.1.ls1.gamma', 'blocks.1.ls2.gamma', 'blocks.2.ls1.gamma', 'blocks.2.ls2.gamma', 'blocks.3.ls1.gamma', 'blocks.3.ls2.gamma', 'blocks.4.ls1.gamma', 'blocks.4.ls2.gamma', 'blocks.5.ls1.gamma', 'blocks.5.ls2.gamma', 'blocks.6.ls1.gamma', 'blocks.6.ls2.gamma', 'blocks.7.ls1.gamma', 'blocks.7.ls2.gamma', 'blocks.8.ls1.gamma', 'blocks.8.ls2.gamma', 'blocks.9.ls1.gamma', 'blocks.9.ls2.gamma', 'blocks.10.ls1.gamma', 'blocks.10.ls2.gamma', 'blocks.11.ls1.gamma', 'blocks.11.ls2.gamma', 'blocks.12.ls1.gamma', 'blocks.12.ls2.gamma', 'blocks.13.ls1.gamma', 'blocks.13.ls2.gamma', 'blocks.14.ls1.gamma', 'blocks.14.ls2.gamma', 'blocks.15.ls1.gamma', 'blocks.15.ls2.gamma', 'blocks.16.ls1.gamma', 'blocks.16.ls2.gamma', 'blocks.17.ls1.gamma', 'blocks.17.ls2.gamma', 'blocks.18.ls1.gamma', 'blocks.18.ls2.gamma', 'blocks.19.ls1.gamma', 'blocks.19.ls2.gamma', 'blocks.20.ls1.gamma', 'blocks.20.ls2.gamma', 'blocks.21.ls1.gamma', 'blocks.21.ls2.gamma', 'blocks.22.ls1.gamma', 'blocks.22.ls2.gamma', 'blocks.23.ls1.gamma', 'blocks.23.ls2.gamma', 'blocks.24.ls1.gamma', 'blocks.24.ls2.gamma', 'blocks.25.ls1.gamma', 'blocks.25.ls2.gamma', 'blocks.26.ls1.gamma', 'blocks.26.ls2.gamma', 'blocks.27.ls1.gamma', 'blocks.27.ls2.gamma', 'blocks.28.ls1.gamma', 'blocks.28.ls2.gamma', 'blocks.29.ls1.gamma', 'blocks.29.ls2.gamma', 'blocks.30.ls1.gamma', 'blocks.30.ls2.gamma', 'blocks.31.ls1.gamma', 'blocks.31.ls2.gamma'], unexpected_keys=['cls_token', 'norm.weight', 'norm.bias']) 2024-06-03 11:32:49,290 - mmdet - INFO - initialize ChannelMapper with init_cfg {'type': 'Xavier', 'layer': 'Conv2d', 'distribution': 'uniform'} Name of parameter - Initialization information backbone.w1 - torch.Size([]): The value is the same before and after calling `init_weights` of DINO backbone.w2 - torch.Size([]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.pos_embed - torch.Size([1, 197, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.patch_embed.proj.weight - torch.Size([3200, 3, 16, 16]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.patch_embed.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.0.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.0.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.0.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.0.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.0.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.0.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.0.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.0.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.0.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.0.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.0.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.0.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.0.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.1.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.1.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.1.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.1.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.1.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.1.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.1.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.1.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.1.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.1.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.1.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.1.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.1.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.2.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.2.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.2.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.2.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.2.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.2.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.2.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.2.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.2.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.2.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.2.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.2.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.2.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.3.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.3.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.3.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.3.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.3.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.3.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.3.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.3.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.3.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.3.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.3.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.3.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.3.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.4.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.4.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.4.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.4.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.4.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.4.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.4.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.4.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.4.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.4.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.4.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.4.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.4.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.5.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.5.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.5.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.5.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.5.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.5.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.5.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.5.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.5.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.5.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.5.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.5.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.5.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.6.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.6.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.6.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.6.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.6.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.6.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.6.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.6.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.6.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.6.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.6.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.6.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.6.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.7.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.7.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.7.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.7.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.7.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.7.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.7.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.7.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.7.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.7.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.7.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.7.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.7.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.8.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.8.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.8.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.8.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.8.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.8.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.8.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.8.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.8.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.8.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.8.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.8.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.8.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.9.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.9.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.9.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.9.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.9.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.9.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.9.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.9.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.9.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.9.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.9.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.9.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.9.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.10.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.10.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.10.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.10.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.10.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.10.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.10.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.10.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.10.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.10.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.10.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.10.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.10.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.11.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.11.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.11.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.11.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.11.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.11.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.11.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.11.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.11.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.11.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.11.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.11.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.11.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.12.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.12.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.12.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.12.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.12.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.12.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.12.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.12.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.12.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.12.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.12.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.12.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.12.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.13.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.13.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.13.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.13.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.13.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.13.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.13.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.13.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.13.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.13.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.13.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.13.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.13.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.14.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.14.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.14.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.14.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.14.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.14.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.14.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.14.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.14.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.14.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.14.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.14.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.14.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.15.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.15.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.15.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.15.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.15.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.15.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.15.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.15.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.15.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.15.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.15.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.15.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.15.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.16.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.16.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.16.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.16.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.16.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.16.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.16.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.16.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.16.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.16.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.16.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.16.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.16.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.17.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.17.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.17.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.17.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.17.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.17.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.17.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.17.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.17.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.17.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.17.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.17.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.17.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.18.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.18.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.18.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.18.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.18.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.18.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.18.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.18.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.18.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.18.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.18.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.18.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.18.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.19.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.19.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.19.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.19.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.19.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.19.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.19.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.19.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.19.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.19.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.19.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.19.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.19.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.20.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.20.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.20.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.20.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.20.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.20.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.20.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.20.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.20.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.20.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.20.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.20.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.20.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.21.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.21.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.21.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.21.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.21.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.21.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.21.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.21.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.21.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.21.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.21.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.21.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.21.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.22.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.22.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.22.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.22.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.22.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.22.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.22.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.22.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.22.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.22.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.22.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.22.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.22.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.23.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.23.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.23.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.23.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.23.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.23.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.23.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.23.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.23.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.23.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.23.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.23.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.23.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.24.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.24.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.24.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.24.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.24.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.24.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.24.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.24.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.24.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.24.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.24.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.24.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.24.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.25.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.25.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.25.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.25.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.25.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.25.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.25.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.25.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.25.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.25.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.25.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.25.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.25.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.26.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.26.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.26.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.26.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.26.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.26.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.26.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.26.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.26.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.26.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.26.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.26.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.26.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.27.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.27.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.27.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.27.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.27.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.27.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.27.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.27.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.27.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.27.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.27.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.27.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.27.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.28.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.28.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.28.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.28.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.28.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.28.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.28.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.28.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.28.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.28.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.28.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.28.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.28.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.29.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.29.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.29.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.29.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.29.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.29.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.29.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.29.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.29.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.29.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.29.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.29.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.29.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.30.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.30.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.30.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.30.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.30.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.30.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.30.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.30.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.30.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.30.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.30.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.30.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.30.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.31.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.31.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.31.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.31.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.31.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.31.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.31.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.31.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.31.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.31.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.31.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.31.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.31.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.32.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.32.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.32.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.32.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.32.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.32.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.32.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.32.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.32.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.32.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.32.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.32.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.32.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.33.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.33.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.33.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.33.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.33.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.33.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.33.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.33.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.33.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.33.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.33.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.33.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.33.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.34.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.34.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.34.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.34.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.34.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.34.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.34.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.34.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.34.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.34.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.34.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.34.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.34.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.35.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.35.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.35.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.35.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.35.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.35.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.35.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.35.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.35.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.35.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.35.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.35.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.35.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.36.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.36.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.36.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.36.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.36.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.36.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.36.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.36.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.36.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.36.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.36.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.36.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.36.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.37.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.37.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.37.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.37.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.37.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.37.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.37.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.37.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.37.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.37.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.37.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.37.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.37.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.38.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.38.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.38.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.38.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.38.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.38.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.38.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.38.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.38.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.38.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.38.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.38.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.38.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.39.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.39.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.39.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.39.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.39.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.39.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.39.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.39.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.39.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.39.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.39.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.39.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.39.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.40.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.40.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.40.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.40.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.40.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.40.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.40.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.40.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.40.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.40.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.40.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.40.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.40.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.41.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.41.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.41.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.41.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.41.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.41.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.41.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.41.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.41.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.41.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.41.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.41.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.41.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.42.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.42.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.42.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.42.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.42.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.42.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.42.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.42.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.42.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.42.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.42.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.42.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.42.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.43.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.43.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.43.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.43.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.43.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.43.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.43.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.43.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.43.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.43.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.43.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.43.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.43.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.44.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.44.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.44.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.44.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.44.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.44.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.44.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.44.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.44.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.44.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.44.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.44.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.44.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.45.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.45.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.45.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.45.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.45.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.45.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.45.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.45.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.45.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.45.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.45.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.45.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.45.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.46.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.46.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.46.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.46.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.46.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.46.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.46.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.46.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.46.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.46.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.46.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.46.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.46.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.47.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.47.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.47.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.47.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.47.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.47.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.47.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.47.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.47.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.47.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.47.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.47.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.47.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.pos_embed - torch.Size([1, 197, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.patch_embed.proj.weight - torch.Size([1280, 3, 16, 16]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.patch_embed.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.0.norm1.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.0.norm1.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.0.attn.qkv.weight - torch.Size([3840, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.0.attn.qkv.bias - torch.Size([3840]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.0.attn.proj.weight - torch.Size([1280, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.0.attn.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.0.ls1.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.0.norm2.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.0.norm2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.0.mlp.fc1.weight - torch.Size([5120, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.0.mlp.fc1.bias - torch.Size([5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.0.mlp.fc2.weight - torch.Size([1280, 5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.0.mlp.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.0.ls2.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.1.norm1.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.1.norm1.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.1.attn.qkv.weight - torch.Size([3840, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.1.attn.qkv.bias - torch.Size([3840]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.1.attn.proj.weight - torch.Size([1280, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.1.attn.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.1.ls1.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.1.norm2.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.1.norm2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.1.mlp.fc1.weight - torch.Size([5120, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.1.mlp.fc1.bias - torch.Size([5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.1.mlp.fc2.weight - torch.Size([1280, 5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.1.mlp.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.1.ls2.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.2.norm1.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.2.norm1.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.2.attn.qkv.weight - torch.Size([3840, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.2.attn.qkv.bias - torch.Size([3840]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.2.attn.proj.weight - torch.Size([1280, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.2.attn.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.2.ls1.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.2.norm2.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.2.norm2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.2.mlp.fc1.weight - torch.Size([5120, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.2.mlp.fc1.bias - torch.Size([5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.2.mlp.fc2.weight - torch.Size([1280, 5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.2.mlp.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.2.ls2.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.3.norm1.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.3.norm1.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.3.attn.qkv.weight - torch.Size([3840, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.3.attn.qkv.bias - torch.Size([3840]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.3.attn.proj.weight - torch.Size([1280, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.3.attn.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.3.ls1.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.3.norm2.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.3.norm2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.3.mlp.fc1.weight - torch.Size([5120, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.3.mlp.fc1.bias - torch.Size([5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.3.mlp.fc2.weight - torch.Size([1280, 5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.3.mlp.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.3.ls2.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.4.norm1.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.4.norm1.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.4.attn.qkv.weight - torch.Size([3840, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.4.attn.qkv.bias - torch.Size([3840]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.4.attn.proj.weight - torch.Size([1280, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.4.attn.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.4.ls1.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.4.norm2.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.4.norm2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.4.mlp.fc1.weight - torch.Size([5120, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.4.mlp.fc1.bias - torch.Size([5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.4.mlp.fc2.weight - torch.Size([1280, 5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.4.mlp.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.4.ls2.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.5.norm1.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.5.norm1.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.5.attn.qkv.weight - torch.Size([3840, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.5.attn.qkv.bias - torch.Size([3840]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.5.attn.proj.weight - torch.Size([1280, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.5.attn.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.5.ls1.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.5.norm2.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.5.norm2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.5.mlp.fc1.weight - torch.Size([5120, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.5.mlp.fc1.bias - torch.Size([5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.5.mlp.fc2.weight - torch.Size([1280, 5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.5.mlp.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.5.ls2.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.6.norm1.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.6.norm1.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.6.attn.qkv.weight - torch.Size([3840, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.6.attn.qkv.bias - torch.Size([3840]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.6.attn.proj.weight - torch.Size([1280, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.6.attn.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.6.ls1.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.6.norm2.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.6.norm2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.6.mlp.fc1.weight - torch.Size([5120, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.6.mlp.fc1.bias - torch.Size([5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.6.mlp.fc2.weight - torch.Size([1280, 5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.6.mlp.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.6.ls2.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.7.norm1.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.7.norm1.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.7.attn.qkv.weight - torch.Size([3840, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.7.attn.qkv.bias - torch.Size([3840]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.7.attn.proj.weight - torch.Size([1280, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.7.attn.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.7.ls1.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.7.norm2.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.7.norm2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.7.mlp.fc1.weight - torch.Size([5120, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.7.mlp.fc1.bias - torch.Size([5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.7.mlp.fc2.weight - torch.Size([1280, 5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.7.mlp.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.7.ls2.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.8.norm1.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.8.norm1.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.8.attn.qkv.weight - torch.Size([3840, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.8.attn.qkv.bias - torch.Size([3840]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.8.attn.proj.weight - torch.Size([1280, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.8.attn.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.8.ls1.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.8.norm2.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.8.norm2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.8.mlp.fc1.weight - torch.Size([5120, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.8.mlp.fc1.bias - torch.Size([5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.8.mlp.fc2.weight - torch.Size([1280, 5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.8.mlp.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.8.ls2.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.9.norm1.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.9.norm1.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.9.attn.qkv.weight - torch.Size([3840, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.9.attn.qkv.bias - torch.Size([3840]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.9.attn.proj.weight - torch.Size([1280, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.9.attn.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.9.ls1.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.9.norm2.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.9.norm2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.9.mlp.fc1.weight - torch.Size([5120, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.9.mlp.fc1.bias - torch.Size([5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.9.mlp.fc2.weight - torch.Size([1280, 5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.9.mlp.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.9.ls2.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.10.norm1.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.10.norm1.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.10.attn.qkv.weight - torch.Size([3840, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.10.attn.qkv.bias - torch.Size([3840]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.10.attn.proj.weight - torch.Size([1280, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.10.attn.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.10.ls1.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.10.norm2.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.10.norm2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.10.mlp.fc1.weight - torch.Size([5120, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.10.mlp.fc1.bias - torch.Size([5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.10.mlp.fc2.weight - torch.Size([1280, 5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.10.mlp.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.10.ls2.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.11.norm1.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.11.norm1.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.11.attn.qkv.weight - torch.Size([3840, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.11.attn.qkv.bias - torch.Size([3840]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.11.attn.proj.weight - torch.Size([1280, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.11.attn.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.11.ls1.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.11.norm2.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.11.norm2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.11.mlp.fc1.weight - torch.Size([5120, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.11.mlp.fc1.bias - torch.Size([5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.11.mlp.fc2.weight - torch.Size([1280, 5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.11.mlp.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.11.ls2.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.12.norm1.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.12.norm1.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.12.attn.qkv.weight - torch.Size([3840, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.12.attn.qkv.bias - torch.Size([3840]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.12.attn.proj.weight - torch.Size([1280, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.12.attn.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.12.ls1.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.12.norm2.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.12.norm2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.12.mlp.fc1.weight - torch.Size([5120, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.12.mlp.fc1.bias - torch.Size([5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.12.mlp.fc2.weight - torch.Size([1280, 5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.12.mlp.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.12.ls2.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.13.norm1.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.13.norm1.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.13.attn.qkv.weight - torch.Size([3840, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.13.attn.qkv.bias - torch.Size([3840]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.13.attn.proj.weight - torch.Size([1280, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.13.attn.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.13.ls1.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.13.norm2.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.13.norm2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.13.mlp.fc1.weight - torch.Size([5120, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.13.mlp.fc1.bias - torch.Size([5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.13.mlp.fc2.weight - torch.Size([1280, 5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.13.mlp.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.13.ls2.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.14.norm1.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.14.norm1.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.14.attn.qkv.weight - torch.Size([3840, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.14.attn.qkv.bias - torch.Size([3840]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.14.attn.proj.weight - torch.Size([1280, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.14.attn.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.14.ls1.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.14.norm2.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.14.norm2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.14.mlp.fc1.weight - torch.Size([5120, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.14.mlp.fc1.bias - torch.Size([5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.14.mlp.fc2.weight - torch.Size([1280, 5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.14.mlp.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.14.ls2.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.15.norm1.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.15.norm1.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.15.attn.qkv.weight - torch.Size([3840, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.15.attn.qkv.bias - torch.Size([3840]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.15.attn.proj.weight - torch.Size([1280, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.15.attn.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.15.ls1.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.15.norm2.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.15.norm2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.15.mlp.fc1.weight - torch.Size([5120, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.15.mlp.fc1.bias - torch.Size([5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.15.mlp.fc2.weight - torch.Size([1280, 5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.15.mlp.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.15.ls2.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.16.norm1.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.16.norm1.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.16.attn.qkv.weight - torch.Size([3840, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.16.attn.qkv.bias - torch.Size([3840]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.16.attn.proj.weight - torch.Size([1280, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.16.attn.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.16.ls1.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.16.norm2.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.16.norm2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.16.mlp.fc1.weight - torch.Size([5120, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.16.mlp.fc1.bias - torch.Size([5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.16.mlp.fc2.weight - torch.Size([1280, 5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.16.mlp.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.16.ls2.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.17.norm1.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.17.norm1.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.17.attn.qkv.weight - torch.Size([3840, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.17.attn.qkv.bias - torch.Size([3840]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.17.attn.proj.weight - torch.Size([1280, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.17.attn.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.17.ls1.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.17.norm2.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.17.norm2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.17.mlp.fc1.weight - torch.Size([5120, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.17.mlp.fc1.bias - torch.Size([5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.17.mlp.fc2.weight - torch.Size([1280, 5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.17.mlp.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.17.ls2.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.18.norm1.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.18.norm1.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.18.attn.qkv.weight - torch.Size([3840, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.18.attn.qkv.bias - torch.Size([3840]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.18.attn.proj.weight - torch.Size([1280, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.18.attn.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.18.ls1.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.18.norm2.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.18.norm2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.18.mlp.fc1.weight - torch.Size([5120, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.18.mlp.fc1.bias - torch.Size([5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.18.mlp.fc2.weight - torch.Size([1280, 5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.18.mlp.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.18.ls2.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.19.norm1.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.19.norm1.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.19.attn.qkv.weight - torch.Size([3840, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.19.attn.qkv.bias - torch.Size([3840]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.19.attn.proj.weight - torch.Size([1280, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.19.attn.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.19.ls1.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.19.norm2.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.19.norm2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.19.mlp.fc1.weight - torch.Size([5120, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.19.mlp.fc1.bias - torch.Size([5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.19.mlp.fc2.weight - torch.Size([1280, 5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.19.mlp.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.19.ls2.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.20.norm1.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.20.norm1.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.20.attn.qkv.weight - torch.Size([3840, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.20.attn.qkv.bias - torch.Size([3840]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.20.attn.proj.weight - torch.Size([1280, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.20.attn.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.20.ls1.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.20.norm2.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.20.norm2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.20.mlp.fc1.weight - torch.Size([5120, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.20.mlp.fc1.bias - torch.Size([5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.20.mlp.fc2.weight - torch.Size([1280, 5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.20.mlp.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.20.ls2.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.21.norm1.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.21.norm1.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.21.attn.qkv.weight - torch.Size([3840, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.21.attn.qkv.bias - torch.Size([3840]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.21.attn.proj.weight - torch.Size([1280, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.21.attn.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.21.ls1.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.21.norm2.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.21.norm2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.21.mlp.fc1.weight - torch.Size([5120, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.21.mlp.fc1.bias - torch.Size([5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.21.mlp.fc2.weight - torch.Size([1280, 5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.21.mlp.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.21.ls2.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.22.norm1.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.22.norm1.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.22.attn.qkv.weight - torch.Size([3840, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.22.attn.qkv.bias - torch.Size([3840]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.22.attn.proj.weight - torch.Size([1280, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.22.attn.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.22.ls1.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.22.norm2.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.22.norm2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.22.mlp.fc1.weight - torch.Size([5120, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.22.mlp.fc1.bias - torch.Size([5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.22.mlp.fc2.weight - torch.Size([1280, 5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.22.mlp.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.22.ls2.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.23.norm1.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.23.norm1.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.23.attn.qkv.weight - torch.Size([3840, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.23.attn.qkv.bias - torch.Size([3840]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.23.attn.proj.weight - torch.Size([1280, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.23.attn.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.23.ls1.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.23.norm2.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.23.norm2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.23.mlp.fc1.weight - torch.Size([5120, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.23.mlp.fc1.bias - torch.Size([5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.23.mlp.fc2.weight - torch.Size([1280, 5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.23.mlp.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.23.ls2.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.24.norm1.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.24.norm1.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.24.attn.qkv.weight - torch.Size([3840, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.24.attn.qkv.bias - torch.Size([3840]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.24.attn.proj.weight - torch.Size([1280, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.24.attn.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.24.ls1.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.24.norm2.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.24.norm2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.24.mlp.fc1.weight - torch.Size([5120, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.24.mlp.fc1.bias - torch.Size([5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.24.mlp.fc2.weight - torch.Size([1280, 5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.24.mlp.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.24.ls2.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.25.norm1.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.25.norm1.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.25.attn.qkv.weight - torch.Size([3840, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.25.attn.qkv.bias - torch.Size([3840]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.25.attn.proj.weight - torch.Size([1280, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.25.attn.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.25.ls1.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.25.norm2.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.25.norm2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.25.mlp.fc1.weight - torch.Size([5120, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.25.mlp.fc1.bias - torch.Size([5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.25.mlp.fc2.weight - torch.Size([1280, 5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.25.mlp.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.25.ls2.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.26.norm1.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.26.norm1.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.26.attn.qkv.weight - torch.Size([3840, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.26.attn.qkv.bias - torch.Size([3840]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.26.attn.proj.weight - torch.Size([1280, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.26.attn.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.26.ls1.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.26.norm2.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.26.norm2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.26.mlp.fc1.weight - torch.Size([5120, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.26.mlp.fc1.bias - torch.Size([5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.26.mlp.fc2.weight - torch.Size([1280, 5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.26.mlp.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.26.ls2.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.27.norm1.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.27.norm1.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.27.attn.qkv.weight - torch.Size([3840, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.27.attn.qkv.bias - torch.Size([3840]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.27.attn.proj.weight - torch.Size([1280, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.27.attn.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.27.ls1.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.27.norm2.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.27.norm2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.27.mlp.fc1.weight - torch.Size([5120, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.27.mlp.fc1.bias - torch.Size([5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.27.mlp.fc2.weight - torch.Size([1280, 5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.27.mlp.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.27.ls2.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.28.norm1.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.28.norm1.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.28.attn.qkv.weight - torch.Size([3840, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.28.attn.qkv.bias - torch.Size([3840]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.28.attn.proj.weight - torch.Size([1280, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.28.attn.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.28.ls1.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.28.norm2.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.28.norm2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.28.mlp.fc1.weight - torch.Size([5120, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.28.mlp.fc1.bias - torch.Size([5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.28.mlp.fc2.weight - torch.Size([1280, 5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.28.mlp.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.28.ls2.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.29.norm1.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.29.norm1.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.29.attn.qkv.weight - torch.Size([3840, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.29.attn.qkv.bias - torch.Size([3840]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.29.attn.proj.weight - torch.Size([1280, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.29.attn.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.29.ls1.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.29.norm2.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.29.norm2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.29.mlp.fc1.weight - torch.Size([5120, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.29.mlp.fc1.bias - torch.Size([5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.29.mlp.fc2.weight - torch.Size([1280, 5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.29.mlp.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.29.ls2.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.30.norm1.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.30.norm1.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.30.attn.qkv.weight - torch.Size([3840, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.30.attn.qkv.bias - torch.Size([3840]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.30.attn.proj.weight - torch.Size([1280, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.30.attn.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.30.ls1.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.30.norm2.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.30.norm2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.30.mlp.fc1.weight - torch.Size([5120, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.30.mlp.fc1.bias - torch.Size([5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.30.mlp.fc2.weight - torch.Size([1280, 5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.30.mlp.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.30.ls2.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.31.norm1.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.31.norm1.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.31.attn.qkv.weight - torch.Size([3840, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.31.attn.qkv.bias - torch.Size([3840]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.31.attn.proj.weight - torch.Size([1280, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.31.attn.proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.31.ls1.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.31.norm2.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.31.norm2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.31.mlp.fc1.weight - torch.Size([5120, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.31.mlp.fc1.bias - torch.Size([5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.31.mlp.fc2.weight - torch.Size([1280, 5120]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.31.mlp.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.31.ls2.gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_proj.weight - torch.Size([3200, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.ca_gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.cffn_gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.query_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.query_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.feat_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.feat_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.attn.value_proj.weight - torch.Size([1600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.attn.value_proj.bias - torch.Size([1600]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.attn.output_proj.weight - torch.Size([3200, 1600]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.attn.output_proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.ffn.fc1.weight - torch.Size([800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.ffn.fc1.bias - torch.Size([800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([800, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.ffn.fc2.weight - torch.Size([3200, 800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.ffn.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.ffn_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.ffn_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_proj.weight - torch.Size([1280, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.ca_gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.cffn_gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.query_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.query_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.feat_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.feat_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.attn.value_proj.weight - torch.Size([640, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.attn.value_proj.bias - torch.Size([640]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.attn.output_proj.weight - torch.Size([1280, 640]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.attn.output_proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.ffn.fc1.weight - torch.Size([320, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.ffn.fc1.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([320, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.ffn.fc2.weight - torch.Size([1280, 320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.ffn.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.ffn_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.ffn_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_proj.weight - torch.Size([3200, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.ca_gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.cffn_gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.query_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.query_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.feat_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.feat_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.attn.value_proj.weight - torch.Size([1600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.attn.value_proj.bias - torch.Size([1600]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.attn.output_proj.weight - torch.Size([3200, 1600]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.attn.output_proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.ffn.fc1.weight - torch.Size([800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.ffn.fc1.bias - torch.Size([800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([800, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.ffn.fc2.weight - torch.Size([3200, 800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.ffn.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.ffn_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.ffn_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_proj.weight - torch.Size([1280, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.ca_gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.cffn_gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.query_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.query_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.feat_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.feat_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.attn.value_proj.weight - torch.Size([640, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.attn.value_proj.bias - torch.Size([640]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.attn.output_proj.weight - torch.Size([1280, 640]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.attn.output_proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.ffn.fc1.weight - torch.Size([320, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.ffn.fc1.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([320, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.ffn.fc2.weight - torch.Size([1280, 320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.ffn.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.ffn_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.ffn_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_proj.weight - torch.Size([3200, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.ca_gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.cffn_gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.query_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.query_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.feat_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.feat_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.attn.value_proj.weight - torch.Size([1600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.attn.value_proj.bias - torch.Size([1600]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.attn.output_proj.weight - torch.Size([3200, 1600]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.attn.output_proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.ffn.fc1.weight - torch.Size([800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.ffn.fc1.bias - torch.Size([800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([800, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.ffn.fc2.weight - torch.Size([3200, 800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.ffn.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.ffn_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.ffn_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_proj.weight - torch.Size([1280, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.ca_gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.cffn_gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.query_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.query_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.feat_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.feat_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.attn.value_proj.weight - torch.Size([640, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.attn.value_proj.bias - torch.Size([640]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.attn.output_proj.weight - torch.Size([1280, 640]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.attn.output_proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.ffn.fc1.weight - torch.Size([320, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.ffn.fc1.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([320, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.ffn.fc2.weight - torch.Size([1280, 320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.ffn.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.ffn_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.ffn_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_proj.weight - torch.Size([3200, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.ca_gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.cffn_gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.query_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.query_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.feat_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.feat_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.attn.value_proj.weight - torch.Size([1600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.attn.value_proj.bias - torch.Size([1600]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.attn.output_proj.weight - torch.Size([3200, 1600]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.attn.output_proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.ffn.fc1.weight - torch.Size([800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.ffn.fc1.bias - torch.Size([800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([800, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.ffn.fc2.weight - torch.Size([3200, 800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.ffn.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.ffn_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.ffn_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_proj.weight - torch.Size([1280, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.ca_gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.cffn_gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.query_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.query_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.feat_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.feat_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.attn.value_proj.weight - torch.Size([640, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.attn.value_proj.bias - torch.Size([640]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.attn.output_proj.weight - torch.Size([1280, 640]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.attn.output_proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.ffn.fc1.weight - torch.Size([320, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.ffn.fc1.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([320, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.ffn.fc2.weight - torch.Size([1280, 320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.ffn.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.ffn_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.ffn_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_proj.weight - torch.Size([3200, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.ca_gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.cffn_gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.query_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.query_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.feat_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.feat_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.attn.value_proj.weight - torch.Size([1600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.attn.value_proj.bias - torch.Size([1600]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.attn.output_proj.weight - torch.Size([3200, 1600]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.attn.output_proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.ffn.fc1.weight - torch.Size([800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.ffn.fc1.bias - torch.Size([800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([800, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.ffn.fc2.weight - torch.Size([3200, 800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.ffn.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.ffn_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.ffn_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_proj.weight - torch.Size([1280, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.ca_gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.cffn_gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.query_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.query_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.feat_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.feat_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.attn.value_proj.weight - torch.Size([640, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.attn.value_proj.bias - torch.Size([640]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.attn.output_proj.weight - torch.Size([1280, 640]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.attn.output_proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.ffn.fc1.weight - torch.Size([320, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.ffn.fc1.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([320, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.ffn.fc2.weight - torch.Size([1280, 320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.ffn.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.ffn_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.ffn_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_proj.weight - torch.Size([3200, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.ca_gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.cffn_gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.query_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.query_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.feat_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.feat_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.attn.value_proj.weight - torch.Size([1600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.attn.value_proj.bias - torch.Size([1600]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.attn.output_proj.weight - torch.Size([3200, 1600]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.attn.output_proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.ffn.fc1.weight - torch.Size([800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.ffn.fc1.bias - torch.Size([800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([800, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.ffn.fc2.weight - torch.Size([3200, 800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.ffn.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.ffn_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.ffn_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_proj.weight - torch.Size([1280, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.ca_gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.cffn_gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.query_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.query_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.feat_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.feat_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.attn.value_proj.weight - torch.Size([640, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.attn.value_proj.bias - torch.Size([640]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.attn.output_proj.weight - torch.Size([1280, 640]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.attn.output_proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.ffn.fc1.weight - torch.Size([320, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.ffn.fc1.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([320, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.ffn.fc2.weight - torch.Size([1280, 320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.ffn.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.ffn_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.ffn_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_proj.weight - torch.Size([3200, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.ca_gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.cffn_gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.query_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.query_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.feat_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.feat_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.attn.value_proj.weight - torch.Size([1600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.attn.value_proj.bias - torch.Size([1600]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.attn.output_proj.weight - torch.Size([3200, 1600]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.attn.output_proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.ffn.fc1.weight - torch.Size([800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.ffn.fc1.bias - torch.Size([800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([800, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.ffn.fc2.weight - torch.Size([3200, 800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.ffn.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.ffn_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.ffn_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_proj.weight - torch.Size([1280, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.ca_gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.cffn_gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.query_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.query_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.feat_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.feat_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.attn.value_proj.weight - torch.Size([640, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.attn.value_proj.bias - torch.Size([640]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.attn.output_proj.weight - torch.Size([1280, 640]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.attn.output_proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.ffn.fc1.weight - torch.Size([320, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.ffn.fc1.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([320, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.ffn.fc2.weight - torch.Size([1280, 320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.ffn.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.ffn_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.ffn_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_proj.weight - torch.Size([3200, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.ca_gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.cffn_gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.query_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.query_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.feat_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.feat_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.attn.value_proj.weight - torch.Size([1600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.attn.value_proj.bias - torch.Size([1600]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.attn.output_proj.weight - torch.Size([3200, 1600]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.attn.output_proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.ffn.fc1.weight - torch.Size([800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.ffn.fc1.bias - torch.Size([800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([800, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.ffn.fc2.weight - torch.Size([3200, 800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.ffn.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.ffn_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.ffn_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_proj.weight - torch.Size([1280, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.ca_gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.cffn_gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.query_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.query_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.feat_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.feat_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.attn.value_proj.weight - torch.Size([640, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.attn.value_proj.bias - torch.Size([640]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.attn.output_proj.weight - torch.Size([1280, 640]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.attn.output_proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.ffn.fc1.weight - torch.Size([320, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.ffn.fc1.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([320, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.ffn.fc2.weight - torch.Size([1280, 320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.ffn.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.ffn_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.ffn_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_proj.weight - torch.Size([3200, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.ca_gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.cffn_gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.query_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.query_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.feat_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.feat_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.attn.value_proj.weight - torch.Size([1600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.attn.value_proj.bias - torch.Size([1600]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.attn.output_proj.weight - torch.Size([3200, 1600]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.attn.output_proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.ffn.fc1.weight - torch.Size([800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.ffn.fc1.bias - torch.Size([800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([800, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.ffn.fc2.weight - torch.Size([3200, 800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.ffn.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.ffn_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.ffn_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_proj.weight - torch.Size([1280, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.ca_gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.cffn_gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.query_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.query_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.feat_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.feat_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.attn.value_proj.weight - torch.Size([640, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.attn.value_proj.bias - torch.Size([640]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.attn.output_proj.weight - torch.Size([1280, 640]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.attn.output_proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.ffn.fc1.weight - torch.Size([320, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.ffn.fc1.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([320, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.ffn.fc2.weight - torch.Size([1280, 320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.ffn.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.ffn_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.ffn_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_proj.weight - torch.Size([3200, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.ca_gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.cffn_gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.query_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.query_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.feat_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.feat_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.attn.value_proj.weight - torch.Size([1600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.attn.value_proj.bias - torch.Size([1600]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.attn.output_proj.weight - torch.Size([3200, 1600]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.attn.output_proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.ffn.fc1.weight - torch.Size([800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.ffn.fc1.bias - torch.Size([800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([800, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.ffn.fc2.weight - torch.Size([3200, 800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.ffn.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.ffn_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.ffn_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_proj.weight - torch.Size([1280, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.ca_gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.cffn_gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.query_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.query_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.feat_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.feat_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.attn.value_proj.weight - torch.Size([640, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.attn.value_proj.bias - torch.Size([640]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.attn.output_proj.weight - torch.Size([1280, 640]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.attn.output_proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.ffn.fc1.weight - torch.Size([320, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.ffn.fc1.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([320, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.ffn.fc2.weight - torch.Size([1280, 320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.ffn.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.ffn_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.ffn_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_proj.weight - torch.Size([3200, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.ca_gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.cffn_gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.query_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.query_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.feat_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.feat_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.attn.value_proj.weight - torch.Size([1600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.attn.value_proj.bias - torch.Size([1600]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.attn.output_proj.weight - torch.Size([3200, 1600]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.attn.output_proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.ffn.fc1.weight - torch.Size([800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.ffn.fc1.bias - torch.Size([800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([800, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.ffn.fc2.weight - torch.Size([3200, 800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.ffn.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.ffn_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.ffn_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_proj.weight - torch.Size([1280, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.ca_gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.cffn_gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.query_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.query_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.feat_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.feat_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.attn.value_proj.weight - torch.Size([640, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.attn.value_proj.bias - torch.Size([640]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.attn.output_proj.weight - torch.Size([1280, 640]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.attn.output_proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.ffn.fc1.weight - torch.Size([320, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.ffn.fc1.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([320, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.ffn.fc2.weight - torch.Size([1280, 320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.ffn.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.ffn_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.ffn_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_proj.weight - torch.Size([3200, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.ca_gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.cffn_gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.query_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.query_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.feat_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.feat_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.attn.value_proj.weight - torch.Size([1600, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.attn.value_proj.bias - torch.Size([1600]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.attn.output_proj.weight - torch.Size([3200, 1600]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.attn.output_proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.ffn.fc1.weight - torch.Size([800, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.ffn.fc1.bias - torch.Size([800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([800, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.ffn.fc2.weight - torch.Size([3200, 800]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.ffn.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.ffn_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.ffn_norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_proj.weight - torch.Size([1280, 3200]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.ca_gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.cffn_gamma - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.query_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.query_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.feat_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.feat_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.attn.value_proj.weight - torch.Size([640, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.attn.value_proj.bias - torch.Size([640]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.attn.output_proj.weight - torch.Size([1280, 640]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.attn.output_proj.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.ffn.fc1.weight - torch.Size([320, 1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.ffn.fc1.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([320, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.ffn.fc2.weight - torch.Size([1280, 320]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.ffn.fc2.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.ffn_norm.weight - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.ffn_norm.bias - torch.Size([1280]): The value is the same before and after calling `init_weights` of DINO backbone.merge_branch1.0.weight - torch.Size([3200, 3200, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.merge_branch1.1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.merge_branch1.1.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.merge_branch1.3.weight - torch.Size([3200, 3200, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.merge_branch1.4.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.merge_branch1.4.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.merge_branch2.0.weight - torch.Size([3200, 1280, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.merge_branch2.1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.merge_branch2.1.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.merge_branch2.3.weight - torch.Size([3200, 3200, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.merge_branch2.4.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.merge_branch2.4.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO backbone.fpn2.0.weight - torch.Size([3200, 3200, 2, 2]): The value is the same before and after calling `init_weights` of DINO backbone.fpn2.0.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of DINO neck.convs.0.conv.weight - torch.Size([256, 3200, 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, 3200, 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, 3200, 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, 3200, 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 2024-06-03 11:33:12,205 - mmdet - INFO - {'num_layers': 48, 'layer_decay_rate': 0.85, 'skip_stride': [1.5]} 2024-06-03 11:33:12,205 - mmdet - INFO - Build LayerDecayOptimizerConstructor 0.850000 - 50 2024-06-03 11:33:12,219 - mmdet - INFO - Param groups = { "layer_49_decay": { "param_names": [ "backbone.w1", "backbone.w2", "backbone.interactions.0.interaction_units_12.branch2to1_proj.weight", "backbone.interactions.0.interaction_units_12.branch2to1_injector.attn.sampling_offsets.weight", "backbone.interactions.0.interaction_units_12.branch2to1_injector.attn.attention_weights.weight", "backbone.interactions.0.interaction_units_12.branch2to1_injector.attn.value_proj.weight", "backbone.interactions.0.interaction_units_12.branch2to1_injector.attn.output_proj.weight", "backbone.interactions.0.interaction_units_12.branch2to1_injector.ffn.fc1.weight", "backbone.interactions.0.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.weight", "backbone.interactions.0.interaction_units_12.branch2to1_injector.ffn.fc2.weight", "backbone.interactions.0.interaction_units_12.branch1to2_proj.weight", "backbone.interactions.0.interaction_units_12.branch1to2_injector.attn.sampling_offsets.weight", "backbone.interactions.0.interaction_units_12.branch1to2_injector.attn.attention_weights.weight", "backbone.interactions.0.interaction_units_12.branch1to2_injector.attn.value_proj.weight", "backbone.interactions.0.interaction_units_12.branch1to2_injector.attn.output_proj.weight", "backbone.interactions.0.interaction_units_12.branch1to2_injector.ffn.fc1.weight", "backbone.interactions.0.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.weight", "backbone.interactions.0.interaction_units_12.branch1to2_injector.ffn.fc2.weight", "backbone.interactions.1.interaction_units_12.branch2to1_proj.weight", "backbone.interactions.1.interaction_units_12.branch2to1_injector.attn.sampling_offsets.weight", "backbone.interactions.1.interaction_units_12.branch2to1_injector.attn.attention_weights.weight", "backbone.interactions.1.interaction_units_12.branch2to1_injector.attn.value_proj.weight", "backbone.interactions.1.interaction_units_12.branch2to1_injector.attn.output_proj.weight", "backbone.interactions.1.interaction_units_12.branch2to1_injector.ffn.fc1.weight", "backbone.interactions.1.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.weight", "backbone.interactions.1.interaction_units_12.branch2to1_injector.ffn.fc2.weight", "backbone.interactions.1.interaction_units_12.branch1to2_proj.weight", "backbone.interactions.1.interaction_units_12.branch1to2_injector.attn.sampling_offsets.weight", "backbone.interactions.1.interaction_units_12.branch1to2_injector.attn.attention_weights.weight", "backbone.interactions.1.interaction_units_12.branch1to2_injector.attn.value_proj.weight", "backbone.interactions.1.interaction_units_12.branch1to2_injector.attn.output_proj.weight", "backbone.interactions.1.interaction_units_12.branch1to2_injector.ffn.fc1.weight", "backbone.interactions.1.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.weight", "backbone.interactions.1.interaction_units_12.branch1to2_injector.ffn.fc2.weight", "backbone.interactions.2.interaction_units_12.branch2to1_proj.weight", "backbone.interactions.2.interaction_units_12.branch2to1_injector.attn.sampling_offsets.weight", 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IterTimerHook (LOW ) DeepspeedDistEvalHook -------------------- after_train_iter: (ABOVE_NORMAL) OptimizerHook (NORMAL ) DeepspeedCheckpointHook (LOW ) IterTimerHook (LOW ) DeepspeedDistEvalHook (VERY_LOW ) TextLoggerHook -------------------- after_train_epoch: (NORMAL ) DeepspeedCheckpointHook (LOW ) DeepspeedDistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_val_epoch: (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 -------------------- 2024-06-03 11:33:58,096 - mmdet - INFO - workflow: [('train', 1)], max: 12 epochs 2024-06-03 11:33:58,108 - mmdet - INFO - Checkpoints will be saved to /mnt/petrelfs/PIIP/mmdetection/work_dirs/dino_4scale_internvit_h6b_1024_768_fpn_1x_coco_bs32_ms by HardDiskBackend. 2024-06-03 11:41:56,469 - mmdet - INFO - Epoch [1][50/3665] lr: 1.978e-05, eta: 4 days, 20:44:37, time: 9.567, data_time: 0.070, memory: 37230, interm_loss_cls: 1.0938, interm_loss_bbox: 2.5110, interm_loss_iou: 2.4719, loss_cls: 1.0238, loss_bbox: 2.4972, loss_iou: 2.4656, d0.loss_cls: 0.9882, d0.loss_bbox: 2.5622, d0.loss_iou: 2.4998, d1.loss_cls: 1.0151, d1.loss_bbox: 2.5301, d1.loss_iou: 2.4827, d2.loss_cls: 0.9975, d2.loss_bbox: 2.5130, d2.loss_iou: 2.4737, d3.loss_cls: 1.0055, d3.loss_bbox: 2.5042, d3.loss_iou: 2.4693, d4.loss_cls: 1.0244, d4.loss_bbox: 2.4998, d4.loss_iou: 2.4664, dn_loss_cls: 0.9772, dn_loss_bbox: 1.2854, dn_loss_iou: 1.2983, d0.dn_loss_cls: 1.0289, d0.dn_loss_bbox: 1.2861, d0.dn_loss_iou: 1.2974, d1.dn_loss_cls: 0.9892, d1.dn_loss_bbox: 1.2858, d1.dn_loss_iou: 1.2976, d2.dn_loss_cls: 0.9415, d2.dn_loss_bbox: 1.2857, d2.dn_loss_iou: 1.2979, d3.dn_loss_cls: 0.9514, d3.dn_loss_bbox: 1.2856, d3.dn_loss_iou: 1.2981, d4.dn_loss_cls: 0.9741, d4.dn_loss_bbox: 1.2855, d4.dn_loss_iou: 1.2982, loss: 63.4590 2024-06-03 11:49:54,681 - mmdet - INFO - Epoch [1][100/3665] lr: 3.976e-05, eta: 4 days, 20:35:37, time: 9.564, data_time: 0.008, memory: 37233, interm_loss_cls: 0.9731, interm_loss_bbox: 1.5495, interm_loss_iou: 1.7165, loss_cls: 0.9450, loss_bbox: 1.5314, loss_iou: 1.7067, d0.loss_cls: 0.8984, d0.loss_bbox: 1.5938, d0.loss_iou: 1.7460, d1.loss_cls: 0.9173, d1.loss_bbox: 1.5683, d1.loss_iou: 1.7279, d2.loss_cls: 0.9341, d2.loss_bbox: 1.5495, d2.loss_iou: 1.7164, d3.loss_cls: 0.9426, d3.loss_bbox: 1.5407, d3.loss_iou: 1.7119, d4.loss_cls: 0.9481, d4.loss_bbox: 1.5334, d4.loss_iou: 1.7094, dn_loss_cls: 0.8069, dn_loss_bbox: 1.2968, dn_loss_iou: 1.3030, d0.dn_loss_cls: 0.8017, d0.dn_loss_bbox: 1.2777, d0.dn_loss_iou: 1.2959, d1.dn_loss_cls: 0.7559, d1.dn_loss_bbox: 1.2797, d1.dn_loss_iou: 1.2951, d2.dn_loss_cls: 0.7562, d2.dn_loss_bbox: 1.2830, d2.dn_loss_iou: 1.2958, d3.dn_loss_cls: 0.7663, d3.dn_loss_bbox: 1.2872, d3.dn_loss_iou: 1.2974, d4.dn_loss_cls: 0.7944, d4.dn_loss_bbox: 1.2916, d4.dn_loss_iou: 1.2997, loss: 49.6445 2024-06-03 11:57:41,852 - mmdet - INFO - Epoch [1][150/3665] lr: 5.974e-05, eta: 4 days, 19:33:34, time: 9.343, data_time: 0.007, memory: 37233, interm_loss_cls: 0.9172, interm_loss_bbox: 1.5290, interm_loss_iou: 1.6231, loss_cls: 0.9136, loss_bbox: 1.5315, loss_iou: 1.6219, d0.loss_cls: 0.8626, d0.loss_bbox: 1.5788, d0.loss_iou: 1.6638, d1.loss_cls: 0.8770, d1.loss_bbox: 1.5626, d1.loss_iou: 1.6483, d2.loss_cls: 0.8905, d2.loss_bbox: 1.5494, d2.loss_iou: 1.6348, d3.loss_cls: 0.9021, d3.loss_bbox: 1.5422, d3.loss_iou: 1.6297, d4.loss_cls: 0.9100, d4.loss_bbox: 1.5344, d4.loss_iou: 1.6258, dn_loss_cls: 0.6908, dn_loss_bbox: 1.3042, dn_loss_iou: 1.2965, d0.dn_loss_cls: 0.6688, d0.dn_loss_bbox: 1.3016, d0.dn_loss_iou: 1.2953, d1.dn_loss_cls: 0.6153, d1.dn_loss_bbox: 1.3026, d1.dn_loss_iou: 1.2948, d2.dn_loss_cls: 0.6253, d2.dn_loss_bbox: 1.3035, d2.dn_loss_iou: 1.2950, d3.dn_loss_cls: 0.6336, d3.dn_loss_bbox: 1.3038, d3.dn_loss_iou: 1.2954, d4.dn_loss_cls: 0.6623, d4.dn_loss_bbox: 1.3039, d4.dn_loss_iou: 1.2959, loss: 48.0368 2024-06-03 12:05:43,606 - mmdet - INFO - Epoch [1][200/3665] lr: 7.972e-05, eta: 4 days, 19:51:50, time: 9.635, data_time: 0.008, memory: 37233, interm_loss_cls: 0.8752, interm_loss_bbox: 1.4708, interm_loss_iou: 1.5773, loss_cls: 0.8194, loss_bbox: 1.4630, loss_iou: 1.5725, d0.loss_cls: 0.8072, d0.loss_bbox: 1.5175, d0.loss_iou: 1.6195, d1.loss_cls: 0.7861, d1.loss_bbox: 1.5054, d1.loss_iou: 1.6092, d2.loss_cls: 0.7854, d2.loss_bbox: 1.4933, d2.loss_iou: 1.5976, d3.loss_cls: 0.7843, d3.loss_bbox: 1.4836, d3.loss_iou: 1.5888, d4.loss_cls: 0.8011, d4.loss_bbox: 1.4721, d4.loss_iou: 1.5807, dn_loss_cls: 0.4941, dn_loss_bbox: 1.2786, dn_loss_iou: 1.2961, d0.dn_loss_cls: 0.5021, d0.dn_loss_bbox: 1.2762, d0.dn_loss_iou: 1.2902, d1.dn_loss_cls: 0.4249, d1.dn_loss_bbox: 1.2781, d1.dn_loss_iou: 1.2896, d2.dn_loss_cls: 0.4129, d2.dn_loss_bbox: 1.2785, d2.dn_loss_iou: 1.2901, d3.dn_loss_cls: 0.4195, d3.dn_loss_bbox: 1.2784, d3.dn_loss_iou: 1.2916, d4.dn_loss_cls: 0.4487, d4.dn_loss_bbox: 1.2779, d4.dn_loss_iou: 1.2936, loss: 45.3311 2024-06-03 12:13:39,909 - mmdet - INFO - Epoch [1][250/3665] lr: 9.970e-05, eta: 4 days, 19:43:41, time: 9.526, data_time: 0.008, memory: 37233, interm_loss_cls: 0.8179, interm_loss_bbox: 1.2399, interm_loss_iou: 1.4583, loss_cls: 0.7419, loss_bbox: 1.1903, loss_iou: 1.4376, d0.loss_cls: 0.7321, d0.loss_bbox: 1.2578, d0.loss_iou: 1.4903, d1.loss_cls: 0.7027, d1.loss_bbox: 1.2362, d1.loss_iou: 1.4782, d2.loss_cls: 0.7052, d2.loss_bbox: 1.2227, d2.loss_iou: 1.4651, d3.loss_cls: 0.7098, d3.loss_bbox: 1.2113, d3.loss_iou: 1.4549, d4.loss_cls: 0.7292, d4.loss_bbox: 1.2004, d4.loss_iou: 1.4460, dn_loss_cls: 0.3701, dn_loss_bbox: 1.2495, dn_loss_iou: 1.2990, d0.dn_loss_cls: 0.3611, d0.dn_loss_bbox: 1.2532, d0.dn_loss_iou: 1.2846, d1.dn_loss_cls: 0.3120, d1.dn_loss_bbox: 1.2536, d1.dn_loss_iou: 1.2850, d2.dn_loss_cls: 0.3061, d2.dn_loss_bbox: 1.2513, d2.dn_loss_iou: 1.2880, d3.dn_loss_cls: 0.3139, d3.dn_loss_bbox: 1.2501, d3.dn_loss_iou: 1.2919, d4.dn_loss_cls: 0.3361, d4.dn_loss_bbox: 1.2493, d4.dn_loss_iou: 1.2957, loss: 41.1784 2024-06-03 12:21:31,303 - mmdet - INFO - Epoch [1][300/3665] lr: 1.197e-04, eta: 4 days, 19:23:42, time: 9.428, data_time: 0.008, memory: 37233, interm_loss_cls: 0.7761, interm_loss_bbox: 1.0286, interm_loss_iou: 1.3193, loss_cls: 0.7147, loss_bbox: 0.9409, loss_iou: 1.2676, d0.loss_cls: 0.6994, d0.loss_bbox: 1.0326, d0.loss_iou: 1.3455, d1.loss_cls: 0.6768, d1.loss_bbox: 1.0038, d1.loss_iou: 1.3224, d2.loss_cls: 0.6774, d2.loss_bbox: 0.9820, d2.loss_iou: 1.3034, d3.loss_cls: 0.6801, d3.loss_bbox: 0.9642, d3.loss_iou: 1.2893, d4.loss_cls: 0.6958, d4.loss_bbox: 0.9495, d4.loss_iou: 1.2766, dn_loss_cls: 0.3291, dn_loss_bbox: 1.2274, dn_loss_iou: 1.2800, d0.dn_loss_cls: 0.3025, d0.dn_loss_bbox: 1.2486, d0.dn_loss_iou: 1.2751, d1.dn_loss_cls: 0.2773, d1.dn_loss_bbox: 1.2361, d1.dn_loss_iou: 1.2716, d2.dn_loss_cls: 0.2733, d2.dn_loss_bbox: 1.2299, d2.dn_loss_iou: 1.2729, d3.dn_loss_cls: 0.2790, d3.dn_loss_bbox: 1.2275, d3.dn_loss_iou: 1.2747, d4.dn_loss_cls: 0.2974, d4.dn_loss_bbox: 1.2272, d4.dn_loss_iou: 1.2775, loss: 37.7530 2024-06-03 12:29:27,953 - mmdet - INFO - Epoch [1][350/3665] lr: 1.397e-04, eta: 4 days, 19:18:06, time: 9.533, data_time: 0.008, memory: 37233, interm_loss_cls: 0.7390, interm_loss_bbox: 0.8815, interm_loss_iou: 1.2141, loss_cls: 0.7143, loss_bbox: 0.7342, loss_iou: 1.1115, d0.loss_cls: 0.6893, d0.loss_bbox: 0.8561, d0.loss_iou: 1.2083, d1.loss_cls: 0.6762, d1.loss_bbox: 0.7932, d1.loss_iou: 1.1613, d2.loss_cls: 0.6804, d2.loss_bbox: 0.7651, d2.loss_iou: 1.1391, d3.loss_cls: 0.6877, d3.loss_bbox: 0.7492, d3.loss_iou: 1.1262, d4.loss_cls: 0.7033, d4.loss_bbox: 0.7395, d4.loss_iou: 1.1172, dn_loss_cls: 0.3098, dn_loss_bbox: 1.1645, dn_loss_iou: 1.2139, d0.dn_loss_cls: 0.2832, d0.dn_loss_bbox: 1.2255, d0.dn_loss_iou: 1.2426, d1.dn_loss_cls: 0.2689, d1.dn_loss_bbox: 1.1847, d1.dn_loss_iou: 1.2177, d2.dn_loss_cls: 0.2642, d2.dn_loss_bbox: 1.1751, d2.dn_loss_iou: 1.2152, d3.dn_loss_cls: 0.2694, d3.dn_loss_bbox: 1.1669, d3.dn_loss_iou: 1.2112, d4.dn_loss_cls: 0.2859, d4.dn_loss_bbox: 1.1655, d4.dn_loss_iou: 1.2118, loss: 34.5627 2024-06-03 12:37:10,156 - mmdet - INFO - Epoch [1][400/3665] lr: 1.596e-04, eta: 4 days, 18:45:41, time: 9.244, data_time: 0.008, memory: 37233, interm_loss_cls: 0.7082, interm_loss_bbox: 0.7335, interm_loss_iou: 1.1269, loss_cls: 0.6809, loss_bbox: 0.5690, loss_iou: 0.9919, d0.loss_cls: 0.6785, d0.loss_bbox: 0.6760, d0.loss_iou: 1.0951, d1.loss_cls: 0.6595, d1.loss_bbox: 0.6132, d1.loss_iou: 1.0391, d2.loss_cls: 0.6564, d2.loss_bbox: 0.5921, d2.loss_iou: 1.0147, d3.loss_cls: 0.6612, d3.loss_bbox: 0.5789, d3.loss_iou: 1.0012, d4.loss_cls: 0.6698, d4.loss_bbox: 0.5727, d4.loss_iou: 0.9955, dn_loss_cls: 0.2763, dn_loss_bbox: 1.0603, dn_loss_iou: 1.1284, d0.dn_loss_cls: 0.2671, d0.dn_loss_bbox: 1.1512, d0.dn_loss_iou: 1.2070, d1.dn_loss_cls: 0.2522, d1.dn_loss_bbox: 1.0986, d1.dn_loss_iou: 1.1627, d2.dn_loss_cls: 0.2466, d2.dn_loss_bbox: 1.0778, d2.dn_loss_iou: 1.1435, d3.dn_loss_cls: 0.2499, d3.dn_loss_bbox: 1.0632, d3.dn_loss_iou: 1.1297, d4.dn_loss_cls: 0.2593, d4.dn_loss_bbox: 1.0613, d4.dn_loss_iou: 1.1275, loss: 31.2769 2024-06-03 12:45:00,766 - mmdet - INFO - Epoch [1][450/3665] lr: 1.796e-04, eta: 4 days, 18:32:19, time: 9.412, data_time: 0.007, memory: 37233, interm_loss_cls: 0.6825, interm_loss_bbox: 0.6448, interm_loss_iou: 1.0665, loss_cls: 0.6647, loss_bbox: 0.4914, loss_iou: 0.9246, d0.loss_cls: 0.6673, d0.loss_bbox: 0.5879, d0.loss_iou: 1.0255, d1.loss_cls: 0.6457, d1.loss_bbox: 0.5313, d1.loss_iou: 0.9682, d2.loss_cls: 0.6459, d2.loss_bbox: 0.5087, d2.loss_iou: 0.9464, d3.loss_cls: 0.6487, d3.loss_bbox: 0.4987, d3.loss_iou: 0.9349, d4.loss_cls: 0.6535, d4.loss_bbox: 0.4940, d4.loss_iou: 0.9289, dn_loss_cls: 0.2557, dn_loss_bbox: 0.9647, dn_loss_iou: 1.0567, d0.dn_loss_cls: 0.2593, d0.dn_loss_bbox: 1.0969, d0.dn_loss_iou: 1.1726, d1.dn_loss_cls: 0.2418, d1.dn_loss_bbox: 1.0101, d1.dn_loss_iou: 1.0992, d2.dn_loss_cls: 0.2343, d2.dn_loss_bbox: 0.9832, d2.dn_loss_iou: 1.0738, d3.dn_loss_cls: 0.2349, d3.dn_loss_bbox: 0.9686, d3.dn_loss_iou: 1.0602, d4.dn_loss_cls: 0.2410, d4.dn_loss_bbox: 0.9650, d4.dn_loss_iou: 1.0566, loss: 29.1350 2024-06-03 12:52:38,778 - mmdet - INFO - Epoch [1][500/3665] lr: 1.996e-04, eta: 4 days, 18:01:47, time: 9.160, data_time: 0.007, memory: 37233, interm_loss_cls: 0.6602, interm_loss_bbox: 0.5849, interm_loss_iou: 1.0081, loss_cls: 0.6444, loss_bbox: 0.4462, loss_iou: 0.8763, d0.loss_cls: 0.6406, d0.loss_bbox: 0.5268, d0.loss_iou: 0.9667, d1.loss_cls: 0.6227, d1.loss_bbox: 0.4759, d1.loss_iou: 0.9147, d2.loss_cls: 0.6228, d2.loss_bbox: 0.4600, d2.loss_iou: 0.8952, d3.loss_cls: 0.6264, d3.loss_bbox: 0.4528, d3.loss_iou: 0.8865, d4.loss_cls: 0.6355, d4.loss_bbox: 0.4488, d4.loss_iou: 0.8808, dn_loss_cls: 0.2334, dn_loss_bbox: 0.9138, dn_loss_iou: 1.0118, d0.dn_loss_cls: 0.2425, d0.dn_loss_bbox: 1.0521, d0.dn_loss_iou: 1.1432, d1.dn_loss_cls: 0.2244, d1.dn_loss_bbox: 0.9504, d1.dn_loss_iou: 1.0523, d2.dn_loss_cls: 0.2160, d2.dn_loss_bbox: 0.9260, d2.dn_loss_iou: 1.0258, d3.dn_loss_cls: 0.2160, d3.dn_loss_bbox: 0.9159, d3.dn_loss_iou: 1.0141, d4.dn_loss_cls: 0.2205, d4.dn_loss_bbox: 0.9139, d4.dn_loss_iou: 1.0117, loss: 27.5602 2024-06-03 13:00:35,709 - mmdet - INFO - Epoch [1][550/3665] lr: 2.000e-04, eta: 4 days, 18:00:20, time: 9.539, data_time: 0.007, memory: 37233, interm_loss_cls: 0.6621, interm_loss_bbox: 0.5624, interm_loss_iou: 0.9904, loss_cls: 0.6454, loss_bbox: 0.4350, loss_iou: 0.8637, d0.loss_cls: 0.6450, d0.loss_bbox: 0.5111, d0.loss_iou: 0.9483, d1.loss_cls: 0.6320, d1.loss_bbox: 0.4633, d1.loss_iou: 0.8958, d2.loss_cls: 0.6324, d2.loss_bbox: 0.4444, d2.loss_iou: 0.8781, d3.loss_cls: 0.6338, d3.loss_bbox: 0.4395, d3.loss_iou: 0.8714, d4.loss_cls: 0.6387, d4.loss_bbox: 0.4372, d4.loss_iou: 0.8661, dn_loss_cls: 0.2298, dn_loss_bbox: 0.8884, dn_loss_iou: 0.9855, d0.dn_loss_cls: 0.2406, d0.dn_loss_bbox: 1.0206, d0.dn_loss_iou: 1.1193, d1.dn_loss_cls: 0.2215, d1.dn_loss_bbox: 0.9214, d1.dn_loss_iou: 1.0279, d2.dn_loss_cls: 0.2132, d2.dn_loss_bbox: 0.8999, d2.dn_loss_iou: 1.0007, d3.dn_loss_cls: 0.2138, d3.dn_loss_bbox: 0.8904, d3.dn_loss_iou: 0.9884, d4.dn_loss_cls: 0.2188, d4.dn_loss_bbox: 0.8883, d4.dn_loss_iou: 0.9854, loss: 27.0497 2024-06-03 13:08:24,898 - mmdet - INFO - Epoch [1][600/3665] lr: 2.000e-04, eta: 4 days, 17:48:27, time: 9.384, data_time: 0.007, memory: 37234, interm_loss_cls: 0.6529, interm_loss_bbox: 0.5313, interm_loss_iou: 0.9476, loss_cls: 0.6363, loss_bbox: 0.4125, loss_iou: 0.8300, d0.loss_cls: 0.6401, d0.loss_bbox: 0.4841, d0.loss_iou: 0.9085, d1.loss_cls: 0.6208, d1.loss_bbox: 0.4397, d1.loss_iou: 0.8614, d2.loss_cls: 0.6197, d2.loss_bbox: 0.4234, d2.loss_iou: 0.8449, d3.loss_cls: 0.6209, d3.loss_bbox: 0.4190, d3.loss_iou: 0.8384, d4.loss_cls: 0.6269, d4.loss_bbox: 0.4155, d4.loss_iou: 0.8329, dn_loss_cls: 0.2187, dn_loss_bbox: 0.8804, dn_loss_iou: 0.9417, d0.dn_loss_cls: 0.2352, d0.dn_loss_bbox: 1.0217, d0.dn_loss_iou: 1.0846, d1.dn_loss_cls: 0.2120, d1.dn_loss_bbox: 0.9189, d1.dn_loss_iou: 0.9872, d2.dn_loss_cls: 0.2042, d2.dn_loss_bbox: 0.8929, d2.dn_loss_iou: 0.9579, d3.dn_loss_cls: 0.2028, d3.dn_loss_bbox: 0.8827, d3.dn_loss_iou: 0.9453, d4.dn_loss_cls: 0.2077, d4.dn_loss_bbox: 0.8805, d4.dn_loss_iou: 0.9413, loss: 26.2224 2024-06-03 13:16:14,482 - mmdet - INFO - Epoch [1][650/3665] lr: 2.000e-04, eta: 4 days, 17:37:38, time: 9.392, data_time: 0.008, memory: 37234, interm_loss_cls: 0.6335, interm_loss_bbox: 0.5128, interm_loss_iou: 0.9370, loss_cls: 0.5996, loss_bbox: 0.4014, loss_iou: 0.8233, d0.loss_cls: 0.6197, d0.loss_bbox: 0.4595, d0.loss_iou: 0.8923, d1.loss_cls: 0.6026, d1.loss_bbox: 0.4217, d1.loss_iou: 0.8487, d2.loss_cls: 0.5950, d2.loss_bbox: 0.4112, d2.loss_iou: 0.8368, d3.loss_cls: 0.5924, d3.loss_bbox: 0.4078, d3.loss_iou: 0.8325, d4.loss_cls: 0.5961, d4.loss_bbox: 0.4034, d4.loss_iou: 0.8277, dn_loss_cls: 0.1991, dn_loss_bbox: 0.8217, dn_loss_iou: 0.9193, d0.dn_loss_cls: 0.2229, d0.dn_loss_bbox: 0.9658, d0.dn_loss_iou: 1.0620, d1.dn_loss_cls: 0.1992, d1.dn_loss_bbox: 0.8631, d1.dn_loss_iou: 0.9661, d2.dn_loss_cls: 0.1903, d2.dn_loss_bbox: 0.8358, d2.dn_loss_iou: 0.9356, d3.dn_loss_cls: 0.1889, d3.dn_loss_bbox: 0.8245, d3.dn_loss_iou: 0.9223, d4.dn_loss_cls: 0.1905, d4.dn_loss_bbox: 0.8217, d4.dn_loss_iou: 0.9191, loss: 25.3028 2024-06-03 13:24:09,045 - mmdet - INFO - Epoch [1][700/3665] lr: 2.000e-04, eta: 4 days, 17:32:23, time: 9.491, data_time: 0.007, memory: 37234, interm_loss_cls: 0.6143, interm_loss_bbox: 0.4765, interm_loss_iou: 0.9112, loss_cls: 0.5856, loss_bbox: 0.3695, loss_iou: 0.7913, d0.loss_cls: 0.6029, d0.loss_bbox: 0.4243, d0.loss_iou: 0.8615, d1.loss_cls: 0.5838, d1.loss_bbox: 0.3856, d1.loss_iou: 0.8174, d2.loss_cls: 0.5739, d2.loss_bbox: 0.3797, d2.loss_iou: 0.8064, d3.loss_cls: 0.5743, d3.loss_bbox: 0.3751, d3.loss_iou: 0.8012, d4.loss_cls: 0.5795, d4.loss_bbox: 0.3719, d4.loss_iou: 0.7960, dn_loss_cls: 0.1923, dn_loss_bbox: 0.7811, dn_loss_iou: 0.8923, d0.dn_loss_cls: 0.2145, d0.dn_loss_bbox: 0.9226, d0.dn_loss_iou: 1.0421, d1.dn_loss_cls: 0.1906, d1.dn_loss_bbox: 0.8193, d1.dn_loss_iou: 0.9415, d2.dn_loss_cls: 0.1809, d2.dn_loss_bbox: 0.7925, d2.dn_loss_iou: 0.9098, d3.dn_loss_cls: 0.1794, d3.dn_loss_bbox: 0.7832, d3.dn_loss_iou: 0.8960, d4.dn_loss_cls: 0.1829, d4.dn_loss_bbox: 0.7810, d4.dn_loss_iou: 0.8921, loss: 24.2760 2024-06-03 13:31:58,611 - mmdet - INFO - Epoch [1][750/3665] lr: 2.000e-04, eta: 4 days, 17:21:58, time: 9.391, data_time: 0.007, memory: 37234, interm_loss_cls: 0.5931, interm_loss_bbox: 0.4595, interm_loss_iou: 0.8913, loss_cls: 0.5634, loss_bbox: 0.3531, loss_iou: 0.7741, d0.loss_cls: 0.5897, d0.loss_bbox: 0.4037, d0.loss_iou: 0.8428, d1.loss_cls: 0.5684, d1.loss_bbox: 0.3714, d1.loss_iou: 0.8028, d2.loss_cls: 0.5603, d2.loss_bbox: 0.3627, d2.loss_iou: 0.7909, d3.loss_cls: 0.5565, d3.loss_bbox: 0.3585, d3.loss_iou: 0.7844, d4.loss_cls: 0.5575, d4.loss_bbox: 0.3569, d4.loss_iou: 0.7792, dn_loss_cls: 0.1820, dn_loss_bbox: 0.7485, dn_loss_iou: 0.8755, d0.dn_loss_cls: 0.2080, d0.dn_loss_bbox: 0.8997, d0.dn_loss_iou: 1.0328, d1.dn_loss_cls: 0.1832, d1.dn_loss_bbox: 0.7903, d1.dn_loss_iou: 0.9270, d2.dn_loss_cls: 0.1744, d2.dn_loss_bbox: 0.7615, d2.dn_loss_iou: 0.8927, d3.dn_loss_cls: 0.1720, d3.dn_loss_bbox: 0.7508, d3.dn_loss_iou: 0.8796, d4.dn_loss_cls: 0.1737, d4.dn_loss_bbox: 0.7485, d4.dn_loss_iou: 0.8756, loss: 23.5959 2024-06-03 13:39:51,751 - mmdet - INFO - Epoch [1][800/3665] lr: 2.000e-04, eta: 4 days, 17:15:06, time: 9.463, data_time: 0.008, memory: 37234, interm_loss_cls: 0.5881, interm_loss_bbox: 0.4586, interm_loss_iou: 0.8621, loss_cls: 0.5545, loss_bbox: 0.3522, loss_iou: 0.7406, d0.loss_cls: 0.5900, d0.loss_bbox: 0.4009, d0.loss_iou: 0.8043, d1.loss_cls: 0.5624, d1.loss_bbox: 0.3663, d1.loss_iou: 0.7655, d2.loss_cls: 0.5525, d2.loss_bbox: 0.3591, d2.loss_iou: 0.7537, d3.loss_cls: 0.5469, d3.loss_bbox: 0.3566, d3.loss_iou: 0.7484, d4.loss_cls: 0.5497, d4.loss_bbox: 0.3544, d4.loss_iou: 0.7444, dn_loss_cls: 0.1730, dn_loss_bbox: 0.7663, dn_loss_iou: 0.8379, d0.dn_loss_cls: 0.2037, d0.dn_loss_bbox: 0.9268, d0.dn_loss_iou: 1.0015, d1.dn_loss_cls: 0.1766, d1.dn_loss_bbox: 0.8106, d1.dn_loss_iou: 0.8933, d2.dn_loss_cls: 0.1683, d2.dn_loss_bbox: 0.7793, d2.dn_loss_iou: 0.8571, d3.dn_loss_cls: 0.1648, d3.dn_loss_bbox: 0.7688, d3.dn_loss_iou: 0.8426, d4.dn_loss_cls: 0.1671, d4.dn_loss_bbox: 0.7664, d4.dn_loss_iou: 0.8380, loss: 23.1536 2024-06-03 13:47:43,688 - mmdet - INFO - Epoch [1][850/3665] lr: 2.000e-04, eta: 4 days, 17:07:06, time: 9.439, data_time: 0.008, memory: 37234, interm_loss_cls: 0.5682, interm_loss_bbox: 0.4312, interm_loss_iou: 0.8568, loss_cls: 0.5299, loss_bbox: 0.3343, loss_iou: 0.7419, d0.loss_cls: 0.5690, d0.loss_bbox: 0.3744, d0.loss_iou: 0.7982, d1.loss_cls: 0.5416, d1.loss_bbox: 0.3464, d1.loss_iou: 0.7643, d2.loss_cls: 0.5290, d2.loss_bbox: 0.3412, d2.loss_iou: 0.7570, d3.loss_cls: 0.5238, d3.loss_bbox: 0.3383, d3.loss_iou: 0.7522, d4.loss_cls: 0.5259, d4.loss_bbox: 0.3364, d4.loss_iou: 0.7469, dn_loss_cls: 0.1685, dn_loss_bbox: 0.7088, dn_loss_iou: 0.8290, d0.dn_loss_cls: 0.1979, d0.dn_loss_bbox: 0.8606, d0.dn_loss_iou: 0.9901, d1.dn_loss_cls: 0.1706, d1.dn_loss_bbox: 0.7524, d1.dn_loss_iou: 0.8848, d2.dn_loss_cls: 0.1612, d2.dn_loss_bbox: 0.7220, d2.dn_loss_iou: 0.8487, d3.dn_loss_cls: 0.1591, d3.dn_loss_bbox: 0.7114, d3.dn_loss_iou: 0.8338, d4.dn_loss_cls: 0.1621, d4.dn_loss_bbox: 0.7087, d4.dn_loss_iou: 0.8289, loss: 22.4052 2024-06-03 13:55:39,504 - mmdet - INFO - Epoch [1][900/3665] lr: 2.000e-04, eta: 4 days, 17:02:12, time: 9.516, data_time: 0.008, memory: 37234, interm_loss_cls: 0.5570, interm_loss_bbox: 0.4247, interm_loss_iou: 0.8389, loss_cls: 0.5248, loss_bbox: 0.3249, loss_iou: 0.7208, d0.loss_cls: 0.5620, d0.loss_bbox: 0.3663, d0.loss_iou: 0.7818, d1.loss_cls: 0.5330, d1.loss_bbox: 0.3399, d1.loss_iou: 0.7486, d2.loss_cls: 0.5208, d2.loss_bbox: 0.3328, d2.loss_iou: 0.7383, d3.loss_cls: 0.5166, d3.loss_bbox: 0.3307, d3.loss_iou: 0.7325, d4.loss_cls: 0.5210, d4.loss_bbox: 0.3275, d4.loss_iou: 0.7262, dn_loss_cls: 0.1624, dn_loss_bbox: 0.6793, dn_loss_iou: 0.8117, d0.dn_loss_cls: 0.1915, d0.dn_loss_bbox: 0.8442, d0.dn_loss_iou: 0.9872, d1.dn_loss_cls: 0.1649, d1.dn_loss_bbox: 0.7277, d1.dn_loss_iou: 0.8713, d2.dn_loss_cls: 0.1561, d2.dn_loss_bbox: 0.6933, d2.dn_loss_iou: 0.8319, d3.dn_loss_cls: 0.1538, d3.dn_loss_bbox: 0.6817, d3.dn_loss_iou: 0.8167, d4.dn_loss_cls: 0.1564, d4.dn_loss_bbox: 0.6791, d4.dn_loss_iou: 0.8117, loss: 21.8900 2024-06-03 14:03:31,652 - mmdet - INFO - Epoch [1][950/3665] lr: 2.000e-04, eta: 4 days, 16:54:13, time: 9.443, data_time: 0.007, memory: 37234, interm_loss_cls: 0.5468, interm_loss_bbox: 0.4126, interm_loss_iou: 0.8312, loss_cls: 0.5074, loss_bbox: 0.3157, loss_iou: 0.7145, d0.loss_cls: 0.5464, d0.loss_bbox: 0.3537, d0.loss_iou: 0.7695, d1.loss_cls: 0.5178, d1.loss_bbox: 0.3307, d1.loss_iou: 0.7413, d2.loss_cls: 0.5045, d2.loss_bbox: 0.3246, d2.loss_iou: 0.7317, d3.loss_cls: 0.5006, d3.loss_bbox: 0.3226, d3.loss_iou: 0.7261, d4.loss_cls: 0.5056, d4.loss_bbox: 0.3178, d4.loss_iou: 0.7183, dn_loss_cls: 0.1556, dn_loss_bbox: 0.6682, dn_loss_iou: 0.7812, d0.dn_loss_cls: 0.1865, d0.dn_loss_bbox: 0.8305, d0.dn_loss_iou: 0.9523, d1.dn_loss_cls: 0.1591, d1.dn_loss_bbox: 0.7166, d1.dn_loss_iou: 0.8388, d2.dn_loss_cls: 0.1507, d2.dn_loss_bbox: 0.6820, d2.dn_loss_iou: 0.8007, d3.dn_loss_cls: 0.1478, d3.dn_loss_bbox: 0.6712, d3.dn_loss_iou: 0.7859, d4.dn_loss_cls: 0.1505, d4.dn_loss_bbox: 0.6681, d4.dn_loss_iou: 0.7811, loss: 21.3665 2024-06-03 14:11:21,416 - mmdet - INFO - Exp name: dino_4scale_internvit_h6b_1024_768_fpn_1x_coco_bs32_ms.py 2024-06-03 14:11:21,417 - mmdet - INFO - Epoch [1][1000/3665] lr: 2.000e-04, eta: 4 days, 16:44:32, time: 9.395, data_time: 0.007, memory: 37234, interm_loss_cls: 0.5302, interm_loss_bbox: 0.4046, interm_loss_iou: 0.8213, loss_cls: 0.5002, loss_bbox: 0.3154, loss_iou: 0.7080, d0.loss_cls: 0.5376, d0.loss_bbox: 0.3558, d0.loss_iou: 0.7687, d1.loss_cls: 0.5094, d1.loss_bbox: 0.3319, d1.loss_iou: 0.7381, d2.loss_cls: 0.4967, d2.loss_bbox: 0.3246, d2.loss_iou: 0.7264, d3.loss_cls: 0.4915, d3.loss_bbox: 0.3220, d3.loss_iou: 0.7189, d4.loss_cls: 0.4948, d4.loss_bbox: 0.3192, d4.loss_iou: 0.7129, dn_loss_cls: 0.1487, dn_loss_bbox: 0.6659, dn_loss_iou: 0.7717, d0.dn_loss_cls: 0.1805, d0.dn_loss_bbox: 0.8302, d0.dn_loss_iou: 0.9458, d1.dn_loss_cls: 0.1529, d1.dn_loss_bbox: 0.7170, d1.dn_loss_iou: 0.8317, d2.dn_loss_cls: 0.1446, d2.dn_loss_bbox: 0.6811, d2.dn_loss_iou: 0.7930, d3.dn_loss_cls: 0.1415, d3.dn_loss_bbox: 0.6691, d3.dn_loss_iou: 0.7771, d4.dn_loss_cls: 0.1431, d4.dn_loss_bbox: 0.6657, d4.dn_loss_iou: 0.7716, loss: 21.1594 2024-06-03 14:19:06,371 - mmdet - INFO - Epoch [1][1050/3665] lr: 2.000e-04, eta: 4 days, 16:31:45, time: 9.299, data_time: 0.007, memory: 37234, interm_loss_cls: 0.5299, interm_loss_bbox: 0.4018, interm_loss_iou: 0.8083, loss_cls: 0.4965, loss_bbox: 0.3103, loss_iou: 0.6969, d0.loss_cls: 0.5405, d0.loss_bbox: 0.3458, d0.loss_iou: 0.7488, d1.loss_cls: 0.5067, d1.loss_bbox: 0.3283, d1.loss_iou: 0.7264, d2.loss_cls: 0.4941, d2.loss_bbox: 0.3195, d2.loss_iou: 0.7165, d3.loss_cls: 0.4904, d3.loss_bbox: 0.3164, d3.loss_iou: 0.7085, d4.loss_cls: 0.4931, d4.loss_bbox: 0.3129, d4.loss_iou: 0.7020, dn_loss_cls: 0.1467, dn_loss_bbox: 0.6563, dn_loss_iou: 0.7645, d0.dn_loss_cls: 0.1763, d0.dn_loss_bbox: 0.8267, d0.dn_loss_iou: 0.9402, d1.dn_loss_cls: 0.1505, d1.dn_loss_bbox: 0.7092, d1.dn_loss_iou: 0.8262, d2.dn_loss_cls: 0.1422, d2.dn_loss_bbox: 0.6733, d2.dn_loss_iou: 0.7860, d3.dn_loss_cls: 0.1407, d3.dn_loss_bbox: 0.6605, d3.dn_loss_iou: 0.7703, d4.dn_loss_cls: 0.1424, d4.dn_loss_bbox: 0.6563, d4.dn_loss_iou: 0.7644, loss: 20.9262 2024-06-03 14:27:02,056 - mmdet - INFO - Epoch [1][1100/3665] lr: 2.000e-04, eta: 4 days, 16:26:24, time: 9.514, data_time: 0.007, memory: 37234, interm_loss_cls: 0.5059, interm_loss_bbox: 0.3812, interm_loss_iou: 0.8030, loss_cls: 0.4864, loss_bbox: 0.2905, loss_iou: 0.6876, d0.loss_cls: 0.5253, d0.loss_bbox: 0.3294, d0.loss_iou: 0.7400, d1.loss_cls: 0.4941, d1.loss_bbox: 0.3085, d1.loss_iou: 0.7136, d2.loss_cls: 0.4825, d2.loss_bbox: 0.3007, d2.loss_iou: 0.7057, d3.loss_cls: 0.4799, d3.loss_bbox: 0.2964, d3.loss_iou: 0.6990, d4.loss_cls: 0.4825, d4.loss_bbox: 0.2927, d4.loss_iou: 0.6930, dn_loss_cls: 0.1432, dn_loss_bbox: 0.5996, dn_loss_iou: 0.7498, d0.dn_loss_cls: 0.1746, d0.dn_loss_bbox: 0.7634, d0.dn_loss_iou: 0.9242, d1.dn_loss_cls: 0.1482, d1.dn_loss_bbox: 0.6472, d1.dn_loss_iou: 0.8086, d2.dn_loss_cls: 0.1405, d2.dn_loss_bbox: 0.6136, d2.dn_loss_iou: 0.7695, d3.dn_loss_cls: 0.1381, d3.dn_loss_bbox: 0.6025, d3.dn_loss_iou: 0.7547, d4.dn_loss_cls: 0.1390, d4.dn_loss_bbox: 0.5995, d4.dn_loss_iou: 0.7497, loss: 20.1639 2024-06-03 14:34:59,845 - mmdet - INFO - Epoch [1][1150/3665] lr: 2.000e-04, eta: 4 days, 16:22:07, time: 9.556, data_time: 0.008, memory: 37234, interm_loss_cls: 0.5117, interm_loss_bbox: 0.3947, interm_loss_iou: 0.7881, loss_cls: 0.4876, loss_bbox: 0.3032, loss_iou: 0.6734, d0.loss_cls: 0.5270, d0.loss_bbox: 0.3409, d0.loss_iou: 0.7286, d1.loss_cls: 0.4952, d1.loss_bbox: 0.3225, d1.loss_iou: 0.7035, d2.loss_cls: 0.4831, d2.loss_bbox: 0.3149, d2.loss_iou: 0.6944, d3.loss_cls: 0.4821, d3.loss_bbox: 0.3082, d3.loss_iou: 0.6859, d4.loss_cls: 0.4834, d4.loss_bbox: 0.3058, d4.loss_iou: 0.6791, dn_loss_cls: 0.1411, dn_loss_bbox: 0.6385, dn_loss_iou: 0.7368, d0.dn_loss_cls: 0.1749, d0.dn_loss_bbox: 0.8096, d0.dn_loss_iou: 0.9164, d1.dn_loss_cls: 0.1468, d1.dn_loss_bbox: 0.6910, d1.dn_loss_iou: 0.8004, d2.dn_loss_cls: 0.1389, d2.dn_loss_bbox: 0.6542, d2.dn_loss_iou: 0.7593, d3.dn_loss_cls: 0.1357, d3.dn_loss_bbox: 0.6416, d3.dn_loss_iou: 0.7426, d4.dn_loss_cls: 0.1369, d4.dn_loss_bbox: 0.6384, d4.dn_loss_iou: 0.7367, loss: 20.3531 2024-06-03 14:42:53,279 - mmdet - INFO - Epoch [1][1200/3665] lr: 2.000e-04, eta: 4 days, 16:14:57, time: 9.469, data_time: 0.008, memory: 37234, interm_loss_cls: 0.5016, interm_loss_bbox: 0.3915, interm_loss_iou: 0.7849, loss_cls: 0.4755, loss_bbox: 0.2967, loss_iou: 0.6662, d0.loss_cls: 0.5181, d0.loss_bbox: 0.3337, d0.loss_iou: 0.7199, d1.loss_cls: 0.4860, d1.loss_bbox: 0.3147, d1.loss_iou: 0.6941, d2.loss_cls: 0.4718, d2.loss_bbox: 0.3081, d2.loss_iou: 0.6862, d3.loss_cls: 0.4695, d3.loss_bbox: 0.3031, d3.loss_iou: 0.6775, d4.loss_cls: 0.4730, d4.loss_bbox: 0.2985, d4.loss_iou: 0.6703, dn_loss_cls: 0.1345, dn_loss_bbox: 0.6019, dn_loss_iou: 0.7274, d0.dn_loss_cls: 0.1659, d0.dn_loss_bbox: 0.7738, d0.dn_loss_iou: 0.9054, d1.dn_loss_cls: 0.1393, d1.dn_loss_bbox: 0.6534, d1.dn_loss_iou: 0.7886, d2.dn_loss_cls: 0.1315, d2.dn_loss_bbox: 0.6172, d2.dn_loss_iou: 0.7478, d3.dn_loss_cls: 0.1289, d3.dn_loss_bbox: 0.6053, d3.dn_loss_iou: 0.7333, d4.dn_loss_cls: 0.1303, d4.dn_loss_bbox: 0.6019, d4.dn_loss_iou: 0.7273, loss: 19.8548 2024-06-03 14:50:49,421 - mmdet - INFO - Epoch [1][1250/3665] lr: 2.000e-04, eta: 4 days, 16:09:17, time: 9.523, data_time: 0.008, memory: 37234, interm_loss_cls: 0.4908, interm_loss_bbox: 0.3781, interm_loss_iou: 0.7621, loss_cls: 0.4727, loss_bbox: 0.2819, loss_iou: 0.6428, d0.loss_cls: 0.5112, d0.loss_bbox: 0.3219, d0.loss_iou: 0.6986, d1.loss_cls: 0.4804, d1.loss_bbox: 0.3027, d1.loss_iou: 0.6742, d2.loss_cls: 0.4698, d2.loss_bbox: 0.2927, d2.loss_iou: 0.6623, d3.loss_cls: 0.4658, d3.loss_bbox: 0.2879, d3.loss_iou: 0.6546, d4.loss_cls: 0.4699, d4.loss_bbox: 0.2835, d4.loss_iou: 0.6468, dn_loss_cls: 0.1355, dn_loss_bbox: 0.5951, dn_loss_iou: 0.7181, d0.dn_loss_cls: 0.1664, d0.dn_loss_bbox: 0.7613, d0.dn_loss_iou: 0.8935, d1.dn_loss_cls: 0.1407, d1.dn_loss_bbox: 0.6453, d1.dn_loss_iou: 0.7784, d2.dn_loss_cls: 0.1329, d2.dn_loss_bbox: 0.6109, d2.dn_loss_iou: 0.7388, d3.dn_loss_cls: 0.1300, d3.dn_loss_bbox: 0.5988, d3.dn_loss_iou: 0.7234, d4.dn_loss_cls: 0.1315, d4.dn_loss_bbox: 0.5952, d4.dn_loss_iou: 0.7181, loss: 19.4647 2024-06-03 14:58:41,614 - mmdet - INFO - Epoch [1][1300/3665] lr: 2.000e-04, eta: 4 days, 16:01:16, time: 9.444, data_time: 0.008, memory: 37234, interm_loss_cls: 0.4865, interm_loss_bbox: 0.3689, interm_loss_iou: 0.7683, loss_cls: 0.4637, loss_bbox: 0.2856, loss_iou: 0.6637, d0.loss_cls: 0.4993, d0.loss_bbox: 0.3198, d0.loss_iou: 0.7115, d1.loss_cls: 0.4717, d1.loss_bbox: 0.3019, d1.loss_iou: 0.6908, d2.loss_cls: 0.4600, d2.loss_bbox: 0.2948, d2.loss_iou: 0.6829, d3.loss_cls: 0.4570, d3.loss_bbox: 0.2911, d3.loss_iou: 0.6753, d4.loss_cls: 0.4594, d4.loss_bbox: 0.2879, d4.loss_iou: 0.6686, dn_loss_cls: 0.1304, dn_loss_bbox: 0.5938, dn_loss_iou: 0.7133, d0.dn_loss_cls: 0.1642, d0.dn_loss_bbox: 0.7545, d0.dn_loss_iou: 0.8886, d1.dn_loss_cls: 0.1371, d1.dn_loss_bbox: 0.6416, d1.dn_loss_iou: 0.7739, d2.dn_loss_cls: 0.1294, d2.dn_loss_bbox: 0.6084, d2.dn_loss_iou: 0.7342, d3.dn_loss_cls: 0.1256, d3.dn_loss_bbox: 0.5968, d3.dn_loss_iou: 0.7192, d4.dn_loss_cls: 0.1264, d4.dn_loss_bbox: 0.5938, d4.dn_loss_iou: 0.7132, loss: 19.4533 2024-06-03 15:06:32,361 - mmdet - INFO - Epoch [1][1350/3665] lr: 2.000e-04, eta: 4 days, 15:52:30, time: 9.415, data_time: 0.008, memory: 37234, interm_loss_cls: 0.4773, interm_loss_bbox: 0.3635, interm_loss_iou: 0.7682, loss_cls: 0.4614, loss_bbox: 0.2796, loss_iou: 0.6546, d0.loss_cls: 0.4963, d0.loss_bbox: 0.3166, d0.loss_iou: 0.7100, d1.loss_cls: 0.4662, d1.loss_bbox: 0.2985, d1.loss_iou: 0.6871, d2.loss_cls: 0.4560, d2.loss_bbox: 0.2907, d2.loss_iou: 0.6752, d3.loss_cls: 0.4551, d3.loss_bbox: 0.2870, d3.loss_iou: 0.6662, d4.loss_cls: 0.4572, d4.loss_bbox: 0.2820, d4.loss_iou: 0.6593, dn_loss_cls: 0.1273, dn_loss_bbox: 0.5788, dn_loss_iou: 0.7053, d0.dn_loss_cls: 0.1595, d0.dn_loss_bbox: 0.7447, d0.dn_loss_iou: 0.8828, d1.dn_loss_cls: 0.1330, d1.dn_loss_bbox: 0.6277, d1.dn_loss_iou: 0.7655, d2.dn_loss_cls: 0.1255, d2.dn_loss_bbox: 0.5948, d2.dn_loss_iou: 0.7262, d3.dn_loss_cls: 0.1228, d3.dn_loss_bbox: 0.5823, d3.dn_loss_iou: 0.7109, d4.dn_loss_cls: 0.1235, d4.dn_loss_bbox: 0.5788, d4.dn_loss_iou: 0.7052, loss: 19.2027 2024-06-03 15:14:25,602 - mmdet - INFO - Epoch [1][1400/3665] lr: 2.000e-04, eta: 4 days, 15:45:03, time: 9.465, data_time: 0.007, memory: 37234, interm_loss_cls: 0.4787, interm_loss_bbox: 0.3727, interm_loss_iou: 0.7593, loss_cls: 0.4560, loss_bbox: 0.2873, loss_iou: 0.6457, d0.loss_cls: 0.4876, d0.loss_bbox: 0.3258, d0.loss_iou: 0.7019, d1.loss_cls: 0.4619, d1.loss_bbox: 0.3081, d1.loss_iou: 0.6789, d2.loss_cls: 0.4521, d2.loss_bbox: 0.3001, d2.loss_iou: 0.6674, d3.loss_cls: 0.4493, d3.loss_bbox: 0.2945, d3.loss_iou: 0.6585, d4.loss_cls: 0.4516, d4.loss_bbox: 0.2907, d4.loss_iou: 0.6508, dn_loss_cls: 0.1276, dn_loss_bbox: 0.5872, dn_loss_iou: 0.6906, d0.dn_loss_cls: 0.1589, d0.dn_loss_bbox: 0.7550, d0.dn_loss_iou: 0.8630, d1.dn_loss_cls: 0.1330, d1.dn_loss_bbox: 0.6358, d1.dn_loss_iou: 0.7474, d2.dn_loss_cls: 0.1262, d2.dn_loss_bbox: 0.6018, d2.dn_loss_iou: 0.7099, d3.dn_loss_cls: 0.1232, d3.dn_loss_bbox: 0.5909, d3.dn_loss_iou: 0.6959, d4.dn_loss_cls: 0.1240, d4.dn_loss_bbox: 0.5873, d4.dn_loss_iou: 0.6905, loss: 19.1272 2024-06-03 15:22:13,013 - mmdet - INFO - Epoch [1][1450/3665] lr: 2.000e-04, eta: 4 days, 15:34:44, time: 9.348, data_time: 0.008, memory: 37234, interm_loss_cls: 0.4682, interm_loss_bbox: 0.3620, interm_loss_iou: 0.7587, loss_cls: 0.4514, loss_bbox: 0.2821, loss_iou: 0.6538, d0.loss_cls: 0.4852, d0.loss_bbox: 0.3153, d0.loss_iou: 0.7004, d1.loss_cls: 0.4593, d1.loss_bbox: 0.2979, d1.loss_iou: 0.6785, d2.loss_cls: 0.4479, d2.loss_bbox: 0.2930, d2.loss_iou: 0.6705, d3.loss_cls: 0.4456, d3.loss_bbox: 0.2869, d3.loss_iou: 0.6634, d4.loss_cls: 0.4483, d4.loss_bbox: 0.2837, d4.loss_iou: 0.6583, dn_loss_cls: 0.1273, dn_loss_bbox: 0.5748, dn_loss_iou: 0.7040, d0.dn_loss_cls: 0.1585, d0.dn_loss_bbox: 0.7349, d0.dn_loss_iou: 0.8706, d1.dn_loss_cls: 0.1329, d1.dn_loss_bbox: 0.6204, d1.dn_loss_iou: 0.7583, d2.dn_loss_cls: 0.1258, d2.dn_loss_bbox: 0.5896, d2.dn_loss_iou: 0.7230, d3.dn_loss_cls: 0.1230, d3.dn_loss_bbox: 0.5783, d3.dn_loss_iou: 0.7090, d4.dn_loss_cls: 0.1242, d4.dn_loss_bbox: 0.5748, d4.dn_loss_iou: 0.7039, loss: 19.0437 2024-06-03 15:30:05,002 - mmdet - INFO - Epoch [1][1500/3665] lr: 2.000e-04, eta: 4 days, 15:26:45, time: 9.440, data_time: 0.008, memory: 37234, interm_loss_cls: 0.4665, interm_loss_bbox: 0.3589, interm_loss_iou: 0.7382, loss_cls: 0.4439, loss_bbox: 0.2728, loss_iou: 0.6278, d0.loss_cls: 0.4765, d0.loss_bbox: 0.3116, d0.loss_iou: 0.6824, d1.loss_cls: 0.4532, d1.loss_bbox: 0.2895, d1.loss_iou: 0.6564, d2.loss_cls: 0.4421, d2.loss_bbox: 0.2825, d2.loss_iou: 0.6461, d3.loss_cls: 0.4393, d3.loss_bbox: 0.2779, d3.loss_iou: 0.6382, d4.loss_cls: 0.4406, d4.loss_bbox: 0.2745, d4.loss_iou: 0.6322, dn_loss_cls: 0.1238, dn_loss_bbox: 0.5735, dn_loss_iou: 0.6751, d0.dn_loss_cls: 0.1546, d0.dn_loss_bbox: 0.7412, d0.dn_loss_iou: 0.8502, d1.dn_loss_cls: 0.1293, d1.dn_loss_bbox: 0.6216, d1.dn_loss_iou: 0.7329, d2.dn_loss_cls: 0.1223, d2.dn_loss_bbox: 0.5878, d2.dn_loss_iou: 0.6947, d3.dn_loss_cls: 0.1192, d3.dn_loss_bbox: 0.5768, d3.dn_loss_iou: 0.6803, d4.dn_loss_cls: 0.1201, d4.dn_loss_bbox: 0.5735, d4.dn_loss_iou: 0.6750, loss: 18.6032 2024-06-03 15:37:57,962 - mmdet - INFO - Epoch [1][1550/3665] lr: 2.000e-04, eta: 4 days, 15:19:13, time: 9.459, data_time: 0.007, memory: 37234, interm_loss_cls: 0.4620, interm_loss_bbox: 0.3583, interm_loss_iou: 0.7270, loss_cls: 0.4463, loss_bbox: 0.2740, loss_iou: 0.6164, d0.loss_cls: 0.4800, d0.loss_bbox: 0.3134, d0.loss_iou: 0.6704, d1.loss_cls: 0.4564, d1.loss_bbox: 0.2916, d1.loss_iou: 0.6446, d2.loss_cls: 0.4463, d2.loss_bbox: 0.2832, d2.loss_iou: 0.6340, d3.loss_cls: 0.4422, d3.loss_bbox: 0.2792, d3.loss_iou: 0.6258, d4.loss_cls: 0.4424, d4.loss_bbox: 0.2758, d4.loss_iou: 0.6200, dn_loss_cls: 0.1203, dn_loss_bbox: 0.5670, dn_loss_iou: 0.6613, d0.dn_loss_cls: 0.1526, d0.dn_loss_bbox: 0.7323, d0.dn_loss_iou: 0.8393, d1.dn_loss_cls: 0.1270, d1.dn_loss_bbox: 0.6131, d1.dn_loss_iou: 0.7199, d2.dn_loss_cls: 0.1206, d2.dn_loss_bbox: 0.5811, d2.dn_loss_iou: 0.6811, d3.dn_loss_cls: 0.1169, d3.dn_loss_bbox: 0.5701, d3.dn_loss_iou: 0.6667, d4.dn_loss_cls: 0.1174, d4.dn_loss_bbox: 0.5670, d4.dn_loss_iou: 0.6612, loss: 18.4041 2024-06-03 15:45:50,898 - mmdet - INFO - Epoch [1][1600/3665] lr: 2.000e-04, eta: 4 days, 15:11:39, time: 9.459, data_time: 0.007, memory: 37234, interm_loss_cls: 0.4477, interm_loss_bbox: 0.3436, interm_loss_iou: 0.7389, loss_cls: 0.4311, loss_bbox: 0.2663, loss_iou: 0.6378, d0.loss_cls: 0.4667, d0.loss_bbox: 0.3012, d0.loss_iou: 0.6839, d1.loss_cls: 0.4415, d1.loss_bbox: 0.2826, d1.loss_iou: 0.6643, d2.loss_cls: 0.4321, d2.loss_bbox: 0.2751, d2.loss_iou: 0.6549, d3.loss_cls: 0.4282, d3.loss_bbox: 0.2714, d3.loss_iou: 0.6478, d4.loss_cls: 0.4289, d4.loss_bbox: 0.2683, d4.loss_iou: 0.6421, dn_loss_cls: 0.1160, dn_loss_bbox: 0.5431, dn_loss_iou: 0.6686, d0.dn_loss_cls: 0.1499, d0.dn_loss_bbox: 0.7116, d0.dn_loss_iou: 0.8420, d1.dn_loss_cls: 0.1256, d1.dn_loss_bbox: 0.5905, d1.dn_loss_iou: 0.7253, d2.dn_loss_cls: 0.1181, d2.dn_loss_bbox: 0.5574, d2.dn_loss_iou: 0.6876, d3.dn_loss_cls: 0.1135, d3.dn_loss_bbox: 0.5463, d3.dn_loss_iou: 0.6735, d4.dn_loss_cls: 0.1138, d4.dn_loss_bbox: 0.5431, d4.dn_loss_iou: 0.6685, loss: 18.2490 2024-06-03 15:53:48,793 - mmdet - INFO - Epoch [1][1650/3665] lr: 2.000e-04, eta: 4 days, 15:06:11, time: 9.558, data_time: 0.008, memory: 37234, interm_loss_cls: 0.4461, interm_loss_bbox: 0.3371, interm_loss_iou: 0.7320, loss_cls: 0.4348, loss_bbox: 0.2621, loss_iou: 0.6259, d0.loss_cls: 0.4640, d0.loss_bbox: 0.2953, d0.loss_iou: 0.6770, d1.loss_cls: 0.4426, d1.loss_bbox: 0.2779, d1.loss_iou: 0.6548, d2.loss_cls: 0.4312, d2.loss_bbox: 0.2723, d2.loss_iou: 0.6446, d3.loss_cls: 0.4302, d3.loss_bbox: 0.2671, d3.loss_iou: 0.6364, d4.loss_cls: 0.4301, d4.loss_bbox: 0.2645, d4.loss_iou: 0.6318, dn_loss_cls: 0.1155, dn_loss_bbox: 0.5381, dn_loss_iou: 0.6852, d0.dn_loss_cls: 0.1480, d0.dn_loss_bbox: 0.6890, d0.dn_loss_iou: 0.8522, d1.dn_loss_cls: 0.1237, d1.dn_loss_bbox: 0.5808, d1.dn_loss_iou: 0.7406, d2.dn_loss_cls: 0.1164, d2.dn_loss_bbox: 0.5508, d2.dn_loss_iou: 0.7034, d3.dn_loss_cls: 0.1129, d3.dn_loss_bbox: 0.5405, d3.dn_loss_iou: 0.6899, d4.dn_loss_cls: 0.1131, d4.dn_loss_bbox: 0.5381, d4.dn_loss_iou: 0.6851, loss: 18.1807 2024-06-03 16:01:41,696 - mmdet - INFO - Epoch [1][1700/3665] lr: 2.000e-04, eta: 4 days, 14:58:30, time: 9.458, data_time: 0.008, memory: 37234, interm_loss_cls: 0.4424, interm_loss_bbox: 0.3454, interm_loss_iou: 0.7177, loss_cls: 0.4186, loss_bbox: 0.2635, loss_iou: 0.6086, d0.loss_cls: 0.4569, d0.loss_bbox: 0.3016, d0.loss_iou: 0.6549, d1.loss_cls: 0.4312, d1.loss_bbox: 0.2823, d1.loss_iou: 0.6361, d2.loss_cls: 0.4204, d2.loss_bbox: 0.2739, d2.loss_iou: 0.6255, d3.loss_cls: 0.4156, d3.loss_bbox: 0.2695, d3.loss_iou: 0.6195, d4.loss_cls: 0.4161, d4.loss_bbox: 0.2657, d4.loss_iou: 0.6127, dn_loss_cls: 0.1105, dn_loss_bbox: 0.5428, dn_loss_iou: 0.6614, d0.dn_loss_cls: 0.1439, d0.dn_loss_bbox: 0.7036, d0.dn_loss_iou: 0.8273, d1.dn_loss_cls: 0.1198, d1.dn_loss_bbox: 0.5887, d1.dn_loss_iou: 0.7150, d2.dn_loss_cls: 0.1128, d2.dn_loss_bbox: 0.5570, d2.dn_loss_iou: 0.6796, d3.dn_loss_cls: 0.1087, d3.dn_loss_bbox: 0.5460, d3.dn_loss_iou: 0.6661, d4.dn_loss_cls: 0.1085, d4.dn_loss_bbox: 0.5429, d4.dn_loss_iou: 0.6612, loss: 17.8743 2024-06-03 16:09:37,966 - mmdet - INFO - Epoch [1][1750/3665] lr: 2.000e-04, eta: 4 days, 14:52:09, time: 9.525, data_time: 0.008, memory: 37234, interm_loss_cls: 0.4360, interm_loss_bbox: 0.3385, interm_loss_iou: 0.7163, loss_cls: 0.4149, loss_bbox: 0.2637, loss_iou: 0.6124, d0.loss_cls: 0.4504, d0.loss_bbox: 0.3002, d0.loss_iou: 0.6621, d1.loss_cls: 0.4263, d1.loss_bbox: 0.2811, d1.loss_iou: 0.6391, d2.loss_cls: 0.4155, d2.loss_bbox: 0.2733, d2.loss_iou: 0.6293, d3.loss_cls: 0.4119, d3.loss_bbox: 0.2683, d3.loss_iou: 0.6228, d4.loss_cls: 0.4108, d4.loss_bbox: 0.2669, d4.loss_iou: 0.6175, dn_loss_cls: 0.1085, dn_loss_bbox: 0.5231, dn_loss_iou: 0.6557, d0.dn_loss_cls: 0.1419, d0.dn_loss_bbox: 0.6845, d0.dn_loss_iou: 0.8279, d1.dn_loss_cls: 0.1177, d1.dn_loss_bbox: 0.5694, d1.dn_loss_iou: 0.7116, d2.dn_loss_cls: 0.1100, d2.dn_loss_bbox: 0.5375, d2.dn_loss_iou: 0.6741, d3.dn_loss_cls: 0.1059, d3.dn_loss_bbox: 0.5263, d3.dn_loss_iou: 0.6608, d4.dn_loss_cls: 0.1061, d4.dn_loss_bbox: 0.5231, d4.dn_loss_iou: 0.6556, loss: 17.6970 2024-06-03 16:17:36,929 - mmdet - INFO - Epoch [1][1800/3665] lr: 2.000e-04, eta: 4 days, 14:46:47, time: 9.579, data_time: 0.007, memory: 37234, interm_loss_cls: 0.4320, interm_loss_bbox: 0.3342, interm_loss_iou: 0.7055, loss_cls: 0.4117, loss_bbox: 0.2568, loss_iou: 0.6033, d0.loss_cls: 0.4454, d0.loss_bbox: 0.2953, d0.loss_iou: 0.6529, d1.loss_cls: 0.4183, d1.loss_bbox: 0.2744, d1.loss_iou: 0.6283, d2.loss_cls: 0.4096, d2.loss_bbox: 0.2665, d2.loss_iou: 0.6191, d3.loss_cls: 0.4065, d3.loss_bbox: 0.2616, d3.loss_iou: 0.6136, d4.loss_cls: 0.4085, d4.loss_bbox: 0.2582, d4.loss_iou: 0.6078, dn_loss_cls: 0.1084, dn_loss_bbox: 0.5270, dn_loss_iou: 0.6484, d0.dn_loss_cls: 0.1415, d0.dn_loss_bbox: 0.6866, d0.dn_loss_iou: 0.8219, d1.dn_loss_cls: 0.1176, d1.dn_loss_bbox: 0.5703, d1.dn_loss_iou: 0.7029, d2.dn_loss_cls: 0.1102, d2.dn_loss_bbox: 0.5406, d2.dn_loss_iou: 0.6670, d3.dn_loss_cls: 0.1063, d3.dn_loss_bbox: 0.5300, d3.dn_loss_iou: 0.6531, d4.dn_loss_cls: 0.1060, d4.dn_loss_bbox: 0.5270, d4.dn_loss_iou: 0.6483, loss: 17.5228 2024-06-03 16:25:28,852 - mmdet - INFO - Epoch [1][1850/3665] lr: 2.000e-04, eta: 4 days, 14:38:35, time: 9.438, data_time: 0.007, memory: 37234, interm_loss_cls: 0.4397, interm_loss_bbox: 0.3466, interm_loss_iou: 0.7127, loss_cls: 0.4219, loss_bbox: 0.2621, loss_iou: 0.6021, d0.loss_cls: 0.4556, d0.loss_bbox: 0.2964, d0.loss_iou: 0.6524, d1.loss_cls: 0.4329, d1.loss_bbox: 0.2771, d1.loss_iou: 0.6276, d2.loss_cls: 0.4219, d2.loss_bbox: 0.2712, d2.loss_iou: 0.6188, d3.loss_cls: 0.4188, d3.loss_bbox: 0.2666, d3.loss_iou: 0.6121, d4.loss_cls: 0.4184, d4.loss_bbox: 0.2638, d4.loss_iou: 0.6064, dn_loss_cls: 0.1119, dn_loss_bbox: 0.5264, dn_loss_iou: 0.6364, d0.dn_loss_cls: 0.1433, d0.dn_loss_bbox: 0.6924, d0.dn_loss_iou: 0.8138, d1.dn_loss_cls: 0.1192, d1.dn_loss_bbox: 0.5772, d1.dn_loss_iou: 0.6946, d2.dn_loss_cls: 0.1114, d2.dn_loss_bbox: 0.5423, d2.dn_loss_iou: 0.6557, d3.dn_loss_cls: 0.1081, d3.dn_loss_bbox: 0.5303, d3.dn_loss_iou: 0.6417, d4.dn_loss_cls: 0.1089, d4.dn_loss_bbox: 0.5265, d4.dn_loss_iou: 0.6363, loss: 17.6014 2024-06-03 16:33:18,572 - mmdet - INFO - Epoch [1][1900/3665] lr: 2.000e-04, eta: 4 days, 14:29:36, time: 9.394, data_time: 0.007, memory: 37234, interm_loss_cls: 0.4267, interm_loss_bbox: 0.3399, interm_loss_iou: 0.6991, loss_cls: 0.4044, loss_bbox: 0.2578, loss_iou: 0.5899, d0.loss_cls: 0.4445, d0.loss_bbox: 0.2901, d0.loss_iou: 0.6330, d1.loss_cls: 0.4197, d1.loss_bbox: 0.2709, d1.loss_iou: 0.6122, d2.loss_cls: 0.4073, d2.loss_bbox: 0.2638, d2.loss_iou: 0.6038, d3.loss_cls: 0.4028, d3.loss_bbox: 0.2609, d3.loss_iou: 0.5983, d4.loss_cls: 0.4020, d4.loss_bbox: 0.2591, d4.loss_iou: 0.5936, dn_loss_cls: 0.1039, dn_loss_bbox: 0.5202, dn_loss_iou: 0.6242, d0.dn_loss_cls: 0.1390, d0.dn_loss_bbox: 0.6884, d0.dn_loss_iou: 0.8026, d1.dn_loss_cls: 0.1139, d1.dn_loss_bbox: 0.5686, d1.dn_loss_iou: 0.6811, d2.dn_loss_cls: 0.1059, d2.dn_loss_bbox: 0.5352, d2.dn_loss_iou: 0.6430, d3.dn_loss_cls: 0.1013, d3.dn_loss_bbox: 0.5238, d3.dn_loss_iou: 0.6296, d4.dn_loss_cls: 0.1011, d4.dn_loss_bbox: 0.5202, d4.dn_loss_iou: 0.6242, loss: 17.2057 2024-06-03 16:41:10,302 - mmdet - INFO - Epoch [1][1950/3665] lr: 2.000e-04, eta: 4 days, 14:21:24, time: 9.435, data_time: 0.008, memory: 37236, interm_loss_cls: 0.4160, interm_loss_bbox: 0.3350, interm_loss_iou: 0.6905, loss_cls: 0.3968, loss_bbox: 0.2582, loss_iou: 0.5837, d0.loss_cls: 0.4354, d0.loss_bbox: 0.2907, d0.loss_iou: 0.6295, d1.loss_cls: 0.4114, d1.loss_bbox: 0.2730, d1.loss_iou: 0.6068, d2.loss_cls: 0.3993, d2.loss_bbox: 0.2665, d2.loss_iou: 0.5975, d3.loss_cls: 0.3960, d3.loss_bbox: 0.2619, d3.loss_iou: 0.5911, d4.loss_cls: 0.3953, d4.loss_bbox: 0.2595, d4.loss_iou: 0.5869, dn_loss_cls: 0.1040, dn_loss_bbox: 0.5126, dn_loss_iou: 0.6284, d0.dn_loss_cls: 0.1392, d0.dn_loss_bbox: 0.6668, d0.dn_loss_iou: 0.7973, d1.dn_loss_cls: 0.1149, d1.dn_loss_bbox: 0.5581, d1.dn_loss_iou: 0.6811, d2.dn_loss_cls: 0.1071, d2.dn_loss_bbox: 0.5263, d2.dn_loss_iou: 0.6450, d3.dn_loss_cls: 0.1028, d3.dn_loss_bbox: 0.5166, d3.dn_loss_iou: 0.6331, d4.dn_loss_cls: 0.1026, d4.dn_loss_bbox: 0.5127, d4.dn_loss_iou: 0.6283, loss: 17.0580 2024-06-03 16:48:57,865 - mmdet - INFO - Exp name: dino_4scale_internvit_h6b_1024_768_fpn_1x_coco_bs32_ms.py 2024-06-03 16:48:57,865 - mmdet - INFO - Epoch [1][2000/3665] lr: 2.000e-04, eta: 4 days, 14:11:45, time: 9.351, data_time: 0.007, memory: 37236, interm_loss_cls: 0.4131, interm_loss_bbox: 0.3233, interm_loss_iou: 0.6947, loss_cls: 0.3894, loss_bbox: 0.2477, loss_iou: 0.5888, d0.loss_cls: 0.4318, d0.loss_bbox: 0.2769, d0.loss_iou: 0.6308, d1.loss_cls: 0.4061, d1.loss_bbox: 0.2589, d1.loss_iou: 0.6125, d2.loss_cls: 0.3910, d2.loss_bbox: 0.2560, d2.loss_iou: 0.6051, d3.loss_cls: 0.3858, d3.loss_bbox: 0.2513, d3.loss_iou: 0.5976, d4.loss_cls: 0.3872, d4.loss_bbox: 0.2485, d4.loss_iou: 0.5927, dn_loss_cls: 0.1044, dn_loss_bbox: 0.4925, dn_loss_iou: 0.6182, d0.dn_loss_cls: 0.1362, d0.dn_loss_bbox: 0.6532, d0.dn_loss_iou: 0.7895, d1.dn_loss_cls: 0.1134, d1.dn_loss_bbox: 0.5377, d1.dn_loss_iou: 0.6709, d2.dn_loss_cls: 0.1063, d2.dn_loss_bbox: 0.5078, d2.dn_loss_iou: 0.6363, d3.dn_loss_cls: 0.1015, d3.dn_loss_bbox: 0.4972, d3.dn_loss_iou: 0.6233, d4.dn_loss_cls: 0.1021, d4.dn_loss_bbox: 0.4927, d4.dn_loss_iou: 0.6181, loss: 16.7904 2024-06-03 16:57:00,223 - mmdet - INFO - Epoch [1][2050/3665] lr: 2.000e-04, eta: 4 days, 14:07:14, time: 9.647, data_time: 0.008, memory: 37236, interm_loss_cls: 0.4159, interm_loss_bbox: 0.3197, interm_loss_iou: 0.6942, loss_cls: 0.3952, loss_bbox: 0.2511, loss_iou: 0.5961, d0.loss_cls: 0.4374, d0.loss_bbox: 0.2782, d0.loss_iou: 0.6353, d1.loss_cls: 0.4123, d1.loss_bbox: 0.2622, d1.loss_iou: 0.6167, d2.loss_cls: 0.3993, d2.loss_bbox: 0.2556, d2.loss_iou: 0.6076, d3.loss_cls: 0.3946, d3.loss_bbox: 0.2534, d3.loss_iou: 0.6028, d4.loss_cls: 0.3938, d4.loss_bbox: 0.2523, d4.loss_iou: 0.5992, dn_loss_cls: 0.1050, dn_loss_bbox: 0.5171, dn_loss_iou: 0.6301, d0.dn_loss_cls: 0.1375, d0.dn_loss_bbox: 0.6735, d0.dn_loss_iou: 0.7980, d1.dn_loss_cls: 0.1149, d1.dn_loss_bbox: 0.5635, d1.dn_loss_iou: 0.6819, d2.dn_loss_cls: 0.1068, d2.dn_loss_bbox: 0.5329, d2.dn_loss_iou: 0.6474, d3.dn_loss_cls: 0.1031, d3.dn_loss_bbox: 0.5227, d3.dn_loss_iou: 0.6354, d4.dn_loss_cls: 0.1029, d4.dn_loss_bbox: 0.5172, d4.dn_loss_iou: 0.6299, loss: 17.0925 2024-06-03 17:04:55,108 - mmdet - INFO - Epoch [1][2100/3665] lr: 2.000e-04, eta: 4 days, 14:00:04, time: 9.498, data_time: 0.008, memory: 37236, interm_loss_cls: 0.4034, interm_loss_bbox: 0.3106, interm_loss_iou: 0.6940, loss_cls: 0.3766, loss_bbox: 0.2420, loss_iou: 0.5984, d0.loss_cls: 0.4223, d0.loss_bbox: 0.2677, d0.loss_iou: 0.6335, d1.loss_cls: 0.3950, d1.loss_bbox: 0.2524, d1.loss_iou: 0.6174, d2.loss_cls: 0.3806, d2.loss_bbox: 0.2482, d2.loss_iou: 0.6117, d3.loss_cls: 0.3741, d3.loss_bbox: 0.2455, d3.loss_iou: 0.6070, d4.loss_cls: 0.3742, d4.loss_bbox: 0.2428, d4.loss_iou: 0.6022, dn_loss_cls: 0.0996, dn_loss_bbox: 0.5044, dn_loss_iou: 0.6219, d0.dn_loss_cls: 0.1310, d0.dn_loss_bbox: 0.6592, d0.dn_loss_iou: 0.7884, d1.dn_loss_cls: 0.1090, d1.dn_loss_bbox: 0.5487, d1.dn_loss_iou: 0.6729, d2.dn_loss_cls: 0.1014, d2.dn_loss_bbox: 0.5198, d2.dn_loss_iou: 0.6385, d3.dn_loss_cls: 0.0974, d3.dn_loss_bbox: 0.5099, d3.dn_loss_iou: 0.6269, d4.dn_loss_cls: 0.0974, d4.dn_loss_bbox: 0.5045, d4.dn_loss_iou: 0.6217, loss: 16.7522 2024-06-03 17:12:39,535 - mmdet - INFO - Epoch [1][2150/3665] lr: 2.000e-04, eta: 4 days, 13:49:29, time: 9.289, data_time: 0.007, memory: 37236, interm_loss_cls: 0.4057, interm_loss_bbox: 0.3188, interm_loss_iou: 0.6866, loss_cls: 0.3806, loss_bbox: 0.2461, loss_iou: 0.5822, d0.loss_cls: 0.4240, d0.loss_bbox: 0.2743, d0.loss_iou: 0.6215, d1.loss_cls: 0.4013, d1.loss_bbox: 0.2582, d1.loss_iou: 0.6012, d2.loss_cls: 0.3859, d2.loss_bbox: 0.2528, d2.loss_iou: 0.5940, d3.loss_cls: 0.3788, d3.loss_bbox: 0.2496, d3.loss_iou: 0.5896, d4.loss_cls: 0.3787, d4.loss_bbox: 0.2468, d4.loss_iou: 0.5857, dn_loss_cls: 0.1005, dn_loss_bbox: 0.4979, dn_loss_iou: 0.6127, d0.dn_loss_cls: 0.1326, d0.dn_loss_bbox: 0.6535, d0.dn_loss_iou: 0.7795, d1.dn_loss_cls: 0.1102, d1.dn_loss_bbox: 0.5418, d1.dn_loss_iou: 0.6628, d2.dn_loss_cls: 0.1028, d2.dn_loss_bbox: 0.5128, d2.dn_loss_iou: 0.6299, d3.dn_loss_cls: 0.0983, d3.dn_loss_bbox: 0.5029, d3.dn_loss_iou: 0.6178, d4.dn_loss_cls: 0.0986, d4.dn_loss_bbox: 0.4979, d4.dn_loss_iou: 0.6126, loss: 16.6274 2024-06-03 17:20:34,901 - mmdet - INFO - Epoch [1][2200/3665] lr: 2.000e-04, eta: 4 days, 13:42:29, time: 9.507, data_time: 0.007, memory: 37236, interm_loss_cls: 0.4108, interm_loss_bbox: 0.3130, interm_loss_iou: 0.6892, loss_cls: 0.3838, loss_bbox: 0.2396, loss_iou: 0.5788, d0.loss_cls: 0.4280, d0.loss_bbox: 0.2696, d0.loss_iou: 0.6244, d1.loss_cls: 0.4022, d1.loss_bbox: 0.2527, d1.loss_iou: 0.6011, d2.loss_cls: 0.3877, d2.loss_bbox: 0.2480, d2.loss_iou: 0.5941, d3.loss_cls: 0.3820, d3.loss_bbox: 0.2440, d3.loss_iou: 0.5868, d4.loss_cls: 0.3813, d4.loss_bbox: 0.2414, d4.loss_iou: 0.5821, dn_loss_cls: 0.1020, dn_loss_bbox: 0.4764, dn_loss_iou: 0.5972, d0.dn_loss_cls: 0.1321, d0.dn_loss_bbox: 0.6404, d0.dn_loss_iou: 0.7725, d1.dn_loss_cls: 0.1100, d1.dn_loss_bbox: 0.5236, d1.dn_loss_iou: 0.6503, d2.dn_loss_cls: 0.1030, d2.dn_loss_bbox: 0.4920, d2.dn_loss_iou: 0.6155, d3.dn_loss_cls: 0.0990, d3.dn_loss_bbox: 0.4817, d3.dn_loss_iou: 0.6027, d4.dn_loss_cls: 0.0993, d4.dn_loss_bbox: 0.4764, d4.dn_loss_iou: 0.5970, loss: 16.4118 2024-06-03 17:28:23,108 - mmdet - INFO - Epoch [1][2250/3665] lr: 2.000e-04, eta: 4 days, 13:33:14, time: 9.364, data_time: 0.008, memory: 37236, interm_loss_cls: 0.4029, interm_loss_bbox: 0.3166, interm_loss_iou: 0.6893, loss_cls: 0.3796, loss_bbox: 0.2430, loss_iou: 0.5858, d0.loss_cls: 0.4229, d0.loss_bbox: 0.2728, d0.loss_iou: 0.6241, d1.loss_cls: 0.3959, d1.loss_bbox: 0.2556, d1.loss_iou: 0.6049, d2.loss_cls: 0.3820, d2.loss_bbox: 0.2488, d2.loss_iou: 0.5977, d3.loss_cls: 0.3765, d3.loss_bbox: 0.2460, d3.loss_iou: 0.5936, d4.loss_cls: 0.3777, d4.loss_bbox: 0.2436, d4.loss_iou: 0.5896, dn_loss_cls: 0.0987, dn_loss_bbox: 0.4810, dn_loss_iou: 0.5850, d0.dn_loss_cls: 0.1319, d0.dn_loss_bbox: 0.6510, d0.dn_loss_iou: 0.7652, d1.dn_loss_cls: 0.1083, d1.dn_loss_bbox: 0.5295, d1.dn_loss_iou: 0.6387, d2.dn_loss_cls: 0.1003, d2.dn_loss_bbox: 0.4983, d2.dn_loss_iou: 0.6020, d3.dn_loss_cls: 0.0964, d3.dn_loss_bbox: 0.4863, d3.dn_loss_iou: 0.5896, d4.dn_loss_cls: 0.0964, d4.dn_loss_bbox: 0.4811, d4.dn_loss_iou: 0.5849, loss: 16.3734 2024-06-03 17:36:11,609 - mmdet - INFO - Epoch [1][2300/3665] lr: 2.000e-04, eta: 4 days, 13:24:08, time: 9.370, data_time: 0.008, memory: 37236, interm_loss_cls: 0.4024, interm_loss_bbox: 0.3076, interm_loss_iou: 0.6786, loss_cls: 0.3728, loss_bbox: 0.2411, loss_iou: 0.5820, d0.loss_cls: 0.4201, d0.loss_bbox: 0.2676, d0.loss_iou: 0.6172, d1.loss_cls: 0.3930, d1.loss_bbox: 0.2524, d1.loss_iou: 0.5996, d2.loss_cls: 0.3783, d2.loss_bbox: 0.2467, d2.loss_iou: 0.5920, d3.loss_cls: 0.3707, d3.loss_bbox: 0.2447, d3.loss_iou: 0.5878, d4.loss_cls: 0.3704, d4.loss_bbox: 0.2434, d4.loss_iou: 0.5851, dn_loss_cls: 0.0970, dn_loss_bbox: 0.4774, dn_loss_iou: 0.6026, d0.dn_loss_cls: 0.1297, d0.dn_loss_bbox: 0.6346, d0.dn_loss_iou: 0.7696, d1.dn_loss_cls: 0.1073, d1.dn_loss_bbox: 0.5229, d1.dn_loss_iou: 0.6515, d2.dn_loss_cls: 0.0997, d2.dn_loss_bbox: 0.4939, d2.dn_loss_iou: 0.6190, d3.dn_loss_cls: 0.0955, d3.dn_loss_bbox: 0.4831, d3.dn_loss_iou: 0.6074, d4.dn_loss_cls: 0.0952, d4.dn_loss_bbox: 0.4774, d4.dn_loss_iou: 0.6025, loss: 16.3196 2024-06-03 17:44:02,329 - mmdet - INFO - Epoch [1][2350/3665] lr: 2.000e-04, eta: 4 days, 13:15:44, time: 9.414, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3961, interm_loss_bbox: 0.3087, interm_loss_iou: 0.6649, loss_cls: 0.3689, loss_bbox: 0.2407, loss_iou: 0.5640, d0.loss_cls: 0.4146, d0.loss_bbox: 0.2664, d0.loss_iou: 0.6011, d1.loss_cls: 0.3890, d1.loss_bbox: 0.2543, d1.loss_iou: 0.5839, d2.loss_cls: 0.3718, d2.loss_bbox: 0.2497, d2.loss_iou: 0.5780, d3.loss_cls: 0.3663, d3.loss_bbox: 0.2450, d3.loss_iou: 0.5720, d4.loss_cls: 0.3658, d4.loss_bbox: 0.2425, d4.loss_iou: 0.5682, dn_loss_cls: 0.0916, dn_loss_bbox: 0.4833, dn_loss_iou: 0.5932, d0.dn_loss_cls: 0.1250, d0.dn_loss_bbox: 0.6374, d0.dn_loss_iou: 0.7613, d1.dn_loss_cls: 0.1027, d1.dn_loss_bbox: 0.5285, d1.dn_loss_iou: 0.6442, d2.dn_loss_cls: 0.0947, d2.dn_loss_bbox: 0.4994, d2.dn_loss_iou: 0.6105, d3.dn_loss_cls: 0.0903, d3.dn_loss_bbox: 0.4881, d3.dn_loss_iou: 0.5982, d4.dn_loss_cls: 0.0900, d4.dn_loss_bbox: 0.4833, d4.dn_loss_iou: 0.5931, loss: 16.1266 2024-06-03 17:51:46,774 - mmdet - INFO - Epoch [1][2400/3665] lr: 2.000e-04, eta: 4 days, 13:05:34, time: 9.289, data_time: 0.007, memory: 37236, interm_loss_cls: 0.4007, interm_loss_bbox: 0.3089, interm_loss_iou: 0.6735, loss_cls: 0.3673, loss_bbox: 0.2438, loss_iou: 0.5743, d0.loss_cls: 0.4174, d0.loss_bbox: 0.2684, d0.loss_iou: 0.6111, d1.loss_cls: 0.3914, d1.loss_bbox: 0.2530, d1.loss_iou: 0.5907, d2.loss_cls: 0.3752, d2.loss_bbox: 0.2492, d2.loss_iou: 0.5854, d3.loss_cls: 0.3686, d3.loss_bbox: 0.2462, d3.loss_iou: 0.5796, d4.loss_cls: 0.3658, d4.loss_bbox: 0.2454, d4.loss_iou: 0.5777, dn_loss_cls: 0.0949, dn_loss_bbox: 0.4735, dn_loss_iou: 0.6026, d0.dn_loss_cls: 0.1290, d0.dn_loss_bbox: 0.6292, d0.dn_loss_iou: 0.7762, d1.dn_loss_cls: 0.1068, d1.dn_loss_bbox: 0.5189, d1.dn_loss_iou: 0.6553, d2.dn_loss_cls: 0.0991, d2.dn_loss_bbox: 0.4895, d2.dn_loss_iou: 0.6204, d3.dn_loss_cls: 0.0945, d3.dn_loss_bbox: 0.4787, d3.dn_loss_iou: 0.6076, d4.dn_loss_cls: 0.0934, d4.dn_loss_bbox: 0.4735, d4.dn_loss_iou: 0.6025, loss: 16.2390 2024-06-03 17:59:40,551 - mmdet - INFO - Epoch [1][2450/3665] lr: 2.000e-04, eta: 4 days, 12:58:07, time: 9.476, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3948, interm_loss_bbox: 0.3035, interm_loss_iou: 0.6691, loss_cls: 0.3631, loss_bbox: 0.2351, loss_iou: 0.5662, d0.loss_cls: 0.4133, d0.loss_bbox: 0.2567, d0.loss_iou: 0.6008, d1.loss_cls: 0.3863, d1.loss_bbox: 0.2455, d1.loss_iou: 0.5838, d2.loss_cls: 0.3687, d2.loss_bbox: 0.2402, d2.loss_iou: 0.5773, d3.loss_cls: 0.3603, d3.loss_bbox: 0.2386, d3.loss_iou: 0.5738, d4.loss_cls: 0.3615, d4.loss_bbox: 0.2364, d4.loss_iou: 0.5692, dn_loss_cls: 0.0915, dn_loss_bbox: 0.4608, dn_loss_iou: 0.5871, d0.dn_loss_cls: 0.1262, d0.dn_loss_bbox: 0.6181, d0.dn_loss_iou: 0.7576, d1.dn_loss_cls: 0.1034, d1.dn_loss_bbox: 0.5074, d1.dn_loss_iou: 0.6383, d2.dn_loss_cls: 0.0954, d2.dn_loss_bbox: 0.4776, d2.dn_loss_iou: 0.6043, d3.dn_loss_cls: 0.0909, d3.dn_loss_bbox: 0.4658, d3.dn_loss_iou: 0.5920, d4.dn_loss_cls: 0.0900, d4.dn_loss_bbox: 0.4609, d4.dn_loss_iou: 0.5870, loss: 15.8983 2024-06-03 18:07:35,254 - mmdet - INFO - Epoch [1][2500/3665] lr: 2.000e-04, eta: 4 days, 12:50:55, time: 9.494, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3851, interm_loss_bbox: 0.3002, interm_loss_iou: 0.6689, loss_cls: 0.3592, loss_bbox: 0.2317, loss_iou: 0.5629, d0.loss_cls: 0.4036, d0.loss_bbox: 0.2565, d0.loss_iou: 0.6031, d1.loss_cls: 0.3762, d1.loss_bbox: 0.2430, d1.loss_iou: 0.5843, d2.loss_cls: 0.3624, d2.loss_bbox: 0.2387, d2.loss_iou: 0.5773, d3.loss_cls: 0.3564, d3.loss_bbox: 0.2357, d3.loss_iou: 0.5715, d4.loss_cls: 0.3575, d4.loss_bbox: 0.2328, d4.loss_iou: 0.5666, dn_loss_cls: 0.0909, dn_loss_bbox: 0.4578, dn_loss_iou: 0.5868, d0.dn_loss_cls: 0.1254, d0.dn_loss_bbox: 0.6127, d0.dn_loss_iou: 0.7560, d1.dn_loss_cls: 0.1021, d1.dn_loss_bbox: 0.5031, d1.dn_loss_iou: 0.6374, d2.dn_loss_cls: 0.0946, d2.dn_loss_bbox: 0.4750, d2.dn_loss_iou: 0.6046, d3.dn_loss_cls: 0.0903, d3.dn_loss_bbox: 0.4625, d3.dn_loss_iou: 0.5918, d4.dn_loss_cls: 0.0893, d4.dn_loss_bbox: 0.4579, d4.dn_loss_iou: 0.5866, loss: 15.7985 2024-06-03 18:15:30,711 - mmdet - INFO - Epoch [1][2550/3665] lr: 2.000e-04, eta: 4 days, 12:43:53, time: 9.509, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3927, interm_loss_bbox: 0.3034, interm_loss_iou: 0.6449, loss_cls: 0.3562, loss_bbox: 0.2357, loss_iou: 0.5412, d0.loss_cls: 0.4089, d0.loss_bbox: 0.2602, d0.loss_iou: 0.5776, d1.loss_cls: 0.3790, d1.loss_bbox: 0.2474, d1.loss_iou: 0.5601, d2.loss_cls: 0.3615, d2.loss_bbox: 0.2427, d2.loss_iou: 0.5533, d3.loss_cls: 0.3541, d3.loss_bbox: 0.2402, d3.loss_iou: 0.5485, d4.loss_cls: 0.3547, d4.loss_bbox: 0.2367, d4.loss_iou: 0.5443, dn_loss_cls: 0.0917, dn_loss_bbox: 0.4719, dn_loss_iou: 0.5762, d0.dn_loss_cls: 0.1273, d0.dn_loss_bbox: 0.6246, d0.dn_loss_iou: 0.7451, d1.dn_loss_cls: 0.1032, d1.dn_loss_bbox: 0.5165, d1.dn_loss_iou: 0.6270, d2.dn_loss_cls: 0.0946, d2.dn_loss_bbox: 0.4886, d2.dn_loss_iou: 0.5937, d3.dn_loss_cls: 0.0905, d3.dn_loss_bbox: 0.4768, d3.dn_loss_iou: 0.5814, d4.dn_loss_cls: 0.0900, d4.dn_loss_bbox: 0.4719, d4.dn_loss_iou: 0.5761, loss: 15.6902 2024-06-03 18:23:26,868 - mmdet - INFO - Epoch [1][2600/3665] lr: 2.000e-04, eta: 4 days, 12:37:00, time: 9.523, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3884, interm_loss_bbox: 0.2924, interm_loss_iou: 0.6515, loss_cls: 0.3570, loss_bbox: 0.2294, loss_iou: 0.5524, d0.loss_cls: 0.4035, d0.loss_bbox: 0.2487, d0.loss_iou: 0.5837, d1.loss_cls: 0.3753, d1.loss_bbox: 0.2381, d1.loss_iou: 0.5703, d2.loss_cls: 0.3602, d2.loss_bbox: 0.2342, d2.loss_iou: 0.5648, d3.loss_cls: 0.3541, d3.loss_bbox: 0.2334, d3.loss_iou: 0.5601, d4.loss_cls: 0.3539, d4.loss_bbox: 0.2311, d4.loss_iou: 0.5565, dn_loss_cls: 0.0915, dn_loss_bbox: 0.4469, dn_loss_iou: 0.5751, d0.dn_loss_cls: 0.1235, d0.dn_loss_bbox: 0.5965, d0.dn_loss_iou: 0.7389, d1.dn_loss_cls: 0.1010, d1.dn_loss_bbox: 0.4900, d1.dn_loss_iou: 0.6223, d2.dn_loss_cls: 0.0933, d2.dn_loss_bbox: 0.4635, d2.dn_loss_iou: 0.5916, d3.dn_loss_cls: 0.0896, d3.dn_loss_bbox: 0.4517, d3.dn_loss_iou: 0.5797, d4.dn_loss_cls: 0.0894, d4.dn_loss_bbox: 0.4470, d4.dn_loss_iou: 0.5750, loss: 15.5052 2024-06-03 18:31:26,296 - mmdet - INFO - Epoch [1][2650/3665] lr: 2.000e-04, eta: 4 days, 12:30:56, time: 9.589, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3861, interm_loss_bbox: 0.3011, interm_loss_iou: 0.6368, loss_cls: 0.3501, loss_bbox: 0.2349, loss_iou: 0.5377, d0.loss_cls: 0.4020, d0.loss_bbox: 0.2579, d0.loss_iou: 0.5723, d1.loss_cls: 0.3735, d1.loss_bbox: 0.2451, d1.loss_iou: 0.5549, d2.loss_cls: 0.3557, d2.loss_bbox: 0.2408, d2.loss_iou: 0.5493, d3.loss_cls: 0.3470, d3.loss_bbox: 0.2392, d3.loss_iou: 0.5449, d4.loss_cls: 0.3470, d4.loss_bbox: 0.2366, d4.loss_iou: 0.5414, dn_loss_cls: 0.0900, dn_loss_bbox: 0.4719, dn_loss_iou: 0.5620, d0.dn_loss_cls: 0.1238, d0.dn_loss_bbox: 0.6264, d0.dn_loss_iou: 0.7311, d1.dn_loss_cls: 0.1012, d1.dn_loss_bbox: 0.5170, d1.dn_loss_iou: 0.6109, d2.dn_loss_cls: 0.0933, d2.dn_loss_bbox: 0.4892, d2.dn_loss_iou: 0.5790, d3.dn_loss_cls: 0.0889, d3.dn_loss_bbox: 0.4774, d3.dn_loss_iou: 0.5668, d4.dn_loss_cls: 0.0885, d4.dn_loss_bbox: 0.4720, d4.dn_loss_iou: 0.5619, loss: 15.5058 2024-06-03 18:39:15,339 - mmdet - INFO - Epoch [1][2700/3665] lr: 2.000e-04, eta: 4 days, 12:22:09, time: 9.381, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3764, interm_loss_bbox: 0.3012, interm_loss_iou: 0.6352, loss_cls: 0.3431, loss_bbox: 0.2334, loss_iou: 0.5312, d0.loss_cls: 0.3963, d0.loss_bbox: 0.2534, d0.loss_iou: 0.5620, d1.loss_cls: 0.3666, d1.loss_bbox: 0.2438, d1.loss_iou: 0.5490, d2.loss_cls: 0.3484, d2.loss_bbox: 0.2398, d2.loss_iou: 0.5434, d3.loss_cls: 0.3409, d3.loss_bbox: 0.2374, d3.loss_iou: 0.5386, d4.loss_cls: 0.3401, d4.loss_bbox: 0.2351, d4.loss_iou: 0.5342, dn_loss_cls: 0.0884, dn_loss_bbox: 0.4743, dn_loss_iou: 0.5567, d0.dn_loss_cls: 0.1212, d0.dn_loss_bbox: 0.6349, d0.dn_loss_iou: 0.7299, d1.dn_loss_cls: 0.0994, d1.dn_loss_bbox: 0.5209, d1.dn_loss_iou: 0.6071, d2.dn_loss_cls: 0.0916, d2.dn_loss_bbox: 0.4930, d2.dn_loss_iou: 0.5746, d3.dn_loss_cls: 0.0871, d3.dn_loss_bbox: 0.4806, d3.dn_loss_iou: 0.5620, d4.dn_loss_cls: 0.0868, d4.dn_loss_bbox: 0.4744, d4.dn_loss_iou: 0.5566, loss: 15.3889 2024-06-03 18:47:04,215 - mmdet - INFO - Epoch [1][2750/3665] lr: 2.000e-04, eta: 4 days, 12:13:22, time: 9.378, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3786, interm_loss_bbox: 0.2923, interm_loss_iou: 0.6573, loss_cls: 0.3441, loss_bbox: 0.2243, loss_iou: 0.5534, d0.loss_cls: 0.3986, d0.loss_bbox: 0.2445, d0.loss_iou: 0.5848, d1.loss_cls: 0.3677, d1.loss_bbox: 0.2337, d1.loss_iou: 0.5696, d2.loss_cls: 0.3503, d2.loss_bbox: 0.2299, d2.loss_iou: 0.5644, d3.loss_cls: 0.3420, d3.loss_bbox: 0.2278, d3.loss_iou: 0.5607, d4.loss_cls: 0.3413, d4.loss_bbox: 0.2258, d4.loss_iou: 0.5572, dn_loss_cls: 0.0881, dn_loss_bbox: 0.4439, dn_loss_iou: 0.5687, d0.dn_loss_cls: 0.1206, d0.dn_loss_bbox: 0.5941, d0.dn_loss_iou: 0.7325, d1.dn_loss_cls: 0.0983, d1.dn_loss_bbox: 0.4888, d1.dn_loss_iou: 0.6162, d2.dn_loss_cls: 0.0908, d2.dn_loss_bbox: 0.4614, d2.dn_loss_iou: 0.5851, d3.dn_loss_cls: 0.0867, d3.dn_loss_bbox: 0.4493, d3.dn_loss_iou: 0.5734, d4.dn_loss_cls: 0.0863, d4.dn_loss_bbox: 0.4439, d4.dn_loss_iou: 0.5685, loss: 15.3448 2024-06-03 18:54:57,760 - mmdet - INFO - Epoch [1][2800/3665] lr: 2.000e-04, eta: 4 days, 12:05:45, time: 9.471, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3811, interm_loss_bbox: 0.2922, interm_loss_iou: 0.6321, loss_cls: 0.3465, loss_bbox: 0.2270, loss_iou: 0.5306, d0.loss_cls: 0.3991, d0.loss_bbox: 0.2478, d0.loss_iou: 0.5636, d1.loss_cls: 0.3688, d1.loss_bbox: 0.2362, d1.loss_iou: 0.5477, d2.loss_cls: 0.3490, d2.loss_bbox: 0.2336, d2.loss_iou: 0.5428, d3.loss_cls: 0.3439, d3.loss_bbox: 0.2293, d3.loss_iou: 0.5364, d4.loss_cls: 0.3438, d4.loss_bbox: 0.2277, d4.loss_iou: 0.5343, dn_loss_cls: 0.0877, dn_loss_bbox: 0.4451, dn_loss_iou: 0.5456, d0.dn_loss_cls: 0.1220, d0.dn_loss_bbox: 0.6044, d0.dn_loss_iou: 0.7225, d1.dn_loss_cls: 0.0990, d1.dn_loss_bbox: 0.4928, d1.dn_loss_iou: 0.5971, d2.dn_loss_cls: 0.0908, d2.dn_loss_bbox: 0.4639, d2.dn_loss_iou: 0.5637, d3.dn_loss_cls: 0.0866, d3.dn_loss_bbox: 0.4511, d3.dn_loss_iou: 0.5510, d4.dn_loss_cls: 0.0861, d4.dn_loss_bbox: 0.4451, d4.dn_loss_iou: 0.5455, loss: 15.1135 2024-06-03 19:02:43,459 - mmdet - INFO - Epoch [1][2850/3665] lr: 2.000e-04, eta: 4 days, 11:56:14, time: 9.314, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3753, interm_loss_bbox: 0.2875, interm_loss_iou: 0.6305, loss_cls: 0.3421, loss_bbox: 0.2237, loss_iou: 0.5273, d0.loss_cls: 0.3909, d0.loss_bbox: 0.2457, d0.loss_iou: 0.5622, d1.loss_cls: 0.3606, d1.loss_bbox: 0.2333, d1.loss_iou: 0.5446, d2.loss_cls: 0.3454, d2.loss_bbox: 0.2283, d2.loss_iou: 0.5382, d3.loss_cls: 0.3387, d3.loss_bbox: 0.2265, d3.loss_iou: 0.5337, d4.loss_cls: 0.3389, d4.loss_bbox: 0.2253, d4.loss_iou: 0.5305, dn_loss_cls: 0.0868, dn_loss_bbox: 0.4361, dn_loss_iou: 0.5478, d0.dn_loss_cls: 0.1198, d0.dn_loss_bbox: 0.5934, d0.dn_loss_iou: 0.7181, d1.dn_loss_cls: 0.0973, d1.dn_loss_bbox: 0.4816, d1.dn_loss_iou: 0.5968, d2.dn_loss_cls: 0.0895, d2.dn_loss_bbox: 0.4541, d2.dn_loss_iou: 0.5653, d3.dn_loss_cls: 0.0855, d3.dn_loss_bbox: 0.4419, d3.dn_loss_iou: 0.5530, d4.dn_loss_cls: 0.0850, d4.dn_loss_bbox: 0.4362, d4.dn_loss_iou: 0.5477, loss: 14.9650 2024-06-03 19:10:30,058 - mmdet - INFO - Epoch [1][2900/3665] lr: 2.000e-04, eta: 4 days, 11:47:00, time: 9.332, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3770, interm_loss_bbox: 0.2859, interm_loss_iou: 0.6319, loss_cls: 0.3480, loss_bbox: 0.2214, loss_iou: 0.5318, d0.loss_cls: 0.3944, d0.loss_bbox: 0.2436, d0.loss_iou: 0.5660, d1.loss_cls: 0.3656, d1.loss_bbox: 0.2337, d1.loss_iou: 0.5497, d2.loss_cls: 0.3494, d2.loss_bbox: 0.2278, d2.loss_iou: 0.5418, d3.loss_cls: 0.3429, d3.loss_bbox: 0.2252, d3.loss_iou: 0.5382, d4.loss_cls: 0.3425, d4.loss_bbox: 0.2242, d4.loss_iou: 0.5360, dn_loss_cls: 0.0868, dn_loss_bbox: 0.4284, dn_loss_iou: 0.5537, d0.dn_loss_cls: 0.1184, d0.dn_loss_bbox: 0.5811, d0.dn_loss_iou: 0.7224, d1.dn_loss_cls: 0.0958, d1.dn_loss_bbox: 0.4746, d1.dn_loss_iou: 0.6030, d2.dn_loss_cls: 0.0887, d2.dn_loss_bbox: 0.4465, d2.dn_loss_iou: 0.5717, d3.dn_loss_cls: 0.0845, d3.dn_loss_bbox: 0.4343, d3.dn_loss_iou: 0.5591, d4.dn_loss_cls: 0.0844, d4.dn_loss_bbox: 0.4284, d4.dn_loss_iou: 0.5536, loss: 14.9924 2024-06-03 19:18:24,073 - mmdet - INFO - Epoch [1][2950/3665] lr: 2.000e-04, eta: 4 days, 11:39:32, time: 9.480, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3737, interm_loss_bbox: 0.2888, interm_loss_iou: 0.6354, loss_cls: 0.3395, loss_bbox: 0.2250, loss_iou: 0.5337, d0.loss_cls: 0.3918, d0.loss_bbox: 0.2452, d0.loss_iou: 0.5681, d1.loss_cls: 0.3603, d1.loss_bbox: 0.2357, d1.loss_iou: 0.5534, d2.loss_cls: 0.3430, d2.loss_bbox: 0.2315, d2.loss_iou: 0.5462, d3.loss_cls: 0.3372, d3.loss_bbox: 0.2283, d3.loss_iou: 0.5410, d4.loss_cls: 0.3365, d4.loss_bbox: 0.2263, d4.loss_iou: 0.5372, dn_loss_cls: 0.0862, dn_loss_bbox: 0.4415, dn_loss_iou: 0.5420, d0.dn_loss_cls: 0.1192, d0.dn_loss_bbox: 0.6037, d0.dn_loss_iou: 0.7163, d1.dn_loss_cls: 0.0965, d1.dn_loss_bbox: 0.4905, d1.dn_loss_iou: 0.5922, d2.dn_loss_cls: 0.0894, d2.dn_loss_bbox: 0.4608, d2.dn_loss_iou: 0.5596, d3.dn_loss_cls: 0.0852, d3.dn_loss_bbox: 0.4480, d3.dn_loss_iou: 0.5471, d4.dn_loss_cls: 0.0847, d4.dn_loss_bbox: 0.4416, d4.dn_loss_iou: 0.5419, loss: 15.0243 2024-06-03 19:26:02,315 - mmdet - INFO - Exp name: dino_4scale_internvit_h6b_1024_768_fpn_1x_coco_bs32_ms.py 2024-06-03 19:26:02,315 - mmdet - INFO - Epoch [1][3000/3665] lr: 2.000e-04, eta: 4 days, 11:28:28, time: 9.165, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3794, interm_loss_bbox: 0.2935, interm_loss_iou: 0.6283, loss_cls: 0.3443, loss_bbox: 0.2270, loss_iou: 0.5218, d0.loss_cls: 0.4002, d0.loss_bbox: 0.2458, d0.loss_iou: 0.5523, d1.loss_cls: 0.3681, d1.loss_bbox: 0.2365, d1.loss_iou: 0.5380, d2.loss_cls: 0.3519, d2.loss_bbox: 0.2309, d2.loss_iou: 0.5306, d3.loss_cls: 0.3433, d3.loss_bbox: 0.2297, d3.loss_iou: 0.5276, d4.loss_cls: 0.3429, d4.loss_bbox: 0.2282, d4.loss_iou: 0.5247, dn_loss_cls: 0.0899, dn_loss_bbox: 0.4545, dn_loss_iou: 0.5539, d0.dn_loss_cls: 0.1228, d0.dn_loss_bbox: 0.6023, d0.dn_loss_iou: 0.7167, d1.dn_loss_cls: 0.0999, d1.dn_loss_bbox: 0.5000, d1.dn_loss_iou: 0.6004, d2.dn_loss_cls: 0.0930, d2.dn_loss_bbox: 0.4725, d2.dn_loss_iou: 0.5706, d3.dn_loss_cls: 0.0886, d3.dn_loss_bbox: 0.4600, d3.dn_loss_iou: 0.5587, d4.dn_loss_cls: 0.0882, d4.dn_loss_bbox: 0.4546, d4.dn_loss_iou: 0.5538, loss: 15.1256 2024-06-03 19:33:46,039 - mmdet - INFO - Epoch [1][3050/3665] lr: 2.000e-04, eta: 4 days, 11:18:44, time: 9.274, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3732, interm_loss_bbox: 0.2853, interm_loss_iou: 0.6323, loss_cls: 0.3369, loss_bbox: 0.2200, loss_iou: 0.5272, d0.loss_cls: 0.3920, d0.loss_bbox: 0.2380, d0.loss_iou: 0.5590, d1.loss_cls: 0.3581, d1.loss_bbox: 0.2290, d1.loss_iou: 0.5448, d2.loss_cls: 0.3420, d2.loss_bbox: 0.2242, d2.loss_iou: 0.5376, d3.loss_cls: 0.3345, d3.loss_bbox: 0.2228, d3.loss_iou: 0.5329, d4.loss_cls: 0.3347, d4.loss_bbox: 0.2214, d4.loss_iou: 0.5296, dn_loss_cls: 0.0843, dn_loss_bbox: 0.4272, dn_loss_iou: 0.5473, d0.dn_loss_cls: 0.1178, d0.dn_loss_bbox: 0.5776, d0.dn_loss_iou: 0.7168, d1.dn_loss_cls: 0.0953, d1.dn_loss_bbox: 0.4719, d1.dn_loss_iou: 0.5953, d2.dn_loss_cls: 0.0878, d2.dn_loss_bbox: 0.4448, d2.dn_loss_iou: 0.5640, d3.dn_loss_cls: 0.0836, d3.dn_loss_bbox: 0.4332, d3.dn_loss_iou: 0.5522, d4.dn_loss_cls: 0.0832, d4.dn_loss_bbox: 0.4273, d4.dn_loss_iou: 0.5471, loss: 14.8322 2024-06-03 19:41:44,366 - mmdet - INFO - Epoch [1][3100/3665] lr: 2.000e-04, eta: 4 days, 11:12:16, time: 9.566, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3714, interm_loss_bbox: 0.2805, interm_loss_iou: 0.6153, loss_cls: 0.3386, loss_bbox: 0.2241, loss_iou: 0.5191, d0.loss_cls: 0.3899, d0.loss_bbox: 0.2404, d0.loss_iou: 0.5497, d1.loss_cls: 0.3590, d1.loss_bbox: 0.2324, d1.loss_iou: 0.5353, d2.loss_cls: 0.3401, d2.loss_bbox: 0.2302, d2.loss_iou: 0.5314, d3.loss_cls: 0.3354, d3.loss_bbox: 0.2275, d3.loss_iou: 0.5260, d4.loss_cls: 0.3350, d4.loss_bbox: 0.2262, d4.loss_iou: 0.5231, dn_loss_cls: 0.0819, dn_loss_bbox: 0.4450, dn_loss_iou: 0.5565, d0.dn_loss_cls: 0.1166, d0.dn_loss_bbox: 0.5896, d0.dn_loss_iou: 0.7175, d1.dn_loss_cls: 0.0938, d1.dn_loss_bbox: 0.4883, d1.dn_loss_iou: 0.6017, d2.dn_loss_cls: 0.0857, d2.dn_loss_bbox: 0.4623, d2.dn_loss_iou: 0.5727, d3.dn_loss_cls: 0.0814, d3.dn_loss_bbox: 0.4503, d3.dn_loss_iou: 0.5613, d4.dn_loss_cls: 0.0807, d4.dn_loss_bbox: 0.4451, d4.dn_loss_iou: 0.5564, loss: 14.9174 2024-06-03 19:49:37,588 - mmdet - INFO - Epoch [1][3150/3665] lr: 2.000e-04, eta: 4 days, 11:04:39, time: 9.464, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3686, interm_loss_bbox: 0.2880, interm_loss_iou: 0.6168, loss_cls: 0.3245, loss_bbox: 0.2224, loss_iou: 0.5151, d0.loss_cls: 0.3848, d0.loss_bbox: 0.2423, d0.loss_iou: 0.5445, d1.loss_cls: 0.3490, d1.loss_bbox: 0.2325, d1.loss_iou: 0.5286, d2.loss_cls: 0.3323, d2.loss_bbox: 0.2266, d2.loss_iou: 0.5241, d3.loss_cls: 0.3237, d3.loss_bbox: 0.2243, d3.loss_iou: 0.5206, d4.loss_cls: 0.3232, d4.loss_bbox: 0.2226, d4.loss_iou: 0.5178, dn_loss_cls: 0.0831, dn_loss_bbox: 0.4354, dn_loss_iou: 0.5405, d0.dn_loss_cls: 0.1159, d0.dn_loss_bbox: 0.5884, d0.dn_loss_iou: 0.7061, d1.dn_loss_cls: 0.0932, d1.dn_loss_bbox: 0.4831, d1.dn_loss_iou: 0.5887, d2.dn_loss_cls: 0.0863, d2.dn_loss_bbox: 0.4536, d2.dn_loss_iou: 0.5571, d3.dn_loss_cls: 0.0822, d3.dn_loss_bbox: 0.4411, d3.dn_loss_iou: 0.5454, d4.dn_loss_cls: 0.0816, d4.dn_loss_bbox: 0.4354, d4.dn_loss_iou: 0.5403, loss: 14.6898 2024-06-03 19:57:23,315 - mmdet - INFO - Epoch [1][3200/3665] lr: 2.000e-04, eta: 4 days, 10:55:27, time: 9.315, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3695, interm_loss_bbox: 0.2841, interm_loss_iou: 0.6149, loss_cls: 0.3306, loss_bbox: 0.2210, loss_iou: 0.5129, d0.loss_cls: 0.3861, d0.loss_bbox: 0.2402, d0.loss_iou: 0.5455, d1.loss_cls: 0.3536, d1.loss_bbox: 0.2292, d1.loss_iou: 0.5280, d2.loss_cls: 0.3354, d2.loss_bbox: 0.2263, d2.loss_iou: 0.5244, d3.loss_cls: 0.3293, d3.loss_bbox: 0.2237, d3.loss_iou: 0.5203, d4.loss_cls: 0.3279, d4.loss_bbox: 0.2230, d4.loss_iou: 0.5168, dn_loss_cls: 0.0836, dn_loss_bbox: 0.4320, dn_loss_iou: 0.5418, d0.dn_loss_cls: 0.1163, d0.dn_loss_bbox: 0.5781, d0.dn_loss_iou: 0.7028, d1.dn_loss_cls: 0.0930, d1.dn_loss_bbox: 0.4754, d1.dn_loss_iou: 0.5875, d2.dn_loss_cls: 0.0864, d2.dn_loss_bbox: 0.4480, d2.dn_loss_iou: 0.5575, d3.dn_loss_cls: 0.0823, d3.dn_loss_bbox: 0.4367, d3.dn_loss_iou: 0.5464, d4.dn_loss_cls: 0.0819, d4.dn_loss_bbox: 0.4320, d4.dn_loss_iou: 0.5417, loss: 14.6663 2024-06-03 20:05:16,149 - mmdet - INFO - Epoch [1][3250/3665] lr: 2.000e-04, eta: 4 days, 10:47:46, time: 9.457, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3650, interm_loss_bbox: 0.2835, interm_loss_iou: 0.6173, loss_cls: 0.3274, loss_bbox: 0.2221, loss_iou: 0.5177, d0.loss_cls: 0.3834, d0.loss_bbox: 0.2382, d0.loss_iou: 0.5470, d1.loss_cls: 0.3490, d1.loss_bbox: 0.2302, d1.loss_iou: 0.5336, d2.loss_cls: 0.3327, d2.loss_bbox: 0.2263, d2.loss_iou: 0.5280, d3.loss_cls: 0.3260, d3.loss_bbox: 0.2245, d3.loss_iou: 0.5238, d4.loss_cls: 0.3253, d4.loss_bbox: 0.2232, d4.loss_iou: 0.5207, dn_loss_cls: 0.0828, dn_loss_bbox: 0.4376, dn_loss_iou: 0.5444, d0.dn_loss_cls: 0.1165, d0.dn_loss_bbox: 0.5906, d0.dn_loss_iou: 0.7140, d1.dn_loss_cls: 0.0944, d1.dn_loss_bbox: 0.4839, d1.dn_loss_iou: 0.5930, d2.dn_loss_cls: 0.0868, d2.dn_loss_bbox: 0.4554, d2.dn_loss_iou: 0.5609, d3.dn_loss_cls: 0.0824, d3.dn_loss_bbox: 0.4430, d3.dn_loss_iou: 0.5491, d4.dn_loss_cls: 0.0815, d4.dn_loss_bbox: 0.4376, d4.dn_loss_iou: 0.5443, loss: 14.7433 2024-06-03 20:13:07,157 - mmdet - INFO - Epoch [1][3300/3665] lr: 2.000e-04, eta: 4 days, 10:39:42, time: 9.420, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3606, interm_loss_bbox: 0.2807, interm_loss_iou: 0.6161, loss_cls: 0.3224, loss_bbox: 0.2154, loss_iou: 0.5122, d0.loss_cls: 0.3829, d0.loss_bbox: 0.2333, d0.loss_iou: 0.5419, d1.loss_cls: 0.3446, d1.loss_bbox: 0.2243, d1.loss_iou: 0.5290, d2.loss_cls: 0.3281, d2.loss_bbox: 0.2213, d2.loss_iou: 0.5237, d3.loss_cls: 0.3198, d3.loss_bbox: 0.2192, d3.loss_iou: 0.5190, d4.loss_cls: 0.3203, d4.loss_bbox: 0.2162, d4.loss_iou: 0.5150, dn_loss_cls: 0.0818, dn_loss_bbox: 0.4144, dn_loss_iou: 0.5294, d0.dn_loss_cls: 0.1157, d0.dn_loss_bbox: 0.5668, d0.dn_loss_iou: 0.6992, d1.dn_loss_cls: 0.0927, d1.dn_loss_bbox: 0.4609, d1.dn_loss_iou: 0.5776, d2.dn_loss_cls: 0.0854, d2.dn_loss_bbox: 0.4327, d2.dn_loss_iou: 0.5461, d3.dn_loss_cls: 0.0810, d3.dn_loss_bbox: 0.4194, d3.dn_loss_iou: 0.5340, d4.dn_loss_cls: 0.0801, d4.dn_loss_bbox: 0.4145, d4.dn_loss_iou: 0.5293, loss: 14.4071 2024-06-03 20:21:07,839 - mmdet - INFO - Epoch [1][3350/3665] lr: 2.000e-04, eta: 4 days, 10:33:36, time: 9.614, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3608, interm_loss_bbox: 0.2727, interm_loss_iou: 0.6077, loss_cls: 0.3168, loss_bbox: 0.2152, loss_iou: 0.5116, d0.loss_cls: 0.3795, d0.loss_bbox: 0.2299, d0.loss_iou: 0.5399, d1.loss_cls: 0.3441, d1.loss_bbox: 0.2216, d1.loss_iou: 0.5242, d2.loss_cls: 0.3257, d2.loss_bbox: 0.2189, d2.loss_iou: 0.5192, d3.loss_cls: 0.3174, d3.loss_bbox: 0.2179, d3.loss_iou: 0.5165, d4.loss_cls: 0.3153, d4.loss_bbox: 0.2163, d4.loss_iou: 0.5146, dn_loss_cls: 0.0796, dn_loss_bbox: 0.4241, dn_loss_iou: 0.5344, d0.dn_loss_cls: 0.1140, d0.dn_loss_bbox: 0.5725, d0.dn_loss_iou: 0.6997, d1.dn_loss_cls: 0.0910, d1.dn_loss_bbox: 0.4689, d1.dn_loss_iou: 0.5797, d2.dn_loss_cls: 0.0835, d2.dn_loss_bbox: 0.4410, d2.dn_loss_iou: 0.5499, d3.dn_loss_cls: 0.0793, d3.dn_loss_bbox: 0.4289, d3.dn_loss_iou: 0.5388, d4.dn_loss_cls: 0.0786, d4.dn_loss_bbox: 0.4242, d4.dn_loss_iou: 0.5343, loss: 14.4082 2024-06-03 20:28:56,928 - mmdet - INFO - Epoch [1][3400/3665] lr: 2.000e-04, eta: 4 days, 10:25:08, time: 9.382, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3560, interm_loss_bbox: 0.2707, interm_loss_iou: 0.5979, loss_cls: 0.3164, loss_bbox: 0.2139, loss_iou: 0.5040, d0.loss_cls: 0.3717, d0.loss_bbox: 0.2297, d0.loss_iou: 0.5309, d1.loss_cls: 0.3400, d1.loss_bbox: 0.2221, d1.loss_iou: 0.5173, d2.loss_cls: 0.3230, d2.loss_bbox: 0.2180, d2.loss_iou: 0.5131, d3.loss_cls: 0.3160, d3.loss_bbox: 0.2160, d3.loss_iou: 0.5092, d4.loss_cls: 0.3156, d4.loss_bbox: 0.2147, d4.loss_iou: 0.5058, dn_loss_cls: 0.0786, dn_loss_bbox: 0.4204, dn_loss_iou: 0.5197, d0.dn_loss_cls: 0.1115, d0.dn_loss_bbox: 0.5739, d0.dn_loss_iou: 0.6832, d1.dn_loss_cls: 0.0900, d1.dn_loss_bbox: 0.4675, d1.dn_loss_iou: 0.5661, d2.dn_loss_cls: 0.0826, d2.dn_loss_bbox: 0.4373, d2.dn_loss_iou: 0.5361, d3.dn_loss_cls: 0.0781, d3.dn_loss_bbox: 0.4247, d3.dn_loss_iou: 0.5242, d4.dn_loss_cls: 0.0772, d4.dn_loss_bbox: 0.4203, d4.dn_loss_iou: 0.5196, loss: 14.2127 2024-06-03 20:36:42,126 - mmdet - INFO - Epoch [1][3450/3665] lr: 2.000e-04, eta: 4 days, 10:15:55, time: 9.304, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3558, interm_loss_bbox: 0.2699, interm_loss_iou: 0.5988, loss_cls: 0.3160, loss_bbox: 0.2114, loss_iou: 0.5004, d0.loss_cls: 0.3719, d0.loss_bbox: 0.2268, d0.loss_iou: 0.5280, d1.loss_cls: 0.3366, d1.loss_bbox: 0.2201, d1.loss_iou: 0.5150, d2.loss_cls: 0.3227, d2.loss_bbox: 0.2150, d2.loss_iou: 0.5081, d3.loss_cls: 0.3152, d3.loss_bbox: 0.2133, d3.loss_iou: 0.5048, d4.loss_cls: 0.3142, d4.loss_bbox: 0.2120, d4.loss_iou: 0.5028, dn_loss_cls: 0.0783, dn_loss_bbox: 0.4128, dn_loss_iou: 0.5208, d0.dn_loss_cls: 0.1115, d0.dn_loss_bbox: 0.5567, d0.dn_loss_iou: 0.6838, d1.dn_loss_cls: 0.0889, d1.dn_loss_bbox: 0.4562, d1.dn_loss_iou: 0.5663, d2.dn_loss_cls: 0.0816, d2.dn_loss_bbox: 0.4279, d2.dn_loss_iou: 0.5361, d3.dn_loss_cls: 0.0776, d3.dn_loss_bbox: 0.4169, d3.dn_loss_iou: 0.5249, d4.dn_loss_cls: 0.0772, d4.dn_loss_bbox: 0.4128, d4.dn_loss_iou: 0.5207, loss: 14.1102 2024-06-03 20:44:37,116 - mmdet - INFO - Epoch [1][3500/3665] lr: 2.000e-04, eta: 4 days, 10:08:39, time: 9.500, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3570, interm_loss_bbox: 0.2705, interm_loss_iou: 0.6077, loss_cls: 0.3198, loss_bbox: 0.2113, loss_iou: 0.5089, d0.loss_cls: 0.3755, d0.loss_bbox: 0.2276, d0.loss_iou: 0.5356, d1.loss_cls: 0.3431, d1.loss_bbox: 0.2193, d1.loss_iou: 0.5228, d2.loss_cls: 0.3255, d2.loss_bbox: 0.2166, d2.loss_iou: 0.5183, d3.loss_cls: 0.3199, d3.loss_bbox: 0.2136, d3.loss_iou: 0.5138, d4.loss_cls: 0.3182, d4.loss_bbox: 0.2129, d4.loss_iou: 0.5117, dn_loss_cls: 0.0787, dn_loss_bbox: 0.4029, dn_loss_iou: 0.5297, d0.dn_loss_cls: 0.1132, d0.dn_loss_bbox: 0.5538, d0.dn_loss_iou: 0.6913, d1.dn_loss_cls: 0.0900, d1.dn_loss_bbox: 0.4490, d1.dn_loss_iou: 0.5754, d2.dn_loss_cls: 0.0825, d2.dn_loss_bbox: 0.4194, d2.dn_loss_iou: 0.5450, d3.dn_loss_cls: 0.0785, d3.dn_loss_bbox: 0.4074, d3.dn_loss_iou: 0.5342, d4.dn_loss_cls: 0.0778, d4.dn_loss_bbox: 0.4030, d4.dn_loss_iou: 0.5295, loss: 14.2110 2024-06-03 20:52:29,775 - mmdet - INFO - Epoch [1][3550/3665] lr: 2.000e-04, eta: 4 days, 10:00:54, time: 9.453, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3524, interm_loss_bbox: 0.2671, interm_loss_iou: 0.6050, loss_cls: 0.3123, loss_bbox: 0.2134, loss_iou: 0.5127, d0.loss_cls: 0.3693, d0.loss_bbox: 0.2277, d0.loss_iou: 0.5397, d1.loss_cls: 0.3388, d1.loss_bbox: 0.2206, d1.loss_iou: 0.5249, d2.loss_cls: 0.3196, d2.loss_bbox: 0.2173, d2.loss_iou: 0.5204, d3.loss_cls: 0.3112, d3.loss_bbox: 0.2151, d3.loss_iou: 0.5178, d4.loss_cls: 0.3106, d4.loss_bbox: 0.2145, d4.loss_iou: 0.5157, dn_loss_cls: 0.0765, dn_loss_bbox: 0.3942, dn_loss_iou: 0.5236, d0.dn_loss_cls: 0.1094, d0.dn_loss_bbox: 0.5452, d0.dn_loss_iou: 0.6880, d1.dn_loss_cls: 0.0865, d1.dn_loss_bbox: 0.4388, d1.dn_loss_iou: 0.5683, d2.dn_loss_cls: 0.0798, d2.dn_loss_bbox: 0.4089, d2.dn_loss_iou: 0.5380, d3.dn_loss_cls: 0.0758, d3.dn_loss_bbox: 0.3984, d3.dn_loss_iou: 0.5277, d4.dn_loss_cls: 0.0752, d4.dn_loss_bbox: 0.3943, d4.dn_loss_iou: 0.5235, loss: 14.0780 2024-06-03 21:00:32,739 - mmdet - INFO - Epoch [1][3600/3665] lr: 2.000e-04, eta: 4 days, 9:55:05, time: 9.659, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3571, interm_loss_bbox: 0.2673, interm_loss_iou: 0.6036, loss_cls: 0.3145, loss_bbox: 0.2127, loss_iou: 0.5097, d0.loss_cls: 0.3748, d0.loss_bbox: 0.2250, d0.loss_iou: 0.5314, d1.loss_cls: 0.3415, d1.loss_bbox: 0.2179, d1.loss_iou: 0.5198, d2.loss_cls: 0.3220, d2.loss_bbox: 0.2165, d2.loss_iou: 0.5175, d3.loss_cls: 0.3125, d3.loss_bbox: 0.2158, d3.loss_iou: 0.5157, d4.loss_cls: 0.3123, d4.loss_bbox: 0.2141, d4.loss_iou: 0.5124, dn_loss_cls: 0.0791, dn_loss_bbox: 0.3948, dn_loss_iou: 0.5176, d0.dn_loss_cls: 0.1116, d0.dn_loss_bbox: 0.5418, d0.dn_loss_iou: 0.6764, d1.dn_loss_cls: 0.0886, d1.dn_loss_bbox: 0.4376, d1.dn_loss_iou: 0.5604, d2.dn_loss_cls: 0.0817, d2.dn_loss_bbox: 0.4097, d2.dn_loss_iou: 0.5324, d3.dn_loss_cls: 0.0777, d3.dn_loss_bbox: 0.3988, d3.dn_loss_iou: 0.5215, d4.dn_loss_cls: 0.0775, d4.dn_loss_bbox: 0.3948, d4.dn_loss_iou: 0.5176, loss: 14.0337 2024-06-03 21:08:11,373 - mmdet - INFO - Epoch [1][3650/3665] lr: 2.000e-04, eta: 4 days, 9:44:44, time: 9.173, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3489, interm_loss_bbox: 0.2606, interm_loss_iou: 0.5902, loss_cls: 0.3085, loss_bbox: 0.2084, loss_iou: 0.4992, d0.loss_cls: 0.3647, d0.loss_bbox: 0.2229, d0.loss_iou: 0.5255, d1.loss_cls: 0.3315, d1.loss_bbox: 0.2167, d1.loss_iou: 0.5144, d2.loss_cls: 0.3157, d2.loss_bbox: 0.2129, d2.loss_iou: 0.5087, d3.loss_cls: 0.3076, d3.loss_bbox: 0.2115, d3.loss_iou: 0.5050, d4.loss_cls: 0.3065, d4.loss_bbox: 0.2101, d4.loss_iou: 0.5026, dn_loss_cls: 0.0738, dn_loss_bbox: 0.3996, dn_loss_iou: 0.5079, d0.dn_loss_cls: 0.1077, d0.dn_loss_bbox: 0.5515, d0.dn_loss_iou: 0.6710, d1.dn_loss_cls: 0.0847, d1.dn_loss_bbox: 0.4464, d1.dn_loss_iou: 0.5529, d2.dn_loss_cls: 0.0773, d2.dn_loss_bbox: 0.4158, d2.dn_loss_iou: 0.5226, d3.dn_loss_cls: 0.0733, d3.dn_loss_bbox: 0.4038, d3.dn_loss_iou: 0.5120, d4.dn_loss_cls: 0.0725, d4.dn_loss_bbox: 0.3996, d4.dn_loss_iou: 0.5077, loss: 13.8521 2024-06-03 21:10:37,979 - mmdet - INFO - Saving checkpoint at 1 epochs 2024-06-03 21:14:49,232 - mmdet - INFO - Evaluating bbox... 2024-06-03 21:16:32,133 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.403 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.579 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.433 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.229 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.439 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.583 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.644 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.652 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.652 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.431 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.708 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.854 2024-06-03 21:16:33,866 - mmdet - INFO - Exp name: dino_4scale_internvit_h6b_1024_768_fpn_1x_coco_bs32_ms.py 2024-06-03 21:16:33,867 - mmdet - INFO - Epoch(val) [1][313] bbox_mAP: 0.4030, bbox_mAP_50: 0.5790, bbox_mAP_75: 0.4330, bbox_mAP_s: 0.2290, bbox_mAP_m: 0.4390, bbox_mAP_l: 0.5830, bbox_mAP_copypaste: 0.403 0.579 0.433 0.229 0.439 0.583 2024-06-03 21:24:30,041 - mmdet - INFO - Epoch [2][50/3665] lr: 2.000e-04, eta: 4 days, 9:09:41, time: 9.523, data_time: 0.069, memory: 37236, interm_loss_cls: 0.3591, interm_loss_bbox: 0.2684, interm_loss_iou: 0.5904, loss_cls: 0.3172, loss_bbox: 0.2153, loss_iou: 0.4987, d0.loss_cls: 0.3768, d0.loss_bbox: 0.2297, d0.loss_iou: 0.5206, d1.loss_cls: 0.3406, d1.loss_bbox: 0.2215, d1.loss_iou: 0.5092, d2.loss_cls: 0.3231, d2.loss_bbox: 0.2193, d2.loss_iou: 0.5062, d3.loss_cls: 0.3155, d3.loss_bbox: 0.2169, d3.loss_iou: 0.5023, d4.loss_cls: 0.3147, d4.loss_bbox: 0.2162, d4.loss_iou: 0.5006, dn_loss_cls: 0.0794, dn_loss_bbox: 0.4001, dn_loss_iou: 0.5173, d0.dn_loss_cls: 0.1110, d0.dn_loss_bbox: 0.5507, d0.dn_loss_iou: 0.6799, d1.dn_loss_cls: 0.0891, d1.dn_loss_bbox: 0.4458, d1.dn_loss_iou: 0.5622, d2.dn_loss_cls: 0.0827, d2.dn_loss_bbox: 0.4164, d2.dn_loss_iou: 0.5325, d3.dn_loss_cls: 0.0786, d3.dn_loss_bbox: 0.4041, d3.dn_loss_iou: 0.5213, d4.dn_loss_cls: 0.0780, d4.dn_loss_bbox: 0.4001, d4.dn_loss_iou: 0.5172, loss: 14.0289 2024-06-03 21:32:27,400 - mmdet - INFO - Epoch [2][100/3665] lr: 2.000e-04, eta: 4 days, 9:03:09, time: 9.547, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3468, interm_loss_bbox: 0.2662, interm_loss_iou: 0.5798, loss_cls: 0.2995, loss_bbox: 0.2100, loss_iou: 0.4866, d0.loss_cls: 0.3606, d0.loss_bbox: 0.2242, d0.loss_iou: 0.5094, d1.loss_cls: 0.3237, d1.loss_bbox: 0.2165, d1.loss_iou: 0.4984, d2.loss_cls: 0.3076, d2.loss_bbox: 0.2125, d2.loss_iou: 0.4926, d3.loss_cls: 0.2995, d3.loss_bbox: 0.2115, d3.loss_iou: 0.4899, d4.loss_cls: 0.2968, d4.loss_bbox: 0.2116, d4.loss_iou: 0.4896, dn_loss_cls: 0.0742, dn_loss_bbox: 0.4038, dn_loss_iou: 0.5130, d0.dn_loss_cls: 0.1077, d0.dn_loss_bbox: 0.5476, d0.dn_loss_iou: 0.6708, d1.dn_loss_cls: 0.0849, d1.dn_loss_bbox: 0.4456, d1.dn_loss_iou: 0.5557, d2.dn_loss_cls: 0.0782, d2.dn_loss_bbox: 0.4178, d2.dn_loss_iou: 0.5269, d3.dn_loss_cls: 0.0737, d3.dn_loss_bbox: 0.4076, d3.dn_loss_iou: 0.5168, d4.dn_loss_cls: 0.0729, d4.dn_loss_bbox: 0.4038, d4.dn_loss_iou: 0.5129, loss: 13.7472 2024-06-03 21:40:07,758 - mmdet - INFO - Epoch [2][150/3665] lr: 2.000e-04, eta: 4 days, 8:53:35, time: 9.207, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3387, interm_loss_bbox: 0.2600, interm_loss_iou: 0.5808, loss_cls: 0.2970, loss_bbox: 0.2080, loss_iou: 0.4901, d0.loss_cls: 0.3535, d0.loss_bbox: 0.2221, d0.loss_iou: 0.5147, d1.loss_cls: 0.3197, d1.loss_bbox: 0.2148, d1.loss_iou: 0.5024, d2.loss_cls: 0.3022, d2.loss_bbox: 0.2110, d2.loss_iou: 0.4978, d3.loss_cls: 0.2947, d3.loss_bbox: 0.2106, d3.loss_iou: 0.4952, d4.loss_cls: 0.2939, d4.loss_bbox: 0.2094, d4.loss_iou: 0.4937, dn_loss_cls: 0.0752, dn_loss_bbox: 0.3995, dn_loss_iou: 0.5152, d0.dn_loss_cls: 0.1066, d0.dn_loss_bbox: 0.5396, d0.dn_loss_iou: 0.6736, d1.dn_loss_cls: 0.0844, d1.dn_loss_bbox: 0.4401, d1.dn_loss_iou: 0.5579, d2.dn_loss_cls: 0.0781, d2.dn_loss_bbox: 0.4126, d2.dn_loss_iou: 0.5289, d3.dn_loss_cls: 0.0744, d3.dn_loss_bbox: 0.4025, d3.dn_loss_iou: 0.5188, d4.dn_loss_cls: 0.0740, d4.dn_loss_bbox: 0.3995, d4.dn_loss_iou: 0.5151, loss: 13.7064 2024-06-03 21:47:43,436 - mmdet - INFO - Epoch [2][200/3665] lr: 2.000e-04, eta: 4 days, 8:43:15, time: 9.114, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3435, interm_loss_bbox: 0.2696, interm_loss_iou: 0.5899, loss_cls: 0.3042, loss_bbox: 0.2097, loss_iou: 0.4931, d0.loss_cls: 0.3593, d0.loss_bbox: 0.2250, d0.loss_iou: 0.5193, d1.loss_cls: 0.3247, d1.loss_bbox: 0.2161, d1.loss_iou: 0.5053, d2.loss_cls: 0.3087, d2.loss_bbox: 0.2123, d2.loss_iou: 0.4995, d3.loss_cls: 0.3016, d3.loss_bbox: 0.2122, d3.loss_iou: 0.4976, d4.loss_cls: 0.3018, d4.loss_bbox: 0.2105, d4.loss_iou: 0.4949, dn_loss_cls: 0.0748, dn_loss_bbox: 0.4001, dn_loss_iou: 0.4963, d0.dn_loss_cls: 0.1069, d0.dn_loss_bbox: 0.5508, d0.dn_loss_iou: 0.6562, d1.dn_loss_cls: 0.0843, d1.dn_loss_bbox: 0.4468, d1.dn_loss_iou: 0.5409, d2.dn_loss_cls: 0.0778, d2.dn_loss_bbox: 0.4152, d2.dn_loss_iou: 0.5109, d3.dn_loss_cls: 0.0735, d3.dn_loss_bbox: 0.4040, d3.dn_loss_iou: 0.5002, d4.dn_loss_cls: 0.0728, d4.dn_loss_bbox: 0.4001, d4.dn_loss_iou: 0.4962, loss: 13.7067 2024-06-03 21:55:29,824 - mmdet - INFO - Epoch [2][250/3665] lr: 2.000e-04, eta: 4 days, 8:34:49, time: 9.328, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3495, interm_loss_bbox: 0.2703, interm_loss_iou: 0.5917, loss_cls: 0.3076, loss_bbox: 0.2087, loss_iou: 0.4926, d0.loss_cls: 0.3672, d0.loss_bbox: 0.2238, d0.loss_iou: 0.5195, d1.loss_cls: 0.3308, d1.loss_bbox: 0.2160, d1.loss_iou: 0.5060, d2.loss_cls: 0.3136, d2.loss_bbox: 0.2129, d2.loss_iou: 0.5012, d3.loss_cls: 0.3065, d3.loss_bbox: 0.2108, d3.loss_iou: 0.4973, d4.loss_cls: 0.3055, d4.loss_bbox: 0.2097, d4.loss_iou: 0.4951, dn_loss_cls: 0.0754, dn_loss_bbox: 0.4044, dn_loss_iou: 0.5109, d0.dn_loss_cls: 0.1091, d0.dn_loss_bbox: 0.5532, d0.dn_loss_iou: 0.6719, d1.dn_loss_cls: 0.0857, d1.dn_loss_bbox: 0.4501, d1.dn_loss_iou: 0.5558, d2.dn_loss_cls: 0.0784, d2.dn_loss_bbox: 0.4196, d2.dn_loss_iou: 0.5258, d3.dn_loss_cls: 0.0742, d3.dn_loss_bbox: 0.4084, d3.dn_loss_iou: 0.5149, d4.dn_loss_cls: 0.0738, d4.dn_loss_bbox: 0.4044, d4.dn_loss_iou: 0.5107, loss: 13.8630 2024-06-03 22:03:30,734 - mmdet - INFO - Epoch [2][300/3665] lr: 2.000e-04, eta: 4 days, 8:28:51, time: 9.618, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3452, interm_loss_bbox: 0.2713, interm_loss_iou: 0.5730, loss_cls: 0.2986, loss_bbox: 0.2116, loss_iou: 0.4826, d0.loss_cls: 0.3595, d0.loss_bbox: 0.2274, d0.loss_iou: 0.5079, d1.loss_cls: 0.3225, d1.loss_bbox: 0.2209, d1.loss_iou: 0.4974, d2.loss_cls: 0.3050, d2.loss_bbox: 0.2155, d2.loss_iou: 0.4912, d3.loss_cls: 0.2985, d3.loss_bbox: 0.2136, d3.loss_iou: 0.4879, d4.loss_cls: 0.2969, d4.loss_bbox: 0.2127, d4.loss_iou: 0.4859, dn_loss_cls: 0.0744, dn_loss_bbox: 0.3890, dn_loss_iou: 0.5049, d0.dn_loss_cls: 0.1090, d0.dn_loss_bbox: 0.5471, d0.dn_loss_iou: 0.6686, d1.dn_loss_cls: 0.0845, d1.dn_loss_bbox: 0.4373, d1.dn_loss_iou: 0.5495, d2.dn_loss_cls: 0.0778, d2.dn_loss_bbox: 0.4045, d2.dn_loss_iou: 0.5193, d3.dn_loss_cls: 0.0735, d3.dn_loss_bbox: 0.3932, d3.dn_loss_iou: 0.5087, d4.dn_loss_cls: 0.0730, d4.dn_loss_bbox: 0.3890, d4.dn_loss_iou: 0.5048, loss: 13.6334 2024-06-03 22:11:15,863 - mmdet - INFO - Epoch [2][350/3665] lr: 2.000e-04, eta: 4 days, 8:20:13, time: 9.303, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3407, interm_loss_bbox: 0.2623, interm_loss_iou: 0.5606, loss_cls: 0.2933, loss_bbox: 0.2058, loss_iou: 0.4644, d0.loss_cls: 0.3530, d0.loss_bbox: 0.2216, d0.loss_iou: 0.4925, d1.loss_cls: 0.3170, d1.loss_bbox: 0.2150, d1.loss_iou: 0.4794, d2.loss_cls: 0.3003, d2.loss_bbox: 0.2100, d2.loss_iou: 0.4722, d3.loss_cls: 0.2919, d3.loss_bbox: 0.2083, d3.loss_iou: 0.4688, d4.loss_cls: 0.2913, d4.loss_bbox: 0.2066, d4.loss_iou: 0.4668, dn_loss_cls: 0.0707, dn_loss_bbox: 0.3906, dn_loss_iou: 0.4832, d0.dn_loss_cls: 0.1045, d0.dn_loss_bbox: 0.5446, d0.dn_loss_iou: 0.6456, d1.dn_loss_cls: 0.0820, d1.dn_loss_bbox: 0.4376, d1.dn_loss_iou: 0.5275, d2.dn_loss_cls: 0.0747, d2.dn_loss_bbox: 0.4058, d2.dn_loss_iou: 0.4973, d3.dn_loss_cls: 0.0704, d3.dn_loss_bbox: 0.3940, d3.dn_loss_iou: 0.4868, d4.dn_loss_cls: 0.0698, d4.dn_loss_bbox: 0.3906, d4.dn_loss_iou: 0.4831, loss: 13.2804 2024-06-03 22:19:05,354 - mmdet - INFO - Epoch [2][400/3665] lr: 2.000e-04, eta: 4 days, 8:12:18, time: 9.390, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3433, interm_loss_bbox: 0.2576, interm_loss_iou: 0.5880, loss_cls: 0.3001, loss_bbox: 0.2035, loss_iou: 0.5006, d0.loss_cls: 0.3572, d0.loss_bbox: 0.2180, d0.loss_iou: 0.5231, d1.loss_cls: 0.3216, d1.loss_bbox: 0.2110, d1.loss_iou: 0.5121, d2.loss_cls: 0.3050, d2.loss_bbox: 0.2072, d2.loss_iou: 0.5086, d3.loss_cls: 0.2986, d3.loss_bbox: 0.2055, d3.loss_iou: 0.5050, d4.loss_cls: 0.2982, d4.loss_bbox: 0.2047, d4.loss_iou: 0.5034, dn_loss_cls: 0.0714, dn_loss_bbox: 0.4017, dn_loss_iou: 0.5059, d0.dn_loss_cls: 0.1040, d0.dn_loss_bbox: 0.5488, d0.dn_loss_iou: 0.6589, d1.dn_loss_cls: 0.0813, d1.dn_loss_bbox: 0.4463, d1.dn_loss_iou: 0.5469, d2.dn_loss_cls: 0.0747, d2.dn_loss_bbox: 0.4153, d2.dn_loss_iou: 0.5194, d3.dn_loss_cls: 0.0709, d3.dn_loss_bbox: 0.4051, d3.dn_loss_iou: 0.5095, d4.dn_loss_cls: 0.0704, d4.dn_loss_bbox: 0.4017, d4.dn_loss_iou: 0.5058, loss: 13.7103 2024-06-03 22:26:55,159 - mmdet - INFO - Epoch [2][450/3665] lr: 2.000e-04, eta: 4 days, 8:04:27, time: 9.396, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3329, interm_loss_bbox: 0.2538, interm_loss_iou: 0.5769, loss_cls: 0.2884, loss_bbox: 0.1981, loss_iou: 0.4860, d0.loss_cls: 0.3498, d0.loss_bbox: 0.2113, d0.loss_iou: 0.5091, d1.loss_cls: 0.3142, d1.loss_bbox: 0.2042, d1.loss_iou: 0.4965, d2.loss_cls: 0.2968, d2.loss_bbox: 0.2009, d2.loss_iou: 0.4926, d3.loss_cls: 0.2885, d3.loss_bbox: 0.1990, d3.loss_iou: 0.4902, d4.loss_cls: 0.2871, d4.loss_bbox: 0.1983, d4.loss_iou: 0.4881, dn_loss_cls: 0.0679, dn_loss_bbox: 0.3761, dn_loss_iou: 0.4950, d0.dn_loss_cls: 0.1018, d0.dn_loss_bbox: 0.5210, d0.dn_loss_iou: 0.6531, d1.dn_loss_cls: 0.0791, d1.dn_loss_bbox: 0.4189, d1.dn_loss_iou: 0.5363, d2.dn_loss_cls: 0.0724, d2.dn_loss_bbox: 0.3889, d2.dn_loss_iou: 0.5083, d3.dn_loss_cls: 0.0681, d3.dn_loss_bbox: 0.3792, d3.dn_loss_iou: 0.4984, d4.dn_loss_cls: 0.0672, d4.dn_loss_bbox: 0.3761, d4.dn_loss_iou: 0.4948, loss: 13.2656 2024-06-03 22:34:48,847 - mmdet - INFO - Epoch [2][500/3665] lr: 2.000e-04, eta: 4 days, 7:57:13, time: 9.474, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3358, interm_loss_bbox: 0.2573, interm_loss_iou: 0.5668, loss_cls: 0.2923, loss_bbox: 0.2063, loss_iou: 0.4805, d0.loss_cls: 0.3532, d0.loss_bbox: 0.2187, d0.loss_iou: 0.5024, d1.loss_cls: 0.3166, d1.loss_bbox: 0.2132, d1.loss_iou: 0.4933, d2.loss_cls: 0.3005, d2.loss_bbox: 0.2090, d2.loss_iou: 0.4864, d3.loss_cls: 0.2928, d3.loss_bbox: 0.2073, d3.loss_iou: 0.4839, d4.loss_cls: 0.2909, d4.loss_bbox: 0.2067, d4.loss_iou: 0.4825, dn_loss_cls: 0.0756, dn_loss_bbox: 0.3810, dn_loss_iou: 0.4957, d0.dn_loss_cls: 0.1066, d0.dn_loss_bbox: 0.5275, d0.dn_loss_iou: 0.6537, d1.dn_loss_cls: 0.0835, d1.dn_loss_bbox: 0.4255, d1.dn_loss_iou: 0.5368, d2.dn_loss_cls: 0.0767, d2.dn_loss_bbox: 0.3953, d2.dn_loss_iou: 0.5091, d3.dn_loss_cls: 0.0734, d3.dn_loss_bbox: 0.3847, d3.dn_loss_iou: 0.4993, d4.dn_loss_cls: 0.0734, d4.dn_loss_bbox: 0.3810, d4.dn_loss_iou: 0.4955, loss: 13.3709 2024-06-03 22:42:41,286 - mmdet - INFO - Epoch [2][550/3665] lr: 2.000e-04, eta: 4 days, 7:49:47, time: 9.449, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3337, interm_loss_bbox: 0.2546, interm_loss_iou: 0.5846, loss_cls: 0.2905, loss_bbox: 0.2050, loss_iou: 0.4941, d0.loss_cls: 0.3522, d0.loss_bbox: 0.2153, d0.loss_iou: 0.5147, d1.loss_cls: 0.3175, d1.loss_bbox: 0.2090, d1.loss_iou: 0.5027, d2.loss_cls: 0.2979, d2.loss_bbox: 0.2079, d2.loss_iou: 0.5005, d3.loss_cls: 0.2910, d3.loss_bbox: 0.2067, d3.loss_iou: 0.4979, d4.loss_cls: 0.2889, d4.loss_bbox: 0.2063, d4.loss_iou: 0.4968, dn_loss_cls: 0.0702, dn_loss_bbox: 0.3800, dn_loss_iou: 0.5013, d0.dn_loss_cls: 0.1023, d0.dn_loss_bbox: 0.5234, d0.dn_loss_iou: 0.6548, d1.dn_loss_cls: 0.0802, d1.dn_loss_bbox: 0.4236, d1.dn_loss_iou: 0.5420, d2.dn_loss_cls: 0.0735, d2.dn_loss_bbox: 0.3932, d2.dn_loss_iou: 0.5143, d3.dn_loss_cls: 0.0696, d3.dn_loss_bbox: 0.3831, d3.dn_loss_iou: 0.5046, d4.dn_loss_cls: 0.0691, d4.dn_loss_bbox: 0.3800, d4.dn_loss_iou: 0.5012, loss: 13.4340 2024-06-03 22:50:24,749 - mmdet - INFO - Epoch [2][600/3665] lr: 2.000e-04, eta: 4 days, 7:40:56, time: 9.269, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3353, interm_loss_bbox: 0.2577, interm_loss_iou: 0.5694, loss_cls: 0.2939, loss_bbox: 0.2041, loss_iou: 0.4805, d0.loss_cls: 0.3520, d0.loss_bbox: 0.2176, d0.loss_iou: 0.5032, d1.loss_cls: 0.3185, d1.loss_bbox: 0.2101, d1.loss_iou: 0.4909, d2.loss_cls: 0.3008, d2.loss_bbox: 0.2081, d2.loss_iou: 0.4882, d3.loss_cls: 0.2944, d3.loss_bbox: 0.2061, d3.loss_iou: 0.4844, d4.loss_cls: 0.2915, d4.loss_bbox: 0.2056, d4.loss_iou: 0.4828, dn_loss_cls: 0.0691, dn_loss_bbox: 0.3819, dn_loss_iou: 0.4940, d0.dn_loss_cls: 0.1016, d0.dn_loss_bbox: 0.5222, d0.dn_loss_iou: 0.6467, d1.dn_loss_cls: 0.0788, d1.dn_loss_bbox: 0.4239, d1.dn_loss_iou: 0.5341, d2.dn_loss_cls: 0.0721, d2.dn_loss_bbox: 0.3950, d2.dn_loss_iou: 0.5070, d3.dn_loss_cls: 0.0685, d3.dn_loss_bbox: 0.3849, d3.dn_loss_iou: 0.4974, d4.dn_loss_cls: 0.0678, d4.dn_loss_bbox: 0.3819, d4.dn_loss_iou: 0.4939, loss: 13.3159 2024-06-03 22:58:23,377 - mmdet - INFO - Epoch [2][650/3665] lr: 2.000e-04, eta: 4 days, 7:34:26, time: 9.573, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3400, interm_loss_bbox: 0.2584, interm_loss_iou: 0.5732, loss_cls: 0.2942, loss_bbox: 0.2110, loss_iou: 0.4892, d0.loss_cls: 0.3566, d0.loss_bbox: 0.2211, d0.loss_iou: 0.5088, d1.loss_cls: 0.3173, d1.loss_bbox: 0.2164, d1.loss_iou: 0.4999, d2.loss_cls: 0.3013, d2.loss_bbox: 0.2132, d2.loss_iou: 0.4954, d3.loss_cls: 0.2942, d3.loss_bbox: 0.2116, d3.loss_iou: 0.4923, d4.loss_cls: 0.2927, d4.loss_bbox: 0.2114, d4.loss_iou: 0.4913, dn_loss_cls: 0.0713, dn_loss_bbox: 0.3941, dn_loss_iou: 0.5008, d0.dn_loss_cls: 0.1044, d0.dn_loss_bbox: 0.5357, d0.dn_loss_iou: 0.6493, d1.dn_loss_cls: 0.0813, d1.dn_loss_bbox: 0.4368, d1.dn_loss_iou: 0.5412, d2.dn_loss_cls: 0.0746, d2.dn_loss_bbox: 0.4075, d2.dn_loss_iou: 0.5135, d3.dn_loss_cls: 0.0710, d3.dn_loss_bbox: 0.3972, d3.dn_loss_iou: 0.5042, d4.dn_loss_cls: 0.0701, d4.dn_loss_bbox: 0.3941, d4.dn_loss_iou: 0.5007, loss: 13.5371 2024-06-03 23:06:10,316 - mmdet - INFO - Epoch [2][700/3665] lr: 2.000e-04, eta: 4 days, 7:26:08, time: 9.339, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3340, interm_loss_bbox: 0.2549, interm_loss_iou: 0.5720, loss_cls: 0.2901, loss_bbox: 0.2001, loss_iou: 0.4817, d0.loss_cls: 0.3486, d0.loss_bbox: 0.2134, d0.loss_iou: 0.5026, d1.loss_cls: 0.3121, d1.loss_bbox: 0.2064, d1.loss_iou: 0.4932, d2.loss_cls: 0.2979, d2.loss_bbox: 0.2023, d2.loss_iou: 0.4879, d3.loss_cls: 0.2905, d3.loss_bbox: 0.2019, d3.loss_iou: 0.4852, d4.loss_cls: 0.2886, d4.loss_bbox: 0.2013, d4.loss_iou: 0.4835, dn_loss_cls: 0.0690, dn_loss_bbox: 0.3710, dn_loss_iou: 0.4922, d0.dn_loss_cls: 0.1017, d0.dn_loss_bbox: 0.5201, d0.dn_loss_iou: 0.6461, d1.dn_loss_cls: 0.0791, d1.dn_loss_bbox: 0.4159, d1.dn_loss_iou: 0.5336, d2.dn_loss_cls: 0.0723, d2.dn_loss_bbox: 0.3855, d2.dn_loss_iou: 0.5058, d3.dn_loss_cls: 0.0687, d3.dn_loss_bbox: 0.3744, d3.dn_loss_iou: 0.4957, d4.dn_loss_cls: 0.0678, d4.dn_loss_bbox: 0.3710, d4.dn_loss_iou: 0.4921, loss: 13.2106 2024-06-03 23:14:00,103 - mmdet - INFO - Epoch [2][750/3665] lr: 2.000e-04, eta: 4 days, 7:18:16, time: 9.396, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3294, interm_loss_bbox: 0.2537, interm_loss_iou: 0.5739, loss_cls: 0.2898, loss_bbox: 0.1977, loss_iou: 0.4870, d0.loss_cls: 0.3484, d0.loss_bbox: 0.2115, d0.loss_iou: 0.5052, d1.loss_cls: 0.3110, d1.loss_bbox: 0.2059, d1.loss_iou: 0.4990, d2.loss_cls: 0.2962, d2.loss_bbox: 0.2013, d2.loss_iou: 0.4922, d3.loss_cls: 0.2891, d3.loss_bbox: 0.2000, d3.loss_iou: 0.4900, d4.loss_cls: 0.2875, d4.loss_bbox: 0.1991, d4.loss_iou: 0.4888, dn_loss_cls: 0.0691, dn_loss_bbox: 0.3706, dn_loss_iou: 0.4946, d0.dn_loss_cls: 0.1005, d0.dn_loss_bbox: 0.5189, d0.dn_loss_iou: 0.6544, d1.dn_loss_cls: 0.0783, d1.dn_loss_bbox: 0.4148, d1.dn_loss_iou: 0.5363, d2.dn_loss_cls: 0.0719, d2.dn_loss_bbox: 0.3841, d2.dn_loss_iou: 0.5080, d3.dn_loss_cls: 0.0680, d3.dn_loss_bbox: 0.3738, d3.dn_loss_iou: 0.4981, d4.dn_loss_cls: 0.0677, d4.dn_loss_bbox: 0.3706, d4.dn_loss_iou: 0.4945, loss: 13.2307 2024-06-03 23:21:52,257 - mmdet - INFO - Epoch [2][800/3665] lr: 2.000e-04, eta: 4 days, 7:10:46, time: 9.443, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3364, interm_loss_bbox: 0.2537, interm_loss_iou: 0.5814, loss_cls: 0.2942, loss_bbox: 0.2007, loss_iou: 0.4938, d0.loss_cls: 0.3486, d0.loss_bbox: 0.2150, d0.loss_iou: 0.5162, d1.loss_cls: 0.3147, d1.loss_bbox: 0.2084, d1.loss_iou: 0.5062, d2.loss_cls: 0.2988, d2.loss_bbox: 0.2050, d2.loss_iou: 0.5020, d3.loss_cls: 0.2944, d3.loss_bbox: 0.2023, d3.loss_iou: 0.4977, d4.loss_cls: 0.2925, d4.loss_bbox: 0.2015, d4.loss_iou: 0.4958, dn_loss_cls: 0.0719, dn_loss_bbox: 0.3735, dn_loss_iou: 0.5011, d0.dn_loss_cls: 0.1030, d0.dn_loss_bbox: 0.5192, d0.dn_loss_iou: 0.6564, d1.dn_loss_cls: 0.0805, d1.dn_loss_bbox: 0.4184, d1.dn_loss_iou: 0.5423, d2.dn_loss_cls: 0.0745, d2.dn_loss_bbox: 0.3866, d2.dn_loss_iou: 0.5140, d3.dn_loss_cls: 0.0709, d3.dn_loss_bbox: 0.3765, d3.dn_loss_iou: 0.5046, d4.dn_loss_cls: 0.0702, d4.dn_loss_bbox: 0.3735, d4.dn_loss_iou: 0.5010, loss: 13.3973 2024-06-03 23:29:43,510 - mmdet - INFO - Epoch [2][850/3665] lr: 2.000e-04, eta: 4 days, 7:03:07, time: 9.425, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3287, interm_loss_bbox: 0.2627, interm_loss_iou: 0.5632, loss_cls: 0.2826, loss_bbox: 0.2021, loss_iou: 0.4689, d0.loss_cls: 0.3460, d0.loss_bbox: 0.2156, d0.loss_iou: 0.4880, d1.loss_cls: 0.3052, d1.loss_bbox: 0.2103, d1.loss_iou: 0.4783, d2.loss_cls: 0.2900, d2.loss_bbox: 0.2055, d2.loss_iou: 0.4731, d3.loss_cls: 0.2820, d3.loss_bbox: 0.2043, d3.loss_iou: 0.4728, d4.loss_cls: 0.2807, d4.loss_bbox: 0.2033, d4.loss_iou: 0.4709, dn_loss_cls: 0.0649, dn_loss_bbox: 0.3819, dn_loss_iou: 0.4737, d0.dn_loss_cls: 0.0975, d0.dn_loss_bbox: 0.5342, d0.dn_loss_iou: 0.6282, d1.dn_loss_cls: 0.0743, d1.dn_loss_bbox: 0.4286, d1.dn_loss_iou: 0.5153, d2.dn_loss_cls: 0.0686, d2.dn_loss_bbox: 0.3966, d2.dn_loss_iou: 0.4865, d3.dn_loss_cls: 0.0646, d3.dn_loss_bbox: 0.3854, d3.dn_loss_iou: 0.4770, d4.dn_loss_cls: 0.0640, d4.dn_loss_bbox: 0.3820, d4.dn_loss_iou: 0.4736, loss: 13.0312 2024-06-03 23:37:39,898 - mmdet - INFO - Epoch [2][900/3665] lr: 2.000e-04, eta: 4 days, 6:56:11, time: 9.528, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3312, interm_loss_bbox: 0.2539, interm_loss_iou: 0.5586, loss_cls: 0.2879, loss_bbox: 0.2028, loss_iou: 0.4746, d0.loss_cls: 0.3497, d0.loss_bbox: 0.2152, d0.loss_iou: 0.4977, d1.loss_cls: 0.3101, d1.loss_bbox: 0.2112, d1.loss_iou: 0.4885, d2.loss_cls: 0.2960, d2.loss_bbox: 0.2064, d2.loss_iou: 0.4813, d3.loss_cls: 0.2878, d3.loss_bbox: 0.2050, d3.loss_iou: 0.4785, d4.loss_cls: 0.2866, d4.loss_bbox: 0.2039, d4.loss_iou: 0.4771, dn_loss_cls: 0.0700, dn_loss_bbox: 0.3884, dn_loss_iou: 0.4891, d0.dn_loss_cls: 0.1028, d0.dn_loss_bbox: 0.5321, d0.dn_loss_iou: 0.6428, d1.dn_loss_cls: 0.0789, d1.dn_loss_bbox: 0.4311, d1.dn_loss_iou: 0.5299, d2.dn_loss_cls: 0.0727, d2.dn_loss_bbox: 0.4013, d2.dn_loss_iou: 0.5021, d3.dn_loss_cls: 0.0691, d3.dn_loss_bbox: 0.3912, d3.dn_loss_iou: 0.4924, d4.dn_loss_cls: 0.0686, d4.dn_loss_bbox: 0.3884, d4.dn_loss_iou: 0.4890, loss: 13.2440 2024-06-03 23:45:37,619 - mmdet - INFO - Epoch [2][950/3665] lr: 2.000e-04, eta: 4 days, 6:49:26, time: 9.554, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3291, interm_loss_bbox: 0.2515, interm_loss_iou: 0.5668, loss_cls: 0.2867, loss_bbox: 0.2014, loss_iou: 0.4872, d0.loss_cls: 0.3467, d0.loss_bbox: 0.2134, d0.loss_iou: 0.5035, d1.loss_cls: 0.3092, d1.loss_bbox: 0.2074, d1.loss_iou: 0.4951, d2.loss_cls: 0.2948, d2.loss_bbox: 0.2045, d2.loss_iou: 0.4914, d3.loss_cls: 0.2882, d3.loss_bbox: 0.2019, d3.loss_iou: 0.4887, d4.loss_cls: 0.2857, d4.loss_bbox: 0.2018, d4.loss_iou: 0.4888, dn_loss_cls: 0.0674, dn_loss_bbox: 0.3847, dn_loss_iou: 0.4894, d0.dn_loss_cls: 0.0996, d0.dn_loss_bbox: 0.5273, d0.dn_loss_iou: 0.6361, d1.dn_loss_cls: 0.0768, d1.dn_loss_bbox: 0.4278, d1.dn_loss_iou: 0.5276, d2.dn_loss_cls: 0.0712, d2.dn_loss_bbox: 0.3975, d2.dn_loss_iou: 0.5012, d3.dn_loss_cls: 0.0671, d3.dn_loss_bbox: 0.3877, d3.dn_loss_iou: 0.4926, d4.dn_loss_cls: 0.0665, d4.dn_loss_bbox: 0.3847, d4.dn_loss_iou: 0.4893, loss: 13.2384 2024-06-03 23:53:29,894 - mmdet - INFO - Epoch [2][1000/3665] lr: 2.000e-04, eta: 4 days, 6:41:54, time: 9.446, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3333, interm_loss_bbox: 0.2523, interm_loss_iou: 0.5618, loss_cls: 0.2877, loss_bbox: 0.2004, loss_iou: 0.4787, d0.loss_cls: 0.3506, d0.loss_bbox: 0.2109, d0.loss_iou: 0.4969, d1.loss_cls: 0.3154, d1.loss_bbox: 0.2039, d1.loss_iou: 0.4849, d2.loss_cls: 0.2963, d2.loss_bbox: 0.2033, d2.loss_iou: 0.4840, d3.loss_cls: 0.2891, d3.loss_bbox: 0.2015, d3.loss_iou: 0.4817, d4.loss_cls: 0.2872, d4.loss_bbox: 0.2019, d4.loss_iou: 0.4800, dn_loss_cls: 0.0669, dn_loss_bbox: 0.3808, dn_loss_iou: 0.4782, d0.dn_loss_cls: 0.1012, d0.dn_loss_bbox: 0.5254, d0.dn_loss_iou: 0.6314, d1.dn_loss_cls: 0.0764, d1.dn_loss_bbox: 0.4239, d1.dn_loss_iou: 0.5176, d2.dn_loss_cls: 0.0701, d2.dn_loss_bbox: 0.3939, d2.dn_loss_iou: 0.4907, d3.dn_loss_cls: 0.0663, d3.dn_loss_bbox: 0.3839, d3.dn_loss_iou: 0.4814, d4.dn_loss_cls: 0.0657, d4.dn_loss_bbox: 0.3808, d4.dn_loss_iou: 0.4781, loss: 13.1145 2024-06-04 00:01:20,407 - mmdet - INFO - Epoch [2][1050/3665] lr: 2.000e-04, eta: 4 days, 6:34:06, time: 9.410, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3217, interm_loss_bbox: 0.2438, interm_loss_iou: 0.5311, loss_cls: 0.2736, loss_bbox: 0.1966, loss_iou: 0.4540, d0.loss_cls: 0.3376, d0.loss_bbox: 0.2058, d0.loss_iou: 0.4696, d1.loss_cls: 0.2969, d1.loss_bbox: 0.2025, d1.loss_iou: 0.4633, d2.loss_cls: 0.2799, d2.loss_bbox: 0.1999, d2.loss_iou: 0.4599, d3.loss_cls: 0.2726, d3.loss_bbox: 0.1985, d3.loss_iou: 0.4575, d4.loss_cls: 0.2720, d4.loss_bbox: 0.1974, d4.loss_iou: 0.4563, dn_loss_cls: 0.0631, dn_loss_bbox: 0.3851, dn_loss_iou: 0.4686, d0.dn_loss_cls: 0.0970, d0.dn_loss_bbox: 0.5378, d0.dn_loss_iou: 0.6195, d1.dn_loss_cls: 0.0733, d1.dn_loss_bbox: 0.4315, d1.dn_loss_iou: 0.5086, d2.dn_loss_cls: 0.0669, d2.dn_loss_bbox: 0.3994, d2.dn_loss_iou: 0.4815, d3.dn_loss_cls: 0.0627, d3.dn_loss_bbox: 0.3887, d3.dn_loss_iou: 0.4721, d4.dn_loss_cls: 0.0621, d4.dn_loss_bbox: 0.3851, d4.dn_loss_iou: 0.4685, loss: 12.7621 2024-06-04 00:09:16,249 - mmdet - INFO - Epoch [2][1100/3665] lr: 2.000e-04, eta: 4 days, 6:27:03, time: 9.517, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3208, interm_loss_bbox: 0.2517, interm_loss_iou: 0.5546, loss_cls: 0.2735, loss_bbox: 0.2007, loss_iou: 0.4718, d0.loss_cls: 0.3381, d0.loss_bbox: 0.2103, d0.loss_iou: 0.4871, d1.loss_cls: 0.2999, d1.loss_bbox: 0.2041, d1.loss_iou: 0.4789, d2.loss_cls: 0.2815, d2.loss_bbox: 0.2024, d2.loss_iou: 0.4759, d3.loss_cls: 0.2748, d3.loss_bbox: 0.2002, d3.loss_iou: 0.4730, d4.loss_cls: 0.2727, d4.loss_bbox: 0.2008, d4.loss_iou: 0.4727, dn_loss_cls: 0.0651, dn_loss_bbox: 0.3643, dn_loss_iou: 0.4726, d0.dn_loss_cls: 0.0969, d0.dn_loss_bbox: 0.5088, d0.dn_loss_iou: 0.6216, d1.dn_loss_cls: 0.0742, d1.dn_loss_bbox: 0.4079, d1.dn_loss_iou: 0.5132, d2.dn_loss_cls: 0.0684, d2.dn_loss_bbox: 0.3766, d2.dn_loss_iou: 0.4851, d3.dn_loss_cls: 0.0648, d3.dn_loss_bbox: 0.3670, d3.dn_loss_iou: 0.4756, d4.dn_loss_cls: 0.0643, d4.dn_loss_bbox: 0.3643, d4.dn_loss_iou: 0.4725, loss: 12.8085 2024-06-04 00:17:09,697 - mmdet - INFO - Epoch [2][1150/3665] lr: 2.000e-04, eta: 4 days, 6:19:38, time: 9.469, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3231, interm_loss_bbox: 0.2496, interm_loss_iou: 0.5658, loss_cls: 0.2819, loss_bbox: 0.1979, loss_iou: 0.4795, d0.loss_cls: 0.3393, d0.loss_bbox: 0.2081, d0.loss_iou: 0.4984, d1.loss_cls: 0.3030, d1.loss_bbox: 0.2028, d1.loss_iou: 0.4883, d2.loss_cls: 0.2885, d2.loss_bbox: 0.1996, d2.loss_iou: 0.4841, d3.loss_cls: 0.2808, d3.loss_bbox: 0.1999, d3.loss_iou: 0.4830, d4.loss_cls: 0.2805, d4.loss_bbox: 0.1988, d4.loss_iou: 0.4810, dn_loss_cls: 0.0652, dn_loss_bbox: 0.3777, dn_loss_iou: 0.4762, d0.dn_loss_cls: 0.0972, d0.dn_loss_bbox: 0.5205, d0.dn_loss_iou: 0.6239, d1.dn_loss_cls: 0.0742, d1.dn_loss_bbox: 0.4201, d1.dn_loss_iou: 0.5149, d2.dn_loss_cls: 0.0679, d2.dn_loss_bbox: 0.3905, d2.dn_loss_iou: 0.4886, d3.dn_loss_cls: 0.0643, d3.dn_loss_bbox: 0.3804, d3.dn_loss_iou: 0.4795, d4.dn_loss_cls: 0.0641, d4.dn_loss_bbox: 0.3777, d4.dn_loss_iou: 0.4761, loss: 12.9929 2024-06-04 00:24:54,182 - mmdet - INFO - Epoch [2][1200/3665] lr: 2.000e-04, eta: 4 days, 6:11:01, time: 9.290, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3270, interm_loss_bbox: 0.2534, interm_loss_iou: 0.5592, loss_cls: 0.2796, loss_bbox: 0.2013, loss_iou: 0.4763, d0.loss_cls: 0.3402, d0.loss_bbox: 0.2136, d0.loss_iou: 0.4965, d1.loss_cls: 0.3027, d1.loss_bbox: 0.2074, d1.loss_iou: 0.4869, d2.loss_cls: 0.2864, d2.loss_bbox: 0.2055, d2.loss_iou: 0.4826, d3.loss_cls: 0.2793, d3.loss_bbox: 0.2035, d3.loss_iou: 0.4791, d4.loss_cls: 0.2776, d4.loss_bbox: 0.2031, d4.loss_iou: 0.4783, dn_loss_cls: 0.0664, dn_loss_bbox: 0.3798, dn_loss_iou: 0.4827, d0.dn_loss_cls: 0.0988, d0.dn_loss_bbox: 0.5199, d0.dn_loss_iou: 0.6291, d1.dn_loss_cls: 0.0757, d1.dn_loss_bbox: 0.4234, d1.dn_loss_iou: 0.5222, d2.dn_loss_cls: 0.0694, d2.dn_loss_bbox: 0.3932, d2.dn_loss_iou: 0.4950, d3.dn_loss_cls: 0.0659, d3.dn_loss_bbox: 0.3830, d3.dn_loss_iou: 0.4860, d4.dn_loss_cls: 0.0654, d4.dn_loss_bbox: 0.3798, d4.dn_loss_iou: 0.4826, loss: 13.0576 2024-06-04 00:32:38,610 - mmdet - INFO - Epoch [2][1250/3665] lr: 2.000e-04, eta: 4 days, 6:02:25, time: 9.289, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3262, interm_loss_bbox: 0.2527, interm_loss_iou: 0.5508, loss_cls: 0.2764, loss_bbox: 0.2048, loss_iou: 0.4746, d0.loss_cls: 0.3423, d0.loss_bbox: 0.2112, d0.loss_iou: 0.4882, d1.loss_cls: 0.3031, d1.loss_bbox: 0.2083, d1.loss_iou: 0.4802, d2.loss_cls: 0.2843, d2.loss_bbox: 0.2074, d2.loss_iou: 0.4782, d3.loss_cls: 0.2780, d3.loss_bbox: 0.2060, d3.loss_iou: 0.4773, d4.loss_cls: 0.2753, d4.loss_bbox: 0.2057, d4.loss_iou: 0.4766, dn_loss_cls: 0.0633, dn_loss_bbox: 0.3683, dn_loss_iou: 0.4729, d0.dn_loss_cls: 0.0963, d0.dn_loss_bbox: 0.5173, d0.dn_loss_iou: 0.6237, d1.dn_loss_cls: 0.0728, d1.dn_loss_bbox: 0.4133, d1.dn_loss_iou: 0.5126, d2.dn_loss_cls: 0.0667, d2.dn_loss_bbox: 0.3818, d2.dn_loss_iou: 0.4854, d3.dn_loss_cls: 0.0632, d3.dn_loss_bbox: 0.3715, d3.dn_loss_iou: 0.4765, d4.dn_loss_cls: 0.0625, d4.dn_loss_bbox: 0.3683, d4.dn_loss_iou: 0.4728, loss: 12.8966 2024-06-04 00:40:21,335 - mmdet - INFO - Epoch [2][1300/3665] lr: 2.000e-04, eta: 4 days, 5:53:36, time: 9.254, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3284, interm_loss_bbox: 0.2509, interm_loss_iou: 0.5580, loss_cls: 0.2852, loss_bbox: 0.1943, loss_iou: 0.4687, d0.loss_cls: 0.3466, d0.loss_bbox: 0.2063, d0.loss_iou: 0.4876, d1.loss_cls: 0.3125, d1.loss_bbox: 0.1975, d1.loss_iou: 0.4743, d2.loss_cls: 0.2922, d2.loss_bbox: 0.1961, d2.loss_iou: 0.4726, d3.loss_cls: 0.2851, d3.loss_bbox: 0.1948, d3.loss_iou: 0.4717, d4.loss_cls: 0.2838, d4.loss_bbox: 0.1951, d4.loss_iou: 0.4701, dn_loss_cls: 0.0649, dn_loss_bbox: 0.3614, dn_loss_iou: 0.4786, d0.dn_loss_cls: 0.0973, d0.dn_loss_bbox: 0.5034, d0.dn_loss_iou: 0.6307, d1.dn_loss_cls: 0.0740, d1.dn_loss_bbox: 0.4039, d1.dn_loss_iou: 0.5189, d2.dn_loss_cls: 0.0683, d2.dn_loss_bbox: 0.3742, d2.dn_loss_iou: 0.4912, d3.dn_loss_cls: 0.0645, d3.dn_loss_bbox: 0.3646, d3.dn_loss_iou: 0.4819, d4.dn_loss_cls: 0.0640, d4.dn_loss_bbox: 0.3614, d4.dn_loss_iou: 0.4785, loss: 12.8533 2024-06-04 00:48:09,848 - mmdet - INFO - Epoch [2][1350/3665] lr: 2.000e-04, eta: 4 days, 5:45:34, time: 9.370, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3176, interm_loss_bbox: 0.2473, interm_loss_iou: 0.5521, loss_cls: 0.2729, loss_bbox: 0.1988, loss_iou: 0.4723, d0.loss_cls: 0.3350, d0.loss_bbox: 0.2087, d0.loss_iou: 0.4874, d1.loss_cls: 0.2964, d1.loss_bbox: 0.2041, d1.loss_iou: 0.4801, d2.loss_cls: 0.2810, d2.loss_bbox: 0.2006, d2.loss_iou: 0.4761, d3.loss_cls: 0.2737, d3.loss_bbox: 0.1993, d3.loss_iou: 0.4737, d4.loss_cls: 0.2718, d4.loss_bbox: 0.1992, d4.loss_iou: 0.4733, dn_loss_cls: 0.0622, dn_loss_bbox: 0.3612, dn_loss_iou: 0.4683, d0.dn_loss_cls: 0.0948, d0.dn_loss_bbox: 0.5035, d0.dn_loss_iou: 0.6174, d1.dn_loss_cls: 0.0718, d1.dn_loss_bbox: 0.4029, d1.dn_loss_iou: 0.5064, d2.dn_loss_cls: 0.0661, d2.dn_loss_bbox: 0.3735, d2.dn_loss_iou: 0.4805, d3.dn_loss_cls: 0.0622, d3.dn_loss_bbox: 0.3641, d3.dn_loss_iou: 0.4715, d4.dn_loss_cls: 0.0614, d4.dn_loss_bbox: 0.3612, d4.dn_loss_iou: 0.4682, loss: 12.7186 2024-06-04 00:56:04,678 - mmdet - INFO - Epoch [2][1400/3665] lr: 2.000e-04, eta: 4 days, 5:38:20, time: 9.497, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3149, interm_loss_bbox: 0.2403, interm_loss_iou: 0.5409, loss_cls: 0.2655, loss_bbox: 0.1935, loss_iou: 0.4602, d0.loss_cls: 0.3286, d0.loss_bbox: 0.2011, d0.loss_iou: 0.4765, d1.loss_cls: 0.2909, d1.loss_bbox: 0.1969, d1.loss_iou: 0.4684, d2.loss_cls: 0.2744, d2.loss_bbox: 0.1949, d2.loss_iou: 0.4651, d3.loss_cls: 0.2654, d3.loss_bbox: 0.1946, d3.loss_iou: 0.4634, d4.loss_cls: 0.2640, d4.loss_bbox: 0.1939, d4.loss_iou: 0.4620, dn_loss_cls: 0.0609, dn_loss_bbox: 0.3607, dn_loss_iou: 0.4739, d0.dn_loss_cls: 0.0951, d0.dn_loss_bbox: 0.4968, d0.dn_loss_iou: 0.6196, d1.dn_loss_cls: 0.0714, d1.dn_loss_bbox: 0.4016, d1.dn_loss_iou: 0.5103, d2.dn_loss_cls: 0.0654, d2.dn_loss_bbox: 0.3730, d2.dn_loss_iou: 0.4854, d3.dn_loss_cls: 0.0612, d3.dn_loss_bbox: 0.3633, d3.dn_loss_iou: 0.4767, d4.dn_loss_cls: 0.0605, d4.dn_loss_bbox: 0.3607, d4.dn_loss_iou: 0.4737, loss: 12.5659 2024-06-04 01:03:50,524 - mmdet - INFO - Epoch [2][1450/3665] lr: 2.000e-04, eta: 4 days, 5:29:58, time: 9.317, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3204, interm_loss_bbox: 0.2409, interm_loss_iou: 0.5486, loss_cls: 0.2744, loss_bbox: 0.1921, loss_iou: 0.4686, d0.loss_cls: 0.3359, d0.loss_bbox: 0.2021, d0.loss_iou: 0.4854, d1.loss_cls: 0.3007, d1.loss_bbox: 0.1964, d1.loss_iou: 0.4758, d2.loss_cls: 0.2844, d2.loss_bbox: 0.1934, d2.loss_iou: 0.4721, d3.loss_cls: 0.2768, d3.loss_bbox: 0.1930, d3.loss_iou: 0.4709, d4.loss_cls: 0.2729, d4.loss_bbox: 0.1931, d4.loss_iou: 0.4706, dn_loss_cls: 0.0639, dn_loss_bbox: 0.3597, dn_loss_iou: 0.4726, d0.dn_loss_cls: 0.0952, d0.dn_loss_bbox: 0.4948, d0.dn_loss_iou: 0.6156, d1.dn_loss_cls: 0.0728, d1.dn_loss_bbox: 0.4000, d1.dn_loss_iou: 0.5097, d2.dn_loss_cls: 0.0669, d2.dn_loss_bbox: 0.3714, d2.dn_loss_iou: 0.4838, d3.dn_loss_cls: 0.0633, d3.dn_loss_bbox: 0.3622, d3.dn_loss_iou: 0.4752, d4.dn_loss_cls: 0.0628, d4.dn_loss_bbox: 0.3596, d4.dn_loss_iou: 0.4725, loss: 12.6706 2024-06-04 01:11:42,764 - mmdet - INFO - Epoch [2][1500/3665] lr: 2.000e-04, eta: 4 days, 5:22:24, time: 9.445, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3179, interm_loss_bbox: 0.2428, interm_loss_iou: 0.5512, loss_cls: 0.2708, loss_bbox: 0.1934, loss_iou: 0.4705, d0.loss_cls: 0.3340, d0.loss_bbox: 0.2031, d0.loss_iou: 0.4867, d1.loss_cls: 0.2921, d1.loss_bbox: 0.1996, d1.loss_iou: 0.4814, d2.loss_cls: 0.2770, d2.loss_bbox: 0.1970, d2.loss_iou: 0.4775, d3.loss_cls: 0.2702, d3.loss_bbox: 0.1954, d3.loss_iou: 0.4745, d4.loss_cls: 0.2694, d4.loss_bbox: 0.1938, d4.loss_iou: 0.4728, dn_loss_cls: 0.0634, dn_loss_bbox: 0.3538, dn_loss_iou: 0.4703, d0.dn_loss_cls: 0.0961, d0.dn_loss_bbox: 0.4974, d0.dn_loss_iou: 0.6181, d1.dn_loss_cls: 0.0723, d1.dn_loss_bbox: 0.3965, d1.dn_loss_iou: 0.5085, d2.dn_loss_cls: 0.0665, d2.dn_loss_bbox: 0.3665, d2.dn_loss_iou: 0.4823, d3.dn_loss_cls: 0.0629, d3.dn_loss_bbox: 0.3567, d3.dn_loss_iou: 0.4734, d4.dn_loss_cls: 0.0624, d4.dn_loss_bbox: 0.3538, d4.dn_loss_iou: 0.4702, loss: 12.6421 2024-06-04 01:19:23,641 - mmdet - INFO - Epoch [2][1550/3665] lr: 2.000e-04, eta: 4 days, 5:13:25, time: 9.218, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3156, interm_loss_bbox: 0.2418, interm_loss_iou: 0.5462, loss_cls: 0.2700, loss_bbox: 0.1949, loss_iou: 0.4671, d0.loss_cls: 0.3332, d0.loss_bbox: 0.2018, d0.loss_iou: 0.4795, d1.loss_cls: 0.2935, d1.loss_bbox: 0.1992, d1.loss_iou: 0.4733, d2.loss_cls: 0.2778, d2.loss_bbox: 0.1963, d2.loss_iou: 0.4707, d3.loss_cls: 0.2705, d3.loss_bbox: 0.1960, d3.loss_iou: 0.4692, d4.loss_cls: 0.2689, d4.loss_bbox: 0.1953, d4.loss_iou: 0.4690, dn_loss_cls: 0.0591, dn_loss_bbox: 0.3587, dn_loss_iou: 0.4734, d0.dn_loss_cls: 0.0914, d0.dn_loss_bbox: 0.4969, d0.dn_loss_iou: 0.6196, d1.dn_loss_cls: 0.0682, d1.dn_loss_bbox: 0.3997, d1.dn_loss_iou: 0.5111, d2.dn_loss_cls: 0.0626, d2.dn_loss_bbox: 0.3701, d2.dn_loss_iou: 0.4845, d3.dn_loss_cls: 0.0590, d3.dn_loss_bbox: 0.3614, d3.dn_loss_iou: 0.4763, d4.dn_loss_cls: 0.0583, d4.dn_loss_bbox: 0.3587, d4.dn_loss_iou: 0.4733, loss: 12.6120 2024-06-04 01:27:14,685 - mmdet - INFO - Epoch [2][1600/3665] lr: 2.000e-04, eta: 4 days, 5:05:43, time: 9.421, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3153, interm_loss_bbox: 0.2414, interm_loss_iou: 0.5346, loss_cls: 0.2700, loss_bbox: 0.1948, loss_iou: 0.4556, d0.loss_cls: 0.3305, d0.loss_bbox: 0.2045, d0.loss_iou: 0.4718, d1.loss_cls: 0.2927, d1.loss_bbox: 0.2007, d1.loss_iou: 0.4645, d2.loss_cls: 0.2782, d2.loss_bbox: 0.1968, d2.loss_iou: 0.4590, d3.loss_cls: 0.2702, d3.loss_bbox: 0.1956, d3.loss_iou: 0.4585, d4.loss_cls: 0.2683, d4.loss_bbox: 0.1956, d4.loss_iou: 0.4574, dn_loss_cls: 0.0629, dn_loss_bbox: 0.3542, dn_loss_iou: 0.4669, d0.dn_loss_cls: 0.0957, d0.dn_loss_bbox: 0.4931, d0.dn_loss_iou: 0.6145, d1.dn_loss_cls: 0.0724, d1.dn_loss_bbox: 0.3962, d1.dn_loss_iou: 0.5054, d2.dn_loss_cls: 0.0663, d2.dn_loss_bbox: 0.3664, d2.dn_loss_iou: 0.4787, d3.dn_loss_cls: 0.0623, d3.dn_loss_bbox: 0.3569, d3.dn_loss_iou: 0.4699, d4.dn_loss_cls: 0.0618, d4.dn_loss_bbox: 0.3542, d4.dn_loss_iou: 0.4668, loss: 12.5003 2024-06-04 01:35:04,804 - mmdet - INFO - Epoch [2][1650/3665] lr: 2.000e-04, eta: 4 days, 4:57:53, time: 9.402, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3232, interm_loss_bbox: 0.2436, interm_loss_iou: 0.5499, loss_cls: 0.2766, loss_bbox: 0.2003, loss_iou: 0.4724, d0.loss_cls: 0.3389, d0.loss_bbox: 0.2071, d0.loss_iou: 0.4875, d1.loss_cls: 0.2986, d1.loss_bbox: 0.2055, d1.loss_iou: 0.4821, d2.loss_cls: 0.2823, d2.loss_bbox: 0.2032, d2.loss_iou: 0.4783, d3.loss_cls: 0.2762, d3.loss_bbox: 0.2015, d3.loss_iou: 0.4763, d4.loss_cls: 0.2757, d4.loss_bbox: 0.2004, d4.loss_iou: 0.4740, dn_loss_cls: 0.0634, dn_loss_bbox: 0.3636, dn_loss_iou: 0.4685, d0.dn_loss_cls: 0.0968, d0.dn_loss_bbox: 0.5072, d0.dn_loss_iou: 0.6150, d1.dn_loss_cls: 0.0729, d1.dn_loss_bbox: 0.4059, d1.dn_loss_iou: 0.5067, d2.dn_loss_cls: 0.0667, d2.dn_loss_bbox: 0.3755, d2.dn_loss_iou: 0.4800, d3.dn_loss_cls: 0.0629, d3.dn_loss_bbox: 0.3661, d3.dn_loss_iou: 0.4714, d4.dn_loss_cls: 0.0626, d4.dn_loss_bbox: 0.3637, d4.dn_loss_iou: 0.4684, loss: 12.7708 2024-06-04 01:42:48,498 - mmdet - INFO - Epoch [2][1700/3665] lr: 2.000e-04, eta: 4 days, 4:49:18, time: 9.274, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3177, interm_loss_bbox: 0.2455, interm_loss_iou: 0.5463, loss_cls: 0.2740, loss_bbox: 0.1943, loss_iou: 0.4650, d0.loss_cls: 0.3346, d0.loss_bbox: 0.2034, d0.loss_iou: 0.4834, d1.loss_cls: 0.2935, d1.loss_bbox: 0.2018, d1.loss_iou: 0.4770, d2.loss_cls: 0.2794, d2.loss_bbox: 0.1979, d2.loss_iou: 0.4711, d3.loss_cls: 0.2730, d3.loss_bbox: 0.1968, d3.loss_iou: 0.4687, d4.loss_cls: 0.2719, d4.loss_bbox: 0.1950, d4.loss_iou: 0.4667, dn_loss_cls: 0.0617, dn_loss_bbox: 0.3642, dn_loss_iou: 0.4680, d0.dn_loss_cls: 0.0948, d0.dn_loss_bbox: 0.5024, d0.dn_loss_iou: 0.6074, d1.dn_loss_cls: 0.0711, d1.dn_loss_bbox: 0.4068, d1.dn_loss_iou: 0.5049, d2.dn_loss_cls: 0.0652, d2.dn_loss_bbox: 0.3768, d2.dn_loss_iou: 0.4791, d3.dn_loss_cls: 0.0616, d3.dn_loss_bbox: 0.3671, d3.dn_loss_iou: 0.4709, d4.dn_loss_cls: 0.0610, d4.dn_loss_bbox: 0.3642, d4.dn_loss_iou: 0.4679, loss: 12.6523 2024-06-04 01:50:40,109 - mmdet - INFO - Epoch [2][1750/3665] lr: 2.000e-04, eta: 4 days, 4:41:39, time: 9.432, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3195, interm_loss_bbox: 0.2476, interm_loss_iou: 0.5648, loss_cls: 0.2748, loss_bbox: 0.1972, loss_iou: 0.4787, d0.loss_cls: 0.3389, d0.loss_bbox: 0.2063, d0.loss_iou: 0.4962, d1.loss_cls: 0.3004, d1.loss_bbox: 0.2007, d1.loss_iou: 0.4870, d2.loss_cls: 0.2835, d2.loss_bbox: 0.1986, d2.loss_iou: 0.4828, d3.loss_cls: 0.2745, d3.loss_bbox: 0.1983, d3.loss_iou: 0.4823, d4.loss_cls: 0.2737, d4.loss_bbox: 0.1979, d4.loss_iou: 0.4807, dn_loss_cls: 0.0608, dn_loss_bbox: 0.3613, dn_loss_iou: 0.4739, d0.dn_loss_cls: 0.0943, d0.dn_loss_bbox: 0.4992, d0.dn_loss_iou: 0.6204, d1.dn_loss_cls: 0.0704, d1.dn_loss_bbox: 0.4018, d1.dn_loss_iou: 0.5108, d2.dn_loss_cls: 0.0648, d2.dn_loss_bbox: 0.3723, d2.dn_loss_iou: 0.4850, d3.dn_loss_cls: 0.0611, d3.dn_loss_bbox: 0.3636, d3.dn_loss_iou: 0.4767, d4.dn_loss_cls: 0.0602, d4.dn_loss_bbox: 0.3613, d4.dn_loss_iou: 0.4738, loss: 12.7960 2024-06-04 01:58:33,802 - mmdet - INFO - Epoch [2][1800/3665] lr: 2.000e-04, eta: 4 days, 4:34:15, time: 9.474, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3198, interm_loss_bbox: 0.2404, interm_loss_iou: 0.5512, loss_cls: 0.2734, loss_bbox: 0.1918, loss_iou: 0.4681, d0.loss_cls: 0.3347, d0.loss_bbox: 0.2010, d0.loss_iou: 0.4870, d1.loss_cls: 0.2965, d1.loss_bbox: 0.1975, d1.loss_iou: 0.4776, d2.loss_cls: 0.2816, d2.loss_bbox: 0.1950, d2.loss_iou: 0.4727, d3.loss_cls: 0.2740, d3.loss_bbox: 0.1932, d3.loss_iou: 0.4701, d4.loss_cls: 0.2720, d4.loss_bbox: 0.1927, d4.loss_iou: 0.4698, dn_loss_cls: 0.0655, dn_loss_bbox: 0.3446, dn_loss_iou: 0.4743, d0.dn_loss_cls: 0.0954, d0.dn_loss_bbox: 0.4805, d0.dn_loss_iou: 0.6206, d1.dn_loss_cls: 0.0730, d1.dn_loss_bbox: 0.3843, d1.dn_loss_iou: 0.5113, d2.dn_loss_cls: 0.0682, d2.dn_loss_bbox: 0.3563, d2.dn_loss_iou: 0.4856, d3.dn_loss_cls: 0.0649, d3.dn_loss_bbox: 0.3475, d3.dn_loss_iou: 0.4772, d4.dn_loss_cls: 0.0645, d4.dn_loss_bbox: 0.3446, d4.dn_loss_iou: 0.4742, loss: 12.5929 2024-06-04 02:06:29,812 - mmdet - INFO - Epoch [2][1850/3665] lr: 2.000e-04, eta: 4 days, 4:27:07, time: 9.520, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3147, interm_loss_bbox: 0.2360, interm_loss_iou: 0.5375, loss_cls: 0.2678, loss_bbox: 0.1908, loss_iou: 0.4595, d0.loss_cls: 0.3268, d0.loss_bbox: 0.1993, d0.loss_iou: 0.4746, d1.loss_cls: 0.2889, d1.loss_bbox: 0.1951, d1.loss_iou: 0.4661, d2.loss_cls: 0.2750, d2.loss_bbox: 0.1923, d2.loss_iou: 0.4635, d3.loss_cls: 0.2672, d3.loss_bbox: 0.1922, d3.loss_iou: 0.4630, d4.loss_cls: 0.2659, d4.loss_bbox: 0.1921, d4.loss_iou: 0.4616, dn_loss_cls: 0.0602, dn_loss_bbox: 0.3440, dn_loss_iou: 0.4591, d0.dn_loss_cls: 0.0926, d0.dn_loss_bbox: 0.4768, d0.dn_loss_iou: 0.6018, d1.dn_loss_cls: 0.0686, d1.dn_loss_bbox: 0.3843, d1.dn_loss_iou: 0.4962, d2.dn_loss_cls: 0.0634, d2.dn_loss_bbox: 0.3560, d2.dn_loss_iou: 0.4704, d3.dn_loss_cls: 0.0600, d3.dn_loss_bbox: 0.3469, d3.dn_loss_iou: 0.4621, d4.dn_loss_cls: 0.0594, d4.dn_loss_bbox: 0.3440, d4.dn_loss_iou: 0.4591, loss: 12.3349 2024-06-04 02:14:25,850 - mmdet - INFO - Epoch [2][1900/3665] lr: 2.000e-04, eta: 4 days, 4:19:58, time: 9.521, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3174, interm_loss_bbox: 0.2371, interm_loss_iou: 0.5443, loss_cls: 0.2727, loss_bbox: 0.1898, loss_iou: 0.4618, d0.loss_cls: 0.3346, d0.loss_bbox: 0.1982, d0.loss_iou: 0.4783, d1.loss_cls: 0.2992, d1.loss_bbox: 0.1932, d1.loss_iou: 0.4686, d2.loss_cls: 0.2812, d2.loss_bbox: 0.1911, d2.loss_iou: 0.4656, d3.loss_cls: 0.2736, d3.loss_bbox: 0.1908, d3.loss_iou: 0.4637, d4.loss_cls: 0.2721, d4.loss_bbox: 0.1907, d4.loss_iou: 0.4631, dn_loss_cls: 0.0637, dn_loss_bbox: 0.3424, dn_loss_iou: 0.4670, d0.dn_loss_cls: 0.0947, d0.dn_loss_bbox: 0.4732, d0.dn_loss_iou: 0.6099, d1.dn_loss_cls: 0.0712, d1.dn_loss_bbox: 0.3807, d1.dn_loss_iou: 0.5029, d2.dn_loss_cls: 0.0659, d2.dn_loss_bbox: 0.3530, d2.dn_loss_iou: 0.4781, d3.dn_loss_cls: 0.0626, d3.dn_loss_bbox: 0.3446, d3.dn_loss_iou: 0.4698, d4.dn_loss_cls: 0.0625, d4.dn_loss_bbox: 0.3424, d4.dn_loss_iou: 0.4668, loss: 12.4386 2024-06-04 02:22:16,808 - mmdet - INFO - Epoch [2][1950/3665] lr: 2.000e-04, eta: 4 days, 4:12:14, time: 9.419, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3161, interm_loss_bbox: 0.2403, interm_loss_iou: 0.5447, loss_cls: 0.2704, loss_bbox: 0.1922, loss_iou: 0.4700, d0.loss_cls: 0.3301, d0.loss_bbox: 0.2026, d0.loss_iou: 0.4848, d1.loss_cls: 0.2937, d1.loss_bbox: 0.1960, d1.loss_iou: 0.4767, d2.loss_cls: 0.2792, d2.loss_bbox: 0.1931, d2.loss_iou: 0.4731, d3.loss_cls: 0.2708, d3.loss_bbox: 0.1931, d3.loss_iou: 0.4726, d4.loss_cls: 0.2695, d4.loss_bbox: 0.1922, d4.loss_iou: 0.4713, dn_loss_cls: 0.0611, dn_loss_bbox: 0.3502, dn_loss_iou: 0.4608, d0.dn_loss_cls: 0.0924, d0.dn_loss_bbox: 0.4856, d0.dn_loss_iou: 0.6044, d1.dn_loss_cls: 0.0693, d1.dn_loss_bbox: 0.3894, d1.dn_loss_iou: 0.4980, d2.dn_loss_cls: 0.0639, d2.dn_loss_bbox: 0.3619, d2.dn_loss_iou: 0.4725, d3.dn_loss_cls: 0.0607, d3.dn_loss_bbox: 0.3532, d3.dn_loss_iou: 0.4638, d4.dn_loss_cls: 0.0603, d4.dn_loss_bbox: 0.3502, d4.dn_loss_iou: 0.4608, loss: 12.4910 2024-06-04 02:30:15,383 - mmdet - INFO - Epoch [2][2000/3665] lr: 2.000e-04, eta: 4 days, 4:05:21, time: 9.571, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3205, interm_loss_bbox: 0.2439, interm_loss_iou: 0.5318, loss_cls: 0.2725, loss_bbox: 0.1944, loss_iou: 0.4519, d0.loss_cls: 0.3340, d0.loss_bbox: 0.2027, d0.loss_iou: 0.4689, d1.loss_cls: 0.2984, d1.loss_bbox: 0.1963, d1.loss_iou: 0.4584, d2.loss_cls: 0.2809, d2.loss_bbox: 0.1966, d2.loss_iou: 0.4566, d3.loss_cls: 0.2736, d3.loss_bbox: 0.1948, d3.loss_iou: 0.4550, d4.loss_cls: 0.2707, d4.loss_bbox: 0.1957, d4.loss_iou: 0.4538, dn_loss_cls: 0.0596, dn_loss_bbox: 0.3706, dn_loss_iou: 0.4566, d0.dn_loss_cls: 0.0929, d0.dn_loss_bbox: 0.5073, d0.dn_loss_iou: 0.6051, d1.dn_loss_cls: 0.0688, d1.dn_loss_bbox: 0.4101, d1.dn_loss_iou: 0.4955, d2.dn_loss_cls: 0.0635, d2.dn_loss_bbox: 0.3811, d2.dn_loss_iou: 0.4678, d3.dn_loss_cls: 0.0597, d3.dn_loss_bbox: 0.3729, d3.dn_loss_iou: 0.4595, d4.dn_loss_cls: 0.0588, d4.dn_loss_bbox: 0.3706, d4.dn_loss_iou: 0.4565, loss: 12.5081 2024-06-04 02:38:14,228 - mmdet - INFO - Epoch [2][2050/3665] lr: 2.000e-04, eta: 4 days, 3:58:28, time: 9.577, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3126, interm_loss_bbox: 0.2409, interm_loss_iou: 0.5349, loss_cls: 0.2656, loss_bbox: 0.1956, loss_iou: 0.4630, d0.loss_cls: 0.3290, d0.loss_bbox: 0.2032, d0.loss_iou: 0.4733, d1.loss_cls: 0.2890, d1.loss_bbox: 0.1999, d1.loss_iou: 0.4678, d2.loss_cls: 0.2744, d2.loss_bbox: 0.1965, d2.loss_iou: 0.4645, d3.loss_cls: 0.2668, d3.loss_bbox: 0.1954, d3.loss_iou: 0.4638, d4.loss_cls: 0.2654, d4.loss_bbox: 0.1954, d4.loss_iou: 0.4631, dn_loss_cls: 0.0613, dn_loss_bbox: 0.3586, dn_loss_iou: 0.4695, d0.dn_loss_cls: 0.0934, d0.dn_loss_bbox: 0.4928, d0.dn_loss_iou: 0.6147, d1.dn_loss_cls: 0.0698, d1.dn_loss_bbox: 0.3953, d1.dn_loss_iou: 0.5047, d2.dn_loss_cls: 0.0642, d2.dn_loss_bbox: 0.3682, d2.dn_loss_iou: 0.4794, d3.dn_loss_cls: 0.0606, d3.dn_loss_bbox: 0.3608, d3.dn_loss_iou: 0.4722, d4.dn_loss_cls: 0.0604, d4.dn_loss_bbox: 0.3586, d4.dn_loss_iou: 0.4694, loss: 12.5142 2024-06-04 02:45:57,851 - mmdet - INFO - Epoch [2][2100/3665] lr: 2.000e-04, eta: 4 days, 3:49:54, time: 9.272, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3122, interm_loss_bbox: 0.2389, interm_loss_iou: 0.5481, loss_cls: 0.2662, loss_bbox: 0.1881, loss_iou: 0.4670, d0.loss_cls: 0.3303, d0.loss_bbox: 0.1963, d0.loss_iou: 0.4810, d1.loss_cls: 0.2901, d1.loss_bbox: 0.1923, d1.loss_iou: 0.4738, d2.loss_cls: 0.2761, d2.loss_bbox: 0.1900, d2.loss_iou: 0.4701, d3.loss_cls: 0.2677, d3.loss_bbox: 0.1899, d3.loss_iou: 0.4688, d4.loss_cls: 0.2658, d4.loss_bbox: 0.1885, d4.loss_iou: 0.4681, dn_loss_cls: 0.0607, dn_loss_bbox: 0.3502, dn_loss_iou: 0.4568, d0.dn_loss_cls: 0.0927, d0.dn_loss_bbox: 0.4919, d0.dn_loss_iou: 0.6058, d1.dn_loss_cls: 0.0691, d1.dn_loss_bbox: 0.3883, d1.dn_loss_iou: 0.4927, d2.dn_loss_cls: 0.0638, d2.dn_loss_bbox: 0.3609, d2.dn_loss_iou: 0.4674, d3.dn_loss_cls: 0.0602, d3.dn_loss_bbox: 0.3522, d3.dn_loss_iou: 0.4594, d4.dn_loss_cls: 0.0597, d4.dn_loss_bbox: 0.3502, d4.dn_loss_iou: 0.4566, loss: 12.4077 2024-06-04 02:53:49,879 - mmdet - INFO - Epoch [2][2150/3665] lr: 2.000e-04, eta: 4 days, 3:42:16, time: 9.441, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3137, interm_loss_bbox: 0.2392, interm_loss_iou: 0.5390, loss_cls: 0.2681, loss_bbox: 0.1939, loss_iou: 0.4691, d0.loss_cls: 0.3288, d0.loss_bbox: 0.2025, d0.loss_iou: 0.4792, d1.loss_cls: 0.2909, d1.loss_bbox: 0.1990, d1.loss_iou: 0.4747, d2.loss_cls: 0.2761, d2.loss_bbox: 0.1954, d2.loss_iou: 0.4712, d3.loss_cls: 0.2675, d3.loss_bbox: 0.1964, d3.loss_iou: 0.4714, d4.loss_cls: 0.2672, d4.loss_bbox: 0.1945, d4.loss_iou: 0.4703, dn_loss_cls: 0.0588, dn_loss_bbox: 0.3514, dn_loss_iou: 0.4603, d0.dn_loss_cls: 0.0917, d0.dn_loss_bbox: 0.4883, d0.dn_loss_iou: 0.6020, d1.dn_loss_cls: 0.0679, d1.dn_loss_bbox: 0.3889, d1.dn_loss_iou: 0.4961, d2.dn_loss_cls: 0.0621, d2.dn_loss_bbox: 0.3617, d2.dn_loss_iou: 0.4711, d3.dn_loss_cls: 0.0587, d3.dn_loss_bbox: 0.3536, d3.dn_loss_iou: 0.4631, d4.dn_loss_cls: 0.0581, d4.dn_loss_bbox: 0.3514, d4.dn_loss_iou: 0.4602, loss: 12.4536 2024-06-04 03:01:42,107 - mmdet - INFO - Epoch [2][2200/3665] lr: 2.000e-04, eta: 4 days, 3:34:38, time: 9.445, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3087, interm_loss_bbox: 0.2453, interm_loss_iou: 0.5324, loss_cls: 0.2603, loss_bbox: 0.2003, loss_iou: 0.4602, d0.loss_cls: 0.3241, d0.loss_bbox: 0.2077, d0.loss_iou: 0.4717, d1.loss_cls: 0.2839, d1.loss_bbox: 0.2040, d1.loss_iou: 0.4657, d2.loss_cls: 0.2707, d2.loss_bbox: 0.2009, d2.loss_iou: 0.4622, d3.loss_cls: 0.2614, d3.loss_bbox: 0.2013, d3.loss_iou: 0.4623, d4.loss_cls: 0.2597, d4.loss_bbox: 0.2005, d4.loss_iou: 0.4612, dn_loss_cls: 0.0580, dn_loss_bbox: 0.3730, dn_loss_iou: 0.4611, d0.dn_loss_cls: 0.0920, d0.dn_loss_bbox: 0.5136, d0.dn_loss_iou: 0.6077, d1.dn_loss_cls: 0.0679, d1.dn_loss_bbox: 0.4113, d1.dn_loss_iou: 0.4977, d2.dn_loss_cls: 0.0620, d2.dn_loss_bbox: 0.3836, d2.dn_loss_iou: 0.4722, d3.dn_loss_cls: 0.0582, d3.dn_loss_bbox: 0.3753, d3.dn_loss_iou: 0.4639, d4.dn_loss_cls: 0.0574, d4.dn_loss_bbox: 0.3730, d4.dn_loss_iou: 0.4609, loss: 12.5334 2024-06-04 03:09:37,362 - mmdet - INFO - Epoch [2][2250/3665] lr: 2.000e-04, eta: 4 days, 3:27:20, time: 9.505, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3108, interm_loss_bbox: 0.2368, interm_loss_iou: 0.5282, loss_cls: 0.2638, loss_bbox: 0.1908, loss_iou: 0.4558, d0.loss_cls: 0.3261, d0.loss_bbox: 0.1982, d0.loss_iou: 0.4679, d1.loss_cls: 0.2867, d1.loss_bbox: 0.1954, d1.loss_iou: 0.4617, d2.loss_cls: 0.2723, d2.loss_bbox: 0.1923, d2.loss_iou: 0.4578, d3.loss_cls: 0.2656, d3.loss_bbox: 0.1912, d3.loss_iou: 0.4573, d4.loss_cls: 0.2620, d4.loss_bbox: 0.1922, d4.loss_iou: 0.4581, dn_loss_cls: 0.0596, dn_loss_bbox: 0.3654, dn_loss_iou: 0.4634, d0.dn_loss_cls: 0.0918, d0.dn_loss_bbox: 0.4947, d0.dn_loss_iou: 0.6023, d1.dn_loss_cls: 0.0683, d1.dn_loss_bbox: 0.3998, d1.dn_loss_iou: 0.4972, d2.dn_loss_cls: 0.0632, d2.dn_loss_bbox: 0.3747, d2.dn_loss_iou: 0.4730, d3.dn_loss_cls: 0.0597, d3.dn_loss_bbox: 0.3673, d3.dn_loss_iou: 0.4660, d4.dn_loss_cls: 0.0588, d4.dn_loss_bbox: 0.3654, d4.dn_loss_iou: 0.4633, loss: 12.4047 2024-06-04 03:17:31,670 - mmdet - INFO - Epoch [2][2300/3665] lr: 2.000e-04, eta: 4 days, 3:19:55, time: 9.486, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3076, interm_loss_bbox: 0.2398, interm_loss_iou: 0.5344, loss_cls: 0.2590, loss_bbox: 0.1973, loss_iou: 0.4631, d0.loss_cls: 0.3215, d0.loss_bbox: 0.2037, d0.loss_iou: 0.4763, d1.loss_cls: 0.2837, d1.loss_bbox: 0.2018, d1.loss_iou: 0.4702, d2.loss_cls: 0.2697, d2.loss_bbox: 0.1977, d2.loss_iou: 0.4652, d3.loss_cls: 0.2618, d3.loss_bbox: 0.1973, d3.loss_iou: 0.4641, d4.loss_cls: 0.2591, d4.loss_bbox: 0.1974, d4.loss_iou: 0.4638, dn_loss_cls: 0.0594, dn_loss_bbox: 0.3535, dn_loss_iou: 0.4609, d0.dn_loss_cls: 0.0915, d0.dn_loss_bbox: 0.4810, d0.dn_loss_iou: 0.5961, d1.dn_loss_cls: 0.0682, d1.dn_loss_bbox: 0.3887, d1.dn_loss_iou: 0.4948, d2.dn_loss_cls: 0.0627, d2.dn_loss_bbox: 0.3637, d2.dn_loss_iou: 0.4716, d3.dn_loss_cls: 0.0593, d3.dn_loss_bbox: 0.3557, d3.dn_loss_iou: 0.4637, d4.dn_loss_cls: 0.0586, d4.dn_loss_bbox: 0.3535, d4.dn_loss_iou: 0.4608, loss: 12.3782 2024-06-04 03:25:23,725 - mmdet - INFO - Epoch [2][2350/3665] lr: 2.000e-04, eta: 4 days, 3:12:16, time: 9.441, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3123, interm_loss_bbox: 0.2411, interm_loss_iou: 0.5321, loss_cls: 0.2664, loss_bbox: 0.1955, loss_iou: 0.4630, d0.loss_cls: 0.3284, d0.loss_bbox: 0.2048, d0.loss_iou: 0.4763, d1.loss_cls: 0.2903, d1.loss_bbox: 0.2014, d1.loss_iou: 0.4701, d2.loss_cls: 0.2737, d2.loss_bbox: 0.1986, d2.loss_iou: 0.4668, d3.loss_cls: 0.2682, d3.loss_bbox: 0.1964, d3.loss_iou: 0.4642, d4.loss_cls: 0.2658, d4.loss_bbox: 0.1963, d4.loss_iou: 0.4638, dn_loss_cls: 0.0590, dn_loss_bbox: 0.3607, dn_loss_iou: 0.4552, d0.dn_loss_cls: 0.0915, d0.dn_loss_bbox: 0.4940, d0.dn_loss_iou: 0.5912, d1.dn_loss_cls: 0.0675, d1.dn_loss_bbox: 0.3991, d1.dn_loss_iou: 0.4895, d2.dn_loss_cls: 0.0624, d2.dn_loss_bbox: 0.3709, d2.dn_loss_iou: 0.4652, d3.dn_loss_cls: 0.0589, d3.dn_loss_bbox: 0.3628, d3.dn_loss_iou: 0.4578, d4.dn_loss_cls: 0.0582, d4.dn_loss_bbox: 0.3607, d4.dn_loss_iou: 0.4551, loss: 12.4354 2024-06-04 03:33:22,218 - mmdet - INFO - Epoch [2][2400/3665] lr: 2.000e-04, eta: 4 days, 3:05:16, time: 9.570, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3117, interm_loss_bbox: 0.2360, interm_loss_iou: 0.5368, loss_cls: 0.2656, loss_bbox: 0.1854, loss_iou: 0.4607, d0.loss_cls: 0.3260, d0.loss_bbox: 0.1953, d0.loss_iou: 0.4738, d1.loss_cls: 0.2912, d1.loss_bbox: 0.1894, d1.loss_iou: 0.4648, d2.loss_cls: 0.2734, d2.loss_bbox: 0.1873, d2.loss_iou: 0.4643, d3.loss_cls: 0.2675, d3.loss_bbox: 0.1863, d3.loss_iou: 0.4627, d4.loss_cls: 0.2653, d4.loss_bbox: 0.1862, d4.loss_iou: 0.4616, dn_loss_cls: 0.0585, dn_loss_bbox: 0.3390, dn_loss_iou: 0.4642, d0.dn_loss_cls: 0.0906, d0.dn_loss_bbox: 0.4749, d0.dn_loss_iou: 0.6062, d1.dn_loss_cls: 0.0676, d1.dn_loss_bbox: 0.3760, d1.dn_loss_iou: 0.4994, d2.dn_loss_cls: 0.0620, d2.dn_loss_bbox: 0.3492, d2.dn_loss_iou: 0.4742, d3.dn_loss_cls: 0.0585, d3.dn_loss_bbox: 0.3413, d3.dn_loss_iou: 0.4668, d4.dn_loss_cls: 0.0579, d4.dn_loss_bbox: 0.3390, d4.dn_loss_iou: 0.4641, loss: 12.2807 2024-06-04 03:41:26,326 - mmdet - INFO - Epoch [2][2450/3665] lr: 2.000e-04, eta: 4 days, 2:58:51, time: 9.682, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3098, interm_loss_bbox: 0.2433, interm_loss_iou: 0.5302, loss_cls: 0.2649, loss_bbox: 0.1924, loss_iou: 0.4505, d0.loss_cls: 0.3248, d0.loss_bbox: 0.2028, d0.loss_iou: 0.4672, d1.loss_cls: 0.2851, d1.loss_bbox: 0.1989, d1.loss_iou: 0.4591, d2.loss_cls: 0.2719, d2.loss_bbox: 0.1958, d2.loss_iou: 0.4547, d3.loss_cls: 0.2639, d3.loss_bbox: 0.1949, d3.loss_iou: 0.4535, d4.loss_cls: 0.2643, d4.loss_bbox: 0.1932, d4.loss_iou: 0.4510, dn_loss_cls: 0.0580, dn_loss_bbox: 0.3581, dn_loss_iou: 0.4557, d0.dn_loss_cls: 0.0904, d0.dn_loss_bbox: 0.4919, d0.dn_loss_iou: 0.5928, d1.dn_loss_cls: 0.0664, d1.dn_loss_bbox: 0.3958, d1.dn_loss_iou: 0.4900, d2.dn_loss_cls: 0.0611, d2.dn_loss_bbox: 0.3684, d2.dn_loss_iou: 0.4660, d3.dn_loss_cls: 0.0575, d3.dn_loss_bbox: 0.3603, d3.dn_loss_iou: 0.4583, d4.dn_loss_cls: 0.0571, d4.dn_loss_bbox: 0.3581, d4.dn_loss_iou: 0.4556, loss: 12.3135 2024-06-04 03:49:20,613 - mmdet - INFO - Epoch [2][2500/3665] lr: 2.000e-04, eta: 4 days, 2:51:23, time: 9.486, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3083, interm_loss_bbox: 0.2347, interm_loss_iou: 0.5321, loss_cls: 0.2607, loss_bbox: 0.1882, loss_iou: 0.4569, d0.loss_cls: 0.3210, d0.loss_bbox: 0.1980, d0.loss_iou: 0.4739, d1.loss_cls: 0.2832, d1.loss_bbox: 0.1932, d1.loss_iou: 0.4670, d2.loss_cls: 0.2692, d2.loss_bbox: 0.1902, d2.loss_iou: 0.4619, d3.loss_cls: 0.2624, d3.loss_bbox: 0.1886, d3.loss_iou: 0.4587, d4.loss_cls: 0.2604, d4.loss_bbox: 0.1884, d4.loss_iou: 0.4581, dn_loss_cls: 0.0563, dn_loss_bbox: 0.3465, dn_loss_iou: 0.4567, d0.dn_loss_cls: 0.0898, d0.dn_loss_bbox: 0.4840, d0.dn_loss_iou: 0.5988, d1.dn_loss_cls: 0.0662, d1.dn_loss_bbox: 0.3833, d1.dn_loss_iou: 0.4915, d2.dn_loss_cls: 0.0601, d2.dn_loss_bbox: 0.3569, d2.dn_loss_iou: 0.4670, d3.dn_loss_cls: 0.0562, d3.dn_loss_bbox: 0.3490, d3.dn_loss_iou: 0.4593, d4.dn_loss_cls: 0.0558, d4.dn_loss_bbox: 0.3465, d4.dn_loss_iou: 0.4566, loss: 12.2356 2024-06-04 03:57:08,311 - mmdet - INFO - Epoch [2][2550/3665] lr: 2.000e-04, eta: 4 days, 2:43:15, time: 9.354, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3101, interm_loss_bbox: 0.2404, interm_loss_iou: 0.5399, loss_cls: 0.2648, loss_bbox: 0.1894, loss_iou: 0.4600, d0.loss_cls: 0.3265, d0.loss_bbox: 0.1984, d0.loss_iou: 0.4760, d1.loss_cls: 0.2891, d1.loss_bbox: 0.1939, d1.loss_iou: 0.4681, d2.loss_cls: 0.2731, d2.loss_bbox: 0.1916, d2.loss_iou: 0.4640, d3.loss_cls: 0.2662, d3.loss_bbox: 0.1901, d3.loss_iou: 0.4626, d4.loss_cls: 0.2642, d4.loss_bbox: 0.1896, d4.loss_iou: 0.4614, dn_loss_cls: 0.0582, dn_loss_bbox: 0.3364, dn_loss_iou: 0.4574, d0.dn_loss_cls: 0.0919, d0.dn_loss_bbox: 0.4714, d0.dn_loss_iou: 0.6016, d1.dn_loss_cls: 0.0676, d1.dn_loss_bbox: 0.3740, d1.dn_loss_iou: 0.4929, d2.dn_loss_cls: 0.0621, d2.dn_loss_bbox: 0.3466, d2.dn_loss_iou: 0.4678, d3.dn_loss_cls: 0.0584, d3.dn_loss_bbox: 0.3386, d3.dn_loss_iou: 0.4600, d4.dn_loss_cls: 0.0577, d4.dn_loss_bbox: 0.3364, d4.dn_loss_iou: 0.4572, loss: 12.2555 2024-06-04 04:05:09,267 - mmdet - INFO - Epoch [2][2600/3665] lr: 2.000e-04, eta: 4 days, 2:36:28, time: 9.619, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3138, interm_loss_bbox: 0.2415, interm_loss_iou: 0.5274, loss_cls: 0.2675, loss_bbox: 0.1893, loss_iou: 0.4477, d0.loss_cls: 0.3282, d0.loss_bbox: 0.1975, d0.loss_iou: 0.4605, d1.loss_cls: 0.2902, d1.loss_bbox: 0.1935, d1.loss_iou: 0.4547, d2.loss_cls: 0.2767, d2.loss_bbox: 0.1900, d2.loss_iou: 0.4507, d3.loss_cls: 0.2679, d3.loss_bbox: 0.1898, d3.loss_iou: 0.4501, d4.loss_cls: 0.2662, d4.loss_bbox: 0.1897, d4.loss_iou: 0.4489, dn_loss_cls: 0.0588, dn_loss_bbox: 0.3548, dn_loss_iou: 0.4542, d0.dn_loss_cls: 0.0912, d0.dn_loss_bbox: 0.4883, d0.dn_loss_iou: 0.5959, d1.dn_loss_cls: 0.0674, d1.dn_loss_bbox: 0.3906, d1.dn_loss_iou: 0.4889, d2.dn_loss_cls: 0.0620, d2.dn_loss_bbox: 0.3647, d2.dn_loss_iou: 0.4646, d3.dn_loss_cls: 0.0586, d3.dn_loss_bbox: 0.3567, d3.dn_loss_iou: 0.4569, d4.dn_loss_cls: 0.0578, d4.dn_loss_bbox: 0.3548, d4.dn_loss_iou: 0.4542, loss: 12.2624 2024-06-04 04:13:07,555 - mmdet - INFO - Epoch [2][2650/3665] lr: 2.000e-04, eta: 4 days, 2:29:23, time: 9.566, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3100, interm_loss_bbox: 0.2399, interm_loss_iou: 0.5370, loss_cls: 0.2665, loss_bbox: 0.1871, loss_iou: 0.4557, d0.loss_cls: 0.3254, d0.loss_bbox: 0.1978, d0.loss_iou: 0.4726, d1.loss_cls: 0.2902, d1.loss_bbox: 0.1929, d1.loss_iou: 0.4635, d2.loss_cls: 0.2747, d2.loss_bbox: 0.1889, d2.loss_iou: 0.4589, d3.loss_cls: 0.2680, d3.loss_bbox: 0.1878, d3.loss_iou: 0.4572, d4.loss_cls: 0.2659, d4.loss_bbox: 0.1875, d4.loss_iou: 0.4564, dn_loss_cls: 0.0604, dn_loss_bbox: 0.3504, dn_loss_iou: 0.4601, d0.dn_loss_cls: 0.0927, d0.dn_loss_bbox: 0.4854, d0.dn_loss_iou: 0.6025, d1.dn_loss_cls: 0.0693, d1.dn_loss_bbox: 0.3875, d1.dn_loss_iou: 0.4952, d2.dn_loss_cls: 0.0642, d2.dn_loss_bbox: 0.3602, d2.dn_loss_iou: 0.4703, d3.dn_loss_cls: 0.0607, d3.dn_loss_bbox: 0.3524, d3.dn_loss_iou: 0.4627, d4.dn_loss_cls: 0.0597, d4.dn_loss_bbox: 0.3504, d4.dn_loss_iou: 0.4600, loss: 12.3279 2024-06-04 04:21:00,690 - mmdet - INFO - Epoch [2][2700/3665] lr: 2.000e-04, eta: 4 days, 2:21:46, time: 9.463, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3080, interm_loss_bbox: 0.2300, interm_loss_iou: 0.5300, loss_cls: 0.2651, loss_bbox: 0.1847, loss_iou: 0.4578, d0.loss_cls: 0.3250, d0.loss_bbox: 0.1911, d0.loss_iou: 0.4689, d1.loss_cls: 0.2889, d1.loss_bbox: 0.1888, d1.loss_iou: 0.4627, d2.loss_cls: 0.2746, d2.loss_bbox: 0.1855, d2.loss_iou: 0.4596, d3.loss_cls: 0.2667, d3.loss_bbox: 0.1846, d3.loss_iou: 0.4601, d4.loss_cls: 0.2651, d4.loss_bbox: 0.1846, d4.loss_iou: 0.4586, dn_loss_cls: 0.0590, dn_loss_bbox: 0.3442, dn_loss_iou: 0.4555, d0.dn_loss_cls: 0.0902, d0.dn_loss_bbox: 0.4763, d0.dn_loss_iou: 0.5935, d1.dn_loss_cls: 0.0671, d1.dn_loss_bbox: 0.3803, d1.dn_loss_iou: 0.4896, d2.dn_loss_cls: 0.0622, d2.dn_loss_bbox: 0.3542, d2.dn_loss_iou: 0.4654, d3.dn_loss_cls: 0.0588, d3.dn_loss_bbox: 0.3465, d3.dn_loss_iou: 0.4582, d4.dn_loss_cls: 0.0582, d4.dn_loss_bbox: 0.3443, d4.dn_loss_iou: 0.4554, loss: 12.1998 2024-06-04 04:28:59,789 - mmdet - INFO - Epoch [2][2750/3665] lr: 2.000e-04, eta: 4 days, 2:14:45, time: 9.582, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3049, interm_loss_bbox: 0.2312, interm_loss_iou: 0.5226, loss_cls: 0.2581, loss_bbox: 0.1808, loss_iou: 0.4464, d0.loss_cls: 0.3232, d0.loss_bbox: 0.1900, d0.loss_iou: 0.4612, d1.loss_cls: 0.2838, d1.loss_bbox: 0.1852, d1.loss_iou: 0.4516, d2.loss_cls: 0.2675, d2.loss_bbox: 0.1836, d2.loss_iou: 0.4498, d3.loss_cls: 0.2594, d3.loss_bbox: 0.1824, d3.loss_iou: 0.4485, d4.loss_cls: 0.2580, d4.loss_bbox: 0.1811, d4.loss_iou: 0.4473, dn_loss_cls: 0.0556, dn_loss_bbox: 0.3339, dn_loss_iou: 0.4458, d0.dn_loss_cls: 0.0884, d0.dn_loss_bbox: 0.4709, d0.dn_loss_iou: 0.5875, d1.dn_loss_cls: 0.0644, d1.dn_loss_bbox: 0.3715, d1.dn_loss_iou: 0.4808, d2.dn_loss_cls: 0.0592, d2.dn_loss_bbox: 0.3441, d2.dn_loss_iou: 0.4558, d3.dn_loss_cls: 0.0556, d3.dn_loss_bbox: 0.3359, d3.dn_loss_iou: 0.4483, d4.dn_loss_cls: 0.0550, d4.dn_loss_bbox: 0.3339, d4.dn_loss_iou: 0.4457, loss: 11.9488 2024-06-04 04:36:53,119 - mmdet - INFO - Epoch [2][2800/3665] lr: 2.000e-04, eta: 4 days, 2:07:09, time: 9.467, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3042, interm_loss_bbox: 0.2352, interm_loss_iou: 0.5202, loss_cls: 0.2581, loss_bbox: 0.1851, loss_iou: 0.4429, d0.loss_cls: 0.3177, d0.loss_bbox: 0.1957, d0.loss_iou: 0.4557, d1.loss_cls: 0.2804, d1.loss_bbox: 0.1893, d1.loss_iou: 0.4490, d2.loss_cls: 0.2659, d2.loss_bbox: 0.1869, d2.loss_iou: 0.4463, d3.loss_cls: 0.2581, d3.loss_bbox: 0.1866, d3.loss_iou: 0.4459, d4.loss_cls: 0.2567, d4.loss_bbox: 0.1862, d4.loss_iou: 0.4440, dn_loss_cls: 0.0569, dn_loss_bbox: 0.3324, dn_loss_iou: 0.4457, d0.dn_loss_cls: 0.0895, d0.dn_loss_bbox: 0.4663, d0.dn_loss_iou: 0.5852, d1.dn_loss_cls: 0.0654, d1.dn_loss_bbox: 0.3694, d1.dn_loss_iou: 0.4805, d2.dn_loss_cls: 0.0604, d2.dn_loss_bbox: 0.3424, d2.dn_loss_iou: 0.4561, d3.dn_loss_cls: 0.0568, d3.dn_loss_bbox: 0.3346, d3.dn_loss_iou: 0.4485, d4.dn_loss_cls: 0.0563, d4.dn_loss_bbox: 0.3324, d4.dn_loss_iou: 0.4457, loss: 11.9347 2024-06-04 04:44:42,276 - mmdet - INFO - Epoch [2][2850/3665] lr: 2.000e-04, eta: 4 days, 1:59:09, time: 9.383, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3091, interm_loss_bbox: 0.2420, interm_loss_iou: 0.5182, loss_cls: 0.2628, loss_bbox: 0.1929, loss_iou: 0.4419, d0.loss_cls: 0.3239, d0.loss_bbox: 0.2021, d0.loss_iou: 0.4560, d1.loss_cls: 0.2888, d1.loss_bbox: 0.1964, d1.loss_iou: 0.4471, d2.loss_cls: 0.2714, d2.loss_bbox: 0.1953, d2.loss_iou: 0.4449, d3.loss_cls: 0.2626, d3.loss_bbox: 0.1945, d3.loss_iou: 0.4444, d4.loss_cls: 0.2615, d4.loss_bbox: 0.1936, d4.loss_iou: 0.4425, dn_loss_cls: 0.0577, dn_loss_bbox: 0.3621, dn_loss_iou: 0.4577, d0.dn_loss_cls: 0.0905, d0.dn_loss_bbox: 0.4911, d0.dn_loss_iou: 0.5927, d1.dn_loss_cls: 0.0666, d1.dn_loss_bbox: 0.3970, d1.dn_loss_iou: 0.4914, d2.dn_loss_cls: 0.0613, d2.dn_loss_bbox: 0.3713, d2.dn_loss_iou: 0.4677, d3.dn_loss_cls: 0.0578, d3.dn_loss_bbox: 0.3640, d3.dn_loss_iou: 0.4603, d4.dn_loss_cls: 0.0570, d4.dn_loss_bbox: 0.3621, d4.dn_loss_iou: 0.4576, loss: 12.2578 2024-06-04 04:52:26,054 - mmdet - INFO - Epoch [2][2900/3665] lr: 2.000e-04, eta: 4 days, 1:50:38, time: 9.276, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3028, interm_loss_bbox: 0.2332, interm_loss_iou: 0.5350, loss_cls: 0.2559, loss_bbox: 0.1868, loss_iou: 0.4582, d0.loss_cls: 0.3185, d0.loss_bbox: 0.1941, d0.loss_iou: 0.4719, d1.loss_cls: 0.2776, d1.loss_bbox: 0.1913, d1.loss_iou: 0.4667, d2.loss_cls: 0.2638, d2.loss_bbox: 0.1885, d2.loss_iou: 0.4621, d3.loss_cls: 0.2573, d3.loss_bbox: 0.1873, d3.loss_iou: 0.4602, d4.loss_cls: 0.2542, d4.loss_bbox: 0.1879, d4.loss_iou: 0.4604, dn_loss_cls: 0.0570, dn_loss_bbox: 0.3291, dn_loss_iou: 0.4493, d0.dn_loss_cls: 0.0887, d0.dn_loss_bbox: 0.4621, d0.dn_loss_iou: 0.5861, d1.dn_loss_cls: 0.0650, d1.dn_loss_bbox: 0.3647, d1.dn_loss_iou: 0.4832, d2.dn_loss_cls: 0.0598, d2.dn_loss_bbox: 0.3390, d2.dn_loss_iou: 0.4594, d3.dn_loss_cls: 0.0568, d3.dn_loss_bbox: 0.3311, d3.dn_loss_iou: 0.4520, d4.dn_loss_cls: 0.0562, d4.dn_loss_bbox: 0.3291, d4.dn_loss_iou: 0.4492, loss: 12.0316 2024-06-04 05:00:18,785 - mmdet - INFO - Epoch [2][2950/3665] lr: 2.000e-04, eta: 4 days, 1:42:59, time: 9.455, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3076, interm_loss_bbox: 0.2261, interm_loss_iou: 0.5236, loss_cls: 0.2609, loss_bbox: 0.1857, loss_iou: 0.4565, d0.loss_cls: 0.3229, d0.loss_bbox: 0.1928, d0.loss_iou: 0.4691, d1.loss_cls: 0.2842, d1.loss_bbox: 0.1894, d1.loss_iou: 0.4627, d2.loss_cls: 0.2700, d2.loss_bbox: 0.1845, d2.loss_iou: 0.4572, d3.loss_cls: 0.2614, d3.loss_bbox: 0.1857, d3.loss_iou: 0.4577, d4.loss_cls: 0.2586, d4.loss_bbox: 0.1861, d4.loss_iou: 0.4580, dn_loss_cls: 0.0548, dn_loss_bbox: 0.3385, dn_loss_iou: 0.4545, d0.dn_loss_cls: 0.0878, d0.dn_loss_bbox: 0.4692, d0.dn_loss_iou: 0.5947, d1.dn_loss_cls: 0.0634, d1.dn_loss_bbox: 0.3728, d1.dn_loss_iou: 0.4877, d2.dn_loss_cls: 0.0581, d2.dn_loss_bbox: 0.3475, d2.dn_loss_iou: 0.4640, d3.dn_loss_cls: 0.0551, d3.dn_loss_bbox: 0.3403, d3.dn_loss_iou: 0.4568, d4.dn_loss_cls: 0.0541, d4.dn_loss_bbox: 0.3385, d4.dn_loss_iou: 0.4544, loss: 12.0932 2024-06-04 05:08:10,308 - mmdet - INFO - Epoch [2][3000/3665] lr: 2.000e-04, eta: 4 days, 1:35:13, time: 9.430, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2986, interm_loss_bbox: 0.2317, interm_loss_iou: 0.5116, loss_cls: 0.2520, loss_bbox: 0.1847, loss_iou: 0.4401, d0.loss_cls: 0.3141, d0.loss_bbox: 0.1939, d0.loss_iou: 0.4532, d1.loss_cls: 0.2768, d1.loss_bbox: 0.1899, d1.loss_iou: 0.4460, d2.loss_cls: 0.2616, d2.loss_bbox: 0.1858, d2.loss_iou: 0.4417, d3.loss_cls: 0.2518, d3.loss_bbox: 0.1863, d3.loss_iou: 0.4430, d4.loss_cls: 0.2514, d4.loss_bbox: 0.1852, d4.loss_iou: 0.4413, dn_loss_cls: 0.0559, dn_loss_bbox: 0.3420, dn_loss_iou: 0.4449, d0.dn_loss_cls: 0.0889, d0.dn_loss_bbox: 0.4704, d0.dn_loss_iou: 0.5827, d1.dn_loss_cls: 0.0648, d1.dn_loss_bbox: 0.3757, d1.dn_loss_iou: 0.4782, d2.dn_loss_cls: 0.0593, d2.dn_loss_bbox: 0.3510, d2.dn_loss_iou: 0.4545, d3.dn_loss_cls: 0.0558, d3.dn_loss_bbox: 0.3442, d3.dn_loss_iou: 0.4476, d4.dn_loss_cls: 0.0552, d4.dn_loss_bbox: 0.3420, d4.dn_loss_iou: 0.4448, loss: 11.8983 2024-06-04 05:16:06,806 - mmdet - INFO - Epoch [2][3050/3665] lr: 2.000e-04, eta: 4 days, 1:27:54, time: 9.530, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3026, interm_loss_bbox: 0.2357, interm_loss_iou: 0.5148, loss_cls: 0.2547, loss_bbox: 0.1902, loss_iou: 0.4424, d0.loss_cls: 0.3169, d0.loss_bbox: 0.1966, d0.loss_iou: 0.4545, d1.loss_cls: 0.2768, d1.loss_bbox: 0.1940, d1.loss_iou: 0.4494, d2.loss_cls: 0.2620, d2.loss_bbox: 0.1918, d2.loss_iou: 0.4454, d3.loss_cls: 0.2550, d3.loss_bbox: 0.1908, d3.loss_iou: 0.4449, d4.loss_cls: 0.2526, d4.loss_bbox: 0.1915, d4.loss_iou: 0.4442, dn_loss_cls: 0.0573, dn_loss_bbox: 0.3385, dn_loss_iou: 0.4421, d0.dn_loss_cls: 0.0891, d0.dn_loss_bbox: 0.4747, d0.dn_loss_iou: 0.5793, d1.dn_loss_cls: 0.0652, d1.dn_loss_bbox: 0.3743, d1.dn_loss_iou: 0.4746, d2.dn_loss_cls: 0.0599, d2.dn_loss_bbox: 0.3479, d2.dn_loss_iou: 0.4515, d3.dn_loss_cls: 0.0568, d3.dn_loss_bbox: 0.3406, d3.dn_loss_iou: 0.4447, d4.dn_loss_cls: 0.0563, d4.dn_loss_bbox: 0.3385, d4.dn_loss_iou: 0.4420, loss: 11.9402 2024-06-04 05:24:00,004 - mmdet - INFO - Epoch [2][3100/3665] lr: 2.000e-04, eta: 4 days, 1:20:16, time: 9.464, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3045, interm_loss_bbox: 0.2280, interm_loss_iou: 0.5104, loss_cls: 0.2612, loss_bbox: 0.1862, loss_iou: 0.4435, d0.loss_cls: 0.3220, d0.loss_bbox: 0.1951, d0.loss_iou: 0.4566, d1.loss_cls: 0.2826, d1.loss_bbox: 0.1915, d1.loss_iou: 0.4504, d2.loss_cls: 0.2688, d2.loss_bbox: 0.1883, d2.loss_iou: 0.4460, d3.loss_cls: 0.2614, d3.loss_bbox: 0.1878, d3.loss_iou: 0.4463, d4.loss_cls: 0.2606, d4.loss_bbox: 0.1870, d4.loss_iou: 0.4449, dn_loss_cls: 0.0574, dn_loss_bbox: 0.3264, dn_loss_iou: 0.4428, d0.dn_loss_cls: 0.0885, d0.dn_loss_bbox: 0.4598, d0.dn_loss_iou: 0.5821, d1.dn_loss_cls: 0.0652, d1.dn_loss_bbox: 0.3606, d1.dn_loss_iou: 0.4757, d2.dn_loss_cls: 0.0603, d2.dn_loss_bbox: 0.3358, d2.dn_loss_iou: 0.4525, d3.dn_loss_cls: 0.0570, d3.dn_loss_bbox: 0.3283, d3.dn_loss_iou: 0.4452, d4.dn_loss_cls: 0.0565, d4.dn_loss_bbox: 0.3265, d4.dn_loss_iou: 0.4427, loss: 11.8864 2024-06-04 05:31:52,488 - mmdet - INFO - Epoch [2][3150/3665] lr: 2.000e-04, eta: 4 days, 1:12:35, time: 9.450, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3027, interm_loss_bbox: 0.2297, interm_loss_iou: 0.5254, loss_cls: 0.2554, loss_bbox: 0.1883, loss_iou: 0.4561, d0.loss_cls: 0.3173, d0.loss_bbox: 0.1968, d0.loss_iou: 0.4686, d1.loss_cls: 0.2792, d1.loss_bbox: 0.1937, d1.loss_iou: 0.4625, d2.loss_cls: 0.2632, d2.loss_bbox: 0.1917, d2.loss_iou: 0.4596, d3.loss_cls: 0.2571, d3.loss_bbox: 0.1899, d3.loss_iou: 0.4578, d4.loss_cls: 0.2554, d4.loss_bbox: 0.1887, d4.loss_iou: 0.4570, dn_loss_cls: 0.0540, dn_loss_bbox: 0.3451, dn_loss_iou: 0.4513, d0.dn_loss_cls: 0.0879, d0.dn_loss_bbox: 0.4780, d0.dn_loss_iou: 0.5905, d1.dn_loss_cls: 0.0631, d1.dn_loss_bbox: 0.3813, d1.dn_loss_iou: 0.4854, d2.dn_loss_cls: 0.0577, d2.dn_loss_bbox: 0.3547, d2.dn_loss_iou: 0.4610, d3.dn_loss_cls: 0.0543, d3.dn_loss_bbox: 0.3472, d3.dn_loss_iou: 0.4538, d4.dn_loss_cls: 0.0535, d4.dn_loss_bbox: 0.3451, d4.dn_loss_iou: 0.4512, loss: 12.1110 2024-06-04 05:39:46,931 - mmdet - INFO - Epoch [2][3200/3665] lr: 2.000e-04, eta: 4 days, 1:05:04, time: 9.489, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3016, interm_loss_bbox: 0.2320, interm_loss_iou: 0.5070, loss_cls: 0.2557, loss_bbox: 0.1878, loss_iou: 0.4405, d0.loss_cls: 0.3185, d0.loss_bbox: 0.1946, d0.loss_iou: 0.4518, d1.loss_cls: 0.2801, d1.loss_bbox: 0.1913, d1.loss_iou: 0.4463, d2.loss_cls: 0.2649, d2.loss_bbox: 0.1886, d2.loss_iou: 0.4424, d3.loss_cls: 0.2577, d3.loss_bbox: 0.1881, d3.loss_iou: 0.4414, d4.loss_cls: 0.2558, d4.loss_bbox: 0.1874, d4.loss_iou: 0.4409, dn_loss_cls: 0.0540, dn_loss_bbox: 0.3402, dn_loss_iou: 0.4375, d0.dn_loss_cls: 0.0865, d0.dn_loss_bbox: 0.4770, d0.dn_loss_iou: 0.5736, d1.dn_loss_cls: 0.0633, d1.dn_loss_bbox: 0.3778, d1.dn_loss_iou: 0.4712, d2.dn_loss_cls: 0.0577, d2.dn_loss_bbox: 0.3509, d2.dn_loss_iou: 0.4475, d3.dn_loss_cls: 0.0540, d3.dn_loss_bbox: 0.3427, d3.dn_loss_iou: 0.4403, d4.dn_loss_cls: 0.0536, d4.dn_loss_bbox: 0.3402, d4.dn_loss_iou: 0.4374, loss: 11.8798 2024-06-04 05:47:36,416 - mmdet - INFO - Epoch [2][3250/3665] lr: 2.000e-04, eta: 4 days, 0:57:05, time: 9.390, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2981, interm_loss_bbox: 0.2313, interm_loss_iou: 0.5152, loss_cls: 0.2543, loss_bbox: 0.1863, loss_iou: 0.4421, d0.loss_cls: 0.3151, d0.loss_bbox: 0.1933, d0.loss_iou: 0.4532, d1.loss_cls: 0.2770, d1.loss_bbox: 0.1916, d1.loss_iou: 0.4504, d2.loss_cls: 0.2620, d2.loss_bbox: 0.1880, d2.loss_iou: 0.4449, d3.loss_cls: 0.2548, d3.loss_bbox: 0.1877, d3.loss_iou: 0.4445, d4.loss_cls: 0.2534, d4.loss_bbox: 0.1871, d4.loss_iou: 0.4435, dn_loss_cls: 0.0530, dn_loss_bbox: 0.3294, dn_loss_iou: 0.4351, d0.dn_loss_cls: 0.0872, d0.dn_loss_bbox: 0.4664, d0.dn_loss_iou: 0.5734, d1.dn_loss_cls: 0.0616, d1.dn_loss_bbox: 0.3652, d1.dn_loss_iou: 0.4680, d2.dn_loss_cls: 0.0565, d2.dn_loss_bbox: 0.3387, d2.dn_loss_iou: 0.4448, d3.dn_loss_cls: 0.0533, d3.dn_loss_bbox: 0.3313, d3.dn_loss_iou: 0.4375, d4.dn_loss_cls: 0.0525, d4.dn_loss_bbox: 0.3294, d4.dn_loss_iou: 0.4350, loss: 11.7920 2024-06-04 05:55:34,940 - mmdet - INFO - Epoch [2][3300/3665] lr: 2.000e-04, eta: 4 days, 0:49:55, time: 9.570, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3018, interm_loss_bbox: 0.2268, interm_loss_iou: 0.5149, loss_cls: 0.2566, loss_bbox: 0.1834, loss_iou: 0.4455, d0.loss_cls: 0.3157, d0.loss_bbox: 0.1921, d0.loss_iou: 0.4579, d1.loss_cls: 0.2788, d1.loss_bbox: 0.1889, d1.loss_iou: 0.4520, d2.loss_cls: 0.2659, d2.loss_bbox: 0.1852, d2.loss_iou: 0.4474, d3.loss_cls: 0.2573, d3.loss_bbox: 0.1845, d3.loss_iou: 0.4468, d4.loss_cls: 0.2559, d4.loss_bbox: 0.1840, d4.loss_iou: 0.4467, dn_loss_cls: 0.0567, dn_loss_bbox: 0.3391, dn_loss_iou: 0.4442, d0.dn_loss_cls: 0.0885, d0.dn_loss_bbox: 0.4744, d0.dn_loss_iou: 0.5785, d1.dn_loss_cls: 0.0651, d1.dn_loss_bbox: 0.3754, d1.dn_loss_iou: 0.4766, d2.dn_loss_cls: 0.0601, d2.dn_loss_bbox: 0.3494, d2.dn_loss_iou: 0.4538, d3.dn_loss_cls: 0.0565, d3.dn_loss_bbox: 0.3414, d3.dn_loss_iou: 0.4467, d4.dn_loss_cls: 0.0561, d4.dn_loss_bbox: 0.3391, d4.dn_loss_iou: 0.4442, loss: 11.9341 2024-06-04 06:03:34,628 - mmdet - INFO - Epoch [2][3350/3665] lr: 2.000e-04, eta: 4 days, 0:42:51, time: 9.594, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3018, interm_loss_bbox: 0.2313, interm_loss_iou: 0.5101, loss_cls: 0.2565, loss_bbox: 0.1835, loss_iou: 0.4355, d0.loss_cls: 0.3174, d0.loss_bbox: 0.1931, d0.loss_iou: 0.4496, d1.loss_cls: 0.2784, d1.loss_bbox: 0.1897, d1.loss_iou: 0.4441, d2.loss_cls: 0.2654, d2.loss_bbox: 0.1865, d2.loss_iou: 0.4388, d3.loss_cls: 0.2572, d3.loss_bbox: 0.1854, d3.loss_iou: 0.4376, d4.loss_cls: 0.2558, d4.loss_bbox: 0.1846, d4.loss_iou: 0.4370, dn_loss_cls: 0.0565, dn_loss_bbox: 0.3326, dn_loss_iou: 0.4322, d0.dn_loss_cls: 0.0872, d0.dn_loss_bbox: 0.4677, d0.dn_loss_iou: 0.5715, d1.dn_loss_cls: 0.0631, d1.dn_loss_bbox: 0.3659, d1.dn_loss_iou: 0.4645, d2.dn_loss_cls: 0.0586, d2.dn_loss_bbox: 0.3418, d2.dn_loss_iou: 0.4415, d3.dn_loss_cls: 0.0554, d3.dn_loss_bbox: 0.3342, d3.dn_loss_iou: 0.4347, d4.dn_loss_cls: 0.0554, d4.dn_loss_bbox: 0.3326, d4.dn_loss_iou: 0.4321, loss: 11.7666 2024-06-04 06:11:24,407 - mmdet - INFO - Epoch [2][3400/3665] lr: 2.000e-04, eta: 4 days, 0:34:54, time: 9.396, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2955, interm_loss_bbox: 0.2163, interm_loss_iou: 0.5187, loss_cls: 0.2500, loss_bbox: 0.1738, loss_iou: 0.4492, d0.loss_cls: 0.3069, d0.loss_bbox: 0.1826, d0.loss_iou: 0.4641, d1.loss_cls: 0.2707, d1.loss_bbox: 0.1786, d1.loss_iou: 0.4568, d2.loss_cls: 0.2580, d2.loss_bbox: 0.1754, d2.loss_iou: 0.4529, d3.loss_cls: 0.2514, d3.loss_bbox: 0.1742, d3.loss_iou: 0.4520, d4.loss_cls: 0.2488, d4.loss_bbox: 0.1746, d4.loss_iou: 0.4516, dn_loss_cls: 0.0536, dn_loss_bbox: 0.3222, dn_loss_iou: 0.4374, d0.dn_loss_cls: 0.0868, d0.dn_loss_bbox: 0.4603, d0.dn_loss_iou: 0.5774, d1.dn_loss_cls: 0.0624, d1.dn_loss_bbox: 0.3589, d1.dn_loss_iou: 0.4705, d2.dn_loss_cls: 0.0575, d2.dn_loss_bbox: 0.3321, d2.dn_loss_iou: 0.4472, d3.dn_loss_cls: 0.0540, d3.dn_loss_bbox: 0.3244, d3.dn_loss_iou: 0.4400, d4.dn_loss_cls: 0.0531, d4.dn_loss_bbox: 0.3222, d4.dn_loss_iou: 0.4373, loss: 11.6991 2024-06-04 06:19:22,547 - mmdet - INFO - Epoch [2][3450/3665] lr: 2.000e-04, eta: 4 days, 0:27:40, time: 9.563, data_time: 0.007, memory: 37236, interm_loss_cls: 0.3061, interm_loss_bbox: 0.2398, interm_loss_iou: 0.5293, loss_cls: 0.2599, loss_bbox: 0.1894, loss_iou: 0.4509, d0.loss_cls: 0.3218, d0.loss_bbox: 0.1982, d0.loss_iou: 0.4662, d1.loss_cls: 0.2847, d1.loss_bbox: 0.1940, d1.loss_iou: 0.4590, d2.loss_cls: 0.2700, d2.loss_bbox: 0.1911, d2.loss_iou: 0.4540, d3.loss_cls: 0.2615, d3.loss_bbox: 0.1903, d3.loss_iou: 0.4521, d4.loss_cls: 0.2591, d4.loss_bbox: 0.1903, d4.loss_iou: 0.4522, dn_loss_cls: 0.0546, dn_loss_bbox: 0.3352, dn_loss_iou: 0.4456, d0.dn_loss_cls: 0.0873, d0.dn_loss_bbox: 0.4667, d0.dn_loss_iou: 0.5839, d1.dn_loss_cls: 0.0631, d1.dn_loss_bbox: 0.3688, d1.dn_loss_iou: 0.4790, d2.dn_loss_cls: 0.0583, d2.dn_loss_bbox: 0.3438, d2.dn_loss_iou: 0.4550, d3.dn_loss_cls: 0.0548, d3.dn_loss_bbox: 0.3371, d3.dn_loss_iou: 0.4480, d4.dn_loss_cls: 0.0541, d4.dn_loss_bbox: 0.3352, d4.dn_loss_iou: 0.4455, loss: 12.0360 2024-06-04 06:27:16,573 - mmdet - INFO - Epoch [2][3500/3665] lr: 2.000e-04, eta: 4 days, 0:20:05, time: 9.480, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2990, interm_loss_bbox: 0.2230, interm_loss_iou: 0.5262, loss_cls: 0.2529, loss_bbox: 0.1773, loss_iou: 0.4567, d0.loss_cls: 0.3152, d0.loss_bbox: 0.1854, d0.loss_iou: 0.4666, d1.loss_cls: 0.2782, d1.loss_bbox: 0.1803, d1.loss_iou: 0.4592, d2.loss_cls: 0.2638, d2.loss_bbox: 0.1774, d2.loss_iou: 0.4552, d3.loss_cls: 0.2549, d3.loss_bbox: 0.1777, d3.loss_iou: 0.4571, d4.loss_cls: 0.2525, d4.loss_bbox: 0.1779, d4.loss_iou: 0.4575, dn_loss_cls: 0.0546, dn_loss_bbox: 0.3111, dn_loss_iou: 0.4437, d0.dn_loss_cls: 0.0863, d0.dn_loss_bbox: 0.4353, d0.dn_loss_iou: 0.5745, d1.dn_loss_cls: 0.0625, d1.dn_loss_bbox: 0.3432, d1.dn_loss_iou: 0.4749, d2.dn_loss_cls: 0.0579, d2.dn_loss_bbox: 0.3196, d2.dn_loss_iou: 0.4526, d3.dn_loss_cls: 0.0543, d3.dn_loss_bbox: 0.3131, d3.dn_loss_iou: 0.4460, d4.dn_loss_cls: 0.0539, d4.dn_loss_bbox: 0.3112, d4.dn_loss_iou: 0.4436, loss: 11.7323 2024-06-04 06:35:12,662 - mmdet - INFO - Epoch [2][3550/3665] lr: 2.000e-04, eta: 4 days, 0:12:40, time: 9.522, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3013, interm_loss_bbox: 0.2258, interm_loss_iou: 0.5272, loss_cls: 0.2555, loss_bbox: 0.1819, loss_iou: 0.4540, d0.loss_cls: 0.3148, d0.loss_bbox: 0.1905, d0.loss_iou: 0.4671, d1.loss_cls: 0.2781, d1.loss_bbox: 0.1867, d1.loss_iou: 0.4596, d2.loss_cls: 0.2637, d2.loss_bbox: 0.1829, d2.loss_iou: 0.4562, d3.loss_cls: 0.2570, d3.loss_bbox: 0.1822, d3.loss_iou: 0.4549, d4.loss_cls: 0.2555, d4.loss_bbox: 0.1820, d4.loss_iou: 0.4546, dn_loss_cls: 0.0524, dn_loss_bbox: 0.3333, dn_loss_iou: 0.4488, d0.dn_loss_cls: 0.0858, d0.dn_loss_bbox: 0.4614, d0.dn_loss_iou: 0.5815, d1.dn_loss_cls: 0.0619, d1.dn_loss_bbox: 0.3678, d1.dn_loss_iou: 0.4808, d2.dn_loss_cls: 0.0569, d2.dn_loss_bbox: 0.3428, d2.dn_loss_iou: 0.4580, d3.dn_loss_cls: 0.0530, d3.dn_loss_bbox: 0.3353, d3.dn_loss_iou: 0.4513, d4.dn_loss_cls: 0.0523, d4.dn_loss_bbox: 0.3334, d4.dn_loss_iou: 0.4488, loss: 11.9371 2024-06-04 06:43:04,657 - mmdet - INFO - Epoch [2][3600/3665] lr: 2.000e-04, eta: 4 days, 0:04:54, time: 9.440, data_time: 0.008, memory: 37236, interm_loss_cls: 0.3002, interm_loss_bbox: 0.2258, interm_loss_iou: 0.5162, loss_cls: 0.2560, loss_bbox: 0.1841, loss_iou: 0.4483, d0.loss_cls: 0.3141, d0.loss_bbox: 0.1942, d0.loss_iou: 0.4609, d1.loss_cls: 0.2776, d1.loss_bbox: 0.1911, d1.loss_iou: 0.4561, d2.loss_cls: 0.2651, d2.loss_bbox: 0.1864, d2.loss_iou: 0.4515, d3.loss_cls: 0.2566, d3.loss_bbox: 0.1852, d3.loss_iou: 0.4506, d4.loss_cls: 0.2548, d4.loss_bbox: 0.1850, d4.loss_iou: 0.4495, dn_loss_cls: 0.0566, dn_loss_bbox: 0.3374, dn_loss_iou: 0.4511, d0.dn_loss_cls: 0.0889, d0.dn_loss_bbox: 0.4605, d0.dn_loss_iou: 0.5812, d1.dn_loss_cls: 0.0645, d1.dn_loss_bbox: 0.3700, d1.dn_loss_iou: 0.4829, d2.dn_loss_cls: 0.0596, d2.dn_loss_bbox: 0.3463, d2.dn_loss_iou: 0.4603, d3.dn_loss_cls: 0.0561, d3.dn_loss_bbox: 0.3391, d3.dn_loss_iou: 0.4536, d4.dn_loss_cls: 0.0556, d4.dn_loss_bbox: 0.3374, d4.dn_loss_iou: 0.4510, loss: 11.9614 2024-06-04 06:51:03,200 - mmdet - INFO - Epoch [2][3650/3665] lr: 2.000e-04, eta: 3 days, 23:57:40, time: 9.571, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2993, interm_loss_bbox: 0.2307, interm_loss_iou: 0.5117, loss_cls: 0.2504, loss_bbox: 0.1838, loss_iou: 0.4383, d0.loss_cls: 0.3123, d0.loss_bbox: 0.1920, d0.loss_iou: 0.4500, d1.loss_cls: 0.2736, d1.loss_bbox: 0.1896, d1.loss_iou: 0.4456, d2.loss_cls: 0.2581, d2.loss_bbox: 0.1861, d2.loss_iou: 0.4413, d3.loss_cls: 0.2515, d3.loss_bbox: 0.1848, d3.loss_iou: 0.4399, d4.loss_cls: 0.2501, d4.loss_bbox: 0.1843, d4.loss_iou: 0.4393, dn_loss_cls: 0.0511, dn_loss_bbox: 0.3247, dn_loss_iou: 0.4343, d0.dn_loss_cls: 0.0845, d0.dn_loss_bbox: 0.4593, d0.dn_loss_iou: 0.5728, d1.dn_loss_cls: 0.0606, d1.dn_loss_bbox: 0.3573, d1.dn_loss_iou: 0.4665, d2.dn_loss_cls: 0.0554, d2.dn_loss_bbox: 0.3335, d2.dn_loss_iou: 0.4437, d3.dn_loss_cls: 0.0517, d3.dn_loss_bbox: 0.3266, d3.dn_loss_iou: 0.4368, d4.dn_loss_cls: 0.0509, d4.dn_loss_bbox: 0.3247, d4.dn_loss_iou: 0.4342, loss: 11.6811 2024-06-04 06:53:22,244 - mmdet - INFO - Saving checkpoint at 2 epochs 2024-06-04 06:57:21,719 - mmdet - INFO - Evaluating bbox... 2024-06-04 06:59:05,906 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.485 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.676 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.524 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.307 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.530 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.658 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 ] = 0.516 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.766 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.892 2024-06-04 06:59:07,467 - mmdet - INFO - Exp name: dino_4scale_internvit_h6b_1024_768_fpn_1x_coco_bs32_ms.py 2024-06-04 06:59:07,468 - mmdet - INFO - Epoch(val) [2][313] bbox_mAP: 0.4850, bbox_mAP_50: 0.6760, bbox_mAP_75: 0.5240, bbox_mAP_s: 0.3070, bbox_mAP_m: 0.5300, bbox_mAP_l: 0.6580, bbox_mAP_copypaste: 0.485 0.676 0.524 0.307 0.530 0.658 2024-06-04 07:07:01,199 - mmdet - INFO - Epoch [3][50/3665] lr: 2.000e-04, eta: 3 days, 23:36:00, time: 9.474, data_time: 0.069, memory: 37236, interm_loss_cls: 0.2859, interm_loss_bbox: 0.2316, interm_loss_iou: 0.5021, loss_cls: 0.2419, loss_bbox: 0.1828, loss_iou: 0.4279, d0.loss_cls: 0.3021, d0.loss_bbox: 0.1927, d0.loss_iou: 0.4429, d1.loss_cls: 0.2642, d1.loss_bbox: 0.1882, d1.loss_iou: 0.4366, d2.loss_cls: 0.2496, d2.loss_bbox: 0.1842, d2.loss_iou: 0.4312, d3.loss_cls: 0.2434, d3.loss_bbox: 0.1831, d3.loss_iou: 0.4290, d4.loss_cls: 0.2412, d4.loss_bbox: 0.1824, d4.loss_iou: 0.4284, dn_loss_cls: 0.0492, dn_loss_bbox: 0.3212, dn_loss_iou: 0.4298, d0.dn_loss_cls: 0.0826, d0.dn_loss_bbox: 0.4578, d0.dn_loss_iou: 0.5695, d1.dn_loss_cls: 0.0584, d1.dn_loss_bbox: 0.3581, d1.dn_loss_iou: 0.4635, d2.dn_loss_cls: 0.0531, d2.dn_loss_bbox: 0.3307, d2.dn_loss_iou: 0.4394, d3.dn_loss_cls: 0.0497, d3.dn_loss_bbox: 0.3233, d3.dn_loss_iou: 0.4321, d4.dn_loss_cls: 0.0488, d4.dn_loss_bbox: 0.3212, d4.dn_loss_iou: 0.4297, loss: 11.4894 2024-06-04 07:14:54,862 - mmdet - INFO - Epoch [3][100/3665] lr: 2.000e-04, eta: 3 days, 23:28:27, time: 9.473, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2852, interm_loss_bbox: 0.2236, interm_loss_iou: 0.5104, loss_cls: 0.2408, loss_bbox: 0.1767, loss_iou: 0.4379, d0.loss_cls: 0.3028, d0.loss_bbox: 0.1866, d0.loss_iou: 0.4504, d1.loss_cls: 0.2620, d1.loss_bbox: 0.1824, d1.loss_iou: 0.4455, d2.loss_cls: 0.2493, d2.loss_bbox: 0.1790, d2.loss_iou: 0.4408, d3.loss_cls: 0.2434, d3.loss_bbox: 0.1768, d3.loss_iou: 0.4385, d4.loss_cls: 0.2407, d4.loss_bbox: 0.1769, d4.loss_iou: 0.4389, dn_loss_cls: 0.0507, dn_loss_bbox: 0.3211, dn_loss_iou: 0.4268, d0.dn_loss_cls: 0.0825, d0.dn_loss_bbox: 0.4596, d0.dn_loss_iou: 0.5677, d1.dn_loss_cls: 0.0590, d1.dn_loss_bbox: 0.3571, d1.dn_loss_iou: 0.4602, d2.dn_loss_cls: 0.0545, d2.dn_loss_bbox: 0.3310, d2.dn_loss_iou: 0.4365, d3.dn_loss_cls: 0.0510, d3.dn_loss_bbox: 0.3231, d3.dn_loss_iou: 0.4293, d4.dn_loss_cls: 0.0503, d4.dn_loss_bbox: 0.3211, d4.dn_loss_iou: 0.4267, loss: 11.4968 2024-06-04 07:22:39,827 - mmdet - INFO - Epoch [3][150/3665] lr: 2.000e-04, eta: 3 days, 23:20:11, time: 9.299, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2934, interm_loss_bbox: 0.2191, interm_loss_iou: 0.5138, loss_cls: 0.2492, loss_bbox: 0.1797, loss_iou: 0.4491, d0.loss_cls: 0.3107, d0.loss_bbox: 0.1869, d0.loss_iou: 0.4605, d1.loss_cls: 0.2714, d1.loss_bbox: 0.1835, d1.loss_iou: 0.4550, d2.loss_cls: 0.2575, d2.loss_bbox: 0.1816, d2.loss_iou: 0.4517, d3.loss_cls: 0.2499, d3.loss_bbox: 0.1801, d3.loss_iou: 0.4508, d4.loss_cls: 0.2481, d4.loss_bbox: 0.1806, d4.loss_iou: 0.4502, dn_loss_cls: 0.0519, dn_loss_bbox: 0.3111, dn_loss_iou: 0.4387, d0.dn_loss_cls: 0.0857, d0.dn_loss_bbox: 0.4429, d0.dn_loss_iou: 0.5748, d1.dn_loss_cls: 0.0609, d1.dn_loss_bbox: 0.3453, d1.dn_loss_iou: 0.4707, d2.dn_loss_cls: 0.0558, d2.dn_loss_bbox: 0.3200, d2.dn_loss_iou: 0.4474, d3.dn_loss_cls: 0.0524, d3.dn_loss_bbox: 0.3130, d3.dn_loss_iou: 0.4409, d4.dn_loss_cls: 0.0514, d4.dn_loss_bbox: 0.3111, d4.dn_loss_iou: 0.4387, loss: 11.6356 2024-06-04 07:30:31,508 - mmdet - INFO - Epoch [3][200/3665] lr: 2.000e-04, eta: 3 days, 23:12:28, time: 9.434, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2903, interm_loss_bbox: 0.2232, interm_loss_iou: 0.5049, loss_cls: 0.2437, loss_bbox: 0.1801, loss_iou: 0.4377, d0.loss_cls: 0.3065, d0.loss_bbox: 0.1867, d0.loss_iou: 0.4465, d1.loss_cls: 0.2675, d1.loss_bbox: 0.1835, d1.loss_iou: 0.4428, d2.loss_cls: 0.2539, d2.loss_bbox: 0.1812, d2.loss_iou: 0.4395, d3.loss_cls: 0.2461, d3.loss_bbox: 0.1805, d3.loss_iou: 0.4383, d4.loss_cls: 0.2427, d4.loss_bbox: 0.1808, d4.loss_iou: 0.4387, dn_loss_cls: 0.0493, dn_loss_bbox: 0.3125, dn_loss_iou: 0.4239, d0.dn_loss_cls: 0.0826, d0.dn_loss_bbox: 0.4440, d0.dn_loss_iou: 0.5561, d1.dn_loss_cls: 0.0579, d1.dn_loss_bbox: 0.3464, d1.dn_loss_iou: 0.4553, d2.dn_loss_cls: 0.0526, d2.dn_loss_bbox: 0.3213, d2.dn_loss_iou: 0.4328, d3.dn_loss_cls: 0.0497, d3.dn_loss_bbox: 0.3143, d3.dn_loss_iou: 0.4260, d4.dn_loss_cls: 0.0489, d4.dn_loss_bbox: 0.3125, d4.dn_loss_iou: 0.4238, loss: 11.4246 2024-06-04 07:38:15,111 - mmdet - INFO - Epoch [3][250/3665] lr: 2.000e-04, eta: 3 days, 23:04:07, time: 9.272, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2864, interm_loss_bbox: 0.2286, interm_loss_iou: 0.4983, loss_cls: 0.2377, loss_bbox: 0.1863, loss_iou: 0.4308, d0.loss_cls: 0.2994, d0.loss_bbox: 0.1925, d0.loss_iou: 0.4405, d1.loss_cls: 0.2613, d1.loss_bbox: 0.1889, d1.loss_iou: 0.4348, d2.loss_cls: 0.2470, d2.loss_bbox: 0.1871, d2.loss_iou: 0.4321, d3.loss_cls: 0.2385, d3.loss_bbox: 0.1870, d3.loss_iou: 0.4325, d4.loss_cls: 0.2369, d4.loss_bbox: 0.1871, d4.loss_iou: 0.4320, dn_loss_cls: 0.0500, dn_loss_bbox: 0.3334, dn_loss_iou: 0.4327, d0.dn_loss_cls: 0.0837, d0.dn_loss_bbox: 0.4705, d0.dn_loss_iou: 0.5690, d1.dn_loss_cls: 0.0586, d1.dn_loss_bbox: 0.3690, d1.dn_loss_iou: 0.4658, d2.dn_loss_cls: 0.0538, d2.dn_loss_bbox: 0.3429, d2.dn_loss_iou: 0.4423, d3.dn_loss_cls: 0.0506, d3.dn_loss_bbox: 0.3354, d3.dn_loss_iou: 0.4352, d4.dn_loss_cls: 0.0498, d4.dn_loss_bbox: 0.3334, d4.dn_loss_iou: 0.4326, loss: 11.5743 2024-06-04 07:45:46,948 - mmdet - INFO - Epoch [3][300/3665] lr: 2.000e-04, eta: 3 days, 22:54:49, time: 9.037, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2914, interm_loss_bbox: 0.2217, interm_loss_iou: 0.5107, loss_cls: 0.2414, loss_bbox: 0.1800, loss_iou: 0.4409, d0.loss_cls: 0.3047, d0.loss_bbox: 0.1872, d0.loss_iou: 0.4528, d1.loss_cls: 0.2684, d1.loss_bbox: 0.1840, d1.loss_iou: 0.4474, d2.loss_cls: 0.2523, d2.loss_bbox: 0.1808, d2.loss_iou: 0.4425, d3.loss_cls: 0.2430, d3.loss_bbox: 0.1811, d3.loss_iou: 0.4423, d4.loss_cls: 0.2409, d4.loss_bbox: 0.1809, d4.loss_iou: 0.4416, dn_loss_cls: 0.0486, dn_loss_bbox: 0.3093, dn_loss_iou: 0.4291, d0.dn_loss_cls: 0.0815, d0.dn_loss_bbox: 0.4397, d0.dn_loss_iou: 0.5637, d1.dn_loss_cls: 0.0575, d1.dn_loss_bbox: 0.3422, d1.dn_loss_iou: 0.4606, d2.dn_loss_cls: 0.0527, d2.dn_loss_bbox: 0.3179, d2.dn_loss_iou: 0.4378, d3.dn_loss_cls: 0.0493, d3.dn_loss_bbox: 0.3111, d3.dn_loss_iou: 0.4314, d4.dn_loss_cls: 0.0484, d4.dn_loss_bbox: 0.3093, d4.dn_loss_iou: 0.4290, loss: 11.4553 2024-06-04 07:53:35,187 - mmdet - INFO - Epoch [3][350/3665] lr: 2.000e-04, eta: 3 days, 22:46:51, time: 9.365, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2910, interm_loss_bbox: 0.2212, interm_loss_iou: 0.5042, loss_cls: 0.2427, loss_bbox: 0.1777, loss_iou: 0.4356, d0.loss_cls: 0.3037, d0.loss_bbox: 0.1868, d0.loss_iou: 0.4500, d1.loss_cls: 0.2647, d1.loss_bbox: 0.1827, d1.loss_iou: 0.4422, d2.loss_cls: 0.2512, d2.loss_bbox: 0.1791, d2.loss_iou: 0.4384, d3.loss_cls: 0.2450, d3.loss_bbox: 0.1781, d3.loss_iou: 0.4366, d4.loss_cls: 0.2426, d4.loss_bbox: 0.1779, d4.loss_iou: 0.4367, dn_loss_cls: 0.0485, dn_loss_bbox: 0.3181, dn_loss_iou: 0.4308, d0.dn_loss_cls: 0.0822, d0.dn_loss_bbox: 0.4509, d0.dn_loss_iou: 0.5639, d1.dn_loss_cls: 0.0579, d1.dn_loss_bbox: 0.3514, d1.dn_loss_iou: 0.4617, d2.dn_loss_cls: 0.0529, d2.dn_loss_bbox: 0.3272, d2.dn_loss_iou: 0.4397, d3.dn_loss_cls: 0.0495, d3.dn_loss_bbox: 0.3201, d3.dn_loss_iou: 0.4330, d4.dn_loss_cls: 0.0484, d4.dn_loss_bbox: 0.3182, d4.dn_loss_iou: 0.4306, loss: 11.4729 2024-06-04 08:01:26,394 - mmdet - INFO - Epoch [3][400/3665] lr: 2.000e-04, eta: 3 days, 22:39:07, time: 9.424, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2923, interm_loss_bbox: 0.2222, interm_loss_iou: 0.4975, loss_cls: 0.2440, loss_bbox: 0.1781, loss_iou: 0.4261, d0.loss_cls: 0.3047, d0.loss_bbox: 0.1878, d0.loss_iou: 0.4419, d1.loss_cls: 0.2677, d1.loss_bbox: 0.1831, d1.loss_iou: 0.4334, d2.loss_cls: 0.2538, d2.loss_bbox: 0.1787, d2.loss_iou: 0.4274, d3.loss_cls: 0.2466, d3.loss_bbox: 0.1789, d3.loss_iou: 0.4270, d4.loss_cls: 0.2433, d4.loss_bbox: 0.1788, d4.loss_iou: 0.4270, dn_loss_cls: 0.0510, dn_loss_bbox: 0.3211, dn_loss_iou: 0.4326, d0.dn_loss_cls: 0.0849, d0.dn_loss_bbox: 0.4561, d0.dn_loss_iou: 0.5705, d1.dn_loss_cls: 0.0603, d1.dn_loss_bbox: 0.3563, d1.dn_loss_iou: 0.4659, d2.dn_loss_cls: 0.0556, d2.dn_loss_bbox: 0.3300, d2.dn_loss_iou: 0.4417, d3.dn_loss_cls: 0.0518, d3.dn_loss_bbox: 0.3229, d3.dn_loss_iou: 0.4350, d4.dn_loss_cls: 0.0508, d4.dn_loss_bbox: 0.3211, d4.dn_loss_iou: 0.4325, loss: 11.4806 2024-06-04 08:09:15,785 - mmdet - INFO - Epoch [3][450/3665] lr: 2.000e-04, eta: 3 days, 22:31:14, time: 9.388, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2883, interm_loss_bbox: 0.2157, interm_loss_iou: 0.4958, loss_cls: 0.2399, loss_bbox: 0.1784, loss_iou: 0.4373, d0.loss_cls: 0.3020, d0.loss_bbox: 0.1849, d0.loss_iou: 0.4456, d1.loss_cls: 0.2634, d1.loss_bbox: 0.1826, d1.loss_iou: 0.4430, d2.loss_cls: 0.2490, d2.loss_bbox: 0.1799, d2.loss_iou: 0.4397, d3.loss_cls: 0.2413, d3.loss_bbox: 0.1793, d3.loss_iou: 0.4394, d4.loss_cls: 0.2384, d4.loss_bbox: 0.1795, d4.loss_iou: 0.4390, dn_loss_cls: 0.0540, dn_loss_bbox: 0.3158, dn_loss_iou: 0.4221, d0.dn_loss_cls: 0.0841, d0.dn_loss_bbox: 0.4542, d0.dn_loss_iou: 0.5587, d1.dn_loss_cls: 0.0602, d1.dn_loss_bbox: 0.3502, d1.dn_loss_iou: 0.4538, d2.dn_loss_cls: 0.0561, d2.dn_loss_bbox: 0.3248, d2.dn_loss_iou: 0.4314, d3.dn_loss_cls: 0.0533, d3.dn_loss_bbox: 0.3176, d3.dn_loss_iou: 0.4246, d4.dn_loss_cls: 0.0529, d4.dn_loss_bbox: 0.3158, d4.dn_loss_iou: 0.4220, loss: 11.4139 2024-06-04 08:17:08,767 - mmdet - INFO - Epoch [3][500/3665] lr: 2.000e-04, eta: 3 days, 22:23:38, time: 9.460, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2805, interm_loss_bbox: 0.2257, interm_loss_iou: 0.4917, loss_cls: 0.2353, loss_bbox: 0.1786, loss_iou: 0.4184, d0.loss_cls: 0.2943, d0.loss_bbox: 0.1882, d0.loss_iou: 0.4336, d1.loss_cls: 0.2572, d1.loss_bbox: 0.1820, d1.loss_iou: 0.4245, d2.loss_cls: 0.2428, d2.loss_bbox: 0.1787, d2.loss_iou: 0.4207, d3.loss_cls: 0.2374, d3.loss_bbox: 0.1785, d3.loss_iou: 0.4185, d4.loss_cls: 0.2347, d4.loss_bbox: 0.1793, d4.loss_iou: 0.4194, dn_loss_cls: 0.0473, dn_loss_bbox: 0.3041, dn_loss_iou: 0.4083, d0.dn_loss_cls: 0.0802, d0.dn_loss_bbox: 0.4362, d0.dn_loss_iou: 0.5427, d1.dn_loss_cls: 0.0563, d1.dn_loss_bbox: 0.3362, d1.dn_loss_iou: 0.4390, d2.dn_loss_cls: 0.0512, d2.dn_loss_bbox: 0.3125, d2.dn_loss_iou: 0.4170, d3.dn_loss_cls: 0.0475, d3.dn_loss_bbox: 0.3058, d3.dn_loss_iou: 0.4104, d4.dn_loss_cls: 0.0469, d4.dn_loss_bbox: 0.3041, d4.dn_loss_iou: 0.4082, loss: 11.0739 2024-06-04 08:25:09,669 - mmdet - INFO - Epoch [3][550/3665] lr: 2.000e-04, eta: 3 days, 22:16:38, time: 9.618, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2899, interm_loss_bbox: 0.2158, interm_loss_iou: 0.4911, loss_cls: 0.2394, loss_bbox: 0.1804, loss_iou: 0.4293, d0.loss_cls: 0.3041, d0.loss_bbox: 0.1823, d0.loss_iou: 0.4357, d1.loss_cls: 0.2645, d1.loss_bbox: 0.1817, d1.loss_iou: 0.4326, d2.loss_cls: 0.2497, d2.loss_bbox: 0.1809, d2.loss_iou: 0.4292, d3.loss_cls: 0.2416, d3.loss_bbox: 0.1803, d3.loss_iou: 0.4297, d4.loss_cls: 0.2394, d4.loss_bbox: 0.1800, d4.loss_iou: 0.4292, dn_loss_cls: 0.0488, dn_loss_bbox: 0.3184, dn_loss_iou: 0.4190, d0.dn_loss_cls: 0.0825, d0.dn_loss_bbox: 0.4484, d0.dn_loss_iou: 0.5487, d1.dn_loss_cls: 0.0578, d1.dn_loss_bbox: 0.3519, d1.dn_loss_iou: 0.4493, d2.dn_loss_cls: 0.0529, d2.dn_loss_bbox: 0.3277, d2.dn_loss_iou: 0.4280, d3.dn_loss_cls: 0.0491, d3.dn_loss_bbox: 0.3204, d3.dn_loss_iou: 0.4213, d4.dn_loss_cls: 0.0484, d4.dn_loss_bbox: 0.3184, d4.dn_loss_iou: 0.4189, loss: 11.3171 2024-06-04 08:33:12,493 - mmdet - INFO - Epoch [3][600/3665] lr: 2.000e-04, eta: 3 days, 22:09:45, time: 9.656, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2864, interm_loss_bbox: 0.2258, interm_loss_iou: 0.5048, loss_cls: 0.2426, loss_bbox: 0.1827, loss_iou: 0.4384, d0.loss_cls: 0.3022, d0.loss_bbox: 0.1896, d0.loss_iou: 0.4465, d1.loss_cls: 0.2655, d1.loss_bbox: 0.1863, d1.loss_iou: 0.4425, d2.loss_cls: 0.2520, d2.loss_bbox: 0.1830, d2.loss_iou: 0.4405, d3.loss_cls: 0.2440, d3.loss_bbox: 0.1830, d3.loss_iou: 0.4395, d4.loss_cls: 0.2423, d4.loss_bbox: 0.1831, d4.loss_iou: 0.4393, dn_loss_cls: 0.0473, dn_loss_bbox: 0.3181, dn_loss_iou: 0.4260, d0.dn_loss_cls: 0.0806, d0.dn_loss_bbox: 0.4452, d0.dn_loss_iou: 0.5562, d1.dn_loss_cls: 0.0563, d1.dn_loss_bbox: 0.3498, d1.dn_loss_iou: 0.4567, d2.dn_loss_cls: 0.0516, d2.dn_loss_bbox: 0.3267, d2.dn_loss_iou: 0.4347, d3.dn_loss_cls: 0.0480, d3.dn_loss_bbox: 0.3199, d3.dn_loss_iou: 0.4283, d4.dn_loss_cls: 0.0472, d4.dn_loss_bbox: 0.3181, d4.dn_loss_iou: 0.4259, loss: 11.4566 2024-06-04 08:41:12,208 - mmdet - INFO - Epoch [3][650/3665] lr: 2.000e-04, eta: 3 days, 22:02:38, time: 9.594, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2881, interm_loss_bbox: 0.2235, interm_loss_iou: 0.4983, loss_cls: 0.2414, loss_bbox: 0.1807, loss_iou: 0.4321, d0.loss_cls: 0.2994, d0.loss_bbox: 0.1897, d0.loss_iou: 0.4454, d1.loss_cls: 0.2632, d1.loss_bbox: 0.1866, d1.loss_iou: 0.4386, d2.loss_cls: 0.2490, d2.loss_bbox: 0.1819, d2.loss_iou: 0.4354, d3.loss_cls: 0.2429, d3.loss_bbox: 0.1804, d3.loss_iou: 0.4330, d4.loss_cls: 0.2411, d4.loss_bbox: 0.1808, d4.loss_iou: 0.4324, dn_loss_cls: 0.0480, dn_loss_bbox: 0.3118, dn_loss_iou: 0.4309, d0.dn_loss_cls: 0.0824, d0.dn_loss_bbox: 0.4358, d0.dn_loss_iou: 0.5594, d1.dn_loss_cls: 0.0574, d1.dn_loss_bbox: 0.3424, d1.dn_loss_iou: 0.4600, d2.dn_loss_cls: 0.0523, d2.dn_loss_bbox: 0.3199, d2.dn_loss_iou: 0.4387, d3.dn_loss_cls: 0.0488, d3.dn_loss_bbox: 0.3133, d3.dn_loss_iou: 0.4329, d4.dn_loss_cls: 0.0479, d4.dn_loss_bbox: 0.3118, d4.dn_loss_iou: 0.4306, loss: 11.3877 2024-06-04 08:48:57,337 - mmdet - INFO - Epoch [3][700/3665] lr: 2.000e-04, eta: 3 days, 21:54:25, time: 9.303, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2886, interm_loss_bbox: 0.2251, interm_loss_iou: 0.5129, loss_cls: 0.2431, loss_bbox: 0.1810, loss_iou: 0.4396, d0.loss_cls: 0.3048, d0.loss_bbox: 0.1898, d0.loss_iou: 0.4521, d1.loss_cls: 0.2679, d1.loss_bbox: 0.1844, d1.loss_iou: 0.4446, d2.loss_cls: 0.2523, d2.loss_bbox: 0.1825, d2.loss_iou: 0.4415, d3.loss_cls: 0.2449, d3.loss_bbox: 0.1816, d3.loss_iou: 0.4409, d4.loss_cls: 0.2425, d4.loss_bbox: 0.1817, d4.loss_iou: 0.4411, dn_loss_cls: 0.0479, dn_loss_bbox: 0.3151, dn_loss_iou: 0.4291, d0.dn_loss_cls: 0.0815, d0.dn_loss_bbox: 0.4433, d0.dn_loss_iou: 0.5604, d1.dn_loss_cls: 0.0570, d1.dn_loss_bbox: 0.3471, d1.dn_loss_iou: 0.4594, d2.dn_loss_cls: 0.0522, d2.dn_loss_bbox: 0.3229, d2.dn_loss_iou: 0.4375, d3.dn_loss_cls: 0.0484, d3.dn_loss_bbox: 0.3169, d3.dn_loss_iou: 0.4315, d4.dn_loss_cls: 0.0477, d4.dn_loss_bbox: 0.3151, d4.dn_loss_iou: 0.4290, loss: 11.4850 2024-06-04 08:56:41,805 - mmdet - INFO - Epoch [3][750/3665] lr: 2.000e-04, eta: 3 days, 21:46:10, time: 9.289, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2867, interm_loss_bbox: 0.2190, interm_loss_iou: 0.4860, loss_cls: 0.2374, loss_bbox: 0.1813, loss_iou: 0.4250, d0.loss_cls: 0.3018, d0.loss_bbox: 0.1871, d0.loss_iou: 0.4358, d1.loss_cls: 0.2634, d1.loss_bbox: 0.1841, d1.loss_iou: 0.4294, d2.loss_cls: 0.2489, d2.loss_bbox: 0.1807, d2.loss_iou: 0.4246, d3.loss_cls: 0.2404, d3.loss_bbox: 0.1808, d3.loss_iou: 0.4246, d4.loss_cls: 0.2379, d4.loss_bbox: 0.1813, d4.loss_iou: 0.4255, dn_loss_cls: 0.0483, dn_loss_bbox: 0.3216, dn_loss_iou: 0.4230, d0.dn_loss_cls: 0.0834, d0.dn_loss_bbox: 0.4512, d0.dn_loss_iou: 0.5560, d1.dn_loss_cls: 0.0578, d1.dn_loss_bbox: 0.3540, d1.dn_loss_iou: 0.4540, d2.dn_loss_cls: 0.0526, d2.dn_loss_bbox: 0.3300, d2.dn_loss_iou: 0.4318, d3.dn_loss_cls: 0.0489, d3.dn_loss_bbox: 0.3232, d3.dn_loss_iou: 0.4252, d4.dn_loss_cls: 0.0481, d4.dn_loss_bbox: 0.3216, d4.dn_loss_iou: 0.4229, loss: 11.3353 2024-06-04 09:04:29,348 - mmdet - INFO - Epoch [3][800/3665] lr: 2.000e-04, eta: 3 days, 21:38:08, time: 9.351, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2870, interm_loss_bbox: 0.2205, interm_loss_iou: 0.5056, loss_cls: 0.2397, loss_bbox: 0.1808, loss_iou: 0.4394, d0.loss_cls: 0.3030, d0.loss_bbox: 0.1848, d0.loss_iou: 0.4498, d1.loss_cls: 0.2650, d1.loss_bbox: 0.1841, d1.loss_iou: 0.4441, d2.loss_cls: 0.2489, d2.loss_bbox: 0.1820, d2.loss_iou: 0.4417, d3.loss_cls: 0.2407, d3.loss_bbox: 0.1814, d3.loss_iou: 0.4406, d4.loss_cls: 0.2391, d4.loss_bbox: 0.1812, d4.loss_iou: 0.4405, dn_loss_cls: 0.0482, dn_loss_bbox: 0.2981, dn_loss_iou: 0.4361, d0.dn_loss_cls: 0.0816, d0.dn_loss_bbox: 0.4208, d0.dn_loss_iou: 0.5685, d1.dn_loss_cls: 0.0573, d1.dn_loss_bbox: 0.3273, d1.dn_loss_iou: 0.4659, d2.dn_loss_cls: 0.0524, d2.dn_loss_bbox: 0.3060, d2.dn_loss_iou: 0.4446, d3.dn_loss_cls: 0.0488, d3.dn_loss_bbox: 0.3001, d3.dn_loss_iou: 0.4384, d4.dn_loss_cls: 0.0481, d4.dn_loss_bbox: 0.2981, d4.dn_loss_iou: 0.4360, loss: 11.3760 2024-06-04 09:12:19,724 - mmdet - INFO - Epoch [3][850/3665] lr: 2.000e-04, eta: 3 days, 21:30:19, time: 9.408, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2842, interm_loss_bbox: 0.2184, interm_loss_iou: 0.4893, loss_cls: 0.2370, loss_bbox: 0.1758, loss_iou: 0.4233, d0.loss_cls: 0.3005, d0.loss_bbox: 0.1822, d0.loss_iou: 0.4332, d1.loss_cls: 0.2626, d1.loss_bbox: 0.1796, d1.loss_iou: 0.4294, d2.loss_cls: 0.2467, d2.loss_bbox: 0.1774, d2.loss_iou: 0.4260, d3.loss_cls: 0.2395, d3.loss_bbox: 0.1762, d3.loss_iou: 0.4248, d4.loss_cls: 0.2371, d4.loss_bbox: 0.1757, d4.loss_iou: 0.4238, dn_loss_cls: 0.0490, dn_loss_bbox: 0.3127, dn_loss_iou: 0.4157, d0.dn_loss_cls: 0.0831, d0.dn_loss_bbox: 0.4435, d0.dn_loss_iou: 0.5486, d1.dn_loss_cls: 0.0588, d1.dn_loss_bbox: 0.3453, d1.dn_loss_iou: 0.4462, d2.dn_loss_cls: 0.0536, d2.dn_loss_bbox: 0.3210, d2.dn_loss_iou: 0.4241, d3.dn_loss_cls: 0.0498, d3.dn_loss_bbox: 0.3144, d3.dn_loss_iou: 0.4177, d4.dn_loss_cls: 0.0486, d4.dn_loss_bbox: 0.3127, d4.dn_loss_iou: 0.4156, loss: 11.2029 2024-06-04 09:20:06,971 - mmdet - INFO - Epoch [3][900/3665] lr: 2.000e-04, eta: 3 days, 21:22:16, time: 9.345, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2862, interm_loss_bbox: 0.2210, interm_loss_iou: 0.4863, loss_cls: 0.2386, loss_bbox: 0.1788, loss_iou: 0.4182, d0.loss_cls: 0.3025, d0.loss_bbox: 0.1860, d0.loss_iou: 0.4313, d1.loss_cls: 0.2648, d1.loss_bbox: 0.1823, d1.loss_iou: 0.4240, d2.loss_cls: 0.2486, d2.loss_bbox: 0.1796, d2.loss_iou: 0.4194, d3.loss_cls: 0.2413, d3.loss_bbox: 0.1790, d3.loss_iou: 0.4186, d4.loss_cls: 0.2388, d4.loss_bbox: 0.1792, d4.loss_iou: 0.4185, dn_loss_cls: 0.0469, dn_loss_bbox: 0.3167, dn_loss_iou: 0.4202, d0.dn_loss_cls: 0.0807, d0.dn_loss_bbox: 0.4439, d0.dn_loss_iou: 0.5525, d1.dn_loss_cls: 0.0564, d1.dn_loss_bbox: 0.3473, d1.dn_loss_iou: 0.4506, d2.dn_loss_cls: 0.0514, d2.dn_loss_bbox: 0.3247, d2.dn_loss_iou: 0.4293, d3.dn_loss_cls: 0.0477, d3.dn_loss_bbox: 0.3181, d3.dn_loss_iou: 0.4225, d4.dn_loss_cls: 0.0468, d4.dn_loss_bbox: 0.3167, d4.dn_loss_iou: 0.4201, loss: 11.2353 2024-06-04 09:28:04,357 - mmdet - INFO - Epoch [3][950/3665] lr: 2.000e-04, eta: 3 days, 21:14:57, time: 9.548, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2937, interm_loss_bbox: 0.2188, interm_loss_iou: 0.5082, loss_cls: 0.2470, loss_bbox: 0.1804, loss_iou: 0.4448, d0.loss_cls: 0.3092, d0.loss_bbox: 0.1868, d0.loss_iou: 0.4560, d1.loss_cls: 0.2750, d1.loss_bbox: 0.1833, d1.loss_iou: 0.4484, d2.loss_cls: 0.2604, d2.loss_bbox: 0.1795, d2.loss_iou: 0.4444, d3.loss_cls: 0.2502, d3.loss_bbox: 0.1796, d3.loss_iou: 0.4445, d4.loss_cls: 0.2463, d4.loss_bbox: 0.1811, d4.loss_iou: 0.4460, dn_loss_cls: 0.0506, dn_loss_bbox: 0.3229, dn_loss_iou: 0.4327, d0.dn_loss_cls: 0.0849, d0.dn_loss_bbox: 0.4493, d0.dn_loss_iou: 0.5638, d1.dn_loss_cls: 0.0596, d1.dn_loss_bbox: 0.3547, d1.dn_loss_iou: 0.4637, d2.dn_loss_cls: 0.0548, d2.dn_loss_bbox: 0.3311, d2.dn_loss_iou: 0.4415, d3.dn_loss_cls: 0.0511, d3.dn_loss_bbox: 0.3247, d3.dn_loss_iou: 0.4351, d4.dn_loss_cls: 0.0501, d4.dn_loss_bbox: 0.3229, d4.dn_loss_iou: 0.4327, loss: 11.6097 2024-06-04 09:35:54,260 - mmdet - INFO - Epoch [3][1000/3665] lr: 2.000e-04, eta: 3 days, 21:07:06, time: 9.398, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2862, interm_loss_bbox: 0.2220, interm_loss_iou: 0.5036, loss_cls: 0.2434, loss_bbox: 0.1796, loss_iou: 0.4375, d0.loss_cls: 0.2994, d0.loss_bbox: 0.1883, d0.loss_iou: 0.4489, d1.loss_cls: 0.2632, d1.loss_bbox: 0.1852, d1.loss_iou: 0.4437, d2.loss_cls: 0.2513, d2.loss_bbox: 0.1825, d2.loss_iou: 0.4391, d3.loss_cls: 0.2448, d3.loss_bbox: 0.1811, d3.loss_iou: 0.4386, d4.loss_cls: 0.2431, d4.loss_bbox: 0.1801, d4.loss_iou: 0.4380, dn_loss_cls: 0.0487, dn_loss_bbox: 0.3217, dn_loss_iou: 0.4166, d0.dn_loss_cls: 0.0816, d0.dn_loss_bbox: 0.4514, d0.dn_loss_iou: 0.5464, d1.dn_loss_cls: 0.0569, d1.dn_loss_bbox: 0.3530, d1.dn_loss_iou: 0.4458, d2.dn_loss_cls: 0.0524, d2.dn_loss_bbox: 0.3297, d2.dn_loss_iou: 0.4247, d3.dn_loss_cls: 0.0490, d3.dn_loss_bbox: 0.3231, d3.dn_loss_iou: 0.4187, d4.dn_loss_cls: 0.0484, d4.dn_loss_bbox: 0.3217, d4.dn_loss_iou: 0.4165, loss: 11.4056 2024-06-04 09:43:49,761 - mmdet - INFO - Epoch [3][1050/3665] lr: 2.000e-04, eta: 3 days, 20:59:39, time: 9.510, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2834, interm_loss_bbox: 0.2215, interm_loss_iou: 0.4931, loss_cls: 0.2353, loss_bbox: 0.1831, loss_iou: 0.4294, d0.loss_cls: 0.2940, d0.loss_bbox: 0.1882, d0.loss_iou: 0.4403, d1.loss_cls: 0.2593, d1.loss_bbox: 0.1860, d1.loss_iou: 0.4353, d2.loss_cls: 0.2455, d2.loss_bbox: 0.1836, d2.loss_iou: 0.4312, d3.loss_cls: 0.2375, d3.loss_bbox: 0.1835, d3.loss_iou: 0.4306, d4.loss_cls: 0.2361, d4.loss_bbox: 0.1834, d4.loss_iou: 0.4295, dn_loss_cls: 0.0479, dn_loss_bbox: 0.3202, dn_loss_iou: 0.4230, d0.dn_loss_cls: 0.0814, d0.dn_loss_bbox: 0.4436, d0.dn_loss_iou: 0.5497, d1.dn_loss_cls: 0.0571, d1.dn_loss_bbox: 0.3503, d1.dn_loss_iou: 0.4523, d2.dn_loss_cls: 0.0523, d2.dn_loss_bbox: 0.3282, d2.dn_loss_iou: 0.4311, d3.dn_loss_cls: 0.0486, d3.dn_loss_bbox: 0.3215, d3.dn_loss_iou: 0.4251, d4.dn_loss_cls: 0.0478, d4.dn_loss_bbox: 0.3202, d4.dn_loss_iou: 0.4229, loss: 11.3328 2024-06-04 09:51:52,759 - mmdet - INFO - Epoch [3][1100/3665] lr: 2.000e-04, eta: 3 days, 20:52:42, time: 9.660, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2880, interm_loss_bbox: 0.2192, interm_loss_iou: 0.4920, loss_cls: 0.2403, loss_bbox: 0.1815, loss_iou: 0.4311, d0.loss_cls: 0.3013, d0.loss_bbox: 0.1864, d0.loss_iou: 0.4390, d1.loss_cls: 0.2654, d1.loss_bbox: 0.1844, d1.loss_iou: 0.4345, d2.loss_cls: 0.2512, d2.loss_bbox: 0.1829, d2.loss_iou: 0.4322, d3.loss_cls: 0.2423, d3.loss_bbox: 0.1818, d3.loss_iou: 0.4318, d4.loss_cls: 0.2399, d4.loss_bbox: 0.1815, d4.loss_iou: 0.4315, dn_loss_cls: 0.0481, dn_loss_bbox: 0.3110, dn_loss_iou: 0.4219, d0.dn_loss_cls: 0.0820, d0.dn_loss_bbox: 0.4419, d0.dn_loss_iou: 0.5536, d1.dn_loss_cls: 0.0571, d1.dn_loss_bbox: 0.3431, d1.dn_loss_iou: 0.4523, d2.dn_loss_cls: 0.0521, d2.dn_loss_bbox: 0.3197, d2.dn_loss_iou: 0.4306, d3.dn_loss_cls: 0.0486, d3.dn_loss_bbox: 0.3129, d3.dn_loss_iou: 0.4242, d4.dn_loss_cls: 0.0476, d4.dn_loss_bbox: 0.3110, d4.dn_loss_iou: 0.4218, loss: 11.3179 2024-06-04 09:59:46,270 - mmdet - INFO - Epoch [3][1150/3665] lr: 2.000e-04, eta: 3 days, 20:45:06, time: 9.470, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2832, interm_loss_bbox: 0.2250, interm_loss_iou: 0.4900, loss_cls: 0.2344, loss_bbox: 0.1775, loss_iou: 0.4184, d0.loss_cls: 0.2969, d0.loss_bbox: 0.1859, d0.loss_iou: 0.4302, d1.loss_cls: 0.2582, d1.loss_bbox: 0.1819, d1.loss_iou: 0.4253, d2.loss_cls: 0.2439, d2.loss_bbox: 0.1785, d2.loss_iou: 0.4202, d3.loss_cls: 0.2365, d3.loss_bbox: 0.1777, d3.loss_iou: 0.4190, d4.loss_cls: 0.2338, d4.loss_bbox: 0.1778, d4.loss_iou: 0.4188, dn_loss_cls: 0.0452, dn_loss_bbox: 0.3173, dn_loss_iou: 0.4121, d0.dn_loss_cls: 0.0790, d0.dn_loss_bbox: 0.4521, d0.dn_loss_iou: 0.5465, d1.dn_loss_cls: 0.0542, d1.dn_loss_bbox: 0.3521, d1.dn_loss_iou: 0.4438, d2.dn_loss_cls: 0.0492, d2.dn_loss_bbox: 0.3266, d2.dn_loss_iou: 0.4213, d3.dn_loss_cls: 0.0458, d3.dn_loss_bbox: 0.3193, d3.dn_loss_iou: 0.4146, d4.dn_loss_cls: 0.0449, d4.dn_loss_bbox: 0.3174, d4.dn_loss_iou: 0.4120, loss: 11.1665 2024-06-04 10:07:47,522 - mmdet - INFO - Epoch [3][1200/3665] lr: 2.000e-04, eta: 3 days, 20:38:01, time: 9.625, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2886, interm_loss_bbox: 0.2187, interm_loss_iou: 0.5152, loss_cls: 0.2414, loss_bbox: 0.1757, loss_iou: 0.4469, d0.loss_cls: 0.3017, d0.loss_bbox: 0.1826, d0.loss_iou: 0.4585, d1.loss_cls: 0.2672, d1.loss_bbox: 0.1805, d1.loss_iou: 0.4509, d2.loss_cls: 0.2524, d2.loss_bbox: 0.1774, d2.loss_iou: 0.4481, d3.loss_cls: 0.2437, d3.loss_bbox: 0.1763, d3.loss_iou: 0.4479, d4.loss_cls: 0.2408, d4.loss_bbox: 0.1764, d4.loss_iou: 0.4487, dn_loss_cls: 0.0489, dn_loss_bbox: 0.3111, dn_loss_iou: 0.4382, d0.dn_loss_cls: 0.0826, d0.dn_loss_bbox: 0.4379, d0.dn_loss_iou: 0.5713, d1.dn_loss_cls: 0.0580, d1.dn_loss_bbox: 0.3394, d1.dn_loss_iou: 0.4675, d2.dn_loss_cls: 0.0533, d2.dn_loss_bbox: 0.3182, d2.dn_loss_iou: 0.4464, d3.dn_loss_cls: 0.0499, d3.dn_loss_bbox: 0.3126, d3.dn_loss_iou: 0.4401, d4.dn_loss_cls: 0.0488, d4.dn_loss_bbox: 0.3111, d4.dn_loss_iou: 0.4381, loss: 11.5130 2024-06-04 10:15:37,027 - mmdet - INFO - Epoch [3][1250/3665] lr: 2.000e-04, eta: 3 days, 20:30:07, time: 9.390, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2789, interm_loss_bbox: 0.2195, interm_loss_iou: 0.5002, loss_cls: 0.2338, loss_bbox: 0.1776, loss_iou: 0.4338, d0.loss_cls: 0.2942, d0.loss_bbox: 0.1839, d0.loss_iou: 0.4457, d1.loss_cls: 0.2564, d1.loss_bbox: 0.1810, d1.loss_iou: 0.4406, d2.loss_cls: 0.2424, d2.loss_bbox: 0.1790, d2.loss_iou: 0.4367, d3.loss_cls: 0.2364, d3.loss_bbox: 0.1783, d3.loss_iou: 0.4350, d4.loss_cls: 0.2346, d4.loss_bbox: 0.1775, d4.loss_iou: 0.4340, dn_loss_cls: 0.0472, dn_loss_bbox: 0.3060, dn_loss_iou: 0.4129, d0.dn_loss_cls: 0.0808, d0.dn_loss_bbox: 0.4371, d0.dn_loss_iou: 0.5450, d1.dn_loss_cls: 0.0560, d1.dn_loss_bbox: 0.3371, d1.dn_loss_iou: 0.4429, d2.dn_loss_cls: 0.0510, d2.dn_loss_bbox: 0.3142, d2.dn_loss_iou: 0.4214, d3.dn_loss_cls: 0.0476, d3.dn_loss_bbox: 0.3076, d3.dn_loss_iou: 0.4150, d4.dn_loss_cls: 0.0469, d4.dn_loss_bbox: 0.3060, d4.dn_loss_iou: 0.4128, loss: 11.1869 2024-06-04 10:23:26,862 - mmdet - INFO - Epoch [3][1300/3665] lr: 2.000e-04, eta: 3 days, 20:22:15, time: 9.397, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2823, interm_loss_bbox: 0.2199, interm_loss_iou: 0.4927, loss_cls: 0.2376, loss_bbox: 0.1811, loss_iou: 0.4309, d0.loss_cls: 0.2961, d0.loss_bbox: 0.1878, d0.loss_iou: 0.4403, d1.loss_cls: 0.2592, d1.loss_bbox: 0.1860, d1.loss_iou: 0.4345, d2.loss_cls: 0.2473, d2.loss_bbox: 0.1820, d2.loss_iou: 0.4308, d3.loss_cls: 0.2397, d3.loss_bbox: 0.1810, d3.loss_iou: 0.4317, d4.loss_cls: 0.2382, d4.loss_bbox: 0.1807, d4.loss_iou: 0.4309, dn_loss_cls: 0.0464, dn_loss_bbox: 0.3127, dn_loss_iou: 0.4226, d0.dn_loss_cls: 0.0802, d0.dn_loss_bbox: 0.4446, d0.dn_loss_iou: 0.5548, d1.dn_loss_cls: 0.0554, d1.dn_loss_bbox: 0.3442, d1.dn_loss_iou: 0.4524, d2.dn_loss_cls: 0.0505, d2.dn_loss_bbox: 0.3203, d2.dn_loss_iou: 0.4306, d3.dn_loss_cls: 0.0469, d3.dn_loss_bbox: 0.3140, d3.dn_loss_iou: 0.4244, d4.dn_loss_cls: 0.0461, d4.dn_loss_bbox: 0.3127, d4.dn_loss_iou: 0.4225, loss: 11.2922 2024-06-04 10:31:14,133 - mmdet - INFO - Epoch [3][1350/3665] lr: 2.000e-04, eta: 3 days, 20:14:12, time: 9.345, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2774, interm_loss_bbox: 0.2155, interm_loss_iou: 0.4901, loss_cls: 0.2337, loss_bbox: 0.1758, loss_iou: 0.4261, d0.loss_cls: 0.2945, d0.loss_bbox: 0.1818, d0.loss_iou: 0.4374, d1.loss_cls: 0.2590, d1.loss_bbox: 0.1775, d1.loss_iou: 0.4307, d2.loss_cls: 0.2442, d2.loss_bbox: 0.1767, d2.loss_iou: 0.4274, d3.loss_cls: 0.2364, d3.loss_bbox: 0.1759, d3.loss_iou: 0.4268, d4.loss_cls: 0.2331, d4.loss_bbox: 0.1761, d4.loss_iou: 0.4267, dn_loss_cls: 0.0461, dn_loss_bbox: 0.3017, dn_loss_iou: 0.4148, d0.dn_loss_cls: 0.0799, d0.dn_loss_bbox: 0.4354, d0.dn_loss_iou: 0.5511, d1.dn_loss_cls: 0.0553, d1.dn_loss_bbox: 0.3348, d1.dn_loss_iou: 0.4469, d2.dn_loss_cls: 0.0504, d2.dn_loss_bbox: 0.3099, d2.dn_loss_iou: 0.4242, d3.dn_loss_cls: 0.0467, d3.dn_loss_bbox: 0.3032, d3.dn_loss_iou: 0.4172, d4.dn_loss_cls: 0.0458, d4.dn_loss_bbox: 0.3017, d4.dn_loss_iou: 0.4148, loss: 11.1027 2024-06-04 10:39:07,485 - mmdet - INFO - Epoch [3][1400/3665] lr: 2.000e-04, eta: 3 days, 20:06:34, time: 9.467, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2832, interm_loss_bbox: 0.2152, interm_loss_iou: 0.4857, loss_cls: 0.2395, loss_bbox: 0.1744, loss_iou: 0.4227, d0.loss_cls: 0.2983, d0.loss_bbox: 0.1809, d0.loss_iou: 0.4335, d1.loss_cls: 0.2605, d1.loss_bbox: 0.1785, d1.loss_iou: 0.4288, d2.loss_cls: 0.2486, d2.loss_bbox: 0.1758, d2.loss_iou: 0.4231, d3.loss_cls: 0.2409, d3.loss_bbox: 0.1755, d3.loss_iou: 0.4236, d4.loss_cls: 0.2389, d4.loss_bbox: 0.1750, d4.loss_iou: 0.4236, dn_loss_cls: 0.0474, dn_loss_bbox: 0.3119, dn_loss_iou: 0.4105, d0.dn_loss_cls: 0.0813, d0.dn_loss_bbox: 0.4386, d0.dn_loss_iou: 0.5402, d1.dn_loss_cls: 0.0559, d1.dn_loss_bbox: 0.3418, d1.dn_loss_iou: 0.4404, d2.dn_loss_cls: 0.0513, d2.dn_loss_bbox: 0.3198, d2.dn_loss_iou: 0.4188, d3.dn_loss_cls: 0.0478, d3.dn_loss_bbox: 0.3134, d3.dn_loss_iou: 0.4126, d4.dn_loss_cls: 0.0471, d4.dn_loss_bbox: 0.3120, d4.dn_loss_iou: 0.4104, loss: 11.1269 2024-06-04 10:47:03,399 - mmdet - INFO - Epoch [3][1450/3665] lr: 2.000e-04, eta: 3 days, 19:59:06, time: 9.518, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2848, interm_loss_bbox: 0.2240, interm_loss_iou: 0.4811, loss_cls: 0.2365, loss_bbox: 0.1810, loss_iou: 0.4183, d0.loss_cls: 0.2989, d0.loss_bbox: 0.1871, d0.loss_iou: 0.4261, d1.loss_cls: 0.2595, d1.loss_bbox: 0.1858, d1.loss_iou: 0.4219, d2.loss_cls: 0.2454, d2.loss_bbox: 0.1827, d2.loss_iou: 0.4199, d3.loss_cls: 0.2375, d3.loss_bbox: 0.1815, d3.loss_iou: 0.4192, d4.loss_cls: 0.2361, d4.loss_bbox: 0.1811, d4.loss_iou: 0.4187, dn_loss_cls: 0.0453, dn_loss_bbox: 0.3186, dn_loss_iou: 0.4138, d0.dn_loss_cls: 0.0797, d0.dn_loss_bbox: 0.4479, d0.dn_loss_iou: 0.5455, d1.dn_loss_cls: 0.0548, d1.dn_loss_bbox: 0.3489, d1.dn_loss_iou: 0.4440, d2.dn_loss_cls: 0.0499, d2.dn_loss_bbox: 0.3261, d2.dn_loss_iou: 0.4220, d3.dn_loss_cls: 0.0464, d3.dn_loss_bbox: 0.3202, d3.dn_loss_iou: 0.4159, d4.dn_loss_cls: 0.0453, d4.dn_loss_bbox: 0.3186, d4.dn_loss_iou: 0.4137, loss: 11.1836 2024-06-04 10:54:56,925 - mmdet - INFO - Epoch [3][1500/3665] lr: 2.000e-04, eta: 3 days, 19:51:28, time: 9.470, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2817, interm_loss_bbox: 0.2219, interm_loss_iou: 0.4990, loss_cls: 0.2373, loss_bbox: 0.1754, loss_iou: 0.4285, d0.loss_cls: 0.2987, d0.loss_bbox: 0.1830, d0.loss_iou: 0.4402, d1.loss_cls: 0.2600, d1.loss_bbox: 0.1808, d1.loss_iou: 0.4354, d2.loss_cls: 0.2470, d2.loss_bbox: 0.1765, d2.loss_iou: 0.4300, d3.loss_cls: 0.2392, d3.loss_bbox: 0.1758, d3.loss_iou: 0.4295, d4.loss_cls: 0.2367, d4.loss_bbox: 0.1756, d4.loss_iou: 0.4292, dn_loss_cls: 0.0441, dn_loss_bbox: 0.3079, dn_loss_iou: 0.4193, d0.dn_loss_cls: 0.0786, d0.dn_loss_bbox: 0.4399, d0.dn_loss_iou: 0.5552, d1.dn_loss_cls: 0.0538, d1.dn_loss_bbox: 0.3396, d1.dn_loss_iou: 0.4504, d2.dn_loss_cls: 0.0489, d2.dn_loss_bbox: 0.3160, d2.dn_loss_iou: 0.4280, d3.dn_loss_cls: 0.0452, d3.dn_loss_bbox: 0.3095, d3.dn_loss_iou: 0.4214, d4.dn_loss_cls: 0.0442, d4.dn_loss_bbox: 0.3079, d4.dn_loss_iou: 0.4192, loss: 11.2108 2024-06-04 11:02:50,475 - mmdet - INFO - Epoch [3][1550/3665] lr: 2.000e-04, eta: 3 days, 19:43:50, time: 9.471, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2815, interm_loss_bbox: 0.2163, interm_loss_iou: 0.5073, loss_cls: 0.2401, loss_bbox: 0.1784, loss_iou: 0.4462, d0.loss_cls: 0.2999, d0.loss_bbox: 0.1847, d0.loss_iou: 0.4568, d1.loss_cls: 0.2627, d1.loss_bbox: 0.1830, d1.loss_iou: 0.4523, d2.loss_cls: 0.2482, d2.loss_bbox: 0.1806, d2.loss_iou: 0.4490, d3.loss_cls: 0.2415, d3.loss_bbox: 0.1796, d3.loss_iou: 0.4480, d4.loss_cls: 0.2397, d4.loss_bbox: 0.1787, d4.loss_iou: 0.4469, dn_loss_cls: 0.0472, dn_loss_bbox: 0.3013, dn_loss_iou: 0.4236, d0.dn_loss_cls: 0.0809, d0.dn_loss_bbox: 0.4278, d0.dn_loss_iou: 0.5532, d1.dn_loss_cls: 0.0563, d1.dn_loss_bbox: 0.3322, d1.dn_loss_iou: 0.4540, d2.dn_loss_cls: 0.0514, d2.dn_loss_bbox: 0.3097, d2.dn_loss_iou: 0.4325, d3.dn_loss_cls: 0.0481, d3.dn_loss_bbox: 0.3030, d3.dn_loss_iou: 0.4257, d4.dn_loss_cls: 0.0471, d4.dn_loss_bbox: 0.3013, d4.dn_loss_iou: 0.4234, loss: 11.3399 2024-06-04 11:10:40,354 - mmdet - INFO - Epoch [3][1600/3665] lr: 2.000e-04, eta: 3 days, 19:35:57, time: 9.398, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2828, interm_loss_bbox: 0.2158, interm_loss_iou: 0.5034, loss_cls: 0.2433, loss_bbox: 0.1735, loss_iou: 0.4371, d0.loss_cls: 0.3025, d0.loss_bbox: 0.1812, d0.loss_iou: 0.4496, d1.loss_cls: 0.2663, d1.loss_bbox: 0.1780, d1.loss_iou: 0.4436, d2.loss_cls: 0.2524, d2.loss_bbox: 0.1753, d2.loss_iou: 0.4403, d3.loss_cls: 0.2447, d3.loss_bbox: 0.1743, d3.loss_iou: 0.4391, d4.loss_cls: 0.2428, d4.loss_bbox: 0.1742, d4.loss_iou: 0.4386, dn_loss_cls: 0.0470, dn_loss_bbox: 0.3070, dn_loss_iou: 0.4216, d0.dn_loss_cls: 0.0809, d0.dn_loss_bbox: 0.4349, d0.dn_loss_iou: 0.5523, d1.dn_loss_cls: 0.0561, d1.dn_loss_bbox: 0.3379, d1.dn_loss_iou: 0.4512, d2.dn_loss_cls: 0.0511, d2.dn_loss_bbox: 0.3151, d2.dn_loss_iou: 0.4297, d3.dn_loss_cls: 0.0474, d3.dn_loss_bbox: 0.3087, d3.dn_loss_iou: 0.4237, d4.dn_loss_cls: 0.0468, d4.dn_loss_bbox: 0.3070, d4.dn_loss_iou: 0.4215, loss: 11.2986 2024-06-04 11:18:29,045 - mmdet - INFO - Epoch [3][1650/3665] lr: 2.000e-04, eta: 3 days, 19:28:00, time: 9.374, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2803, interm_loss_bbox: 0.2182, interm_loss_iou: 0.4926, loss_cls: 0.2328, loss_bbox: 0.1784, loss_iou: 0.4296, d0.loss_cls: 0.2955, d0.loss_bbox: 0.1847, d0.loss_iou: 0.4389, d1.loss_cls: 0.2571, d1.loss_bbox: 0.1823, d1.loss_iou: 0.4343, d2.loss_cls: 0.2439, d2.loss_bbox: 0.1778, d2.loss_iou: 0.4302, d3.loss_cls: 0.2358, d3.loss_bbox: 0.1778, d3.loss_iou: 0.4298, d4.loss_cls: 0.2331, d4.loss_bbox: 0.1782, d4.loss_iou: 0.4303, dn_loss_cls: 0.0449, dn_loss_bbox: 0.3113, dn_loss_iou: 0.4129, d0.dn_loss_cls: 0.0787, d0.dn_loss_bbox: 0.4415, d0.dn_loss_iou: 0.5465, d1.dn_loss_cls: 0.0538, d1.dn_loss_bbox: 0.3425, d1.dn_loss_iou: 0.4441, d2.dn_loss_cls: 0.0490, d2.dn_loss_bbox: 0.3195, d2.dn_loss_iou: 0.4220, d3.dn_loss_cls: 0.0457, d3.dn_loss_bbox: 0.3130, d3.dn_loss_iou: 0.4152, d4.dn_loss_cls: 0.0449, d4.dn_loss_bbox: 0.3113, d4.dn_loss_iou: 0.4127, loss: 11.1712 2024-06-04 11:26:22,493 - mmdet - INFO - Epoch [3][1700/3665] lr: 2.000e-04, eta: 3 days, 19:20:22, time: 9.469, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2780, interm_loss_bbox: 0.2174, interm_loss_iou: 0.4837, loss_cls: 0.2329, loss_bbox: 0.1755, loss_iou: 0.4180, d0.loss_cls: 0.2952, d0.loss_bbox: 0.1812, d0.loss_iou: 0.4271, d1.loss_cls: 0.2572, d1.loss_bbox: 0.1800, d1.loss_iou: 0.4234, d2.loss_cls: 0.2438, d2.loss_bbox: 0.1761, d2.loss_iou: 0.4183, d3.loss_cls: 0.2342, d3.loss_bbox: 0.1767, d3.loss_iou: 0.4194, d4.loss_cls: 0.2319, d4.loss_bbox: 0.1763, d4.loss_iou: 0.4194, dn_loss_cls: 0.0458, dn_loss_bbox: 0.3084, dn_loss_iou: 0.4138, d0.dn_loss_cls: 0.0806, d0.dn_loss_bbox: 0.4354, d0.dn_loss_iou: 0.5436, d1.dn_loss_cls: 0.0553, d1.dn_loss_bbox: 0.3387, d1.dn_loss_iou: 0.4436, d2.dn_loss_cls: 0.0500, d2.dn_loss_bbox: 0.3167, d2.dn_loss_iou: 0.4222, d3.dn_loss_cls: 0.0466, d3.dn_loss_bbox: 0.3103, d3.dn_loss_iou: 0.4161, d4.dn_loss_cls: 0.0456, d4.dn_loss_bbox: 0.3085, d4.dn_loss_iou: 0.4137, loss: 11.0605 2024-06-04 11:34:15,987 - mmdet - INFO - Epoch [3][1750/3665] lr: 2.000e-04, eta: 3 days, 19:12:43, time: 9.470, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2820, interm_loss_bbox: 0.2214, interm_loss_iou: 0.5003, loss_cls: 0.2353, loss_bbox: 0.1800, loss_iou: 0.4370, d0.loss_cls: 0.2954, d0.loss_bbox: 0.1866, d0.loss_iou: 0.4462, d1.loss_cls: 0.2609, d1.loss_bbox: 0.1818, d1.loss_iou: 0.4388, d2.loss_cls: 0.2465, d2.loss_bbox: 0.1779, d2.loss_iou: 0.4341, d3.loss_cls: 0.2381, d3.loss_bbox: 0.1794, d3.loss_iou: 0.4359, d4.loss_cls: 0.2349, d4.loss_bbox: 0.1804, d4.loss_iou: 0.4370, dn_loss_cls: 0.0458, dn_loss_bbox: 0.3112, dn_loss_iou: 0.4195, d0.dn_loss_cls: 0.0803, d0.dn_loss_bbox: 0.4403, d0.dn_loss_iou: 0.5489, d1.dn_loss_cls: 0.0550, d1.dn_loss_bbox: 0.3431, d1.dn_loss_iou: 0.4507, d2.dn_loss_cls: 0.0499, d2.dn_loss_bbox: 0.3199, d2.dn_loss_iou: 0.4281, d3.dn_loss_cls: 0.0463, d3.dn_loss_bbox: 0.3130, d3.dn_loss_iou: 0.4218, d4.dn_loss_cls: 0.0455, d4.dn_loss_bbox: 0.3112, d4.dn_loss_iou: 0.4194, loss: 11.2796 2024-06-04 11:42:10,900 - mmdet - INFO - Epoch [3][1800/3665] lr: 2.000e-04, eta: 3 days, 19:05:10, time: 9.498, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2803, interm_loss_bbox: 0.2116, interm_loss_iou: 0.4969, loss_cls: 0.2374, loss_bbox: 0.1722, loss_iou: 0.4321, d0.loss_cls: 0.2957, d0.loss_bbox: 0.1794, d0.loss_iou: 0.4447, d1.loss_cls: 0.2582, d1.loss_bbox: 0.1767, d1.loss_iou: 0.4386, d2.loss_cls: 0.2474, d2.loss_bbox: 0.1735, d2.loss_iou: 0.4330, d3.loss_cls: 0.2391, d3.loss_bbox: 0.1730, d3.loss_iou: 0.4330, d4.loss_cls: 0.2365, d4.loss_bbox: 0.1731, d4.loss_iou: 0.4330, dn_loss_cls: 0.0470, dn_loss_bbox: 0.2992, dn_loss_iou: 0.4175, d0.dn_loss_cls: 0.0802, d0.dn_loss_bbox: 0.4226, d0.dn_loss_iou: 0.5424, d1.dn_loss_cls: 0.0547, d1.dn_loss_bbox: 0.3289, d1.dn_loss_iou: 0.4456, d2.dn_loss_cls: 0.0501, d2.dn_loss_bbox: 0.3067, d2.dn_loss_iou: 0.4248, d3.dn_loss_cls: 0.0470, d3.dn_loss_bbox: 0.3007, d3.dn_loss_iou: 0.4193, d4.dn_loss_cls: 0.0463, d4.dn_loss_bbox: 0.2992, d4.dn_loss_iou: 0.4173, loss: 11.1148 2024-06-04 11:50:10,764 - mmdet - INFO - Epoch [3][1850/3665] lr: 2.000e-04, eta: 3 days, 18:57:55, time: 9.597, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2798, interm_loss_bbox: 0.2112, interm_loss_iou: 0.4960, loss_cls: 0.2351, loss_bbox: 0.1728, loss_iou: 0.4339, d0.loss_cls: 0.2938, d0.loss_bbox: 0.1777, d0.loss_iou: 0.4418, d1.loss_cls: 0.2589, d1.loss_bbox: 0.1759, d1.loss_iou: 0.4377, d2.loss_cls: 0.2452, d2.loss_bbox: 0.1736, d2.loss_iou: 0.4347, d3.loss_cls: 0.2369, d3.loss_bbox: 0.1730, d3.loss_iou: 0.4343, d4.loss_cls: 0.2351, d4.loss_bbox: 0.1733, d4.loss_iou: 0.4339, dn_loss_cls: 0.0456, dn_loss_bbox: 0.2959, dn_loss_iou: 0.4177, d0.dn_loss_cls: 0.0778, d0.dn_loss_bbox: 0.4214, d0.dn_loss_iou: 0.5480, d1.dn_loss_cls: 0.0537, d1.dn_loss_bbox: 0.3257, d1.dn_loss_iou: 0.4474, d2.dn_loss_cls: 0.0494, d2.dn_loss_bbox: 0.3034, d2.dn_loss_iou: 0.4259, d3.dn_loss_cls: 0.0462, d3.dn_loss_bbox: 0.2975, d3.dn_loss_iou: 0.4199, d4.dn_loss_cls: 0.0454, d4.dn_loss_bbox: 0.2959, d4.dn_loss_iou: 0.4176, loss: 11.0891 2024-06-04 11:57:59,426 - mmdet - INFO - Epoch [3][1900/3665] lr: 2.000e-04, eta: 3 days, 18:49:57, time: 9.373, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2773, interm_loss_bbox: 0.2190, interm_loss_iou: 0.5084, loss_cls: 0.2325, loss_bbox: 0.1767, loss_iou: 0.4418, d0.loss_cls: 0.2934, d0.loss_bbox: 0.1821, d0.loss_iou: 0.4494, d1.loss_cls: 0.2546, d1.loss_bbox: 0.1803, d1.loss_iou: 0.4456, d2.loss_cls: 0.2432, d2.loss_bbox: 0.1769, d2.loss_iou: 0.4407, d3.loss_cls: 0.2344, d3.loss_bbox: 0.1772, d3.loss_iou: 0.4420, d4.loss_cls: 0.2326, d4.loss_bbox: 0.1767, d4.loss_iou: 0.4416, dn_loss_cls: 0.0452, dn_loss_bbox: 0.3010, dn_loss_iou: 0.4252, d0.dn_loss_cls: 0.0790, d0.dn_loss_bbox: 0.4259, d0.dn_loss_iou: 0.5525, d1.dn_loss_cls: 0.0539, d1.dn_loss_bbox: 0.3294, d1.dn_loss_iou: 0.4543, d2.dn_loss_cls: 0.0491, d2.dn_loss_bbox: 0.3081, d2.dn_loss_iou: 0.4330, d3.dn_loss_cls: 0.0458, d3.dn_loss_bbox: 0.3025, d3.dn_loss_iou: 0.4271, d4.dn_loss_cls: 0.0451, d4.dn_loss_bbox: 0.3010, d4.dn_loss_iou: 0.4251, loss: 11.2296 2024-06-04 12:05:57,218 - mmdet - INFO - Epoch [3][1950/3665] lr: 2.000e-04, eta: 3 days, 18:42:34, time: 9.556, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2831, interm_loss_bbox: 0.2186, interm_loss_iou: 0.4831, loss_cls: 0.2373, loss_bbox: 0.1812, loss_iou: 0.4225, d0.loss_cls: 0.2950, d0.loss_bbox: 0.1877, d0.loss_iou: 0.4320, d1.loss_cls: 0.2590, d1.loss_bbox: 0.1861, d1.loss_iou: 0.4276, d2.loss_cls: 0.2459, d2.loss_bbox: 0.1817, d2.loss_iou: 0.4230, d3.loss_cls: 0.2394, d3.loss_bbox: 0.1818, d3.loss_iou: 0.4236, d4.loss_cls: 0.2362, d4.loss_bbox: 0.1821, d4.loss_iou: 0.4233, dn_loss_cls: 0.0460, dn_loss_bbox: 0.3138, dn_loss_iou: 0.4117, d0.dn_loss_cls: 0.0790, d0.dn_loss_bbox: 0.4473, d0.dn_loss_iou: 0.5478, d1.dn_loss_cls: 0.0544, d1.dn_loss_bbox: 0.3461, d1.dn_loss_iou: 0.4426, d2.dn_loss_cls: 0.0496, d2.dn_loss_bbox: 0.3220, d2.dn_loss_iou: 0.4206, d3.dn_loss_cls: 0.0465, d3.dn_loss_bbox: 0.3154, d3.dn_loss_iou: 0.4138, d4.dn_loss_cls: 0.0457, d4.dn_loss_bbox: 0.3139, d4.dn_loss_iou: 0.4116, loss: 11.1781 2024-06-04 12:13:46,821 - mmdet - INFO - Epoch [3][2000/3665] lr: 2.000e-04, eta: 3 days, 18:34:40, time: 9.392, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2796, interm_loss_bbox: 0.2127, interm_loss_iou: 0.4871, loss_cls: 0.2347, loss_bbox: 0.1745, loss_iou: 0.4251, d0.loss_cls: 0.2932, d0.loss_bbox: 0.1827, d0.loss_iou: 0.4376, d1.loss_cls: 0.2576, d1.loss_bbox: 0.1773, d1.loss_iou: 0.4304, d2.loss_cls: 0.2440, d2.loss_bbox: 0.1742, d2.loss_iou: 0.4261, d3.loss_cls: 0.2360, d3.loss_bbox: 0.1745, d3.loss_iou: 0.4262, d4.loss_cls: 0.2345, d4.loss_bbox: 0.1747, d4.loss_iou: 0.4257, dn_loss_cls: 0.0480, dn_loss_bbox: 0.3108, dn_loss_iou: 0.4231, d0.dn_loss_cls: 0.0810, d0.dn_loss_bbox: 0.4407, d0.dn_loss_iou: 0.5587, d1.dn_loss_cls: 0.0561, d1.dn_loss_bbox: 0.3411, d1.dn_loss_iou: 0.4537, d2.dn_loss_cls: 0.0512, d2.dn_loss_bbox: 0.3188, d2.dn_loss_iou: 0.4316, d3.dn_loss_cls: 0.0480, d3.dn_loss_bbox: 0.3125, d3.dn_loss_iou: 0.4253, d4.dn_loss_cls: 0.0476, d4.dn_loss_bbox: 0.3108, d4.dn_loss_iou: 0.4230, loss: 11.1903 2024-06-04 12:21:34,782 - mmdet - INFO - Epoch [3][2050/3665] lr: 2.000e-04, eta: 3 days, 18:26:40, time: 9.359, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2851, interm_loss_bbox: 0.2137, interm_loss_iou: 0.5018, loss_cls: 0.2397, loss_bbox: 0.1731, loss_iou: 0.4353, d0.loss_cls: 0.2988, d0.loss_bbox: 0.1813, d0.loss_iou: 0.4482, d1.loss_cls: 0.2619, d1.loss_bbox: 0.1778, d1.loss_iou: 0.4421, d2.loss_cls: 0.2475, d2.loss_bbox: 0.1747, d2.loss_iou: 0.4371, d3.loss_cls: 0.2415, d3.loss_bbox: 0.1727, d3.loss_iou: 0.4360, d4.loss_cls: 0.2392, d4.loss_bbox: 0.1735, d4.loss_iou: 0.4364, dn_loss_cls: 0.0466, dn_loss_bbox: 0.3054, dn_loss_iou: 0.4251, d0.dn_loss_cls: 0.0802, d0.dn_loss_bbox: 0.4316, d0.dn_loss_iou: 0.5524, d1.dn_loss_cls: 0.0555, d1.dn_loss_bbox: 0.3370, d1.dn_loss_iou: 0.4546, d2.dn_loss_cls: 0.0507, d2.dn_loss_bbox: 0.3142, d2.dn_loss_iou: 0.4337, d3.dn_loss_cls: 0.0474, d3.dn_loss_bbox: 0.3072, d3.dn_loss_iou: 0.4274, d4.dn_loss_cls: 0.0465, d4.dn_loss_bbox: 0.3055, d4.dn_loss_iou: 0.4250, loss: 11.2631 2024-06-04 12:29:28,657 - mmdet - INFO - Epoch [3][2100/3665] lr: 2.000e-04, eta: 3 days, 18:19:02, time: 9.478, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2717, interm_loss_bbox: 0.2140, interm_loss_iou: 0.4819, loss_cls: 0.2300, loss_bbox: 0.1718, loss_iou: 0.4186, d0.loss_cls: 0.2861, d0.loss_bbox: 0.1829, d0.loss_iou: 0.4323, d1.loss_cls: 0.2502, d1.loss_bbox: 0.1790, d1.loss_iou: 0.4261, d2.loss_cls: 0.2389, d2.loss_bbox: 0.1740, d2.loss_iou: 0.4206, d3.loss_cls: 0.2322, d3.loss_bbox: 0.1724, d3.loss_iou: 0.4196, d4.loss_cls: 0.2298, d4.loss_bbox: 0.1725, d4.loss_iou: 0.4195, dn_loss_cls: 0.0444, dn_loss_bbox: 0.3102, dn_loss_iou: 0.4125, d0.dn_loss_cls: 0.0784, d0.dn_loss_bbox: 0.4355, d0.dn_loss_iou: 0.5378, d1.dn_loss_cls: 0.0531, d1.dn_loss_bbox: 0.3399, d1.dn_loss_iou: 0.4404, d2.dn_loss_cls: 0.0483, d2.dn_loss_bbox: 0.3182, d2.dn_loss_iou: 0.4205, d3.dn_loss_cls: 0.0452, d3.dn_loss_bbox: 0.3117, d3.dn_loss_iou: 0.4145, d4.dn_loss_cls: 0.0443, d4.dn_loss_bbox: 0.3102, d4.dn_loss_iou: 0.4124, loss: 11.0018 2024-06-04 12:37:13,788 - mmdet - INFO - Epoch [3][2150/3665] lr: 2.000e-04, eta: 3 days, 18:10:52, time: 9.303, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2775, interm_loss_bbox: 0.2092, interm_loss_iou: 0.4968, loss_cls: 0.2332, loss_bbox: 0.1703, loss_iou: 0.4339, d0.loss_cls: 0.2900, d0.loss_bbox: 0.1771, d0.loss_iou: 0.4445, d1.loss_cls: 0.2567, d1.loss_bbox: 0.1744, d1.loss_iou: 0.4390, d2.loss_cls: 0.2423, d2.loss_bbox: 0.1715, d2.loss_iou: 0.4347, d3.loss_cls: 0.2351, d3.loss_bbox: 0.1712, d3.loss_iou: 0.4344, d4.loss_cls: 0.2328, d4.loss_bbox: 0.1705, d4.loss_iou: 0.4342, dn_loss_cls: 0.0435, dn_loss_bbox: 0.3058, dn_loss_iou: 0.4135, d0.dn_loss_cls: 0.0787, d0.dn_loss_bbox: 0.4306, d0.dn_loss_iou: 0.5412, d1.dn_loss_cls: 0.0533, d1.dn_loss_bbox: 0.3357, d1.dn_loss_iou: 0.4421, d2.dn_loss_cls: 0.0481, d2.dn_loss_bbox: 0.3137, d2.dn_loss_iou: 0.4216, d3.dn_loss_cls: 0.0446, d3.dn_loss_bbox: 0.3075, d3.dn_loss_iou: 0.4155, d4.dn_loss_cls: 0.0434, d4.dn_loss_bbox: 0.3058, d4.dn_loss_iou: 0.4134, loss: 11.0876 2024-06-04 12:45:05,903 - mmdet - INFO - Epoch [3][2200/3665] lr: 2.000e-04, eta: 3 days, 18:03:07, time: 9.442, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2737, interm_loss_bbox: 0.2097, interm_loss_iou: 0.4935, loss_cls: 0.2333, loss_bbox: 0.1714, loss_iou: 0.4293, d0.loss_cls: 0.2892, d0.loss_bbox: 0.1786, d0.loss_iou: 0.4413, d1.loss_cls: 0.2552, d1.loss_bbox: 0.1755, d1.loss_iou: 0.4351, d2.loss_cls: 0.2438, d2.loss_bbox: 0.1712, d2.loss_iou: 0.4306, d3.loss_cls: 0.2356, d3.loss_bbox: 0.1714, d3.loss_iou: 0.4308, d4.loss_cls: 0.2333, d4.loss_bbox: 0.1714, d4.loss_iou: 0.4302, dn_loss_cls: 0.0432, dn_loss_bbox: 0.3003, dn_loss_iou: 0.4268, d0.dn_loss_cls: 0.0775, d0.dn_loss_bbox: 0.4203, d0.dn_loss_iou: 0.5529, d1.dn_loss_cls: 0.0529, d1.dn_loss_bbox: 0.3303, d1.dn_loss_iou: 0.4554, d2.dn_loss_cls: 0.0480, d2.dn_loss_bbox: 0.3081, d2.dn_loss_iou: 0.4347, d3.dn_loss_cls: 0.0445, d3.dn_loss_bbox: 0.3017, d3.dn_loss_iou: 0.4288, d4.dn_loss_cls: 0.0434, d4.dn_loss_bbox: 0.3003, d4.dn_loss_iou: 0.4267, loss: 11.0999 2024-06-04 12:52:44,494 - mmdet - INFO - Epoch [3][2250/3665] lr: 2.000e-04, eta: 3 days, 17:54:34, time: 9.172, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2788, interm_loss_bbox: 0.2094, interm_loss_iou: 0.4850, loss_cls: 0.2332, loss_bbox: 0.1749, loss_iou: 0.4276, d0.loss_cls: 0.2911, d0.loss_bbox: 0.1816, d0.loss_iou: 0.4379, d1.loss_cls: 0.2563, d1.loss_bbox: 0.1786, d1.loss_iou: 0.4324, d2.loss_cls: 0.2401, d2.loss_bbox: 0.1760, d2.loss_iou: 0.4302, d3.loss_cls: 0.2338, d3.loss_bbox: 0.1748, d3.loss_iou: 0.4284, d4.loss_cls: 0.2315, d4.loss_bbox: 0.1753, d4.loss_iou: 0.4293, dn_loss_cls: 0.0429, dn_loss_bbox: 0.2968, dn_loss_iou: 0.4136, d0.dn_loss_cls: 0.0770, d0.dn_loss_bbox: 0.4202, d0.dn_loss_iou: 0.5432, d1.dn_loss_cls: 0.0526, d1.dn_loss_bbox: 0.3257, d1.dn_loss_iou: 0.4428, d2.dn_loss_cls: 0.0474, d2.dn_loss_bbox: 0.3039, d2.dn_loss_iou: 0.4216, d3.dn_loss_cls: 0.0439, d3.dn_loss_bbox: 0.2981, d3.dn_loss_iou: 0.4158, d4.dn_loss_cls: 0.0430, d4.dn_loss_bbox: 0.2968, d4.dn_loss_iou: 0.4135, loss: 11.0052 2024-06-04 13:00:45,114 - mmdet - INFO - Epoch [3][2300/3665] lr: 2.000e-04, eta: 3 days, 17:47:19, time: 9.612, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2872, interm_loss_bbox: 0.2194, interm_loss_iou: 0.4809, loss_cls: 0.2443, loss_bbox: 0.1776, loss_iou: 0.4170, d0.loss_cls: 0.3027, d0.loss_bbox: 0.1864, d0.loss_iou: 0.4318, d1.loss_cls: 0.2660, d1.loss_bbox: 0.1824, d1.loss_iou: 0.4241, d2.loss_cls: 0.2517, d2.loss_bbox: 0.1796, d2.loss_iou: 0.4210, d3.loss_cls: 0.2456, d3.loss_bbox: 0.1778, d3.loss_iou: 0.4186, d4.loss_cls: 0.2439, d4.loss_bbox: 0.1777, d4.loss_iou: 0.4181, dn_loss_cls: 0.0463, dn_loss_bbox: 0.3165, dn_loss_iou: 0.4156, d0.dn_loss_cls: 0.0804, d0.dn_loss_bbox: 0.4393, d0.dn_loss_iou: 0.5422, d1.dn_loss_cls: 0.0555, d1.dn_loss_bbox: 0.3459, d1.dn_loss_iou: 0.4448, d2.dn_loss_cls: 0.0506, d2.dn_loss_bbox: 0.3245, d2.dn_loss_iou: 0.4237, d3.dn_loss_cls: 0.0471, d3.dn_loss_bbox: 0.3181, d3.dn_loss_iou: 0.4178, d4.dn_loss_cls: 0.0462, d4.dn_loss_bbox: 0.3165, d4.dn_loss_iou: 0.4155, loss: 11.2004 2024-06-04 13:08:36,828 - mmdet - INFO - Epoch [3][2350/3665] lr: 2.000e-04, eta: 3 days, 17:39:33, time: 9.434, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2800, interm_loss_bbox: 0.2080, interm_loss_iou: 0.4932, loss_cls: 0.2356, loss_bbox: 0.1728, loss_iou: 0.4369, d0.loss_cls: 0.2968, d0.loss_bbox: 0.1773, d0.loss_iou: 0.4423, d1.loss_cls: 0.2589, d1.loss_bbox: 0.1749, d1.loss_iou: 0.4398, d2.loss_cls: 0.2451, d2.loss_bbox: 0.1732, d2.loss_iou: 0.4381, d3.loss_cls: 0.2381, d3.loss_bbox: 0.1726, d3.loss_iou: 0.4373, d4.loss_cls: 0.2353, d4.loss_bbox: 0.1733, d4.loss_iou: 0.4375, dn_loss_cls: 0.0448, dn_loss_bbox: 0.3014, dn_loss_iou: 0.4151, d0.dn_loss_cls: 0.0786, d0.dn_loss_bbox: 0.4243, d0.dn_loss_iou: 0.5444, d1.dn_loss_cls: 0.0535, d1.dn_loss_bbox: 0.3294, d1.dn_loss_iou: 0.4443, d2.dn_loss_cls: 0.0490, d2.dn_loss_bbox: 0.3086, d2.dn_loss_iou: 0.4237, d3.dn_loss_cls: 0.0456, d3.dn_loss_bbox: 0.3027, d3.dn_loss_iou: 0.4172, d4.dn_loss_cls: 0.0448, d4.dn_loss_bbox: 0.3014, d4.dn_loss_iou: 0.4150, loss: 11.1107 2024-06-04 13:16:28,976 - mmdet - INFO - Epoch [3][2400/3665] lr: 2.000e-04, eta: 3 days, 17:31:48, time: 9.443, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2700, interm_loss_bbox: 0.2168, interm_loss_iou: 0.4828, loss_cls: 0.2256, loss_bbox: 0.1776, loss_iou: 0.4147, d0.loss_cls: 0.2844, d0.loss_bbox: 0.1809, d0.loss_iou: 0.4264, d1.loss_cls: 0.2475, d1.loss_bbox: 0.1809, d1.loss_iou: 0.4219, d2.loss_cls: 0.2363, d2.loss_bbox: 0.1767, d2.loss_iou: 0.4152, d3.loss_cls: 0.2284, d3.loss_bbox: 0.1771, d3.loss_iou: 0.4150, d4.loss_cls: 0.2259, d4.loss_bbox: 0.1772, d4.loss_iou: 0.4148, dn_loss_cls: 0.0423, dn_loss_bbox: 0.2977, dn_loss_iou: 0.3992, d0.dn_loss_cls: 0.0749, d0.dn_loss_bbox: 0.4284, d0.dn_loss_iou: 0.5313, d1.dn_loss_cls: 0.0511, d1.dn_loss_bbox: 0.3286, d1.dn_loss_iou: 0.4294, d2.dn_loss_cls: 0.0466, d2.dn_loss_bbox: 0.3057, d2.dn_loss_iou: 0.4074, d3.dn_loss_cls: 0.0430, d3.dn_loss_bbox: 0.2991, d3.dn_loss_iou: 0.4012, d4.dn_loss_cls: 0.0422, d4.dn_loss_bbox: 0.2977, d4.dn_loss_iou: 0.3991, loss: 10.8211 2024-06-04 13:24:24,325 - mmdet - INFO - Epoch [3][2450/3665] lr: 2.000e-04, eta: 3 days, 17:24:15, time: 9.507, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2742, interm_loss_bbox: 0.2154, interm_loss_iou: 0.4819, loss_cls: 0.2288, loss_bbox: 0.1768, loss_iou: 0.4213, d0.loss_cls: 0.2891, d0.loss_bbox: 0.1837, d0.loss_iou: 0.4326, d1.loss_cls: 0.2526, d1.loss_bbox: 0.1802, d1.loss_iou: 0.4260, d2.loss_cls: 0.2393, d2.loss_bbox: 0.1773, d2.loss_iou: 0.4227, d3.loss_cls: 0.2325, d3.loss_bbox: 0.1765, d3.loss_iou: 0.4213, d4.loss_cls: 0.2289, d4.loss_bbox: 0.1766, d4.loss_iou: 0.4226, dn_loss_cls: 0.0426, dn_loss_bbox: 0.2936, dn_loss_iou: 0.4060, d0.dn_loss_cls: 0.0763, d0.dn_loss_bbox: 0.4219, d0.dn_loss_iou: 0.5364, d1.dn_loss_cls: 0.0518, d1.dn_loss_bbox: 0.3239, d1.dn_loss_iou: 0.4360, d2.dn_loss_cls: 0.0470, d2.dn_loss_bbox: 0.3010, d2.dn_loss_iou: 0.4143, d3.dn_loss_cls: 0.0434, d3.dn_loss_bbox: 0.2950, d3.dn_loss_iou: 0.4081, d4.dn_loss_cls: 0.0426, d4.dn_loss_bbox: 0.2936, d4.dn_loss_iou: 0.4059, loss: 10.8999 2024-06-04 13:32:05,116 - mmdet - INFO - Epoch [3][2500/3665] lr: 2.000e-04, eta: 3 days, 17:15:50, time: 9.216, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2787, interm_loss_bbox: 0.2179, interm_loss_iou: 0.4792, loss_cls: 0.2339, loss_bbox: 0.1741, loss_iou: 0.4157, d0.loss_cls: 0.2993, d0.loss_bbox: 0.1799, d0.loss_iou: 0.4234, d1.loss_cls: 0.2572, d1.loss_bbox: 0.1788, d1.loss_iou: 0.4203, d2.loss_cls: 0.2443, d2.loss_bbox: 0.1744, d2.loss_iou: 0.4152, d3.loss_cls: 0.2362, d3.loss_bbox: 0.1748, d3.loss_iou: 0.4160, d4.loss_cls: 0.2338, d4.loss_bbox: 0.1740, d4.loss_iou: 0.4162, dn_loss_cls: 0.0440, dn_loss_bbox: 0.3037, dn_loss_iou: 0.4078, d0.dn_loss_cls: 0.0775, d0.dn_loss_bbox: 0.4329, d0.dn_loss_iou: 0.5378, d1.dn_loss_cls: 0.0522, d1.dn_loss_bbox: 0.3355, d1.dn_loss_iou: 0.4386, d2.dn_loss_cls: 0.0477, d2.dn_loss_bbox: 0.3125, d2.dn_loss_iou: 0.4167, d3.dn_loss_cls: 0.0445, d3.dn_loss_bbox: 0.3055, d3.dn_loss_iou: 0.4100, d4.dn_loss_cls: 0.0438, d4.dn_loss_bbox: 0.3037, d4.dn_loss_iou: 0.4078, loss: 10.9655 2024-06-04 13:39:59,256 - mmdet - INFO - Epoch [3][2550/3665] lr: 2.000e-04, eta: 3 days, 17:08:12, time: 9.483, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2744, interm_loss_bbox: 0.2102, interm_loss_iou: 0.5077, loss_cls: 0.2276, loss_bbox: 0.1741, loss_iou: 0.4503, d0.loss_cls: 0.2876, d0.loss_bbox: 0.1779, d0.loss_iou: 0.4554, d1.loss_cls: 0.2507, d1.loss_bbox: 0.1771, d1.loss_iou: 0.4518, d2.loss_cls: 0.2381, d2.loss_bbox: 0.1737, d2.loss_iou: 0.4498, d3.loss_cls: 0.2313, d3.loss_bbox: 0.1739, d3.loss_iou: 0.4492, d4.loss_cls: 0.2279, d4.loss_bbox: 0.1743, d4.loss_iou: 0.4506, dn_loss_cls: 0.0434, dn_loss_bbox: 0.2990, dn_loss_iou: 0.4154, d0.dn_loss_cls: 0.0770, d0.dn_loss_bbox: 0.4202, d0.dn_loss_iou: 0.5397, d1.dn_loss_cls: 0.0523, d1.dn_loss_bbox: 0.3260, d1.dn_loss_iou: 0.4421, d2.dn_loss_cls: 0.0474, d2.dn_loss_bbox: 0.3058, d2.dn_loss_iou: 0.4232, d3.dn_loss_cls: 0.0442, d3.dn_loss_bbox: 0.3003, d3.dn_loss_iou: 0.4174, d4.dn_loss_cls: 0.0435, d4.dn_loss_bbox: 0.2991, d4.dn_loss_iou: 0.4153, loss: 11.1250 2024-06-04 13:48:01,413 - mmdet - INFO - Epoch [3][2600/3665] lr: 2.000e-04, eta: 3 days, 17:01:02, time: 9.643, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2746, interm_loss_bbox: 0.2096, interm_loss_iou: 0.4829, loss_cls: 0.2309, loss_bbox: 0.1723, loss_iou: 0.4247, d0.loss_cls: 0.2897, d0.loss_bbox: 0.1766, d0.loss_iou: 0.4321, d1.loss_cls: 0.2552, d1.loss_bbox: 0.1728, d1.loss_iou: 0.4276, d2.loss_cls: 0.2410, d2.loss_bbox: 0.1723, d2.loss_iou: 0.4246, d3.loss_cls: 0.2336, d3.loss_bbox: 0.1722, d3.loss_iou: 0.4242, d4.loss_cls: 0.2308, d4.loss_bbox: 0.1720, d4.loss_iou: 0.4254, dn_loss_cls: 0.0437, dn_loss_bbox: 0.2927, dn_loss_iou: 0.4138, d0.dn_loss_cls: 0.0780, d0.dn_loss_bbox: 0.4166, d0.dn_loss_iou: 0.5414, d1.dn_loss_cls: 0.0528, d1.dn_loss_bbox: 0.3232, d1.dn_loss_iou: 0.4431, d2.dn_loss_cls: 0.0480, d2.dn_loss_bbox: 0.3012, d2.dn_loss_iou: 0.4223, d3.dn_loss_cls: 0.0444, d3.dn_loss_bbox: 0.2945, d3.dn_loss_iou: 0.4160, d4.dn_loss_cls: 0.0436, d4.dn_loss_bbox: 0.2927, d4.dn_loss_iou: 0.4137, loss: 10.9271 2024-06-04 13:55:47,168 - mmdet - INFO - Epoch [3][2650/3665] lr: 2.000e-04, eta: 3 days, 16:52:55, time: 9.315, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2759, interm_loss_bbox: 0.2151, interm_loss_iou: 0.4919, loss_cls: 0.2296, loss_bbox: 0.1769, loss_iou: 0.4341, d0.loss_cls: 0.2898, d0.loss_bbox: 0.1801, d0.loss_iou: 0.4424, d1.loss_cls: 0.2515, d1.loss_bbox: 0.1789, d1.loss_iou: 0.4385, d2.loss_cls: 0.2391, d2.loss_bbox: 0.1762, d2.loss_iou: 0.4345, d3.loss_cls: 0.2316, d3.loss_bbox: 0.1764, d3.loss_iou: 0.4339, d4.loss_cls: 0.2294, d4.loss_bbox: 0.1761, d4.loss_iou: 0.4341, dn_loss_cls: 0.0411, dn_loss_bbox: 0.2899, dn_loss_iou: 0.4107, d0.dn_loss_cls: 0.0751, d0.dn_loss_bbox: 0.4161, d0.dn_loss_iou: 0.5413, d1.dn_loss_cls: 0.0501, d1.dn_loss_bbox: 0.3196, d1.dn_loss_iou: 0.4400, d2.dn_loss_cls: 0.0454, d2.dn_loss_bbox: 0.2973, d2.dn_loss_iou: 0.4187, d3.dn_loss_cls: 0.0421, d3.dn_loss_bbox: 0.2912, d3.dn_loss_iou: 0.4127, d4.dn_loss_cls: 0.0410, d4.dn_loss_bbox: 0.2899, d4.dn_loss_iou: 0.4106, loss: 10.9688 2024-06-04 14:03:35,107 - mmdet - INFO - Epoch [3][2700/3665] lr: 2.000e-04, eta: 3 days, 16:44:55, time: 9.359, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2721, interm_loss_bbox: 0.2126, interm_loss_iou: 0.4807, loss_cls: 0.2242, loss_bbox: 0.1777, loss_iou: 0.4243, d0.loss_cls: 0.2861, d0.loss_bbox: 0.1806, d0.loss_iou: 0.4315, d1.loss_cls: 0.2487, d1.loss_bbox: 0.1785, d1.loss_iou: 0.4267, d2.loss_cls: 0.2351, d2.loss_bbox: 0.1767, d2.loss_iou: 0.4249, d3.loss_cls: 0.2268, d3.loss_bbox: 0.1769, d3.loss_iou: 0.4242, d4.loss_cls: 0.2238, d4.loss_bbox: 0.1777, d4.loss_iou: 0.4254, dn_loss_cls: 0.0428, dn_loss_bbox: 0.2954, dn_loss_iou: 0.4100, d0.dn_loss_cls: 0.0766, d0.dn_loss_bbox: 0.4194, d0.dn_loss_iou: 0.5372, d1.dn_loss_cls: 0.0517, d1.dn_loss_bbox: 0.3241, d1.dn_loss_iou: 0.4388, d2.dn_loss_cls: 0.0470, d2.dn_loss_bbox: 0.3029, d2.dn_loss_iou: 0.4184, d3.dn_loss_cls: 0.0436, d3.dn_loss_bbox: 0.2967, d3.dn_loss_iou: 0.4120, d4.dn_loss_cls: 0.0428, d4.dn_loss_bbox: 0.2954, d4.dn_loss_iou: 0.4099, loss: 10.9002 2024-06-04 14:11:28,288 - mmdet - INFO - Epoch [3][2750/3665] lr: 2.000e-04, eta: 3 days, 16:37:14, time: 9.464, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2721, interm_loss_bbox: 0.2110, interm_loss_iou: 0.4757, loss_cls: 0.2250, loss_bbox: 0.1734, loss_iou: 0.4184, d0.loss_cls: 0.2869, d0.loss_bbox: 0.1790, d0.loss_iou: 0.4244, d1.loss_cls: 0.2493, d1.loss_bbox: 0.1753, d1.loss_iou: 0.4217, d2.loss_cls: 0.2357, d2.loss_bbox: 0.1734, d2.loss_iou: 0.4181, d3.loss_cls: 0.2282, d3.loss_bbox: 0.1723, d3.loss_iou: 0.4172, d4.loss_cls: 0.2250, d4.loss_bbox: 0.1730, d4.loss_iou: 0.4187, dn_loss_cls: 0.0407, dn_loss_bbox: 0.2913, dn_loss_iou: 0.4064, d0.dn_loss_cls: 0.0747, d0.dn_loss_bbox: 0.4214, d0.dn_loss_iou: 0.5344, d1.dn_loss_cls: 0.0508, d1.dn_loss_bbox: 0.3220, d1.dn_loss_iou: 0.4352, d2.dn_loss_cls: 0.0459, d2.dn_loss_bbox: 0.2990, d2.dn_loss_iou: 0.4144, d3.dn_loss_cls: 0.0421, d3.dn_loss_bbox: 0.2927, d3.dn_loss_iou: 0.4083, d4.dn_loss_cls: 0.0409, d4.dn_loss_bbox: 0.2913, d4.dn_loss_iou: 0.4063, loss: 10.7914 2024-06-04 14:19:24,609 - mmdet - INFO - Epoch [3][2800/3665] lr: 2.000e-04, eta: 3 days, 16:29:42, time: 9.526, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2763, interm_loss_bbox: 0.2074, interm_loss_iou: 0.4802, loss_cls: 0.2310, loss_bbox: 0.1725, loss_iou: 0.4217, d0.loss_cls: 0.2912, d0.loss_bbox: 0.1745, d0.loss_iou: 0.4297, d1.loss_cls: 0.2543, d1.loss_bbox: 0.1749, d1.loss_iou: 0.4271, d2.loss_cls: 0.2406, d2.loss_bbox: 0.1724, d2.loss_iou: 0.4221, d3.loss_cls: 0.2331, d3.loss_bbox: 0.1727, d3.loss_iou: 0.4225, d4.loss_cls: 0.2309, d4.loss_bbox: 0.1729, d4.loss_iou: 0.4226, dn_loss_cls: 0.0423, dn_loss_bbox: 0.2973, dn_loss_iou: 0.4034, d0.dn_loss_cls: 0.0759, d0.dn_loss_bbox: 0.4253, d0.dn_loss_iou: 0.5307, d1.dn_loss_cls: 0.0510, d1.dn_loss_bbox: 0.3276, d1.dn_loss_iou: 0.4330, d2.dn_loss_cls: 0.0462, d2.dn_loss_bbox: 0.3049, d2.dn_loss_iou: 0.4116, d3.dn_loss_cls: 0.0430, d3.dn_loss_bbox: 0.2988, d3.dn_loss_iou: 0.4056, d4.dn_loss_cls: 0.0420, d4.dn_loss_bbox: 0.2973, d4.dn_loss_iou: 0.4033, loss: 10.8697 2024-06-04 14:27:11,000 - mmdet - INFO - Epoch [3][2850/3665] lr: 2.000e-04, eta: 3 days, 16:21:38, time: 9.328, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2746, interm_loss_bbox: 0.2046, interm_loss_iou: 0.4913, loss_cls: 0.2322, loss_bbox: 0.1692, loss_iou: 0.4352, d0.loss_cls: 0.2895, d0.loss_bbox: 0.1754, d0.loss_iou: 0.4447, d1.loss_cls: 0.2538, d1.loss_bbox: 0.1717, d1.loss_iou: 0.4384, d2.loss_cls: 0.2405, d2.loss_bbox: 0.1704, d2.loss_iou: 0.4358, d3.loss_cls: 0.2331, d3.loss_bbox: 0.1705, d3.loss_iou: 0.4360, d4.loss_cls: 0.2319, d4.loss_bbox: 0.1692, d4.loss_iou: 0.4354, dn_loss_cls: 0.0428, dn_loss_bbox: 0.2920, dn_loss_iou: 0.4015, d0.dn_loss_cls: 0.0766, d0.dn_loss_bbox: 0.4193, d0.dn_loss_iou: 0.5301, d1.dn_loss_cls: 0.0519, d1.dn_loss_bbox: 0.3215, d1.dn_loss_iou: 0.4295, d2.dn_loss_cls: 0.0468, d2.dn_loss_bbox: 0.2995, d2.dn_loss_iou: 0.4094, d3.dn_loss_cls: 0.0434, d3.dn_loss_bbox: 0.2936, d3.dn_loss_iou: 0.4036, d4.dn_loss_cls: 0.0426, d4.dn_loss_bbox: 0.2920, d4.dn_loss_iou: 0.4013, loss: 10.9006 2024-06-04 14:35:05,538 - mmdet - INFO - Epoch [3][2900/3665] lr: 2.000e-04, eta: 3 days, 16:14:01, time: 9.491, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2815, interm_loss_bbox: 0.2124, interm_loss_iou: 0.4820, loss_cls: 0.2383, loss_bbox: 0.1696, loss_iou: 0.4156, d0.loss_cls: 0.2980, d0.loss_bbox: 0.1754, d0.loss_iou: 0.4250, d1.loss_cls: 0.2605, d1.loss_bbox: 0.1736, d1.loss_iou: 0.4216, d2.loss_cls: 0.2470, d2.loss_bbox: 0.1716, d2.loss_iou: 0.4181, d3.loss_cls: 0.2406, d3.loss_bbox: 0.1700, d3.loss_iou: 0.4168, d4.loss_cls: 0.2386, d4.loss_bbox: 0.1694, d4.loss_iou: 0.4157, dn_loss_cls: 0.0435, dn_loss_bbox: 0.2932, dn_loss_iou: 0.4086, d0.dn_loss_cls: 0.0783, d0.dn_loss_bbox: 0.4177, d0.dn_loss_iou: 0.5319, d1.dn_loss_cls: 0.0532, d1.dn_loss_bbox: 0.3215, d1.dn_loss_iou: 0.4366, d2.dn_loss_cls: 0.0483, d2.dn_loss_bbox: 0.3009, d2.dn_loss_iou: 0.4167, d3.dn_loss_cls: 0.0447, d3.dn_loss_bbox: 0.2946, d3.dn_loss_iou: 0.4107, d4.dn_loss_cls: 0.0436, d4.dn_loss_bbox: 0.2932, d4.dn_loss_iou: 0.4085, loss: 10.8868 2024-06-04 14:43:01,574 - mmdet - INFO - Epoch [3][2950/3665] lr: 2.000e-04, eta: 3 days, 16:06:28, time: 9.521, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2790, interm_loss_bbox: 0.2133, interm_loss_iou: 0.4798, loss_cls: 0.2327, loss_bbox: 0.1774, loss_iou: 0.4204, d0.loss_cls: 0.2927, d0.loss_bbox: 0.1834, d0.loss_iou: 0.4289, d1.loss_cls: 0.2571, d1.loss_bbox: 0.1809, d1.loss_iou: 0.4246, d2.loss_cls: 0.2420, d2.loss_bbox: 0.1782, d2.loss_iou: 0.4233, d3.loss_cls: 0.2341, d3.loss_bbox: 0.1784, d3.loss_iou: 0.4221, d4.loss_cls: 0.2327, d4.loss_bbox: 0.1779, d4.loss_iou: 0.4207, dn_loss_cls: 0.0395, dn_loss_bbox: 0.2965, dn_loss_iou: 0.4024, d0.dn_loss_cls: 0.0743, d0.dn_loss_bbox: 0.4230, d0.dn_loss_iou: 0.5324, d1.dn_loss_cls: 0.0495, d1.dn_loss_bbox: 0.3251, d1.dn_loss_iou: 0.4315, d2.dn_loss_cls: 0.0443, d2.dn_loss_bbox: 0.3037, d2.dn_loss_iou: 0.4106, d3.dn_loss_cls: 0.0407, d3.dn_loss_bbox: 0.2979, d3.dn_loss_iou: 0.4045, d4.dn_loss_cls: 0.0397, d4.dn_loss_bbox: 0.2965, d4.dn_loss_iou: 0.4022, loss: 10.8939 2024-06-04 14:50:57,819 - mmdet - INFO - Epoch [3][3000/3665] lr: 2.000e-04, eta: 3 days, 15:58:56, time: 9.525, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2746, interm_loss_bbox: 0.2090, interm_loss_iou: 0.4846, loss_cls: 0.2252, loss_bbox: 0.1685, loss_iou: 0.4199, d0.loss_cls: 0.2877, d0.loss_bbox: 0.1759, d0.loss_iou: 0.4313, d1.loss_cls: 0.2492, d1.loss_bbox: 0.1731, d1.loss_iou: 0.4250, d2.loss_cls: 0.2357, d2.loss_bbox: 0.1692, d2.loss_iou: 0.4209, d3.loss_cls: 0.2281, d3.loss_bbox: 0.1693, d3.loss_iou: 0.4206, d4.loss_cls: 0.2259, d4.loss_bbox: 0.1682, d4.loss_iou: 0.4198, dn_loss_cls: 0.0408, dn_loss_bbox: 0.2995, dn_loss_iou: 0.4083, d0.dn_loss_cls: 0.0753, d0.dn_loss_bbox: 0.4341, d0.dn_loss_iou: 0.5437, d1.dn_loss_cls: 0.0506, d1.dn_loss_bbox: 0.3330, d1.dn_loss_iou: 0.4397, d2.dn_loss_cls: 0.0459, d2.dn_loss_bbox: 0.3081, d2.dn_loss_iou: 0.4170, d3.dn_loss_cls: 0.0421, d3.dn_loss_bbox: 0.3014, d3.dn_loss_iou: 0.4106, d4.dn_loss_cls: 0.0410, d4.dn_loss_bbox: 0.2995, d4.dn_loss_iou: 0.4082, loss: 10.8805 2024-06-04 14:58:49,860 - mmdet - INFO - Epoch [3][3050/3665] lr: 2.000e-04, eta: 3 days, 15:51:10, time: 9.441, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2791, interm_loss_bbox: 0.2102, interm_loss_iou: 0.4796, loss_cls: 0.2312, loss_bbox: 0.1746, loss_iou: 0.4216, d0.loss_cls: 0.2914, d0.loss_bbox: 0.1788, d0.loss_iou: 0.4294, d1.loss_cls: 0.2551, d1.loss_bbox: 0.1780, d1.loss_iou: 0.4267, d2.loss_cls: 0.2416, d2.loss_bbox: 0.1762, d2.loss_iou: 0.4236, d3.loss_cls: 0.2339, d3.loss_bbox: 0.1754, d3.loss_iou: 0.4225, d4.loss_cls: 0.2314, d4.loss_bbox: 0.1752, d4.loss_iou: 0.4222, dn_loss_cls: 0.0422, dn_loss_bbox: 0.2910, dn_loss_iou: 0.4105, d0.dn_loss_cls: 0.0762, d0.dn_loss_bbox: 0.4146, d0.dn_loss_iou: 0.5374, d1.dn_loss_cls: 0.0514, d1.dn_loss_bbox: 0.3200, d1.dn_loss_iou: 0.4397, d2.dn_loss_cls: 0.0466, d2.dn_loss_bbox: 0.2985, d2.dn_loss_iou: 0.4188, d3.dn_loss_cls: 0.0432, d3.dn_loss_bbox: 0.2925, d3.dn_loss_iou: 0.4125, d4.dn_loss_cls: 0.0423, d4.dn_loss_bbox: 0.2910, d4.dn_loss_iou: 0.4104, loss: 10.8964 2024-06-04 15:06:48,117 - mmdet - INFO - Epoch [3][3100/3665] lr: 2.000e-04, eta: 3 days, 15:43:43, time: 9.565, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2712, interm_loss_bbox: 0.2102, interm_loss_iou: 0.4775, loss_cls: 0.2282, loss_bbox: 0.1716, loss_iou: 0.4161, d0.loss_cls: 0.2849, d0.loss_bbox: 0.1773, d0.loss_iou: 0.4267, d1.loss_cls: 0.2490, d1.loss_bbox: 0.1754, d1.loss_iou: 0.4225, d2.loss_cls: 0.2367, d2.loss_bbox: 0.1723, d2.loss_iou: 0.4177, d3.loss_cls: 0.2301, d3.loss_bbox: 0.1718, d3.loss_iou: 0.4169, d4.loss_cls: 0.2281, d4.loss_bbox: 0.1720, d4.loss_iou: 0.4166, dn_loss_cls: 0.0427, dn_loss_bbox: 0.2979, dn_loss_iou: 0.4049, d0.dn_loss_cls: 0.0765, d0.dn_loss_bbox: 0.4269, d0.dn_loss_iou: 0.5325, d1.dn_loss_cls: 0.0511, d1.dn_loss_bbox: 0.3283, d1.dn_loss_iou: 0.4339, d2.dn_loss_cls: 0.0464, d2.dn_loss_bbox: 0.3060, d2.dn_loss_iou: 0.4131, d3.dn_loss_cls: 0.0432, d3.dn_loss_bbox: 0.2996, d3.dn_loss_iou: 0.4070, d4.dn_loss_cls: 0.0424, d4.dn_loss_bbox: 0.2979, d4.dn_loss_iou: 0.4048, loss: 10.8279 2024-06-04 15:14:43,418 - mmdet - INFO - Epoch [3][3150/3665] lr: 2.000e-04, eta: 3 days, 15:36:07, time: 9.506, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2734, interm_loss_bbox: 0.2096, interm_loss_iou: 0.4719, loss_cls: 0.2276, loss_bbox: 0.1736, loss_iou: 0.4153, d0.loss_cls: 0.2897, d0.loss_bbox: 0.1760, d0.loss_iou: 0.4195, d1.loss_cls: 0.2517, d1.loss_bbox: 0.1753, d1.loss_iou: 0.4172, d2.loss_cls: 0.2367, d2.loss_bbox: 0.1733, d2.loss_iou: 0.4153, d3.loss_cls: 0.2294, d3.loss_bbox: 0.1737, d3.loss_iou: 0.4161, d4.loss_cls: 0.2276, d4.loss_bbox: 0.1733, d4.loss_iou: 0.4157, dn_loss_cls: 0.0419, dn_loss_bbox: 0.3058, dn_loss_iou: 0.4028, d0.dn_loss_cls: 0.0768, d0.dn_loss_bbox: 0.4284, d0.dn_loss_iou: 0.5249, d1.dn_loss_cls: 0.0507, d1.dn_loss_bbox: 0.3338, d1.dn_loss_iou: 0.4299, d2.dn_loss_cls: 0.0456, d2.dn_loss_bbox: 0.3131, d2.dn_loss_iou: 0.4104, d3.dn_loss_cls: 0.0425, d3.dn_loss_bbox: 0.3072, d3.dn_loss_iou: 0.4048, d4.dn_loss_cls: 0.0418, d4.dn_loss_bbox: 0.3058, d4.dn_loss_iou: 0.4027, loss: 10.8306 2024-06-04 15:22:36,335 - mmdet - INFO - Epoch [3][3200/3665] lr: 2.000e-04, eta: 3 days, 15:28:24, time: 9.458, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2727, interm_loss_bbox: 0.2155, interm_loss_iou: 0.4718, loss_cls: 0.2274, loss_bbox: 0.1742, loss_iou: 0.4099, d0.loss_cls: 0.2868, d0.loss_bbox: 0.1819, d0.loss_iou: 0.4210, d1.loss_cls: 0.2509, d1.loss_bbox: 0.1780, d1.loss_iou: 0.4142, d2.loss_cls: 0.2374, d2.loss_bbox: 0.1752, d2.loss_iou: 0.4107, d3.loss_cls: 0.2304, d3.loss_bbox: 0.1745, d3.loss_iou: 0.4099, d4.loss_cls: 0.2278, d4.loss_bbox: 0.1743, d4.loss_iou: 0.4095, dn_loss_cls: 0.0408, dn_loss_bbox: 0.3017, dn_loss_iou: 0.3989, d0.dn_loss_cls: 0.0752, d0.dn_loss_bbox: 0.4275, d0.dn_loss_iou: 0.5283, d1.dn_loss_cls: 0.0497, d1.dn_loss_bbox: 0.3303, d1.dn_loss_iou: 0.4282, d2.dn_loss_cls: 0.0447, d2.dn_loss_bbox: 0.3094, d2.dn_loss_iou: 0.4076, d3.dn_loss_cls: 0.0414, d3.dn_loss_bbox: 0.3035, d3.dn_loss_iou: 0.4011, d4.dn_loss_cls: 0.0407, d4.dn_loss_bbox: 0.3017, d4.dn_loss_iou: 0.3988, loss: 10.7833 2024-06-04 15:30:27,119 - mmdet - INFO - Epoch [3][3250/3665] lr: 2.000e-04, eta: 3 days, 15:20:33, time: 9.416, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2761, interm_loss_bbox: 0.2083, interm_loss_iou: 0.4773, loss_cls: 0.2321, loss_bbox: 0.1708, loss_iou: 0.4167, d0.loss_cls: 0.2890, d0.loss_bbox: 0.1777, d0.loss_iou: 0.4289, d1.loss_cls: 0.2555, d1.loss_bbox: 0.1746, d1.loss_iou: 0.4229, d2.loss_cls: 0.2406, d2.loss_bbox: 0.1727, d2.loss_iou: 0.4192, d3.loss_cls: 0.2337, d3.loss_bbox: 0.1715, d3.loss_iou: 0.4177, d4.loss_cls: 0.2318, d4.loss_bbox: 0.1715, d4.loss_iou: 0.4174, dn_loss_cls: 0.0425, dn_loss_bbox: 0.2926, dn_loss_iou: 0.4062, d0.dn_loss_cls: 0.0761, d0.dn_loss_bbox: 0.4201, d0.dn_loss_iou: 0.5381, d1.dn_loss_cls: 0.0509, d1.dn_loss_bbox: 0.3234, d1.dn_loss_iou: 0.4362, d2.dn_loss_cls: 0.0463, d2.dn_loss_bbox: 0.3000, d2.dn_loss_iou: 0.4143, d3.dn_loss_cls: 0.0432, d3.dn_loss_bbox: 0.2938, d3.dn_loss_iou: 0.4080, d4.dn_loss_cls: 0.0423, d4.dn_loss_bbox: 0.2926, d4.dn_loss_iou: 0.4061, loss: 10.8386 2024-06-04 15:38:18,334 - mmdet - INFO - Epoch [3][3300/3665] lr: 2.000e-04, eta: 3 days, 15:12:44, time: 9.424, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2740, interm_loss_bbox: 0.2108, interm_loss_iou: 0.4781, loss_cls: 0.2301, loss_bbox: 0.1716, loss_iou: 0.4180, d0.loss_cls: 0.2906, d0.loss_bbox: 0.1778, d0.loss_iou: 0.4291, d1.loss_cls: 0.2520, d1.loss_bbox: 0.1766, d1.loss_iou: 0.4252, d2.loss_cls: 0.2397, d2.loss_bbox: 0.1725, d2.loss_iou: 0.4195, d3.loss_cls: 0.2320, d3.loss_bbox: 0.1715, d3.loss_iou: 0.4180, d4.loss_cls: 0.2306, d4.loss_bbox: 0.1713, d4.loss_iou: 0.4180, dn_loss_cls: 0.0440, dn_loss_bbox: 0.2976, dn_loss_iou: 0.4107, d0.dn_loss_cls: 0.0802, d0.dn_loss_bbox: 0.4293, d0.dn_loss_iou: 0.5435, d1.dn_loss_cls: 0.0537, d1.dn_loss_bbox: 0.3304, d1.dn_loss_iou: 0.4426, d2.dn_loss_cls: 0.0487, d2.dn_loss_bbox: 0.3066, d2.dn_loss_iou: 0.4203, d3.dn_loss_cls: 0.0450, d3.dn_loss_bbox: 0.2996, d3.dn_loss_iou: 0.4131, d4.dn_loss_cls: 0.0440, d4.dn_loss_bbox: 0.2976, d4.dn_loss_iou: 0.4106, loss: 10.9246 2024-06-04 15:46:16,927 - mmdet - INFO - Epoch [3][3350/3665] lr: 2.000e-04, eta: 3 days, 15:05:18, time: 9.572, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2794, interm_loss_bbox: 0.2074, interm_loss_iou: 0.4875, loss_cls: 0.2383, loss_bbox: 0.1707, loss_iou: 0.4293, d0.loss_cls: 0.2941, d0.loss_bbox: 0.1765, d0.loss_iou: 0.4390, d1.loss_cls: 0.2598, d1.loss_bbox: 0.1751, d1.loss_iou: 0.4341, d2.loss_cls: 0.2470, d2.loss_bbox: 0.1725, d2.loss_iou: 0.4321, d3.loss_cls: 0.2392, d3.loss_bbox: 0.1722, d3.loss_iou: 0.4312, d4.loss_cls: 0.2377, d4.loss_bbox: 0.1715, d4.loss_iou: 0.4303, dn_loss_cls: 0.0427, dn_loss_bbox: 0.2915, dn_loss_iou: 0.4115, d0.dn_loss_cls: 0.0780, d0.dn_loss_bbox: 0.4160, d0.dn_loss_iou: 0.5380, d1.dn_loss_cls: 0.0519, d1.dn_loss_bbox: 0.3203, d1.dn_loss_iou: 0.4401, d2.dn_loss_cls: 0.0471, d2.dn_loss_bbox: 0.2990, d2.dn_loss_iou: 0.4194, d3.dn_loss_cls: 0.0437, d3.dn_loss_bbox: 0.2929, d3.dn_loss_iou: 0.4132, d4.dn_loss_cls: 0.0427, d4.dn_loss_bbox: 0.2915, d4.dn_loss_iou: 0.4114, loss: 10.9760 2024-06-04 15:54:03,113 - mmdet - INFO - Epoch [3][3400/3665] lr: 2.000e-04, eta: 3 days, 14:57:13, time: 9.324, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2690, interm_loss_bbox: 0.2097, interm_loss_iou: 0.4766, loss_cls: 0.2224, loss_bbox: 0.1736, loss_iou: 0.4198, d0.loss_cls: 0.2842, d0.loss_bbox: 0.1779, d0.loss_iou: 0.4266, d1.loss_cls: 0.2454, d1.loss_bbox: 0.1781, d1.loss_iou: 0.4240, d2.loss_cls: 0.2324, d2.loss_bbox: 0.1747, d2.loss_iou: 0.4196, d3.loss_cls: 0.2244, d3.loss_bbox: 0.1738, d3.loss_iou: 0.4206, d4.loss_cls: 0.2227, d4.loss_bbox: 0.1732, d4.loss_iou: 0.4198, dn_loss_cls: 0.0396, dn_loss_bbox: 0.2891, dn_loss_iou: 0.4002, d0.dn_loss_cls: 0.0737, d0.dn_loss_bbox: 0.4126, d0.dn_loss_iou: 0.5274, d1.dn_loss_cls: 0.0486, d1.dn_loss_bbox: 0.3172, d1.dn_loss_iou: 0.4286, d2.dn_loss_cls: 0.0438, d2.dn_loss_bbox: 0.2961, d2.dn_loss_iou: 0.4080, d3.dn_loss_cls: 0.0403, d3.dn_loss_bbox: 0.2905, d3.dn_loss_iou: 0.4021, d4.dn_loss_cls: 0.0394, d4.dn_loss_bbox: 0.2891, d4.dn_loss_iou: 0.4000, loss: 10.7146 2024-06-04 16:01:56,955 - mmdet - INFO - Epoch [3][3450/3665] lr: 2.000e-04, eta: 3 days, 14:49:32, time: 9.477, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2770, interm_loss_bbox: 0.2075, interm_loss_iou: 0.4753, loss_cls: 0.2309, loss_bbox: 0.1726, loss_iou: 0.4207, d0.loss_cls: 0.2909, d0.loss_bbox: 0.1777, d0.loss_iou: 0.4277, d1.loss_cls: 0.2550, d1.loss_bbox: 0.1747, d1.loss_iou: 0.4225, d2.loss_cls: 0.2404, d2.loss_bbox: 0.1725, d2.loss_iou: 0.4203, d3.loss_cls: 0.2330, d3.loss_bbox: 0.1728, d3.loss_iou: 0.4208, d4.loss_cls: 0.2314, d4.loss_bbox: 0.1725, d4.loss_iou: 0.4204, dn_loss_cls: 0.0414, dn_loss_bbox: 0.2937, dn_loss_iou: 0.4072, d0.dn_loss_cls: 0.0749, d0.dn_loss_bbox: 0.4193, d0.dn_loss_iou: 0.5330, d1.dn_loss_cls: 0.0503, d1.dn_loss_bbox: 0.3227, d1.dn_loss_iou: 0.4355, d2.dn_loss_cls: 0.0457, d2.dn_loss_bbox: 0.3011, d2.dn_loss_iou: 0.4151, d3.dn_loss_cls: 0.0424, d3.dn_loss_bbox: 0.2949, d3.dn_loss_iou: 0.4090, d4.dn_loss_cls: 0.0414, d4.dn_loss_bbox: 0.2937, d4.dn_loss_iou: 0.4071, loss: 10.8451 2024-06-04 16:09:45,905 - mmdet - INFO - Epoch [3][3500/3665] lr: 2.000e-04, eta: 3 days, 14:41:36, time: 9.379, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2689, interm_loss_bbox: 0.2053, interm_loss_iou: 0.4814, loss_cls: 0.2266, loss_bbox: 0.1670, loss_iou: 0.4198, d0.loss_cls: 0.2852, d0.loss_bbox: 0.1718, d0.loss_iou: 0.4292, d1.loss_cls: 0.2503, d1.loss_bbox: 0.1706, d1.loss_iou: 0.4252, d2.loss_cls: 0.2355, d2.loss_bbox: 0.1679, d2.loss_iou: 0.4225, d3.loss_cls: 0.2284, d3.loss_bbox: 0.1677, d3.loss_iou: 0.4207, d4.loss_cls: 0.2270, d4.loss_bbox: 0.1669, d4.loss_iou: 0.4199, dn_loss_cls: 0.0417, dn_loss_bbox: 0.2843, dn_loss_iou: 0.4048, d0.dn_loss_cls: 0.0752, d0.dn_loss_bbox: 0.4081, d0.dn_loss_iou: 0.5330, d1.dn_loss_cls: 0.0505, d1.dn_loss_bbox: 0.3111, d1.dn_loss_iou: 0.4335, d2.dn_loss_cls: 0.0455, d2.dn_loss_bbox: 0.2909, d2.dn_loss_iou: 0.4127, d3.dn_loss_cls: 0.0425, d3.dn_loss_bbox: 0.2855, d3.dn_loss_iou: 0.4067, d4.dn_loss_cls: 0.0416, d4.dn_loss_bbox: 0.2843, d4.dn_loss_iou: 0.4047, loss: 10.7144 2024-06-04 16:17:30,125 - mmdet - INFO - Epoch [3][3550/3665] lr: 2.000e-04, eta: 3 days, 14:33:25, time: 9.284, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2735, interm_loss_bbox: 0.2085, interm_loss_iou: 0.4780, loss_cls: 0.2268, loss_bbox: 0.1714, loss_iou: 0.4172, d0.loss_cls: 0.2869, d0.loss_bbox: 0.1775, d0.loss_iou: 0.4272, d1.loss_cls: 0.2510, d1.loss_bbox: 0.1732, d1.loss_iou: 0.4216, d2.loss_cls: 0.2375, d2.loss_bbox: 0.1705, d2.loss_iou: 0.4169, d3.loss_cls: 0.2305, d3.loss_bbox: 0.1707, d3.loss_iou: 0.4173, d4.loss_cls: 0.2271, d4.loss_bbox: 0.1713, d4.loss_iou: 0.4171, dn_loss_cls: 0.0414, dn_loss_bbox: 0.2997, dn_loss_iou: 0.4010, d0.dn_loss_cls: 0.0773, d0.dn_loss_bbox: 0.4248, d0.dn_loss_iou: 0.5292, d1.dn_loss_cls: 0.0505, d1.dn_loss_bbox: 0.3279, d1.dn_loss_iou: 0.4297, d2.dn_loss_cls: 0.0459, d2.dn_loss_bbox: 0.3069, d2.dn_loss_iou: 0.4090, d3.dn_loss_cls: 0.0423, d3.dn_loss_bbox: 0.3011, d3.dn_loss_iou: 0.4031, d4.dn_loss_cls: 0.0413, d4.dn_loss_bbox: 0.2997, d4.dn_loss_iou: 0.4008, loss: 10.8031 2024-06-04 16:25:24,992 - mmdet - INFO - Epoch [3][3600/3665] lr: 2.000e-04, eta: 3 days, 14:25:47, time: 9.497, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2652, interm_loss_bbox: 0.2042, interm_loss_iou: 0.4697, loss_cls: 0.2213, loss_bbox: 0.1702, loss_iou: 0.4138, d0.loss_cls: 0.2784, d0.loss_bbox: 0.1743, d0.loss_iou: 0.4213, d1.loss_cls: 0.2430, d1.loss_bbox: 0.1727, d1.loss_iou: 0.4168, d2.loss_cls: 0.2286, d2.loss_bbox: 0.1723, d2.loss_iou: 0.4153, d3.loss_cls: 0.2227, d3.loss_bbox: 0.1711, d3.loss_iou: 0.4146, d4.loss_cls: 0.2205, d4.loss_bbox: 0.1712, d4.loss_iou: 0.4155, dn_loss_cls: 0.0389, dn_loss_bbox: 0.2993, dn_loss_iou: 0.3936, d0.dn_loss_cls: 0.0732, d0.dn_loss_bbox: 0.4266, d0.dn_loss_iou: 0.5197, d1.dn_loss_cls: 0.0480, d1.dn_loss_bbox: 0.3278, d1.dn_loss_iou: 0.4217, d2.dn_loss_cls: 0.0433, d2.dn_loss_bbox: 0.3069, d2.dn_loss_iou: 0.4015, d3.dn_loss_cls: 0.0398, d3.dn_loss_bbox: 0.3008, d3.dn_loss_iou: 0.3955, d4.dn_loss_cls: 0.0389, d4.dn_loss_bbox: 0.2993, d4.dn_loss_iou: 0.3935, loss: 10.6508 2024-06-04 16:33:14,031 - mmdet - INFO - Epoch [3][3650/3665] lr: 2.000e-04, eta: 3 days, 14:17:51, time: 9.381, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2693, interm_loss_bbox: 0.2038, interm_loss_iou: 0.4635, loss_cls: 0.2212, loss_bbox: 0.1670, loss_iou: 0.4064, d0.loss_cls: 0.2787, d0.loss_bbox: 0.1735, d0.loss_iou: 0.4161, d1.loss_cls: 0.2435, d1.loss_bbox: 0.1706, d1.loss_iou: 0.4112, d2.loss_cls: 0.2284, d2.loss_bbox: 0.1695, d2.loss_iou: 0.4092, d3.loss_cls: 0.2228, d3.loss_bbox: 0.1676, d3.loss_iou: 0.4076, d4.loss_cls: 0.2207, d4.loss_bbox: 0.1680, d4.loss_iou: 0.4069, dn_loss_cls: 0.0392, dn_loss_bbox: 0.2817, dn_loss_iou: 0.3958, d0.dn_loss_cls: 0.0738, d0.dn_loss_bbox: 0.4035, d0.dn_loss_iou: 0.5192, d1.dn_loss_cls: 0.0490, d1.dn_loss_bbox: 0.3094, d1.dn_loss_iou: 0.4235, d2.dn_loss_cls: 0.0441, d2.dn_loss_bbox: 0.2888, d2.dn_loss_iou: 0.4037, d3.dn_loss_cls: 0.0404, d3.dn_loss_bbox: 0.2831, d3.dn_loss_iou: 0.3977, d4.dn_loss_cls: 0.0393, d4.dn_loss_bbox: 0.2816, d4.dn_loss_iou: 0.3957, loss: 10.4951 2024-06-04 16:35:32,482 - mmdet - INFO - Saving checkpoint at 3 epochs 2024-06-04 16:39:39,256 - mmdet - INFO - Evaluating bbox... 2024-06-04 16:41:22,095 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.523 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.709 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.571 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.342 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.568 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.698 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.731 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.736 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.736 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.552 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.790 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.901 2024-06-04 16:41:23,907 - mmdet - INFO - Exp name: dino_4scale_internvit_h6b_1024_768_fpn_1x_coco_bs32_ms.py 2024-06-04 16:41:23,909 - mmdet - INFO - Epoch(val) [3][313] bbox_mAP: 0.5230, bbox_mAP_50: 0.7090, bbox_mAP_75: 0.5710, bbox_mAP_s: 0.3420, bbox_mAP_m: 0.5680, bbox_mAP_l: 0.6980, bbox_mAP_copypaste: 0.523 0.709 0.571 0.342 0.568 0.698 2024-06-04 16:49:17,764 - mmdet - INFO - Epoch [4][50/3665] lr: 2.000e-04, eta: 3 days, 14:00:48, time: 9.477, data_time: 0.069, memory: 37236, interm_loss_cls: 0.2659, interm_loss_bbox: 0.2118, interm_loss_iou: 0.4814, loss_cls: 0.2231, loss_bbox: 0.1721, loss_iou: 0.4181, d0.loss_cls: 0.2804, d0.loss_bbox: 0.1780, d0.loss_iou: 0.4293, d1.loss_cls: 0.2458, d1.loss_bbox: 0.1741, d1.loss_iou: 0.4230, d2.loss_cls: 0.2324, d2.loss_bbox: 0.1719, d2.loss_iou: 0.4189, d3.loss_cls: 0.2259, d3.loss_bbox: 0.1717, d3.loss_iou: 0.4180, d4.loss_cls: 0.2236, d4.loss_bbox: 0.1716, d4.loss_iou: 0.4178, dn_loss_cls: 0.0407, dn_loss_bbox: 0.2870, dn_loss_iou: 0.4081, d0.dn_loss_cls: 0.0748, d0.dn_loss_bbox: 0.4115, d0.dn_loss_iou: 0.5358, d1.dn_loss_cls: 0.0499, d1.dn_loss_bbox: 0.3152, d1.dn_loss_iou: 0.4368, d2.dn_loss_cls: 0.0450, d2.dn_loss_bbox: 0.2941, d2.dn_loss_iou: 0.4163, d3.dn_loss_cls: 0.0414, d3.dn_loss_bbox: 0.2884, d3.dn_loss_iou: 0.4101, d4.dn_loss_cls: 0.0405, d4.dn_loss_bbox: 0.2870, d4.dn_loss_iou: 0.4080, loss: 10.7453 2024-06-04 16:57:18,679 - mmdet - INFO - Epoch [4][100/3665] lr: 2.000e-04, eta: 3 days, 13:53:30, time: 9.618, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2642, interm_loss_bbox: 0.2090, interm_loss_iou: 0.4760, loss_cls: 0.2215, loss_bbox: 0.1683, loss_iou: 0.4126, d0.loss_cls: 0.2811, d0.loss_bbox: 0.1768, d0.loss_iou: 0.4235, d1.loss_cls: 0.2445, d1.loss_bbox: 0.1724, d1.loss_iou: 0.4176, d2.loss_cls: 0.2309, d2.loss_bbox: 0.1689, d2.loss_iou: 0.4135, d3.loss_cls: 0.2241, d3.loss_bbox: 0.1680, d3.loss_iou: 0.4125, d4.loss_cls: 0.2222, d4.loss_bbox: 0.1681, d4.loss_iou: 0.4126, dn_loss_cls: 0.0393, dn_loss_bbox: 0.2924, dn_loss_iou: 0.3990, d0.dn_loss_cls: 0.0737, d0.dn_loss_bbox: 0.4185, d0.dn_loss_iou: 0.5283, d1.dn_loss_cls: 0.0489, d1.dn_loss_bbox: 0.3217, d1.dn_loss_iou: 0.4281, d2.dn_loss_cls: 0.0437, d2.dn_loss_bbox: 0.3001, d2.dn_loss_iou: 0.4072, d3.dn_loss_cls: 0.0404, d3.dn_loss_bbox: 0.2942, d3.dn_loss_iou: 0.4010, d4.dn_loss_cls: 0.0395, d4.dn_loss_bbox: 0.2924, d4.dn_loss_iou: 0.3989, loss: 10.6559 2024-06-04 17:05:17,626 - mmdet - INFO - Epoch [4][150/3665] lr: 2.000e-04, eta: 3 days, 13:46:05, time: 9.579, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2667, interm_loss_bbox: 0.2063, interm_loss_iou: 0.4811, loss_cls: 0.2237, loss_bbox: 0.1696, loss_iou: 0.4224, d0.loss_cls: 0.2808, d0.loss_bbox: 0.1759, d0.loss_iou: 0.4335, d1.loss_cls: 0.2472, d1.loss_bbox: 0.1732, d1.loss_iou: 0.4264, d2.loss_cls: 0.2337, d2.loss_bbox: 0.1699, d2.loss_iou: 0.4223, d3.loss_cls: 0.2277, d3.loss_bbox: 0.1687, d3.loss_iou: 0.4222, d4.loss_cls: 0.2242, d4.loss_bbox: 0.1696, d4.loss_iou: 0.4232, dn_loss_cls: 0.0381, dn_loss_bbox: 0.2837, dn_loss_iou: 0.3993, d0.dn_loss_cls: 0.0731, d0.dn_loss_bbox: 0.4108, d0.dn_loss_iou: 0.5256, d1.dn_loss_cls: 0.0474, d1.dn_loss_bbox: 0.3130, d1.dn_loss_iou: 0.4277, d2.dn_loss_cls: 0.0425, d2.dn_loss_bbox: 0.2912, d2.dn_loss_iou: 0.4075, d3.dn_loss_cls: 0.0392, d3.dn_loss_bbox: 0.2853, d3.dn_loss_iou: 0.4014, d4.dn_loss_cls: 0.0383, d4.dn_loss_bbox: 0.2838, d4.dn_loss_iou: 0.3992, loss: 10.6751 2024-06-04 17:13:01,856 - mmdet - INFO - Epoch [4][200/3665] lr: 2.000e-04, eta: 3 days, 13:37:58, time: 9.285, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2690, interm_loss_bbox: 0.1975, interm_loss_iou: 0.4801, loss_cls: 0.2258, loss_bbox: 0.1658, loss_iou: 0.4229, d0.loss_cls: 0.2824, d0.loss_bbox: 0.1692, d0.loss_iou: 0.4316, d1.loss_cls: 0.2477, d1.loss_bbox: 0.1673, d1.loss_iou: 0.4284, d2.loss_cls: 0.2354, d2.loss_bbox: 0.1662, d2.loss_iou: 0.4242, d3.loss_cls: 0.2284, d3.loss_bbox: 0.1657, d3.loss_iou: 0.4229, d4.loss_cls: 0.2259, d4.loss_bbox: 0.1661, d4.loss_iou: 0.4235, dn_loss_cls: 0.0381, dn_loss_bbox: 0.2707, dn_loss_iou: 0.4014, d0.dn_loss_cls: 0.0725, d0.dn_loss_bbox: 0.3920, d0.dn_loss_iou: 0.5272, d1.dn_loss_cls: 0.0476, d1.dn_loss_bbox: 0.2981, d1.dn_loss_iou: 0.4296, d2.dn_loss_cls: 0.0426, d2.dn_loss_bbox: 0.2778, d2.dn_loss_iou: 0.4091, d3.dn_loss_cls: 0.0390, d3.dn_loss_bbox: 0.2722, d3.dn_loss_iou: 0.4033, d4.dn_loss_cls: 0.0380, d4.dn_loss_bbox: 0.2707, d4.dn_loss_iou: 0.4013, loss: 10.5773 2024-06-04 17:20:49,168 - mmdet - INFO - Epoch [4][250/3665] lr: 2.000e-04, eta: 3 days, 13:29:59, time: 9.346, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2742, interm_loss_bbox: 0.2157, interm_loss_iou: 0.4808, loss_cls: 0.2262, loss_bbox: 0.1770, loss_iou: 0.4192, d0.loss_cls: 0.2856, d0.loss_bbox: 0.1820, d0.loss_iou: 0.4278, d1.loss_cls: 0.2485, d1.loss_bbox: 0.1809, d1.loss_iou: 0.4253, d2.loss_cls: 0.2364, d2.loss_bbox: 0.1779, d2.loss_iou: 0.4204, d3.loss_cls: 0.2283, d3.loss_bbox: 0.1777, d3.loss_iou: 0.4198, d4.loss_cls: 0.2255, d4.loss_bbox: 0.1775, d4.loss_iou: 0.4203, dn_loss_cls: 0.0403, dn_loss_bbox: 0.3004, dn_loss_iou: 0.3974, d0.dn_loss_cls: 0.0759, d0.dn_loss_bbox: 0.4296, d0.dn_loss_iou: 0.5265, d1.dn_loss_cls: 0.0496, d1.dn_loss_bbox: 0.3308, d1.dn_loss_iou: 0.4276, d2.dn_loss_cls: 0.0444, d2.dn_loss_bbox: 0.3086, d2.dn_loss_iou: 0.4062, d3.dn_loss_cls: 0.0411, d3.dn_loss_bbox: 0.3019, d3.dn_loss_iou: 0.3994, d4.dn_loss_cls: 0.0402, d4.dn_loss_bbox: 0.3004, d4.dn_loss_iou: 0.3973, loss: 10.8447 2024-06-04 17:28:38,304 - mmdet - INFO - Epoch [4][300/3665] lr: 2.000e-04, eta: 3 days, 13:22:06, time: 9.383, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2628, interm_loss_bbox: 0.2042, interm_loss_iou: 0.4771, loss_cls: 0.2187, loss_bbox: 0.1657, loss_iou: 0.4127, d0.loss_cls: 0.2766, d0.loss_bbox: 0.1722, d0.loss_iou: 0.4243, d1.loss_cls: 0.2406, d1.loss_bbox: 0.1698, d1.loss_iou: 0.4189, d2.loss_cls: 0.2278, d2.loss_bbox: 0.1668, d2.loss_iou: 0.4139, d3.loss_cls: 0.2199, d3.loss_bbox: 0.1665, d3.loss_iou: 0.4140, d4.loss_cls: 0.2190, d4.loss_bbox: 0.1656, d4.loss_iou: 0.4125, dn_loss_cls: 0.0376, dn_loss_bbox: 0.2782, dn_loss_iou: 0.3961, d0.dn_loss_cls: 0.0722, d0.dn_loss_bbox: 0.4027, d0.dn_loss_iou: 0.5218, d1.dn_loss_cls: 0.0474, d1.dn_loss_bbox: 0.3081, d1.dn_loss_iou: 0.4246, d2.dn_loss_cls: 0.0423, d2.dn_loss_bbox: 0.2862, d2.dn_loss_iou: 0.4041, d3.dn_loss_cls: 0.0389, d3.dn_loss_bbox: 0.2799, d3.dn_loss_iou: 0.3982, d4.dn_loss_cls: 0.0378, d4.dn_loss_bbox: 0.2782, d4.dn_loss_iou: 0.3960, loss: 10.4998 2024-06-04 17:36:27,744 - mmdet - INFO - Epoch [4][350/3665] lr: 2.000e-04, eta: 3 days, 13:14:14, time: 9.389, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2615, interm_loss_bbox: 0.2032, interm_loss_iou: 0.4714, loss_cls: 0.2201, loss_bbox: 0.1681, loss_iou: 0.4116, d0.loss_cls: 0.2769, d0.loss_bbox: 0.1737, d0.loss_iou: 0.4217, d1.loss_cls: 0.2408, d1.loss_bbox: 0.1724, d1.loss_iou: 0.4162, d2.loss_cls: 0.2270, d2.loss_bbox: 0.1704, d2.loss_iou: 0.4141, d3.loss_cls: 0.2217, d3.loss_bbox: 0.1686, d3.loss_iou: 0.4129, d4.loss_cls: 0.2201, d4.loss_bbox: 0.1680, d4.loss_iou: 0.4122, dn_loss_cls: 0.0410, dn_loss_bbox: 0.2893, dn_loss_iou: 0.4075, d0.dn_loss_cls: 0.0727, d0.dn_loss_bbox: 0.4096, d0.dn_loss_iou: 0.5315, d1.dn_loss_cls: 0.0486, d1.dn_loss_bbox: 0.3162, d1.dn_loss_iou: 0.4353, d2.dn_loss_cls: 0.0440, d2.dn_loss_bbox: 0.2963, d2.dn_loss_iou: 0.4155, d3.dn_loss_cls: 0.0408, d3.dn_loss_bbox: 0.2906, d3.dn_loss_iou: 0.4095, d4.dn_loss_cls: 0.0404, d4.dn_loss_bbox: 0.2893, d4.dn_loss_iou: 0.4073, loss: 10.6378 2024-06-04 17:44:11,413 - mmdet - INFO - Epoch [4][400/3665] lr: 2.000e-04, eta: 3 days, 13:06:06, time: 9.273, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2665, interm_loss_bbox: 0.2067, interm_loss_iou: 0.4777, loss_cls: 0.2232, loss_bbox: 0.1695, loss_iou: 0.4208, d0.loss_cls: 0.2830, d0.loss_bbox: 0.1741, d0.loss_iou: 0.4291, d1.loss_cls: 0.2474, d1.loss_bbox: 0.1717, d1.loss_iou: 0.4257, d2.loss_cls: 0.2335, d2.loss_bbox: 0.1692, d2.loss_iou: 0.4216, d3.loss_cls: 0.2262, d3.loss_bbox: 0.1691, d3.loss_iou: 0.4211, d4.loss_cls: 0.2243, d4.loss_bbox: 0.1688, d4.loss_iou: 0.4201, dn_loss_cls: 0.0403, dn_loss_bbox: 0.2765, dn_loss_iou: 0.3942, d0.dn_loss_cls: 0.0750, d0.dn_loss_bbox: 0.3978, d0.dn_loss_iou: 0.5203, d1.dn_loss_cls: 0.0493, d1.dn_loss_bbox: 0.3040, d1.dn_loss_iou: 0.4226, d2.dn_loss_cls: 0.0444, d2.dn_loss_bbox: 0.2835, d2.dn_loss_iou: 0.4021, d3.dn_loss_cls: 0.0411, d3.dn_loss_bbox: 0.2776, d3.dn_loss_iou: 0.3960, d4.dn_loss_cls: 0.0403, d4.dn_loss_bbox: 0.2765, d4.dn_loss_iou: 0.3941, loss: 10.5853 2024-06-04 17:52:08,213 - mmdet - INFO - Epoch [4][450/3665] lr: 2.000e-04, eta: 3 days, 12:58:35, time: 9.536, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2675, interm_loss_bbox: 0.2042, interm_loss_iou: 0.4745, loss_cls: 0.2223, loss_bbox: 0.1687, loss_iou: 0.4168, d0.loss_cls: 0.2813, d0.loss_bbox: 0.1751, d0.loss_iou: 0.4252, d1.loss_cls: 0.2455, d1.loss_bbox: 0.1723, d1.loss_iou: 0.4221, d2.loss_cls: 0.2325, d2.loss_bbox: 0.1694, d2.loss_iou: 0.4189, d3.loss_cls: 0.2236, d3.loss_bbox: 0.1695, d3.loss_iou: 0.4188, d4.loss_cls: 0.2221, d4.loss_bbox: 0.1687, d4.loss_iou: 0.4171, dn_loss_cls: 0.0403, dn_loss_bbox: 0.2854, dn_loss_iou: 0.3976, d0.dn_loss_cls: 0.0740, d0.dn_loss_bbox: 0.4111, d0.dn_loss_iou: 0.5230, d1.dn_loss_cls: 0.0493, d1.dn_loss_bbox: 0.3146, d1.dn_loss_iou: 0.4264, d2.dn_loss_cls: 0.0444, d2.dn_loss_bbox: 0.2932, d2.dn_loss_iou: 0.4059, d3.dn_loss_cls: 0.0408, d3.dn_loss_bbox: 0.2868, d3.dn_loss_iou: 0.3996, d4.dn_loss_cls: 0.0400, d4.dn_loss_bbox: 0.2854, d4.dn_loss_iou: 0.3975, loss: 10.6313 2024-06-04 17:59:52,879 - mmdet - INFO - Epoch [4][500/3665] lr: 2.000e-04, eta: 3 days, 12:50:29, time: 9.293, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2585, interm_loss_bbox: 0.2043, interm_loss_iou: 0.4642, loss_cls: 0.2175, loss_bbox: 0.1646, loss_iou: 0.4041, d0.loss_cls: 0.2754, d0.loss_bbox: 0.1718, d0.loss_iou: 0.4135, d1.loss_cls: 0.2372, d1.loss_bbox: 0.1701, d1.loss_iou: 0.4116, d2.loss_cls: 0.2243, d2.loss_bbox: 0.1672, d2.loss_iou: 0.4074, d3.loss_cls: 0.2182, d3.loss_bbox: 0.1656, d3.loss_iou: 0.4061, d4.loss_cls: 0.2172, d4.loss_bbox: 0.1647, d4.loss_iou: 0.4053, dn_loss_cls: 0.0377, dn_loss_bbox: 0.2737, dn_loss_iou: 0.3847, d0.dn_loss_cls: 0.0728, d0.dn_loss_bbox: 0.4028, d0.dn_loss_iou: 0.5127, d1.dn_loss_cls: 0.0474, d1.dn_loss_bbox: 0.3044, d1.dn_loss_iou: 0.4132, d2.dn_loss_cls: 0.0422, d2.dn_loss_bbox: 0.2825, d2.dn_loss_iou: 0.3932, d3.dn_loss_cls: 0.0387, d3.dn_loss_bbox: 0.2758, d3.dn_loss_iou: 0.3871, d4.dn_loss_cls: 0.0378, d4.dn_loss_bbox: 0.2737, d4.dn_loss_iou: 0.3846, loss: 10.3337 2024-06-04 18:07:48,955 - mmdet - INFO - Epoch [4][550/3665] lr: 2.000e-04, eta: 3 days, 12:42:56, time: 9.521, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2600, interm_loss_bbox: 0.2053, interm_loss_iou: 0.4725, loss_cls: 0.2190, loss_bbox: 0.1697, loss_iou: 0.4127, d0.loss_cls: 0.2754, d0.loss_bbox: 0.1746, d0.loss_iou: 0.4227, d1.loss_cls: 0.2412, d1.loss_bbox: 0.1718, d1.loss_iou: 0.4182, d2.loss_cls: 0.2284, d2.loss_bbox: 0.1685, d2.loss_iou: 0.4151, d3.loss_cls: 0.2210, d3.loss_bbox: 0.1690, d3.loss_iou: 0.4142, d4.loss_cls: 0.2199, d4.loss_bbox: 0.1684, d4.loss_iou: 0.4126, dn_loss_cls: 0.0372, dn_loss_bbox: 0.2723, dn_loss_iou: 0.3897, d0.dn_loss_cls: 0.0716, d0.dn_loss_bbox: 0.3972, d0.dn_loss_iou: 0.5170, d1.dn_loss_cls: 0.0464, d1.dn_loss_bbox: 0.3011, d1.dn_loss_iou: 0.4178, d2.dn_loss_cls: 0.0413, d2.dn_loss_bbox: 0.2798, d2.dn_loss_iou: 0.3978, d3.dn_loss_cls: 0.0381, d3.dn_loss_bbox: 0.2738, d3.dn_loss_iou: 0.3916, d4.dn_loss_cls: 0.0372, d4.dn_loss_bbox: 0.2723, d4.dn_loss_iou: 0.3896, loss: 10.4320 2024-06-04 18:15:37,559 - mmdet - INFO - Epoch [4][600/3665] lr: 2.000e-04, eta: 3 days, 12:35:01, time: 9.372, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2598, interm_loss_bbox: 0.2018, interm_loss_iou: 0.4746, loss_cls: 0.2181, loss_bbox: 0.1641, loss_iou: 0.4138, d0.loss_cls: 0.2757, d0.loss_bbox: 0.1706, d0.loss_iou: 0.4239, d1.loss_cls: 0.2386, d1.loss_bbox: 0.1681, d1.loss_iou: 0.4199, d2.loss_cls: 0.2250, d2.loss_bbox: 0.1653, d2.loss_iou: 0.4169, d3.loss_cls: 0.2200, d3.loss_bbox: 0.1643, d3.loss_iou: 0.4142, d4.loss_cls: 0.2178, d4.loss_bbox: 0.1645, d4.loss_iou: 0.4150, dn_loss_cls: 0.0383, dn_loss_bbox: 0.2896, dn_loss_iou: 0.3914, d0.dn_loss_cls: 0.0731, d0.dn_loss_bbox: 0.4199, d0.dn_loss_iou: 0.5225, d1.dn_loss_cls: 0.0481, d1.dn_loss_bbox: 0.3190, d1.dn_loss_iou: 0.4205, d2.dn_loss_cls: 0.0432, d2.dn_loss_bbox: 0.2970, d2.dn_loss_iou: 0.3996, d3.dn_loss_cls: 0.0396, d3.dn_loss_bbox: 0.2909, d3.dn_loss_iou: 0.3935, d4.dn_loss_cls: 0.0385, d4.dn_loss_bbox: 0.2896, d4.dn_loss_iou: 0.3913, loss: 10.5375 2024-06-04 18:23:24,030 - mmdet - INFO - Epoch [4][650/3665] lr: 2.000e-04, eta: 3 days, 12:27:01, time: 9.329, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2664, interm_loss_bbox: 0.2029, interm_loss_iou: 0.4672, loss_cls: 0.2228, loss_bbox: 0.1692, loss_iou: 0.4152, d0.loss_cls: 0.2801, d0.loss_bbox: 0.1742, d0.loss_iou: 0.4224, d1.loss_cls: 0.2439, d1.loss_bbox: 0.1724, d1.loss_iou: 0.4204, d2.loss_cls: 0.2310, d2.loss_bbox: 0.1704, d2.loss_iou: 0.4170, d3.loss_cls: 0.2238, d3.loss_bbox: 0.1697, d3.loss_iou: 0.4164, d4.loss_cls: 0.2230, d4.loss_bbox: 0.1691, d4.loss_iou: 0.4155, dn_loss_cls: 0.0382, dn_loss_bbox: 0.2843, dn_loss_iou: 0.3869, d0.dn_loss_cls: 0.0727, d0.dn_loss_bbox: 0.4099, d0.dn_loss_iou: 0.5140, d1.dn_loss_cls: 0.0478, d1.dn_loss_bbox: 0.3138, d1.dn_loss_iou: 0.4158, d2.dn_loss_cls: 0.0428, d2.dn_loss_bbox: 0.2921, d2.dn_loss_iou: 0.3950, d3.dn_loss_cls: 0.0393, d3.dn_loss_bbox: 0.2856, d3.dn_loss_iou: 0.3889, d4.dn_loss_cls: 0.0382, d4.dn_loss_bbox: 0.2843, d4.dn_loss_iou: 0.3869, loss: 10.5294 2024-06-04 18:31:16,276 - mmdet - INFO - Epoch [4][700/3665] lr: 2.000e-04, eta: 3 days, 12:19:17, time: 9.445, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2582, interm_loss_bbox: 0.2101, interm_loss_iou: 0.4649, loss_cls: 0.2141, loss_bbox: 0.1717, loss_iou: 0.4045, d0.loss_cls: 0.2711, d0.loss_bbox: 0.1766, d0.loss_iou: 0.4144, d1.loss_cls: 0.2358, d1.loss_bbox: 0.1743, d1.loss_iou: 0.4092, d2.loss_cls: 0.2220, d2.loss_bbox: 0.1730, d2.loss_iou: 0.4071, d3.loss_cls: 0.2151, d3.loss_bbox: 0.1726, d3.loss_iou: 0.4063, d4.loss_cls: 0.2136, d4.loss_bbox: 0.1720, d4.loss_iou: 0.4053, dn_loss_cls: 0.0370, dn_loss_bbox: 0.2925, dn_loss_iou: 0.3811, d0.dn_loss_cls: 0.0717, d0.dn_loss_bbox: 0.4198, d0.dn_loss_iou: 0.5057, d1.dn_loss_cls: 0.0467, d1.dn_loss_bbox: 0.3222, d1.dn_loss_iou: 0.4093, d2.dn_loss_cls: 0.0415, d2.dn_loss_bbox: 0.3006, d2.dn_loss_iou: 0.3892, d3.dn_loss_cls: 0.0380, d3.dn_loss_bbox: 0.2941, d3.dn_loss_iou: 0.3830, d4.dn_loss_cls: 0.0371, d4.dn_loss_bbox: 0.2925, d4.dn_loss_iou: 0.3810, loss: 10.4352 2024-06-04 18:38:54,484 - mmdet - INFO - Epoch [4][750/3665] lr: 2.000e-04, eta: 3 days, 12:10:54, time: 9.164, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2589, interm_loss_bbox: 0.1982, interm_loss_iou: 0.4641, loss_cls: 0.2156, loss_bbox: 0.1651, loss_iou: 0.4067, d0.loss_cls: 0.2724, d0.loss_bbox: 0.1711, d0.loss_iou: 0.4185, d1.loss_cls: 0.2375, d1.loss_bbox: 0.1685, d1.loss_iou: 0.4122, d2.loss_cls: 0.2250, d2.loss_bbox: 0.1658, d2.loss_iou: 0.4077, d3.loss_cls: 0.2177, d3.loss_bbox: 0.1654, d3.loss_iou: 0.4073, d4.loss_cls: 0.2160, d4.loss_bbox: 0.1650, d4.loss_iou: 0.4067, dn_loss_cls: 0.0388, dn_loss_bbox: 0.2677, dn_loss_iou: 0.3943, d0.dn_loss_cls: 0.0737, d0.dn_loss_bbox: 0.3845, d0.dn_loss_iou: 0.5167, d1.dn_loss_cls: 0.0485, d1.dn_loss_bbox: 0.2939, d1.dn_loss_iou: 0.4210, d2.dn_loss_cls: 0.0433, d2.dn_loss_bbox: 0.2748, d2.dn_loss_iou: 0.4017, d3.dn_loss_cls: 0.0399, d3.dn_loss_bbox: 0.2693, d3.dn_loss_iou: 0.3962, d4.dn_loss_cls: 0.0390, d4.dn_loss_bbox: 0.2677, d4.dn_loss_iou: 0.3942, loss: 10.3307 2024-06-04 18:46:43,616 - mmdet - INFO - Epoch [4][800/3665] lr: 2.000e-04, eta: 3 days, 12:03:01, time: 9.383, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2595, interm_loss_bbox: 0.2051, interm_loss_iou: 0.4660, loss_cls: 0.2179, loss_bbox: 0.1674, loss_iou: 0.4043, d0.loss_cls: 0.2749, d0.loss_bbox: 0.1727, d0.loss_iou: 0.4162, d1.loss_cls: 0.2385, d1.loss_bbox: 0.1713, d1.loss_iou: 0.4118, d2.loss_cls: 0.2278, d2.loss_bbox: 0.1673, d2.loss_iou: 0.4048, d3.loss_cls: 0.2206, d3.loss_bbox: 0.1670, d3.loss_iou: 0.4045, d4.loss_cls: 0.2181, d4.loss_bbox: 0.1672, d4.loss_iou: 0.4046, dn_loss_cls: 0.0378, dn_loss_bbox: 0.2740, dn_loss_iou: 0.3819, d0.dn_loss_cls: 0.0709, d0.dn_loss_bbox: 0.4021, d0.dn_loss_iou: 0.5059, d1.dn_loss_cls: 0.0469, d1.dn_loss_bbox: 0.3041, d1.dn_loss_iou: 0.4096, d2.dn_loss_cls: 0.0420, d2.dn_loss_bbox: 0.2822, d2.dn_loss_iou: 0.3905, d3.dn_loss_cls: 0.0390, d3.dn_loss_bbox: 0.2758, d3.dn_loss_iou: 0.3842, d4.dn_loss_cls: 0.0379, d4.dn_loss_bbox: 0.2740, d4.dn_loss_iou: 0.3818, loss: 10.3279 2024-06-04 18:54:37,157 - mmdet - INFO - Epoch [4][850/3665] lr: 2.000e-04, eta: 3 days, 11:55:21, time: 9.471, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2581, interm_loss_bbox: 0.2022, interm_loss_iou: 0.4786, loss_cls: 0.2173, loss_bbox: 0.1645, loss_iou: 0.4162, d0.loss_cls: 0.2734, d0.loss_bbox: 0.1712, d0.loss_iou: 0.4286, d1.loss_cls: 0.2384, d1.loss_bbox: 0.1687, d1.loss_iou: 0.4229, d2.loss_cls: 0.2258, d2.loss_bbox: 0.1657, d2.loss_iou: 0.4187, d3.loss_cls: 0.2197, d3.loss_bbox: 0.1645, d3.loss_iou: 0.4173, d4.loss_cls: 0.2172, d4.loss_bbox: 0.1647, d4.loss_iou: 0.4171, dn_loss_cls: 0.0391, dn_loss_bbox: 0.2872, dn_loss_iou: 0.3899, d0.dn_loss_cls: 0.0729, d0.dn_loss_bbox: 0.4157, d0.dn_loss_iou: 0.5179, d1.dn_loss_cls: 0.0483, d1.dn_loss_bbox: 0.3162, d1.dn_loss_iou: 0.4177, d2.dn_loss_cls: 0.0434, d2.dn_loss_bbox: 0.2950, d2.dn_loss_iou: 0.3979, d3.dn_loss_cls: 0.0401, d3.dn_loss_bbox: 0.2887, d3.dn_loss_iou: 0.3919, d4.dn_loss_cls: 0.0391, d4.dn_loss_bbox: 0.2872, d4.dn_loss_iou: 0.3898, loss: 10.5286 2024-06-04 19:02:26,695 - mmdet - INFO - Epoch [4][900/3665] lr: 2.000e-04, eta: 3 days, 11:47:29, time: 9.391, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2580, interm_loss_bbox: 0.2035, interm_loss_iou: 0.4647, loss_cls: 0.2148, loss_bbox: 0.1668, loss_iou: 0.4102, d0.loss_cls: 0.2735, d0.loss_bbox: 0.1726, d0.loss_iou: 0.4183, d1.loss_cls: 0.2378, d1.loss_bbox: 0.1706, d1.loss_iou: 0.4149, d2.loss_cls: 0.2256, d2.loss_bbox: 0.1681, d2.loss_iou: 0.4108, d3.loss_cls: 0.2177, d3.loss_bbox: 0.1670, d3.loss_iou: 0.4106, d4.loss_cls: 0.2150, d4.loss_bbox: 0.1667, d4.loss_iou: 0.4110, dn_loss_cls: 0.0364, dn_loss_bbox: 0.2744, dn_loss_iou: 0.3876, d0.dn_loss_cls: 0.0705, d0.dn_loss_bbox: 0.4038, d0.dn_loss_iou: 0.5203, d1.dn_loss_cls: 0.0460, d1.dn_loss_bbox: 0.3033, d1.dn_loss_iou: 0.4166, d2.dn_loss_cls: 0.0410, d2.dn_loss_bbox: 0.2819, d2.dn_loss_iou: 0.3959, d3.dn_loss_cls: 0.0375, d3.dn_loss_bbox: 0.2756, d3.dn_loss_iou: 0.3895, d4.dn_loss_cls: 0.0366, d4.dn_loss_bbox: 0.2744, d4.dn_loss_iou: 0.3876, loss: 10.3769 2024-06-04 19:10:18,289 - mmdet - INFO - Epoch [4][950/3665] lr: 2.000e-04, eta: 3 days, 11:39:43, time: 9.432, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2627, interm_loss_bbox: 0.2087, interm_loss_iou: 0.4684, loss_cls: 0.2182, loss_bbox: 0.1713, loss_iou: 0.4078, d0.loss_cls: 0.2786, d0.loss_bbox: 0.1776, d0.loss_iou: 0.4173, d1.loss_cls: 0.2428, d1.loss_bbox: 0.1756, d1.loss_iou: 0.4125, d2.loss_cls: 0.2284, d2.loss_bbox: 0.1715, d2.loss_iou: 0.4085, d3.loss_cls: 0.2211, d3.loss_bbox: 0.1711, d3.loss_iou: 0.4081, d4.loss_cls: 0.2182, d4.loss_bbox: 0.1712, d4.loss_iou: 0.4084, dn_loss_cls: 0.0368, dn_loss_bbox: 0.2743, dn_loss_iou: 0.3848, d0.dn_loss_cls: 0.0707, d0.dn_loss_bbox: 0.3923, d0.dn_loss_iou: 0.5077, d1.dn_loss_cls: 0.0462, d1.dn_loss_bbox: 0.2994, d1.dn_loss_iou: 0.4108, d2.dn_loss_cls: 0.0413, d2.dn_loss_bbox: 0.2810, d2.dn_loss_iou: 0.3920, d3.dn_loss_cls: 0.0382, d3.dn_loss_bbox: 0.2755, d3.dn_loss_iou: 0.3866, d4.dn_loss_cls: 0.0371, d4.dn_loss_bbox: 0.2743, d4.dn_loss_iou: 0.3846, loss: 10.3816 2024-06-04 19:18:15,845 - mmdet - INFO - Epoch [4][1000/3665] lr: 2.000e-04, eta: 3 days, 11:32:13, time: 9.551, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2610, interm_loss_bbox: 0.1956, interm_loss_iou: 0.4631, loss_cls: 0.2183, loss_bbox: 0.1619, loss_iou: 0.4090, d0.loss_cls: 0.2743, d0.loss_bbox: 0.1663, d0.loss_iou: 0.4164, d1.loss_cls: 0.2406, d1.loss_bbox: 0.1648, d1.loss_iou: 0.4140, d2.loss_cls: 0.2284, d2.loss_bbox: 0.1616, d2.loss_iou: 0.4098, d3.loss_cls: 0.2213, d3.loss_bbox: 0.1614, d3.loss_iou: 0.4088, d4.loss_cls: 0.2186, d4.loss_bbox: 0.1616, d4.loss_iou: 0.4092, dn_loss_cls: 0.0381, dn_loss_bbox: 0.2634, dn_loss_iou: 0.3853, d0.dn_loss_cls: 0.0717, d0.dn_loss_bbox: 0.3790, d0.dn_loss_iou: 0.5077, d1.dn_loss_cls: 0.0466, d1.dn_loss_bbox: 0.2885, d1.dn_loss_iou: 0.4119, d2.dn_loss_cls: 0.0420, d2.dn_loss_bbox: 0.2698, d2.dn_loss_iou: 0.3928, d3.dn_loss_cls: 0.0388, d3.dn_loss_bbox: 0.2644, d3.dn_loss_iou: 0.3870, d4.dn_loss_cls: 0.0379, d4.dn_loss_bbox: 0.2634, d4.dn_loss_iou: 0.3851, loss: 10.2395 2024-06-04 19:26:12,202 - mmdet - INFO - Epoch [4][1050/3665] lr: 2.000e-04, eta: 3 days, 11:24:39, time: 9.527, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2644, interm_loss_bbox: 0.2064, interm_loss_iou: 0.4668, loss_cls: 0.2223, loss_bbox: 0.1660, loss_iou: 0.4062, d0.loss_cls: 0.2757, d0.loss_bbox: 0.1748, d0.loss_iou: 0.4171, d1.loss_cls: 0.2407, d1.loss_bbox: 0.1716, d1.loss_iou: 0.4119, d2.loss_cls: 0.2300, d2.loss_bbox: 0.1682, d2.loss_iou: 0.4079, d3.loss_cls: 0.2239, d3.loss_bbox: 0.1669, d3.loss_iou: 0.4070, d4.loss_cls: 0.2217, d4.loss_bbox: 0.1667, d4.loss_iou: 0.4070, dn_loss_cls: 0.0383, dn_loss_bbox: 0.2788, dn_loss_iou: 0.3954, d0.dn_loss_cls: 0.0727, d0.dn_loss_bbox: 0.4055, d0.dn_loss_iou: 0.5202, d1.dn_loss_cls: 0.0470, d1.dn_loss_bbox: 0.3072, d1.dn_loss_iou: 0.4223, d2.dn_loss_cls: 0.0425, d2.dn_loss_bbox: 0.2862, d2.dn_loss_iou: 0.4031, d3.dn_loss_cls: 0.0393, d3.dn_loss_bbox: 0.2801, d3.dn_loss_iou: 0.3973, d4.dn_loss_cls: 0.0383, d4.dn_loss_bbox: 0.2788, d4.dn_loss_iou: 0.3953, loss: 10.4715 2024-06-04 19:34:08,476 - mmdet - INFO - Epoch [4][1100/3665] lr: 2.000e-04, eta: 3 days, 11:17:05, time: 9.525, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2615, interm_loss_bbox: 0.2020, interm_loss_iou: 0.4699, loss_cls: 0.2158, loss_bbox: 0.1669, loss_iou: 0.4135, d0.loss_cls: 0.2766, d0.loss_bbox: 0.1713, d0.loss_iou: 0.4208, d1.loss_cls: 0.2373, d1.loss_bbox: 0.1702, d1.loss_iou: 0.4199, d2.loss_cls: 0.2247, d2.loss_bbox: 0.1679, d2.loss_iou: 0.4153, d3.loss_cls: 0.2179, d3.loss_bbox: 0.1676, d3.loss_iou: 0.4142, d4.loss_cls: 0.2157, d4.loss_bbox: 0.1674, d4.loss_iou: 0.4143, dn_loss_cls: 0.0350, dn_loss_bbox: 0.2666, dn_loss_iou: 0.3879, d0.dn_loss_cls: 0.0696, d0.dn_loss_bbox: 0.3825, d0.dn_loss_iou: 0.5120, d1.dn_loss_cls: 0.0442, d1.dn_loss_bbox: 0.2921, d1.dn_loss_iou: 0.4152, d2.dn_loss_cls: 0.0392, d2.dn_loss_bbox: 0.2731, d2.dn_loss_iou: 0.3957, d3.dn_loss_cls: 0.0361, d3.dn_loss_bbox: 0.2677, d3.dn_loss_iou: 0.3896, d4.dn_loss_cls: 0.0352, d4.dn_loss_bbox: 0.2666, d4.dn_loss_iou: 0.3878, loss: 10.3266 2024-06-04 19:42:04,566 - mmdet - INFO - Epoch [4][1150/3665] lr: 2.000e-04, eta: 3 days, 11:09:31, time: 9.522, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2661, interm_loss_bbox: 0.1988, interm_loss_iou: 0.4818, loss_cls: 0.2214, loss_bbox: 0.1632, loss_iou: 0.4209, d0.loss_cls: 0.2833, d0.loss_bbox: 0.1672, d0.loss_iou: 0.4285, d1.loss_cls: 0.2449, d1.loss_bbox: 0.1671, d1.loss_iou: 0.4267, d2.loss_cls: 0.2306, d2.loss_bbox: 0.1641, d2.loss_iou: 0.4224, d3.loss_cls: 0.2231, d3.loss_bbox: 0.1634, d3.loss_iou: 0.4216, d4.loss_cls: 0.2214, d4.loss_bbox: 0.1632, d4.loss_iou: 0.4208, dn_loss_cls: 0.0382, dn_loss_bbox: 0.2671, dn_loss_iou: 0.3894, d0.dn_loss_cls: 0.0717, d0.dn_loss_bbox: 0.3923, d0.dn_loss_iou: 0.5177, d1.dn_loss_cls: 0.0467, d1.dn_loss_bbox: 0.2956, d1.dn_loss_iou: 0.4175, d2.dn_loss_cls: 0.0418, d2.dn_loss_bbox: 0.2753, d2.dn_loss_iou: 0.3974, d3.dn_loss_cls: 0.0388, d3.dn_loss_bbox: 0.2687, d3.dn_loss_iou: 0.3915, d4.dn_loss_cls: 0.0379, d4.dn_loss_bbox: 0.2671, d4.dn_loss_iou: 0.3893, loss: 10.4448 2024-06-04 19:49:58,991 - mmdet - INFO - Epoch [4][1200/3665] lr: 2.000e-04, eta: 3 days, 11:01:52, time: 9.488, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2662, interm_loss_bbox: 0.2027, interm_loss_iou: 0.4766, loss_cls: 0.2252, loss_bbox: 0.1661, loss_iou: 0.4171, d0.loss_cls: 0.2859, d0.loss_bbox: 0.1699, d0.loss_iou: 0.4214, d1.loss_cls: 0.2504, d1.loss_bbox: 0.1699, d1.loss_iou: 0.4188, d2.loss_cls: 0.2339, d2.loss_bbox: 0.1673, d2.loss_iou: 0.4180, d3.loss_cls: 0.2276, d3.loss_bbox: 0.1658, d3.loss_iou: 0.4168, d4.loss_cls: 0.2250, d4.loss_bbox: 0.1664, d4.loss_iou: 0.4175, dn_loss_cls: 0.0394, dn_loss_bbox: 0.2767, dn_loss_iou: 0.3961, d0.dn_loss_cls: 0.0734, d0.dn_loss_bbox: 0.3947, d0.dn_loss_iou: 0.5202, d1.dn_loss_cls: 0.0484, d1.dn_loss_bbox: 0.3042, d1.dn_loss_iou: 0.4240, d2.dn_loss_cls: 0.0435, d2.dn_loss_bbox: 0.2841, d2.dn_loss_iou: 0.4041, d3.dn_loss_cls: 0.0404, d3.dn_loss_bbox: 0.2784, d3.dn_loss_iou: 0.3983, d4.dn_loss_cls: 0.0395, d4.dn_loss_bbox: 0.2767, d4.dn_loss_iou: 0.3960, loss: 10.5464 2024-06-04 19:57:43,532 - mmdet - INFO - Epoch [4][1250/3665] lr: 2.000e-04, eta: 3 days, 10:53:47, time: 9.291, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2585, interm_loss_bbox: 0.1979, interm_loss_iou: 0.4706, loss_cls: 0.2183, loss_bbox: 0.1637, loss_iou: 0.4131, d0.loss_cls: 0.2741, d0.loss_bbox: 0.1681, d0.loss_iou: 0.4227, d1.loss_cls: 0.2384, d1.loss_bbox: 0.1675, d1.loss_iou: 0.4194, d2.loss_cls: 0.2264, d2.loss_bbox: 0.1649, d2.loss_iou: 0.4152, d3.loss_cls: 0.2184, d3.loss_bbox: 0.1648, d3.loss_iou: 0.4153, d4.loss_cls: 0.2179, d4.loss_bbox: 0.1639, d4.loss_iou: 0.4139, dn_loss_cls: 0.0378, dn_loss_bbox: 0.2699, dn_loss_iou: 0.3902, d0.dn_loss_cls: 0.0712, d0.dn_loss_bbox: 0.3903, d0.dn_loss_iou: 0.5140, d1.dn_loss_cls: 0.0466, d1.dn_loss_bbox: 0.2972, d1.dn_loss_iou: 0.4173, d2.dn_loss_cls: 0.0417, d2.dn_loss_bbox: 0.2772, d2.dn_loss_iou: 0.3983, d3.dn_loss_cls: 0.0386, d3.dn_loss_bbox: 0.2715, d3.dn_loss_iou: 0.3922, d4.dn_loss_cls: 0.0378, d4.dn_loss_bbox: 0.2699, d4.dn_loss_iou: 0.3901, loss: 10.3645 2024-06-04 20:05:29,769 - mmdet - INFO - Epoch [4][1300/3665] lr: 2.000e-04, eta: 3 days, 10:45:46, time: 9.325, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2590, interm_loss_bbox: 0.1988, interm_loss_iou: 0.4678, loss_cls: 0.2168, loss_bbox: 0.1653, loss_iou: 0.4116, d0.loss_cls: 0.2738, d0.loss_bbox: 0.1705, d0.loss_iou: 0.4210, d1.loss_cls: 0.2380, d1.loss_bbox: 0.1689, d1.loss_iou: 0.4164, d2.loss_cls: 0.2239, d2.loss_bbox: 0.1673, d2.loss_iou: 0.4149, d3.loss_cls: 0.2184, d3.loss_bbox: 0.1658, d3.loss_iou: 0.4133, d4.loss_cls: 0.2170, d4.loss_bbox: 0.1652, d4.loss_iou: 0.4116, dn_loss_cls: 0.0373, dn_loss_bbox: 0.2730, dn_loss_iou: 0.3923, d0.dn_loss_cls: 0.0716, d0.dn_loss_bbox: 0.3958, d0.dn_loss_iou: 0.5188, d1.dn_loss_cls: 0.0462, d1.dn_loss_bbox: 0.3004, d1.dn_loss_iou: 0.4197, d2.dn_loss_cls: 0.0415, d2.dn_loss_bbox: 0.2804, d2.dn_loss_iou: 0.3999, d3.dn_loss_cls: 0.0383, d3.dn_loss_bbox: 0.2744, d3.dn_loss_iou: 0.3942, d4.dn_loss_cls: 0.0373, d4.dn_loss_bbox: 0.2730, d4.dn_loss_iou: 0.3922, loss: 10.3915 2024-06-04 20:13:16,894 - mmdet - INFO - Epoch [4][1350/3665] lr: 2.000e-04, eta: 3 days, 10:37:48, time: 9.343, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2610, interm_loss_bbox: 0.2005, interm_loss_iou: 0.4698, loss_cls: 0.2172, loss_bbox: 0.1664, loss_iou: 0.4132, d0.loss_cls: 0.2797, d0.loss_bbox: 0.1683, d0.loss_iou: 0.4169, d1.loss_cls: 0.2412, d1.loss_bbox: 0.1672, d1.loss_iou: 0.4141, d2.loss_cls: 0.2267, d2.loss_bbox: 0.1660, d2.loss_iou: 0.4133, d3.loss_cls: 0.2189, d3.loss_bbox: 0.1668, d3.loss_iou: 0.4132, d4.loss_cls: 0.2177, d4.loss_bbox: 0.1663, d4.loss_iou: 0.4130, dn_loss_cls: 0.0379, dn_loss_bbox: 0.2711, dn_loss_iou: 0.3888, d0.dn_loss_cls: 0.0720, d0.dn_loss_bbox: 0.3878, d0.dn_loss_iou: 0.5131, d1.dn_loss_cls: 0.0468, d1.dn_loss_bbox: 0.2963, d1.dn_loss_iou: 0.4156, d2.dn_loss_cls: 0.0419, d2.dn_loss_bbox: 0.2776, d2.dn_loss_iou: 0.3964, d3.dn_loss_cls: 0.0386, d3.dn_loss_bbox: 0.2723, d3.dn_loss_iou: 0.3906, d4.dn_loss_cls: 0.0378, d4.dn_loss_bbox: 0.2711, d4.dn_loss_iou: 0.3887, loss: 10.3618 2024-06-04 20:21:06,259 - mmdet - INFO - Epoch [4][1400/3665] lr: 2.000e-04, eta: 3 days, 10:29:56, time: 9.387, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2564, interm_loss_bbox: 0.2072, interm_loss_iou: 0.4684, loss_cls: 0.2142, loss_bbox: 0.1645, loss_iou: 0.4064, d0.loss_cls: 0.2747, d0.loss_bbox: 0.1692, d0.loss_iou: 0.4134, d1.loss_cls: 0.2391, d1.loss_bbox: 0.1669, d1.loss_iou: 0.4092, d2.loss_cls: 0.2246, d2.loss_bbox: 0.1648, d2.loss_iou: 0.4057, d3.loss_cls: 0.2176, d3.loss_bbox: 0.1644, d3.loss_iou: 0.4057, d4.loss_cls: 0.2146, d4.loss_bbox: 0.1645, d4.loss_iou: 0.4063, dn_loss_cls: 0.0380, dn_loss_bbox: 0.2740, dn_loss_iou: 0.3885, d0.dn_loss_cls: 0.0720, d0.dn_loss_bbox: 0.3999, d0.dn_loss_iou: 0.5163, d1.dn_loss_cls: 0.0471, d1.dn_loss_bbox: 0.3010, d1.dn_loss_iou: 0.4161, d2.dn_loss_cls: 0.0420, d2.dn_loss_bbox: 0.2812, d2.dn_loss_iou: 0.3964, d3.dn_loss_cls: 0.0388, d3.dn_loss_bbox: 0.2754, d3.dn_loss_iou: 0.3906, d4.dn_loss_cls: 0.0379, d4.dn_loss_bbox: 0.2741, d4.dn_loss_iou: 0.3885, loss: 10.3354 2024-06-04 20:29:01,094 - mmdet - INFO - Epoch [4][1450/3665] lr: 2.000e-04, eta: 3 days, 10:22:18, time: 9.497, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2617, interm_loss_bbox: 0.2062, interm_loss_iou: 0.4592, loss_cls: 0.2171, loss_bbox: 0.1705, loss_iou: 0.4032, d0.loss_cls: 0.2755, d0.loss_bbox: 0.1761, d0.loss_iou: 0.4137, d1.loss_cls: 0.2391, d1.loss_bbox: 0.1744, d1.loss_iou: 0.4091, d2.loss_cls: 0.2276, d2.loss_bbox: 0.1709, d2.loss_iou: 0.4038, d3.loss_cls: 0.2198, d3.loss_bbox: 0.1704, d3.loss_iou: 0.4032, d4.loss_cls: 0.2181, d4.loss_bbox: 0.1702, d4.loss_iou: 0.4029, dn_loss_cls: 0.0364, dn_loss_bbox: 0.2735, dn_loss_iou: 0.3881, d0.dn_loss_cls: 0.0709, d0.dn_loss_bbox: 0.3943, d0.dn_loss_iou: 0.5110, d1.dn_loss_cls: 0.0459, d1.dn_loss_bbox: 0.3010, d1.dn_loss_iou: 0.4158, d2.dn_loss_cls: 0.0409, d2.dn_loss_bbox: 0.2804, d2.dn_loss_iou: 0.3959, d3.dn_loss_cls: 0.0373, d3.dn_loss_bbox: 0.2747, d3.dn_loss_iou: 0.3898, d4.dn_loss_cls: 0.0364, d4.dn_loss_bbox: 0.2735, d4.dn_loss_iou: 0.3879, loss: 10.3464 2024-06-04 20:36:59,511 - mmdet - INFO - Epoch [4][1500/3665] lr: 2.000e-04, eta: 3 days, 10:14:48, time: 9.568, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2583, interm_loss_bbox: 0.2014, interm_loss_iou: 0.4594, loss_cls: 0.2137, loss_bbox: 0.1697, loss_iou: 0.4055, d0.loss_cls: 0.2704, d0.loss_bbox: 0.1730, d0.loss_iou: 0.4132, d1.loss_cls: 0.2363, d1.loss_bbox: 0.1716, d1.loss_iou: 0.4100, d2.loss_cls: 0.2234, d2.loss_bbox: 0.1690, d2.loss_iou: 0.4059, d3.loss_cls: 0.2165, d3.loss_bbox: 0.1696, d3.loss_iou: 0.4060, d4.loss_cls: 0.2143, d4.loss_bbox: 0.1696, d4.loss_iou: 0.4056, dn_loss_cls: 0.0371, dn_loss_bbox: 0.2740, dn_loss_iou: 0.3842, d0.dn_loss_cls: 0.0708, d0.dn_loss_bbox: 0.4026, d0.dn_loss_iou: 0.5137, d1.dn_loss_cls: 0.0463, d1.dn_loss_bbox: 0.3043, d1.dn_loss_iou: 0.4134, d2.dn_loss_cls: 0.0413, d2.dn_loss_bbox: 0.2820, d2.dn_loss_iou: 0.3923, d3.dn_loss_cls: 0.0381, d3.dn_loss_bbox: 0.2756, d3.dn_loss_iou: 0.3863, d4.dn_loss_cls: 0.0371, d4.dn_loss_bbox: 0.2741, d4.dn_loss_iou: 0.3841, loss: 10.3198 2024-06-04 20:44:54,596 - mmdet - INFO - Epoch [4][1550/3665] lr: 2.000e-04, eta: 3 days, 10:07:10, time: 9.502, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2538, interm_loss_bbox: 0.2066, interm_loss_iou: 0.4573, loss_cls: 0.2118, loss_bbox: 0.1681, loss_iou: 0.3992, d0.loss_cls: 0.2691, d0.loss_bbox: 0.1745, d0.loss_iou: 0.4102, d1.loss_cls: 0.2346, d1.loss_bbox: 0.1713, d1.loss_iou: 0.4048, d2.loss_cls: 0.2197, d2.loss_bbox: 0.1697, d2.loss_iou: 0.4008, d3.loss_cls: 0.2132, d3.loss_bbox: 0.1692, d3.loss_iou: 0.4003, d4.loss_cls: 0.2119, d4.loss_bbox: 0.1682, d4.loss_iou: 0.3994, dn_loss_cls: 0.0354, dn_loss_bbox: 0.2774, dn_loss_iou: 0.3826, d0.dn_loss_cls: 0.0704, d0.dn_loss_bbox: 0.4041, d0.dn_loss_iou: 0.5097, d1.dn_loss_cls: 0.0452, d1.dn_loss_bbox: 0.3070, d1.dn_loss_iou: 0.4114, d2.dn_loss_cls: 0.0401, d2.dn_loss_bbox: 0.2852, d2.dn_loss_iou: 0.3912, d3.dn_loss_cls: 0.0367, d3.dn_loss_bbox: 0.2790, d3.dn_loss_iou: 0.3849, d4.dn_loss_cls: 0.0357, d4.dn_loss_bbox: 0.2774, d4.dn_loss_iou: 0.3825, loss: 10.2693 2024-06-04 20:52:42,247 - mmdet - INFO - Epoch [4][1600/3665] lr: 2.000e-04, eta: 3 days, 9:59:14, time: 9.353, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2548, interm_loss_bbox: 0.2012, interm_loss_iou: 0.4647, loss_cls: 0.2138, loss_bbox: 0.1662, loss_iou: 0.4075, d0.loss_cls: 0.2716, d0.loss_bbox: 0.1726, d0.loss_iou: 0.4173, d1.loss_cls: 0.2389, d1.loss_bbox: 0.1686, d1.loss_iou: 0.4113, d2.loss_cls: 0.2217, d2.loss_bbox: 0.1687, d2.loss_iou: 0.4102, d3.loss_cls: 0.2166, d3.loss_bbox: 0.1663, d3.loss_iou: 0.4078, d4.loss_cls: 0.2139, d4.loss_bbox: 0.1668, d4.loss_iou: 0.4075, dn_loss_cls: 0.0366, dn_loss_bbox: 0.2737, dn_loss_iou: 0.3786, d0.dn_loss_cls: 0.0716, d0.dn_loss_bbox: 0.4035, d0.dn_loss_iou: 0.5083, d1.dn_loss_cls: 0.0466, d1.dn_loss_bbox: 0.3041, d1.dn_loss_iou: 0.4084, d2.dn_loss_cls: 0.0415, d2.dn_loss_bbox: 0.2822, d2.dn_loss_iou: 0.3870, d3.dn_loss_cls: 0.0378, d3.dn_loss_bbox: 0.2753, d3.dn_loss_iou: 0.3808, d4.dn_loss_cls: 0.0367, d4.dn_loss_bbox: 0.2737, d4.dn_loss_iou: 0.3785, loss: 10.2927 2024-06-04 21:00:38,183 - mmdet - INFO - Epoch [4][1650/3665] lr: 2.000e-04, eta: 3 days, 9:51:38, time: 9.519, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2596, interm_loss_bbox: 0.2022, interm_loss_iou: 0.4695, loss_cls: 0.2164, loss_bbox: 0.1666, loss_iou: 0.4137, d0.loss_cls: 0.2756, d0.loss_bbox: 0.1731, d0.loss_iou: 0.4217, d1.loss_cls: 0.2401, d1.loss_bbox: 0.1705, d1.loss_iou: 0.4188, d2.loss_cls: 0.2255, d2.loss_bbox: 0.1681, d2.loss_iou: 0.4158, d3.loss_cls: 0.2178, d3.loss_bbox: 0.1676, d3.loss_iou: 0.4151, d4.loss_cls: 0.2166, d4.loss_bbox: 0.1670, d4.loss_iou: 0.4145, dn_loss_cls: 0.0367, dn_loss_bbox: 0.2756, dn_loss_iou: 0.3931, d0.dn_loss_cls: 0.0720, d0.dn_loss_bbox: 0.3980, d0.dn_loss_iou: 0.5200, d1.dn_loss_cls: 0.0465, d1.dn_loss_bbox: 0.3026, d1.dn_loss_iou: 0.4212, d2.dn_loss_cls: 0.0413, d2.dn_loss_bbox: 0.2829, d2.dn_loss_iou: 0.4012, d3.dn_loss_cls: 0.0378, d3.dn_loss_bbox: 0.2769, d3.dn_loss_iou: 0.3950, d4.dn_loss_cls: 0.0367, d4.dn_loss_bbox: 0.2756, d4.dn_loss_iou: 0.3930, loss: 10.4418 2024-06-04 21:08:29,089 - mmdet - INFO - Epoch [4][1700/3665] lr: 2.000e-04, eta: 3 days, 9:43:49, time: 9.418, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2639, interm_loss_bbox: 0.2090, interm_loss_iou: 0.4875, loss_cls: 0.2177, loss_bbox: 0.1753, loss_iou: 0.4354, d0.loss_cls: 0.2770, d0.loss_bbox: 0.1794, d0.loss_iou: 0.4426, d1.loss_cls: 0.2418, d1.loss_bbox: 0.1776, d1.loss_iou: 0.4387, d2.loss_cls: 0.2297, d2.loss_bbox: 0.1742, d2.loss_iou: 0.4342, d3.loss_cls: 0.2211, d3.loss_bbox: 0.1749, d3.loss_iou: 0.4349, d4.loss_cls: 0.2182, d4.loss_bbox: 0.1754, d4.loss_iou: 0.4357, dn_loss_cls: 0.0377, dn_loss_bbox: 0.2783, dn_loss_iou: 0.4018, d0.dn_loss_cls: 0.0712, d0.dn_loss_bbox: 0.3985, d0.dn_loss_iou: 0.5230, d1.dn_loss_cls: 0.0468, d1.dn_loss_bbox: 0.3063, d1.dn_loss_iou: 0.4289, d2.dn_loss_cls: 0.0420, d2.dn_loss_bbox: 0.2858, d2.dn_loss_iou: 0.4096, d3.dn_loss_cls: 0.0388, d3.dn_loss_bbox: 0.2797, d3.dn_loss_iou: 0.4037, d4.dn_loss_cls: 0.0378, d4.dn_loss_bbox: 0.2783, d4.dn_loss_iou: 0.4017, loss: 10.7141 2024-06-04 21:16:29,501 - mmdet - INFO - Epoch [4][1750/3665] lr: 2.000e-04, eta: 3 days, 9:36:24, time: 9.608, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2629, interm_loss_bbox: 0.2001, interm_loss_iou: 0.4649, loss_cls: 0.2197, loss_bbox: 0.1670, loss_iou: 0.4133, d0.loss_cls: 0.2766, d0.loss_bbox: 0.1729, d0.loss_iou: 0.4213, d1.loss_cls: 0.2448, d1.loss_bbox: 0.1694, d1.loss_iou: 0.4166, d2.loss_cls: 0.2284, d2.loss_bbox: 0.1676, d2.loss_iou: 0.4146, d3.loss_cls: 0.2217, d3.loss_bbox: 0.1674, d3.loss_iou: 0.4137, d4.loss_cls: 0.2191, d4.loss_bbox: 0.1675, d4.loss_iou: 0.4144, dn_loss_cls: 0.0382, dn_loss_bbox: 0.2782, dn_loss_iou: 0.3965, d0.dn_loss_cls: 0.0717, d0.dn_loss_bbox: 0.3975, d0.dn_loss_iou: 0.5195, d1.dn_loss_cls: 0.0477, d1.dn_loss_bbox: 0.3044, d1.dn_loss_iou: 0.4235, d2.dn_loss_cls: 0.0426, d2.dn_loss_bbox: 0.2849, d2.dn_loss_iou: 0.4045, d3.dn_loss_cls: 0.0393, d3.dn_loss_bbox: 0.2794, d3.dn_loss_iou: 0.3983, d4.dn_loss_cls: 0.0383, d4.dn_loss_bbox: 0.2783, d4.dn_loss_iou: 0.3964, loss: 10.4834 2024-06-04 21:24:19,365 - mmdet - INFO - Epoch [4][1800/3665] lr: 2.000e-04, eta: 3 days, 9:28:33, time: 9.397, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2612, interm_loss_bbox: 0.2034, interm_loss_iou: 0.4717, loss_cls: 0.2184, loss_bbox: 0.1641, loss_iou: 0.4101, d0.loss_cls: 0.2784, d0.loss_bbox: 0.1708, d0.loss_iou: 0.4189, d1.loss_cls: 0.2411, d1.loss_bbox: 0.1673, d1.loss_iou: 0.4155, d2.loss_cls: 0.2286, d2.loss_bbox: 0.1645, d2.loss_iou: 0.4109, d3.loss_cls: 0.2212, d3.loss_bbox: 0.1646, d3.loss_iou: 0.4105, d4.loss_cls: 0.2191, d4.loss_bbox: 0.1639, d4.loss_iou: 0.4101, dn_loss_cls: 0.0372, dn_loss_bbox: 0.2750, dn_loss_iou: 0.3907, d0.dn_loss_cls: 0.0713, d0.dn_loss_bbox: 0.3948, d0.dn_loss_iou: 0.5148, d1.dn_loss_cls: 0.0465, d1.dn_loss_bbox: 0.3016, d1.dn_loss_iou: 0.4180, d2.dn_loss_cls: 0.0417, d2.dn_loss_bbox: 0.2821, d2.dn_loss_iou: 0.3983, d3.dn_loss_cls: 0.0385, d3.dn_loss_bbox: 0.2763, d3.dn_loss_iou: 0.3925, d4.dn_loss_cls: 0.0374, d4.dn_loss_bbox: 0.2750, d4.dn_loss_iou: 0.3906, loss: 10.3966 2024-06-04 21:32:05,097 - mmdet - INFO - Epoch [4][1850/3665] lr: 2.000e-04, eta: 3 days, 9:20:31, time: 9.315, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2599, interm_loss_bbox: 0.2024, interm_loss_iou: 0.4640, loss_cls: 0.2177, loss_bbox: 0.1703, loss_iou: 0.4099, d0.loss_cls: 0.2759, d0.loss_bbox: 0.1739, d0.loss_iou: 0.4160, d1.loss_cls: 0.2406, d1.loss_bbox: 0.1730, d1.loss_iou: 0.4132, d2.loss_cls: 0.2270, d2.loss_bbox: 0.1706, d2.loss_iou: 0.4106, d3.loss_cls: 0.2204, d3.loss_bbox: 0.1700, d3.loss_iou: 0.4096, d4.loss_cls: 0.2176, d4.loss_bbox: 0.1704, d4.loss_iou: 0.4097, dn_loss_cls: 0.0356, dn_loss_bbox: 0.2848, dn_loss_iou: 0.3944, d0.dn_loss_cls: 0.0697, d0.dn_loss_bbox: 0.4027, d0.dn_loss_iou: 0.5164, d1.dn_loss_cls: 0.0450, d1.dn_loss_bbox: 0.3108, d1.dn_loss_iou: 0.4210, d2.dn_loss_cls: 0.0400, d2.dn_loss_bbox: 0.2914, d2.dn_loss_iou: 0.4018, d3.dn_loss_cls: 0.0367, d3.dn_loss_bbox: 0.2862, d3.dn_loss_iou: 0.3964, d4.dn_loss_cls: 0.0356, d4.dn_loss_bbox: 0.2849, d4.dn_loss_iou: 0.3943, loss: 10.4705 2024-06-04 21:39:55,501 - mmdet - INFO - Epoch [4][1900/3665] lr: 2.000e-04, eta: 3 days, 9:12:41, time: 9.408, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2617, interm_loss_bbox: 0.2001, interm_loss_iou: 0.4624, loss_cls: 0.2208, loss_bbox: 0.1654, loss_iou: 0.4065, d0.loss_cls: 0.2821, d0.loss_bbox: 0.1695, d0.loss_iou: 0.4137, d1.loss_cls: 0.2447, d1.loss_bbox: 0.1690, d1.loss_iou: 0.4108, d2.loss_cls: 0.2299, d2.loss_bbox: 0.1672, d2.loss_iou: 0.4082, d3.loss_cls: 0.2239, d3.loss_bbox: 0.1660, d3.loss_iou: 0.4074, d4.loss_cls: 0.2216, d4.loss_bbox: 0.1655, d4.loss_iou: 0.4066, dn_loss_cls: 0.0384, dn_loss_bbox: 0.2749, dn_loss_iou: 0.3800, d0.dn_loss_cls: 0.0718, d0.dn_loss_bbox: 0.3967, d0.dn_loss_iou: 0.5064, d1.dn_loss_cls: 0.0466, d1.dn_loss_bbox: 0.3011, d1.dn_loss_iou: 0.4076, d2.dn_loss_cls: 0.0421, d2.dn_loss_bbox: 0.2818, d2.dn_loss_iou: 0.3882, d3.dn_loss_cls: 0.0391, d3.dn_loss_bbox: 0.2760, d3.dn_loss_iou: 0.3819, d4.dn_loss_cls: 0.0384, d4.dn_loss_bbox: 0.2749, d4.dn_loss_iou: 0.3799, loss: 10.3292 2024-06-04 21:47:38,338 - mmdet - INFO - Epoch [4][1950/3665] lr: 2.000e-04, eta: 3 days, 9:04:33, time: 9.257, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2585, interm_loss_bbox: 0.1959, interm_loss_iou: 0.4619, loss_cls: 0.2161, loss_bbox: 0.1622, loss_iou: 0.4086, d0.loss_cls: 0.2733, d0.loss_bbox: 0.1669, d0.loss_iou: 0.4143, d1.loss_cls: 0.2388, d1.loss_bbox: 0.1643, d1.loss_iou: 0.4123, d2.loss_cls: 0.2243, d2.loss_bbox: 0.1631, d2.loss_iou: 0.4106, d3.loss_cls: 0.2188, d3.loss_bbox: 0.1620, d3.loss_iou: 0.4082, d4.loss_cls: 0.2169, d4.loss_bbox: 0.1617, d4.loss_iou: 0.4086, dn_loss_cls: 0.0366, dn_loss_bbox: 0.2680, dn_loss_iou: 0.3791, d0.dn_loss_cls: 0.0702, d0.dn_loss_bbox: 0.3921, d0.dn_loss_iou: 0.5023, d1.dn_loss_cls: 0.0455, d1.dn_loss_bbox: 0.2959, d1.dn_loss_iou: 0.4066, d2.dn_loss_cls: 0.0406, d2.dn_loss_bbox: 0.2758, d2.dn_loss_iou: 0.3875, d3.dn_loss_cls: 0.0374, d3.dn_loss_bbox: 0.2696, d3.dn_loss_iou: 0.3813, d4.dn_loss_cls: 0.0366, d4.dn_loss_bbox: 0.2680, d4.dn_loss_iou: 0.3791, loss: 10.2198 2024-06-04 21:55:36,229 - mmdet - INFO - Epoch [4][2000/3665] lr: 2.000e-04, eta: 3 days, 8:57:01, time: 9.558, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2570, interm_loss_bbox: 0.2031, interm_loss_iou: 0.4590, loss_cls: 0.2110, loss_bbox: 0.1697, loss_iou: 0.4052, d0.loss_cls: 0.2709, d0.loss_bbox: 0.1725, d0.loss_iou: 0.4105, d1.loss_cls: 0.2361, d1.loss_bbox: 0.1722, d1.loss_iou: 0.4078, d2.loss_cls: 0.2205, d2.loss_bbox: 0.1700, d2.loss_iou: 0.4066, d3.loss_cls: 0.2145, d3.loss_bbox: 0.1692, d3.loss_iou: 0.4047, d4.loss_cls: 0.2110, d4.loss_bbox: 0.1699, d4.loss_iou: 0.4061, dn_loss_cls: 0.0359, dn_loss_bbox: 0.2667, dn_loss_iou: 0.3790, d0.dn_loss_cls: 0.0701, d0.dn_loss_bbox: 0.3900, d0.dn_loss_iou: 0.5035, d1.dn_loss_cls: 0.0450, d1.dn_loss_bbox: 0.2954, d1.dn_loss_iou: 0.4072, d2.dn_loss_cls: 0.0400, d2.dn_loss_bbox: 0.2746, d2.dn_loss_iou: 0.3874, d3.dn_loss_cls: 0.0368, d3.dn_loss_bbox: 0.2682, d3.dn_loss_iou: 0.3810, d4.dn_loss_cls: 0.0359, d4.dn_loss_bbox: 0.2667, d4.dn_loss_iou: 0.3789, loss: 10.2098 2024-06-04 22:03:24,330 - mmdet - INFO - Epoch [4][2050/3665] lr: 2.000e-04, eta: 3 days, 8:49:06, time: 9.362, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2539, interm_loss_bbox: 0.2004, interm_loss_iou: 0.4716, loss_cls: 0.2116, loss_bbox: 0.1613, loss_iou: 0.4120, d0.loss_cls: 0.2676, d0.loss_bbox: 0.1686, d0.loss_iou: 0.4205, d1.loss_cls: 0.2340, d1.loss_bbox: 0.1654, d1.loss_iou: 0.4167, d2.loss_cls: 0.2205, d2.loss_bbox: 0.1630, d2.loss_iou: 0.4129, d3.loss_cls: 0.2142, d3.loss_bbox: 0.1616, d3.loss_iou: 0.4123, d4.loss_cls: 0.2119, d4.loss_bbox: 0.1615, d4.loss_iou: 0.4118, dn_loss_cls: 0.0346, dn_loss_bbox: 0.2591, dn_loss_iou: 0.3808, d0.dn_loss_cls: 0.0693, d0.dn_loss_bbox: 0.3876, d0.dn_loss_iou: 0.5088, d1.dn_loss_cls: 0.0444, d1.dn_loss_bbox: 0.2876, d1.dn_loss_iou: 0.4089, d2.dn_loss_cls: 0.0393, d2.dn_loss_bbox: 0.2665, d2.dn_loss_iou: 0.3885, d3.dn_loss_cls: 0.0358, d3.dn_loss_bbox: 0.2606, d3.dn_loss_iou: 0.3828, d4.dn_loss_cls: 0.0348, d4.dn_loss_bbox: 0.2591, d4.dn_loss_iou: 0.3807, loss: 10.1826 2024-06-04 22:11:21,762 - mmdet - INFO - Epoch [4][2100/3665] lr: 2.000e-04, eta: 3 days, 8:41:33, time: 9.549, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2615, interm_loss_bbox: 0.2084, interm_loss_iou: 0.4716, loss_cls: 0.2208, loss_bbox: 0.1664, loss_iou: 0.4060, d0.loss_cls: 0.2792, d0.loss_bbox: 0.1714, d0.loss_iou: 0.4145, d1.loss_cls: 0.2468, d1.loss_bbox: 0.1682, d1.loss_iou: 0.4084, d2.loss_cls: 0.2305, d2.loss_bbox: 0.1660, d2.loss_iou: 0.4057, d3.loss_cls: 0.2236, d3.loss_bbox: 0.1660, d3.loss_iou: 0.4047, d4.loss_cls: 0.2210, d4.loss_bbox: 0.1669, d4.loss_iou: 0.4058, dn_loss_cls: 0.0375, dn_loss_bbox: 0.2696, dn_loss_iou: 0.3849, d0.dn_loss_cls: 0.0707, d0.dn_loss_bbox: 0.3929, d0.dn_loss_iou: 0.5111, d1.dn_loss_cls: 0.0456, d1.dn_loss_bbox: 0.2974, d1.dn_loss_iou: 0.4126, d2.dn_loss_cls: 0.0406, d2.dn_loss_bbox: 0.2770, d2.dn_loss_iou: 0.3933, d3.dn_loss_cls: 0.0378, d3.dn_loss_bbox: 0.2710, d3.dn_loss_iou: 0.3867, d4.dn_loss_cls: 0.0372, d4.dn_loss_bbox: 0.2696, d4.dn_loss_iou: 0.3848, loss: 10.3335 2024-06-04 22:19:02,510 - mmdet - INFO - Epoch [4][2150/3665] lr: 2.000e-04, eta: 3 days, 8:33:20, time: 9.215, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2587, interm_loss_bbox: 0.2032, interm_loss_iou: 0.4598, loss_cls: 0.2162, loss_bbox: 0.1657, loss_iou: 0.4024, d0.loss_cls: 0.2724, d0.loss_bbox: 0.1707, d0.loss_iou: 0.4107, d1.loss_cls: 0.2381, d1.loss_bbox: 0.1687, d1.loss_iou: 0.4062, d2.loss_cls: 0.2255, d2.loss_bbox: 0.1658, d2.loss_iou: 0.4038, d3.loss_cls: 0.2194, d3.loss_bbox: 0.1654, d3.loss_iou: 0.4028, d4.loss_cls: 0.2166, d4.loss_bbox: 0.1659, d4.loss_iou: 0.4026, dn_loss_cls: 0.0383, dn_loss_bbox: 0.2798, dn_loss_iou: 0.3793, d0.dn_loss_cls: 0.0716, d0.dn_loss_bbox: 0.4063, d0.dn_loss_iou: 0.5048, d1.dn_loss_cls: 0.0474, d1.dn_loss_bbox: 0.3092, d1.dn_loss_iou: 0.4078, d2.dn_loss_cls: 0.0426, d2.dn_loss_bbox: 0.2879, d2.dn_loss_iou: 0.3876, d3.dn_loss_cls: 0.0394, d3.dn_loss_bbox: 0.2812, d3.dn_loss_iou: 0.3811, d4.dn_loss_cls: 0.0384, d4.dn_loss_bbox: 0.2798, d4.dn_loss_iou: 0.3791, loss: 10.3019 2024-06-04 22:26:51,568 - mmdet - INFO - Epoch [4][2200/3665] lr: 2.000e-04, eta: 3 days, 8:25:27, time: 9.381, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2566, interm_loss_bbox: 0.1992, interm_loss_iou: 0.4558, loss_cls: 0.2151, loss_bbox: 0.1627, loss_iou: 0.3936, d0.loss_cls: 0.2724, d0.loss_bbox: 0.1695, d0.loss_iou: 0.4049, d1.loss_cls: 0.2360, d1.loss_bbox: 0.1678, d1.loss_iou: 0.4005, d2.loss_cls: 0.2241, d2.loss_bbox: 0.1631, d2.loss_iou: 0.3954, d3.loss_cls: 0.2171, d3.loss_bbox: 0.1628, d3.loss_iou: 0.3945, d4.loss_cls: 0.2150, d4.loss_bbox: 0.1626, d4.loss_iou: 0.3937, dn_loss_cls: 0.0349, dn_loss_bbox: 0.2659, dn_loss_iou: 0.3797, d0.dn_loss_cls: 0.0692, d0.dn_loss_bbox: 0.3959, d0.dn_loss_iou: 0.5101, d1.dn_loss_cls: 0.0440, d1.dn_loss_bbox: 0.2969, d1.dn_loss_iou: 0.4096, d2.dn_loss_cls: 0.0391, d2.dn_loss_bbox: 0.2751, d2.dn_loss_iou: 0.3886, d3.dn_loss_cls: 0.0361, d3.dn_loss_bbox: 0.2675, d3.dn_loss_iou: 0.3819, d4.dn_loss_cls: 0.0349, d4.dn_loss_bbox: 0.2659, d4.dn_loss_iou: 0.3796, loss: 10.1371 2024-06-04 22:34:32,322 - mmdet - INFO - Epoch [4][2250/3665] lr: 2.000e-04, eta: 3 days, 8:17:15, time: 9.215, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2563, interm_loss_bbox: 0.2026, interm_loss_iou: 0.4698, loss_cls: 0.2113, loss_bbox: 0.1656, loss_iou: 0.4111, d0.loss_cls: 0.2679, d0.loss_bbox: 0.1731, d0.loss_iou: 0.4220, d1.loss_cls: 0.2332, d1.loss_bbox: 0.1685, d1.loss_iou: 0.4164, d2.loss_cls: 0.2194, d2.loss_bbox: 0.1661, d2.loss_iou: 0.4129, d3.loss_cls: 0.2135, d3.loss_bbox: 0.1646, d3.loss_iou: 0.4111, d4.loss_cls: 0.2115, d4.loss_bbox: 0.1652, d4.loss_iou: 0.4112, dn_loss_cls: 0.0359, dn_loss_bbox: 0.2666, dn_loss_iou: 0.3922, d0.dn_loss_cls: 0.0699, d0.dn_loss_bbox: 0.3812, d0.dn_loss_iou: 0.5133, d1.dn_loss_cls: 0.0449, d1.dn_loss_bbox: 0.2926, d1.dn_loss_iou: 0.4188, d2.dn_loss_cls: 0.0402, d2.dn_loss_bbox: 0.2731, d2.dn_loss_iou: 0.3992, d3.dn_loss_cls: 0.0368, d3.dn_loss_bbox: 0.2679, d3.dn_loss_iou: 0.3938, d4.dn_loss_cls: 0.0359, d4.dn_loss_bbox: 0.2666, d4.dn_loss_iou: 0.3921, loss: 10.2942 2024-06-04 22:42:31,959 - mmdet - INFO - Epoch [4][2300/3665] lr: 2.000e-04, eta: 3 days, 8:09:46, time: 9.593, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2555, interm_loss_bbox: 0.2061, interm_loss_iou: 0.4650, loss_cls: 0.2136, loss_bbox: 0.1669, loss_iou: 0.4035, d0.loss_cls: 0.2693, d0.loss_bbox: 0.1725, d0.loss_iou: 0.4134, d1.loss_cls: 0.2367, d1.loss_bbox: 0.1712, d1.loss_iou: 0.4085, d2.loss_cls: 0.2246, d2.loss_bbox: 0.1679, d2.loss_iou: 0.4044, d3.loss_cls: 0.2164, d3.loss_bbox: 0.1676, d3.loss_iou: 0.4026, d4.loss_cls: 0.2141, d4.loss_bbox: 0.1671, d4.loss_iou: 0.4031, dn_loss_cls: 0.0360, dn_loss_bbox: 0.2822, dn_loss_iou: 0.3798, d0.dn_loss_cls: 0.0701, d0.dn_loss_bbox: 0.4064, d0.dn_loss_iou: 0.5052, d1.dn_loss_cls: 0.0451, d1.dn_loss_bbox: 0.3106, d1.dn_loss_iou: 0.4075, d2.dn_loss_cls: 0.0402, d2.dn_loss_bbox: 0.2899, d2.dn_loss_iou: 0.3880, d3.dn_loss_cls: 0.0369, d3.dn_loss_bbox: 0.2836, d3.dn_loss_iou: 0.3818, d4.dn_loss_cls: 0.0359, d4.dn_loss_bbox: 0.2822, d4.dn_loss_iou: 0.3796, loss: 10.3109 2024-06-04 22:50:20,832 - mmdet - INFO - Epoch [4][2350/3665] lr: 2.000e-04, eta: 3 days, 8:01:53, time: 9.377, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2623, interm_loss_bbox: 0.2091, interm_loss_iou: 0.4725, loss_cls: 0.2224, loss_bbox: 0.1679, loss_iou: 0.4092, d0.loss_cls: 0.2761, d0.loss_bbox: 0.1754, d0.loss_iou: 0.4221, d1.loss_cls: 0.2434, d1.loss_bbox: 0.1730, d1.loss_iou: 0.4164, d2.loss_cls: 0.2304, d2.loss_bbox: 0.1699, d2.loss_iou: 0.4121, d3.loss_cls: 0.2250, d3.loss_bbox: 0.1680, d3.loss_iou: 0.4098, d4.loss_cls: 0.2226, d4.loss_bbox: 0.1680, d4.loss_iou: 0.4100, dn_loss_cls: 0.0389, dn_loss_bbox: 0.2796, dn_loss_iou: 0.3865, d0.dn_loss_cls: 0.0726, d0.dn_loss_bbox: 0.4009, d0.dn_loss_iou: 0.5089, d1.dn_loss_cls: 0.0473, d1.dn_loss_bbox: 0.3077, d1.dn_loss_iou: 0.4141, d2.dn_loss_cls: 0.0425, d2.dn_loss_bbox: 0.2875, d2.dn_loss_iou: 0.3945, d3.dn_loss_cls: 0.0397, d3.dn_loss_bbox: 0.2812, d3.dn_loss_iou: 0.3886, d4.dn_loss_cls: 0.0388, d4.dn_loss_bbox: 0.2797, d4.dn_loss_iou: 0.3864, loss: 10.4609 2024-06-04 22:58:20,943 - mmdet - INFO - Epoch [4][2400/3665] lr: 2.000e-04, eta: 3 days, 7:54:25, time: 9.602, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2627, interm_loss_bbox: 0.2068, interm_loss_iou: 0.4647, loss_cls: 0.2217, loss_bbox: 0.1712, loss_iou: 0.4099, d0.loss_cls: 0.2786, d0.loss_bbox: 0.1772, d0.loss_iou: 0.4176, d1.loss_cls: 0.2433, d1.loss_bbox: 0.1759, d1.loss_iou: 0.4143, d2.loss_cls: 0.2307, d2.loss_bbox: 0.1727, d2.loss_iou: 0.4117, d3.loss_cls: 0.2252, d3.loss_bbox: 0.1711, d3.loss_iou: 0.4105, d4.loss_cls: 0.2225, d4.loss_bbox: 0.1707, d4.loss_iou: 0.4100, dn_loss_cls: 0.0374, dn_loss_bbox: 0.2784, dn_loss_iou: 0.3958, d0.dn_loss_cls: 0.0728, d0.dn_loss_bbox: 0.4028, d0.dn_loss_iou: 0.5217, d1.dn_loss_cls: 0.0468, d1.dn_loss_bbox: 0.3078, d1.dn_loss_iou: 0.4244, d2.dn_loss_cls: 0.0421, d2.dn_loss_bbox: 0.2865, d2.dn_loss_iou: 0.4043, d3.dn_loss_cls: 0.0386, d3.dn_loss_bbox: 0.2798, d3.dn_loss_iou: 0.3979, d4.dn_loss_cls: 0.0377, d4.dn_loss_bbox: 0.2784, d4.dn_loss_iou: 0.3957, loss: 10.5181 2024-06-04 23:06:14,867 - mmdet - INFO - Epoch [4][2450/3665] lr: 2.000e-04, eta: 3 days, 7:46:43, time: 9.478, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2579, interm_loss_bbox: 0.2061, interm_loss_iou: 0.4661, loss_cls: 0.2173, loss_bbox: 0.1681, loss_iou: 0.4030, d0.loss_cls: 0.2744, d0.loss_bbox: 0.1745, d0.loss_iou: 0.4146, d1.loss_cls: 0.2384, d1.loss_bbox: 0.1707, d1.loss_iou: 0.4094, d2.loss_cls: 0.2264, d2.loss_bbox: 0.1686, d2.loss_iou: 0.4050, d3.loss_cls: 0.2199, d3.loss_bbox: 0.1678, d3.loss_iou: 0.4032, d4.loss_cls: 0.2178, d4.loss_bbox: 0.1676, d4.loss_iou: 0.4029, dn_loss_cls: 0.0367, dn_loss_bbox: 0.2670, dn_loss_iou: 0.3890, d0.dn_loss_cls: 0.0717, d0.dn_loss_bbox: 0.3888, d0.dn_loss_iou: 0.5117, d1.dn_loss_cls: 0.0457, d1.dn_loss_bbox: 0.2944, d1.dn_loss_iou: 0.4161, d2.dn_loss_cls: 0.0408, d2.dn_loss_bbox: 0.2740, d2.dn_loss_iou: 0.3965, d3.dn_loss_cls: 0.0378, d3.dn_loss_bbox: 0.2684, d3.dn_loss_iou: 0.3910, d4.dn_loss_cls: 0.0368, d4.dn_loss_bbox: 0.2670, d4.dn_loss_iou: 0.3889, loss: 10.3019 2024-06-04 23:14:09,408 - mmdet - INFO - Epoch [4][2500/3665] lr: 2.000e-04, eta: 3 days, 7:39:03, time: 9.491, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2595, interm_loss_bbox: 0.2032, interm_loss_iou: 0.4585, loss_cls: 0.2151, loss_bbox: 0.1674, loss_iou: 0.4022, d0.loss_cls: 0.2736, d0.loss_bbox: 0.1721, d0.loss_iou: 0.4097, d1.loss_cls: 0.2394, d1.loss_bbox: 0.1696, d1.loss_iou: 0.4057, d2.loss_cls: 0.2244, d2.loss_bbox: 0.1690, d2.loss_iou: 0.4042, d3.loss_cls: 0.2173, d3.loss_bbox: 0.1686, d3.loss_iou: 0.4024, d4.loss_cls: 0.2156, d4.loss_bbox: 0.1674, d4.loss_iou: 0.4018, dn_loss_cls: 0.0375, dn_loss_bbox: 0.2671, dn_loss_iou: 0.3817, d0.dn_loss_cls: 0.0717, d0.dn_loss_bbox: 0.3881, d0.dn_loss_iou: 0.5055, d1.dn_loss_cls: 0.0458, d1.dn_loss_bbox: 0.2944, d1.dn_loss_iou: 0.4098, d2.dn_loss_cls: 0.0410, d2.dn_loss_bbox: 0.2744, d2.dn_loss_iou: 0.3897, d3.dn_loss_cls: 0.0381, d3.dn_loss_bbox: 0.2683, d3.dn_loss_iou: 0.3836, d4.dn_loss_cls: 0.0374, d4.dn_loss_bbox: 0.2671, d4.dn_loss_iou: 0.3816, loss: 10.2295 2024-06-04 23:22:05,171 - mmdet - INFO - Epoch [4][2550/3665] lr: 2.000e-04, eta: 3 days, 7:31:24, time: 9.515, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2515, interm_loss_bbox: 0.1924, interm_loss_iou: 0.4438, loss_cls: 0.2104, loss_bbox: 0.1625, loss_iou: 0.3964, d0.loss_cls: 0.2699, d0.loss_bbox: 0.1650, d0.loss_iou: 0.4006, d1.loss_cls: 0.2338, d1.loss_bbox: 0.1649, d1.loss_iou: 0.3991, d2.loss_cls: 0.2194, d2.loss_bbox: 0.1634, d2.loss_iou: 0.3974, d3.loss_cls: 0.2129, d3.loss_bbox: 0.1625, d3.loss_iou: 0.3966, d4.loss_cls: 0.2107, d4.loss_bbox: 0.1622, d4.loss_iou: 0.3967, dn_loss_cls: 0.0363, dn_loss_bbox: 0.2708, dn_loss_iou: 0.3815, d0.dn_loss_cls: 0.0704, d0.dn_loss_bbox: 0.3969, d0.dn_loss_iou: 0.5073, d1.dn_loss_cls: 0.0458, d1.dn_loss_bbox: 0.3003, d1.dn_loss_iou: 0.4100, d2.dn_loss_cls: 0.0404, d2.dn_loss_bbox: 0.2791, d2.dn_loss_iou: 0.3899, d3.dn_loss_cls: 0.0373, d3.dn_loss_bbox: 0.2723, d3.dn_loss_iou: 0.3836, d4.dn_loss_cls: 0.0363, d4.dn_loss_bbox: 0.2708, d4.dn_loss_iou: 0.3814, loss: 10.1227 2024-06-04 23:30:11,860 - mmdet - INFO - Epoch [4][2600/3665] lr: 2.000e-04, eta: 3 days, 7:24:11, time: 9.734, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2531, interm_loss_bbox: 0.2054, interm_loss_iou: 0.4618, loss_cls: 0.2102, loss_bbox: 0.1720, loss_iou: 0.4086, d0.loss_cls: 0.2672, d0.loss_bbox: 0.1752, d0.loss_iou: 0.4153, d1.loss_cls: 0.2311, d1.loss_bbox: 0.1752, d1.loss_iou: 0.4135, d2.loss_cls: 0.2186, d2.loss_bbox: 0.1726, d2.loss_iou: 0.4098, d3.loss_cls: 0.2127, d3.loss_bbox: 0.1721, d3.loss_iou: 0.4087, d4.loss_cls: 0.2109, d4.loss_bbox: 0.1718, d4.loss_iou: 0.4087, dn_loss_cls: 0.0344, dn_loss_bbox: 0.2696, dn_loss_iou: 0.3802, d0.dn_loss_cls: 0.0684, d0.dn_loss_bbox: 0.3920, d0.dn_loss_iou: 0.5036, d1.dn_loss_cls: 0.0434, d1.dn_loss_bbox: 0.2974, d1.dn_loss_iou: 0.4083, d2.dn_loss_cls: 0.0387, d2.dn_loss_bbox: 0.2766, d2.dn_loss_iou: 0.3884, d3.dn_loss_cls: 0.0355, d3.dn_loss_bbox: 0.2710, d3.dn_loss_iou: 0.3822, d4.dn_loss_cls: 0.0346, d4.dn_loss_bbox: 0.2696, d4.dn_loss_iou: 0.3801, loss: 10.2484 2024-06-04 23:38:09,097 - mmdet - INFO - Epoch [4][2650/3665] lr: 2.000e-04, eta: 3 days, 7:16:36, time: 9.545, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2612, interm_loss_bbox: 0.2021, interm_loss_iou: 0.4566, loss_cls: 0.2206, loss_bbox: 0.1666, loss_iou: 0.4002, d0.loss_cls: 0.2759, d0.loss_bbox: 0.1721, d0.loss_iou: 0.4086, d1.loss_cls: 0.2424, d1.loss_bbox: 0.1702, d1.loss_iou: 0.4054, d2.loss_cls: 0.2296, d2.loss_bbox: 0.1672, d2.loss_iou: 0.4012, d3.loss_cls: 0.2229, d3.loss_bbox: 0.1670, d3.loss_iou: 0.4009, d4.loss_cls: 0.2200, d4.loss_bbox: 0.1667, d4.loss_iou: 0.4008, dn_loss_cls: 0.0353, dn_loss_bbox: 0.2852, dn_loss_iou: 0.3784, d0.dn_loss_cls: 0.0692, d0.dn_loss_bbox: 0.4109, d0.dn_loss_iou: 0.4998, d1.dn_loss_cls: 0.0440, d1.dn_loss_bbox: 0.3130, d1.dn_loss_iou: 0.4057, d2.dn_loss_cls: 0.0392, d2.dn_loss_bbox: 0.2925, d2.dn_loss_iou: 0.3862, d3.dn_loss_cls: 0.0363, d3.dn_loss_bbox: 0.2864, d3.dn_loss_iou: 0.3802, d4.dn_loss_cls: 0.0354, d4.dn_loss_bbox: 0.2852, d4.dn_loss_iou: 0.3783, loss: 10.3194 2024-06-04 23:46:03,173 - mmdet - INFO - Epoch [4][2700/3665] lr: 2.000e-04, eta: 3 days, 7:08:53, time: 9.482, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2554, interm_loss_bbox: 0.1991, interm_loss_iou: 0.4655, loss_cls: 0.2184, loss_bbox: 0.1645, loss_iou: 0.4096, d0.loss_cls: 0.2695, d0.loss_bbox: 0.1725, d0.loss_iou: 0.4227, d1.loss_cls: 0.2373, d1.loss_bbox: 0.1694, d1.loss_iou: 0.4174, d2.loss_cls: 0.2254, d2.loss_bbox: 0.1667, d2.loss_iou: 0.4129, d3.loss_cls: 0.2193, d3.loss_bbox: 0.1654, d3.loss_iou: 0.4109, d4.loss_cls: 0.2185, d4.loss_bbox: 0.1644, d4.loss_iou: 0.4099, dn_loss_cls: 0.0363, dn_loss_bbox: 0.2650, dn_loss_iou: 0.3898, d0.dn_loss_cls: 0.0703, d0.dn_loss_bbox: 0.3868, d0.dn_loss_iou: 0.5138, d1.dn_loss_cls: 0.0453, d1.dn_loss_bbox: 0.2938, d1.dn_loss_iou: 0.4183, d2.dn_loss_cls: 0.0404, d2.dn_loss_bbox: 0.2725, d2.dn_loss_iou: 0.3978, d3.dn_loss_cls: 0.0372, d3.dn_loss_bbox: 0.2664, d3.dn_loss_iou: 0.3916, d4.dn_loss_cls: 0.0363, d4.dn_loss_bbox: 0.2650, d4.dn_loss_iou: 0.3897, loss: 10.3109 2024-06-04 23:54:01,792 - mmdet - INFO - Epoch [4][2750/3665] lr: 2.000e-04, eta: 3 days, 7:01:21, time: 9.572, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2526, interm_loss_bbox: 0.1980, interm_loss_iou: 0.4689, loss_cls: 0.2117, loss_bbox: 0.1655, loss_iou: 0.4171, d0.loss_cls: 0.2686, d0.loss_bbox: 0.1701, d0.loss_iou: 0.4240, d1.loss_cls: 0.2356, d1.loss_bbox: 0.1672, d1.loss_iou: 0.4194, d2.loss_cls: 0.2212, d2.loss_bbox: 0.1659, d2.loss_iou: 0.4177, d3.loss_cls: 0.2143, d3.loss_bbox: 0.1654, d3.loss_iou: 0.4166, d4.loss_cls: 0.2119, d4.loss_bbox: 0.1656, d4.loss_iou: 0.4175, dn_loss_cls: 0.0336, dn_loss_bbox: 0.2682, dn_loss_iou: 0.3855, d0.dn_loss_cls: 0.0683, d0.dn_loss_bbox: 0.3860, d0.dn_loss_iou: 0.5055, d1.dn_loss_cls: 0.0431, d1.dn_loss_bbox: 0.2949, d1.dn_loss_iou: 0.4117, d2.dn_loss_cls: 0.0380, d2.dn_loss_bbox: 0.2753, d2.dn_loss_iou: 0.3927, d3.dn_loss_cls: 0.0346, d3.dn_loss_bbox: 0.2696, d3.dn_loss_iou: 0.3870, d4.dn_loss_cls: 0.0337, d4.dn_loss_bbox: 0.2682, d4.dn_loss_iou: 0.3853, loss: 10.2759 2024-06-05 00:01:44,852 - mmdet - INFO - Epoch [4][2800/3665] lr: 2.000e-04, eta: 3 days, 6:53:14, time: 9.261, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2539, interm_loss_bbox: 0.2000, interm_loss_iou: 0.4593, loss_cls: 0.2136, loss_bbox: 0.1654, loss_iou: 0.4031, d0.loss_cls: 0.2701, d0.loss_bbox: 0.1711, d0.loss_iou: 0.4143, d1.loss_cls: 0.2363, d1.loss_bbox: 0.1700, d1.loss_iou: 0.4107, d2.loss_cls: 0.2235, d2.loss_bbox: 0.1668, d2.loss_iou: 0.4053, d3.loss_cls: 0.2170, d3.loss_bbox: 0.1649, d3.loss_iou: 0.4031, d4.loss_cls: 0.2143, d4.loss_bbox: 0.1654, d4.loss_iou: 0.4033, dn_loss_cls: 0.0345, dn_loss_bbox: 0.2686, dn_loss_iou: 0.3809, d0.dn_loss_cls: 0.0695, d0.dn_loss_bbox: 0.3925, d0.dn_loss_iou: 0.5063, d1.dn_loss_cls: 0.0444, d1.dn_loss_bbox: 0.2990, d1.dn_loss_iou: 0.4103, d2.dn_loss_cls: 0.0391, d2.dn_loss_bbox: 0.2771, d2.dn_loss_iou: 0.3896, d3.dn_loss_cls: 0.0357, d3.dn_loss_bbox: 0.2704, d3.dn_loss_iou: 0.3830, d4.dn_loss_cls: 0.0346, d4.dn_loss_bbox: 0.2686, d4.dn_loss_iou: 0.3807, loss: 10.2168 2024-06-05 00:09:25,164 - mmdet - INFO - Epoch [4][2850/3665] lr: 2.000e-04, eta: 3 days, 6:45:02, time: 9.206, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2592, interm_loss_bbox: 0.1965, interm_loss_iou: 0.4572, loss_cls: 0.2207, loss_bbox: 0.1652, loss_iou: 0.4038, d0.loss_cls: 0.2773, d0.loss_bbox: 0.1707, d0.loss_iou: 0.4133, d1.loss_cls: 0.2438, d1.loss_bbox: 0.1682, d1.loss_iou: 0.4072, d2.loss_cls: 0.2305, d2.loss_bbox: 0.1664, d2.loss_iou: 0.4052, d3.loss_cls: 0.2233, d3.loss_bbox: 0.1652, d3.loss_iou: 0.4041, d4.loss_cls: 0.2205, d4.loss_bbox: 0.1654, d4.loss_iou: 0.4046, dn_loss_cls: 0.0357, dn_loss_bbox: 0.2733, dn_loss_iou: 0.3916, d0.dn_loss_cls: 0.0703, d0.dn_loss_bbox: 0.3908, d0.dn_loss_iou: 0.5187, d1.dn_loss_cls: 0.0450, d1.dn_loss_bbox: 0.3000, d1.dn_loss_iou: 0.4205, d2.dn_loss_cls: 0.0397, d2.dn_loss_bbox: 0.2812, d2.dn_loss_iou: 0.4003, d3.dn_loss_cls: 0.0365, d3.dn_loss_bbox: 0.2749, d3.dn_loss_iou: 0.3937, d4.dn_loss_cls: 0.0358, d4.dn_loss_bbox: 0.2733, d4.dn_loss_iou: 0.3914, loss: 10.3409 2024-06-05 00:17:22,220 - mmdet - INFO - Epoch [4][2900/3665] lr: 2.000e-04, eta: 3 days, 6:37:26, time: 9.541, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2576, interm_loss_bbox: 0.2045, interm_loss_iou: 0.4663, loss_cls: 0.2185, loss_bbox: 0.1667, loss_iou: 0.4074, d0.loss_cls: 0.2766, d0.loss_bbox: 0.1734, d0.loss_iou: 0.4168, d1.loss_cls: 0.2414, d1.loss_bbox: 0.1707, d1.loss_iou: 0.4135, d2.loss_cls: 0.2269, d2.loss_bbox: 0.1694, d2.loss_iou: 0.4100, d3.loss_cls: 0.2207, d3.loss_bbox: 0.1672, d3.loss_iou: 0.4088, d4.loss_cls: 0.2185, d4.loss_bbox: 0.1673, d4.loss_iou: 0.4077, dn_loss_cls: 0.0383, dn_loss_bbox: 0.2736, dn_loss_iou: 0.3747, d0.dn_loss_cls: 0.0704, d0.dn_loss_bbox: 0.4025, d0.dn_loss_iou: 0.4983, d1.dn_loss_cls: 0.0462, d1.dn_loss_bbox: 0.3053, d1.dn_loss_iou: 0.4039, d2.dn_loss_cls: 0.0414, d2.dn_loss_bbox: 0.2820, d2.dn_loss_iou: 0.3830, d3.dn_loss_cls: 0.0386, d3.dn_loss_bbox: 0.2751, d3.dn_loss_iou: 0.3768, d4.dn_loss_cls: 0.0379, d4.dn_loss_bbox: 0.2737, d4.dn_loss_iou: 0.3746, loss: 10.3061 2024-06-05 00:25:20,851 - mmdet - INFO - Epoch [4][2950/3665] lr: 2.000e-04, eta: 3 days, 6:29:53, time: 9.573, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2506, interm_loss_bbox: 0.2046, interm_loss_iou: 0.4516, loss_cls: 0.2111, loss_bbox: 0.1669, loss_iou: 0.3927, d0.loss_cls: 0.2697, d0.loss_bbox: 0.1708, d0.loss_iou: 0.4001, d1.loss_cls: 0.2346, d1.loss_bbox: 0.1686, d1.loss_iou: 0.3962, d2.loss_cls: 0.2203, d2.loss_bbox: 0.1678, d2.loss_iou: 0.3933, d3.loss_cls: 0.2123, d3.loss_bbox: 0.1676, d3.loss_iou: 0.3938, d4.loss_cls: 0.2110, d4.loss_bbox: 0.1670, d4.loss_iou: 0.3933, dn_loss_cls: 0.0354, dn_loss_bbox: 0.2741, dn_loss_iou: 0.3733, d0.dn_loss_cls: 0.0692, d0.dn_loss_bbox: 0.3995, d0.dn_loss_iou: 0.5014, d1.dn_loss_cls: 0.0447, d1.dn_loss_bbox: 0.3019, d1.dn_loss_iou: 0.4011, d2.dn_loss_cls: 0.0396, d2.dn_loss_bbox: 0.2813, d2.dn_loss_iou: 0.3810, d3.dn_loss_cls: 0.0363, d3.dn_loss_bbox: 0.2754, d3.dn_loss_iou: 0.3751, d4.dn_loss_cls: 0.0353, d4.dn_loss_bbox: 0.2741, d4.dn_loss_iou: 0.3732, loss: 10.1157 2024-06-05 00:33:20,818 - mmdet - INFO - Epoch [4][3000/3665] lr: 2.000e-04, eta: 3 days, 6:22:23, time: 9.599, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2532, interm_loss_bbox: 0.2045, interm_loss_iou: 0.4687, loss_cls: 0.2136, loss_bbox: 0.1652, loss_iou: 0.4081, d0.loss_cls: 0.2705, d0.loss_bbox: 0.1708, d0.loss_iou: 0.4180, d1.loss_cls: 0.2375, d1.loss_bbox: 0.1683, d1.loss_iou: 0.4134, d2.loss_cls: 0.2232, d2.loss_bbox: 0.1663, d2.loss_iou: 0.4096, d3.loss_cls: 0.2157, d3.loss_bbox: 0.1658, d3.loss_iou: 0.4093, d4.loss_cls: 0.2143, d4.loss_bbox: 0.1650, d4.loss_iou: 0.4083, dn_loss_cls: 0.0356, dn_loss_bbox: 0.2747, dn_loss_iou: 0.3861, d0.dn_loss_cls: 0.0698, d0.dn_loss_bbox: 0.3970, d0.dn_loss_iou: 0.5106, d1.dn_loss_cls: 0.0448, d1.dn_loss_bbox: 0.3024, d1.dn_loss_iou: 0.4137, d2.dn_loss_cls: 0.0401, d2.dn_loss_bbox: 0.2825, d2.dn_loss_iou: 0.3943, d3.dn_loss_cls: 0.0367, d3.dn_loss_bbox: 0.2761, d3.dn_loss_iou: 0.3880, d4.dn_loss_cls: 0.0358, d4.dn_loss_bbox: 0.2747, d4.dn_loss_iou: 0.3860, loss: 10.3181 2024-06-05 00:41:18,502 - mmdet - INFO - Epoch [4][3050/3665] lr: 2.000e-04, eta: 3 days, 6:14:48, time: 9.554, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2604, interm_loss_bbox: 0.2053, interm_loss_iou: 0.4460, loss_cls: 0.2198, loss_bbox: 0.1684, loss_iou: 0.3901, d0.loss_cls: 0.2749, d0.loss_bbox: 0.1748, d0.loss_iou: 0.4007, d1.loss_cls: 0.2419, d1.loss_bbox: 0.1726, d1.loss_iou: 0.3953, d2.loss_cls: 0.2286, d2.loss_bbox: 0.1700, d2.loss_iou: 0.3922, d3.loss_cls: 0.2206, d3.loss_bbox: 0.1699, d3.loss_iou: 0.3915, d4.loss_cls: 0.2192, d4.loss_bbox: 0.1690, d4.loss_iou: 0.3911, dn_loss_cls: 0.0363, dn_loss_bbox: 0.2834, dn_loss_iou: 0.3790, d0.dn_loss_cls: 0.0712, d0.dn_loss_bbox: 0.4150, d0.dn_loss_iou: 0.5041, d1.dn_loss_cls: 0.0453, d1.dn_loss_bbox: 0.3135, d1.dn_loss_iou: 0.4079, d2.dn_loss_cls: 0.0403, d2.dn_loss_bbox: 0.2910, d2.dn_loss_iou: 0.3873, d3.dn_loss_cls: 0.0372, d3.dn_loss_bbox: 0.2847, d3.dn_loss_iou: 0.3809, d4.dn_loss_cls: 0.0364, d4.dn_loss_bbox: 0.2834, d4.dn_loss_iou: 0.3788, loss: 10.2778 2024-06-05 00:49:12,319 - mmdet - INFO - Epoch [4][3100/3665] lr: 2.000e-04, eta: 3 days, 6:07:05, time: 9.476, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2563, interm_loss_bbox: 0.1999, interm_loss_iou: 0.4633, loss_cls: 0.2169, loss_bbox: 0.1654, loss_iou: 0.4062, d0.loss_cls: 0.2698, d0.loss_bbox: 0.1712, d0.loss_iou: 0.4172, d1.loss_cls: 0.2385, d1.loss_bbox: 0.1684, d1.loss_iou: 0.4124, d2.loss_cls: 0.2258, d2.loss_bbox: 0.1653, d2.loss_iou: 0.4074, d3.loss_cls: 0.2189, d3.loss_bbox: 0.1659, d3.loss_iou: 0.4072, d4.loss_cls: 0.2166, d4.loss_bbox: 0.1657, d4.loss_iou: 0.4064, dn_loss_cls: 0.0351, dn_loss_bbox: 0.2635, dn_loss_iou: 0.3732, d0.dn_loss_cls: 0.0695, d0.dn_loss_bbox: 0.3816, d0.dn_loss_iou: 0.4950, d1.dn_loss_cls: 0.0441, d1.dn_loss_bbox: 0.2894, d1.dn_loss_iou: 0.4007, d2.dn_loss_cls: 0.0394, d2.dn_loss_bbox: 0.2705, d2.dn_loss_iou: 0.3812, d3.dn_loss_cls: 0.0361, d3.dn_loss_bbox: 0.2649, d3.dn_loss_iou: 0.3751, d4.dn_loss_cls: 0.0352, d4.dn_loss_bbox: 0.2635, d4.dn_loss_iou: 0.3731, loss: 10.1559 2024-06-05 00:57:12,236 - mmdet - INFO - Epoch [4][3150/3665] lr: 2.000e-04, eta: 3 days, 5:59:34, time: 9.598, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2603, interm_loss_bbox: 0.2001, interm_loss_iou: 0.4685, loss_cls: 0.2186, loss_bbox: 0.1650, loss_iou: 0.4118, d0.loss_cls: 0.2758, d0.loss_bbox: 0.1687, d0.loss_iou: 0.4185, d1.loss_cls: 0.2415, d1.loss_bbox: 0.1672, d1.loss_iou: 0.4160, d2.loss_cls: 0.2274, d2.loss_bbox: 0.1651, d2.loss_iou: 0.4129, d3.loss_cls: 0.2206, d3.loss_bbox: 0.1650, d3.loss_iou: 0.4119, d4.loss_cls: 0.2178, d4.loss_bbox: 0.1658, d4.loss_iou: 0.4131, dn_loss_cls: 0.0345, dn_loss_bbox: 0.2719, dn_loss_iou: 0.3691, d0.dn_loss_cls: 0.0694, d0.dn_loss_bbox: 0.3981, d0.dn_loss_iou: 0.4927, d1.dn_loss_cls: 0.0442, d1.dn_loss_bbox: 0.3015, d1.dn_loss_iou: 0.3970, d2.dn_loss_cls: 0.0392, d2.dn_loss_bbox: 0.2803, d2.dn_loss_iou: 0.3776, d3.dn_loss_cls: 0.0356, d3.dn_loss_bbox: 0.2735, d3.dn_loss_iou: 0.3712, d4.dn_loss_cls: 0.0348, d4.dn_loss_bbox: 0.2720, d4.dn_loss_iou: 0.3690, loss: 10.2433 2024-06-05 01:04:54,822 - mmdet - INFO - Epoch [4][3200/3665] lr: 2.000e-04, eta: 3 days, 5:51:27, time: 9.252, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2505, interm_loss_bbox: 0.2027, interm_loss_iou: 0.4592, loss_cls: 0.2133, loss_bbox: 0.1633, loss_iou: 0.3984, d0.loss_cls: 0.2664, d0.loss_bbox: 0.1714, d0.loss_iou: 0.4100, d1.loss_cls: 0.2321, d1.loss_bbox: 0.1691, d1.loss_iou: 0.4073, d2.loss_cls: 0.2204, d2.loss_bbox: 0.1656, d2.loss_iou: 0.4013, d3.loss_cls: 0.2152, d3.loss_bbox: 0.1639, d3.loss_iou: 0.3996, d4.loss_cls: 0.2134, d4.loss_bbox: 0.1634, d4.loss_iou: 0.3989, dn_loss_cls: 0.0357, dn_loss_bbox: 0.2676, dn_loss_iou: 0.3733, d0.dn_loss_cls: 0.0688, d0.dn_loss_bbox: 0.3882, d0.dn_loss_iou: 0.4958, d1.dn_loss_cls: 0.0437, d1.dn_loss_bbox: 0.2933, d1.dn_loss_iou: 0.3997, d2.dn_loss_cls: 0.0390, d2.dn_loss_bbox: 0.2742, d2.dn_loss_iou: 0.3808, d3.dn_loss_cls: 0.0363, d3.dn_loss_bbox: 0.2688, d3.dn_loss_iou: 0.3751, d4.dn_loss_cls: 0.0357, d4.dn_loss_bbox: 0.2676, d4.dn_loss_iou: 0.3732, loss: 10.1024 2024-06-05 01:12:55,567 - mmdet - INFO - Epoch [4][3250/3665] lr: 2.000e-04, eta: 3 days, 5:43:58, time: 9.615, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2511, interm_loss_bbox: 0.1988, interm_loss_iou: 0.4603, loss_cls: 0.2114, loss_bbox: 0.1590, loss_iou: 0.4006, d0.loss_cls: 0.2666, d0.loss_bbox: 0.1658, d0.loss_iou: 0.4099, d1.loss_cls: 0.2331, d1.loss_bbox: 0.1635, d1.loss_iou: 0.4063, d2.loss_cls: 0.2204, d2.loss_bbox: 0.1604, d2.loss_iou: 0.4016, d3.loss_cls: 0.2141, d3.loss_bbox: 0.1594, d3.loss_iou: 0.3992, d4.loss_cls: 0.2119, d4.loss_bbox: 0.1589, d4.loss_iou: 0.3999, dn_loss_cls: 0.0344, dn_loss_bbox: 0.2743, dn_loss_iou: 0.3777, d0.dn_loss_cls: 0.0689, d0.dn_loss_bbox: 0.4015, d0.dn_loss_iou: 0.5032, d1.dn_loss_cls: 0.0438, d1.dn_loss_bbox: 0.3031, d1.dn_loss_iou: 0.4053, d2.dn_loss_cls: 0.0386, d2.dn_loss_bbox: 0.2820, d2.dn_loss_iou: 0.3855, d3.dn_loss_cls: 0.0353, d3.dn_loss_bbox: 0.2755, d3.dn_loss_iou: 0.3795, d4.dn_loss_cls: 0.0345, d4.dn_loss_bbox: 0.2743, d4.dn_loss_iou: 0.3775, loss: 10.1472 2024-06-05 01:20:37,866 - mmdet - INFO - Epoch [4][3300/3665] lr: 2.000e-04, eta: 3 days, 5:35:50, time: 9.246, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2551, interm_loss_bbox: 0.1998, interm_loss_iou: 0.4704, loss_cls: 0.2138, loss_bbox: 0.1646, loss_iou: 0.4105, d0.loss_cls: 0.2690, d0.loss_bbox: 0.1721, d0.loss_iou: 0.4213, d1.loss_cls: 0.2359, d1.loss_bbox: 0.1678, d1.loss_iou: 0.4167, d2.loss_cls: 0.2248, d2.loss_bbox: 0.1645, d2.loss_iou: 0.4107, d3.loss_cls: 0.2165, d3.loss_bbox: 0.1645, d3.loss_iou: 0.4102, d4.loss_cls: 0.2137, d4.loss_bbox: 0.1649, d4.loss_iou: 0.4108, dn_loss_cls: 0.0354, dn_loss_bbox: 0.2722, dn_loss_iou: 0.3797, d0.dn_loss_cls: 0.0703, d0.dn_loss_bbox: 0.4031, d0.dn_loss_iou: 0.5098, d1.dn_loss_cls: 0.0445, d1.dn_loss_bbox: 0.3027, d1.dn_loss_iou: 0.4086, d2.dn_loss_cls: 0.0397, d2.dn_loss_bbox: 0.2802, d2.dn_loss_iou: 0.3880, d3.dn_loss_cls: 0.0363, d3.dn_loss_bbox: 0.2736, d3.dn_loss_iou: 0.3817, d4.dn_loss_cls: 0.0353, d4.dn_loss_bbox: 0.2722, d4.dn_loss_iou: 0.3796, loss: 10.2905 2024-06-05 01:28:31,947 - mmdet - INFO - Epoch [4][3350/3665] lr: 2.000e-04, eta: 3 days, 5:28:07, time: 9.482, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2530, interm_loss_bbox: 0.2000, interm_loss_iou: 0.4657, loss_cls: 0.2125, loss_bbox: 0.1667, loss_iou: 0.4147, d0.loss_cls: 0.2730, d0.loss_bbox: 0.1710, d0.loss_iou: 0.4190, d1.loss_cls: 0.2371, d1.loss_bbox: 0.1682, d1.loss_iou: 0.4165, d2.loss_cls: 0.2234, d2.loss_bbox: 0.1660, d2.loss_iou: 0.4131, d3.loss_cls: 0.2149, d3.loss_bbox: 0.1664, d3.loss_iou: 0.4142, d4.loss_cls: 0.2125, d4.loss_bbox: 0.1666, d4.loss_iou: 0.4148, dn_loss_cls: 0.0342, dn_loss_bbox: 0.2643, dn_loss_iou: 0.3792, d0.dn_loss_cls: 0.0679, d0.dn_loss_bbox: 0.3848, d0.dn_loss_iou: 0.5054, d1.dn_loss_cls: 0.0430, d1.dn_loss_bbox: 0.2910, d1.dn_loss_iou: 0.4070, d2.dn_loss_cls: 0.0379, d2.dn_loss_bbox: 0.2713, d2.dn_loss_iou: 0.3870, d3.dn_loss_cls: 0.0350, d3.dn_loss_bbox: 0.2656, d3.dn_loss_iou: 0.3812, d4.dn_loss_cls: 0.0342, d4.dn_loss_bbox: 0.2644, d4.dn_loss_iou: 0.3791, loss: 10.2218 2024-06-05 01:36:22,457 - mmdet - INFO - Epoch [4][3400/3665] lr: 2.000e-04, eta: 3 days, 5:20:16, time: 9.410, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2554, interm_loss_bbox: 0.1978, interm_loss_iou: 0.4530, loss_cls: 0.2117, loss_bbox: 0.1636, loss_iou: 0.4011, d0.loss_cls: 0.2718, d0.loss_bbox: 0.1678, d0.loss_iou: 0.4045, d1.loss_cls: 0.2351, d1.loss_bbox: 0.1673, d1.loss_iou: 0.4040, d2.loss_cls: 0.2229, d2.loss_bbox: 0.1639, d2.loss_iou: 0.4004, d3.loss_cls: 0.2151, d3.loss_bbox: 0.1634, d3.loss_iou: 0.4002, d4.loss_cls: 0.2129, d4.loss_bbox: 0.1629, d4.loss_iou: 0.4006, dn_loss_cls: 0.0341, dn_loss_bbox: 0.2758, dn_loss_iou: 0.3759, d0.dn_loss_cls: 0.0676, d0.dn_loss_bbox: 0.4000, d0.dn_loss_iou: 0.5000, d1.dn_loss_cls: 0.0433, d1.dn_loss_bbox: 0.3040, d1.dn_loss_iou: 0.4041, d2.dn_loss_cls: 0.0381, d2.dn_loss_bbox: 0.2837, d2.dn_loss_iou: 0.3845, d3.dn_loss_cls: 0.0350, d3.dn_loss_bbox: 0.2774, d3.dn_loss_iou: 0.3780, d4.dn_loss_cls: 0.0341, d4.dn_loss_bbox: 0.2759, d4.dn_loss_iou: 0.3757, loss: 10.1624 2024-06-05 01:44:15,869 - mmdet - INFO - Epoch [4][3450/3665] lr: 2.000e-04, eta: 3 days, 5:12:31, time: 9.468, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2538, interm_loss_bbox: 0.2042, interm_loss_iou: 0.4680, loss_cls: 0.2150, loss_bbox: 0.1646, loss_iou: 0.4065, d0.loss_cls: 0.2720, d0.loss_bbox: 0.1710, d0.loss_iou: 0.4149, d1.loss_cls: 0.2358, d1.loss_bbox: 0.1698, d1.loss_iou: 0.4130, d2.loss_cls: 0.2242, d2.loss_bbox: 0.1662, d2.loss_iou: 0.4084, d3.loss_cls: 0.2188, d3.loss_bbox: 0.1643, d3.loss_iou: 0.4057, d4.loss_cls: 0.2162, d4.loss_bbox: 0.1640, d4.loss_iou: 0.4056, dn_loss_cls: 0.0358, dn_loss_bbox: 0.2696, dn_loss_iou: 0.3793, d0.dn_loss_cls: 0.0710, d0.dn_loss_bbox: 0.3941, d0.dn_loss_iou: 0.5035, d1.dn_loss_cls: 0.0452, d1.dn_loss_bbox: 0.2982, d1.dn_loss_iou: 0.4068, d2.dn_loss_cls: 0.0402, d2.dn_loss_bbox: 0.2778, d2.dn_loss_iou: 0.3878, d3.dn_loss_cls: 0.0369, d3.dn_loss_bbox: 0.2712, d3.dn_loss_iou: 0.3811, d4.dn_loss_cls: 0.0359, d4.dn_loss_bbox: 0.2696, d4.dn_loss_iou: 0.3792, loss: 10.2452 2024-06-05 01:52:08,511 - mmdet - INFO - Epoch [4][3500/3665] lr: 2.000e-04, eta: 3 days, 5:04:45, time: 9.453, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2539, interm_loss_bbox: 0.1942, interm_loss_iou: 0.4664, loss_cls: 0.2170, loss_bbox: 0.1597, loss_iou: 0.4097, d0.loss_cls: 0.2739, d0.loss_bbox: 0.1640, d0.loss_iou: 0.4155, d1.loss_cls: 0.2394, d1.loss_bbox: 0.1629, d1.loss_iou: 0.4139, d2.loss_cls: 0.2262, d2.loss_bbox: 0.1605, d2.loss_iou: 0.4108, d3.loss_cls: 0.2194, d3.loss_bbox: 0.1599, d3.loss_iou: 0.4100, d4.loss_cls: 0.2169, d4.loss_bbox: 0.1601, d4.loss_iou: 0.4103, dn_loss_cls: 0.0373, dn_loss_bbox: 0.2712, dn_loss_iou: 0.3831, d0.dn_loss_cls: 0.0709, d0.dn_loss_bbox: 0.3919, d0.dn_loss_iou: 0.5023, d1.dn_loss_cls: 0.0457, d1.dn_loss_bbox: 0.2972, d1.dn_loss_iou: 0.4092, d2.dn_loss_cls: 0.0407, d2.dn_loss_bbox: 0.2786, d2.dn_loss_iou: 0.3906, d3.dn_loss_cls: 0.0378, d3.dn_loss_bbox: 0.2724, d3.dn_loss_iou: 0.3849, d4.dn_loss_cls: 0.0373, d4.dn_loss_bbox: 0.2712, d4.dn_loss_iou: 0.3829, loss: 10.2497 2024-06-05 01:59:53,831 - mmdet - INFO - Epoch [4][3550/3665] lr: 2.000e-04, eta: 3 days, 4:56:44, time: 9.306, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2515, interm_loss_bbox: 0.1996, interm_loss_iou: 0.4523, loss_cls: 0.2102, loss_bbox: 0.1630, loss_iou: 0.3923, d0.loss_cls: 0.2706, d0.loss_bbox: 0.1684, d0.loss_iou: 0.4004, d1.loss_cls: 0.2340, d1.loss_bbox: 0.1655, d1.loss_iou: 0.3962, d2.loss_cls: 0.2219, d2.loss_bbox: 0.1624, d2.loss_iou: 0.3915, d3.loss_cls: 0.2145, d3.loss_bbox: 0.1622, d3.loss_iou: 0.3912, d4.loss_cls: 0.2111, d4.loss_bbox: 0.1635, d4.loss_iou: 0.3922, dn_loss_cls: 0.0338, dn_loss_bbox: 0.2633, dn_loss_iou: 0.3689, d0.dn_loss_cls: 0.0685, d0.dn_loss_bbox: 0.3865, d0.dn_loss_iou: 0.4906, d1.dn_loss_cls: 0.0432, d1.dn_loss_bbox: 0.2908, d1.dn_loss_iou: 0.3962, d2.dn_loss_cls: 0.0382, d2.dn_loss_bbox: 0.2704, d2.dn_loss_iou: 0.3766, d3.dn_loss_cls: 0.0349, d3.dn_loss_bbox: 0.2647, d3.dn_loss_iou: 0.3708, d4.dn_loss_cls: 0.0341, d4.dn_loss_bbox: 0.2634, d4.dn_loss_iou: 0.3688, loss: 9.9780 2024-06-05 02:07:45,377 - mmdet - INFO - Epoch [4][3600/3665] lr: 2.000e-04, eta: 3 days, 4:48:55, time: 9.431, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2488, interm_loss_bbox: 0.1922, interm_loss_iou: 0.4524, loss_cls: 0.2092, loss_bbox: 0.1622, loss_iou: 0.4024, d0.loss_cls: 0.2692, d0.loss_bbox: 0.1640, d0.loss_iou: 0.4083, d1.loss_cls: 0.2341, d1.loss_bbox: 0.1640, d1.loss_iou: 0.4058, d2.loss_cls: 0.2185, d2.loss_bbox: 0.1639, d2.loss_iou: 0.4042, d3.loss_cls: 0.2113, d3.loss_bbox: 0.1630, d3.loss_iou: 0.4035, d4.loss_cls: 0.2089, d4.loss_bbox: 0.1628, d4.loss_iou: 0.4033, dn_loss_cls: 0.0332, dn_loss_bbox: 0.2568, dn_loss_iou: 0.3755, d0.dn_loss_cls: 0.0668, d0.dn_loss_bbox: 0.3749, d0.dn_loss_iou: 0.4997, d1.dn_loss_cls: 0.0418, d1.dn_loss_bbox: 0.2824, d1.dn_loss_iou: 0.4029, d2.dn_loss_cls: 0.0370, d2.dn_loss_bbox: 0.2640, d2.dn_loss_iou: 0.3835, d3.dn_loss_cls: 0.0341, d3.dn_loss_bbox: 0.2582, d3.dn_loss_iou: 0.3775, d4.dn_loss_cls: 0.0332, d4.dn_loss_bbox: 0.2568, d4.dn_loss_iou: 0.3754, loss: 10.0057 2024-06-05 02:15:42,408 - mmdet - INFO - Epoch [4][3650/3665] lr: 2.000e-04, eta: 3 days, 4:41:18, time: 9.541, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2501, interm_loss_bbox: 0.1913, interm_loss_iou: 0.4599, loss_cls: 0.2099, loss_bbox: 0.1593, loss_iou: 0.4074, d0.loss_cls: 0.2664, d0.loss_bbox: 0.1641, d0.loss_iou: 0.4131, d1.loss_cls: 0.2326, d1.loss_bbox: 0.1620, d1.loss_iou: 0.4110, d2.loss_cls: 0.2187, d2.loss_bbox: 0.1602, d2.loss_iou: 0.4087, d3.loss_cls: 0.2123, d3.loss_bbox: 0.1599, d3.loss_iou: 0.4076, d4.loss_cls: 0.2100, d4.loss_bbox: 0.1595, d4.loss_iou: 0.4077, dn_loss_cls: 0.0332, dn_loss_bbox: 0.2539, dn_loss_iou: 0.3759, d0.dn_loss_cls: 0.0679, d0.dn_loss_bbox: 0.3700, d0.dn_loss_iou: 0.4969, d1.dn_loss_cls: 0.0426, d1.dn_loss_bbox: 0.2809, d1.dn_loss_iou: 0.4037, d2.dn_loss_cls: 0.0373, d2.dn_loss_bbox: 0.2611, d2.dn_loss_iou: 0.3840, d3.dn_loss_cls: 0.0341, d3.dn_loss_bbox: 0.2551, d3.dn_loss_iou: 0.3778, d4.dn_loss_cls: 0.0332, d4.dn_loss_bbox: 0.2539, d4.dn_loss_iou: 0.3758, loss: 10.0091 2024-06-05 02:18:04,990 - mmdet - INFO - Saving checkpoint at 4 epochs 2024-06-05 02:22:14,122 - mmdet - INFO - Evaluating bbox... 2024-06-05 02:24:00,132 - 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 ] = 0.732 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.588 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.357 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.585 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.718 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 ] = 0.736 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.736 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 ] = 0.786 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.907 2024-06-05 02:24:01,946 - mmdet - INFO - Exp name: dino_4scale_internvit_h6b_1024_768_fpn_1x_coco_bs32_ms.py 2024-06-05 02:24:01,948 - mmdet - INFO - Epoch(val) [4][313] bbox_mAP: 0.5420, bbox_mAP_50: 0.7320, bbox_mAP_75: 0.5880, bbox_mAP_s: 0.3570, bbox_mAP_m: 0.5850, bbox_mAP_l: 0.7180, bbox_mAP_copypaste: 0.542 0.732 0.588 0.357 0.585 0.718 2024-06-05 02:31:55,021 - mmdet - INFO - Epoch [5][50/3665] lr: 2.000e-04, eta: 3 days, 4:26:30, time: 9.461, data_time: 0.069, memory: 37236, interm_loss_cls: 0.2483, interm_loss_bbox: 0.2033, interm_loss_iou: 0.4658, loss_cls: 0.2077, loss_bbox: 0.1637, loss_iou: 0.4033, d0.loss_cls: 0.2659, d0.loss_bbox: 0.1671, d0.loss_iou: 0.4107, d1.loss_cls: 0.2297, d1.loss_bbox: 0.1659, d1.loss_iou: 0.4065, d2.loss_cls: 0.2166, d2.loss_bbox: 0.1633, d2.loss_iou: 0.4030, d3.loss_cls: 0.2104, d3.loss_bbox: 0.1630, d3.loss_iou: 0.4028, d4.loss_cls: 0.2082, d4.loss_bbox: 0.1634, d4.loss_iou: 0.4033, dn_loss_cls: 0.0335, dn_loss_bbox: 0.2579, dn_loss_iou: 0.3671, d0.dn_loss_cls: 0.0676, d0.dn_loss_bbox: 0.3790, d0.dn_loss_iou: 0.4899, d1.dn_loss_cls: 0.0428, d1.dn_loss_bbox: 0.2856, d1.dn_loss_iou: 0.3948, d2.dn_loss_cls: 0.0376, d2.dn_loss_bbox: 0.2653, d2.dn_loss_iou: 0.3751, d3.dn_loss_cls: 0.0346, d3.dn_loss_bbox: 0.2594, d3.dn_loss_iou: 0.3690, d4.dn_loss_cls: 0.0337, d4.dn_loss_bbox: 0.2579, d4.dn_loss_iou: 0.3670, loss: 9.9897 2024-06-05 02:39:44,547 - mmdet - INFO - Epoch [5][100/3665] lr: 2.000e-04, eta: 3 days, 4:18:39, time: 9.391, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2500, interm_loss_bbox: 0.1970, interm_loss_iou: 0.4680, loss_cls: 0.2082, loss_bbox: 0.1595, loss_iou: 0.4085, d0.loss_cls: 0.2646, d0.loss_bbox: 0.1657, d0.loss_iou: 0.4181, d1.loss_cls: 0.2295, d1.loss_bbox: 0.1633, d1.loss_iou: 0.4131, d2.loss_cls: 0.2163, d2.loss_bbox: 0.1610, d2.loss_iou: 0.4103, d3.loss_cls: 0.2104, d3.loss_bbox: 0.1602, d3.loss_iou: 0.4092, d4.loss_cls: 0.2084, d4.loss_bbox: 0.1601, d4.loss_iou: 0.4094, dn_loss_cls: 0.0338, dn_loss_bbox: 0.2626, dn_loss_iou: 0.3843, d0.dn_loss_cls: 0.0678, d0.dn_loss_bbox: 0.3809, d0.dn_loss_iou: 0.5080, d1.dn_loss_cls: 0.0434, d1.dn_loss_bbox: 0.2881, d1.dn_loss_iou: 0.4117, d2.dn_loss_cls: 0.0380, d2.dn_loss_bbox: 0.2694, d2.dn_loss_iou: 0.3922, d3.dn_loss_cls: 0.0348, d3.dn_loss_bbox: 0.2637, d3.dn_loss_iou: 0.3862, d4.dn_loss_cls: 0.0339, d4.dn_loss_bbox: 0.2626, d4.dn_loss_iou: 0.3842, loss: 10.1365 2024-06-05 02:47:37,683 - mmdet - INFO - Epoch [5][150/3665] lr: 2.000e-04, eta: 3 days, 4:10:55, time: 9.463, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2421, interm_loss_bbox: 0.1920, interm_loss_iou: 0.4419, loss_cls: 0.2005, loss_bbox: 0.1603, loss_iou: 0.3933, d0.loss_cls: 0.2584, d0.loss_bbox: 0.1644, d0.loss_iou: 0.3987, d1.loss_cls: 0.2246, d1.loss_bbox: 0.1626, d1.loss_iou: 0.3958, d2.loss_cls: 0.2104, d2.loss_bbox: 0.1603, d2.loss_iou: 0.3935, d3.loss_cls: 0.2026, d3.loss_bbox: 0.1604, d3.loss_iou: 0.3933, d4.loss_cls: 0.2005, d4.loss_bbox: 0.1607, d4.loss_iou: 0.3936, dn_loss_cls: 0.0336, dn_loss_bbox: 0.2603, dn_loss_iou: 0.3693, d0.dn_loss_cls: 0.0673, d0.dn_loss_bbox: 0.3772, d0.dn_loss_iou: 0.4902, d1.dn_loss_cls: 0.0422, d1.dn_loss_bbox: 0.2868, d1.dn_loss_iou: 0.3962, d2.dn_loss_cls: 0.0372, d2.dn_loss_bbox: 0.2673, d2.dn_loss_iou: 0.3770, d3.dn_loss_cls: 0.0341, d3.dn_loss_bbox: 0.2616, d3.dn_loss_iou: 0.3711, d4.dn_loss_cls: 0.0335, d4.dn_loss_bbox: 0.2604, d4.dn_loss_iou: 0.3692, loss: 9.8447 2024-06-05 02:55:39,452 - mmdet - INFO - Epoch [5][200/3665] lr: 2.000e-04, eta: 3 days, 4:03:28, time: 9.635, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2442, interm_loss_bbox: 0.1967, interm_loss_iou: 0.4526, loss_cls: 0.2055, loss_bbox: 0.1613, loss_iou: 0.3981, d0.loss_cls: 0.2606, d0.loss_bbox: 0.1679, d0.loss_iou: 0.4070, d1.loss_cls: 0.2245, d1.loss_bbox: 0.1669, d1.loss_iou: 0.4056, d2.loss_cls: 0.2148, d2.loss_bbox: 0.1622, d2.loss_iou: 0.3999, d3.loss_cls: 0.2082, d3.loss_bbox: 0.1619, d3.loss_iou: 0.3987, d4.loss_cls: 0.2056, d4.loss_bbox: 0.1618, d4.loss_iou: 0.3994, dn_loss_cls: 0.0320, dn_loss_bbox: 0.2547, dn_loss_iou: 0.3753, d0.dn_loss_cls: 0.0675, d0.dn_loss_bbox: 0.3775, d0.dn_loss_iou: 0.4977, d1.dn_loss_cls: 0.0423, d1.dn_loss_bbox: 0.2816, d1.dn_loss_iou: 0.4021, d2.dn_loss_cls: 0.0368, d2.dn_loss_bbox: 0.2623, d2.dn_loss_iou: 0.3831, d3.dn_loss_cls: 0.0335, d3.dn_loss_bbox: 0.2561, d3.dn_loss_iou: 0.3771, d4.dn_loss_cls: 0.0324, d4.dn_loss_bbox: 0.2547, d4.dn_loss_iou: 0.3752, loss: 9.9455 2024-06-05 03:03:26,217 - mmdet - INFO - Epoch [5][250/3665] lr: 2.000e-04, eta: 3 days, 3:55:31, time: 9.335, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2464, interm_loss_bbox: 0.1971, interm_loss_iou: 0.4523, loss_cls: 0.2036, loss_bbox: 0.1657, loss_iou: 0.4016, d0.loss_cls: 0.2619, d0.loss_bbox: 0.1698, d0.loss_iou: 0.4083, d1.loss_cls: 0.2279, d1.loss_bbox: 0.1672, d1.loss_iou: 0.4041, d2.loss_cls: 0.2138, d2.loss_bbox: 0.1660, d2.loss_iou: 0.4012, d3.loss_cls: 0.2056, d3.loss_bbox: 0.1661, d3.loss_iou: 0.4018, d4.loss_cls: 0.2028, d4.loss_bbox: 0.1665, d4.loss_iou: 0.4028, dn_loss_cls: 0.0318, dn_loss_bbox: 0.2585, dn_loss_iou: 0.3686, d0.dn_loss_cls: 0.0663, d0.dn_loss_bbox: 0.3856, d0.dn_loss_iou: 0.4936, d1.dn_loss_cls: 0.0414, d1.dn_loss_bbox: 0.2872, d1.dn_loss_iou: 0.3965, d2.dn_loss_cls: 0.0361, d2.dn_loss_bbox: 0.2666, d2.dn_loss_iou: 0.3771, d3.dn_loss_cls: 0.0327, d3.dn_loss_bbox: 0.2600, d3.dn_loss_iou: 0.3707, d4.dn_loss_cls: 0.0319, d4.dn_loss_bbox: 0.2585, d4.dn_loss_iou: 0.3685, loss: 9.9642 2024-06-05 03:11:21,128 - mmdet - INFO - Epoch [5][300/3665] lr: 2.000e-04, eta: 3 days, 3:47:50, time: 9.498, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2496, interm_loss_bbox: 0.1959, interm_loss_iou: 0.4414, loss_cls: 0.2073, loss_bbox: 0.1614, loss_iou: 0.3868, d0.loss_cls: 0.2643, d0.loss_bbox: 0.1644, d0.loss_iou: 0.3944, d1.loss_cls: 0.2285, d1.loss_bbox: 0.1653, d1.loss_iou: 0.3926, d2.loss_cls: 0.2158, d2.loss_bbox: 0.1622, d2.loss_iou: 0.3889, d3.loss_cls: 0.2097, d3.loss_bbox: 0.1610, d3.loss_iou: 0.3880, d4.loss_cls: 0.2074, d4.loss_bbox: 0.1612, d4.loss_iou: 0.3878, dn_loss_cls: 0.0327, dn_loss_bbox: 0.2579, dn_loss_iou: 0.3594, d0.dn_loss_cls: 0.0662, d0.dn_loss_bbox: 0.3856, d0.dn_loss_iou: 0.4861, d1.dn_loss_cls: 0.0420, d1.dn_loss_bbox: 0.2862, d1.dn_loss_iou: 0.3883, d2.dn_loss_cls: 0.0371, d2.dn_loss_bbox: 0.2654, d2.dn_loss_iou: 0.3675, d3.dn_loss_cls: 0.0340, d3.dn_loss_bbox: 0.2594, d3.dn_loss_iou: 0.3615, d4.dn_loss_cls: 0.0329, d4.dn_loss_bbox: 0.2579, d4.dn_loss_iou: 0.3593, loss: 9.8137 2024-06-05 03:19:23,415 - mmdet - INFO - Epoch [5][350/3665] lr: 2.000e-04, eta: 3 days, 3:40:23, time: 9.646, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2444, interm_loss_bbox: 0.1928, interm_loss_iou: 0.4430, loss_cls: 0.2041, loss_bbox: 0.1590, loss_iou: 0.3892, d0.loss_cls: 0.2572, d0.loss_bbox: 0.1649, d0.loss_iou: 0.3998, d1.loss_cls: 0.2251, d1.loss_bbox: 0.1623, d1.loss_iou: 0.3965, d2.loss_cls: 0.2132, d2.loss_bbox: 0.1597, d2.loss_iou: 0.3911, d3.loss_cls: 0.2050, d3.loss_bbox: 0.1596, d3.loss_iou: 0.3912, d4.loss_cls: 0.2036, d4.loss_bbox: 0.1594, d4.loss_iou: 0.3902, dn_loss_cls: 0.0315, dn_loss_bbox: 0.2460, dn_loss_iou: 0.3629, d0.dn_loss_cls: 0.0661, d0.dn_loss_bbox: 0.3715, d0.dn_loss_iou: 0.4831, d1.dn_loss_cls: 0.0408, d1.dn_loss_bbox: 0.2742, d1.dn_loss_iou: 0.3896, d2.dn_loss_cls: 0.0358, d2.dn_loss_bbox: 0.2536, d2.dn_loss_iou: 0.3705, d3.dn_loss_cls: 0.0326, d3.dn_loss_bbox: 0.2475, d3.dn_loss_iou: 0.3648, d4.dn_loss_cls: 0.0316, d4.dn_loss_bbox: 0.2460, d4.dn_loss_iou: 0.3628, loss: 9.7224 2024-06-05 03:27:05,533 - mmdet - INFO - Epoch [5][400/3665] lr: 2.000e-04, eta: 3 days, 3:32:18, time: 9.242, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2443, interm_loss_bbox: 0.1948, interm_loss_iou: 0.4550, loss_cls: 0.2049, loss_bbox: 0.1614, loss_iou: 0.4006, d0.loss_cls: 0.2619, d0.loss_bbox: 0.1662, d0.loss_iou: 0.4081, d1.loss_cls: 0.2284, d1.loss_bbox: 0.1658, d1.loss_iou: 0.4052, d2.loss_cls: 0.2143, d2.loss_bbox: 0.1631, d2.loss_iou: 0.4027, d3.loss_cls: 0.2074, d3.loss_bbox: 0.1619, d3.loss_iou: 0.4012, d4.loss_cls: 0.2051, d4.loss_bbox: 0.1614, d4.loss_iou: 0.4007, dn_loss_cls: 0.0321, dn_loss_bbox: 0.2461, dn_loss_iou: 0.3722, d0.dn_loss_cls: 0.0671, d0.dn_loss_bbox: 0.3625, d0.dn_loss_iou: 0.4930, d1.dn_loss_cls: 0.0422, d1.dn_loss_bbox: 0.2726, d1.dn_loss_iou: 0.3996, d2.dn_loss_cls: 0.0370, d2.dn_loss_bbox: 0.2534, d2.dn_loss_iou: 0.3804, d3.dn_loss_cls: 0.0334, d3.dn_loss_bbox: 0.2475, d3.dn_loss_iou: 0.3742, d4.dn_loss_cls: 0.0324, d4.dn_loss_bbox: 0.2461, d4.dn_loss_iou: 0.3721, loss: 9.8783 2024-06-05 03:34:57,780 - mmdet - INFO - Epoch [5][450/3665] lr: 2.000e-04, eta: 3 days, 3:24:32, time: 9.445, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2437, interm_loss_bbox: 0.1960, interm_loss_iou: 0.4557, loss_cls: 0.2062, loss_bbox: 0.1631, loss_iou: 0.3986, d0.loss_cls: 0.2600, d0.loss_bbox: 0.1683, d0.loss_iou: 0.4097, d1.loss_cls: 0.2269, d1.loss_bbox: 0.1662, d1.loss_iou: 0.4040, d2.loss_cls: 0.2144, d2.loss_bbox: 0.1643, d2.loss_iou: 0.4000, d3.loss_cls: 0.2083, d3.loss_bbox: 0.1635, d3.loss_iou: 0.3986, d4.loss_cls: 0.2058, d4.loss_bbox: 0.1634, d4.loss_iou: 0.3990, dn_loss_cls: 0.0321, dn_loss_bbox: 0.2627, dn_loss_iou: 0.3716, d0.dn_loss_cls: 0.0659, d0.dn_loss_bbox: 0.3818, d0.dn_loss_iou: 0.4916, d1.dn_loss_cls: 0.0415, d1.dn_loss_bbox: 0.2882, d1.dn_loss_iou: 0.3986, d2.dn_loss_cls: 0.0363, d2.dn_loss_bbox: 0.2693, d2.dn_loss_iou: 0.3793, d3.dn_loss_cls: 0.0332, d3.dn_loss_bbox: 0.2638, d3.dn_loss_iou: 0.3733, d4.dn_loss_cls: 0.0323, d4.dn_loss_bbox: 0.2627, d4.dn_loss_iou: 0.3714, loss: 9.9713 2024-06-05 03:42:50,342 - mmdet - INFO - Epoch [5][500/3665] lr: 2.000e-04, eta: 3 days, 3:16:46, time: 9.451, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2480, interm_loss_bbox: 0.1943, interm_loss_iou: 0.4515, loss_cls: 0.2108, loss_bbox: 0.1583, loss_iou: 0.3954, d0.loss_cls: 0.2665, d0.loss_bbox: 0.1641, d0.loss_iou: 0.4044, d1.loss_cls: 0.2336, d1.loss_bbox: 0.1615, d1.loss_iou: 0.3992, d2.loss_cls: 0.2212, d2.loss_bbox: 0.1585, d2.loss_iou: 0.3951, d3.loss_cls: 0.2134, d3.loss_bbox: 0.1585, d3.loss_iou: 0.3953, d4.loss_cls: 0.2112, d4.loss_bbox: 0.1584, d4.loss_iou: 0.3950, dn_loss_cls: 0.0319, dn_loss_bbox: 0.2545, dn_loss_iou: 0.3688, d0.dn_loss_cls: 0.0670, d0.dn_loss_bbox: 0.3764, d0.dn_loss_iou: 0.4913, d1.dn_loss_cls: 0.0417, d1.dn_loss_bbox: 0.2809, d1.dn_loss_iou: 0.3957, d2.dn_loss_cls: 0.0363, d2.dn_loss_bbox: 0.2614, d2.dn_loss_iou: 0.3764, d3.dn_loss_cls: 0.0330, d3.dn_loss_bbox: 0.2556, d3.dn_loss_iou: 0.3705, d4.dn_loss_cls: 0.0320, d4.dn_loss_bbox: 0.2545, d4.dn_loss_iou: 0.3687, loss: 9.8910 2024-06-05 03:50:40,611 - mmdet - INFO - Epoch [5][550/3665] lr: 2.000e-04, eta: 3 days, 3:08:56, time: 9.405, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2455, interm_loss_bbox: 0.1964, interm_loss_iou: 0.4495, loss_cls: 0.2086, loss_bbox: 0.1616, loss_iou: 0.3926, d0.loss_cls: 0.2642, d0.loss_bbox: 0.1681, d0.loss_iou: 0.4025, d1.loss_cls: 0.2310, d1.loss_bbox: 0.1643, d1.loss_iou: 0.3981, d2.loss_cls: 0.2180, d2.loss_bbox: 0.1616, d2.loss_iou: 0.3937, d3.loss_cls: 0.2106, d3.loss_bbox: 0.1619, d3.loss_iou: 0.3931, d4.loss_cls: 0.2092, d4.loss_bbox: 0.1613, d4.loss_iou: 0.3929, dn_loss_cls: 0.0338, dn_loss_bbox: 0.2540, dn_loss_iou: 0.3684, d0.dn_loss_cls: 0.0671, d0.dn_loss_bbox: 0.3751, d0.dn_loss_iou: 0.4923, d1.dn_loss_cls: 0.0420, d1.dn_loss_bbox: 0.2810, d1.dn_loss_iou: 0.3964, d2.dn_loss_cls: 0.0370, d2.dn_loss_bbox: 0.2611, d2.dn_loss_iou: 0.3766, d3.dn_loss_cls: 0.0341, d3.dn_loss_bbox: 0.2549, d3.dn_loss_iou: 0.3703, d4.dn_loss_cls: 0.0335, d4.dn_loss_bbox: 0.2540, d4.dn_loss_iou: 0.3683, loss: 9.8846 2024-06-05 03:58:30,011 - mmdet - INFO - Epoch [5][600/3665] lr: 2.000e-04, eta: 3 days, 3:01:04, time: 9.388, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2437, interm_loss_bbox: 0.1908, interm_loss_iou: 0.4497, loss_cls: 0.2016, loss_bbox: 0.1593, loss_iou: 0.3992, d0.loss_cls: 0.2592, d0.loss_bbox: 0.1633, d0.loss_iou: 0.4047, d1.loss_cls: 0.2246, d1.loss_bbox: 0.1628, d1.loss_iou: 0.4027, d2.loss_cls: 0.2113, d2.loss_bbox: 0.1595, d2.loss_iou: 0.3996, d3.loss_cls: 0.2049, d3.loss_bbox: 0.1595, d3.loss_iou: 0.3989, d4.loss_cls: 0.2025, d4.loss_bbox: 0.1588, d4.loss_iou: 0.3984, dn_loss_cls: 0.0315, dn_loss_bbox: 0.2488, dn_loss_iou: 0.3714, d0.dn_loss_cls: 0.0644, d0.dn_loss_bbox: 0.3643, d0.dn_loss_iou: 0.4914, d1.dn_loss_cls: 0.0404, d1.dn_loss_bbox: 0.2725, d1.dn_loss_iou: 0.3972, d2.dn_loss_cls: 0.0355, d2.dn_loss_bbox: 0.2549, d2.dn_loss_iou: 0.3787, d3.dn_loss_cls: 0.0325, d3.dn_loss_bbox: 0.2499, d3.dn_loss_iou: 0.3731, d4.dn_loss_cls: 0.0317, d4.dn_loss_bbox: 0.2488, d4.dn_loss_iou: 0.3713, loss: 9.8136 2024-06-05 04:06:22,864 - mmdet - INFO - Epoch [5][650/3665] lr: 2.000e-04, eta: 3 days, 2:53:19, time: 9.457, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2456, interm_loss_bbox: 0.2017, interm_loss_iou: 0.4554, loss_cls: 0.2068, loss_bbox: 0.1653, loss_iou: 0.3980, d0.loss_cls: 0.2630, d0.loss_bbox: 0.1704, d0.loss_iou: 0.4073, d1.loss_cls: 0.2269, d1.loss_bbox: 0.1696, d1.loss_iou: 0.4060, d2.loss_cls: 0.2157, d2.loss_bbox: 0.1663, d2.loss_iou: 0.4011, d3.loss_cls: 0.2088, d3.loss_bbox: 0.1657, d3.loss_iou: 0.3996, d4.loss_cls: 0.2072, d4.loss_bbox: 0.1654, d4.loss_iou: 0.3986, dn_loss_cls: 0.0329, dn_loss_bbox: 0.2617, dn_loss_iou: 0.3679, d0.dn_loss_cls: 0.0671, d0.dn_loss_bbox: 0.3847, d0.dn_loss_iou: 0.4936, d1.dn_loss_cls: 0.0427, d1.dn_loss_bbox: 0.2892, d1.dn_loss_iou: 0.3961, d2.dn_loss_cls: 0.0374, d2.dn_loss_bbox: 0.2693, d2.dn_loss_iou: 0.3759, d3.dn_loss_cls: 0.0342, d3.dn_loss_bbox: 0.2630, d3.dn_loss_iou: 0.3697, d4.dn_loss_cls: 0.0332, d4.dn_loss_bbox: 0.2617, d4.dn_loss_iou: 0.3677, loss: 9.9928 2024-06-05 04:14:09,649 - mmdet - INFO - Epoch [5][700/3665] lr: 2.000e-04, eta: 3 days, 2:45:23, time: 9.336, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2541, interm_loss_bbox: 0.1935, interm_loss_iou: 0.4589, loss_cls: 0.2114, loss_bbox: 0.1638, loss_iou: 0.4091, d0.loss_cls: 0.2685, d0.loss_bbox: 0.1673, d0.loss_iou: 0.4150, d1.loss_cls: 0.2345, d1.loss_bbox: 0.1667, d1.loss_iou: 0.4125, d2.loss_cls: 0.2213, d2.loss_bbox: 0.1647, d2.loss_iou: 0.4092, d3.loss_cls: 0.2147, d3.loss_bbox: 0.1637, d3.loss_iou: 0.4083, d4.loss_cls: 0.2119, d4.loss_bbox: 0.1640, d4.loss_iou: 0.4093, dn_loss_cls: 0.0343, dn_loss_bbox: 0.2621, dn_loss_iou: 0.3820, d0.dn_loss_cls: 0.0689, d0.dn_loss_bbox: 0.3818, d0.dn_loss_iou: 0.5041, d1.dn_loss_cls: 0.0443, d1.dn_loss_bbox: 0.2888, d1.dn_loss_iou: 0.4102, d2.dn_loss_cls: 0.0389, d2.dn_loss_bbox: 0.2697, d2.dn_loss_iou: 0.3902, d3.dn_loss_cls: 0.0357, d3.dn_loss_bbox: 0.2634, d3.dn_loss_iou: 0.3839, d4.dn_loss_cls: 0.0346, d4.dn_loss_bbox: 0.2621, d4.dn_loss_iou: 0.3819, loss: 10.1594 2024-06-05 04:21:50,610 - mmdet - INFO - Epoch [5][750/3665] lr: 2.000e-04, eta: 3 days, 2:37:16, time: 9.219, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2467, interm_loss_bbox: 0.2009, interm_loss_iou: 0.4405, loss_cls: 0.2041, loss_bbox: 0.1631, loss_iou: 0.3825, d0.loss_cls: 0.2600, d0.loss_bbox: 0.1694, d0.loss_iou: 0.3902, d1.loss_cls: 0.2265, d1.loss_bbox: 0.1671, d1.loss_iou: 0.3866, d2.loss_cls: 0.2135, d2.loss_bbox: 0.1636, d2.loss_iou: 0.3826, d3.loss_cls: 0.2063, d3.loss_bbox: 0.1633, d3.loss_iou: 0.3832, d4.loss_cls: 0.2039, d4.loss_bbox: 0.1632, d4.loss_iou: 0.3832, dn_loss_cls: 0.0318, dn_loss_bbox: 0.2602, dn_loss_iou: 0.3563, d0.dn_loss_cls: 0.0644, d0.dn_loss_bbox: 0.3793, d0.dn_loss_iou: 0.4768, d1.dn_loss_cls: 0.0403, d1.dn_loss_bbox: 0.2866, d1.dn_loss_iou: 0.3823, d2.dn_loss_cls: 0.0352, d2.dn_loss_bbox: 0.2675, d2.dn_loss_iou: 0.3639, d3.dn_loss_cls: 0.0325, d3.dn_loss_bbox: 0.2615, d3.dn_loss_iou: 0.3580, d4.dn_loss_cls: 0.0319, d4.dn_loss_bbox: 0.2603, d4.dn_loss_iou: 0.3562, loss: 9.7454 2024-06-05 04:29:43,992 - mmdet - INFO - Epoch [5][800/3665] lr: 2.000e-04, eta: 3 days, 2:29:31, time: 9.468, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2429, interm_loss_bbox: 0.1909, interm_loss_iou: 0.4420, loss_cls: 0.2016, loss_bbox: 0.1585, loss_iou: 0.3868, d0.loss_cls: 0.2577, d0.loss_bbox: 0.1628, d0.loss_iou: 0.3957, d1.loss_cls: 0.2223, d1.loss_bbox: 0.1610, d1.loss_iou: 0.3921, d2.loss_cls: 0.2101, d2.loss_bbox: 0.1590, d2.loss_iou: 0.3875, d3.loss_cls: 0.2039, d3.loss_bbox: 0.1581, d3.loss_iou: 0.3869, d4.loss_cls: 0.2018, d4.loss_bbox: 0.1582, d4.loss_iou: 0.3870, dn_loss_cls: 0.0318, dn_loss_bbox: 0.2607, dn_loss_iou: 0.3652, d0.dn_loss_cls: 0.0649, d0.dn_loss_bbox: 0.3826, d0.dn_loss_iou: 0.4886, d1.dn_loss_cls: 0.0410, d1.dn_loss_bbox: 0.2884, d1.dn_loss_iou: 0.3929, d2.dn_loss_cls: 0.0360, d2.dn_loss_bbox: 0.2684, d2.dn_loss_iou: 0.3733, d3.dn_loss_cls: 0.0329, d3.dn_loss_bbox: 0.2619, d3.dn_loss_iou: 0.3671, d4.dn_loss_cls: 0.0320, d4.dn_loss_bbox: 0.2607, d4.dn_loss_iou: 0.3651, loss: 9.7799 2024-06-05 04:37:30,666 - mmdet - INFO - Epoch [5][850/3665] lr: 2.000e-04, eta: 3 days, 2:21:35, time: 9.333, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2405, interm_loss_bbox: 0.1912, interm_loss_iou: 0.4452, loss_cls: 0.1995, loss_bbox: 0.1619, loss_iou: 0.3925, d0.loss_cls: 0.2545, d0.loss_bbox: 0.1656, d0.loss_iou: 0.4015, d1.loss_cls: 0.2214, d1.loss_bbox: 0.1642, d1.loss_iou: 0.3968, d2.loss_cls: 0.2087, d2.loss_bbox: 0.1624, d2.loss_iou: 0.3931, d3.loss_cls: 0.2016, d3.loss_bbox: 0.1623, d3.loss_iou: 0.3936, d4.loss_cls: 0.1998, d4.loss_bbox: 0.1618, d4.loss_iou: 0.3933, dn_loss_cls: 0.0307, dn_loss_bbox: 0.2553, dn_loss_iou: 0.3634, d0.dn_loss_cls: 0.0636, d0.dn_loss_bbox: 0.3727, d0.dn_loss_iou: 0.4832, d1.dn_loss_cls: 0.0391, d1.dn_loss_bbox: 0.2814, d1.dn_loss_iou: 0.3898, d2.dn_loss_cls: 0.0344, d2.dn_loss_bbox: 0.2623, d2.dn_loss_iou: 0.3712, d3.dn_loss_cls: 0.0317, d3.dn_loss_bbox: 0.2565, d3.dn_loss_iou: 0.3652, d4.dn_loss_cls: 0.0309, d4.dn_loss_bbox: 0.2553, d4.dn_loss_iou: 0.3633, loss: 9.7614 2024-06-05 04:45:19,515 - mmdet - INFO - Epoch [5][900/3665] lr: 2.000e-04, eta: 3 days, 2:13:42, time: 9.377, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2441, interm_loss_bbox: 0.1897, interm_loss_iou: 0.4391, loss_cls: 0.2042, loss_bbox: 0.1569, loss_iou: 0.3852, d0.loss_cls: 0.2602, d0.loss_bbox: 0.1616, d0.loss_iou: 0.3945, d1.loss_cls: 0.2275, d1.loss_bbox: 0.1600, d1.loss_iou: 0.3900, d2.loss_cls: 0.2141, d2.loss_bbox: 0.1568, d2.loss_iou: 0.3866, d3.loss_cls: 0.2065, d3.loss_bbox: 0.1563, d3.loss_iou: 0.3854, d4.loss_cls: 0.2040, d4.loss_bbox: 0.1568, d4.loss_iou: 0.3859, dn_loss_cls: 0.0310, dn_loss_bbox: 0.2490, dn_loss_iou: 0.3575, d0.dn_loss_cls: 0.0653, d0.dn_loss_bbox: 0.3786, d0.dn_loss_iou: 0.4819, d1.dn_loss_cls: 0.0408, d1.dn_loss_bbox: 0.2774, d1.dn_loss_iou: 0.3847, d2.dn_loss_cls: 0.0354, d2.dn_loss_bbox: 0.2570, d2.dn_loss_iou: 0.3656, d3.dn_loss_cls: 0.0322, d3.dn_loss_bbox: 0.2506, d3.dn_loss_iou: 0.3594, d4.dn_loss_cls: 0.0312, d4.dn_loss_bbox: 0.2490, d4.dn_loss_iou: 0.3573, loss: 9.6693 2024-06-05 04:53:16,490 - mmdet - INFO - Epoch [5][950/3665] lr: 2.000e-04, eta: 3 days, 2:06:05, time: 9.540, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2455, interm_loss_bbox: 0.1951, interm_loss_iou: 0.4503, loss_cls: 0.2073, loss_bbox: 0.1617, loss_iou: 0.4004, d0.loss_cls: 0.2624, d0.loss_bbox: 0.1680, d0.loss_iou: 0.4080, d1.loss_cls: 0.2278, d1.loss_bbox: 0.1676, d1.loss_iou: 0.4071, d2.loss_cls: 0.2162, d2.loss_bbox: 0.1622, d2.loss_iou: 0.4012, d3.loss_cls: 0.2082, d3.loss_bbox: 0.1631, d3.loss_iou: 0.4022, d4.loss_cls: 0.2065, d4.loss_bbox: 0.1626, d4.loss_iou: 0.4016, dn_loss_cls: 0.0322, dn_loss_bbox: 0.2483, dn_loss_iou: 0.3677, d0.dn_loss_cls: 0.0664, d0.dn_loss_bbox: 0.3649, d0.dn_loss_iou: 0.4891, d1.dn_loss_cls: 0.0412, d1.dn_loss_bbox: 0.2741, d1.dn_loss_iou: 0.3946, d2.dn_loss_cls: 0.0361, d2.dn_loss_bbox: 0.2551, d2.dn_loss_iou: 0.3754, d3.dn_loss_cls: 0.0330, d3.dn_loss_bbox: 0.2495, d3.dn_loss_iou: 0.3695, d4.dn_loss_cls: 0.0322, d4.dn_loss_bbox: 0.2484, d4.dn_loss_iou: 0.3676, loss: 9.8702 2024-06-05 05:01:05,095 - mmdet - INFO - Epoch [5][1000/3665] lr: 2.000e-04, eta: 3 days, 1:58:12, time: 9.372, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2423, interm_loss_bbox: 0.1961, interm_loss_iou: 0.4516, loss_cls: 0.2007, loss_bbox: 0.1619, loss_iou: 0.3957, d0.loss_cls: 0.2595, d0.loss_bbox: 0.1663, d0.loss_iou: 0.4035, d1.loss_cls: 0.2228, d1.loss_bbox: 0.1653, d1.loss_iou: 0.4007, d2.loss_cls: 0.2124, d2.loss_bbox: 0.1604, d2.loss_iou: 0.3943, d3.loss_cls: 0.2039, d3.loss_bbox: 0.1613, d3.loss_iou: 0.3957, d4.loss_cls: 0.2014, d4.loss_bbox: 0.1609, d4.loss_iou: 0.3955, dn_loss_cls: 0.0317, dn_loss_bbox: 0.2520, dn_loss_iou: 0.3637, d0.dn_loss_cls: 0.0657, d0.dn_loss_bbox: 0.3743, d0.dn_loss_iou: 0.4886, d1.dn_loss_cls: 0.0410, d1.dn_loss_bbox: 0.2802, d1.dn_loss_iou: 0.3919, d2.dn_loss_cls: 0.0357, d2.dn_loss_bbox: 0.2597, d2.dn_loss_iou: 0.3718, d3.dn_loss_cls: 0.0328, d3.dn_loss_bbox: 0.2534, d3.dn_loss_iou: 0.3658, d4.dn_loss_cls: 0.0318, d4.dn_loss_bbox: 0.2520, d4.dn_loss_iou: 0.3636, loss: 9.8082 2024-06-05 05:08:56,906 - mmdet - INFO - Epoch [5][1050/3665] lr: 2.000e-04, eta: 3 days, 1:50:25, time: 9.436, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2427, interm_loss_bbox: 0.1980, interm_loss_iou: 0.4523, loss_cls: 0.2074, loss_bbox: 0.1616, loss_iou: 0.3944, d0.loss_cls: 0.2592, d0.loss_bbox: 0.1682, d0.loss_iou: 0.4060, d1.loss_cls: 0.2273, d1.loss_bbox: 0.1658, d1.loss_iou: 0.4006, d2.loss_cls: 0.2156, d2.loss_bbox: 0.1620, d2.loss_iou: 0.3954, d3.loss_cls: 0.2096, d3.loss_bbox: 0.1613, d3.loss_iou: 0.3945, d4.loss_cls: 0.2070, d4.loss_bbox: 0.1616, d4.loss_iou: 0.3947, dn_loss_cls: 0.0346, dn_loss_bbox: 0.2524, dn_loss_iou: 0.3587, d0.dn_loss_cls: 0.0660, d0.dn_loss_bbox: 0.3753, d0.dn_loss_iou: 0.4800, d1.dn_loss_cls: 0.0411, d1.dn_loss_bbox: 0.2789, d1.dn_loss_iou: 0.3851, d2.dn_loss_cls: 0.0364, d2.dn_loss_bbox: 0.2600, d2.dn_loss_iou: 0.3665, d3.dn_loss_cls: 0.0343, d3.dn_loss_bbox: 0.2539, d3.dn_loss_iou: 0.3606, d4.dn_loss_cls: 0.0341, d4.dn_loss_bbox: 0.2525, d4.dn_loss_iou: 0.3586, loss: 9.8144 2024-06-05 05:16:52,524 - mmdet - INFO - Epoch [5][1100/3665] lr: 2.000e-04, eta: 3 days, 1:42:44, time: 9.512, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2400, interm_loss_bbox: 0.1994, interm_loss_iou: 0.4522, loss_cls: 0.2006, loss_bbox: 0.1620, loss_iou: 0.3943, d0.loss_cls: 0.2551, d0.loss_bbox: 0.1669, d0.loss_iou: 0.4034, d1.loss_cls: 0.2213, d1.loss_bbox: 0.1643, d1.loss_iou: 0.3985, d2.loss_cls: 0.2085, d2.loss_bbox: 0.1626, d2.loss_iou: 0.3959, d3.loss_cls: 0.2023, d3.loss_bbox: 0.1619, d3.loss_iou: 0.3945, d4.loss_cls: 0.2014, d4.loss_bbox: 0.1616, d4.loss_iou: 0.3940, dn_loss_cls: 0.0321, dn_loss_bbox: 0.2593, dn_loss_iou: 0.3724, d0.dn_loss_cls: 0.0664, d0.dn_loss_bbox: 0.3764, d0.dn_loss_iou: 0.4922, d1.dn_loss_cls: 0.0416, d1.dn_loss_bbox: 0.2845, d1.dn_loss_iou: 0.3980, d2.dn_loss_cls: 0.0363, d2.dn_loss_bbox: 0.2661, d2.dn_loss_iou: 0.3797, d3.dn_loss_cls: 0.0330, d3.dn_loss_bbox: 0.2605, d3.dn_loss_iou: 0.3741, d4.dn_loss_cls: 0.0322, d4.dn_loss_bbox: 0.2594, d4.dn_loss_iou: 0.3723, loss: 9.8770 2024-06-05 05:24:44,722 - mmdet - INFO - Epoch [5][1150/3665] lr: 2.000e-04, eta: 3 days, 1:34:58, time: 9.444, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2333, interm_loss_bbox: 0.1948, interm_loss_iou: 0.4440, loss_cls: 0.1948, loss_bbox: 0.1612, loss_iou: 0.3915, d0.loss_cls: 0.2504, d0.loss_bbox: 0.1653, d0.loss_iou: 0.3981, d1.loss_cls: 0.2170, d1.loss_bbox: 0.1629, d1.loss_iou: 0.3947, d2.loss_cls: 0.2028, d2.loss_bbox: 0.1618, d2.loss_iou: 0.3920, d3.loss_cls: 0.1963, d3.loss_bbox: 0.1614, d3.loss_iou: 0.3920, d4.loss_cls: 0.1943, d4.loss_bbox: 0.1615, d4.loss_iou: 0.3923, dn_loss_cls: 0.0307, dn_loss_bbox: 0.2439, dn_loss_iou: 0.3719, d0.dn_loss_cls: 0.0649, d0.dn_loss_bbox: 0.3593, d0.dn_loss_iou: 0.4930, d1.dn_loss_cls: 0.0403, d1.dn_loss_bbox: 0.2692, d1.dn_loss_iou: 0.3986, d2.dn_loss_cls: 0.0349, d2.dn_loss_bbox: 0.2506, d2.dn_loss_iou: 0.3797, d3.dn_loss_cls: 0.0318, d3.dn_loss_bbox: 0.2452, d3.dn_loss_iou: 0.3738, d4.dn_loss_cls: 0.0308, d4.dn_loss_bbox: 0.2439, d4.dn_loss_iou: 0.3718, loss: 9.6968 2024-06-05 05:32:35,709 - mmdet - INFO - Epoch [5][1200/3665] lr: 2.000e-04, eta: 3 days, 1:27:09, time: 9.420, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2441, interm_loss_bbox: 0.1906, interm_loss_iou: 0.4460, loss_cls: 0.2058, loss_bbox: 0.1605, loss_iou: 0.3939, d0.loss_cls: 0.2602, d0.loss_bbox: 0.1641, d0.loss_iou: 0.4019, d1.loss_cls: 0.2295, d1.loss_bbox: 0.1618, d1.loss_iou: 0.3974, d2.loss_cls: 0.2155, d2.loss_bbox: 0.1599, d2.loss_iou: 0.3939, d3.loss_cls: 0.2085, d3.loss_bbox: 0.1603, d3.loss_iou: 0.3942, d4.loss_cls: 0.2055, d4.loss_bbox: 0.1609, d4.loss_iou: 0.3946, dn_loss_cls: 0.0319, dn_loss_bbox: 0.2571, dn_loss_iou: 0.3693, d0.dn_loss_cls: 0.0667, d0.dn_loss_bbox: 0.3836, d0.dn_loss_iou: 0.4950, d1.dn_loss_cls: 0.0417, d1.dn_loss_bbox: 0.2857, d1.dn_loss_iou: 0.3975, d2.dn_loss_cls: 0.0362, d2.dn_loss_bbox: 0.2647, d2.dn_loss_iou: 0.3775, d3.dn_loss_cls: 0.0331, d3.dn_loss_bbox: 0.2584, d3.dn_loss_iou: 0.3713, d4.dn_loss_cls: 0.0321, d4.dn_loss_bbox: 0.2572, d4.dn_loss_iou: 0.3692, loss: 9.8770 2024-06-05 05:40:22,641 - mmdet - INFO - Epoch [5][1250/3665] lr: 2.000e-04, eta: 3 days, 1:19:13, time: 9.339, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2441, interm_loss_bbox: 0.1973, interm_loss_iou: 0.4464, loss_cls: 0.2063, loss_bbox: 0.1627, loss_iou: 0.3912, d0.loss_cls: 0.2590, d0.loss_bbox: 0.1679, d0.loss_iou: 0.4010, d1.loss_cls: 0.2276, d1.loss_bbox: 0.1670, d1.loss_iou: 0.3984, d2.loss_cls: 0.2153, d2.loss_bbox: 0.1628, d2.loss_iou: 0.3931, d3.loss_cls: 0.2091, d3.loss_bbox: 0.1623, d3.loss_iou: 0.3920, d4.loss_cls: 0.2073, d4.loss_bbox: 0.1622, d4.loss_iou: 0.3911, dn_loss_cls: 0.0302, dn_loss_bbox: 0.2577, dn_loss_iou: 0.3632, d0.dn_loss_cls: 0.0641, d0.dn_loss_bbox: 0.3736, d0.dn_loss_iou: 0.4809, d1.dn_loss_cls: 0.0398, d1.dn_loss_bbox: 0.2832, d1.dn_loss_iou: 0.3891, d2.dn_loss_cls: 0.0346, d2.dn_loss_bbox: 0.2644, d2.dn_loss_iou: 0.3706, d3.dn_loss_cls: 0.0316, d3.dn_loss_bbox: 0.2589, d3.dn_loss_iou: 0.3647, d4.dn_loss_cls: 0.0305, d4.dn_loss_bbox: 0.2577, d4.dn_loss_iou: 0.3630, loss: 9.8220 2024-06-05 05:48:09,260 - mmdet - INFO - Epoch [5][1300/3665] lr: 2.000e-04, eta: 3 days, 1:11:17, time: 9.332, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2403, interm_loss_bbox: 0.1867, interm_loss_iou: 0.4465, loss_cls: 0.2038, loss_bbox: 0.1541, loss_iou: 0.3944, d0.loss_cls: 0.2574, d0.loss_bbox: 0.1580, d0.loss_iou: 0.4009, d1.loss_cls: 0.2255, d1.loss_bbox: 0.1560, d1.loss_iou: 0.3980, d2.loss_cls: 0.2119, d2.loss_bbox: 0.1544, d2.loss_iou: 0.3959, d3.loss_cls: 0.2069, d3.loss_bbox: 0.1533, d3.loss_iou: 0.3940, d4.loss_cls: 0.2041, d4.loss_bbox: 0.1539, d4.loss_iou: 0.3942, dn_loss_cls: 0.0314, dn_loss_bbox: 0.2464, dn_loss_iou: 0.3640, d0.dn_loss_cls: 0.0648, d0.dn_loss_bbox: 0.3633, d0.dn_loss_iou: 0.4860, d1.dn_loss_cls: 0.0402, d1.dn_loss_bbox: 0.2718, d1.dn_loss_iou: 0.3908, d2.dn_loss_cls: 0.0352, d2.dn_loss_bbox: 0.2532, d2.dn_loss_iou: 0.3718, d3.dn_loss_cls: 0.0324, d3.dn_loss_bbox: 0.2475, d3.dn_loss_iou: 0.3658, d4.dn_loss_cls: 0.0316, d4.dn_loss_bbox: 0.2464, d4.dn_loss_iou: 0.3639, loss: 9.6966 2024-06-05 05:55:56,874 - mmdet - INFO - Epoch [5][1350/3665] lr: 2.000e-04, eta: 3 days, 1:03:22, time: 9.352, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2467, interm_loss_bbox: 0.1905, interm_loss_iou: 0.4599, loss_cls: 0.2069, loss_bbox: 0.1590, loss_iou: 0.4093, d0.loss_cls: 0.2616, d0.loss_bbox: 0.1634, d0.loss_iou: 0.4143, d1.loss_cls: 0.2283, d1.loss_bbox: 0.1618, d1.loss_iou: 0.4143, d2.loss_cls: 0.2161, d2.loss_bbox: 0.1596, d2.loss_iou: 0.4098, d3.loss_cls: 0.2093, d3.loss_bbox: 0.1587, d3.loss_iou: 0.4098, d4.loss_cls: 0.2073, d4.loss_bbox: 0.1590, d4.loss_iou: 0.4093, dn_loss_cls: 0.0312, dn_loss_bbox: 0.2512, dn_loss_iou: 0.3631, d0.dn_loss_cls: 0.0658, d0.dn_loss_bbox: 0.3664, d0.dn_loss_iou: 0.4803, d1.dn_loss_cls: 0.0405, d1.dn_loss_bbox: 0.2763, d1.dn_loss_iou: 0.3888, d2.dn_loss_cls: 0.0355, d2.dn_loss_bbox: 0.2582, d2.dn_loss_iou: 0.3706, d3.dn_loss_cls: 0.0324, d3.dn_loss_bbox: 0.2525, d3.dn_loss_iou: 0.3650, d4.dn_loss_cls: 0.0314, d4.dn_loss_bbox: 0.2512, d4.dn_loss_iou: 0.3630, loss: 9.8786 2024-06-05 06:03:51,229 - mmdet - INFO - Epoch [5][1400/3665] lr: 2.000e-04, eta: 3 days, 0:55:39, time: 9.487, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2412, interm_loss_bbox: 0.1952, interm_loss_iou: 0.4433, loss_cls: 0.2029, loss_bbox: 0.1609, loss_iou: 0.3893, d0.loss_cls: 0.2576, d0.loss_bbox: 0.1660, d0.loss_iou: 0.3991, d1.loss_cls: 0.2233, d1.loss_bbox: 0.1645, d1.loss_iou: 0.3972, d2.loss_cls: 0.2121, d2.loss_bbox: 0.1612, d2.loss_iou: 0.3911, d3.loss_cls: 0.2056, d3.loss_bbox: 0.1612, d3.loss_iou: 0.3900, d4.loss_cls: 0.2041, d4.loss_bbox: 0.1607, d4.loss_iou: 0.3886, dn_loss_cls: 0.0307, dn_loss_bbox: 0.2549, dn_loss_iou: 0.3628, d0.dn_loss_cls: 0.0654, d0.dn_loss_bbox: 0.3734, d0.dn_loss_iou: 0.4837, d1.dn_loss_cls: 0.0404, d1.dn_loss_bbox: 0.2807, d1.dn_loss_iou: 0.3884, d2.dn_loss_cls: 0.0350, d2.dn_loss_bbox: 0.2615, d2.dn_loss_iou: 0.3702, d3.dn_loss_cls: 0.0318, d3.dn_loss_bbox: 0.2561, d3.dn_loss_iou: 0.3646, d4.dn_loss_cls: 0.0310, d4.dn_loss_bbox: 0.2549, d4.dn_loss_iou: 0.3628, loss: 9.7635 2024-06-05 06:11:37,266 - mmdet - INFO - Epoch [5][1450/3665] lr: 2.000e-04, eta: 3 days, 0:47:42, time: 9.321, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2428, interm_loss_bbox: 0.1906, interm_loss_iou: 0.4467, loss_cls: 0.2037, loss_bbox: 0.1591, loss_iou: 0.3951, d0.loss_cls: 0.2585, d0.loss_bbox: 0.1645, d0.loss_iou: 0.4020, d1.loss_cls: 0.2275, d1.loss_bbox: 0.1615, d1.loss_iou: 0.3979, d2.loss_cls: 0.2139, d2.loss_bbox: 0.1593, d2.loss_iou: 0.3956, d3.loss_cls: 0.2067, d3.loss_bbox: 0.1591, d3.loss_iou: 0.3949, d4.loss_cls: 0.2039, d4.loss_bbox: 0.1595, d4.loss_iou: 0.3950, dn_loss_cls: 0.0312, dn_loss_bbox: 0.2489, dn_loss_iou: 0.3645, d0.dn_loss_cls: 0.0647, d0.dn_loss_bbox: 0.3688, d0.dn_loss_iou: 0.4906, d1.dn_loss_cls: 0.0400, d1.dn_loss_bbox: 0.2745, d1.dn_loss_iou: 0.3921, d2.dn_loss_cls: 0.0350, d2.dn_loss_bbox: 0.2554, d2.dn_loss_iou: 0.3725, d3.dn_loss_cls: 0.0322, d3.dn_loss_bbox: 0.2500, d3.dn_loss_iou: 0.3664, d4.dn_loss_cls: 0.0313, d4.dn_loss_bbox: 0.2489, d4.dn_loss_iou: 0.3644, loss: 9.7692 2024-06-05 06:19:32,442 - mmdet - INFO - Epoch [5][1500/3665] lr: 2.000e-04, eta: 3 days, 0:40:00, time: 9.503, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2471, interm_loss_bbox: 0.1943, interm_loss_iou: 0.4508, loss_cls: 0.2097, loss_bbox: 0.1600, loss_iou: 0.3938, d0.loss_cls: 0.2621, d0.loss_bbox: 0.1663, d0.loss_iou: 0.4055, d1.loss_cls: 0.2302, d1.loss_bbox: 0.1651, d1.loss_iou: 0.4015, d2.loss_cls: 0.2176, d2.loss_bbox: 0.1619, d2.loss_iou: 0.3964, d3.loss_cls: 0.2121, d3.loss_bbox: 0.1603, d3.loss_iou: 0.3942, d4.loss_cls: 0.2103, d4.loss_bbox: 0.1600, d4.loss_iou: 0.3942, dn_loss_cls: 0.0327, dn_loss_bbox: 0.2635, dn_loss_iou: 0.3725, d0.dn_loss_cls: 0.0677, d0.dn_loss_bbox: 0.3863, d0.dn_loss_iou: 0.4961, d1.dn_loss_cls: 0.0424, d1.dn_loss_bbox: 0.2906, d1.dn_loss_iou: 0.4003, d2.dn_loss_cls: 0.0372, d2.dn_loss_bbox: 0.2705, d2.dn_loss_iou: 0.3804, d3.dn_loss_cls: 0.0342, d3.dn_loss_bbox: 0.2646, d3.dn_loss_iou: 0.3743, d4.dn_loss_cls: 0.0332, d4.dn_loss_bbox: 0.2636, d4.dn_loss_iou: 0.3724, loss: 9.9758 2024-06-05 06:27:28,894 - mmdet - INFO - Epoch [5][1550/3665] lr: 2.000e-04, eta: 3 days, 0:32:21, time: 9.529, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2416, interm_loss_bbox: 0.1928, interm_loss_iou: 0.4489, loss_cls: 0.2065, loss_bbox: 0.1590, loss_iou: 0.3956, d0.loss_cls: 0.2578, d0.loss_bbox: 0.1658, d0.loss_iou: 0.4057, d1.loss_cls: 0.2252, d1.loss_bbox: 0.1649, d1.loss_iou: 0.4026, d2.loss_cls: 0.2152, d2.loss_bbox: 0.1608, d2.loss_iou: 0.3967, d3.loss_cls: 0.2079, d3.loss_bbox: 0.1600, d3.loss_iou: 0.3967, d4.loss_cls: 0.2058, d4.loss_bbox: 0.1598, d4.loss_iou: 0.3969, dn_loss_cls: 0.0327, dn_loss_bbox: 0.2508, dn_loss_iou: 0.3672, d0.dn_loss_cls: 0.0667, d0.dn_loss_bbox: 0.3653, d0.dn_loss_iou: 0.4841, d1.dn_loss_cls: 0.0417, d1.dn_loss_bbox: 0.2742, d1.dn_loss_iou: 0.3920, d2.dn_loss_cls: 0.0365, d2.dn_loss_bbox: 0.2569, d2.dn_loss_iou: 0.3745, d3.dn_loss_cls: 0.0336, d3.dn_loss_bbox: 0.2520, d3.dn_loss_iou: 0.3691, d4.dn_loss_cls: 0.0327, d4.dn_loss_bbox: 0.2508, d4.dn_loss_iou: 0.3671, loss: 9.8142 2024-06-05 06:35:22,215 - mmdet - INFO - Epoch [5][1600/3665] lr: 2.000e-04, eta: 3 days, 0:24:36, time: 9.466, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2425, interm_loss_bbox: 0.1904, interm_loss_iou: 0.4520, loss_cls: 0.2025, loss_bbox: 0.1592, loss_iou: 0.4002, d0.loss_cls: 0.2571, d0.loss_bbox: 0.1644, d0.loss_iou: 0.4087, d1.loss_cls: 0.2255, d1.loss_bbox: 0.1625, d1.loss_iou: 0.4036, d2.loss_cls: 0.2127, d2.loss_bbox: 0.1600, d2.loss_iou: 0.4006, d3.loss_cls: 0.2053, d3.loss_bbox: 0.1600, d3.loss_iou: 0.3998, d4.loss_cls: 0.2024, d4.loss_bbox: 0.1600, d4.loss_iou: 0.4003, dn_loss_cls: 0.0303, dn_loss_bbox: 0.2512, dn_loss_iou: 0.3673, d0.dn_loss_cls: 0.0635, d0.dn_loss_bbox: 0.3639, d0.dn_loss_iou: 0.4848, d1.dn_loss_cls: 0.0392, d1.dn_loss_bbox: 0.2752, d1.dn_loss_iou: 0.3929, d2.dn_loss_cls: 0.0341, d2.dn_loss_bbox: 0.2574, d2.dn_loss_iou: 0.3743, d3.dn_loss_cls: 0.0312, d3.dn_loss_bbox: 0.2522, d3.dn_loss_iou: 0.3688, d4.dn_loss_cls: 0.0303, d4.dn_loss_bbox: 0.2512, d4.dn_loss_iou: 0.3672, loss: 9.8049 2024-06-05 06:43:14,424 - mmdet - INFO - Epoch [5][1650/3665] lr: 2.000e-04, eta: 3 days, 0:16:49, time: 9.444, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2464, interm_loss_bbox: 0.1913, interm_loss_iou: 0.4453, loss_cls: 0.2065, loss_bbox: 0.1571, loss_iou: 0.3927, d0.loss_cls: 0.2621, d0.loss_bbox: 0.1610, d0.loss_iou: 0.3974, d1.loss_cls: 0.2291, d1.loss_bbox: 0.1606, d1.loss_iou: 0.3959, d2.loss_cls: 0.2160, d2.loss_bbox: 0.1574, d2.loss_iou: 0.3925, d3.loss_cls: 0.2081, d3.loss_bbox: 0.1577, d3.loss_iou: 0.3925, d4.loss_cls: 0.2060, d4.loss_bbox: 0.1577, d4.loss_iou: 0.3935, dn_loss_cls: 0.0348, dn_loss_bbox: 0.2594, dn_loss_iou: 0.3688, d0.dn_loss_cls: 0.0680, d0.dn_loss_bbox: 0.3792, d0.dn_loss_iou: 0.4890, d1.dn_loss_cls: 0.0434, d1.dn_loss_bbox: 0.2858, d1.dn_loss_iou: 0.3953, d2.dn_loss_cls: 0.0386, d2.dn_loss_bbox: 0.2668, d2.dn_loss_iou: 0.3765, d3.dn_loss_cls: 0.0356, d3.dn_loss_bbox: 0.2608, d3.dn_loss_iou: 0.3707, d4.dn_loss_cls: 0.0346, d4.dn_loss_bbox: 0.2594, d4.dn_loss_iou: 0.3686, loss: 9.8622 2024-06-05 06:51:14,643 - mmdet - INFO - Epoch [5][1700/3665] lr: 2.000e-04, eta: 3 days, 0:09:16, time: 9.604, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2440, interm_loss_bbox: 0.2023, interm_loss_iou: 0.4511, loss_cls: 0.2028, loss_bbox: 0.1673, loss_iou: 0.3931, d0.loss_cls: 0.2594, d0.loss_bbox: 0.1720, d0.loss_iou: 0.4028, d1.loss_cls: 0.2254, d1.loss_bbox: 0.1695, d1.loss_iou: 0.3974, d2.loss_cls: 0.2119, d2.loss_bbox: 0.1679, d2.loss_iou: 0.3933, d3.loss_cls: 0.2059, d3.loss_bbox: 0.1670, d3.loss_iou: 0.3932, d4.loss_cls: 0.2032, d4.loss_bbox: 0.1672, d4.loss_iou: 0.3935, dn_loss_cls: 0.0309, dn_loss_bbox: 0.2571, dn_loss_iou: 0.3631, d0.dn_loss_cls: 0.0645, d0.dn_loss_bbox: 0.3845, d0.dn_loss_iou: 0.4892, d1.dn_loss_cls: 0.0405, d1.dn_loss_bbox: 0.2864, d1.dn_loss_iou: 0.3910, d2.dn_loss_cls: 0.0355, d2.dn_loss_bbox: 0.2652, d2.dn_loss_iou: 0.3712, d3.dn_loss_cls: 0.0324, d3.dn_loss_bbox: 0.2586, d3.dn_loss_iou: 0.3648, d4.dn_loss_cls: 0.0313, d4.dn_loss_bbox: 0.2571, d4.dn_loss_iou: 0.3630, loss: 9.8765 2024-06-05 06:59:02,249 - mmdet - INFO - Epoch [5][1750/3665] lr: 2.000e-04, eta: 3 days, 0:01:21, time: 9.352, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2374, interm_loss_bbox: 0.1905, interm_loss_iou: 0.4569, loss_cls: 0.1975, loss_bbox: 0.1572, loss_iou: 0.4032, d0.loss_cls: 0.2523, d0.loss_bbox: 0.1607, d0.loss_iou: 0.4093, d1.loss_cls: 0.2206, d1.loss_bbox: 0.1588, d1.loss_iou: 0.4063, d2.loss_cls: 0.2081, d2.loss_bbox: 0.1564, d2.loss_iou: 0.4016, d3.loss_cls: 0.2007, d3.loss_bbox: 0.1563, d3.loss_iou: 0.4026, d4.loss_cls: 0.1982, d4.loss_bbox: 0.1566, d4.loss_iou: 0.4034, dn_loss_cls: 0.0332, dn_loss_bbox: 0.2426, dn_loss_iou: 0.3651, d0.dn_loss_cls: 0.0660, d0.dn_loss_bbox: 0.3652, d0.dn_loss_iou: 0.4885, d1.dn_loss_cls: 0.0416, d1.dn_loss_bbox: 0.2693, d1.dn_loss_iou: 0.3923, d2.dn_loss_cls: 0.0366, d2.dn_loss_bbox: 0.2499, d2.dn_loss_iou: 0.3734, d3.dn_loss_cls: 0.0337, d3.dn_loss_bbox: 0.2440, d3.dn_loss_iou: 0.3670, d4.dn_loss_cls: 0.0330, d4.dn_loss_bbox: 0.2426, d4.dn_loss_iou: 0.3650, loss: 9.7437 2024-06-05 07:06:54,312 - mmdet - INFO - Epoch [5][1800/3665] lr: 2.000e-04, eta: 2 days, 23:53:34, time: 9.441, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2430, interm_loss_bbox: 0.1980, interm_loss_iou: 0.4472, loss_cls: 0.2027, loss_bbox: 0.1618, loss_iou: 0.3916, d0.loss_cls: 0.2589, d0.loss_bbox: 0.1673, d0.loss_iou: 0.4007, d1.loss_cls: 0.2241, d1.loss_bbox: 0.1668, d1.loss_iou: 0.3978, d2.loss_cls: 0.2124, d2.loss_bbox: 0.1638, d2.loss_iou: 0.3927, d3.loss_cls: 0.2055, d3.loss_bbox: 0.1625, d3.loss_iou: 0.3920, d4.loss_cls: 0.2035, d4.loss_bbox: 0.1617, d4.loss_iou: 0.3912, dn_loss_cls: 0.0307, dn_loss_bbox: 0.2602, dn_loss_iou: 0.3655, d0.dn_loss_cls: 0.0650, d0.dn_loss_bbox: 0.3761, d0.dn_loss_iou: 0.4827, d1.dn_loss_cls: 0.0403, d1.dn_loss_bbox: 0.2865, d1.dn_loss_iou: 0.3918, d2.dn_loss_cls: 0.0353, d2.dn_loss_bbox: 0.2676, d2.dn_loss_iou: 0.3733, d3.dn_loss_cls: 0.0321, d3.dn_loss_bbox: 0.2615, d3.dn_loss_iou: 0.3673, d4.dn_loss_cls: 0.0311, d4.dn_loss_bbox: 0.2602, d4.dn_loss_iou: 0.3654, loss: 9.8378 2024-06-05 07:14:42,221 - mmdet - INFO - Epoch [5][1850/3665] lr: 2.000e-04, eta: 2 days, 23:45:40, time: 9.358, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2457, interm_loss_bbox: 0.1947, interm_loss_iou: 0.4641, loss_cls: 0.2117, loss_bbox: 0.1597, loss_iou: 0.4070, d0.loss_cls: 0.2616, d0.loss_bbox: 0.1650, d0.loss_iou: 0.4138, d1.loss_cls: 0.2317, d1.loss_bbox: 0.1627, d1.loss_iou: 0.4117, d2.loss_cls: 0.2199, d2.loss_bbox: 0.1607, d2.loss_iou: 0.4076, d3.loss_cls: 0.2136, d3.loss_bbox: 0.1607, d3.loss_iou: 0.4080, d4.loss_cls: 0.2116, d4.loss_bbox: 0.1603, d4.loss_iou: 0.4076, dn_loss_cls: 0.0321, dn_loss_bbox: 0.2578, dn_loss_iou: 0.3746, d0.dn_loss_cls: 0.0670, d0.dn_loss_bbox: 0.3753, d0.dn_loss_iou: 0.4963, d1.dn_loss_cls: 0.0419, d1.dn_loss_bbox: 0.2841, d1.dn_loss_iou: 0.4020, d2.dn_loss_cls: 0.0367, d2.dn_loss_bbox: 0.2650, d2.dn_loss_iou: 0.3824, d3.dn_loss_cls: 0.0334, d3.dn_loss_bbox: 0.2591, d3.dn_loss_iou: 0.3764, d4.dn_loss_cls: 0.0324, d4.dn_loss_bbox: 0.2578, d4.dn_loss_iou: 0.3745, loss: 10.0280 2024-06-05 07:22:33,080 - mmdet - INFO - Epoch [5][1900/3665] lr: 2.000e-04, eta: 2 days, 23:37:51, time: 9.417, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2441, interm_loss_bbox: 0.1919, interm_loss_iou: 0.4501, loss_cls: 0.2019, loss_bbox: 0.1609, loss_iou: 0.3994, d0.loss_cls: 0.2605, d0.loss_bbox: 0.1629, d0.loss_iou: 0.4039, d1.loss_cls: 0.2254, d1.loss_bbox: 0.1627, d1.loss_iou: 0.4028, d2.loss_cls: 0.2118, d2.loss_bbox: 0.1607, d2.loss_iou: 0.3990, d3.loss_cls: 0.2049, d3.loss_bbox: 0.1602, d3.loss_iou: 0.3988, d4.loss_cls: 0.2022, d4.loss_bbox: 0.1605, d4.loss_iou: 0.3996, dn_loss_cls: 0.0307, dn_loss_bbox: 0.2542, dn_loss_iou: 0.3665, d0.dn_loss_cls: 0.0654, d0.dn_loss_bbox: 0.3753, d0.dn_loss_iou: 0.4839, d1.dn_loss_cls: 0.0405, d1.dn_loss_bbox: 0.2803, d1.dn_loss_iou: 0.3929, d2.dn_loss_cls: 0.0350, d2.dn_loss_bbox: 0.2611, d2.dn_loss_iou: 0.3743, d3.dn_loss_cls: 0.0318, d3.dn_loss_bbox: 0.2553, d3.dn_loss_iou: 0.3681, d4.dn_loss_cls: 0.0309, d4.dn_loss_bbox: 0.2543, d4.dn_loss_iou: 0.3664, loss: 9.8312 2024-06-05 07:30:36,008 - mmdet - INFO - Epoch [5][1950/3665] lr: 2.000e-04, eta: 2 days, 23:30:22, time: 9.659, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2461, interm_loss_bbox: 0.1927, interm_loss_iou: 0.4529, loss_cls: 0.2048, loss_bbox: 0.1548, loss_iou: 0.3937, d0.loss_cls: 0.2587, d0.loss_bbox: 0.1611, d0.loss_iou: 0.4037, d1.loss_cls: 0.2253, d1.loss_bbox: 0.1591, d1.loss_iou: 0.4005, d2.loss_cls: 0.2135, d2.loss_bbox: 0.1562, d2.loss_iou: 0.3962, d3.loss_cls: 0.2080, d3.loss_bbox: 0.1554, d3.loss_iou: 0.3945, d4.loss_cls: 0.2051, d4.loss_bbox: 0.1549, d4.loss_iou: 0.3947, dn_loss_cls: 0.0317, dn_loss_bbox: 0.2520, dn_loss_iou: 0.3623, d0.dn_loss_cls: 0.0654, d0.dn_loss_bbox: 0.3724, d0.dn_loss_iou: 0.4845, d1.dn_loss_cls: 0.0415, d1.dn_loss_bbox: 0.2777, d1.dn_loss_iou: 0.3880, d2.dn_loss_cls: 0.0362, d2.dn_loss_bbox: 0.2592, d2.dn_loss_iou: 0.3697, d3.dn_loss_cls: 0.0331, d3.dn_loss_bbox: 0.2533, d3.dn_loss_iou: 0.3642, d4.dn_loss_cls: 0.0319, d4.dn_loss_bbox: 0.2520, d4.dn_loss_iou: 0.3622, loss: 9.7693 2024-06-05 07:38:23,631 - mmdet - INFO - Epoch [5][2000/3665] lr: 2.000e-04, eta: 2 days, 23:22:27, time: 9.352, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2417, interm_loss_bbox: 0.1956, interm_loss_iou: 0.4388, loss_cls: 0.2010, loss_bbox: 0.1615, loss_iou: 0.3829, d0.loss_cls: 0.2545, d0.loss_bbox: 0.1672, d0.loss_iou: 0.3943, d1.loss_cls: 0.2213, d1.loss_bbox: 0.1651, d1.loss_iou: 0.3892, d2.loss_cls: 0.2093, d2.loss_bbox: 0.1626, d2.loss_iou: 0.3849, d3.loss_cls: 0.2031, d3.loss_bbox: 0.1615, d3.loss_iou: 0.3838, d4.loss_cls: 0.2014, d4.loss_bbox: 0.1615, d4.loss_iou: 0.3828, dn_loss_cls: 0.0300, dn_loss_bbox: 0.2436, dn_loss_iou: 0.3554, d0.dn_loss_cls: 0.0638, d0.dn_loss_bbox: 0.3662, d0.dn_loss_iou: 0.4790, d1.dn_loss_cls: 0.0390, d1.dn_loss_bbox: 0.2697, d1.dn_loss_iou: 0.3827, d2.dn_loss_cls: 0.0339, d2.dn_loss_bbox: 0.2504, d2.dn_loss_iou: 0.3634, d3.dn_loss_cls: 0.0310, d3.dn_loss_bbox: 0.2446, d3.dn_loss_iou: 0.3571, d4.dn_loss_cls: 0.0301, d4.dn_loss_bbox: 0.2437, d4.dn_loss_iou: 0.3553, loss: 9.6028 2024-06-05 07:46:17,513 - mmdet - INFO - Epoch [5][2050/3665] lr: 2.000e-04, eta: 2 days, 23:14:43, time: 9.478, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2419, interm_loss_bbox: 0.1888, interm_loss_iou: 0.4588, loss_cls: 0.2064, loss_bbox: 0.1589, loss_iou: 0.4073, d0.loss_cls: 0.2572, d0.loss_bbox: 0.1615, d0.loss_iou: 0.4155, d1.loss_cls: 0.2252, d1.loss_bbox: 0.1605, d1.loss_iou: 0.4120, d2.loss_cls: 0.2150, d2.loss_bbox: 0.1590, d2.loss_iou: 0.4079, d3.loss_cls: 0.2091, d3.loss_bbox: 0.1593, d3.loss_iou: 0.4075, d4.loss_cls: 0.2065, d4.loss_bbox: 0.1594, d4.loss_iou: 0.4077, dn_loss_cls: 0.0319, dn_loss_bbox: 0.2473, dn_loss_iou: 0.3749, d0.dn_loss_cls: 0.0650, d0.dn_loss_bbox: 0.3596, d0.dn_loss_iou: 0.4953, d1.dn_loss_cls: 0.0407, d1.dn_loss_bbox: 0.2714, d1.dn_loss_iou: 0.4011, d2.dn_loss_cls: 0.0360, d2.dn_loss_bbox: 0.2541, d2.dn_loss_iou: 0.3825, d3.dn_loss_cls: 0.0330, d3.dn_loss_bbox: 0.2484, d3.dn_loss_iou: 0.3766, d4.dn_loss_cls: 0.0320, d4.dn_loss_bbox: 0.2473, d4.dn_loss_iou: 0.3748, loss: 9.8972 2024-06-05 07:54:09,198 - mmdet - INFO - Epoch [5][2100/3665] lr: 2.000e-04, eta: 2 days, 23:06:55, time: 9.434, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2442, interm_loss_bbox: 0.1946, interm_loss_iou: 0.4499, loss_cls: 0.2073, loss_bbox: 0.1612, loss_iou: 0.3926, d0.loss_cls: 0.2588, d0.loss_bbox: 0.1653, d0.loss_iou: 0.4015, d1.loss_cls: 0.2275, d1.loss_bbox: 0.1638, d1.loss_iou: 0.3983, d2.loss_cls: 0.2142, d2.loss_bbox: 0.1623, d2.loss_iou: 0.3958, d3.loss_cls: 0.2079, d3.loss_bbox: 0.1626, d3.loss_iou: 0.3944, d4.loss_cls: 0.2069, d4.loss_bbox: 0.1622, d4.loss_iou: 0.3940, dn_loss_cls: 0.0334, dn_loss_bbox: 0.2520, dn_loss_iou: 0.3648, d0.dn_loss_cls: 0.0657, d0.dn_loss_bbox: 0.3732, d0.dn_loss_iou: 0.4837, d1.dn_loss_cls: 0.0410, d1.dn_loss_bbox: 0.2777, d1.dn_loss_iou: 0.3909, d2.dn_loss_cls: 0.0360, d2.dn_loss_bbox: 0.2588, d2.dn_loss_iou: 0.3722, d3.dn_loss_cls: 0.0335, d3.dn_loss_bbox: 0.2530, d3.dn_loss_iou: 0.3666, d4.dn_loss_cls: 0.0331, d4.dn_loss_bbox: 0.2520, d4.dn_loss_iou: 0.3647, loss: 9.8176 2024-06-05 08:01:48,063 - mmdet - INFO - Epoch [5][2150/3665] lr: 2.000e-04, eta: 2 days, 22:58:46, time: 9.177, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2444, interm_loss_bbox: 0.1929, interm_loss_iou: 0.4394, loss_cls: 0.2069, loss_bbox: 0.1587, loss_iou: 0.3860, d0.loss_cls: 0.2579, d0.loss_bbox: 0.1647, d0.loss_iou: 0.3945, d1.loss_cls: 0.2270, d1.loss_bbox: 0.1619, d1.loss_iou: 0.3905, d2.loss_cls: 0.2162, d2.loss_bbox: 0.1590, d2.loss_iou: 0.3862, d3.loss_cls: 0.2085, d3.loss_bbox: 0.1597, d3.loss_iou: 0.3871, d4.loss_cls: 0.2065, d4.loss_bbox: 0.1592, d4.loss_iou: 0.3870, dn_loss_cls: 0.0328, dn_loss_bbox: 0.2584, dn_loss_iou: 0.3538, d0.dn_loss_cls: 0.0654, d0.dn_loss_bbox: 0.3856, d0.dn_loss_iou: 0.4786, d1.dn_loss_cls: 0.0414, d1.dn_loss_bbox: 0.2859, d1.dn_loss_iou: 0.3816, d2.dn_loss_cls: 0.0364, d2.dn_loss_bbox: 0.2657, d2.dn_loss_iou: 0.3620, d3.dn_loss_cls: 0.0335, d3.dn_loss_bbox: 0.2595, d3.dn_loss_iou: 0.3557, d4.dn_loss_cls: 0.0327, d4.dn_loss_bbox: 0.2584, d4.dn_loss_iou: 0.3537, loss: 9.7354 2024-06-05 08:09:40,148 - mmdet - INFO - Epoch [5][2200/3665] lr: 2.000e-04, eta: 2 days, 22:50:59, time: 9.442, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2404, interm_loss_bbox: 0.1916, interm_loss_iou: 0.4431, loss_cls: 0.1997, loss_bbox: 0.1615, loss_iou: 0.3917, d0.loss_cls: 0.2551, d0.loss_bbox: 0.1635, d0.loss_iou: 0.3995, d1.loss_cls: 0.2200, d1.loss_bbox: 0.1632, d1.loss_iou: 0.3971, d2.loss_cls: 0.2086, d2.loss_bbox: 0.1616, d2.loss_iou: 0.3935, d3.loss_cls: 0.2032, d3.loss_bbox: 0.1608, d3.loss_iou: 0.3915, d4.loss_cls: 0.2006, d4.loss_bbox: 0.1615, d4.loss_iou: 0.3917, dn_loss_cls: 0.0302, dn_loss_bbox: 0.2511, dn_loss_iou: 0.3558, d0.dn_loss_cls: 0.0631, d0.dn_loss_bbox: 0.3709, d0.dn_loss_iou: 0.4776, d1.dn_loss_cls: 0.0389, d1.dn_loss_bbox: 0.2776, d1.dn_loss_iou: 0.3827, d2.dn_loss_cls: 0.0338, d2.dn_loss_bbox: 0.2586, d2.dn_loss_iou: 0.3636, d3.dn_loss_cls: 0.0311, d3.dn_loss_bbox: 0.2525, d3.dn_loss_iou: 0.3577, d4.dn_loss_cls: 0.0302, d4.dn_loss_bbox: 0.2511, d4.dn_loss_iou: 0.3557, loss: 9.6817 2024-06-05 08:17:25,733 - mmdet - INFO - Epoch [5][2250/3665] lr: 2.000e-04, eta: 2 days, 22:43:01, time: 9.312, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2404, interm_loss_bbox: 0.1898, interm_loss_iou: 0.4522, loss_cls: 0.2038, loss_bbox: 0.1566, loss_iou: 0.3982, d0.loss_cls: 0.2562, d0.loss_bbox: 0.1618, d0.loss_iou: 0.4049, d1.loss_cls: 0.2236, d1.loss_bbox: 0.1600, d1.loss_iou: 0.4022, d2.loss_cls: 0.2133, d2.loss_bbox: 0.1562, d2.loss_iou: 0.3973, d3.loss_cls: 0.2060, d3.loss_bbox: 0.1565, d3.loss_iou: 0.3980, d4.loss_cls: 0.2039, d4.loss_bbox: 0.1570, d4.loss_iou: 0.3980, dn_loss_cls: 0.0318, dn_loss_bbox: 0.2393, dn_loss_iou: 0.3627, d0.dn_loss_cls: 0.0653, d0.dn_loss_bbox: 0.3561, d0.dn_loss_iou: 0.4851, d1.dn_loss_cls: 0.0406, d1.dn_loss_bbox: 0.2657, d1.dn_loss_iou: 0.3900, d2.dn_loss_cls: 0.0355, d2.dn_loss_bbox: 0.2471, d2.dn_loss_iou: 0.3711, d3.dn_loss_cls: 0.0325, d3.dn_loss_bbox: 0.2407, d3.dn_loss_iou: 0.3646, d4.dn_loss_cls: 0.0318, d4.dn_loss_bbox: 0.2393, d4.dn_loss_iou: 0.3626, loss: 9.6978 2024-06-05 08:25:06,458 - mmdet - INFO - Epoch [5][2300/3665] lr: 2.000e-04, eta: 2 days, 22:34:56, time: 9.214, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2457, interm_loss_bbox: 0.1907, interm_loss_iou: 0.4534, loss_cls: 0.2083, loss_bbox: 0.1569, loss_iou: 0.4004, d0.loss_cls: 0.2616, d0.loss_bbox: 0.1605, d0.loss_iou: 0.4069, d1.loss_cls: 0.2311, d1.loss_bbox: 0.1575, d1.loss_iou: 0.4022, d2.loss_cls: 0.2195, d2.loss_bbox: 0.1556, d2.loss_iou: 0.3987, d3.loss_cls: 0.2124, d3.loss_bbox: 0.1557, d3.loss_iou: 0.3983, d4.loss_cls: 0.2088, d4.loss_bbox: 0.1567, d4.loss_iou: 0.4002, dn_loss_cls: 0.0320, dn_loss_bbox: 0.2534, dn_loss_iou: 0.3670, d0.dn_loss_cls: 0.0661, d0.dn_loss_bbox: 0.3695, d0.dn_loss_iou: 0.4887, d1.dn_loss_cls: 0.0412, d1.dn_loss_bbox: 0.2789, d1.dn_loss_iou: 0.3940, d2.dn_loss_cls: 0.0358, d2.dn_loss_bbox: 0.2606, d2.dn_loss_iou: 0.3749, d3.dn_loss_cls: 0.0330, d3.dn_loss_bbox: 0.2546, d3.dn_loss_iou: 0.3689, d4.dn_loss_cls: 0.0321, d4.dn_loss_bbox: 0.2534, d4.dn_loss_iou: 0.3669, loss: 9.8521 2024-06-05 08:32:49,404 - mmdet - INFO - Epoch [5][2350/3665] lr: 2.000e-04, eta: 2 days, 22:26:54, time: 9.259, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2406, interm_loss_bbox: 0.1919, interm_loss_iou: 0.4493, loss_cls: 0.2026, loss_bbox: 0.1633, loss_iou: 0.4020, d0.loss_cls: 0.2526, d0.loss_bbox: 0.1675, d0.loss_iou: 0.4104, d1.loss_cls: 0.2240, d1.loss_bbox: 0.1649, d1.loss_iou: 0.4043, d2.loss_cls: 0.2130, d2.loss_bbox: 0.1623, d2.loss_iou: 0.4005, d3.loss_cls: 0.2059, d3.loss_bbox: 0.1626, d3.loss_iou: 0.4016, d4.loss_cls: 0.2028, d4.loss_bbox: 0.1630, d4.loss_iou: 0.4022, dn_loss_cls: 0.0313, dn_loss_bbox: 0.2592, dn_loss_iou: 0.3719, d0.dn_loss_cls: 0.0649, d0.dn_loss_bbox: 0.3805, d0.dn_loss_iou: 0.4928, d1.dn_loss_cls: 0.0400, d1.dn_loss_bbox: 0.2862, d1.dn_loss_iou: 0.3983, d2.dn_loss_cls: 0.0347, d2.dn_loss_bbox: 0.2669, d2.dn_loss_iou: 0.3795, d3.dn_loss_cls: 0.0318, d3.dn_loss_bbox: 0.2606, d3.dn_loss_iou: 0.3738, d4.dn_loss_cls: 0.0313, d4.dn_loss_bbox: 0.2592, d4.dn_loss_iou: 0.3718, loss: 9.9216 2024-06-05 08:40:41,729 - mmdet - INFO - Epoch [5][2400/3665] lr: 2.000e-04, eta: 2 days, 22:19:07, time: 9.447, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2444, interm_loss_bbox: 0.1969, interm_loss_iou: 0.4499, loss_cls: 0.2051, loss_bbox: 0.1626, loss_iou: 0.3987, d0.loss_cls: 0.2572, d0.loss_bbox: 0.1673, d0.loss_iou: 0.4060, d1.loss_cls: 0.2273, d1.loss_bbox: 0.1653, d1.loss_iou: 0.4028, d2.loss_cls: 0.2155, d2.loss_bbox: 0.1629, d2.loss_iou: 0.3977, d3.loss_cls: 0.2080, d3.loss_bbox: 0.1624, d3.loss_iou: 0.3980, d4.loss_cls: 0.2054, d4.loss_bbox: 0.1627, d4.loss_iou: 0.3983, dn_loss_cls: 0.0310, dn_loss_bbox: 0.2568, dn_loss_iou: 0.3696, d0.dn_loss_cls: 0.0656, d0.dn_loss_bbox: 0.3746, d0.dn_loss_iou: 0.4897, d1.dn_loss_cls: 0.0403, d1.dn_loss_bbox: 0.2817, d1.dn_loss_iou: 0.3953, d2.dn_loss_cls: 0.0350, d2.dn_loss_bbox: 0.2632, d2.dn_loss_iou: 0.3773, d3.dn_loss_cls: 0.0321, d3.dn_loss_bbox: 0.2578, d3.dn_loss_iou: 0.3711, d4.dn_loss_cls: 0.0312, d4.dn_loss_bbox: 0.2568, d4.dn_loss_iou: 0.3695, loss: 9.8928 2024-06-05 08:48:42,247 - mmdet - INFO - Epoch [5][2450/3665] lr: 2.000e-04, eta: 2 days, 22:11:33, time: 9.610, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2368, interm_loss_bbox: 0.1898, interm_loss_iou: 0.4341, loss_cls: 0.1979, loss_bbox: 0.1603, loss_iou: 0.3829, d0.loss_cls: 0.2509, d0.loss_bbox: 0.1630, d0.loss_iou: 0.3896, d1.loss_cls: 0.2172, d1.loss_bbox: 0.1628, d1.loss_iou: 0.3880, d2.loss_cls: 0.2066, d2.loss_bbox: 0.1606, d2.loss_iou: 0.3832, d3.loss_cls: 0.2004, d3.loss_bbox: 0.1603, d3.loss_iou: 0.3830, d4.loss_cls: 0.1981, d4.loss_bbox: 0.1600, d4.loss_iou: 0.3834, dn_loss_cls: 0.0290, dn_loss_bbox: 0.2493, dn_loss_iou: 0.3523, d0.dn_loss_cls: 0.0630, d0.dn_loss_bbox: 0.3726, d0.dn_loss_iou: 0.4751, d1.dn_loss_cls: 0.0380, d1.dn_loss_bbox: 0.2767, d1.dn_loss_iou: 0.3798, d2.dn_loss_cls: 0.0329, d2.dn_loss_bbox: 0.2563, d2.dn_loss_iou: 0.3602, d3.dn_loss_cls: 0.0301, d3.dn_loss_bbox: 0.2506, d3.dn_loss_iou: 0.3541, d4.dn_loss_cls: 0.0291, d4.dn_loss_bbox: 0.2494, d4.dn_loss_iou: 0.3522, loss: 9.5595 2024-06-05 08:56:28,528 - mmdet - INFO - Epoch [5][2500/3665] lr: 2.000e-04, eta: 2 days, 22:03:37, time: 9.326, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2448, interm_loss_bbox: 0.1902, interm_loss_iou: 0.4444, loss_cls: 0.2055, loss_bbox: 0.1587, loss_iou: 0.3946, d0.loss_cls: 0.2587, d0.loss_bbox: 0.1636, d0.loss_iou: 0.4012, d1.loss_cls: 0.2238, d1.loss_bbox: 0.1632, d1.loss_iou: 0.4011, d2.loss_cls: 0.2133, d2.loss_bbox: 0.1600, d2.loss_iou: 0.3966, d3.loss_cls: 0.2079, d3.loss_bbox: 0.1584, d3.loss_iou: 0.3946, d4.loss_cls: 0.2056, d4.loss_bbox: 0.1588, d4.loss_iou: 0.3951, dn_loss_cls: 0.0305, dn_loss_bbox: 0.2404, dn_loss_iou: 0.3587, d0.dn_loss_cls: 0.0636, d0.dn_loss_bbox: 0.3608, d0.dn_loss_iou: 0.4796, d1.dn_loss_cls: 0.0387, d1.dn_loss_bbox: 0.2657, d1.dn_loss_iou: 0.3853, d2.dn_loss_cls: 0.0338, d2.dn_loss_bbox: 0.2467, d2.dn_loss_iou: 0.3659, d3.dn_loss_cls: 0.0310, d3.dn_loss_bbox: 0.2414, d3.dn_loss_iou: 0.3602, d4.dn_loss_cls: 0.0305, d4.dn_loss_bbox: 0.2404, d4.dn_loss_iou: 0.3586, loss: 9.6719 2024-06-05 09:04:16,109 - mmdet - INFO - Epoch [5][2550/3665] lr: 2.000e-04, eta: 2 days, 21:55:43, time: 9.352, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2444, interm_loss_bbox: 0.1952, interm_loss_iou: 0.4511, loss_cls: 0.2071, loss_bbox: 0.1646, loss_iou: 0.4011, d0.loss_cls: 0.2584, d0.loss_bbox: 0.1685, d0.loss_iou: 0.4081, d1.loss_cls: 0.2284, d1.loss_bbox: 0.1666, d1.loss_iou: 0.4045, d2.loss_cls: 0.2159, d2.loss_bbox: 0.1647, d2.loss_iou: 0.4017, d3.loss_cls: 0.2092, d3.loss_bbox: 0.1645, d3.loss_iou: 0.4012, d4.loss_cls: 0.2074, d4.loss_bbox: 0.1649, d4.loss_iou: 0.4015, dn_loss_cls: 0.0311, dn_loss_bbox: 0.2583, dn_loss_iou: 0.3695, d0.dn_loss_cls: 0.0654, d0.dn_loss_bbox: 0.3791, d0.dn_loss_iou: 0.4906, d1.dn_loss_cls: 0.0408, d1.dn_loss_bbox: 0.2854, d1.dn_loss_iou: 0.3968, d2.dn_loss_cls: 0.0353, d2.dn_loss_bbox: 0.2653, d2.dn_loss_iou: 0.3776, d3.dn_loss_cls: 0.0322, d3.dn_loss_bbox: 0.2594, d3.dn_loss_iou: 0.3712, d4.dn_loss_cls: 0.0313, d4.dn_loss_bbox: 0.2583, d4.dn_loss_iou: 0.3694, loss: 9.9460 2024-06-05 09:12:13,394 - mmdet - INFO - Epoch [5][2600/3665] lr: 2.000e-04, eta: 2 days, 21:48:03, time: 9.546, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2456, interm_loss_bbox: 0.1972, interm_loss_iou: 0.4448, loss_cls: 0.2086, loss_bbox: 0.1618, loss_iou: 0.3879, d0.loss_cls: 0.2637, d0.loss_bbox: 0.1647, d0.loss_iou: 0.3954, d1.loss_cls: 0.2302, d1.loss_bbox: 0.1646, d1.loss_iou: 0.3928, d2.loss_cls: 0.2187, d2.loss_bbox: 0.1607, d2.loss_iou: 0.3878, d3.loss_cls: 0.2122, d3.loss_bbox: 0.1604, d3.loss_iou: 0.3874, d4.loss_cls: 0.2094, d4.loss_bbox: 0.1611, d4.loss_iou: 0.3875, dn_loss_cls: 0.0321, dn_loss_bbox: 0.2500, dn_loss_iou: 0.3560, d0.dn_loss_cls: 0.0662, d0.dn_loss_bbox: 0.3763, d0.dn_loss_iou: 0.4824, d1.dn_loss_cls: 0.0410, d1.dn_loss_bbox: 0.2772, d1.dn_loss_iou: 0.3841, d2.dn_loss_cls: 0.0356, d2.dn_loss_bbox: 0.2577, d2.dn_loss_iou: 0.3644, d3.dn_loss_cls: 0.0329, d3.dn_loss_bbox: 0.2514, d3.dn_loss_iou: 0.3580, d4.dn_loss_cls: 0.0321, d4.dn_loss_bbox: 0.2500, d4.dn_loss_iou: 0.3559, loss: 9.7463 2024-06-05 09:20:07,399 - mmdet - INFO - Epoch [5][2650/3665] lr: 2.000e-04, eta: 2 days, 21:40:19, time: 9.480, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2361, interm_loss_bbox: 0.1876, interm_loss_iou: 0.4445, loss_cls: 0.1988, loss_bbox: 0.1562, loss_iou: 0.3962, d0.loss_cls: 0.2509, d0.loss_bbox: 0.1601, d0.loss_iou: 0.4029, d1.loss_cls: 0.2192, d1.loss_bbox: 0.1588, d1.loss_iou: 0.3998, d2.loss_cls: 0.2082, d2.loss_bbox: 0.1562, d2.loss_iou: 0.3966, d3.loss_cls: 0.2022, d3.loss_bbox: 0.1555, d3.loss_iou: 0.3961, d4.loss_cls: 0.1999, d4.loss_bbox: 0.1555, d4.loss_iou: 0.3960, dn_loss_cls: 0.0309, dn_loss_bbox: 0.2418, dn_loss_iou: 0.3653, d0.dn_loss_cls: 0.0644, d0.dn_loss_bbox: 0.3605, d0.dn_loss_iou: 0.4884, d1.dn_loss_cls: 0.0396, d1.dn_loss_bbox: 0.2683, d1.dn_loss_iou: 0.3929, d2.dn_loss_cls: 0.0344, d2.dn_loss_bbox: 0.2493, d2.dn_loss_iou: 0.3733, d3.dn_loss_cls: 0.0316, d3.dn_loss_bbox: 0.2430, d3.dn_loss_iou: 0.3671, d4.dn_loss_cls: 0.0308, d4.dn_loss_bbox: 0.2418, d4.dn_loss_iou: 0.3652, loss: 9.6660 2024-06-05 09:27:50,578 - mmdet - INFO - Epoch [5][2700/3665] lr: 2.000e-04, eta: 2 days, 21:32:18, time: 9.264, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2347, interm_loss_bbox: 0.1886, interm_loss_iou: 0.4344, loss_cls: 0.1939, loss_bbox: 0.1587, loss_iou: 0.3839, d0.loss_cls: 0.2484, d0.loss_bbox: 0.1617, d0.loss_iou: 0.3919, d1.loss_cls: 0.2155, d1.loss_bbox: 0.1604, d1.loss_iou: 0.3877, d2.loss_cls: 0.2030, d2.loss_bbox: 0.1584, d2.loss_iou: 0.3844, d3.loss_cls: 0.1961, d3.loss_bbox: 0.1587, d3.loss_iou: 0.3844, d4.loss_cls: 0.1942, d4.loss_bbox: 0.1586, d4.loss_iou: 0.3842, dn_loss_cls: 0.0300, dn_loss_bbox: 0.2535, dn_loss_iou: 0.3559, d0.dn_loss_cls: 0.0641, d0.dn_loss_bbox: 0.3745, d0.dn_loss_iou: 0.4780, d1.dn_loss_cls: 0.0393, d1.dn_loss_bbox: 0.2807, d1.dn_loss_iou: 0.3834, d2.dn_loss_cls: 0.0340, d2.dn_loss_bbox: 0.2607, d2.dn_loss_iou: 0.3640, d3.dn_loss_cls: 0.0311, d3.dn_loss_bbox: 0.2547, d3.dn_loss_iou: 0.3578, d4.dn_loss_cls: 0.0301, d4.dn_loss_bbox: 0.2536, d4.dn_loss_iou: 0.3558, loss: 9.5829 2024-06-05 09:35:48,293 - mmdet - INFO - Epoch [5][2750/3665] lr: 2.000e-04, eta: 2 days, 21:24:39, time: 9.554, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2392, interm_loss_bbox: 0.1863, interm_loss_iou: 0.4489, loss_cls: 0.2020, loss_bbox: 0.1564, loss_iou: 0.3994, d0.loss_cls: 0.2520, d0.loss_bbox: 0.1615, d0.loss_iou: 0.4075, d1.loss_cls: 0.2206, d1.loss_bbox: 0.1614, d1.loss_iou: 0.4053, d2.loss_cls: 0.2083, d2.loss_bbox: 0.1578, d2.loss_iou: 0.4014, d3.loss_cls: 0.2039, d3.loss_bbox: 0.1565, d3.loss_iou: 0.4003, d4.loss_cls: 0.2010, d4.loss_bbox: 0.1571, d4.loss_iou: 0.4004, dn_loss_cls: 0.0301, dn_loss_bbox: 0.2476, dn_loss_iou: 0.3607, d0.dn_loss_cls: 0.0637, d0.dn_loss_bbox: 0.3654, d0.dn_loss_iou: 0.4857, d1.dn_loss_cls: 0.0392, d1.dn_loss_bbox: 0.2745, d1.dn_loss_iou: 0.3886, d2.dn_loss_cls: 0.0339, d2.dn_loss_bbox: 0.2551, d2.dn_loss_iou: 0.3689, d3.dn_loss_cls: 0.0312, d3.dn_loss_bbox: 0.2493, d3.dn_loss_iou: 0.3627, d4.dn_loss_cls: 0.0302, d4.dn_loss_bbox: 0.2476, d4.dn_loss_iou: 0.3606, loss: 9.7221 2024-06-05 09:43:41,492 - mmdet - INFO - Epoch [5][2800/3665] lr: 2.000e-04, eta: 2 days, 21:16:53, time: 9.464, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2397, interm_loss_bbox: 0.1868, interm_loss_iou: 0.4513, loss_cls: 0.2028, loss_bbox: 0.1540, loss_iou: 0.3985, d0.loss_cls: 0.2533, d0.loss_bbox: 0.1602, d0.loss_iou: 0.4072, d1.loss_cls: 0.2213, d1.loss_bbox: 0.1576, d1.loss_iou: 0.4040, d2.loss_cls: 0.2102, d2.loss_bbox: 0.1552, d2.loss_iou: 0.3998, d3.loss_cls: 0.2051, d3.loss_bbox: 0.1540, d3.loss_iou: 0.3987, d4.loss_cls: 0.2029, d4.loss_bbox: 0.1540, d4.loss_iou: 0.3985, dn_loss_cls: 0.0300, dn_loss_bbox: 0.2413, dn_loss_iou: 0.3590, d0.dn_loss_cls: 0.0647, d0.dn_loss_bbox: 0.3589, d0.dn_loss_iou: 0.4757, d1.dn_loss_cls: 0.0392, d1.dn_loss_bbox: 0.2668, d1.dn_loss_iou: 0.3842, d2.dn_loss_cls: 0.0340, d2.dn_loss_bbox: 0.2486, d2.dn_loss_iou: 0.3667, d3.dn_loss_cls: 0.0310, d3.dn_loss_bbox: 0.2426, d3.dn_loss_iou: 0.3607, d4.dn_loss_cls: 0.0301, d4.dn_loss_bbox: 0.2414, d4.dn_loss_iou: 0.3590, loss: 9.6491 2024-06-05 09:51:29,355 - mmdet - INFO - Epoch [5][2850/3665] lr: 2.000e-04, eta: 2 days, 21:09:00, time: 9.357, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2391, interm_loss_bbox: 0.1881, interm_loss_iou: 0.4487, loss_cls: 0.2041, loss_bbox: 0.1580, loss_iou: 0.3992, d0.loss_cls: 0.2561, d0.loss_bbox: 0.1617, d0.loss_iou: 0.4064, d1.loss_cls: 0.2235, d1.loss_bbox: 0.1604, d1.loss_iou: 0.4037, d2.loss_cls: 0.2124, d2.loss_bbox: 0.1577, d2.loss_iou: 0.4004, d3.loss_cls: 0.2071, d3.loss_bbox: 0.1571, d3.loss_iou: 0.3995, d4.loss_cls: 0.2047, d4.loss_bbox: 0.1575, d4.loss_iou: 0.3994, dn_loss_cls: 0.0335, dn_loss_bbox: 0.2532, dn_loss_iou: 0.3704, d0.dn_loss_cls: 0.0672, d0.dn_loss_bbox: 0.3760, d0.dn_loss_iou: 0.4935, d1.dn_loss_cls: 0.0420, d1.dn_loss_bbox: 0.2804, d1.dn_loss_iou: 0.3985, d2.dn_loss_cls: 0.0371, d2.dn_loss_bbox: 0.2611, d2.dn_loss_iou: 0.3788, d3.dn_loss_cls: 0.0344, d3.dn_loss_bbox: 0.2548, d3.dn_loss_iou: 0.3724, d4.dn_loss_cls: 0.0336, d4.dn_loss_bbox: 0.2533, d4.dn_loss_iou: 0.3703, loss: 9.8556 2024-06-05 09:59:26,876 - mmdet - INFO - Epoch [5][2900/3665] lr: 2.000e-04, eta: 2 days, 21:01:20, time: 9.550, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2440, interm_loss_bbox: 0.1869, interm_loss_iou: 0.4575, loss_cls: 0.2077, loss_bbox: 0.1557, loss_iou: 0.4057, d0.loss_cls: 0.2572, d0.loss_bbox: 0.1607, d0.loss_iou: 0.4144, d1.loss_cls: 0.2259, d1.loss_bbox: 0.1594, d1.loss_iou: 0.4107, d2.loss_cls: 0.2142, d2.loss_bbox: 0.1576, d2.loss_iou: 0.4068, d3.loss_cls: 0.2091, d3.loss_bbox: 0.1568, d3.loss_iou: 0.4064, d4.loss_cls: 0.2078, d4.loss_bbox: 0.1560, d4.loss_iou: 0.4060, dn_loss_cls: 0.0318, dn_loss_bbox: 0.2487, dn_loss_iou: 0.3719, d0.dn_loss_cls: 0.0662, d0.dn_loss_bbox: 0.3687, d0.dn_loss_iou: 0.4932, d1.dn_loss_cls: 0.0408, d1.dn_loss_bbox: 0.2744, d1.dn_loss_iou: 0.3985, d2.dn_loss_cls: 0.0357, d2.dn_loss_bbox: 0.2560, d2.dn_loss_iou: 0.3799, d3.dn_loss_cls: 0.0328, d3.dn_loss_bbox: 0.2499, d3.dn_loss_iou: 0.3738, d4.dn_loss_cls: 0.0321, d4.dn_loss_bbox: 0.2487, d4.dn_loss_iou: 0.3718, loss: 9.8813 2024-06-05 10:07:16,756 - mmdet - INFO - Epoch [5][2950/3665] lr: 2.000e-04, eta: 2 days, 20:53:30, time: 9.398, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2385, interm_loss_bbox: 0.1915, interm_loss_iou: 0.4403, loss_cls: 0.2010, loss_bbox: 0.1568, loss_iou: 0.3855, d0.loss_cls: 0.2565, d0.loss_bbox: 0.1643, d0.loss_iou: 0.3955, d1.loss_cls: 0.2222, d1.loss_bbox: 0.1625, d1.loss_iou: 0.3921, d2.loss_cls: 0.2090, d2.loss_bbox: 0.1590, d2.loss_iou: 0.3875, d3.loss_cls: 0.2034, d3.loss_bbox: 0.1570, d3.loss_iou: 0.3861, d4.loss_cls: 0.2015, d4.loss_bbox: 0.1564, d4.loss_iou: 0.3852, dn_loss_cls: 0.0302, dn_loss_bbox: 0.2482, dn_loss_iou: 0.3540, d0.dn_loss_cls: 0.0634, d0.dn_loss_bbox: 0.3627, d0.dn_loss_iou: 0.4709, d1.dn_loss_cls: 0.0388, d1.dn_loss_bbox: 0.2728, d1.dn_loss_iou: 0.3801, d2.dn_loss_cls: 0.0337, d2.dn_loss_bbox: 0.2549, d2.dn_loss_iou: 0.3618, d3.dn_loss_cls: 0.0310, d3.dn_loss_bbox: 0.2493, d3.dn_loss_iou: 0.3558, d4.dn_loss_cls: 0.0302, d4.dn_loss_bbox: 0.2482, d4.dn_loss_iou: 0.3539, loss: 9.5919 2024-06-05 10:15:10,497 - mmdet - INFO - Epoch [5][3000/3665] lr: 2.000e-04, eta: 2 days, 20:45:45, time: 9.475, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2391, interm_loss_bbox: 0.1942, interm_loss_iou: 0.4459, loss_cls: 0.2022, loss_bbox: 0.1623, loss_iou: 0.3916, d0.loss_cls: 0.2534, d0.loss_bbox: 0.1691, d0.loss_iou: 0.4030, d1.loss_cls: 0.2232, d1.loss_bbox: 0.1651, d1.loss_iou: 0.3972, d2.loss_cls: 0.2113, d2.loss_bbox: 0.1632, d2.loss_iou: 0.3922, d3.loss_cls: 0.2050, d3.loss_bbox: 0.1623, d3.loss_iou: 0.3912, d4.loss_cls: 0.2024, d4.loss_bbox: 0.1626, d4.loss_iou: 0.3920, dn_loss_cls: 0.0305, dn_loss_bbox: 0.2503, dn_loss_iou: 0.3609, d0.dn_loss_cls: 0.0644, d0.dn_loss_bbox: 0.3719, d0.dn_loss_iou: 0.4842, d1.dn_loss_cls: 0.0395, d1.dn_loss_bbox: 0.2771, d1.dn_loss_iou: 0.3885, d2.dn_loss_cls: 0.0341, d2.dn_loss_bbox: 0.2578, d2.dn_loss_iou: 0.3695, d3.dn_loss_cls: 0.0314, d3.dn_loss_bbox: 0.2516, d3.dn_loss_iou: 0.3628, d4.dn_loss_cls: 0.0306, d4.dn_loss_bbox: 0.2503, d4.dn_loss_iou: 0.3608, loss: 9.7447 2024-06-05 10:23:09,390 - mmdet - INFO - Epoch [5][3050/3665] lr: 2.000e-04, eta: 2 days, 20:38:07, time: 9.578, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2350, interm_loss_bbox: 0.1901, interm_loss_iou: 0.4554, loss_cls: 0.2002, loss_bbox: 0.1567, loss_iou: 0.4012, d0.loss_cls: 0.2524, d0.loss_bbox: 0.1632, d0.loss_iou: 0.4101, d1.loss_cls: 0.2236, d1.loss_bbox: 0.1598, d1.loss_iou: 0.4060, d2.loss_cls: 0.2088, d2.loss_bbox: 0.1573, d2.loss_iou: 0.4024, d3.loss_cls: 0.2012, d3.loss_bbox: 0.1577, d3.loss_iou: 0.4031, d4.loss_cls: 0.1996, d4.loss_bbox: 0.1570, d4.loss_iou: 0.4022, dn_loss_cls: 0.0312, dn_loss_bbox: 0.2518, dn_loss_iou: 0.3715, d0.dn_loss_cls: 0.0653, d0.dn_loss_bbox: 0.3700, d0.dn_loss_iou: 0.4927, d1.dn_loss_cls: 0.0406, d1.dn_loss_bbox: 0.2784, d1.dn_loss_iou: 0.3987, d2.dn_loss_cls: 0.0354, d2.dn_loss_bbox: 0.2595, d2.dn_loss_iou: 0.3798, d3.dn_loss_cls: 0.0324, d3.dn_loss_bbox: 0.2529, d3.dn_loss_iou: 0.3735, d4.dn_loss_cls: 0.0314, d4.dn_loss_bbox: 0.2518, d4.dn_loss_iou: 0.3714, loss: 9.8314 2024-06-05 10:31:02,855 - mmdet - INFO - Epoch [5][3100/3665] lr: 2.000e-04, eta: 2 days, 20:30:21, time: 9.469, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2402, interm_loss_bbox: 0.1911, interm_loss_iou: 0.4399, loss_cls: 0.2016, loss_bbox: 0.1602, loss_iou: 0.3890, d0.loss_cls: 0.2626, d0.loss_bbox: 0.1666, d0.loss_iou: 0.3986, d1.loss_cls: 0.2244, d1.loss_bbox: 0.1638, d1.loss_iou: 0.3940, d2.loss_cls: 0.2093, d2.loss_bbox: 0.1612, d2.loss_iou: 0.3906, d3.loss_cls: 0.2044, d3.loss_bbox: 0.1597, d3.loss_iou: 0.3890, d4.loss_cls: 0.2024, d4.loss_bbox: 0.1598, d4.loss_iou: 0.3887, dn_loss_cls: 0.0322, dn_loss_bbox: 0.2554, dn_loss_iou: 0.3606, d0.dn_loss_cls: 0.0658, d0.dn_loss_bbox: 0.3822, d0.dn_loss_iou: 0.4882, d1.dn_loss_cls: 0.0405, d1.dn_loss_bbox: 0.2835, d1.dn_loss_iou: 0.3893, d2.dn_loss_cls: 0.0353, d2.dn_loss_bbox: 0.2634, d2.dn_loss_iou: 0.3690, d3.dn_loss_cls: 0.0327, d3.dn_loss_bbox: 0.2569, d3.dn_loss_iou: 0.3626, d4.dn_loss_cls: 0.0321, d4.dn_loss_bbox: 0.2554, d4.dn_loss_iou: 0.3605, loss: 9.7629 2024-06-05 10:38:58,989 - mmdet - INFO - Epoch [5][3150/3665] lr: 2.000e-04, eta: 2 days, 20:22:40, time: 9.523, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2388, interm_loss_bbox: 0.1912, interm_loss_iou: 0.4345, loss_cls: 0.2023, loss_bbox: 0.1598, loss_iou: 0.3844, d0.loss_cls: 0.2545, d0.loss_bbox: 0.1647, d0.loss_iou: 0.3922, d1.loss_cls: 0.2236, d1.loss_bbox: 0.1639, d1.loss_iou: 0.3883, d2.loss_cls: 0.2100, d2.loss_bbox: 0.1610, d2.loss_iou: 0.3866, d3.loss_cls: 0.2044, d3.loss_bbox: 0.1596, d3.loss_iou: 0.3847, d4.loss_cls: 0.2020, d4.loss_bbox: 0.1602, d4.loss_iou: 0.3853, dn_loss_cls: 0.0318, dn_loss_bbox: 0.2571, dn_loss_iou: 0.3625, d0.dn_loss_cls: 0.0662, d0.dn_loss_bbox: 0.3749, d0.dn_loss_iou: 0.4838, d1.dn_loss_cls: 0.0407, d1.dn_loss_bbox: 0.2824, d1.dn_loss_iou: 0.3888, d2.dn_loss_cls: 0.0357, d2.dn_loss_bbox: 0.2642, d2.dn_loss_iou: 0.3703, d3.dn_loss_cls: 0.0327, d3.dn_loss_bbox: 0.2584, d3.dn_loss_iou: 0.3643, d4.dn_loss_cls: 0.0319, d4.dn_loss_bbox: 0.2571, d4.dn_loss_iou: 0.3624, loss: 9.7170 2024-06-05 10:46:46,827 - mmdet - INFO - Epoch [5][3200/3665] lr: 2.000e-04, eta: 2 days, 20:14:46, time: 9.357, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2448, interm_loss_bbox: 0.1985, interm_loss_iou: 0.4505, loss_cls: 0.2084, loss_bbox: 0.1591, loss_iou: 0.3917, d0.loss_cls: 0.2587, d0.loss_bbox: 0.1675, d0.loss_iou: 0.4027, d1.loss_cls: 0.2287, d1.loss_bbox: 0.1642, d1.loss_iou: 0.3986, d2.loss_cls: 0.2158, d2.loss_bbox: 0.1620, d2.loss_iou: 0.3946, d3.loss_cls: 0.2104, d3.loss_bbox: 0.1605, d3.loss_iou: 0.3929, d4.loss_cls: 0.2085, d4.loss_bbox: 0.1596, d4.loss_iou: 0.3923, dn_loss_cls: 0.0349, dn_loss_bbox: 0.2666, dn_loss_iou: 0.3677, d0.dn_loss_cls: 0.0681, d0.dn_loss_bbox: 0.3817, d0.dn_loss_iou: 0.4870, d1.dn_loss_cls: 0.0435, d1.dn_loss_bbox: 0.2910, d1.dn_loss_iou: 0.3937, d2.dn_loss_cls: 0.0381, d2.dn_loss_bbox: 0.2730, d2.dn_loss_iou: 0.3751, d3.dn_loss_cls: 0.0352, d3.dn_loss_bbox: 0.2675, d3.dn_loss_iou: 0.3694, d4.dn_loss_cls: 0.0347, d4.dn_loss_bbox: 0.2666, d4.dn_loss_iou: 0.3676, loss: 9.9311 2024-06-05 10:54:37,555 - mmdet - INFO - Epoch [5][3250/3665] lr: 2.000e-04, eta: 2 days, 20:06:56, time: 9.415, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2382, interm_loss_bbox: 0.1953, interm_loss_iou: 0.4432, loss_cls: 0.2002, loss_bbox: 0.1599, loss_iou: 0.3902, d0.loss_cls: 0.2523, d0.loss_bbox: 0.1656, d0.loss_iou: 0.3969, d1.loss_cls: 0.2211, d1.loss_bbox: 0.1650, d1.loss_iou: 0.3951, d2.loss_cls: 0.2071, d2.loss_bbox: 0.1622, d2.loss_iou: 0.3924, d3.loss_cls: 0.2021, d3.loss_bbox: 0.1612, d3.loss_iou: 0.3909, d4.loss_cls: 0.2005, d4.loss_bbox: 0.1601, d4.loss_iou: 0.3902, dn_loss_cls: 0.0293, dn_loss_bbox: 0.2562, dn_loss_iou: 0.3572, d0.dn_loss_cls: 0.0634, d0.dn_loss_bbox: 0.3735, d0.dn_loss_iou: 0.4763, d1.dn_loss_cls: 0.0390, d1.dn_loss_bbox: 0.2824, d1.dn_loss_iou: 0.3843, d2.dn_loss_cls: 0.0337, d2.dn_loss_bbox: 0.2639, d2.dn_loss_iou: 0.3656, d3.dn_loss_cls: 0.0307, d3.dn_loss_bbox: 0.2576, d3.dn_loss_iou: 0.3593, d4.dn_loss_cls: 0.0297, d4.dn_loss_bbox: 0.2562, d4.dn_loss_iou: 0.3571, loss: 9.7050 2024-06-05 11:02:34,924 - mmdet - INFO - Epoch [5][3300/3665] lr: 2.000e-04, eta: 2 days, 19:59:16, time: 9.547, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2389, interm_loss_bbox: 0.1844, interm_loss_iou: 0.4403, loss_cls: 0.2015, loss_bbox: 0.1541, loss_iou: 0.3914, d0.loss_cls: 0.2549, d0.loss_bbox: 0.1586, d0.loss_iou: 0.3983, d1.loss_cls: 0.2217, d1.loss_bbox: 0.1584, d1.loss_iou: 0.3970, d2.loss_cls: 0.2099, d2.loss_bbox: 0.1555, d2.loss_iou: 0.3935, d3.loss_cls: 0.2041, d3.loss_bbox: 0.1544, d3.loss_iou: 0.3917, d4.loss_cls: 0.2020, d4.loss_bbox: 0.1538, d4.loss_iou: 0.3907, dn_loss_cls: 0.0308, dn_loss_bbox: 0.2415, dn_loss_iou: 0.3600, d0.dn_loss_cls: 0.0645, d0.dn_loss_bbox: 0.3577, d0.dn_loss_iou: 0.4798, d1.dn_loss_cls: 0.0395, d1.dn_loss_bbox: 0.2665, d1.dn_loss_iou: 0.3863, d2.dn_loss_cls: 0.0346, d2.dn_loss_bbox: 0.2480, d2.dn_loss_iou: 0.3679, d3.dn_loss_cls: 0.0316, d3.dn_loss_bbox: 0.2426, d3.dn_loss_iou: 0.3617, d4.dn_loss_cls: 0.0309, d4.dn_loss_bbox: 0.2415, d4.dn_loss_iou: 0.3599, loss: 9.6005 2024-06-05 11:10:37,586 - mmdet - INFO - Epoch [5][3350/3665] lr: 2.000e-04, eta: 2 days, 19:51:44, time: 9.653, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2414, interm_loss_bbox: 0.1931, interm_loss_iou: 0.4443, loss_cls: 0.1992, loss_bbox: 0.1609, loss_iou: 0.3925, d0.loss_cls: 0.2559, d0.loss_bbox: 0.1639, d0.loss_iou: 0.3984, d1.loss_cls: 0.2205, d1.loss_bbox: 0.1644, d1.loss_iou: 0.3969, d2.loss_cls: 0.2076, d2.loss_bbox: 0.1624, d2.loss_iou: 0.3930, d3.loss_cls: 0.2023, d3.loss_bbox: 0.1609, d3.loss_iou: 0.3927, d4.loss_cls: 0.1992, d4.loss_bbox: 0.1615, d4.loss_iou: 0.3930, dn_loss_cls: 0.0303, dn_loss_bbox: 0.2559, dn_loss_iou: 0.3606, d0.dn_loss_cls: 0.0650, d0.dn_loss_bbox: 0.3829, d0.dn_loss_iou: 0.4872, d1.dn_loss_cls: 0.0402, d1.dn_loss_bbox: 0.2846, d1.dn_loss_iou: 0.3889, d2.dn_loss_cls: 0.0348, d2.dn_loss_bbox: 0.2639, d2.dn_loss_iou: 0.3690, d3.dn_loss_cls: 0.0316, d3.dn_loss_bbox: 0.2574, d3.dn_loss_iou: 0.3625, d4.dn_loss_cls: 0.0306, d4.dn_loss_bbox: 0.2559, d4.dn_loss_iou: 0.3605, loss: 9.7664 2024-06-05 11:18:21,604 - mmdet - INFO - Epoch [5][3400/3665] lr: 2.000e-04, eta: 2 days, 19:43:44, time: 9.280, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2424, interm_loss_bbox: 0.1914, interm_loss_iou: 0.4394, loss_cls: 0.2039, loss_bbox: 0.1597, loss_iou: 0.3902, d0.loss_cls: 0.2600, d0.loss_bbox: 0.1646, d0.loss_iou: 0.3972, d1.loss_cls: 0.2240, d1.loss_bbox: 0.1628, d1.loss_iou: 0.3926, d2.loss_cls: 0.2119, d2.loss_bbox: 0.1607, d2.loss_iou: 0.3913, d3.loss_cls: 0.2064, d3.loss_bbox: 0.1605, d3.loss_iou: 0.3909, d4.loss_cls: 0.2045, d4.loss_bbox: 0.1604, d4.loss_iou: 0.3907, dn_loss_cls: 0.0303, dn_loss_bbox: 0.2525, dn_loss_iou: 0.3538, d0.dn_loss_cls: 0.0644, d0.dn_loss_bbox: 0.3748, d0.dn_loss_iou: 0.4777, d1.dn_loss_cls: 0.0395, d1.dn_loss_bbox: 0.2796, d1.dn_loss_iou: 0.3807, d2.dn_loss_cls: 0.0343, d2.dn_loss_bbox: 0.2601, d2.dn_loss_iou: 0.3618, d3.dn_loss_cls: 0.0314, d3.dn_loss_bbox: 0.2537, d3.dn_loss_iou: 0.3559, d4.dn_loss_cls: 0.0305, d4.dn_loss_bbox: 0.2525, d4.dn_loss_iou: 0.3537, loss: 9.6929 2024-06-05 11:26:24,317 - mmdet - INFO - Epoch [5][3450/3665] lr: 2.000e-04, eta: 2 days, 19:36:11, time: 9.654, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2410, interm_loss_bbox: 0.1905, interm_loss_iou: 0.4466, loss_cls: 0.2029, loss_bbox: 0.1575, loss_iou: 0.3928, d0.loss_cls: 0.2554, d0.loss_bbox: 0.1635, d0.loss_iou: 0.4021, d1.loss_cls: 0.2236, d1.loss_bbox: 0.1616, d1.loss_iou: 0.3973, d2.loss_cls: 0.2112, d2.loss_bbox: 0.1587, d2.loss_iou: 0.3944, d3.loss_cls: 0.2053, d3.loss_bbox: 0.1584, d3.loss_iou: 0.3929, d4.loss_cls: 0.2024, d4.loss_bbox: 0.1584, d4.loss_iou: 0.3933, dn_loss_cls: 0.0319, dn_loss_bbox: 0.2608, dn_loss_iou: 0.3624, d0.dn_loss_cls: 0.0666, d0.dn_loss_bbox: 0.3821, d0.dn_loss_iou: 0.4837, d1.dn_loss_cls: 0.0415, d1.dn_loss_bbox: 0.2882, d1.dn_loss_iou: 0.3891, d2.dn_loss_cls: 0.0361, d2.dn_loss_bbox: 0.2685, d2.dn_loss_iou: 0.3707, d3.dn_loss_cls: 0.0329, d3.dn_loss_bbox: 0.2621, d3.dn_loss_iou: 0.3642, d4.dn_loss_cls: 0.0320, d4.dn_loss_bbox: 0.2608, d4.dn_loss_iou: 0.3623, loss: 9.8061 2024-06-05 11:34:16,587 - mmdet - INFO - Epoch [5][3500/3665] lr: 2.000e-04, eta: 2 days, 19:28:24, time: 9.445, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2380, interm_loss_bbox: 0.1886, interm_loss_iou: 0.4400, loss_cls: 0.2012, loss_bbox: 0.1546, loss_iou: 0.3865, d0.loss_cls: 0.2541, d0.loss_bbox: 0.1595, d0.loss_iou: 0.3945, d1.loss_cls: 0.2209, d1.loss_bbox: 0.1580, d1.loss_iou: 0.3900, d2.loss_cls: 0.2094, d2.loss_bbox: 0.1550, d2.loss_iou: 0.3869, d3.loss_cls: 0.2028, d3.loss_bbox: 0.1546, d3.loss_iou: 0.3870, d4.loss_cls: 0.2014, d4.loss_bbox: 0.1542, d4.loss_iou: 0.3866, dn_loss_cls: 0.0288, dn_loss_bbox: 0.2440, dn_loss_iou: 0.3498, d0.dn_loss_cls: 0.0638, d0.dn_loss_bbox: 0.3698, d0.dn_loss_iou: 0.4753, d1.dn_loss_cls: 0.0384, d1.dn_loss_bbox: 0.2723, d1.dn_loss_iou: 0.3783, d2.dn_loss_cls: 0.0330, d2.dn_loss_bbox: 0.2516, d2.dn_loss_iou: 0.3580, d3.dn_loss_cls: 0.0300, d3.dn_loss_bbox: 0.2453, d3.dn_loss_iou: 0.3518, d4.dn_loss_cls: 0.0292, d4.dn_loss_bbox: 0.2441, d4.dn_loss_iou: 0.3497, loss: 9.5371 2024-06-05 11:42:06,654 - mmdet - INFO - Epoch [5][3550/3665] lr: 2.000e-04, eta: 2 days, 19:20:33, time: 9.401, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2365, interm_loss_bbox: 0.1949, interm_loss_iou: 0.4359, loss_cls: 0.2010, loss_bbox: 0.1583, loss_iou: 0.3794, d0.loss_cls: 0.2531, d0.loss_bbox: 0.1660, d0.loss_iou: 0.3906, d1.loss_cls: 0.2198, d1.loss_bbox: 0.1634, d1.loss_iou: 0.3862, d2.loss_cls: 0.2078, d2.loss_bbox: 0.1610, d2.loss_iou: 0.3825, d3.loss_cls: 0.2032, d3.loss_bbox: 0.1593, d3.loss_iou: 0.3805, d4.loss_cls: 0.2005, d4.loss_bbox: 0.1589, d4.loss_iou: 0.3812, dn_loss_cls: 0.0299, dn_loss_bbox: 0.2458, dn_loss_iou: 0.3463, d0.dn_loss_cls: 0.0645, d0.dn_loss_bbox: 0.3721, d0.dn_loss_iou: 0.4748, d1.dn_loss_cls: 0.0391, d1.dn_loss_bbox: 0.2730, d1.dn_loss_iou: 0.3754, d2.dn_loss_cls: 0.0338, d2.dn_loss_bbox: 0.2540, d2.dn_loss_iou: 0.3551, d3.dn_loss_cls: 0.0310, d3.dn_loss_bbox: 0.2474, d3.dn_loss_iou: 0.3484, d4.dn_loss_cls: 0.0300, d4.dn_loss_bbox: 0.2458, d4.dn_loss_iou: 0.3462, loss: 9.5327 2024-06-05 11:50:12,738 - mmdet - INFO - Epoch [5][3600/3665] lr: 2.000e-04, eta: 2 days, 19:13:05, time: 9.722, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2364, interm_loss_bbox: 0.1867, interm_loss_iou: 0.4410, loss_cls: 0.1987, loss_bbox: 0.1568, loss_iou: 0.3915, d0.loss_cls: 0.2515, d0.loss_bbox: 0.1618, d0.loss_iou: 0.4011, d1.loss_cls: 0.2185, d1.loss_bbox: 0.1600, d1.loss_iou: 0.3969, d2.loss_cls: 0.2069, d2.loss_bbox: 0.1584, d2.loss_iou: 0.3929, d3.loss_cls: 0.2015, d3.loss_bbox: 0.1571, d3.loss_iou: 0.3920, d4.loss_cls: 0.1991, d4.loss_bbox: 0.1572, d4.loss_iou: 0.3918, dn_loss_cls: 0.0306, dn_loss_bbox: 0.2512, dn_loss_iou: 0.3585, d0.dn_loss_cls: 0.0645, d0.dn_loss_bbox: 0.3743, d0.dn_loss_iou: 0.4807, d1.dn_loss_cls: 0.0396, d1.dn_loss_bbox: 0.2780, d1.dn_loss_iou: 0.3853, d2.dn_loss_cls: 0.0343, d2.dn_loss_bbox: 0.2584, d2.dn_loss_iou: 0.3662, d3.dn_loss_cls: 0.0316, d3.dn_loss_bbox: 0.2523, d3.dn_loss_iou: 0.3602, d4.dn_loss_cls: 0.0307, d4.dn_loss_bbox: 0.2512, d4.dn_loss_iou: 0.3584, loss: 9.6638 2024-06-05 11:58:13,762 - mmdet - INFO - Epoch [5][3650/3665] lr: 2.000e-04, eta: 2 days, 19:05:29, time: 9.620, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2386, interm_loss_bbox: 0.1855, interm_loss_iou: 0.4395, loss_cls: 0.2018, loss_bbox: 0.1550, loss_iou: 0.3883, d0.loss_cls: 0.2523, d0.loss_bbox: 0.1598, d0.loss_iou: 0.3977, d1.loss_cls: 0.2211, d1.loss_bbox: 0.1578, d1.loss_iou: 0.3936, d2.loss_cls: 0.2092, d2.loss_bbox: 0.1555, d2.loss_iou: 0.3893, d3.loss_cls: 0.2039, d3.loss_bbox: 0.1547, d3.loss_iou: 0.3888, d4.loss_cls: 0.2012, d4.loss_bbox: 0.1553, d4.loss_iou: 0.3892, dn_loss_cls: 0.0286, dn_loss_bbox: 0.2356, dn_loss_iou: 0.3570, d0.dn_loss_cls: 0.0621, d0.dn_loss_bbox: 0.3509, d0.dn_loss_iou: 0.4774, d1.dn_loss_cls: 0.0376, d1.dn_loss_bbox: 0.2594, d1.dn_loss_iou: 0.3836, d2.dn_loss_cls: 0.0325, d2.dn_loss_bbox: 0.2424, d2.dn_loss_iou: 0.3650, d3.dn_loss_cls: 0.0297, d3.dn_loss_bbox: 0.2367, d3.dn_loss_iou: 0.3590, d4.dn_loss_cls: 0.0288, d4.dn_loss_bbox: 0.2356, d4.dn_loss_iou: 0.3569, loss: 9.5171 2024-06-05 12:00:35,972 - mmdet - INFO - Saving checkpoint at 5 epochs 2024-06-05 12:04:45,521 - mmdet - INFO - Evaluating bbox... 2024-06-05 12:06:28,769 - 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 ] = 0.744 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.596 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 ] = 0.594 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.716 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.739 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.743 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.743 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.587 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.784 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.899 2024-06-05 12:06:30,608 - mmdet - INFO - Exp name: dino_4scale_internvit_h6b_1024_768_fpn_1x_coco_bs32_ms.py 2024-06-05 12:06:30,610 - mmdet - INFO - Epoch(val) [5][313] bbox_mAP: 0.5490, bbox_mAP_50: 0.7440, bbox_mAP_75: 0.5960, bbox_mAP_s: 0.3680, bbox_mAP_m: 0.5940, bbox_mAP_l: 0.7160, bbox_mAP_copypaste: 0.549 0.744 0.596 0.368 0.594 0.716 2024-06-05 12:14:27,678 - mmdet - INFO - Epoch [6][50/3665] lr: 2.000e-04, eta: 2 days, 18:52:10, time: 9.541, data_time: 0.069, memory: 37236, interm_loss_cls: 0.2369, interm_loss_bbox: 0.1900, interm_loss_iou: 0.4376, loss_cls: 0.1995, loss_bbox: 0.1565, loss_iou: 0.3874, d0.loss_cls: 0.2494, d0.loss_bbox: 0.1639, d0.loss_iou: 0.3966, d1.loss_cls: 0.2191, d1.loss_bbox: 0.1606, d1.loss_iou: 0.3937, d2.loss_cls: 0.2070, d2.loss_bbox: 0.1586, d2.loss_iou: 0.3896, d3.loss_cls: 0.2009, d3.loss_bbox: 0.1575, d3.loss_iou: 0.3885, d4.loss_cls: 0.1993, d4.loss_bbox: 0.1568, d4.loss_iou: 0.3878, dn_loss_cls: 0.0300, dn_loss_bbox: 0.2413, dn_loss_iou: 0.3476, d0.dn_loss_cls: 0.0634, d0.dn_loss_bbox: 0.3677, d0.dn_loss_iou: 0.4702, d1.dn_loss_cls: 0.0390, d1.dn_loss_bbox: 0.2705, d1.dn_loss_iou: 0.3755, d2.dn_loss_cls: 0.0337, d2.dn_loss_bbox: 0.2495, d2.dn_loss_iou: 0.3558, d3.dn_loss_cls: 0.0311, d3.dn_loss_bbox: 0.2428, d3.dn_loss_iou: 0.3494, d4.dn_loss_cls: 0.0302, d4.dn_loss_bbox: 0.2413, d4.dn_loss_iou: 0.3475, loss: 9.5234 2024-06-05 12:22:21,834 - mmdet - INFO - Epoch [6][100/3665] lr: 2.000e-04, eta: 2 days, 18:44:26, time: 9.483, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2327, interm_loss_bbox: 0.1928, interm_loss_iou: 0.4409, loss_cls: 0.1968, loss_bbox: 0.1581, loss_iou: 0.3860, d0.loss_cls: 0.2477, d0.loss_bbox: 0.1635, d0.loss_iou: 0.3929, d1.loss_cls: 0.2163, d1.loss_bbox: 0.1624, d1.loss_iou: 0.3900, d2.loss_cls: 0.2058, d2.loss_bbox: 0.1596, d2.loss_iou: 0.3869, d3.loss_cls: 0.1977, d3.loss_bbox: 0.1594, d3.loss_iou: 0.3874, d4.loss_cls: 0.1966, d4.loss_bbox: 0.1585, d4.loss_iou: 0.3864, dn_loss_cls: 0.0270, dn_loss_bbox: 0.2416, dn_loss_iou: 0.3539, d0.dn_loss_cls: 0.0612, d0.dn_loss_bbox: 0.3589, d0.dn_loss_iou: 0.4727, d1.dn_loss_cls: 0.0366, d1.dn_loss_bbox: 0.2674, d1.dn_loss_iou: 0.3797, d2.dn_loss_cls: 0.0317, d2.dn_loss_bbox: 0.2491, d2.dn_loss_iou: 0.3619, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2428, d3.dn_loss_iou: 0.3558, d4.dn_loss_cls: 0.0273, d4.dn_loss_bbox: 0.2416, d4.dn_loss_iou: 0.3537, loss: 9.5093 2024-06-05 12:30:11,753 - mmdet - INFO - Epoch [6][150/3665] lr: 2.000e-04, eta: 2 days, 18:36:35, time: 9.398, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2312, interm_loss_bbox: 0.1878, interm_loss_iou: 0.4378, loss_cls: 0.1935, loss_bbox: 0.1515, loss_iou: 0.3841, d0.loss_cls: 0.2446, d0.loss_bbox: 0.1585, d0.loss_iou: 0.3923, d1.loss_cls: 0.2126, d1.loss_bbox: 0.1560, d1.loss_iou: 0.3886, d2.loss_cls: 0.1998, d2.loss_bbox: 0.1538, d2.loss_iou: 0.3861, d3.loss_cls: 0.1958, d3.loss_bbox: 0.1524, d3.loss_iou: 0.3841, d4.loss_cls: 0.1930, d4.loss_bbox: 0.1524, d4.loss_iou: 0.3851, dn_loss_cls: 0.0274, dn_loss_bbox: 0.2371, dn_loss_iou: 0.3543, d0.dn_loss_cls: 0.0613, d0.dn_loss_bbox: 0.3505, d0.dn_loss_iou: 0.4730, d1.dn_loss_cls: 0.0363, d1.dn_loss_bbox: 0.2605, d1.dn_loss_iou: 0.3801, d2.dn_loss_cls: 0.0314, d2.dn_loss_bbox: 0.2433, d2.dn_loss_iou: 0.3618, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2381, d3.dn_loss_iou: 0.3560, d4.dn_loss_cls: 0.0277, d4.dn_loss_bbox: 0.2371, d4.dn_loss_iou: 0.3543, loss: 9.3999 2024-06-05 12:38:17,687 - mmdet - INFO - Epoch [6][200/3665] lr: 2.000e-04, eta: 2 days, 18:29:07, time: 9.719, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2303, interm_loss_bbox: 0.1886, interm_loss_iou: 0.4322, loss_cls: 0.1927, loss_bbox: 0.1569, loss_iou: 0.3783, d0.loss_cls: 0.2495, d0.loss_bbox: 0.1592, d0.loss_iou: 0.3855, d1.loss_cls: 0.2129, d1.loss_bbox: 0.1599, d1.loss_iou: 0.3839, d2.loss_cls: 0.2005, d2.loss_bbox: 0.1571, d2.loss_iou: 0.3799, d3.loss_cls: 0.1938, d3.loss_bbox: 0.1574, d3.loss_iou: 0.3789, d4.loss_cls: 0.1927, d4.loss_bbox: 0.1571, d4.loss_iou: 0.3785, dn_loss_cls: 0.0289, dn_loss_bbox: 0.2478, dn_loss_iou: 0.3391, d0.dn_loss_cls: 0.0625, d0.dn_loss_bbox: 0.3694, d0.dn_loss_iou: 0.4582, d1.dn_loss_cls: 0.0378, d1.dn_loss_bbox: 0.2749, d1.dn_loss_iou: 0.3658, d2.dn_loss_cls: 0.0325, d2.dn_loss_bbox: 0.2552, d2.dn_loss_iou: 0.3470, d3.dn_loss_cls: 0.0297, d3.dn_loss_bbox: 0.2491, d3.dn_loss_iou: 0.3411, d4.dn_loss_cls: 0.0290, d4.dn_loss_bbox: 0.2478, d4.dn_loss_iou: 0.3390, loss: 9.3802 2024-06-05 12:46:16,642 - mmdet - INFO - Epoch [6][250/3665] lr: 2.000e-04, eta: 2 days, 18:21:29, time: 9.579, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2331, interm_loss_bbox: 0.1936, interm_loss_iou: 0.4377, loss_cls: 0.1958, loss_bbox: 0.1590, loss_iou: 0.3806, d0.loss_cls: 0.2500, d0.loss_bbox: 0.1657, d0.loss_iou: 0.3909, d1.loss_cls: 0.2150, d1.loss_bbox: 0.1643, d1.loss_iou: 0.3885, d2.loss_cls: 0.2028, d2.loss_bbox: 0.1612, d2.loss_iou: 0.3844, d3.loss_cls: 0.1969, d3.loss_bbox: 0.1606, d3.loss_iou: 0.3824, d4.loss_cls: 0.1964, d4.loss_bbox: 0.1591, d4.loss_iou: 0.3806, dn_loss_cls: 0.0281, dn_loss_bbox: 0.2377, dn_loss_iou: 0.3479, d0.dn_loss_cls: 0.0615, d0.dn_loss_bbox: 0.3574, d0.dn_loss_iou: 0.4677, d1.dn_loss_cls: 0.0371, d1.dn_loss_bbox: 0.2640, d1.dn_loss_iou: 0.3740, d2.dn_loss_cls: 0.0317, d2.dn_loss_bbox: 0.2451, d2.dn_loss_iou: 0.3559, d3.dn_loss_cls: 0.0290, d3.dn_loss_bbox: 0.2392, d3.dn_loss_iou: 0.3497, d4.dn_loss_cls: 0.0282, d4.dn_loss_bbox: 0.2376, d4.dn_loss_iou: 0.3478, loss: 9.4382 2024-06-05 12:54:23,101 - mmdet - INFO - Epoch [6][300/3665] lr: 2.000e-04, eta: 2 days, 18:14:01, time: 9.729, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2367, interm_loss_bbox: 0.1905, interm_loss_iou: 0.4348, loss_cls: 0.1999, loss_bbox: 0.1588, loss_iou: 0.3847, d0.loss_cls: 0.2514, d0.loss_bbox: 0.1618, d0.loss_iou: 0.3924, d1.loss_cls: 0.2212, d1.loss_bbox: 0.1617, d1.loss_iou: 0.3896, d2.loss_cls: 0.2068, d2.loss_bbox: 0.1603, d2.loss_iou: 0.3883, d3.loss_cls: 0.2018, d3.loss_bbox: 0.1586, d3.loss_iou: 0.3860, d4.loss_cls: 0.2009, d4.loss_bbox: 0.1581, d4.loss_iou: 0.3845, dn_loss_cls: 0.0303, dn_loss_bbox: 0.2419, dn_loss_iou: 0.3573, d0.dn_loss_cls: 0.0646, d0.dn_loss_bbox: 0.3631, d0.dn_loss_iou: 0.4774, d1.dn_loss_cls: 0.0402, d1.dn_loss_bbox: 0.2676, d1.dn_loss_iou: 0.3839, d2.dn_loss_cls: 0.0347, d2.dn_loss_bbox: 0.2494, d2.dn_loss_iou: 0.3651, d3.dn_loss_cls: 0.0314, d3.dn_loss_bbox: 0.2432, d3.dn_loss_iou: 0.3591, d4.dn_loss_cls: 0.0304, d4.dn_loss_bbox: 0.2420, d4.dn_loss_iou: 0.3573, loss: 9.5675 2024-06-05 13:02:18,169 - mmdet - INFO - Epoch [6][350/3665] lr: 2.000e-04, eta: 2 days, 18:06:17, time: 9.501, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2359, interm_loss_bbox: 0.1884, interm_loss_iou: 0.4322, loss_cls: 0.1989, loss_bbox: 0.1577, loss_iou: 0.3845, d0.loss_cls: 0.2524, d0.loss_bbox: 0.1601, d0.loss_iou: 0.3896, d1.loss_cls: 0.2191, d1.loss_bbox: 0.1613, d1.loss_iou: 0.3871, d2.loss_cls: 0.2072, d2.loss_bbox: 0.1594, d2.loss_iou: 0.3860, d3.loss_cls: 0.2018, d3.loss_bbox: 0.1578, d3.loss_iou: 0.3844, d4.loss_cls: 0.1995, d4.loss_bbox: 0.1578, d4.loss_iou: 0.3848, dn_loss_cls: 0.0287, dn_loss_bbox: 0.2493, dn_loss_iou: 0.3574, d0.dn_loss_cls: 0.0626, d0.dn_loss_bbox: 0.3628, d0.dn_loss_iou: 0.4750, d1.dn_loss_cls: 0.0382, d1.dn_loss_bbox: 0.2738, d1.dn_loss_iou: 0.3838, d2.dn_loss_cls: 0.0330, d2.dn_loss_bbox: 0.2562, d2.dn_loss_iou: 0.3654, d3.dn_loss_cls: 0.0301, d3.dn_loss_bbox: 0.2504, d3.dn_loss_iou: 0.3592, d4.dn_loss_cls: 0.0291, d4.dn_loss_bbox: 0.2493, d4.dn_loss_iou: 0.3572, loss: 9.5674 2024-06-05 13:09:58,023 - mmdet - INFO - Epoch [6][400/3665] lr: 2.000e-04, eta: 2 days, 17:58:13, time: 9.197, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2276, interm_loss_bbox: 0.1858, interm_loss_iou: 0.4274, loss_cls: 0.1916, loss_bbox: 0.1532, loss_iou: 0.3773, d0.loss_cls: 0.2451, d0.loss_bbox: 0.1567, d0.loss_iou: 0.3838, d1.loss_cls: 0.2125, d1.loss_bbox: 0.1550, d1.loss_iou: 0.3798, d2.loss_cls: 0.1993, d2.loss_bbox: 0.1536, d2.loss_iou: 0.3787, d3.loss_cls: 0.1922, d3.loss_bbox: 0.1544, d3.loss_iou: 0.3785, d4.loss_cls: 0.1913, d4.loss_bbox: 0.1535, d4.loss_iou: 0.3778, dn_loss_cls: 0.0273, dn_loss_bbox: 0.2261, dn_loss_iou: 0.3414, d0.dn_loss_cls: 0.0607, d0.dn_loss_bbox: 0.3426, d0.dn_loss_iou: 0.4602, d1.dn_loss_cls: 0.0364, d1.dn_loss_bbox: 0.2508, d1.dn_loss_iou: 0.3672, d2.dn_loss_cls: 0.0314, d2.dn_loss_bbox: 0.2331, d2.dn_loss_iou: 0.3492, d3.dn_loss_cls: 0.0285, d3.dn_loss_bbox: 0.2273, d3.dn_loss_iou: 0.3432, d4.dn_loss_cls: 0.0275, d4.dn_loss_bbox: 0.2262, d4.dn_loss_iou: 0.3413, loss: 9.1957 2024-06-05 13:17:48,827 - mmdet - INFO - Epoch [6][450/3665] lr: 2.000e-04, eta: 2 days, 17:50:24, time: 9.416, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2324, interm_loss_bbox: 0.1861, interm_loss_iou: 0.4371, loss_cls: 0.1965, loss_bbox: 0.1559, loss_iou: 0.3882, d0.loss_cls: 0.2559, d0.loss_bbox: 0.1577, d0.loss_iou: 0.3906, d1.loss_cls: 0.2210, d1.loss_bbox: 0.1580, d1.loss_iou: 0.3905, d2.loss_cls: 0.2079, d2.loss_bbox: 0.1552, d2.loss_iou: 0.3878, d3.loss_cls: 0.1995, d3.loss_bbox: 0.1554, d3.loss_iou: 0.3885, d4.loss_cls: 0.1974, d4.loss_bbox: 0.1552, d4.loss_iou: 0.3877, dn_loss_cls: 0.0276, dn_loss_bbox: 0.2362, dn_loss_iou: 0.3587, d0.dn_loss_cls: 0.0617, d0.dn_loss_bbox: 0.3512, d0.dn_loss_iou: 0.4783, d1.dn_loss_cls: 0.0373, d1.dn_loss_bbox: 0.2601, d1.dn_loss_iou: 0.3840, d2.dn_loss_cls: 0.0319, d2.dn_loss_bbox: 0.2433, d2.dn_loss_iou: 0.3665, d3.dn_loss_cls: 0.0288, d3.dn_loss_bbox: 0.2374, d3.dn_loss_iou: 0.3604, d4.dn_loss_cls: 0.0278, d4.dn_loss_bbox: 0.2362, d4.dn_loss_iou: 0.3586, loss: 9.4902 2024-06-05 13:25:28,335 - mmdet - INFO - Epoch [6][500/3665] lr: 2.000e-04, eta: 2 days, 17:42:19, time: 9.190, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2345, interm_loss_bbox: 0.1859, interm_loss_iou: 0.4462, loss_cls: 0.1953, loss_bbox: 0.1556, loss_iou: 0.3950, d0.loss_cls: 0.2528, d0.loss_bbox: 0.1593, d0.loss_iou: 0.4003, d1.loss_cls: 0.2176, d1.loss_bbox: 0.1580, d1.loss_iou: 0.3987, d2.loss_cls: 0.2037, d2.loss_bbox: 0.1573, d2.loss_iou: 0.3959, d3.loss_cls: 0.1988, d3.loss_bbox: 0.1547, d3.loss_iou: 0.3939, d4.loss_cls: 0.1956, d4.loss_bbox: 0.1556, d4.loss_iou: 0.3955, dn_loss_cls: 0.0280, dn_loss_bbox: 0.2313, dn_loss_iou: 0.3550, d0.dn_loss_cls: 0.0618, d0.dn_loss_bbox: 0.3489, d0.dn_loss_iou: 0.4741, d1.dn_loss_cls: 0.0376, d1.dn_loss_bbox: 0.2567, d1.dn_loss_iou: 0.3808, d2.dn_loss_cls: 0.0321, d2.dn_loss_bbox: 0.2384, d2.dn_loss_iou: 0.3628, d3.dn_loss_cls: 0.0292, d3.dn_loss_bbox: 0.2325, d3.dn_loss_iou: 0.3567, d4.dn_loss_cls: 0.0281, d4.dn_loss_bbox: 0.2313, d4.dn_loss_iou: 0.3549, loss: 9.4902 2024-06-05 13:33:19,955 - mmdet - INFO - Epoch [6][550/3665] lr: 2.000e-04, eta: 2 days, 17:34:31, time: 9.432, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2316, interm_loss_bbox: 0.1863, interm_loss_iou: 0.4344, loss_cls: 0.1942, loss_bbox: 0.1558, loss_iou: 0.3860, d0.loss_cls: 0.2461, d0.loss_bbox: 0.1615, d0.loss_iou: 0.3955, d1.loss_cls: 0.2136, d1.loss_bbox: 0.1586, d1.loss_iou: 0.3908, d2.loss_cls: 0.2010, d2.loss_bbox: 0.1568, d2.loss_iou: 0.3879, d3.loss_cls: 0.1957, d3.loss_bbox: 0.1562, d3.loss_iou: 0.3872, d4.loss_cls: 0.1942, d4.loss_bbox: 0.1561, d4.loss_iou: 0.3866, dn_loss_cls: 0.0280, dn_loss_bbox: 0.2402, dn_loss_iou: 0.3510, d0.dn_loss_cls: 0.0621, d0.dn_loss_bbox: 0.3561, d0.dn_loss_iou: 0.4692, d1.dn_loss_cls: 0.0373, d1.dn_loss_bbox: 0.2653, d1.dn_loss_iou: 0.3771, d2.dn_loss_cls: 0.0320, d2.dn_loss_bbox: 0.2467, d2.dn_loss_iou: 0.3586, d3.dn_loss_cls: 0.0291, d3.dn_loss_bbox: 0.2412, d3.dn_loss_iou: 0.3524, d4.dn_loss_cls: 0.0281, d4.dn_loss_bbox: 0.2402, d4.dn_loss_iou: 0.3509, loss: 9.4414 2024-06-05 13:41:09,415 - mmdet - INFO - Epoch [6][600/3665] lr: 2.000e-04, eta: 2 days, 17:26:40, time: 9.389, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2284, interm_loss_bbox: 0.1847, interm_loss_iou: 0.4389, loss_cls: 0.1899, loss_bbox: 0.1563, loss_iou: 0.3908, d0.loss_cls: 0.2424, d0.loss_bbox: 0.1599, d0.loss_iou: 0.3984, d1.loss_cls: 0.2115, d1.loss_bbox: 0.1600, d1.loss_iou: 0.3948, d2.loss_cls: 0.2000, d2.loss_bbox: 0.1568, d2.loss_iou: 0.3907, d3.loss_cls: 0.1925, d3.loss_bbox: 0.1567, d3.loss_iou: 0.3907, d4.loss_cls: 0.1907, d4.loss_bbox: 0.1561, d4.loss_iou: 0.3905, dn_loss_cls: 0.0290, dn_loss_bbox: 0.2355, dn_loss_iou: 0.3485, d0.dn_loss_cls: 0.0617, d0.dn_loss_bbox: 0.3543, d0.dn_loss_iou: 0.4661, d1.dn_loss_cls: 0.0377, d1.dn_loss_bbox: 0.2620, d1.dn_loss_iou: 0.3747, d2.dn_loss_cls: 0.0325, d2.dn_loss_bbox: 0.2432, d2.dn_loss_iou: 0.3563, d3.dn_loss_cls: 0.0299, d3.dn_loss_bbox: 0.2370, d3.dn_loss_iou: 0.3501, d4.dn_loss_cls: 0.0291, d4.dn_loss_bbox: 0.2355, d4.dn_loss_iou: 0.3482, loss: 9.4120 2024-06-05 13:49:08,533 - mmdet - INFO - Epoch [6][650/3665] lr: 2.000e-04, eta: 2 days, 17:19:02, time: 9.582, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2392, interm_loss_bbox: 0.1934, interm_loss_iou: 0.4415, loss_cls: 0.2020, loss_bbox: 0.1613, loss_iou: 0.3896, d0.loss_cls: 0.2544, d0.loss_bbox: 0.1654, d0.loss_iou: 0.3970, d1.loss_cls: 0.2242, d1.loss_bbox: 0.1636, d1.loss_iou: 0.3932, d2.loss_cls: 0.2110, d2.loss_bbox: 0.1625, d2.loss_iou: 0.3916, d3.loss_cls: 0.2052, d3.loss_bbox: 0.1611, d3.loss_iou: 0.3898, d4.loss_cls: 0.2029, d4.loss_bbox: 0.1609, d4.loss_iou: 0.3893, dn_loss_cls: 0.0303, dn_loss_bbox: 0.2388, dn_loss_iou: 0.3584, d0.dn_loss_cls: 0.0638, d0.dn_loss_bbox: 0.3559, d0.dn_loss_iou: 0.4800, d1.dn_loss_cls: 0.0392, d1.dn_loss_bbox: 0.2645, d1.dn_loss_iou: 0.3854, d2.dn_loss_cls: 0.0340, d2.dn_loss_bbox: 0.2462, d2.dn_loss_iou: 0.3665, d3.dn_loss_cls: 0.0312, d3.dn_loss_bbox: 0.2400, d3.dn_loss_iou: 0.3604, d4.dn_loss_cls: 0.0304, d4.dn_loss_bbox: 0.2388, d4.dn_loss_iou: 0.3583, loss: 9.6213 2024-06-05 13:56:55,630 - mmdet - INFO - Epoch [6][700/3665] lr: 2.000e-04, eta: 2 days, 17:11:07, time: 9.342, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2344, interm_loss_bbox: 0.1875, interm_loss_iou: 0.4387, loss_cls: 0.1994, loss_bbox: 0.1524, loss_iou: 0.3827, d0.loss_cls: 0.2498, d0.loss_bbox: 0.1577, d0.loss_iou: 0.3904, d1.loss_cls: 0.2181, d1.loss_bbox: 0.1577, d1.loss_iou: 0.3873, d2.loss_cls: 0.2080, d2.loss_bbox: 0.1527, d2.loss_iou: 0.3818, d3.loss_cls: 0.2007, d3.loss_bbox: 0.1527, d3.loss_iou: 0.3828, d4.loss_cls: 0.1994, d4.loss_bbox: 0.1523, d4.loss_iou: 0.3827, dn_loss_cls: 0.0288, dn_loss_bbox: 0.2332, dn_loss_iou: 0.3460, d0.dn_loss_cls: 0.0621, d0.dn_loss_bbox: 0.3528, d0.dn_loss_iou: 0.4685, d1.dn_loss_cls: 0.0373, d1.dn_loss_bbox: 0.2596, d1.dn_loss_iou: 0.3730, d2.dn_loss_cls: 0.0323, d2.dn_loss_bbox: 0.2406, d2.dn_loss_iou: 0.3542, d3.dn_loss_cls: 0.0296, d3.dn_loss_bbox: 0.2343, d3.dn_loss_iou: 0.3477, d4.dn_loss_cls: 0.0288, d4.dn_loss_bbox: 0.2332, d4.dn_loss_iou: 0.3459, loss: 9.3771 2024-06-05 14:04:45,203 - mmdet - INFO - Epoch [6][750/3665] lr: 2.000e-04, eta: 2 days, 17:03:16, time: 9.392, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2335, interm_loss_bbox: 0.1912, interm_loss_iou: 0.4429, loss_cls: 0.1948, loss_bbox: 0.1580, loss_iou: 0.3879, d0.loss_cls: 0.2491, d0.loss_bbox: 0.1630, d0.loss_iou: 0.3994, d1.loss_cls: 0.2167, d1.loss_bbox: 0.1608, d1.loss_iou: 0.3933, d2.loss_cls: 0.2043, d2.loss_bbox: 0.1589, d2.loss_iou: 0.3903, d3.loss_cls: 0.1976, d3.loss_bbox: 0.1586, d3.loss_iou: 0.3884, d4.loss_cls: 0.1950, d4.loss_bbox: 0.1581, d4.loss_iou: 0.3879, dn_loss_cls: 0.0295, dn_loss_bbox: 0.2436, dn_loss_iou: 0.3568, d0.dn_loss_cls: 0.0630, d0.dn_loss_bbox: 0.3627, d0.dn_loss_iou: 0.4771, d1.dn_loss_cls: 0.0386, d1.dn_loss_bbox: 0.2688, d1.dn_loss_iou: 0.3831, d2.dn_loss_cls: 0.0334, d2.dn_loss_bbox: 0.2498, d2.dn_loss_iou: 0.3640, d3.dn_loss_cls: 0.0307, d3.dn_loss_bbox: 0.2445, d3.dn_loss_iou: 0.3582, d4.dn_loss_cls: 0.0297, d4.dn_loss_bbox: 0.2437, d4.dn_loss_iou: 0.3567, loss: 9.5638 2024-06-05 14:12:45,530 - mmdet - INFO - Epoch [6][800/3665] lr: 2.000e-04, eta: 2 days, 16:55:39, time: 9.607, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2300, interm_loss_bbox: 0.1815, interm_loss_iou: 0.4361, loss_cls: 0.1937, loss_bbox: 0.1520, loss_iou: 0.3880, d0.loss_cls: 0.2482, d0.loss_bbox: 0.1571, d0.loss_iou: 0.3946, d1.loss_cls: 0.2148, d1.loss_bbox: 0.1561, d1.loss_iou: 0.3921, d2.loss_cls: 0.2034, d2.loss_bbox: 0.1524, d2.loss_iou: 0.3888, d3.loss_cls: 0.1971, d3.loss_bbox: 0.1521, d3.loss_iou: 0.3874, d4.loss_cls: 0.1950, d4.loss_bbox: 0.1517, d4.loss_iou: 0.3877, dn_loss_cls: 0.0265, dn_loss_bbox: 0.2308, dn_loss_iou: 0.3457, d0.dn_loss_cls: 0.0598, d0.dn_loss_bbox: 0.3501, d0.dn_loss_iou: 0.4651, d1.dn_loss_cls: 0.0359, d1.dn_loss_bbox: 0.2563, d1.dn_loss_iou: 0.3721, d2.dn_loss_cls: 0.0307, d2.dn_loss_bbox: 0.2375, d2.dn_loss_iou: 0.3536, d3.dn_loss_cls: 0.0277, d3.dn_loss_bbox: 0.2321, d3.dn_loss_iou: 0.3476, d4.dn_loss_cls: 0.0267, d4.dn_loss_bbox: 0.2308, d4.dn_loss_iou: 0.3457, loss: 9.3342 2024-06-05 14:20:38,288 - mmdet - INFO - Epoch [6][850/3665] lr: 2.000e-04, eta: 2 days, 16:47:52, time: 9.455, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2321, interm_loss_bbox: 0.1843, interm_loss_iou: 0.4335, loss_cls: 0.1974, loss_bbox: 0.1519, loss_iou: 0.3831, d0.loss_cls: 0.2503, d0.loss_bbox: 0.1573, d0.loss_iou: 0.3912, d1.loss_cls: 0.2200, d1.loss_bbox: 0.1542, d1.loss_iou: 0.3865, d2.loss_cls: 0.2069, d2.loss_bbox: 0.1526, d2.loss_iou: 0.3834, d3.loss_cls: 0.1996, d3.loss_bbox: 0.1522, d3.loss_iou: 0.3833, d4.loss_cls: 0.1975, d4.loss_bbox: 0.1522, d4.loss_iou: 0.3837, dn_loss_cls: 0.0272, dn_loss_bbox: 0.2314, dn_loss_iou: 0.3500, d0.dn_loss_cls: 0.0606, d0.dn_loss_bbox: 0.3468, d0.dn_loss_iou: 0.4656, d1.dn_loss_cls: 0.0363, d1.dn_loss_bbox: 0.2564, d1.dn_loss_iou: 0.3756, d2.dn_loss_cls: 0.0312, d2.dn_loss_bbox: 0.2381, d2.dn_loss_iou: 0.3575, d3.dn_loss_cls: 0.0282, d3.dn_loss_bbox: 0.2325, d3.dn_loss_iou: 0.3515, d4.dn_loss_cls: 0.0274, d4.dn_loss_bbox: 0.2314, d4.dn_loss_iou: 0.3499, loss: 9.3507 2024-06-05 14:28:42,649 - mmdet - INFO - Epoch [6][900/3665] lr: 2.000e-04, eta: 2 days, 16:40:20, time: 9.687, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2296, interm_loss_bbox: 0.1838, interm_loss_iou: 0.4264, loss_cls: 0.1935, loss_bbox: 0.1544, loss_iou: 0.3787, d0.loss_cls: 0.2500, d0.loss_bbox: 0.1563, d0.loss_iou: 0.3835, d1.loss_cls: 0.2174, d1.loss_bbox: 0.1543, d1.loss_iou: 0.3791, d2.loss_cls: 0.2028, d2.loss_bbox: 0.1539, d2.loss_iou: 0.3790, d3.loss_cls: 0.1963, d3.loss_bbox: 0.1538, d3.loss_iou: 0.3779, d4.loss_cls: 0.1938, d4.loss_bbox: 0.1544, d4.loss_iou: 0.3783, dn_loss_cls: 0.0284, dn_loss_bbox: 0.2416, dn_loss_iou: 0.3475, d0.dn_loss_cls: 0.0624, d0.dn_loss_bbox: 0.3619, d0.dn_loss_iou: 0.4701, d1.dn_loss_cls: 0.0381, d1.dn_loss_bbox: 0.2674, d1.dn_loss_iou: 0.3743, d2.dn_loss_cls: 0.0327, d2.dn_loss_bbox: 0.2487, d2.dn_loss_iou: 0.3553, d3.dn_loss_cls: 0.0295, d3.dn_loss_bbox: 0.2431, d3.dn_loss_iou: 0.3493, d4.dn_loss_cls: 0.0286, d4.dn_loss_bbox: 0.2417, d4.dn_loss_iou: 0.3474, loss: 9.3650 2024-06-05 14:36:32,942 - mmdet - INFO - Epoch [6][950/3665] lr: 2.000e-04, eta: 2 days, 16:32:30, time: 9.406, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2287, interm_loss_bbox: 0.1881, interm_loss_iou: 0.4414, loss_cls: 0.1957, loss_bbox: 0.1542, loss_iou: 0.3883, d0.loss_cls: 0.2493, d0.loss_bbox: 0.1603, d0.loss_iou: 0.3976, d1.loss_cls: 0.2188, d1.loss_bbox: 0.1577, d1.loss_iou: 0.3925, d2.loss_cls: 0.2045, d2.loss_bbox: 0.1551, d2.loss_iou: 0.3887, d3.loss_cls: 0.1982, d3.loss_bbox: 0.1551, d3.loss_iou: 0.3887, d4.loss_cls: 0.1963, d4.loss_bbox: 0.1543, d4.loss_iou: 0.3883, dn_loss_cls: 0.0293, dn_loss_bbox: 0.2453, dn_loss_iou: 0.3542, d0.dn_loss_cls: 0.0618, d0.dn_loss_bbox: 0.3609, d0.dn_loss_iou: 0.4738, d1.dn_loss_cls: 0.0381, d1.dn_loss_bbox: 0.2714, d1.dn_loss_iou: 0.3807, d2.dn_loss_cls: 0.0330, d2.dn_loss_bbox: 0.2526, d2.dn_loss_iou: 0.3618, d3.dn_loss_cls: 0.0304, d3.dn_loss_bbox: 0.2465, d3.dn_loss_iou: 0.3559, d4.dn_loss_cls: 0.0296, d4.dn_loss_bbox: 0.2453, d4.dn_loss_iou: 0.3541, loss: 9.5265 2024-06-05 14:44:18,278 - mmdet - INFO - Epoch [6][1000/3665] lr: 2.000e-04, eta: 2 days, 16:24:34, time: 9.307, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2343, interm_loss_bbox: 0.1871, interm_loss_iou: 0.4333, loss_cls: 0.1962, loss_bbox: 0.1557, loss_iou: 0.3864, d0.loss_cls: 0.2507, d0.loss_bbox: 0.1611, d0.loss_iou: 0.3936, d1.loss_cls: 0.2191, d1.loss_bbox: 0.1581, d1.loss_iou: 0.3882, d2.loss_cls: 0.2049, d2.loss_bbox: 0.1565, d2.loss_iou: 0.3865, d3.loss_cls: 0.1979, d3.loss_bbox: 0.1568, d3.loss_iou: 0.3870, d4.loss_cls: 0.1966, d4.loss_bbox: 0.1555, d4.loss_iou: 0.3862, dn_loss_cls: 0.0278, dn_loss_bbox: 0.2342, dn_loss_iou: 0.3519, d0.dn_loss_cls: 0.0620, d0.dn_loss_bbox: 0.3553, d0.dn_loss_iou: 0.4734, d1.dn_loss_cls: 0.0374, d1.dn_loss_bbox: 0.2606, d1.dn_loss_iou: 0.3787, d2.dn_loss_cls: 0.0318, d2.dn_loss_bbox: 0.2420, d2.dn_loss_iou: 0.3598, d3.dn_loss_cls: 0.0289, d3.dn_loss_bbox: 0.2356, d3.dn_loss_iou: 0.3538, d4.dn_loss_cls: 0.0280, d4.dn_loss_bbox: 0.2342, d4.dn_loss_iou: 0.3519, loss: 9.4390 2024-06-05 14:52:15,193 - mmdet - INFO - Epoch [6][1050/3665] lr: 2.000e-04, eta: 2 days, 16:16:52, time: 9.538, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2383, interm_loss_bbox: 0.1911, interm_loss_iou: 0.4351, loss_cls: 0.2044, loss_bbox: 0.1630, loss_iou: 0.3877, d0.loss_cls: 0.2567, d0.loss_bbox: 0.1670, d0.loss_iou: 0.3947, d1.loss_cls: 0.2272, d1.loss_bbox: 0.1657, d1.loss_iou: 0.3923, d2.loss_cls: 0.2132, d2.loss_bbox: 0.1634, d2.loss_iou: 0.3892, d3.loss_cls: 0.2068, d3.loss_bbox: 0.1636, d3.loss_iou: 0.3885, d4.loss_cls: 0.2050, d4.loss_bbox: 0.1630, d4.loss_iou: 0.3882, dn_loss_cls: 0.0300, dn_loss_bbox: 0.2436, dn_loss_iou: 0.3616, d0.dn_loss_cls: 0.0650, d0.dn_loss_bbox: 0.3659, d0.dn_loss_iou: 0.4851, d1.dn_loss_cls: 0.0400, d1.dn_loss_bbox: 0.2695, d1.dn_loss_iou: 0.3894, d2.dn_loss_cls: 0.0342, d2.dn_loss_bbox: 0.2507, d2.dn_loss_iou: 0.3699, d3.dn_loss_cls: 0.0310, d3.dn_loss_bbox: 0.2447, d3.dn_loss_iou: 0.3635, d4.dn_loss_cls: 0.0302, d4.dn_loss_bbox: 0.2436, d4.dn_loss_iou: 0.3615, loss: 9.6838 2024-06-05 15:00:01,343 - mmdet - INFO - Epoch [6][1100/3665] lr: 2.000e-04, eta: 2 days, 16:08:56, time: 9.323, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2294, interm_loss_bbox: 0.1870, interm_loss_iou: 0.4278, loss_cls: 0.1944, loss_bbox: 0.1556, loss_iou: 0.3793, d0.loss_cls: 0.2455, d0.loss_bbox: 0.1623, d0.loss_iou: 0.3891, d1.loss_cls: 0.2152, d1.loss_bbox: 0.1591, d1.loss_iou: 0.3845, d2.loss_cls: 0.2037, d2.loss_bbox: 0.1568, d2.loss_iou: 0.3806, d3.loss_cls: 0.1978, d3.loss_bbox: 0.1557, d3.loss_iou: 0.3794, d4.loss_cls: 0.1952, d4.loss_bbox: 0.1556, d4.loss_iou: 0.3788, dn_loss_cls: 0.0282, dn_loss_bbox: 0.2405, dn_loss_iou: 0.3459, d0.dn_loss_cls: 0.0616, d0.dn_loss_bbox: 0.3674, d0.dn_loss_iou: 0.4721, d1.dn_loss_cls: 0.0372, d1.dn_loss_bbox: 0.2675, d1.dn_loss_iou: 0.3736, d2.dn_loss_cls: 0.0321, d2.dn_loss_bbox: 0.2483, d2.dn_loss_iou: 0.3545, d3.dn_loss_cls: 0.0292, d3.dn_loss_bbox: 0.2418, d3.dn_loss_iou: 0.3479, d4.dn_loss_cls: 0.0284, d4.dn_loss_bbox: 0.2406, d4.dn_loss_iou: 0.3457, loss: 9.3951 2024-06-05 15:07:55,929 - mmdet - INFO - Epoch [6][1150/3665] lr: 2.000e-04, eta: 2 days, 16:01:12, time: 9.492, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2267, interm_loss_bbox: 0.1842, interm_loss_iou: 0.4282, loss_cls: 0.1902, loss_bbox: 0.1536, loss_iou: 0.3784, d0.loss_cls: 0.2461, d0.loss_bbox: 0.1597, d0.loss_iou: 0.3882, d1.loss_cls: 0.2134, d1.loss_bbox: 0.1564, d1.loss_iou: 0.3820, d2.loss_cls: 0.2003, d2.loss_bbox: 0.1537, d2.loss_iou: 0.3780, d3.loss_cls: 0.1918, d3.loss_bbox: 0.1548, d3.loss_iou: 0.3787, d4.loss_cls: 0.1903, d4.loss_bbox: 0.1542, d4.loss_iou: 0.3787, dn_loss_cls: 0.0283, dn_loss_bbox: 0.2332, dn_loss_iou: 0.3455, d0.dn_loss_cls: 0.0617, d0.dn_loss_bbox: 0.3484, d0.dn_loss_iou: 0.4648, d1.dn_loss_cls: 0.0372, d1.dn_loss_bbox: 0.2588, d1.dn_loss_iou: 0.3724, d2.dn_loss_cls: 0.0321, d2.dn_loss_bbox: 0.2402, d2.dn_loss_iou: 0.3537, d3.dn_loss_cls: 0.0294, d3.dn_loss_bbox: 0.2343, d3.dn_loss_iou: 0.3474, d4.dn_loss_cls: 0.0284, d4.dn_loss_bbox: 0.2332, d4.dn_loss_iou: 0.3455, loss: 9.2822 2024-06-05 15:15:50,162 - mmdet - INFO - Epoch [6][1200/3665] lr: 2.000e-04, eta: 2 days, 15:53:26, time: 9.485, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2297, interm_loss_bbox: 0.1848, interm_loss_iou: 0.4379, loss_cls: 0.1951, loss_bbox: 0.1524, loss_iou: 0.3860, d0.loss_cls: 0.2470, d0.loss_bbox: 0.1582, d0.loss_iou: 0.3954, d1.loss_cls: 0.2159, d1.loss_bbox: 0.1548, d1.loss_iou: 0.3924, d2.loss_cls: 0.2025, d2.loss_bbox: 0.1534, d2.loss_iou: 0.3894, d3.loss_cls: 0.1981, d3.loss_bbox: 0.1524, d3.loss_iou: 0.3867, d4.loss_cls: 0.1959, d4.loss_bbox: 0.1522, d4.loss_iou: 0.3861, dn_loss_cls: 0.0286, dn_loss_bbox: 0.2335, dn_loss_iou: 0.3476, d0.dn_loss_cls: 0.0618, d0.dn_loss_bbox: 0.3509, d0.dn_loss_iou: 0.4661, d1.dn_loss_cls: 0.0373, d1.dn_loss_bbox: 0.2583, d1.dn_loss_iou: 0.3735, d2.dn_loss_cls: 0.0321, d2.dn_loss_bbox: 0.2403, d2.dn_loss_iou: 0.3554, d3.dn_loss_cls: 0.0293, d3.dn_loss_bbox: 0.2348, d3.dn_loss_iou: 0.3494, d4.dn_loss_cls: 0.0286, d4.dn_loss_bbox: 0.2335, d4.dn_loss_iou: 0.3475, loss: 9.3750 2024-06-05 15:23:46,613 - mmdet - INFO - Epoch [6][1250/3665] lr: 2.000e-04, eta: 2 days, 15:45:44, time: 9.529, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2342, interm_loss_bbox: 0.1838, interm_loss_iou: 0.4407, loss_cls: 0.1971, loss_bbox: 0.1557, loss_iou: 0.3907, d0.loss_cls: 0.2490, d0.loss_bbox: 0.1609, d0.loss_iou: 0.4005, d1.loss_cls: 0.2190, d1.loss_bbox: 0.1573, d1.loss_iou: 0.3946, d2.loss_cls: 0.2063, d2.loss_bbox: 0.1552, d2.loss_iou: 0.3919, d3.loss_cls: 0.1990, d3.loss_bbox: 0.1557, d3.loss_iou: 0.3909, d4.loss_cls: 0.1965, d4.loss_bbox: 0.1562, d4.loss_iou: 0.3917, dn_loss_cls: 0.0278, dn_loss_bbox: 0.2415, dn_loss_iou: 0.3553, d0.dn_loss_cls: 0.0619, d0.dn_loss_bbox: 0.3570, d0.dn_loss_iou: 0.4734, d1.dn_loss_cls: 0.0374, d1.dn_loss_bbox: 0.2665, d1.dn_loss_iou: 0.3811, d2.dn_loss_cls: 0.0320, d2.dn_loss_bbox: 0.2488, d2.dn_loss_iou: 0.3634, d3.dn_loss_cls: 0.0289, d3.dn_loss_bbox: 0.2429, d3.dn_loss_iou: 0.3571, d4.dn_loss_cls: 0.0280, d4.dn_loss_bbox: 0.2416, d4.dn_loss_iou: 0.3552, loss: 9.5268 2024-06-05 15:31:31,784 - mmdet - INFO - Epoch [6][1300/3665] lr: 2.000e-04, eta: 2 days, 15:37:47, time: 9.303, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2320, interm_loss_bbox: 0.1872, interm_loss_iou: 0.4278, loss_cls: 0.1970, loss_bbox: 0.1582, loss_iou: 0.3809, d0.loss_cls: 0.2485, d0.loss_bbox: 0.1628, d0.loss_iou: 0.3895, d1.loss_cls: 0.2183, d1.loss_bbox: 0.1617, d1.loss_iou: 0.3859, d2.loss_cls: 0.2062, d2.loss_bbox: 0.1588, d2.loss_iou: 0.3818, d3.loss_cls: 0.1999, d3.loss_bbox: 0.1580, d3.loss_iou: 0.3808, d4.loss_cls: 0.1979, d4.loss_bbox: 0.1578, d4.loss_iou: 0.3809, dn_loss_cls: 0.0275, dn_loss_bbox: 0.2421, dn_loss_iou: 0.3499, d0.dn_loss_cls: 0.0618, d0.dn_loss_bbox: 0.3642, d0.dn_loss_iou: 0.4719, d1.dn_loss_cls: 0.0371, d1.dn_loss_bbox: 0.2691, d1.dn_loss_iou: 0.3775, d2.dn_loss_cls: 0.0314, d2.dn_loss_bbox: 0.2494, d2.dn_loss_iou: 0.3581, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2434, d3.dn_loss_iou: 0.3518, d4.dn_loss_cls: 0.0278, d4.dn_loss_bbox: 0.2422, d4.dn_loss_iou: 0.3498, loss: 9.4558 2024-06-05 15:39:26,308 - mmdet - INFO - Epoch [6][1350/3665] lr: 2.000e-04, eta: 2 days, 15:30:02, time: 9.490, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2294, interm_loss_bbox: 0.1921, interm_loss_iou: 0.4403, loss_cls: 0.1927, loss_bbox: 0.1546, loss_iou: 0.3840, d0.loss_cls: 0.2458, d0.loss_bbox: 0.1622, d0.loss_iou: 0.3941, d1.loss_cls: 0.2143, d1.loss_bbox: 0.1582, d1.loss_iou: 0.3901, d2.loss_cls: 0.2022, d2.loss_bbox: 0.1558, d2.loss_iou: 0.3854, d3.loss_cls: 0.1955, d3.loss_bbox: 0.1545, d3.loss_iou: 0.3840, d4.loss_cls: 0.1933, d4.loss_bbox: 0.1543, d4.loss_iou: 0.3840, dn_loss_cls: 0.0277, dn_loss_bbox: 0.2391, dn_loss_iou: 0.3513, d0.dn_loss_cls: 0.0628, d0.dn_loss_bbox: 0.3656, d0.dn_loss_iou: 0.4729, d1.dn_loss_cls: 0.0373, d1.dn_loss_bbox: 0.2674, d1.dn_loss_iou: 0.3792, d2.dn_loss_cls: 0.0317, d2.dn_loss_bbox: 0.2468, d2.dn_loss_iou: 0.3593, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2403, d3.dn_loss_iou: 0.3531, d4.dn_loss_cls: 0.0278, d4.dn_loss_bbox: 0.2392, d4.dn_loss_iou: 0.3512, loss: 9.4483 2024-06-05 15:47:26,591 - mmdet - INFO - Epoch [6][1400/3665] lr: 2.000e-04, eta: 2 days, 15:22:24, time: 9.606, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2316, interm_loss_bbox: 0.1905, interm_loss_iou: 0.4401, loss_cls: 0.1965, loss_bbox: 0.1546, loss_iou: 0.3846, d0.loss_cls: 0.2487, d0.loss_bbox: 0.1611, d0.loss_iou: 0.3935, d1.loss_cls: 0.2152, d1.loss_bbox: 0.1592, d1.loss_iou: 0.3913, d2.loss_cls: 0.2047, d2.loss_bbox: 0.1566, d2.loss_iou: 0.3857, d3.loss_cls: 0.1995, d3.loss_bbox: 0.1542, d3.loss_iou: 0.3846, d4.loss_cls: 0.1967, d4.loss_bbox: 0.1545, d4.loss_iou: 0.3849, dn_loss_cls: 0.0295, dn_loss_bbox: 0.2359, dn_loss_iou: 0.3588, d0.dn_loss_cls: 0.0642, d0.dn_loss_bbox: 0.3520, d0.dn_loss_iou: 0.4810, d1.dn_loss_cls: 0.0390, d1.dn_loss_bbox: 0.2616, d1.dn_loss_iou: 0.3863, d2.dn_loss_cls: 0.0335, d2.dn_loss_bbox: 0.2424, d2.dn_loss_iou: 0.3667, d3.dn_loss_cls: 0.0307, d3.dn_loss_bbox: 0.2371, d3.dn_loss_iou: 0.3607, d4.dn_loss_cls: 0.0297, d4.dn_loss_bbox: 0.2359, d4.dn_loss_iou: 0.3587, loss: 9.4919 2024-06-05 15:55:14,813 - mmdet - INFO - Epoch [6][1450/3665] lr: 2.000e-04, eta: 2 days, 15:14:31, time: 9.364, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2293, interm_loss_bbox: 0.1835, interm_loss_iou: 0.4300, loss_cls: 0.1930, loss_bbox: 0.1538, loss_iou: 0.3791, d0.loss_cls: 0.2437, d0.loss_bbox: 0.1578, d0.loss_iou: 0.3869, d1.loss_cls: 0.2121, d1.loss_bbox: 0.1565, d1.loss_iou: 0.3847, d2.loss_cls: 0.2025, d2.loss_bbox: 0.1529, d2.loss_iou: 0.3798, d3.loss_cls: 0.1961, d3.loss_bbox: 0.1535, d3.loss_iou: 0.3789, d4.loss_cls: 0.1945, d4.loss_bbox: 0.1532, d4.loss_iou: 0.3782, dn_loss_cls: 0.0279, dn_loss_bbox: 0.2366, dn_loss_iou: 0.3481, d0.dn_loss_cls: 0.0612, d0.dn_loss_bbox: 0.3538, d0.dn_loss_iou: 0.4679, d1.dn_loss_cls: 0.0367, d1.dn_loss_bbox: 0.2613, d1.dn_loss_iou: 0.3741, d2.dn_loss_cls: 0.0321, d2.dn_loss_bbox: 0.2435, d2.dn_loss_iou: 0.3556, d3.dn_loss_cls: 0.0290, d3.dn_loss_bbox: 0.2378, d3.dn_loss_iou: 0.3497, d4.dn_loss_cls: 0.0281, d4.dn_loss_bbox: 0.2367, d4.dn_loss_iou: 0.3480, loss: 9.3281 2024-06-05 16:03:11,392 - mmdet - INFO - Epoch [6][1500/3665] lr: 2.000e-04, eta: 2 days, 15:06:49, time: 9.532, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2313, interm_loss_bbox: 0.1855, interm_loss_iou: 0.4366, loss_cls: 0.1947, loss_bbox: 0.1568, loss_iou: 0.3913, d0.loss_cls: 0.2460, d0.loss_bbox: 0.1606, d0.loss_iou: 0.3977, d1.loss_cls: 0.2149, d1.loss_bbox: 0.1592, d1.loss_iou: 0.3950, d2.loss_cls: 0.2033, d2.loss_bbox: 0.1560, d2.loss_iou: 0.3921, d3.loss_cls: 0.1969, d3.loss_bbox: 0.1569, d3.loss_iou: 0.3921, d4.loss_cls: 0.1948, d4.loss_bbox: 0.1568, d4.loss_iou: 0.3914, dn_loss_cls: 0.0280, dn_loss_bbox: 0.2378, dn_loss_iou: 0.3445, d0.dn_loss_cls: 0.0613, d0.dn_loss_bbox: 0.3576, d0.dn_loss_iou: 0.4615, d1.dn_loss_cls: 0.0371, d1.dn_loss_bbox: 0.2643, d1.dn_loss_iou: 0.3709, d2.dn_loss_cls: 0.0318, d2.dn_loss_bbox: 0.2451, d2.dn_loss_iou: 0.3525, d3.dn_loss_cls: 0.0291, d3.dn_loss_bbox: 0.2390, d3.dn_loss_iou: 0.3463, d4.dn_loss_cls: 0.0281, d4.dn_loss_bbox: 0.2378, d4.dn_loss_iou: 0.3444, loss: 9.4268 2024-06-05 16:10:58,814 - mmdet - INFO - Epoch [6][1550/3665] lr: 2.000e-04, eta: 2 days, 14:58:55, time: 9.348, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2328, interm_loss_bbox: 0.1824, interm_loss_iou: 0.4388, loss_cls: 0.1952, loss_bbox: 0.1526, loss_iou: 0.3914, d0.loss_cls: 0.2474, d0.loss_bbox: 0.1587, d0.loss_iou: 0.3995, d1.loss_cls: 0.2151, d1.loss_bbox: 0.1567, d1.loss_iou: 0.3964, d2.loss_cls: 0.2031, d2.loss_bbox: 0.1543, d2.loss_iou: 0.3925, d3.loss_cls: 0.1981, d3.loss_bbox: 0.1530, d3.loss_iou: 0.3916, d4.loss_cls: 0.1961, d4.loss_bbox: 0.1527, d4.loss_iou: 0.3912, dn_loss_cls: 0.0286, dn_loss_bbox: 0.2289, dn_loss_iou: 0.3482, d0.dn_loss_cls: 0.0620, d0.dn_loss_bbox: 0.3470, d0.dn_loss_iou: 0.4710, d1.dn_loss_cls: 0.0370, d1.dn_loss_bbox: 0.2531, d1.dn_loss_iou: 0.3748, d2.dn_loss_cls: 0.0320, d2.dn_loss_bbox: 0.2360, d2.dn_loss_iou: 0.3561, d3.dn_loss_cls: 0.0293, d3.dn_loss_bbox: 0.2302, d3.dn_loss_iou: 0.3498, d4.dn_loss_cls: 0.0287, d4.dn_loss_bbox: 0.2290, d4.dn_loss_iou: 0.3481, loss: 9.3893 2024-06-05 16:18:58,200 - mmdet - INFO - Epoch [6][1600/3665] lr: 2.000e-04, eta: 2 days, 14:51:16, time: 9.588, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2326, interm_loss_bbox: 0.1861, interm_loss_iou: 0.4284, loss_cls: 0.1957, loss_bbox: 0.1552, loss_iou: 0.3754, d0.loss_cls: 0.2485, d0.loss_bbox: 0.1607, d0.loss_iou: 0.3865, d1.loss_cls: 0.2152, d1.loss_bbox: 0.1580, d1.loss_iou: 0.3822, d2.loss_cls: 0.2036, d2.loss_bbox: 0.1563, d2.loss_iou: 0.3777, d3.loss_cls: 0.1986, d3.loss_bbox: 0.1546, d3.loss_iou: 0.3750, d4.loss_cls: 0.1966, d4.loss_bbox: 0.1544, d4.loss_iou: 0.3749, dn_loss_cls: 0.0288, dn_loss_bbox: 0.2491, dn_loss_iou: 0.3509, d0.dn_loss_cls: 0.0634, d0.dn_loss_bbox: 0.3706, d0.dn_loss_iou: 0.4708, d1.dn_loss_cls: 0.0384, d1.dn_loss_bbox: 0.2758, d1.dn_loss_iou: 0.3781, d2.dn_loss_cls: 0.0328, d2.dn_loss_bbox: 0.2568, d2.dn_loss_iou: 0.3591, d3.dn_loss_cls: 0.0299, d3.dn_loss_bbox: 0.2504, d3.dn_loss_iou: 0.3529, d4.dn_loss_cls: 0.0289, d4.dn_loss_bbox: 0.2491, d4.dn_loss_iou: 0.3508, loss: 9.4526 2024-06-05 16:26:53,990 - mmdet - INFO - Epoch [6][1650/3665] lr: 2.000e-04, eta: 2 days, 14:43:32, time: 9.516, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2268, interm_loss_bbox: 0.1856, interm_loss_iou: 0.4244, loss_cls: 0.1919, loss_bbox: 0.1539, loss_iou: 0.3736, d0.loss_cls: 0.2444, d0.loss_bbox: 0.1602, d0.loss_iou: 0.3817, d1.loss_cls: 0.2137, d1.loss_bbox: 0.1570, d1.loss_iou: 0.3774, d2.loss_cls: 0.2004, d2.loss_bbox: 0.1552, d2.loss_iou: 0.3760, d3.loss_cls: 0.1952, d3.loss_bbox: 0.1531, d3.loss_iou: 0.3734, d4.loss_cls: 0.1935, d4.loss_bbox: 0.1528, d4.loss_iou: 0.3729, dn_loss_cls: 0.0274, dn_loss_bbox: 0.2430, dn_loss_iou: 0.3413, d0.dn_loss_cls: 0.0619, d0.dn_loss_bbox: 0.3627, d0.dn_loss_iou: 0.4605, d1.dn_loss_cls: 0.0369, d1.dn_loss_bbox: 0.2678, d1.dn_loss_iou: 0.3674, d2.dn_loss_cls: 0.0314, d2.dn_loss_bbox: 0.2501, d2.dn_loss_iou: 0.3493, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2443, d3.dn_loss_iou: 0.3432, d4.dn_loss_cls: 0.0276, d4.dn_loss_bbox: 0.2430, d4.dn_loss_iou: 0.3412, loss: 9.2906 2024-06-05 16:34:54,503 - mmdet - INFO - Epoch [6][1700/3665] lr: 2.000e-04, eta: 2 days, 14:35:54, time: 9.610, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2322, interm_loss_bbox: 0.1874, interm_loss_iou: 0.4444, loss_cls: 0.1957, loss_bbox: 0.1536, loss_iou: 0.3896, d0.loss_cls: 0.2460, d0.loss_bbox: 0.1597, d0.loss_iou: 0.4001, d1.loss_cls: 0.2166, d1.loss_bbox: 0.1564, d1.loss_iou: 0.3943, d2.loss_cls: 0.2043, d2.loss_bbox: 0.1544, d2.loss_iou: 0.3904, d3.loss_cls: 0.1992, d3.loss_bbox: 0.1528, d3.loss_iou: 0.3891, d4.loss_cls: 0.1962, d4.loss_bbox: 0.1537, d4.loss_iou: 0.3900, dn_loss_cls: 0.0278, dn_loss_bbox: 0.2400, dn_loss_iou: 0.3533, d0.dn_loss_cls: 0.0626, d0.dn_loss_bbox: 0.3562, d0.dn_loss_iou: 0.4735, d1.dn_loss_cls: 0.0377, d1.dn_loss_bbox: 0.2647, d1.dn_loss_iou: 0.3793, d2.dn_loss_cls: 0.0323, d2.dn_loss_bbox: 0.2463, d2.dn_loss_iou: 0.3611, d3.dn_loss_cls: 0.0292, d3.dn_loss_bbox: 0.2411, d3.dn_loss_iou: 0.3550, d4.dn_loss_cls: 0.0282, d4.dn_loss_bbox: 0.2400, d4.dn_loss_iou: 0.3532, loss: 9.4876 2024-06-05 16:42:46,373 - mmdet - INFO - Epoch [6][1750/3665] lr: 2.000e-04, eta: 2 days, 14:28:05, time: 9.437, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2327, interm_loss_bbox: 0.1889, interm_loss_iou: 0.4492, loss_cls: 0.1989, loss_bbox: 0.1563, loss_iou: 0.3934, d0.loss_cls: 0.2542, d0.loss_bbox: 0.1625, d0.loss_iou: 0.4052, d1.loss_cls: 0.2247, d1.loss_bbox: 0.1589, d1.loss_iou: 0.3982, d2.loss_cls: 0.2093, d2.loss_bbox: 0.1559, d2.loss_iou: 0.3938, d3.loss_cls: 0.2023, d3.loss_bbox: 0.1558, d3.loss_iou: 0.3932, d4.loss_cls: 0.1993, d4.loss_bbox: 0.1561, d4.loss_iou: 0.3931, dn_loss_cls: 0.0293, dn_loss_bbox: 0.2442, dn_loss_iou: 0.3558, d0.dn_loss_cls: 0.0633, d0.dn_loss_bbox: 0.3622, d0.dn_loss_iou: 0.4768, d1.dn_loss_cls: 0.0387, d1.dn_loss_bbox: 0.2720, d1.dn_loss_iou: 0.3829, d2.dn_loss_cls: 0.0335, d2.dn_loss_bbox: 0.2519, d2.dn_loss_iou: 0.3640, d3.dn_loss_cls: 0.0307, d3.dn_loss_bbox: 0.2457, d3.dn_loss_iou: 0.3578, d4.dn_loss_cls: 0.0296, d4.dn_loss_bbox: 0.2441, d4.dn_loss_iou: 0.3557, loss: 9.6201 2024-06-05 16:50:39,680 - mmdet - INFO - Epoch [6][1800/3665] lr: 2.000e-04, eta: 2 days, 14:20:18, time: 9.466, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2279, interm_loss_bbox: 0.1861, interm_loss_iou: 0.4307, loss_cls: 0.1917, loss_bbox: 0.1542, loss_iou: 0.3803, d0.loss_cls: 0.2450, d0.loss_bbox: 0.1609, d0.loss_iou: 0.3920, d1.loss_cls: 0.2182, d1.loss_bbox: 0.1557, d1.loss_iou: 0.3836, d2.loss_cls: 0.2022, d2.loss_bbox: 0.1547, d2.loss_iou: 0.3813, d3.loss_cls: 0.1945, d3.loss_bbox: 0.1547, d3.loss_iou: 0.3816, d4.loss_cls: 0.1919, d4.loss_bbox: 0.1543, d4.loss_iou: 0.3808, dn_loss_cls: 0.0276, dn_loss_bbox: 0.2422, dn_loss_iou: 0.3432, d0.dn_loss_cls: 0.0628, d0.dn_loss_bbox: 0.3621, d0.dn_loss_iou: 0.4634, d1.dn_loss_cls: 0.0377, d1.dn_loss_bbox: 0.2675, d1.dn_loss_iou: 0.3690, d2.dn_loss_cls: 0.0321, d2.dn_loss_bbox: 0.2492, d2.dn_loss_iou: 0.3506, d3.dn_loss_cls: 0.0289, d3.dn_loss_bbox: 0.2434, d3.dn_loss_iou: 0.3448, d4.dn_loss_cls: 0.0279, d4.dn_loss_bbox: 0.2422, d4.dn_loss_iou: 0.3430, loss: 9.3599 2024-06-05 16:58:36,969 - mmdet - INFO - Epoch [6][1850/3665] lr: 2.000e-04, eta: 2 days, 14:12:36, time: 9.546, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2280, interm_loss_bbox: 0.1909, interm_loss_iou: 0.4327, loss_cls: 0.1918, loss_bbox: 0.1567, loss_iou: 0.3811, d0.loss_cls: 0.2455, d0.loss_bbox: 0.1631, d0.loss_iou: 0.3901, d1.loss_cls: 0.2140, d1.loss_bbox: 0.1592, d1.loss_iou: 0.3859, d2.loss_cls: 0.2010, d2.loss_bbox: 0.1581, d2.loss_iou: 0.3821, d3.loss_cls: 0.1942, d3.loss_bbox: 0.1569, d3.loss_iou: 0.3823, d4.loss_cls: 0.1920, d4.loss_bbox: 0.1567, d4.loss_iou: 0.3812, dn_loss_cls: 0.0285, dn_loss_bbox: 0.2391, dn_loss_iou: 0.3461, d0.dn_loss_cls: 0.0620, d0.dn_loss_bbox: 0.3601, d0.dn_loss_iou: 0.4659, d1.dn_loss_cls: 0.0370, d1.dn_loss_bbox: 0.2649, d1.dn_loss_iou: 0.3725, d2.dn_loss_cls: 0.0317, d2.dn_loss_bbox: 0.2463, d2.dn_loss_iou: 0.3540, d3.dn_loss_cls: 0.0292, d3.dn_loss_bbox: 0.2403, d3.dn_loss_iou: 0.3479, d4.dn_loss_cls: 0.0285, d4.dn_loss_bbox: 0.2391, d4.dn_loss_iou: 0.3459, loss: 9.3825 2024-06-05 17:06:41,793 - mmdet - INFO - Epoch [6][1900/3665] lr: 2.000e-04, eta: 2 days, 14:05:02, time: 9.696, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2255, interm_loss_bbox: 0.1872, interm_loss_iou: 0.4380, loss_cls: 0.1938, loss_bbox: 0.1532, loss_iou: 0.3821, d0.loss_cls: 0.2453, d0.loss_bbox: 0.1602, d0.loss_iou: 0.3933, d1.loss_cls: 0.2147, d1.loss_bbox: 0.1570, d1.loss_iou: 0.3891, d2.loss_cls: 0.2031, d2.loss_bbox: 0.1538, d2.loss_iou: 0.3835, d3.loss_cls: 0.1957, d3.loss_bbox: 0.1533, d3.loss_iou: 0.3827, d4.loss_cls: 0.1946, d4.loss_bbox: 0.1533, d4.loss_iou: 0.3820, dn_loss_cls: 0.0269, dn_loss_bbox: 0.2315, dn_loss_iou: 0.3472, d0.dn_loss_cls: 0.0622, d0.dn_loss_bbox: 0.3478, d0.dn_loss_iou: 0.4665, d1.dn_loss_cls: 0.0368, d1.dn_loss_bbox: 0.2567, d1.dn_loss_iou: 0.3735, d2.dn_loss_cls: 0.0312, d2.dn_loss_bbox: 0.2384, d2.dn_loss_iou: 0.3549, d3.dn_loss_cls: 0.0281, d3.dn_loss_bbox: 0.2327, d3.dn_loss_iou: 0.3489, d4.dn_loss_cls: 0.0271, d4.dn_loss_bbox: 0.2316, d4.dn_loss_iou: 0.3470, loss: 9.3302 2024-06-05 17:14:31,603 - mmdet - INFO - Epoch [6][1950/3665] lr: 2.000e-04, eta: 2 days, 13:57:11, time: 9.396, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2322, interm_loss_bbox: 0.1826, interm_loss_iou: 0.4327, loss_cls: 0.1955, loss_bbox: 0.1559, loss_iou: 0.3856, d0.loss_cls: 0.2498, d0.loss_bbox: 0.1574, d0.loss_iou: 0.3922, d1.loss_cls: 0.2177, d1.loss_bbox: 0.1563, d1.loss_iou: 0.3877, d2.loss_cls: 0.2046, d2.loss_bbox: 0.1561, d2.loss_iou: 0.3864, d3.loss_cls: 0.1982, d3.loss_bbox: 0.1559, d3.loss_iou: 0.3850, d4.loss_cls: 0.1968, d4.loss_bbox: 0.1553, d4.loss_iou: 0.3848, dn_loss_cls: 0.0274, dn_loss_bbox: 0.2402, dn_loss_iou: 0.3507, d0.dn_loss_cls: 0.0605, d0.dn_loss_bbox: 0.3555, d0.dn_loss_iou: 0.4692, d1.dn_loss_cls: 0.0367, d1.dn_loss_bbox: 0.2661, d1.dn_loss_iou: 0.3771, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2475, d2.dn_loss_iou: 0.3589, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2413, d3.dn_loss_iou: 0.3524, d4.dn_loss_cls: 0.0276, d4.dn_loss_bbox: 0.2402, d4.dn_loss_iou: 0.3505, loss: 9.4301 2024-06-05 17:22:29,966 - mmdet - INFO - Epoch [6][2000/3665] lr: 2.000e-04, eta: 2 days, 13:49:30, time: 9.567, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2333, interm_loss_bbox: 0.1866, interm_loss_iou: 0.4418, loss_cls: 0.1983, loss_bbox: 0.1533, loss_iou: 0.3867, d0.loss_cls: 0.2505, d0.loss_bbox: 0.1602, d0.loss_iou: 0.3989, d1.loss_cls: 0.2192, d1.loss_bbox: 0.1569, d1.loss_iou: 0.3936, d2.loss_cls: 0.2075, d2.loss_bbox: 0.1543, d2.loss_iou: 0.3883, d3.loss_cls: 0.2011, d3.loss_bbox: 0.1539, d3.loss_iou: 0.3874, d4.loss_cls: 0.1997, d4.loss_bbox: 0.1528, d4.loss_iou: 0.3862, dn_loss_cls: 0.0272, dn_loss_bbox: 0.2356, dn_loss_iou: 0.3464, d0.dn_loss_cls: 0.0618, d0.dn_loss_bbox: 0.3628, d0.dn_loss_iou: 0.4690, d1.dn_loss_cls: 0.0368, d1.dn_loss_bbox: 0.2642, d1.dn_loss_iou: 0.3732, d2.dn_loss_cls: 0.0313, d2.dn_loss_bbox: 0.2443, d2.dn_loss_iou: 0.3547, d3.dn_loss_cls: 0.0283, d3.dn_loss_bbox: 0.2370, d3.dn_loss_iou: 0.3483, d4.dn_loss_cls: 0.0274, d4.dn_loss_bbox: 0.2356, d4.dn_loss_iou: 0.3462, loss: 9.4407 2024-06-05 17:30:27,163 - mmdet - INFO - Epoch [6][2050/3665] lr: 2.000e-04, eta: 2 days, 13:41:47, time: 9.544, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2326, interm_loss_bbox: 0.1925, interm_loss_iou: 0.4333, loss_cls: 0.1968, loss_bbox: 0.1546, loss_iou: 0.3785, d0.loss_cls: 0.2535, d0.loss_bbox: 0.1653, d0.loss_iou: 0.3910, d1.loss_cls: 0.2197, d1.loss_bbox: 0.1593, d1.loss_iou: 0.3852, d2.loss_cls: 0.2052, d2.loss_bbox: 0.1570, d2.loss_iou: 0.3809, d3.loss_cls: 0.1991, d3.loss_bbox: 0.1554, d3.loss_iou: 0.3797, d4.loss_cls: 0.1965, d4.loss_bbox: 0.1549, d4.loss_iou: 0.3788, dn_loss_cls: 0.0287, dn_loss_bbox: 0.2404, dn_loss_iou: 0.3400, d0.dn_loss_cls: 0.0624, d0.dn_loss_bbox: 0.3676, d0.dn_loss_iou: 0.4649, d1.dn_loss_cls: 0.0370, d1.dn_loss_bbox: 0.2690, d1.dn_loss_iou: 0.3679, d2.dn_loss_cls: 0.0321, d2.dn_loss_bbox: 0.2483, d2.dn_loss_iou: 0.3481, d3.dn_loss_cls: 0.0294, d3.dn_loss_bbox: 0.2415, d3.dn_loss_iou: 0.3416, d4.dn_loss_cls: 0.0286, d4.dn_loss_bbox: 0.2405, d4.dn_loss_iou: 0.3399, loss: 9.3976 2024-06-05 17:38:15,889 - mmdet - INFO - Epoch [6][2100/3665] lr: 2.000e-04, eta: 2 days, 13:33:55, time: 9.375, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2327, interm_loss_bbox: 0.1846, interm_loss_iou: 0.4466, loss_cls: 0.1954, loss_bbox: 0.1558, loss_iou: 0.3970, d0.loss_cls: 0.2533, d0.loss_bbox: 0.1618, d0.loss_iou: 0.4049, d1.loss_cls: 0.2198, d1.loss_bbox: 0.1598, d1.loss_iou: 0.4015, d2.loss_cls: 0.2046, d2.loss_bbox: 0.1575, d2.loss_iou: 0.3989, d3.loss_cls: 0.1989, d3.loss_bbox: 0.1557, d3.loss_iou: 0.3978, d4.loss_cls: 0.1959, d4.loss_bbox: 0.1556, d4.loss_iou: 0.3972, dn_loss_cls: 0.0286, dn_loss_bbox: 0.2385, dn_loss_iou: 0.3498, d0.dn_loss_cls: 0.0624, d0.dn_loss_bbox: 0.3616, d0.dn_loss_iou: 0.4728, d1.dn_loss_cls: 0.0378, d1.dn_loss_bbox: 0.2661, d1.dn_loss_iou: 0.3772, d2.dn_loss_cls: 0.0325, d2.dn_loss_bbox: 0.2460, d2.dn_loss_iou: 0.3579, d3.dn_loss_cls: 0.0298, d3.dn_loss_bbox: 0.2401, d3.dn_loss_iou: 0.3517, d4.dn_loss_cls: 0.0289, d4.dn_loss_bbox: 0.2385, d4.dn_loss_iou: 0.3497, loss: 9.5450 2024-06-05 17:46:04,075 - mmdet - INFO - Epoch [6][2150/3665] lr: 2.000e-04, eta: 2 days, 13:26:02, time: 9.364, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2330, interm_loss_bbox: 0.1838, interm_loss_iou: 0.4425, loss_cls: 0.1978, loss_bbox: 0.1553, loss_iou: 0.3935, d0.loss_cls: 0.2520, d0.loss_bbox: 0.1587, d0.loss_iou: 0.4009, d1.loss_cls: 0.2197, d1.loss_bbox: 0.1565, d1.loss_iou: 0.3966, d2.loss_cls: 0.2066, d2.loss_bbox: 0.1554, d2.loss_iou: 0.3938, d3.loss_cls: 0.2014, d3.loss_bbox: 0.1543, d3.loss_iou: 0.3925, d4.loss_cls: 0.1987, d4.loss_bbox: 0.1546, d4.loss_iou: 0.3934, dn_loss_cls: 0.0289, dn_loss_bbox: 0.2261, dn_loss_iou: 0.3525, d0.dn_loss_cls: 0.0633, d0.dn_loss_bbox: 0.3441, d0.dn_loss_iou: 0.4708, d1.dn_loss_cls: 0.0384, d1.dn_loss_bbox: 0.2519, d1.dn_loss_iou: 0.3786, d2.dn_loss_cls: 0.0329, d2.dn_loss_bbox: 0.2333, d2.dn_loss_iou: 0.3603, d3.dn_loss_cls: 0.0299, d3.dn_loss_bbox: 0.2273, d3.dn_loss_iou: 0.3541, d4.dn_loss_cls: 0.0291, d4.dn_loss_bbox: 0.2261, d4.dn_loss_iou: 0.3524, loss: 9.4408 2024-06-05 17:53:55,380 - mmdet - INFO - Epoch [6][2200/3665] lr: 2.000e-04, eta: 2 days, 13:18:12, time: 9.426, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2268, interm_loss_bbox: 0.1849, interm_loss_iou: 0.4356, loss_cls: 0.1920, loss_bbox: 0.1536, loss_iou: 0.3866, d0.loss_cls: 0.2450, d0.loss_bbox: 0.1602, d0.loss_iou: 0.3944, d1.loss_cls: 0.2129, d1.loss_bbox: 0.1578, d1.loss_iou: 0.3922, d2.loss_cls: 0.1996, d2.loss_bbox: 0.1553, d2.loss_iou: 0.3886, d3.loss_cls: 0.1933, d3.loss_bbox: 0.1543, d3.loss_iou: 0.3873, d4.loss_cls: 0.1921, d4.loss_bbox: 0.1541, d4.loss_iou: 0.3872, dn_loss_cls: 0.0267, dn_loss_bbox: 0.2309, dn_loss_iou: 0.3477, d0.dn_loss_cls: 0.0600, d0.dn_loss_bbox: 0.3446, d0.dn_loss_iou: 0.4679, d1.dn_loss_cls: 0.0361, d1.dn_loss_bbox: 0.2556, d1.dn_loss_iou: 0.3752, d2.dn_loss_cls: 0.0305, d2.dn_loss_bbox: 0.2377, d2.dn_loss_iou: 0.3558, d3.dn_loss_cls: 0.0277, d3.dn_loss_bbox: 0.2319, d3.dn_loss_iou: 0.3494, d4.dn_loss_cls: 0.0268, d4.dn_loss_bbox: 0.2309, d4.dn_loss_iou: 0.3476, loss: 9.3365 2024-06-05 18:01:48,660 - mmdet - INFO - Epoch [6][2250/3665] lr: 2.000e-04, eta: 2 days, 13:10:25, time: 9.466, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2312, interm_loss_bbox: 0.1833, interm_loss_iou: 0.4365, loss_cls: 0.1962, loss_bbox: 0.1520, loss_iou: 0.3863, d0.loss_cls: 0.2515, d0.loss_bbox: 0.1567, d0.loss_iou: 0.3948, d1.loss_cls: 0.2175, d1.loss_bbox: 0.1566, d1.loss_iou: 0.3932, d2.loss_cls: 0.2034, d2.loss_bbox: 0.1550, d2.loss_iou: 0.3890, d3.loss_cls: 0.1980, d3.loss_bbox: 0.1537, d3.loss_iou: 0.3876, d4.loss_cls: 0.1971, d4.loss_bbox: 0.1521, d4.loss_iou: 0.3858, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2382, dn_loss_iou: 0.3417, d0.dn_loss_cls: 0.0590, d0.dn_loss_bbox: 0.3587, d0.dn_loss_iou: 0.4641, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2646, d1.dn_loss_iou: 0.3694, d2.dn_loss_cls: 0.0294, d2.dn_loss_bbox: 0.2459, d2.dn_loss_iou: 0.3502, d3.dn_loss_cls: 0.0268, d3.dn_loss_bbox: 0.2399, d3.dn_loss_iou: 0.3438, d4.dn_loss_cls: 0.0258, d4.dn_loss_bbox: 0.2383, d4.dn_loss_iou: 0.3416, loss: 9.3751 2024-06-05 18:09:35,915 - mmdet - INFO - Epoch [6][2300/3665] lr: 2.000e-04, eta: 2 days, 13:02:31, time: 9.345, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2327, interm_loss_bbox: 0.1882, interm_loss_iou: 0.4402, loss_cls: 0.1965, loss_bbox: 0.1575, loss_iou: 0.3902, d0.loss_cls: 0.2503, d0.loss_bbox: 0.1636, d0.loss_iou: 0.3993, d1.loss_cls: 0.2202, d1.loss_bbox: 0.1595, d1.loss_iou: 0.3929, d2.loss_cls: 0.2058, d2.loss_bbox: 0.1581, d2.loss_iou: 0.3906, d3.loss_cls: 0.1999, d3.loss_bbox: 0.1572, d3.loss_iou: 0.3894, d4.loss_cls: 0.1969, d4.loss_bbox: 0.1572, d4.loss_iou: 0.3901, dn_loss_cls: 0.0273, dn_loss_bbox: 0.2450, dn_loss_iou: 0.3418, d0.dn_loss_cls: 0.0616, d0.dn_loss_bbox: 0.3681, d0.dn_loss_iou: 0.4638, d1.dn_loss_cls: 0.0368, d1.dn_loss_bbox: 0.2709, d1.dn_loss_iou: 0.3683, d2.dn_loss_cls: 0.0314, d2.dn_loss_bbox: 0.2517, d2.dn_loss_iou: 0.3495, d3.dn_loss_cls: 0.0286, d3.dn_loss_bbox: 0.2460, d3.dn_loss_iou: 0.3434, d4.dn_loss_cls: 0.0276, d4.dn_loss_bbox: 0.2451, d4.dn_loss_iou: 0.3417, loss: 9.4853 2024-06-05 18:17:25,792 - mmdet - INFO - Epoch [6][2350/3665] lr: 2.000e-04, eta: 2 days, 12:54:40, time: 9.398, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2341, interm_loss_bbox: 0.1832, interm_loss_iou: 0.4353, loss_cls: 0.1983, loss_bbox: 0.1553, loss_iou: 0.3851, d0.loss_cls: 0.2553, d0.loss_bbox: 0.1600, d0.loss_iou: 0.3931, d1.loss_cls: 0.2242, d1.loss_bbox: 0.1581, d1.loss_iou: 0.3894, d2.loss_cls: 0.2088, d2.loss_bbox: 0.1558, d2.loss_iou: 0.3868, d3.loss_cls: 0.2014, d3.loss_bbox: 0.1550, d3.loss_iou: 0.3851, d4.loss_cls: 0.1990, d4.loss_bbox: 0.1556, d4.loss_iou: 0.3850, dn_loss_cls: 0.0274, dn_loss_bbox: 0.2479, dn_loss_iou: 0.3491, d0.dn_loss_cls: 0.0618, d0.dn_loss_bbox: 0.3705, d0.dn_loss_iou: 0.4700, d1.dn_loss_cls: 0.0370, d1.dn_loss_bbox: 0.2743, d1.dn_loss_iou: 0.3759, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2560, d2.dn_loss_iou: 0.3575, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2491, d3.dn_loss_iou: 0.3510, d4.dn_loss_cls: 0.0277, d4.dn_loss_bbox: 0.2478, d4.dn_loss_iou: 0.3490, loss: 9.5160 2024-06-05 18:25:06,201 - mmdet - INFO - Epoch [6][2400/3665] lr: 2.000e-04, eta: 2 days, 12:46:38, time: 9.208, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2343, interm_loss_bbox: 0.1836, interm_loss_iou: 0.4393, loss_cls: 0.1983, loss_bbox: 0.1545, loss_iou: 0.3933, d0.loss_cls: 0.2522, d0.loss_bbox: 0.1592, d0.loss_iou: 0.4004, d1.loss_cls: 0.2220, d1.loss_bbox: 0.1566, d1.loss_iou: 0.3962, d2.loss_cls: 0.2096, d2.loss_bbox: 0.1538, d2.loss_iou: 0.3922, d3.loss_cls: 0.2009, d3.loss_bbox: 0.1545, d3.loss_iou: 0.3937, d4.loss_cls: 0.1998, d4.loss_bbox: 0.1537, d4.loss_iou: 0.3919, dn_loss_cls: 0.0280, dn_loss_bbox: 0.2387, dn_loss_iou: 0.3570, d0.dn_loss_cls: 0.0622, d0.dn_loss_bbox: 0.3560, d0.dn_loss_iou: 0.4749, d1.dn_loss_cls: 0.0373, d1.dn_loss_bbox: 0.2646, d1.dn_loss_iou: 0.3830, d2.dn_loss_cls: 0.0319, d2.dn_loss_bbox: 0.2451, d2.dn_loss_iou: 0.3649, d3.dn_loss_cls: 0.0291, d3.dn_loss_bbox: 0.2397, d3.dn_loss_iou: 0.3587, d4.dn_loss_cls: 0.0282, d4.dn_loss_bbox: 0.2387, d4.dn_loss_iou: 0.3568, loss: 9.5348 2024-06-05 18:33:05,233 - mmdet - INFO - Epoch [6][2450/3665] lr: 2.000e-04, eta: 2 days, 12:38:57, time: 9.581, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2315, interm_loss_bbox: 0.1867, interm_loss_iou: 0.4455, loss_cls: 0.1981, loss_bbox: 0.1552, loss_iou: 0.3952, d0.loss_cls: 0.2533, d0.loss_bbox: 0.1646, d0.loss_iou: 0.4058, d1.loss_cls: 0.2256, d1.loss_bbox: 0.1597, d1.loss_iou: 0.4001, d2.loss_cls: 0.2091, d2.loss_bbox: 0.1564, d2.loss_iou: 0.3956, d3.loss_cls: 0.2011, d3.loss_bbox: 0.1557, d3.loss_iou: 0.3950, d4.loss_cls: 0.1984, d4.loss_bbox: 0.1552, d4.loss_iou: 0.3950, dn_loss_cls: 0.0273, dn_loss_bbox: 0.2394, dn_loss_iou: 0.3477, d0.dn_loss_cls: 0.0611, d0.dn_loss_bbox: 0.3591, d0.dn_loss_iou: 0.4695, d1.dn_loss_cls: 0.0369, d1.dn_loss_bbox: 0.2658, d1.dn_loss_iou: 0.3746, d2.dn_loss_cls: 0.0314, d2.dn_loss_bbox: 0.2467, d2.dn_loss_iou: 0.3559, d3.dn_loss_cls: 0.0285, d3.dn_loss_bbox: 0.2405, d3.dn_loss_iou: 0.3495, d4.dn_loss_cls: 0.0275, d4.dn_loss_bbox: 0.2394, d4.dn_loss_iou: 0.3476, loss: 9.5311 2024-06-05 18:40:53,360 - mmdet - INFO - Epoch [6][2500/3665] lr: 2.000e-04, eta: 2 days, 12:31:04, time: 9.363, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2336, interm_loss_bbox: 0.1792, interm_loss_iou: 0.4376, loss_cls: 0.2008, loss_bbox: 0.1492, loss_iou: 0.3884, d0.loss_cls: 0.2549, d0.loss_bbox: 0.1581, d0.loss_iou: 0.4008, d1.loss_cls: 0.2318, d1.loss_bbox: 0.1537, d1.loss_iou: 0.3936, d2.loss_cls: 0.2121, d2.loss_bbox: 0.1499, d2.loss_iou: 0.3895, d3.loss_cls: 0.2043, d3.loss_bbox: 0.1493, d3.loss_iou: 0.3885, d4.loss_cls: 0.2014, d4.loss_bbox: 0.1494, d4.loss_iou: 0.3886, dn_loss_cls: 0.0273, dn_loss_bbox: 0.2258, dn_loss_iou: 0.3477, d0.dn_loss_cls: 0.0608, d0.dn_loss_bbox: 0.3393, d0.dn_loss_iou: 0.4707, d1.dn_loss_cls: 0.0365, d1.dn_loss_bbox: 0.2499, d1.dn_loss_iou: 0.3748, d2.dn_loss_cls: 0.0310, d2.dn_loss_bbox: 0.2331, d2.dn_loss_iou: 0.3562, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2272, d3.dn_loss_iou: 0.3497, d4.dn_loss_cls: 0.0276, d4.dn_loss_bbox: 0.2259, d4.dn_loss_iou: 0.3476, loss: 9.3745 2024-06-05 18:48:52,675 - mmdet - INFO - Epoch [6][2550/3665] lr: 2.000e-04, eta: 2 days, 12:23:24, time: 9.586, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2327, interm_loss_bbox: 0.1895, interm_loss_iou: 0.4378, loss_cls: 0.1960, loss_bbox: 0.1608, loss_iou: 0.3897, d0.loss_cls: 0.2506, d0.loss_bbox: 0.1654, d0.loss_iou: 0.3996, d1.loss_cls: 0.2227, d1.loss_bbox: 0.1608, d1.loss_iou: 0.3925, d2.loss_cls: 0.2048, d2.loss_bbox: 0.1606, d2.loss_iou: 0.3911, d3.loss_cls: 0.1985, d3.loss_bbox: 0.1609, d3.loss_iou: 0.3904, d4.loss_cls: 0.1964, d4.loss_bbox: 0.1606, d4.loss_iou: 0.3897, dn_loss_cls: 0.0295, dn_loss_bbox: 0.2488, dn_loss_iou: 0.3539, d0.dn_loss_cls: 0.0644, d0.dn_loss_bbox: 0.3651, d0.dn_loss_iou: 0.4723, d1.dn_loss_cls: 0.0393, d1.dn_loss_bbox: 0.2721, d1.dn_loss_iou: 0.3793, d2.dn_loss_cls: 0.0337, d2.dn_loss_bbox: 0.2550, d2.dn_loss_iou: 0.3615, d3.dn_loss_cls: 0.0307, d3.dn_loss_bbox: 0.2498, d3.dn_loss_iou: 0.3555, d4.dn_loss_cls: 0.0297, d4.dn_loss_bbox: 0.2488, d4.dn_loss_iou: 0.3538, loss: 9.5944 2024-06-05 18:56:40,286 - mmdet - INFO - Epoch [6][2600/3665] lr: 2.000e-04, eta: 2 days, 12:15:30, time: 9.352, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2260, interm_loss_bbox: 0.1821, interm_loss_iou: 0.4347, loss_cls: 0.1930, loss_bbox: 0.1513, loss_iou: 0.3827, d0.loss_cls: 0.2455, d0.loss_bbox: 0.1579, d0.loss_iou: 0.3923, d1.loss_cls: 0.2166, d1.loss_bbox: 0.1540, d1.loss_iou: 0.3868, d2.loss_cls: 0.2013, d2.loss_bbox: 0.1519, d2.loss_iou: 0.3837, d3.loss_cls: 0.1958, d3.loss_bbox: 0.1516, d3.loss_iou: 0.3821, d4.loss_cls: 0.1940, d4.loss_bbox: 0.1509, d4.loss_iou: 0.3819, dn_loss_cls: 0.0280, dn_loss_bbox: 0.2323, dn_loss_iou: 0.3410, d0.dn_loss_cls: 0.0618, d0.dn_loss_bbox: 0.3514, d0.dn_loss_iou: 0.4604, d1.dn_loss_cls: 0.0371, d1.dn_loss_bbox: 0.2594, d1.dn_loss_iou: 0.3686, d2.dn_loss_cls: 0.0316, d2.dn_loss_bbox: 0.2398, d2.dn_loss_iou: 0.3495, d3.dn_loss_cls: 0.0290, d3.dn_loss_bbox: 0.2337, d3.dn_loss_iou: 0.3430, d4.dn_loss_cls: 0.0281, d4.dn_loss_bbox: 0.2324, d4.dn_loss_iou: 0.3409, loss: 9.2843 2024-06-05 19:04:27,071 - mmdet - INFO - Epoch [6][2650/3665] lr: 2.000e-04, eta: 2 days, 12:07:36, time: 9.336, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2385, interm_loss_bbox: 0.1875, interm_loss_iou: 0.4280, loss_cls: 0.2029, loss_bbox: 0.1578, loss_iou: 0.3819, d0.loss_cls: 0.2579, d0.loss_bbox: 0.1657, d0.loss_iou: 0.3930, d1.loss_cls: 0.2297, d1.loss_bbox: 0.1615, d1.loss_iou: 0.3879, d2.loss_cls: 0.2134, d2.loss_bbox: 0.1591, d2.loss_iou: 0.3834, d3.loss_cls: 0.2055, d3.loss_bbox: 0.1582, d3.loss_iou: 0.3827, d4.loss_cls: 0.2029, d4.loss_bbox: 0.1583, d4.loss_iou: 0.3825, dn_loss_cls: 0.0297, dn_loss_bbox: 0.2388, dn_loss_iou: 0.3491, d0.dn_loss_cls: 0.0632, d0.dn_loss_bbox: 0.3579, d0.dn_loss_iou: 0.4710, d1.dn_loss_cls: 0.0385, d1.dn_loss_bbox: 0.2655, d1.dn_loss_iou: 0.3768, d2.dn_loss_cls: 0.0329, d2.dn_loss_bbox: 0.2466, d2.dn_loss_iou: 0.3578, d3.dn_loss_cls: 0.0302, d3.dn_loss_bbox: 0.2401, d3.dn_loss_iou: 0.3507, d4.dn_loss_cls: 0.0297, d4.dn_loss_bbox: 0.2388, d4.dn_loss_iou: 0.3490, loss: 9.5043 2024-06-05 19:12:15,799 - mmdet - INFO - Epoch [6][2700/3665] lr: 2.000e-04, eta: 2 days, 11:59:43, time: 9.375, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2375, interm_loss_bbox: 0.1875, interm_loss_iou: 0.4383, loss_cls: 0.2033, loss_bbox: 0.1544, loss_iou: 0.3856, d0.loss_cls: 0.2566, d0.loss_bbox: 0.1642, d0.loss_iou: 0.4007, d1.loss_cls: 0.2305, d1.loss_bbox: 0.1586, d1.loss_iou: 0.3920, d2.loss_cls: 0.2112, d2.loss_bbox: 0.1563, d2.loss_iou: 0.3888, d3.loss_cls: 0.2053, d3.loss_bbox: 0.1553, d3.loss_iou: 0.3870, d4.loss_cls: 0.2038, d4.loss_bbox: 0.1546, d4.loss_iou: 0.3860, dn_loss_cls: 0.0299, dn_loss_bbox: 0.2344, dn_loss_iou: 0.3478, d0.dn_loss_cls: 0.0650, d0.dn_loss_bbox: 0.3562, d0.dn_loss_iou: 0.4697, d1.dn_loss_cls: 0.0392, d1.dn_loss_bbox: 0.2622, d1.dn_loss_iou: 0.3753, d2.dn_loss_cls: 0.0337, d2.dn_loss_bbox: 0.2425, d2.dn_loss_iou: 0.3563, d3.dn_loss_cls: 0.0308, d3.dn_loss_bbox: 0.2357, d3.dn_loss_iou: 0.3497, d4.dn_loss_cls: 0.0299, d4.dn_loss_bbox: 0.2344, d4.dn_loss_iou: 0.3477, loss: 9.4980 2024-06-05 19:20:14,203 - mmdet - INFO - Epoch [6][2750/3665] lr: 2.000e-04, eta: 2 days, 11:52:01, time: 9.568, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2298, interm_loss_bbox: 0.1895, interm_loss_iou: 0.4330, loss_cls: 0.1959, loss_bbox: 0.1558, loss_iou: 0.3810, d0.loss_cls: 0.2468, d0.loss_bbox: 0.1656, d0.loss_iou: 0.3949, d1.loss_cls: 0.2199, d1.loss_bbox: 0.1591, d1.loss_iou: 0.3851, d2.loss_cls: 0.2037, d2.loss_bbox: 0.1584, d2.loss_iou: 0.3841, d3.loss_cls: 0.1980, d3.loss_bbox: 0.1567, d3.loss_iou: 0.3816, d4.loss_cls: 0.1963, d4.loss_bbox: 0.1560, d4.loss_iou: 0.3812, dn_loss_cls: 0.0286, dn_loss_bbox: 0.2436, dn_loss_iou: 0.3513, d0.dn_loss_cls: 0.0625, d0.dn_loss_bbox: 0.3585, d0.dn_loss_iou: 0.4718, d1.dn_loss_cls: 0.0375, d1.dn_loss_bbox: 0.2691, d1.dn_loss_iou: 0.3786, d2.dn_loss_cls: 0.0323, d2.dn_loss_bbox: 0.2506, d2.dn_loss_iou: 0.3591, d3.dn_loss_cls: 0.0295, d3.dn_loss_bbox: 0.2450, d3.dn_loss_iou: 0.3531, d4.dn_loss_cls: 0.0287, d4.dn_loss_bbox: 0.2437, d4.dn_loss_iou: 0.3512, loss: 9.4672 2024-06-05 19:28:06,908 - mmdet - INFO - Epoch [6][2800/3665] lr: 2.000e-04, eta: 2 days, 11:44:13, time: 9.454, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2328, interm_loss_bbox: 0.1884, interm_loss_iou: 0.4359, loss_cls: 0.1958, loss_bbox: 0.1534, loss_iou: 0.3802, d0.loss_cls: 0.2504, d0.loss_bbox: 0.1599, d0.loss_iou: 0.3901, d1.loss_cls: 0.2206, d1.loss_bbox: 0.1550, d1.loss_iou: 0.3821, d2.loss_cls: 0.2058, d2.loss_bbox: 0.1533, d2.loss_iou: 0.3799, d3.loss_cls: 0.1993, d3.loss_bbox: 0.1529, d3.loss_iou: 0.3797, d4.loss_cls: 0.1967, d4.loss_bbox: 0.1530, d4.loss_iou: 0.3800, dn_loss_cls: 0.0276, dn_loss_bbox: 0.2405, dn_loss_iou: 0.3431, d0.dn_loss_cls: 0.0625, d0.dn_loss_bbox: 0.3606, d0.dn_loss_iou: 0.4639, d1.dn_loss_cls: 0.0372, d1.dn_loss_bbox: 0.2648, d1.dn_loss_iou: 0.3687, d2.dn_loss_cls: 0.0316, d2.dn_loss_bbox: 0.2469, d2.dn_loss_iou: 0.3508, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2414, d3.dn_loss_iou: 0.3447, d4.dn_loss_cls: 0.0278, d4.dn_loss_bbox: 0.2406, d4.dn_loss_iou: 0.3430, loss: 9.3694 2024-06-05 19:35:55,042 - mmdet - INFO - Epoch [6][2850/3665] lr: 2.000e-04, eta: 2 days, 11:36:20, time: 9.363, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2330, interm_loss_bbox: 0.1875, interm_loss_iou: 0.4314, loss_cls: 0.1972, loss_bbox: 0.1565, loss_iou: 0.3816, d0.loss_cls: 0.2490, d0.loss_bbox: 0.1643, d0.loss_iou: 0.3916, d1.loss_cls: 0.2201, d1.loss_bbox: 0.1600, d1.loss_iou: 0.3855, d2.loss_cls: 0.2072, d2.loss_bbox: 0.1567, d2.loss_iou: 0.3818, d3.loss_cls: 0.2000, d3.loss_bbox: 0.1571, d3.loss_iou: 0.3815, d4.loss_cls: 0.1975, d4.loss_bbox: 0.1570, d4.loss_iou: 0.3819, dn_loss_cls: 0.0282, dn_loss_bbox: 0.2394, dn_loss_iou: 0.3511, d0.dn_loss_cls: 0.0630, d0.dn_loss_bbox: 0.3617, d0.dn_loss_iou: 0.4742, d1.dn_loss_cls: 0.0381, d1.dn_loss_bbox: 0.2671, d1.dn_loss_iou: 0.3786, d2.dn_loss_cls: 0.0323, d2.dn_loss_bbox: 0.2479, d2.dn_loss_iou: 0.3597, d3.dn_loss_cls: 0.0294, d3.dn_loss_bbox: 0.2408, d3.dn_loss_iou: 0.3529, d4.dn_loss_cls: 0.0284, d4.dn_loss_bbox: 0.2394, d4.dn_loss_iou: 0.3509, loss: 9.4617 2024-06-05 19:43:50,690 - mmdet - INFO - Epoch [6][2900/3665] lr: 2.000e-04, eta: 2 days, 11:28:35, time: 9.513, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2319, interm_loss_bbox: 0.1859, interm_loss_iou: 0.4363, loss_cls: 0.1949, loss_bbox: 0.1575, loss_iou: 0.3882, d0.loss_cls: 0.2488, d0.loss_bbox: 0.1625, d0.loss_iou: 0.3973, d1.loss_cls: 0.2184, d1.loss_bbox: 0.1589, d1.loss_iou: 0.3913, d2.loss_cls: 0.2038, d2.loss_bbox: 0.1579, d2.loss_iou: 0.3896, d3.loss_cls: 0.1988, d3.loss_bbox: 0.1571, d3.loss_iou: 0.3872, d4.loss_cls: 0.1955, d4.loss_bbox: 0.1573, d4.loss_iou: 0.3877, dn_loss_cls: 0.0276, dn_loss_bbox: 0.2391, dn_loss_iou: 0.3529, d0.dn_loss_cls: 0.0628, d0.dn_loss_bbox: 0.3566, d0.dn_loss_iou: 0.4737, d1.dn_loss_cls: 0.0372, d1.dn_loss_bbox: 0.2646, d1.dn_loss_iou: 0.3803, d2.dn_loss_cls: 0.0317, d2.dn_loss_bbox: 0.2458, d2.dn_loss_iou: 0.3614, d3.dn_loss_cls: 0.0290, d3.dn_loss_bbox: 0.2402, d3.dn_loss_iou: 0.3548, d4.dn_loss_cls: 0.0279, d4.dn_loss_bbox: 0.2391, d4.dn_loss_iou: 0.3528, loss: 9.4839 2024-06-05 19:51:37,638 - mmdet - INFO - Epoch [6][2950/3665] lr: 2.000e-04, eta: 2 days, 11:20:41, time: 9.339, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2295, interm_loss_bbox: 0.1809, interm_loss_iou: 0.4294, loss_cls: 0.1922, loss_bbox: 0.1498, loss_iou: 0.3830, d0.loss_cls: 0.2449, d0.loss_bbox: 0.1553, d0.loss_iou: 0.3889, d1.loss_cls: 0.2157, d1.loss_bbox: 0.1523, d1.loss_iou: 0.3854, d2.loss_cls: 0.2014, d2.loss_bbox: 0.1504, d2.loss_iou: 0.3839, d3.loss_cls: 0.1956, d3.loss_bbox: 0.1491, d3.loss_iou: 0.3824, d4.loss_cls: 0.1928, d4.loss_bbox: 0.1495, d4.loss_iou: 0.3829, dn_loss_cls: 0.0274, dn_loss_bbox: 0.2293, dn_loss_iou: 0.3442, d0.dn_loss_cls: 0.0612, d0.dn_loss_bbox: 0.3476, d0.dn_loss_iou: 0.4666, d1.dn_loss_cls: 0.0364, d1.dn_loss_bbox: 0.2541, d1.dn_loss_iou: 0.3711, d2.dn_loss_cls: 0.0312, d2.dn_loss_bbox: 0.2363, d2.dn_loss_iou: 0.3523, d3.dn_loss_cls: 0.0285, d3.dn_loss_bbox: 0.2304, d3.dn_loss_iou: 0.3459, d4.dn_loss_cls: 0.0276, d4.dn_loss_bbox: 0.2293, d4.dn_loss_iou: 0.3441, loss: 9.2588 2024-06-05 19:59:29,569 - mmdet - INFO - Epoch [6][3000/3665] lr: 2.000e-04, eta: 2 days, 11:12:52, time: 9.439, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2275, interm_loss_bbox: 0.1782, interm_loss_iou: 0.4407, loss_cls: 0.1911, loss_bbox: 0.1479, loss_iou: 0.3896, d0.loss_cls: 0.2431, d0.loss_bbox: 0.1543, d0.loss_iou: 0.4004, d1.loss_cls: 0.2128, d1.loss_bbox: 0.1500, d1.loss_iou: 0.3938, d2.loss_cls: 0.2007, d2.loss_bbox: 0.1470, d2.loss_iou: 0.3903, d3.loss_cls: 0.1936, d3.loss_bbox: 0.1472, d3.loss_iou: 0.3899, d4.loss_cls: 0.1916, d4.loss_bbox: 0.1475, d4.loss_iou: 0.3900, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2295, dn_loss_iou: 0.3509, d0.dn_loss_cls: 0.0598, d0.dn_loss_bbox: 0.3498, d0.dn_loss_iou: 0.4747, d1.dn_loss_cls: 0.0354, d1.dn_loss_bbox: 0.2559, d1.dn_loss_iou: 0.3781, d2.dn_loss_cls: 0.0300, d2.dn_loss_bbox: 0.2371, d2.dn_loss_iou: 0.3590, d3.dn_loss_cls: 0.0271, d3.dn_loss_bbox: 0.2308, d3.dn_loss_iou: 0.3528, d4.dn_loss_cls: 0.0262, d4.dn_loss_bbox: 0.2295, d4.dn_loss_iou: 0.3508, loss: 9.3305 2024-06-05 20:07:27,721 - mmdet - INFO - Epoch [6][3050/3665] lr: 2.000e-04, eta: 2 days, 11:05:10, time: 9.563, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2329, interm_loss_bbox: 0.1851, interm_loss_iou: 0.4259, loss_cls: 0.1935, loss_bbox: 0.1554, loss_iou: 0.3773, d0.loss_cls: 0.2492, d0.loss_bbox: 0.1598, d0.loss_iou: 0.3836, d1.loss_cls: 0.2190, d1.loss_bbox: 0.1565, d1.loss_iou: 0.3787, d2.loss_cls: 0.2045, d2.loss_bbox: 0.1545, d2.loss_iou: 0.3771, d3.loss_cls: 0.1968, d3.loss_bbox: 0.1548, d3.loss_iou: 0.3771, d4.loss_cls: 0.1943, d4.loss_bbox: 0.1550, d4.loss_iou: 0.3773, dn_loss_cls: 0.0302, dn_loss_bbox: 0.2414, dn_loss_iou: 0.3480, d0.dn_loss_cls: 0.0637, d0.dn_loss_bbox: 0.3621, d0.dn_loss_iou: 0.4694, d1.dn_loss_cls: 0.0390, d1.dn_loss_bbox: 0.2685, d1.dn_loss_iou: 0.3757, d2.dn_loss_cls: 0.0336, d2.dn_loss_bbox: 0.2494, d2.dn_loss_iou: 0.3565, d3.dn_loss_cls: 0.0310, d3.dn_loss_bbox: 0.2428, d3.dn_loss_iou: 0.3500, d4.dn_loss_cls: 0.0301, d4.dn_loss_bbox: 0.2414, d4.dn_loss_iou: 0.3479, loss: 9.3890 2024-06-05 20:15:18,114 - mmdet - INFO - Epoch [6][3100/3665] lr: 2.000e-04, eta: 2 days, 10:57:19, time: 9.408, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2355, interm_loss_bbox: 0.1867, interm_loss_iou: 0.4392, loss_cls: 0.2001, loss_bbox: 0.1559, loss_iou: 0.3889, d0.loss_cls: 0.2537, d0.loss_bbox: 0.1597, d0.loss_iou: 0.3952, d1.loss_cls: 0.2230, d1.loss_bbox: 0.1584, d1.loss_iou: 0.3926, d2.loss_cls: 0.2085, d2.loss_bbox: 0.1565, d2.loss_iou: 0.3901, d3.loss_cls: 0.2036, d3.loss_bbox: 0.1555, d3.loss_iou: 0.3879, d4.loss_cls: 0.2012, d4.loss_bbox: 0.1554, d4.loss_iou: 0.3886, dn_loss_cls: 0.0284, dn_loss_bbox: 0.2465, dn_loss_iou: 0.3515, d0.dn_loss_cls: 0.0629, d0.dn_loss_bbox: 0.3640, d0.dn_loss_iou: 0.4703, d1.dn_loss_cls: 0.0381, d1.dn_loss_bbox: 0.2715, d1.dn_loss_iou: 0.3783, d2.dn_loss_cls: 0.0325, d2.dn_loss_bbox: 0.2539, d2.dn_loss_iou: 0.3595, d3.dn_loss_cls: 0.0295, d3.dn_loss_bbox: 0.2478, d3.dn_loss_iou: 0.3534, d4.dn_loss_cls: 0.0286, d4.dn_loss_bbox: 0.2465, d4.dn_loss_iou: 0.3514, loss: 9.5511 2024-06-05 20:23:08,697 - mmdet - INFO - Epoch [6][3150/3665] lr: 2.000e-04, eta: 2 days, 10:49:29, time: 9.412, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2322, interm_loss_bbox: 0.1910, interm_loss_iou: 0.4358, loss_cls: 0.1983, loss_bbox: 0.1551, loss_iou: 0.3828, d0.loss_cls: 0.2502, d0.loss_bbox: 0.1621, d0.loss_iou: 0.3915, d1.loss_cls: 0.2193, d1.loss_bbox: 0.1595, d1.loss_iou: 0.3878, d2.loss_cls: 0.2058, d2.loss_bbox: 0.1567, d2.loss_iou: 0.3842, d3.loss_cls: 0.1998, d3.loss_bbox: 0.1560, d3.loss_iou: 0.3834, d4.loss_cls: 0.1984, d4.loss_bbox: 0.1551, d4.loss_iou: 0.3827, dn_loss_cls: 0.0269, dn_loss_bbox: 0.2444, dn_loss_iou: 0.3426, d0.dn_loss_cls: 0.0606, d0.dn_loss_bbox: 0.3662, d0.dn_loss_iou: 0.4637, d1.dn_loss_cls: 0.0364, d1.dn_loss_bbox: 0.2700, d1.dn_loss_iou: 0.3692, d2.dn_loss_cls: 0.0312, d2.dn_loss_bbox: 0.2515, d2.dn_loss_iou: 0.3509, d3.dn_loss_cls: 0.0282, d3.dn_loss_bbox: 0.2456, d3.dn_loss_iou: 0.3444, d4.dn_loss_cls: 0.0272, d4.dn_loss_bbox: 0.2444, d4.dn_loss_iou: 0.3425, loss: 9.4338 2024-06-05 20:30:59,257 - mmdet - INFO - Epoch [6][3200/3665] lr: 2.000e-04, eta: 2 days, 10:41:38, time: 9.411, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2259, interm_loss_bbox: 0.1809, interm_loss_iou: 0.4234, loss_cls: 0.1906, loss_bbox: 0.1531, loss_iou: 0.3758, d0.loss_cls: 0.2508, d0.loss_bbox: 0.1611, d0.loss_iou: 0.3868, d1.loss_cls: 0.2145, d1.loss_bbox: 0.1571, d1.loss_iou: 0.3808, d2.loss_cls: 0.1983, d2.loss_bbox: 0.1547, d2.loss_iou: 0.3781, d3.loss_cls: 0.1925, d3.loss_bbox: 0.1532, d3.loss_iou: 0.3768, d4.loss_cls: 0.1900, d4.loss_bbox: 0.1536, d4.loss_iou: 0.3766, dn_loss_cls: 0.0263, dn_loss_bbox: 0.2390, dn_loss_iou: 0.3481, d0.dn_loss_cls: 0.0605, d0.dn_loss_bbox: 0.3563, d0.dn_loss_iou: 0.4686, d1.dn_loss_cls: 0.0360, d1.dn_loss_bbox: 0.2653, d1.dn_loss_iou: 0.3753, d2.dn_loss_cls: 0.0304, d2.dn_loss_bbox: 0.2468, d2.dn_loss_iou: 0.3564, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2404, d3.dn_loss_iou: 0.3499, d4.dn_loss_cls: 0.0265, d4.dn_loss_bbox: 0.2390, d4.dn_loss_iou: 0.3480, loss: 9.3147 2024-06-05 20:38:58,338 - mmdet - INFO - Epoch [6][3250/3665] lr: 2.000e-04, eta: 2 days, 10:33:57, time: 9.582, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2244, interm_loss_bbox: 0.1821, interm_loss_iou: 0.4219, loss_cls: 0.1891, loss_bbox: 0.1518, loss_iou: 0.3718, d0.loss_cls: 0.2418, d0.loss_bbox: 0.1587, d0.loss_iou: 0.3832, d1.loss_cls: 0.2107, d1.loss_bbox: 0.1553, d1.loss_iou: 0.3774, d2.loss_cls: 0.1971, d2.loss_bbox: 0.1529, d2.loss_iou: 0.3734, d3.loss_cls: 0.1912, d3.loss_bbox: 0.1518, d3.loss_iou: 0.3723, d4.loss_cls: 0.1896, d4.loss_bbox: 0.1519, d4.loss_iou: 0.3718, dn_loss_cls: 0.0264, dn_loss_bbox: 0.2281, dn_loss_iou: 0.3401, d0.dn_loss_cls: 0.0600, d0.dn_loss_bbox: 0.3444, d0.dn_loss_iou: 0.4573, d1.dn_loss_cls: 0.0354, d1.dn_loss_bbox: 0.2538, d1.dn_loss_iou: 0.3662, d2.dn_loss_cls: 0.0299, d2.dn_loss_bbox: 0.2355, d2.dn_loss_iou: 0.3480, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2292, d3.dn_loss_iou: 0.3417, d4.dn_loss_cls: 0.0265, d4.dn_loss_bbox: 0.2281, d4.dn_loss_iou: 0.3400, loss: 9.1381 2024-06-05 20:46:56,728 - mmdet - INFO - Epoch [6][3300/3665] lr: 2.000e-04, eta: 2 days, 10:26:15, time: 9.568, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2302, interm_loss_bbox: 0.1861, interm_loss_iou: 0.4294, loss_cls: 0.1953, loss_bbox: 0.1538, loss_iou: 0.3791, d0.loss_cls: 0.2478, d0.loss_bbox: 0.1594, d0.loss_iou: 0.3874, d1.loss_cls: 0.2174, d1.loss_bbox: 0.1556, d1.loss_iou: 0.3832, d2.loss_cls: 0.2030, d2.loss_bbox: 0.1548, d2.loss_iou: 0.3824, d3.loss_cls: 0.1973, d3.loss_bbox: 0.1543, d3.loss_iou: 0.3801, d4.loss_cls: 0.1955, d4.loss_bbox: 0.1538, d4.loss_iou: 0.3798, dn_loss_cls: 0.0262, dn_loss_bbox: 0.2349, dn_loss_iou: 0.3393, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3515, d0.dn_loss_iou: 0.4588, d1.dn_loss_cls: 0.0349, d1.dn_loss_bbox: 0.2609, d1.dn_loss_iou: 0.3664, d2.dn_loss_cls: 0.0298, d2.dn_loss_bbox: 0.2421, d2.dn_loss_iou: 0.3476, d3.dn_loss_cls: 0.0272, d3.dn_loss_bbox: 0.2364, d3.dn_loss_iou: 0.3412, d4.dn_loss_cls: 0.0263, d4.dn_loss_bbox: 0.2350, d4.dn_loss_iou: 0.3392, loss: 9.2824 2024-06-05 20:54:49,605 - mmdet - INFO - Epoch [6][3350/3665] lr: 2.000e-04, eta: 2 days, 10:18:26, time: 9.458, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2246, interm_loss_bbox: 0.1830, interm_loss_iou: 0.4282, loss_cls: 0.1915, loss_bbox: 0.1513, loss_iou: 0.3786, d0.loss_cls: 0.2439, d0.loss_bbox: 0.1578, d0.loss_iou: 0.3877, d1.loss_cls: 0.2139, d1.loss_bbox: 0.1535, d1.loss_iou: 0.3825, d2.loss_cls: 0.2006, d2.loss_bbox: 0.1513, d2.loss_iou: 0.3798, d3.loss_cls: 0.1935, d3.loss_bbox: 0.1514, d3.loss_iou: 0.3791, d4.loss_cls: 0.1920, d4.loss_bbox: 0.1510, d4.loss_iou: 0.3780, dn_loss_cls: 0.0270, dn_loss_bbox: 0.2269, dn_loss_iou: 0.3492, d0.dn_loss_cls: 0.0605, d0.dn_loss_bbox: 0.3450, d0.dn_loss_iou: 0.4712, d1.dn_loss_cls: 0.0368, d1.dn_loss_bbox: 0.2537, d1.dn_loss_iou: 0.3769, d2.dn_loss_cls: 0.0310, d2.dn_loss_bbox: 0.2345, d2.dn_loss_iou: 0.3574, d3.dn_loss_cls: 0.0280, d3.dn_loss_bbox: 0.2282, d3.dn_loss_iou: 0.3509, d4.dn_loss_cls: 0.0272, d4.dn_loss_bbox: 0.2269, d4.dn_loss_iou: 0.3490, loss: 9.2536 2024-06-05 21:02:41,103 - mmdet - INFO - Epoch [6][3400/3665] lr: 2.000e-04, eta: 2 days, 10:10:37, time: 9.430, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2321, interm_loss_bbox: 0.1795, interm_loss_iou: 0.4232, loss_cls: 0.1963, loss_bbox: 0.1509, loss_iou: 0.3765, d0.loss_cls: 0.2471, d0.loss_bbox: 0.1570, d0.loss_iou: 0.3857, d1.loss_cls: 0.2180, d1.loss_bbox: 0.1530, d1.loss_iou: 0.3807, d2.loss_cls: 0.2063, d2.loss_bbox: 0.1497, d2.loss_iou: 0.3757, d3.loss_cls: 0.2003, d3.loss_bbox: 0.1497, d3.loss_iou: 0.3756, d4.loss_cls: 0.1974, d4.loss_bbox: 0.1505, d4.loss_iou: 0.3760, dn_loss_cls: 0.0264, dn_loss_bbox: 0.2238, dn_loss_iou: 0.3368, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3369, d0.dn_loss_iou: 0.4544, d1.dn_loss_cls: 0.0358, d1.dn_loss_bbox: 0.2481, d1.dn_loss_iou: 0.3628, d2.dn_loss_cls: 0.0304, d2.dn_loss_bbox: 0.2306, d2.dn_loss_iou: 0.3447, d3.dn_loss_cls: 0.0275, d3.dn_loss_bbox: 0.2250, d3.dn_loss_iou: 0.3385, d4.dn_loss_cls: 0.0266, d4.dn_loss_bbox: 0.2238, d4.dn_loss_iou: 0.3366, loss: 9.1502 2024-06-05 21:10:24,448 - mmdet - INFO - Epoch [6][3450/3665] lr: 2.000e-04, eta: 2 days, 10:02:39, time: 9.267, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2268, interm_loss_bbox: 0.1846, interm_loss_iou: 0.4348, loss_cls: 0.1926, loss_bbox: 0.1514, loss_iou: 0.3816, d0.loss_cls: 0.2420, d0.loss_bbox: 0.1579, d0.loss_iou: 0.3920, d1.loss_cls: 0.2139, d1.loss_bbox: 0.1545, d1.loss_iou: 0.3855, d2.loss_cls: 0.2024, d2.loss_bbox: 0.1522, d2.loss_iou: 0.3827, d3.loss_cls: 0.1962, d3.loss_bbox: 0.1509, d3.loss_iou: 0.3812, d4.loss_cls: 0.1937, d4.loss_bbox: 0.1510, d4.loss_iou: 0.3810, dn_loss_cls: 0.0264, dn_loss_bbox: 0.2273, dn_loss_iou: 0.3407, d0.dn_loss_cls: 0.0594, d0.dn_loss_bbox: 0.3358, d0.dn_loss_iou: 0.4553, d1.dn_loss_cls: 0.0357, d1.dn_loss_bbox: 0.2498, d1.dn_loss_iou: 0.3663, d2.dn_loss_cls: 0.0305, d2.dn_loss_bbox: 0.2334, d2.dn_loss_iou: 0.3483, d3.dn_loss_cls: 0.0277, d3.dn_loss_bbox: 0.2283, d3.dn_loss_iou: 0.3423, d4.dn_loss_cls: 0.0268, d4.dn_loss_bbox: 0.2274, d4.dn_loss_iou: 0.3406, loss: 9.2111 2024-06-05 21:18:21,533 - mmdet - INFO - Epoch [6][3500/3665] lr: 2.000e-04, eta: 2 days, 9:54:55, time: 9.542, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2267, interm_loss_bbox: 0.1809, interm_loss_iou: 0.4294, loss_cls: 0.1920, loss_bbox: 0.1532, loss_iou: 0.3827, d0.loss_cls: 0.2447, d0.loss_bbox: 0.1588, d0.loss_iou: 0.3916, d1.loss_cls: 0.2127, d1.loss_bbox: 0.1565, d1.loss_iou: 0.3875, d2.loss_cls: 0.2000, d2.loss_bbox: 0.1537, d2.loss_iou: 0.3837, d3.loss_cls: 0.1935, d3.loss_bbox: 0.1540, d3.loss_iou: 0.3839, d4.loss_cls: 0.1918, d4.loss_bbox: 0.1540, d4.loss_iou: 0.3835, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2254, dn_loss_iou: 0.3408, d0.dn_loss_cls: 0.0596, d0.dn_loss_bbox: 0.3411, d0.dn_loss_iou: 0.4597, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2491, d1.dn_loss_iou: 0.3664, d2.dn_loss_cls: 0.0295, d2.dn_loss_bbox: 0.2327, d2.dn_loss_iou: 0.3487, d3.dn_loss_cls: 0.0267, d3.dn_loss_bbox: 0.2265, d3.dn_loss_iou: 0.3424, d4.dn_loss_cls: 0.0258, d4.dn_loss_bbox: 0.2254, d4.dn_loss_iou: 0.3407, loss: 9.2155 2024-06-05 21:26:15,081 - mmdet - INFO - Epoch [6][3550/3665] lr: 2.000e-04, eta: 2 days, 9:47:08, time: 9.471, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2298, interm_loss_bbox: 0.1854, interm_loss_iou: 0.4339, loss_cls: 0.1943, loss_bbox: 0.1575, loss_iou: 0.3848, d0.loss_cls: 0.2480, d0.loss_bbox: 0.1608, d0.loss_iou: 0.3910, d1.loss_cls: 0.2143, d1.loss_bbox: 0.1601, d1.loss_iou: 0.3893, d2.loss_cls: 0.2034, d2.loss_bbox: 0.1571, d2.loss_iou: 0.3855, d3.loss_cls: 0.1975, d3.loss_bbox: 0.1562, d3.loss_iou: 0.3841, d4.loss_cls: 0.1948, d4.loss_bbox: 0.1572, d4.loss_iou: 0.3841, dn_loss_cls: 0.0270, dn_loss_bbox: 0.2372, dn_loss_iou: 0.3433, d0.dn_loss_cls: 0.0611, d0.dn_loss_bbox: 0.3557, d0.dn_loss_iou: 0.4632, d1.dn_loss_cls: 0.0363, d1.dn_loss_bbox: 0.2622, d1.dn_loss_iou: 0.3699, d2.dn_loss_cls: 0.0311, d2.dn_loss_bbox: 0.2446, d2.dn_loss_iou: 0.3510, d3.dn_loss_cls: 0.0282, d3.dn_loss_bbox: 0.2387, d3.dn_loss_iou: 0.3453, d4.dn_loss_cls: 0.0273, d4.dn_loss_bbox: 0.2372, d4.dn_loss_iou: 0.3432, loss: 9.3717 2024-06-05 21:34:05,753 - mmdet - INFO - Epoch [6][3600/3665] lr: 2.000e-04, eta: 2 days, 9:39:17, time: 9.413, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2283, interm_loss_bbox: 0.1845, interm_loss_iou: 0.4338, loss_cls: 0.1942, loss_bbox: 0.1554, loss_iou: 0.3887, d0.loss_cls: 0.2441, d0.loss_bbox: 0.1618, d0.loss_iou: 0.3963, d1.loss_cls: 0.2135, d1.loss_bbox: 0.1594, d1.loss_iou: 0.3930, d2.loss_cls: 0.2026, d2.loss_bbox: 0.1559, d2.loss_iou: 0.3884, d3.loss_cls: 0.1971, d3.loss_bbox: 0.1556, d3.loss_iou: 0.3884, d4.loss_cls: 0.1954, d4.loss_bbox: 0.1550, d4.loss_iou: 0.3881, dn_loss_cls: 0.0268, dn_loss_bbox: 0.2357, dn_loss_iou: 0.3457, d0.dn_loss_cls: 0.0625, d0.dn_loss_bbox: 0.3589, d0.dn_loss_iou: 0.4678, d1.dn_loss_cls: 0.0366, d1.dn_loss_bbox: 0.2642, d1.dn_loss_iou: 0.3736, d2.dn_loss_cls: 0.0311, d2.dn_loss_bbox: 0.2443, d2.dn_loss_iou: 0.3542, d3.dn_loss_cls: 0.0280, d3.dn_loss_bbox: 0.2372, d3.dn_loss_iou: 0.3476, d4.dn_loss_cls: 0.0270, d4.dn_loss_bbox: 0.2357, d4.dn_loss_iou: 0.3456, loss: 9.4022 2024-06-05 21:41:52,234 - mmdet - INFO - Epoch [6][3650/3665] lr: 2.000e-04, eta: 2 days, 9:31:23, time: 9.330, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2341, interm_loss_bbox: 0.1841, interm_loss_iou: 0.4389, loss_cls: 0.1980, loss_bbox: 0.1545, loss_iou: 0.3905, d0.loss_cls: 0.2509, d0.loss_bbox: 0.1599, d0.loss_iou: 0.3977, d1.loss_cls: 0.2204, d1.loss_bbox: 0.1573, d1.loss_iou: 0.3945, d2.loss_cls: 0.2083, d2.loss_bbox: 0.1547, d2.loss_iou: 0.3906, d3.loss_cls: 0.2025, d3.loss_bbox: 0.1532, d3.loss_iou: 0.3889, d4.loss_cls: 0.1998, d4.loss_bbox: 0.1540, d4.loss_iou: 0.3891, dn_loss_cls: 0.0288, dn_loss_bbox: 0.2399, dn_loss_iou: 0.3541, d0.dn_loss_cls: 0.0639, d0.dn_loss_bbox: 0.3591, d0.dn_loss_iou: 0.4757, d1.dn_loss_cls: 0.0380, d1.dn_loss_bbox: 0.2660, d1.dn_loss_iou: 0.3809, d2.dn_loss_cls: 0.0328, d2.dn_loss_bbox: 0.2473, d2.dn_loss_iou: 0.3620, d3.dn_loss_cls: 0.0299, d3.dn_loss_bbox: 0.2411, d3.dn_loss_iou: 0.3560, d4.dn_loss_cls: 0.0290, d4.dn_loss_bbox: 0.2400, d4.dn_loss_iou: 0.3539, loss: 9.5203 2024-06-05 21:44:15,700 - mmdet - INFO - Saving checkpoint at 6 epochs 2024-06-05 21:48:27,490 - mmdet - INFO - Evaluating bbox... 2024-06-05 21:50:09,496 - 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 ] = 0.750 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.613 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.382 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.607 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 ] = 0.756 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.760 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.760 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.596 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 ] = 0.910 2024-06-05 21:50:11,292 - mmdet - INFO - Exp name: dino_4scale_internvit_h6b_1024_768_fpn_1x_coco_bs32_ms.py 2024-06-05 21:50:11,294 - mmdet - INFO - Epoch(val) [6][313] bbox_mAP: 0.5610, bbox_mAP_50: 0.7500, bbox_mAP_75: 0.6130, bbox_mAP_s: 0.3820, bbox_mAP_m: 0.6070, bbox_mAP_l: 0.7260, bbox_mAP_copypaste: 0.561 0.750 0.613 0.382 0.607 0.726 2024-06-05 21:58:16,723 - mmdet - INFO - Epoch [7][50/3665] lr: 2.000e-04, eta: 2 days, 9:19:05, time: 9.708, data_time: 0.070, memory: 37236, interm_loss_cls: 0.2248, interm_loss_bbox: 0.1805, interm_loss_iou: 0.4211, loss_cls: 0.1895, loss_bbox: 0.1509, loss_iou: 0.3739, d0.loss_cls: 0.2409, d0.loss_bbox: 0.1563, d0.loss_iou: 0.3810, d1.loss_cls: 0.2115, d1.loss_bbox: 0.1538, d1.loss_iou: 0.3771, d2.loss_cls: 0.1985, d2.loss_bbox: 0.1519, d2.loss_iou: 0.3748, d3.loss_cls: 0.1922, d3.loss_bbox: 0.1508, d3.loss_iou: 0.3745, d4.loss_cls: 0.1898, d4.loss_bbox: 0.1510, d4.loss_iou: 0.3739, dn_loss_cls: 0.0264, dn_loss_bbox: 0.2323, dn_loss_iou: 0.3368, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3570, d0.dn_loss_iou: 0.4595, d1.dn_loss_cls: 0.0355, d1.dn_loss_bbox: 0.2588, d1.dn_loss_iou: 0.3642, d2.dn_loss_cls: 0.0301, d2.dn_loss_bbox: 0.2404, d2.dn_loss_iou: 0.3453, d3.dn_loss_cls: 0.0275, d3.dn_loss_bbox: 0.2337, d3.dn_loss_iou: 0.3387, d4.dn_loss_cls: 0.0266, d4.dn_loss_bbox: 0.2323, d4.dn_loss_iou: 0.3367, loss: 9.1605 2024-06-05 22:06:14,170 - mmdet - INFO - Epoch [7][100/3665] lr: 2.000e-04, eta: 2 days, 9:11:22, time: 9.549, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2273, interm_loss_bbox: 0.1832, interm_loss_iou: 0.4160, loss_cls: 0.1867, loss_bbox: 0.1559, loss_iou: 0.3716, d0.loss_cls: 0.2404, d0.loss_bbox: 0.1582, d0.loss_iou: 0.3776, d1.loss_cls: 0.2104, d1.loss_bbox: 0.1575, d1.loss_iou: 0.3741, d2.loss_cls: 0.1950, d2.loss_bbox: 0.1562, d2.loss_iou: 0.3731, d3.loss_cls: 0.1892, d3.loss_bbox: 0.1556, d3.loss_iou: 0.3713, d4.loss_cls: 0.1872, d4.loss_bbox: 0.1556, d4.loss_iou: 0.3715, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2289, dn_loss_iou: 0.3307, d0.dn_loss_cls: 0.0582, d0.dn_loss_bbox: 0.3476, d0.dn_loss_iou: 0.4502, d1.dn_loss_cls: 0.0344, d1.dn_loss_bbox: 0.2531, d1.dn_loss_iou: 0.3560, d2.dn_loss_cls: 0.0293, d2.dn_loss_bbox: 0.2358, d2.dn_loss_iou: 0.3380, d3.dn_loss_cls: 0.0268, d3.dn_loss_bbox: 0.2299, d3.dn_loss_iou: 0.3322, d4.dn_loss_cls: 0.0259, d4.dn_loss_bbox: 0.2289, d4.dn_loss_iou: 0.3305, loss: 9.0758 2024-06-05 22:14:00,283 - mmdet - INFO - Epoch [7][150/3665] lr: 2.000e-04, eta: 2 days, 9:03:28, time: 9.322, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2254, interm_loss_bbox: 0.1798, interm_loss_iou: 0.4135, loss_cls: 0.1871, loss_bbox: 0.1508, loss_iou: 0.3670, d0.loss_cls: 0.2400, d0.loss_bbox: 0.1556, d0.loss_iou: 0.3739, d1.loss_cls: 0.2076, d1.loss_bbox: 0.1536, d1.loss_iou: 0.3707, d2.loss_cls: 0.1942, d2.loss_bbox: 0.1523, d2.loss_iou: 0.3684, d3.loss_cls: 0.1906, d3.loss_bbox: 0.1505, d3.loss_iou: 0.3661, d4.loss_cls: 0.1876, d4.loss_bbox: 0.1514, d4.loss_iou: 0.3669, dn_loss_cls: 0.0257, dn_loss_bbox: 0.2319, dn_loss_iou: 0.3291, d0.dn_loss_cls: 0.0602, d0.dn_loss_bbox: 0.3522, d0.dn_loss_iou: 0.4519, d1.dn_loss_cls: 0.0353, d1.dn_loss_bbox: 0.2576, d1.dn_loss_iou: 0.3565, d2.dn_loss_cls: 0.0298, d2.dn_loss_bbox: 0.2391, d2.dn_loss_iou: 0.3373, d3.dn_loss_cls: 0.0269, d3.dn_loss_bbox: 0.2329, d3.dn_loss_iou: 0.3309, d4.dn_loss_cls: 0.0259, d4.dn_loss_bbox: 0.2320, d4.dn_loss_iou: 0.3290, loss: 9.0373 2024-06-05 22:21:47,742 - mmdet - INFO - Epoch [7][200/3665] lr: 2.000e-04, eta: 2 days, 8:55:35, time: 9.349, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2233, interm_loss_bbox: 0.1851, interm_loss_iou: 0.4209, loss_cls: 0.1860, loss_bbox: 0.1567, loss_iou: 0.3741, d0.loss_cls: 0.2380, d0.loss_bbox: 0.1608, d0.loss_iou: 0.3824, d1.loss_cls: 0.2075, d1.loss_bbox: 0.1585, d1.loss_iou: 0.3772, d2.loss_cls: 0.1947, d2.loss_bbox: 0.1565, d2.loss_iou: 0.3740, d3.loss_cls: 0.1881, d3.loss_bbox: 0.1569, d3.loss_iou: 0.3736, d4.loss_cls: 0.1864, d4.loss_bbox: 0.1570, d4.loss_iou: 0.3741, dn_loss_cls: 0.0265, dn_loss_bbox: 0.2433, dn_loss_iou: 0.3399, d0.dn_loss_cls: 0.0604, d0.dn_loss_bbox: 0.3629, d0.dn_loss_iou: 0.4571, d1.dn_loss_cls: 0.0356, d1.dn_loss_bbox: 0.2682, d1.dn_loss_iou: 0.3659, d2.dn_loss_cls: 0.0302, d2.dn_loss_bbox: 0.2501, d2.dn_loss_iou: 0.3478, d3.dn_loss_cls: 0.0275, d3.dn_loss_bbox: 0.2445, d3.dn_loss_iou: 0.3417, d4.dn_loss_cls: 0.0268, d4.dn_loss_bbox: 0.2433, d4.dn_loss_iou: 0.3398, loss: 9.2435 2024-06-05 22:29:27,897 - mmdet - INFO - Epoch [7][250/3665] lr: 2.000e-04, eta: 2 days, 8:47:35, time: 9.203, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2183, interm_loss_bbox: 0.1801, interm_loss_iou: 0.4289, loss_cls: 0.1823, loss_bbox: 0.1498, loss_iou: 0.3796, d0.loss_cls: 0.2325, d0.loss_bbox: 0.1575, d0.loss_iou: 0.3888, d1.loss_cls: 0.2033, d1.loss_bbox: 0.1521, d1.loss_iou: 0.3831, d2.loss_cls: 0.1898, d2.loss_bbox: 0.1504, d2.loss_iou: 0.3811, d3.loss_cls: 0.1845, d3.loss_bbox: 0.1503, d3.loss_iou: 0.3801, d4.loss_cls: 0.1825, d4.loss_bbox: 0.1495, d4.loss_iou: 0.3796, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2293, dn_loss_iou: 0.3424, d0.dn_loss_cls: 0.0592, d0.dn_loss_bbox: 0.3438, d0.dn_loss_iou: 0.4608, d1.dn_loss_cls: 0.0352, d1.dn_loss_bbox: 0.2529, d1.dn_loss_iou: 0.3679, d2.dn_loss_cls: 0.0297, d2.dn_loss_bbox: 0.2363, d2.dn_loss_iou: 0.3504, d3.dn_loss_cls: 0.0270, d3.dn_loss_bbox: 0.2305, d3.dn_loss_iou: 0.3441, d4.dn_loss_cls: 0.0260, d4.dn_loss_bbox: 0.2293, d4.dn_loss_iou: 0.3423, loss: 9.1368 2024-06-05 22:37:14,766 - mmdet - INFO - Epoch [7][300/3665] lr: 2.000e-04, eta: 2 days, 8:39:41, time: 9.337, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2238, interm_loss_bbox: 0.1798, interm_loss_iou: 0.4205, loss_cls: 0.1902, loss_bbox: 0.1526, loss_iou: 0.3751, d0.loss_cls: 0.2416, d0.loss_bbox: 0.1564, d0.loss_iou: 0.3835, d1.loss_cls: 0.2093, d1.loss_bbox: 0.1550, d1.loss_iou: 0.3806, d2.loss_cls: 0.1987, d2.loss_bbox: 0.1526, d2.loss_iou: 0.3766, d3.loss_cls: 0.1928, d3.loss_bbox: 0.1527, d3.loss_iou: 0.3756, d4.loss_cls: 0.1902, d4.loss_bbox: 0.1530, d4.loss_iou: 0.3753, dn_loss_cls: 0.0280, dn_loss_bbox: 0.2306, dn_loss_iou: 0.3447, d0.dn_loss_cls: 0.0618, d0.dn_loss_bbox: 0.3445, d0.dn_loss_iou: 0.4630, d1.dn_loss_cls: 0.0368, d1.dn_loss_bbox: 0.2541, d1.dn_loss_iou: 0.3707, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2374, d2.dn_loss_iou: 0.3528, d3.dn_loss_cls: 0.0289, d3.dn_loss_bbox: 0.2318, d3.dn_loss_iou: 0.3465, d4.dn_loss_cls: 0.0281, d4.dn_loss_bbox: 0.2307, d4.dn_loss_iou: 0.3446, loss: 9.2023 2024-06-05 22:44:56,761 - mmdet - INFO - Epoch [7][350/3665] lr: 2.000e-04, eta: 2 days, 8:31:43, time: 9.240, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2240, interm_loss_bbox: 0.1788, interm_loss_iou: 0.4241, loss_cls: 0.1888, loss_bbox: 0.1531, loss_iou: 0.3811, d0.loss_cls: 0.2397, d0.loss_bbox: 0.1578, d0.loss_iou: 0.3876, d1.loss_cls: 0.2076, d1.loss_bbox: 0.1567, d1.loss_iou: 0.3861, d2.loss_cls: 0.1968, d2.loss_bbox: 0.1540, d2.loss_iou: 0.3823, d3.loss_cls: 0.1913, d3.loss_bbox: 0.1531, d3.loss_iou: 0.3813, d4.loss_cls: 0.1894, d4.loss_bbox: 0.1530, d4.loss_iou: 0.3813, dn_loss_cls: 0.0261, dn_loss_bbox: 0.2324, dn_loss_iou: 0.3384, d0.dn_loss_cls: 0.0598, d0.dn_loss_bbox: 0.3450, d0.dn_loss_iou: 0.4543, d1.dn_loss_cls: 0.0356, d1.dn_loss_bbox: 0.2561, d1.dn_loss_iou: 0.3638, d2.dn_loss_cls: 0.0301, d2.dn_loss_bbox: 0.2392, d2.dn_loss_iou: 0.3460, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2335, d3.dn_loss_iou: 0.3400, d4.dn_loss_cls: 0.0264, d4.dn_loss_bbox: 0.2324, d4.dn_loss_iou: 0.3383, loss: 9.1925 2024-06-05 22:52:44,204 - mmdet - INFO - Epoch [7][400/3665] lr: 2.000e-04, eta: 2 days, 8:23:50, time: 9.349, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2242, interm_loss_bbox: 0.1784, interm_loss_iou: 0.4373, loss_cls: 0.1874, loss_bbox: 0.1504, loss_iou: 0.3915, d0.loss_cls: 0.2405, d0.loss_bbox: 0.1537, d0.loss_iou: 0.3969, d1.loss_cls: 0.2085, d1.loss_bbox: 0.1529, d1.loss_iou: 0.3957, d2.loss_cls: 0.1950, d2.loss_bbox: 0.1514, d2.loss_iou: 0.3934, d3.loss_cls: 0.1909, d3.loss_bbox: 0.1501, d3.loss_iou: 0.3911, d4.loss_cls: 0.1877, d4.loss_bbox: 0.1507, d4.loss_iou: 0.3918, dn_loss_cls: 0.0274, dn_loss_bbox: 0.2201, dn_loss_iou: 0.3414, d0.dn_loss_cls: 0.0595, d0.dn_loss_bbox: 0.3366, d0.dn_loss_iou: 0.4620, d1.dn_loss_cls: 0.0359, d1.dn_loss_bbox: 0.2450, d1.dn_loss_iou: 0.3672, d2.dn_loss_cls: 0.0308, d2.dn_loss_bbox: 0.2276, d2.dn_loss_iou: 0.3495, d3.dn_loss_cls: 0.0282, d3.dn_loss_bbox: 0.2215, d3.dn_loss_iou: 0.3432, d4.dn_loss_cls: 0.0275, d4.dn_loss_bbox: 0.2201, d4.dn_loss_iou: 0.3412, loss: 9.2042 2024-06-05 23:00:31,521 - mmdet - INFO - Epoch [7][450/3665] lr: 2.000e-04, eta: 2 days, 8:15:57, time: 9.346, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2197, interm_loss_bbox: 0.1835, interm_loss_iou: 0.4141, loss_cls: 0.1858, loss_bbox: 0.1510, loss_iou: 0.3648, d0.loss_cls: 0.2349, d0.loss_bbox: 0.1567, d0.loss_iou: 0.3730, d1.loss_cls: 0.2045, d1.loss_bbox: 0.1547, d1.loss_iou: 0.3688, d2.loss_cls: 0.1940, d2.loss_bbox: 0.1519, d2.loss_iou: 0.3655, d3.loss_cls: 0.1889, d3.loss_bbox: 0.1507, d3.loss_iou: 0.3639, d4.loss_cls: 0.1863, d4.loss_bbox: 0.1512, d4.loss_iou: 0.3648, dn_loss_cls: 0.0266, dn_loss_bbox: 0.2233, dn_loss_iou: 0.3267, d0.dn_loss_cls: 0.0598, d0.dn_loss_bbox: 0.3417, d0.dn_loss_iou: 0.4442, d1.dn_loss_cls: 0.0360, d1.dn_loss_bbox: 0.2491, d1.dn_loss_iou: 0.3529, d2.dn_loss_cls: 0.0305, d2.dn_loss_bbox: 0.2307, d2.dn_loss_iou: 0.3345, d3.dn_loss_cls: 0.0279, d3.dn_loss_bbox: 0.2244, d3.dn_loss_iou: 0.3283, d4.dn_loss_cls: 0.0269, d4.dn_loss_bbox: 0.2234, d4.dn_loss_iou: 0.3266, loss: 8.9421 2024-06-05 23:08:23,981 - mmdet - INFO - Epoch [7][500/3665] lr: 2.000e-04, eta: 2 days, 8:08:09, time: 9.449, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2270, interm_loss_bbox: 0.1852, interm_loss_iou: 0.4308, loss_cls: 0.1923, loss_bbox: 0.1538, loss_iou: 0.3805, d0.loss_cls: 0.2416, d0.loss_bbox: 0.1619, d0.loss_iou: 0.3916, d1.loss_cls: 0.2135, d1.loss_bbox: 0.1574, d1.loss_iou: 0.3853, d2.loss_cls: 0.2023, d2.loss_bbox: 0.1541, d2.loss_iou: 0.3810, d3.loss_cls: 0.1958, d3.loss_bbox: 0.1534, d3.loss_iou: 0.3797, d4.loss_cls: 0.1937, d4.loss_bbox: 0.1532, d4.loss_iou: 0.3799, dn_loss_cls: 0.0255, dn_loss_bbox: 0.2301, dn_loss_iou: 0.3386, d0.dn_loss_cls: 0.0580, d0.dn_loss_bbox: 0.3459, d0.dn_loss_iou: 0.4573, d1.dn_loss_cls: 0.0344, d1.dn_loss_bbox: 0.2547, d1.dn_loss_iou: 0.3645, d2.dn_loss_cls: 0.0293, d2.dn_loss_bbox: 0.2367, d2.dn_loss_iou: 0.3465, d3.dn_loss_cls: 0.0264, d3.dn_loss_bbox: 0.2313, d3.dn_loss_iou: 0.3404, d4.dn_loss_cls: 0.0256, d4.dn_loss_bbox: 0.2302, d4.dn_loss_iou: 0.3384, loss: 9.2275 2024-06-05 23:16:17,099 - mmdet - INFO - Epoch [7][550/3665] lr: 2.000e-04, eta: 2 days, 8:00:22, time: 9.462, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2234, interm_loss_bbox: 0.1827, interm_loss_iou: 0.4232, loss_cls: 0.1893, loss_bbox: 0.1524, loss_iou: 0.3764, d0.loss_cls: 0.2408, d0.loss_bbox: 0.1571, d0.loss_iou: 0.3836, d1.loss_cls: 0.2091, d1.loss_bbox: 0.1560, d1.loss_iou: 0.3816, d2.loss_cls: 0.1965, d2.loss_bbox: 0.1543, d2.loss_iou: 0.3781, d3.loss_cls: 0.1920, d3.loss_bbox: 0.1522, d3.loss_iou: 0.3766, d4.loss_cls: 0.1900, d4.loss_bbox: 0.1523, d4.loss_iou: 0.3767, dn_loss_cls: 0.0267, dn_loss_bbox: 0.2317, dn_loss_iou: 0.3431, d0.dn_loss_cls: 0.0597, d0.dn_loss_bbox: 0.3439, d0.dn_loss_iou: 0.4594, d1.dn_loss_cls: 0.0363, d1.dn_loss_bbox: 0.2560, d1.dn_loss_iou: 0.3687, d2.dn_loss_cls: 0.0309, d2.dn_loss_bbox: 0.2389, d2.dn_loss_iou: 0.3510, d3.dn_loss_cls: 0.0281, d3.dn_loss_bbox: 0.2328, d3.dn_loss_iou: 0.3448, d4.dn_loss_cls: 0.0271, d4.dn_loss_bbox: 0.2317, d4.dn_loss_iou: 0.3430, loss: 9.1982 2024-06-05 23:24:13,695 - mmdet - INFO - Epoch [7][600/3665] lr: 2.000e-04, eta: 2 days, 7:52:37, time: 9.532, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2289, interm_loss_bbox: 0.1824, interm_loss_iou: 0.4213, loss_cls: 0.1926, loss_bbox: 0.1532, loss_iou: 0.3733, d0.loss_cls: 0.2434, d0.loss_bbox: 0.1606, d0.loss_iou: 0.3842, d1.loss_cls: 0.2127, d1.loss_bbox: 0.1561, d1.loss_iou: 0.3808, d2.loss_cls: 0.2007, d2.loss_bbox: 0.1539, d2.loss_iou: 0.3751, d3.loss_cls: 0.1943, d3.loss_bbox: 0.1533, d3.loss_iou: 0.3741, d4.loss_cls: 0.1922, d4.loss_bbox: 0.1537, d4.loss_iou: 0.3741, dn_loss_cls: 0.0253, dn_loss_bbox: 0.2311, dn_loss_iou: 0.3357, d0.dn_loss_cls: 0.0595, d0.dn_loss_bbox: 0.3494, d0.dn_loss_iou: 0.4518, d1.dn_loss_cls: 0.0349, d1.dn_loss_bbox: 0.2557, d1.dn_loss_iou: 0.3614, d2.dn_loss_cls: 0.0295, d2.dn_loss_bbox: 0.2376, d2.dn_loss_iou: 0.3432, d3.dn_loss_cls: 0.0264, d3.dn_loss_bbox: 0.2321, d3.dn_loss_iou: 0.3373, d4.dn_loss_cls: 0.0255, d4.dn_loss_bbox: 0.2311, d4.dn_loss_iou: 0.3356, loss: 9.1638 2024-06-05 23:32:07,008 - mmdet - INFO - Epoch [7][650/3665] lr: 2.000e-04, eta: 2 days, 7:44:50, time: 9.466, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2270, interm_loss_bbox: 0.1791, interm_loss_iou: 0.4212, loss_cls: 0.1913, loss_bbox: 0.1511, loss_iou: 0.3746, d0.loss_cls: 0.2402, d0.loss_bbox: 0.1566, d0.loss_iou: 0.3837, d1.loss_cls: 0.2112, d1.loss_bbox: 0.1538, d1.loss_iou: 0.3786, d2.loss_cls: 0.1999, d2.loss_bbox: 0.1519, d2.loss_iou: 0.3746, d3.loss_cls: 0.1943, d3.loss_bbox: 0.1506, d3.loss_iou: 0.3743, d4.loss_cls: 0.1911, d4.loss_bbox: 0.1513, d4.loss_iou: 0.3755, dn_loss_cls: 0.0266, dn_loss_bbox: 0.2369, dn_loss_iou: 0.3418, d0.dn_loss_cls: 0.0601, d0.dn_loss_bbox: 0.3492, d0.dn_loss_iou: 0.4580, d1.dn_loss_cls: 0.0359, d1.dn_loss_bbox: 0.2613, d1.dn_loss_iou: 0.3672, d2.dn_loss_cls: 0.0304, d2.dn_loss_bbox: 0.2443, d2.dn_loss_iou: 0.3496, d3.dn_loss_cls: 0.0277, d3.dn_loss_bbox: 0.2382, d3.dn_loss_iou: 0.3436, d4.dn_loss_cls: 0.0268, d4.dn_loss_bbox: 0.2369, d4.dn_loss_iou: 0.3417, loss: 9.2081 2024-06-05 23:39:57,214 - mmdet - INFO - Epoch [7][700/3665] lr: 2.000e-04, eta: 2 days, 7:37:00, time: 9.404, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2307, interm_loss_bbox: 0.1805, interm_loss_iou: 0.4489, loss_cls: 0.1955, loss_bbox: 0.1502, loss_iou: 0.4006, d0.loss_cls: 0.2445, d0.loss_bbox: 0.1555, d0.loss_iou: 0.4094, d1.loss_cls: 0.2139, d1.loss_bbox: 0.1543, d1.loss_iou: 0.4061, d2.loss_cls: 0.2026, d2.loss_bbox: 0.1520, d2.loss_iou: 0.4027, d3.loss_cls: 0.1974, d3.loss_bbox: 0.1511, d3.loss_iou: 0.4013, d4.loss_cls: 0.1952, d4.loss_bbox: 0.1507, d4.loss_iou: 0.4011, dn_loss_cls: 0.0276, dn_loss_bbox: 0.2230, dn_loss_iou: 0.3430, d0.dn_loss_cls: 0.0612, d0.dn_loss_bbox: 0.3352, d0.dn_loss_iou: 0.4611, d1.dn_loss_cls: 0.0367, d1.dn_loss_bbox: 0.2471, d1.dn_loss_iou: 0.3688, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2302, d2.dn_loss_iou: 0.3512, d3.dn_loss_cls: 0.0286, d3.dn_loss_bbox: 0.2241, d3.dn_loss_iou: 0.3448, d4.dn_loss_cls: 0.0277, d4.dn_loss_bbox: 0.2230, d4.dn_loss_iou: 0.3429, loss: 9.3515 2024-06-05 23:47:47,761 - mmdet - INFO - Epoch [7][750/3665] lr: 2.000e-04, eta: 2 days, 7:29:10, time: 9.411, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2241, interm_loss_bbox: 0.1942, interm_loss_iou: 0.4385, loss_cls: 0.1902, loss_bbox: 0.1559, loss_iou: 0.3775, d0.loss_cls: 0.2411, d0.loss_bbox: 0.1625, d0.loss_iou: 0.3891, d1.loss_cls: 0.2111, d1.loss_bbox: 0.1594, d1.loss_iou: 0.3846, d2.loss_cls: 0.1989, d2.loss_bbox: 0.1572, d2.loss_iou: 0.3796, d3.loss_cls: 0.1926, d3.loss_bbox: 0.1566, d3.loss_iou: 0.3785, d4.loss_cls: 0.1911, d4.loss_bbox: 0.1557, d4.loss_iou: 0.3774, dn_loss_cls: 0.0266, dn_loss_bbox: 0.2395, dn_loss_iou: 0.3415, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3537, d0.dn_loss_iou: 0.4601, d1.dn_loss_cls: 0.0353, d1.dn_loss_bbox: 0.2626, d1.dn_loss_iou: 0.3669, d2.dn_loss_cls: 0.0300, d2.dn_loss_bbox: 0.2458, d2.dn_loss_iou: 0.3492, d3.dn_loss_cls: 0.0272, d3.dn_loss_bbox: 0.2405, d3.dn_loss_iou: 0.3432, d4.dn_loss_cls: 0.0266, d4.dn_loss_bbox: 0.2395, d4.dn_loss_iou: 0.3414, loss: 9.3044 2024-06-05 23:55:38,801 - mmdet - INFO - Epoch [7][800/3665] lr: 2.000e-04, eta: 2 days, 7:21:21, time: 9.421, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2218, interm_loss_bbox: 0.1745, interm_loss_iou: 0.4227, loss_cls: 0.1875, loss_bbox: 0.1457, loss_iou: 0.3743, d0.loss_cls: 0.2377, d0.loss_bbox: 0.1500, d0.loss_iou: 0.3825, d1.loss_cls: 0.2058, d1.loss_bbox: 0.1488, d1.loss_iou: 0.3805, d2.loss_cls: 0.1941, d2.loss_bbox: 0.1469, d2.loss_iou: 0.3765, d3.loss_cls: 0.1890, d3.loss_bbox: 0.1465, d3.loss_iou: 0.3750, d4.loss_cls: 0.1873, d4.loss_bbox: 0.1458, d4.loss_iou: 0.3747, dn_loss_cls: 0.0254, dn_loss_bbox: 0.2221, dn_loss_iou: 0.3368, d0.dn_loss_cls: 0.0578, d0.dn_loss_bbox: 0.3368, d0.dn_loss_iou: 0.4546, d1.dn_loss_cls: 0.0342, d1.dn_loss_bbox: 0.2465, d1.dn_loss_iou: 0.3629, d2.dn_loss_cls: 0.0288, d2.dn_loss_bbox: 0.2291, d2.dn_loss_iou: 0.3448, d3.dn_loss_cls: 0.0264, d3.dn_loss_bbox: 0.2233, d3.dn_loss_iou: 0.3386, d4.dn_loss_cls: 0.0256, d4.dn_loss_bbox: 0.2221, d4.dn_loss_iou: 0.3367, loss: 9.0198 2024-06-06 00:03:21,110 - mmdet - INFO - Epoch [7][850/3665] lr: 2.000e-04, eta: 2 days, 7:13:23, time: 9.246, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2259, interm_loss_bbox: 0.1818, interm_loss_iou: 0.4302, loss_cls: 0.1919, loss_bbox: 0.1553, loss_iou: 0.3867, d0.loss_cls: 0.2414, d0.loss_bbox: 0.1593, d0.loss_iou: 0.3932, d1.loss_cls: 0.2104, d1.loss_bbox: 0.1578, d1.loss_iou: 0.3918, d2.loss_cls: 0.2008, d2.loss_bbox: 0.1549, d2.loss_iou: 0.3869, d3.loss_cls: 0.1943, d3.loss_bbox: 0.1550, d3.loss_iou: 0.3867, d4.loss_cls: 0.1921, d4.loss_bbox: 0.1556, d4.loss_iou: 0.3867, dn_loss_cls: 0.0269, dn_loss_bbox: 0.2331, dn_loss_iou: 0.3426, d0.dn_loss_cls: 0.0600, d0.dn_loss_bbox: 0.3494, d0.dn_loss_iou: 0.4587, d1.dn_loss_cls: 0.0361, d1.dn_loss_bbox: 0.2574, d1.dn_loss_iou: 0.3686, d2.dn_loss_cls: 0.0310, d2.dn_loss_bbox: 0.2402, d2.dn_loss_iou: 0.3509, d3.dn_loss_cls: 0.0281, d3.dn_loss_bbox: 0.2343, d3.dn_loss_iou: 0.3445, d4.dn_loss_cls: 0.0271, d4.dn_loss_bbox: 0.2331, d4.dn_loss_iou: 0.3425, loss: 9.3033 2024-06-06 00:11:07,308 - mmdet - INFO - Epoch [7][900/3665] lr: 2.000e-04, eta: 2 days, 7:05:29, time: 9.324, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2306, interm_loss_bbox: 0.1852, interm_loss_iou: 0.4280, loss_cls: 0.1970, loss_bbox: 0.1526, loss_iou: 0.3760, d0.loss_cls: 0.2475, d0.loss_bbox: 0.1582, d0.loss_iou: 0.3861, d1.loss_cls: 0.2180, d1.loss_bbox: 0.1557, d1.loss_iou: 0.3814, d2.loss_cls: 0.2066, d2.loss_bbox: 0.1524, d2.loss_iou: 0.3762, d3.loss_cls: 0.2008, d3.loss_bbox: 0.1519, d3.loss_iou: 0.3755, d4.loss_cls: 0.1971, d4.loss_bbox: 0.1524, d4.loss_iou: 0.3766, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2307, dn_loss_iou: 0.3422, d0.dn_loss_cls: 0.0594, d0.dn_loss_bbox: 0.3460, d0.dn_loss_iou: 0.4583, d1.dn_loss_cls: 0.0354, d1.dn_loss_bbox: 0.2554, d1.dn_loss_iou: 0.3676, d2.dn_loss_cls: 0.0297, d2.dn_loss_bbox: 0.2380, d2.dn_loss_iou: 0.3501, d3.dn_loss_cls: 0.0270, d3.dn_loss_bbox: 0.2319, d3.dn_loss_iou: 0.3441, d4.dn_loss_cls: 0.0259, d4.dn_loss_bbox: 0.2308, d4.dn_loss_iou: 0.3422, loss: 9.2459 2024-06-06 00:19:01,428 - mmdet - INFO - Epoch [7][950/3665] lr: 2.000e-04, eta: 2 days, 6:57:43, time: 9.482, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2148, interm_loss_bbox: 0.1816, interm_loss_iou: 0.4179, loss_cls: 0.1793, loss_bbox: 0.1495, loss_iou: 0.3662, d0.loss_cls: 0.2290, d0.loss_bbox: 0.1570, d0.loss_iou: 0.3787, d1.loss_cls: 0.1978, d1.loss_bbox: 0.1536, d1.loss_iou: 0.3724, d2.loss_cls: 0.1865, d2.loss_bbox: 0.1508, d2.loss_iou: 0.3686, d3.loss_cls: 0.1813, d3.loss_bbox: 0.1497, d3.loss_iou: 0.3661, d4.loss_cls: 0.1798, d4.loss_bbox: 0.1495, d4.loss_iou: 0.3662, dn_loss_cls: 0.0238, dn_loss_bbox: 0.2247, dn_loss_iou: 0.3278, d0.dn_loss_cls: 0.0577, d0.dn_loss_bbox: 0.3429, d0.dn_loss_iou: 0.4475, d1.dn_loss_cls: 0.0334, d1.dn_loss_bbox: 0.2489, d1.dn_loss_iou: 0.3530, d2.dn_loss_cls: 0.0280, d2.dn_loss_bbox: 0.2314, d2.dn_loss_iou: 0.3355, d3.dn_loss_cls: 0.0251, d3.dn_loss_bbox: 0.2259, d3.dn_loss_iou: 0.3295, d4.dn_loss_cls: 0.0241, d4.dn_loss_bbox: 0.2248, d4.dn_loss_iou: 0.3277, loss: 8.9082 2024-06-06 00:27:03,603 - mmdet - INFO - Epoch [7][1000/3665] lr: 2.000e-04, eta: 2 days, 6:50:03, time: 9.644, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2237, interm_loss_bbox: 0.1794, interm_loss_iou: 0.4297, loss_cls: 0.1901, loss_bbox: 0.1474, loss_iou: 0.3757, d0.loss_cls: 0.2380, d0.loss_bbox: 0.1545, d0.loss_iou: 0.3888, d1.loss_cls: 0.2091, d1.loss_bbox: 0.1507, d1.loss_iou: 0.3820, d2.loss_cls: 0.1967, d2.loss_bbox: 0.1496, d2.loss_iou: 0.3787, d3.loss_cls: 0.1923, d3.loss_bbox: 0.1478, d3.loss_iou: 0.3773, d4.loss_cls: 0.1900, d4.loss_bbox: 0.1477, d4.loss_iou: 0.3763, dn_loss_cls: 0.0255, dn_loss_bbox: 0.2227, dn_loss_iou: 0.3413, d0.dn_loss_cls: 0.0587, d0.dn_loss_bbox: 0.3401, d0.dn_loss_iou: 0.4637, d1.dn_loss_cls: 0.0349, d1.dn_loss_bbox: 0.2483, d1.dn_loss_iou: 0.3682, d2.dn_loss_cls: 0.0294, d2.dn_loss_bbox: 0.2296, d2.dn_loss_iou: 0.3495, d3.dn_loss_cls: 0.0267, d3.dn_loss_bbox: 0.2237, d3.dn_loss_iou: 0.3430, d4.dn_loss_cls: 0.0258, d4.dn_loss_bbox: 0.2227, d4.dn_loss_iou: 0.3412, loss: 9.1207 2024-06-06 00:34:57,341 - mmdet - INFO - Epoch [7][1050/3665] lr: 2.000e-04, eta: 2 days, 6:42:16, time: 9.475, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2246, interm_loss_bbox: 0.1834, interm_loss_iou: 0.4223, loss_cls: 0.1877, loss_bbox: 0.1556, loss_iou: 0.3770, d0.loss_cls: 0.2417, d0.loss_bbox: 0.1609, d0.loss_iou: 0.3856, d1.loss_cls: 0.2125, d1.loss_bbox: 0.1573, d1.loss_iou: 0.3799, d2.loss_cls: 0.1976, d2.loss_bbox: 0.1558, d2.loss_iou: 0.3775, d3.loss_cls: 0.1918, d3.loss_bbox: 0.1552, d3.loss_iou: 0.3766, d4.loss_cls: 0.1884, d4.loss_bbox: 0.1557, d4.loss_iou: 0.3771, dn_loss_cls: 0.0254, dn_loss_bbox: 0.2269, dn_loss_iou: 0.3378, d0.dn_loss_cls: 0.0584, d0.dn_loss_bbox: 0.3436, d0.dn_loss_iou: 0.4548, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2532, d1.dn_loss_iou: 0.3642, d2.dn_loss_cls: 0.0294, d2.dn_loss_bbox: 0.2344, d2.dn_loss_iou: 0.3457, d3.dn_loss_cls: 0.0266, d3.dn_loss_bbox: 0.2280, d3.dn_loss_iou: 0.3394, d4.dn_loss_cls: 0.0257, d4.dn_loss_bbox: 0.2269, d4.dn_loss_iou: 0.3377, loss: 9.1568 2024-06-06 00:43:00,406 - mmdet - INFO - Epoch [7][1100/3665] lr: 2.000e-04, eta: 2 days, 6:34:38, time: 9.661, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2159, interm_loss_bbox: 0.1769, interm_loss_iou: 0.4134, loss_cls: 0.1803, loss_bbox: 0.1530, loss_iou: 0.3709, d0.loss_cls: 0.2305, d0.loss_bbox: 0.1574, d0.loss_iou: 0.3806, d1.loss_cls: 0.2016, d1.loss_bbox: 0.1552, d1.loss_iou: 0.3745, d2.loss_cls: 0.1888, d2.loss_bbox: 0.1533, d2.loss_iou: 0.3725, d3.loss_cls: 0.1831, d3.loss_bbox: 0.1533, d3.loss_iou: 0.3712, d4.loss_cls: 0.1810, d4.loss_bbox: 0.1529, d4.loss_iou: 0.3711, dn_loss_cls: 0.0252, dn_loss_bbox: 0.2179, dn_loss_iou: 0.3285, d0.dn_loss_cls: 0.0573, d0.dn_loss_bbox: 0.3305, d0.dn_loss_iou: 0.4471, d1.dn_loss_cls: 0.0335, d1.dn_loss_bbox: 0.2414, d1.dn_loss_iou: 0.3541, d2.dn_loss_cls: 0.0281, d2.dn_loss_bbox: 0.2247, d2.dn_loss_iou: 0.3363, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2190, d3.dn_loss_iou: 0.3304, d4.dn_loss_cls: 0.0250, d4.dn_loss_bbox: 0.2179, d4.dn_loss_iou: 0.3284, loss: 8.9083 2024-06-06 00:50:46,511 - mmdet - INFO - Epoch [7][1150/3665] lr: 2.000e-04, eta: 2 days, 6:26:44, time: 9.322, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2311, interm_loss_bbox: 0.1808, interm_loss_iou: 0.4388, loss_cls: 0.1962, loss_bbox: 0.1502, loss_iou: 0.3877, d0.loss_cls: 0.2481, d0.loss_bbox: 0.1572, d0.loss_iou: 0.3990, d1.loss_cls: 0.2166, d1.loss_bbox: 0.1556, d1.loss_iou: 0.3946, d2.loss_cls: 0.2047, d2.loss_bbox: 0.1519, d2.loss_iou: 0.3895, d3.loss_cls: 0.1978, d3.loss_bbox: 0.1513, d3.loss_iou: 0.3885, d4.loss_cls: 0.1959, d4.loss_bbox: 0.1514, d4.loss_iou: 0.3885, dn_loss_cls: 0.0264, dn_loss_bbox: 0.2232, dn_loss_iou: 0.3449, d0.dn_loss_cls: 0.0604, d0.dn_loss_bbox: 0.3363, d0.dn_loss_iou: 0.4639, d1.dn_loss_cls: 0.0362, d1.dn_loss_bbox: 0.2483, d1.dn_loss_iou: 0.3714, d2.dn_loss_cls: 0.0306, d2.dn_loss_bbox: 0.2305, d2.dn_loss_iou: 0.3530, d3.dn_loss_cls: 0.0274, d3.dn_loss_bbox: 0.2244, d3.dn_loss_iou: 0.3468, d4.dn_loss_cls: 0.0266, d4.dn_loss_bbox: 0.2232, d4.dn_loss_iou: 0.3448, loss: 9.2938 2024-06-06 00:58:41,128 - mmdet - INFO - Epoch [7][1200/3665] lr: 2.000e-04, eta: 2 days, 6:18:57, time: 9.492, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2208, interm_loss_bbox: 0.1844, interm_loss_iou: 0.4233, loss_cls: 0.1862, loss_bbox: 0.1545, loss_iou: 0.3731, d0.loss_cls: 0.2396, d0.loss_bbox: 0.1590, d0.loss_iou: 0.3837, d1.loss_cls: 0.2101, d1.loss_bbox: 0.1557, d1.loss_iou: 0.3774, d2.loss_cls: 0.1933, d2.loss_bbox: 0.1557, d2.loss_iou: 0.3762, d3.loss_cls: 0.1879, d3.loss_bbox: 0.1550, d3.loss_iou: 0.3742, d4.loss_cls: 0.1857, d4.loss_bbox: 0.1553, d4.loss_iou: 0.3741, dn_loss_cls: 0.0250, dn_loss_bbox: 0.2343, dn_loss_iou: 0.3358, d0.dn_loss_cls: 0.0593, d0.dn_loss_bbox: 0.3537, d0.dn_loss_iou: 0.4567, d1.dn_loss_cls: 0.0344, d1.dn_loss_bbox: 0.2604, d1.dn_loss_iou: 0.3627, d2.dn_loss_cls: 0.0290, d2.dn_loss_bbox: 0.2412, d2.dn_loss_iou: 0.3439, d3.dn_loss_cls: 0.0261, d3.dn_loss_bbox: 0.2355, d3.dn_loss_iou: 0.3376, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2343, d4.dn_loss_iou: 0.3357, loss: 9.1557 2024-06-06 01:06:22,557 - mmdet - INFO - Epoch [7][1250/3665] lr: 2.000e-04, eta: 2 days, 6:10:59, time: 9.229, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2215, interm_loss_bbox: 0.1825, interm_loss_iou: 0.4345, loss_cls: 0.1856, loss_bbox: 0.1535, loss_iou: 0.3872, d0.loss_cls: 0.2380, d0.loss_bbox: 0.1593, d0.loss_iou: 0.3971, d1.loss_cls: 0.2081, d1.loss_bbox: 0.1570, d1.loss_iou: 0.3925, d2.loss_cls: 0.1944, d2.loss_bbox: 0.1538, d2.loss_iou: 0.3882, d3.loss_cls: 0.1876, d3.loss_bbox: 0.1537, d3.loss_iou: 0.3879, d4.loss_cls: 0.1854, d4.loss_bbox: 0.1541, d4.loss_iou: 0.3874, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2231, dn_loss_iou: 0.3387, d0.dn_loss_cls: 0.0587, d0.dn_loss_bbox: 0.3439, d0.dn_loss_iou: 0.4616, d1.dn_loss_cls: 0.0345, d1.dn_loss_bbox: 0.2515, d1.dn_loss_iou: 0.3674, d2.dn_loss_cls: 0.0292, d2.dn_loss_bbox: 0.2316, d2.dn_loss_iou: 0.3474, d3.dn_loss_cls: 0.0266, d3.dn_loss_bbox: 0.2245, d3.dn_loss_iou: 0.3405, d4.dn_loss_cls: 0.0258, d4.dn_loss_bbox: 0.2231, d4.dn_loss_iou: 0.3386, loss: 9.2014 2024-06-06 01:14:19,711 - mmdet - INFO - Epoch [7][1300/3665] lr: 2.000e-04, eta: 2 days, 6:03:15, time: 9.543, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2192, interm_loss_bbox: 0.1826, interm_loss_iou: 0.4252, loss_cls: 0.1839, loss_bbox: 0.1537, loss_iou: 0.3769, d0.loss_cls: 0.2371, d0.loss_bbox: 0.1570, d0.loss_iou: 0.3836, d1.loss_cls: 0.2057, d1.loss_bbox: 0.1560, d1.loss_iou: 0.3808, d2.loss_cls: 0.1934, d2.loss_bbox: 0.1532, d2.loss_iou: 0.3762, d3.loss_cls: 0.1867, d3.loss_bbox: 0.1537, d3.loss_iou: 0.3763, d4.loss_cls: 0.1842, d4.loss_bbox: 0.1539, d4.loss_iou: 0.3767, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2261, dn_loss_iou: 0.3346, d0.dn_loss_cls: 0.0582, d0.dn_loss_bbox: 0.3431, d0.dn_loss_iou: 0.4565, d1.dn_loss_cls: 0.0336, d1.dn_loss_bbox: 0.2518, d1.dn_loss_iou: 0.3618, d2.dn_loss_cls: 0.0283, d2.dn_loss_bbox: 0.2334, d2.dn_loss_iou: 0.3427, d3.dn_loss_cls: 0.0257, d3.dn_loss_bbox: 0.2273, d3.dn_loss_iou: 0.3362, d4.dn_loss_cls: 0.0247, d4.dn_loss_bbox: 0.2261, d4.dn_loss_iou: 0.3344, loss: 9.0850 2024-06-06 01:22:15,352 - mmdet - INFO - Epoch [7][1350/3665] lr: 2.000e-04, eta: 2 days, 5:55:29, time: 9.513, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2256, interm_loss_bbox: 0.1788, interm_loss_iou: 0.4244, loss_cls: 0.1890, loss_bbox: 0.1528, loss_iou: 0.3797, d0.loss_cls: 0.2411, d0.loss_bbox: 0.1562, d0.loss_iou: 0.3868, d1.loss_cls: 0.2100, d1.loss_bbox: 0.1552, d1.loss_iou: 0.3846, d2.loss_cls: 0.1972, d2.loss_bbox: 0.1540, d2.loss_iou: 0.3802, d3.loss_cls: 0.1915, d3.loss_bbox: 0.1532, d3.loss_iou: 0.3800, d4.loss_cls: 0.1894, d4.loss_bbox: 0.1533, d4.loss_iou: 0.3798, dn_loss_cls: 0.0254, dn_loss_bbox: 0.2304, dn_loss_iou: 0.3446, d0.dn_loss_cls: 0.0583, d0.dn_loss_bbox: 0.3438, d0.dn_loss_iou: 0.4637, d1.dn_loss_cls: 0.0344, d1.dn_loss_bbox: 0.2542, d1.dn_loss_iou: 0.3710, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2370, d2.dn_loss_iou: 0.3523, d3.dn_loss_cls: 0.0263, d3.dn_loss_bbox: 0.2314, d3.dn_loss_iou: 0.3464, d4.dn_loss_cls: 0.0256, d4.dn_loss_bbox: 0.2304, d4.dn_loss_iou: 0.3445, loss: 9.2119 2024-06-06 01:30:05,933 - mmdet - INFO - Epoch [7][1400/3665] lr: 2.000e-04, eta: 2 days, 5:47:39, time: 9.412, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2211, interm_loss_bbox: 0.1761, interm_loss_iou: 0.4183, loss_cls: 0.1849, loss_bbox: 0.1477, loss_iou: 0.3691, d0.loss_cls: 0.2371, d0.loss_bbox: 0.1528, d0.loss_iou: 0.3793, d1.loss_cls: 0.2078, d1.loss_bbox: 0.1500, d1.loss_iou: 0.3731, d2.loss_cls: 0.1920, d2.loss_bbox: 0.1493, d2.loss_iou: 0.3716, d3.loss_cls: 0.1880, d3.loss_bbox: 0.1476, d3.loss_iou: 0.3688, d4.loss_cls: 0.1856, d4.loss_bbox: 0.1478, d4.loss_iou: 0.3689, dn_loss_cls: 0.0251, dn_loss_bbox: 0.2111, dn_loss_iou: 0.3268, d0.dn_loss_cls: 0.0580, d0.dn_loss_bbox: 0.3244, d0.dn_loss_iou: 0.4453, d1.dn_loss_cls: 0.0342, d1.dn_loss_bbox: 0.2356, d1.dn_loss_iou: 0.3528, d2.dn_loss_cls: 0.0287, d2.dn_loss_bbox: 0.2183, d2.dn_loss_iou: 0.3350, d3.dn_loss_cls: 0.0260, d3.dn_loss_bbox: 0.2124, d3.dn_loss_iou: 0.3285, d4.dn_loss_cls: 0.0253, d4.dn_loss_bbox: 0.2111, d4.dn_loss_iou: 0.3267, loss: 8.8619 2024-06-06 01:38:00,361 - mmdet - INFO - Epoch [7][1450/3665] lr: 2.000e-04, eta: 2 days, 5:39:53, time: 9.489, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2266, interm_loss_bbox: 0.1792, interm_loss_iou: 0.4252, loss_cls: 0.1912, loss_bbox: 0.1524, loss_iou: 0.3807, d0.loss_cls: 0.2436, d0.loss_bbox: 0.1573, d0.loss_iou: 0.3876, d1.loss_cls: 0.2133, d1.loss_bbox: 0.1554, d1.loss_iou: 0.3842, d2.loss_cls: 0.1989, d2.loss_bbox: 0.1537, d2.loss_iou: 0.3826, d3.loss_cls: 0.1937, d3.loss_bbox: 0.1528, d3.loss_iou: 0.3810, d4.loss_cls: 0.1917, d4.loss_bbox: 0.1523, d4.loss_iou: 0.3808, dn_loss_cls: 0.0271, dn_loss_bbox: 0.2262, dn_loss_iou: 0.3425, d0.dn_loss_cls: 0.0617, d0.dn_loss_bbox: 0.3407, d0.dn_loss_iou: 0.4606, d1.dn_loss_cls: 0.0365, d1.dn_loss_bbox: 0.2507, d1.dn_loss_iou: 0.3691, d2.dn_loss_cls: 0.0310, d2.dn_loss_bbox: 0.2329, d2.dn_loss_iou: 0.3504, d3.dn_loss_cls: 0.0282, d3.dn_loss_bbox: 0.2272, d3.dn_loss_iou: 0.3441, d4.dn_loss_cls: 0.0273, d4.dn_loss_bbox: 0.2262, d4.dn_loss_iou: 0.3425, loss: 9.2091 2024-06-06 01:45:55,987 - mmdet - INFO - Epoch [7][1500/3665] lr: 2.000e-04, eta: 2 days, 5:32:07, time: 9.513, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2229, interm_loss_bbox: 0.1817, interm_loss_iou: 0.4177, loss_cls: 0.1892, loss_bbox: 0.1517, loss_iou: 0.3690, d0.loss_cls: 0.2401, d0.loss_bbox: 0.1566, d0.loss_iou: 0.3789, d1.loss_cls: 0.2085, d1.loss_bbox: 0.1550, d1.loss_iou: 0.3746, d2.loss_cls: 0.1967, d2.loss_bbox: 0.1528, d2.loss_iou: 0.3711, d3.loss_cls: 0.1926, d3.loss_bbox: 0.1511, d3.loss_iou: 0.3685, d4.loss_cls: 0.1905, d4.loss_bbox: 0.1509, d4.loss_iou: 0.3686, dn_loss_cls: 0.0251, dn_loss_bbox: 0.2287, dn_loss_iou: 0.3352, d0.dn_loss_cls: 0.0583, d0.dn_loss_bbox: 0.3469, d0.dn_loss_iou: 0.4548, d1.dn_loss_cls: 0.0343, d1.dn_loss_bbox: 0.2538, d1.dn_loss_iou: 0.3616, d2.dn_loss_cls: 0.0289, d2.dn_loss_bbox: 0.2359, d2.dn_loss_iou: 0.3436, d3.dn_loss_cls: 0.0262, d3.dn_loss_bbox: 0.2299, d3.dn_loss_iou: 0.3370, d4.dn_loss_cls: 0.0253, d4.dn_loss_bbox: 0.2288, d4.dn_loss_iou: 0.3351, loss: 9.0780 2024-06-06 01:53:39,423 - mmdet - INFO - Epoch [7][1550/3665] lr: 2.000e-04, eta: 2 days, 5:24:11, time: 9.269, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2254, interm_loss_bbox: 0.1808, interm_loss_iou: 0.4234, loss_cls: 0.1880, loss_bbox: 0.1531, loss_iou: 0.3781, d0.loss_cls: 0.2402, d0.loss_bbox: 0.1579, d0.loss_iou: 0.3853, d1.loss_cls: 0.2092, d1.loss_bbox: 0.1548, d1.loss_iou: 0.3813, d2.loss_cls: 0.1955, d2.loss_bbox: 0.1533, d2.loss_iou: 0.3792, d3.loss_cls: 0.1908, d3.loss_bbox: 0.1530, d3.loss_iou: 0.3769, d4.loss_cls: 0.1885, d4.loss_bbox: 0.1529, d4.loss_iou: 0.3780, dn_loss_cls: 0.0258, dn_loss_bbox: 0.2294, dn_loss_iou: 0.3363, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3511, d0.dn_loss_iou: 0.4602, d1.dn_loss_cls: 0.0356, d1.dn_loss_bbox: 0.2560, d1.dn_loss_iou: 0.3640, d2.dn_loss_cls: 0.0299, d2.dn_loss_bbox: 0.2376, d2.dn_loss_iou: 0.3448, d3.dn_loss_cls: 0.0270, d3.dn_loss_bbox: 0.2309, d3.dn_loss_iou: 0.3384, d4.dn_loss_cls: 0.0260, d4.dn_loss_bbox: 0.2295, d4.dn_loss_iou: 0.3362, loss: 9.1647 2024-06-06 02:01:31,669 - mmdet - INFO - Epoch [7][1600/3665] lr: 2.000e-04, eta: 2 days, 5:16:22, time: 9.445, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2271, interm_loss_bbox: 0.1837, interm_loss_iou: 0.4203, loss_cls: 0.1894, loss_bbox: 0.1531, loss_iou: 0.3724, d0.loss_cls: 0.2422, d0.loss_bbox: 0.1581, d0.loss_iou: 0.3812, d1.loss_cls: 0.2116, d1.loss_bbox: 0.1550, d1.loss_iou: 0.3762, d2.loss_cls: 0.1979, d2.loss_bbox: 0.1537, d2.loss_iou: 0.3745, d3.loss_cls: 0.1919, d3.loss_bbox: 0.1535, d3.loss_iou: 0.3726, d4.loss_cls: 0.1892, d4.loss_bbox: 0.1535, d4.loss_iou: 0.3727, dn_loss_cls: 0.0244, dn_loss_bbox: 0.2341, dn_loss_iou: 0.3382, d0.dn_loss_cls: 0.0584, d0.dn_loss_bbox: 0.3506, d0.dn_loss_iou: 0.4562, d1.dn_loss_cls: 0.0340, d1.dn_loss_bbox: 0.2584, d1.dn_loss_iou: 0.3643, d2.dn_loss_cls: 0.0286, d2.dn_loss_bbox: 0.2412, d2.dn_loss_iou: 0.3463, d3.dn_loss_cls: 0.0257, d3.dn_loss_bbox: 0.2352, d3.dn_loss_iou: 0.3401, d4.dn_loss_cls: 0.0247, d4.dn_loss_bbox: 0.2342, d4.dn_loss_iou: 0.3381, loss: 9.1626 2024-06-06 02:09:19,809 - mmdet - INFO - Epoch [7][1650/3665] lr: 2.000e-04, eta: 2 days, 5:08:30, time: 9.363, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2235, interm_loss_bbox: 0.1762, interm_loss_iou: 0.4226, loss_cls: 0.1882, loss_bbox: 0.1502, loss_iou: 0.3783, d0.loss_cls: 0.2353, d0.loss_bbox: 0.1560, d0.loss_iou: 0.3872, d1.loss_cls: 0.2074, d1.loss_bbox: 0.1521, d1.loss_iou: 0.3829, d2.loss_cls: 0.1951, d2.loss_bbox: 0.1512, d2.loss_iou: 0.3803, d3.loss_cls: 0.1903, d3.loss_bbox: 0.1502, d3.loss_iou: 0.3786, d4.loss_cls: 0.1874, d4.loss_bbox: 0.1508, d4.loss_iou: 0.3790, dn_loss_cls: 0.0229, dn_loss_bbox: 0.2275, dn_loss_iou: 0.3391, d0.dn_loss_cls: 0.0558, d0.dn_loss_bbox: 0.3380, d0.dn_loss_iou: 0.4565, d1.dn_loss_cls: 0.0323, d1.dn_loss_bbox: 0.2506, d1.dn_loss_iou: 0.3646, d2.dn_loss_cls: 0.0268, d2.dn_loss_bbox: 0.2342, d2.dn_loss_iou: 0.3470, d3.dn_loss_cls: 0.0241, d3.dn_loss_bbox: 0.2287, d3.dn_loss_iou: 0.3407, d4.dn_loss_cls: 0.0232, d4.dn_loss_bbox: 0.2276, d4.dn_loss_iou: 0.3390, loss: 9.1016 2024-06-06 02:17:16,343 - mmdet - INFO - Epoch [7][1700/3665] lr: 2.000e-04, eta: 2 days, 5:00:45, time: 9.531, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2220, interm_loss_bbox: 0.1770, interm_loss_iou: 0.4263, loss_cls: 0.1889, loss_bbox: 0.1478, loss_iou: 0.3753, d0.loss_cls: 0.2381, d0.loss_bbox: 0.1532, d0.loss_iou: 0.3861, d1.loss_cls: 0.2069, d1.loss_bbox: 0.1524, d1.loss_iou: 0.3822, d2.loss_cls: 0.1957, d2.loss_bbox: 0.1490, d2.loss_iou: 0.3781, d3.loss_cls: 0.1904, d3.loss_bbox: 0.1479, d3.loss_iou: 0.3766, d4.loss_cls: 0.1889, d4.loss_bbox: 0.1481, d4.loss_iou: 0.3758, dn_loss_cls: 0.0240, dn_loss_bbox: 0.2216, dn_loss_iou: 0.3331, d0.dn_loss_cls: 0.0571, d0.dn_loss_bbox: 0.3348, d0.dn_loss_iou: 0.4532, d1.dn_loss_cls: 0.0334, d1.dn_loss_bbox: 0.2458, d1.dn_loss_iou: 0.3596, d2.dn_loss_cls: 0.0277, d2.dn_loss_bbox: 0.2283, d2.dn_loss_iou: 0.3410, d3.dn_loss_cls: 0.0250, d3.dn_loss_bbox: 0.2228, d3.dn_loss_iou: 0.3349, d4.dn_loss_cls: 0.0243, d4.dn_loss_bbox: 0.2216, d4.dn_loss_iou: 0.3330, loss: 9.0281 2024-06-06 02:25:12,386 - mmdet - INFO - Epoch [7][1750/3665] lr: 2.000e-04, eta: 2 days, 4:53:00, time: 9.521, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2278, interm_loss_bbox: 0.1844, interm_loss_iou: 0.4269, loss_cls: 0.1907, loss_bbox: 0.1572, loss_iou: 0.3796, d0.loss_cls: 0.2427, d0.loss_bbox: 0.1597, d0.loss_iou: 0.3855, d1.loss_cls: 0.2123, d1.loss_bbox: 0.1573, d1.loss_iou: 0.3832, d2.loss_cls: 0.1980, d2.loss_bbox: 0.1583, d2.loss_iou: 0.3818, d3.loss_cls: 0.1933, d3.loss_bbox: 0.1564, d3.loss_iou: 0.3797, d4.loss_cls: 0.1909, d4.loss_bbox: 0.1575, d4.loss_iou: 0.3804, dn_loss_cls: 0.0266, dn_loss_bbox: 0.2357, dn_loss_iou: 0.3430, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3538, d0.dn_loss_iou: 0.4625, d1.dn_loss_cls: 0.0357, d1.dn_loss_bbox: 0.2598, d1.dn_loss_iou: 0.3689, d2.dn_loss_cls: 0.0307, d2.dn_loss_bbox: 0.2422, d2.dn_loss_iou: 0.3508, d3.dn_loss_cls: 0.0277, d3.dn_loss_bbox: 0.2367, d3.dn_loss_iou: 0.3447, d4.dn_loss_cls: 0.0269, d4.dn_loss_bbox: 0.2357, d4.dn_loss_iou: 0.3429, loss: 9.2880 2024-06-06 02:33:04,769 - mmdet - INFO - Epoch [7][1800/3665] lr: 2.000e-04, eta: 2 days, 4:45:11, time: 9.448, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2219, interm_loss_bbox: 0.1787, interm_loss_iou: 0.4130, loss_cls: 0.1890, loss_bbox: 0.1482, loss_iou: 0.3646, d0.loss_cls: 0.2391, d0.loss_bbox: 0.1546, d0.loss_iou: 0.3761, d1.loss_cls: 0.2100, d1.loss_bbox: 0.1523, d1.loss_iou: 0.3710, d2.loss_cls: 0.1964, d2.loss_bbox: 0.1497, d2.loss_iou: 0.3677, d3.loss_cls: 0.1909, d3.loss_bbox: 0.1486, d3.loss_iou: 0.3658, d4.loss_cls: 0.1894, d4.loss_bbox: 0.1481, d4.loss_iou: 0.3647, dn_loss_cls: 0.0248, dn_loss_bbox: 0.2232, dn_loss_iou: 0.3311, d0.dn_loss_cls: 0.0579, d0.dn_loss_bbox: 0.3355, d0.dn_loss_iou: 0.4470, d1.dn_loss_cls: 0.0342, d1.dn_loss_bbox: 0.2461, d1.dn_loss_iou: 0.3571, d2.dn_loss_cls: 0.0289, d2.dn_loss_bbox: 0.2295, d2.dn_loss_iou: 0.3385, d3.dn_loss_cls: 0.0261, d3.dn_loss_bbox: 0.2242, d3.dn_loss_iou: 0.3329, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2232, d4.dn_loss_iou: 0.3310, loss: 8.9560 2024-06-06 02:41:01,386 - mmdet - INFO - Epoch [7][1850/3665] lr: 2.000e-04, eta: 2 days, 4:37:26, time: 9.532, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2224, interm_loss_bbox: 0.1874, interm_loss_iou: 0.4290, loss_cls: 0.1861, loss_bbox: 0.1561, loss_iou: 0.3802, d0.loss_cls: 0.2393, d0.loss_bbox: 0.1614, d0.loss_iou: 0.3859, d1.loss_cls: 0.2080, d1.loss_bbox: 0.1590, d1.loss_iou: 0.3850, d2.loss_cls: 0.1950, d2.loss_bbox: 0.1575, d2.loss_iou: 0.3808, d3.loss_cls: 0.1883, d3.loss_bbox: 0.1572, d3.loss_iou: 0.3812, d4.loss_cls: 0.1862, d4.loss_bbox: 0.1566, d4.loss_iou: 0.3805, dn_loss_cls: 0.0248, dn_loss_bbox: 0.2292, dn_loss_iou: 0.3441, d0.dn_loss_cls: 0.0584, d0.dn_loss_bbox: 0.3433, d0.dn_loss_iou: 0.4619, d1.dn_loss_cls: 0.0344, d1.dn_loss_bbox: 0.2540, d1.dn_loss_iou: 0.3705, d2.dn_loss_cls: 0.0289, d2.dn_loss_bbox: 0.2362, d2.dn_loss_iou: 0.3520, d3.dn_loss_cls: 0.0262, d3.dn_loss_bbox: 0.2304, d3.dn_loss_iou: 0.3458, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2293, d4.dn_loss_iou: 0.3440, loss: 9.2217 2024-06-06 02:48:45,611 - mmdet - INFO - Epoch [7][1900/3665] lr: 2.000e-04, eta: 2 days, 4:29:31, time: 9.285, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2279, interm_loss_bbox: 0.1862, interm_loss_iou: 0.4218, loss_cls: 0.1901, loss_bbox: 0.1571, loss_iou: 0.3757, d0.loss_cls: 0.2437, d0.loss_bbox: 0.1622, d0.loss_iou: 0.3819, d1.loss_cls: 0.2122, d1.loss_bbox: 0.1596, d1.loss_iou: 0.3777, d2.loss_cls: 0.1992, d2.loss_bbox: 0.1569, d2.loss_iou: 0.3754, d3.loss_cls: 0.1927, d3.loss_bbox: 0.1568, d3.loss_iou: 0.3755, d4.loss_cls: 0.1904, d4.loss_bbox: 0.1568, d4.loss_iou: 0.3758, dn_loss_cls: 0.0276, dn_loss_bbox: 0.2384, dn_loss_iou: 0.3371, d0.dn_loss_cls: 0.0609, d0.dn_loss_bbox: 0.3522, d0.dn_loss_iou: 0.4528, d1.dn_loss_cls: 0.0370, d1.dn_loss_bbox: 0.2631, d1.dn_loss_iou: 0.3625, d2.dn_loss_cls: 0.0316, d2.dn_loss_bbox: 0.2455, d2.dn_loss_iou: 0.3450, d3.dn_loss_cls: 0.0288, d3.dn_loss_bbox: 0.2395, d3.dn_loss_iou: 0.3388, d4.dn_loss_cls: 0.0278, d4.dn_loss_bbox: 0.2384, d4.dn_loss_iou: 0.3370, loss: 9.2392 2024-06-06 02:56:35,565 - mmdet - INFO - Epoch [7][1950/3665] lr: 2.000e-04, eta: 2 days, 4:21:40, time: 9.399, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2223, interm_loss_bbox: 0.1807, interm_loss_iou: 0.4187, loss_cls: 0.1849, loss_bbox: 0.1542, loss_iou: 0.3734, d0.loss_cls: 0.2350, d0.loss_bbox: 0.1581, d0.loss_iou: 0.3821, d1.loss_cls: 0.2049, d1.loss_bbox: 0.1570, d1.loss_iou: 0.3782, d2.loss_cls: 0.1914, d2.loss_bbox: 0.1557, d2.loss_iou: 0.3760, d3.loss_cls: 0.1879, d3.loss_bbox: 0.1541, d3.loss_iou: 0.3737, d4.loss_cls: 0.1861, d4.loss_bbox: 0.1533, d4.loss_iou: 0.3733, dn_loss_cls: 0.0250, dn_loss_bbox: 0.2237, dn_loss_iou: 0.3349, d0.dn_loss_cls: 0.0578, d0.dn_loss_bbox: 0.3383, d0.dn_loss_iou: 0.4541, d1.dn_loss_cls: 0.0339, d1.dn_loss_bbox: 0.2494, d1.dn_loss_iou: 0.3609, d2.dn_loss_cls: 0.0284, d2.dn_loss_bbox: 0.2310, d2.dn_loss_iou: 0.3428, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2250, d3.dn_loss_iou: 0.3365, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2237, d4.dn_loss_iou: 0.3348, loss: 9.0516 2024-06-06 03:04:37,794 - mmdet - INFO - Epoch [7][2000/3665] lr: 2.000e-04, eta: 2 days, 4:14:00, time: 9.645, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2202, interm_loss_bbox: 0.1816, interm_loss_iou: 0.4253, loss_cls: 0.1827, loss_bbox: 0.1555, loss_iou: 0.3830, d0.loss_cls: 0.2341, d0.loss_bbox: 0.1588, d0.loss_iou: 0.3881, d1.loss_cls: 0.2033, d1.loss_bbox: 0.1570, d1.loss_iou: 0.3850, d2.loss_cls: 0.1911, d2.loss_bbox: 0.1553, d2.loss_iou: 0.3829, d3.loss_cls: 0.1860, d3.loss_bbox: 0.1541, d3.loss_iou: 0.3824, d4.loss_cls: 0.1834, d4.loss_bbox: 0.1549, d4.loss_iou: 0.3829, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2269, dn_loss_iou: 0.3436, d0.dn_loss_cls: 0.0579, d0.dn_loss_bbox: 0.3382, d0.dn_loss_iou: 0.4586, d1.dn_loss_cls: 0.0335, d1.dn_loss_bbox: 0.2516, d1.dn_loss_iou: 0.3698, d2.dn_loss_cls: 0.0283, d2.dn_loss_bbox: 0.2337, d2.dn_loss_iou: 0.3514, d3.dn_loss_cls: 0.0257, d3.dn_loss_bbox: 0.2280, d3.dn_loss_iou: 0.3453, d4.dn_loss_cls: 0.0248, d4.dn_loss_bbox: 0.2269, d4.dn_loss_iou: 0.3434, loss: 9.1599 2024-06-06 03:12:35,045 - mmdet - INFO - Epoch [7][2050/3665] lr: 2.000e-04, eta: 2 days, 4:06:15, time: 9.545, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2183, interm_loss_bbox: 0.1741, interm_loss_iou: 0.4295, loss_cls: 0.1839, loss_bbox: 0.1483, loss_iou: 0.3861, d0.loss_cls: 0.2326, d0.loss_bbox: 0.1531, d0.loss_iou: 0.3935, d1.loss_cls: 0.2022, d1.loss_bbox: 0.1516, d1.loss_iou: 0.3913, d2.loss_cls: 0.1928, d2.loss_bbox: 0.1483, d2.loss_iou: 0.3860, d3.loss_cls: 0.1871, d3.loss_bbox: 0.1476, d3.loss_iou: 0.3857, d4.loss_cls: 0.1840, d4.loss_bbox: 0.1485, d4.loss_iou: 0.3863, dn_loss_cls: 0.0242, dn_loss_bbox: 0.2166, dn_loss_iou: 0.3302, d0.dn_loss_cls: 0.0581, d0.dn_loss_bbox: 0.3295, d0.dn_loss_iou: 0.4457, d1.dn_loss_cls: 0.0340, d1.dn_loss_bbox: 0.2394, d1.dn_loss_iou: 0.3551, d2.dn_loss_cls: 0.0284, d2.dn_loss_bbox: 0.2235, d2.dn_loss_iou: 0.3382, d3.dn_loss_cls: 0.0254, d3.dn_loss_bbox: 0.2178, d3.dn_loss_iou: 0.3320, d4.dn_loss_cls: 0.0245, d4.dn_loss_bbox: 0.2166, d4.dn_loss_iou: 0.3301, loss: 8.9997 2024-06-06 03:20:28,861 - mmdet - INFO - Epoch [7][2100/3665] lr: 2.000e-04, eta: 2 days, 3:58:28, time: 9.476, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2232, interm_loss_bbox: 0.1801, interm_loss_iou: 0.4338, loss_cls: 0.1897, loss_bbox: 0.1516, loss_iou: 0.3864, d0.loss_cls: 0.2374, d0.loss_bbox: 0.1580, d0.loss_iou: 0.3953, d1.loss_cls: 0.2060, d1.loss_bbox: 0.1561, d1.loss_iou: 0.3935, d2.loss_cls: 0.1958, d2.loss_bbox: 0.1526, d2.loss_iou: 0.3890, d3.loss_cls: 0.1920, d3.loss_bbox: 0.1515, d3.loss_iou: 0.3868, d4.loss_cls: 0.1891, d4.loss_bbox: 0.1520, d4.loss_iou: 0.3874, dn_loss_cls: 0.0242, dn_loss_bbox: 0.2258, dn_loss_iou: 0.3429, d0.dn_loss_cls: 0.0572, d0.dn_loss_bbox: 0.3360, d0.dn_loss_iou: 0.4586, d1.dn_loss_cls: 0.0334, d1.dn_loss_bbox: 0.2492, d1.dn_loss_iou: 0.3677, d2.dn_loss_cls: 0.0280, d2.dn_loss_bbox: 0.2333, d2.dn_loss_iou: 0.3507, d3.dn_loss_cls: 0.0253, d3.dn_loss_bbox: 0.2271, d3.dn_loss_iou: 0.3445, d4.dn_loss_cls: 0.0244, d4.dn_loss_bbox: 0.2258, d4.dn_loss_iou: 0.3428, loss: 9.2043 2024-06-06 03:28:10,833 - mmdet - INFO - Epoch [7][2150/3665] lr: 2.000e-04, eta: 2 days, 3:50:31, time: 9.239, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2227, interm_loss_bbox: 0.1802, interm_loss_iou: 0.4289, loss_cls: 0.1886, loss_bbox: 0.1488, loss_iou: 0.3784, d0.loss_cls: 0.2384, d0.loss_bbox: 0.1537, d0.loss_iou: 0.3857, d1.loss_cls: 0.2069, d1.loss_bbox: 0.1523, d1.loss_iou: 0.3833, d2.loss_cls: 0.1976, d2.loss_bbox: 0.1489, d2.loss_iou: 0.3787, d3.loss_cls: 0.1922, d3.loss_bbox: 0.1484, d3.loss_iou: 0.3776, d4.loss_cls: 0.1897, d4.loss_bbox: 0.1482, d4.loss_iou: 0.3781, dn_loss_cls: 0.0255, dn_loss_bbox: 0.2284, dn_loss_iou: 0.3319, d0.dn_loss_cls: 0.0575, d0.dn_loss_bbox: 0.3420, d0.dn_loss_iou: 0.4505, d1.dn_loss_cls: 0.0339, d1.dn_loss_bbox: 0.2521, d1.dn_loss_iou: 0.3580, d2.dn_loss_cls: 0.0288, d2.dn_loss_bbox: 0.2355, d2.dn_loss_iou: 0.3401, d3.dn_loss_cls: 0.0264, d3.dn_loss_bbox: 0.2295, d3.dn_loss_iou: 0.3338, d4.dn_loss_cls: 0.0256, d4.dn_loss_bbox: 0.2284, d4.dn_loss_iou: 0.3318, loss: 9.0869 2024-06-06 03:35:59,849 - mmdet - INFO - Epoch [7][2200/3665] lr: 2.000e-04, eta: 2 days, 3:42:39, time: 9.380, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2213, interm_loss_bbox: 0.1777, interm_loss_iou: 0.4129, loss_cls: 0.1871, loss_bbox: 0.1524, loss_iou: 0.3695, d0.loss_cls: 0.2391, d0.loss_bbox: 0.1561, d0.loss_iou: 0.3782, d1.loss_cls: 0.2108, d1.loss_bbox: 0.1532, d1.loss_iou: 0.3728, d2.loss_cls: 0.1979, d2.loss_bbox: 0.1524, d2.loss_iou: 0.3690, d3.loss_cls: 0.1902, d3.loss_bbox: 0.1524, d3.loss_iou: 0.3696, d4.loss_cls: 0.1882, d4.loss_bbox: 0.1522, d4.loss_iou: 0.3692, dn_loss_cls: 0.0250, dn_loss_bbox: 0.2359, dn_loss_iou: 0.3272, d0.dn_loss_cls: 0.0588, d0.dn_loss_bbox: 0.3584, d0.dn_loss_iou: 0.4507, d1.dn_loss_cls: 0.0348, d1.dn_loss_bbox: 0.2617, d1.dn_loss_iou: 0.3537, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2434, d2.dn_loss_iou: 0.3355, d3.dn_loss_cls: 0.0262, d3.dn_loss_bbox: 0.2372, d3.dn_loss_iou: 0.3289, d4.dn_loss_cls: 0.0252, d4.dn_loss_bbox: 0.2359, d4.dn_loss_iou: 0.3270, loss: 9.0667 2024-06-06 03:44:01,981 - mmdet - INFO - Epoch [7][2250/3665] lr: 2.000e-04, eta: 2 days, 3:34:58, time: 9.643, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2169, interm_loss_bbox: 0.1774, interm_loss_iou: 0.4212, loss_cls: 0.1850, loss_bbox: 0.1490, loss_iou: 0.3755, d0.loss_cls: 0.2352, d0.loss_bbox: 0.1544, d0.loss_iou: 0.3855, d1.loss_cls: 0.2032, d1.loss_bbox: 0.1529, d1.loss_iou: 0.3805, d2.loss_cls: 0.1945, d2.loss_bbox: 0.1490, d2.loss_iou: 0.3758, d3.loss_cls: 0.1876, d3.loss_bbox: 0.1493, d3.loss_iou: 0.3754, d4.loss_cls: 0.1848, d4.loss_bbox: 0.1498, d4.loss_iou: 0.3762, dn_loss_cls: 0.0250, dn_loss_bbox: 0.2225, dn_loss_iou: 0.3380, d0.dn_loss_cls: 0.0584, d0.dn_loss_bbox: 0.3365, d0.dn_loss_iou: 0.4560, d1.dn_loss_cls: 0.0343, d1.dn_loss_bbox: 0.2473, d1.dn_loss_iou: 0.3647, d2.dn_loss_cls: 0.0289, d2.dn_loss_bbox: 0.2299, d2.dn_loss_iou: 0.3465, d3.dn_loss_cls: 0.0259, d3.dn_loss_bbox: 0.2236, d3.dn_loss_iou: 0.3398, d4.dn_loss_cls: 0.0252, d4.dn_loss_bbox: 0.2225, d4.dn_loss_iou: 0.3379, loss: 9.0421 2024-06-06 03:51:51,922 - mmdet - INFO - Epoch [7][2300/3665] lr: 2.000e-04, eta: 2 days, 3:27:08, time: 9.399, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2226, interm_loss_bbox: 0.1773, interm_loss_iou: 0.4297, loss_cls: 0.1911, loss_bbox: 0.1485, loss_iou: 0.3819, d0.loss_cls: 0.2399, d0.loss_bbox: 0.1554, d0.loss_iou: 0.3913, d1.loss_cls: 0.2104, d1.loss_bbox: 0.1515, d1.loss_iou: 0.3851, d2.loss_cls: 0.1990, d2.loss_bbox: 0.1488, d2.loss_iou: 0.3825, d3.loss_cls: 0.1942, d3.loss_bbox: 0.1484, d3.loss_iou: 0.3811, d4.loss_cls: 0.1917, d4.loss_bbox: 0.1484, d4.loss_iou: 0.3817, dn_loss_cls: 0.0254, dn_loss_bbox: 0.2119, dn_loss_iou: 0.3318, d0.dn_loss_cls: 0.0589, d0.dn_loss_bbox: 0.3259, d0.dn_loss_iou: 0.4492, d1.dn_loss_cls: 0.0344, d1.dn_loss_bbox: 0.2358, d1.dn_loss_iou: 0.3573, d2.dn_loss_cls: 0.0293, d2.dn_loss_bbox: 0.2191, d2.dn_loss_iou: 0.3401, d3.dn_loss_cls: 0.0267, d3.dn_loss_bbox: 0.2132, d3.dn_loss_iou: 0.3335, d4.dn_loss_cls: 0.0256, d4.dn_loss_bbox: 0.2119, d4.dn_loss_iou: 0.3317, loss: 9.0220 2024-06-06 03:59:38,994 - mmdet - INFO - Epoch [7][2350/3665] lr: 2.000e-04, eta: 2 days, 3:19:15, time: 9.341, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2204, interm_loss_bbox: 0.1805, interm_loss_iou: 0.4330, loss_cls: 0.1899, loss_bbox: 0.1502, loss_iou: 0.3843, d0.loss_cls: 0.2383, d0.loss_bbox: 0.1566, d0.loss_iou: 0.3916, d1.loss_cls: 0.2083, d1.loss_bbox: 0.1548, d1.loss_iou: 0.3892, d2.loss_cls: 0.1976, d2.loss_bbox: 0.1516, d2.loss_iou: 0.3858, d3.loss_cls: 0.1914, d3.loss_bbox: 0.1512, d3.loss_iou: 0.3855, d4.loss_cls: 0.1897, d4.loss_bbox: 0.1507, d4.loss_iou: 0.3850, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2301, dn_loss_iou: 0.3409, d0.dn_loss_cls: 0.0597, d0.dn_loss_bbox: 0.3408, d0.dn_loss_iou: 0.4566, d1.dn_loss_cls: 0.0348, d1.dn_loss_bbox: 0.2553, d1.dn_loss_iou: 0.3670, d2.dn_loss_cls: 0.0296, d2.dn_loss_bbox: 0.2374, d2.dn_loss_iou: 0.3491, d3.dn_loss_cls: 0.0267, d3.dn_loss_bbox: 0.2313, d3.dn_loss_iou: 0.3428, d4.dn_loss_cls: 0.0261, d4.dn_loss_bbox: 0.2301, d4.dn_loss_iou: 0.3408, loss: 9.2104 2024-06-06 04:07:28,459 - mmdet - INFO - Epoch [7][2400/3665] lr: 2.000e-04, eta: 2 days, 3:11:24, time: 9.389, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2222, interm_loss_bbox: 0.1758, interm_loss_iou: 0.4313, loss_cls: 0.1893, loss_bbox: 0.1483, loss_iou: 0.3838, d0.loss_cls: 0.2400, d0.loss_bbox: 0.1529, d0.loss_iou: 0.3926, d1.loss_cls: 0.2129, d1.loss_bbox: 0.1498, d1.loss_iou: 0.3861, d2.loss_cls: 0.1989, d2.loss_bbox: 0.1477, d2.loss_iou: 0.3836, d3.loss_cls: 0.1912, d3.loss_bbox: 0.1481, d3.loss_iou: 0.3852, d4.loss_cls: 0.1894, d4.loss_bbox: 0.1486, d4.loss_iou: 0.3849, dn_loss_cls: 0.0253, dn_loss_bbox: 0.2224, dn_loss_iou: 0.3345, d0.dn_loss_cls: 0.0597, d0.dn_loss_bbox: 0.3361, d0.dn_loss_iou: 0.4509, d1.dn_loss_cls: 0.0343, d1.dn_loss_bbox: 0.2466, d1.dn_loss_iou: 0.3601, d2.dn_loss_cls: 0.0290, d2.dn_loss_bbox: 0.2300, d2.dn_loss_iou: 0.3427, d3.dn_loss_cls: 0.0262, d3.dn_loss_bbox: 0.2236, d3.dn_loss_iou: 0.3363, d4.dn_loss_cls: 0.0253, d4.dn_loss_bbox: 0.2224, d4.dn_loss_iou: 0.3344, loss: 9.1023 2024-06-06 04:15:18,688 - mmdet - INFO - Epoch [7][2450/3665] lr: 2.000e-04, eta: 2 days, 3:03:33, time: 9.405, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2218, interm_loss_bbox: 0.1815, interm_loss_iou: 0.4202, loss_cls: 0.1866, loss_bbox: 0.1484, loss_iou: 0.3678, d0.loss_cls: 0.2456, d0.loss_bbox: 0.1522, d0.loss_iou: 0.3738, d1.loss_cls: 0.2144, d1.loss_bbox: 0.1493, d1.loss_iou: 0.3709, d2.loss_cls: 0.1944, d2.loss_bbox: 0.1479, d2.loss_iou: 0.3692, d3.loss_cls: 0.1887, d3.loss_bbox: 0.1485, d3.loss_iou: 0.3679, d4.loss_cls: 0.1869, d4.loss_bbox: 0.1482, d4.loss_iou: 0.3680, dn_loss_cls: 0.0258, dn_loss_bbox: 0.2257, dn_loss_iou: 0.3295, d0.dn_loss_cls: 0.0593, d0.dn_loss_bbox: 0.3432, d0.dn_loss_iou: 0.4469, d1.dn_loss_cls: 0.0350, d1.dn_loss_bbox: 0.2507, d1.dn_loss_iou: 0.3548, d2.dn_loss_cls: 0.0296, d2.dn_loss_bbox: 0.2329, d2.dn_loss_iou: 0.3371, d3.dn_loss_cls: 0.0267, d3.dn_loss_bbox: 0.2271, d3.dn_loss_iou: 0.3314, d4.dn_loss_cls: 0.0260, d4.dn_loss_bbox: 0.2258, d4.dn_loss_iou: 0.3294, loss: 8.9885 2024-06-06 04:23:14,643 - mmdet - INFO - Epoch [7][2500/3665] lr: 2.000e-04, eta: 2 days, 2:55:47, time: 9.519, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2213, interm_loss_bbox: 0.1816, interm_loss_iou: 0.4199, loss_cls: 0.1892, loss_bbox: 0.1494, loss_iou: 0.3689, d0.loss_cls: 0.2466, d0.loss_bbox: 0.1544, d0.loss_iou: 0.3756, d1.loss_cls: 0.2134, d1.loss_bbox: 0.1529, d1.loss_iou: 0.3716, d2.loss_cls: 0.1987, d2.loss_bbox: 0.1508, d2.loss_iou: 0.3688, d3.loss_cls: 0.1918, d3.loss_bbox: 0.1497, d3.loss_iou: 0.3696, d4.loss_cls: 0.1895, d4.loss_bbox: 0.1497, d4.loss_iou: 0.3693, dn_loss_cls: 0.0253, dn_loss_bbox: 0.2176, dn_loss_iou: 0.3337, d0.dn_loss_cls: 0.0587, d0.dn_loss_bbox: 0.3315, d0.dn_loss_iou: 0.4527, d1.dn_loss_cls: 0.0345, d1.dn_loss_bbox: 0.2420, d1.dn_loss_iou: 0.3605, d2.dn_loss_cls: 0.0292, d2.dn_loss_bbox: 0.2248, d2.dn_loss_iou: 0.3421, d3.dn_loss_cls: 0.0264, d3.dn_loss_bbox: 0.2188, d3.dn_loss_iou: 0.3356, d4.dn_loss_cls: 0.0255, d4.dn_loss_bbox: 0.2177, d4.dn_loss_iou: 0.3337, loss: 8.9931 2024-06-06 04:31:09,746 - mmdet - INFO - Epoch [7][2550/3665] lr: 2.000e-04, eta: 2 days, 2:48:01, time: 9.502, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2222, interm_loss_bbox: 0.1755, interm_loss_iou: 0.4209, loss_cls: 0.1904, loss_bbox: 0.1483, loss_iou: 0.3789, d0.loss_cls: 0.2414, d0.loss_bbox: 0.1555, d0.loss_iou: 0.3872, d1.loss_cls: 0.2115, d1.loss_bbox: 0.1516, d1.loss_iou: 0.3832, d2.loss_cls: 0.1992, d2.loss_bbox: 0.1491, d2.loss_iou: 0.3800, d3.loss_cls: 0.1932, d3.loss_bbox: 0.1486, d3.loss_iou: 0.3785, d4.loss_cls: 0.1912, d4.loss_bbox: 0.1478, d4.loss_iou: 0.3787, dn_loss_cls: 0.0245, dn_loss_bbox: 0.2255, dn_loss_iou: 0.3390, d0.dn_loss_cls: 0.0586, d0.dn_loss_bbox: 0.3435, d0.dn_loss_iou: 0.4604, d1.dn_loss_cls: 0.0340, d1.dn_loss_bbox: 0.2510, d1.dn_loss_iou: 0.3656, d2.dn_loss_cls: 0.0287, d2.dn_loss_bbox: 0.2333, d2.dn_loss_iou: 0.3474, d3.dn_loss_cls: 0.0259, d3.dn_loss_bbox: 0.2269, d3.dn_loss_iou: 0.3409, d4.dn_loss_cls: 0.0249, d4.dn_loss_bbox: 0.2255, d4.dn_loss_iou: 0.3389, loss: 9.1273 2024-06-06 04:39:01,666 - mmdet - INFO - Epoch [7][2600/3665] lr: 2.000e-04, eta: 2 days, 2:40:11, time: 9.438, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2214, interm_loss_bbox: 0.1832, interm_loss_iou: 0.4199, loss_cls: 0.1879, loss_bbox: 0.1514, loss_iou: 0.3698, d0.loss_cls: 0.2430, d0.loss_bbox: 0.1581, d0.loss_iou: 0.3795, d1.loss_cls: 0.2104, d1.loss_bbox: 0.1542, d1.loss_iou: 0.3750, d2.loss_cls: 0.1954, d2.loss_bbox: 0.1528, d2.loss_iou: 0.3712, d3.loss_cls: 0.1898, d3.loss_bbox: 0.1519, d3.loss_iou: 0.3698, d4.loss_cls: 0.1881, d4.loss_bbox: 0.1514, d4.loss_iou: 0.3699, dn_loss_cls: 0.0248, dn_loss_bbox: 0.2314, dn_loss_iou: 0.3373, d0.dn_loss_cls: 0.0586, d0.dn_loss_bbox: 0.3435, d0.dn_loss_iou: 0.4547, d1.dn_loss_cls: 0.0339, d1.dn_loss_bbox: 0.2558, d1.dn_loss_iou: 0.3631, d2.dn_loss_cls: 0.0286, d2.dn_loss_bbox: 0.2382, d2.dn_loss_iou: 0.3452, d3.dn_loss_cls: 0.0259, d3.dn_loss_bbox: 0.2326, d3.dn_loss_iou: 0.3390, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2314, d4.dn_loss_iou: 0.3371, loss: 9.1001 2024-06-06 04:46:50,724 - mmdet - INFO - Epoch [7][2650/3665] lr: 2.000e-04, eta: 2 days, 2:32:20, time: 9.381, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2209, interm_loss_bbox: 0.1777, interm_loss_iou: 0.4236, loss_cls: 0.1866, loss_bbox: 0.1505, loss_iou: 0.3768, d0.loss_cls: 0.2397, d0.loss_bbox: 0.1561, d0.loss_iou: 0.3872, d1.loss_cls: 0.2113, d1.loss_bbox: 0.1530, d1.loss_iou: 0.3811, d2.loss_cls: 0.1972, d2.loss_bbox: 0.1510, d2.loss_iou: 0.3766, d3.loss_cls: 0.1904, d3.loss_bbox: 0.1507, d3.loss_iou: 0.3762, d4.loss_cls: 0.1879, d4.loss_bbox: 0.1500, d4.loss_iou: 0.3761, dn_loss_cls: 0.0267, dn_loss_bbox: 0.2273, dn_loss_iou: 0.3327, d0.dn_loss_cls: 0.0587, d0.dn_loss_bbox: 0.3389, d0.dn_loss_iou: 0.4480, d1.dn_loss_cls: 0.0349, d1.dn_loss_bbox: 0.2506, d1.dn_loss_iou: 0.3584, d2.dn_loss_cls: 0.0300, d2.dn_loss_bbox: 0.2347, d2.dn_loss_iou: 0.3411, d3.dn_loss_cls: 0.0276, d3.dn_loss_bbox: 0.2284, d3.dn_loss_iou: 0.3344, d4.dn_loss_cls: 0.0268, d4.dn_loss_bbox: 0.2273, d4.dn_loss_iou: 0.3326, loss: 9.0797 2024-06-06 04:54:46,786 - mmdet - INFO - Epoch [7][2700/3665] lr: 2.000e-04, eta: 2 days, 2:24:34, time: 9.521, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2250, interm_loss_bbox: 0.1793, interm_loss_iou: 0.4252, loss_cls: 0.1908, loss_bbox: 0.1489, loss_iou: 0.3776, d0.loss_cls: 0.2435, d0.loss_bbox: 0.1541, d0.loss_iou: 0.3853, d1.loss_cls: 0.2145, d1.loss_bbox: 0.1511, d1.loss_iou: 0.3815, d2.loss_cls: 0.2008, d2.loss_bbox: 0.1483, d2.loss_iou: 0.3779, d3.loss_cls: 0.1933, d3.loss_bbox: 0.1484, d3.loss_iou: 0.3779, d4.loss_cls: 0.1908, d4.loss_bbox: 0.1487, d4.loss_iou: 0.3782, dn_loss_cls: 0.0247, dn_loss_bbox: 0.2265, dn_loss_iou: 0.3419, d0.dn_loss_cls: 0.0578, d0.dn_loss_bbox: 0.3387, d0.dn_loss_iou: 0.4584, d1.dn_loss_cls: 0.0336, d1.dn_loss_bbox: 0.2501, d1.dn_loss_iou: 0.3671, d2.dn_loss_cls: 0.0284, d2.dn_loss_bbox: 0.2336, d2.dn_loss_iou: 0.3496, d3.dn_loss_cls: 0.0257, d3.dn_loss_bbox: 0.2277, d3.dn_loss_iou: 0.3434, d4.dn_loss_cls: 0.0248, d4.dn_loss_bbox: 0.2265, d4.dn_loss_iou: 0.3418, loss: 9.1411 2024-06-06 05:02:33,837 - mmdet - INFO - Epoch [7][2750/3665] lr: 2.000e-04, eta: 2 days, 2:16:41, time: 9.341, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2251, interm_loss_bbox: 0.1821, interm_loss_iou: 0.4275, loss_cls: 0.1916, loss_bbox: 0.1526, loss_iou: 0.3768, d0.loss_cls: 0.2555, d0.loss_bbox: 0.1589, d0.loss_iou: 0.3886, d1.loss_cls: 0.2219, d1.loss_bbox: 0.1544, d1.loss_iou: 0.3803, d2.loss_cls: 0.2010, d2.loss_bbox: 0.1534, d2.loss_iou: 0.3775, d3.loss_cls: 0.1937, d3.loss_bbox: 0.1533, d3.loss_iou: 0.3779, d4.loss_cls: 0.1920, d4.loss_bbox: 0.1526, d4.loss_iou: 0.3771, dn_loss_cls: 0.0275, dn_loss_bbox: 0.2214, dn_loss_iou: 0.3315, d0.dn_loss_cls: 0.0606, d0.dn_loss_bbox: 0.3403, d0.dn_loss_iou: 0.4520, d1.dn_loss_cls: 0.0356, d1.dn_loss_bbox: 0.2479, d1.dn_loss_iou: 0.3580, d2.dn_loss_cls: 0.0303, d2.dn_loss_bbox: 0.2294, d2.dn_loss_iou: 0.3395, d3.dn_loss_cls: 0.0279, d3.dn_loss_bbox: 0.2230, d3.dn_loss_iou: 0.3334, d4.dn_loss_cls: 0.0274, d4.dn_loss_bbox: 0.2215, d4.dn_loss_iou: 0.3314, loss: 9.1325 2024-06-06 05:10:20,905 - mmdet - INFO - Epoch [7][2800/3665] lr: 2.000e-04, eta: 2 days, 2:08:48, time: 9.341, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2100, interm_loss_bbox: 0.1752, interm_loss_iou: 0.4199, loss_cls: 0.1788, loss_bbox: 0.1460, loss_iou: 0.3719, d0.loss_cls: 0.2332, d0.loss_bbox: 0.1558, d0.loss_iou: 0.3849, d1.loss_cls: 0.2022, d1.loss_bbox: 0.1499, d1.loss_iou: 0.3791, d2.loss_cls: 0.1876, d2.loss_bbox: 0.1468, d2.loss_iou: 0.3740, d3.loss_cls: 0.1808, d3.loss_bbox: 0.1464, d3.loss_iou: 0.3729, d4.loss_cls: 0.1784, d4.loss_bbox: 0.1464, d4.loss_iou: 0.3724, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2201, dn_loss_iou: 0.3329, d0.dn_loss_cls: 0.0576, d0.dn_loss_bbox: 0.3362, d0.dn_loss_iou: 0.4542, d1.dn_loss_cls: 0.0332, d1.dn_loss_bbox: 0.2460, d1.dn_loss_iou: 0.3601, d2.dn_loss_cls: 0.0283, d2.dn_loss_bbox: 0.2276, d2.dn_loss_iou: 0.3414, d3.dn_loss_cls: 0.0259, d3.dn_loss_bbox: 0.2213, d3.dn_loss_iou: 0.3347, d4.dn_loss_cls: 0.0255, d4.dn_loss_bbox: 0.2201, d4.dn_loss_iou: 0.3328, loss: 8.9361 2024-06-06 05:18:12,790 - mmdet - INFO - Epoch [7][2850/3665] lr: 2.000e-04, eta: 2 days, 2:00:59, time: 9.438, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2220, interm_loss_bbox: 0.1795, interm_loss_iou: 0.4377, loss_cls: 0.1887, loss_bbox: 0.1514, loss_iou: 0.3887, d0.loss_cls: 0.2417, d0.loss_bbox: 0.1584, d0.loss_iou: 0.4005, d1.loss_cls: 0.2101, d1.loss_bbox: 0.1546, d1.loss_iou: 0.3953, d2.loss_cls: 0.1970, d2.loss_bbox: 0.1525, d2.loss_iou: 0.3908, d3.loss_cls: 0.1909, d3.loss_bbox: 0.1519, d3.loss_iou: 0.3898, d4.loss_cls: 0.1889, d4.loss_bbox: 0.1518, d4.loss_iou: 0.3893, dn_loss_cls: 0.0253, dn_loss_bbox: 0.2269, dn_loss_iou: 0.3393, d0.dn_loss_cls: 0.0585, d0.dn_loss_bbox: 0.3417, d0.dn_loss_iou: 0.4563, d1.dn_loss_cls: 0.0350, d1.dn_loss_bbox: 0.2528, d1.dn_loss_iou: 0.3657, d2.dn_loss_cls: 0.0296, d2.dn_loss_bbox: 0.2344, d2.dn_loss_iou: 0.3471, d3.dn_loss_cls: 0.0267, d3.dn_loss_bbox: 0.2281, d3.dn_loss_iou: 0.3410, d4.dn_loss_cls: 0.0256, d4.dn_loss_bbox: 0.2269, d4.dn_loss_iou: 0.3392, loss: 9.2319 2024-06-06 05:26:09,492 - mmdet - INFO - Epoch [7][2900/3665] lr: 2.000e-04, eta: 2 days, 1:53:13, time: 9.534, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2205, interm_loss_bbox: 0.1806, interm_loss_iou: 0.4333, loss_cls: 0.1874, loss_bbox: 0.1514, loss_iou: 0.3854, d0.loss_cls: 0.2371, d0.loss_bbox: 0.1605, d0.loss_iou: 0.3965, d1.loss_cls: 0.2078, d1.loss_bbox: 0.1547, d1.loss_iou: 0.3898, d2.loss_cls: 0.1953, d2.loss_bbox: 0.1530, d2.loss_iou: 0.3860, d3.loss_cls: 0.1893, d3.loss_bbox: 0.1529, d3.loss_iou: 0.3862, d4.loss_cls: 0.1868, d4.loss_bbox: 0.1522, d4.loss_iou: 0.3862, dn_loss_cls: 0.0248, dn_loss_bbox: 0.2180, dn_loss_iou: 0.3423, d0.dn_loss_cls: 0.0583, d0.dn_loss_bbox: 0.3301, d0.dn_loss_iou: 0.4597, d1.dn_loss_cls: 0.0339, d1.dn_loss_bbox: 0.2428, d1.dn_loss_iou: 0.3685, d2.dn_loss_cls: 0.0286, d2.dn_loss_bbox: 0.2255, d2.dn_loss_iou: 0.3505, d3.dn_loss_cls: 0.0259, d3.dn_loss_bbox: 0.2193, d3.dn_loss_iou: 0.3441, d4.dn_loss_cls: 0.0249, d4.dn_loss_bbox: 0.2181, d4.dn_loss_iou: 0.3422, loss: 9.1505 2024-06-06 05:33:57,104 - mmdet - INFO - Epoch [7][2950/3665] lr: 2.000e-04, eta: 2 days, 1:45:21, time: 9.352, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2156, interm_loss_bbox: 0.1803, interm_loss_iou: 0.4229, loss_cls: 0.1856, loss_bbox: 0.1505, loss_iou: 0.3734, d0.loss_cls: 0.2356, d0.loss_bbox: 0.1592, d0.loss_iou: 0.3856, d1.loss_cls: 0.2048, d1.loss_bbox: 0.1548, d1.loss_iou: 0.3792, d2.loss_cls: 0.1919, d2.loss_bbox: 0.1526, d2.loss_iou: 0.3759, d3.loss_cls: 0.1876, d3.loss_bbox: 0.1504, d3.loss_iou: 0.3738, d4.loss_cls: 0.1858, d4.loss_bbox: 0.1511, d4.loss_iou: 0.3738, dn_loss_cls: 0.0235, dn_loss_bbox: 0.2177, dn_loss_iou: 0.3287, d0.dn_loss_cls: 0.0566, d0.dn_loss_bbox: 0.3356, d0.dn_loss_iou: 0.4478, d1.dn_loss_cls: 0.0323, d1.dn_loss_bbox: 0.2420, d1.dn_loss_iou: 0.3536, d2.dn_loss_cls: 0.0274, d2.dn_loss_bbox: 0.2246, d2.dn_loss_iou: 0.3364, d3.dn_loss_cls: 0.0247, d3.dn_loss_bbox: 0.2189, d3.dn_loss_iou: 0.3304, d4.dn_loss_cls: 0.0238, d4.dn_loss_bbox: 0.2177, d4.dn_loss_iou: 0.3286, loss: 8.9605 2024-06-06 05:42:03,330 - mmdet - INFO - Epoch [7][3000/3665] lr: 2.000e-04, eta: 2 days, 1:37:43, time: 9.725, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2206, interm_loss_bbox: 0.1757, interm_loss_iou: 0.4155, loss_cls: 0.1843, loss_bbox: 0.1488, loss_iou: 0.3679, d0.loss_cls: 0.2396, d0.loss_bbox: 0.1554, d0.loss_iou: 0.3802, d1.loss_cls: 0.2066, d1.loss_bbox: 0.1524, d1.loss_iou: 0.3730, d2.loss_cls: 0.1935, d2.loss_bbox: 0.1501, d2.loss_iou: 0.3698, d3.loss_cls: 0.1867, d3.loss_bbox: 0.1496, d3.loss_iou: 0.3683, d4.loss_cls: 0.1845, d4.loss_bbox: 0.1491, d4.loss_iou: 0.3684, dn_loss_cls: 0.0241, dn_loss_bbox: 0.2239, dn_loss_iou: 0.3339, d0.dn_loss_cls: 0.0593, d0.dn_loss_bbox: 0.3467, d0.dn_loss_iou: 0.4558, d1.dn_loss_cls: 0.0343, d1.dn_loss_bbox: 0.2497, d1.dn_loss_iou: 0.3617, d2.dn_loss_cls: 0.0283, d2.dn_loss_bbox: 0.2317, d2.dn_loss_iou: 0.3427, d3.dn_loss_cls: 0.0253, d3.dn_loss_bbox: 0.2251, d3.dn_loss_iou: 0.3359, d4.dn_loss_cls: 0.0244, d4.dn_loss_bbox: 0.2239, d4.dn_loss_iou: 0.3338, loss: 9.0004 2024-06-06 05:49:46,748 - mmdet - INFO - Epoch [7][3050/3665] lr: 2.000e-04, eta: 2 days, 1:29:47, time: 9.268, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2223, interm_loss_bbox: 0.1797, interm_loss_iou: 0.4223, loss_cls: 0.1887, loss_bbox: 0.1505, loss_iou: 0.3740, d0.loss_cls: 0.2398, d0.loss_bbox: 0.1581, d0.loss_iou: 0.3853, d1.loss_cls: 0.2093, d1.loss_bbox: 0.1537, d1.loss_iou: 0.3779, d2.loss_cls: 0.1986, d2.loss_bbox: 0.1508, d2.loss_iou: 0.3734, d3.loss_cls: 0.1920, d3.loss_bbox: 0.1502, d3.loss_iou: 0.3733, d4.loss_cls: 0.1889, d4.loss_bbox: 0.1505, d4.loss_iou: 0.3745, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2199, dn_loss_iou: 0.3335, d0.dn_loss_cls: 0.0588, d0.dn_loss_bbox: 0.3407, d0.dn_loss_iou: 0.4582, d1.dn_loss_cls: 0.0341, d1.dn_loss_bbox: 0.2465, d1.dn_loss_iou: 0.3618, d2.dn_loss_cls: 0.0286, d2.dn_loss_bbox: 0.2275, d2.dn_loss_iou: 0.3425, d3.dn_loss_cls: 0.0257, d3.dn_loss_bbox: 0.2211, d3.dn_loss_iou: 0.3355, d4.dn_loss_cls: 0.0249, d4.dn_loss_bbox: 0.2199, d4.dn_loss_iou: 0.3334, loss: 9.0510 2024-06-06 05:57:46,212 - mmdet - INFO - Epoch [7][3100/3665] lr: 2.000e-04, eta: 2 days, 1:22:03, time: 9.589, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2233, interm_loss_bbox: 0.1790, interm_loss_iou: 0.4251, loss_cls: 0.1892, loss_bbox: 0.1516, loss_iou: 0.3813, d0.loss_cls: 0.2389, d0.loss_bbox: 0.1584, d0.loss_iou: 0.3913, d1.loss_cls: 0.2103, d1.loss_bbox: 0.1539, d1.loss_iou: 0.3843, d2.loss_cls: 0.1982, d2.loss_bbox: 0.1520, d2.loss_iou: 0.3813, d3.loss_cls: 0.1915, d3.loss_bbox: 0.1528, d3.loss_iou: 0.3820, d4.loss_cls: 0.1903, d4.loss_bbox: 0.1516, d4.loss_iou: 0.3816, dn_loss_cls: 0.0255, dn_loss_bbox: 0.2248, dn_loss_iou: 0.3400, d0.dn_loss_cls: 0.0588, d0.dn_loss_bbox: 0.3410, d0.dn_loss_iou: 0.4597, d1.dn_loss_cls: 0.0346, d1.dn_loss_bbox: 0.2496, d1.dn_loss_iou: 0.3659, d2.dn_loss_cls: 0.0292, d2.dn_loss_bbox: 0.2320, d2.dn_loss_iou: 0.3478, d3.dn_loss_cls: 0.0265, d3.dn_loss_bbox: 0.2261, d3.dn_loss_iou: 0.3418, d4.dn_loss_cls: 0.0257, d4.dn_loss_bbox: 0.2248, d4.dn_loss_iou: 0.3399, loss: 9.1613 2024-06-06 06:05:46,269 - mmdet - INFO - Epoch [7][3150/3665] lr: 2.000e-04, eta: 2 days, 1:14:20, time: 9.601, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2190, interm_loss_bbox: 0.1842, interm_loss_iou: 0.4300, loss_cls: 0.1863, loss_bbox: 0.1534, loss_iou: 0.3789, d0.loss_cls: 0.2376, d0.loss_bbox: 0.1604, d0.loss_iou: 0.3918, d1.loss_cls: 0.2064, d1.loss_bbox: 0.1569, d1.loss_iou: 0.3857, d2.loss_cls: 0.1948, d2.loss_bbox: 0.1551, d2.loss_iou: 0.3802, d3.loss_cls: 0.1881, d3.loss_bbox: 0.1546, d3.loss_iou: 0.3800, d4.loss_cls: 0.1870, d4.loss_bbox: 0.1537, d4.loss_iou: 0.3788, dn_loss_cls: 0.0250, dn_loss_bbox: 0.2315, dn_loss_iou: 0.3339, d0.dn_loss_cls: 0.0589, d0.dn_loss_bbox: 0.3540, d0.dn_loss_iou: 0.4541, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2590, d1.dn_loss_iou: 0.3612, d2.dn_loss_cls: 0.0292, d2.dn_loss_bbox: 0.2397, d2.dn_loss_iou: 0.3426, d3.dn_loss_cls: 0.0261, d3.dn_loss_bbox: 0.2328, d3.dn_loss_iou: 0.3358, d4.dn_loss_cls: 0.0253, d4.dn_loss_bbox: 0.2315, d4.dn_loss_iou: 0.3338, loss: 9.1721 2024-06-06 06:13:45,401 - mmdet - INFO - Epoch [7][3200/3665] lr: 2.000e-04, eta: 2 days, 1:06:36, time: 9.583, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2237, interm_loss_bbox: 0.1779, interm_loss_iou: 0.4231, loss_cls: 0.1887, loss_bbox: 0.1499, loss_iou: 0.3776, d0.loss_cls: 0.2402, d0.loss_bbox: 0.1555, d0.loss_iou: 0.3859, d1.loss_cls: 0.2112, d1.loss_bbox: 0.1514, d1.loss_iou: 0.3803, d2.loss_cls: 0.1986, d2.loss_bbox: 0.1494, d2.loss_iou: 0.3776, d3.loss_cls: 0.1912, d3.loss_bbox: 0.1499, d3.loss_iou: 0.3782, d4.loss_cls: 0.1891, d4.loss_bbox: 0.1496, d4.loss_iou: 0.3780, dn_loss_cls: 0.0253, dn_loss_bbox: 0.2283, dn_loss_iou: 0.3432, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3396, d0.dn_loss_iou: 0.4592, d1.dn_loss_cls: 0.0345, d1.dn_loss_bbox: 0.2524, d1.dn_loss_iou: 0.3690, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2357, d2.dn_loss_iou: 0.3514, d3.dn_loss_cls: 0.0263, d3.dn_loss_bbox: 0.2296, d3.dn_loss_iou: 0.3452, d4.dn_loss_cls: 0.0254, d4.dn_loss_bbox: 0.2283, d4.dn_loss_iou: 0.3431, loss: 9.1518 2024-06-06 06:21:42,300 - mmdet - INFO - Epoch [7][3250/3665] lr: 2.000e-04, eta: 2 days, 0:58:51, time: 9.538, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2206, interm_loss_bbox: 0.1766, interm_loss_iou: 0.4191, loss_cls: 0.1849, loss_bbox: 0.1494, loss_iou: 0.3754, d0.loss_cls: 0.2348, d0.loss_bbox: 0.1575, d0.loss_iou: 0.3852, d1.loss_cls: 0.2077, d1.loss_bbox: 0.1520, d1.loss_iou: 0.3780, d2.loss_cls: 0.1954, d2.loss_bbox: 0.1489, d2.loss_iou: 0.3744, d3.loss_cls: 0.1883, d3.loss_bbox: 0.1487, d3.loss_iou: 0.3745, d4.loss_cls: 0.1853, d4.loss_bbox: 0.1492, d4.loss_iou: 0.3755, dn_loss_cls: 0.0251, dn_loss_bbox: 0.2231, dn_loss_iou: 0.3353, d0.dn_loss_cls: 0.0585, d0.dn_loss_bbox: 0.3353, d0.dn_loss_iou: 0.4525, d1.dn_loss_cls: 0.0341, d1.dn_loss_bbox: 0.2465, d1.dn_loss_iou: 0.3609, d2.dn_loss_cls: 0.0287, d2.dn_loss_bbox: 0.2297, d2.dn_loss_iou: 0.3431, d3.dn_loss_cls: 0.0261, d3.dn_loss_bbox: 0.2241, d3.dn_loss_iou: 0.3369, d4.dn_loss_cls: 0.0252, d4.dn_loss_bbox: 0.2231, d4.dn_loss_iou: 0.3352, loss: 9.0245 2024-06-06 06:29:36,555 - mmdet - INFO - Epoch [7][3300/3665] lr: 2.000e-04, eta: 2 days, 0:51:03, time: 9.485, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2242, interm_loss_bbox: 0.1830, interm_loss_iou: 0.4174, loss_cls: 0.1892, loss_bbox: 0.1538, loss_iou: 0.3725, d0.loss_cls: 0.2402, d0.loss_bbox: 0.1591, d0.loss_iou: 0.3810, d1.loss_cls: 0.2112, d1.loss_bbox: 0.1571, d1.loss_iou: 0.3754, d2.loss_cls: 0.1976, d2.loss_bbox: 0.1541, d2.loss_iou: 0.3726, d3.loss_cls: 0.1918, d3.loss_bbox: 0.1539, d3.loss_iou: 0.3729, d4.loss_cls: 0.1892, d4.loss_bbox: 0.1540, d4.loss_iou: 0.3735, dn_loss_cls: 0.0251, dn_loss_bbox: 0.2291, dn_loss_iou: 0.3310, d0.dn_loss_cls: 0.0585, d0.dn_loss_bbox: 0.3483, d0.dn_loss_iou: 0.4518, d1.dn_loss_cls: 0.0338, d1.dn_loss_bbox: 0.2548, d1.dn_loss_iou: 0.3584, d2.dn_loss_cls: 0.0286, d2.dn_loss_bbox: 0.2368, d2.dn_loss_iou: 0.3395, d3.dn_loss_cls: 0.0260, d3.dn_loss_bbox: 0.2304, d3.dn_loss_iou: 0.3330, d4.dn_loss_cls: 0.0253, d4.dn_loss_bbox: 0.2292, d4.dn_loss_iou: 0.3309, loss: 9.0940 2024-06-06 06:37:23,833 - mmdet - INFO - Epoch [7][3350/3665] lr: 2.000e-04, eta: 2 days, 0:43:10, time: 9.346, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2206, interm_loss_bbox: 0.1809, interm_loss_iou: 0.4332, loss_cls: 0.1885, loss_bbox: 0.1506, loss_iou: 0.3827, d0.loss_cls: 0.2360, d0.loss_bbox: 0.1587, d0.loss_iou: 0.3936, d1.loss_cls: 0.2063, d1.loss_bbox: 0.1551, d1.loss_iou: 0.3874, d2.loss_cls: 0.1949, d2.loss_bbox: 0.1525, d2.loss_iou: 0.3844, d3.loss_cls: 0.1900, d3.loss_bbox: 0.1518, d3.loss_iou: 0.3841, d4.loss_cls: 0.1889, d4.loss_bbox: 0.1506, d4.loss_iou: 0.3827, dn_loss_cls: 0.0242, dn_loss_bbox: 0.2240, dn_loss_iou: 0.3325, d0.dn_loss_cls: 0.0566, d0.dn_loss_bbox: 0.3408, d0.dn_loss_iou: 0.4547, d1.dn_loss_cls: 0.0328, d1.dn_loss_bbox: 0.2481, d1.dn_loss_iou: 0.3585, d2.dn_loss_cls: 0.0273, d2.dn_loss_bbox: 0.2314, d2.dn_loss_iou: 0.3404, d3.dn_loss_cls: 0.0250, d3.dn_loss_bbox: 0.2250, d3.dn_loss_iou: 0.3342, d4.dn_loss_cls: 0.0243, d4.dn_loss_bbox: 0.2240, d4.dn_loss_iou: 0.3323, loss: 9.1094 2024-06-06 06:45:17,857 - mmdet - INFO - Epoch [7][3400/3665] lr: 2.000e-04, eta: 2 days, 0:35:22, time: 9.480, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2234, interm_loss_bbox: 0.1828, interm_loss_iou: 0.4254, loss_cls: 0.1897, loss_bbox: 0.1513, loss_iou: 0.3750, d0.loss_cls: 0.2405, d0.loss_bbox: 0.1577, d0.loss_iou: 0.3858, d1.loss_cls: 0.2112, d1.loss_bbox: 0.1546, d1.loss_iou: 0.3800, d2.loss_cls: 0.1985, d2.loss_bbox: 0.1527, d2.loss_iou: 0.3762, d3.loss_cls: 0.1928, d3.loss_bbox: 0.1519, d3.loss_iou: 0.3752, d4.loss_cls: 0.1898, d4.loss_bbox: 0.1517, d4.loss_iou: 0.3751, dn_loss_cls: 0.0243, dn_loss_bbox: 0.2225, dn_loss_iou: 0.3320, d0.dn_loss_cls: 0.0584, d0.dn_loss_bbox: 0.3384, d0.dn_loss_iou: 0.4540, d1.dn_loss_cls: 0.0338, d1.dn_loss_bbox: 0.2463, d1.dn_loss_iou: 0.3578, d2.dn_loss_cls: 0.0283, d2.dn_loss_bbox: 0.2298, d2.dn_loss_iou: 0.3400, d3.dn_loss_cls: 0.0254, d3.dn_loss_bbox: 0.2237, d3.dn_loss_iou: 0.3338, d4.dn_loss_cls: 0.0245, d4.dn_loss_bbox: 0.2225, d4.dn_loss_iou: 0.3319, loss: 9.0689 2024-06-06 06:53:12,841 - mmdet - INFO - Epoch [7][3450/3665] lr: 2.000e-04, eta: 2 days, 0:27:35, time: 9.500, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2169, interm_loss_bbox: 0.1731, interm_loss_iou: 0.4193, loss_cls: 0.1835, loss_bbox: 0.1460, loss_iou: 0.3729, d0.loss_cls: 0.2324, d0.loss_bbox: 0.1509, d0.loss_iou: 0.3828, d1.loss_cls: 0.2045, d1.loss_bbox: 0.1469, d1.loss_iou: 0.3748, d2.loss_cls: 0.1919, d2.loss_bbox: 0.1454, d2.loss_iou: 0.3732, d3.loss_cls: 0.1874, d3.loss_bbox: 0.1447, d3.loss_iou: 0.3719, d4.loss_cls: 0.1841, d4.loss_bbox: 0.1461, d4.loss_iou: 0.3729, dn_loss_cls: 0.0238, dn_loss_bbox: 0.2138, dn_loss_iou: 0.3305, d0.dn_loss_cls: 0.0562, d0.dn_loss_bbox: 0.3219, d0.dn_loss_iou: 0.4431, d1.dn_loss_cls: 0.0329, d1.dn_loss_bbox: 0.2368, d1.dn_loss_iou: 0.3555, d2.dn_loss_cls: 0.0276, d2.dn_loss_bbox: 0.2209, d2.dn_loss_iou: 0.3385, d3.dn_loss_cls: 0.0250, d3.dn_loss_bbox: 0.2150, d3.dn_loss_iou: 0.3323, d4.dn_loss_cls: 0.0242, d4.dn_loss_bbox: 0.2138, d4.dn_loss_iou: 0.3304, loss: 8.8640 2024-06-06 07:01:08,438 - mmdet - INFO - Epoch [7][3500/3665] lr: 2.000e-04, eta: 2 days, 0:19:48, time: 9.512, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2195, interm_loss_bbox: 0.1737, interm_loss_iou: 0.4221, loss_cls: 0.1867, loss_bbox: 0.1466, loss_iou: 0.3771, d0.loss_cls: 0.2363, d0.loss_bbox: 0.1525, d0.loss_iou: 0.3855, d1.loss_cls: 0.2075, d1.loss_bbox: 0.1501, d1.loss_iou: 0.3815, d2.loss_cls: 0.1951, d2.loss_bbox: 0.1483, d2.loss_iou: 0.3792, d3.loss_cls: 0.1895, d3.loss_bbox: 0.1468, d3.loss_iou: 0.3774, d4.loss_cls: 0.1870, d4.loss_bbox: 0.1467, d4.loss_iou: 0.3775, dn_loss_cls: 0.0228, dn_loss_bbox: 0.2199, dn_loss_iou: 0.3352, d0.dn_loss_cls: 0.0557, d0.dn_loss_bbox: 0.3285, d0.dn_loss_iou: 0.4524, d1.dn_loss_cls: 0.0321, d1.dn_loss_bbox: 0.2432, d1.dn_loss_iou: 0.3612, d2.dn_loss_cls: 0.0266, d2.dn_loss_bbox: 0.2274, d2.dn_loss_iou: 0.3433, d3.dn_loss_cls: 0.0239, d3.dn_loss_bbox: 0.2211, d3.dn_loss_iou: 0.3369, d4.dn_loss_cls: 0.0231, d4.dn_loss_bbox: 0.2199, d4.dn_loss_iou: 0.3351, loss: 8.9947 2024-06-06 07:08:56,501 - mmdet - INFO - Epoch [7][3550/3665] lr: 2.000e-04, eta: 2 days, 0:11:56, time: 9.361, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2175, interm_loss_bbox: 0.1738, interm_loss_iou: 0.4197, loss_cls: 0.1834, loss_bbox: 0.1470, loss_iou: 0.3762, d0.loss_cls: 0.2344, d0.loss_bbox: 0.1539, d0.loss_iou: 0.3856, d1.loss_cls: 0.2038, d1.loss_bbox: 0.1504, d1.loss_iou: 0.3807, d2.loss_cls: 0.1907, d2.loss_bbox: 0.1489, d2.loss_iou: 0.3782, d3.loss_cls: 0.1855, d3.loss_bbox: 0.1477, d3.loss_iou: 0.3768, d4.loss_cls: 0.1843, d4.loss_bbox: 0.1472, d4.loss_iou: 0.3758, dn_loss_cls: 0.0238, dn_loss_bbox: 0.2178, dn_loss_iou: 0.3349, d0.dn_loss_cls: 0.0570, d0.dn_loss_bbox: 0.3345, d0.dn_loss_iou: 0.4556, d1.dn_loss_cls: 0.0332, d1.dn_loss_bbox: 0.2438, d1.dn_loss_iou: 0.3621, d2.dn_loss_cls: 0.0279, d2.dn_loss_bbox: 0.2259, d2.dn_loss_iou: 0.3437, d3.dn_loss_cls: 0.0251, d3.dn_loss_bbox: 0.2192, d3.dn_loss_iou: 0.3368, d4.dn_loss_cls: 0.0242, d4.dn_loss_bbox: 0.2178, d4.dn_loss_iou: 0.3348, loss: 8.9799 2024-06-06 07:16:51,733 - mmdet - INFO - Epoch [7][3600/3665] lr: 2.000e-04, eta: 2 days, 0:04:09, time: 9.505, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2233, interm_loss_bbox: 0.1803, interm_loss_iou: 0.4263, loss_cls: 0.1902, loss_bbox: 0.1522, loss_iou: 0.3790, d0.loss_cls: 0.2391, d0.loss_bbox: 0.1577, d0.loss_iou: 0.3897, d1.loss_cls: 0.2093, d1.loss_bbox: 0.1551, d1.loss_iou: 0.3838, d2.loss_cls: 0.1990, d2.loss_bbox: 0.1523, d2.loss_iou: 0.3797, d3.loss_cls: 0.1942, d3.loss_bbox: 0.1511, d3.loss_iou: 0.3779, d4.loss_cls: 0.1906, d4.loss_bbox: 0.1523, d4.loss_iou: 0.3792, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2295, dn_loss_iou: 0.3391, d0.dn_loss_cls: 0.0593, d0.dn_loss_bbox: 0.3379, d0.dn_loss_iou: 0.4569, d1.dn_loss_cls: 0.0351, d1.dn_loss_bbox: 0.2514, d1.dn_loss_iou: 0.3648, d2.dn_loss_cls: 0.0300, d2.dn_loss_bbox: 0.2350, d2.dn_loss_iou: 0.3464, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2303, d3.dn_loss_iou: 0.3407, d4.dn_loss_cls: 0.0263, d4.dn_loss_bbox: 0.2295, d4.dn_loss_iou: 0.3390, loss: 9.1668 2024-06-06 07:24:36,004 - mmdet - INFO - Epoch [7][3650/3665] lr: 2.000e-04, eta: 1 day, 23:56:14, time: 9.285, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2197, interm_loss_bbox: 0.1788, interm_loss_iou: 0.4344, loss_cls: 0.1883, loss_bbox: 0.1486, loss_iou: 0.3862, d0.loss_cls: 0.2374, d0.loss_bbox: 0.1557, d0.loss_iou: 0.3980, d1.loss_cls: 0.2091, d1.loss_bbox: 0.1507, d1.loss_iou: 0.3902, d2.loss_cls: 0.1980, d2.loss_bbox: 0.1481, d2.loss_iou: 0.3861, d3.loss_cls: 0.1915, d3.loss_bbox: 0.1481, d3.loss_iou: 0.3857, d4.loss_cls: 0.1897, d4.loss_bbox: 0.1478, d4.loss_iou: 0.3854, dn_loss_cls: 0.0235, dn_loss_bbox: 0.2185, dn_loss_iou: 0.3343, d0.dn_loss_cls: 0.0574, d0.dn_loss_bbox: 0.3355, d0.dn_loss_iou: 0.4546, d1.dn_loss_cls: 0.0331, d1.dn_loss_bbox: 0.2438, d1.dn_loss_iou: 0.3603, d2.dn_loss_cls: 0.0276, d2.dn_loss_bbox: 0.2261, d2.dn_loss_iou: 0.3423, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2200, d3.dn_loss_iou: 0.3360, d4.dn_loss_cls: 0.0237, d4.dn_loss_bbox: 0.2185, d4.dn_loss_iou: 0.3341, loss: 9.0917 2024-06-06 07:26:50,309 - mmdet - INFO - Saving checkpoint at 7 epochs 2024-06-06 07:31:02,875 - mmdet - INFO - Evaluating bbox... 2024-06-06 07:32:55,099 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.567 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.756 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.619 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.390 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.609 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.734 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.755 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.758 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.758 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.599 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.806 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.910 2024-06-06 07:32:57,534 - mmdet - INFO - Exp name: dino_4scale_internvit_h6b_1024_768_fpn_1x_coco_bs32_ms.py 2024-06-06 07:32:57,535 - mmdet - INFO - Epoch(val) [7][313] bbox_mAP: 0.5670, bbox_mAP_50: 0.7560, bbox_mAP_75: 0.6190, bbox_mAP_s: 0.3900, bbox_mAP_m: 0.6090, bbox_mAP_l: 0.7340, bbox_mAP_copypaste: 0.567 0.756 0.619 0.390 0.609 0.734 2024-06-06 07:40:56,278 - mmdet - INFO - Epoch [8][50/3665] lr: 2.000e-04, eta: 1 day, 23:44:28, time: 9.575, data_time: 0.069, memory: 37236, interm_loss_cls: 0.2215, interm_loss_bbox: 0.1707, interm_loss_iou: 0.4239, loss_cls: 0.1837, loss_bbox: 0.1462, loss_iou: 0.3823, d0.loss_cls: 0.2402, d0.loss_bbox: 0.1498, d0.loss_iou: 0.3891, d1.loss_cls: 0.2078, d1.loss_bbox: 0.1476, d1.loss_iou: 0.3860, d2.loss_cls: 0.1933, d2.loss_bbox: 0.1468, d2.loss_iou: 0.3833, d3.loss_cls: 0.1872, d3.loss_bbox: 0.1458, d3.loss_iou: 0.3818, d4.loss_cls: 0.1843, d4.loss_bbox: 0.1458, d4.loss_iou: 0.3820, dn_loss_cls: 0.0238, dn_loss_bbox: 0.2226, dn_loss_iou: 0.3330, d0.dn_loss_cls: 0.0555, d0.dn_loss_bbox: 0.3383, d0.dn_loss_iou: 0.4510, d1.dn_loss_cls: 0.0327, d1.dn_loss_bbox: 0.2480, d1.dn_loss_iou: 0.3602, d2.dn_loss_cls: 0.0276, d2.dn_loss_bbox: 0.2306, d2.dn_loss_iou: 0.3418, d3.dn_loss_cls: 0.0247, d3.dn_loss_bbox: 0.2241, d3.dn_loss_iou: 0.3351, d4.dn_loss_cls: 0.0239, d4.dn_loss_bbox: 0.2227, d4.dn_loss_iou: 0.3329, loss: 9.0273 2024-06-06 07:48:59,995 - mmdet - INFO - Epoch [8][100/3665] lr: 2.000e-04, eta: 1 day, 23:36:47, time: 9.674, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2133, interm_loss_bbox: 0.1763, interm_loss_iou: 0.4113, loss_cls: 0.1763, loss_bbox: 0.1500, loss_iou: 0.3663, d0.loss_cls: 0.2275, d0.loss_bbox: 0.1552, d0.loss_iou: 0.3763, d1.loss_cls: 0.1973, d1.loss_bbox: 0.1531, d1.loss_iou: 0.3716, d2.loss_cls: 0.1854, d2.loss_bbox: 0.1503, d2.loss_iou: 0.3676, d3.loss_cls: 0.1790, d3.loss_bbox: 0.1500, d3.loss_iou: 0.3663, d4.loss_cls: 0.1767, d4.loss_bbox: 0.1503, d4.loss_iou: 0.3665, dn_loss_cls: 0.0229, dn_loss_bbox: 0.2093, dn_loss_iou: 0.3216, d0.dn_loss_cls: 0.0555, d0.dn_loss_bbox: 0.3206, d0.dn_loss_iou: 0.4371, d1.dn_loss_cls: 0.0322, d1.dn_loss_bbox: 0.2331, d1.dn_loss_iou: 0.3472, d2.dn_loss_cls: 0.0268, d2.dn_loss_bbox: 0.2164, d2.dn_loss_iou: 0.3298, d3.dn_loss_cls: 0.0239, d3.dn_loss_bbox: 0.2104, d3.dn_loss_iou: 0.3235, d4.dn_loss_cls: 0.0230, d4.dn_loss_bbox: 0.2093, d4.dn_loss_iou: 0.3216, loss: 8.7308 2024-06-06 07:56:46,750 - mmdet - INFO - Epoch [8][150/3665] lr: 2.000e-04, eta: 1 day, 23:28:54, time: 9.335, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2166, interm_loss_bbox: 0.1778, interm_loss_iou: 0.4109, loss_cls: 0.1814, loss_bbox: 0.1498, loss_iou: 0.3659, d0.loss_cls: 0.2330, d0.loss_bbox: 0.1556, d0.loss_iou: 0.3751, d1.loss_cls: 0.2031, d1.loss_bbox: 0.1527, d1.loss_iou: 0.3712, d2.loss_cls: 0.1912, d2.loss_bbox: 0.1506, d2.loss_iou: 0.3666, d3.loss_cls: 0.1844, d3.loss_bbox: 0.1500, d3.loss_iou: 0.3662, d4.loss_cls: 0.1820, d4.loss_bbox: 0.1493, d4.loss_iou: 0.3657, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2210, dn_loss_iou: 0.3334, d0.dn_loss_cls: 0.0582, d0.dn_loss_bbox: 0.3302, d0.dn_loss_iou: 0.4483, d1.dn_loss_cls: 0.0342, d1.dn_loss_bbox: 0.2448, d1.dn_loss_iou: 0.3591, d2.dn_loss_cls: 0.0286, d2.dn_loss_bbox: 0.2278, d2.dn_loss_iou: 0.3412, d3.dn_loss_cls: 0.0258, d3.dn_loss_bbox: 0.2222, d3.dn_loss_iou: 0.3352, d4.dn_loss_cls: 0.0248, d4.dn_loss_bbox: 0.2211, d4.dn_loss_iou: 0.3333, loss: 8.9130 2024-06-06 08:04:40,268 - mmdet - INFO - Epoch [8][200/3665] lr: 2.000e-04, eta: 1 day, 23:21:06, time: 9.470, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2175, interm_loss_bbox: 0.1738, interm_loss_iou: 0.4172, loss_cls: 0.1835, loss_bbox: 0.1445, loss_iou: 0.3693, d0.loss_cls: 0.2315, d0.loss_bbox: 0.1524, d0.loss_iou: 0.3823, d1.loss_cls: 0.2017, d1.loss_bbox: 0.1489, d1.loss_iou: 0.3780, d2.loss_cls: 0.1911, d2.loss_bbox: 0.1458, d2.loss_iou: 0.3720, d3.loss_cls: 0.1866, d3.loss_bbox: 0.1442, d3.loss_iou: 0.3695, d4.loss_cls: 0.1843, d4.loss_bbox: 0.1442, d4.loss_iou: 0.3694, dn_loss_cls: 0.0247, dn_loss_bbox: 0.2180, dn_loss_iou: 0.3316, d0.dn_loss_cls: 0.0575, d0.dn_loss_bbox: 0.3278, d0.dn_loss_iou: 0.4472, d1.dn_loss_cls: 0.0334, d1.dn_loss_bbox: 0.2400, d1.dn_loss_iou: 0.3566, d2.dn_loss_cls: 0.0283, d2.dn_loss_bbox: 0.2243, d2.dn_loss_iou: 0.3396, d3.dn_loss_cls: 0.0257, d3.dn_loss_bbox: 0.2192, d3.dn_loss_iou: 0.3334, d4.dn_loss_cls: 0.0249, d4.dn_loss_bbox: 0.2180, d4.dn_loss_iou: 0.3315, loss: 8.8893 2024-06-06 08:12:30,241 - mmdet - INFO - Epoch [8][250/3665] lr: 2.000e-04, eta: 1 day, 23:13:16, time: 9.399, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2149, interm_loss_bbox: 0.1730, interm_loss_iou: 0.4275, loss_cls: 0.1774, loss_bbox: 0.1456, loss_iou: 0.3795, d0.loss_cls: 0.2309, d0.loss_bbox: 0.1517, d0.loss_iou: 0.3907, d1.loss_cls: 0.1988, d1.loss_bbox: 0.1471, d1.loss_iou: 0.3838, d2.loss_cls: 0.1857, d2.loss_bbox: 0.1459, d2.loss_iou: 0.3805, d3.loss_cls: 0.1798, d3.loss_bbox: 0.1456, d3.loss_iou: 0.3796, d4.loss_cls: 0.1776, d4.loss_bbox: 0.1454, d4.loss_iou: 0.3796, dn_loss_cls: 0.0230, dn_loss_bbox: 0.2106, dn_loss_iou: 0.3291, d0.dn_loss_cls: 0.0558, d0.dn_loss_bbox: 0.3248, d0.dn_loss_iou: 0.4502, d1.dn_loss_cls: 0.0323, d1.dn_loss_bbox: 0.2348, d1.dn_loss_iou: 0.3553, d2.dn_loss_cls: 0.0268, d2.dn_loss_bbox: 0.2180, d2.dn_loss_iou: 0.3373, d3.dn_loss_cls: 0.0242, d3.dn_loss_bbox: 0.2117, d3.dn_loss_iou: 0.3308, d4.dn_loss_cls: 0.0232, d4.dn_loss_bbox: 0.2106, d4.dn_loss_iou: 0.3289, loss: 8.8680 2024-06-06 08:20:15,147 - mmdet - INFO - Epoch [8][300/3665] lr: 2.000e-04, eta: 1 day, 23:05:22, time: 9.298, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2126, interm_loss_bbox: 0.1754, interm_loss_iou: 0.4009, loss_cls: 0.1757, loss_bbox: 0.1504, loss_iou: 0.3585, d0.loss_cls: 0.2299, d0.loss_bbox: 0.1563, d0.loss_iou: 0.3696, d1.loss_cls: 0.1955, d1.loss_bbox: 0.1547, d1.loss_iou: 0.3647, d2.loss_cls: 0.1844, d2.loss_bbox: 0.1511, d2.loss_iou: 0.3606, d3.loss_cls: 0.1785, d3.loss_bbox: 0.1503, d3.loss_iou: 0.3590, d4.loss_cls: 0.1762, d4.loss_bbox: 0.1503, d4.loss_iou: 0.3587, dn_loss_cls: 0.0236, dn_loss_bbox: 0.2223, dn_loss_iou: 0.3231, d0.dn_loss_cls: 0.0558, d0.dn_loss_bbox: 0.3323, d0.dn_loss_iou: 0.4373, d1.dn_loss_cls: 0.0322, d1.dn_loss_bbox: 0.2452, d1.dn_loss_iou: 0.3479, d2.dn_loss_cls: 0.0272, d2.dn_loss_bbox: 0.2292, d2.dn_loss_iou: 0.3310, d3.dn_loss_cls: 0.0246, d3.dn_loss_bbox: 0.2234, d3.dn_loss_iou: 0.3249, d4.dn_loss_cls: 0.0238, d4.dn_loss_bbox: 0.2223, d4.dn_loss_iou: 0.3230, loss: 8.7624 2024-06-06 08:28:12,105 - mmdet - INFO - Epoch [8][350/3665] lr: 2.000e-04, eta: 1 day, 22:57:36, time: 9.539, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2165, interm_loss_bbox: 0.1779, interm_loss_iou: 0.4199, loss_cls: 0.1795, loss_bbox: 0.1503, loss_iou: 0.3717, d0.loss_cls: 0.2299, d0.loss_bbox: 0.1590, d0.loss_iou: 0.3860, d1.loss_cls: 0.1991, d1.loss_bbox: 0.1531, d1.loss_iou: 0.3766, d2.loss_cls: 0.1876, d2.loss_bbox: 0.1507, d2.loss_iou: 0.3737, d3.loss_cls: 0.1822, d3.loss_bbox: 0.1499, d3.loss_iou: 0.3723, d4.loss_cls: 0.1806, d4.loss_bbox: 0.1499, d4.loss_iou: 0.3716, dn_loss_cls: 0.0234, dn_loss_bbox: 0.2199, dn_loss_iou: 0.3280, d0.dn_loss_cls: 0.0561, d0.dn_loss_bbox: 0.3362, d0.dn_loss_iou: 0.4482, d1.dn_loss_cls: 0.0325, d1.dn_loss_bbox: 0.2438, d1.dn_loss_iou: 0.3539, d2.dn_loss_cls: 0.0272, d2.dn_loss_bbox: 0.2271, d2.dn_loss_iou: 0.3364, d3.dn_loss_cls: 0.0247, d3.dn_loss_bbox: 0.2210, d3.dn_loss_iou: 0.3298, d4.dn_loss_cls: 0.0237, d4.dn_loss_bbox: 0.2200, d4.dn_loss_iou: 0.3279, loss: 8.9182 2024-06-06 08:35:59,849 - mmdet - INFO - Epoch [8][400/3665] lr: 2.000e-04, eta: 1 day, 22:49:44, time: 9.355, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2166, interm_loss_bbox: 0.1735, interm_loss_iou: 0.4158, loss_cls: 0.1803, loss_bbox: 0.1453, loss_iou: 0.3682, d0.loss_cls: 0.2338, d0.loss_bbox: 0.1517, d0.loss_iou: 0.3782, d1.loss_cls: 0.2010, d1.loss_bbox: 0.1484, d1.loss_iou: 0.3731, d2.loss_cls: 0.1879, d2.loss_bbox: 0.1469, d2.loss_iou: 0.3706, d3.loss_cls: 0.1834, d3.loss_bbox: 0.1455, d3.loss_iou: 0.3679, d4.loss_cls: 0.1811, d4.loss_bbox: 0.1448, d4.loss_iou: 0.3677, dn_loss_cls: 0.0244, dn_loss_bbox: 0.2131, dn_loss_iou: 0.3277, d0.dn_loss_cls: 0.0582, d0.dn_loss_bbox: 0.3264, d0.dn_loss_iou: 0.4474, d1.dn_loss_cls: 0.0333, d1.dn_loss_bbox: 0.2374, d1.dn_loss_iou: 0.3543, d2.dn_loss_cls: 0.0279, d2.dn_loss_bbox: 0.2204, d2.dn_loss_iou: 0.3361, d3.dn_loss_cls: 0.0254, d3.dn_loss_bbox: 0.2146, d3.dn_loss_iou: 0.3296, d4.dn_loss_cls: 0.0245, d4.dn_loss_bbox: 0.2131, d4.dn_loss_iou: 0.3276, loss: 8.8231 2024-06-06 08:43:55,157 - mmdet - INFO - Epoch [8][450/3665] lr: 2.000e-04, eta: 1 day, 22:41:58, time: 9.506, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2158, interm_loss_bbox: 0.1870, interm_loss_iou: 0.4150, loss_cls: 0.1769, loss_bbox: 0.1534, loss_iou: 0.3653, d0.loss_cls: 0.2333, d0.loss_bbox: 0.1607, d0.loss_iou: 0.3735, d1.loss_cls: 0.1994, d1.loss_bbox: 0.1562, d1.loss_iou: 0.3684, d2.loss_cls: 0.1872, d2.loss_bbox: 0.1532, d2.loss_iou: 0.3650, d3.loss_cls: 0.1810, d3.loss_bbox: 0.1532, d3.loss_iou: 0.3640, d4.loss_cls: 0.1778, d4.loss_bbox: 0.1535, d4.loss_iou: 0.3655, dn_loss_cls: 0.0234, dn_loss_bbox: 0.2166, dn_loss_iou: 0.3219, d0.dn_loss_cls: 0.0571, d0.dn_loss_bbox: 0.3324, d0.dn_loss_iou: 0.4442, d1.dn_loss_cls: 0.0327, d1.dn_loss_bbox: 0.2404, d1.dn_loss_iou: 0.3482, d2.dn_loss_cls: 0.0273, d2.dn_loss_bbox: 0.2232, d2.dn_loss_iou: 0.3298, d3.dn_loss_cls: 0.0247, d3.dn_loss_bbox: 0.2177, d3.dn_loss_iou: 0.3237, d4.dn_loss_cls: 0.0237, d4.dn_loss_bbox: 0.2166, d4.dn_loss_iou: 0.3218, loss: 8.8306 2024-06-06 08:51:46,641 - mmdet - INFO - Epoch [8][500/3665] lr: 2.000e-04, eta: 1 day, 22:34:08, time: 9.430, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2157, interm_loss_bbox: 0.1799, interm_loss_iou: 0.4141, loss_cls: 0.1797, loss_bbox: 0.1496, loss_iou: 0.3695, d0.loss_cls: 0.2296, d0.loss_bbox: 0.1575, d0.loss_iou: 0.3789, d1.loss_cls: 0.2016, d1.loss_bbox: 0.1518, d1.loss_iou: 0.3725, d2.loss_cls: 0.1879, d2.loss_bbox: 0.1502, d2.loss_iou: 0.3705, d3.loss_cls: 0.1831, d3.loss_bbox: 0.1491, d3.loss_iou: 0.3693, d4.loss_cls: 0.1802, d4.loss_bbox: 0.1495, d4.loss_iou: 0.3699, dn_loss_cls: 0.0235, dn_loss_bbox: 0.2261, dn_loss_iou: 0.3263, d0.dn_loss_cls: 0.0558, d0.dn_loss_bbox: 0.3399, d0.dn_loss_iou: 0.4427, d1.dn_loss_cls: 0.0323, d1.dn_loss_bbox: 0.2490, d1.dn_loss_iou: 0.3514, d2.dn_loss_cls: 0.0270, d2.dn_loss_bbox: 0.2329, d2.dn_loss_iou: 0.3342, d3.dn_loss_cls: 0.0245, d3.dn_loss_bbox: 0.2271, d3.dn_loss_iou: 0.3279, d4.dn_loss_cls: 0.0235, d4.dn_loss_bbox: 0.2262, d4.dn_loss_iou: 0.3262, loss: 8.9064 2024-06-06 08:59:35,666 - mmdet - INFO - Epoch [8][550/3665] lr: 2.000e-04, eta: 1 day, 22:26:17, time: 9.380, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2222, interm_loss_bbox: 0.1762, interm_loss_iou: 0.4299, loss_cls: 0.1873, loss_bbox: 0.1501, loss_iou: 0.3847, d0.loss_cls: 0.2366, d0.loss_bbox: 0.1562, d0.loss_iou: 0.3951, d1.loss_cls: 0.2092, d1.loss_bbox: 0.1519, d1.loss_iou: 0.3881, d2.loss_cls: 0.1958, d2.loss_bbox: 0.1503, d2.loss_iou: 0.3859, d3.loss_cls: 0.1898, d3.loss_bbox: 0.1503, d3.loss_iou: 0.3853, d4.loss_cls: 0.1877, d4.loss_bbox: 0.1498, d4.loss_iou: 0.3852, dn_loss_cls: 0.0238, dn_loss_bbox: 0.2126, dn_loss_iou: 0.3442, d0.dn_loss_cls: 0.0574, d0.dn_loss_bbox: 0.3225, d0.dn_loss_iou: 0.4624, d1.dn_loss_cls: 0.0333, d1.dn_loss_bbox: 0.2369, d1.dn_loss_iou: 0.3706, d2.dn_loss_cls: 0.0277, d2.dn_loss_bbox: 0.2197, d2.dn_loss_iou: 0.3524, d3.dn_loss_cls: 0.0251, d3.dn_loss_bbox: 0.2138, d3.dn_loss_iou: 0.3459, d4.dn_loss_cls: 0.0241, d4.dn_loss_bbox: 0.2126, d4.dn_loss_iou: 0.3440, loss: 9.0964 2024-06-06 09:07:31,096 - mmdet - INFO - Epoch [8][600/3665] lr: 2.000e-04, eta: 1 day, 22:18:30, time: 9.509, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2164, interm_loss_bbox: 0.1771, interm_loss_iou: 0.4226, loss_cls: 0.1810, loss_bbox: 0.1478, loss_iou: 0.3749, d0.loss_cls: 0.2344, d0.loss_bbox: 0.1549, d0.loss_iou: 0.3840, d1.loss_cls: 0.2016, d1.loss_bbox: 0.1504, d1.loss_iou: 0.3785, d2.loss_cls: 0.1892, d2.loss_bbox: 0.1487, d2.loss_iou: 0.3760, d3.loss_cls: 0.1842, d3.loss_bbox: 0.1476, d3.loss_iou: 0.3739, d4.loss_cls: 0.1812, d4.loss_bbox: 0.1479, d4.loss_iou: 0.3748, dn_loss_cls: 0.0223, dn_loss_bbox: 0.2162, dn_loss_iou: 0.3276, d0.dn_loss_cls: 0.0556, d0.dn_loss_bbox: 0.3416, d0.dn_loss_iou: 0.4536, d1.dn_loss_cls: 0.0315, d1.dn_loss_bbox: 0.2431, d1.dn_loss_iou: 0.3551, d2.dn_loss_cls: 0.0260, d2.dn_loss_bbox: 0.2239, d2.dn_loss_iou: 0.3359, d3.dn_loss_cls: 0.0233, d3.dn_loss_bbox: 0.2176, d3.dn_loss_iou: 0.3294, d4.dn_loss_cls: 0.0225, d4.dn_loss_bbox: 0.2162, d4.dn_loss_iou: 0.3274, loss: 8.9160 2024-06-06 09:15:13,980 - mmdet - INFO - Epoch [8][650/3665] lr: 2.000e-04, eta: 1 day, 22:10:35, time: 9.258, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2213, interm_loss_bbox: 0.1806, interm_loss_iou: 0.4168, loss_cls: 0.1883, loss_bbox: 0.1529, loss_iou: 0.3708, d0.loss_cls: 0.2378, d0.loss_bbox: 0.1592, d0.loss_iou: 0.3804, d1.loss_cls: 0.2066, d1.loss_bbox: 0.1558, d1.loss_iou: 0.3743, d2.loss_cls: 0.1957, d2.loss_bbox: 0.1535, d2.loss_iou: 0.3722, d3.loss_cls: 0.1906, d3.loss_bbox: 0.1530, d3.loss_iou: 0.3707, d4.loss_cls: 0.1883, d4.loss_bbox: 0.1531, d4.loss_iou: 0.3710, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2311, dn_loss_iou: 0.3299, d0.dn_loss_cls: 0.0585, d0.dn_loss_bbox: 0.3494, d0.dn_loss_iou: 0.4496, d1.dn_loss_cls: 0.0340, d1.dn_loss_bbox: 0.2564, d1.dn_loss_iou: 0.3559, d2.dn_loss_cls: 0.0284, d2.dn_loss_bbox: 0.2381, d2.dn_loss_iou: 0.3380, d3.dn_loss_cls: 0.0257, d3.dn_loss_bbox: 0.2321, d3.dn_loss_iou: 0.3317, d4.dn_loss_cls: 0.0248, d4.dn_loss_bbox: 0.2311, d4.dn_loss_iou: 0.3297, loss: 9.0620 2024-06-06 09:22:57,921 - mmdet - INFO - Epoch [8][700/3665] lr: 2.000e-04, eta: 1 day, 22:02:41, time: 9.279, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2141, interm_loss_bbox: 0.1765, interm_loss_iou: 0.4241, loss_cls: 0.1808, loss_bbox: 0.1464, loss_iou: 0.3752, d0.loss_cls: 0.2299, d0.loss_bbox: 0.1526, d0.loss_iou: 0.3852, d1.loss_cls: 0.1993, d1.loss_bbox: 0.1497, d1.loss_iou: 0.3810, d2.loss_cls: 0.1881, d2.loss_bbox: 0.1471, d2.loss_iou: 0.3769, d3.loss_cls: 0.1832, d3.loss_bbox: 0.1457, d3.loss_iou: 0.3755, d4.loss_cls: 0.1810, d4.loss_bbox: 0.1462, d4.loss_iou: 0.3756, dn_loss_cls: 0.0224, dn_loss_bbox: 0.2161, dn_loss_iou: 0.3228, d0.dn_loss_cls: 0.0556, d0.dn_loss_bbox: 0.3369, d0.dn_loss_iou: 0.4412, d1.dn_loss_cls: 0.0314, d1.dn_loss_bbox: 0.2416, d1.dn_loss_iou: 0.3488, d2.dn_loss_cls: 0.0262, d2.dn_loss_bbox: 0.2235, d2.dn_loss_iou: 0.3310, d3.dn_loss_cls: 0.0235, d3.dn_loss_bbox: 0.2173, d3.dn_loss_iou: 0.3245, d4.dn_loss_cls: 0.0226, d4.dn_loss_bbox: 0.2161, d4.dn_loss_iou: 0.3226, loss: 8.8585 2024-06-06 09:30:44,912 - mmdet - INFO - Epoch [8][750/3665] lr: 2.000e-04, eta: 1 day, 21:54:48, time: 9.340, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2162, interm_loss_bbox: 0.1741, interm_loss_iou: 0.4232, loss_cls: 0.1813, loss_bbox: 0.1461, loss_iou: 0.3763, d0.loss_cls: 0.2317, d0.loss_bbox: 0.1519, d0.loss_iou: 0.3863, d1.loss_cls: 0.2013, d1.loss_bbox: 0.1487, d1.loss_iou: 0.3797, d2.loss_cls: 0.1902, d2.loss_bbox: 0.1469, d2.loss_iou: 0.3766, d3.loss_cls: 0.1844, d3.loss_bbox: 0.1459, d3.loss_iou: 0.3757, d4.loss_cls: 0.1818, d4.loss_bbox: 0.1459, d4.loss_iou: 0.3758, dn_loss_cls: 0.0225, dn_loss_bbox: 0.2130, dn_loss_iou: 0.3245, d0.dn_loss_cls: 0.0550, d0.dn_loss_bbox: 0.3248, d0.dn_loss_iou: 0.4417, d1.dn_loss_cls: 0.0315, d1.dn_loss_bbox: 0.2366, d1.dn_loss_iou: 0.3502, d2.dn_loss_cls: 0.0263, d2.dn_loss_bbox: 0.2198, d2.dn_loss_iou: 0.3327, d3.dn_loss_cls: 0.0237, d3.dn_loss_bbox: 0.2140, d3.dn_loss_iou: 0.3263, d4.dn_loss_cls: 0.0228, d4.dn_loss_bbox: 0.2130, d4.dn_loss_iou: 0.3244, loss: 8.8431 2024-06-06 09:38:43,614 - mmdet - INFO - Epoch [8][800/3665] lr: 2.000e-04, eta: 1 day, 21:47:04, time: 9.574, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2159, interm_loss_bbox: 0.1784, interm_loss_iou: 0.4274, loss_cls: 0.1848, loss_bbox: 0.1470, loss_iou: 0.3760, d0.loss_cls: 0.2331, d0.loss_bbox: 0.1530, d0.loss_iou: 0.3849, d1.loss_cls: 0.2028, d1.loss_bbox: 0.1498, d1.loss_iou: 0.3806, d2.loss_cls: 0.1921, d2.loss_bbox: 0.1479, d2.loss_iou: 0.3765, d3.loss_cls: 0.1868, d3.loss_bbox: 0.1473, d3.loss_iou: 0.3762, d4.loss_cls: 0.1856, d4.loss_bbox: 0.1464, d4.loss_iou: 0.3755, dn_loss_cls: 0.0240, dn_loss_bbox: 0.2146, dn_loss_iou: 0.3310, d0.dn_loss_cls: 0.0566, d0.dn_loss_bbox: 0.3326, d0.dn_loss_iou: 0.4523, d1.dn_loss_cls: 0.0331, d1.dn_loss_bbox: 0.2399, d1.dn_loss_iou: 0.3581, d2.dn_loss_cls: 0.0274, d2.dn_loss_bbox: 0.2222, d2.dn_loss_iou: 0.3392, d3.dn_loss_cls: 0.0247, d3.dn_loss_bbox: 0.2160, d3.dn_loss_iou: 0.3328, d4.dn_loss_cls: 0.0241, d4.dn_loss_bbox: 0.2146, d4.dn_loss_iou: 0.3309, loss: 8.9423 2024-06-06 09:46:47,425 - mmdet - INFO - Epoch [8][850/3665] lr: 2.000e-04, eta: 1 day, 21:39:22, time: 9.676, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2104, interm_loss_bbox: 0.1773, interm_loss_iou: 0.4252, loss_cls: 0.1775, loss_bbox: 0.1442, loss_iou: 0.3729, d0.loss_cls: 0.2257, d0.loss_bbox: 0.1521, d0.loss_iou: 0.3822, d1.loss_cls: 0.1978, d1.loss_bbox: 0.1475, d1.loss_iou: 0.3762, d2.loss_cls: 0.1859, d2.loss_bbox: 0.1451, d2.loss_iou: 0.3734, d3.loss_cls: 0.1806, d3.loss_bbox: 0.1439, d3.loss_iou: 0.3733, d4.loss_cls: 0.1773, d4.loss_bbox: 0.1448, d4.loss_iou: 0.3740, dn_loss_cls: 0.0230, dn_loss_bbox: 0.2097, dn_loss_iou: 0.3295, d0.dn_loss_cls: 0.0551, d0.dn_loss_bbox: 0.3223, d0.dn_loss_iou: 0.4474, d1.dn_loss_cls: 0.0323, d1.dn_loss_bbox: 0.2338, d1.dn_loss_iou: 0.3553, d2.dn_loss_cls: 0.0271, d2.dn_loss_bbox: 0.2166, d2.dn_loss_iou: 0.3373, d3.dn_loss_cls: 0.0246, d3.dn_loss_bbox: 0.2107, d3.dn_loss_iou: 0.3311, d4.dn_loss_cls: 0.0235, d4.dn_loss_bbox: 0.2097, d4.dn_loss_iou: 0.3293, loss: 8.8055 2024-06-06 09:54:43,394 - mmdet - INFO - Epoch [8][900/3665] lr: 2.000e-04, eta: 1 day, 21:31:36, time: 9.519, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2168, interm_loss_bbox: 0.1783, interm_loss_iou: 0.4115, loss_cls: 0.1818, loss_bbox: 0.1496, loss_iou: 0.3641, d0.loss_cls: 0.2337, d0.loss_bbox: 0.1531, d0.loss_iou: 0.3714, d1.loss_cls: 0.2012, d1.loss_bbox: 0.1515, d1.loss_iou: 0.3674, d2.loss_cls: 0.1893, d2.loss_bbox: 0.1502, d2.loss_iou: 0.3651, d3.loss_cls: 0.1842, d3.loss_bbox: 0.1498, d3.loss_iou: 0.3638, d4.loss_cls: 0.1822, d4.loss_bbox: 0.1494, d4.loss_iou: 0.3641, dn_loss_cls: 0.0240, dn_loss_bbox: 0.2266, dn_loss_iou: 0.3243, d0.dn_loss_cls: 0.0572, d0.dn_loss_bbox: 0.3463, d0.dn_loss_iou: 0.4468, d1.dn_loss_cls: 0.0333, d1.dn_loss_bbox: 0.2522, d1.dn_loss_iou: 0.3511, d2.dn_loss_cls: 0.0281, d2.dn_loss_bbox: 0.2343, d2.dn_loss_iou: 0.3326, d3.dn_loss_cls: 0.0252, d3.dn_loss_bbox: 0.2278, d3.dn_loss_iou: 0.3261, d4.dn_loss_cls: 0.0242, d4.dn_loss_bbox: 0.2266, d4.dn_loss_iou: 0.3242, loss: 8.8891 2024-06-06 10:02:31,272 - mmdet - INFO - Epoch [8][950/3665] lr: 2.000e-04, eta: 1 day, 21:23:44, time: 9.358, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2107, interm_loss_bbox: 0.1799, interm_loss_iou: 0.4159, loss_cls: 0.1802, loss_bbox: 0.1493, loss_iou: 0.3671, d0.loss_cls: 0.2277, d0.loss_bbox: 0.1551, d0.loss_iou: 0.3771, d1.loss_cls: 0.1961, d1.loss_bbox: 0.1528, d1.loss_iou: 0.3740, d2.loss_cls: 0.1861, d2.loss_bbox: 0.1501, d2.loss_iou: 0.3699, d3.loss_cls: 0.1826, d3.loss_bbox: 0.1486, d3.loss_iou: 0.3672, d4.loss_cls: 0.1804, d4.loss_bbox: 0.1493, d4.loss_iou: 0.3673, dn_loss_cls: 0.0237, dn_loss_bbox: 0.2171, dn_loss_iou: 0.3246, d0.dn_loss_cls: 0.0558, d0.dn_loss_bbox: 0.3304, d0.dn_loss_iou: 0.4399, d1.dn_loss_cls: 0.0323, d1.dn_loss_bbox: 0.2406, d1.dn_loss_iou: 0.3498, d2.dn_loss_cls: 0.0272, d2.dn_loss_bbox: 0.2245, d2.dn_loss_iou: 0.3328, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2184, d3.dn_loss_iou: 0.3266, d4.dn_loss_cls: 0.0239, d4.dn_loss_bbox: 0.2171, d4.dn_loss_iou: 0.3245, loss: 8.8217 2024-06-06 10:10:18,959 - mmdet - INFO - Epoch [8][1000/3665] lr: 2.000e-04, eta: 1 day, 21:15:52, time: 9.354, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2101, interm_loss_bbox: 0.1804, interm_loss_iou: 0.4106, loss_cls: 0.1782, loss_bbox: 0.1506, loss_iou: 0.3623, d0.loss_cls: 0.2263, d0.loss_bbox: 0.1561, d0.loss_iou: 0.3704, d1.loss_cls: 0.1936, d1.loss_bbox: 0.1549, d1.loss_iou: 0.3687, d2.loss_cls: 0.1848, d2.loss_bbox: 0.1517, d2.loss_iou: 0.3634, d3.loss_cls: 0.1803, d3.loss_bbox: 0.1508, d3.loss_iou: 0.3628, d4.loss_cls: 0.1783, d4.loss_bbox: 0.1509, d4.loss_iou: 0.3626, dn_loss_cls: 0.0239, dn_loss_bbox: 0.2238, dn_loss_iou: 0.3256, d0.dn_loss_cls: 0.0570, d0.dn_loss_bbox: 0.3376, d0.dn_loss_iou: 0.4406, d1.dn_loss_cls: 0.0333, d1.dn_loss_bbox: 0.2483, d1.dn_loss_iou: 0.3518, d2.dn_loss_cls: 0.0279, d2.dn_loss_bbox: 0.2315, d2.dn_loss_iou: 0.3340, d3.dn_loss_cls: 0.0252, d3.dn_loss_bbox: 0.2251, d3.dn_loss_iou: 0.3276, d4.dn_loss_cls: 0.0242, d4.dn_loss_bbox: 0.2238, d4.dn_loss_iou: 0.3254, loss: 8.8345 2024-06-06 10:18:15,024 - mmdet - INFO - Epoch [8][1050/3665] lr: 2.000e-04, eta: 1 day, 21:08:05, time: 9.521, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2095, interm_loss_bbox: 0.1728, interm_loss_iou: 0.4031, loss_cls: 0.1761, loss_bbox: 0.1437, loss_iou: 0.3537, d0.loss_cls: 0.2275, d0.loss_bbox: 0.1500, d0.loss_iou: 0.3659, d1.loss_cls: 0.1980, d1.loss_bbox: 0.1465, d1.loss_iou: 0.3601, d2.loss_cls: 0.1852, d2.loss_bbox: 0.1436, d2.loss_iou: 0.3548, d3.loss_cls: 0.1788, d3.loss_bbox: 0.1430, d3.loss_iou: 0.3542, d4.loss_cls: 0.1769, d4.loss_bbox: 0.1431, d4.loss_iou: 0.3536, dn_loss_cls: 0.0237, dn_loss_bbox: 0.2249, dn_loss_iou: 0.3215, d0.dn_loss_cls: 0.0570, d0.dn_loss_bbox: 0.3431, d0.dn_loss_iou: 0.4433, d1.dn_loss_cls: 0.0333, d1.dn_loss_bbox: 0.2503, d1.dn_loss_iou: 0.3484, d2.dn_loss_cls: 0.0277, d2.dn_loss_bbox: 0.2327, d2.dn_loss_iou: 0.3300, d3.dn_loss_cls: 0.0250, d3.dn_loss_bbox: 0.2263, d3.dn_loss_iou: 0.3234, d4.dn_loss_cls: 0.0241, d4.dn_loss_bbox: 0.2249, d4.dn_loss_iou: 0.3214, loss: 8.7211 2024-06-06 10:26:01,638 - mmdet - INFO - Epoch [8][1100/3665] lr: 2.000e-04, eta: 1 day, 21:00:13, time: 9.332, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2190, interm_loss_bbox: 0.1797, interm_loss_iou: 0.4273, loss_cls: 0.1847, loss_bbox: 0.1504, loss_iou: 0.3799, d0.loss_cls: 0.2415, d0.loss_bbox: 0.1571, d0.loss_iou: 0.3887, d1.loss_cls: 0.2085, d1.loss_bbox: 0.1540, d1.loss_iou: 0.3847, d2.loss_cls: 0.1959, d2.loss_bbox: 0.1499, d2.loss_iou: 0.3790, d3.loss_cls: 0.1884, d3.loss_bbox: 0.1503, d3.loss_iou: 0.3799, d4.loss_cls: 0.1859, d4.loss_bbox: 0.1500, d4.loss_iou: 0.3799, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2222, dn_loss_iou: 0.3322, d0.dn_loss_cls: 0.0599, d0.dn_loss_bbox: 0.3418, d0.dn_loss_iou: 0.4541, d1.dn_loss_cls: 0.0351, d1.dn_loss_bbox: 0.2480, d1.dn_loss_iou: 0.3589, d2.dn_loss_cls: 0.0294, d2.dn_loss_bbox: 0.2295, d2.dn_loss_iou: 0.3404, d3.dn_loss_cls: 0.0269, d3.dn_loss_bbox: 0.2234, d3.dn_loss_iou: 0.3341, d4.dn_loss_cls: 0.0260, d4.dn_loss_bbox: 0.2222, d4.dn_loss_iou: 0.3320, loss: 9.0767 2024-06-06 10:33:46,717 - mmdet - INFO - Epoch [8][1150/3665] lr: 2.000e-04, eta: 1 day, 20:52:19, time: 9.302, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2123, interm_loss_bbox: 0.1716, interm_loss_iou: 0.4157, loss_cls: 0.1787, loss_bbox: 0.1438, loss_iou: 0.3702, d0.loss_cls: 0.2325, d0.loss_bbox: 0.1502, d0.loss_iou: 0.3796, d1.loss_cls: 0.2004, d1.loss_bbox: 0.1465, d1.loss_iou: 0.3738, d2.loss_cls: 0.1876, d2.loss_bbox: 0.1450, d2.loss_iou: 0.3703, d3.loss_cls: 0.1820, d3.loss_bbox: 0.1442, d3.loss_iou: 0.3698, d4.loss_cls: 0.1792, d4.loss_bbox: 0.1442, d4.loss_iou: 0.3703, dn_loss_cls: 0.0234, dn_loss_bbox: 0.2081, dn_loss_iou: 0.3251, d0.dn_loss_cls: 0.0548, d0.dn_loss_bbox: 0.3198, d0.dn_loss_iou: 0.4419, d1.dn_loss_cls: 0.0317, d1.dn_loss_bbox: 0.2320, d1.dn_loss_iou: 0.3503, d2.dn_loss_cls: 0.0266, d2.dn_loss_bbox: 0.2148, d2.dn_loss_iou: 0.3325, d3.dn_loss_cls: 0.0240, d3.dn_loss_bbox: 0.2093, d3.dn_loss_iou: 0.3268, d4.dn_loss_cls: 0.0234, d4.dn_loss_bbox: 0.2081, d4.dn_loss_iou: 0.3250, loss: 8.7453 2024-06-06 10:41:39,823 - mmdet - INFO - Epoch [8][1200/3665] lr: 2.000e-04, eta: 1 day, 20:44:31, time: 9.462, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2174, interm_loss_bbox: 0.1744, interm_loss_iou: 0.4106, loss_cls: 0.1844, loss_bbox: 0.1461, loss_iou: 0.3638, d0.loss_cls: 0.2364, d0.loss_bbox: 0.1517, d0.loss_iou: 0.3743, d1.loss_cls: 0.2056, d1.loss_bbox: 0.1495, d1.loss_iou: 0.3698, d2.loss_cls: 0.1923, d2.loss_bbox: 0.1473, d2.loss_iou: 0.3661, d3.loss_cls: 0.1872, d3.loss_bbox: 0.1463, d3.loss_iou: 0.3648, d4.loss_cls: 0.1849, d4.loss_bbox: 0.1461, d4.loss_iou: 0.3639, dn_loss_cls: 0.0242, dn_loss_bbox: 0.2171, dn_loss_iou: 0.3242, d0.dn_loss_cls: 0.0562, d0.dn_loss_bbox: 0.3294, d0.dn_loss_iou: 0.4412, d1.dn_loss_cls: 0.0325, d1.dn_loss_bbox: 0.2418, d1.dn_loss_iou: 0.3512, d2.dn_loss_cls: 0.0274, d2.dn_loss_bbox: 0.2245, d2.dn_loss_iou: 0.3328, d3.dn_loss_cls: 0.0249, d3.dn_loss_bbox: 0.2184, d3.dn_loss_iou: 0.3262, d4.dn_loss_cls: 0.0242, d4.dn_loss_bbox: 0.2171, d4.dn_loss_iou: 0.3241, loss: 8.8204 2024-06-06 10:49:34,003 - mmdet - INFO - Epoch [8][1250/3665] lr: 2.000e-04, eta: 1 day, 20:36:43, time: 9.484, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2117, interm_loss_bbox: 0.1653, interm_loss_iou: 0.4172, loss_cls: 0.1814, loss_bbox: 0.1403, loss_iou: 0.3751, d0.loss_cls: 0.2366, d0.loss_bbox: 0.1453, d0.loss_iou: 0.3859, d1.loss_cls: 0.2059, d1.loss_bbox: 0.1427, d1.loss_iou: 0.3790, d2.loss_cls: 0.1904, d2.loss_bbox: 0.1413, d2.loss_iou: 0.3769, d3.loss_cls: 0.1845, d3.loss_bbox: 0.1399, d3.loss_iou: 0.3751, d4.loss_cls: 0.1817, d4.loss_bbox: 0.1403, d4.loss_iou: 0.3753, dn_loss_cls: 0.0234, dn_loss_bbox: 0.2058, dn_loss_iou: 0.3356, d0.dn_loss_cls: 0.0555, d0.dn_loss_bbox: 0.3129, d0.dn_loss_iou: 0.4519, d1.dn_loss_cls: 0.0325, d1.dn_loss_bbox: 0.2287, d1.dn_loss_iou: 0.3618, d2.dn_loss_cls: 0.0271, d2.dn_loss_bbox: 0.2123, d2.dn_loss_iou: 0.3436, d3.dn_loss_cls: 0.0244, d3.dn_loss_bbox: 0.2068, d3.dn_loss_iou: 0.3373, d4.dn_loss_cls: 0.0236, d4.dn_loss_bbox: 0.2059, d4.dn_loss_iou: 0.3355, loss: 8.8163 2024-06-06 10:57:21,000 - mmdet - INFO - Epoch [8][1300/3665] lr: 2.000e-04, eta: 1 day, 20:28:50, time: 9.340, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2161, interm_loss_bbox: 0.1784, interm_loss_iou: 0.4167, loss_cls: 0.1842, loss_bbox: 0.1494, loss_iou: 0.3696, d0.loss_cls: 0.2448, d0.loss_bbox: 0.1546, d0.loss_iou: 0.3782, d1.loss_cls: 0.2089, d1.loss_bbox: 0.1536, d1.loss_iou: 0.3753, d2.loss_cls: 0.1933, d2.loss_bbox: 0.1510, d2.loss_iou: 0.3712, d3.loss_cls: 0.1870, d3.loss_bbox: 0.1490, d3.loss_iou: 0.3697, d4.loss_cls: 0.1847, d4.loss_bbox: 0.1495, d4.loss_iou: 0.3699, dn_loss_cls: 0.0225, dn_loss_bbox: 0.2206, dn_loss_iou: 0.3266, d0.dn_loss_cls: 0.0564, d0.dn_loss_bbox: 0.3398, d0.dn_loss_iou: 0.4479, d1.dn_loss_cls: 0.0318, d1.dn_loss_bbox: 0.2458, d1.dn_loss_iou: 0.3530, d2.dn_loss_cls: 0.0263, d2.dn_loss_bbox: 0.2277, d2.dn_loss_iou: 0.3345, d3.dn_loss_cls: 0.0237, d3.dn_loss_bbox: 0.2218, d3.dn_loss_iou: 0.3283, d4.dn_loss_cls: 0.0228, d4.dn_loss_bbox: 0.2207, d4.dn_loss_iou: 0.3264, loss: 8.9317 2024-06-06 11:05:10,434 - mmdet - INFO - Epoch [8][1350/3665] lr: 2.000e-04, eta: 1 day, 20:21:00, time: 9.389, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2152, interm_loss_bbox: 0.1737, interm_loss_iou: 0.4155, loss_cls: 0.1826, loss_bbox: 0.1423, loss_iou: 0.3649, d0.loss_cls: 0.2435, d0.loss_bbox: 0.1499, d0.loss_iou: 0.3771, d1.loss_cls: 0.2065, d1.loss_bbox: 0.1466, d1.loss_iou: 0.3715, d2.loss_cls: 0.1925, d2.loss_bbox: 0.1434, d2.loss_iou: 0.3664, d3.loss_cls: 0.1852, d3.loss_bbox: 0.1425, d3.loss_iou: 0.3654, d4.loss_cls: 0.1831, d4.loss_bbox: 0.1420, d4.loss_iou: 0.3648, dn_loss_cls: 0.0233, dn_loss_bbox: 0.2169, dn_loss_iou: 0.3275, d0.dn_loss_cls: 0.0559, d0.dn_loss_bbox: 0.3278, d0.dn_loss_iou: 0.4444, d1.dn_loss_cls: 0.0322, d1.dn_loss_bbox: 0.2404, d1.dn_loss_iou: 0.3525, d2.dn_loss_cls: 0.0268, d2.dn_loss_bbox: 0.2237, d2.dn_loss_iou: 0.3348, d3.dn_loss_cls: 0.0244, d3.dn_loss_bbox: 0.2181, d3.dn_loss_iou: 0.3290, d4.dn_loss_cls: 0.0235, d4.dn_loss_bbox: 0.2169, d4.dn_loss_iou: 0.3273, loss: 8.8201 2024-06-06 11:13:09,464 - mmdet - INFO - Epoch [8][1400/3665] lr: 2.000e-04, eta: 1 day, 20:13:15, time: 9.581, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2204, interm_loss_bbox: 0.1732, interm_loss_iou: 0.4213, loss_cls: 0.1875, loss_bbox: 0.1472, loss_iou: 0.3761, d0.loss_cls: 0.2488, d0.loss_bbox: 0.1550, d0.loss_iou: 0.3870, d1.loss_cls: 0.2135, d1.loss_bbox: 0.1507, d1.loss_iou: 0.3803, d2.loss_cls: 0.1971, d2.loss_bbox: 0.1477, d2.loss_iou: 0.3763, d3.loss_cls: 0.1901, d3.loss_bbox: 0.1472, d3.loss_iou: 0.3764, d4.loss_cls: 0.1878, d4.loss_bbox: 0.1470, d4.loss_iou: 0.3760, dn_loss_cls: 0.0235, dn_loss_bbox: 0.2243, dn_loss_iou: 0.3328, d0.dn_loss_cls: 0.0571, d0.dn_loss_bbox: 0.3381, d0.dn_loss_iou: 0.4506, d1.dn_loss_cls: 0.0328, d1.dn_loss_bbox: 0.2496, d1.dn_loss_iou: 0.3595, d2.dn_loss_cls: 0.0274, d2.dn_loss_bbox: 0.2318, d2.dn_loss_iou: 0.3412, d3.dn_loss_cls: 0.0247, d3.dn_loss_bbox: 0.2257, d3.dn_loss_iou: 0.3349, d4.dn_loss_cls: 0.0238, d4.dn_loss_bbox: 0.2243, d4.dn_loss_iou: 0.3327, loss: 9.0415 2024-06-06 11:21:11,293 - mmdet - INFO - Epoch [8][1450/3665] lr: 2.000e-04, eta: 1 day, 20:05:32, time: 9.637, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2185, interm_loss_bbox: 0.1801, interm_loss_iou: 0.4232, loss_cls: 0.1886, loss_bbox: 0.1515, loss_iou: 0.3751, d0.loss_cls: 0.2587, d0.loss_bbox: 0.1573, d0.loss_iou: 0.3827, d1.loss_cls: 0.2248, d1.loss_bbox: 0.1527, d1.loss_iou: 0.3772, d2.loss_cls: 0.2032, d2.loss_bbox: 0.1512, d2.loss_iou: 0.3745, d3.loss_cls: 0.1922, d3.loss_bbox: 0.1514, d3.loss_iou: 0.3752, d4.loss_cls: 0.1892, d4.loss_bbox: 0.1511, d4.loss_iou: 0.3750, dn_loss_cls: 0.0254, dn_loss_bbox: 0.2248, dn_loss_iou: 0.3271, d0.dn_loss_cls: 0.0595, d0.dn_loss_bbox: 0.3473, d0.dn_loss_iou: 0.4493, d1.dn_loss_cls: 0.0348, d1.dn_loss_bbox: 0.2514, d1.dn_loss_iou: 0.3540, d2.dn_loss_cls: 0.0294, d2.dn_loss_bbox: 0.2324, d2.dn_loss_iou: 0.3357, d3.dn_loss_cls: 0.0267, d3.dn_loss_bbox: 0.2259, d3.dn_loss_iou: 0.3290, d4.dn_loss_cls: 0.0257, d4.dn_loss_bbox: 0.2249, d4.dn_loss_iou: 0.3270, loss: 9.0839 2024-06-06 11:29:09,786 - mmdet - INFO - Epoch [8][1500/3665] lr: 2.000e-04, eta: 1 day, 19:57:46, time: 9.570, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2218, interm_loss_bbox: 0.1834, interm_loss_iou: 0.4189, loss_cls: 0.1874, loss_bbox: 0.1561, loss_iou: 0.3736, d0.loss_cls: 0.2535, d0.loss_bbox: 0.1653, d0.loss_iou: 0.3885, d1.loss_cls: 0.2237, d1.loss_bbox: 0.1574, d1.loss_iou: 0.3767, d2.loss_cls: 0.1996, d2.loss_bbox: 0.1571, d2.loss_iou: 0.3758, d3.loss_cls: 0.1905, d3.loss_bbox: 0.1568, d3.loss_iou: 0.3751, d4.loss_cls: 0.1880, d4.loss_bbox: 0.1560, d4.loss_iou: 0.3736, dn_loss_cls: 0.0257, dn_loss_bbox: 0.2384, dn_loss_iou: 0.3396, d0.dn_loss_cls: 0.0600, d0.dn_loss_bbox: 0.3597, d0.dn_loss_iou: 0.4643, d1.dn_loss_cls: 0.0358, d1.dn_loss_bbox: 0.2646, d1.dn_loss_iou: 0.3682, d2.dn_loss_cls: 0.0300, d2.dn_loss_bbox: 0.2451, d2.dn_loss_iou: 0.3482, d3.dn_loss_cls: 0.0271, d3.dn_loss_bbox: 0.2394, d3.dn_loss_iou: 0.3415, d4.dn_loss_cls: 0.0260, d4.dn_loss_bbox: 0.2385, d4.dn_loss_iou: 0.3395, loss: 9.2702 2024-06-06 11:37:07,960 - mmdet - INFO - Epoch [8][1550/3665] lr: 2.000e-04, eta: 1 day, 19:50:01, time: 9.563, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2125, interm_loss_bbox: 0.1757, interm_loss_iou: 0.4108, loss_cls: 0.1827, loss_bbox: 0.1461, loss_iou: 0.3662, d0.loss_cls: 0.2428, d0.loss_bbox: 0.1552, d0.loss_iou: 0.3784, d1.loss_cls: 0.2115, d1.loss_bbox: 0.1490, d1.loss_iou: 0.3678, d2.loss_cls: 0.1919, d2.loss_bbox: 0.1478, d2.loss_iou: 0.3680, d3.loss_cls: 0.1848, d3.loss_bbox: 0.1470, d3.loss_iou: 0.3667, d4.loss_cls: 0.1825, d4.loss_bbox: 0.1466, d4.loss_iou: 0.3672, dn_loss_cls: 0.0234, dn_loss_bbox: 0.2156, dn_loss_iou: 0.3287, d0.dn_loss_cls: 0.0572, d0.dn_loss_bbox: 0.3341, d0.dn_loss_iou: 0.4503, d1.dn_loss_cls: 0.0328, d1.dn_loss_bbox: 0.2404, d1.dn_loss_iou: 0.3552, d2.dn_loss_cls: 0.0272, d2.dn_loss_bbox: 0.2227, d2.dn_loss_iou: 0.3367, d3.dn_loss_cls: 0.0244, d3.dn_loss_bbox: 0.2168, d3.dn_loss_iou: 0.3305, d4.dn_loss_cls: 0.0236, d4.dn_loss_bbox: 0.2156, d4.dn_loss_iou: 0.3286, loss: 8.8648 2024-06-06 11:44:57,694 - mmdet - INFO - Epoch [8][1600/3665] lr: 2.000e-04, eta: 1 day, 19:42:10, time: 9.395, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2110, interm_loss_bbox: 0.1761, interm_loss_iou: 0.4161, loss_cls: 0.1792, loss_bbox: 0.1469, loss_iou: 0.3661, d0.loss_cls: 0.2392, d0.loss_bbox: 0.1558, d0.loss_iou: 0.3782, d1.loss_cls: 0.2045, d1.loss_bbox: 0.1510, d1.loss_iou: 0.3720, d2.loss_cls: 0.1888, d2.loss_bbox: 0.1474, d2.loss_iou: 0.3670, d3.loss_cls: 0.1826, d3.loss_bbox: 0.1466, d3.loss_iou: 0.3655, d4.loss_cls: 0.1804, d4.loss_bbox: 0.1463, d4.loss_iou: 0.3655, dn_loss_cls: 0.0242, dn_loss_bbox: 0.2121, dn_loss_iou: 0.3193, d0.dn_loss_cls: 0.0576, d0.dn_loss_bbox: 0.3331, d0.dn_loss_iou: 0.4424, d1.dn_loss_cls: 0.0334, d1.dn_loss_bbox: 0.2387, d1.dn_loss_iou: 0.3466, d2.dn_loss_cls: 0.0278, d2.dn_loss_bbox: 0.2201, d2.dn_loss_iou: 0.3283, d3.dn_loss_cls: 0.0251, d3.dn_loss_bbox: 0.2137, d3.dn_loss_iou: 0.3215, d4.dn_loss_cls: 0.0243, d4.dn_loss_bbox: 0.2121, d4.dn_loss_iou: 0.3192, loss: 8.7857 2024-06-06 11:52:54,533 - mmdet - INFO - Epoch [8][1650/3665] lr: 2.000e-04, eta: 1 day, 19:34:24, time: 9.537, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2192, interm_loss_bbox: 0.1781, interm_loss_iou: 0.4176, loss_cls: 0.1835, loss_bbox: 0.1510, loss_iou: 0.3718, d0.loss_cls: 0.2409, d0.loss_bbox: 0.1583, d0.loss_iou: 0.3852, d1.loss_cls: 0.2057, d1.loss_bbox: 0.1541, d1.loss_iou: 0.3776, d2.loss_cls: 0.1930, d2.loss_bbox: 0.1519, d2.loss_iou: 0.3731, d3.loss_cls: 0.1871, d3.loss_bbox: 0.1507, d3.loss_iou: 0.3707, d4.loss_cls: 0.1843, d4.loss_bbox: 0.1508, d4.loss_iou: 0.3717, dn_loss_cls: 0.0240, dn_loss_bbox: 0.2174, dn_loss_iou: 0.3306, d0.dn_loss_cls: 0.0575, d0.dn_loss_bbox: 0.3315, d0.dn_loss_iou: 0.4491, d1.dn_loss_cls: 0.0334, d1.dn_loss_bbox: 0.2437, d1.dn_loss_iou: 0.3580, d2.dn_loss_cls: 0.0279, d2.dn_loss_bbox: 0.2263, d2.dn_loss_iou: 0.3397, d3.dn_loss_cls: 0.0250, d3.dn_loss_bbox: 0.2186, d3.dn_loss_iou: 0.3326, d4.dn_loss_cls: 0.0242, d4.dn_loss_bbox: 0.2174, d4.dn_loss_iou: 0.3305, loss: 8.9640 2024-06-06 12:00:52,490 - mmdet - INFO - Epoch [8][1700/3665] lr: 2.000e-04, eta: 1 day, 19:26:38, time: 9.559, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2146, interm_loss_bbox: 0.1745, interm_loss_iou: 0.4187, loss_cls: 0.1813, loss_bbox: 0.1487, loss_iou: 0.3756, d0.loss_cls: 0.2358, d0.loss_bbox: 0.1564, d0.loss_iou: 0.3860, d1.loss_cls: 0.2037, d1.loss_bbox: 0.1510, d1.loss_iou: 0.3789, d2.loss_cls: 0.1902, d2.loss_bbox: 0.1492, d2.loss_iou: 0.3764, d3.loss_cls: 0.1830, d3.loss_bbox: 0.1488, d3.loss_iou: 0.3768, d4.loss_cls: 0.1816, d4.loss_bbox: 0.1482, d4.loss_iou: 0.3760, dn_loss_cls: 0.0229, dn_loss_bbox: 0.2191, dn_loss_iou: 0.3290, d0.dn_loss_cls: 0.0558, d0.dn_loss_bbox: 0.3339, d0.dn_loss_iou: 0.4462, d1.dn_loss_cls: 0.0324, d1.dn_loss_bbox: 0.2439, d1.dn_loss_iou: 0.3551, d2.dn_loss_cls: 0.0268, d2.dn_loss_bbox: 0.2264, d2.dn_loss_iou: 0.3373, d3.dn_loss_cls: 0.0242, d3.dn_loss_bbox: 0.2203, d3.dn_loss_iou: 0.3308, d4.dn_loss_cls: 0.0233, d4.dn_loss_bbox: 0.2192, d4.dn_loss_iou: 0.3289, loss: 8.9306 2024-06-06 12:08:39,734 - mmdet - INFO - Epoch [8][1750/3665] lr: 2.000e-04, eta: 1 day, 19:18:46, time: 9.345, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2123, interm_loss_bbox: 0.1759, interm_loss_iou: 0.4088, loss_cls: 0.1814, loss_bbox: 0.1488, loss_iou: 0.3631, d0.loss_cls: 0.2316, d0.loss_bbox: 0.1567, d0.loss_iou: 0.3766, d1.loss_cls: 0.2017, d1.loss_bbox: 0.1513, d1.loss_iou: 0.3690, d2.loss_cls: 0.1896, d2.loss_bbox: 0.1496, d2.loss_iou: 0.3651, d3.loss_cls: 0.1844, d3.loss_bbox: 0.1481, d3.loss_iou: 0.3641, d4.loss_cls: 0.1823, d4.loss_bbox: 0.1483, d4.loss_iou: 0.3630, dn_loss_cls: 0.0228, dn_loss_bbox: 0.2163, dn_loss_iou: 0.3211, d0.dn_loss_cls: 0.0554, d0.dn_loss_bbox: 0.3258, d0.dn_loss_iou: 0.4311, d1.dn_loss_cls: 0.0320, d1.dn_loss_bbox: 0.2398, d1.dn_loss_iou: 0.3453, d2.dn_loss_cls: 0.0266, d2.dn_loss_bbox: 0.2227, d2.dn_loss_iou: 0.3285, d3.dn_loss_cls: 0.0241, d3.dn_loss_bbox: 0.2174, d3.dn_loss_iou: 0.3228, d4.dn_loss_cls: 0.0232, d4.dn_loss_bbox: 0.2163, d4.dn_loss_iou: 0.3210, loss: 8.7639 2024-06-06 12:16:29,554 - mmdet - INFO - Epoch [8][1800/3665] lr: 2.000e-04, eta: 1 day, 19:10:55, time: 9.396, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2149, interm_loss_bbox: 0.1789, interm_loss_iou: 0.4188, loss_cls: 0.1803, loss_bbox: 0.1506, loss_iou: 0.3680, d0.loss_cls: 0.2373, d0.loss_bbox: 0.1554, d0.loss_iou: 0.3788, d1.loss_cls: 0.2057, d1.loss_bbox: 0.1511, d1.loss_iou: 0.3724, d2.loss_cls: 0.1891, d2.loss_bbox: 0.1507, d2.loss_iou: 0.3699, d3.loss_cls: 0.1834, d3.loss_bbox: 0.1497, d3.loss_iou: 0.3683, d4.loss_cls: 0.1812, d4.loss_bbox: 0.1500, d4.loss_iou: 0.3680, dn_loss_cls: 0.0232, dn_loss_bbox: 0.2131, dn_loss_iou: 0.3262, d0.dn_loss_cls: 0.0559, d0.dn_loss_bbox: 0.3263, d0.dn_loss_iou: 0.4467, d1.dn_loss_cls: 0.0324, d1.dn_loss_bbox: 0.2386, d1.dn_loss_iou: 0.3533, d2.dn_loss_cls: 0.0267, d2.dn_loss_bbox: 0.2210, d2.dn_loss_iou: 0.3349, d3.dn_loss_cls: 0.0242, d3.dn_loss_bbox: 0.2144, d3.dn_loss_iou: 0.3281, d4.dn_loss_cls: 0.0235, d4.dn_loss_bbox: 0.2131, d4.dn_loss_iou: 0.3261, loss: 8.8503 2024-06-06 12:24:21,180 - mmdet - INFO - Epoch [8][1850/3665] lr: 2.000e-04, eta: 1 day, 19:03:06, time: 9.433, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2147, interm_loss_bbox: 0.1732, interm_loss_iou: 0.4210, loss_cls: 0.1827, loss_bbox: 0.1445, loss_iou: 0.3749, d0.loss_cls: 0.2337, d0.loss_bbox: 0.1519, d0.loss_iou: 0.3862, d1.loss_cls: 0.2035, d1.loss_bbox: 0.1487, d1.loss_iou: 0.3810, d2.loss_cls: 0.1905, d2.loss_bbox: 0.1462, d2.loss_iou: 0.3773, d3.loss_cls: 0.1850, d3.loss_bbox: 0.1451, d3.loss_iou: 0.3757, d4.loss_cls: 0.1830, d4.loss_bbox: 0.1449, d4.loss_iou: 0.3751, dn_loss_cls: 0.0211, dn_loss_bbox: 0.2109, dn_loss_iou: 0.3237, d0.dn_loss_cls: 0.0541, d0.dn_loss_bbox: 0.3228, d0.dn_loss_iou: 0.4429, d1.dn_loss_cls: 0.0304, d1.dn_loss_bbox: 0.2331, d1.dn_loss_iou: 0.3490, d2.dn_loss_cls: 0.0251, d2.dn_loss_bbox: 0.2175, d2.dn_loss_iou: 0.3315, d3.dn_loss_cls: 0.0225, d3.dn_loss_bbox: 0.2120, d3.dn_loss_iou: 0.3254, d4.dn_loss_cls: 0.0214, d4.dn_loss_bbox: 0.2109, d4.dn_loss_iou: 0.3235, loss: 8.8170 2024-06-06 12:31:58,649 - mmdet - INFO - Epoch [8][1900/3665] lr: 2.000e-04, eta: 1 day, 18:55:07, time: 9.149, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2111, interm_loss_bbox: 0.1788, interm_loss_iou: 0.4110, loss_cls: 0.1794, loss_bbox: 0.1513, loss_iou: 0.3663, d0.loss_cls: 0.2309, d0.loss_bbox: 0.1583, d0.loss_iou: 0.3753, d1.loss_cls: 0.1977, d1.loss_bbox: 0.1551, d1.loss_iou: 0.3719, d2.loss_cls: 0.1864, d2.loss_bbox: 0.1526, d2.loss_iou: 0.3681, d3.loss_cls: 0.1811, d3.loss_bbox: 0.1518, d3.loss_iou: 0.3673, d4.loss_cls: 0.1802, d4.loss_bbox: 0.1514, d4.loss_iou: 0.3662, dn_loss_cls: 0.0229, dn_loss_bbox: 0.2177, dn_loss_iou: 0.3261, d0.dn_loss_cls: 0.0564, d0.dn_loss_bbox: 0.3334, d0.dn_loss_iou: 0.4437, d1.dn_loss_cls: 0.0325, d1.dn_loss_bbox: 0.2429, d1.dn_loss_iou: 0.3525, d2.dn_loss_cls: 0.0269, d2.dn_loss_bbox: 0.2255, d2.dn_loss_iou: 0.3345, d3.dn_loss_cls: 0.0242, d3.dn_loss_bbox: 0.2189, d3.dn_loss_iou: 0.3278, d4.dn_loss_cls: 0.0232, d4.dn_loss_bbox: 0.2178, d4.dn_loss_iou: 0.3260, loss: 8.8451 2024-06-06 12:39:54,110 - mmdet - INFO - Epoch [8][1950/3665] lr: 2.000e-04, eta: 1 day, 18:47:20, time: 9.509, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2189, interm_loss_bbox: 0.1754, interm_loss_iou: 0.4214, loss_cls: 0.1850, loss_bbox: 0.1492, loss_iou: 0.3737, d0.loss_cls: 0.2404, d0.loss_bbox: 0.1564, d0.loss_iou: 0.3860, d1.loss_cls: 0.2078, d1.loss_bbox: 0.1517, d1.loss_iou: 0.3782, d2.loss_cls: 0.1946, d2.loss_bbox: 0.1498, d2.loss_iou: 0.3742, d3.loss_cls: 0.1876, d3.loss_bbox: 0.1497, d3.loss_iou: 0.3737, d4.loss_cls: 0.1856, d4.loss_bbox: 0.1488, d4.loss_iou: 0.3736, dn_loss_cls: 0.0243, dn_loss_bbox: 0.2149, dn_loss_iou: 0.3230, d0.dn_loss_cls: 0.0571, d0.dn_loss_bbox: 0.3288, d0.dn_loss_iou: 0.4416, d1.dn_loss_cls: 0.0333, d1.dn_loss_bbox: 0.2383, d1.dn_loss_iou: 0.3483, d2.dn_loss_cls: 0.0280, d2.dn_loss_bbox: 0.2216, d2.dn_loss_iou: 0.3306, d3.dn_loss_cls: 0.0253, d3.dn_loss_bbox: 0.2160, d3.dn_loss_iou: 0.3247, d4.dn_loss_cls: 0.0245, d4.dn_loss_bbox: 0.2149, d4.dn_loss_iou: 0.3229, loss: 8.9001 2024-06-06 12:47:43,716 - mmdet - INFO - Epoch [8][2000/3665] lr: 2.000e-04, eta: 1 day, 18:39:29, time: 9.392, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2223, interm_loss_bbox: 0.1820, interm_loss_iou: 0.4317, loss_cls: 0.1903, loss_bbox: 0.1490, loss_iou: 0.3789, d0.loss_cls: 0.2442, d0.loss_bbox: 0.1586, d0.loss_iou: 0.3929, d1.loss_cls: 0.2130, d1.loss_bbox: 0.1529, d1.loss_iou: 0.3838, d2.loss_cls: 0.1982, d2.loss_bbox: 0.1507, d2.loss_iou: 0.3814, d3.loss_cls: 0.1918, d3.loss_bbox: 0.1499, d3.loss_iou: 0.3792, d4.loss_cls: 0.1906, d4.loss_bbox: 0.1489, d4.loss_iou: 0.3784, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2222, dn_loss_iou: 0.3318, d0.dn_loss_cls: 0.0589, d0.dn_loss_bbox: 0.3424, d0.dn_loss_iou: 0.4532, d1.dn_loss_cls: 0.0344, d1.dn_loss_bbox: 0.2485, d1.dn_loss_iou: 0.3596, d2.dn_loss_cls: 0.0285, d2.dn_loss_bbox: 0.2300, d2.dn_loss_iou: 0.3409, d3.dn_loss_cls: 0.0257, d3.dn_loss_bbox: 0.2235, d3.dn_loss_iou: 0.3337, d4.dn_loss_cls: 0.0248, d4.dn_loss_bbox: 0.2222, d4.dn_loss_iou: 0.3317, loss: 9.1054 2024-06-06 12:55:31,057 - mmdet - INFO - Epoch [8][2050/3665] lr: 2.000e-04, eta: 1 day, 18:31:37, time: 9.347, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2179, interm_loss_bbox: 0.1779, interm_loss_iou: 0.4213, loss_cls: 0.1824, loss_bbox: 0.1490, loss_iou: 0.3718, d0.loss_cls: 0.2411, d0.loss_bbox: 0.1537, d0.loss_iou: 0.3791, d1.loss_cls: 0.2068, d1.loss_bbox: 0.1515, d1.loss_iou: 0.3758, d2.loss_cls: 0.1919, d2.loss_bbox: 0.1490, d2.loss_iou: 0.3739, d3.loss_cls: 0.1851, d3.loss_bbox: 0.1492, d3.loss_iou: 0.3728, d4.loss_cls: 0.1824, d4.loss_bbox: 0.1495, d4.loss_iou: 0.3726, dn_loss_cls: 0.0238, dn_loss_bbox: 0.2248, dn_loss_iou: 0.3323, d0.dn_loss_cls: 0.0579, d0.dn_loss_bbox: 0.3427, d0.dn_loss_iou: 0.4527, d1.dn_loss_cls: 0.0337, d1.dn_loss_bbox: 0.2494, d1.dn_loss_iou: 0.3591, d2.dn_loss_cls: 0.0281, d2.dn_loss_bbox: 0.2327, d2.dn_loss_iou: 0.3412, d3.dn_loss_cls: 0.0253, d3.dn_loss_bbox: 0.2260, d3.dn_loss_iou: 0.3343, d4.dn_loss_cls: 0.0242, d4.dn_loss_bbox: 0.2249, d4.dn_loss_iou: 0.3321, loss: 8.9996 2024-06-06 13:03:18,222 - mmdet - INFO - Epoch [8][2100/3665] lr: 2.000e-04, eta: 1 day, 18:23:45, time: 9.343, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2175, interm_loss_bbox: 0.1815, interm_loss_iou: 0.4251, loss_cls: 0.1818, loss_bbox: 0.1513, loss_iou: 0.3740, d0.loss_cls: 0.2377, d0.loss_bbox: 0.1573, d0.loss_iou: 0.3851, d1.loss_cls: 0.2083, d1.loss_bbox: 0.1533, d1.loss_iou: 0.3765, d2.loss_cls: 0.1914, d2.loss_bbox: 0.1514, d2.loss_iou: 0.3757, d3.loss_cls: 0.1848, d3.loss_bbox: 0.1517, d3.loss_iou: 0.3741, d4.loss_cls: 0.1821, d4.loss_bbox: 0.1515, d4.loss_iou: 0.3742, dn_loss_cls: 0.0236, dn_loss_bbox: 0.2151, dn_loss_iou: 0.3305, d0.dn_loss_cls: 0.0563, d0.dn_loss_bbox: 0.3255, d0.dn_loss_iou: 0.4478, d1.dn_loss_cls: 0.0321, d1.dn_loss_bbox: 0.2384, d1.dn_loss_iou: 0.3557, d2.dn_loss_cls: 0.0269, d2.dn_loss_bbox: 0.2218, d2.dn_loss_iou: 0.3381, d3.dn_loss_cls: 0.0243, d3.dn_loss_bbox: 0.2161, d3.dn_loss_iou: 0.3321, d4.dn_loss_cls: 0.0236, d4.dn_loss_bbox: 0.2151, d4.dn_loss_iou: 0.3304, loss: 8.9400 2024-06-06 13:11:03,334 - mmdet - INFO - Epoch [8][2150/3665] lr: 2.000e-04, eta: 1 day, 18:15:52, time: 9.302, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2231, interm_loss_bbox: 0.1729, interm_loss_iou: 0.4244, loss_cls: 0.1906, loss_bbox: 0.1442, loss_iou: 0.3786, d0.loss_cls: 0.2414, d0.loss_bbox: 0.1522, d0.loss_iou: 0.3890, d1.loss_cls: 0.2107, d1.loss_bbox: 0.1481, d1.loss_iou: 0.3825, d2.loss_cls: 0.1990, d2.loss_bbox: 0.1453, d2.loss_iou: 0.3790, d3.loss_cls: 0.1935, d3.loss_bbox: 0.1444, d3.loss_iou: 0.3785, d4.loss_cls: 0.1913, d4.loss_bbox: 0.1439, d4.loss_iou: 0.3785, dn_loss_cls: 0.0239, dn_loss_bbox: 0.2181, dn_loss_iou: 0.3346, d0.dn_loss_cls: 0.0558, d0.dn_loss_bbox: 0.3300, d0.dn_loss_iou: 0.4509, d1.dn_loss_cls: 0.0323, d1.dn_loss_bbox: 0.2427, d1.dn_loss_iou: 0.3600, d2.dn_loss_cls: 0.0272, d2.dn_loss_bbox: 0.2256, d2.dn_loss_iou: 0.3427, d3.dn_loss_cls: 0.0250, d3.dn_loss_bbox: 0.2196, d3.dn_loss_iou: 0.3365, d4.dn_loss_cls: 0.0241, d4.dn_loss_bbox: 0.2181, d4.dn_loss_iou: 0.3345, loss: 9.0130 2024-06-06 13:18:55,761 - mmdet - INFO - Epoch [8][2200/3665] lr: 2.000e-04, eta: 1 day, 18:08:03, time: 9.449, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2165, interm_loss_bbox: 0.1785, interm_loss_iou: 0.4198, loss_cls: 0.1848, loss_bbox: 0.1477, loss_iou: 0.3709, d0.loss_cls: 0.2359, d0.loss_bbox: 0.1550, d0.loss_iou: 0.3820, d1.loss_cls: 0.2036, d1.loss_bbox: 0.1518, d1.loss_iou: 0.3771, d2.loss_cls: 0.1914, d2.loss_bbox: 0.1490, d2.loss_iou: 0.3729, d3.loss_cls: 0.1872, d3.loss_bbox: 0.1475, d3.loss_iou: 0.3707, d4.loss_cls: 0.1851, d4.loss_bbox: 0.1476, d4.loss_iou: 0.3710, dn_loss_cls: 0.0232, dn_loss_bbox: 0.2120, dn_loss_iou: 0.3275, d0.dn_loss_cls: 0.0568, d0.dn_loss_bbox: 0.3272, d0.dn_loss_iou: 0.4447, d1.dn_loss_cls: 0.0324, d1.dn_loss_bbox: 0.2366, d1.dn_loss_iou: 0.3537, d2.dn_loss_cls: 0.0269, d2.dn_loss_bbox: 0.2193, d2.dn_loss_iou: 0.3362, d3.dn_loss_cls: 0.0243, d3.dn_loss_bbox: 0.2131, d3.dn_loss_iou: 0.3294, d4.dn_loss_cls: 0.0234, d4.dn_loss_bbox: 0.2120, d4.dn_loss_iou: 0.3274, loss: 8.8721 2024-06-06 13:26:42,994 - mmdet - INFO - Epoch [8][2250/3665] lr: 2.000e-04, eta: 1 day, 18:00:10, time: 9.345, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2157, interm_loss_bbox: 0.1739, interm_loss_iou: 0.4111, loss_cls: 0.1852, loss_bbox: 0.1457, loss_iou: 0.3600, d0.loss_cls: 0.2338, d0.loss_bbox: 0.1521, d0.loss_iou: 0.3725, d1.loss_cls: 0.2029, d1.loss_bbox: 0.1507, d1.loss_iou: 0.3684, d2.loss_cls: 0.1931, d2.loss_bbox: 0.1462, d2.loss_iou: 0.3619, d3.loss_cls: 0.1868, d3.loss_bbox: 0.1465, d3.loss_iou: 0.3612, d4.loss_cls: 0.1851, d4.loss_bbox: 0.1460, d4.loss_iou: 0.3605, dn_loss_cls: 0.0254, dn_loss_bbox: 0.2183, dn_loss_iou: 0.3217, d0.dn_loss_cls: 0.0575, d0.dn_loss_bbox: 0.3313, d0.dn_loss_iou: 0.4357, d1.dn_loss_cls: 0.0334, d1.dn_loss_bbox: 0.2422, d1.dn_loss_iou: 0.3467, d2.dn_loss_cls: 0.0286, d2.dn_loss_bbox: 0.2249, d2.dn_loss_iou: 0.3291, d3.dn_loss_cls: 0.0262, d3.dn_loss_bbox: 0.2194, d3.dn_loss_iou: 0.3233, d4.dn_loss_cls: 0.0255, d4.dn_loss_bbox: 0.2183, d4.dn_loss_iou: 0.3216, loss: 8.7884 2024-06-06 13:34:29,734 - mmdet - INFO - Epoch [8][2300/3665] lr: 2.000e-04, eta: 1 day, 17:52:18, time: 9.335, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2154, interm_loss_bbox: 0.1771, interm_loss_iou: 0.4261, loss_cls: 0.1825, loss_bbox: 0.1486, loss_iou: 0.3798, d0.loss_cls: 0.2331, d0.loss_bbox: 0.1555, d0.loss_iou: 0.3888, d1.loss_cls: 0.2055, d1.loss_bbox: 0.1507, d1.loss_iou: 0.3832, d2.loss_cls: 0.1914, d2.loss_bbox: 0.1488, d2.loss_iou: 0.3801, d3.loss_cls: 0.1853, d3.loss_bbox: 0.1490, d3.loss_iou: 0.3796, d4.loss_cls: 0.1829, d4.loss_bbox: 0.1489, d4.loss_iou: 0.3799, dn_loss_cls: 0.0228, dn_loss_bbox: 0.2217, dn_loss_iou: 0.3283, d0.dn_loss_cls: 0.0547, d0.dn_loss_bbox: 0.3306, d0.dn_loss_iou: 0.4453, d1.dn_loss_cls: 0.0318, d1.dn_loss_bbox: 0.2437, d1.dn_loss_iou: 0.3534, d2.dn_loss_cls: 0.0264, d2.dn_loss_bbox: 0.2278, d2.dn_loss_iou: 0.3356, d3.dn_loss_cls: 0.0241, d3.dn_loss_bbox: 0.2225, d3.dn_loss_iou: 0.3299, d4.dn_loss_cls: 0.0230, d4.dn_loss_bbox: 0.2217, d4.dn_loss_iou: 0.3282, loss: 8.9639 2024-06-06 13:42:17,227 - mmdet - INFO - Epoch [8][2350/3665] lr: 2.000e-04, eta: 1 day, 17:44:26, time: 9.350, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2202, interm_loss_bbox: 0.1766, interm_loss_iou: 0.4139, loss_cls: 0.1876, loss_bbox: 0.1485, loss_iou: 0.3688, d0.loss_cls: 0.2373, d0.loss_bbox: 0.1555, d0.loss_iou: 0.3808, d1.loss_cls: 0.2096, d1.loss_bbox: 0.1512, d1.loss_iou: 0.3738, d2.loss_cls: 0.1953, d2.loss_bbox: 0.1497, d2.loss_iou: 0.3705, d3.loss_cls: 0.1903, d3.loss_bbox: 0.1481, d3.loss_iou: 0.3685, d4.loss_cls: 0.1880, d4.loss_bbox: 0.1485, d4.loss_iou: 0.3686, dn_loss_cls: 0.0231, dn_loss_bbox: 0.2226, dn_loss_iou: 0.3201, d0.dn_loss_cls: 0.0569, d0.dn_loss_bbox: 0.3382, d0.dn_loss_iou: 0.4374, d1.dn_loss_cls: 0.0326, d1.dn_loss_bbox: 0.2466, d1.dn_loss_iou: 0.3460, d2.dn_loss_cls: 0.0270, d2.dn_loss_bbox: 0.2296, d2.dn_loss_iou: 0.3278, d3.dn_loss_cls: 0.0243, d3.dn_loss_bbox: 0.2238, d3.dn_loss_iou: 0.3219, d4.dn_loss_cls: 0.0233, d4.dn_loss_bbox: 0.2226, d4.dn_loss_iou: 0.3200, loss: 8.8951 2024-06-06 13:50:07,419 - mmdet - INFO - Epoch [8][2400/3665] lr: 2.000e-04, eta: 1 day, 17:36:36, time: 9.404, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2214, interm_loss_bbox: 0.1800, interm_loss_iou: 0.4075, loss_cls: 0.1893, loss_bbox: 0.1504, loss_iou: 0.3572, d0.loss_cls: 0.2385, d0.loss_bbox: 0.1581, d0.loss_iou: 0.3708, d1.loss_cls: 0.2082, d1.loss_bbox: 0.1555, d1.loss_iou: 0.3641, d2.loss_cls: 0.1976, d2.loss_bbox: 0.1525, d2.loss_iou: 0.3592, d3.loss_cls: 0.1924, d3.loss_bbox: 0.1505, d3.loss_iou: 0.3577, d4.loss_cls: 0.1899, d4.loss_bbox: 0.1507, d4.loss_iou: 0.3576, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2301, dn_loss_iou: 0.3268, d0.dn_loss_cls: 0.0575, d0.dn_loss_bbox: 0.3425, d0.dn_loss_iou: 0.4422, d1.dn_loss_cls: 0.0333, d1.dn_loss_bbox: 0.2540, d1.dn_loss_iou: 0.3520, d2.dn_loss_cls: 0.0282, d2.dn_loss_bbox: 0.2370, d2.dn_loss_iou: 0.3344, d3.dn_loss_cls: 0.0255, d3.dn_loss_bbox: 0.2311, d3.dn_loss_iou: 0.3285, d4.dn_loss_cls: 0.0248, d4.dn_loss_bbox: 0.2302, d4.dn_loss_iou: 0.3266, loss: 8.9386 2024-06-06 13:58:02,386 - mmdet - INFO - Epoch [8][2450/3665] lr: 2.000e-04, eta: 1 day, 17:28:48, time: 9.499, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2192, interm_loss_bbox: 0.1785, interm_loss_iou: 0.4150, loss_cls: 0.1859, loss_bbox: 0.1486, loss_iou: 0.3659, d0.loss_cls: 0.2386, d0.loss_bbox: 0.1548, d0.loss_iou: 0.3759, d1.loss_cls: 0.2075, d1.loss_bbox: 0.1520, d1.loss_iou: 0.3709, d2.loss_cls: 0.1955, d2.loss_bbox: 0.1492, d2.loss_iou: 0.3660, d3.loss_cls: 0.1891, d3.loss_bbox: 0.1489, d3.loss_iou: 0.3659, d4.loss_cls: 0.1862, d4.loss_bbox: 0.1488, d4.loss_iou: 0.3663, dn_loss_cls: 0.0240, dn_loss_bbox: 0.2254, dn_loss_iou: 0.3264, d0.dn_loss_cls: 0.0562, d0.dn_loss_bbox: 0.3395, d0.dn_loss_iou: 0.4427, d1.dn_loss_cls: 0.0329, d1.dn_loss_bbox: 0.2498, d1.dn_loss_iou: 0.3522, d2.dn_loss_cls: 0.0276, d2.dn_loss_bbox: 0.2325, d2.dn_loss_iou: 0.3344, d3.dn_loss_cls: 0.0250, d3.dn_loss_bbox: 0.2266, d3.dn_loss_iou: 0.3284, d4.dn_loss_cls: 0.0242, d4.dn_loss_bbox: 0.2254, d4.dn_loss_iou: 0.3263, loss: 8.9284 2024-06-06 14:05:49,243 - mmdet - INFO - Epoch [8][2500/3665] lr: 2.000e-04, eta: 1 day, 17:20:56, time: 9.337, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2160, interm_loss_bbox: 0.1722, interm_loss_iou: 0.4221, loss_cls: 0.1821, loss_bbox: 0.1479, loss_iou: 0.3817, d0.loss_cls: 0.2351, d0.loss_bbox: 0.1534, d0.loss_iou: 0.3886, d1.loss_cls: 0.2034, d1.loss_bbox: 0.1511, d1.loss_iou: 0.3856, d2.loss_cls: 0.1906, d2.loss_bbox: 0.1488, d2.loss_iou: 0.3822, d3.loss_cls: 0.1848, d3.loss_bbox: 0.1484, d3.loss_iou: 0.3816, d4.loss_cls: 0.1825, d4.loss_bbox: 0.1482, d4.loss_iou: 0.3816, dn_loss_cls: 0.0248, dn_loss_bbox: 0.2179, dn_loss_iou: 0.3355, d0.dn_loss_cls: 0.0577, d0.dn_loss_bbox: 0.3278, d0.dn_loss_iou: 0.4517, d1.dn_loss_cls: 0.0341, d1.dn_loss_bbox: 0.2421, d1.dn_loss_iou: 0.3617, d2.dn_loss_cls: 0.0285, d2.dn_loss_bbox: 0.2246, d2.dn_loss_iou: 0.3437, d3.dn_loss_cls: 0.0258, d3.dn_loss_bbox: 0.2190, d3.dn_loss_iou: 0.3375, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2180, d4.dn_loss_iou: 0.3354, loss: 8.9986 2024-06-06 14:13:45,118 - mmdet - INFO - Epoch [8][2550/3665] lr: 2.000e-04, eta: 1 day, 17:13:08, time: 9.517, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2168, interm_loss_bbox: 0.1747, interm_loss_iou: 0.4154, loss_cls: 0.1833, loss_bbox: 0.1486, loss_iou: 0.3717, d0.loss_cls: 0.2332, d0.loss_bbox: 0.1536, d0.loss_iou: 0.3800, d1.loss_cls: 0.2039, d1.loss_bbox: 0.1510, d1.loss_iou: 0.3747, d2.loss_cls: 0.1910, d2.loss_bbox: 0.1496, d2.loss_iou: 0.3726, d3.loss_cls: 0.1855, d3.loss_bbox: 0.1488, d3.loss_iou: 0.3717, d4.loss_cls: 0.1836, d4.loss_bbox: 0.1485, d4.loss_iou: 0.3719, dn_loss_cls: 0.0232, dn_loss_bbox: 0.2190, dn_loss_iou: 0.3334, d0.dn_loss_cls: 0.0562, d0.dn_loss_bbox: 0.3257, d0.dn_loss_iou: 0.4473, d1.dn_loss_cls: 0.0322, d1.dn_loss_bbox: 0.2405, d1.dn_loss_iou: 0.3587, d2.dn_loss_cls: 0.0271, d2.dn_loss_bbox: 0.2248, d2.dn_loss_iou: 0.3415, d3.dn_loss_cls: 0.0244, d3.dn_loss_bbox: 0.2199, d3.dn_loss_iou: 0.3351, d4.dn_loss_cls: 0.0234, d4.dn_loss_bbox: 0.2191, d4.dn_loss_iou: 0.3333, loss: 8.9148 2024-06-06 14:21:33,855 - mmdet - INFO - Epoch [8][2600/3665] lr: 2.000e-04, eta: 1 day, 17:05:17, time: 9.375, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2154, interm_loss_bbox: 0.1759, interm_loss_iou: 0.4107, loss_cls: 0.1785, loss_bbox: 0.1486, loss_iou: 0.3692, d0.loss_cls: 0.2321, d0.loss_bbox: 0.1538, d0.loss_iou: 0.3772, d1.loss_cls: 0.2006, d1.loss_bbox: 0.1505, d1.loss_iou: 0.3730, d2.loss_cls: 0.1863, d2.loss_bbox: 0.1495, d2.loss_iou: 0.3709, d3.loss_cls: 0.1812, d3.loss_bbox: 0.1485, d3.loss_iou: 0.3696, d4.loss_cls: 0.1790, d4.loss_bbox: 0.1486, d4.loss_iou: 0.3695, dn_loss_cls: 0.0231, dn_loss_bbox: 0.2126, dn_loss_iou: 0.3262, d0.dn_loss_cls: 0.0558, d0.dn_loss_bbox: 0.3201, d0.dn_loss_iou: 0.4397, d1.dn_loss_cls: 0.0323, d1.dn_loss_bbox: 0.2357, d1.dn_loss_iou: 0.3514, d2.dn_loss_cls: 0.0272, d2.dn_loss_bbox: 0.2193, d2.dn_loss_iou: 0.3344, d3.dn_loss_cls: 0.0243, d3.dn_loss_bbox: 0.2137, d3.dn_loss_iou: 0.3281, d4.dn_loss_cls: 0.0234, d4.dn_loss_bbox: 0.2126, d4.dn_loss_iou: 0.3261, loss: 8.7950 2024-06-06 14:29:27,019 - mmdet - INFO - Epoch [8][2650/3665] lr: 2.000e-04, eta: 1 day, 16:57:29, time: 9.463, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2167, interm_loss_bbox: 0.1715, interm_loss_iou: 0.4212, loss_cls: 0.1824, loss_bbox: 0.1449, loss_iou: 0.3772, d0.loss_cls: 0.2322, d0.loss_bbox: 0.1519, d0.loss_iou: 0.3855, d1.loss_cls: 0.2026, d1.loss_bbox: 0.1483, d1.loss_iou: 0.3807, d2.loss_cls: 0.1891, d2.loss_bbox: 0.1470, d2.loss_iou: 0.3786, d3.loss_cls: 0.1840, d3.loss_bbox: 0.1459, d3.loss_iou: 0.3778, d4.loss_cls: 0.1817, d4.loss_bbox: 0.1454, d4.loss_iou: 0.3781, dn_loss_cls: 0.0241, dn_loss_bbox: 0.2122, dn_loss_iou: 0.3308, d0.dn_loss_cls: 0.0575, d0.dn_loss_bbox: 0.3294, d0.dn_loss_iou: 0.4520, d1.dn_loss_cls: 0.0332, d1.dn_loss_bbox: 0.2377, d1.dn_loss_iou: 0.3580, d2.dn_loss_cls: 0.0278, d2.dn_loss_bbox: 0.2199, d2.dn_loss_iou: 0.3396, d3.dn_loss_cls: 0.0253, d3.dn_loss_bbox: 0.2135, d3.dn_loss_iou: 0.3327, d4.dn_loss_cls: 0.0243, d4.dn_loss_bbox: 0.2122, d4.dn_loss_iou: 0.3307, loss: 8.9037 2024-06-06 14:37:14,633 - mmdet - INFO - Epoch [8][2700/3665] lr: 2.000e-04, eta: 1 day, 16:49:37, time: 9.352, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2147, interm_loss_bbox: 0.1747, interm_loss_iou: 0.4284, loss_cls: 0.1842, loss_bbox: 0.1474, loss_iou: 0.3829, d0.loss_cls: 0.2344, d0.loss_bbox: 0.1540, d0.loss_iou: 0.3940, d1.loss_cls: 0.2029, d1.loss_bbox: 0.1498, d1.loss_iou: 0.3881, d2.loss_cls: 0.1899, d2.loss_bbox: 0.1496, d2.loss_iou: 0.3867, d3.loss_cls: 0.1860, d3.loss_bbox: 0.1476, d3.loss_iou: 0.3838, d4.loss_cls: 0.1843, d4.loss_bbox: 0.1474, d4.loss_iou: 0.3837, dn_loss_cls: 0.0230, dn_loss_bbox: 0.2116, dn_loss_iou: 0.3308, d0.dn_loss_cls: 0.0567, d0.dn_loss_bbox: 0.3263, d0.dn_loss_iou: 0.4526, d1.dn_loss_cls: 0.0325, d1.dn_loss_bbox: 0.2365, d1.dn_loss_iou: 0.3577, d2.dn_loss_cls: 0.0269, d2.dn_loss_bbox: 0.2190, d2.dn_loss_iou: 0.3392, d3.dn_loss_cls: 0.0241, d3.dn_loss_bbox: 0.2126, d3.dn_loss_iou: 0.3327, d4.dn_loss_cls: 0.0232, d4.dn_loss_bbox: 0.2116, d4.dn_loss_iou: 0.3307, loss: 8.9621 2024-06-06 14:44:49,281 - mmdet - INFO - Epoch [8][2750/3665] lr: 2.000e-04, eta: 1 day, 16:41:38, time: 9.093, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2130, interm_loss_bbox: 0.1755, interm_loss_iou: 0.4242, loss_cls: 0.1844, loss_bbox: 0.1455, loss_iou: 0.3771, d0.loss_cls: 0.2343, d0.loss_bbox: 0.1538, d0.loss_iou: 0.3874, d1.loss_cls: 0.2021, d1.loss_bbox: 0.1502, d1.loss_iou: 0.3849, d2.loss_cls: 0.1900, d2.loss_bbox: 0.1480, d2.loss_iou: 0.3803, d3.loss_cls: 0.1870, d3.loss_bbox: 0.1456, d3.loss_iou: 0.3773, d4.loss_cls: 0.1847, d4.loss_bbox: 0.1453, d4.loss_iou: 0.3773, dn_loss_cls: 0.0229, dn_loss_bbox: 0.2138, dn_loss_iou: 0.3316, d0.dn_loss_cls: 0.0556, d0.dn_loss_bbox: 0.3197, d0.dn_loss_iou: 0.4462, d1.dn_loss_cls: 0.0321, d1.dn_loss_bbox: 0.2359, d1.dn_loss_iou: 0.3567, d2.dn_loss_cls: 0.0269, d2.dn_loss_bbox: 0.2199, d2.dn_loss_iou: 0.3392, d3.dn_loss_cls: 0.0242, d3.dn_loss_bbox: 0.2147, d3.dn_loss_iou: 0.3332, d4.dn_loss_cls: 0.0233, d4.dn_loss_bbox: 0.2138, d4.dn_loss_iou: 0.3315, loss: 8.9094 2024-06-06 14:52:45,559 - mmdet - INFO - Epoch [8][2800/3665] lr: 2.000e-04, eta: 1 day, 16:33:51, time: 9.526, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2187, interm_loss_bbox: 0.1789, interm_loss_iou: 0.4194, loss_cls: 0.1851, loss_bbox: 0.1518, loss_iou: 0.3754, d0.loss_cls: 0.2375, d0.loss_bbox: 0.1569, d0.loss_iou: 0.3831, d1.loss_cls: 0.2079, d1.loss_bbox: 0.1543, d1.loss_iou: 0.3783, d2.loss_cls: 0.1945, d2.loss_bbox: 0.1515, d2.loss_iou: 0.3762, d3.loss_cls: 0.1883, d3.loss_bbox: 0.1509, d3.loss_iou: 0.3749, d4.loss_cls: 0.1857, d4.loss_bbox: 0.1514, d4.loss_iou: 0.3757, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2236, dn_loss_iou: 0.3343, d0.dn_loss_cls: 0.0589, d0.dn_loss_bbox: 0.3435, d0.dn_loss_iou: 0.4567, d1.dn_loss_cls: 0.0340, d1.dn_loss_bbox: 0.2485, d1.dn_loss_iou: 0.3614, d2.dn_loss_cls: 0.0283, d2.dn_loss_bbox: 0.2308, d2.dn_loss_iou: 0.3428, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2247, d3.dn_loss_iou: 0.3361, d4.dn_loss_cls: 0.0248, d4.dn_loss_bbox: 0.2236, d4.dn_loss_iou: 0.3342, loss: 9.0530 2024-06-06 15:00:39,503 - mmdet - INFO - Epoch [8][2850/3665] lr: 2.000e-04, eta: 1 day, 16:26:02, time: 9.479, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2188, interm_loss_bbox: 0.1718, interm_loss_iou: 0.4172, loss_cls: 0.1834, loss_bbox: 0.1494, loss_iou: 0.3768, d0.loss_cls: 0.2347, d0.loss_bbox: 0.1542, d0.loss_iou: 0.3855, d1.loss_cls: 0.2046, d1.loss_bbox: 0.1514, d1.loss_iou: 0.3795, d2.loss_cls: 0.1924, d2.loss_bbox: 0.1498, d2.loss_iou: 0.3760, d3.loss_cls: 0.1870, d3.loss_bbox: 0.1489, d3.loss_iou: 0.3756, d4.loss_cls: 0.1840, d4.loss_bbox: 0.1493, d4.loss_iou: 0.3766, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2160, dn_loss_iou: 0.3352, d0.dn_loss_cls: 0.0583, d0.dn_loss_bbox: 0.3263, d0.dn_loss_iou: 0.4518, d1.dn_loss_cls: 0.0340, d1.dn_loss_bbox: 0.2404, d1.dn_loss_iou: 0.3613, d2.dn_loss_cls: 0.0287, d2.dn_loss_bbox: 0.2237, d2.dn_loss_iou: 0.3438, d3.dn_loss_cls: 0.0262, d3.dn_loss_bbox: 0.2173, d3.dn_loss_iou: 0.3372, d4.dn_loss_cls: 0.0256, d4.dn_loss_bbox: 0.2160, d4.dn_loss_iou: 0.3351, loss: 8.9700 2024-06-06 15:08:34,343 - mmdet - INFO - Epoch [8][2900/3665] lr: 2.000e-04, eta: 1 day, 16:18:15, time: 9.497, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2227, interm_loss_bbox: 0.1793, interm_loss_iou: 0.4137, loss_cls: 0.1853, loss_bbox: 0.1560, loss_iou: 0.3710, d0.loss_cls: 0.2387, d0.loss_bbox: 0.1590, d0.loss_iou: 0.3790, d1.loss_cls: 0.2080, d1.loss_bbox: 0.1561, d1.loss_iou: 0.3738, d2.loss_cls: 0.1958, d2.loss_bbox: 0.1547, d2.loss_iou: 0.3712, d3.loss_cls: 0.1891, d3.loss_bbox: 0.1553, d3.loss_iou: 0.3704, d4.loss_cls: 0.1860, d4.loss_bbox: 0.1565, d4.loss_iou: 0.3712, dn_loss_cls: 0.0250, dn_loss_bbox: 0.2251, dn_loss_iou: 0.3333, d0.dn_loss_cls: 0.0593, d0.dn_loss_bbox: 0.3406, d0.dn_loss_iou: 0.4537, d1.dn_loss_cls: 0.0345, d1.dn_loss_bbox: 0.2503, d1.dn_loss_iou: 0.3610, d2.dn_loss_cls: 0.0289, d2.dn_loss_bbox: 0.2329, d2.dn_loss_iou: 0.3425, d3.dn_loss_cls: 0.0261, d3.dn_loss_bbox: 0.2263, d3.dn_loss_iou: 0.3354, d4.dn_loss_cls: 0.0253, d4.dn_loss_bbox: 0.2251, d4.dn_loss_iou: 0.3332, loss: 9.0515 2024-06-06 15:16:29,560 - mmdet - INFO - Epoch [8][2950/3665] lr: 2.000e-04, eta: 1 day, 16:10:27, time: 9.504, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2134, interm_loss_bbox: 0.1739, interm_loss_iou: 0.4061, loss_cls: 0.1816, loss_bbox: 0.1477, loss_iou: 0.3641, d0.loss_cls: 0.2295, d0.loss_bbox: 0.1510, d0.loss_iou: 0.3720, d1.loss_cls: 0.1987, d1.loss_bbox: 0.1504, d1.loss_iou: 0.3686, d2.loss_cls: 0.1890, d2.loss_bbox: 0.1477, d2.loss_iou: 0.3648, d3.loss_cls: 0.1838, d3.loss_bbox: 0.1474, d3.loss_iou: 0.3643, d4.loss_cls: 0.1822, d4.loss_bbox: 0.1474, d4.loss_iou: 0.3642, dn_loss_cls: 0.0222, dn_loss_bbox: 0.2160, dn_loss_iou: 0.3212, d0.dn_loss_cls: 0.0545, d0.dn_loss_bbox: 0.3243, d0.dn_loss_iou: 0.4349, d1.dn_loss_cls: 0.0310, d1.dn_loss_bbox: 0.2386, d1.dn_loss_iou: 0.3469, d2.dn_loss_cls: 0.0258, d2.dn_loss_bbox: 0.2223, d2.dn_loss_iou: 0.3291, d3.dn_loss_cls: 0.0233, d3.dn_loss_bbox: 0.2169, d3.dn_loss_iou: 0.3229, d4.dn_loss_cls: 0.0224, d4.dn_loss_bbox: 0.2160, d4.dn_loss_iou: 0.3211, loss: 8.7370 2024-06-06 15:24:23,447 - mmdet - INFO - Epoch [8][3000/3665] lr: 2.000e-04, eta: 1 day, 16:02:38, time: 9.478, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2129, interm_loss_bbox: 0.1757, interm_loss_iou: 0.4235, loss_cls: 0.1816, loss_bbox: 0.1466, loss_iou: 0.3739, d0.loss_cls: 0.2313, d0.loss_bbox: 0.1526, d0.loss_iou: 0.3847, d1.loss_cls: 0.2014, d1.loss_bbox: 0.1498, d1.loss_iou: 0.3798, d2.loss_cls: 0.1892, d2.loss_bbox: 0.1479, d2.loss_iou: 0.3756, d3.loss_cls: 0.1840, d3.loss_bbox: 0.1472, d3.loss_iou: 0.3743, d4.loss_cls: 0.1823, d4.loss_bbox: 0.1466, d4.loss_iou: 0.3737, dn_loss_cls: 0.0222, dn_loss_bbox: 0.2112, dn_loss_iou: 0.3253, d0.dn_loss_cls: 0.0555, d0.dn_loss_bbox: 0.3263, d0.dn_loss_iou: 0.4440, d1.dn_loss_cls: 0.0319, d1.dn_loss_bbox: 0.2347, d1.dn_loss_iou: 0.3504, d2.dn_loss_cls: 0.0263, d2.dn_loss_bbox: 0.2182, d2.dn_loss_iou: 0.3333, d3.dn_loss_cls: 0.0235, d3.dn_loss_bbox: 0.2123, d3.dn_loss_iou: 0.3271, d4.dn_loss_cls: 0.0226, d4.dn_loss_bbox: 0.2112, d4.dn_loss_iou: 0.3252, loss: 8.8357 2024-06-06 15:32:11,805 - mmdet - INFO - Epoch [8][3050/3665] lr: 2.000e-04, eta: 1 day, 15:54:47, time: 9.367, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2211, interm_loss_bbox: 0.1832, interm_loss_iou: 0.4135, loss_cls: 0.1841, loss_bbox: 0.1529, loss_iou: 0.3656, d0.loss_cls: 0.2389, d0.loss_bbox: 0.1567, d0.loss_iou: 0.3730, d1.loss_cls: 0.2056, d1.loss_bbox: 0.1555, d1.loss_iou: 0.3694, d2.loss_cls: 0.1935, d2.loss_bbox: 0.1524, d2.loss_iou: 0.3661, d3.loss_cls: 0.1873, d3.loss_bbox: 0.1527, d3.loss_iou: 0.3654, d4.loss_cls: 0.1846, d4.loss_bbox: 0.1530, d4.loss_iou: 0.3658, dn_loss_cls: 0.0231, dn_loss_bbox: 0.2193, dn_loss_iou: 0.3223, d0.dn_loss_cls: 0.0553, d0.dn_loss_bbox: 0.3347, d0.dn_loss_iou: 0.4399, d1.dn_loss_cls: 0.0318, d1.dn_loss_bbox: 0.2440, d1.dn_loss_iou: 0.3481, d2.dn_loss_cls: 0.0267, d2.dn_loss_bbox: 0.2270, d2.dn_loss_iou: 0.3305, d3.dn_loss_cls: 0.0241, d3.dn_loss_bbox: 0.2206, d3.dn_loss_iou: 0.3240, d4.dn_loss_cls: 0.0233, d4.dn_loss_bbox: 0.2193, d4.dn_loss_iou: 0.3221, loss: 8.8762 2024-06-06 15:40:17,266 - mmdet - INFO - Epoch [8][3100/3665] lr: 2.000e-04, eta: 1 day, 15:47:05, time: 9.709, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2142, interm_loss_bbox: 0.1760, interm_loss_iou: 0.4108, loss_cls: 0.1818, loss_bbox: 0.1489, loss_iou: 0.3664, d0.loss_cls: 0.2315, d0.loss_bbox: 0.1544, d0.loss_iou: 0.3752, d1.loss_cls: 0.2011, d1.loss_bbox: 0.1514, d1.loss_iou: 0.3711, d2.loss_cls: 0.1904, d2.loss_bbox: 0.1497, d2.loss_iou: 0.3677, d3.loss_cls: 0.1852, d3.loss_bbox: 0.1479, d3.loss_iou: 0.3662, d4.loss_cls: 0.1833, d4.loss_bbox: 0.1476, d4.loss_iou: 0.3657, dn_loss_cls: 0.0216, dn_loss_bbox: 0.2166, dn_loss_iou: 0.3172, d0.dn_loss_cls: 0.0536, d0.dn_loss_bbox: 0.3286, d0.dn_loss_iou: 0.4336, d1.dn_loss_cls: 0.0304, d1.dn_loss_bbox: 0.2408, d1.dn_loss_iou: 0.3426, d2.dn_loss_cls: 0.0255, d2.dn_loss_bbox: 0.2233, d2.dn_loss_iou: 0.3251, d3.dn_loss_cls: 0.0227, d3.dn_loss_bbox: 0.2177, d3.dn_loss_iou: 0.3190, d4.dn_loss_cls: 0.0218, d4.dn_loss_bbox: 0.2166, d4.dn_loss_iou: 0.3170, loss: 8.7604 2024-06-06 15:48:15,170 - mmdet - INFO - Epoch [8][3150/3665] lr: 2.000e-04, eta: 1 day, 15:39:18, time: 9.558, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2127, interm_loss_bbox: 0.1775, interm_loss_iou: 0.4123, loss_cls: 0.1817, loss_bbox: 0.1481, loss_iou: 0.3653, d0.loss_cls: 0.2303, d0.loss_bbox: 0.1540, d0.loss_iou: 0.3714, d1.loss_cls: 0.1997, d1.loss_bbox: 0.1513, d1.loss_iou: 0.3691, d2.loss_cls: 0.1896, d2.loss_bbox: 0.1485, d2.loss_iou: 0.3662, d3.loss_cls: 0.1848, d3.loss_bbox: 0.1477, d3.loss_iou: 0.3651, d4.loss_cls: 0.1825, d4.loss_bbox: 0.1479, d4.loss_iou: 0.3652, dn_loss_cls: 0.0242, dn_loss_bbox: 0.2139, dn_loss_iou: 0.3286, d0.dn_loss_cls: 0.0562, d0.dn_loss_bbox: 0.3292, d0.dn_loss_iou: 0.4496, d1.dn_loss_cls: 0.0326, d1.dn_loss_bbox: 0.2396, d1.dn_loss_iou: 0.3560, d2.dn_loss_cls: 0.0276, d2.dn_loss_bbox: 0.2217, d2.dn_loss_iou: 0.3374, d3.dn_loss_cls: 0.0251, d3.dn_loss_bbox: 0.2150, d3.dn_loss_iou: 0.3306, d4.dn_loss_cls: 0.0243, d4.dn_loss_bbox: 0.2139, d4.dn_loss_iou: 0.3285, loss: 8.8250 2024-06-06 15:56:13,290 - mmdet - INFO - Epoch [8][3200/3665] lr: 2.000e-04, eta: 1 day, 15:31:32, time: 9.562, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2185, interm_loss_bbox: 0.1806, interm_loss_iou: 0.4259, loss_cls: 0.1865, loss_bbox: 0.1509, loss_iou: 0.3755, d0.loss_cls: 0.2376, d0.loss_bbox: 0.1571, d0.loss_iou: 0.3859, d1.loss_cls: 0.2069, d1.loss_bbox: 0.1546, d1.loss_iou: 0.3820, d2.loss_cls: 0.1942, d2.loss_bbox: 0.1515, d2.loss_iou: 0.3773, d3.loss_cls: 0.1886, d3.loss_bbox: 0.1514, d3.loss_iou: 0.3757, d4.loss_cls: 0.1868, d4.loss_bbox: 0.1508, d4.loss_iou: 0.3755, dn_loss_cls: 0.0241, dn_loss_bbox: 0.2178, dn_loss_iou: 0.3311, d0.dn_loss_cls: 0.0564, d0.dn_loss_bbox: 0.3266, d0.dn_loss_iou: 0.4471, d1.dn_loss_cls: 0.0330, d1.dn_loss_bbox: 0.2421, d1.dn_loss_iou: 0.3576, d2.dn_loss_cls: 0.0275, d2.dn_loss_bbox: 0.2250, d2.dn_loss_iou: 0.3394, d3.dn_loss_cls: 0.0251, d3.dn_loss_bbox: 0.2189, d3.dn_loss_iou: 0.3329, d4.dn_loss_cls: 0.0243, d4.dn_loss_bbox: 0.2178, d4.dn_loss_iou: 0.3310, loss: 8.9914 2024-06-06 16:04:03,453 - mmdet - INFO - Epoch [8][3250/3665] lr: 2.000e-04, eta: 1 day, 15:23:41, time: 9.403, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2125, interm_loss_bbox: 0.1799, interm_loss_iou: 0.4108, loss_cls: 0.1762, loss_bbox: 0.1518, loss_iou: 0.3671, d0.loss_cls: 0.2285, d0.loss_bbox: 0.1566, d0.loss_iou: 0.3751, d1.loss_cls: 0.1961, d1.loss_bbox: 0.1544, d1.loss_iou: 0.3712, d2.loss_cls: 0.1856, d2.loss_bbox: 0.1513, d2.loss_iou: 0.3663, d3.loss_cls: 0.1793, d3.loss_bbox: 0.1512, d3.loss_iou: 0.3659, d4.loss_cls: 0.1773, d4.loss_bbox: 0.1511, d4.loss_iou: 0.3663, dn_loss_cls: 0.0219, dn_loss_bbox: 0.2160, dn_loss_iou: 0.3166, d0.dn_loss_cls: 0.0549, d0.dn_loss_bbox: 0.3329, d0.dn_loss_iou: 0.4328, d1.dn_loss_cls: 0.0315, d1.dn_loss_bbox: 0.2423, d1.dn_loss_iou: 0.3435, d2.dn_loss_cls: 0.0259, d2.dn_loss_bbox: 0.2239, d2.dn_loss_iou: 0.3257, d3.dn_loss_cls: 0.0231, d3.dn_loss_bbox: 0.2173, d3.dn_loss_iou: 0.3187, d4.dn_loss_cls: 0.0222, d4.dn_loss_bbox: 0.2160, d4.dn_loss_iou: 0.3165, loss: 8.7564 2024-06-06 16:12:00,750 - mmdet - INFO - Epoch [8][3300/3665] lr: 2.000e-04, eta: 1 day, 15:15:55, time: 9.546, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2188, interm_loss_bbox: 0.1845, interm_loss_iou: 0.4154, loss_cls: 0.1878, loss_bbox: 0.1516, loss_iou: 0.3615, d0.loss_cls: 0.2357, d0.loss_bbox: 0.1603, d0.loss_iou: 0.3756, d1.loss_cls: 0.2056, d1.loss_bbox: 0.1567, d1.loss_iou: 0.3689, d2.loss_cls: 0.1947, d2.loss_bbox: 0.1528, d2.loss_iou: 0.3643, d3.loss_cls: 0.1906, d3.loss_bbox: 0.1514, d3.loss_iou: 0.3618, d4.loss_cls: 0.1884, d4.loss_bbox: 0.1512, d4.loss_iou: 0.3617, dn_loss_cls: 0.0234, dn_loss_bbox: 0.2209, dn_loss_iou: 0.3224, d0.dn_loss_cls: 0.0560, d0.dn_loss_bbox: 0.3370, d0.dn_loss_iou: 0.4417, d1.dn_loss_cls: 0.0321, d1.dn_loss_bbox: 0.2464, d1.dn_loss_iou: 0.3490, d2.dn_loss_cls: 0.0269, d2.dn_loss_bbox: 0.2287, d2.dn_loss_iou: 0.3308, d3.dn_loss_cls: 0.0241, d3.dn_loss_bbox: 0.2223, d3.dn_loss_iou: 0.3244, d4.dn_loss_cls: 0.0234, d4.dn_loss_bbox: 0.2210, d4.dn_loss_iou: 0.3223, loss: 8.8922 2024-06-06 16:19:46,635 - mmdet - INFO - Epoch [8][3350/3665] lr: 2.000e-04, eta: 1 day, 15:08:02, time: 9.318, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2126, interm_loss_bbox: 0.1720, interm_loss_iou: 0.4210, loss_cls: 0.1821, loss_bbox: 0.1457, loss_iou: 0.3748, d0.loss_cls: 0.2356, d0.loss_bbox: 0.1495, d0.loss_iou: 0.3827, d1.loss_cls: 0.2030, d1.loss_bbox: 0.1483, d1.loss_iou: 0.3802, d2.loss_cls: 0.1913, d2.loss_bbox: 0.1453, d2.loss_iou: 0.3750, d3.loss_cls: 0.1841, d3.loss_bbox: 0.1457, d3.loss_iou: 0.3750, d4.loss_cls: 0.1821, d4.loss_bbox: 0.1458, d4.loss_iou: 0.3756, dn_loss_cls: 0.0239, dn_loss_bbox: 0.2166, dn_loss_iou: 0.3325, d0.dn_loss_cls: 0.0568, d0.dn_loss_bbox: 0.3264, d0.dn_loss_iou: 0.4506, d1.dn_loss_cls: 0.0327, d1.dn_loss_bbox: 0.2399, d1.dn_loss_iou: 0.3594, d2.dn_loss_cls: 0.0275, d2.dn_loss_bbox: 0.2234, d2.dn_loss_iou: 0.3412, d3.dn_loss_cls: 0.0250, d3.dn_loss_bbox: 0.2176, d3.dn_loss_iou: 0.3342, d4.dn_loss_cls: 0.0241, d4.dn_loss_bbox: 0.2166, d4.dn_loss_iou: 0.3323, loss: 8.9081 2024-06-06 16:27:37,022 - mmdet - INFO - Epoch [8][3400/3665] lr: 2.000e-04, eta: 1 day, 15:00:12, time: 9.408, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2152, interm_loss_bbox: 0.1738, interm_loss_iou: 0.4077, loss_cls: 0.1830, loss_bbox: 0.1477, loss_iou: 0.3640, d0.loss_cls: 0.2325, d0.loss_bbox: 0.1521, d0.loss_iou: 0.3747, d1.loss_cls: 0.2009, d1.loss_bbox: 0.1505, d1.loss_iou: 0.3697, d2.loss_cls: 0.1919, d2.loss_bbox: 0.1467, d2.loss_iou: 0.3645, d3.loss_cls: 0.1864, d3.loss_bbox: 0.1467, d3.loss_iou: 0.3629, d4.loss_cls: 0.1834, d4.loss_bbox: 0.1471, d4.loss_iou: 0.3642, dn_loss_cls: 0.0231, dn_loss_bbox: 0.2144, dn_loss_iou: 0.3193, d0.dn_loss_cls: 0.0558, d0.dn_loss_bbox: 0.3267, d0.dn_loss_iou: 0.4354, d1.dn_loss_cls: 0.0314, d1.dn_loss_bbox: 0.2376, d1.dn_loss_iou: 0.3445, d2.dn_loss_cls: 0.0263, d2.dn_loss_bbox: 0.2208, d2.dn_loss_iou: 0.3272, d3.dn_loss_cls: 0.0240, d3.dn_loss_bbox: 0.2156, d3.dn_loss_iou: 0.3210, d4.dn_loss_cls: 0.0232, d4.dn_loss_bbox: 0.2144, d4.dn_loss_iou: 0.3192, loss: 8.7457 2024-06-06 16:35:20,498 - mmdet - INFO - Epoch [8][3450/3665] lr: 2.000e-04, eta: 1 day, 14:52:18, time: 9.270, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2102, interm_loss_bbox: 0.1789, interm_loss_iou: 0.4097, loss_cls: 0.1777, loss_bbox: 0.1513, loss_iou: 0.3638, d0.loss_cls: 0.2276, d0.loss_bbox: 0.1566, d0.loss_iou: 0.3750, d1.loss_cls: 0.1978, d1.loss_bbox: 0.1537, d1.loss_iou: 0.3688, d2.loss_cls: 0.1874, d2.loss_bbox: 0.1503, d2.loss_iou: 0.3638, d3.loss_cls: 0.1815, d3.loss_bbox: 0.1505, d3.loss_iou: 0.3631, d4.loss_cls: 0.1786, d4.loss_bbox: 0.1510, d4.loss_iou: 0.3633, dn_loss_cls: 0.0224, dn_loss_bbox: 0.2258, dn_loss_iou: 0.3228, d0.dn_loss_cls: 0.0553, d0.dn_loss_bbox: 0.3379, d0.dn_loss_iou: 0.4393, d1.dn_loss_cls: 0.0314, d1.dn_loss_bbox: 0.2496, d1.dn_loss_iou: 0.3487, d2.dn_loss_cls: 0.0263, d2.dn_loss_bbox: 0.2324, d2.dn_loss_iou: 0.3309, d3.dn_loss_cls: 0.0233, d3.dn_loss_bbox: 0.2267, d3.dn_loss_iou: 0.3245, d4.dn_loss_cls: 0.0226, d4.dn_loss_bbox: 0.2258, d4.dn_loss_iou: 0.3227, loss: 8.8288 2024-06-06 16:43:10,776 - mmdet - INFO - Epoch [8][3500/3665] lr: 2.000e-04, eta: 1 day, 14:44:27, time: 9.406, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2145, interm_loss_bbox: 0.1730, interm_loss_iou: 0.4158, loss_cls: 0.1820, loss_bbox: 0.1462, loss_iou: 0.3731, d0.loss_cls: 0.2314, d0.loss_bbox: 0.1532, d0.loss_iou: 0.3824, d1.loss_cls: 0.2012, d1.loss_bbox: 0.1505, d1.loss_iou: 0.3779, d2.loss_cls: 0.1898, d2.loss_bbox: 0.1483, d2.loss_iou: 0.3743, d3.loss_cls: 0.1838, d3.loss_bbox: 0.1478, d3.loss_iou: 0.3736, d4.loss_cls: 0.1826, d4.loss_bbox: 0.1464, d4.loss_iou: 0.3731, dn_loss_cls: 0.0225, dn_loss_bbox: 0.2191, dn_loss_iou: 0.3287, d0.dn_loss_cls: 0.0540, d0.dn_loss_bbox: 0.3292, d0.dn_loss_iou: 0.4430, d1.dn_loss_cls: 0.0311, d1.dn_loss_bbox: 0.2444, d1.dn_loss_iou: 0.3548, d2.dn_loss_cls: 0.0260, d2.dn_loss_bbox: 0.2270, d2.dn_loss_iou: 0.3372, d3.dn_loss_cls: 0.0236, d3.dn_loss_bbox: 0.2203, d3.dn_loss_iou: 0.3306, d4.dn_loss_cls: 0.0228, d4.dn_loss_bbox: 0.2191, d4.dn_loss_iou: 0.3286, loss: 8.8828 2024-06-06 16:50:52,238 - mmdet - INFO - Epoch [8][3550/3665] lr: 2.000e-04, eta: 1 day, 14:36:32, time: 9.229, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2154, interm_loss_bbox: 0.1790, interm_loss_iou: 0.4133, loss_cls: 0.1805, loss_bbox: 0.1499, loss_iou: 0.3675, d0.loss_cls: 0.2308, d0.loss_bbox: 0.1558, d0.loss_iou: 0.3765, d1.loss_cls: 0.2019, d1.loss_bbox: 0.1515, d1.loss_iou: 0.3707, d2.loss_cls: 0.1903, d2.loss_bbox: 0.1500, d2.loss_iou: 0.3674, d3.loss_cls: 0.1843, d3.loss_bbox: 0.1496, d3.loss_iou: 0.3667, d4.loss_cls: 0.1809, d4.loss_bbox: 0.1501, d4.loss_iou: 0.3673, dn_loss_cls: 0.0231, dn_loss_bbox: 0.2220, dn_loss_iou: 0.3292, d0.dn_loss_cls: 0.0542, d0.dn_loss_bbox: 0.3374, d0.dn_loss_iou: 0.4478, d1.dn_loss_cls: 0.0311, d1.dn_loss_bbox: 0.2461, d1.dn_loss_iou: 0.3548, d2.dn_loss_cls: 0.0265, d2.dn_loss_bbox: 0.2290, d2.dn_loss_iou: 0.3373, d3.dn_loss_cls: 0.0240, d3.dn_loss_bbox: 0.2232, d3.dn_loss_iou: 0.3310, d4.dn_loss_cls: 0.0232, d4.dn_loss_bbox: 0.2220, d4.dn_loss_iou: 0.3291, loss: 8.8907 2024-06-06 16:58:47,755 - mmdet - INFO - Epoch [8][3600/3665] lr: 2.000e-04, eta: 1 day, 14:28:45, time: 9.510, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2121, interm_loss_bbox: 0.1682, interm_loss_iou: 0.4207, loss_cls: 0.1779, loss_bbox: 0.1428, loss_iou: 0.3788, d0.loss_cls: 0.2295, d0.loss_bbox: 0.1458, d0.loss_iou: 0.3852, d1.loss_cls: 0.1990, d1.loss_bbox: 0.1447, d1.loss_iou: 0.3824, d2.loss_cls: 0.1871, d2.loss_bbox: 0.1419, d2.loss_iou: 0.3785, d3.loss_cls: 0.1807, d3.loss_bbox: 0.1430, d3.loss_iou: 0.3788, d4.loss_cls: 0.1781, d4.loss_bbox: 0.1426, d4.loss_iou: 0.3793, dn_loss_cls: 0.0230, dn_loss_bbox: 0.2122, dn_loss_iou: 0.3185, d0.dn_loss_cls: 0.0567, d0.dn_loss_bbox: 0.3272, d0.dn_loss_iou: 0.4360, d1.dn_loss_cls: 0.0319, d1.dn_loss_bbox: 0.2364, d1.dn_loss_iou: 0.3448, d2.dn_loss_cls: 0.0269, d2.dn_loss_bbox: 0.2195, d2.dn_loss_iou: 0.3272, d3.dn_loss_cls: 0.0241, d3.dn_loss_bbox: 0.2135, d3.dn_loss_iou: 0.3204, d4.dn_loss_cls: 0.0233, d4.dn_loss_bbox: 0.2122, d4.dn_loss_iou: 0.3184, loss: 8.7693 2024-06-06 17:06:42,069 - mmdet - INFO - Epoch [8][3650/3665] lr: 2.000e-04, eta: 1 day, 14:20:56, time: 9.486, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2174, interm_loss_bbox: 0.1811, interm_loss_iou: 0.4135, loss_cls: 0.1849, loss_bbox: 0.1522, loss_iou: 0.3641, d0.loss_cls: 0.2337, d0.loss_bbox: 0.1563, d0.loss_iou: 0.3735, d1.loss_cls: 0.2031, d1.loss_bbox: 0.1544, d1.loss_iou: 0.3686, d2.loss_cls: 0.1926, d2.loss_bbox: 0.1521, d2.loss_iou: 0.3642, d3.loss_cls: 0.1874, d3.loss_bbox: 0.1522, d3.loss_iou: 0.3641, d4.loss_cls: 0.1847, d4.loss_bbox: 0.1527, d4.loss_iou: 0.3649, dn_loss_cls: 0.0234, dn_loss_bbox: 0.2179, dn_loss_iou: 0.3170, d0.dn_loss_cls: 0.0562, d0.dn_loss_bbox: 0.3254, d0.dn_loss_iou: 0.4311, d1.dn_loss_cls: 0.0324, d1.dn_loss_bbox: 0.2390, d1.dn_loss_iou: 0.3411, d2.dn_loss_cls: 0.0271, d2.dn_loss_bbox: 0.2242, d2.dn_loss_iou: 0.3243, d3.dn_loss_cls: 0.0245, d3.dn_loss_bbox: 0.2190, d3.dn_loss_iou: 0.3186, d4.dn_loss_cls: 0.0235, d4.dn_loss_bbox: 0.2179, d4.dn_loss_iou: 0.3169, loss: 8.7974 2024-06-06 17:09:03,093 - mmdet - INFO - Saving checkpoint at 8 epochs 2024-06-06 17:13:16,223 - mmdet - INFO - Evaluating bbox... 2024-06-06 17:15:04,140 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.570 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.761 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.622 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.397 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.611 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.740 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.754 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.757 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.757 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.602 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.807 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.906 2024-06-06 17:15:05,843 - mmdet - INFO - Exp name: dino_4scale_internvit_h6b_1024_768_fpn_1x_coco_bs32_ms.py 2024-06-06 17:15:05,844 - mmdet - INFO - Epoch(val) [8][313] bbox_mAP: 0.5700, bbox_mAP_50: 0.7610, bbox_mAP_75: 0.6220, bbox_mAP_s: 0.3970, bbox_mAP_m: 0.6110, bbox_mAP_l: 0.7400, bbox_mAP_copypaste: 0.570 0.761 0.622 0.397 0.611 0.740 2024-06-06 17:22:58,169 - mmdet - INFO - Epoch [9][50/3665] lr: 2.000e-05, eta: 1 day, 14:09:35, time: 9.446, data_time: 0.070, memory: 37236, interm_loss_cls: 0.2129, interm_loss_bbox: 0.1711, interm_loss_iou: 0.4082, loss_cls: 0.1787, loss_bbox: 0.1486, loss_iou: 0.3709, d0.loss_cls: 0.2255, d0.loss_bbox: 0.1545, d0.loss_iou: 0.3781, d1.loss_cls: 0.1975, d1.loss_bbox: 0.1513, d1.loss_iou: 0.3742, d2.loss_cls: 0.1857, d2.loss_bbox: 0.1497, d2.loss_iou: 0.3720, d3.loss_cls: 0.1814, d3.loss_bbox: 0.1491, d3.loss_iou: 0.3702, d4.loss_cls: 0.1791, d4.loss_bbox: 0.1487, d4.loss_iou: 0.3712, dn_loss_cls: 0.0215, dn_loss_bbox: 0.2146, dn_loss_iou: 0.3278, d0.dn_loss_cls: 0.0556, d0.dn_loss_bbox: 0.3162, d0.dn_loss_iou: 0.4342, d1.dn_loss_cls: 0.0312, d1.dn_loss_bbox: 0.2364, d1.dn_loss_iou: 0.3524, d2.dn_loss_cls: 0.0257, d2.dn_loss_bbox: 0.2210, d2.dn_loss_iou: 0.3357, d3.dn_loss_cls: 0.0229, d3.dn_loss_bbox: 0.2158, d3.dn_loss_iou: 0.3296, d4.dn_loss_cls: 0.0218, d4.dn_loss_bbox: 0.2145, d4.dn_loss_iou: 0.3277, loss: 8.7834 2024-06-06 17:30:55,938 - mmdet - INFO - Epoch [9][100/3665] lr: 2.000e-05, eta: 1 day, 14:01:49, time: 9.555, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2028, interm_loss_bbox: 0.1632, interm_loss_iou: 0.3918, loss_cls: 0.1717, loss_bbox: 0.1420, loss_iou: 0.3581, d0.loss_cls: 0.2170, d0.loss_bbox: 0.1471, d0.loss_iou: 0.3650, d1.loss_cls: 0.1880, d1.loss_bbox: 0.1453, d1.loss_iou: 0.3628, d2.loss_cls: 0.1785, d2.loss_bbox: 0.1429, d2.loss_iou: 0.3599, d3.loss_cls: 0.1740, d3.loss_bbox: 0.1421, d3.loss_iou: 0.3583, d4.loss_cls: 0.1719, d4.loss_bbox: 0.1419, d4.loss_iou: 0.3584, dn_loss_cls: 0.0200, dn_loss_bbox: 0.1931, dn_loss_iou: 0.3123, d0.dn_loss_cls: 0.0525, d0.dn_loss_bbox: 0.2911, d0.dn_loss_iou: 0.4157, d1.dn_loss_cls: 0.0289, d1.dn_loss_bbox: 0.2143, d1.dn_loss_iou: 0.3360, d2.dn_loss_cls: 0.0240, d2.dn_loss_bbox: 0.1994, d2.dn_loss_iou: 0.3202, d3.dn_loss_cls: 0.0213, d3.dn_loss_bbox: 0.1941, d3.dn_loss_iou: 0.3139, d4.dn_loss_cls: 0.0204, d4.dn_loss_bbox: 0.1932, d4.dn_loss_iou: 0.3123, loss: 8.3454 2024-06-06 17:38:51,255 - mmdet - INFO - Epoch [9][150/3665] lr: 2.000e-05, eta: 1 day, 13:54:01, time: 9.506, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2009, interm_loss_bbox: 0.1604, interm_loss_iou: 0.3927, loss_cls: 0.1680, loss_bbox: 0.1417, loss_iou: 0.3606, d0.loss_cls: 0.2147, d0.loss_bbox: 0.1453, d0.loss_iou: 0.3661, d1.loss_cls: 0.1849, d1.loss_bbox: 0.1446, d1.loss_iou: 0.3646, d2.loss_cls: 0.1734, d2.loss_bbox: 0.1430, d2.loss_iou: 0.3623, d3.loss_cls: 0.1707, d3.loss_bbox: 0.1416, d3.loss_iou: 0.3599, d4.loss_cls: 0.1690, d4.loss_bbox: 0.1413, d4.loss_iou: 0.3601, dn_loss_cls: 0.0197, dn_loss_bbox: 0.2007, dn_loss_iou: 0.3124, d0.dn_loss_cls: 0.0519, d0.dn_loss_bbox: 0.2994, d0.dn_loss_iou: 0.4128, d1.dn_loss_cls: 0.0287, d1.dn_loss_bbox: 0.2223, d1.dn_loss_iou: 0.3356, d2.dn_loss_cls: 0.0237, d2.dn_loss_bbox: 0.2076, d2.dn_loss_iou: 0.3206, d3.dn_loss_cls: 0.0210, d3.dn_loss_bbox: 0.2017, d3.dn_loss_iou: 0.3140, d4.dn_loss_cls: 0.0201, d4.dn_loss_bbox: 0.2007, d4.dn_loss_iou: 0.3123, loss: 8.3707 2024-06-06 17:46:45,423 - mmdet - INFO - Epoch [9][200/3665] lr: 2.000e-05, eta: 1 day, 13:46:13, time: 9.483, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1982, interm_loss_bbox: 0.1592, interm_loss_iou: 0.3862, loss_cls: 0.1665, loss_bbox: 0.1406, loss_iou: 0.3553, d0.loss_cls: 0.2101, d0.loss_bbox: 0.1452, d0.loss_iou: 0.3620, d1.loss_cls: 0.1825, d1.loss_bbox: 0.1424, d1.loss_iou: 0.3585, d2.loss_cls: 0.1730, d2.loss_bbox: 0.1409, d2.loss_iou: 0.3563, d3.loss_cls: 0.1686, d3.loss_bbox: 0.1404, d3.loss_iou: 0.3556, d4.loss_cls: 0.1669, d4.loss_bbox: 0.1401, d4.loss_iou: 0.3551, dn_loss_cls: 0.0183, dn_loss_bbox: 0.1960, dn_loss_iou: 0.3031, d0.dn_loss_cls: 0.0506, d0.dn_loss_bbox: 0.2952, d0.dn_loss_iou: 0.4054, d1.dn_loss_cls: 0.0271, d1.dn_loss_bbox: 0.2174, d1.dn_loss_iou: 0.3266, d2.dn_loss_cls: 0.0222, d2.dn_loss_bbox: 0.2024, d2.dn_loss_iou: 0.3111, d3.dn_loss_cls: 0.0196, d3.dn_loss_bbox: 0.1971, d3.dn_loss_iou: 0.3047, d4.dn_loss_cls: 0.0186, d4.dn_loss_bbox: 0.1960, d4.dn_loss_iou: 0.3031, loss: 8.2182 2024-06-06 17:54:33,823 - mmdet - INFO - Epoch [9][250/3665] lr: 2.000e-05, eta: 1 day, 13:38:22, time: 9.368, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1976, interm_loss_bbox: 0.1577, interm_loss_iou: 0.3808, loss_cls: 0.1647, loss_bbox: 0.1405, loss_iou: 0.3528, d0.loss_cls: 0.2093, d0.loss_bbox: 0.1441, d0.loss_iou: 0.3588, d1.loss_cls: 0.1811, d1.loss_bbox: 0.1440, d1.loss_iou: 0.3561, d2.loss_cls: 0.1719, d2.loss_bbox: 0.1410, d2.loss_iou: 0.3528, d3.loss_cls: 0.1671, d3.loss_bbox: 0.1408, d3.loss_iou: 0.3529, d4.loss_cls: 0.1658, d4.loss_bbox: 0.1402, d4.loss_iou: 0.3523, dn_loss_cls: 0.0194, dn_loss_bbox: 0.2013, dn_loss_iou: 0.3045, d0.dn_loss_cls: 0.0511, d0.dn_loss_bbox: 0.3024, d0.dn_loss_iou: 0.4069, d1.dn_loss_cls: 0.0282, d1.dn_loss_bbox: 0.2234, d1.dn_loss_iou: 0.3278, d2.dn_loss_cls: 0.0233, d2.dn_loss_bbox: 0.2080, d2.dn_loss_iou: 0.3121, d3.dn_loss_cls: 0.0206, d3.dn_loss_bbox: 0.2023, d3.dn_loss_iou: 0.3060, d4.dn_loss_cls: 0.0197, d4.dn_loss_bbox: 0.2014, d4.dn_loss_iou: 0.3045, loss: 8.2354 2024-06-06 18:02:28,897 - mmdet - INFO - Epoch [9][300/3665] lr: 2.000e-05, eta: 1 day, 13:30:34, time: 9.501, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1972, interm_loss_bbox: 0.1586, interm_loss_iou: 0.3905, loss_cls: 0.1641, loss_bbox: 0.1391, loss_iou: 0.3581, d0.loss_cls: 0.2097, d0.loss_bbox: 0.1435, d0.loss_iou: 0.3650, d1.loss_cls: 0.1795, d1.loss_bbox: 0.1427, d1.loss_iou: 0.3628, d2.loss_cls: 0.1708, d2.loss_bbox: 0.1393, d2.loss_iou: 0.3587, d3.loss_cls: 0.1665, d3.loss_bbox: 0.1392, d3.loss_iou: 0.3575, d4.loss_cls: 0.1647, d4.loss_bbox: 0.1388, d4.loss_iou: 0.3575, dn_loss_cls: 0.0186, dn_loss_bbox: 0.1921, dn_loss_iou: 0.3079, d0.dn_loss_cls: 0.0506, d0.dn_loss_bbox: 0.2869, d0.dn_loss_iou: 0.4095, d1.dn_loss_cls: 0.0276, d1.dn_loss_bbox: 0.2126, d1.dn_loss_iou: 0.3313, d2.dn_loss_cls: 0.0224, d2.dn_loss_bbox: 0.1978, d2.dn_loss_iou: 0.3152, d3.dn_loss_cls: 0.0199, d3.dn_loss_bbox: 0.1930, d3.dn_loss_iou: 0.3094, d4.dn_loss_cls: 0.0189, d4.dn_loss_bbox: 0.1921, d4.dn_loss_iou: 0.3078, loss: 8.2176 2024-06-06 18:10:22,025 - mmdet - INFO - Epoch [9][350/3665] lr: 2.000e-05, eta: 1 day, 13:22:46, time: 9.463, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1962, interm_loss_bbox: 0.1604, interm_loss_iou: 0.3828, loss_cls: 0.1628, loss_bbox: 0.1414, loss_iou: 0.3514, d0.loss_cls: 0.2071, d0.loss_bbox: 0.1460, d0.loss_iou: 0.3582, d1.loss_cls: 0.1788, d1.loss_bbox: 0.1434, d1.loss_iou: 0.3547, d2.loss_cls: 0.1697, d2.loss_bbox: 0.1409, d2.loss_iou: 0.3519, d3.loss_cls: 0.1653, d3.loss_bbox: 0.1407, d3.loss_iou: 0.3509, d4.loss_cls: 0.1634, d4.loss_bbox: 0.1413, d4.loss_iou: 0.3511, dn_loss_cls: 0.0179, dn_loss_bbox: 0.1933, dn_loss_iou: 0.3045, d0.dn_loss_cls: 0.0494, d0.dn_loss_bbox: 0.2876, d0.dn_loss_iou: 0.4025, d1.dn_loss_cls: 0.0266, d1.dn_loss_bbox: 0.2130, d1.dn_loss_iou: 0.3264, d2.dn_loss_cls: 0.0217, d2.dn_loss_bbox: 0.1998, d2.dn_loss_iou: 0.3117, d3.dn_loss_cls: 0.0190, d3.dn_loss_bbox: 0.1944, d3.dn_loss_iou: 0.3059, d4.dn_loss_cls: 0.0182, d4.dn_loss_bbox: 0.1934, d4.dn_loss_iou: 0.3045, loss: 8.1482 2024-06-06 18:18:17,455 - mmdet - INFO - Epoch [9][400/3665] lr: 2.000e-05, eta: 1 day, 13:14:58, time: 9.509, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1985, interm_loss_bbox: 0.1584, interm_loss_iou: 0.3802, loss_cls: 0.1663, loss_bbox: 0.1391, loss_iou: 0.3473, d0.loss_cls: 0.2120, d0.loss_bbox: 0.1432, d0.loss_iou: 0.3541, d1.loss_cls: 0.1828, d1.loss_bbox: 0.1416, d1.loss_iou: 0.3513, d2.loss_cls: 0.1739, d2.loss_bbox: 0.1387, d2.loss_iou: 0.3473, d3.loss_cls: 0.1680, d3.loss_bbox: 0.1397, d3.loss_iou: 0.3475, d4.loss_cls: 0.1669, d4.loss_bbox: 0.1390, d4.loss_iou: 0.3471, dn_loss_cls: 0.0196, dn_loss_bbox: 0.2008, dn_loss_iou: 0.3078, d0.dn_loss_cls: 0.0520, d0.dn_loss_bbox: 0.2967, d0.dn_loss_iou: 0.4099, d1.dn_loss_cls: 0.0289, d1.dn_loss_bbox: 0.2213, d1.dn_loss_iou: 0.3314, d2.dn_loss_cls: 0.0237, d2.dn_loss_bbox: 0.2072, d2.dn_loss_iou: 0.3156, d3.dn_loss_cls: 0.0209, d3.dn_loss_bbox: 0.2016, d3.dn_loss_iou: 0.3095, d4.dn_loss_cls: 0.0200, d4.dn_loss_bbox: 0.2008, d4.dn_loss_iou: 0.3077, loss: 8.2183 2024-06-06 18:26:11,750 - mmdet - INFO - Epoch [9][450/3665] lr: 2.000e-05, eta: 1 day, 13:07:10, time: 9.486, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1976, interm_loss_bbox: 0.1575, interm_loss_iou: 0.3830, loss_cls: 0.1672, loss_bbox: 0.1398, loss_iou: 0.3514, d0.loss_cls: 0.2110, d0.loss_bbox: 0.1434, d0.loss_iou: 0.3569, d1.loss_cls: 0.1826, d1.loss_bbox: 0.1424, d1.loss_iou: 0.3564, d2.loss_cls: 0.1740, d2.loss_bbox: 0.1399, d2.loss_iou: 0.3514, d3.loss_cls: 0.1697, d3.loss_bbox: 0.1393, d3.loss_iou: 0.3508, d4.loss_cls: 0.1677, d4.loss_bbox: 0.1397, d4.loss_iou: 0.3511, dn_loss_cls: 0.0181, dn_loss_bbox: 0.2003, dn_loss_iou: 0.3016, d0.dn_loss_cls: 0.0497, d0.dn_loss_bbox: 0.2929, d0.dn_loss_iou: 0.3987, d1.dn_loss_cls: 0.0269, d1.dn_loss_bbox: 0.2183, d1.dn_loss_iou: 0.3230, d2.dn_loss_cls: 0.0218, d2.dn_loss_bbox: 0.2059, d2.dn_loss_iou: 0.3085, d3.dn_loss_cls: 0.0192, d3.dn_loss_bbox: 0.2010, d3.dn_loss_iou: 0.3031, d4.dn_loss_cls: 0.0183, d4.dn_loss_bbox: 0.2003, d4.dn_loss_iou: 0.3015, loss: 8.1821 2024-06-06 18:33:56,916 - mmdet - INFO - Epoch [9][500/3665] lr: 2.000e-05, eta: 1 day, 12:59:17, time: 9.303, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2023, interm_loss_bbox: 0.1594, interm_loss_iou: 0.3906, loss_cls: 0.1697, loss_bbox: 0.1431, loss_iou: 0.3610, d0.loss_cls: 0.2144, d0.loss_bbox: 0.1457, d0.loss_iou: 0.3653, d1.loss_cls: 0.1873, d1.loss_bbox: 0.1444, d1.loss_iou: 0.3636, d2.loss_cls: 0.1771, d2.loss_bbox: 0.1425, d2.loss_iou: 0.3618, d3.loss_cls: 0.1728, d3.loss_bbox: 0.1424, d3.loss_iou: 0.3608, d4.loss_cls: 0.1704, d4.loss_bbox: 0.1428, d4.loss_iou: 0.3612, dn_loss_cls: 0.0181, dn_loss_bbox: 0.1943, dn_loss_iou: 0.3104, d0.dn_loss_cls: 0.0498, d0.dn_loss_bbox: 0.2861, d0.dn_loss_iou: 0.4063, d1.dn_loss_cls: 0.0268, d1.dn_loss_bbox: 0.2134, d1.dn_loss_iou: 0.3321, d2.dn_loss_cls: 0.0218, d2.dn_loss_bbox: 0.2004, d2.dn_loss_iou: 0.3175, d3.dn_loss_cls: 0.0192, d3.dn_loss_bbox: 0.1953, d3.dn_loss_iou: 0.3120, d4.dn_loss_cls: 0.0184, d4.dn_loss_bbox: 0.1943, d4.dn_loss_iou: 0.3103, loss: 8.3049 2024-06-06 18:41:54,396 - mmdet - INFO - Epoch [9][550/3665] lr: 2.000e-05, eta: 1 day, 12:51:30, time: 9.550, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1994, interm_loss_bbox: 0.1549, interm_loss_iou: 0.3907, loss_cls: 0.1684, loss_bbox: 0.1375, loss_iou: 0.3603, d0.loss_cls: 0.2130, d0.loss_bbox: 0.1408, d0.loss_iou: 0.3646, d1.loss_cls: 0.1838, d1.loss_bbox: 0.1401, d1.loss_iou: 0.3637, d2.loss_cls: 0.1749, d2.loss_bbox: 0.1377, d2.loss_iou: 0.3603, d3.loss_cls: 0.1707, d3.loss_bbox: 0.1373, d3.loss_iou: 0.3597, d4.loss_cls: 0.1690, d4.loss_bbox: 0.1374, d4.loss_iou: 0.3597, dn_loss_cls: 0.0200, dn_loss_bbox: 0.1968, dn_loss_iou: 0.3076, d0.dn_loss_cls: 0.0519, d0.dn_loss_bbox: 0.2972, d0.dn_loss_iou: 0.4104, d1.dn_loss_cls: 0.0289, d1.dn_loss_bbox: 0.2190, d1.dn_loss_iou: 0.3319, d2.dn_loss_cls: 0.0237, d2.dn_loss_bbox: 0.2037, d2.dn_loss_iou: 0.3159, d3.dn_loss_cls: 0.0211, d3.dn_loss_bbox: 0.1979, d3.dn_loss_iou: 0.3094, d4.dn_loss_cls: 0.0202, d4.dn_loss_bbox: 0.1969, d4.dn_loss_iou: 0.3076, loss: 8.2839 2024-06-06 18:49:39,190 - mmdet - INFO - Epoch [9][600/3665] lr: 2.000e-05, eta: 1 day, 12:43:38, time: 9.296, data_time: 0.008, memory: 37236, interm_loss_cls: 0.2013, interm_loss_bbox: 0.1623, interm_loss_iou: 0.3859, loss_cls: 0.1679, loss_bbox: 0.1447, loss_iou: 0.3549, d0.loss_cls: 0.2147, d0.loss_bbox: 0.1481, d0.loss_iou: 0.3597, d1.loss_cls: 0.1841, d1.loss_bbox: 0.1477, d1.loss_iou: 0.3584, d2.loss_cls: 0.1747, d2.loss_bbox: 0.1458, d2.loss_iou: 0.3557, d3.loss_cls: 0.1700, d3.loss_bbox: 0.1449, d3.loss_iou: 0.3550, d4.loss_cls: 0.1691, d4.loss_bbox: 0.1444, d4.loss_iou: 0.3544, dn_loss_cls: 0.0181, dn_loss_bbox: 0.2009, dn_loss_iou: 0.3011, d0.dn_loss_cls: 0.0501, d0.dn_loss_bbox: 0.3016, d0.dn_loss_iou: 0.4027, d1.dn_loss_cls: 0.0270, d1.dn_loss_bbox: 0.2223, d1.dn_loss_iou: 0.3245, d2.dn_loss_cls: 0.0219, d2.dn_loss_bbox: 0.2076, d2.dn_loss_iou: 0.3089, d3.dn_loss_cls: 0.0194, d3.dn_loss_bbox: 0.2020, d3.dn_loss_iou: 0.3028, d4.dn_loss_cls: 0.0185, d4.dn_loss_bbox: 0.2009, d4.dn_loss_iou: 0.3011, loss: 8.2752 2024-06-06 18:57:26,453 - mmdet - INFO - Epoch [9][650/3665] lr: 2.000e-05, eta: 1 day, 12:35:46, time: 9.345, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1943, interm_loss_bbox: 0.1595, interm_loss_iou: 0.3758, loss_cls: 0.1606, loss_bbox: 0.1410, loss_iou: 0.3454, d0.loss_cls: 0.2090, d0.loss_bbox: 0.1444, d0.loss_iou: 0.3507, d1.loss_cls: 0.1780, d1.loss_bbox: 0.1434, d1.loss_iou: 0.3487, d2.loss_cls: 0.1694, d2.loss_bbox: 0.1402, d2.loss_iou: 0.3447, d3.loss_cls: 0.1640, d3.loss_bbox: 0.1406, d3.loss_iou: 0.3441, d4.loss_cls: 0.1611, d4.loss_bbox: 0.1412, d4.loss_iou: 0.3454, dn_loss_cls: 0.0174, dn_loss_bbox: 0.1942, dn_loss_iou: 0.2990, d0.dn_loss_cls: 0.0485, d0.dn_loss_bbox: 0.2913, d0.dn_loss_iou: 0.3985, d1.dn_loss_cls: 0.0262, d1.dn_loss_bbox: 0.2149, d1.dn_loss_iou: 0.3219, d2.dn_loss_cls: 0.0211, d2.dn_loss_bbox: 0.2011, d2.dn_loss_iou: 0.3070, d3.dn_loss_cls: 0.0186, d3.dn_loss_bbox: 0.1951, d3.dn_loss_iou: 0.3008, d4.dn_loss_cls: 0.0177, d4.dn_loss_bbox: 0.1942, d4.dn_loss_iou: 0.2990, loss: 8.0681 2024-06-06 19:05:17,060 - mmdet - INFO - Epoch [9][700/3665] lr: 2.000e-05, eta: 1 day, 12:27:56, time: 9.412, data_time: 0.007, memory: 37236, interm_loss_cls: 0.2010, interm_loss_bbox: 0.1556, interm_loss_iou: 0.3772, loss_cls: 0.1689, loss_bbox: 0.1368, loss_iou: 0.3459, d0.loss_cls: 0.2135, d0.loss_bbox: 0.1410, d0.loss_iou: 0.3526, d1.loss_cls: 0.1839, d1.loss_bbox: 0.1396, d1.loss_iou: 0.3515, d2.loss_cls: 0.1757, d2.loss_bbox: 0.1372, d2.loss_iou: 0.3470, d3.loss_cls: 0.1714, d3.loss_bbox: 0.1362, d3.loss_iou: 0.3451, d4.loss_cls: 0.1693, d4.loss_bbox: 0.1367, d4.loss_iou: 0.3462, dn_loss_cls: 0.0187, dn_loss_bbox: 0.1985, dn_loss_iou: 0.3024, d0.dn_loss_cls: 0.0512, d0.dn_loss_bbox: 0.2931, d0.dn_loss_iou: 0.4025, d1.dn_loss_cls: 0.0277, d1.dn_loss_bbox: 0.2195, d1.dn_loss_iou: 0.3254, d2.dn_loss_cls: 0.0226, d2.dn_loss_bbox: 0.2051, d2.dn_loss_iou: 0.3102, d3.dn_loss_cls: 0.0198, d3.dn_loss_bbox: 0.1995, d3.dn_loss_iou: 0.3042, d4.dn_loss_cls: 0.0190, d4.dn_loss_bbox: 0.1985, d4.dn_loss_iou: 0.3024, loss: 8.1525 2024-06-06 19:13:16,074 - mmdet - INFO - Epoch [9][750/3665] lr: 2.000e-05, eta: 1 day, 12:20:10, time: 9.580, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1935, interm_loss_bbox: 0.1619, interm_loss_iou: 0.3679, loss_cls: 0.1623, loss_bbox: 0.1426, loss_iou: 0.3382, d0.loss_cls: 0.2071, d0.loss_bbox: 0.1469, d0.loss_iou: 0.3433, d1.loss_cls: 0.1772, d1.loss_bbox: 0.1470, d1.loss_iou: 0.3425, d2.loss_cls: 0.1683, d2.loss_bbox: 0.1445, d2.loss_iou: 0.3396, d3.loss_cls: 0.1646, d3.loss_bbox: 0.1429, d3.loss_iou: 0.3377, d4.loss_cls: 0.1631, d4.loss_bbox: 0.1424, d4.loss_iou: 0.3383, dn_loss_cls: 0.0178, dn_loss_bbox: 0.1978, dn_loss_iou: 0.2941, d0.dn_loss_cls: 0.0495, d0.dn_loss_bbox: 0.2910, d0.dn_loss_iou: 0.3923, d1.dn_loss_cls: 0.0268, d1.dn_loss_bbox: 0.2175, d1.dn_loss_iou: 0.3163, d2.dn_loss_cls: 0.0218, d2.dn_loss_bbox: 0.2038, d2.dn_loss_iou: 0.3014, d3.dn_loss_cls: 0.0191, d3.dn_loss_bbox: 0.1988, d3.dn_loss_iou: 0.2957, d4.dn_loss_cls: 0.0182, d4.dn_loss_bbox: 0.1978, d4.dn_loss_iou: 0.2941, loss: 8.0257 2024-06-06 19:21:05,769 - mmdet - INFO - Epoch [9][800/3665] lr: 2.000e-05, eta: 1 day, 12:12:20, time: 9.394, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1967, interm_loss_bbox: 0.1551, interm_loss_iou: 0.3925, loss_cls: 0.1651, loss_bbox: 0.1379, loss_iou: 0.3638, d0.loss_cls: 0.2089, d0.loss_bbox: 0.1404, d0.loss_iou: 0.3681, d1.loss_cls: 0.1804, d1.loss_bbox: 0.1402, d1.loss_iou: 0.3664, d2.loss_cls: 0.1707, d2.loss_bbox: 0.1383, d2.loss_iou: 0.3645, d3.loss_cls: 0.1673, d3.loss_bbox: 0.1375, d3.loss_iou: 0.3632, d4.loss_cls: 0.1653, d4.loss_bbox: 0.1383, d4.loss_iou: 0.3641, dn_loss_cls: 0.0186, dn_loss_bbox: 0.1876, dn_loss_iou: 0.3065, d0.dn_loss_cls: 0.0507, d0.dn_loss_bbox: 0.2853, d0.dn_loss_iou: 0.4078, d1.dn_loss_cls: 0.0275, d1.dn_loss_bbox: 0.2077, d1.dn_loss_iou: 0.3294, d2.dn_loss_cls: 0.0222, d2.dn_loss_bbox: 0.1933, d2.dn_loss_iou: 0.3140, d3.dn_loss_cls: 0.0197, d3.dn_loss_bbox: 0.1883, d3.dn_loss_iou: 0.3080, d4.dn_loss_cls: 0.0188, d4.dn_loss_bbox: 0.1877, d4.dn_loss_iou: 0.3064, loss: 8.2042 2024-06-06 19:28:49,077 - mmdet - INFO - Epoch [9][850/3665] lr: 2.000e-05, eta: 1 day, 12:04:26, time: 9.266, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1970, interm_loss_bbox: 0.1581, interm_loss_iou: 0.3838, loss_cls: 0.1635, loss_bbox: 0.1401, loss_iou: 0.3556, d0.loss_cls: 0.2102, d0.loss_bbox: 0.1425, d0.loss_iou: 0.3583, d1.loss_cls: 0.1797, d1.loss_bbox: 0.1425, d1.loss_iou: 0.3580, d2.loss_cls: 0.1702, d2.loss_bbox: 0.1410, d2.loss_iou: 0.3565, d3.loss_cls: 0.1664, d3.loss_bbox: 0.1397, d3.loss_iou: 0.3548, d4.loss_cls: 0.1643, d4.loss_bbox: 0.1399, d4.loss_iou: 0.3552, dn_loss_cls: 0.0180, dn_loss_bbox: 0.1947, dn_loss_iou: 0.3034, d0.dn_loss_cls: 0.0497, d0.dn_loss_bbox: 0.2892, d0.dn_loss_iou: 0.4028, d1.dn_loss_cls: 0.0269, d1.dn_loss_bbox: 0.2151, d1.dn_loss_iou: 0.3257, d2.dn_loss_cls: 0.0218, d2.dn_loss_bbox: 0.2009, d2.dn_loss_iou: 0.3106, d3.dn_loss_cls: 0.0192, d3.dn_loss_bbox: 0.1955, d3.dn_loss_iou: 0.3049, d4.dn_loss_cls: 0.0183, d4.dn_loss_bbox: 0.1948, d4.dn_loss_iou: 0.3034, loss: 8.1723 2024-06-06 19:36:26,724 - mmdet - INFO - Epoch [9][900/3665] lr: 2.000e-05, eta: 1 day, 11:56:30, time: 9.153, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1945, interm_loss_bbox: 0.1566, interm_loss_iou: 0.3856, loss_cls: 0.1616, loss_bbox: 0.1419, loss_iou: 0.3583, d0.loss_cls: 0.2073, d0.loss_bbox: 0.1426, d0.loss_iou: 0.3620, d1.loss_cls: 0.1780, d1.loss_bbox: 0.1431, d1.loss_iou: 0.3607, d2.loss_cls: 0.1688, d2.loss_bbox: 0.1405, d2.loss_iou: 0.3577, d3.loss_cls: 0.1642, d3.loss_bbox: 0.1412, d3.loss_iou: 0.3573, d4.loss_cls: 0.1623, d4.loss_bbox: 0.1412, d4.loss_iou: 0.3581, dn_loss_cls: 0.0177, dn_loss_bbox: 0.2023, dn_loss_iou: 0.3023, d0.dn_loss_cls: 0.0488, d0.dn_loss_bbox: 0.2994, d0.dn_loss_iou: 0.3996, d1.dn_loss_cls: 0.0263, d1.dn_loss_bbox: 0.2235, d1.dn_loss_iou: 0.3245, d2.dn_loss_cls: 0.0214, d2.dn_loss_bbox: 0.2089, d2.dn_loss_iou: 0.3097, d3.dn_loss_cls: 0.0189, d3.dn_loss_bbox: 0.2034, d3.dn_loss_iou: 0.3039, d4.dn_loss_cls: 0.0179, d4.dn_loss_bbox: 0.2023, d4.dn_loss_iou: 0.3023, loss: 8.2168 2024-06-06 19:44:13,317 - mmdet - INFO - Epoch [9][950/3665] lr: 2.000e-05, eta: 1 day, 11:48:38, time: 9.332, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1909, interm_loss_bbox: 0.1533, interm_loss_iou: 0.3809, loss_cls: 0.1594, loss_bbox: 0.1354, loss_iou: 0.3529, d0.loss_cls: 0.2038, d0.loss_bbox: 0.1398, d0.loss_iou: 0.3590, d1.loss_cls: 0.1738, d1.loss_bbox: 0.1385, d1.loss_iou: 0.3568, d2.loss_cls: 0.1650, d2.loss_bbox: 0.1359, d2.loss_iou: 0.3540, d3.loss_cls: 0.1616, d3.loss_bbox: 0.1354, d3.loss_iou: 0.3526, d4.loss_cls: 0.1599, d4.loss_bbox: 0.1350, d4.loss_iou: 0.3531, dn_loss_cls: 0.0174, dn_loss_bbox: 0.1932, dn_loss_iou: 0.2982, d0.dn_loss_cls: 0.0491, d0.dn_loss_bbox: 0.2917, d0.dn_loss_iou: 0.3987, d1.dn_loss_cls: 0.0263, d1.dn_loss_bbox: 0.2160, d1.dn_loss_iou: 0.3218, d2.dn_loss_cls: 0.0212, d2.dn_loss_bbox: 0.2006, d2.dn_loss_iou: 0.3064, d3.dn_loss_cls: 0.0186, d3.dn_loss_bbox: 0.1946, d3.dn_loss_iou: 0.3000, d4.dn_loss_cls: 0.0177, d4.dn_loss_bbox: 0.1933, d4.dn_loss_iou: 0.2982, loss: 8.0597 2024-06-06 19:52:16,628 - mmdet - INFO - Epoch [9][1000/3665] lr: 2.000e-05, eta: 1 day, 11:40:54, time: 9.666, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1917, interm_loss_bbox: 0.1540, interm_loss_iou: 0.3807, loss_cls: 0.1608, loss_bbox: 0.1373, loss_iou: 0.3512, d0.loss_cls: 0.2046, d0.loss_bbox: 0.1399, d0.loss_iou: 0.3560, d1.loss_cls: 0.1750, d1.loss_bbox: 0.1405, d1.loss_iou: 0.3548, d2.loss_cls: 0.1657, d2.loss_bbox: 0.1381, d2.loss_iou: 0.3519, d3.loss_cls: 0.1626, d3.loss_bbox: 0.1373, d3.loss_iou: 0.3507, d4.loss_cls: 0.1614, d4.loss_bbox: 0.1368, d4.loss_iou: 0.3505, dn_loss_cls: 0.0173, dn_loss_bbox: 0.1890, dn_loss_iou: 0.3015, d0.dn_loss_cls: 0.0483, d0.dn_loss_bbox: 0.2800, d0.dn_loss_iou: 0.3994, d1.dn_loss_cls: 0.0259, d1.dn_loss_bbox: 0.2072, d1.dn_loss_iou: 0.3234, d2.dn_loss_cls: 0.0210, d2.dn_loss_bbox: 0.1942, d2.dn_loss_iou: 0.3088, d3.dn_loss_cls: 0.0184, d3.dn_loss_bbox: 0.1896, d3.dn_loss_iou: 0.3031, d4.dn_loss_cls: 0.0175, d4.dn_loss_bbox: 0.1890, d4.dn_loss_iou: 0.3015, loss: 8.0366 2024-06-06 20:00:06,475 - mmdet - INFO - Epoch [9][1050/3665] lr: 2.000e-05, eta: 1 day, 11:33:04, time: 9.397, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1989, interm_loss_bbox: 0.1536, interm_loss_iou: 0.3905, loss_cls: 0.1656, loss_bbox: 0.1378, loss_iou: 0.3628, d0.loss_cls: 0.2104, d0.loss_bbox: 0.1424, d0.loss_iou: 0.3693, d1.loss_cls: 0.1814, d1.loss_bbox: 0.1403, d1.loss_iou: 0.3665, d2.loss_cls: 0.1729, d2.loss_bbox: 0.1377, d2.loss_iou: 0.3632, d3.loss_cls: 0.1687, d3.loss_bbox: 0.1372, d3.loss_iou: 0.3619, d4.loss_cls: 0.1664, d4.loss_bbox: 0.1376, d4.loss_iou: 0.3624, dn_loss_cls: 0.0182, dn_loss_bbox: 0.1968, dn_loss_iou: 0.3102, d0.dn_loss_cls: 0.0489, d0.dn_loss_bbox: 0.2878, d0.dn_loss_iou: 0.4053, d1.dn_loss_cls: 0.0267, d1.dn_loss_bbox: 0.2160, d1.dn_loss_iou: 0.3313, d2.dn_loss_cls: 0.0218, d2.dn_loss_bbox: 0.2026, d2.dn_loss_iou: 0.3169, d3.dn_loss_cls: 0.0192, d3.dn_loss_bbox: 0.1976, d3.dn_loss_iou: 0.3116, d4.dn_loss_cls: 0.0184, d4.dn_loss_bbox: 0.1968, d4.dn_loss_iou: 0.3101, loss: 8.2636 2024-06-06 20:07:50,840 - mmdet - INFO - Epoch [9][1100/3665] lr: 2.000e-05, eta: 1 day, 11:25:11, time: 9.287, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1929, interm_loss_bbox: 0.1576, interm_loss_iou: 0.3805, loss_cls: 0.1624, loss_bbox: 0.1402, loss_iou: 0.3503, d0.loss_cls: 0.2050, d0.loss_bbox: 0.1443, d0.loss_iou: 0.3581, d1.loss_cls: 0.1769, d1.loss_bbox: 0.1423, d1.loss_iou: 0.3547, d2.loss_cls: 0.1680, d2.loss_bbox: 0.1406, d2.loss_iou: 0.3518, d3.loss_cls: 0.1642, d3.loss_bbox: 0.1401, d3.loss_iou: 0.3504, d4.loss_cls: 0.1632, d4.loss_bbox: 0.1401, d4.loss_iou: 0.3503, dn_loss_cls: 0.0180, dn_loss_bbox: 0.1993, dn_loss_iou: 0.3045, d0.dn_loss_cls: 0.0491, d0.dn_loss_bbox: 0.2971, d0.dn_loss_iou: 0.4055, d1.dn_loss_cls: 0.0268, d1.dn_loss_bbox: 0.2204, d1.dn_loss_iou: 0.3278, d2.dn_loss_cls: 0.0216, d2.dn_loss_bbox: 0.2057, d2.dn_loss_iou: 0.3122, d3.dn_loss_cls: 0.0192, d3.dn_loss_bbox: 0.2003, d3.dn_loss_iou: 0.3063, d4.dn_loss_cls: 0.0184, d4.dn_loss_bbox: 0.1993, d4.dn_loss_iou: 0.3044, loss: 8.1696 2024-06-06 20:15:41,003 - mmdet - INFO - Epoch [9][1150/3665] lr: 2.000e-05, eta: 1 day, 11:17:21, time: 9.403, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1915, interm_loss_bbox: 0.1522, interm_loss_iou: 0.3784, loss_cls: 0.1626, loss_bbox: 0.1340, loss_iou: 0.3476, d0.loss_cls: 0.2043, d0.loss_bbox: 0.1391, d0.loss_iou: 0.3547, d1.loss_cls: 0.1751, d1.loss_bbox: 0.1383, d1.loss_iou: 0.3529, d2.loss_cls: 0.1675, d2.loss_bbox: 0.1350, d2.loss_iou: 0.3500, d3.loss_cls: 0.1642, d3.loss_bbox: 0.1339, d3.loss_iou: 0.3478, d4.loss_cls: 0.1630, d4.loss_bbox: 0.1339, d4.loss_iou: 0.3476, dn_loss_cls: 0.0174, dn_loss_bbox: 0.1851, dn_loss_iou: 0.2989, d0.dn_loss_cls: 0.0493, d0.dn_loss_bbox: 0.2805, d0.dn_loss_iou: 0.3992, d1.dn_loss_cls: 0.0264, d1.dn_loss_bbox: 0.2064, d1.dn_loss_iou: 0.3227, d2.dn_loss_cls: 0.0212, d2.dn_loss_bbox: 0.1919, d2.dn_loss_iou: 0.3067, d3.dn_loss_cls: 0.0186, d3.dn_loss_bbox: 0.1861, d3.dn_loss_iou: 0.3006, d4.dn_loss_cls: 0.0177, d4.dn_loss_bbox: 0.1851, d4.dn_loss_iou: 0.2989, loss: 7.9865 2024-06-06 20:23:19,298 - mmdet - INFO - Epoch [9][1200/3665] lr: 2.000e-05, eta: 1 day, 11:09:26, time: 9.166, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1906, interm_loss_bbox: 0.1523, interm_loss_iou: 0.3706, loss_cls: 0.1588, loss_bbox: 0.1363, loss_iou: 0.3439, d0.loss_cls: 0.2029, d0.loss_bbox: 0.1397, d0.loss_iou: 0.3490, d1.loss_cls: 0.1736, d1.loss_bbox: 0.1391, d1.loss_iou: 0.3478, d2.loss_cls: 0.1651, d2.loss_bbox: 0.1365, d2.loss_iou: 0.3446, d3.loss_cls: 0.1613, d3.loss_bbox: 0.1358, d3.loss_iou: 0.3431, d4.loss_cls: 0.1600, d4.loss_bbox: 0.1356, d4.loss_iou: 0.3431, dn_loss_cls: 0.0173, dn_loss_bbox: 0.1892, dn_loss_iou: 0.2978, d0.dn_loss_cls: 0.0485, d0.dn_loss_bbox: 0.2831, d0.dn_loss_iou: 0.3966, d1.dn_loss_cls: 0.0261, d1.dn_loss_bbox: 0.2092, d1.dn_loss_iou: 0.3206, d2.dn_loss_cls: 0.0210, d2.dn_loss_bbox: 0.1952, d2.dn_loss_iou: 0.3055, d3.dn_loss_cls: 0.0185, d3.dn_loss_bbox: 0.1899, d3.dn_loss_iou: 0.2993, d4.dn_loss_cls: 0.0176, d4.dn_loss_bbox: 0.1892, d4.dn_loss_iou: 0.2977, loss: 7.9520 2024-06-06 20:31:20,122 - mmdet - INFO - Epoch [9][1250/3665] lr: 2.000e-05, eta: 1 day, 11:01:40, time: 9.616, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1950, interm_loss_bbox: 0.1583, interm_loss_iou: 0.3762, loss_cls: 0.1659, loss_bbox: 0.1419, loss_iou: 0.3464, d0.loss_cls: 0.2079, d0.loss_bbox: 0.1454, d0.loss_iou: 0.3527, d1.loss_cls: 0.1806, d1.loss_bbox: 0.1447, d1.loss_iou: 0.3512, d2.loss_cls: 0.1726, d2.loss_bbox: 0.1421, d2.loss_iou: 0.3474, d3.loss_cls: 0.1686, d3.loss_bbox: 0.1417, d3.loss_iou: 0.3459, d4.loss_cls: 0.1670, d4.loss_bbox: 0.1413, d4.loss_iou: 0.3458, dn_loss_cls: 0.0178, dn_loss_bbox: 0.1942, dn_loss_iou: 0.3002, d0.dn_loss_cls: 0.0491, d0.dn_loss_bbox: 0.2872, d0.dn_loss_iou: 0.3977, d1.dn_loss_cls: 0.0267, d1.dn_loss_bbox: 0.2127, d1.dn_loss_iou: 0.3219, d2.dn_loss_cls: 0.0216, d2.dn_loss_bbox: 0.1996, d2.dn_loss_iou: 0.3072, d3.dn_loss_cls: 0.0190, d3.dn_loss_bbox: 0.1949, d3.dn_loss_iou: 0.3017, d4.dn_loss_cls: 0.0181, d4.dn_loss_bbox: 0.1943, d4.dn_loss_iou: 0.3001, loss: 8.1027 2024-06-06 20:39:00,571 - mmdet - INFO - Epoch [9][1300/3665] lr: 2.000e-05, eta: 1 day, 10:53:46, time: 9.209, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1935, interm_loss_bbox: 0.1508, interm_loss_iou: 0.3801, loss_cls: 0.1634, loss_bbox: 0.1343, loss_iou: 0.3519, d0.loss_cls: 0.2063, d0.loss_bbox: 0.1381, d0.loss_iou: 0.3589, d1.loss_cls: 0.1773, d1.loss_bbox: 0.1375, d1.loss_iou: 0.3564, d2.loss_cls: 0.1690, d2.loss_bbox: 0.1354, d2.loss_iou: 0.3532, d3.loss_cls: 0.1655, d3.loss_bbox: 0.1345, d3.loss_iou: 0.3518, d4.loss_cls: 0.1639, d4.loss_bbox: 0.1343, d4.loss_iou: 0.3519, dn_loss_cls: 0.0169, dn_loss_bbox: 0.1746, dn_loss_iou: 0.2964, d0.dn_loss_cls: 0.0482, d0.dn_loss_bbox: 0.2676, d0.dn_loss_iou: 0.3962, d1.dn_loss_cls: 0.0253, d1.dn_loss_bbox: 0.1935, d1.dn_loss_iou: 0.3186, d2.dn_loss_cls: 0.0205, d2.dn_loss_bbox: 0.1802, d2.dn_loss_iou: 0.3036, d3.dn_loss_cls: 0.0179, d3.dn_loss_bbox: 0.1755, d3.dn_loss_iou: 0.2980, d4.dn_loss_cls: 0.0171, d4.dn_loss_bbox: 0.1747, d4.dn_loss_iou: 0.2964, loss: 7.9291 2024-06-06 20:46:57,836 - mmdet - INFO - Epoch [9][1350/3665] lr: 2.000e-05, eta: 1 day, 10:45:59, time: 9.545, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1943, interm_loss_bbox: 0.1526, interm_loss_iou: 0.3910, loss_cls: 0.1638, loss_bbox: 0.1365, loss_iou: 0.3640, d0.loss_cls: 0.2060, d0.loss_bbox: 0.1388, d0.loss_iou: 0.3687, d1.loss_cls: 0.1782, d1.loss_bbox: 0.1386, d1.loss_iou: 0.3668, d2.loss_cls: 0.1693, d2.loss_bbox: 0.1374, d2.loss_iou: 0.3659, d3.loss_cls: 0.1653, d3.loss_bbox: 0.1370, d3.loss_iou: 0.3643, d4.loss_cls: 0.1648, d4.loss_bbox: 0.1360, d4.loss_iou: 0.3639, dn_loss_cls: 0.0173, dn_loss_bbox: 0.1944, dn_loss_iou: 0.3032, d0.dn_loss_cls: 0.0487, d0.dn_loss_bbox: 0.2902, d0.dn_loss_iou: 0.4027, d1.dn_loss_cls: 0.0260, d1.dn_loss_bbox: 0.2141, d1.dn_loss_iou: 0.3253, d2.dn_loss_cls: 0.0209, d2.dn_loss_bbox: 0.2005, d2.dn_loss_iou: 0.3107, d3.dn_loss_cls: 0.0185, d3.dn_loss_bbox: 0.1952, d3.dn_loss_iou: 0.3047, d4.dn_loss_cls: 0.0177, d4.dn_loss_bbox: 0.1945, d4.dn_loss_iou: 0.3031, loss: 8.1908 2024-06-06 20:54:54,748 - mmdet - INFO - Epoch [9][1400/3665] lr: 2.000e-05, eta: 1 day, 10:38:11, time: 9.538, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1936, interm_loss_bbox: 0.1534, interm_loss_iou: 0.3721, loss_cls: 0.1619, loss_bbox: 0.1388, loss_iou: 0.3443, d0.loss_cls: 0.2062, d0.loss_bbox: 0.1424, d0.loss_iou: 0.3499, d1.loss_cls: 0.1782, d1.loss_bbox: 0.1414, d1.loss_iou: 0.3475, d2.loss_cls: 0.1692, d2.loss_bbox: 0.1387, d2.loss_iou: 0.3437, d3.loss_cls: 0.1640, d3.loss_bbox: 0.1388, d3.loss_iou: 0.3436, d4.loss_cls: 0.1629, d4.loss_bbox: 0.1385, d4.loss_iou: 0.3437, dn_loss_cls: 0.0171, dn_loss_bbox: 0.1950, dn_loss_iou: 0.2963, d0.dn_loss_cls: 0.0485, d0.dn_loss_bbox: 0.2897, d0.dn_loss_iou: 0.3948, d1.dn_loss_cls: 0.0257, d1.dn_loss_bbox: 0.2149, d1.dn_loss_iou: 0.3181, d2.dn_loss_cls: 0.0207, d2.dn_loss_bbox: 0.2012, d2.dn_loss_iou: 0.3036, d3.dn_loss_cls: 0.0181, d3.dn_loss_bbox: 0.1958, d3.dn_loss_iou: 0.2978, d4.dn_loss_cls: 0.0173, d4.dn_loss_bbox: 0.1951, d4.dn_loss_iou: 0.2963, loss: 8.0189 2024-06-06 21:02:53,763 - mmdet - INFO - Epoch [9][1450/3665] lr: 2.000e-05, eta: 1 day, 10:30:25, time: 9.580, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1941, interm_loss_bbox: 0.1574, interm_loss_iou: 0.3747, loss_cls: 0.1643, loss_bbox: 0.1385, loss_iou: 0.3443, d0.loss_cls: 0.2060, d0.loss_bbox: 0.1435, d0.loss_iou: 0.3521, d1.loss_cls: 0.1779, d1.loss_bbox: 0.1425, d1.loss_iou: 0.3498, d2.loss_cls: 0.1700, d2.loss_bbox: 0.1385, d2.loss_iou: 0.3450, d3.loss_cls: 0.1667, d3.loss_bbox: 0.1380, d3.loss_iou: 0.3436, d4.loss_cls: 0.1649, d4.loss_bbox: 0.1379, d4.loss_iou: 0.3439, dn_loss_cls: 0.0180, dn_loss_bbox: 0.2013, dn_loss_iou: 0.2990, d0.dn_loss_cls: 0.0498, d0.dn_loss_bbox: 0.3007, d0.dn_loss_iou: 0.3990, d1.dn_loss_cls: 0.0269, d1.dn_loss_bbox: 0.2221, d1.dn_loss_iou: 0.3219, d2.dn_loss_cls: 0.0219, d2.dn_loss_bbox: 0.2079, d2.dn_loss_iou: 0.3067, d3.dn_loss_cls: 0.0192, d3.dn_loss_bbox: 0.2022, d3.dn_loss_iou: 0.3006, d4.dn_loss_cls: 0.0184, d4.dn_loss_bbox: 0.2013, d4.dn_loss_iou: 0.2989, loss: 8.1094 2024-06-06 21:10:40,386 - mmdet - INFO - Epoch [9][1500/3665] lr: 2.000e-05, eta: 1 day, 10:22:33, time: 9.332, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1901, interm_loss_bbox: 0.1555, interm_loss_iou: 0.3782, loss_cls: 0.1610, loss_bbox: 0.1384, loss_iou: 0.3506, d0.loss_cls: 0.2020, d0.loss_bbox: 0.1420, d0.loss_iou: 0.3561, d1.loss_cls: 0.1751, d1.loss_bbox: 0.1414, d1.loss_iou: 0.3530, d2.loss_cls: 0.1667, d2.loss_bbox: 0.1392, d2.loss_iou: 0.3508, d3.loss_cls: 0.1629, d3.loss_bbox: 0.1384, d3.loss_iou: 0.3500, d4.loss_cls: 0.1615, d4.loss_bbox: 0.1385, d4.loss_iou: 0.3502, dn_loss_cls: 0.0176, dn_loss_bbox: 0.1914, dn_loss_iou: 0.3018, d0.dn_loss_cls: 0.0497, d0.dn_loss_bbox: 0.2830, d0.dn_loss_iou: 0.3991, d1.dn_loss_cls: 0.0265, d1.dn_loss_bbox: 0.2095, d1.dn_loss_iou: 0.3239, d2.dn_loss_cls: 0.0214, d2.dn_loss_bbox: 0.1970, d2.dn_loss_iou: 0.3093, d3.dn_loss_cls: 0.0188, d3.dn_loss_bbox: 0.1921, d3.dn_loss_iou: 0.3034, d4.dn_loss_cls: 0.0179, d4.dn_loss_bbox: 0.1915, d4.dn_loss_iou: 0.3017, loss: 8.0572 2024-06-06 21:18:33,274 - mmdet - INFO - Epoch [9][1550/3665] lr: 2.000e-05, eta: 1 day, 10:14:44, time: 9.458, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1931, interm_loss_bbox: 0.1565, interm_loss_iou: 0.3847, loss_cls: 0.1608, loss_bbox: 0.1390, loss_iou: 0.3575, d0.loss_cls: 0.2051, d0.loss_bbox: 0.1425, d0.loss_iou: 0.3622, d1.loss_cls: 0.1742, d1.loss_bbox: 0.1434, d1.loss_iou: 0.3627, d2.loss_cls: 0.1668, d2.loss_bbox: 0.1398, d2.loss_iou: 0.3582, d3.loss_cls: 0.1626, d3.loss_bbox: 0.1397, d3.loss_iou: 0.3578, d4.loss_cls: 0.1616, d4.loss_bbox: 0.1390, d4.loss_iou: 0.3571, dn_loss_cls: 0.0172, dn_loss_bbox: 0.1937, dn_loss_iou: 0.2998, d0.dn_loss_cls: 0.0484, d0.dn_loss_bbox: 0.2872, d0.dn_loss_iou: 0.3979, d1.dn_loss_cls: 0.0256, d1.dn_loss_bbox: 0.2133, d1.dn_loss_iou: 0.3221, d2.dn_loss_cls: 0.0207, d2.dn_loss_bbox: 0.1998, d2.dn_loss_iou: 0.3075, d3.dn_loss_cls: 0.0183, d3.dn_loss_bbox: 0.1946, d3.dn_loss_iou: 0.3015, d4.dn_loss_cls: 0.0175, d4.dn_loss_bbox: 0.1937, d4.dn_loss_iou: 0.2997, loss: 8.1227 2024-06-06 21:26:20,676 - mmdet - INFO - Epoch [9][1600/3665] lr: 2.000e-05, eta: 1 day, 10:06:53, time: 9.348, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1875, interm_loss_bbox: 0.1559, interm_loss_iou: 0.3777, loss_cls: 0.1576, loss_bbox: 0.1384, loss_iou: 0.3489, d0.loss_cls: 0.2006, d0.loss_bbox: 0.1421, d0.loss_iou: 0.3538, d1.loss_cls: 0.1707, d1.loss_bbox: 0.1426, d1.loss_iou: 0.3526, d2.loss_cls: 0.1631, d2.loss_bbox: 0.1390, d2.loss_iou: 0.3493, d3.loss_cls: 0.1593, d3.loss_bbox: 0.1383, d3.loss_iou: 0.3485, d4.loss_cls: 0.1584, d4.loss_bbox: 0.1380, d4.loss_iou: 0.3481, dn_loss_cls: 0.0168, dn_loss_bbox: 0.1903, dn_loss_iou: 0.2965, d0.dn_loss_cls: 0.0478, d0.dn_loss_bbox: 0.2847, d0.dn_loss_iou: 0.3937, d1.dn_loss_cls: 0.0253, d1.dn_loss_bbox: 0.2098, d1.dn_loss_iou: 0.3182, d2.dn_loss_cls: 0.0203, d2.dn_loss_bbox: 0.1965, d2.dn_loss_iou: 0.3037, d3.dn_loss_cls: 0.0179, d3.dn_loss_bbox: 0.1913, d3.dn_loss_iou: 0.2981, d4.dn_loss_cls: 0.0171, d4.dn_loss_bbox: 0.1903, d4.dn_loss_iou: 0.2964, loss: 7.9851 2024-06-06 21:34:19,874 - mmdet - INFO - Epoch [9][1650/3665] lr: 2.000e-05, eta: 1 day, 9:59:06, time: 9.584, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1939, interm_loss_bbox: 0.1500, interm_loss_iou: 0.3890, loss_cls: 0.1611, loss_bbox: 0.1332, loss_iou: 0.3613, d0.loss_cls: 0.2047, d0.loss_bbox: 0.1375, d0.loss_iou: 0.3668, d1.loss_cls: 0.1762, d1.loss_bbox: 0.1363, d1.loss_iou: 0.3649, d2.loss_cls: 0.1683, d2.loss_bbox: 0.1334, d2.loss_iou: 0.3614, d3.loss_cls: 0.1635, d3.loss_bbox: 0.1336, d3.loss_iou: 0.3615, d4.loss_cls: 0.1617, d4.loss_bbox: 0.1333, d4.loss_iou: 0.3616, dn_loss_cls: 0.0179, dn_loss_bbox: 0.1863, dn_loss_iou: 0.3061, d0.dn_loss_cls: 0.0495, d0.dn_loss_bbox: 0.2773, d0.dn_loss_iou: 0.4041, d1.dn_loss_cls: 0.0265, d1.dn_loss_bbox: 0.2058, d1.dn_loss_iou: 0.3285, d2.dn_loss_cls: 0.0216, d2.dn_loss_bbox: 0.1928, d2.dn_loss_iou: 0.3136, d3.dn_loss_cls: 0.0190, d3.dn_loss_bbox: 0.1874, d3.dn_loss_iou: 0.3078, d4.dn_loss_cls: 0.0181, d4.dn_loss_bbox: 0.1863, d4.dn_loss_iou: 0.3061, loss: 8.1080 2024-06-06 21:42:19,319 - mmdet - INFO - Epoch [9][1700/3665] lr: 2.000e-05, eta: 1 day, 9:51:20, time: 9.589, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1929, interm_loss_bbox: 0.1584, interm_loss_iou: 0.3730, loss_cls: 0.1623, loss_bbox: 0.1401, loss_iou: 0.3431, d0.loss_cls: 0.2056, d0.loss_bbox: 0.1441, d0.loss_iou: 0.3487, d1.loss_cls: 0.1763, d1.loss_bbox: 0.1453, d1.loss_iou: 0.3477, d2.loss_cls: 0.1686, d2.loss_bbox: 0.1413, d2.loss_iou: 0.3439, d3.loss_cls: 0.1649, d3.loss_bbox: 0.1399, d3.loss_iou: 0.3429, d4.loss_cls: 0.1635, d4.loss_bbox: 0.1393, d4.loss_iou: 0.3426, dn_loss_cls: 0.0179, dn_loss_bbox: 0.1991, dn_loss_iou: 0.2969, d0.dn_loss_cls: 0.0498, d0.dn_loss_bbox: 0.2927, d0.dn_loss_iou: 0.3954, d1.dn_loss_cls: 0.0267, d1.dn_loss_bbox: 0.2187, d1.dn_loss_iou: 0.3194, d2.dn_loss_cls: 0.0216, d2.dn_loss_bbox: 0.2050, d2.dn_loss_iou: 0.3041, d3.dn_loss_cls: 0.0190, d3.dn_loss_bbox: 0.1999, d3.dn_loss_iou: 0.2983, d4.dn_loss_cls: 0.0182, d4.dn_loss_bbox: 0.1992, d4.dn_loss_iou: 0.2968, loss: 8.0631 2024-06-06 21:50:04,410 - mmdet - INFO - Epoch [9][1750/3665] lr: 2.000e-05, eta: 1 day, 9:43:28, time: 9.302, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1961, interm_loss_bbox: 0.1572, interm_loss_iou: 0.3661, loss_cls: 0.1659, loss_bbox: 0.1393, loss_iou: 0.3349, d0.loss_cls: 0.2088, d0.loss_bbox: 0.1427, d0.loss_iou: 0.3426, d1.loss_cls: 0.1807, d1.loss_bbox: 0.1425, d1.loss_iou: 0.3398, d2.loss_cls: 0.1719, d2.loss_bbox: 0.1394, d2.loss_iou: 0.3364, d3.loss_cls: 0.1681, d3.loss_bbox: 0.1389, d3.loss_iou: 0.3346, d4.loss_cls: 0.1667, d4.loss_bbox: 0.1390, d4.loss_iou: 0.3349, dn_loss_cls: 0.0168, dn_loss_bbox: 0.1919, dn_loss_iou: 0.2922, d0.dn_loss_cls: 0.0483, d0.dn_loss_bbox: 0.2890, d0.dn_loss_iou: 0.3908, d1.dn_loss_cls: 0.0255, d1.dn_loss_bbox: 0.2130, d1.dn_loss_iou: 0.3147, d2.dn_loss_cls: 0.0206, d2.dn_loss_bbox: 0.1985, d2.dn_loss_iou: 0.2996, d3.dn_loss_cls: 0.0181, d3.dn_loss_bbox: 0.1929, d3.dn_loss_iou: 0.2939, d4.dn_loss_cls: 0.0172, d4.dn_loss_bbox: 0.1919, d4.dn_loss_iou: 0.2922, loss: 7.9533 2024-06-06 21:57:54,613 - mmdet - INFO - Epoch [9][1800/3665] lr: 2.000e-05, eta: 1 day, 9:35:37, time: 9.404, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1969, interm_loss_bbox: 0.1521, interm_loss_iou: 0.3823, loss_cls: 0.1655, loss_bbox: 0.1360, loss_iou: 0.3540, d0.loss_cls: 0.2079, d0.loss_bbox: 0.1391, d0.loss_iou: 0.3603, d1.loss_cls: 0.1800, d1.loss_bbox: 0.1390, d1.loss_iou: 0.3582, d2.loss_cls: 0.1713, d2.loss_bbox: 0.1365, d2.loss_iou: 0.3544, d3.loss_cls: 0.1673, d3.loss_bbox: 0.1362, d3.loss_iou: 0.3542, d4.loss_cls: 0.1657, d4.loss_bbox: 0.1363, d4.loss_iou: 0.3542, dn_loss_cls: 0.0172, dn_loss_bbox: 0.1837, dn_loss_iou: 0.2968, d0.dn_loss_cls: 0.0488, d0.dn_loss_bbox: 0.2795, d0.dn_loss_iou: 0.3963, d1.dn_loss_cls: 0.0258, d1.dn_loss_bbox: 0.2049, d1.dn_loss_iou: 0.3195, d2.dn_loss_cls: 0.0209, d2.dn_loss_bbox: 0.1905, d2.dn_loss_iou: 0.3045, d3.dn_loss_cls: 0.0183, d3.dn_loss_bbox: 0.1847, d3.dn_loss_iou: 0.2984, d4.dn_loss_cls: 0.0176, d4.dn_loss_bbox: 0.1837, d4.dn_loss_iou: 0.2967, loss: 8.0351 2024-06-06 22:05:44,093 - mmdet - INFO - Epoch [9][1850/3665] lr: 2.000e-05, eta: 1 day, 9:27:47, time: 9.390, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1923, interm_loss_bbox: 0.1531, interm_loss_iou: 0.3801, loss_cls: 0.1600, loss_bbox: 0.1374, loss_iou: 0.3519, d0.loss_cls: 0.2045, d0.loss_bbox: 0.1402, d0.loss_iou: 0.3570, d1.loss_cls: 0.1755, d1.loss_bbox: 0.1395, d1.loss_iou: 0.3547, d2.loss_cls: 0.1671, d2.loss_bbox: 0.1372, d2.loss_iou: 0.3519, d3.loss_cls: 0.1625, d3.loss_bbox: 0.1365, d3.loss_iou: 0.3510, d4.loss_cls: 0.1606, d4.loss_bbox: 0.1371, d4.loss_iou: 0.3516, dn_loss_cls: 0.0173, dn_loss_bbox: 0.1877, dn_loss_iou: 0.2991, d0.dn_loss_cls: 0.0480, d0.dn_loss_bbox: 0.2830, d0.dn_loss_iou: 0.3967, d1.dn_loss_cls: 0.0263, d1.dn_loss_bbox: 0.2079, d1.dn_loss_iou: 0.3215, d2.dn_loss_cls: 0.0211, d2.dn_loss_bbox: 0.1940, d2.dn_loss_iou: 0.3066, d3.dn_loss_cls: 0.0184, d3.dn_loss_bbox: 0.1885, d3.dn_loss_iou: 0.3007, d4.dn_loss_cls: 0.0177, d4.dn_loss_bbox: 0.1878, d4.dn_loss_iou: 0.2991, loss: 8.0230 2024-06-06 22:13:40,979 - mmdet - INFO - Epoch [9][1900/3665] lr: 2.000e-05, eta: 1 day, 9:19:59, time: 9.538, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1905, interm_loss_bbox: 0.1543, interm_loss_iou: 0.3691, loss_cls: 0.1580, loss_bbox: 0.1393, loss_iou: 0.3415, d0.loss_cls: 0.2027, d0.loss_bbox: 0.1412, d0.loss_iou: 0.3460, d1.loss_cls: 0.1739, d1.loss_bbox: 0.1398, d1.loss_iou: 0.3446, d2.loss_cls: 0.1648, d2.loss_bbox: 0.1386, d2.loss_iou: 0.3413, d3.loss_cls: 0.1612, d3.loss_bbox: 0.1385, d3.loss_iou: 0.3407, d4.loss_cls: 0.1590, d4.loss_bbox: 0.1390, d4.loss_iou: 0.3412, dn_loss_cls: 0.0166, dn_loss_bbox: 0.1896, dn_loss_iou: 0.2874, d0.dn_loss_cls: 0.0476, d0.dn_loss_bbox: 0.2878, d0.dn_loss_iou: 0.3872, d1.dn_loss_cls: 0.0252, d1.dn_loss_bbox: 0.2108, d1.dn_loss_iou: 0.3102, d2.dn_loss_cls: 0.0202, d2.dn_loss_bbox: 0.1966, d2.dn_loss_iou: 0.2952, d3.dn_loss_cls: 0.0178, d3.dn_loss_bbox: 0.1907, d3.dn_loss_iou: 0.2892, d4.dn_loss_cls: 0.0170, d4.dn_loss_bbox: 0.1896, d4.dn_loss_iou: 0.2874, loss: 7.8910 2024-06-06 22:21:34,856 - mmdet - INFO - Epoch [9][1950/3665] lr: 2.000e-05, eta: 1 day, 9:12:11, time: 9.478, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1896, interm_loss_bbox: 0.1542, interm_loss_iou: 0.3857, loss_cls: 0.1597, loss_bbox: 0.1391, loss_iou: 0.3548, d0.loss_cls: 0.2009, d0.loss_bbox: 0.1430, d0.loss_iou: 0.3631, d1.loss_cls: 0.1739, d1.loss_bbox: 0.1410, d1.loss_iou: 0.3589, d2.loss_cls: 0.1659, d2.loss_bbox: 0.1389, d2.loss_iou: 0.3549, d3.loss_cls: 0.1630, d3.loss_bbox: 0.1380, d3.loss_iou: 0.3537, d4.loss_cls: 0.1604, d4.loss_bbox: 0.1391, d4.loss_iou: 0.3546, dn_loss_cls: 0.0182, dn_loss_bbox: 0.1967, dn_loss_iou: 0.3072, d0.dn_loss_cls: 0.0492, d0.dn_loss_bbox: 0.2908, d0.dn_loss_iou: 0.4074, d1.dn_loss_cls: 0.0267, d1.dn_loss_bbox: 0.2167, d1.dn_loss_iou: 0.3302, d2.dn_loss_cls: 0.0217, d2.dn_loss_bbox: 0.2025, d2.dn_loss_iou: 0.3143, d3.dn_loss_cls: 0.0191, d3.dn_loss_bbox: 0.1976, d3.dn_loss_iou: 0.3088, d4.dn_loss_cls: 0.0184, d4.dn_loss_bbox: 0.1967, d4.dn_loss_iou: 0.3071, loss: 8.1616 2024-06-06 22:29:34,832 - mmdet - INFO - Epoch [9][2000/3665] lr: 2.000e-05, eta: 1 day, 9:04:24, time: 9.600, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1933, interm_loss_bbox: 0.1524, interm_loss_iou: 0.3802, loss_cls: 0.1629, loss_bbox: 0.1350, loss_iou: 0.3524, d0.loss_cls: 0.2047, d0.loss_bbox: 0.1394, d0.loss_iou: 0.3573, d1.loss_cls: 0.1769, d1.loss_bbox: 0.1387, d1.loss_iou: 0.3569, d2.loss_cls: 0.1687, d2.loss_bbox: 0.1360, d2.loss_iou: 0.3526, d3.loss_cls: 0.1647, d3.loss_bbox: 0.1355, d3.loss_iou: 0.3519, d4.loss_cls: 0.1634, d4.loss_bbox: 0.1348, d4.loss_iou: 0.3521, dn_loss_cls: 0.0166, dn_loss_bbox: 0.1898, dn_loss_iou: 0.2978, d0.dn_loss_cls: 0.0473, d0.dn_loss_bbox: 0.2847, d0.dn_loss_iou: 0.3941, d1.dn_loss_cls: 0.0253, d1.dn_loss_bbox: 0.2101, d1.dn_loss_iou: 0.3200, d2.dn_loss_cls: 0.0203, d2.dn_loss_bbox: 0.1960, d2.dn_loss_iou: 0.3051, d3.dn_loss_cls: 0.0178, d3.dn_loss_bbox: 0.1905, d3.dn_loss_iou: 0.2992, d4.dn_loss_cls: 0.0169, d4.dn_loss_bbox: 0.1898, d4.dn_loss_iou: 0.2977, loss: 8.0286 2024-06-06 22:37:30,161 - mmdet - INFO - Epoch [9][2050/3665] lr: 2.000e-05, eta: 1 day, 8:56:36, time: 9.507, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1910, interm_loss_bbox: 0.1515, interm_loss_iou: 0.3817, loss_cls: 0.1600, loss_bbox: 0.1378, loss_iou: 0.3543, d0.loss_cls: 0.2019, d0.loss_bbox: 0.1406, d0.loss_iou: 0.3613, d1.loss_cls: 0.1750, d1.loss_bbox: 0.1393, d1.loss_iou: 0.3584, d2.loss_cls: 0.1666, d2.loss_bbox: 0.1375, d2.loss_iou: 0.3550, d3.loss_cls: 0.1628, d3.loss_bbox: 0.1370, d3.loss_iou: 0.3540, d4.loss_cls: 0.1605, d4.loss_bbox: 0.1375, d4.loss_iou: 0.3545, dn_loss_cls: 0.0173, dn_loss_bbox: 0.1924, dn_loss_iou: 0.3020, d0.dn_loss_cls: 0.0482, d0.dn_loss_bbox: 0.2866, d0.dn_loss_iou: 0.4002, d1.dn_loss_cls: 0.0259, d1.dn_loss_bbox: 0.2122, d1.dn_loss_iou: 0.3244, d2.dn_loss_cls: 0.0209, d2.dn_loss_bbox: 0.1987, d2.dn_loss_iou: 0.3096, d3.dn_loss_cls: 0.0185, d3.dn_loss_bbox: 0.1932, d3.dn_loss_iou: 0.3035, d4.dn_loss_cls: 0.0176, d4.dn_loss_bbox: 0.1925, d4.dn_loss_iou: 0.3019, loss: 8.0839 2024-06-06 22:45:22,882 - mmdet - INFO - Epoch [9][2100/3665] lr: 2.000e-05, eta: 1 day, 8:48:47, time: 9.454, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1969, interm_loss_bbox: 0.1532, interm_loss_iou: 0.3887, loss_cls: 0.1667, loss_bbox: 0.1347, loss_iou: 0.3584, d0.loss_cls: 0.2105, d0.loss_bbox: 0.1379, d0.loss_iou: 0.3647, d1.loss_cls: 0.1820, d1.loss_bbox: 0.1381, d1.loss_iou: 0.3624, d2.loss_cls: 0.1729, d2.loss_bbox: 0.1354, d2.loss_iou: 0.3597, d3.loss_cls: 0.1693, d3.loss_bbox: 0.1343, d3.loss_iou: 0.3579, d4.loss_cls: 0.1672, d4.loss_bbox: 0.1347, d4.loss_iou: 0.3584, dn_loss_cls: 0.0174, dn_loss_bbox: 0.1960, dn_loss_iou: 0.3074, d0.dn_loss_cls: 0.0487, d0.dn_loss_bbox: 0.2922, d0.dn_loss_iou: 0.4079, d1.dn_loss_cls: 0.0262, d1.dn_loss_bbox: 0.2171, d1.dn_loss_iou: 0.3308, d2.dn_loss_cls: 0.0212, d2.dn_loss_bbox: 0.2027, d2.dn_loss_iou: 0.3152, d3.dn_loss_cls: 0.0186, d3.dn_loss_bbox: 0.1970, d3.dn_loss_iou: 0.3090, d4.dn_loss_cls: 0.0178, d4.dn_loss_bbox: 0.1960, d4.dn_loss_iou: 0.3073, loss: 8.2126 2024-06-06 22:53:14,482 - mmdet - INFO - Epoch [9][2150/3665] lr: 2.000e-05, eta: 1 day, 8:40:57, time: 9.432, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1909, interm_loss_bbox: 0.1543, interm_loss_iou: 0.3762, loss_cls: 0.1618, loss_bbox: 0.1368, loss_iou: 0.3451, d0.loss_cls: 0.2029, d0.loss_bbox: 0.1410, d0.loss_iou: 0.3532, d1.loss_cls: 0.1761, d1.loss_bbox: 0.1391, d1.loss_iou: 0.3485, d2.loss_cls: 0.1677, d2.loss_bbox: 0.1366, d2.loss_iou: 0.3457, d3.loss_cls: 0.1639, d3.loss_bbox: 0.1363, d3.loss_iou: 0.3447, d4.loss_cls: 0.1621, d4.loss_bbox: 0.1366, d4.loss_iou: 0.3451, dn_loss_cls: 0.0168, dn_loss_bbox: 0.1911, dn_loss_iou: 0.2956, d0.dn_loss_cls: 0.0481, d0.dn_loss_bbox: 0.2870, d0.dn_loss_iou: 0.3949, d1.dn_loss_cls: 0.0257, d1.dn_loss_bbox: 0.2114, d1.dn_loss_iou: 0.3182, d2.dn_loss_cls: 0.0205, d2.dn_loss_bbox: 0.1976, d2.dn_loss_iou: 0.3033, d3.dn_loss_cls: 0.0178, d3.dn_loss_bbox: 0.1922, d3.dn_loss_iou: 0.2973, d4.dn_loss_cls: 0.0171, d4.dn_loss_bbox: 0.1912, d4.dn_loss_iou: 0.2955, loss: 7.9860 2024-06-06 23:01:01,320 - mmdet - INFO - Epoch [9][2200/3665] lr: 2.000e-05, eta: 1 day, 8:33:06, time: 9.337, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1913, interm_loss_bbox: 0.1505, interm_loss_iou: 0.3866, loss_cls: 0.1606, loss_bbox: 0.1346, loss_iou: 0.3587, d0.loss_cls: 0.2015, d0.loss_bbox: 0.1382, d0.loss_iou: 0.3658, d1.loss_cls: 0.1730, d1.loss_bbox: 0.1377, d1.loss_iou: 0.3642, d2.loss_cls: 0.1661, d2.loss_bbox: 0.1354, d2.loss_iou: 0.3599, d3.loss_cls: 0.1632, d3.loss_bbox: 0.1347, d3.loss_iou: 0.3585, d4.loss_cls: 0.1610, d4.loss_bbox: 0.1346, d4.loss_iou: 0.3591, dn_loss_cls: 0.0170, dn_loss_bbox: 0.1901, dn_loss_iou: 0.2985, d0.dn_loss_cls: 0.0478, d0.dn_loss_bbox: 0.2816, d0.dn_loss_iou: 0.3962, d1.dn_loss_cls: 0.0257, d1.dn_loss_bbox: 0.2100, d1.dn_loss_iou: 0.3206, d2.dn_loss_cls: 0.0207, d2.dn_loss_bbox: 0.1969, d2.dn_loss_iou: 0.3062, d3.dn_loss_cls: 0.0181, d3.dn_loss_bbox: 0.1911, d3.dn_loss_iou: 0.3001, d4.dn_loss_cls: 0.0173, d4.dn_loss_bbox: 0.1901, d4.dn_loss_iou: 0.2984, loss: 8.0617 2024-06-06 23:08:55,441 - mmdet - INFO - Epoch [9][2250/3665] lr: 2.000e-05, eta: 1 day, 8:25:17, time: 9.482, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1889, interm_loss_bbox: 0.1508, interm_loss_iou: 0.3826, loss_cls: 0.1586, loss_bbox: 0.1358, loss_iou: 0.3540, d0.loss_cls: 0.2007, d0.loss_bbox: 0.1385, d0.loss_iou: 0.3612, d1.loss_cls: 0.1726, d1.loss_bbox: 0.1375, d1.loss_iou: 0.3589, d2.loss_cls: 0.1646, d2.loss_bbox: 0.1353, d2.loss_iou: 0.3547, d3.loss_cls: 0.1606, d3.loss_bbox: 0.1352, d3.loss_iou: 0.3539, d4.loss_cls: 0.1595, d4.loss_bbox: 0.1355, d4.loss_iou: 0.3536, dn_loss_cls: 0.0173, dn_loss_bbox: 0.1822, dn_loss_iou: 0.2967, d0.dn_loss_cls: 0.0476, d0.dn_loss_bbox: 0.2757, d0.dn_loss_iou: 0.3955, d1.dn_loss_cls: 0.0255, d1.dn_loss_bbox: 0.2021, d1.dn_loss_iou: 0.3193, d2.dn_loss_cls: 0.0208, d2.dn_loss_bbox: 0.1884, d2.dn_loss_iou: 0.3041, d3.dn_loss_cls: 0.0183, d3.dn_loss_bbox: 0.1830, d3.dn_loss_iou: 0.2981, d4.dn_loss_cls: 0.0175, d4.dn_loss_bbox: 0.1823, d4.dn_loss_iou: 0.2967, loss: 7.9641 2024-06-06 23:16:47,541 - mmdet - INFO - Epoch [9][2300/3665] lr: 2.000e-05, eta: 1 day, 8:17:27, time: 9.442, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1922, interm_loss_bbox: 0.1533, interm_loss_iou: 0.3760, loss_cls: 0.1604, loss_bbox: 0.1353, loss_iou: 0.3457, d0.loss_cls: 0.2032, d0.loss_bbox: 0.1398, d0.loss_iou: 0.3534, d1.loss_cls: 0.1753, d1.loss_bbox: 0.1371, d1.loss_iou: 0.3495, d2.loss_cls: 0.1670, d2.loss_bbox: 0.1346, d2.loss_iou: 0.3461, d3.loss_cls: 0.1631, d3.loss_bbox: 0.1346, d3.loss_iou: 0.3455, d4.loss_cls: 0.1612, d4.loss_bbox: 0.1348, d4.loss_iou: 0.3454, dn_loss_cls: 0.0177, dn_loss_bbox: 0.1940, dn_loss_iou: 0.3028, d0.dn_loss_cls: 0.0487, d0.dn_loss_bbox: 0.2857, d0.dn_loss_iou: 0.4006, d1.dn_loss_cls: 0.0261, d1.dn_loss_bbox: 0.2130, d1.dn_loss_iou: 0.3252, d2.dn_loss_cls: 0.0213, d2.dn_loss_bbox: 0.2001, d2.dn_loss_iou: 0.3102, d3.dn_loss_cls: 0.0189, d3.dn_loss_bbox: 0.1950, d3.dn_loss_iou: 0.3045, d4.dn_loss_cls: 0.0180, d4.dn_loss_bbox: 0.1940, d4.dn_loss_iou: 0.3028, loss: 8.0322 2024-06-06 23:24:46,263 - mmdet - INFO - Epoch [9][2350/3665] lr: 2.000e-05, eta: 1 day, 8:09:40, time: 9.574, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1922, interm_loss_bbox: 0.1511, interm_loss_iou: 0.3842, loss_cls: 0.1630, loss_bbox: 0.1344, loss_iou: 0.3556, d0.loss_cls: 0.2030, d0.loss_bbox: 0.1378, d0.loss_iou: 0.3627, d1.loss_cls: 0.1755, d1.loss_bbox: 0.1377, d1.loss_iou: 0.3613, d2.loss_cls: 0.1692, d2.loss_bbox: 0.1338, d2.loss_iou: 0.3560, d3.loss_cls: 0.1654, d3.loss_bbox: 0.1340, d3.loss_iou: 0.3551, d4.loss_cls: 0.1634, d4.loss_bbox: 0.1346, d4.loss_iou: 0.3556, dn_loss_cls: 0.0168, dn_loss_bbox: 0.1886, dn_loss_iou: 0.2975, d0.dn_loss_cls: 0.0468, d0.dn_loss_bbox: 0.2778, d0.dn_loss_iou: 0.3916, d1.dn_loss_cls: 0.0252, d1.dn_loss_bbox: 0.2064, d1.dn_loss_iou: 0.3180, d2.dn_loss_cls: 0.0205, d2.dn_loss_bbox: 0.1941, d2.dn_loss_iou: 0.3045, d3.dn_loss_cls: 0.0179, d3.dn_loss_bbox: 0.1894, d3.dn_loss_iou: 0.2992, d4.dn_loss_cls: 0.0171, d4.dn_loss_bbox: 0.1887, d4.dn_loss_iou: 0.2975, loss: 8.0233 2024-06-06 23:32:31,074 - mmdet - INFO - Epoch [9][2400/3665] lr: 2.000e-05, eta: 1 day, 8:01:48, time: 9.296, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1904, interm_loss_bbox: 0.1565, interm_loss_iou: 0.3722, loss_cls: 0.1591, loss_bbox: 0.1425, loss_iou: 0.3445, d0.loss_cls: 0.2029, d0.loss_bbox: 0.1440, d0.loss_iou: 0.3495, d1.loss_cls: 0.1735, d1.loss_bbox: 0.1445, d1.loss_iou: 0.3476, d2.loss_cls: 0.1658, d2.loss_bbox: 0.1425, d2.loss_iou: 0.3441, d3.loss_cls: 0.1610, d3.loss_bbox: 0.1423, d3.loss_iou: 0.3446, d4.loss_cls: 0.1593, d4.loss_bbox: 0.1429, d4.loss_iou: 0.3448, dn_loss_cls: 0.0176, dn_loss_bbox: 0.2029, dn_loss_iou: 0.2996, d0.dn_loss_cls: 0.0485, d0.dn_loss_bbox: 0.2988, d0.dn_loss_iou: 0.3978, d1.dn_loss_cls: 0.0261, d1.dn_loss_bbox: 0.2236, d1.dn_loss_iou: 0.3220, d2.dn_loss_cls: 0.0212, d2.dn_loss_bbox: 0.2096, d2.dn_loss_iou: 0.3074, d3.dn_loss_cls: 0.0187, d3.dn_loss_bbox: 0.2037, d3.dn_loss_iou: 0.3013, d4.dn_loss_cls: 0.0179, d4.dn_loss_bbox: 0.2030, d4.dn_loss_iou: 0.2995, loss: 8.0936 2024-06-06 23:40:33,071 - mmdet - INFO - Epoch [9][2450/3665] lr: 2.000e-05, eta: 1 day, 7:54:02, time: 9.640, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1894, interm_loss_bbox: 0.1526, interm_loss_iou: 0.3821, loss_cls: 0.1595, loss_bbox: 0.1367, loss_iou: 0.3539, d0.loss_cls: 0.1998, d0.loss_bbox: 0.1405, d0.loss_iou: 0.3607, d1.loss_cls: 0.1737, d1.loss_bbox: 0.1395, d1.loss_iou: 0.3575, d2.loss_cls: 0.1658, d2.loss_bbox: 0.1369, d2.loss_iou: 0.3537, d3.loss_cls: 0.1623, d3.loss_bbox: 0.1361, d3.loss_iou: 0.3528, d4.loss_cls: 0.1605, d4.loss_bbox: 0.1363, d4.loss_iou: 0.3532, dn_loss_cls: 0.0168, dn_loss_bbox: 0.1867, dn_loss_iou: 0.3040, d0.dn_loss_cls: 0.0479, d0.dn_loss_bbox: 0.2762, d0.dn_loss_iou: 0.4021, d1.dn_loss_cls: 0.0253, d1.dn_loss_bbox: 0.2051, d1.dn_loss_iou: 0.3260, d2.dn_loss_cls: 0.0205, d2.dn_loss_bbox: 0.1920, d2.dn_loss_iou: 0.3113, d3.dn_loss_cls: 0.0180, d3.dn_loss_bbox: 0.1876, d3.dn_loss_iou: 0.3057, d4.dn_loss_cls: 0.0171, d4.dn_loss_bbox: 0.1868, d4.dn_loss_iou: 0.3040, loss: 8.0365 2024-06-06 23:48:20,316 - mmdet - INFO - Epoch [9][2500/3665] lr: 2.000e-05, eta: 1 day, 7:46:11, time: 9.345, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1899, interm_loss_bbox: 0.1534, interm_loss_iou: 0.3710, loss_cls: 0.1593, loss_bbox: 0.1378, loss_iou: 0.3434, d0.loss_cls: 0.2007, d0.loss_bbox: 0.1424, d0.loss_iou: 0.3503, d1.loss_cls: 0.1724, d1.loss_bbox: 0.1414, d1.loss_iou: 0.3483, d2.loss_cls: 0.1650, d2.loss_bbox: 0.1381, d2.loss_iou: 0.3443, d3.loss_cls: 0.1611, d3.loss_bbox: 0.1378, d3.loss_iou: 0.3437, d4.loss_cls: 0.1599, d4.loss_bbox: 0.1374, d4.loss_iou: 0.3433, dn_loss_cls: 0.0169, dn_loss_bbox: 0.1910, dn_loss_iou: 0.2908, d0.dn_loss_cls: 0.0475, d0.dn_loss_bbox: 0.2828, d0.dn_loss_iou: 0.3889, d1.dn_loss_cls: 0.0254, d1.dn_loss_bbox: 0.2108, d1.dn_loss_iou: 0.3132, d2.dn_loss_cls: 0.0205, d2.dn_loss_bbox: 0.1974, d2.dn_loss_iou: 0.2982, d3.dn_loss_cls: 0.0180, d3.dn_loss_bbox: 0.1921, d3.dn_loss_iou: 0.2925, d4.dn_loss_cls: 0.0171, d4.dn_loss_bbox: 0.1910, d4.dn_loss_iou: 0.2907, loss: 7.9261 2024-06-06 23:56:14,651 - mmdet - INFO - Epoch [9][2550/3665] lr: 2.000e-05, eta: 1 day, 7:38:22, time: 9.487, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1858, interm_loss_bbox: 0.1519, interm_loss_iou: 0.3822, loss_cls: 0.1544, loss_bbox: 0.1364, loss_iou: 0.3562, d0.loss_cls: 0.1955, d0.loss_bbox: 0.1405, d0.loss_iou: 0.3624, d1.loss_cls: 0.1676, d1.loss_bbox: 0.1390, d1.loss_iou: 0.3612, d2.loss_cls: 0.1603, d2.loss_bbox: 0.1368, d2.loss_iou: 0.3575, d3.loss_cls: 0.1566, d3.loss_bbox: 0.1367, d3.loss_iou: 0.3566, d4.loss_cls: 0.1553, d4.loss_bbox: 0.1364, d4.loss_iou: 0.3562, dn_loss_cls: 0.0162, dn_loss_bbox: 0.1827, dn_loss_iou: 0.2935, d0.dn_loss_cls: 0.0465, d0.dn_loss_bbox: 0.2784, d0.dn_loss_iou: 0.3918, d1.dn_loss_cls: 0.0246, d1.dn_loss_bbox: 0.2017, d1.dn_loss_iou: 0.3150, d2.dn_loss_cls: 0.0198, d2.dn_loss_bbox: 0.1885, d2.dn_loss_iou: 0.3006, d3.dn_loss_cls: 0.0174, d3.dn_loss_bbox: 0.1836, d3.dn_loss_iou: 0.2951, d4.dn_loss_cls: 0.0165, d4.dn_loss_bbox: 0.1827, d4.dn_loss_iou: 0.2935, loss: 7.9333 2024-06-07 00:04:03,746 - mmdet - INFO - Epoch [9][2600/3665] lr: 2.000e-05, eta: 1 day, 7:30:31, time: 9.382, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1915, interm_loss_bbox: 0.1545, interm_loss_iou: 0.3835, loss_cls: 0.1623, loss_bbox: 0.1384, loss_iou: 0.3551, d0.loss_cls: 0.2017, d0.loss_bbox: 0.1420, d0.loss_iou: 0.3625, d1.loss_cls: 0.1762, d1.loss_bbox: 0.1402, d1.loss_iou: 0.3588, d2.loss_cls: 0.1673, d2.loss_bbox: 0.1391, d2.loss_iou: 0.3563, d3.loss_cls: 0.1640, d3.loss_bbox: 0.1381, d3.loss_iou: 0.3557, d4.loss_cls: 0.1629, d4.loss_bbox: 0.1380, d4.loss_iou: 0.3554, dn_loss_cls: 0.0171, dn_loss_bbox: 0.1851, dn_loss_iou: 0.2979, d0.dn_loss_cls: 0.0480, d0.dn_loss_bbox: 0.2752, d0.dn_loss_iou: 0.3930, d1.dn_loss_cls: 0.0255, d1.dn_loss_bbox: 0.2032, d1.dn_loss_iou: 0.3190, d2.dn_loss_cls: 0.0207, d2.dn_loss_bbox: 0.1903, d2.dn_loss_iou: 0.3046, d3.dn_loss_cls: 0.0183, d3.dn_loss_bbox: 0.1859, d3.dn_loss_iou: 0.2993, d4.dn_loss_cls: 0.0174, d4.dn_loss_bbox: 0.1851, d4.dn_loss_iou: 0.2979, loss: 8.0271 2024-06-07 00:11:54,843 - mmdet - INFO - Epoch [9][2650/3665] lr: 2.000e-05, eta: 1 day, 7:22:41, time: 9.422, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1959, interm_loss_bbox: 0.1561, interm_loss_iou: 0.3810, loss_cls: 0.1647, loss_bbox: 0.1410, loss_iou: 0.3552, d0.loss_cls: 0.2077, d0.loss_bbox: 0.1434, d0.loss_iou: 0.3596, d1.loss_cls: 0.1793, d1.loss_bbox: 0.1436, d1.loss_iou: 0.3586, d2.loss_cls: 0.1711, d2.loss_bbox: 0.1411, d2.loss_iou: 0.3557, d3.loss_cls: 0.1673, d3.loss_bbox: 0.1401, d3.loss_iou: 0.3545, d4.loss_cls: 0.1653, d4.loss_bbox: 0.1407, d4.loss_iou: 0.3550, dn_loss_cls: 0.0173, dn_loss_bbox: 0.1933, dn_loss_iou: 0.3004, d0.dn_loss_cls: 0.0480, d0.dn_loss_bbox: 0.2856, d0.dn_loss_iou: 0.3970, d1.dn_loss_cls: 0.0257, d1.dn_loss_bbox: 0.2121, d1.dn_loss_iou: 0.3221, d2.dn_loss_cls: 0.0209, d2.dn_loss_bbox: 0.1986, d2.dn_loss_iou: 0.3074, d3.dn_loss_cls: 0.0184, d3.dn_loss_bbox: 0.1939, d3.dn_loss_iou: 0.3019, d4.dn_loss_cls: 0.0175, d4.dn_loss_bbox: 0.1933, d4.dn_loss_iou: 0.3004, loss: 8.1306 2024-06-07 00:19:45,771 - mmdet - INFO - Epoch [9][2700/3665] lr: 2.000e-05, eta: 1 day, 7:14:51, time: 9.419, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1934, interm_loss_bbox: 0.1498, interm_loss_iou: 0.3852, loss_cls: 0.1624, loss_bbox: 0.1354, loss_iou: 0.3577, d0.loss_cls: 0.2051, d0.loss_bbox: 0.1368, d0.loss_iou: 0.3629, d1.loss_cls: 0.1774, d1.loss_bbox: 0.1368, d1.loss_iou: 0.3602, d2.loss_cls: 0.1692, d2.loss_bbox: 0.1347, d2.loss_iou: 0.3568, d3.loss_cls: 0.1653, d3.loss_bbox: 0.1347, d3.loss_iou: 0.3569, d4.loss_cls: 0.1633, d4.loss_bbox: 0.1354, d4.loss_iou: 0.3572, dn_loss_cls: 0.0171, dn_loss_bbox: 0.1919, dn_loss_iou: 0.3028, d0.dn_loss_cls: 0.0489, d0.dn_loss_bbox: 0.2860, d0.dn_loss_iou: 0.4006, d1.dn_loss_cls: 0.0261, d1.dn_loss_bbox: 0.2117, d1.dn_loss_iou: 0.3250, d2.dn_loss_cls: 0.0208, d2.dn_loss_bbox: 0.1976, d2.dn_loss_iou: 0.3098, d3.dn_loss_cls: 0.0183, d3.dn_loss_bbox: 0.1925, d3.dn_loss_iou: 0.3042, d4.dn_loss_cls: 0.0174, d4.dn_loss_bbox: 0.1919, d4.dn_loss_iou: 0.3027, loss: 8.1022 2024-06-07 00:27:33,536 - mmdet - INFO - Epoch [9][2750/3665] lr: 2.000e-05, eta: 1 day, 7:07:00, time: 9.355, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1901, interm_loss_bbox: 0.1531, interm_loss_iou: 0.3757, loss_cls: 0.1610, loss_bbox: 0.1354, loss_iou: 0.3450, d0.loss_cls: 0.2022, d0.loss_bbox: 0.1402, d0.loss_iou: 0.3520, d1.loss_cls: 0.1755, d1.loss_bbox: 0.1386, d1.loss_iou: 0.3493, d2.loss_cls: 0.1666, d2.loss_bbox: 0.1374, d2.loss_iou: 0.3467, d3.loss_cls: 0.1631, d3.loss_bbox: 0.1361, d3.loss_iou: 0.3455, d4.loss_cls: 0.1614, d4.loss_bbox: 0.1360, d4.loss_iou: 0.3452, dn_loss_cls: 0.0160, dn_loss_bbox: 0.1940, dn_loss_iou: 0.2931, d0.dn_loss_cls: 0.0466, d0.dn_loss_bbox: 0.2892, d0.dn_loss_iou: 0.3901, d1.dn_loss_cls: 0.0245, d1.dn_loss_bbox: 0.2140, d1.dn_loss_iou: 0.3150, d2.dn_loss_cls: 0.0196, d2.dn_loss_bbox: 0.2000, d2.dn_loss_iou: 0.3003, d3.dn_loss_cls: 0.0172, d3.dn_loss_bbox: 0.1948, d3.dn_loss_iou: 0.2946, d4.dn_loss_cls: 0.0164, d4.dn_loss_bbox: 0.1940, d4.dn_loss_iou: 0.2930, loss: 7.9683 2024-06-07 00:35:31,258 - mmdet - INFO - Epoch [9][2800/3665] lr: 2.000e-05, eta: 1 day, 6:59:13, time: 9.554, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1872, interm_loss_bbox: 0.1511, interm_loss_iou: 0.3713, loss_cls: 0.1562, loss_bbox: 0.1344, loss_iou: 0.3425, d0.loss_cls: 0.1970, d0.loss_bbox: 0.1382, d0.loss_iou: 0.3500, d1.loss_cls: 0.1710, d1.loss_bbox: 0.1362, d1.loss_iou: 0.3465, d2.loss_cls: 0.1628, d2.loss_bbox: 0.1343, d2.loss_iou: 0.3436, d3.loss_cls: 0.1579, d3.loss_bbox: 0.1346, d3.loss_iou: 0.3431, d4.loss_cls: 0.1566, d4.loss_bbox: 0.1342, d4.loss_iou: 0.3427, dn_loss_cls: 0.0164, dn_loss_bbox: 0.1842, dn_loss_iou: 0.2876, d0.dn_loss_cls: 0.0463, d0.dn_loss_bbox: 0.2785, d0.dn_loss_iou: 0.3843, d1.dn_loss_cls: 0.0245, d1.dn_loss_bbox: 0.2037, d1.dn_loss_iou: 0.3091, d2.dn_loss_cls: 0.0198, d2.dn_loss_bbox: 0.1902, d2.dn_loss_iou: 0.2947, d3.dn_loss_cls: 0.0173, d3.dn_loss_bbox: 0.1852, d3.dn_loss_iou: 0.2891, d4.dn_loss_cls: 0.0166, d4.dn_loss_bbox: 0.1842, d4.dn_loss_iou: 0.2875, loss: 7.8109 2024-06-07 00:43:20,009 - mmdet - INFO - Epoch [9][2850/3665] lr: 2.000e-05, eta: 1 day, 6:51:22, time: 9.375, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1987, interm_loss_bbox: 0.1549, interm_loss_iou: 0.3788, loss_cls: 0.1666, loss_bbox: 0.1397, loss_iou: 0.3515, d0.loss_cls: 0.2097, d0.loss_bbox: 0.1408, d0.loss_iou: 0.3562, d1.loss_cls: 0.1818, d1.loss_bbox: 0.1412, d1.loss_iou: 0.3551, d2.loss_cls: 0.1731, d2.loss_bbox: 0.1394, d2.loss_iou: 0.3514, d3.loss_cls: 0.1692, d3.loss_bbox: 0.1390, d3.loss_iou: 0.3502, d4.loss_cls: 0.1674, d4.loss_bbox: 0.1392, d4.loss_iou: 0.3509, dn_loss_cls: 0.0182, dn_loss_bbox: 0.1970, dn_loss_iou: 0.3055, d0.dn_loss_cls: 0.0497, d0.dn_loss_bbox: 0.2916, d0.dn_loss_iou: 0.4041, d1.dn_loss_cls: 0.0272, d1.dn_loss_bbox: 0.2163, d1.dn_loss_iou: 0.3281, d2.dn_loss_cls: 0.0222, d2.dn_loss_bbox: 0.2030, d2.dn_loss_iou: 0.3130, d3.dn_loss_cls: 0.0195, d3.dn_loss_bbox: 0.1979, d3.dn_loss_iou: 0.3071, d4.dn_loss_cls: 0.0186, d4.dn_loss_bbox: 0.1970, d4.dn_loss_iou: 0.3055, loss: 8.1763 2024-06-07 00:51:12,557 - mmdet - INFO - Epoch [9][2900/3665] lr: 2.000e-05, eta: 1 day, 6:43:32, time: 9.451, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1868, interm_loss_bbox: 0.1492, interm_loss_iou: 0.3702, loss_cls: 0.1571, loss_bbox: 0.1332, loss_iou: 0.3433, d0.loss_cls: 0.1969, d0.loss_bbox: 0.1384, d0.loss_iou: 0.3494, d1.loss_cls: 0.1697, d1.loss_bbox: 0.1365, d1.loss_iou: 0.3479, d2.loss_cls: 0.1618, d2.loss_bbox: 0.1342, d2.loss_iou: 0.3454, d3.loss_cls: 0.1583, d3.loss_bbox: 0.1338, d3.loss_iou: 0.3437, d4.loss_cls: 0.1578, d4.loss_bbox: 0.1333, d4.loss_iou: 0.3429, dn_loss_cls: 0.0161, dn_loss_bbox: 0.1863, dn_loss_iou: 0.2927, d0.dn_loss_cls: 0.0465, d0.dn_loss_bbox: 0.2821, d0.dn_loss_iou: 0.3916, d1.dn_loss_cls: 0.0246, d1.dn_loss_bbox: 0.2066, d1.dn_loss_iou: 0.3155, d2.dn_loss_cls: 0.0196, d2.dn_loss_bbox: 0.1926, d2.dn_loss_iou: 0.3003, d3.dn_loss_cls: 0.0172, d3.dn_loss_bbox: 0.1873, d3.dn_loss_iou: 0.2943, d4.dn_loss_cls: 0.0164, d4.dn_loss_bbox: 0.1863, d4.dn_loss_iou: 0.2926, loss: 7.8584 2024-06-07 00:58:59,234 - mmdet - INFO - Epoch [9][2950/3665] lr: 2.000e-05, eta: 1 day, 6:35:41, time: 9.334, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1881, interm_loss_bbox: 0.1520, interm_loss_iou: 0.3786, loss_cls: 0.1584, loss_bbox: 0.1351, loss_iou: 0.3490, d0.loss_cls: 0.1980, d0.loss_bbox: 0.1404, d0.loss_iou: 0.3566, d1.loss_cls: 0.1716, d1.loss_bbox: 0.1382, d1.loss_iou: 0.3531, d2.loss_cls: 0.1644, d2.loss_bbox: 0.1353, d2.loss_iou: 0.3490, d3.loss_cls: 0.1600, d3.loss_bbox: 0.1353, d3.loss_iou: 0.3490, d4.loss_cls: 0.1592, d4.loss_bbox: 0.1348, d4.loss_iou: 0.3487, dn_loss_cls: 0.0163, dn_loss_bbox: 0.1872, dn_loss_iou: 0.2970, d0.dn_loss_cls: 0.0460, d0.dn_loss_bbox: 0.2790, d0.dn_loss_iou: 0.3944, d1.dn_loss_cls: 0.0247, d1.dn_loss_bbox: 0.2062, d1.dn_loss_iou: 0.3186, d2.dn_loss_cls: 0.0198, d2.dn_loss_bbox: 0.1932, d2.dn_loss_iou: 0.3043, d3.dn_loss_cls: 0.0174, d3.dn_loss_bbox: 0.1881, d3.dn_loss_iou: 0.2987, d4.dn_loss_cls: 0.0165, d4.dn_loss_bbox: 0.1872, d4.dn_loss_iou: 0.2969, loss: 7.9466 2024-06-07 01:06:57,202 - mmdet - INFO - Epoch [9][3000/3665] lr: 2.000e-05, eta: 1 day, 6:27:53, time: 9.559, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1924, interm_loss_bbox: 0.1552, interm_loss_iou: 0.3695, loss_cls: 0.1616, loss_bbox: 0.1373, loss_iou: 0.3412, d0.loss_cls: 0.2029, d0.loss_bbox: 0.1424, d0.loss_iou: 0.3482, d1.loss_cls: 0.1755, d1.loss_bbox: 0.1419, d1.loss_iou: 0.3453, d2.loss_cls: 0.1685, d2.loss_bbox: 0.1381, d2.loss_iou: 0.3415, d3.loss_cls: 0.1648, d3.loss_bbox: 0.1370, d3.loss_iou: 0.3404, d4.loss_cls: 0.1627, d4.loss_bbox: 0.1373, d4.loss_iou: 0.3407, dn_loss_cls: 0.0166, dn_loss_bbox: 0.1879, dn_loss_iou: 0.2867, d0.dn_loss_cls: 0.0471, d0.dn_loss_bbox: 0.2814, d0.dn_loss_iou: 0.3843, d1.dn_loss_cls: 0.0250, d1.dn_loss_bbox: 0.2071, d1.dn_loss_iou: 0.3088, d2.dn_loss_cls: 0.0200, d2.dn_loss_bbox: 0.1941, d2.dn_loss_iou: 0.2942, d3.dn_loss_cls: 0.0176, d3.dn_loss_bbox: 0.1889, d3.dn_loss_iou: 0.2883, d4.dn_loss_cls: 0.0169, d4.dn_loss_bbox: 0.1879, d4.dn_loss_iou: 0.2867, loss: 7.8836 2024-06-07 01:14:54,523 - mmdet - INFO - Epoch [9][3050/3665] lr: 2.000e-05, eta: 1 day, 6:20:05, time: 9.546, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1906, interm_loss_bbox: 0.1494, interm_loss_iou: 0.3819, loss_cls: 0.1629, loss_bbox: 0.1322, loss_iou: 0.3524, d0.loss_cls: 0.2024, d0.loss_bbox: 0.1362, d0.loss_iou: 0.3606, d1.loss_cls: 0.1751, d1.loss_bbox: 0.1358, d1.loss_iou: 0.3585, d2.loss_cls: 0.1676, d2.loss_bbox: 0.1334, d2.loss_iou: 0.3548, d3.loss_cls: 0.1639, d3.loss_bbox: 0.1330, d3.loss_iou: 0.3536, d4.loss_cls: 0.1636, d4.loss_bbox: 0.1320, d4.loss_iou: 0.3518, dn_loss_cls: 0.0160, dn_loss_bbox: 0.1846, dn_loss_iou: 0.2993, d0.dn_loss_cls: 0.0469, d0.dn_loss_bbox: 0.2747, d0.dn_loss_iou: 0.3955, d1.dn_loss_cls: 0.0245, d1.dn_loss_bbox: 0.2029, d1.dn_loss_iou: 0.3209, d2.dn_loss_cls: 0.0197, d2.dn_loss_bbox: 0.1902, d2.dn_loss_iou: 0.3066, d3.dn_loss_cls: 0.0172, d3.dn_loss_bbox: 0.1854, d3.dn_loss_iou: 0.3009, d4.dn_loss_cls: 0.0164, d4.dn_loss_bbox: 0.1847, d4.dn_loss_iou: 0.2992, loss: 7.9772 2024-06-07 01:22:44,197 - mmdet - INFO - Epoch [9][3100/3665] lr: 2.000e-05, eta: 1 day, 6:12:15, time: 9.393, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1939, interm_loss_bbox: 0.1525, interm_loss_iou: 0.3751, loss_cls: 0.1652, loss_bbox: 0.1360, loss_iou: 0.3470, d0.loss_cls: 0.2043, d0.loss_bbox: 0.1393, d0.loss_iou: 0.3540, d1.loss_cls: 0.1784, d1.loss_bbox: 0.1397, d1.loss_iou: 0.3512, d2.loss_cls: 0.1701, d2.loss_bbox: 0.1372, d2.loss_iou: 0.3487, d3.loss_cls: 0.1672, d3.loss_bbox: 0.1355, d3.loss_iou: 0.3474, d4.loss_cls: 0.1654, d4.loss_bbox: 0.1361, d4.loss_iou: 0.3474, dn_loss_cls: 0.0178, dn_loss_bbox: 0.1899, dn_loss_iou: 0.2995, d0.dn_loss_cls: 0.0486, d0.dn_loss_bbox: 0.2813, d0.dn_loss_iou: 0.3958, d1.dn_loss_cls: 0.0261, d1.dn_loss_bbox: 0.2093, d1.dn_loss_iou: 0.3212, d2.dn_loss_cls: 0.0213, d2.dn_loss_bbox: 0.1957, d2.dn_loss_iou: 0.3065, d3.dn_loss_cls: 0.0188, d3.dn_loss_bbox: 0.1908, d3.dn_loss_iou: 0.3011, d4.dn_loss_cls: 0.0180, d4.dn_loss_bbox: 0.1900, d4.dn_loss_iou: 0.2995, loss: 8.0226 2024-06-07 01:30:30,443 - mmdet - INFO - Epoch [9][3150/3665] lr: 2.000e-05, eta: 1 day, 6:04:23, time: 9.325, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1969, interm_loss_bbox: 0.1544, interm_loss_iou: 0.3620, loss_cls: 0.1656, loss_bbox: 0.1386, loss_iou: 0.3363, d0.loss_cls: 0.2083, d0.loss_bbox: 0.1425, d0.loss_iou: 0.3418, d1.loss_cls: 0.1804, d1.loss_bbox: 0.1410, d1.loss_iou: 0.3395, d2.loss_cls: 0.1709, d2.loss_bbox: 0.1397, d2.loss_iou: 0.3362, d3.loss_cls: 0.1670, d3.loss_bbox: 0.1390, d3.loss_iou: 0.3366, d4.loss_cls: 0.1657, d4.loss_bbox: 0.1392, d4.loss_iou: 0.3365, dn_loss_cls: 0.0174, dn_loss_bbox: 0.1934, dn_loss_iou: 0.2906, d0.dn_loss_cls: 0.0483, d0.dn_loss_bbox: 0.2877, d0.dn_loss_iou: 0.3890, d1.dn_loss_cls: 0.0260, d1.dn_loss_bbox: 0.2122, d1.dn_loss_iou: 0.3126, d2.dn_loss_cls: 0.0211, d2.dn_loss_bbox: 0.1993, d2.dn_loss_iou: 0.2980, d3.dn_loss_cls: 0.0185, d3.dn_loss_bbox: 0.1941, d3.dn_loss_iou: 0.2922, d4.dn_loss_cls: 0.0176, d4.dn_loss_bbox: 0.1934, d4.dn_loss_iou: 0.2906, loss: 7.9400 2024-06-07 01:38:22,982 - mmdet - INFO - Epoch [9][3200/3665] lr: 2.000e-05, eta: 1 day, 5:56:34, time: 9.451, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1928, interm_loss_bbox: 0.1561, interm_loss_iou: 0.3718, loss_cls: 0.1623, loss_bbox: 0.1379, loss_iou: 0.3424, d0.loss_cls: 0.2043, d0.loss_bbox: 0.1427, d0.loss_iou: 0.3502, d1.loss_cls: 0.1768, d1.loss_bbox: 0.1407, d1.loss_iou: 0.3471, d2.loss_cls: 0.1683, d2.loss_bbox: 0.1382, d2.loss_iou: 0.3430, d3.loss_cls: 0.1650, d3.loss_bbox: 0.1376, d3.loss_iou: 0.3419, d4.loss_cls: 0.1634, d4.loss_bbox: 0.1374, d4.loss_iou: 0.3418, dn_loss_cls: 0.0182, dn_loss_bbox: 0.1938, dn_loss_iou: 0.2989, d0.dn_loss_cls: 0.0503, d0.dn_loss_bbox: 0.2880, d0.dn_loss_iou: 0.3967, d1.dn_loss_cls: 0.0273, d1.dn_loss_bbox: 0.2134, d1.dn_loss_iou: 0.3212, d2.dn_loss_cls: 0.0221, d2.dn_loss_bbox: 0.1995, d2.dn_loss_iou: 0.3061, d3.dn_loss_cls: 0.0194, d3.dn_loss_bbox: 0.1946, d3.dn_loss_iou: 0.3006, d4.dn_loss_cls: 0.0184, d4.dn_loss_bbox: 0.1938, d4.dn_loss_iou: 0.2989, loss: 8.0230 2024-06-07 01:46:24,843 - mmdet - INFO - Epoch [9][3250/3665] lr: 2.000e-05, eta: 1 day, 5:48:47, time: 9.637, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1901, interm_loss_bbox: 0.1542, interm_loss_iou: 0.3751, loss_cls: 0.1609, loss_bbox: 0.1379, loss_iou: 0.3465, d0.loss_cls: 0.2014, d0.loss_bbox: 0.1418, d0.loss_iou: 0.3538, d1.loss_cls: 0.1748, d1.loss_bbox: 0.1404, d1.loss_iou: 0.3520, d2.loss_cls: 0.1671, d2.loss_bbox: 0.1382, d2.loss_iou: 0.3471, d3.loss_cls: 0.1630, d3.loss_bbox: 0.1382, d3.loss_iou: 0.3469, d4.loss_cls: 0.1617, d4.loss_bbox: 0.1376, d4.loss_iou: 0.3463, dn_loss_cls: 0.0158, dn_loss_bbox: 0.1904, dn_loss_iou: 0.2950, d0.dn_loss_cls: 0.0465, d0.dn_loss_bbox: 0.2830, d0.dn_loss_iou: 0.3927, d1.dn_loss_cls: 0.0244, d1.dn_loss_bbox: 0.2102, d1.dn_loss_iou: 0.3177, d2.dn_loss_cls: 0.0196, d2.dn_loss_bbox: 0.1968, d2.dn_loss_iou: 0.3028, d3.dn_loss_cls: 0.0170, d3.dn_loss_bbox: 0.1913, d3.dn_loss_iou: 0.2966, d4.dn_loss_cls: 0.0161, d4.dn_loss_bbox: 0.1905, d4.dn_loss_iou: 0.2949, loss: 7.9763 2024-06-07 01:54:22,619 - mmdet - INFO - Epoch [9][3300/3665] lr: 2.000e-05, eta: 1 day, 5:41:00, time: 9.556, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1890, interm_loss_bbox: 0.1504, interm_loss_iou: 0.3824, loss_cls: 0.1588, loss_bbox: 0.1342, loss_iou: 0.3545, d0.loss_cls: 0.1987, d0.loss_bbox: 0.1384, d0.loss_iou: 0.3623, d1.loss_cls: 0.1719, d1.loss_bbox: 0.1369, d1.loss_iou: 0.3593, d2.loss_cls: 0.1649, d2.loss_bbox: 0.1345, d2.loss_iou: 0.3551, d3.loss_cls: 0.1608, d3.loss_bbox: 0.1342, d3.loss_iou: 0.3547, d4.loss_cls: 0.1597, d4.loss_bbox: 0.1340, d4.loss_iou: 0.3542, dn_loss_cls: 0.0170, dn_loss_bbox: 0.1816, dn_loss_iou: 0.3048, d0.dn_loss_cls: 0.0484, d0.dn_loss_bbox: 0.2755, d0.dn_loss_iou: 0.4046, d1.dn_loss_cls: 0.0259, d1.dn_loss_bbox: 0.2011, d1.dn_loss_iou: 0.3272, d2.dn_loss_cls: 0.0208, d2.dn_loss_bbox: 0.1875, d2.dn_loss_iou: 0.3122, d3.dn_loss_cls: 0.0181, d3.dn_loss_bbox: 0.1825, d3.dn_loss_iou: 0.3065, d4.dn_loss_cls: 0.0173, d4.dn_loss_bbox: 0.1816, d4.dn_loss_iou: 0.3047, loss: 8.0059 2024-06-07 02:02:15,328 - mmdet - INFO - Epoch [9][3350/3665] lr: 2.000e-05, eta: 1 day, 5:33:10, time: 9.454, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1889, interm_loss_bbox: 0.1545, interm_loss_iou: 0.3699, loss_cls: 0.1601, loss_bbox: 0.1364, loss_iou: 0.3396, d0.loss_cls: 0.1999, d0.loss_bbox: 0.1417, d0.loss_iou: 0.3482, d1.loss_cls: 0.1733, d1.loss_bbox: 0.1403, d1.loss_iou: 0.3447, d2.loss_cls: 0.1655, d2.loss_bbox: 0.1372, d2.loss_iou: 0.3415, d3.loss_cls: 0.1620, d3.loss_bbox: 0.1364, d3.loss_iou: 0.3401, d4.loss_cls: 0.1606, d4.loss_bbox: 0.1361, d4.loss_iou: 0.3397, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1894, dn_loss_iou: 0.2956, d0.dn_loss_cls: 0.0467, d0.dn_loss_bbox: 0.2806, d0.dn_loss_iou: 0.3922, d1.dn_loss_cls: 0.0242, d1.dn_loss_bbox: 0.2097, d1.dn_loss_iou: 0.3179, d2.dn_loss_cls: 0.0193, d2.dn_loss_bbox: 0.1960, d2.dn_loss_iou: 0.3031, d3.dn_loss_cls: 0.0168, d3.dn_loss_bbox: 0.1905, d3.dn_loss_iou: 0.2972, d4.dn_loss_cls: 0.0159, d4.dn_loss_bbox: 0.1894, d4.dn_loss_iou: 0.2955, loss: 7.9124 2024-06-07 02:09:58,800 - mmdet - INFO - Epoch [9][3400/3665] lr: 2.000e-05, eta: 1 day, 5:25:17, time: 9.269, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1908, interm_loss_bbox: 0.1503, interm_loss_iou: 0.3705, loss_cls: 0.1589, loss_bbox: 0.1344, loss_iou: 0.3428, d0.loss_cls: 0.2033, d0.loss_bbox: 0.1366, d0.loss_iou: 0.3476, d1.loss_cls: 0.1747, d1.loss_bbox: 0.1363, d1.loss_iou: 0.3459, d2.loss_cls: 0.1654, d2.loss_bbox: 0.1344, d2.loss_iou: 0.3434, d3.loss_cls: 0.1615, d3.loss_bbox: 0.1336, d3.loss_iou: 0.3423, d4.loss_cls: 0.1598, d4.loss_bbox: 0.1339, d4.loss_iou: 0.3423, dn_loss_cls: 0.0171, dn_loss_bbox: 0.1917, dn_loss_iou: 0.2912, d0.dn_loss_cls: 0.0472, d0.dn_loss_bbox: 0.2871, d0.dn_loss_iou: 0.3885, d1.dn_loss_cls: 0.0257, d1.dn_loss_bbox: 0.2128, d1.dn_loss_iou: 0.3140, d2.dn_loss_cls: 0.0209, d2.dn_loss_bbox: 0.1988, d2.dn_loss_iou: 0.2990, d3.dn_loss_cls: 0.0183, d3.dn_loss_bbox: 0.1929, d3.dn_loss_iou: 0.2930, d4.dn_loss_cls: 0.0174, d4.dn_loss_bbox: 0.1917, d4.dn_loss_iou: 0.2911, loss: 7.9069 2024-06-07 02:17:59,283 - mmdet - INFO - Epoch [9][3450/3665] lr: 2.000e-05, eta: 1 day, 5:17:31, time: 9.610, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1950, interm_loss_bbox: 0.1514, interm_loss_iou: 0.3702, loss_cls: 0.1643, loss_bbox: 0.1356, loss_iou: 0.3439, d0.loss_cls: 0.2071, d0.loss_bbox: 0.1381, d0.loss_iou: 0.3484, d1.loss_cls: 0.1793, d1.loss_bbox: 0.1380, d1.loss_iou: 0.3476, d2.loss_cls: 0.1703, d2.loss_bbox: 0.1356, d2.loss_iou: 0.3438, d3.loss_cls: 0.1659, d3.loss_bbox: 0.1353, d3.loss_iou: 0.3437, d4.loss_cls: 0.1644, d4.loss_bbox: 0.1356, d4.loss_iou: 0.3440, dn_loss_cls: 0.0163, dn_loss_bbox: 0.1880, dn_loss_iou: 0.2876, d0.dn_loss_cls: 0.0479, d0.dn_loss_bbox: 0.2839, d0.dn_loss_iou: 0.3843, d1.dn_loss_cls: 0.0253, d1.dn_loss_bbox: 0.2078, d1.dn_loss_iou: 0.3090, d2.dn_loss_cls: 0.0203, d2.dn_loss_bbox: 0.1936, d2.dn_loss_iou: 0.2943, d3.dn_loss_cls: 0.0175, d3.dn_loss_bbox: 0.1888, d3.dn_loss_iou: 0.2892, d4.dn_loss_cls: 0.0166, d4.dn_loss_bbox: 0.1880, d4.dn_loss_iou: 0.2875, loss: 7.9032 2024-06-07 02:25:48,238 - mmdet - INFO - Epoch [9][3500/3665] lr: 2.000e-05, eta: 1 day, 5:09:40, time: 9.379, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1899, interm_loss_bbox: 0.1522, interm_loss_iou: 0.3667, loss_cls: 0.1578, loss_bbox: 0.1374, loss_iou: 0.3424, d0.loss_cls: 0.2003, d0.loss_bbox: 0.1404, d0.loss_iou: 0.3472, d1.loss_cls: 0.1722, d1.loss_bbox: 0.1393, d1.loss_iou: 0.3451, d2.loss_cls: 0.1640, d2.loss_bbox: 0.1371, d2.loss_iou: 0.3424, d3.loss_cls: 0.1600, d3.loss_bbox: 0.1369, d3.loss_iou: 0.3419, d4.loss_cls: 0.1587, d4.loss_bbox: 0.1370, d4.loss_iou: 0.3419, dn_loss_cls: 0.0166, dn_loss_bbox: 0.1926, dn_loss_iou: 0.2948, d0.dn_loss_cls: 0.0469, d0.dn_loss_bbox: 0.2865, d0.dn_loss_iou: 0.3917, d1.dn_loss_cls: 0.0252, d1.dn_loss_bbox: 0.2120, d1.dn_loss_iou: 0.3166, d2.dn_loss_cls: 0.0203, d2.dn_loss_bbox: 0.1986, d2.dn_loss_iou: 0.3022, d3.dn_loss_cls: 0.0178, d3.dn_loss_bbox: 0.1935, d3.dn_loss_iou: 0.2964, d4.dn_loss_cls: 0.0170, d4.dn_loss_bbox: 0.1927, d4.dn_loss_iou: 0.2947, loss: 7.9271 2024-06-07 02:33:42,997 - mmdet - INFO - Epoch [9][3550/3665] lr: 2.000e-05, eta: 1 day, 5:01:51, time: 9.495, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1946, interm_loss_bbox: 0.1540, interm_loss_iou: 0.3741, loss_cls: 0.1645, loss_bbox: 0.1359, loss_iou: 0.3453, d0.loss_cls: 0.2065, d0.loss_bbox: 0.1399, d0.loss_iou: 0.3510, d1.loss_cls: 0.1798, d1.loss_bbox: 0.1379, d1.loss_iou: 0.3476, d2.loss_cls: 0.1706, d2.loss_bbox: 0.1363, d2.loss_iou: 0.3448, d3.loss_cls: 0.1668, d3.loss_bbox: 0.1357, d3.loss_iou: 0.3447, d4.loss_cls: 0.1652, d4.loss_bbox: 0.1355, d4.loss_iou: 0.3452, dn_loss_cls: 0.0171, dn_loss_bbox: 0.1884, dn_loss_iou: 0.2959, d0.dn_loss_cls: 0.0479, d0.dn_loss_bbox: 0.2816, d0.dn_loss_iou: 0.3925, d1.dn_loss_cls: 0.0254, d1.dn_loss_bbox: 0.2076, d1.dn_loss_iou: 0.3178, d2.dn_loss_cls: 0.0206, d2.dn_loss_bbox: 0.1939, d2.dn_loss_iou: 0.3031, d3.dn_loss_cls: 0.0181, d3.dn_loss_bbox: 0.1892, d3.dn_loss_iou: 0.2975, d4.dn_loss_cls: 0.0173, d4.dn_loss_bbox: 0.1884, d4.dn_loss_iou: 0.2959, loss: 7.9741 2024-06-07 02:41:30,549 - mmdet - INFO - Epoch [9][3600/3665] lr: 2.000e-05, eta: 1 day, 4:54:00, time: 9.351, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1899, interm_loss_bbox: 0.1533, interm_loss_iou: 0.3710, loss_cls: 0.1604, loss_bbox: 0.1363, loss_iou: 0.3449, d0.loss_cls: 0.2025, d0.loss_bbox: 0.1398, d0.loss_iou: 0.3495, d1.loss_cls: 0.1758, d1.loss_bbox: 0.1380, d1.loss_iou: 0.3470, d2.loss_cls: 0.1675, d2.loss_bbox: 0.1355, d2.loss_iou: 0.3441, d3.loss_cls: 0.1629, d3.loss_bbox: 0.1360, d3.loss_iou: 0.3443, d4.loss_cls: 0.1608, d4.loss_bbox: 0.1364, d4.loss_iou: 0.3451, dn_loss_cls: 0.0165, dn_loss_bbox: 0.1902, dn_loss_iou: 0.2899, d0.dn_loss_cls: 0.0468, d0.dn_loss_bbox: 0.2804, d0.dn_loss_iou: 0.3847, d1.dn_loss_cls: 0.0249, d1.dn_loss_bbox: 0.2088, d1.dn_loss_iou: 0.3112, d2.dn_loss_cls: 0.0199, d2.dn_loss_bbox: 0.1962, d2.dn_loss_iou: 0.2971, d3.dn_loss_cls: 0.0175, d3.dn_loss_bbox: 0.1911, d3.dn_loss_iou: 0.2916, d4.dn_loss_cls: 0.0168, d4.dn_loss_bbox: 0.1902, d4.dn_loss_iou: 0.2898, loss: 7.9046 2024-06-07 02:49:31,820 - mmdet - INFO - Epoch [9][3650/3665] lr: 2.000e-05, eta: 1 day, 4:46:13, time: 9.625, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1904, interm_loss_bbox: 0.1502, interm_loss_iou: 0.3750, loss_cls: 0.1580, loss_bbox: 0.1347, loss_iou: 0.3491, d0.loss_cls: 0.2007, d0.loss_bbox: 0.1382, d0.loss_iou: 0.3537, d1.loss_cls: 0.1724, d1.loss_bbox: 0.1366, d1.loss_iou: 0.3516, d2.loss_cls: 0.1643, d2.loss_bbox: 0.1346, d2.loss_iou: 0.3481, d3.loss_cls: 0.1598, d3.loss_bbox: 0.1348, d3.loss_iou: 0.3485, d4.loss_cls: 0.1585, d4.loss_bbox: 0.1346, d4.loss_iou: 0.3491, dn_loss_cls: 0.0167, dn_loss_bbox: 0.1772, dn_loss_iou: 0.2911, d0.dn_loss_cls: 0.0478, d0.dn_loss_bbox: 0.2716, d0.dn_loss_iou: 0.3880, d1.dn_loss_cls: 0.0252, d1.dn_loss_bbox: 0.1973, d1.dn_loss_iou: 0.3128, d2.dn_loss_cls: 0.0202, d2.dn_loss_bbox: 0.1830, d2.dn_loss_iou: 0.2983, d3.dn_loss_cls: 0.0177, d3.dn_loss_bbox: 0.1780, d3.dn_loss_iou: 0.2927, d4.dn_loss_cls: 0.0169, d4.dn_loss_bbox: 0.1772, d4.dn_loss_iou: 0.2910, loss: 7.8457 2024-06-07 02:51:55,313 - mmdet - INFO - Saving checkpoint at 9 epochs 2024-06-07 02:56:06,407 - mmdet - INFO - Evaluating bbox... 2024-06-07 02:57:53,005 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.591 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.781 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.646 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.415 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.633 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.751 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.767 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.770 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.770 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.627 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.813 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.908 2024-06-07 02:57:54,916 - mmdet - INFO - Exp name: dino_4scale_internvit_h6b_1024_768_fpn_1x_coco_bs32_ms.py 2024-06-07 02:57:54,917 - mmdet - INFO - Epoch(val) [9][313] bbox_mAP: 0.5910, bbox_mAP_50: 0.7810, bbox_mAP_75: 0.6460, bbox_mAP_s: 0.4150, bbox_mAP_m: 0.6330, bbox_mAP_l: 0.7510, bbox_mAP_copypaste: 0.591 0.781 0.646 0.415 0.633 0.751 2024-06-07 03:05:49,441 - mmdet - INFO - Epoch [10][50/3665] lr: 2.000e-05, eta: 1 day, 4:35:16, time: 9.490, data_time: 0.071, memory: 37236, interm_loss_cls: 0.1901, interm_loss_bbox: 0.1513, interm_loss_iou: 0.3761, loss_cls: 0.1603, loss_bbox: 0.1347, loss_iou: 0.3492, d0.loss_cls: 0.2003, d0.loss_bbox: 0.1385, d0.loss_iou: 0.3555, d1.loss_cls: 0.1732, d1.loss_bbox: 0.1375, d1.loss_iou: 0.3534, d2.loss_cls: 0.1657, d2.loss_bbox: 0.1354, d2.loss_iou: 0.3506, d3.loss_cls: 0.1617, d3.loss_bbox: 0.1352, d3.loss_iou: 0.3500, d4.loss_cls: 0.1609, d4.loss_bbox: 0.1345, d4.loss_iou: 0.3490, dn_loss_cls: 0.0174, dn_loss_bbox: 0.1870, dn_loss_iou: 0.2975, d0.dn_loss_cls: 0.0484, d0.dn_loss_bbox: 0.2803, d0.dn_loss_iou: 0.3940, d1.dn_loss_cls: 0.0261, d1.dn_loss_bbox: 0.2065, d1.dn_loss_iou: 0.3193, d2.dn_loss_cls: 0.0209, d2.dn_loss_bbox: 0.1930, d2.dn_loss_iou: 0.3050, d3.dn_loss_cls: 0.0185, d3.dn_loss_bbox: 0.1878, d3.dn_loss_iou: 0.2990, d4.dn_loss_cls: 0.0177, d4.dn_loss_bbox: 0.1871, d4.dn_loss_iou: 0.2975, loss: 7.9661 2024-06-07 03:13:55,460 - mmdet - INFO - Epoch [10][100/3665] lr: 2.000e-05, eta: 1 day, 4:27:31, time: 9.720, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1900, interm_loss_bbox: 0.1519, interm_loss_iou: 0.3649, loss_cls: 0.1592, loss_bbox: 0.1356, loss_iou: 0.3383, d0.loss_cls: 0.2013, d0.loss_bbox: 0.1382, d0.loss_iou: 0.3430, d1.loss_cls: 0.1745, d1.loss_bbox: 0.1373, d1.loss_iou: 0.3403, d2.loss_cls: 0.1655, d2.loss_bbox: 0.1352, d2.loss_iou: 0.3381, d3.loss_cls: 0.1612, d3.loss_bbox: 0.1354, d3.loss_iou: 0.3383, d4.loss_cls: 0.1596, d4.loss_bbox: 0.1354, d4.loss_iou: 0.3384, dn_loss_cls: 0.0159, dn_loss_bbox: 0.1906, dn_loss_iou: 0.2869, d0.dn_loss_cls: 0.0465, d0.dn_loss_bbox: 0.2840, d0.dn_loss_iou: 0.3825, d1.dn_loss_cls: 0.0243, d1.dn_loss_bbox: 0.2102, d1.dn_loss_iou: 0.3086, d2.dn_loss_cls: 0.0194, d2.dn_loss_bbox: 0.1969, d2.dn_loss_iou: 0.2944, d3.dn_loss_cls: 0.0170, d3.dn_loss_bbox: 0.1914, d3.dn_loss_iou: 0.2886, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1906, d4.dn_loss_iou: 0.2868, loss: 7.8324 2024-06-07 03:21:50,555 - mmdet - INFO - Epoch [10][150/3665] lr: 2.000e-05, eta: 1 day, 4:19:43, time: 9.502, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1837, interm_loss_bbox: 0.1472, interm_loss_iou: 0.3576, loss_cls: 0.1546, loss_bbox: 0.1290, loss_iou: 0.3290, d0.loss_cls: 0.1947, d0.loss_bbox: 0.1343, d0.loss_iou: 0.3370, d1.loss_cls: 0.1670, d1.loss_bbox: 0.1325, d1.loss_iou: 0.3340, d2.loss_cls: 0.1607, d2.loss_bbox: 0.1290, d2.loss_iou: 0.3298, d3.loss_cls: 0.1573, d3.loss_bbox: 0.1284, d3.loss_iou: 0.3281, d4.loss_cls: 0.1552, d4.loss_bbox: 0.1288, d4.loss_iou: 0.3288, dn_loss_cls: 0.0155, dn_loss_bbox: 0.1763, dn_loss_iou: 0.2850, d0.dn_loss_cls: 0.0450, d0.dn_loss_bbox: 0.2633, d0.dn_loss_iou: 0.3783, d1.dn_loss_cls: 0.0238, d1.dn_loss_bbox: 0.1936, d1.dn_loss_iou: 0.3052, d2.dn_loss_cls: 0.0191, d2.dn_loss_bbox: 0.1814, d2.dn_loss_iou: 0.2915, d3.dn_loss_cls: 0.0167, d3.dn_loss_bbox: 0.1769, d3.dn_loss_iou: 0.2863, d4.dn_loss_cls: 0.0159, d4.dn_loss_bbox: 0.1763, d4.dn_loss_iou: 0.2850, loss: 7.5822 2024-06-07 03:29:31,833 - mmdet - INFO - Epoch [10][200/3665] lr: 2.000e-05, eta: 1 day, 4:11:49, time: 9.226, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1872, interm_loss_bbox: 0.1529, interm_loss_iou: 0.3705, loss_cls: 0.1561, loss_bbox: 0.1360, loss_iou: 0.3416, d0.loss_cls: 0.1985, d0.loss_bbox: 0.1407, d0.loss_iou: 0.3490, d1.loss_cls: 0.1706, d1.loss_bbox: 0.1390, d1.loss_iou: 0.3464, d2.loss_cls: 0.1620, d2.loss_bbox: 0.1369, d2.loss_iou: 0.3428, d3.loss_cls: 0.1578, d3.loss_bbox: 0.1361, d3.loss_iou: 0.3422, d4.loss_cls: 0.1563, d4.loss_bbox: 0.1361, d4.loss_iou: 0.3416, dn_loss_cls: 0.0159, dn_loss_bbox: 0.1942, dn_loss_iou: 0.2858, d0.dn_loss_cls: 0.0468, d0.dn_loss_bbox: 0.2952, d0.dn_loss_iou: 0.3851, d1.dn_loss_cls: 0.0245, d1.dn_loss_bbox: 0.2161, d1.dn_loss_iou: 0.3081, d2.dn_loss_cls: 0.0195, d2.dn_loss_bbox: 0.2014, d2.dn_loss_iou: 0.2935, d3.dn_loss_cls: 0.0169, d3.dn_loss_bbox: 0.1953, d3.dn_loss_iou: 0.2875, d4.dn_loss_cls: 0.0161, d4.dn_loss_bbox: 0.1942, d4.dn_loss_iou: 0.2857, loss: 7.8824 2024-06-07 03:37:26,705 - mmdet - INFO - Epoch [10][250/3665] lr: 2.000e-05, eta: 1 day, 4:04:01, time: 9.497, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1912, interm_loss_bbox: 0.1518, interm_loss_iou: 0.3800, loss_cls: 0.1604, loss_bbox: 0.1349, loss_iou: 0.3522, d0.loss_cls: 0.2024, d0.loss_bbox: 0.1390, d0.loss_iou: 0.3585, d1.loss_cls: 0.1756, d1.loss_bbox: 0.1378, d1.loss_iou: 0.3561, d2.loss_cls: 0.1666, d2.loss_bbox: 0.1357, d2.loss_iou: 0.3529, d3.loss_cls: 0.1619, d3.loss_bbox: 0.1357, d3.loss_iou: 0.3529, d4.loss_cls: 0.1612, d4.loss_bbox: 0.1349, d4.loss_iou: 0.3521, dn_loss_cls: 0.0166, dn_loss_bbox: 0.1861, dn_loss_iou: 0.2971, d0.dn_loss_cls: 0.0469, d0.dn_loss_bbox: 0.2786, d0.dn_loss_iou: 0.3933, d1.dn_loss_cls: 0.0252, d1.dn_loss_bbox: 0.2061, d1.dn_loss_iou: 0.3198, d2.dn_loss_cls: 0.0202, d2.dn_loss_bbox: 0.1923, d2.dn_loss_iou: 0.3048, d3.dn_loss_cls: 0.0177, d3.dn_loss_bbox: 0.1870, d3.dn_loss_iou: 0.2987, d4.dn_loss_cls: 0.0169, d4.dn_loss_bbox: 0.1861, d4.dn_loss_iou: 0.2970, loss: 7.9842 2024-06-07 03:45:16,292 - mmdet - INFO - Epoch [10][300/3665] lr: 2.000e-05, eta: 1 day, 3:56:10, time: 9.392, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1895, interm_loss_bbox: 0.1541, interm_loss_iou: 0.3685, loss_cls: 0.1579, loss_bbox: 0.1380, loss_iou: 0.3385, d0.loss_cls: 0.2010, d0.loss_bbox: 0.1411, d0.loss_iou: 0.3446, d1.loss_cls: 0.1715, d1.loss_bbox: 0.1411, d1.loss_iou: 0.3431, d2.loss_cls: 0.1630, d2.loss_bbox: 0.1389, d2.loss_iou: 0.3395, d3.loss_cls: 0.1594, d3.loss_bbox: 0.1380, d3.loss_iou: 0.3387, d4.loss_cls: 0.1585, d4.loss_bbox: 0.1378, d4.loss_iou: 0.3383, dn_loss_cls: 0.0167, dn_loss_bbox: 0.1972, dn_loss_iou: 0.2981, d0.dn_loss_cls: 0.0480, d0.dn_loss_bbox: 0.2912, d0.dn_loss_iou: 0.3980, d1.dn_loss_cls: 0.0257, d1.dn_loss_bbox: 0.2168, d1.dn_loss_iou: 0.3208, d2.dn_loss_cls: 0.0207, d2.dn_loss_bbox: 0.2031, d2.dn_loss_iou: 0.3056, d3.dn_loss_cls: 0.0180, d3.dn_loss_bbox: 0.1981, d3.dn_loss_iou: 0.2997, d4.dn_loss_cls: 0.0171, d4.dn_loss_bbox: 0.1972, d4.dn_loss_iou: 0.2980, loss: 7.9712 2024-06-07 03:53:07,105 - mmdet - INFO - Epoch [10][350/3665] lr: 2.000e-05, eta: 1 day, 3:48:20, time: 9.416, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1886, interm_loss_bbox: 0.1524, interm_loss_iou: 0.3695, loss_cls: 0.1600, loss_bbox: 0.1362, loss_iou: 0.3420, d0.loss_cls: 0.1996, d0.loss_bbox: 0.1402, d0.loss_iou: 0.3481, d1.loss_cls: 0.1726, d1.loss_bbox: 0.1399, d1.loss_iou: 0.3468, d2.loss_cls: 0.1650, d2.loss_bbox: 0.1371, d2.loss_iou: 0.3431, d3.loss_cls: 0.1617, d3.loss_bbox: 0.1367, d3.loss_iou: 0.3418, d4.loss_cls: 0.1601, d4.loss_bbox: 0.1365, d4.loss_iou: 0.3422, dn_loss_cls: 0.0174, dn_loss_bbox: 0.1959, dn_loss_iou: 0.3008, d0.dn_loss_cls: 0.0482, d0.dn_loss_bbox: 0.2893, d0.dn_loss_iou: 0.3978, d1.dn_loss_cls: 0.0260, d1.dn_loss_bbox: 0.2153, d1.dn_loss_iou: 0.3231, d2.dn_loss_cls: 0.0210, d2.dn_loss_bbox: 0.2015, d2.dn_loss_iou: 0.3082, d3.dn_loss_cls: 0.0185, d3.dn_loss_bbox: 0.1968, d3.dn_loss_iou: 0.3025, d4.dn_loss_cls: 0.0177, d4.dn_loss_bbox: 0.1959, d4.dn_loss_iou: 0.3008, loss: 7.9970 2024-06-07 04:00:54,963 - mmdet - INFO - Epoch [10][400/3665] lr: 2.000e-05, eta: 1 day, 3:40:30, time: 9.357, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1889, interm_loss_bbox: 0.1512, interm_loss_iou: 0.3818, loss_cls: 0.1587, loss_bbox: 0.1384, loss_iou: 0.3589, d0.loss_cls: 0.1979, d0.loss_bbox: 0.1395, d0.loss_iou: 0.3626, d1.loss_cls: 0.1717, d1.loss_bbox: 0.1404, d1.loss_iou: 0.3607, d2.loss_cls: 0.1645, d2.loss_bbox: 0.1385, d2.loss_iou: 0.3590, d3.loss_cls: 0.1608, d3.loss_bbox: 0.1381, d3.loss_iou: 0.3584, d4.loss_cls: 0.1595, d4.loss_bbox: 0.1381, d4.loss_iou: 0.3586, dn_loss_cls: 0.0164, dn_loss_bbox: 0.1852, dn_loss_iou: 0.3018, d0.dn_loss_cls: 0.0462, d0.dn_loss_bbox: 0.2710, d0.dn_loss_iou: 0.3976, d1.dn_loss_cls: 0.0245, d1.dn_loss_bbox: 0.2032, d1.dn_loss_iou: 0.3236, d2.dn_loss_cls: 0.0198, d2.dn_loss_bbox: 0.1907, d2.dn_loss_iou: 0.3090, d3.dn_loss_cls: 0.0175, d3.dn_loss_bbox: 0.1859, d3.dn_loss_iou: 0.3033, d4.dn_loss_cls: 0.0167, d4.dn_loss_bbox: 0.1852, d4.dn_loss_iou: 0.3017, loss: 8.0256 2024-06-07 04:08:50,032 - mmdet - INFO - Epoch [10][450/3665] lr: 2.000e-05, eta: 1 day, 3:32:41, time: 9.501, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1843, interm_loss_bbox: 0.1509, interm_loss_iou: 0.3746, loss_cls: 0.1554, loss_bbox: 0.1331, loss_iou: 0.3442, d0.loss_cls: 0.1956, d0.loss_bbox: 0.1385, d0.loss_iou: 0.3521, d1.loss_cls: 0.1702, d1.loss_bbox: 0.1358, d1.loss_iou: 0.3475, d2.loss_cls: 0.1617, d2.loss_bbox: 0.1331, d2.loss_iou: 0.3450, d3.loss_cls: 0.1574, d3.loss_bbox: 0.1331, d3.loss_iou: 0.3441, d4.loss_cls: 0.1559, d4.loss_bbox: 0.1331, d4.loss_iou: 0.3440, dn_loss_cls: 0.0169, dn_loss_bbox: 0.1897, dn_loss_iou: 0.2932, d0.dn_loss_cls: 0.0475, d0.dn_loss_bbox: 0.2829, d0.dn_loss_iou: 0.3899, d1.dn_loss_cls: 0.0256, d1.dn_loss_bbox: 0.2089, d1.dn_loss_iou: 0.3146, d2.dn_loss_cls: 0.0205, d2.dn_loss_bbox: 0.1954, d2.dn_loss_iou: 0.3005, d3.dn_loss_cls: 0.0180, d3.dn_loss_bbox: 0.1906, d3.dn_loss_iou: 0.2948, d4.dn_loss_cls: 0.0171, d4.dn_loss_bbox: 0.1897, d4.dn_loss_iou: 0.2931, loss: 7.8786 2024-06-07 04:16:45,497 - mmdet - INFO - Epoch [10][500/3665] lr: 2.000e-05, eta: 1 day, 3:24:52, time: 9.509, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1840, interm_loss_bbox: 0.1513, interm_loss_iou: 0.3688, loss_cls: 0.1553, loss_bbox: 0.1350, loss_iou: 0.3419, d0.loss_cls: 0.1954, d0.loss_bbox: 0.1392, d0.loss_iou: 0.3489, d1.loss_cls: 0.1692, d1.loss_bbox: 0.1377, d1.loss_iou: 0.3455, d2.loss_cls: 0.1618, d2.loss_bbox: 0.1349, d2.loss_iou: 0.3415, d3.loss_cls: 0.1579, d3.loss_bbox: 0.1346, d3.loss_iou: 0.3415, d4.loss_cls: 0.1562, d4.loss_bbox: 0.1345, d4.loss_iou: 0.3418, dn_loss_cls: 0.0161, dn_loss_bbox: 0.1839, dn_loss_iou: 0.2933, d0.dn_loss_cls: 0.0464, d0.dn_loss_bbox: 0.2799, d0.dn_loss_iou: 0.3921, d1.dn_loss_cls: 0.0246, d1.dn_loss_bbox: 0.2047, d1.dn_loss_iou: 0.3159, d2.dn_loss_cls: 0.0197, d2.dn_loss_bbox: 0.1901, d2.dn_loss_iou: 0.3008, d3.dn_loss_cls: 0.0173, d3.dn_loss_bbox: 0.1848, d3.dn_loss_iou: 0.2948, d4.dn_loss_cls: 0.0164, d4.dn_loss_bbox: 0.1840, d4.dn_loss_iou: 0.2933, loss: 7.8347 2024-06-07 04:24:45,212 - mmdet - INFO - Epoch [10][550/3665] lr: 2.000e-05, eta: 1 day, 3:17:05, time: 9.594, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1861, interm_loss_bbox: 0.1484, interm_loss_iou: 0.3800, loss_cls: 0.1546, loss_bbox: 0.1340, loss_iou: 0.3552, d0.loss_cls: 0.1972, d0.loss_bbox: 0.1366, d0.loss_iou: 0.3594, d1.loss_cls: 0.1690, d1.loss_bbox: 0.1359, d1.loss_iou: 0.3570, d2.loss_cls: 0.1602, d2.loss_bbox: 0.1338, d2.loss_iou: 0.3546, d3.loss_cls: 0.1569, d3.loss_bbox: 0.1333, d3.loss_iou: 0.3543, d4.loss_cls: 0.1555, d4.loss_bbox: 0.1338, d4.loss_iou: 0.3542, dn_loss_cls: 0.0151, dn_loss_bbox: 0.1857, dn_loss_iou: 0.2922, d0.dn_loss_cls: 0.0456, d0.dn_loss_bbox: 0.2780, d0.dn_loss_iou: 0.3891, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.2043, d1.dn_loss_iou: 0.3143, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1909, d2.dn_loss_iou: 0.2990, d3.dn_loss_cls: 0.0163, d3.dn_loss_bbox: 0.1864, d3.dn_loss_iou: 0.2935, d4.dn_loss_cls: 0.0155, d4.dn_loss_bbox: 0.1858, d4.dn_loss_iou: 0.2921, loss: 7.8962 2024-06-07 04:32:35,440 - mmdet - INFO - Epoch [10][600/3665] lr: 2.000e-05, eta: 1 day, 3:09:15, time: 9.405, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1921, interm_loss_bbox: 0.1508, interm_loss_iou: 0.3816, loss_cls: 0.1624, loss_bbox: 0.1358, loss_iou: 0.3541, d0.loss_cls: 0.2046, d0.loss_bbox: 0.1375, d0.loss_iou: 0.3606, d1.loss_cls: 0.1766, d1.loss_bbox: 0.1378, d1.loss_iou: 0.3591, d2.loss_cls: 0.1685, d2.loss_bbox: 0.1357, d2.loss_iou: 0.3552, d3.loss_cls: 0.1652, d3.loss_bbox: 0.1343, d3.loss_iou: 0.3534, d4.loss_cls: 0.1623, d4.loss_bbox: 0.1359, d4.loss_iou: 0.3546, dn_loss_cls: 0.0170, dn_loss_bbox: 0.1907, dn_loss_iou: 0.3037, d0.dn_loss_cls: 0.0477, d0.dn_loss_bbox: 0.2835, d0.dn_loss_iou: 0.4029, d1.dn_loss_cls: 0.0255, d1.dn_loss_bbox: 0.2104, d1.dn_loss_iou: 0.3261, d2.dn_loss_cls: 0.0205, d2.dn_loss_bbox: 0.1965, d2.dn_loss_iou: 0.3111, d3.dn_loss_cls: 0.0180, d3.dn_loss_bbox: 0.1916, d3.dn_loss_iou: 0.3054, d4.dn_loss_cls: 0.0172, d4.dn_loss_bbox: 0.1907, d4.dn_loss_iou: 0.3037, loss: 8.0805 2024-06-07 04:40:30,605 - mmdet - INFO - Epoch [10][650/3665] lr: 2.000e-05, eta: 1 day, 3:01:26, time: 9.503, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1925, interm_loss_bbox: 0.1510, interm_loss_iou: 0.3761, loss_cls: 0.1613, loss_bbox: 0.1361, loss_iou: 0.3494, d0.loss_cls: 0.2024, d0.loss_bbox: 0.1397, d0.loss_iou: 0.3556, d1.loss_cls: 0.1747, d1.loss_bbox: 0.1385, d1.loss_iou: 0.3534, d2.loss_cls: 0.1662, d2.loss_bbox: 0.1368, d2.loss_iou: 0.3505, d3.loss_cls: 0.1626, d3.loss_bbox: 0.1364, d3.loss_iou: 0.3498, d4.loss_cls: 0.1616, d4.loss_bbox: 0.1361, d4.loss_iou: 0.3498, dn_loss_cls: 0.0154, dn_loss_bbox: 0.1886, dn_loss_iou: 0.2911, d0.dn_loss_cls: 0.0468, d0.dn_loss_bbox: 0.2853, d0.dn_loss_iou: 0.3894, d1.dn_loss_cls: 0.0241, d1.dn_loss_bbox: 0.2087, d1.dn_loss_iou: 0.3131, d2.dn_loss_cls: 0.0191, d2.dn_loss_bbox: 0.1946, d2.dn_loss_iou: 0.2983, d3.dn_loss_cls: 0.0165, d3.dn_loss_bbox: 0.1894, d3.dn_loss_iou: 0.2926, d4.dn_loss_cls: 0.0157, d4.dn_loss_bbox: 0.1886, d4.dn_loss_iou: 0.2911, loss: 7.9489 2024-06-07 04:48:19,035 - mmdet - INFO - Epoch [10][700/3665] lr: 2.000e-05, eta: 1 day, 2:53:36, time: 9.369, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1906, interm_loss_bbox: 0.1534, interm_loss_iou: 0.3722, loss_cls: 0.1599, loss_bbox: 0.1384, loss_iou: 0.3453, d0.loss_cls: 0.2012, d0.loss_bbox: 0.1428, d0.loss_iou: 0.3519, d1.loss_cls: 0.1740, d1.loss_bbox: 0.1411, d1.loss_iou: 0.3503, d2.loss_cls: 0.1648, d2.loss_bbox: 0.1395, d2.loss_iou: 0.3467, d3.loss_cls: 0.1623, d3.loss_bbox: 0.1383, d3.loss_iou: 0.3452, d4.loss_cls: 0.1605, d4.loss_bbox: 0.1384, d4.loss_iou: 0.3452, dn_loss_cls: 0.0161, dn_loss_bbox: 0.1833, dn_loss_iou: 0.2976, d0.dn_loss_cls: 0.0468, d0.dn_loss_bbox: 0.2758, d0.dn_loss_iou: 0.3967, d1.dn_loss_cls: 0.0247, d1.dn_loss_bbox: 0.2031, d1.dn_loss_iou: 0.3204, d2.dn_loss_cls: 0.0196, d2.dn_loss_bbox: 0.1894, d2.dn_loss_iou: 0.3052, d3.dn_loss_cls: 0.0172, d3.dn_loss_bbox: 0.1842, d3.dn_loss_iou: 0.2991, d4.dn_loss_cls: 0.0163, d4.dn_loss_bbox: 0.1833, d4.dn_loss_iou: 0.2975, loss: 7.9384 2024-06-07 04:56:10,700 - mmdet - INFO - Epoch [10][750/3665] lr: 2.000e-05, eta: 1 day, 2:45:46, time: 9.433, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1846, interm_loss_bbox: 0.1495, interm_loss_iou: 0.3616, loss_cls: 0.1548, loss_bbox: 0.1329, loss_iou: 0.3335, d0.loss_cls: 0.1976, d0.loss_bbox: 0.1365, d0.loss_iou: 0.3389, d1.loss_cls: 0.1689, d1.loss_bbox: 0.1362, d1.loss_iou: 0.3375, d2.loss_cls: 0.1607, d2.loss_bbox: 0.1334, d2.loss_iou: 0.3350, d3.loss_cls: 0.1576, d3.loss_bbox: 0.1322, d3.loss_iou: 0.3332, d4.loss_cls: 0.1561, d4.loss_bbox: 0.1320, d4.loss_iou: 0.3332, dn_loss_cls: 0.0165, dn_loss_bbox: 0.1871, dn_loss_iou: 0.2880, d0.dn_loss_cls: 0.0465, d0.dn_loss_bbox: 0.2793, d0.dn_loss_iou: 0.3863, d1.dn_loss_cls: 0.0248, d1.dn_loss_bbox: 0.2072, d1.dn_loss_iou: 0.3107, d2.dn_loss_cls: 0.0198, d2.dn_loss_bbox: 0.1938, d2.dn_loss_iou: 0.2959, d3.dn_loss_cls: 0.0175, d3.dn_loss_bbox: 0.1882, d3.dn_loss_iou: 0.2897, d4.dn_loss_cls: 0.0167, d4.dn_loss_bbox: 0.1871, d4.dn_loss_iou: 0.2879, loss: 7.7488 2024-06-07 05:03:56,585 - mmdet - INFO - Epoch [10][800/3665] lr: 2.000e-05, eta: 1 day, 2:37:54, time: 9.318, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1890, interm_loss_bbox: 0.1587, interm_loss_iou: 0.3735, loss_cls: 0.1593, loss_bbox: 0.1423, loss_iou: 0.3437, d0.loss_cls: 0.2001, d0.loss_bbox: 0.1474, d0.loss_iou: 0.3515, d1.loss_cls: 0.1730, d1.loss_bbox: 0.1461, d1.loss_iou: 0.3489, d2.loss_cls: 0.1655, d2.loss_bbox: 0.1430, d2.loss_iou: 0.3447, d3.loss_cls: 0.1611, d3.loss_bbox: 0.1423, d3.loss_iou: 0.3443, d4.loss_cls: 0.1597, d4.loss_bbox: 0.1422, d4.loss_iou: 0.3439, dn_loss_cls: 0.0167, dn_loss_bbox: 0.1984, dn_loss_iou: 0.3005, d0.dn_loss_cls: 0.0459, d0.dn_loss_bbox: 0.2868, d0.dn_loss_iou: 0.3956, d1.dn_loss_cls: 0.0245, d1.dn_loss_bbox: 0.2167, d1.dn_loss_iou: 0.3221, d2.dn_loss_cls: 0.0200, d2.dn_loss_bbox: 0.2045, d2.dn_loss_iou: 0.3081, d3.dn_loss_cls: 0.0177, d3.dn_loss_bbox: 0.1993, d3.dn_loss_iou: 0.3021, d4.dn_loss_cls: 0.0169, d4.dn_loss_bbox: 0.1984, d4.dn_loss_iou: 0.3005, loss: 8.0548 2024-06-07 05:11:51,121 - mmdet - INFO - Epoch [10][850/3665] lr: 2.000e-05, eta: 1 day, 2:30:05, time: 9.491, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1872, interm_loss_bbox: 0.1508, interm_loss_iou: 0.3755, loss_cls: 0.1579, loss_bbox: 0.1336, loss_iou: 0.3473, d0.loss_cls: 0.1986, d0.loss_bbox: 0.1381, d0.loss_iou: 0.3535, d1.loss_cls: 0.1712, d1.loss_bbox: 0.1365, d1.loss_iou: 0.3525, d2.loss_cls: 0.1636, d2.loss_bbox: 0.1340, d2.loss_iou: 0.3483, d3.loss_cls: 0.1596, d3.loss_bbox: 0.1335, d3.loss_iou: 0.3479, d4.loss_cls: 0.1582, d4.loss_bbox: 0.1337, d4.loss_iou: 0.3476, dn_loss_cls: 0.0158, dn_loss_bbox: 0.1833, dn_loss_iou: 0.2959, d0.dn_loss_cls: 0.0463, d0.dn_loss_bbox: 0.2757, d0.dn_loss_iou: 0.3927, d1.dn_loss_cls: 0.0243, d1.dn_loss_bbox: 0.2027, d1.dn_loss_iou: 0.3178, d2.dn_loss_cls: 0.0194, d2.dn_loss_bbox: 0.1896, d2.dn_loss_iou: 0.3033, d3.dn_loss_cls: 0.0169, d3.dn_loss_bbox: 0.1842, d3.dn_loss_iou: 0.2975, d4.dn_loss_cls: 0.0161, d4.dn_loss_bbox: 0.1834, d4.dn_loss_iou: 0.2958, loss: 7.8897 2024-06-07 05:19:35,383 - mmdet - INFO - Epoch [10][900/3665] lr: 2.000e-05, eta: 1 day, 2:22:13, time: 9.285, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1844, interm_loss_bbox: 0.1507, interm_loss_iou: 0.3703, loss_cls: 0.1553, loss_bbox: 0.1336, loss_iou: 0.3411, d0.loss_cls: 0.1956, d0.loss_bbox: 0.1385, d0.loss_iou: 0.3494, d1.loss_cls: 0.1683, d1.loss_bbox: 0.1371, d1.loss_iou: 0.3468, d2.loss_cls: 0.1606, d2.loss_bbox: 0.1345, d2.loss_iou: 0.3431, d3.loss_cls: 0.1570, d3.loss_bbox: 0.1341, d3.loss_iou: 0.3410, d4.loss_cls: 0.1558, d4.loss_bbox: 0.1339, d4.loss_iou: 0.3409, dn_loss_cls: 0.0161, dn_loss_bbox: 0.1820, dn_loss_iou: 0.2914, d0.dn_loss_cls: 0.0468, d0.dn_loss_bbox: 0.2730, d0.dn_loss_iou: 0.3881, d1.dn_loss_cls: 0.0249, d1.dn_loss_bbox: 0.2019, d1.dn_loss_iou: 0.3138, d2.dn_loss_cls: 0.0199, d2.dn_loss_bbox: 0.1881, d2.dn_loss_iou: 0.2990, d3.dn_loss_cls: 0.0173, d3.dn_loss_bbox: 0.1828, d3.dn_loss_iou: 0.2930, d4.dn_loss_cls: 0.0164, d4.dn_loss_bbox: 0.1820, d4.dn_loss_iou: 0.2913, loss: 7.7996 2024-06-07 05:27:28,773 - mmdet - INFO - Epoch [10][950/3665] lr: 2.000e-05, eta: 1 day, 2:14:24, time: 9.468, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1847, interm_loss_bbox: 0.1472, interm_loss_iou: 0.3747, loss_cls: 0.1578, loss_bbox: 0.1295, loss_iou: 0.3447, d0.loss_cls: 0.1970, d0.loss_bbox: 0.1342, d0.loss_iou: 0.3518, d1.loss_cls: 0.1690, d1.loss_bbox: 0.1338, d1.loss_iou: 0.3510, d2.loss_cls: 0.1631, d2.loss_bbox: 0.1306, d2.loss_iou: 0.3461, d3.loss_cls: 0.1608, d3.loss_bbox: 0.1290, d3.loss_iou: 0.3438, d4.loss_cls: 0.1587, d4.loss_bbox: 0.1289, d4.loss_iou: 0.3442, dn_loss_cls: 0.0163, dn_loss_bbox: 0.1774, dn_loss_iou: 0.2924, d0.dn_loss_cls: 0.0461, d0.dn_loss_bbox: 0.2653, d0.dn_loss_iou: 0.3877, d1.dn_loss_cls: 0.0248, d1.dn_loss_bbox: 0.1957, d1.dn_loss_iou: 0.3139, d2.dn_loss_cls: 0.0199, d2.dn_loss_bbox: 0.1829, d2.dn_loss_iou: 0.2997, d3.dn_loss_cls: 0.0174, d3.dn_loss_bbox: 0.1782, d3.dn_loss_iou: 0.2940, d4.dn_loss_cls: 0.0165, d4.dn_loss_bbox: 0.1774, d4.dn_loss_iou: 0.2924, loss: 7.7789 2024-06-07 05:35:19,645 - mmdet - INFO - Epoch [10][1000/3665] lr: 2.000e-05, eta: 1 day, 2:06:34, time: 9.417, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1865, interm_loss_bbox: 0.1509, interm_loss_iou: 0.3715, loss_cls: 0.1576, loss_bbox: 0.1357, loss_iou: 0.3433, d0.loss_cls: 0.1990, d0.loss_bbox: 0.1383, d0.loss_iou: 0.3494, d1.loss_cls: 0.1701, d1.loss_bbox: 0.1382, d1.loss_iou: 0.3481, d2.loss_cls: 0.1635, d2.loss_bbox: 0.1353, d2.loss_iou: 0.3435, d3.loss_cls: 0.1598, d3.loss_bbox: 0.1353, d3.loss_iou: 0.3429, d4.loss_cls: 0.1579, d4.loss_bbox: 0.1358, d4.loss_iou: 0.3433, dn_loss_cls: 0.0151, dn_loss_bbox: 0.1826, dn_loss_iou: 0.2974, d0.dn_loss_cls: 0.0454, d0.dn_loss_bbox: 0.2721, d0.dn_loss_iou: 0.3937, d1.dn_loss_cls: 0.0233, d1.dn_loss_bbox: 0.2012, d1.dn_loss_iou: 0.3193, d2.dn_loss_cls: 0.0186, d2.dn_loss_bbox: 0.1883, d2.dn_loss_iou: 0.3044, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1833, d3.dn_loss_iou: 0.2988, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1826, d4.dn_loss_iou: 0.2973, loss: 7.8607 2024-06-07 05:43:22,270 - mmdet - INFO - Epoch [10][1050/3665] lr: 2.000e-05, eta: 1 day, 1:58:48, time: 9.653, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1874, interm_loss_bbox: 0.1540, interm_loss_iou: 0.3674, loss_cls: 0.1568, loss_bbox: 0.1368, loss_iou: 0.3409, d0.loss_cls: 0.1967, d0.loss_bbox: 0.1414, d0.loss_iou: 0.3468, d1.loss_cls: 0.1678, d1.loss_bbox: 0.1419, d1.loss_iou: 0.3474, d2.loss_cls: 0.1612, d2.loss_bbox: 0.1385, d2.loss_iou: 0.3431, d3.loss_cls: 0.1584, d3.loss_bbox: 0.1371, d3.loss_iou: 0.3410, d4.loss_cls: 0.1566, d4.loss_bbox: 0.1372, d4.loss_iou: 0.3413, dn_loss_cls: 0.0152, dn_loss_bbox: 0.1882, dn_loss_iou: 0.2881, d0.dn_loss_cls: 0.0467, d0.dn_loss_bbox: 0.2872, d0.dn_loss_iou: 0.3887, d1.dn_loss_cls: 0.0242, d1.dn_loss_bbox: 0.2090, d1.dn_loss_iou: 0.3109, d2.dn_loss_cls: 0.0189, d2.dn_loss_bbox: 0.1950, d2.dn_loss_iou: 0.2959, d3.dn_loss_cls: 0.0163, d3.dn_loss_bbox: 0.1892, d3.dn_loss_iou: 0.2898, d4.dn_loss_cls: 0.0155, d4.dn_loss_bbox: 0.1883, d4.dn_loss_iou: 0.2881, loss: 7.8547 2024-06-07 05:51:14,317 - mmdet - INFO - Epoch [10][1100/3665] lr: 2.000e-05, eta: 1 day, 1:50:58, time: 9.441, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1848, interm_loss_bbox: 0.1504, interm_loss_iou: 0.3696, loss_cls: 0.1554, loss_bbox: 0.1336, loss_iou: 0.3394, d0.loss_cls: 0.1951, d0.loss_bbox: 0.1395, d0.loss_iou: 0.3488, d1.loss_cls: 0.1678, d1.loss_bbox: 0.1379, d1.loss_iou: 0.3461, d2.loss_cls: 0.1605, d2.loss_bbox: 0.1345, d2.loss_iou: 0.3409, d3.loss_cls: 0.1574, d3.loss_bbox: 0.1337, d3.loss_iou: 0.3391, d4.loss_cls: 0.1561, d4.loss_bbox: 0.1333, d4.loss_iou: 0.3389, dn_loss_cls: 0.0167, dn_loss_bbox: 0.1871, dn_loss_iou: 0.2971, d0.dn_loss_cls: 0.0483, d0.dn_loss_bbox: 0.2813, d0.dn_loss_iou: 0.3961, d1.dn_loss_cls: 0.0257, d1.dn_loss_bbox: 0.2069, d1.dn_loss_iou: 0.3196, d2.dn_loss_cls: 0.0206, d2.dn_loss_bbox: 0.1935, d2.dn_loss_iou: 0.3047, d3.dn_loss_cls: 0.0179, d3.dn_loss_bbox: 0.1879, d3.dn_loss_iou: 0.2987, d4.dn_loss_cls: 0.0171, d4.dn_loss_bbox: 0.1871, d4.dn_loss_iou: 0.2970, loss: 7.8662 2024-06-07 05:59:05,525 - mmdet - INFO - Epoch [10][1150/3665] lr: 2.000e-05, eta: 1 day, 1:43:08, time: 9.424, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1875, interm_loss_bbox: 0.1529, interm_loss_iou: 0.3768, loss_cls: 0.1576, loss_bbox: 0.1370, loss_iou: 0.3484, d0.loss_cls: 0.1987, d0.loss_bbox: 0.1396, d0.loss_iou: 0.3550, d1.loss_cls: 0.1719, d1.loss_bbox: 0.1386, d1.loss_iou: 0.3528, d2.loss_cls: 0.1628, d2.loss_bbox: 0.1371, d2.loss_iou: 0.3500, d3.loss_cls: 0.1602, d3.loss_bbox: 0.1364, d3.loss_iou: 0.3477, d4.loss_cls: 0.1583, d4.loss_bbox: 0.1370, d4.loss_iou: 0.3487, dn_loss_cls: 0.0171, dn_loss_bbox: 0.1829, dn_loss_iou: 0.2970, d0.dn_loss_cls: 0.0483, d0.dn_loss_bbox: 0.2753, d0.dn_loss_iou: 0.3949, d1.dn_loss_cls: 0.0256, d1.dn_loss_bbox: 0.2034, d1.dn_loss_iou: 0.3202, d2.dn_loss_cls: 0.0206, d2.dn_loss_bbox: 0.1894, d2.dn_loss_iou: 0.3049, d3.dn_loss_cls: 0.0181, d3.dn_loss_bbox: 0.1839, d3.dn_loss_iou: 0.2987, d4.dn_loss_cls: 0.0174, d4.dn_loss_bbox: 0.1829, d4.dn_loss_iou: 0.2970, loss: 7.9324 2024-06-07 06:06:57,949 - mmdet - INFO - Epoch [10][1200/3665] lr: 2.000e-05, eta: 1 day, 1:35:18, time: 9.448, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1848, interm_loss_bbox: 0.1512, interm_loss_iou: 0.3697, loss_cls: 0.1545, loss_bbox: 0.1340, loss_iou: 0.3414, d0.loss_cls: 0.1957, d0.loss_bbox: 0.1390, d0.loss_iou: 0.3493, d1.loss_cls: 0.1684, d1.loss_bbox: 0.1371, d1.loss_iou: 0.3455, d2.loss_cls: 0.1601, d2.loss_bbox: 0.1347, d2.loss_iou: 0.3423, d3.loss_cls: 0.1559, d3.loss_bbox: 0.1341, d3.loss_iou: 0.3418, d4.loss_cls: 0.1548, d4.loss_bbox: 0.1339, d4.loss_iou: 0.3414, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1873, dn_loss_iou: 0.2947, d0.dn_loss_cls: 0.0460, d0.dn_loss_bbox: 0.2840, d0.dn_loss_iou: 0.3951, d1.dn_loss_cls: 0.0237, d1.dn_loss_bbox: 0.2084, d1.dn_loss_iou: 0.3177, d2.dn_loss_cls: 0.0190, d2.dn_loss_bbox: 0.1940, d2.dn_loss_iou: 0.3024, d3.dn_loss_cls: 0.0167, d3.dn_loss_bbox: 0.1881, d3.dn_loss_iou: 0.2962, d4.dn_loss_cls: 0.0159, d4.dn_loss_bbox: 0.1873, d4.dn_loss_iou: 0.2946, loss: 7.8564 2024-06-07 06:14:56,089 - mmdet - INFO - Epoch [10][1250/3665] lr: 2.000e-05, eta: 1 day, 1:27:30, time: 9.563, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1853, interm_loss_bbox: 0.1496, interm_loss_iou: 0.3773, loss_cls: 0.1557, loss_bbox: 0.1348, loss_iou: 0.3500, d0.loss_cls: 0.1964, d0.loss_bbox: 0.1371, d0.loss_iou: 0.3567, d1.loss_cls: 0.1702, d1.loss_bbox: 0.1367, d1.loss_iou: 0.3539, d2.loss_cls: 0.1623, d2.loss_bbox: 0.1348, d2.loss_iou: 0.3495, d3.loss_cls: 0.1585, d3.loss_bbox: 0.1339, d3.loss_iou: 0.3490, d4.loss_cls: 0.1567, d4.loss_bbox: 0.1343, d4.loss_iou: 0.3494, dn_loss_cls: 0.0159, dn_loss_bbox: 0.1818, dn_loss_iou: 0.2937, d0.dn_loss_cls: 0.0461, d0.dn_loss_bbox: 0.2724, d0.dn_loss_iou: 0.3886, d1.dn_loss_cls: 0.0243, d1.dn_loss_bbox: 0.1990, d1.dn_loss_iou: 0.3144, d2.dn_loss_cls: 0.0194, d2.dn_loss_bbox: 0.1871, d2.dn_loss_iou: 0.3006, d3.dn_loss_cls: 0.0170, d3.dn_loss_bbox: 0.1825, d3.dn_loss_iou: 0.2949, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1818, d4.dn_loss_iou: 0.2936, loss: 7.8613 2024-06-07 06:22:49,169 - mmdet - INFO - Epoch [10][1300/3665] lr: 2.000e-05, eta: 1 day, 1:19:41, time: 9.462, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1947, interm_loss_bbox: 0.1505, interm_loss_iou: 0.3913, loss_cls: 0.1655, loss_bbox: 0.1352, loss_iou: 0.3638, d0.loss_cls: 0.2051, d0.loss_bbox: 0.1382, d0.loss_iou: 0.3686, d1.loss_cls: 0.1786, d1.loss_bbox: 0.1378, d1.loss_iou: 0.3672, d2.loss_cls: 0.1711, d2.loss_bbox: 0.1357, d2.loss_iou: 0.3646, d3.loss_cls: 0.1674, d3.loss_bbox: 0.1349, d3.loss_iou: 0.3637, d4.loss_cls: 0.1659, d4.loss_bbox: 0.1348, d4.loss_iou: 0.3640, dn_loss_cls: 0.0156, dn_loss_bbox: 0.1771, dn_loss_iou: 0.2991, d0.dn_loss_cls: 0.0462, d0.dn_loss_bbox: 0.2670, d0.dn_loss_iou: 0.3966, d1.dn_loss_cls: 0.0241, d1.dn_loss_bbox: 0.1950, d1.dn_loss_iou: 0.3206, d2.dn_loss_cls: 0.0192, d2.dn_loss_bbox: 0.1827, d2.dn_loss_iou: 0.3066, d3.dn_loss_cls: 0.0168, d3.dn_loss_bbox: 0.1779, d3.dn_loss_iou: 0.3006, d4.dn_loss_cls: 0.0160, d4.dn_loss_bbox: 0.1771, d4.dn_loss_iou: 0.2990, loss: 8.0360 2024-06-07 06:30:42,038 - mmdet - INFO - Epoch [10][1350/3665] lr: 2.000e-05, eta: 1 day, 1:11:51, time: 9.457, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1862, interm_loss_bbox: 0.1486, interm_loss_iou: 0.3697, loss_cls: 0.1556, loss_bbox: 0.1320, loss_iou: 0.3397, d0.loss_cls: 0.1969, d0.loss_bbox: 0.1360, d0.loss_iou: 0.3469, d1.loss_cls: 0.1698, d1.loss_bbox: 0.1346, d1.loss_iou: 0.3445, d2.loss_cls: 0.1615, d2.loss_bbox: 0.1323, d2.loss_iou: 0.3405, d3.loss_cls: 0.1578, d3.loss_bbox: 0.1316, d3.loss_iou: 0.3395, d4.loss_cls: 0.1560, d4.loss_bbox: 0.1316, d4.loss_iou: 0.3397, dn_loss_cls: 0.0168, dn_loss_bbox: 0.1839, dn_loss_iou: 0.2899, d0.dn_loss_cls: 0.0473, d0.dn_loss_bbox: 0.2754, d0.dn_loss_iou: 0.3862, d1.dn_loss_cls: 0.0254, d1.dn_loss_bbox: 0.2028, d1.dn_loss_iou: 0.3114, d2.dn_loss_cls: 0.0203, d2.dn_loss_bbox: 0.1898, d2.dn_loss_iou: 0.2970, d3.dn_loss_cls: 0.0178, d3.dn_loss_bbox: 0.1848, d3.dn_loss_iou: 0.2916, d4.dn_loss_cls: 0.0170, d4.dn_loss_bbox: 0.1839, d4.dn_loss_iou: 0.2899, loss: 7.7821 2024-06-07 06:38:40,608 - mmdet - INFO - Epoch [10][1400/3665] lr: 2.000e-05, eta: 1 day, 1:04:03, time: 9.572, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1887, interm_loss_bbox: 0.1476, interm_loss_iou: 0.3679, loss_cls: 0.1585, loss_bbox: 0.1322, loss_iou: 0.3406, d0.loss_cls: 0.1978, d0.loss_bbox: 0.1369, d0.loss_iou: 0.3473, d1.loss_cls: 0.1711, d1.loss_bbox: 0.1357, d1.loss_iou: 0.3445, d2.loss_cls: 0.1633, d2.loss_bbox: 0.1331, d2.loss_iou: 0.3418, d3.loss_cls: 0.1600, d3.loss_bbox: 0.1323, d3.loss_iou: 0.3410, d4.loss_cls: 0.1589, d4.loss_bbox: 0.1321, d4.loss_iou: 0.3407, dn_loss_cls: 0.0159, dn_loss_bbox: 0.1808, dn_loss_iou: 0.2871, d0.dn_loss_cls: 0.0452, d0.dn_loss_bbox: 0.2730, d0.dn_loss_iou: 0.3822, d1.dn_loss_cls: 0.0239, d1.dn_loss_bbox: 0.1993, d1.dn_loss_iou: 0.3083, d2.dn_loss_cls: 0.0192, d2.dn_loss_bbox: 0.1863, d2.dn_loss_iou: 0.2941, d3.dn_loss_cls: 0.0169, d3.dn_loss_bbox: 0.1815, d3.dn_loss_iou: 0.2886, d4.dn_loss_cls: 0.0161, d4.dn_loss_bbox: 0.1809, d4.dn_loss_iou: 0.2870, loss: 7.7582 2024-06-07 06:46:40,004 - mmdet - INFO - Epoch [10][1450/3665] lr: 2.000e-05, eta: 1 day, 0:56:16, time: 9.588, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1927, interm_loss_bbox: 0.1513, interm_loss_iou: 0.3799, loss_cls: 0.1627, loss_bbox: 0.1347, loss_iou: 0.3528, d0.loss_cls: 0.2037, d0.loss_bbox: 0.1398, d0.loss_iou: 0.3593, d1.loss_cls: 0.1770, d1.loss_bbox: 0.1379, d1.loss_iou: 0.3571, d2.loss_cls: 0.1682, d2.loss_bbox: 0.1358, d2.loss_iou: 0.3534, d3.loss_cls: 0.1638, d3.loss_bbox: 0.1357, d3.loss_iou: 0.3533, d4.loss_cls: 0.1636, d4.loss_bbox: 0.1344, d4.loss_iou: 0.3527, dn_loss_cls: 0.0174, dn_loss_bbox: 0.1891, dn_loss_iou: 0.2976, d0.dn_loss_cls: 0.0475, d0.dn_loss_bbox: 0.2830, d0.dn_loss_iou: 0.3968, d1.dn_loss_cls: 0.0257, d1.dn_loss_bbox: 0.2093, d1.dn_loss_iou: 0.3205, d2.dn_loss_cls: 0.0209, d2.dn_loss_bbox: 0.1952, d2.dn_loss_iou: 0.3057, d3.dn_loss_cls: 0.0184, d3.dn_loss_bbox: 0.1898, d3.dn_loss_iou: 0.2993, d4.dn_loss_cls: 0.0176, d4.dn_loss_bbox: 0.1891, d4.dn_loss_iou: 0.2976, loss: 8.0305 2024-06-07 06:54:35,579 - mmdet - INFO - Epoch [10][1500/3665] lr: 2.000e-05, eta: 1 day, 0:48:27, time: 9.512, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1927, interm_loss_bbox: 0.1479, interm_loss_iou: 0.3745, loss_cls: 0.1618, loss_bbox: 0.1327, loss_iou: 0.3476, d0.loss_cls: 0.2028, d0.loss_bbox: 0.1350, d0.loss_iou: 0.3518, d1.loss_cls: 0.1764, d1.loss_bbox: 0.1345, d1.loss_iou: 0.3501, d2.loss_cls: 0.1690, d2.loss_bbox: 0.1322, d2.loss_iou: 0.3464, d3.loss_cls: 0.1639, d3.loss_bbox: 0.1328, d3.loss_iou: 0.3470, d4.loss_cls: 0.1623, d4.loss_bbox: 0.1328, d4.loss_iou: 0.3476, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1779, dn_loss_iou: 0.2944, d0.dn_loss_cls: 0.0463, d0.dn_loss_bbox: 0.2687, d0.dn_loss_iou: 0.3908, d1.dn_loss_cls: 0.0242, d1.dn_loss_bbox: 0.1970, d1.dn_loss_iou: 0.3160, d2.dn_loss_cls: 0.0193, d2.dn_loss_bbox: 0.1839, d2.dn_loss_iou: 0.3017, d3.dn_loss_cls: 0.0168, d3.dn_loss_bbox: 0.1787, d3.dn_loss_iou: 0.2959, d4.dn_loss_cls: 0.0160, d4.dn_loss_bbox: 0.1779, d4.dn_loss_iou: 0.2943, loss: 7.8575 2024-06-07 07:02:30,643 - mmdet - INFO - Epoch [10][1550/3665] lr: 2.000e-05, eta: 1 day, 0:40:38, time: 9.501, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1866, interm_loss_bbox: 0.1469, interm_loss_iou: 0.3679, loss_cls: 0.1593, loss_bbox: 0.1295, loss_iou: 0.3402, d0.loss_cls: 0.1991, d0.loss_bbox: 0.1335, d0.loss_iou: 0.3465, d1.loss_cls: 0.1720, d1.loss_bbox: 0.1323, d1.loss_iou: 0.3449, d2.loss_cls: 0.1655, d2.loss_bbox: 0.1296, d2.loss_iou: 0.3410, d3.loss_cls: 0.1616, d3.loss_bbox: 0.1293, d3.loss_iou: 0.3393, d4.loss_cls: 0.1599, d4.loss_bbox: 0.1296, d4.loss_iou: 0.3402, dn_loss_cls: 0.0166, dn_loss_bbox: 0.1817, dn_loss_iou: 0.2875, d0.dn_loss_cls: 0.0474, d0.dn_loss_bbox: 0.2728, d0.dn_loss_iou: 0.3828, d1.dn_loss_cls: 0.0253, d1.dn_loss_bbox: 0.2010, d1.dn_loss_iou: 0.3091, d2.dn_loss_cls: 0.0204, d2.dn_loss_bbox: 0.1878, d2.dn_loss_iou: 0.2949, d3.dn_loss_cls: 0.0178, d3.dn_loss_bbox: 0.1827, d3.dn_loss_iou: 0.2891, d4.dn_loss_cls: 0.0170, d4.dn_loss_bbox: 0.1817, d4.dn_loss_iou: 0.2874, loss: 7.7580 2024-06-07 07:10:26,853 - mmdet - INFO - Epoch [10][1600/3665] lr: 2.000e-05, eta: 1 day, 0:32:49, time: 9.524, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1840, interm_loss_bbox: 0.1537, interm_loss_iou: 0.3730, loss_cls: 0.1532, loss_bbox: 0.1390, loss_iou: 0.3475, d0.loss_cls: 0.1944, d0.loss_bbox: 0.1415, d0.loss_iou: 0.3521, d1.loss_cls: 0.1664, d1.loss_bbox: 0.1418, d1.loss_iou: 0.3527, d2.loss_cls: 0.1594, d2.loss_bbox: 0.1395, d2.loss_iou: 0.3481, d3.loss_cls: 0.1563, d3.loss_bbox: 0.1383, d3.loss_iou: 0.3468, d4.loss_cls: 0.1540, d4.loss_bbox: 0.1388, d4.loss_iou: 0.3473, dn_loss_cls: 0.0165, dn_loss_bbox: 0.1858, dn_loss_iou: 0.2960, d0.dn_loss_cls: 0.0475, d0.dn_loss_bbox: 0.2840, d0.dn_loss_iou: 0.3961, d1.dn_loss_cls: 0.0251, d1.dn_loss_bbox: 0.2061, d1.dn_loss_iou: 0.3189, d2.dn_loss_cls: 0.0199, d2.dn_loss_bbox: 0.1920, d2.dn_loss_iou: 0.3037, d3.dn_loss_cls: 0.0175, d3.dn_loss_bbox: 0.1866, d3.dn_loss_iou: 0.2977, d4.dn_loss_cls: 0.0167, d4.dn_loss_bbox: 0.1859, d4.dn_loss_iou: 0.2960, loss: 7.9200 2024-06-07 07:18:23,302 - mmdet - INFO - Epoch [10][1650/3665] lr: 2.000e-05, eta: 1 day, 0:25:01, time: 9.529, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1837, interm_loss_bbox: 0.1517, interm_loss_iou: 0.3624, loss_cls: 0.1541, loss_bbox: 0.1350, loss_iou: 0.3347, d0.loss_cls: 0.1946, d0.loss_bbox: 0.1391, d0.loss_iou: 0.3401, d1.loss_cls: 0.1656, d1.loss_bbox: 0.1398, d1.loss_iou: 0.3402, d2.loss_cls: 0.1590, d2.loss_bbox: 0.1363, d2.loss_iou: 0.3357, d3.loss_cls: 0.1558, d3.loss_bbox: 0.1354, d3.loss_iou: 0.3341, d4.loss_cls: 0.1540, d4.loss_bbox: 0.1356, d4.loss_iou: 0.3348, dn_loss_cls: 0.0156, dn_loss_bbox: 0.1849, dn_loss_iou: 0.2805, d0.dn_loss_cls: 0.0457, d0.dn_loss_bbox: 0.2814, d0.dn_loss_iou: 0.3759, d1.dn_loss_cls: 0.0239, d1.dn_loss_bbox: 0.2041, d1.dn_loss_iou: 0.3017, d2.dn_loss_cls: 0.0191, d2.dn_loss_bbox: 0.1909, d2.dn_loss_iou: 0.2879, d3.dn_loss_cls: 0.0167, d3.dn_loss_bbox: 0.1857, d3.dn_loss_iou: 0.2821, d4.dn_loss_cls: 0.0158, d4.dn_loss_bbox: 0.1849, d4.dn_loss_iou: 0.2804, loss: 7.6987 2024-06-07 07:26:17,999 - mmdet - INFO - Epoch [10][1700/3665] lr: 2.000e-05, eta: 1 day, 0:17:11, time: 9.494, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1840, interm_loss_bbox: 0.1491, interm_loss_iou: 0.3800, loss_cls: 0.1546, loss_bbox: 0.1338, loss_iou: 0.3539, d0.loss_cls: 0.1956, d0.loss_bbox: 0.1369, d0.loss_iou: 0.3598, d1.loss_cls: 0.1677, d1.loss_bbox: 0.1363, d1.loss_iou: 0.3582, d2.loss_cls: 0.1603, d2.loss_bbox: 0.1337, d2.loss_iou: 0.3547, d3.loss_cls: 0.1566, d3.loss_bbox: 0.1333, d3.loss_iou: 0.3538, d4.loss_cls: 0.1539, d4.loss_bbox: 0.1345, d4.loss_iou: 0.3548, dn_loss_cls: 0.0161, dn_loss_bbox: 0.1840, dn_loss_iou: 0.2976, d0.dn_loss_cls: 0.0459, d0.dn_loss_bbox: 0.2737, d0.dn_loss_iou: 0.3937, d1.dn_loss_cls: 0.0241, d1.dn_loss_bbox: 0.2031, d1.dn_loss_iou: 0.3200, d2.dn_loss_cls: 0.0196, d2.dn_loss_bbox: 0.1895, d2.dn_loss_iou: 0.3052, d3.dn_loss_cls: 0.0172, d3.dn_loss_bbox: 0.1847, d3.dn_loss_iou: 0.2993, d4.dn_loss_cls: 0.0163, d4.dn_loss_bbox: 0.1840, d4.dn_loss_iou: 0.2975, loss: 7.9171 2024-06-07 07:34:10,409 - mmdet - INFO - Epoch [10][1750/3665] lr: 2.000e-05, eta: 1 day, 0:09:22, time: 9.448, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1885, interm_loss_bbox: 0.1496, interm_loss_iou: 0.3724, loss_cls: 0.1593, loss_bbox: 0.1338, loss_iou: 0.3455, d0.loss_cls: 0.2002, d0.loss_bbox: 0.1375, d0.loss_iou: 0.3510, d1.loss_cls: 0.1716, d1.loss_bbox: 0.1370, d1.loss_iou: 0.3501, d2.loss_cls: 0.1655, d2.loss_bbox: 0.1346, d2.loss_iou: 0.3457, d3.loss_cls: 0.1618, d3.loss_bbox: 0.1337, d3.loss_iou: 0.3446, d4.loss_cls: 0.1602, d4.loss_bbox: 0.1335, d4.loss_iou: 0.3450, dn_loss_cls: 0.0163, dn_loss_bbox: 0.1849, dn_loss_iou: 0.2902, d0.dn_loss_cls: 0.0464, d0.dn_loss_bbox: 0.2790, d0.dn_loss_iou: 0.3879, d1.dn_loss_cls: 0.0245, d1.dn_loss_bbox: 0.2056, d1.dn_loss_iou: 0.3127, d2.dn_loss_cls: 0.0197, d2.dn_loss_bbox: 0.1914, d2.dn_loss_iou: 0.2976, d3.dn_loss_cls: 0.0172, d3.dn_loss_bbox: 0.1859, d3.dn_loss_iou: 0.2919, d4.dn_loss_cls: 0.0165, d4.dn_loss_bbox: 0.1849, d4.dn_loss_iou: 0.2902, loss: 7.8640 2024-06-07 07:42:01,357 - mmdet - INFO - Epoch [10][1800/3665] lr: 2.000e-05, eta: 1 day, 0:01:32, time: 9.419, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1913, interm_loss_bbox: 0.1495, interm_loss_iou: 0.3751, loss_cls: 0.1635, loss_bbox: 0.1332, loss_iou: 0.3461, d0.loss_cls: 0.2027, d0.loss_bbox: 0.1374, d0.loss_iou: 0.3523, d1.loss_cls: 0.1747, d1.loss_bbox: 0.1370, d1.loss_iou: 0.3518, d2.loss_cls: 0.1679, d2.loss_bbox: 0.1345, d2.loss_iou: 0.3485, d3.loss_cls: 0.1654, d3.loss_bbox: 0.1334, d3.loss_iou: 0.3462, d4.loss_cls: 0.1633, d4.loss_bbox: 0.1339, d4.loss_iou: 0.3465, dn_loss_cls: 0.0164, dn_loss_bbox: 0.1884, dn_loss_iou: 0.2923, d0.dn_loss_cls: 0.0474, d0.dn_loss_bbox: 0.2828, d0.dn_loss_iou: 0.3900, d1.dn_loss_cls: 0.0250, d1.dn_loss_bbox: 0.2076, d1.dn_loss_iou: 0.3144, d2.dn_loss_cls: 0.0200, d2.dn_loss_bbox: 0.1943, d2.dn_loss_iou: 0.2996, d3.dn_loss_cls: 0.0175, d3.dn_loss_bbox: 0.1893, d3.dn_loss_iou: 0.2938, d4.dn_loss_cls: 0.0166, d4.dn_loss_bbox: 0.1884, d4.dn_loss_iou: 0.2923, loss: 7.9303 2024-06-07 07:49:44,953 - mmdet - INFO - Epoch [10][1850/3665] lr: 2.000e-05, eta: 23:53:39, time: 9.272, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1828, interm_loss_bbox: 0.1515, interm_loss_iou: 0.3757, loss_cls: 0.1559, loss_bbox: 0.1343, loss_iou: 0.3468, d0.loss_cls: 0.1938, d0.loss_bbox: 0.1390, d0.loss_iou: 0.3540, d1.loss_cls: 0.1685, d1.loss_bbox: 0.1384, d1.loss_iou: 0.3522, d2.loss_cls: 0.1610, d2.loss_bbox: 0.1357, d2.loss_iou: 0.3486, d3.loss_cls: 0.1576, d3.loss_bbox: 0.1348, d3.loss_iou: 0.3472, d4.loss_cls: 0.1561, d4.loss_bbox: 0.1345, d4.loss_iou: 0.3472, dn_loss_cls: 0.0158, dn_loss_bbox: 0.1764, dn_loss_iou: 0.2929, d0.dn_loss_cls: 0.0460, d0.dn_loss_bbox: 0.2675, d0.dn_loss_iou: 0.3905, d1.dn_loss_cls: 0.0241, d1.dn_loss_bbox: 0.1962, d1.dn_loss_iou: 0.3155, d2.dn_loss_cls: 0.0193, d2.dn_loss_bbox: 0.1827, d2.dn_loss_iou: 0.3005, d3.dn_loss_cls: 0.0168, d3.dn_loss_bbox: 0.1773, d3.dn_loss_iou: 0.2944, d4.dn_loss_cls: 0.0161, d4.dn_loss_bbox: 0.1764, d4.dn_loss_iou: 0.2929, loss: 7.8170 2024-06-07 07:57:43,415 - mmdet - INFO - Epoch [10][1900/3665] lr: 2.000e-05, eta: 23:45:51, time: 9.569, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1907, interm_loss_bbox: 0.1564, interm_loss_iou: 0.3703, loss_cls: 0.1614, loss_bbox: 0.1383, loss_iou: 0.3402, d0.loss_cls: 0.2036, d0.loss_bbox: 0.1423, d0.loss_iou: 0.3477, d1.loss_cls: 0.1754, d1.loss_bbox: 0.1406, d1.loss_iou: 0.3449, d2.loss_cls: 0.1668, d2.loss_bbox: 0.1383, d2.loss_iou: 0.3407, d3.loss_cls: 0.1636, d3.loss_bbox: 0.1379, d3.loss_iou: 0.3393, d4.loss_cls: 0.1617, d4.loss_bbox: 0.1382, d4.loss_iou: 0.3402, dn_loss_cls: 0.0162, dn_loss_bbox: 0.1889, dn_loss_iou: 0.2946, d0.dn_loss_cls: 0.0473, d0.dn_loss_bbox: 0.2848, d0.dn_loss_iou: 0.3933, d1.dn_loss_cls: 0.0246, d1.dn_loss_bbox: 0.2098, d1.dn_loss_iou: 0.3174, d2.dn_loss_cls: 0.0198, d2.dn_loss_bbox: 0.1958, d2.dn_loss_iou: 0.3024, d3.dn_loss_cls: 0.0173, d3.dn_loss_bbox: 0.1900, d3.dn_loss_iou: 0.2962, d4.dn_loss_cls: 0.0165, d4.dn_loss_bbox: 0.1889, d4.dn_loss_iou: 0.2945, loss: 7.9372 2024-06-07 08:05:28,552 - mmdet - INFO - Epoch [10][1950/3665] lr: 2.000e-05, eta: 23:38:00, time: 9.303, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1840, interm_loss_bbox: 0.1507, interm_loss_iou: 0.3557, loss_cls: 0.1551, loss_bbox: 0.1349, loss_iou: 0.3277, d0.loss_cls: 0.1960, d0.loss_bbox: 0.1388, d0.loss_iou: 0.3344, d1.loss_cls: 0.1674, d1.loss_bbox: 0.1383, d1.loss_iou: 0.3330, d2.loss_cls: 0.1606, d2.loss_bbox: 0.1356, d2.loss_iou: 0.3289, d3.loss_cls: 0.1577, d3.loss_bbox: 0.1343, d3.loss_iou: 0.3268, d4.loss_cls: 0.1554, d4.loss_bbox: 0.1348, d4.loss_iou: 0.3275, dn_loss_cls: 0.0145, dn_loss_bbox: 0.1807, dn_loss_iou: 0.2782, d0.dn_loss_cls: 0.0444, d0.dn_loss_bbox: 0.2729, d0.dn_loss_iou: 0.3746, d1.dn_loss_cls: 0.0227, d1.dn_loss_bbox: 0.1995, d1.dn_loss_iou: 0.2991, d2.dn_loss_cls: 0.0180, d2.dn_loss_bbox: 0.1863, d2.dn_loss_iou: 0.2850, d3.dn_loss_cls: 0.0156, d3.dn_loss_bbox: 0.1816, d3.dn_loss_iou: 0.2797, d4.dn_loss_cls: 0.0148, d4.dn_loss_bbox: 0.1808, d4.dn_loss_iou: 0.2781, loss: 7.6040 2024-06-07 08:13:25,016 - mmdet - INFO - Epoch [10][2000/3665] lr: 2.000e-05, eta: 23:30:11, time: 9.529, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1845, interm_loss_bbox: 0.1479, interm_loss_iou: 0.3618, loss_cls: 0.1548, loss_bbox: 0.1327, loss_iou: 0.3349, d0.loss_cls: 0.1958, d0.loss_bbox: 0.1358, d0.loss_iou: 0.3397, d1.loss_cls: 0.1684, d1.loss_bbox: 0.1349, d1.loss_iou: 0.3381, d2.loss_cls: 0.1600, d2.loss_bbox: 0.1334, d2.loss_iou: 0.3354, d3.loss_cls: 0.1563, d3.loss_bbox: 0.1329, d3.loss_iou: 0.3353, d4.loss_cls: 0.1548, d4.loss_bbox: 0.1329, d4.loss_iou: 0.3354, dn_loss_cls: 0.0158, dn_loss_bbox: 0.1880, dn_loss_iou: 0.2905, d0.dn_loss_cls: 0.0462, d0.dn_loss_bbox: 0.2801, d0.dn_loss_iou: 0.3856, d1.dn_loss_cls: 0.0244, d1.dn_loss_bbox: 0.2076, d1.dn_loss_iou: 0.3119, d2.dn_loss_cls: 0.0196, d2.dn_loss_bbox: 0.1940, d2.dn_loss_iou: 0.2976, d3.dn_loss_cls: 0.0171, d3.dn_loss_bbox: 0.1888, d3.dn_loss_iou: 0.2919, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1880, d4.dn_loss_iou: 0.2904, loss: 7.7593 2024-06-07 08:21:17,451 - mmdet - INFO - Epoch [10][2050/3665] lr: 2.000e-05, eta: 23:22:21, time: 9.449, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1871, interm_loss_bbox: 0.1482, interm_loss_iou: 0.3691, loss_cls: 0.1594, loss_bbox: 0.1324, loss_iou: 0.3421, d0.loss_cls: 0.1986, d0.loss_bbox: 0.1357, d0.loss_iou: 0.3465, d1.loss_cls: 0.1729, d1.loss_bbox: 0.1346, d1.loss_iou: 0.3448, d2.loss_cls: 0.1651, d2.loss_bbox: 0.1327, d2.loss_iou: 0.3423, d3.loss_cls: 0.1616, d3.loss_bbox: 0.1324, d3.loss_iou: 0.3414, d4.loss_cls: 0.1605, d4.loss_bbox: 0.1319, d4.loss_iou: 0.3417, dn_loss_cls: 0.0158, dn_loss_bbox: 0.1784, dn_loss_iou: 0.2882, d0.dn_loss_cls: 0.0470, d0.dn_loss_bbox: 0.2737, d0.dn_loss_iou: 0.3843, d1.dn_loss_cls: 0.0247, d1.dn_loss_bbox: 0.1985, d1.dn_loss_iou: 0.3098, d2.dn_loss_cls: 0.0196, d2.dn_loss_bbox: 0.1848, d2.dn_loss_iou: 0.2953, d3.dn_loss_cls: 0.0171, d3.dn_loss_bbox: 0.1791, d3.dn_loss_iou: 0.2897, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1784, d4.dn_loss_iou: 0.2881, loss: 7.7694 2024-06-07 08:29:09,018 - mmdet - INFO - Epoch [10][2100/3665] lr: 2.000e-05, eta: 23:14:31, time: 9.431, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1865, interm_loss_bbox: 0.1554, interm_loss_iou: 0.3705, loss_cls: 0.1576, loss_bbox: 0.1410, loss_iou: 0.3456, d0.loss_cls: 0.1974, d0.loss_bbox: 0.1434, d0.loss_iou: 0.3494, d1.loss_cls: 0.1715, d1.loss_bbox: 0.1433, d1.loss_iou: 0.3473, d2.loss_cls: 0.1629, d2.loss_bbox: 0.1418, d2.loss_iou: 0.3462, d3.loss_cls: 0.1597, d3.loss_bbox: 0.1412, d3.loss_iou: 0.3452, d4.loss_cls: 0.1581, d4.loss_bbox: 0.1409, d4.loss_iou: 0.3455, dn_loss_cls: 0.0166, dn_loss_bbox: 0.1942, dn_loss_iou: 0.2944, d0.dn_loss_cls: 0.0470, d0.dn_loss_bbox: 0.2852, d0.dn_loss_iou: 0.3896, d1.dn_loss_cls: 0.0252, d1.dn_loss_bbox: 0.2127, d1.dn_loss_iou: 0.3161, d2.dn_loss_cls: 0.0202, d2.dn_loss_bbox: 0.1999, d2.dn_loss_iou: 0.3016, d3.dn_loss_cls: 0.0177, d3.dn_loss_bbox: 0.1950, d3.dn_loss_iou: 0.2959, d4.dn_loss_cls: 0.0169, d4.dn_loss_bbox: 0.1942, d4.dn_loss_iou: 0.2944, loss: 7.9674 2024-06-07 08:36:53,519 - mmdet - INFO - Epoch [10][2150/3665] lr: 2.000e-05, eta: 23:06:39, time: 9.290, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1833, interm_loss_bbox: 0.1476, interm_loss_iou: 0.3696, loss_cls: 0.1530, loss_bbox: 0.1335, loss_iou: 0.3427, d0.loss_cls: 0.1942, d0.loss_bbox: 0.1360, d0.loss_iou: 0.3483, d1.loss_cls: 0.1680, d1.loss_bbox: 0.1360, d1.loss_iou: 0.3464, d2.loss_cls: 0.1597, d2.loss_bbox: 0.1326, d2.loss_iou: 0.3431, d3.loss_cls: 0.1555, d3.loss_bbox: 0.1331, d3.loss_iou: 0.3424, d4.loss_cls: 0.1536, d4.loss_bbox: 0.1333, d4.loss_iou: 0.3426, dn_loss_cls: 0.0160, dn_loss_bbox: 0.1876, dn_loss_iou: 0.2935, d0.dn_loss_cls: 0.0460, d0.dn_loss_bbox: 0.2783, d0.dn_loss_iou: 0.3880, d1.dn_loss_cls: 0.0245, d1.dn_loss_bbox: 0.2064, d1.dn_loss_iou: 0.3145, d2.dn_loss_cls: 0.0196, d2.dn_loss_bbox: 0.1936, d2.dn_loss_iou: 0.3007, d3.dn_loss_cls: 0.0171, d3.dn_loss_bbox: 0.1885, d3.dn_loss_iou: 0.2951, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1876, d4.dn_loss_iou: 0.2934, loss: 7.8209 2024-06-07 08:44:40,384 - mmdet - INFO - Epoch [10][2200/3665] lr: 2.000e-05, eta: 22:58:48, time: 9.337, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1859, interm_loss_bbox: 0.1536, interm_loss_iou: 0.3669, loss_cls: 0.1570, loss_bbox: 0.1361, loss_iou: 0.3369, d0.loss_cls: 0.1981, d0.loss_bbox: 0.1405, d0.loss_iou: 0.3448, d1.loss_cls: 0.1701, d1.loss_bbox: 0.1395, d1.loss_iou: 0.3428, d2.loss_cls: 0.1626, d2.loss_bbox: 0.1367, d2.loss_iou: 0.3374, d3.loss_cls: 0.1595, d3.loss_bbox: 0.1354, d3.loss_iou: 0.3364, d4.loss_cls: 0.1574, d4.loss_bbox: 0.1361, d4.loss_iou: 0.3371, dn_loss_cls: 0.0160, dn_loss_bbox: 0.1870, dn_loss_iou: 0.2869, d0.dn_loss_cls: 0.0460, d0.dn_loss_bbox: 0.2821, d0.dn_loss_iou: 0.3836, d1.dn_loss_cls: 0.0242, d1.dn_loss_bbox: 0.2064, d1.dn_loss_iou: 0.3085, d2.dn_loss_cls: 0.0194, d2.dn_loss_bbox: 0.1931, d2.dn_loss_iou: 0.2942, d3.dn_loss_cls: 0.0170, d3.dn_loss_bbox: 0.1879, d3.dn_loss_iou: 0.2884, d4.dn_loss_cls: 0.0163, d4.dn_loss_bbox: 0.1871, d4.dn_loss_iou: 0.2868, loss: 7.8012 2024-06-07 08:52:32,938 - mmdet - INFO - Epoch [10][2250/3665] lr: 2.000e-05, eta: 22:50:58, time: 9.451, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1903, interm_loss_bbox: 0.1534, interm_loss_iou: 0.3663, loss_cls: 0.1598, loss_bbox: 0.1388, loss_iou: 0.3407, d0.loss_cls: 0.2006, d0.loss_bbox: 0.1420, d0.loss_iou: 0.3464, d1.loss_cls: 0.1718, d1.loss_bbox: 0.1430, d1.loss_iou: 0.3462, d2.loss_cls: 0.1652, d2.loss_bbox: 0.1396, d2.loss_iou: 0.3423, d3.loss_cls: 0.1617, d3.loss_bbox: 0.1386, d3.loss_iou: 0.3405, d4.loss_cls: 0.1603, d4.loss_bbox: 0.1388, d4.loss_iou: 0.3408, dn_loss_cls: 0.0155, dn_loss_bbox: 0.1875, dn_loss_iou: 0.2865, d0.dn_loss_cls: 0.0457, d0.dn_loss_bbox: 0.2835, d0.dn_loss_iou: 0.3829, d1.dn_loss_cls: 0.0238, d1.dn_loss_bbox: 0.2087, d1.dn_loss_iou: 0.3087, d2.dn_loss_cls: 0.0190, d2.dn_loss_bbox: 0.1943, d2.dn_loss_iou: 0.2942, d3.dn_loss_cls: 0.0166, d3.dn_loss_bbox: 0.1884, d3.dn_loss_iou: 0.2881, d4.dn_loss_cls: 0.0158, d4.dn_loss_bbox: 0.1875, d4.dn_loss_iou: 0.2864, loss: 7.8602 2024-06-07 09:00:24,425 - mmdet - INFO - Epoch [10][2300/3665] lr: 2.000e-05, eta: 22:43:08, time: 9.430, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1884, interm_loss_bbox: 0.1461, interm_loss_iou: 0.3755, loss_cls: 0.1569, loss_bbox: 0.1329, loss_iou: 0.3511, d0.loss_cls: 0.1990, d0.loss_bbox: 0.1345, d0.loss_iou: 0.3550, d1.loss_cls: 0.1709, d1.loss_bbox: 0.1350, d1.loss_iou: 0.3553, d2.loss_cls: 0.1627, d2.loss_bbox: 0.1330, d2.loss_iou: 0.3520, d3.loss_cls: 0.1593, d3.loss_bbox: 0.1326, d3.loss_iou: 0.3509, d4.loss_cls: 0.1579, d4.loss_bbox: 0.1325, d4.loss_iou: 0.3505, dn_loss_cls: 0.0156, dn_loss_bbox: 0.1775, dn_loss_iou: 0.2945, d0.dn_loss_cls: 0.0458, d0.dn_loss_bbox: 0.2671, d0.dn_loss_iou: 0.3901, d1.dn_loss_cls: 0.0236, d1.dn_loss_bbox: 0.1965, d1.dn_loss_iou: 0.3160, d2.dn_loss_cls: 0.0190, d2.dn_loss_bbox: 0.1829, d2.dn_loss_iou: 0.3016, d3.dn_loss_cls: 0.0167, d3.dn_loss_bbox: 0.1781, d3.dn_loss_iou: 0.2960, d4.dn_loss_cls: 0.0159, d4.dn_loss_bbox: 0.1775, d4.dn_loss_iou: 0.2945, loss: 7.8408 2024-06-07 09:08:17,418 - mmdet - INFO - Epoch [10][2350/3665] lr: 2.000e-05, eta: 22:35:19, time: 9.460, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1845, interm_loss_bbox: 0.1500, interm_loss_iou: 0.3639, loss_cls: 0.1557, loss_bbox: 0.1345, loss_iou: 0.3389, d0.loss_cls: 0.1943, d0.loss_bbox: 0.1384, d0.loss_iou: 0.3445, d1.loss_cls: 0.1670, d1.loss_bbox: 0.1386, d1.loss_iou: 0.3441, d2.loss_cls: 0.1604, d2.loss_bbox: 0.1357, d2.loss_iou: 0.3403, d3.loss_cls: 0.1571, d3.loss_bbox: 0.1346, d3.loss_iou: 0.3390, d4.loss_cls: 0.1561, d4.loss_bbox: 0.1344, d4.loss_iou: 0.3392, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1852, dn_loss_iou: 0.2907, d0.dn_loss_cls: 0.0458, d0.dn_loss_bbox: 0.2737, d0.dn_loss_iou: 0.3843, d1.dn_loss_cls: 0.0236, d1.dn_loss_bbox: 0.2033, d1.dn_loss_iou: 0.3115, d2.dn_loss_cls: 0.0186, d2.dn_loss_bbox: 0.1905, d2.dn_loss_iou: 0.2979, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1858, d3.dn_loss_iou: 0.2921, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1852, d4.dn_loss_iou: 0.2907, loss: 7.7764 2024-06-07 09:16:07,070 - mmdet - INFO - Epoch [10][2400/3665] lr: 2.000e-05, eta: 22:27:28, time: 9.393, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1848, interm_loss_bbox: 0.1504, interm_loss_iou: 0.3719, loss_cls: 0.1564, loss_bbox: 0.1346, loss_iou: 0.3431, d0.loss_cls: 0.1974, d0.loss_bbox: 0.1375, d0.loss_iou: 0.3487, d1.loss_cls: 0.1694, d1.loss_bbox: 0.1377, d1.loss_iou: 0.3483, d2.loss_cls: 0.1609, d2.loss_bbox: 0.1350, d2.loss_iou: 0.3449, d3.loss_cls: 0.1585, d3.loss_bbox: 0.1341, d3.loss_iou: 0.3431, d4.loss_cls: 0.1568, d4.loss_bbox: 0.1345, d4.loss_iou: 0.3435, dn_loss_cls: 0.0160, dn_loss_bbox: 0.1817, dn_loss_iou: 0.2945, d0.dn_loss_cls: 0.0464, d0.dn_loss_bbox: 0.2729, d0.dn_loss_iou: 0.3898, d1.dn_loss_cls: 0.0242, d1.dn_loss_bbox: 0.2011, d1.dn_loss_iou: 0.3162, d2.dn_loss_cls: 0.0194, d2.dn_loss_bbox: 0.1878, d2.dn_loss_iou: 0.3020, d3.dn_loss_cls: 0.0170, d3.dn_loss_bbox: 0.1823, d3.dn_loss_iou: 0.2960, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1816, d4.dn_loss_iou: 0.2944, loss: 7.8313 2024-06-07 09:23:56,309 - mmdet - INFO - Epoch [10][2450/3665] lr: 2.000e-05, eta: 22:19:38, time: 9.385, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1883, interm_loss_bbox: 0.1489, interm_loss_iou: 0.3737, loss_cls: 0.1598, loss_bbox: 0.1329, loss_iou: 0.3458, d0.loss_cls: 0.1997, d0.loss_bbox: 0.1366, d0.loss_iou: 0.3513, d1.loss_cls: 0.1719, d1.loss_bbox: 0.1366, d1.loss_iou: 0.3519, d2.loss_cls: 0.1659, d2.loss_bbox: 0.1335, d2.loss_iou: 0.3467, d3.loss_cls: 0.1628, d3.loss_bbox: 0.1327, d3.loss_iou: 0.3449, d4.loss_cls: 0.1610, d4.loss_bbox: 0.1324, d4.loss_iou: 0.3452, dn_loss_cls: 0.0166, dn_loss_bbox: 0.1883, dn_loss_iou: 0.2935, d0.dn_loss_cls: 0.0471, d0.dn_loss_bbox: 0.2821, d0.dn_loss_iou: 0.3913, d1.dn_loss_cls: 0.0251, d1.dn_loss_bbox: 0.2085, d1.dn_loss_iou: 0.3162, d2.dn_loss_cls: 0.0200, d2.dn_loss_bbox: 0.1948, d2.dn_loss_iou: 0.3012, d3.dn_loss_cls: 0.0177, d3.dn_loss_bbox: 0.1893, d3.dn_loss_iou: 0.2951, d4.dn_loss_cls: 0.0168, d4.dn_loss_bbox: 0.1883, d4.dn_loss_iou: 0.2935, loss: 7.9081 2024-06-07 09:31:48,071 - mmdet - INFO - Epoch [10][2500/3665] lr: 2.000e-05, eta: 22:11:48, time: 9.435, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1870, interm_loss_bbox: 0.1536, interm_loss_iou: 0.3659, loss_cls: 0.1591, loss_bbox: 0.1358, loss_iou: 0.3381, d0.loss_cls: 0.1990, d0.loss_bbox: 0.1398, d0.loss_iou: 0.3434, d1.loss_cls: 0.1707, d1.loss_bbox: 0.1399, d1.loss_iou: 0.3439, d2.loss_cls: 0.1644, d2.loss_bbox: 0.1365, d2.loss_iou: 0.3395, d3.loss_cls: 0.1608, d3.loss_bbox: 0.1363, d3.loss_iou: 0.3383, d4.loss_cls: 0.1597, d4.loss_bbox: 0.1356, d4.loss_iou: 0.3382, dn_loss_cls: 0.0167, dn_loss_bbox: 0.1932, dn_loss_iou: 0.2966, d0.dn_loss_cls: 0.0470, d0.dn_loss_bbox: 0.2844, d0.dn_loss_iou: 0.3923, d1.dn_loss_cls: 0.0252, d1.dn_loss_bbox: 0.2131, d1.dn_loss_iou: 0.3190, d2.dn_loss_cls: 0.0203, d2.dn_loss_bbox: 0.1996, d2.dn_loss_iou: 0.3042, d3.dn_loss_cls: 0.0177, d3.dn_loss_bbox: 0.1944, d3.dn_loss_iou: 0.2984, d4.dn_loss_cls: 0.0169, d4.dn_loss_bbox: 0.1932, d4.dn_loss_iou: 0.2966, loss: 7.9144 2024-06-07 09:39:47,969 - mmdet - INFO - Epoch [10][2550/3665] lr: 2.000e-05, eta: 22:03:59, time: 9.598, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1854, interm_loss_bbox: 0.1501, interm_loss_iou: 0.3728, loss_cls: 0.1551, loss_bbox: 0.1356, loss_iou: 0.3479, d0.loss_cls: 0.1970, d0.loss_bbox: 0.1365, d0.loss_iou: 0.3509, d1.loss_cls: 0.1694, d1.loss_bbox: 0.1372, d1.loss_iou: 0.3512, d2.loss_cls: 0.1604, d2.loss_bbox: 0.1362, d2.loss_iou: 0.3490, d3.loss_cls: 0.1567, d3.loss_bbox: 0.1356, d3.loss_iou: 0.3484, d4.loss_cls: 0.1554, d4.loss_bbox: 0.1356, d4.loss_iou: 0.3482, dn_loss_cls: 0.0164, dn_loss_bbox: 0.1817, dn_loss_iou: 0.2888, d0.dn_loss_cls: 0.0462, d0.dn_loss_bbox: 0.2738, d0.dn_loss_iou: 0.3850, d1.dn_loss_cls: 0.0246, d1.dn_loss_bbox: 0.2003, d1.dn_loss_iou: 0.3100, d2.dn_loss_cls: 0.0198, d2.dn_loss_bbox: 0.1868, d2.dn_loss_iou: 0.2957, d3.dn_loss_cls: 0.0174, d3.dn_loss_bbox: 0.1823, d3.dn_loss_iou: 0.2901, d4.dn_loss_cls: 0.0166, d4.dn_loss_bbox: 0.1817, d4.dn_loss_iou: 0.2887, loss: 7.8205 2024-06-07 09:47:42,244 - mmdet - INFO - Epoch [10][2600/3665] lr: 2.000e-05, eta: 21:56:10, time: 9.486, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1923, interm_loss_bbox: 0.1533, interm_loss_iou: 0.3729, loss_cls: 0.1624, loss_bbox: 0.1392, loss_iou: 0.3465, d0.loss_cls: 0.2046, d0.loss_bbox: 0.1421, d0.loss_iou: 0.3519, d1.loss_cls: 0.1750, d1.loss_bbox: 0.1421, d1.loss_iou: 0.3510, d2.loss_cls: 0.1669, d2.loss_bbox: 0.1408, d2.loss_iou: 0.3477, d3.loss_cls: 0.1644, d3.loss_bbox: 0.1396, d3.loss_iou: 0.3462, d4.loss_cls: 0.1625, d4.loss_bbox: 0.1396, d4.loss_iou: 0.3467, dn_loss_cls: 0.0165, dn_loss_bbox: 0.1903, dn_loss_iou: 0.2922, d0.dn_loss_cls: 0.0469, d0.dn_loss_bbox: 0.2826, d0.dn_loss_iou: 0.3885, d1.dn_loss_cls: 0.0249, d1.dn_loss_bbox: 0.2099, d1.dn_loss_iou: 0.3150, d2.dn_loss_cls: 0.0200, d2.dn_loss_bbox: 0.1961, d2.dn_loss_iou: 0.2997, d3.dn_loss_cls: 0.0176, d3.dn_loss_bbox: 0.1911, d3.dn_loss_iou: 0.2938, d4.dn_loss_cls: 0.0168, d4.dn_loss_bbox: 0.1904, d4.dn_loss_iou: 0.2921, loss: 7.9719 2024-06-07 09:55:34,184 - mmdet - INFO - Epoch [10][2650/3665] lr: 2.000e-05, eta: 21:48:20, time: 9.439, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1876, interm_loss_bbox: 0.1520, interm_loss_iou: 0.3614, loss_cls: 0.1586, loss_bbox: 0.1348, loss_iou: 0.3346, d0.loss_cls: 0.1991, d0.loss_bbox: 0.1395, d0.loss_iou: 0.3410, d1.loss_cls: 0.1711, d1.loss_bbox: 0.1394, d1.loss_iou: 0.3397, d2.loss_cls: 0.1642, d2.loss_bbox: 0.1358, d2.loss_iou: 0.3362, d3.loss_cls: 0.1607, d3.loss_bbox: 0.1349, d3.loss_iou: 0.3346, d4.loss_cls: 0.1595, d4.loss_bbox: 0.1344, d4.loss_iou: 0.3343, dn_loss_cls: 0.0165, dn_loss_bbox: 0.1869, dn_loss_iou: 0.2906, d0.dn_loss_cls: 0.0465, d0.dn_loss_bbox: 0.2804, d0.dn_loss_iou: 0.3866, d1.dn_loss_cls: 0.0248, d1.dn_loss_bbox: 0.2061, d1.dn_loss_iou: 0.3125, d2.dn_loss_cls: 0.0201, d2.dn_loss_bbox: 0.1927, d2.dn_loss_iou: 0.2978, d3.dn_loss_cls: 0.0177, d3.dn_loss_bbox: 0.1877, d3.dn_loss_iou: 0.2922, d4.dn_loss_cls: 0.0169, d4.dn_loss_bbox: 0.1869, d4.dn_loss_iou: 0.2905, loss: 7.8070 2024-06-07 10:03:30,123 - mmdet - INFO - Epoch [10][2700/3665] lr: 2.000e-05, eta: 21:40:31, time: 9.519, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1867, interm_loss_bbox: 0.1475, interm_loss_iou: 0.3672, loss_cls: 0.1578, loss_bbox: 0.1311, loss_iou: 0.3392, d0.loss_cls: 0.1984, d0.loss_bbox: 0.1351, d0.loss_iou: 0.3466, d1.loss_cls: 0.1712, d1.loss_bbox: 0.1343, d1.loss_iou: 0.3444, d2.loss_cls: 0.1634, d2.loss_bbox: 0.1312, d2.loss_iou: 0.3402, d3.loss_cls: 0.1597, d3.loss_bbox: 0.1312, d3.loss_iou: 0.3398, d4.loss_cls: 0.1585, d4.loss_bbox: 0.1310, d4.loss_iou: 0.3395, dn_loss_cls: 0.0152, dn_loss_bbox: 0.1797, dn_loss_iou: 0.2876, d0.dn_loss_cls: 0.0450, d0.dn_loss_bbox: 0.2682, d0.dn_loss_iou: 0.3823, d1.dn_loss_cls: 0.0236, d1.dn_loss_bbox: 0.1982, d1.dn_loss_iou: 0.3091, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1852, d2.dn_loss_iou: 0.2946, d3.dn_loss_cls: 0.0162, d3.dn_loss_bbox: 0.1804, d3.dn_loss_iou: 0.2889, d4.dn_loss_cls: 0.0155, d4.dn_loss_bbox: 0.1797, d4.dn_loss_iou: 0.2875, loss: 7.7298 2024-06-07 10:11:12,416 - mmdet - INFO - Epoch [10][2750/3665] lr: 2.000e-05, eta: 21:32:39, time: 9.246, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1813, interm_loss_bbox: 0.1432, interm_loss_iou: 0.3645, loss_cls: 0.1521, loss_bbox: 0.1287, loss_iou: 0.3398, d0.loss_cls: 0.1933, d0.loss_bbox: 0.1318, d0.loss_iou: 0.3439, d1.loss_cls: 0.1666, d1.loss_bbox: 0.1310, d1.loss_iou: 0.3424, d2.loss_cls: 0.1574, d2.loss_bbox: 0.1297, d2.loss_iou: 0.3413, d3.loss_cls: 0.1542, d3.loss_bbox: 0.1288, d3.loss_iou: 0.3397, d4.loss_cls: 0.1525, d4.loss_bbox: 0.1289, d4.loss_iou: 0.3402, dn_loss_cls: 0.0158, dn_loss_bbox: 0.1821, dn_loss_iou: 0.2879, d0.dn_loss_cls: 0.0461, d0.dn_loss_bbox: 0.2773, d0.dn_loss_iou: 0.3854, d1.dn_loss_cls: 0.0243, d1.dn_loss_bbox: 0.2019, d1.dn_loss_iou: 0.3099, d2.dn_loss_cls: 0.0194, d2.dn_loss_bbox: 0.1877, d2.dn_loss_iou: 0.2952, d3.dn_loss_cls: 0.0169, d3.dn_loss_bbox: 0.1828, d3.dn_loss_iou: 0.2894, d4.dn_loss_cls: 0.0160, d4.dn_loss_bbox: 0.1821, d4.dn_loss_iou: 0.2878, loss: 7.6994 2024-06-07 10:19:04,817 - mmdet - INFO - Epoch [10][2800/3665] lr: 2.000e-05, eta: 21:24:49, time: 9.448, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1863, interm_loss_bbox: 0.1501, interm_loss_iou: 0.3758, loss_cls: 0.1586, loss_bbox: 0.1337, loss_iou: 0.3501, d0.loss_cls: 0.1978, d0.loss_bbox: 0.1381, d0.loss_iou: 0.3554, d1.loss_cls: 0.1723, d1.loss_bbox: 0.1362, d1.loss_iou: 0.3520, d2.loss_cls: 0.1644, d2.loss_bbox: 0.1339, d2.loss_iou: 0.3504, d3.loss_cls: 0.1607, d3.loss_bbox: 0.1337, d3.loss_iou: 0.3494, d4.loss_cls: 0.1591, d4.loss_bbox: 0.1337, d4.loss_iou: 0.3496, dn_loss_cls: 0.0156, dn_loss_bbox: 0.1825, dn_loss_iou: 0.2932, d0.dn_loss_cls: 0.0466, d0.dn_loss_bbox: 0.2741, d0.dn_loss_iou: 0.3899, d1.dn_loss_cls: 0.0241, d1.dn_loss_bbox: 0.2014, d1.dn_loss_iou: 0.3153, d2.dn_loss_cls: 0.0193, d2.dn_loss_bbox: 0.1880, d2.dn_loss_iou: 0.3006, d3.dn_loss_cls: 0.0169, d3.dn_loss_bbox: 0.1832, d3.dn_loss_iou: 0.2946, d4.dn_loss_cls: 0.0160, d4.dn_loss_bbox: 0.1825, d4.dn_loss_iou: 0.2932, loss: 7.8782 2024-06-07 10:26:53,329 - mmdet - INFO - Epoch [10][2850/3665] lr: 2.000e-05, eta: 21:16:58, time: 9.370, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1855, interm_loss_bbox: 0.1487, interm_loss_iou: 0.3704, loss_cls: 0.1554, loss_bbox: 0.1333, loss_iou: 0.3435, d0.loss_cls: 0.1964, d0.loss_bbox: 0.1371, d0.loss_iou: 0.3504, d1.loss_cls: 0.1685, d1.loss_bbox: 0.1365, d1.loss_iou: 0.3481, d2.loss_cls: 0.1618, d2.loss_bbox: 0.1329, d2.loss_iou: 0.3441, d3.loss_cls: 0.1582, d3.loss_bbox: 0.1325, d3.loss_iou: 0.3429, d4.loss_cls: 0.1567, d4.loss_bbox: 0.1325, d4.loss_iou: 0.3426, dn_loss_cls: 0.0160, dn_loss_bbox: 0.1852, dn_loss_iou: 0.2887, d0.dn_loss_cls: 0.0464, d0.dn_loss_bbox: 0.2808, d0.dn_loss_iou: 0.3872, d1.dn_loss_cls: 0.0244, d1.dn_loss_bbox: 0.2056, d1.dn_loss_iou: 0.3116, d2.dn_loss_cls: 0.0195, d2.dn_loss_bbox: 0.1914, d2.dn_loss_iou: 0.2966, d3.dn_loss_cls: 0.0171, d3.dn_loss_bbox: 0.1860, d3.dn_loss_iou: 0.2904, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1852, d4.dn_loss_iou: 0.2886, loss: 7.8149 2024-06-07 10:34:54,353 - mmdet - INFO - Epoch [10][2900/3665] lr: 2.000e-05, eta: 21:09:10, time: 9.620, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1909, interm_loss_bbox: 0.1515, interm_loss_iou: 0.3668, loss_cls: 0.1593, loss_bbox: 0.1369, loss_iou: 0.3431, d0.loss_cls: 0.1997, d0.loss_bbox: 0.1414, d0.loss_iou: 0.3496, d1.loss_cls: 0.1721, d1.loss_bbox: 0.1399, d1.loss_iou: 0.3473, d2.loss_cls: 0.1646, d2.loss_bbox: 0.1375, d2.loss_iou: 0.3434, d3.loss_cls: 0.1613, d3.loss_bbox: 0.1366, d3.loss_iou: 0.3426, d4.loss_cls: 0.1599, d4.loss_bbox: 0.1367, d4.loss_iou: 0.3425, dn_loss_cls: 0.0162, dn_loss_bbox: 0.1891, dn_loss_iou: 0.2941, d0.dn_loss_cls: 0.0467, d0.dn_loss_bbox: 0.2823, d0.dn_loss_iou: 0.3916, d1.dn_loss_cls: 0.0246, d1.dn_loss_bbox: 0.2087, d1.dn_loss_iou: 0.3167, d2.dn_loss_cls: 0.0198, d2.dn_loss_bbox: 0.1953, d2.dn_loss_iou: 0.3018, d3.dn_loss_cls: 0.0174, d3.dn_loss_bbox: 0.1901, d3.dn_loss_iou: 0.2957, d4.dn_loss_cls: 0.0165, d4.dn_loss_bbox: 0.1891, d4.dn_loss_iou: 0.2940, loss: 7.9132 2024-06-07 10:42:35,397 - mmdet - INFO - Epoch [10][2950/3665] lr: 2.000e-05, eta: 21:01:18, time: 9.221, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1801, interm_loss_bbox: 0.1483, interm_loss_iou: 0.3676, loss_cls: 0.1496, loss_bbox: 0.1337, loss_iou: 0.3428, d0.loss_cls: 0.1903, d0.loss_bbox: 0.1378, d0.loss_iou: 0.3476, d1.loss_cls: 0.1619, d1.loss_bbox: 0.1370, d1.loss_iou: 0.3474, d2.loss_cls: 0.1550, d2.loss_bbox: 0.1352, d2.loss_iou: 0.3444, d3.loss_cls: 0.1525, d3.loss_bbox: 0.1336, d3.loss_iou: 0.3420, d4.loss_cls: 0.1502, d4.loss_bbox: 0.1337, d4.loss_iou: 0.3427, dn_loss_cls: 0.0151, dn_loss_bbox: 0.1760, dn_loss_iou: 0.2807, d0.dn_loss_cls: 0.0449, d0.dn_loss_bbox: 0.2663, d0.dn_loss_iou: 0.3766, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.1954, d1.dn_loss_iou: 0.3024, d2.dn_loss_cls: 0.0184, d2.dn_loss_bbox: 0.1821, d2.dn_loss_iou: 0.2880, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1770, d3.dn_loss_iou: 0.2822, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1760, d4.dn_loss_iou: 0.2806, loss: 7.6498 2024-06-07 10:50:25,786 - mmdet - INFO - Epoch [10][3000/3665] lr: 2.000e-05, eta: 20:53:28, time: 9.408, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1861, interm_loss_bbox: 0.1421, interm_loss_iou: 0.3607, loss_cls: 0.1587, loss_bbox: 0.1270, loss_iou: 0.3347, d0.loss_cls: 0.1969, d0.loss_bbox: 0.1316, d0.loss_iou: 0.3421, d1.loss_cls: 0.1702, d1.loss_bbox: 0.1306, d1.loss_iou: 0.3400, d2.loss_cls: 0.1631, d2.loss_bbox: 0.1284, d2.loss_iou: 0.3366, d3.loss_cls: 0.1602, d3.loss_bbox: 0.1275, d3.loss_iou: 0.3346, d4.loss_cls: 0.1589, d4.loss_bbox: 0.1272, d4.loss_iou: 0.3347, dn_loss_cls: 0.0165, dn_loss_bbox: 0.1765, dn_loss_iou: 0.2905, d0.dn_loss_cls: 0.0467, d0.dn_loss_bbox: 0.2643, d0.dn_loss_iou: 0.3858, d1.dn_loss_cls: 0.0249, d1.dn_loss_bbox: 0.1951, d1.dn_loss_iou: 0.3122, d2.dn_loss_cls: 0.0201, d2.dn_loss_bbox: 0.1823, d2.dn_loss_iou: 0.2980, d3.dn_loss_cls: 0.0176, d3.dn_loss_bbox: 0.1773, d3.dn_loss_iou: 0.2922, d4.dn_loss_cls: 0.0168, d4.dn_loss_bbox: 0.1765, d4.dn_loss_iou: 0.2905, loss: 7.6756 2024-06-07 10:58:20,668 - mmdet - INFO - Epoch [10][3050/3665] lr: 2.000e-05, eta: 20:45:38, time: 9.498, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1890, interm_loss_bbox: 0.1512, interm_loss_iou: 0.3757, loss_cls: 0.1599, loss_bbox: 0.1365, loss_iou: 0.3479, d0.loss_cls: 0.2000, d0.loss_bbox: 0.1393, d0.loss_iou: 0.3542, d1.loss_cls: 0.1742, d1.loss_bbox: 0.1384, d1.loss_iou: 0.3516, d2.loss_cls: 0.1660, d2.loss_bbox: 0.1367, d2.loss_iou: 0.3486, d3.loss_cls: 0.1618, d3.loss_bbox: 0.1364, d3.loss_iou: 0.3479, d4.loss_cls: 0.1603, d4.loss_bbox: 0.1365, d4.loss_iou: 0.3478, dn_loss_cls: 0.0169, dn_loss_bbox: 0.1918, dn_loss_iou: 0.2973, d0.dn_loss_cls: 0.0473, d0.dn_loss_bbox: 0.2828, d0.dn_loss_iou: 0.3939, d1.dn_loss_cls: 0.0251, d1.dn_loss_bbox: 0.2109, d1.dn_loss_iou: 0.3191, d2.dn_loss_cls: 0.0203, d2.dn_loss_bbox: 0.1977, d2.dn_loss_iou: 0.3047, d3.dn_loss_cls: 0.0180, d3.dn_loss_bbox: 0.1925, d3.dn_loss_iou: 0.2988, d4.dn_loss_cls: 0.0172, d4.dn_loss_bbox: 0.1918, d4.dn_loss_iou: 0.2972, loss: 7.9831 2024-06-07 11:06:22,863 - mmdet - INFO - Epoch [10][3100/3665] lr: 2.000e-05, eta: 20:37:50, time: 9.644, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1807, interm_loss_bbox: 0.1460, interm_loss_iou: 0.3611, loss_cls: 0.1516, loss_bbox: 0.1315, loss_iou: 0.3368, d0.loss_cls: 0.1925, d0.loss_bbox: 0.1338, d0.loss_iou: 0.3416, d1.loss_cls: 0.1638, d1.loss_bbox: 0.1349, d1.loss_iou: 0.3414, d2.loss_cls: 0.1574, d2.loss_bbox: 0.1324, d2.loss_iou: 0.3372, d3.loss_cls: 0.1533, d3.loss_bbox: 0.1317, d3.loss_iou: 0.3369, d4.loss_cls: 0.1518, d4.loss_bbox: 0.1317, d4.loss_iou: 0.3368, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1794, dn_loss_iou: 0.2877, d0.dn_loss_cls: 0.0440, d0.dn_loss_bbox: 0.2653, d0.dn_loss_iou: 0.3831, d1.dn_loss_cls: 0.0227, d1.dn_loss_bbox: 0.1965, d1.dn_loss_iou: 0.3091, d2.dn_loss_cls: 0.0181, d2.dn_loss_bbox: 0.1845, d2.dn_loss_iou: 0.2947, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1799, d3.dn_loss_iou: 0.2891, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1794, d4.dn_loss_iou: 0.2877, loss: 7.6515 2024-06-07 11:14:23,442 - mmdet - INFO - Epoch [10][3150/3665] lr: 2.000e-05, eta: 20:30:02, time: 9.612, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1830, interm_loss_bbox: 0.1484, interm_loss_iou: 0.3680, loss_cls: 0.1540, loss_bbox: 0.1316, loss_iou: 0.3391, d0.loss_cls: 0.1945, d0.loss_bbox: 0.1363, d0.loss_iou: 0.3465, d1.loss_cls: 0.1666, d1.loss_bbox: 0.1357, d1.loss_iou: 0.3448, d2.loss_cls: 0.1594, d2.loss_bbox: 0.1321, d2.loss_iou: 0.3408, d3.loss_cls: 0.1557, d3.loss_bbox: 0.1316, d3.loss_iou: 0.3399, d4.loss_cls: 0.1548, d4.loss_bbox: 0.1313, d4.loss_iou: 0.3389, dn_loss_cls: 0.0152, dn_loss_bbox: 0.1877, dn_loss_iou: 0.2888, d0.dn_loss_cls: 0.0455, d0.dn_loss_bbox: 0.2829, d0.dn_loss_iou: 0.3881, d1.dn_loss_cls: 0.0239, d1.dn_loss_bbox: 0.2071, d1.dn_loss_iou: 0.3110, d2.dn_loss_cls: 0.0188, d2.dn_loss_bbox: 0.1937, d2.dn_loss_iou: 0.2961, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1886, d3.dn_loss_iou: 0.2904, d4.dn_loss_cls: 0.0155, d4.dn_loss_bbox: 0.1877, d4.dn_loss_iou: 0.2888, loss: 7.7793 2024-06-07 11:22:18,420 - mmdet - INFO - Epoch [10][3200/3665] lr: 2.000e-05, eta: 20:22:13, time: 9.500, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1908, interm_loss_bbox: 0.1496, interm_loss_iou: 0.3837, loss_cls: 0.1601, loss_bbox: 0.1358, loss_iou: 0.3573, d0.loss_cls: 0.2015, d0.loss_bbox: 0.1378, d0.loss_iou: 0.3637, d1.loss_cls: 0.1741, d1.loss_bbox: 0.1375, d1.loss_iou: 0.3619, d2.loss_cls: 0.1658, d2.loss_bbox: 0.1366, d2.loss_iou: 0.3578, d3.loss_cls: 0.1622, d3.loss_bbox: 0.1358, d3.loss_iou: 0.3572, d4.loss_cls: 0.1608, d4.loss_bbox: 0.1359, d4.loss_iou: 0.3571, dn_loss_cls: 0.0168, dn_loss_bbox: 0.1846, dn_loss_iou: 0.3041, d0.dn_loss_cls: 0.0470, d0.dn_loss_bbox: 0.2750, d0.dn_loss_iou: 0.4017, d1.dn_loss_cls: 0.0255, d1.dn_loss_bbox: 0.2035, d1.dn_loss_iou: 0.3266, d2.dn_loss_cls: 0.0205, d2.dn_loss_bbox: 0.1907, d2.dn_loss_iou: 0.3121, d3.dn_loss_cls: 0.0179, d3.dn_loss_bbox: 0.1855, d3.dn_loss_iou: 0.3058, d4.dn_loss_cls: 0.0171, d4.dn_loss_bbox: 0.1846, d4.dn_loss_iou: 0.3041, loss: 8.0462 2024-06-07 11:30:10,578 - mmdet - INFO - Epoch [10][3250/3665] lr: 2.000e-05, eta: 20:14:23, time: 9.443, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1877, interm_loss_bbox: 0.1473, interm_loss_iou: 0.3825, loss_cls: 0.1588, loss_bbox: 0.1339, loss_iou: 0.3582, d0.loss_cls: 0.1982, d0.loss_bbox: 0.1357, d0.loss_iou: 0.3633, d1.loss_cls: 0.1707, d1.loss_bbox: 0.1367, d1.loss_iou: 0.3624, d2.loss_cls: 0.1641, d2.loss_bbox: 0.1344, d2.loss_iou: 0.3588, d3.loss_cls: 0.1614, d3.loss_bbox: 0.1331, d3.loss_iou: 0.3577, d4.loss_cls: 0.1593, d4.loss_bbox: 0.1338, d4.loss_iou: 0.3584, dn_loss_cls: 0.0156, dn_loss_bbox: 0.1760, dn_loss_iou: 0.2926, d0.dn_loss_cls: 0.0467, d0.dn_loss_bbox: 0.2697, d0.dn_loss_iou: 0.3888, d1.dn_loss_cls: 0.0241, d1.dn_loss_bbox: 0.1953, d1.dn_loss_iou: 0.3146, d2.dn_loss_cls: 0.0192, d2.dn_loss_bbox: 0.1816, d2.dn_loss_iou: 0.2998, d3.dn_loss_cls: 0.0167, d3.dn_loss_bbox: 0.1769, d3.dn_loss_iou: 0.2941, d4.dn_loss_cls: 0.0159, d4.dn_loss_bbox: 0.1760, d4.dn_loss_iou: 0.2925, loss: 7.8924 2024-06-07 11:38:01,520 - mmdet - INFO - Epoch [10][3300/3665] lr: 2.000e-05, eta: 20:06:33, time: 9.419, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1905, interm_loss_bbox: 0.1491, interm_loss_iou: 0.3549, loss_cls: 0.1616, loss_bbox: 0.1324, loss_iou: 0.3270, d0.loss_cls: 0.2011, d0.loss_bbox: 0.1358, d0.loss_iou: 0.3334, d1.loss_cls: 0.1736, d1.loss_bbox: 0.1355, d1.loss_iou: 0.3326, d2.loss_cls: 0.1674, d2.loss_bbox: 0.1326, d2.loss_iou: 0.3277, d3.loss_cls: 0.1636, d3.loss_bbox: 0.1321, d3.loss_iou: 0.3266, d4.loss_cls: 0.1621, d4.loss_bbox: 0.1322, d4.loss_iou: 0.3266, dn_loss_cls: 0.0162, dn_loss_bbox: 0.1874, dn_loss_iou: 0.2916, d0.dn_loss_cls: 0.0455, d0.dn_loss_bbox: 0.2762, d0.dn_loss_iou: 0.3871, d1.dn_loss_cls: 0.0243, d1.dn_loss_bbox: 0.2051, d1.dn_loss_iou: 0.3130, d2.dn_loss_cls: 0.0197, d2.dn_loss_bbox: 0.1927, d2.dn_loss_iou: 0.2986, d3.dn_loss_cls: 0.0172, d3.dn_loss_bbox: 0.1881, d3.dn_loss_iou: 0.2931, d4.dn_loss_cls: 0.0164, d4.dn_loss_bbox: 0.1874, d4.dn_loss_iou: 0.2915, loss: 7.7497 2024-06-07 11:46:00,257 - mmdet - INFO - Epoch [10][3350/3665] lr: 2.000e-05, eta: 19:58:44, time: 9.575, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1831, interm_loss_bbox: 0.1432, interm_loss_iou: 0.3699, loss_cls: 0.1522, loss_bbox: 0.1292, loss_iou: 0.3433, d0.loss_cls: 0.1926, d0.loss_bbox: 0.1323, d0.loss_iou: 0.3492, d1.loss_cls: 0.1643, d1.loss_bbox: 0.1321, d1.loss_iou: 0.3490, d2.loss_cls: 0.1573, d2.loss_bbox: 0.1297, d2.loss_iou: 0.3451, d3.loss_cls: 0.1542, d3.loss_bbox: 0.1289, d3.loss_iou: 0.3433, d4.loss_cls: 0.1534, d4.loss_bbox: 0.1288, d4.loss_iou: 0.3428, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1777, dn_loss_iou: 0.2877, d0.dn_loss_cls: 0.0451, d0.dn_loss_bbox: 0.2651, d0.dn_loss_iou: 0.3807, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.1959, d1.dn_loss_iou: 0.3082, d2.dn_loss_cls: 0.0186, d2.dn_loss_bbox: 0.1829, d2.dn_loss_iou: 0.2944, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1785, d3.dn_loss_iou: 0.2890, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1777, d4.dn_loss_iou: 0.2876, loss: 7.6829 2024-06-07 11:53:47,362 - mmdet - INFO - Epoch [10][3400/3665] lr: 2.000e-05, eta: 19:50:53, time: 9.342, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1860, interm_loss_bbox: 0.1503, interm_loss_iou: 0.3759, loss_cls: 0.1573, loss_bbox: 0.1343, loss_iou: 0.3494, d0.loss_cls: 0.1970, d0.loss_bbox: 0.1391, d0.loss_iou: 0.3557, d1.loss_cls: 0.1684, d1.loss_bbox: 0.1381, d1.loss_iou: 0.3549, d2.loss_cls: 0.1621, d2.loss_bbox: 0.1355, d2.loss_iou: 0.3513, d3.loss_cls: 0.1597, d3.loss_bbox: 0.1340, d3.loss_iou: 0.3491, d4.loss_cls: 0.1582, d4.loss_bbox: 0.1338, d4.loss_iou: 0.3492, dn_loss_cls: 0.0167, dn_loss_bbox: 0.1891, dn_loss_iou: 0.2912, d0.dn_loss_cls: 0.0466, d0.dn_loss_bbox: 0.2835, d0.dn_loss_iou: 0.3881, d1.dn_loss_cls: 0.0250, d1.dn_loss_bbox: 0.2105, d1.dn_loss_iou: 0.3141, d2.dn_loss_cls: 0.0202, d2.dn_loss_bbox: 0.1960, d2.dn_loss_iou: 0.2990, d3.dn_loss_cls: 0.0178, d3.dn_loss_bbox: 0.1902, d3.dn_loss_iou: 0.2929, d4.dn_loss_cls: 0.0170, d4.dn_loss_bbox: 0.1892, d4.dn_loss_iou: 0.2911, loss: 7.9177 2024-06-07 12:01:41,459 - mmdet - INFO - Epoch [10][3450/3665] lr: 2.000e-05, eta: 19:43:03, time: 9.482, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1852, interm_loss_bbox: 0.1519, interm_loss_iou: 0.3716, loss_cls: 0.1565, loss_bbox: 0.1338, loss_iou: 0.3435, d0.loss_cls: 0.1961, d0.loss_bbox: 0.1389, d0.loss_iou: 0.3509, d1.loss_cls: 0.1698, d1.loss_bbox: 0.1361, d1.loss_iou: 0.3481, d2.loss_cls: 0.1618, d2.loss_bbox: 0.1343, d2.loss_iou: 0.3443, d3.loss_cls: 0.1581, d3.loss_bbox: 0.1338, d3.loss_iou: 0.3436, d4.loss_cls: 0.1568, d4.loss_bbox: 0.1337, d4.loss_iou: 0.3436, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1841, dn_loss_iou: 0.2897, d0.dn_loss_cls: 0.0451, d0.dn_loss_bbox: 0.2754, d0.dn_loss_iou: 0.3848, d1.dn_loss_cls: 0.0236, d1.dn_loss_bbox: 0.2032, d1.dn_loss_iou: 0.3108, d2.dn_loss_cls: 0.0191, d2.dn_loss_bbox: 0.1901, d2.dn_loss_iou: 0.2970, d3.dn_loss_cls: 0.0168, d3.dn_loss_bbox: 0.1849, d3.dn_loss_iou: 0.2912, d4.dn_loss_cls: 0.0160, d4.dn_loss_bbox: 0.1841, d4.dn_loss_iou: 0.2896, loss: 7.8136 2024-06-07 12:09:38,358 - mmdet - INFO - Epoch [10][3500/3665] lr: 2.000e-05, eta: 19:35:14, time: 9.538, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1834, interm_loss_bbox: 0.1565, interm_loss_iou: 0.3666, loss_cls: 0.1556, loss_bbox: 0.1387, loss_iou: 0.3374, d0.loss_cls: 0.1935, d0.loss_bbox: 0.1436, d0.loss_iou: 0.3453, d1.loss_cls: 0.1668, d1.loss_bbox: 0.1431, d1.loss_iou: 0.3437, d2.loss_cls: 0.1600, d2.loss_bbox: 0.1401, d2.loss_iou: 0.3396, d3.loss_cls: 0.1571, d3.loss_bbox: 0.1389, d3.loss_iou: 0.3377, d4.loss_cls: 0.1557, d4.loss_bbox: 0.1389, d4.loss_iou: 0.3379, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1896, dn_loss_iou: 0.2857, d0.dn_loss_cls: 0.0453, d0.dn_loss_bbox: 0.2828, d0.dn_loss_iou: 0.3812, d1.dn_loss_cls: 0.0238, d1.dn_loss_bbox: 0.2096, d1.dn_loss_iou: 0.3074, d2.dn_loss_cls: 0.0190, d2.dn_loss_bbox: 0.1958, d2.dn_loss_iou: 0.2929, d3.dn_loss_cls: 0.0167, d3.dn_loss_bbox: 0.1904, d3.dn_loss_iou: 0.2872, d4.dn_loss_cls: 0.0160, d4.dn_loss_bbox: 0.1896, d4.dn_loss_iou: 0.2856, loss: 7.8143 2024-06-07 12:17:28,649 - mmdet - INFO - Epoch [10][3550/3665] lr: 2.000e-05, eta: 19:27:24, time: 9.406, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1845, interm_loss_bbox: 0.1529, interm_loss_iou: 0.3708, loss_cls: 0.1571, loss_bbox: 0.1362, loss_iou: 0.3432, d0.loss_cls: 0.1960, d0.loss_bbox: 0.1400, d0.loss_iou: 0.3503, d1.loss_cls: 0.1691, d1.loss_bbox: 0.1396, d1.loss_iou: 0.3487, d2.loss_cls: 0.1621, d2.loss_bbox: 0.1371, d2.loss_iou: 0.3438, d3.loss_cls: 0.1591, d3.loss_bbox: 0.1363, d3.loss_iou: 0.3429, d4.loss_cls: 0.1571, d4.loss_bbox: 0.1363, d4.loss_iou: 0.3436, dn_loss_cls: 0.0159, dn_loss_bbox: 0.1908, dn_loss_iou: 0.2905, d0.dn_loss_cls: 0.0459, d0.dn_loss_bbox: 0.2818, d0.dn_loss_iou: 0.3858, d1.dn_loss_cls: 0.0244, d1.dn_loss_bbox: 0.2098, d1.dn_loss_iou: 0.3120, d2.dn_loss_cls: 0.0196, d2.dn_loss_bbox: 0.1964, d2.dn_loss_iou: 0.2977, d3.dn_loss_cls: 0.0171, d3.dn_loss_bbox: 0.1915, d3.dn_loss_iou: 0.2922, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1908, d4.dn_loss_iou: 0.2904, loss: 7.8755 2024-06-07 12:25:26,649 - mmdet - INFO - Epoch [10][3600/3665] lr: 2.000e-05, eta: 19:19:35, time: 9.560, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1839, interm_loss_bbox: 0.1520, interm_loss_iou: 0.3775, loss_cls: 0.1558, loss_bbox: 0.1348, loss_iou: 0.3488, d0.loss_cls: 0.1947, d0.loss_bbox: 0.1394, d0.loss_iou: 0.3564, d1.loss_cls: 0.1687, d1.loss_bbox: 0.1373, d1.loss_iou: 0.3537, d2.loss_cls: 0.1616, d2.loss_bbox: 0.1350, d2.loss_iou: 0.3500, d3.loss_cls: 0.1584, d3.loss_bbox: 0.1346, d3.loss_iou: 0.3483, d4.loss_cls: 0.1563, d4.loss_bbox: 0.1348, d4.loss_iou: 0.3489, dn_loss_cls: 0.0163, dn_loss_bbox: 0.1915, dn_loss_iou: 0.3012, d0.dn_loss_cls: 0.0471, d0.dn_loss_bbox: 0.2857, d0.dn_loss_iou: 0.3983, d1.dn_loss_cls: 0.0250, d1.dn_loss_bbox: 0.2130, d1.dn_loss_iou: 0.3242, d2.dn_loss_cls: 0.0201, d2.dn_loss_bbox: 0.1982, d2.dn_loss_iou: 0.3087, d3.dn_loss_cls: 0.0176, d3.dn_loss_bbox: 0.1925, d3.dn_loss_iou: 0.3028, d4.dn_loss_cls: 0.0167, d4.dn_loss_bbox: 0.1915, d4.dn_loss_iou: 0.3011, loss: 7.9823 2024-06-07 12:33:13,226 - mmdet - INFO - Epoch [10][3650/3665] lr: 2.000e-05, eta: 19:11:44, time: 9.332, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1879, interm_loss_bbox: 0.1497, interm_loss_iou: 0.3667, loss_cls: 0.1603, loss_bbox: 0.1325, loss_iou: 0.3377, d0.loss_cls: 0.1994, d0.loss_bbox: 0.1380, d0.loss_iou: 0.3446, d1.loss_cls: 0.1722, d1.loss_bbox: 0.1371, d1.loss_iou: 0.3432, d2.loss_cls: 0.1652, d2.loss_bbox: 0.1339, d2.loss_iou: 0.3398, d3.loss_cls: 0.1617, d3.loss_bbox: 0.1331, d3.loss_iou: 0.3385, d4.loss_cls: 0.1604, d4.loss_bbox: 0.1327, d4.loss_iou: 0.3381, dn_loss_cls: 0.0168, dn_loss_bbox: 0.1828, dn_loss_iou: 0.2918, d0.dn_loss_cls: 0.0470, d0.dn_loss_bbox: 0.2742, d0.dn_loss_iou: 0.3893, d1.dn_loss_cls: 0.0254, d1.dn_loss_bbox: 0.2024, d1.dn_loss_iou: 0.3138, d2.dn_loss_cls: 0.0204, d2.dn_loss_bbox: 0.1892, d2.dn_loss_iou: 0.2993, d3.dn_loss_cls: 0.0180, d3.dn_loss_bbox: 0.1839, d3.dn_loss_iou: 0.2935, d4.dn_loss_cls: 0.0171, d4.dn_loss_bbox: 0.1828, d4.dn_loss_iou: 0.2918, loss: 7.8123 2024-06-07 12:35:35,676 - mmdet - INFO - Saving checkpoint at 10 epochs 2024-06-07 12:39:43,985 - mmdet - INFO - Evaluating bbox... 2024-06-07 12:41:27,681 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.595 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.786 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.651 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.425 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.639 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.756 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 ] = 0.777 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.777 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.637 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.822 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.914 2024-06-07 12:41:29,466 - mmdet - INFO - Exp name: dino_4scale_internvit_h6b_1024_768_fpn_1x_coco_bs32_ms.py 2024-06-07 12:41:29,467 - mmdet - INFO - Epoch(val) [10][313] bbox_mAP: 0.5950, bbox_mAP_50: 0.7860, bbox_mAP_75: 0.6510, bbox_mAP_s: 0.4250, bbox_mAP_m: 0.6390, bbox_mAP_l: 0.7560, bbox_mAP_copypaste: 0.595 0.786 0.651 0.425 0.639 0.756 2024-06-07 12:49:24,707 - mmdet - INFO - Epoch [11][50/3665] lr: 2.000e-05, eta: 19:01:05, time: 9.504, data_time: 0.071, memory: 37236, interm_loss_cls: 0.1803, interm_loss_bbox: 0.1454, interm_loss_iou: 0.3715, loss_cls: 0.1523, loss_bbox: 0.1305, loss_iou: 0.3446, d0.loss_cls: 0.1889, d0.loss_bbox: 0.1347, d0.loss_iou: 0.3520, d1.loss_cls: 0.1636, d1.loss_bbox: 0.1334, d1.loss_iou: 0.3499, d2.loss_cls: 0.1560, d2.loss_bbox: 0.1316, d2.loss_iou: 0.3478, d3.loss_cls: 0.1538, d3.loss_bbox: 0.1310, d3.loss_iou: 0.3454, d4.loss_cls: 0.1525, d4.loss_bbox: 0.1309, d4.loss_iou: 0.3452, dn_loss_cls: 0.0154, dn_loss_bbox: 0.1684, dn_loss_iou: 0.2844, d0.dn_loss_cls: 0.0446, d0.dn_loss_bbox: 0.2534, d0.dn_loss_iou: 0.3766, d1.dn_loss_cls: 0.0236, d1.dn_loss_bbox: 0.1861, d1.dn_loss_iou: 0.3046, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1741, d2.dn_loss_iou: 0.2916, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1692, d3.dn_loss_iou: 0.2858, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1684, d4.dn_loss_iou: 0.2843, loss: 7.6224 2024-06-07 12:57:13,747 - mmdet - INFO - Epoch [11][100/3665] lr: 2.000e-05, eta: 18:53:15, time: 9.381, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1822, interm_loss_bbox: 0.1497, interm_loss_iou: 0.3701, loss_cls: 0.1530, loss_bbox: 0.1340, loss_iou: 0.3437, d0.loss_cls: 0.1928, d0.loss_bbox: 0.1372, d0.loss_iou: 0.3492, d1.loss_cls: 0.1661, d1.loss_bbox: 0.1367, d1.loss_iou: 0.3478, d2.loss_cls: 0.1576, d2.loss_bbox: 0.1355, d2.loss_iou: 0.3462, d3.loss_cls: 0.1549, d3.loss_bbox: 0.1341, d3.loss_iou: 0.3440, d4.loss_cls: 0.1533, d4.loss_bbox: 0.1342, d4.loss_iou: 0.3440, dn_loss_cls: 0.0152, dn_loss_bbox: 0.1841, dn_loss_iou: 0.2911, d0.dn_loss_cls: 0.0440, d0.dn_loss_bbox: 0.2696, d0.dn_loss_iou: 0.3838, d1.dn_loss_cls: 0.0234, d1.dn_loss_bbox: 0.2023, d1.dn_loss_iou: 0.3118, d2.dn_loss_cls: 0.0186, d2.dn_loss_bbox: 0.1897, d2.dn_loss_iou: 0.2979, d3.dn_loss_cls: 0.0162, d3.dn_loss_bbox: 0.1848, d3.dn_loss_iou: 0.2925, d4.dn_loss_cls: 0.0155, d4.dn_loss_bbox: 0.1841, d4.dn_loss_iou: 0.2910, loss: 7.7817 2024-06-07 13:05:05,226 - mmdet - INFO - Epoch [11][150/3665] lr: 2.000e-05, eta: 18:45:25, time: 9.430, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1851, interm_loss_bbox: 0.1463, interm_loss_iou: 0.3700, loss_cls: 0.1539, loss_bbox: 0.1319, loss_iou: 0.3440, d0.loss_cls: 0.1946, d0.loss_bbox: 0.1350, d0.loss_iou: 0.3500, d1.loss_cls: 0.1670, d1.loss_bbox: 0.1348, d1.loss_iou: 0.3484, d2.loss_cls: 0.1602, d2.loss_bbox: 0.1321, d2.loss_iou: 0.3445, d3.loss_cls: 0.1558, d3.loss_bbox: 0.1322, d3.loss_iou: 0.3447, d4.loss_cls: 0.1542, d4.loss_bbox: 0.1320, d4.loss_iou: 0.3444, dn_loss_cls: 0.0156, dn_loss_bbox: 0.1793, dn_loss_iou: 0.2917, d0.dn_loss_cls: 0.0458, d0.dn_loss_bbox: 0.2711, d0.dn_loss_iou: 0.3887, d1.dn_loss_cls: 0.0239, d1.dn_loss_bbox: 0.1983, d1.dn_loss_iou: 0.3137, d2.dn_loss_cls: 0.0192, d2.dn_loss_bbox: 0.1851, d2.dn_loss_iou: 0.2991, d3.dn_loss_cls: 0.0168, d3.dn_loss_bbox: 0.1799, d3.dn_loss_iou: 0.2931, d4.dn_loss_cls: 0.0159, d4.dn_loss_bbox: 0.1793, d4.dn_loss_iou: 0.2917, loss: 7.7692 2024-06-07 13:13:00,328 - mmdet - INFO - Epoch [11][200/3665] lr: 2.000e-05, eta: 18:37:35, time: 9.502, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1877, interm_loss_bbox: 0.1500, interm_loss_iou: 0.3681, loss_cls: 0.1570, loss_bbox: 0.1355, loss_iou: 0.3434, d0.loss_cls: 0.1967, d0.loss_bbox: 0.1386, d0.loss_iou: 0.3484, d1.loss_cls: 0.1702, d1.loss_bbox: 0.1376, d1.loss_iou: 0.3473, d2.loss_cls: 0.1630, d2.loss_bbox: 0.1356, d2.loss_iou: 0.3445, d3.loss_cls: 0.1594, d3.loss_bbox: 0.1353, d3.loss_iou: 0.3437, d4.loss_cls: 0.1585, d4.loss_bbox: 0.1347, d4.loss_iou: 0.3427, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1790, dn_loss_iou: 0.2903, d0.dn_loss_cls: 0.0453, d0.dn_loss_bbox: 0.2674, d0.dn_loss_iou: 0.3848, d1.dn_loss_cls: 0.0233, d1.dn_loss_bbox: 0.1969, d1.dn_loss_iou: 0.3114, d2.dn_loss_cls: 0.0186, d2.dn_loss_bbox: 0.1846, d2.dn_loss_iou: 0.2975, d3.dn_loss_cls: 0.0162, d3.dn_loss_bbox: 0.1797, d3.dn_loss_iou: 0.2919, d4.dn_loss_cls: 0.0154, d4.dn_loss_bbox: 0.1790, d4.dn_loss_iou: 0.2903, loss: 7.7841 2024-06-07 13:20:49,827 - mmdet - INFO - Epoch [11][250/3665] lr: 2.000e-05, eta: 18:29:45, time: 9.390, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1836, interm_loss_bbox: 0.1526, interm_loss_iou: 0.3719, loss_cls: 0.1568, loss_bbox: 0.1346, loss_iou: 0.3436, d0.loss_cls: 0.1969, d0.loss_bbox: 0.1381, d0.loss_iou: 0.3476, d1.loss_cls: 0.1696, d1.loss_bbox: 0.1378, d1.loss_iou: 0.3465, d2.loss_cls: 0.1629, d2.loss_bbox: 0.1352, d2.loss_iou: 0.3434, d3.loss_cls: 0.1589, d3.loss_bbox: 0.1349, d3.loss_iou: 0.3427, d4.loss_cls: 0.1574, d4.loss_bbox: 0.1347, d4.loss_iou: 0.3436, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1835, dn_loss_iou: 0.2924, d0.dn_loss_cls: 0.0455, d0.dn_loss_bbox: 0.2726, d0.dn_loss_iou: 0.3870, d1.dn_loss_cls: 0.0238, d1.dn_loss_bbox: 0.2033, d1.dn_loss_iou: 0.3142, d2.dn_loss_cls: 0.0192, d2.dn_loss_bbox: 0.1900, d2.dn_loss_iou: 0.2999, d3.dn_loss_cls: 0.0168, d3.dn_loss_bbox: 0.1843, d3.dn_loss_iou: 0.2939, d4.dn_loss_cls: 0.0160, d4.dn_loss_bbox: 0.1835, d4.dn_loss_iou: 0.2923, loss: 7.8272 2024-06-07 13:28:38,822 - mmdet - INFO - Epoch [11][300/3665] lr: 2.000e-05, eta: 18:21:54, time: 9.380, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1835, interm_loss_bbox: 0.1479, interm_loss_iou: 0.3703, loss_cls: 0.1548, loss_bbox: 0.1327, loss_iou: 0.3415, d0.loss_cls: 0.1939, d0.loss_bbox: 0.1355, d0.loss_iou: 0.3486, d1.loss_cls: 0.1662, d1.loss_bbox: 0.1370, d1.loss_iou: 0.3474, d2.loss_cls: 0.1596, d2.loss_bbox: 0.1335, d2.loss_iou: 0.3424, d3.loss_cls: 0.1563, d3.loss_bbox: 0.1328, d3.loss_iou: 0.3413, d4.loss_cls: 0.1550, d4.loss_bbox: 0.1326, d4.loss_iou: 0.3418, dn_loss_cls: 0.0142, dn_loss_bbox: 0.1826, dn_loss_iou: 0.2857, d0.dn_loss_cls: 0.0443, d0.dn_loss_bbox: 0.2727, d0.dn_loss_iou: 0.3792, d1.dn_loss_cls: 0.0226, d1.dn_loss_bbox: 0.2014, d1.dn_loss_iou: 0.3066, d2.dn_loss_cls: 0.0176, d2.dn_loss_bbox: 0.1879, d2.dn_loss_iou: 0.2924, d3.dn_loss_cls: 0.0153, d3.dn_loss_bbox: 0.1833, d3.dn_loss_iou: 0.2871, d4.dn_loss_cls: 0.0145, d4.dn_loss_bbox: 0.1827, d4.dn_loss_iou: 0.2857, loss: 7.7307 2024-06-07 13:36:33,091 - mmdet - INFO - Exp name: dino_4scale_internvit_h6b_1024_768_fpn_1x_coco_bs32_ms.py 2024-06-07 13:36:33,091 - mmdet - INFO - Epoch [11][350/3665] lr: 2.000e-05, eta: 18:14:05, time: 9.485, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1821, interm_loss_bbox: 0.1501, interm_loss_iou: 0.3650, loss_cls: 0.1523, loss_bbox: 0.1345, loss_iou: 0.3384, d0.loss_cls: 0.1927, d0.loss_bbox: 0.1370, d0.loss_iou: 0.3431, d1.loss_cls: 0.1651, d1.loss_bbox: 0.1369, d1.loss_iou: 0.3420, d2.loss_cls: 0.1573, d2.loss_bbox: 0.1351, d2.loss_iou: 0.3392, d3.loss_cls: 0.1547, d3.loss_bbox: 0.1346, d3.loss_iou: 0.3373, d4.loss_cls: 0.1533, d4.loss_bbox: 0.1340, d4.loss_iou: 0.3377, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1819, dn_loss_iou: 0.2833, d0.dn_loss_cls: 0.0436, d0.dn_loss_bbox: 0.2717, d0.dn_loss_iou: 0.3765, d1.dn_loss_cls: 0.0225, d1.dn_loss_bbox: 0.1992, d1.dn_loss_iou: 0.3039, d2.dn_loss_cls: 0.0181, d2.dn_loss_bbox: 0.1871, d2.dn_loss_iou: 0.2901, d3.dn_loss_cls: 0.0156, d3.dn_loss_bbox: 0.1825, d3.dn_loss_iou: 0.2846, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1819, d4.dn_loss_iou: 0.2832, loss: 7.6777 2024-06-07 13:44:26,557 - mmdet - INFO - Epoch [11][400/3665] lr: 2.000e-05, eta: 18:06:15, time: 9.469, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1812, interm_loss_bbox: 0.1473, interm_loss_iou: 0.3685, loss_cls: 0.1534, loss_bbox: 0.1308, loss_iou: 0.3398, d0.loss_cls: 0.1928, d0.loss_bbox: 0.1348, d0.loss_iou: 0.3469, d1.loss_cls: 0.1648, d1.loss_bbox: 0.1345, d1.loss_iou: 0.3448, d2.loss_cls: 0.1588, d2.loss_bbox: 0.1312, d2.loss_iou: 0.3401, d3.loss_cls: 0.1553, d3.loss_bbox: 0.1310, d3.loss_iou: 0.3397, d4.loss_cls: 0.1537, d4.loss_bbox: 0.1309, d4.loss_iou: 0.3399, dn_loss_cls: 0.0165, dn_loss_bbox: 0.1801, dn_loss_iou: 0.2891, d0.dn_loss_cls: 0.0466, d0.dn_loss_bbox: 0.2709, d0.dn_loss_iou: 0.3869, d1.dn_loss_cls: 0.0251, d1.dn_loss_bbox: 0.1995, d1.dn_loss_iou: 0.3118, d2.dn_loss_cls: 0.0202, d2.dn_loss_bbox: 0.1858, d2.dn_loss_iou: 0.2967, d3.dn_loss_cls: 0.0175, d3.dn_loss_bbox: 0.1808, d3.dn_loss_iou: 0.2906, d4.dn_loss_cls: 0.0168, d4.dn_loss_bbox: 0.1801, d4.dn_loss_iou: 0.2890, loss: 7.7244 2024-06-07 13:52:04,263 - mmdet - INFO - Epoch [11][450/3665] lr: 2.000e-05, eta: 17:58:23, time: 9.154, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1841, interm_loss_bbox: 0.1451, interm_loss_iou: 0.3693, loss_cls: 0.1548, loss_bbox: 0.1290, loss_iou: 0.3433, d0.loss_cls: 0.1926, d0.loss_bbox: 0.1333, d0.loss_iou: 0.3486, d1.loss_cls: 0.1664, d1.loss_bbox: 0.1326, d1.loss_iou: 0.3470, d2.loss_cls: 0.1597, d2.loss_bbox: 0.1296, d2.loss_iou: 0.3438, d3.loss_cls: 0.1563, d3.loss_bbox: 0.1289, d3.loss_iou: 0.3431, d4.loss_cls: 0.1555, d4.loss_bbox: 0.1287, d4.loss_iou: 0.3431, dn_loss_cls: 0.0162, dn_loss_bbox: 0.1804, dn_loss_iou: 0.2910, d0.dn_loss_cls: 0.0464, d0.dn_loss_bbox: 0.2673, d0.dn_loss_iou: 0.3851, d1.dn_loss_cls: 0.0246, d1.dn_loss_bbox: 0.1981, d1.dn_loss_iou: 0.3120, d2.dn_loss_cls: 0.0198, d2.dn_loss_bbox: 0.1857, d2.dn_loss_iou: 0.2978, d3.dn_loss_cls: 0.0172, d3.dn_loss_bbox: 0.1812, d3.dn_loss_iou: 0.2924, d4.dn_loss_cls: 0.0164, d4.dn_loss_bbox: 0.1805, d4.dn_loss_iou: 0.2910, loss: 7.7378 2024-06-07 14:00:05,974 - mmdet - INFO - Epoch [11][500/3665] lr: 2.000e-05, eta: 17:50:35, time: 9.634, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1856, interm_loss_bbox: 0.1511, interm_loss_iou: 0.3669, loss_cls: 0.1563, loss_bbox: 0.1357, loss_iou: 0.3417, d0.loss_cls: 0.1952, d0.loss_bbox: 0.1391, d0.loss_iou: 0.3473, d1.loss_cls: 0.1692, d1.loss_bbox: 0.1379, d1.loss_iou: 0.3454, d2.loss_cls: 0.1621, d2.loss_bbox: 0.1354, d2.loss_iou: 0.3425, d3.loss_cls: 0.1590, d3.loss_bbox: 0.1346, d3.loss_iou: 0.3412, d4.loss_cls: 0.1568, d4.loss_bbox: 0.1355, d4.loss_iou: 0.3420, dn_loss_cls: 0.0156, dn_loss_bbox: 0.1869, dn_loss_iou: 0.2917, d0.dn_loss_cls: 0.0455, d0.dn_loss_bbox: 0.2782, d0.dn_loss_iou: 0.3878, d1.dn_loss_cls: 0.0238, d1.dn_loss_bbox: 0.2069, d1.dn_loss_iou: 0.3134, d2.dn_loss_cls: 0.0191, d2.dn_loss_bbox: 0.1934, d2.dn_loss_iou: 0.2994, d3.dn_loss_cls: 0.0167, d3.dn_loss_bbox: 0.1879, d3.dn_loss_iou: 0.2933, d4.dn_loss_cls: 0.0159, d4.dn_loss_bbox: 0.1870, d4.dn_loss_iou: 0.2917, loss: 7.8347 2024-06-07 14:07:51,921 - mmdet - INFO - Epoch [11][550/3665] lr: 2.000e-05, eta: 17:42:44, time: 9.319, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1843, interm_loss_bbox: 0.1473, interm_loss_iou: 0.3721, loss_cls: 0.1558, loss_bbox: 0.1331, loss_iou: 0.3472, d0.loss_cls: 0.1947, d0.loss_bbox: 0.1352, d0.loss_iou: 0.3517, d1.loss_cls: 0.1676, d1.loss_bbox: 0.1353, d1.loss_iou: 0.3515, d2.loss_cls: 0.1613, d2.loss_bbox: 0.1326, d2.loss_iou: 0.3485, d3.loss_cls: 0.1584, d3.loss_bbox: 0.1321, d3.loss_iou: 0.3463, d4.loss_cls: 0.1562, d4.loss_bbox: 0.1329, d4.loss_iou: 0.3469, dn_loss_cls: 0.0151, dn_loss_bbox: 0.1894, dn_loss_iou: 0.2887, d0.dn_loss_cls: 0.0446, d0.dn_loss_bbox: 0.2799, d0.dn_loss_iou: 0.3821, d1.dn_loss_cls: 0.0234, d1.dn_loss_bbox: 0.2099, d1.dn_loss_iou: 0.3109, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1958, d2.dn_loss_iou: 0.2961, d3.dn_loss_cls: 0.0162, d3.dn_loss_bbox: 0.1902, d3.dn_loss_iou: 0.2903, d4.dn_loss_cls: 0.0154, d4.dn_loss_bbox: 0.1894, d4.dn_loss_iou: 0.2887, loss: 7.8360 2024-06-07 14:15:44,348 - mmdet - INFO - Epoch [11][600/3665] lr: 2.000e-05, eta: 17:34:54, time: 9.449, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1867, interm_loss_bbox: 0.1475, interm_loss_iou: 0.3818, loss_cls: 0.1577, loss_bbox: 0.1317, loss_iou: 0.3536, d0.loss_cls: 0.1992, d0.loss_bbox: 0.1345, d0.loss_iou: 0.3598, d1.loss_cls: 0.1709, d1.loss_bbox: 0.1342, d1.loss_iou: 0.3575, d2.loss_cls: 0.1637, d2.loss_bbox: 0.1322, d2.loss_iou: 0.3544, d3.loss_cls: 0.1598, d3.loss_bbox: 0.1316, d3.loss_iou: 0.3538, d4.loss_cls: 0.1585, d4.loss_bbox: 0.1315, d4.loss_iou: 0.3534, dn_loss_cls: 0.0165, dn_loss_bbox: 0.1840, dn_loss_iou: 0.2936, d0.dn_loss_cls: 0.0474, d0.dn_loss_bbox: 0.2755, d0.dn_loss_iou: 0.3910, d1.dn_loss_cls: 0.0251, d1.dn_loss_bbox: 0.2042, d1.dn_loss_iou: 0.3159, d2.dn_loss_cls: 0.0200, d2.dn_loss_bbox: 0.1912, d2.dn_loss_iou: 0.3017, d3.dn_loss_cls: 0.0175, d3.dn_loss_bbox: 0.1852, d3.dn_loss_iou: 0.2954, d4.dn_loss_cls: 0.0167, d4.dn_loss_bbox: 0.1840, d4.dn_loss_iou: 0.2935, loss: 7.9122 2024-06-07 14:23:37,680 - mmdet - INFO - Epoch [11][650/3665] lr: 2.000e-05, eta: 17:27:04, time: 9.467, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1807, interm_loss_bbox: 0.1448, interm_loss_iou: 0.3758, loss_cls: 0.1515, loss_bbox: 0.1314, loss_iou: 0.3513, d0.loss_cls: 0.1913, d0.loss_bbox: 0.1345, d0.loss_iou: 0.3562, d1.loss_cls: 0.1639, d1.loss_bbox: 0.1342, d1.loss_iou: 0.3561, d2.loss_cls: 0.1564, d2.loss_bbox: 0.1321, d2.loss_iou: 0.3527, d3.loss_cls: 0.1530, d3.loss_bbox: 0.1317, d3.loss_iou: 0.3518, d4.loss_cls: 0.1517, d4.loss_bbox: 0.1316, d4.loss_iou: 0.3518, dn_loss_cls: 0.0143, dn_loss_bbox: 0.1756, dn_loss_iou: 0.2862, d0.dn_loss_cls: 0.0437, d0.dn_loss_bbox: 0.2634, d0.dn_loss_iou: 0.3806, d1.dn_loss_cls: 0.0223, d1.dn_loss_bbox: 0.1934, d1.dn_loss_iou: 0.3075, d2.dn_loss_cls: 0.0178, d2.dn_loss_bbox: 0.1810, d2.dn_loss_iou: 0.2934, d3.dn_loss_cls: 0.0154, d3.dn_loss_bbox: 0.1762, d3.dn_loss_iou: 0.2878, d4.dn_loss_cls: 0.0146, d4.dn_loss_bbox: 0.1756, d4.dn_loss_iou: 0.2861, loss: 7.7199 2024-06-07 14:31:26,745 - mmdet - INFO - Epoch [11][700/3665] lr: 2.000e-05, eta: 17:19:14, time: 9.381, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1832, interm_loss_bbox: 0.1494, interm_loss_iou: 0.3609, loss_cls: 0.1523, loss_bbox: 0.1321, loss_iou: 0.3335, d0.loss_cls: 0.1947, d0.loss_bbox: 0.1361, d0.loss_iou: 0.3399, d1.loss_cls: 0.1665, d1.loss_bbox: 0.1357, d1.loss_iou: 0.3394, d2.loss_cls: 0.1589, d2.loss_bbox: 0.1327, d2.loss_iou: 0.3338, d3.loss_cls: 0.1545, d3.loss_bbox: 0.1324, d3.loss_iou: 0.3340, d4.loss_cls: 0.1529, d4.loss_bbox: 0.1321, d4.loss_iou: 0.3336, dn_loss_cls: 0.0166, dn_loss_bbox: 0.1805, dn_loss_iou: 0.2885, d0.dn_loss_cls: 0.0472, d0.dn_loss_bbox: 0.2716, d0.dn_loss_iou: 0.3826, d1.dn_loss_cls: 0.0250, d1.dn_loss_bbox: 0.2000, d1.dn_loss_iou: 0.3093, d2.dn_loss_cls: 0.0200, d2.dn_loss_bbox: 0.1868, d2.dn_loss_iou: 0.2958, d3.dn_loss_cls: 0.0177, d3.dn_loss_bbox: 0.1814, d3.dn_loss_iou: 0.2899, d4.dn_loss_cls: 0.0169, d4.dn_loss_bbox: 0.1805, d4.dn_loss_iou: 0.2884, loss: 7.6872 2024-06-07 14:39:05,170 - mmdet - INFO - Epoch [11][750/3665] lr: 2.000e-05, eta: 17:11:21, time: 9.169, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1787, interm_loss_bbox: 0.1501, interm_loss_iou: 0.3560, loss_cls: 0.1512, loss_bbox: 0.1329, loss_iou: 0.3278, d0.loss_cls: 0.1913, d0.loss_bbox: 0.1360, d0.loss_iou: 0.3339, d1.loss_cls: 0.1633, d1.loss_bbox: 0.1364, d1.loss_iou: 0.3330, d2.loss_cls: 0.1568, d2.loss_bbox: 0.1337, d2.loss_iou: 0.3295, d3.loss_cls: 0.1523, d3.loss_bbox: 0.1336, d3.loss_iou: 0.3287, d4.loss_cls: 0.1520, d4.loss_bbox: 0.1326, d4.loss_iou: 0.3279, dn_loss_cls: 0.0145, dn_loss_bbox: 0.1843, dn_loss_iou: 0.2753, d0.dn_loss_cls: 0.0454, d0.dn_loss_bbox: 0.2784, d0.dn_loss_iou: 0.3706, d1.dn_loss_cls: 0.0229, d1.dn_loss_bbox: 0.2043, d1.dn_loss_iou: 0.2970, d2.dn_loss_cls: 0.0181, d2.dn_loss_bbox: 0.1906, d2.dn_loss_iou: 0.2826, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1853, d3.dn_loss_iou: 0.2769, d4.dn_loss_cls: 0.0148, d4.dn_loss_bbox: 0.1843, d4.dn_loss_iou: 0.2752, loss: 7.5737 2024-06-07 14:46:54,903 - mmdet - INFO - Epoch [11][800/3665] lr: 2.000e-05, eta: 17:03:31, time: 9.395, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1850, interm_loss_bbox: 0.1480, interm_loss_iou: 0.3605, loss_cls: 0.1562, loss_bbox: 0.1312, loss_iou: 0.3313, d0.loss_cls: 0.1953, d0.loss_bbox: 0.1353, d0.loss_iou: 0.3383, d1.loss_cls: 0.1679, d1.loss_bbox: 0.1351, d1.loss_iou: 0.3373, d2.loss_cls: 0.1608, d2.loss_bbox: 0.1325, d2.loss_iou: 0.3335, d3.loss_cls: 0.1577, d3.loss_bbox: 0.1315, d3.loss_iou: 0.3313, d4.loss_cls: 0.1566, d4.loss_bbox: 0.1311, d4.loss_iou: 0.3311, dn_loss_cls: 0.0160, dn_loss_bbox: 0.1829, dn_loss_iou: 0.2902, d0.dn_loss_cls: 0.0463, d0.dn_loss_bbox: 0.2736, d0.dn_loss_iou: 0.3873, d1.dn_loss_cls: 0.0243, d1.dn_loss_bbox: 0.2016, d1.dn_loss_iou: 0.3122, d2.dn_loss_cls: 0.0196, d2.dn_loss_bbox: 0.1886, d2.dn_loss_iou: 0.2976, d3.dn_loss_cls: 0.0171, d3.dn_loss_bbox: 0.1837, d3.dn_loss_iou: 0.2919, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1829, d4.dn_loss_iou: 0.2901, loss: 7.7094 2024-06-07 14:54:57,570 - mmdet - INFO - Epoch [11][850/3665] lr: 2.000e-05, eta: 16:55:43, time: 9.653, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1814, interm_loss_bbox: 0.1458, interm_loss_iou: 0.3607, loss_cls: 0.1513, loss_bbox: 0.1314, loss_iou: 0.3357, d0.loss_cls: 0.1919, d0.loss_bbox: 0.1334, d0.loss_iou: 0.3399, d1.loss_cls: 0.1632, d1.loss_bbox: 0.1335, d1.loss_iou: 0.3400, d2.loss_cls: 0.1556, d2.loss_bbox: 0.1321, d2.loss_iou: 0.3372, d3.loss_cls: 0.1533, d3.loss_bbox: 0.1315, d3.loss_iou: 0.3352, d4.loss_cls: 0.1524, d4.loss_bbox: 0.1312, d4.loss_iou: 0.3348, dn_loss_cls: 0.0154, dn_loss_bbox: 0.1799, dn_loss_iou: 0.2867, d0.dn_loss_cls: 0.0449, d0.dn_loss_bbox: 0.2693, d0.dn_loss_iou: 0.3818, d1.dn_loss_cls: 0.0233, d1.dn_loss_bbox: 0.1986, d1.dn_loss_iou: 0.3082, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1858, d2.dn_loss_iou: 0.2941, d3.dn_loss_cls: 0.0163, d3.dn_loss_bbox: 0.1808, d3.dn_loss_iou: 0.2882, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1799, d4.dn_loss_iou: 0.2866, loss: 7.6453 2024-06-07 15:02:44,344 - mmdet - INFO - Epoch [11][900/3665] lr: 2.000e-05, eta: 16:47:52, time: 9.335, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1839, interm_loss_bbox: 0.1458, interm_loss_iou: 0.3739, loss_cls: 0.1545, loss_bbox: 0.1300, loss_iou: 0.3458, d0.loss_cls: 0.1946, d0.loss_bbox: 0.1348, d0.loss_iou: 0.3540, d1.loss_cls: 0.1666, d1.loss_bbox: 0.1339, d1.loss_iou: 0.3518, d2.loss_cls: 0.1600, d2.loss_bbox: 0.1312, d2.loss_iou: 0.3470, d3.loss_cls: 0.1567, d3.loss_bbox: 0.1298, d3.loss_iou: 0.3458, d4.loss_cls: 0.1550, d4.loss_bbox: 0.1299, d4.loss_iou: 0.3457, dn_loss_cls: 0.0154, dn_loss_bbox: 0.1789, dn_loss_iou: 0.2829, d0.dn_loss_cls: 0.0453, d0.dn_loss_bbox: 0.2724, d0.dn_loss_iou: 0.3793, d1.dn_loss_cls: 0.0238, d1.dn_loss_bbox: 0.1980, d1.dn_loss_iou: 0.3049, d2.dn_loss_cls: 0.0190, d2.dn_loss_bbox: 0.1844, d2.dn_loss_iou: 0.2905, d3.dn_loss_cls: 0.0165, d3.dn_loss_bbox: 0.1797, d3.dn_loss_iou: 0.2844, d4.dn_loss_cls: 0.0157, d4.dn_loss_bbox: 0.1789, d4.dn_loss_iou: 0.2828, loss: 7.7238 2024-06-07 15:10:39,226 - mmdet - INFO - Epoch [11][950/3665] lr: 2.000e-05, eta: 16:40:03, time: 9.498, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1913, interm_loss_bbox: 0.1489, interm_loss_iou: 0.3787, loss_cls: 0.1628, loss_bbox: 0.1318, loss_iou: 0.3515, d0.loss_cls: 0.2025, d0.loss_bbox: 0.1355, d0.loss_iou: 0.3573, d1.loss_cls: 0.1757, d1.loss_bbox: 0.1353, d1.loss_iou: 0.3556, d2.loss_cls: 0.1690, d2.loss_bbox: 0.1325, d2.loss_iou: 0.3516, d3.loss_cls: 0.1652, d3.loss_bbox: 0.1317, d3.loss_iou: 0.3513, d4.loss_cls: 0.1635, d4.loss_bbox: 0.1319, d4.loss_iou: 0.3513, dn_loss_cls: 0.0168, dn_loss_bbox: 0.1808, dn_loss_iou: 0.2938, d0.dn_loss_cls: 0.0478, d0.dn_loss_bbox: 0.2767, d0.dn_loss_iou: 0.3929, d1.dn_loss_cls: 0.0255, d1.dn_loss_bbox: 0.2016, d1.dn_loss_iou: 0.3167, d2.dn_loss_cls: 0.0205, d2.dn_loss_bbox: 0.1874, d2.dn_loss_iou: 0.3017, d3.dn_loss_cls: 0.0179, d3.dn_loss_bbox: 0.1819, d3.dn_loss_iou: 0.2955, d4.dn_loss_cls: 0.0171, d4.dn_loss_bbox: 0.1809, d4.dn_loss_iou: 0.2937, loss: 7.9239 2024-06-07 15:18:28,126 - mmdet - INFO - Epoch [11][1000/3665] lr: 2.000e-05, eta: 16:32:12, time: 9.378, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1855, interm_loss_bbox: 0.1428, interm_loss_iou: 0.3550, loss_cls: 0.1559, loss_bbox: 0.1270, loss_iou: 0.3256, d0.loss_cls: 0.1959, d0.loss_bbox: 0.1308, d0.loss_iou: 0.3337, d1.loss_cls: 0.1685, d1.loss_bbox: 0.1304, d1.loss_iou: 0.3318, d2.loss_cls: 0.1611, d2.loss_bbox: 0.1277, d2.loss_iou: 0.3277, d3.loss_cls: 0.1571, d3.loss_bbox: 0.1273, d3.loss_iou: 0.3265, d4.loss_cls: 0.1557, d4.loss_bbox: 0.1276, d4.loss_iou: 0.3263, dn_loss_cls: 0.0161, dn_loss_bbox: 0.1791, dn_loss_iou: 0.2815, d0.dn_loss_cls: 0.0463, d0.dn_loss_bbox: 0.2779, d0.dn_loss_iou: 0.3802, d1.dn_loss_cls: 0.0244, d1.dn_loss_bbox: 0.2006, d1.dn_loss_iou: 0.3048, d2.dn_loss_cls: 0.0196, d2.dn_loss_bbox: 0.1858, d2.dn_loss_iou: 0.2892, d3.dn_loss_cls: 0.0172, d3.dn_loss_bbox: 0.1801, d3.dn_loss_iou: 0.2832, d4.dn_loss_cls: 0.0164, d4.dn_loss_bbox: 0.1792, d4.dn_loss_iou: 0.2814, loss: 7.5829 2024-06-07 15:26:17,568 - mmdet - INFO - Epoch [11][1050/3665] lr: 2.000e-05, eta: 16:24:22, time: 9.389, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1792, interm_loss_bbox: 0.1481, interm_loss_iou: 0.3589, loss_cls: 0.1505, loss_bbox: 0.1330, loss_iou: 0.3325, d0.loss_cls: 0.1900, d0.loss_bbox: 0.1362, d0.loss_iou: 0.3390, d1.loss_cls: 0.1624, d1.loss_bbox: 0.1351, d1.loss_iou: 0.3374, d2.loss_cls: 0.1551, d2.loss_bbox: 0.1330, d2.loss_iou: 0.3337, d3.loss_cls: 0.1526, d3.loss_bbox: 0.1325, d3.loss_iou: 0.3316, d4.loss_cls: 0.1511, d4.loss_bbox: 0.1329, d4.loss_iou: 0.3323, dn_loss_cls: 0.0145, dn_loss_bbox: 0.1743, dn_loss_iou: 0.2765, d0.dn_loss_cls: 0.0441, d0.dn_loss_bbox: 0.2670, d0.dn_loss_iou: 0.3718, d1.dn_loss_cls: 0.0226, d1.dn_loss_bbox: 0.1944, d1.dn_loss_iou: 0.2986, d2.dn_loss_cls: 0.0180, d2.dn_loss_bbox: 0.1805, d2.dn_loss_iou: 0.2839, d3.dn_loss_cls: 0.0156, d3.dn_loss_bbox: 0.1753, d3.dn_loss_iou: 0.2780, d4.dn_loss_cls: 0.0148, d4.dn_loss_bbox: 0.1743, d4.dn_loss_iou: 0.2765, loss: 7.5376 2024-06-07 15:34:14,244 - mmdet - INFO - Epoch [11][1100/3665] lr: 2.000e-05, eta: 16:16:33, time: 9.534, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1840, interm_loss_bbox: 0.1482, interm_loss_iou: 0.3699, loss_cls: 0.1558, loss_bbox: 0.1320, loss_iou: 0.3450, d0.loss_cls: 0.1951, d0.loss_bbox: 0.1355, d0.loss_iou: 0.3501, d1.loss_cls: 0.1691, d1.loss_bbox: 0.1341, d1.loss_iou: 0.3474, d2.loss_cls: 0.1626, d2.loss_bbox: 0.1312, d2.loss_iou: 0.3450, d3.loss_cls: 0.1585, d3.loss_bbox: 0.1310, d3.loss_iou: 0.3444, d4.loss_cls: 0.1570, d4.loss_bbox: 0.1311, d4.loss_iou: 0.3446, dn_loss_cls: 0.0158, dn_loss_bbox: 0.1886, dn_loss_iou: 0.2919, d0.dn_loss_cls: 0.0464, d0.dn_loss_bbox: 0.2826, d0.dn_loss_iou: 0.3882, d1.dn_loss_cls: 0.0246, d1.dn_loss_bbox: 0.2088, d1.dn_loss_iou: 0.3137, d2.dn_loss_cls: 0.0197, d2.dn_loss_bbox: 0.1951, d2.dn_loss_iou: 0.2995, d3.dn_loss_cls: 0.0170, d3.dn_loss_bbox: 0.1894, d3.dn_loss_iou: 0.2935, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1886, d4.dn_loss_iou: 0.2919, loss: 7.8428 2024-06-07 15:42:06,235 - mmdet - INFO - Epoch [11][1150/3665] lr: 2.000e-05, eta: 16:08:43, time: 9.440, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1855, interm_loss_bbox: 0.1465, interm_loss_iou: 0.3729, loss_cls: 0.1570, loss_bbox: 0.1320, loss_iou: 0.3460, d0.loss_cls: 0.1960, d0.loss_bbox: 0.1350, d0.loss_iou: 0.3530, d1.loss_cls: 0.1693, d1.loss_bbox: 0.1344, d1.loss_iou: 0.3514, d2.loss_cls: 0.1622, d2.loss_bbox: 0.1325, d2.loss_iou: 0.3480, d3.loss_cls: 0.1595, d3.loss_bbox: 0.1317, d3.loss_iou: 0.3459, d4.loss_cls: 0.1577, d4.loss_bbox: 0.1316, d4.loss_iou: 0.3456, dn_loss_cls: 0.0153, dn_loss_bbox: 0.1791, dn_loss_iou: 0.2922, d0.dn_loss_cls: 0.0456, d0.dn_loss_bbox: 0.2674, d0.dn_loss_iou: 0.3879, d1.dn_loss_cls: 0.0239, d1.dn_loss_bbox: 0.1983, d1.dn_loss_iou: 0.3143, d2.dn_loss_cls: 0.0190, d2.dn_loss_bbox: 0.1851, d2.dn_loss_iou: 0.2996, d3.dn_loss_cls: 0.0165, d3.dn_loss_bbox: 0.1800, d3.dn_loss_iou: 0.2937, d4.dn_loss_cls: 0.0157, d4.dn_loss_bbox: 0.1791, d4.dn_loss_iou: 0.2922, loss: 7.7985 2024-06-07 15:49:57,973 - mmdet - INFO - Epoch [11][1200/3665] lr: 2.000e-05, eta: 16:00:53, time: 9.435, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1838, interm_loss_bbox: 0.1460, interm_loss_iou: 0.3756, loss_cls: 0.1556, loss_bbox: 0.1305, loss_iou: 0.3485, d0.loss_cls: 0.1947, d0.loss_bbox: 0.1337, d0.loss_iou: 0.3552, d1.loss_cls: 0.1665, d1.loss_bbox: 0.1337, d1.loss_iou: 0.3549, d2.loss_cls: 0.1605, d2.loss_bbox: 0.1312, d2.loss_iou: 0.3501, d3.loss_cls: 0.1569, d3.loss_bbox: 0.1306, d3.loss_iou: 0.3490, d4.loss_cls: 0.1557, d4.loss_bbox: 0.1305, d4.loss_iou: 0.3490, dn_loss_cls: 0.0162, dn_loss_bbox: 0.1776, dn_loss_iou: 0.2938, d0.dn_loss_cls: 0.0462, d0.dn_loss_bbox: 0.2700, d0.dn_loss_iou: 0.3891, d1.dn_loss_cls: 0.0248, d1.dn_loss_bbox: 0.1974, d1.dn_loss_iou: 0.3151, d2.dn_loss_cls: 0.0199, d2.dn_loss_bbox: 0.1837, d2.dn_loss_iou: 0.3010, d3.dn_loss_cls: 0.0174, d3.dn_loss_bbox: 0.1786, d3.dn_loss_iou: 0.2953, d4.dn_loss_cls: 0.0165, d4.dn_loss_bbox: 0.1776, d4.dn_loss_iou: 0.2937, loss: 7.8060 2024-06-07 15:57:54,782 - mmdet - INFO - Epoch [11][1250/3665] lr: 2.000e-05, eta: 15:53:03, time: 9.536, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1847, interm_loss_bbox: 0.1496, interm_loss_iou: 0.3680, loss_cls: 0.1559, loss_bbox: 0.1329, loss_iou: 0.3408, d0.loss_cls: 0.1961, d0.loss_bbox: 0.1384, d0.loss_iou: 0.3472, d1.loss_cls: 0.1679, d1.loss_bbox: 0.1367, d1.loss_iou: 0.3475, d2.loss_cls: 0.1615, d2.loss_bbox: 0.1336, d2.loss_iou: 0.3422, d3.loss_cls: 0.1585, d3.loss_bbox: 0.1326, d3.loss_iou: 0.3403, d4.loss_cls: 0.1566, d4.loss_bbox: 0.1326, d4.loss_iou: 0.3406, dn_loss_cls: 0.0155, dn_loss_bbox: 0.1860, dn_loss_iou: 0.2928, d0.dn_loss_cls: 0.0454, d0.dn_loss_bbox: 0.2745, d0.dn_loss_iou: 0.3882, d1.dn_loss_cls: 0.0239, d1.dn_loss_bbox: 0.2050, d1.dn_loss_iou: 0.3147, d2.dn_loss_cls: 0.0193, d2.dn_loss_bbox: 0.1918, d2.dn_loss_iou: 0.3002, d3.dn_loss_cls: 0.0168, d3.dn_loss_bbox: 0.1867, d3.dn_loss_iou: 0.2945, d4.dn_loss_cls: 0.0158, d4.dn_loss_bbox: 0.1860, d4.dn_loss_iou: 0.2928, loss: 7.8139 2024-06-07 16:05:52,074 - mmdet - INFO - Epoch [11][1300/3665] lr: 2.000e-05, eta: 15:45:14, time: 9.546, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1841, interm_loss_bbox: 0.1503, interm_loss_iou: 0.3691, loss_cls: 0.1544, loss_bbox: 0.1352, loss_iou: 0.3436, d0.loss_cls: 0.1932, d0.loss_bbox: 0.1389, d0.loss_iou: 0.3492, d1.loss_cls: 0.1670, d1.loss_bbox: 0.1383, d1.loss_iou: 0.3481, d2.loss_cls: 0.1598, d2.loss_bbox: 0.1353, d2.loss_iou: 0.3452, d3.loss_cls: 0.1560, d3.loss_bbox: 0.1351, d3.loss_iou: 0.3439, d4.loss_cls: 0.1549, d4.loss_bbox: 0.1350, d4.loss_iou: 0.3436, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1832, dn_loss_iou: 0.2920, d0.dn_loss_cls: 0.0460, d0.dn_loss_bbox: 0.2713, d0.dn_loss_iou: 0.3874, d1.dn_loss_cls: 0.0241, d1.dn_loss_bbox: 0.2013, d1.dn_loss_iou: 0.3140, d2.dn_loss_cls: 0.0191, d2.dn_loss_bbox: 0.1891, d2.dn_loss_iou: 0.2996, d3.dn_loss_cls: 0.0167, d3.dn_loss_bbox: 0.1839, d3.dn_loss_iou: 0.2935, d4.dn_loss_cls: 0.0160, d4.dn_loss_bbox: 0.1832, d4.dn_loss_iou: 0.2920, loss: 7.8084 2024-06-07 16:13:44,287 - mmdet - INFO - Exp name: dino_4scale_internvit_h6b_1024_768_fpn_1x_coco_bs32_ms.py 2024-06-07 16:13:44,287 - mmdet - INFO - Epoch [11][1350/3665] lr: 2.000e-05, eta: 15:37:24, time: 9.444, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1847, interm_loss_bbox: 0.1542, interm_loss_iou: 0.3741, loss_cls: 0.1555, loss_bbox: 0.1385, loss_iou: 0.3464, d0.loss_cls: 0.1940, d0.loss_bbox: 0.1423, d0.loss_iou: 0.3544, d1.loss_cls: 0.1703, d1.loss_bbox: 0.1401, d1.loss_iou: 0.3491, d2.loss_cls: 0.1616, d2.loss_bbox: 0.1385, d2.loss_iou: 0.3461, d3.loss_cls: 0.1577, d3.loss_bbox: 0.1384, d3.loss_iou: 0.3460, d4.loss_cls: 0.1565, d4.loss_bbox: 0.1382, d4.loss_iou: 0.3457, dn_loss_cls: 0.0159, dn_loss_bbox: 0.1922, dn_loss_iou: 0.2958, d0.dn_loss_cls: 0.0453, d0.dn_loss_bbox: 0.2788, d0.dn_loss_iou: 0.3889, d1.dn_loss_cls: 0.0241, d1.dn_loss_bbox: 0.2107, d1.dn_loss_iou: 0.3176, d2.dn_loss_cls: 0.0194, d2.dn_loss_bbox: 0.1977, d2.dn_loss_iou: 0.3031, d3.dn_loss_cls: 0.0170, d3.dn_loss_bbox: 0.1928, d3.dn_loss_iou: 0.2973, d4.dn_loss_cls: 0.0163, d4.dn_loss_bbox: 0.1922, d4.dn_loss_iou: 0.2957, loss: 7.9333 2024-06-07 16:21:46,266 - mmdet - INFO - Epoch [11][1400/3665] lr: 2.000e-05, eta: 15:29:36, time: 9.640, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1817, interm_loss_bbox: 0.1491, interm_loss_iou: 0.3644, loss_cls: 0.1529, loss_bbox: 0.1345, loss_iou: 0.3391, d0.loss_cls: 0.1921, d0.loss_bbox: 0.1383, d0.loss_iou: 0.3452, d1.loss_cls: 0.1664, d1.loss_bbox: 0.1373, d1.loss_iou: 0.3428, d2.loss_cls: 0.1595, d2.loss_bbox: 0.1350, d2.loss_iou: 0.3394, d3.loss_cls: 0.1555, d3.loss_bbox: 0.1340, d3.loss_iou: 0.3391, d4.loss_cls: 0.1535, d4.loss_bbox: 0.1343, d4.loss_iou: 0.3390, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1802, dn_loss_iou: 0.2842, d0.dn_loss_cls: 0.0450, d0.dn_loss_bbox: 0.2731, d0.dn_loss_iou: 0.3798, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.2005, d1.dn_loss_iou: 0.3062, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1872, d2.dn_loss_iou: 0.2918, d3.dn_loss_cls: 0.0159, d3.dn_loss_bbox: 0.1814, d3.dn_loss_iou: 0.2859, d4.dn_loss_cls: 0.0151, d4.dn_loss_bbox: 0.1802, d4.dn_loss_iou: 0.2842, loss: 7.7004 2024-06-07 16:29:40,545 - mmdet - INFO - Epoch [11][1450/3665] lr: 2.000e-05, eta: 15:21:46, time: 9.486, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1846, interm_loss_bbox: 0.1448, interm_loss_iou: 0.3751, loss_cls: 0.1540, loss_bbox: 0.1292, loss_iou: 0.3482, d0.loss_cls: 0.1935, d0.loss_bbox: 0.1334, d0.loss_iou: 0.3546, d1.loss_cls: 0.1673, d1.loss_bbox: 0.1317, d1.loss_iou: 0.3518, d2.loss_cls: 0.1597, d2.loss_bbox: 0.1296, d2.loss_iou: 0.3486, d3.loss_cls: 0.1564, d3.loss_bbox: 0.1291, d3.loss_iou: 0.3474, d4.loss_cls: 0.1550, d4.loss_bbox: 0.1292, d4.loss_iou: 0.3480, dn_loss_cls: 0.0156, dn_loss_bbox: 0.1813, dn_loss_iou: 0.2903, d0.dn_loss_cls: 0.0461, d0.dn_loss_bbox: 0.2735, d0.dn_loss_iou: 0.3870, d1.dn_loss_cls: 0.0244, d1.dn_loss_bbox: 0.2007, d1.dn_loss_iou: 0.3124, d2.dn_loss_cls: 0.0193, d2.dn_loss_bbox: 0.1873, d2.dn_loss_iou: 0.2975, d3.dn_loss_cls: 0.0168, d3.dn_loss_bbox: 0.1821, d3.dn_loss_iou: 0.2918, d4.dn_loss_cls: 0.0159, d4.dn_loss_bbox: 0.1813, d4.dn_loss_iou: 0.2903, loss: 7.7848 2024-06-07 16:37:29,705 - mmdet - INFO - Epoch [11][1500/3665] lr: 2.000e-05, eta: 15:13:56, time: 9.383, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1876, interm_loss_bbox: 0.1488, interm_loss_iou: 0.3635, loss_cls: 0.1563, loss_bbox: 0.1323, loss_iou: 0.3391, d0.loss_cls: 0.1975, d0.loss_bbox: 0.1363, d0.loss_iou: 0.3435, d1.loss_cls: 0.1701, d1.loss_bbox: 0.1355, d1.loss_iou: 0.3433, d2.loss_cls: 0.1628, d2.loss_bbox: 0.1326, d2.loss_iou: 0.3390, d3.loss_cls: 0.1579, d3.loss_bbox: 0.1331, d3.loss_iou: 0.3391, d4.loss_cls: 0.1569, d4.loss_bbox: 0.1324, d4.loss_iou: 0.3390, dn_loss_cls: 0.0156, dn_loss_bbox: 0.1859, dn_loss_iou: 0.2844, d0.dn_loss_cls: 0.0460, d0.dn_loss_bbox: 0.2787, d0.dn_loss_iou: 0.3788, d1.dn_loss_cls: 0.0239, d1.dn_loss_bbox: 0.2051, d1.dn_loss_iou: 0.3058, d2.dn_loss_cls: 0.0192, d2.dn_loss_bbox: 0.1919, d2.dn_loss_iou: 0.2917, d3.dn_loss_cls: 0.0167, d3.dn_loss_bbox: 0.1867, d3.dn_loss_iou: 0.2860, d4.dn_loss_cls: 0.0159, d4.dn_loss_bbox: 0.1859, d4.dn_loss_iou: 0.2844, loss: 7.7492 2024-06-07 16:45:25,050 - mmdet - INFO - Epoch [11][1550/3665] lr: 2.000e-05, eta: 15:06:06, time: 9.507, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1814, interm_loss_bbox: 0.1462, interm_loss_iou: 0.3636, loss_cls: 0.1519, loss_bbox: 0.1309, loss_iou: 0.3378, d0.loss_cls: 0.1908, d0.loss_bbox: 0.1347, d0.loss_iou: 0.3432, d1.loss_cls: 0.1642, d1.loss_bbox: 0.1330, d1.loss_iou: 0.3420, d2.loss_cls: 0.1580, d2.loss_bbox: 0.1297, d2.loss_iou: 0.3375, d3.loss_cls: 0.1544, d3.loss_bbox: 0.1303, d3.loss_iou: 0.3367, d4.loss_cls: 0.1523, d4.loss_bbox: 0.1308, d4.loss_iou: 0.3379, dn_loss_cls: 0.0144, dn_loss_bbox: 0.1770, dn_loss_iou: 0.2825, d0.dn_loss_cls: 0.0446, d0.dn_loss_bbox: 0.2728, d0.dn_loss_iou: 0.3800, d1.dn_loss_cls: 0.0226, d1.dn_loss_bbox: 0.1968, d1.dn_loss_iou: 0.3045, d2.dn_loss_cls: 0.0180, d2.dn_loss_bbox: 0.1829, d2.dn_loss_iou: 0.2899, d3.dn_loss_cls: 0.0155, d3.dn_loss_bbox: 0.1779, d3.dn_loss_iou: 0.2840, d4.dn_loss_cls: 0.0147, d4.dn_loss_bbox: 0.1770, d4.dn_loss_iou: 0.2824, loss: 7.6249 2024-06-07 16:53:26,023 - mmdet - INFO - Epoch [11][1600/3665] lr: 2.000e-05, eta: 14:58:18, time: 9.619, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1815, interm_loss_bbox: 0.1508, interm_loss_iou: 0.3743, loss_cls: 0.1530, loss_bbox: 0.1346, loss_iou: 0.3495, d0.loss_cls: 0.1912, d0.loss_bbox: 0.1394, d0.loss_iou: 0.3556, d1.loss_cls: 0.1647, d1.loss_bbox: 0.1380, d1.loss_iou: 0.3540, d2.loss_cls: 0.1581, d2.loss_bbox: 0.1355, d2.loss_iou: 0.3503, d3.loss_cls: 0.1556, d3.loss_bbox: 0.1343, d3.loss_iou: 0.3483, d4.loss_cls: 0.1539, d4.loss_bbox: 0.1343, d4.loss_iou: 0.3489, dn_loss_cls: 0.0151, dn_loss_bbox: 0.1841, dn_loss_iou: 0.2892, d0.dn_loss_cls: 0.0440, d0.dn_loss_bbox: 0.2752, d0.dn_loss_iou: 0.3847, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.2034, d1.dn_loss_iou: 0.3110, d2.dn_loss_cls: 0.0184, d2.dn_loss_bbox: 0.1899, d2.dn_loss_iou: 0.2965, d3.dn_loss_cls: 0.0160, d3.dn_loss_bbox: 0.1848, d3.dn_loss_iou: 0.2907, d4.dn_loss_cls: 0.0154, d4.dn_loss_bbox: 0.1841, d4.dn_loss_iou: 0.2891, loss: 7.8202 2024-06-07 17:01:23,359 - mmdet - INFO - Epoch [11][1650/3665] lr: 2.000e-05, eta: 14:50:28, time: 9.547, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1835, interm_loss_bbox: 0.1472, interm_loss_iou: 0.3621, loss_cls: 0.1548, loss_bbox: 0.1319, loss_iou: 0.3364, d0.loss_cls: 0.1961, d0.loss_bbox: 0.1343, d0.loss_iou: 0.3406, d1.loss_cls: 0.1683, d1.loss_bbox: 0.1345, d1.loss_iou: 0.3396, d2.loss_cls: 0.1610, d2.loss_bbox: 0.1321, d2.loss_iou: 0.3369, d3.loss_cls: 0.1573, d3.loss_bbox: 0.1318, d3.loss_iou: 0.3355, d4.loss_cls: 0.1554, d4.loss_bbox: 0.1321, d4.loss_iou: 0.3362, dn_loss_cls: 0.0165, dn_loss_bbox: 0.1772, dn_loss_iou: 0.2875, d0.dn_loss_cls: 0.0464, d0.dn_loss_bbox: 0.2665, d0.dn_loss_iou: 0.3827, d1.dn_loss_cls: 0.0249, d1.dn_loss_bbox: 0.1962, d1.dn_loss_iou: 0.3093, d2.dn_loss_cls: 0.0200, d2.dn_loss_bbox: 0.1833, d2.dn_loss_iou: 0.2954, d3.dn_loss_cls: 0.0175, d3.dn_loss_bbox: 0.1780, d3.dn_loss_iou: 0.2890, d4.dn_loss_cls: 0.0167, d4.dn_loss_bbox: 0.1772, d4.dn_loss_iou: 0.2874, loss: 7.6793 2024-06-07 17:09:15,265 - mmdet - INFO - Epoch [11][1700/3665] lr: 2.000e-05, eta: 14:42:38, time: 9.438, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1827, interm_loss_bbox: 0.1495, interm_loss_iou: 0.3780, loss_cls: 0.1547, loss_bbox: 0.1343, loss_iou: 0.3510, d0.loss_cls: 0.1948, d0.loss_bbox: 0.1363, d0.loss_iou: 0.3559, d1.loss_cls: 0.1681, d1.loss_bbox: 0.1366, d1.loss_iou: 0.3537, d2.loss_cls: 0.1610, d2.loss_bbox: 0.1334, d2.loss_iou: 0.3505, d3.loss_cls: 0.1571, d3.loss_bbox: 0.1335, d3.loss_iou: 0.3503, d4.loss_cls: 0.1552, d4.loss_bbox: 0.1339, d4.loss_iou: 0.3510, dn_loss_cls: 0.0160, dn_loss_bbox: 0.1753, dn_loss_iou: 0.2936, d0.dn_loss_cls: 0.0454, d0.dn_loss_bbox: 0.2625, d0.dn_loss_iou: 0.3879, d1.dn_loss_cls: 0.0240, d1.dn_loss_bbox: 0.1927, d1.dn_loss_iou: 0.3146, d2.dn_loss_cls: 0.0194, d2.dn_loss_bbox: 0.1806, d2.dn_loss_iou: 0.3006, d3.dn_loss_cls: 0.0170, d3.dn_loss_bbox: 0.1760, d3.dn_loss_iou: 0.2950, d4.dn_loss_cls: 0.0163, d4.dn_loss_bbox: 0.1753, d4.dn_loss_iou: 0.2936, loss: 7.8072 2024-06-07 17:17:06,492 - mmdet - INFO - Epoch [11][1750/3665] lr: 2.000e-05, eta: 14:34:48, time: 9.425, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1822, interm_loss_bbox: 0.1486, interm_loss_iou: 0.3676, loss_cls: 0.1529, loss_bbox: 0.1348, loss_iou: 0.3417, d0.loss_cls: 0.1931, d0.loss_bbox: 0.1370, d0.loss_iou: 0.3474, d1.loss_cls: 0.1650, d1.loss_bbox: 0.1381, d1.loss_iou: 0.3466, d2.loss_cls: 0.1580, d2.loss_bbox: 0.1346, d2.loss_iou: 0.3433, d3.loss_cls: 0.1548, d3.loss_bbox: 0.1345, d3.loss_iou: 0.3421, d4.loss_cls: 0.1538, d4.loss_bbox: 0.1346, d4.loss_iou: 0.3412, dn_loss_cls: 0.0161, dn_loss_bbox: 0.1815, dn_loss_iou: 0.2886, d0.dn_loss_cls: 0.0460, d0.dn_loss_bbox: 0.2726, d0.dn_loss_iou: 0.3833, d1.dn_loss_cls: 0.0244, d1.dn_loss_bbox: 0.1997, d1.dn_loss_iou: 0.3098, d2.dn_loss_cls: 0.0196, d2.dn_loss_bbox: 0.1868, d2.dn_loss_iou: 0.2955, d3.dn_loss_cls: 0.0172, d3.dn_loss_bbox: 0.1821, d3.dn_loss_iou: 0.2901, d4.dn_loss_cls: 0.0164, d4.dn_loss_bbox: 0.1815, d4.dn_loss_iou: 0.2886, loss: 7.7519 2024-06-07 17:25:06,218 - mmdet - INFO - Epoch [11][1800/3665] lr: 2.000e-05, eta: 14:26:59, time: 9.594, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1795, interm_loss_bbox: 0.1478, interm_loss_iou: 0.3610, loss_cls: 0.1515, loss_bbox: 0.1314, loss_iou: 0.3331, d0.loss_cls: 0.1906, d0.loss_bbox: 0.1358, d0.loss_iou: 0.3389, d1.loss_cls: 0.1643, d1.loss_bbox: 0.1346, d1.loss_iou: 0.3376, d2.loss_cls: 0.1570, d2.loss_bbox: 0.1324, d2.loss_iou: 0.3345, d3.loss_cls: 0.1538, d3.loss_bbox: 0.1311, d3.loss_iou: 0.3329, d4.loss_cls: 0.1521, d4.loss_bbox: 0.1314, d4.loss_iou: 0.3332, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1819, dn_loss_iou: 0.2873, d0.dn_loss_cls: 0.0448, d0.dn_loss_bbox: 0.2753, d0.dn_loss_iou: 0.3853, d1.dn_loss_cls: 0.0229, d1.dn_loss_bbox: 0.2021, d1.dn_loss_iou: 0.3104, d2.dn_loss_cls: 0.0181, d2.dn_loss_bbox: 0.1883, d2.dn_loss_iou: 0.2951, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1827, d3.dn_loss_iou: 0.2889, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1818, d4.dn_loss_iou: 0.2872, loss: 7.6621 2024-06-07 17:33:00,260 - mmdet - INFO - Epoch [11][1850/3665] lr: 2.000e-05, eta: 14:19:09, time: 9.481, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1843, interm_loss_bbox: 0.1465, interm_loss_iou: 0.3736, loss_cls: 0.1549, loss_bbox: 0.1322, loss_iou: 0.3478, d0.loss_cls: 0.1946, d0.loss_bbox: 0.1349, d0.loss_iou: 0.3523, d1.loss_cls: 0.1682, d1.loss_bbox: 0.1338, d1.loss_iou: 0.3518, d2.loss_cls: 0.1613, d2.loss_bbox: 0.1317, d2.loss_iou: 0.3478, d3.loss_cls: 0.1573, d3.loss_bbox: 0.1318, d3.loss_iou: 0.3473, d4.loss_cls: 0.1554, d4.loss_bbox: 0.1323, d4.loss_iou: 0.3476, dn_loss_cls: 0.0158, dn_loss_bbox: 0.1781, dn_loss_iou: 0.2898, d0.dn_loss_cls: 0.0456, d0.dn_loss_bbox: 0.2712, d0.dn_loss_iou: 0.3871, d1.dn_loss_cls: 0.0241, d1.dn_loss_bbox: 0.1986, d1.dn_loss_iou: 0.3124, d2.dn_loss_cls: 0.0192, d2.dn_loss_bbox: 0.1849, d2.dn_loss_iou: 0.2977, d3.dn_loss_cls: 0.0168, d3.dn_loss_bbox: 0.1791, d3.dn_loss_iou: 0.2915, d4.dn_loss_cls: 0.0160, d4.dn_loss_bbox: 0.1781, d4.dn_loss_iou: 0.2898, loss: 7.7830 2024-06-07 17:40:49,874 - mmdet - INFO - Epoch [11][1900/3665] lr: 2.000e-05, eta: 14:11:19, time: 9.392, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1851, interm_loss_bbox: 0.1472, interm_loss_iou: 0.3639, loss_cls: 0.1561, loss_bbox: 0.1325, loss_iou: 0.3379, d0.loss_cls: 0.1958, d0.loss_bbox: 0.1349, d0.loss_iou: 0.3428, d1.loss_cls: 0.1703, d1.loss_bbox: 0.1334, d1.loss_iou: 0.3412, d2.loss_cls: 0.1621, d2.loss_bbox: 0.1322, d2.loss_iou: 0.3377, d3.loss_cls: 0.1587, d3.loss_bbox: 0.1317, d3.loss_iou: 0.3372, d4.loss_cls: 0.1568, d4.loss_bbox: 0.1320, d4.loss_iou: 0.3378, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1811, dn_loss_iou: 0.2833, d0.dn_loss_cls: 0.0444, d0.dn_loss_bbox: 0.2755, d0.dn_loss_iou: 0.3814, d1.dn_loss_cls: 0.0227, d1.dn_loss_bbox: 0.2002, d1.dn_loss_iou: 0.3051, d2.dn_loss_cls: 0.0180, d2.dn_loss_bbox: 0.1868, d2.dn_loss_iou: 0.2903, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1820, d3.dn_loss_iou: 0.2848, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1811, d4.dn_loss_iou: 0.2833, loss: 7.6923 2024-06-07 17:48:46,035 - mmdet - INFO - Epoch [11][1950/3665] lr: 2.000e-05, eta: 14:03:29, time: 9.523, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1862, interm_loss_bbox: 0.1504, interm_loss_iou: 0.3666, loss_cls: 0.1571, loss_bbox: 0.1350, loss_iou: 0.3406, d0.loss_cls: 0.1966, d0.loss_bbox: 0.1385, d0.loss_iou: 0.3452, d1.loss_cls: 0.1705, d1.loss_bbox: 0.1375, d1.loss_iou: 0.3438, d2.loss_cls: 0.1631, d2.loss_bbox: 0.1353, d2.loss_iou: 0.3408, d3.loss_cls: 0.1599, d3.loss_bbox: 0.1342, d3.loss_iou: 0.3400, d4.loss_cls: 0.1574, d4.loss_bbox: 0.1350, d4.loss_iou: 0.3407, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1785, dn_loss_iou: 0.2852, d0.dn_loss_cls: 0.0446, d0.dn_loss_bbox: 0.2661, d0.dn_loss_iou: 0.3773, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.1964, d1.dn_loss_iou: 0.3058, d2.dn_loss_cls: 0.0185, d2.dn_loss_bbox: 0.1841, d2.dn_loss_iou: 0.2921, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1793, d3.dn_loss_iou: 0.2866, d4.dn_loss_cls: 0.0152, d4.dn_loss_bbox: 0.1786, d4.dn_loss_iou: 0.2851, loss: 7.7222 2024-06-07 17:56:48,547 - mmdet - INFO - Epoch [11][2000/3665] lr: 2.000e-05, eta: 13:55:41, time: 9.650, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1806, interm_loss_bbox: 0.1478, interm_loss_iou: 0.3621, loss_cls: 0.1520, loss_bbox: 0.1334, loss_iou: 0.3381, d0.loss_cls: 0.1904, d0.loss_bbox: 0.1362, d0.loss_iou: 0.3432, d1.loss_cls: 0.1646, d1.loss_bbox: 0.1352, d1.loss_iou: 0.3407, d2.loss_cls: 0.1572, d2.loss_bbox: 0.1336, d2.loss_iou: 0.3379, d3.loss_cls: 0.1534, d3.loss_bbox: 0.1340, d3.loss_iou: 0.3378, d4.loss_cls: 0.1524, d4.loss_bbox: 0.1336, d4.loss_iou: 0.3375, dn_loss_cls: 0.0153, dn_loss_bbox: 0.1799, dn_loss_iou: 0.2800, d0.dn_loss_cls: 0.0457, d0.dn_loss_bbox: 0.2743, d0.dn_loss_iou: 0.3753, d1.dn_loss_cls: 0.0238, d1.dn_loss_bbox: 0.1995, d1.dn_loss_iou: 0.3017, d2.dn_loss_cls: 0.0189, d2.dn_loss_bbox: 0.1858, d2.dn_loss_iou: 0.2870, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1807, d3.dn_loss_iou: 0.2816, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1799, d4.dn_loss_iou: 0.2800, loss: 7.6427 2024-06-07 18:04:49,633 - mmdet - INFO - Epoch [11][2050/3665] lr: 2.000e-05, eta: 13:47:52, time: 9.622, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1871, interm_loss_bbox: 0.1504, interm_loss_iou: 0.3717, loss_cls: 0.1579, loss_bbox: 0.1340, loss_iou: 0.3440, d0.loss_cls: 0.1969, d0.loss_bbox: 0.1382, d0.loss_iou: 0.3509, d1.loss_cls: 0.1712, d1.loss_bbox: 0.1365, d1.loss_iou: 0.3484, d2.loss_cls: 0.1638, d2.loss_bbox: 0.1341, d2.loss_iou: 0.3439, d3.loss_cls: 0.1599, d3.loss_bbox: 0.1338, d3.loss_iou: 0.3438, d4.loss_cls: 0.1583, d4.loss_bbox: 0.1340, d4.loss_iou: 0.3438, dn_loss_cls: 0.0159, dn_loss_bbox: 0.1847, dn_loss_iou: 0.2864, d0.dn_loss_cls: 0.0462, d0.dn_loss_bbox: 0.2767, d0.dn_loss_iou: 0.3804, d1.dn_loss_cls: 0.0243, d1.dn_loss_bbox: 0.2031, d1.dn_loss_iou: 0.3070, d2.dn_loss_cls: 0.0195, d2.dn_loss_bbox: 0.1902, d2.dn_loss_iou: 0.2933, d3.dn_loss_cls: 0.0171, d3.dn_loss_bbox: 0.1855, d3.dn_loss_iou: 0.2879, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1847, d4.dn_loss_iou: 0.2863, loss: 7.8081 2024-06-07 18:12:45,253 - mmdet - INFO - Epoch [11][2100/3665] lr: 2.000e-05, eta: 13:40:02, time: 9.512, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1852, interm_loss_bbox: 0.1489, interm_loss_iou: 0.3712, loss_cls: 0.1560, loss_bbox: 0.1333, loss_iou: 0.3450, d0.loss_cls: 0.1965, d0.loss_bbox: 0.1365, d0.loss_iou: 0.3510, d1.loss_cls: 0.1685, d1.loss_bbox: 0.1366, d1.loss_iou: 0.3489, d2.loss_cls: 0.1624, d2.loss_bbox: 0.1335, d2.loss_iou: 0.3457, d3.loss_cls: 0.1582, d3.loss_bbox: 0.1337, d3.loss_iou: 0.3452, d4.loss_cls: 0.1563, d4.loss_bbox: 0.1337, d4.loss_iou: 0.3453, dn_loss_cls: 0.0162, dn_loss_bbox: 0.1885, dn_loss_iou: 0.2930, d0.dn_loss_cls: 0.0468, d0.dn_loss_bbox: 0.2846, d0.dn_loss_iou: 0.3903, d1.dn_loss_cls: 0.0249, d1.dn_loss_bbox: 0.2088, d1.dn_loss_iou: 0.3154, d2.dn_loss_cls: 0.0199, d2.dn_loss_bbox: 0.1949, d2.dn_loss_iou: 0.3007, d3.dn_loss_cls: 0.0173, d3.dn_loss_bbox: 0.1896, d3.dn_loss_iou: 0.2946, d4.dn_loss_cls: 0.0166, d4.dn_loss_bbox: 0.1885, d4.dn_loss_iou: 0.2929, loss: 7.8752 2024-06-07 18:20:32,241 - mmdet - INFO - Epoch [11][2150/3665] lr: 2.000e-05, eta: 13:32:11, time: 9.340, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1836, interm_loss_bbox: 0.1458, interm_loss_iou: 0.3747, loss_cls: 0.1550, loss_bbox: 0.1308, loss_iou: 0.3491, d0.loss_cls: 0.1958, d0.loss_bbox: 0.1330, d0.loss_iou: 0.3532, d1.loss_cls: 0.1672, d1.loss_bbox: 0.1331, d1.loss_iou: 0.3533, d2.loss_cls: 0.1596, d2.loss_bbox: 0.1313, d2.loss_iou: 0.3503, d3.loss_cls: 0.1570, d3.loss_bbox: 0.1306, d3.loss_iou: 0.3488, d4.loss_cls: 0.1557, d4.loss_bbox: 0.1304, d4.loss_iou: 0.3489, dn_loss_cls: 0.0155, dn_loss_bbox: 0.1831, dn_loss_iou: 0.2953, d0.dn_loss_cls: 0.0450, d0.dn_loss_bbox: 0.2720, d0.dn_loss_iou: 0.3912, d1.dn_loss_cls: 0.0234, d1.dn_loss_bbox: 0.2019, d1.dn_loss_iou: 0.3174, d2.dn_loss_cls: 0.0189, d2.dn_loss_bbox: 0.1889, d2.dn_loss_iou: 0.3026, d3.dn_loss_cls: 0.0165, d3.dn_loss_bbox: 0.1838, d3.dn_loss_iou: 0.2968, d4.dn_loss_cls: 0.0157, d4.dn_loss_bbox: 0.1831, d4.dn_loss_iou: 0.2952, loss: 7.8338 2024-06-07 18:28:28,710 - mmdet - INFO - Epoch [11][2200/3665] lr: 2.000e-05, eta: 13:24:22, time: 9.529, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1860, interm_loss_bbox: 0.1490, interm_loss_iou: 0.3605, loss_cls: 0.1547, loss_bbox: 0.1321, loss_iou: 0.3346, d0.loss_cls: 0.1959, d0.loss_bbox: 0.1357, d0.loss_iou: 0.3386, d1.loss_cls: 0.1690, d1.loss_bbox: 0.1343, d1.loss_iou: 0.3365, d2.loss_cls: 0.1604, d2.loss_bbox: 0.1323, d2.loss_iou: 0.3347, d3.loss_cls: 0.1567, d3.loss_bbox: 0.1325, d3.loss_iou: 0.3343, d4.loss_cls: 0.1550, d4.loss_bbox: 0.1325, d4.loss_iou: 0.3346, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1895, dn_loss_iou: 0.2830, d0.dn_loss_cls: 0.0452, d0.dn_loss_bbox: 0.2857, d0.dn_loss_iou: 0.3797, d1.dn_loss_cls: 0.0233, d1.dn_loss_bbox: 0.2102, d1.dn_loss_iou: 0.3053, d2.dn_loss_cls: 0.0185, d2.dn_loss_bbox: 0.1958, d2.dn_loss_iou: 0.2904, d3.dn_loss_cls: 0.0162, d3.dn_loss_bbox: 0.1904, d3.dn_loss_iou: 0.2846, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1895, d4.dn_loss_iou: 0.2830, loss: 7.7206 2024-06-07 18:36:15,522 - mmdet - INFO - Epoch [11][2250/3665] lr: 2.000e-05, eta: 13:16:31, time: 9.336, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1815, interm_loss_bbox: 0.1484, interm_loss_iou: 0.3639, loss_cls: 0.1520, loss_bbox: 0.1343, loss_iou: 0.3388, d0.loss_cls: 0.1921, d0.loss_bbox: 0.1369, d0.loss_iou: 0.3432, d1.loss_cls: 0.1655, d1.loss_bbox: 0.1368, d1.loss_iou: 0.3427, d2.loss_cls: 0.1580, d2.loss_bbox: 0.1343, d2.loss_iou: 0.3392, d3.loss_cls: 0.1545, d3.loss_bbox: 0.1343, d3.loss_iou: 0.3387, d4.loss_cls: 0.1524, d4.loss_bbox: 0.1347, d4.loss_iou: 0.3392, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1831, dn_loss_iou: 0.2829, d0.dn_loss_cls: 0.0446, d0.dn_loss_bbox: 0.2760, d0.dn_loss_iou: 0.3779, d1.dn_loss_cls: 0.0234, d1.dn_loss_bbox: 0.2021, d1.dn_loss_iou: 0.3043, d2.dn_loss_cls: 0.0186, d2.dn_loss_bbox: 0.1891, d2.dn_loss_iou: 0.2902, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1841, d3.dn_loss_iou: 0.2845, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1832, d4.dn_loss_iou: 0.2829, loss: 7.6948 2024-06-07 18:44:06,433 - mmdet - INFO - Epoch [11][2300/3665] lr: 2.000e-05, eta: 13:08:40, time: 9.418, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1854, interm_loss_bbox: 0.1529, interm_loss_iou: 0.3534, loss_cls: 0.1569, loss_bbox: 0.1375, loss_iou: 0.3271, d0.loss_cls: 0.1965, d0.loss_bbox: 0.1397, d0.loss_iou: 0.3329, d1.loss_cls: 0.1707, d1.loss_bbox: 0.1392, d1.loss_iou: 0.3309, d2.loss_cls: 0.1633, d2.loss_bbox: 0.1368, d2.loss_iou: 0.3270, d3.loss_cls: 0.1589, d3.loss_bbox: 0.1370, d3.loss_iou: 0.3268, d4.loss_cls: 0.1572, d4.loss_bbox: 0.1374, d4.loss_iou: 0.3271, dn_loss_cls: 0.0156, dn_loss_bbox: 0.1894, dn_loss_iou: 0.2843, d0.dn_loss_cls: 0.0462, d0.dn_loss_bbox: 0.2846, d0.dn_loss_iou: 0.3804, d1.dn_loss_cls: 0.0239, d1.dn_loss_bbox: 0.2103, d1.dn_loss_iou: 0.3065, d2.dn_loss_cls: 0.0192, d2.dn_loss_bbox: 0.1964, d2.dn_loss_iou: 0.2920, d3.dn_loss_cls: 0.0167, d3.dn_loss_bbox: 0.1904, d3.dn_loss_iou: 0.2859, d4.dn_loss_cls: 0.0159, d4.dn_loss_bbox: 0.1894, d4.dn_loss_iou: 0.2842, loss: 7.7258 2024-06-07 18:52:02,883 - mmdet - INFO - Exp name: dino_4scale_internvit_h6b_1024_768_fpn_1x_coco_bs32_ms.py 2024-06-07 18:52:02,884 - mmdet - INFO - Epoch [11][2350/3665] lr: 2.000e-05, eta: 13:00:51, time: 9.529, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1854, interm_loss_bbox: 0.1496, interm_loss_iou: 0.3652, loss_cls: 0.1563, loss_bbox: 0.1358, loss_iou: 0.3406, d0.loss_cls: 0.1958, d0.loss_bbox: 0.1387, d0.loss_iou: 0.3459, d1.loss_cls: 0.1689, d1.loss_bbox: 0.1383, d1.loss_iou: 0.3442, d2.loss_cls: 0.1625, d2.loss_bbox: 0.1353, d2.loss_iou: 0.3404, d3.loss_cls: 0.1584, d3.loss_bbox: 0.1354, d3.loss_iou: 0.3409, d4.loss_cls: 0.1573, d4.loss_bbox: 0.1355, d4.loss_iou: 0.3400, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1799, dn_loss_iou: 0.2857, d0.dn_loss_cls: 0.0453, d0.dn_loss_bbox: 0.2689, d0.dn_loss_iou: 0.3796, d1.dn_loss_cls: 0.0237, d1.dn_loss_bbox: 0.1980, d1.dn_loss_iou: 0.3061, d2.dn_loss_cls: 0.0192, d2.dn_loss_bbox: 0.1852, d2.dn_loss_iou: 0.2924, d3.dn_loss_cls: 0.0168, d3.dn_loss_bbox: 0.1805, d3.dn_loss_iou: 0.2870, d4.dn_loss_cls: 0.0160, d4.dn_loss_bbox: 0.1799, d4.dn_loss_iou: 0.2856, loss: 7.7359 2024-06-07 18:59:54,916 - mmdet - INFO - Epoch [11][2400/3665] lr: 2.000e-05, eta: 12:53:01, time: 9.441, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1844, interm_loss_bbox: 0.1517, interm_loss_iou: 0.3743, loss_cls: 0.1578, loss_bbox: 0.1338, loss_iou: 0.3434, d0.loss_cls: 0.1959, d0.loss_bbox: 0.1387, d0.loss_iou: 0.3523, d1.loss_cls: 0.1701, d1.loss_bbox: 0.1369, d1.loss_iou: 0.3484, d2.loss_cls: 0.1633, d2.loss_bbox: 0.1343, d2.loss_iou: 0.3442, d3.loss_cls: 0.1598, d3.loss_bbox: 0.1340, d3.loss_iou: 0.3435, d4.loss_cls: 0.1580, d4.loss_bbox: 0.1339, d4.loss_iou: 0.3435, dn_loss_cls: 0.0156, dn_loss_bbox: 0.1829, dn_loss_iou: 0.2920, d0.dn_loss_cls: 0.0458, d0.dn_loss_bbox: 0.2755, d0.dn_loss_iou: 0.3895, d1.dn_loss_cls: 0.0240, d1.dn_loss_bbox: 0.2023, d1.dn_loss_iou: 0.3141, d2.dn_loss_cls: 0.0192, d2.dn_loss_bbox: 0.1888, d2.dn_loss_iou: 0.2992, d3.dn_loss_cls: 0.0168, d3.dn_loss_bbox: 0.1837, d3.dn_loss_iou: 0.2934, d4.dn_loss_cls: 0.0159, d4.dn_loss_bbox: 0.1829, d4.dn_loss_iou: 0.2919, loss: 7.8356 2024-06-07 19:07:49,794 - mmdet - INFO - Epoch [11][2450/3665] lr: 2.000e-05, eta: 12:45:11, time: 9.498, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1797, interm_loss_bbox: 0.1511, interm_loss_iou: 0.3594, loss_cls: 0.1504, loss_bbox: 0.1355, loss_iou: 0.3331, d0.loss_cls: 0.1903, d0.loss_bbox: 0.1395, d0.loss_iou: 0.3389, d1.loss_cls: 0.1627, d1.loss_bbox: 0.1386, d1.loss_iou: 0.3371, d2.loss_cls: 0.1557, d2.loss_bbox: 0.1357, d2.loss_iou: 0.3345, d3.loss_cls: 0.1524, d3.loss_bbox: 0.1355, d3.loss_iou: 0.3336, d4.loss_cls: 0.1508, d4.loss_bbox: 0.1354, d4.loss_iou: 0.3332, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1830, dn_loss_iou: 0.2826, d0.dn_loss_cls: 0.0447, d0.dn_loss_bbox: 0.2718, d0.dn_loss_iou: 0.3775, d1.dn_loss_cls: 0.0233, d1.dn_loss_bbox: 0.2004, d1.dn_loss_iou: 0.3033, d2.dn_loss_cls: 0.0186, d2.dn_loss_bbox: 0.1881, d2.dn_loss_iou: 0.2894, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1836, d3.dn_loss_iou: 0.2840, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1830, d4.dn_loss_iou: 0.2826, loss: 7.6455 2024-06-07 19:15:40,067 - mmdet - INFO - Epoch [11][2500/3665] lr: 2.000e-05, eta: 12:37:20, time: 9.405, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1890, interm_loss_bbox: 0.1477, interm_loss_iou: 0.3808, loss_cls: 0.1582, loss_bbox: 0.1339, loss_iou: 0.3547, d0.loss_cls: 0.1985, d0.loss_bbox: 0.1365, d0.loss_iou: 0.3599, d1.loss_cls: 0.1708, d1.loss_bbox: 0.1369, d1.loss_iou: 0.3596, d2.loss_cls: 0.1640, d2.loss_bbox: 0.1339, d2.loss_iou: 0.3552, d3.loss_cls: 0.1603, d3.loss_bbox: 0.1334, d3.loss_iou: 0.3545, d4.loss_cls: 0.1589, d4.loss_bbox: 0.1335, d4.loss_iou: 0.3544, dn_loss_cls: 0.0159, dn_loss_bbox: 0.1839, dn_loss_iou: 0.2973, d0.dn_loss_cls: 0.0462, d0.dn_loss_bbox: 0.2729, d0.dn_loss_iou: 0.3938, d1.dn_loss_cls: 0.0245, d1.dn_loss_bbox: 0.2022, d1.dn_loss_iou: 0.3191, d2.dn_loss_cls: 0.0195, d2.dn_loss_bbox: 0.1896, d2.dn_loss_iou: 0.3045, d3.dn_loss_cls: 0.0170, d3.dn_loss_bbox: 0.1846, d3.dn_loss_iou: 0.2987, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1839, d4.dn_loss_iou: 0.2972, loss: 7.9418 2024-06-07 19:23:33,616 - mmdet - INFO - Epoch [11][2550/3665] lr: 2.000e-05, eta: 12:29:30, time: 9.471, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1799, interm_loss_bbox: 0.1440, interm_loss_iou: 0.3745, loss_cls: 0.1524, loss_bbox: 0.1290, loss_iou: 0.3487, d0.loss_cls: 0.1912, d0.loss_bbox: 0.1326, d0.loss_iou: 0.3546, d1.loss_cls: 0.1649, d1.loss_bbox: 0.1313, d1.loss_iou: 0.3529, d2.loss_cls: 0.1577, d2.loss_bbox: 0.1294, d2.loss_iou: 0.3498, d3.loss_cls: 0.1544, d3.loss_bbox: 0.1285, d3.loss_iou: 0.3487, d4.loss_cls: 0.1527, d4.loss_bbox: 0.1288, d4.loss_iou: 0.3488, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1699, dn_loss_iou: 0.2844, d0.dn_loss_cls: 0.0445, d0.dn_loss_bbox: 0.2630, d0.dn_loss_iou: 0.3800, d1.dn_loss_cls: 0.0228, d1.dn_loss_bbox: 0.1892, d1.dn_loss_iou: 0.3057, d2.dn_loss_cls: 0.0182, d2.dn_loss_bbox: 0.1758, d2.dn_loss_iou: 0.2913, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1708, d3.dn_loss_iou: 0.2858, d4.dn_loss_cls: 0.0151, d4.dn_loss_bbox: 0.1699, d4.dn_loss_iou: 0.2843, loss: 7.6565 2024-06-07 19:31:19,826 - mmdet - INFO - Epoch [11][2600/3665] lr: 2.000e-05, eta: 12:21:39, time: 9.324, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1796, interm_loss_bbox: 0.1512, interm_loss_iou: 0.3634, loss_cls: 0.1508, loss_bbox: 0.1371, loss_iou: 0.3377, d0.loss_cls: 0.1897, d0.loss_bbox: 0.1399, d0.loss_iou: 0.3450, d1.loss_cls: 0.1641, d1.loss_bbox: 0.1391, d1.loss_iou: 0.3419, d2.loss_cls: 0.1569, d2.loss_bbox: 0.1370, d2.loss_iou: 0.3382, d3.loss_cls: 0.1526, d3.loss_bbox: 0.1366, d3.loss_iou: 0.3377, d4.loss_cls: 0.1513, d4.loss_bbox: 0.1368, d4.loss_iou: 0.3376, dn_loss_cls: 0.0159, dn_loss_bbox: 0.1867, dn_loss_iou: 0.2951, d0.dn_loss_cls: 0.0453, d0.dn_loss_bbox: 0.2709, d0.dn_loss_iou: 0.3883, d1.dn_loss_cls: 0.0243, d1.dn_loss_bbox: 0.2044, d1.dn_loss_iou: 0.3164, d2.dn_loss_cls: 0.0195, d2.dn_loss_bbox: 0.1920, d2.dn_loss_iou: 0.3020, d3.dn_loss_cls: 0.0171, d3.dn_loss_bbox: 0.1872, d3.dn_loss_iou: 0.2964, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1868, d4.dn_loss_iou: 0.2950, loss: 7.7841 2024-06-07 19:39:06,313 - mmdet - INFO - Epoch [11][2650/3665] lr: 2.000e-05, eta: 12:13:49, time: 9.330, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1833, interm_loss_bbox: 0.1453, interm_loss_iou: 0.3613, loss_cls: 0.1543, loss_bbox: 0.1308, loss_iou: 0.3364, d0.loss_cls: 0.1930, d0.loss_bbox: 0.1347, d0.loss_iou: 0.3413, d1.loss_cls: 0.1666, d1.loss_bbox: 0.1343, d1.loss_iou: 0.3409, d2.loss_cls: 0.1605, d2.loss_bbox: 0.1314, d2.loss_iou: 0.3371, d3.loss_cls: 0.1560, d3.loss_bbox: 0.1313, d3.loss_iou: 0.3364, d4.loss_cls: 0.1549, d4.loss_bbox: 0.1308, d4.loss_iou: 0.3364, dn_loss_cls: 0.0154, dn_loss_bbox: 0.1807, dn_loss_iou: 0.2893, d0.dn_loss_cls: 0.0455, d0.dn_loss_bbox: 0.2693, d0.dn_loss_iou: 0.3836, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.1984, d1.dn_loss_iou: 0.3104, d2.dn_loss_cls: 0.0188, d2.dn_loss_bbox: 0.1861, d2.dn_loss_iou: 0.2964, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1814, d3.dn_loss_iou: 0.2908, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1808, d4.dn_loss_iou: 0.2892, loss: 7.6888 2024-06-07 19:46:54,000 - mmdet - INFO - Epoch [11][2700/3665] lr: 2.000e-05, eta: 12:05:58, time: 9.354, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1832, interm_loss_bbox: 0.1517, interm_loss_iou: 0.3637, loss_cls: 0.1539, loss_bbox: 0.1363, loss_iou: 0.3389, d0.loss_cls: 0.1936, d0.loss_bbox: 0.1397, d0.loss_iou: 0.3443, d1.loss_cls: 0.1661, d1.loss_bbox: 0.1404, d1.loss_iou: 0.3440, d2.loss_cls: 0.1604, d2.loss_bbox: 0.1366, d2.loss_iou: 0.3387, d3.loss_cls: 0.1568, d3.loss_bbox: 0.1356, d3.loss_iou: 0.3381, d4.loss_cls: 0.1546, d4.loss_bbox: 0.1361, d4.loss_iou: 0.3386, dn_loss_cls: 0.0156, dn_loss_bbox: 0.1889, dn_loss_iou: 0.2871, d0.dn_loss_cls: 0.0451, d0.dn_loss_bbox: 0.2827, d0.dn_loss_iou: 0.3836, d1.dn_loss_cls: 0.0237, d1.dn_loss_bbox: 0.2084, d1.dn_loss_iou: 0.3094, d2.dn_loss_cls: 0.0189, d2.dn_loss_bbox: 0.1948, d2.dn_loss_iou: 0.2944, d3.dn_loss_cls: 0.0166, d3.dn_loss_bbox: 0.1898, d3.dn_loss_iou: 0.2887, d4.dn_loss_cls: 0.0158, d4.dn_loss_bbox: 0.1889, d4.dn_loss_iou: 0.2871, loss: 7.7912 2024-06-07 19:54:47,634 - mmdet - INFO - Epoch [11][2750/3665] lr: 2.000e-05, eta: 11:58:08, time: 9.473, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1805, interm_loss_bbox: 0.1525, interm_loss_iou: 0.3531, loss_cls: 0.1532, loss_bbox: 0.1361, loss_iou: 0.3268, d0.loss_cls: 0.1907, d0.loss_bbox: 0.1409, d0.loss_iou: 0.3333, d1.loss_cls: 0.1638, d1.loss_bbox: 0.1399, d1.loss_iou: 0.3328, d2.loss_cls: 0.1580, d2.loss_bbox: 0.1372, d2.loss_iou: 0.3277, d3.loss_cls: 0.1550, d3.loss_bbox: 0.1361, d3.loss_iou: 0.3262, d4.loss_cls: 0.1534, d4.loss_bbox: 0.1363, d4.loss_iou: 0.3272, dn_loss_cls: 0.0152, dn_loss_bbox: 0.1936, dn_loss_iou: 0.2801, d0.dn_loss_cls: 0.0448, d0.dn_loss_bbox: 0.2880, d0.dn_loss_iou: 0.3761, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.2135, d1.dn_loss_iou: 0.3018, d2.dn_loss_cls: 0.0185, d2.dn_loss_bbox: 0.2000, d2.dn_loss_iou: 0.2875, d3.dn_loss_cls: 0.0162, d3.dn_loss_bbox: 0.1945, d3.dn_loss_iou: 0.2816, d4.dn_loss_cls: 0.0154, d4.dn_loss_bbox: 0.1936, d4.dn_loss_iou: 0.2800, loss: 7.6846 2024-06-07 20:02:40,591 - mmdet - INFO - Epoch [11][2800/3665] lr: 2.000e-05, eta: 11:50:18, time: 9.459, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1814, interm_loss_bbox: 0.1487, interm_loss_iou: 0.3648, loss_cls: 0.1529, loss_bbox: 0.1332, loss_iou: 0.3394, d0.loss_cls: 0.1911, d0.loss_bbox: 0.1366, d0.loss_iou: 0.3460, d1.loss_cls: 0.1646, d1.loss_bbox: 0.1372, d1.loss_iou: 0.3442, d2.loss_cls: 0.1578, d2.loss_bbox: 0.1343, d2.loss_iou: 0.3409, d3.loss_cls: 0.1549, d3.loss_bbox: 0.1333, d3.loss_iou: 0.3391, d4.loss_cls: 0.1531, d4.loss_bbox: 0.1332, d4.loss_iou: 0.3398, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1834, dn_loss_iou: 0.2900, d0.dn_loss_cls: 0.0449, d0.dn_loss_bbox: 0.2740, d0.dn_loss_iou: 0.3864, d1.dn_loss_cls: 0.0230, d1.dn_loss_bbox: 0.2029, d1.dn_loss_iou: 0.3120, d2.dn_loss_cls: 0.0181, d2.dn_loss_bbox: 0.1894, d2.dn_loss_iou: 0.2974, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1843, d3.dn_loss_iou: 0.2915, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1834, d4.dn_loss_iou: 0.2899, loss: 7.7422 2024-06-07 20:10:40,816 - mmdet - INFO - Epoch [11][2850/3665] lr: 2.000e-05, eta: 11:42:28, time: 9.604, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1860, interm_loss_bbox: 0.1468, interm_loss_iou: 0.3787, loss_cls: 0.1554, loss_bbox: 0.1327, loss_iou: 0.3527, d0.loss_cls: 0.1975, d0.loss_bbox: 0.1348, d0.loss_iou: 0.3567, d1.loss_cls: 0.1687, d1.loss_bbox: 0.1354, d1.loss_iou: 0.3565, d2.loss_cls: 0.1605, d2.loss_bbox: 0.1340, d2.loss_iou: 0.3552, d3.loss_cls: 0.1581, d3.loss_bbox: 0.1324, d3.loss_iou: 0.3526, d4.loss_cls: 0.1563, d4.loss_bbox: 0.1327, d4.loss_iou: 0.3525, dn_loss_cls: 0.0158, dn_loss_bbox: 0.1776, dn_loss_iou: 0.2911, d0.dn_loss_cls: 0.0453, d0.dn_loss_bbox: 0.2680, d0.dn_loss_iou: 0.3858, d1.dn_loss_cls: 0.0238, d1.dn_loss_bbox: 0.1965, d1.dn_loss_iou: 0.3123, d2.dn_loss_cls: 0.0193, d2.dn_loss_bbox: 0.1835, d2.dn_loss_iou: 0.2981, d3.dn_loss_cls: 0.0169, d3.dn_loss_bbox: 0.1784, d3.dn_loss_iou: 0.2925, d4.dn_loss_cls: 0.0161, d4.dn_loss_bbox: 0.1776, d4.dn_loss_iou: 0.2910, loss: 7.8258 2024-06-07 20:18:25,569 - mmdet - INFO - Epoch [11][2900/3665] lr: 2.000e-05, eta: 11:34:37, time: 9.295, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1882, interm_loss_bbox: 0.1470, interm_loss_iou: 0.3688, loss_cls: 0.1569, loss_bbox: 0.1335, loss_iou: 0.3451, d0.loss_cls: 0.1979, d0.loss_bbox: 0.1351, d0.loss_iou: 0.3486, d1.loss_cls: 0.1717, d1.loss_bbox: 0.1351, d1.loss_iou: 0.3476, d2.loss_cls: 0.1622, d2.loss_bbox: 0.1341, d2.loss_iou: 0.3465, d3.loss_cls: 0.1592, d3.loss_bbox: 0.1333, d3.loss_iou: 0.3448, d4.loss_cls: 0.1578, d4.loss_bbox: 0.1332, d4.loss_iou: 0.3446, dn_loss_cls: 0.0160, dn_loss_bbox: 0.1838, dn_loss_iou: 0.2884, d0.dn_loss_cls: 0.0467, d0.dn_loss_bbox: 0.2741, d0.dn_loss_iou: 0.3832, d1.dn_loss_cls: 0.0245, d1.dn_loss_bbox: 0.2023, d1.dn_loss_iou: 0.3100, d2.dn_loss_cls: 0.0198, d2.dn_loss_bbox: 0.1899, d2.dn_loss_iou: 0.2956, d3.dn_loss_cls: 0.0172, d3.dn_loss_bbox: 0.1844, d3.dn_loss_iou: 0.2898, d4.dn_loss_cls: 0.0163, d4.dn_loss_bbox: 0.1838, d4.dn_loss_iou: 0.2884, loss: 7.8056 2024-06-07 20:26:22,363 - mmdet - INFO - Epoch [11][2950/3665] lr: 2.000e-05, eta: 11:26:48, time: 9.536, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1838, interm_loss_bbox: 0.1481, interm_loss_iou: 0.3583, loss_cls: 0.1520, loss_bbox: 0.1341, loss_iou: 0.3329, d0.loss_cls: 0.1934, d0.loss_bbox: 0.1378, d0.loss_iou: 0.3388, d1.loss_cls: 0.1658, d1.loss_bbox: 0.1365, d1.loss_iou: 0.3360, d2.loss_cls: 0.1594, d2.loss_bbox: 0.1338, d2.loss_iou: 0.3318, d3.loss_cls: 0.1540, d3.loss_bbox: 0.1343, d3.loss_iou: 0.3327, d4.loss_cls: 0.1531, d4.loss_bbox: 0.1336, d4.loss_iou: 0.3322, dn_loss_cls: 0.0155, dn_loss_bbox: 0.1854, dn_loss_iou: 0.2849, d0.dn_loss_cls: 0.0455, d0.dn_loss_bbox: 0.2739, d0.dn_loss_iou: 0.3795, d1.dn_loss_cls: 0.0239, d1.dn_loss_bbox: 0.2040, d1.dn_loss_iou: 0.3063, d2.dn_loss_cls: 0.0191, d2.dn_loss_bbox: 0.1913, d2.dn_loss_iou: 0.2921, d3.dn_loss_cls: 0.0166, d3.dn_loss_bbox: 0.1863, d3.dn_loss_iou: 0.2864, d4.dn_loss_cls: 0.0158, d4.dn_loss_bbox: 0.1855, d4.dn_loss_iou: 0.2849, loss: 7.6794 2024-06-07 20:34:11,552 - mmdet - INFO - Epoch [11][3000/3665] lr: 2.000e-05, eta: 11:18:57, time: 9.384, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1803, interm_loss_bbox: 0.1487, interm_loss_iou: 0.3658, loss_cls: 0.1507, loss_bbox: 0.1327, loss_iou: 0.3380, d0.loss_cls: 0.1927, d0.loss_bbox: 0.1353, d0.loss_iou: 0.3432, d1.loss_cls: 0.1640, d1.loss_bbox: 0.1360, d1.loss_iou: 0.3420, d2.loss_cls: 0.1568, d2.loss_bbox: 0.1327, d2.loss_iou: 0.3382, d3.loss_cls: 0.1535, d3.loss_bbox: 0.1325, d3.loss_iou: 0.3370, d4.loss_cls: 0.1517, d4.loss_bbox: 0.1325, d4.loss_iou: 0.3376, dn_loss_cls: 0.0142, dn_loss_bbox: 0.1827, dn_loss_iou: 0.2862, d0.dn_loss_cls: 0.0443, d0.dn_loss_bbox: 0.2747, d0.dn_loss_iou: 0.3825, d1.dn_loss_cls: 0.0227, d1.dn_loss_bbox: 0.2024, d1.dn_loss_iou: 0.3081, d2.dn_loss_cls: 0.0178, d2.dn_loss_bbox: 0.1884, d2.dn_loss_iou: 0.2935, d3.dn_loss_cls: 0.0155, d3.dn_loss_bbox: 0.1833, d3.dn_loss_iou: 0.2877, d4.dn_loss_cls: 0.0146, d4.dn_loss_bbox: 0.1827, d4.dn_loss_iou: 0.2861, loss: 7.6895 2024-06-07 20:42:09,659 - mmdet - INFO - Epoch [11][3050/3665] lr: 2.000e-05, eta: 11:11:08, time: 9.562, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1787, interm_loss_bbox: 0.1457, interm_loss_iou: 0.3573, loss_cls: 0.1505, loss_bbox: 0.1321, loss_iou: 0.3327, d0.loss_cls: 0.1887, d0.loss_bbox: 0.1343, d0.loss_iou: 0.3369, d1.loss_cls: 0.1624, d1.loss_bbox: 0.1333, d1.loss_iou: 0.3366, d2.loss_cls: 0.1560, d2.loss_bbox: 0.1312, d2.loss_iou: 0.3331, d3.loss_cls: 0.1526, d3.loss_bbox: 0.1314, d3.loss_iou: 0.3323, d4.loss_cls: 0.1511, d4.loss_bbox: 0.1316, d4.loss_iou: 0.3326, dn_loss_cls: 0.0144, dn_loss_bbox: 0.1711, dn_loss_iou: 0.2760, d0.dn_loss_cls: 0.0439, d0.dn_loss_bbox: 0.2622, d0.dn_loss_iou: 0.3717, d1.dn_loss_cls: 0.0225, d1.dn_loss_bbox: 0.1898, d1.dn_loss_iou: 0.2972, d2.dn_loss_cls: 0.0180, d2.dn_loss_bbox: 0.1770, d2.dn_loss_iou: 0.2831, d3.dn_loss_cls: 0.0155, d3.dn_loss_bbox: 0.1720, d3.dn_loss_iou: 0.2774, d4.dn_loss_cls: 0.0147, d4.dn_loss_bbox: 0.1711, d4.dn_loss_iou: 0.2759, loss: 7.4949 2024-06-07 20:50:17,307 - mmdet - INFO - Epoch [11][3100/3665] lr: 2.000e-05, eta: 11:03:19, time: 9.753, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1821, interm_loss_bbox: 0.1490, interm_loss_iou: 0.3670, loss_cls: 0.1551, loss_bbox: 0.1319, loss_iou: 0.3384, d0.loss_cls: 0.1924, d0.loss_bbox: 0.1378, d0.loss_iou: 0.3480, d1.loss_cls: 0.1664, d1.loss_bbox: 0.1366, d1.loss_iou: 0.3449, d2.loss_cls: 0.1594, d2.loss_bbox: 0.1336, d2.loss_iou: 0.3403, d3.loss_cls: 0.1560, d3.loss_bbox: 0.1328, d3.loss_iou: 0.3394, d4.loss_cls: 0.1556, d4.loss_bbox: 0.1317, d4.loss_iou: 0.3382, dn_loss_cls: 0.0158, dn_loss_bbox: 0.1803, dn_loss_iou: 0.2838, d0.dn_loss_cls: 0.0452, d0.dn_loss_bbox: 0.2729, d0.dn_loss_iou: 0.3794, d1.dn_loss_cls: 0.0238, d1.dn_loss_bbox: 0.1991, d1.dn_loss_iou: 0.3059, d2.dn_loss_cls: 0.0191, d2.dn_loss_bbox: 0.1855, d2.dn_loss_iou: 0.2911, d3.dn_loss_cls: 0.0167, d3.dn_loss_bbox: 0.1809, d3.dn_loss_iou: 0.2852, d4.dn_loss_cls: 0.0160, d4.dn_loss_bbox: 0.1803, d4.dn_loss_iou: 0.2838, loss: 7.7013 2024-06-07 20:58:15,688 - mmdet - INFO - Epoch [11][3150/3665] lr: 2.000e-05, eta: 10:55:29, time: 9.568, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1778, interm_loss_bbox: 0.1425, interm_loss_iou: 0.3741, loss_cls: 0.1497, loss_bbox: 0.1277, loss_iou: 0.3489, d0.loss_cls: 0.1877, d0.loss_bbox: 0.1312, d0.loss_iou: 0.3555, d1.loss_cls: 0.1607, d1.loss_bbox: 0.1317, d1.loss_iou: 0.3550, d2.loss_cls: 0.1541, d2.loss_bbox: 0.1286, d2.loss_iou: 0.3505, d3.loss_cls: 0.1508, d3.loss_bbox: 0.1279, d3.loss_iou: 0.3496, d4.loss_cls: 0.1501, d4.loss_bbox: 0.1278, d4.loss_iou: 0.3492, dn_loss_cls: 0.0153, dn_loss_bbox: 0.1748, dn_loss_iou: 0.2913, d0.dn_loss_cls: 0.0455, d0.dn_loss_bbox: 0.2599, d0.dn_loss_iou: 0.3852, d1.dn_loss_cls: 0.0238, d1.dn_loss_bbox: 0.1919, d1.dn_loss_iou: 0.3126, d2.dn_loss_cls: 0.0190, d2.dn_loss_bbox: 0.1796, d2.dn_loss_iou: 0.2983, d3.dn_loss_cls: 0.0165, d3.dn_loss_bbox: 0.1753, d3.dn_loss_iou: 0.2927, d4.dn_loss_cls: 0.0157, d4.dn_loss_bbox: 0.1748, d4.dn_loss_iou: 0.2912, loss: 7.6943 2024-06-07 21:06:09,934 - mmdet - INFO - Epoch [11][3200/3665] lr: 2.000e-05, eta: 10:47:39, time: 9.485, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1888, interm_loss_bbox: 0.1499, interm_loss_iou: 0.3721, loss_cls: 0.1598, loss_bbox: 0.1357, loss_iou: 0.3485, d0.loss_cls: 0.1973, d0.loss_bbox: 0.1386, d0.loss_iou: 0.3538, d1.loss_cls: 0.1726, d1.loss_bbox: 0.1374, d1.loss_iou: 0.3522, d2.loss_cls: 0.1651, d2.loss_bbox: 0.1359, d2.loss_iou: 0.3493, d3.loss_cls: 0.1623, d3.loss_bbox: 0.1354, d3.loss_iou: 0.3477, d4.loss_cls: 0.1607, d4.loss_bbox: 0.1357, d4.loss_iou: 0.3482, dn_loss_cls: 0.0159, dn_loss_bbox: 0.1854, dn_loss_iou: 0.2933, d0.dn_loss_cls: 0.0457, d0.dn_loss_bbox: 0.2760, d0.dn_loss_iou: 0.3878, d1.dn_loss_cls: 0.0240, d1.dn_loss_bbox: 0.2043, d1.dn_loss_iou: 0.3147, d2.dn_loss_cls: 0.0193, d2.dn_loss_bbox: 0.1915, d2.dn_loss_iou: 0.3005, d3.dn_loss_cls: 0.0170, d3.dn_loss_bbox: 0.1862, d3.dn_loss_iou: 0.2947, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1854, d4.dn_loss_iou: 0.2932, loss: 7.8980 2024-06-07 21:14:28,026 - mmdet - INFO - Epoch [11][3250/3665] lr: 2.000e-05, eta: 10:39:52, time: 9.962, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1823, interm_loss_bbox: 0.1495, interm_loss_iou: 0.3659, loss_cls: 0.1527, loss_bbox: 0.1349, loss_iou: 0.3387, d0.loss_cls: 0.1914, d0.loss_bbox: 0.1382, d0.loss_iou: 0.3468, d1.loss_cls: 0.1668, d1.loss_bbox: 0.1363, d1.loss_iou: 0.3423, d2.loss_cls: 0.1578, d2.loss_bbox: 0.1357, d2.loss_iou: 0.3400, d3.loss_cls: 0.1551, d3.loss_bbox: 0.1342, d3.loss_iou: 0.3379, d4.loss_cls: 0.1532, d4.loss_bbox: 0.1347, d4.loss_iou: 0.3383, dn_loss_cls: 0.0152, dn_loss_bbox: 0.1829, dn_loss_iou: 0.2831, d0.dn_loss_cls: 0.0454, d0.dn_loss_bbox: 0.2727, d0.dn_loss_iou: 0.3774, d1.dn_loss_cls: 0.0234, d1.dn_loss_bbox: 0.2004, d1.dn_loss_iou: 0.3034, d2.dn_loss_cls: 0.0188, d2.dn_loss_bbox: 0.1883, d2.dn_loss_iou: 0.2900, d3.dn_loss_cls: 0.0163, d3.dn_loss_bbox: 0.1835, d3.dn_loss_iou: 0.2845, d4.dn_loss_cls: 0.0155, d4.dn_loss_bbox: 0.1829, d4.dn_loss_iou: 0.2831, loss: 7.6994 2024-06-07 21:22:21,662 - mmdet - INFO - Epoch [11][3300/3665] lr: 2.000e-05, eta: 10:32:01, time: 9.473, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1783, interm_loss_bbox: 0.1437, interm_loss_iou: 0.3616, loss_cls: 0.1485, loss_bbox: 0.1299, loss_iou: 0.3373, d0.loss_cls: 0.1884, d0.loss_bbox: 0.1336, d0.loss_iou: 0.3435, d1.loss_cls: 0.1604, d1.loss_bbox: 0.1332, d1.loss_iou: 0.3419, d2.loss_cls: 0.1529, d2.loss_bbox: 0.1308, d2.loss_iou: 0.3388, d3.loss_cls: 0.1501, d3.loss_bbox: 0.1301, d3.loss_iou: 0.3374, d4.loss_cls: 0.1491, d4.loss_bbox: 0.1300, d4.loss_iou: 0.3371, dn_loss_cls: 0.0141, dn_loss_bbox: 0.1715, dn_loss_iou: 0.2809, d0.dn_loss_cls: 0.0433, d0.dn_loss_bbox: 0.2608, d0.dn_loss_iou: 0.3755, d1.dn_loss_cls: 0.0222, d1.dn_loss_bbox: 0.1907, d1.dn_loss_iou: 0.3021, d2.dn_loss_cls: 0.0174, d2.dn_loss_bbox: 0.1778, d2.dn_loss_iou: 0.2880, d3.dn_loss_cls: 0.0151, d3.dn_loss_bbox: 0.1726, d3.dn_loss_iou: 0.2824, d4.dn_loss_cls: 0.0143, d4.dn_loss_bbox: 0.1715, d4.dn_loss_iou: 0.2808, loss: 7.5374 2024-06-07 21:30:15,926 - mmdet - INFO - Exp name: dino_4scale_internvit_h6b_1024_768_fpn_1x_coco_bs32_ms.py 2024-06-07 21:30:15,926 - mmdet - INFO - Epoch [11][3350/3665] lr: 2.000e-05, eta: 10:24:11, time: 9.485, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1833, interm_loss_bbox: 0.1531, interm_loss_iou: 0.3698, loss_cls: 0.1570, loss_bbox: 0.1377, loss_iou: 0.3439, d0.loss_cls: 0.1955, d0.loss_bbox: 0.1408, d0.loss_iou: 0.3497, d1.loss_cls: 0.1687, d1.loss_bbox: 0.1407, d1.loss_iou: 0.3494, d2.loss_cls: 0.1612, d2.loss_bbox: 0.1388, d2.loss_iou: 0.3465, d3.loss_cls: 0.1589, d3.loss_bbox: 0.1380, d3.loss_iou: 0.3440, d4.loss_cls: 0.1573, d4.loss_bbox: 0.1381, d4.loss_iou: 0.3440, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1851, dn_loss_iou: 0.2917, d0.dn_loss_cls: 0.0453, d0.dn_loss_bbox: 0.2761, d0.dn_loss_iou: 0.3859, d1.dn_loss_cls: 0.0234, d1.dn_loss_bbox: 0.2044, d1.dn_loss_iou: 0.3136, d2.dn_loss_cls: 0.0185, d2.dn_loss_bbox: 0.1916, d2.dn_loss_iou: 0.2992, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1859, d3.dn_loss_iou: 0.2931, d4.dn_loss_cls: 0.0152, d4.dn_loss_bbox: 0.1851, d4.dn_loss_iou: 0.2916, loss: 7.8530 2024-06-07 21:38:14,628 - mmdet - INFO - Epoch [11][3400/3665] lr: 2.000e-05, eta: 10:16:22, time: 9.574, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1843, interm_loss_bbox: 0.1440, interm_loss_iou: 0.3649, loss_cls: 0.1575, loss_bbox: 0.1288, loss_iou: 0.3392, d0.loss_cls: 0.1950, d0.loss_bbox: 0.1313, d0.loss_iou: 0.3436, d1.loss_cls: 0.1695, d1.loss_bbox: 0.1315, d1.loss_iou: 0.3429, d2.loss_cls: 0.1628, d2.loss_bbox: 0.1291, d2.loss_iou: 0.3392, d3.loss_cls: 0.1591, d3.loss_bbox: 0.1288, d3.loss_iou: 0.3391, d4.loss_cls: 0.1582, d4.loss_bbox: 0.1286, d4.loss_iou: 0.3389, dn_loss_cls: 0.0152, dn_loss_bbox: 0.1851, dn_loss_iou: 0.2898, d0.dn_loss_cls: 0.0450, d0.dn_loss_bbox: 0.2738, d0.dn_loss_iou: 0.3841, d1.dn_loss_cls: 0.0234, d1.dn_loss_bbox: 0.2041, d1.dn_loss_iou: 0.3116, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1909, d2.dn_loss_iou: 0.2969, d3.dn_loss_cls: 0.0163, d3.dn_loss_bbox: 0.1858, d3.dn_loss_iou: 0.2913, d4.dn_loss_cls: 0.0155, d4.dn_loss_bbox: 0.1851, d4.dn_loss_iou: 0.2898, loss: 7.7384 2024-06-07 21:46:05,738 - mmdet - INFO - Epoch [11][3450/3665] lr: 2.000e-05, eta: 10:08:31, time: 9.422, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1811, interm_loss_bbox: 0.1530, interm_loss_iou: 0.3636, loss_cls: 0.1520, loss_bbox: 0.1367, loss_iou: 0.3359, d0.loss_cls: 0.1912, d0.loss_bbox: 0.1409, d0.loss_iou: 0.3421, d1.loss_cls: 0.1658, d1.loss_bbox: 0.1393, d1.loss_iou: 0.3390, d2.loss_cls: 0.1577, d2.loss_bbox: 0.1374, d2.loss_iou: 0.3357, d3.loss_cls: 0.1541, d3.loss_bbox: 0.1365, d3.loss_iou: 0.3354, d4.loss_cls: 0.1525, d4.loss_bbox: 0.1366, d4.loss_iou: 0.3356, dn_loss_cls: 0.0151, dn_loss_bbox: 0.1731, dn_loss_iou: 0.2808, d0.dn_loss_cls: 0.0448, d0.dn_loss_bbox: 0.2618, d0.dn_loss_iou: 0.3765, d1.dn_loss_cls: 0.0233, d1.dn_loss_bbox: 0.1918, d1.dn_loss_iou: 0.3023, d2.dn_loss_cls: 0.0185, d2.dn_loss_bbox: 0.1787, d2.dn_loss_iou: 0.2879, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1737, d3.dn_loss_iou: 0.2823, d4.dn_loss_cls: 0.0154, d4.dn_loss_bbox: 0.1731, d4.dn_loss_iou: 0.2808, loss: 7.6182 2024-06-07 21:53:54,321 - mmdet - INFO - Epoch [11][3500/3665] lr: 2.000e-05, eta: 10:00:41, time: 9.372, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1835, interm_loss_bbox: 0.1471, interm_loss_iou: 0.3583, loss_cls: 0.1529, loss_bbox: 0.1334, loss_iou: 0.3342, d0.loss_cls: 0.1934, d0.loss_bbox: 0.1361, d0.loss_iou: 0.3385, d1.loss_cls: 0.1659, d1.loss_bbox: 0.1360, d1.loss_iou: 0.3366, d2.loss_cls: 0.1586, d2.loss_bbox: 0.1335, d2.loss_iou: 0.3342, d3.loss_cls: 0.1551, d3.loss_bbox: 0.1332, d3.loss_iou: 0.3331, d4.loss_cls: 0.1531, d4.loss_bbox: 0.1336, d4.loss_iou: 0.3341, dn_loss_cls: 0.0151, dn_loss_bbox: 0.1837, dn_loss_iou: 0.2867, d0.dn_loss_cls: 0.0446, d0.dn_loss_bbox: 0.2754, d0.dn_loss_iou: 0.3818, d1.dn_loss_cls: 0.0234, d1.dn_loss_bbox: 0.2039, d1.dn_loss_iou: 0.3089, d2.dn_loss_cls: 0.0186, d2.dn_loss_bbox: 0.1901, d2.dn_loss_iou: 0.2942, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1846, d3.dn_loss_iou: 0.2883, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1837, d4.dn_loss_iou: 0.2867, loss: 7.6856 2024-06-07 22:01:57,356 - mmdet - INFO - Epoch [11][3550/3665] lr: 2.000e-05, eta: 9:52:51, time: 9.661, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1780, interm_loss_bbox: 0.1431, interm_loss_iou: 0.3605, loss_cls: 0.1459, loss_bbox: 0.1308, loss_iou: 0.3374, d0.loss_cls: 0.1880, d0.loss_bbox: 0.1327, d0.loss_iou: 0.3409, d1.loss_cls: 0.1600, d1.loss_bbox: 0.1333, d1.loss_iou: 0.3412, d2.loss_cls: 0.1524, d2.loss_bbox: 0.1310, d2.loss_iou: 0.3383, d3.loss_cls: 0.1482, d3.loss_bbox: 0.1310, d3.loss_iou: 0.3371, d4.loss_cls: 0.1466, d4.loss_bbox: 0.1308, d4.loss_iou: 0.3370, dn_loss_cls: 0.0144, dn_loss_bbox: 0.1741, dn_loss_iou: 0.2821, d0.dn_loss_cls: 0.0436, d0.dn_loss_bbox: 0.2623, d0.dn_loss_iou: 0.3767, d1.dn_loss_cls: 0.0223, d1.dn_loss_bbox: 0.1923, d1.dn_loss_iou: 0.3032, d2.dn_loss_cls: 0.0177, d2.dn_loss_bbox: 0.1799, d2.dn_loss_iou: 0.2894, d3.dn_loss_cls: 0.0155, d3.dn_loss_bbox: 0.1749, d3.dn_loss_iou: 0.2836, d4.dn_loss_cls: 0.0147, d4.dn_loss_bbox: 0.1741, d4.dn_loss_iou: 0.2821, loss: 7.5470 2024-06-07 22:09:50,078 - mmdet - INFO - Epoch [11][3600/3665] lr: 2.000e-05, eta: 9:45:01, time: 9.454, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1856, interm_loss_bbox: 0.1503, interm_loss_iou: 0.3632, loss_cls: 0.1586, loss_bbox: 0.1324, loss_iou: 0.3350, d0.loss_cls: 0.1968, d0.loss_bbox: 0.1383, d0.loss_iou: 0.3422, d1.loss_cls: 0.1692, d1.loss_bbox: 0.1373, d1.loss_iou: 0.3416, d2.loss_cls: 0.1625, d2.loss_bbox: 0.1341, d2.loss_iou: 0.3373, d3.loss_cls: 0.1603, d3.loss_bbox: 0.1326, d3.loss_iou: 0.3350, d4.loss_cls: 0.1591, d4.loss_bbox: 0.1324, d4.loss_iou: 0.3348, dn_loss_cls: 0.0158, dn_loss_bbox: 0.1847, dn_loss_iou: 0.2885, d0.dn_loss_cls: 0.0457, d0.dn_loss_bbox: 0.2741, d0.dn_loss_iou: 0.3836, d1.dn_loss_cls: 0.0238, d1.dn_loss_bbox: 0.2036, d1.dn_loss_iou: 0.3098, d2.dn_loss_cls: 0.0192, d2.dn_loss_bbox: 0.1903, d2.dn_loss_iou: 0.2955, d3.dn_loss_cls: 0.0169, d3.dn_loss_bbox: 0.1855, d3.dn_loss_iou: 0.2900, d4.dn_loss_cls: 0.0161, d4.dn_loss_bbox: 0.1847, d4.dn_loss_iou: 0.2884, loss: 7.7549 2024-06-07 22:17:40,995 - mmdet - INFO - Epoch [11][3650/3665] lr: 2.000e-05, eta: 9:37:10, time: 9.418, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1785, interm_loss_bbox: 0.1432, interm_loss_iou: 0.3690, loss_cls: 0.1496, loss_bbox: 0.1281, loss_iou: 0.3457, d0.loss_cls: 0.1882, d0.loss_bbox: 0.1327, d0.loss_iou: 0.3510, d1.loss_cls: 0.1615, d1.loss_bbox: 0.1318, d1.loss_iou: 0.3495, d2.loss_cls: 0.1543, d2.loss_bbox: 0.1286, d2.loss_iou: 0.3464, d3.loss_cls: 0.1515, d3.loss_bbox: 0.1278, d3.loss_iou: 0.3453, d4.loss_cls: 0.1503, d4.loss_bbox: 0.1278, d4.loss_iou: 0.3452, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1709, dn_loss_iou: 0.2838, d0.dn_loss_cls: 0.0442, d0.dn_loss_bbox: 0.2620, d0.dn_loss_iou: 0.3788, d1.dn_loss_cls: 0.0226, d1.dn_loss_bbox: 0.1890, d1.dn_loss_iou: 0.3049, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1761, d2.dn_loss_iou: 0.2905, d3.dn_loss_cls: 0.0156, d3.dn_loss_bbox: 0.1717, d3.dn_loss_iou: 0.2851, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1710, d4.dn_loss_iou: 0.2837, loss: 7.6030 2024-06-07 22:20:03,671 - mmdet - INFO - Saving checkpoint at 11 epochs 2024-06-07 22:24:15,326 - mmdet - INFO - Evaluating bbox... 2024-06-07 22:26:03,391 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.598 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.789 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.653 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.428 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.642 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.757 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.775 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 ] = 0.641 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.821 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.911 2024-06-07 22:26:04,938 - mmdet - INFO - Exp name: dino_4scale_internvit_h6b_1024_768_fpn_1x_coco_bs32_ms.py 2024-06-07 22:26:04,939 - mmdet - INFO - Epoch(val) [11][313] bbox_mAP: 0.5980, bbox_mAP_50: 0.7890, bbox_mAP_75: 0.6530, bbox_mAP_s: 0.4280, bbox_mAP_m: 0.6420, bbox_mAP_l: 0.7570, bbox_mAP_copypaste: 0.598 0.789 0.653 0.428 0.642 0.757 2024-06-07 22:33:59,481 - mmdet - INFO - Epoch [12][50/3665] lr: 2.000e-06, eta: 9:26:46, time: 9.491, data_time: 0.069, memory: 37236, interm_loss_cls: 0.1780, interm_loss_bbox: 0.1445, interm_loss_iou: 0.3576, loss_cls: 0.1506, loss_bbox: 0.1291, loss_iou: 0.3334, d0.loss_cls: 0.1886, d0.loss_bbox: 0.1334, d0.loss_iou: 0.3387, d1.loss_cls: 0.1621, d1.loss_bbox: 0.1325, d1.loss_iou: 0.3383, d2.loss_cls: 0.1553, d2.loss_bbox: 0.1304, d2.loss_iou: 0.3347, d3.loss_cls: 0.1525, d3.loss_bbox: 0.1293, d3.loss_iou: 0.3331, d4.loss_cls: 0.1510, d4.loss_bbox: 0.1293, d4.loss_iou: 0.3335, dn_loss_cls: 0.0144, dn_loss_bbox: 0.1726, dn_loss_iou: 0.2809, d0.dn_loss_cls: 0.0439, d0.dn_loss_bbox: 0.2621, d0.dn_loss_iou: 0.3736, d1.dn_loss_cls: 0.0225, d1.dn_loss_bbox: 0.1918, d1.dn_loss_iou: 0.3019, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1783, d2.dn_loss_iou: 0.2878, d3.dn_loss_cls: 0.0155, d3.dn_loss_bbox: 0.1735, d3.dn_loss_iou: 0.2823, d4.dn_loss_cls: 0.0147, d4.dn_loss_bbox: 0.1726, d4.dn_loss_iou: 0.2808, loss: 7.5230 2024-06-07 22:42:04,578 - mmdet - INFO - Epoch [12][100/3665] lr: 2.000e-06, eta: 9:18:57, time: 9.702, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1802, interm_loss_bbox: 0.1507, interm_loss_iou: 0.3703, loss_cls: 0.1528, loss_bbox: 0.1357, loss_iou: 0.3443, d0.loss_cls: 0.1905, d0.loss_bbox: 0.1393, d0.loss_iou: 0.3512, d1.loss_cls: 0.1651, d1.loss_bbox: 0.1382, d1.loss_iou: 0.3487, d2.loss_cls: 0.1572, d2.loss_bbox: 0.1369, d2.loss_iou: 0.3462, d3.loss_cls: 0.1546, d3.loss_bbox: 0.1363, d3.loss_iou: 0.3442, d4.loss_cls: 0.1535, d4.loss_bbox: 0.1358, d4.loss_iou: 0.3439, dn_loss_cls: 0.0151, dn_loss_bbox: 0.1839, dn_loss_iou: 0.2890, d0.dn_loss_cls: 0.0447, d0.dn_loss_bbox: 0.2758, d0.dn_loss_iou: 0.3850, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.2036, d1.dn_loss_iou: 0.3114, d2.dn_loss_cls: 0.0185, d2.dn_loss_bbox: 0.1900, d2.dn_loss_iou: 0.2964, d3.dn_loss_cls: 0.0162, d3.dn_loss_bbox: 0.1847, d3.dn_loss_iou: 0.2906, d4.dn_loss_cls: 0.0155, d4.dn_loss_bbox: 0.1839, d4.dn_loss_iou: 0.2889, loss: 7.7917 2024-06-07 22:49:44,603 - mmdet - INFO - Epoch [12][150/3665] lr: 2.000e-06, eta: 9:11:06, time: 9.200, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1850, interm_loss_bbox: 0.1451, interm_loss_iou: 0.3701, loss_cls: 0.1566, loss_bbox: 0.1303, loss_iou: 0.3436, d0.loss_cls: 0.1954, d0.loss_bbox: 0.1340, d0.loss_iou: 0.3517, d1.loss_cls: 0.1692, d1.loss_bbox: 0.1336, d1.loss_iou: 0.3489, d2.loss_cls: 0.1617, d2.loss_bbox: 0.1311, d2.loss_iou: 0.3453, d3.loss_cls: 0.1591, d3.loss_bbox: 0.1301, d3.loss_iou: 0.3434, d4.loss_cls: 0.1577, d4.loss_bbox: 0.1301, d4.loss_iou: 0.3431, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1807, dn_loss_iou: 0.2853, d0.dn_loss_cls: 0.0450, d0.dn_loss_bbox: 0.2701, d0.dn_loss_iou: 0.3780, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.1988, d1.dn_loss_iou: 0.3064, d2.dn_loss_cls: 0.0186, d2.dn_loss_bbox: 0.1863, d2.dn_loss_iou: 0.2924, d3.dn_loss_cls: 0.0160, d3.dn_loss_bbox: 0.1815, d3.dn_loss_iou: 0.2869, d4.dn_loss_cls: 0.0152, d4.dn_loss_bbox: 0.1807, d4.dn_loss_iou: 0.2852, loss: 7.7307 2024-06-07 22:57:32,378 - mmdet - INFO - Epoch [12][200/3665] lr: 2.000e-06, eta: 9:03:15, time: 9.356, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1818, interm_loss_bbox: 0.1454, interm_loss_iou: 0.3652, loss_cls: 0.1525, loss_bbox: 0.1307, loss_iou: 0.3409, d0.loss_cls: 0.1916, d0.loss_bbox: 0.1341, d0.loss_iou: 0.3456, d1.loss_cls: 0.1649, d1.loss_bbox: 0.1331, d1.loss_iou: 0.3442, d2.loss_cls: 0.1577, d2.loss_bbox: 0.1319, d2.loss_iou: 0.3424, d3.loss_cls: 0.1544, d3.loss_bbox: 0.1305, d3.loss_iou: 0.3408, d4.loss_cls: 0.1533, d4.loss_bbox: 0.1304, d4.loss_iou: 0.3408, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1845, dn_loss_iou: 0.2877, d0.dn_loss_cls: 0.0450, d0.dn_loss_bbox: 0.2747, d0.dn_loss_iou: 0.3803, d1.dn_loss_cls: 0.0240, d1.dn_loss_bbox: 0.2039, d1.dn_loss_iou: 0.3091, d2.dn_loss_cls: 0.0194, d2.dn_loss_bbox: 0.1909, d2.dn_loss_iou: 0.2953, d3.dn_loss_cls: 0.0169, d3.dn_loss_bbox: 0.1854, d3.dn_loss_iou: 0.2894, d4.dn_loss_cls: 0.0160, d4.dn_loss_bbox: 0.1845, d4.dn_loss_iou: 0.2877, loss: 7.7225 2024-06-07 23:05:17,038 - mmdet - INFO - Epoch [12][250/3665] lr: 2.000e-06, eta: 8:55:25, time: 9.293, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1842, interm_loss_bbox: 0.1471, interm_loss_iou: 0.3673, loss_cls: 0.1551, loss_bbox: 0.1332, loss_iou: 0.3440, d0.loss_cls: 0.1938, d0.loss_bbox: 0.1365, d0.loss_iou: 0.3489, d1.loss_cls: 0.1669, d1.loss_bbox: 0.1358, d1.loss_iou: 0.3480, d2.loss_cls: 0.1603, d2.loss_bbox: 0.1331, d2.loss_iou: 0.3452, d3.loss_cls: 0.1576, d3.loss_bbox: 0.1322, d3.loss_iou: 0.3431, d4.loss_cls: 0.1556, d4.loss_bbox: 0.1328, d4.loss_iou: 0.3440, dn_loss_cls: 0.0156, dn_loss_bbox: 0.1789, dn_loss_iou: 0.2899, d0.dn_loss_cls: 0.0456, d0.dn_loss_bbox: 0.2667, d0.dn_loss_iou: 0.3843, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.1974, d1.dn_loss_iou: 0.3117, d2.dn_loss_cls: 0.0189, d2.dn_loss_bbox: 0.1848, d2.dn_loss_iou: 0.2974, d3.dn_loss_cls: 0.0166, d3.dn_loss_bbox: 0.1796, d3.dn_loss_iou: 0.2913, d4.dn_loss_cls: 0.0158, d4.dn_loss_bbox: 0.1789, d4.dn_loss_iou: 0.2898, loss: 7.7509 2024-06-07 23:13:13,046 - mmdet - INFO - Epoch [12][300/3665] lr: 2.000e-06, eta: 8:47:35, time: 9.520, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1806, interm_loss_bbox: 0.1488, interm_loss_iou: 0.3534, loss_cls: 0.1532, loss_bbox: 0.1345, loss_iou: 0.3295, d0.loss_cls: 0.1912, d0.loss_bbox: 0.1378, d0.loss_iou: 0.3346, d1.loss_cls: 0.1646, d1.loss_bbox: 0.1373, d1.loss_iou: 0.3342, d2.loss_cls: 0.1578, d2.loss_bbox: 0.1352, d2.loss_iou: 0.3317, d3.loss_cls: 0.1551, d3.loss_bbox: 0.1346, d3.loss_iou: 0.3298, d4.loss_cls: 0.1535, d4.loss_bbox: 0.1345, d4.loss_iou: 0.3299, dn_loss_cls: 0.0155, dn_loss_bbox: 0.1809, dn_loss_iou: 0.2829, d0.dn_loss_cls: 0.0459, d0.dn_loss_bbox: 0.2726, d0.dn_loss_iou: 0.3785, d1.dn_loss_cls: 0.0240, d1.dn_loss_bbox: 0.1991, d1.dn_loss_iou: 0.3048, d2.dn_loss_cls: 0.0192, d2.dn_loss_bbox: 0.1864, d2.dn_loss_iou: 0.2902, d3.dn_loss_cls: 0.0167, d3.dn_loss_bbox: 0.1817, d3.dn_loss_iou: 0.2844, d4.dn_loss_cls: 0.0158, d4.dn_loss_bbox: 0.1809, d4.dn_loss_iou: 0.2829, loss: 7.6240 2024-06-07 23:21:05,896 - mmdet - INFO - Epoch [12][350/3665] lr: 2.000e-06, eta: 8:39:45, time: 9.457, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1808, interm_loss_bbox: 0.1442, interm_loss_iou: 0.3735, loss_cls: 0.1526, loss_bbox: 0.1302, loss_iou: 0.3491, d0.loss_cls: 0.1891, d0.loss_bbox: 0.1349, d0.loss_iou: 0.3548, d1.loss_cls: 0.1639, d1.loss_bbox: 0.1329, d1.loss_iou: 0.3530, d2.loss_cls: 0.1573, d2.loss_bbox: 0.1306, d2.loss_iou: 0.3501, d3.loss_cls: 0.1545, d3.loss_bbox: 0.1305, d3.loss_iou: 0.3488, d4.loss_cls: 0.1536, d4.loss_bbox: 0.1300, d4.loss_iou: 0.3486, dn_loss_cls: 0.0147, dn_loss_bbox: 0.1690, dn_loss_iou: 0.2915, d0.dn_loss_cls: 0.0442, d0.dn_loss_bbox: 0.2536, d0.dn_loss_iou: 0.3844, d1.dn_loss_cls: 0.0228, d1.dn_loss_bbox: 0.1863, d1.dn_loss_iou: 0.3126, d2.dn_loss_cls: 0.0182, d2.dn_loss_bbox: 0.1744, d2.dn_loss_iou: 0.2986, d3.dn_loss_cls: 0.0159, d3.dn_loss_bbox: 0.1697, d3.dn_loss_iou: 0.2929, d4.dn_loss_cls: 0.0151, d4.dn_loss_bbox: 0.1690, d4.dn_loss_iou: 0.2915, loss: 7.6874 2024-06-07 23:28:47,657 - mmdet - INFO - Epoch [12][400/3665] lr: 2.000e-06, eta: 8:31:54, time: 9.235, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1782, interm_loss_bbox: 0.1438, interm_loss_iou: 0.3645, loss_cls: 0.1495, loss_bbox: 0.1297, loss_iou: 0.3386, d0.loss_cls: 0.1880, d0.loss_bbox: 0.1326, d0.loss_iou: 0.3441, d1.loss_cls: 0.1620, d1.loss_bbox: 0.1322, d1.loss_iou: 0.3433, d2.loss_cls: 0.1547, d2.loss_bbox: 0.1303, d2.loss_iou: 0.3392, d3.loss_cls: 0.1518, d3.loss_bbox: 0.1292, d3.loss_iou: 0.3382, d4.loss_cls: 0.1505, d4.loss_bbox: 0.1293, d4.loss_iou: 0.3378, dn_loss_cls: 0.0148, dn_loss_bbox: 0.1799, dn_loss_iou: 0.2868, d0.dn_loss_cls: 0.0442, d0.dn_loss_bbox: 0.2672, d0.dn_loss_iou: 0.3795, d1.dn_loss_cls: 0.0229, d1.dn_loss_bbox: 0.1983, d1.dn_loss_iou: 0.3074, d2.dn_loss_cls: 0.0184, d2.dn_loss_bbox: 0.1857, d2.dn_loss_iou: 0.2939, d3.dn_loss_cls: 0.0159, d3.dn_loss_bbox: 0.1807, d3.dn_loss_iou: 0.2882, d4.dn_loss_cls: 0.0151, d4.dn_loss_bbox: 0.1800, d4.dn_loss_iou: 0.2868, loss: 7.6335 2024-06-07 23:36:36,757 - mmdet - INFO - Epoch [12][450/3665] lr: 2.000e-06, eta: 8:24:03, time: 9.382, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1764, interm_loss_bbox: 0.1484, interm_loss_iou: 0.3659, loss_cls: 0.1479, loss_bbox: 0.1325, loss_iou: 0.3398, d0.loss_cls: 0.1862, d0.loss_bbox: 0.1365, d0.loss_iou: 0.3465, d1.loss_cls: 0.1595, d1.loss_bbox: 0.1359, d1.loss_iou: 0.3435, d2.loss_cls: 0.1525, d2.loss_bbox: 0.1337, d2.loss_iou: 0.3403, d3.loss_cls: 0.1496, d3.loss_bbox: 0.1327, d3.loss_iou: 0.3398, d4.loss_cls: 0.1483, d4.loss_bbox: 0.1324, d4.loss_iou: 0.3398, dn_loss_cls: 0.0156, dn_loss_bbox: 0.1849, dn_loss_iou: 0.2919, d0.dn_loss_cls: 0.0459, d0.dn_loss_bbox: 0.2736, d0.dn_loss_iou: 0.3856, d1.dn_loss_cls: 0.0243, d1.dn_loss_bbox: 0.2041, d1.dn_loss_iou: 0.3132, d2.dn_loss_cls: 0.0195, d2.dn_loss_bbox: 0.1911, d2.dn_loss_iou: 0.2992, d3.dn_loss_cls: 0.0169, d3.dn_loss_bbox: 0.1858, d3.dn_loss_iou: 0.2935, d4.dn_loss_cls: 0.0160, d4.dn_loss_bbox: 0.1849, d4.dn_loss_iou: 0.2919, loss: 7.7259 2024-06-07 23:44:25,355 - mmdet - INFO - Epoch [12][500/3665] lr: 2.000e-06, eta: 8:16:13, time: 9.372, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1774, interm_loss_bbox: 0.1455, interm_loss_iou: 0.3615, loss_cls: 0.1506, loss_bbox: 0.1314, loss_iou: 0.3346, d0.loss_cls: 0.1873, d0.loss_bbox: 0.1354, d0.loss_iou: 0.3420, d1.loss_cls: 0.1616, d1.loss_bbox: 0.1347, d1.loss_iou: 0.3398, d2.loss_cls: 0.1551, d2.loss_bbox: 0.1324, d2.loss_iou: 0.3365, d3.loss_cls: 0.1526, d3.loss_bbox: 0.1311, d3.loss_iou: 0.3346, d4.loss_cls: 0.1513, d4.loss_bbox: 0.1312, d4.loss_iou: 0.3343, dn_loss_cls: 0.0143, dn_loss_bbox: 0.1786, dn_loss_iou: 0.2817, d0.dn_loss_cls: 0.0438, d0.dn_loss_bbox: 0.2642, d0.dn_loss_iou: 0.3723, d1.dn_loss_cls: 0.0223, d1.dn_loss_bbox: 0.1970, d1.dn_loss_iou: 0.3025, d2.dn_loss_cls: 0.0176, d2.dn_loss_bbox: 0.1844, d2.dn_loss_iou: 0.2888, d3.dn_loss_cls: 0.0153, d3.dn_loss_bbox: 0.1795, d3.dn_loss_iou: 0.2832, d4.dn_loss_cls: 0.0145, d4.dn_loss_bbox: 0.1786, d4.dn_loss_iou: 0.2817, loss: 7.5813 2024-06-07 23:52:23,166 - mmdet - INFO - Epoch [12][550/3665] lr: 2.000e-06, eta: 8:08:23, time: 9.556, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1831, interm_loss_bbox: 0.1483, interm_loss_iou: 0.3651, loss_cls: 0.1536, loss_bbox: 0.1341, loss_iou: 0.3415, d0.loss_cls: 0.1921, d0.loss_bbox: 0.1374, d0.loss_iou: 0.3468, d1.loss_cls: 0.1654, d1.loss_bbox: 0.1375, d1.loss_iou: 0.3468, d2.loss_cls: 0.1581, d2.loss_bbox: 0.1355, d2.loss_iou: 0.3429, d3.loss_cls: 0.1554, d3.loss_bbox: 0.1344, d3.loss_iou: 0.3423, d4.loss_cls: 0.1542, d4.loss_bbox: 0.1341, d4.loss_iou: 0.3415, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1761, dn_loss_iou: 0.2857, d0.dn_loss_cls: 0.0442, d0.dn_loss_bbox: 0.2613, d0.dn_loss_iou: 0.3777, d1.dn_loss_cls: 0.0227, d1.dn_loss_bbox: 0.1948, d1.dn_loss_iou: 0.3071, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1819, d2.dn_loss_iou: 0.2931, d3.dn_loss_cls: 0.0160, d3.dn_loss_bbox: 0.1769, d3.dn_loss_iou: 0.2872, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1761, d4.dn_loss_iou: 0.2857, loss: 7.6848 2024-06-08 00:00:19,361 - mmdet - INFO - Epoch [12][600/3665] lr: 2.000e-06, eta: 8:00:33, time: 9.524, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1801, interm_loss_bbox: 0.1457, interm_loss_iou: 0.3585, loss_cls: 0.1499, loss_bbox: 0.1301, loss_iou: 0.3352, d0.loss_cls: 0.1891, d0.loss_bbox: 0.1346, d0.loss_iou: 0.3410, d1.loss_cls: 0.1623, d1.loss_bbox: 0.1339, d1.loss_iou: 0.3380, d2.loss_cls: 0.1546, d2.loss_bbox: 0.1313, d2.loss_iou: 0.3361, d3.loss_cls: 0.1518, d3.loss_bbox: 0.1306, d3.loss_iou: 0.3352, d4.loss_cls: 0.1503, d4.loss_bbox: 0.1306, d4.loss_iou: 0.3352, dn_loss_cls: 0.0141, dn_loss_bbox: 0.1768, dn_loss_iou: 0.2843, d0.dn_loss_cls: 0.0440, d0.dn_loss_bbox: 0.2676, d0.dn_loss_iou: 0.3784, d1.dn_loss_cls: 0.0225, d1.dn_loss_bbox: 0.1968, d1.dn_loss_iou: 0.3064, d2.dn_loss_cls: 0.0176, d2.dn_loss_bbox: 0.1830, d2.dn_loss_iou: 0.2919, d3.dn_loss_cls: 0.0153, d3.dn_loss_bbox: 0.1777, d3.dn_loss_iou: 0.2859, d4.dn_loss_cls: 0.0144, d4.dn_loss_bbox: 0.1768, d4.dn_loss_iou: 0.2843, loss: 7.5919 2024-06-08 00:08:10,637 - mmdet - INFO - Epoch [12][650/3665] lr: 2.000e-06, eta: 7:52:43, time: 9.426, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1808, interm_loss_bbox: 0.1469, interm_loss_iou: 0.3654, loss_cls: 0.1525, loss_bbox: 0.1324, loss_iou: 0.3410, d0.loss_cls: 0.1917, d0.loss_bbox: 0.1346, d0.loss_iou: 0.3454, d1.loss_cls: 0.1652, d1.loss_bbox: 0.1347, d1.loss_iou: 0.3447, d2.loss_cls: 0.1581, d2.loss_bbox: 0.1335, d2.loss_iou: 0.3417, d3.loss_cls: 0.1547, d3.loss_bbox: 0.1325, d3.loss_iou: 0.3408, d4.loss_cls: 0.1533, d4.loss_bbox: 0.1322, d4.loss_iou: 0.3408, dn_loss_cls: 0.0156, dn_loss_bbox: 0.1816, dn_loss_iou: 0.2882, d0.dn_loss_cls: 0.0462, d0.dn_loss_bbox: 0.2715, d0.dn_loss_iou: 0.3828, d1.dn_loss_cls: 0.0242, d1.dn_loss_bbox: 0.2007, d1.dn_loss_iou: 0.3099, d2.dn_loss_cls: 0.0192, d2.dn_loss_bbox: 0.1878, d2.dn_loss_iou: 0.2958, d3.dn_loss_cls: 0.0168, d3.dn_loss_bbox: 0.1823, d3.dn_loss_iou: 0.2897, d4.dn_loss_cls: 0.0159, d4.dn_loss_bbox: 0.1816, d4.dn_loss_iou: 0.2881, loss: 7.7207 2024-06-08 00:16:05,667 - mmdet - INFO - Epoch [12][700/3665] lr: 2.000e-06, eta: 7:44:53, time: 9.501, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1820, interm_loss_bbox: 0.1451, interm_loss_iou: 0.3700, loss_cls: 0.1538, loss_bbox: 0.1314, loss_iou: 0.3465, d0.loss_cls: 0.1911, d0.loss_bbox: 0.1359, d0.loss_iou: 0.3530, d1.loss_cls: 0.1650, d1.loss_bbox: 0.1342, d1.loss_iou: 0.3509, d2.loss_cls: 0.1578, d2.loss_bbox: 0.1324, d2.loss_iou: 0.3483, d3.loss_cls: 0.1560, d3.loss_bbox: 0.1311, d3.loss_iou: 0.3461, d4.loss_cls: 0.1541, d4.loss_bbox: 0.1315, d4.loss_iou: 0.3470, dn_loss_cls: 0.0160, dn_loss_bbox: 0.1773, dn_loss_iou: 0.2861, d0.dn_loss_cls: 0.0454, d0.dn_loss_bbox: 0.2653, d0.dn_loss_iou: 0.3797, d1.dn_loss_cls: 0.0242, d1.dn_loss_bbox: 0.1959, d1.dn_loss_iou: 0.3078, d2.dn_loss_cls: 0.0195, d2.dn_loss_bbox: 0.1832, d2.dn_loss_iou: 0.2934, d3.dn_loss_cls: 0.0170, d3.dn_loss_bbox: 0.1782, d3.dn_loss_iou: 0.2877, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1774, d4.dn_loss_iou: 0.2861, loss: 7.7191 2024-06-08 00:23:54,038 - mmdet - INFO - Epoch [12][750/3665] lr: 2.000e-06, eta: 7:37:02, time: 9.367, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1788, interm_loss_bbox: 0.1431, interm_loss_iou: 0.3548, loss_cls: 0.1494, loss_bbox: 0.1317, loss_iou: 0.3333, d0.loss_cls: 0.1878, d0.loss_bbox: 0.1338, d0.loss_iou: 0.3388, d1.loss_cls: 0.1613, d1.loss_bbox: 0.1339, d1.loss_iou: 0.3372, d2.loss_cls: 0.1541, d2.loss_bbox: 0.1323, d2.loss_iou: 0.3349, d3.loss_cls: 0.1518, d3.loss_bbox: 0.1311, d3.loss_iou: 0.3329, d4.loss_cls: 0.1506, d4.loss_bbox: 0.1311, d4.loss_iou: 0.3326, dn_loss_cls: 0.0138, dn_loss_bbox: 0.1767, dn_loss_iou: 0.2791, d0.dn_loss_cls: 0.0424, d0.dn_loss_bbox: 0.2629, d0.dn_loss_iou: 0.3723, d1.dn_loss_cls: 0.0214, d1.dn_loss_bbox: 0.1954, d1.dn_loss_iou: 0.3005, d2.dn_loss_cls: 0.0170, d2.dn_loss_bbox: 0.1828, d2.dn_loss_iou: 0.2865, d3.dn_loss_cls: 0.0147, d3.dn_loss_bbox: 0.1777, d3.dn_loss_iou: 0.2807, d4.dn_loss_cls: 0.0140, d4.dn_loss_bbox: 0.1767, d4.dn_loss_iou: 0.2790, loss: 7.5289 2024-06-08 00:31:40,774 - mmdet - INFO - Epoch [12][800/3665] lr: 2.000e-06, eta: 7:29:11, time: 9.335, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1815, interm_loss_bbox: 0.1470, interm_loss_iou: 0.3745, loss_cls: 0.1520, loss_bbox: 0.1347, loss_iou: 0.3511, d0.loss_cls: 0.1910, d0.loss_bbox: 0.1367, d0.loss_iou: 0.3558, d1.loss_cls: 0.1636, d1.loss_bbox: 0.1369, d1.loss_iou: 0.3567, d2.loss_cls: 0.1569, d2.loss_bbox: 0.1349, d2.loss_iou: 0.3528, d3.loss_cls: 0.1538, d3.loss_bbox: 0.1345, d3.loss_iou: 0.3512, d4.loss_cls: 0.1529, d4.loss_bbox: 0.1344, d4.loss_iou: 0.3509, dn_loss_cls: 0.0153, dn_loss_bbox: 0.1776, dn_loss_iou: 0.2920, d0.dn_loss_cls: 0.0453, d0.dn_loss_bbox: 0.2698, d0.dn_loss_iou: 0.3865, d1.dn_loss_cls: 0.0240, d1.dn_loss_bbox: 0.1972, d1.dn_loss_iou: 0.3140, d2.dn_loss_cls: 0.0191, d2.dn_loss_bbox: 0.1836, d2.dn_loss_iou: 0.2996, d3.dn_loss_cls: 0.0165, d3.dn_loss_bbox: 0.1785, d3.dn_loss_iou: 0.2937, d4.dn_loss_cls: 0.0157, d4.dn_loss_bbox: 0.1776, d4.dn_loss_iou: 0.2920, loss: 7.8016 2024-06-08 00:39:27,703 - mmdet - INFO - Epoch [12][850/3665] lr: 2.000e-06, eta: 7:21:21, time: 9.339, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1831, interm_loss_bbox: 0.1430, interm_loss_iou: 0.3691, loss_cls: 0.1544, loss_bbox: 0.1296, loss_iou: 0.3452, d0.loss_cls: 0.1934, d0.loss_bbox: 0.1319, d0.loss_iou: 0.3497, d1.loss_cls: 0.1670, d1.loss_bbox: 0.1316, d1.loss_iou: 0.3481, d2.loss_cls: 0.1598, d2.loss_bbox: 0.1296, d2.loss_iou: 0.3456, d3.loss_cls: 0.1565, d3.loss_bbox: 0.1290, d3.loss_iou: 0.3446, d4.loss_cls: 0.1554, d4.loss_bbox: 0.1290, d4.loss_iou: 0.3447, dn_loss_cls: 0.0154, dn_loss_bbox: 0.1752, dn_loss_iou: 0.2928, d0.dn_loss_cls: 0.0454, d0.dn_loss_bbox: 0.2633, d0.dn_loss_iou: 0.3871, d1.dn_loss_cls: 0.0236, d1.dn_loss_bbox: 0.1948, d1.dn_loss_iou: 0.3146, d2.dn_loss_cls: 0.0189, d2.dn_loss_bbox: 0.1814, d2.dn_loss_iou: 0.3002, d3.dn_loss_cls: 0.0165, d3.dn_loss_bbox: 0.1761, d3.dn_loss_iou: 0.2944, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1752, d4.dn_loss_iou: 0.2927, loss: 7.7236 2024-06-08 00:47:28,444 - mmdet - INFO - Epoch [12][900/3665] lr: 2.000e-06, eta: 7:13:31, time: 9.615, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1837, interm_loss_bbox: 0.1475, interm_loss_iou: 0.3576, loss_cls: 0.1532, loss_bbox: 0.1328, loss_iou: 0.3329, d0.loss_cls: 0.1936, d0.loss_bbox: 0.1365, d0.loss_iou: 0.3387, d1.loss_cls: 0.1654, d1.loss_bbox: 0.1361, d1.loss_iou: 0.3369, d2.loss_cls: 0.1588, d2.loss_bbox: 0.1334, d2.loss_iou: 0.3332, d3.loss_cls: 0.1560, d3.loss_bbox: 0.1322, d3.loss_iou: 0.3325, d4.loss_cls: 0.1543, d4.loss_bbox: 0.1322, d4.loss_iou: 0.3326, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1859, dn_loss_iou: 0.2801, d0.dn_loss_cls: 0.0448, d0.dn_loss_bbox: 0.2787, d0.dn_loss_iou: 0.3752, d1.dn_loss_cls: 0.0231, d1.dn_loss_bbox: 0.2062, d1.dn_loss_iou: 0.3020, d2.dn_loss_cls: 0.0184, d2.dn_loss_bbox: 0.1927, d2.dn_loss_iou: 0.2877, d3.dn_loss_cls: 0.0159, d3.dn_loss_bbox: 0.1871, d3.dn_loss_iou: 0.2818, d4.dn_loss_cls: 0.0151, d4.dn_loss_bbox: 0.1859, d4.dn_loss_iou: 0.2800, loss: 7.6556 2024-06-08 00:55:19,714 - mmdet - INFO - Epoch [12][950/3665] lr: 2.000e-06, eta: 7:05:41, time: 9.425, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1775, interm_loss_bbox: 0.1441, interm_loss_iou: 0.3648, loss_cls: 0.1483, loss_bbox: 0.1300, loss_iou: 0.3395, d0.loss_cls: 0.1873, d0.loss_bbox: 0.1336, d0.loss_iou: 0.3452, d1.loss_cls: 0.1609, d1.loss_bbox: 0.1329, d1.loss_iou: 0.3436, d2.loss_cls: 0.1538, d2.loss_bbox: 0.1303, d2.loss_iou: 0.3406, d3.loss_cls: 0.1505, d3.loss_bbox: 0.1300, d3.loss_iou: 0.3392, d4.loss_cls: 0.1486, d4.loss_bbox: 0.1304, d4.loss_iou: 0.3397, dn_loss_cls: 0.0143, dn_loss_bbox: 0.1754, dn_loss_iou: 0.2812, d0.dn_loss_cls: 0.0444, d0.dn_loss_bbox: 0.2652, d0.dn_loss_iou: 0.3740, d1.dn_loss_cls: 0.0227, d1.dn_loss_bbox: 0.1947, d1.dn_loss_iou: 0.3027, d2.dn_loss_cls: 0.0178, d2.dn_loss_bbox: 0.1810, d2.dn_loss_iou: 0.2882, d3.dn_loss_cls: 0.0155, d3.dn_loss_bbox: 0.1762, d3.dn_loss_iou: 0.2827, d4.dn_loss_cls: 0.0146, d4.dn_loss_bbox: 0.1755, d4.dn_loss_iou: 0.2811, loss: 7.5781 2024-06-08 01:03:05,760 - mmdet - INFO - Epoch [12][1000/3665] lr: 2.000e-06, eta: 6:57:50, time: 9.321, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1874, interm_loss_bbox: 0.1511, interm_loss_iou: 0.3725, loss_cls: 0.1579, loss_bbox: 0.1390, loss_iou: 0.3479, d0.loss_cls: 0.1969, d0.loss_bbox: 0.1410, d0.loss_iou: 0.3539, d1.loss_cls: 0.1696, d1.loss_bbox: 0.1418, d1.loss_iou: 0.3526, d2.loss_cls: 0.1629, d2.loss_bbox: 0.1394, d2.loss_iou: 0.3494, d3.loss_cls: 0.1600, d3.loss_bbox: 0.1384, d3.loss_iou: 0.3479, d4.loss_cls: 0.1582, d4.loss_bbox: 0.1385, d4.loss_iou: 0.3481, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1827, dn_loss_iou: 0.2925, d0.dn_loss_cls: 0.0443, d0.dn_loss_bbox: 0.2683, d0.dn_loss_iou: 0.3833, d1.dn_loss_cls: 0.0229, d1.dn_loss_bbox: 0.2002, d1.dn_loss_iou: 0.3128, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1881, d2.dn_loss_iou: 0.2990, d3.dn_loss_cls: 0.0160, d3.dn_loss_bbox: 0.1833, d3.dn_loss_iou: 0.2939, d4.dn_loss_cls: 0.0152, d4.dn_loss_bbox: 0.1827, d4.dn_loss_iou: 0.2924, loss: 7.8653 2024-06-08 01:11:02,408 - mmdet - INFO - Epoch [12][1050/3665] lr: 2.000e-06, eta: 6:50:00, time: 9.533, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1758, interm_loss_bbox: 0.1448, interm_loss_iou: 0.3649, loss_cls: 0.1476, loss_bbox: 0.1305, loss_iou: 0.3403, d0.loss_cls: 0.1847, d0.loss_bbox: 0.1349, d0.loss_iou: 0.3475, d1.loss_cls: 0.1587, d1.loss_bbox: 0.1341, d1.loss_iou: 0.3456, d2.loss_cls: 0.1520, d2.loss_bbox: 0.1318, d2.loss_iou: 0.3416, d3.loss_cls: 0.1500, d3.loss_bbox: 0.1300, d3.loss_iou: 0.3398, d4.loss_cls: 0.1484, d4.loss_bbox: 0.1304, d4.loss_iou: 0.3396, dn_loss_cls: 0.0143, dn_loss_bbox: 0.1767, dn_loss_iou: 0.2838, d0.dn_loss_cls: 0.0435, d0.dn_loss_bbox: 0.2652, d0.dn_loss_iou: 0.3778, d1.dn_loss_cls: 0.0223, d1.dn_loss_bbox: 0.1955, d1.dn_loss_iou: 0.3053, d2.dn_loss_cls: 0.0177, d2.dn_loss_bbox: 0.1830, d2.dn_loss_iou: 0.2911, d3.dn_loss_cls: 0.0154, d3.dn_loss_bbox: 0.1775, d3.dn_loss_iou: 0.2853, d4.dn_loss_cls: 0.0146, d4.dn_loss_bbox: 0.1767, d4.dn_loss_iou: 0.2838, loss: 7.6027 2024-06-08 01:19:00,508 - mmdet - INFO - Epoch [12][1100/3665] lr: 2.000e-06, eta: 6:42:10, time: 9.562, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1827, interm_loss_bbox: 0.1449, interm_loss_iou: 0.3714, loss_cls: 0.1558, loss_bbox: 0.1315, loss_iou: 0.3469, d0.loss_cls: 0.1917, d0.loss_bbox: 0.1346, d0.loss_iou: 0.3525, d1.loss_cls: 0.1671, d1.loss_bbox: 0.1339, d1.loss_iou: 0.3505, d2.loss_cls: 0.1598, d2.loss_bbox: 0.1326, d2.loss_iou: 0.3485, d3.loss_cls: 0.1577, d3.loss_bbox: 0.1313, d3.loss_iou: 0.3464, d4.loss_cls: 0.1563, d4.loss_bbox: 0.1312, d4.loss_iou: 0.3468, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1766, dn_loss_iou: 0.2835, d0.dn_loss_cls: 0.0430, d0.dn_loss_bbox: 0.2593, d0.dn_loss_iou: 0.3722, d1.dn_loss_cls: 0.0223, d1.dn_loss_bbox: 0.1931, d1.dn_loss_iou: 0.3030, d2.dn_loss_cls: 0.0178, d2.dn_loss_bbox: 0.1818, d2.dn_loss_iou: 0.2902, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1772, d3.dn_loss_iou: 0.2848, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1766, d4.dn_loss_iou: 0.2834, loss: 7.6845 2024-06-08 01:26:57,493 - mmdet - INFO - Epoch [12][1150/3665] lr: 2.000e-06, eta: 6:34:20, time: 9.540, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1830, interm_loss_bbox: 0.1427, interm_loss_iou: 0.3648, loss_cls: 0.1533, loss_bbox: 0.1287, loss_iou: 0.3403, d0.loss_cls: 0.1915, d0.loss_bbox: 0.1327, d0.loss_iou: 0.3471, d1.loss_cls: 0.1661, d1.loss_bbox: 0.1318, d1.loss_iou: 0.3454, d2.loss_cls: 0.1581, d2.loss_bbox: 0.1301, d2.loss_iou: 0.3419, d3.loss_cls: 0.1551, d3.loss_bbox: 0.1286, d3.loss_iou: 0.3399, d4.loss_cls: 0.1536, d4.loss_bbox: 0.1289, d4.loss_iou: 0.3405, dn_loss_cls: 0.0142, dn_loss_bbox: 0.1784, dn_loss_iou: 0.2806, d0.dn_loss_cls: 0.0435, d0.dn_loss_bbox: 0.2680, d0.dn_loss_iou: 0.3748, d1.dn_loss_cls: 0.0223, d1.dn_loss_bbox: 0.1964, d1.dn_loss_iou: 0.3020, d2.dn_loss_cls: 0.0176, d2.dn_loss_bbox: 0.1840, d2.dn_loss_iou: 0.2880, d3.dn_loss_cls: 0.0152, d3.dn_loss_bbox: 0.1792, d3.dn_loss_iou: 0.2821, d4.dn_loss_cls: 0.0144, d4.dn_loss_bbox: 0.1784, d4.dn_loss_iou: 0.2805, loss: 7.6238 2024-06-08 01:34:45,261 - mmdet - INFO - Epoch [12][1200/3665] lr: 2.000e-06, eta: 6:26:30, time: 9.355, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1806, interm_loss_bbox: 0.1484, interm_loss_iou: 0.3618, loss_cls: 0.1514, loss_bbox: 0.1320, loss_iou: 0.3354, d0.loss_cls: 0.1894, d0.loss_bbox: 0.1373, d0.loss_iou: 0.3423, d1.loss_cls: 0.1639, d1.loss_bbox: 0.1357, d1.loss_iou: 0.3403, d2.loss_cls: 0.1557, d2.loss_bbox: 0.1334, d2.loss_iou: 0.3378, d3.loss_cls: 0.1530, d3.loss_bbox: 0.1319, d3.loss_iou: 0.3356, d4.loss_cls: 0.1514, d4.loss_bbox: 0.1321, d4.loss_iou: 0.3358, dn_loss_cls: 0.0148, dn_loss_bbox: 0.1844, dn_loss_iou: 0.2857, d0.dn_loss_cls: 0.0442, d0.dn_loss_bbox: 0.2720, d0.dn_loss_iou: 0.3798, d1.dn_loss_cls: 0.0228, d1.dn_loss_bbox: 0.2032, d1.dn_loss_iou: 0.3078, d2.dn_loss_cls: 0.0182, d2.dn_loss_bbox: 0.1904, d2.dn_loss_iou: 0.2932, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1851, d3.dn_loss_iou: 0.2872, d4.dn_loss_cls: 0.0151, d4.dn_loss_bbox: 0.1845, d4.dn_loss_iou: 0.2856, loss: 7.6753 2024-06-08 01:42:43,117 - mmdet - INFO - Epoch [12][1250/3665] lr: 2.000e-06, eta: 6:18:40, time: 9.557, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1782, interm_loss_bbox: 0.1413, interm_loss_iou: 0.3651, loss_cls: 0.1480, loss_bbox: 0.1278, loss_iou: 0.3404, d0.loss_cls: 0.1877, d0.loss_bbox: 0.1312, d0.loss_iou: 0.3456, d1.loss_cls: 0.1609, d1.loss_bbox: 0.1303, d1.loss_iou: 0.3445, d2.loss_cls: 0.1528, d2.loss_bbox: 0.1284, d2.loss_iou: 0.3419, d3.loss_cls: 0.1497, d3.loss_bbox: 0.1276, d3.loss_iou: 0.3405, d4.loss_cls: 0.1484, d4.loss_bbox: 0.1278, d4.loss_iou: 0.3404, dn_loss_cls: 0.0151, dn_loss_bbox: 0.1702, dn_loss_iou: 0.2808, d0.dn_loss_cls: 0.0436, d0.dn_loss_bbox: 0.2570, d0.dn_loss_iou: 0.3734, d1.dn_loss_cls: 0.0230, d1.dn_loss_bbox: 0.1881, d1.dn_loss_iou: 0.3020, d2.dn_loss_cls: 0.0184, d2.dn_loss_bbox: 0.1756, d2.dn_loss_iou: 0.2879, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1711, d3.dn_loss_iou: 0.2823, d4.dn_loss_cls: 0.0154, d4.dn_loss_bbox: 0.1702, d4.dn_loss_iou: 0.2807, loss: 7.5293 2024-06-08 01:50:30,055 - mmdet - INFO - Epoch [12][1300/3665] lr: 2.000e-06, eta: 6:10:49, time: 9.339, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1829, interm_loss_bbox: 0.1493, interm_loss_iou: 0.3626, loss_cls: 0.1535, loss_bbox: 0.1357, loss_iou: 0.3394, d0.loss_cls: 0.1919, d0.loss_bbox: 0.1384, d0.loss_iou: 0.3438, d1.loss_cls: 0.1660, d1.loss_bbox: 0.1386, d1.loss_iou: 0.3439, d2.loss_cls: 0.1587, d2.loss_bbox: 0.1356, d2.loss_iou: 0.3403, d3.loss_cls: 0.1561, d3.loss_bbox: 0.1349, d3.loss_iou: 0.3387, d4.loss_cls: 0.1545, d4.loss_bbox: 0.1353, d4.loss_iou: 0.3390, dn_loss_cls: 0.0148, dn_loss_bbox: 0.1806, dn_loss_iou: 0.2808, d0.dn_loss_cls: 0.0434, d0.dn_loss_bbox: 0.2673, d0.dn_loss_iou: 0.3728, d1.dn_loss_cls: 0.0226, d1.dn_loss_bbox: 0.1977, d1.dn_loss_iou: 0.3014, d2.dn_loss_cls: 0.0182, d2.dn_loss_bbox: 0.1858, d2.dn_loss_iou: 0.2878, d3.dn_loss_cls: 0.0159, d3.dn_loss_bbox: 0.1813, d3.dn_loss_iou: 0.2823, d4.dn_loss_cls: 0.0151, d4.dn_loss_bbox: 0.1806, d4.dn_loss_iou: 0.2807, loss: 7.6678 2024-06-08 01:58:22,620 - mmdet - INFO - Epoch [12][1350/3665] lr: 2.000e-06, eta: 6:02:59, time: 9.451, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1746, interm_loss_bbox: 0.1420, interm_loss_iou: 0.3570, loss_cls: 0.1471, loss_bbox: 0.1286, loss_iou: 0.3318, d0.loss_cls: 0.1843, d0.loss_bbox: 0.1338, d0.loss_iou: 0.3408, d1.loss_cls: 0.1583, d1.loss_bbox: 0.1326, d1.loss_iou: 0.3383, d2.loss_cls: 0.1519, d2.loss_bbox: 0.1296, d2.loss_iou: 0.3337, d3.loss_cls: 0.1490, d3.loss_bbox: 0.1286, d3.loss_iou: 0.3321, d4.loss_cls: 0.1475, d4.loss_bbox: 0.1286, d4.loss_iou: 0.3318, dn_loss_cls: 0.0145, dn_loss_bbox: 0.1720, dn_loss_iou: 0.2830, d0.dn_loss_cls: 0.0435, d0.dn_loss_bbox: 0.2597, d0.dn_loss_iou: 0.3758, d1.dn_loss_cls: 0.0222, d1.dn_loss_bbox: 0.1903, d1.dn_loss_iou: 0.3043, d2.dn_loss_cls: 0.0178, d2.dn_loss_bbox: 0.1778, d2.dn_loss_iou: 0.2901, d3.dn_loss_cls: 0.0155, d3.dn_loss_bbox: 0.1729, d3.dn_loss_iou: 0.2844, d4.dn_loss_cls: 0.0148, d4.dn_loss_bbox: 0.1720, d4.dn_loss_iou: 0.2830, loss: 7.4957 2024-06-08 02:06:13,325 - mmdet - INFO - Epoch [12][1400/3665] lr: 2.000e-06, eta: 5:55:09, time: 9.414, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1844, interm_loss_bbox: 0.1442, interm_loss_iou: 0.3717, loss_cls: 0.1539, loss_bbox: 0.1318, loss_iou: 0.3473, d0.loss_cls: 0.1924, d0.loss_bbox: 0.1342, d0.loss_iou: 0.3535, d1.loss_cls: 0.1667, d1.loss_bbox: 0.1343, d1.loss_iou: 0.3524, d2.loss_cls: 0.1596, d2.loss_bbox: 0.1317, d2.loss_iou: 0.3485, d3.loss_cls: 0.1564, d3.loss_bbox: 0.1309, d3.loss_iou: 0.3470, d4.loss_cls: 0.1549, d4.loss_bbox: 0.1312, d4.loss_iou: 0.3468, dn_loss_cls: 0.0144, dn_loss_bbox: 0.1744, dn_loss_iou: 0.2880, d0.dn_loss_cls: 0.0433, d0.dn_loss_bbox: 0.2593, d0.dn_loss_iou: 0.3800, d1.dn_loss_cls: 0.0223, d1.dn_loss_bbox: 0.1918, d1.dn_loss_iou: 0.3087, d2.dn_loss_cls: 0.0178, d2.dn_loss_bbox: 0.1803, d2.dn_loss_iou: 0.2951, d3.dn_loss_cls: 0.0155, d3.dn_loss_bbox: 0.1753, d3.dn_loss_iou: 0.2896, d4.dn_loss_cls: 0.0147, d4.dn_loss_bbox: 0.1745, d4.dn_loss_iou: 0.2880, loss: 7.7065 2024-06-08 02:14:00,032 - mmdet - INFO - Epoch [12][1450/3665] lr: 2.000e-06, eta: 5:47:18, time: 9.334, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1773, interm_loss_bbox: 0.1437, interm_loss_iou: 0.3618, loss_cls: 0.1499, loss_bbox: 0.1282, loss_iou: 0.3366, d0.loss_cls: 0.1877, d0.loss_bbox: 0.1331, d0.loss_iou: 0.3439, d1.loss_cls: 0.1618, d1.loss_bbox: 0.1314, d1.loss_iou: 0.3418, d2.loss_cls: 0.1555, d2.loss_bbox: 0.1289, d2.loss_iou: 0.3367, d3.loss_cls: 0.1522, d3.loss_bbox: 0.1282, d3.loss_iou: 0.3360, d4.loss_cls: 0.1506, d4.loss_bbox: 0.1282, d4.loss_iou: 0.3364, dn_loss_cls: 0.0145, dn_loss_bbox: 0.1726, dn_loss_iou: 0.2832, d0.dn_loss_cls: 0.0436, d0.dn_loss_bbox: 0.2579, d0.dn_loss_iou: 0.3767, d1.dn_loss_cls: 0.0226, d1.dn_loss_bbox: 0.1916, d1.dn_loss_iou: 0.3054, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1783, d2.dn_loss_iou: 0.2906, d3.dn_loss_cls: 0.0156, d3.dn_loss_bbox: 0.1734, d3.dn_loss_iou: 0.2847, d4.dn_loss_cls: 0.0148, d4.dn_loss_bbox: 0.1726, d4.dn_loss_iou: 0.2832, loss: 7.5493 2024-06-08 02:21:55,221 - mmdet - INFO - Epoch [12][1500/3665] lr: 2.000e-06, eta: 5:39:28, time: 9.504, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1771, interm_loss_bbox: 0.1413, interm_loss_iou: 0.3644, loss_cls: 0.1493, loss_bbox: 0.1271, loss_iou: 0.3391, d0.loss_cls: 0.1865, d0.loss_bbox: 0.1311, d0.loss_iou: 0.3471, d1.loss_cls: 0.1611, d1.loss_bbox: 0.1303, d1.loss_iou: 0.3434, d2.loss_cls: 0.1554, d2.loss_bbox: 0.1269, d2.loss_iou: 0.3393, d3.loss_cls: 0.1518, d3.loss_bbox: 0.1268, d3.loss_iou: 0.3385, d4.loss_cls: 0.1500, d4.loss_bbox: 0.1271, d4.loss_iou: 0.3385, dn_loss_cls: 0.0144, dn_loss_bbox: 0.1672, dn_loss_iou: 0.2866, d0.dn_loss_cls: 0.0433, d0.dn_loss_bbox: 0.2486, d0.dn_loss_iou: 0.3773, d1.dn_loss_cls: 0.0223, d1.dn_loss_bbox: 0.1838, d1.dn_loss_iou: 0.3067, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1725, d2.dn_loss_iou: 0.2934, d3.dn_loss_cls: 0.0155, d3.dn_loss_bbox: 0.1680, d3.dn_loss_iou: 0.2880, d4.dn_loss_cls: 0.0147, d4.dn_loss_bbox: 0.1672, d4.dn_loss_iou: 0.2866, loss: 7.5263 2024-06-08 02:29:44,266 - mmdet - INFO - Epoch [12][1550/3665] lr: 2.000e-06, eta: 5:31:37, time: 9.381, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1817, interm_loss_bbox: 0.1417, interm_loss_iou: 0.3637, loss_cls: 0.1532, loss_bbox: 0.1281, loss_iou: 0.3386, d0.loss_cls: 0.1896, d0.loss_bbox: 0.1312, d0.loss_iou: 0.3450, d1.loss_cls: 0.1645, d1.loss_bbox: 0.1310, d1.loss_iou: 0.3442, d2.loss_cls: 0.1583, d2.loss_bbox: 0.1290, d2.loss_iou: 0.3402, d3.loss_cls: 0.1553, d3.loss_bbox: 0.1281, d3.loss_iou: 0.3391, d4.loss_cls: 0.1541, d4.loss_bbox: 0.1280, d4.loss_iou: 0.3386, dn_loss_cls: 0.0147, dn_loss_bbox: 0.1687, dn_loss_iou: 0.2818, d0.dn_loss_cls: 0.0444, d0.dn_loss_bbox: 0.2536, d0.dn_loss_iou: 0.3726, d1.dn_loss_cls: 0.0229, d1.dn_loss_bbox: 0.1870, d1.dn_loss_iou: 0.3027, d2.dn_loss_cls: 0.0182, d2.dn_loss_bbox: 0.1749, d2.dn_loss_iou: 0.2892, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1697, d3.dn_loss_iou: 0.2833, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1687, d4.dn_loss_iou: 0.2818, loss: 7.5481 2024-06-08 02:37:26,929 - mmdet - INFO - Epoch [12][1600/3665] lr: 2.000e-06, eta: 5:23:47, time: 9.253, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1776, interm_loss_bbox: 0.1482, interm_loss_iou: 0.3507, loss_cls: 0.1495, loss_bbox: 0.1333, loss_iou: 0.3267, d0.loss_cls: 0.1870, d0.loss_bbox: 0.1374, d0.loss_iou: 0.3329, d1.loss_cls: 0.1606, d1.loss_bbox: 0.1371, d1.loss_iou: 0.3319, d2.loss_cls: 0.1539, d2.loss_bbox: 0.1342, d2.loss_iou: 0.3278, d3.loss_cls: 0.1505, d3.loss_bbox: 0.1337, d3.loss_iou: 0.3273, d4.loss_cls: 0.1494, d4.loss_bbox: 0.1336, d4.loss_iou: 0.3269, dn_loss_cls: 0.0143, dn_loss_bbox: 0.1847, dn_loss_iou: 0.2790, d0.dn_loss_cls: 0.0437, d0.dn_loss_bbox: 0.2748, d0.dn_loss_iou: 0.3729, d1.dn_loss_cls: 0.0225, d1.dn_loss_bbox: 0.2021, d1.dn_loss_iou: 0.2996, d2.dn_loss_cls: 0.0178, d2.dn_loss_bbox: 0.1903, d2.dn_loss_iou: 0.2860, d3.dn_loss_cls: 0.0153, d3.dn_loss_bbox: 0.1854, d3.dn_loss_iou: 0.2805, d4.dn_loss_cls: 0.0145, d4.dn_loss_bbox: 0.1847, d4.dn_loss_iou: 0.2789, loss: 7.5570 2024-06-08 02:45:26,049 - mmdet - INFO - Epoch [12][1650/3665] lr: 2.000e-06, eta: 5:15:57, time: 9.582, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1754, interm_loss_bbox: 0.1455, interm_loss_iou: 0.3484, loss_cls: 0.1457, loss_bbox: 0.1320, loss_iou: 0.3236, d0.loss_cls: 0.1847, d0.loss_bbox: 0.1366, d0.loss_iou: 0.3303, d1.loss_cls: 0.1570, d1.loss_bbox: 0.1359, d1.loss_iou: 0.3300, d2.loss_cls: 0.1508, d2.loss_bbox: 0.1321, d2.loss_iou: 0.3250, d3.loss_cls: 0.1474, d3.loss_bbox: 0.1318, d3.loss_iou: 0.3235, d4.loss_cls: 0.1464, d4.loss_bbox: 0.1318, d4.loss_iou: 0.3233, dn_loss_cls: 0.0144, dn_loss_bbox: 0.1782, dn_loss_iou: 0.2805, d0.dn_loss_cls: 0.0434, d0.dn_loss_bbox: 0.2645, d0.dn_loss_iou: 0.3723, d1.dn_loss_cls: 0.0223, d1.dn_loss_bbox: 0.1961, d1.dn_loss_iou: 0.3015, d2.dn_loss_cls: 0.0176, d2.dn_loss_bbox: 0.1835, d2.dn_loss_iou: 0.2874, d3.dn_loss_cls: 0.0155, d3.dn_loss_bbox: 0.1788, d3.dn_loss_iou: 0.2819, d4.dn_loss_cls: 0.0147, d4.dn_loss_bbox: 0.1782, d4.dn_loss_iou: 0.2804, loss: 7.4681 2024-06-08 02:53:26,211 - mmdet - INFO - Epoch [12][1700/3665] lr: 2.000e-06, eta: 5:08:07, time: 9.603, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1809, interm_loss_bbox: 0.1484, interm_loss_iou: 0.3618, loss_cls: 0.1531, loss_bbox: 0.1348, loss_iou: 0.3366, d0.loss_cls: 0.1901, d0.loss_bbox: 0.1385, d0.loss_iou: 0.3431, d1.loss_cls: 0.1643, d1.loss_bbox: 0.1383, d1.loss_iou: 0.3413, d2.loss_cls: 0.1580, d2.loss_bbox: 0.1350, d2.loss_iou: 0.3372, d3.loss_cls: 0.1547, d3.loss_bbox: 0.1347, d3.loss_iou: 0.3364, d4.loss_cls: 0.1539, d4.loss_bbox: 0.1343, d4.loss_iou: 0.3361, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1821, dn_loss_iou: 0.2789, d0.dn_loss_cls: 0.0444, d0.dn_loss_bbox: 0.2739, d0.dn_loss_iou: 0.3724, d1.dn_loss_cls: 0.0229, d1.dn_loss_bbox: 0.2012, d1.dn_loss_iou: 0.3002, d2.dn_loss_cls: 0.0180, d2.dn_loss_bbox: 0.1883, d2.dn_loss_iou: 0.2862, d3.dn_loss_cls: 0.0156, d3.dn_loss_bbox: 0.1829, d3.dn_loss_iou: 0.2805, d4.dn_loss_cls: 0.0148, d4.dn_loss_bbox: 0.1821, d4.dn_loss_iou: 0.2789, loss: 7.6497 2024-06-08 03:01:12,290 - mmdet - INFO - Epoch [12][1750/3665] lr: 2.000e-06, eta: 5:00:16, time: 9.322, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1872, interm_loss_bbox: 0.1475, interm_loss_iou: 0.3664, loss_cls: 0.1573, loss_bbox: 0.1322, loss_iou: 0.3422, d0.loss_cls: 0.1971, d0.loss_bbox: 0.1358, d0.loss_iou: 0.3471, d1.loss_cls: 0.1704, d1.loss_bbox: 0.1357, d1.loss_iou: 0.3455, d2.loss_cls: 0.1640, d2.loss_bbox: 0.1326, d2.loss_iou: 0.3415, d3.loss_cls: 0.1602, d3.loss_bbox: 0.1316, d3.loss_iou: 0.3409, d4.loss_cls: 0.1583, d4.loss_bbox: 0.1317, d4.loss_iou: 0.3418, dn_loss_cls: 0.0156, dn_loss_bbox: 0.1853, dn_loss_iou: 0.2911, d0.dn_loss_cls: 0.0458, d0.dn_loss_bbox: 0.2733, d0.dn_loss_iou: 0.3835, d1.dn_loss_cls: 0.0243, d1.dn_loss_bbox: 0.2033, d1.dn_loss_iou: 0.3116, d2.dn_loss_cls: 0.0193, d2.dn_loss_bbox: 0.1915, d2.dn_loss_iou: 0.2983, d3.dn_loss_cls: 0.0167, d3.dn_loss_bbox: 0.1862, d3.dn_loss_iou: 0.2926, d4.dn_loss_cls: 0.0159, d4.dn_loss_bbox: 0.1854, d4.dn_loss_iou: 0.2910, loss: 7.7979 2024-06-08 03:09:04,665 - mmdet - INFO - Epoch [12][1800/3665] lr: 2.000e-06, eta: 4:52:26, time: 9.447, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1796, interm_loss_bbox: 0.1429, interm_loss_iou: 0.3611, loss_cls: 0.1513, loss_bbox: 0.1287, loss_iou: 0.3368, d0.loss_cls: 0.1883, d0.loss_bbox: 0.1319, d0.loss_iou: 0.3419, d1.loss_cls: 0.1629, d1.loss_bbox: 0.1319, d1.loss_iou: 0.3415, d2.loss_cls: 0.1573, d2.loss_bbox: 0.1288, d2.loss_iou: 0.3371, d3.loss_cls: 0.1537, d3.loss_bbox: 0.1282, d3.loss_iou: 0.3363, d4.loss_cls: 0.1521, d4.loss_bbox: 0.1285, d4.loss_iou: 0.3362, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1794, dn_loss_iou: 0.2826, d0.dn_loss_cls: 0.0450, d0.dn_loss_bbox: 0.2685, d0.dn_loss_iou: 0.3762, d1.dn_loss_cls: 0.0239, d1.dn_loss_bbox: 0.1986, d1.dn_loss_iou: 0.3041, d2.dn_loss_cls: 0.0192, d2.dn_loss_bbox: 0.1850, d2.dn_loss_iou: 0.2899, d3.dn_loss_cls: 0.0168, d3.dn_loss_bbox: 0.1803, d3.dn_loss_iou: 0.2843, d4.dn_loss_cls: 0.0159, d4.dn_loss_bbox: 0.1794, d4.dn_loss_iou: 0.2826, loss: 7.6042 2024-06-08 03:16:57,129 - mmdet - INFO - Epoch [12][1850/3665] lr: 2.000e-06, eta: 4:44:35, time: 9.449, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1825, interm_loss_bbox: 0.1426, interm_loss_iou: 0.3724, loss_cls: 0.1538, loss_bbox: 0.1322, loss_iou: 0.3486, d0.loss_cls: 0.1918, d0.loss_bbox: 0.1338, d0.loss_iou: 0.3538, d1.loss_cls: 0.1666, d1.loss_bbox: 0.1337, d1.loss_iou: 0.3517, d2.loss_cls: 0.1597, d2.loss_bbox: 0.1315, d2.loss_iou: 0.3496, d3.loss_cls: 0.1566, d3.loss_bbox: 0.1315, d3.loss_iou: 0.3479, d4.loss_cls: 0.1548, d4.loss_bbox: 0.1318, d4.loss_iou: 0.3482, dn_loss_cls: 0.0153, dn_loss_bbox: 0.1737, dn_loss_iou: 0.2880, d0.dn_loss_cls: 0.0445, d0.dn_loss_bbox: 0.2569, d0.dn_loss_iou: 0.3802, d1.dn_loss_cls: 0.0233, d1.dn_loss_bbox: 0.1901, d1.dn_loss_iou: 0.3084, d2.dn_loss_cls: 0.0186, d2.dn_loss_bbox: 0.1789, d2.dn_loss_iou: 0.2949, d3.dn_loss_cls: 0.0163, d3.dn_loss_bbox: 0.1743, d3.dn_loss_iou: 0.2893, d4.dn_loss_cls: 0.0155, d4.dn_loss_bbox: 0.1738, d4.dn_loss_iou: 0.2879, loss: 7.7047 2024-06-08 03:24:51,417 - mmdet - INFO - Epoch [12][1900/3665] lr: 2.000e-06, eta: 4:36:45, time: 9.486, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1820, interm_loss_bbox: 0.1444, interm_loss_iou: 0.3613, loss_cls: 0.1536, loss_bbox: 0.1294, loss_iou: 0.3356, d0.loss_cls: 0.1911, d0.loss_bbox: 0.1335, d0.loss_iou: 0.3421, d1.loss_cls: 0.1659, d1.loss_bbox: 0.1329, d1.loss_iou: 0.3396, d2.loss_cls: 0.1590, d2.loss_bbox: 0.1300, d2.loss_iou: 0.3365, d3.loss_cls: 0.1561, d3.loss_bbox: 0.1290, d3.loss_iou: 0.3347, d4.loss_cls: 0.1541, d4.loss_bbox: 0.1293, d4.loss_iou: 0.3354, dn_loss_cls: 0.0148, dn_loss_bbox: 0.1788, dn_loss_iou: 0.2846, d0.dn_loss_cls: 0.0443, d0.dn_loss_bbox: 0.2656, d0.dn_loss_iou: 0.3765, d1.dn_loss_cls: 0.0228, d1.dn_loss_bbox: 0.1975, d1.dn_loss_iou: 0.3059, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1847, d2.dn_loss_iou: 0.2920, d3.dn_loss_cls: 0.0159, d3.dn_loss_bbox: 0.1795, d3.dn_loss_iou: 0.2862, d4.dn_loss_cls: 0.0151, d4.dn_loss_bbox: 0.1788, d4.dn_loss_iou: 0.2845, loss: 7.6212 2024-06-08 03:32:45,530 - mmdet - INFO - Epoch [12][1950/3665] lr: 2.000e-06, eta: 4:28:55, time: 9.482, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1813, interm_loss_bbox: 0.1425, interm_loss_iou: 0.3644, loss_cls: 0.1532, loss_bbox: 0.1297, loss_iou: 0.3383, d0.loss_cls: 0.1915, d0.loss_bbox: 0.1327, d0.loss_iou: 0.3443, d1.loss_cls: 0.1652, d1.loss_bbox: 0.1322, d1.loss_iou: 0.3427, d2.loss_cls: 0.1595, d2.loss_bbox: 0.1295, d2.loss_iou: 0.3390, d3.loss_cls: 0.1556, d3.loss_bbox: 0.1293, d3.loss_iou: 0.3381, d4.loss_cls: 0.1539, d4.loss_bbox: 0.1297, d4.loss_iou: 0.3383, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1735, dn_loss_iou: 0.2767, d0.dn_loss_cls: 0.0442, d0.dn_loss_bbox: 0.2636, d0.dn_loss_iou: 0.3688, d1.dn_loss_cls: 0.0231, d1.dn_loss_bbox: 0.1924, d1.dn_loss_iou: 0.2976, d2.dn_loss_cls: 0.0184, d2.dn_loss_bbox: 0.1795, d2.dn_loss_iou: 0.2839, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1744, d3.dn_loss_iou: 0.2783, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1735, d4.dn_loss_iou: 0.2767, loss: 7.5619 2024-06-08 03:41:07,458 - mmdet - INFO - Epoch [12][2000/3665] lr: 2.000e-06, eta: 4:21:06, time: 10.039, data_time: 0.304, memory: 37236, interm_loss_cls: 0.1818, interm_loss_bbox: 0.1452, interm_loss_iou: 0.3584, loss_cls: 0.1536, loss_bbox: 0.1294, loss_iou: 0.3326, d0.loss_cls: 0.1924, d0.loss_bbox: 0.1333, d0.loss_iou: 0.3384, d1.loss_cls: 0.1668, d1.loss_bbox: 0.1321, d1.loss_iou: 0.3359, d2.loss_cls: 0.1590, d2.loss_bbox: 0.1301, d2.loss_iou: 0.3335, d3.loss_cls: 0.1557, d3.loss_bbox: 0.1293, d3.loss_iou: 0.3324, d4.loss_cls: 0.1544, d4.loss_bbox: 0.1291, d4.loss_iou: 0.3323, dn_loss_cls: 0.0154, dn_loss_bbox: 0.1812, dn_loss_iou: 0.2844, d0.dn_loss_cls: 0.0452, d0.dn_loss_bbox: 0.2727, d0.dn_loss_iou: 0.3807, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.2011, d1.dn_loss_iou: 0.3069, d2.dn_loss_cls: 0.0189, d2.dn_loss_bbox: 0.1877, d2.dn_loss_iou: 0.2920, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1821, d3.dn_loss_iou: 0.2859, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1812, d4.dn_loss_iou: 0.2843, loss: 7.6307 2024-06-08 03:49:04,317 - mmdet - INFO - Epoch [12][2050/3665] lr: 2.000e-06, eta: 4:13:16, time: 9.537, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1752, interm_loss_bbox: 0.1481, interm_loss_iou: 0.3415, loss_cls: 0.1462, loss_bbox: 0.1314, loss_iou: 0.3143, d0.loss_cls: 0.1847, d0.loss_bbox: 0.1362, d0.loss_iou: 0.3223, d1.loss_cls: 0.1590, d1.loss_bbox: 0.1347, d1.loss_iou: 0.3190, d2.loss_cls: 0.1523, d2.loss_bbox: 0.1318, d2.loss_iou: 0.3154, d3.loss_cls: 0.1488, d3.loss_bbox: 0.1312, d3.loss_iou: 0.3145, d4.loss_cls: 0.1470, d4.loss_bbox: 0.1314, d4.loss_iou: 0.3139, dn_loss_cls: 0.0147, dn_loss_bbox: 0.1820, dn_loss_iou: 0.2771, d0.dn_loss_cls: 0.0444, d0.dn_loss_bbox: 0.2724, d0.dn_loss_iou: 0.3722, d1.dn_loss_cls: 0.0228, d1.dn_loss_bbox: 0.2008, d1.dn_loss_iou: 0.2994, d2.dn_loss_cls: 0.0181, d2.dn_loss_bbox: 0.1877, d2.dn_loss_iou: 0.2845, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1826, d3.dn_loss_iou: 0.2786, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1820, d4.dn_loss_iou: 0.2770, loss: 7.4262 2024-06-08 03:56:56,004 - mmdet - INFO - Epoch [12][2100/3665] lr: 2.000e-06, eta: 4:05:25, time: 9.434, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1786, interm_loss_bbox: 0.1460, interm_loss_iou: 0.3570, loss_cls: 0.1498, loss_bbox: 0.1314, loss_iou: 0.3324, d0.loss_cls: 0.1888, d0.loss_bbox: 0.1342, d0.loss_iou: 0.3376, d1.loss_cls: 0.1623, d1.loss_bbox: 0.1337, d1.loss_iou: 0.3360, d2.loss_cls: 0.1545, d2.loss_bbox: 0.1322, d2.loss_iou: 0.3338, d3.loss_cls: 0.1520, d3.loss_bbox: 0.1315, d3.loss_iou: 0.3325, d4.loss_cls: 0.1505, d4.loss_bbox: 0.1316, d4.loss_iou: 0.3323, dn_loss_cls: 0.0145, dn_loss_bbox: 0.1884, dn_loss_iou: 0.2791, d0.dn_loss_cls: 0.0445, d0.dn_loss_bbox: 0.2833, d0.dn_loss_iou: 0.3731, d1.dn_loss_cls: 0.0228, d1.dn_loss_bbox: 0.2082, d1.dn_loss_iou: 0.3004, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1946, d2.dn_loss_iou: 0.2864, d3.dn_loss_cls: 0.0156, d3.dn_loss_bbox: 0.1891, d3.dn_loss_iou: 0.2806, d4.dn_loss_cls: 0.0148, d4.dn_loss_bbox: 0.1884, d4.dn_loss_iou: 0.2791, loss: 7.6195 2024-06-08 04:04:49,214 - mmdet - INFO - Epoch [12][2150/3665] lr: 2.000e-06, eta: 3:57:35, time: 9.464, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1722, interm_loss_bbox: 0.1432, interm_loss_iou: 0.3479, loss_cls: 0.1441, loss_bbox: 0.1280, loss_iou: 0.3249, d0.loss_cls: 0.1824, d0.loss_bbox: 0.1327, d0.loss_iou: 0.3309, d1.loss_cls: 0.1559, d1.loss_bbox: 0.1315, d1.loss_iou: 0.3295, d2.loss_cls: 0.1492, d2.loss_bbox: 0.1286, d2.loss_iou: 0.3267, d3.loss_cls: 0.1460, d3.loss_bbox: 0.1275, d3.loss_iou: 0.3251, d4.loss_cls: 0.1450, d4.loss_bbox: 0.1276, d4.loss_iou: 0.3249, dn_loss_cls: 0.0136, dn_loss_bbox: 0.1715, dn_loss_iou: 0.2723, d0.dn_loss_cls: 0.0429, d0.dn_loss_bbox: 0.2590, d0.dn_loss_iou: 0.3647, d1.dn_loss_cls: 0.0214, d1.dn_loss_bbox: 0.1890, d1.dn_loss_iou: 0.2927, d2.dn_loss_cls: 0.0169, d2.dn_loss_bbox: 0.1769, d2.dn_loss_iou: 0.2792, d3.dn_loss_cls: 0.0145, d3.dn_loss_bbox: 0.1721, d3.dn_loss_iou: 0.2738, d4.dn_loss_cls: 0.0139, d4.dn_loss_bbox: 0.1715, d4.dn_loss_iou: 0.2723, loss: 7.3419 2024-06-08 04:12:28,545 - mmdet - INFO - Epoch [12][2200/3665] lr: 2.000e-06, eta: 3:49:44, time: 9.187, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1821, interm_loss_bbox: 0.1468, interm_loss_iou: 0.3617, loss_cls: 0.1541, loss_bbox: 0.1310, loss_iou: 0.3365, d0.loss_cls: 0.1911, d0.loss_bbox: 0.1350, d0.loss_iou: 0.3431, d1.loss_cls: 0.1660, d1.loss_bbox: 0.1340, d1.loss_iou: 0.3420, d2.loss_cls: 0.1594, d2.loss_bbox: 0.1312, d2.loss_iou: 0.3375, d3.loss_cls: 0.1557, d3.loss_bbox: 0.1308, d3.loss_iou: 0.3369, d4.loss_cls: 0.1545, d4.loss_bbox: 0.1309, d4.loss_iou: 0.3367, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1754, dn_loss_iou: 0.2836, d0.dn_loss_cls: 0.0452, d0.dn_loss_bbox: 0.2642, d0.dn_loss_iou: 0.3778, d1.dn_loss_cls: 0.0237, d1.dn_loss_bbox: 0.1940, d1.dn_loss_iou: 0.3048, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1813, d2.dn_loss_iou: 0.2909, d3.dn_loss_cls: 0.0162, d3.dn_loss_bbox: 0.1761, d3.dn_loss_iou: 0.2852, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1754, d4.dn_loss_iou: 0.2836, loss: 7.6236 2024-06-08 04:20:23,154 - mmdet - INFO - Epoch [12][2250/3665] lr: 2.000e-06, eta: 3:41:54, time: 9.492, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1760, interm_loss_bbox: 0.1494, interm_loss_iou: 0.3536, loss_cls: 0.1465, loss_bbox: 0.1350, loss_iou: 0.3315, d0.loss_cls: 0.1851, d0.loss_bbox: 0.1392, d0.loss_iou: 0.3359, d1.loss_cls: 0.1582, d1.loss_bbox: 0.1383, d1.loss_iou: 0.3345, d2.loss_cls: 0.1521, d2.loss_bbox: 0.1354, d2.loss_iou: 0.3310, d3.loss_cls: 0.1487, d3.loss_bbox: 0.1347, d3.loss_iou: 0.3306, d4.loss_cls: 0.1470, d4.loss_bbox: 0.1348, d4.loss_iou: 0.3310, dn_loss_cls: 0.0145, dn_loss_bbox: 0.1846, dn_loss_iou: 0.2787, d0.dn_loss_cls: 0.0444, d0.dn_loss_bbox: 0.2786, d0.dn_loss_iou: 0.3737, d1.dn_loss_cls: 0.0227, d1.dn_loss_bbox: 0.2049, d1.dn_loss_iou: 0.3000, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1909, d2.dn_loss_iou: 0.2857, d3.dn_loss_cls: 0.0156, d3.dn_loss_bbox: 0.1856, d3.dn_loss_iou: 0.2802, d4.dn_loss_cls: 0.0148, d4.dn_loss_bbox: 0.1846, d4.dn_loss_iou: 0.2787, loss: 7.5847 2024-06-08 04:28:10,156 - mmdet - INFO - Epoch [12][2300/3665] lr: 2.000e-06, eta: 3:34:03, time: 9.340, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1826, interm_loss_bbox: 0.1443, interm_loss_iou: 0.3603, loss_cls: 0.1542, loss_bbox: 0.1314, loss_iou: 0.3372, d0.loss_cls: 0.1927, d0.loss_bbox: 0.1345, d0.loss_iou: 0.3435, d1.loss_cls: 0.1672, d1.loss_bbox: 0.1336, d1.loss_iou: 0.3412, d2.loss_cls: 0.1596, d2.loss_bbox: 0.1321, d2.loss_iou: 0.3379, d3.loss_cls: 0.1565, d3.loss_bbox: 0.1309, d3.loss_iou: 0.3365, d4.loss_cls: 0.1549, d4.loss_bbox: 0.1311, d4.loss_iou: 0.3369, dn_loss_cls: 0.0156, dn_loss_bbox: 0.1735, dn_loss_iou: 0.2768, d0.dn_loss_cls: 0.0456, d0.dn_loss_bbox: 0.2648, d0.dn_loss_iou: 0.3699, d1.dn_loss_cls: 0.0236, d1.dn_loss_bbox: 0.1929, d1.dn_loss_iou: 0.2983, d2.dn_loss_cls: 0.0190, d2.dn_loss_bbox: 0.1799, d2.dn_loss_iou: 0.2842, d3.dn_loss_cls: 0.0166, d3.dn_loss_bbox: 0.1744, d3.dn_loss_iou: 0.2783, d4.dn_loss_cls: 0.0159, d4.dn_loss_bbox: 0.1735, d4.dn_loss_iou: 0.2767, loss: 7.5787 2024-06-08 04:36:06,679 - mmdet - INFO - Epoch [12][2350/3665] lr: 2.000e-06, eta: 3:26:13, time: 9.530, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1768, interm_loss_bbox: 0.1454, interm_loss_iou: 0.3595, loss_cls: 0.1472, loss_bbox: 0.1307, loss_iou: 0.3338, d0.loss_cls: 0.1868, d0.loss_bbox: 0.1347, d0.loss_iou: 0.3394, d1.loss_cls: 0.1594, d1.loss_bbox: 0.1347, d1.loss_iou: 0.3391, d2.loss_cls: 0.1531, d2.loss_bbox: 0.1306, d2.loss_iou: 0.3343, d3.loss_cls: 0.1493, d3.loss_bbox: 0.1305, d3.loss_iou: 0.3345, d4.loss_cls: 0.1479, d4.loss_bbox: 0.1308, d4.loss_iou: 0.3339, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1745, dn_loss_iou: 0.2804, d0.dn_loss_cls: 0.0440, d0.dn_loss_bbox: 0.2689, d0.dn_loss_iou: 0.3772, d1.dn_loss_cls: 0.0230, d1.dn_loss_bbox: 0.1947, d1.dn_loss_iou: 0.3031, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1806, d2.dn_loss_iou: 0.2879, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1754, d3.dn_loss_iou: 0.2819, d4.dn_loss_cls: 0.0150, d4.dn_loss_bbox: 0.1745, d4.dn_loss_iou: 0.2803, loss: 7.5426 2024-06-08 04:43:55,737 - mmdet - INFO - Epoch [12][2400/3665] lr: 2.000e-06, eta: 3:18:22, time: 9.381, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1765, interm_loss_bbox: 0.1422, interm_loss_iou: 0.3556, loss_cls: 0.1458, loss_bbox: 0.1287, loss_iou: 0.3336, d0.loss_cls: 0.1855, d0.loss_bbox: 0.1318, d0.loss_iou: 0.3379, d1.loss_cls: 0.1585, d1.loss_bbox: 0.1328, d1.loss_iou: 0.3370, d2.loss_cls: 0.1513, d2.loss_bbox: 0.1296, d2.loss_iou: 0.3341, d3.loss_cls: 0.1481, d3.loss_bbox: 0.1287, d3.loss_iou: 0.3330, d4.loss_cls: 0.1467, d4.loss_bbox: 0.1285, d4.loss_iou: 0.3331, dn_loss_cls: 0.0152, dn_loss_bbox: 0.1742, dn_loss_iou: 0.2845, d0.dn_loss_cls: 0.0453, d0.dn_loss_bbox: 0.2591, d0.dn_loss_iou: 0.3784, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.1922, d1.dn_loss_iou: 0.3058, d2.dn_loss_cls: 0.0189, d2.dn_loss_bbox: 0.1800, d2.dn_loss_iou: 0.2919, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1753, d3.dn_loss_iou: 0.2861, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1742, d4.dn_loss_iou: 0.2845, loss: 7.5200 2024-06-08 04:51:58,223 - mmdet - INFO - Epoch [12][2450/3665] lr: 2.000e-06, eta: 3:10:32, time: 9.650, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1800, interm_loss_bbox: 0.1444, interm_loss_iou: 0.3622, loss_cls: 0.1520, loss_bbox: 0.1298, loss_iou: 0.3376, d0.loss_cls: 0.1902, d0.loss_bbox: 0.1334, d0.loss_iou: 0.3425, d1.loss_cls: 0.1641, d1.loss_bbox: 0.1321, d1.loss_iou: 0.3415, d2.loss_cls: 0.1569, d2.loss_bbox: 0.1306, d2.loss_iou: 0.3395, d3.loss_cls: 0.1545, d3.loss_bbox: 0.1297, d3.loss_iou: 0.3378, d4.loss_cls: 0.1528, d4.loss_bbox: 0.1297, d4.loss_iou: 0.3376, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1793, dn_loss_iou: 0.2844, d0.dn_loss_cls: 0.0446, d0.dn_loss_bbox: 0.2686, d0.dn_loss_iou: 0.3776, d1.dn_loss_cls: 0.0231, d1.dn_loss_bbox: 0.1982, d1.dn_loss_iou: 0.3058, d2.dn_loss_cls: 0.0185, d2.dn_loss_bbox: 0.1851, d2.dn_loss_iou: 0.2918, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1801, d3.dn_loss_iou: 0.2860, d4.dn_loss_cls: 0.0152, d4.dn_loss_bbox: 0.1793, d4.dn_loss_iou: 0.2844, loss: 7.6319 2024-06-08 04:59:46,191 - mmdet - INFO - Epoch [12][2500/3665] lr: 2.000e-06, eta: 3:02:42, time: 9.359, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1836, interm_loss_bbox: 0.1411, interm_loss_iou: 0.3707, loss_cls: 0.1535, loss_bbox: 0.1275, loss_iou: 0.3466, d0.loss_cls: 0.1944, d0.loss_bbox: 0.1303, d0.loss_iou: 0.3519, d1.loss_cls: 0.1664, d1.loss_bbox: 0.1306, d1.loss_iou: 0.3516, d2.loss_cls: 0.1596, d2.loss_bbox: 0.1277, d2.loss_iou: 0.3474, d3.loss_cls: 0.1563, d3.loss_bbox: 0.1267, d3.loss_iou: 0.3463, d4.loss_cls: 0.1545, d4.loss_bbox: 0.1271, d4.loss_iou: 0.3460, dn_loss_cls: 0.0156, dn_loss_bbox: 0.1709, dn_loss_iou: 0.2851, d0.dn_loss_cls: 0.0453, d0.dn_loss_bbox: 0.2578, d0.dn_loss_iou: 0.3790, d1.dn_loss_cls: 0.0238, d1.dn_loss_bbox: 0.1887, d1.dn_loss_iou: 0.3064, d2.dn_loss_cls: 0.0190, d2.dn_loss_bbox: 0.1765, d2.dn_loss_iou: 0.2926, d3.dn_loss_cls: 0.0167, d3.dn_loss_bbox: 0.1717, d3.dn_loss_iou: 0.2867, d4.dn_loss_cls: 0.0159, d4.dn_loss_bbox: 0.1709, d4.dn_loss_iou: 0.2851, loss: 7.6476 2024-06-08 05:07:35,683 - mmdet - INFO - Epoch [12][2550/3665] lr: 2.000e-06, eta: 2:54:51, time: 9.390, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1781, interm_loss_bbox: 0.1442, interm_loss_iou: 0.3571, loss_cls: 0.1510, loss_bbox: 0.1285, loss_iou: 0.3308, d0.loss_cls: 0.1892, d0.loss_bbox: 0.1326, d0.loss_iou: 0.3380, d1.loss_cls: 0.1622, d1.loss_bbox: 0.1319, d1.loss_iou: 0.3360, d2.loss_cls: 0.1560, d2.loss_bbox: 0.1287, d2.loss_iou: 0.3314, d3.loss_cls: 0.1528, d3.loss_bbox: 0.1284, d3.loss_iou: 0.3304, d4.loss_cls: 0.1514, d4.loss_bbox: 0.1286, d4.loss_iou: 0.3307, dn_loss_cls: 0.0152, dn_loss_bbox: 0.1826, dn_loss_iou: 0.2835, d0.dn_loss_cls: 0.0447, d0.dn_loss_bbox: 0.2749, d0.dn_loss_iou: 0.3784, d1.dn_loss_cls: 0.0233, d1.dn_loss_bbox: 0.2025, d1.dn_loss_iou: 0.3054, d2.dn_loss_cls: 0.0185, d2.dn_loss_bbox: 0.1889, d2.dn_loss_iou: 0.2909, d3.dn_loss_cls: 0.0162, d3.dn_loss_bbox: 0.1836, d3.dn_loss_iou: 0.2852, d4.dn_loss_cls: 0.0154, d4.dn_loss_bbox: 0.1826, d4.dn_loss_iou: 0.2834, loss: 7.5930 2024-06-08 05:15:33,718 - mmdet - INFO - Epoch [12][2600/3665] lr: 2.000e-06, eta: 2:47:01, time: 9.561, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1827, interm_loss_bbox: 0.1449, interm_loss_iou: 0.3551, loss_cls: 0.1548, loss_bbox: 0.1303, loss_iou: 0.3282, d0.loss_cls: 0.1925, d0.loss_bbox: 0.1344, d0.loss_iou: 0.3356, d1.loss_cls: 0.1682, d1.loss_bbox: 0.1329, d1.loss_iou: 0.3321, d2.loss_cls: 0.1611, d2.loss_bbox: 0.1301, d2.loss_iou: 0.3279, d3.loss_cls: 0.1575, d3.loss_bbox: 0.1298, d3.loss_iou: 0.3275, d4.loss_cls: 0.1557, d4.loss_bbox: 0.1302, d4.loss_iou: 0.3278, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1807, dn_loss_iou: 0.2824, d0.dn_loss_cls: 0.0449, d0.dn_loss_bbox: 0.2704, d0.dn_loss_iou: 0.3761, d1.dn_loss_cls: 0.0238, d1.dn_loss_bbox: 0.1989, d1.dn_loss_iou: 0.3032, d2.dn_loss_cls: 0.0189, d2.dn_loss_bbox: 0.1864, d2.dn_loss_iou: 0.2896, d3.dn_loss_cls: 0.0162, d3.dn_loss_bbox: 0.1814, d3.dn_loss_iou: 0.2839, d4.dn_loss_cls: 0.0154, d4.dn_loss_bbox: 0.1807, d4.dn_loss_iou: 0.2824, loss: 7.5897 2024-06-08 05:23:25,332 - mmdet - INFO - Epoch [12][2650/3665] lr: 2.000e-06, eta: 2:39:10, time: 9.432, data_time: 0.007, memory: 37236, interm_loss_cls: 0.1817, interm_loss_bbox: 0.1449, interm_loss_iou: 0.3617, loss_cls: 0.1532, loss_bbox: 0.1318, loss_iou: 0.3388, d0.loss_cls: 0.1904, d0.loss_bbox: 0.1349, d0.loss_iou: 0.3442, d1.loss_cls: 0.1658, d1.loss_bbox: 0.1335, d1.loss_iou: 0.3424, d2.loss_cls: 0.1588, d2.loss_bbox: 0.1312, d2.loss_iou: 0.3393, d3.loss_cls: 0.1555, d3.loss_bbox: 0.1311, d3.loss_iou: 0.3382, d4.loss_cls: 0.1539, d4.loss_bbox: 0.1314, d4.loss_iou: 0.3386, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1767, dn_loss_iou: 0.2812, d0.dn_loss_cls: 0.0444, d0.dn_loss_bbox: 0.2654, d0.dn_loss_iou: 0.3744, d1.dn_loss_cls: 0.0229, d1.dn_loss_bbox: 0.1955, d1.dn_loss_iou: 0.3026, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1829, d2.dn_loss_iou: 0.2884, d3.dn_loss_cls: 0.0160, d3.dn_loss_bbox: 0.1775, d3.dn_loss_iou: 0.2828, d4.dn_loss_cls: 0.0152, d4.dn_loss_bbox: 0.1768, d4.dn_loss_iou: 0.2812, loss: 7.6188 2024-06-08 05:31:19,310 - mmdet - INFO - Epoch [12][2700/3665] lr: 2.000e-06, eta: 2:31:20, time: 9.480, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1759, interm_loss_bbox: 0.1485, interm_loss_iou: 0.3508, loss_cls: 0.1473, loss_bbox: 0.1322, loss_iou: 0.3265, d0.loss_cls: 0.1853, d0.loss_bbox: 0.1377, d0.loss_iou: 0.3344, d1.loss_cls: 0.1585, d1.loss_bbox: 0.1374, d1.loss_iou: 0.3322, d2.loss_cls: 0.1524, d2.loss_bbox: 0.1330, d2.loss_iou: 0.3278, d3.loss_cls: 0.1493, d3.loss_bbox: 0.1323, d3.loss_iou: 0.3259, d4.loss_cls: 0.1477, d4.loss_bbox: 0.1322, d4.loss_iou: 0.3262, dn_loss_cls: 0.0148, dn_loss_bbox: 0.1793, dn_loss_iou: 0.2836, d0.dn_loss_cls: 0.0442, d0.dn_loss_bbox: 0.2674, d0.dn_loss_iou: 0.3774, d1.dn_loss_cls: 0.0229, d1.dn_loss_bbox: 0.1979, d1.dn_loss_iou: 0.3049, d2.dn_loss_cls: 0.0182, d2.dn_loss_bbox: 0.1852, d2.dn_loss_iou: 0.2908, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1802, d3.dn_loss_iou: 0.2851, d4.dn_loss_cls: 0.0150, d4.dn_loss_bbox: 0.1794, d4.dn_loss_iou: 0.2836, loss: 7.5391 2024-06-08 05:39:07,250 - mmdet - INFO - Epoch [12][2750/3665] lr: 2.000e-06, eta: 2:23:29, time: 9.359, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1800, interm_loss_bbox: 0.1478, interm_loss_iou: 0.3604, loss_cls: 0.1501, loss_bbox: 0.1338, loss_iou: 0.3352, d0.loss_cls: 0.1894, d0.loss_bbox: 0.1362, d0.loss_iou: 0.3412, d1.loss_cls: 0.1620, d1.loss_bbox: 0.1361, d1.loss_iou: 0.3402, d2.loss_cls: 0.1559, d2.loss_bbox: 0.1339, d2.loss_iou: 0.3355, d3.loss_cls: 0.1526, d3.loss_bbox: 0.1333, d3.loss_iou: 0.3348, d4.loss_cls: 0.1509, d4.loss_bbox: 0.1335, d4.loss_iou: 0.3352, dn_loss_cls: 0.0140, dn_loss_bbox: 0.1818, dn_loss_iou: 0.2799, d0.dn_loss_cls: 0.0428, d0.dn_loss_bbox: 0.2718, d0.dn_loss_iou: 0.3739, d1.dn_loss_cls: 0.0220, d1.dn_loss_bbox: 0.2001, d1.dn_loss_iou: 0.3009, d2.dn_loss_cls: 0.0174, d2.dn_loss_bbox: 0.1874, d2.dn_loss_iou: 0.2867, d3.dn_loss_cls: 0.0151, d3.dn_loss_bbox: 0.1825, d3.dn_loss_iou: 0.2812, d4.dn_loss_cls: 0.0143, d4.dn_loss_bbox: 0.1818, d4.dn_loss_iou: 0.2798, loss: 7.6113 2024-06-08 05:46:56,134 - mmdet - INFO - Epoch [12][2800/3665] lr: 2.000e-06, eta: 2:15:39, time: 9.378, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1798, interm_loss_bbox: 0.1432, interm_loss_iou: 0.3636, loss_cls: 0.1528, loss_bbox: 0.1296, loss_iou: 0.3385, d0.loss_cls: 0.1904, d0.loss_bbox: 0.1330, d0.loss_iou: 0.3452, d1.loss_cls: 0.1633, d1.loss_bbox: 0.1330, d1.loss_iou: 0.3439, d2.loss_cls: 0.1574, d2.loss_bbox: 0.1304, d2.loss_iou: 0.3396, d3.loss_cls: 0.1552, d3.loss_bbox: 0.1290, d3.loss_iou: 0.3380, d4.loss_cls: 0.1533, d4.loss_bbox: 0.1298, d4.loss_iou: 0.3382, dn_loss_cls: 0.0144, dn_loss_bbox: 0.1795, dn_loss_iou: 0.2906, d0.dn_loss_cls: 0.0441, d0.dn_loss_bbox: 0.2678, d0.dn_loss_iou: 0.3838, d1.dn_loss_cls: 0.0224, d1.dn_loss_bbox: 0.1968, d1.dn_loss_iou: 0.3110, d2.dn_loss_cls: 0.0178, d2.dn_loss_bbox: 0.1850, d2.dn_loss_iou: 0.2978, d3.dn_loss_cls: 0.0155, d3.dn_loss_bbox: 0.1802, d3.dn_loss_iou: 0.2921, d4.dn_loss_cls: 0.0146, d4.dn_loss_bbox: 0.1796, d4.dn_loss_iou: 0.2906, loss: 7.6708 2024-06-08 05:54:55,856 - mmdet - INFO - Epoch [12][2850/3665] lr: 2.000e-06, eta: 2:07:49, time: 9.594, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1794, interm_loss_bbox: 0.1452, interm_loss_iou: 0.3608, loss_cls: 0.1506, loss_bbox: 0.1318, loss_iou: 0.3368, d0.loss_cls: 0.1869, d0.loss_bbox: 0.1354, d0.loss_iou: 0.3435, d1.loss_cls: 0.1610, d1.loss_bbox: 0.1350, d1.loss_iou: 0.3410, d2.loss_cls: 0.1553, d2.loss_bbox: 0.1320, d2.loss_iou: 0.3380, d3.loss_cls: 0.1525, d3.loss_bbox: 0.1319, d3.loss_iou: 0.3368, d4.loss_cls: 0.1508, d4.loss_bbox: 0.1318, d4.loss_iou: 0.3375, dn_loss_cls: 0.0147, dn_loss_bbox: 0.1790, dn_loss_iou: 0.2826, d0.dn_loss_cls: 0.0444, d0.dn_loss_bbox: 0.2665, d0.dn_loss_iou: 0.3757, d1.dn_loss_cls: 0.0228, d1.dn_loss_bbox: 0.1971, d1.dn_loss_iou: 0.3039, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1842, d2.dn_loss_iou: 0.2896, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1796, d3.dn_loss_iou: 0.2839, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1790, d4.dn_loss_iou: 0.2825, loss: 7.6084 2024-06-08 06:02:53,839 - mmdet - INFO - Epoch [12][2900/3665] lr: 2.000e-06, eta: 1:59:58, time: 9.560, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1824, interm_loss_bbox: 0.1405, interm_loss_iou: 0.3716, loss_cls: 0.1553, loss_bbox: 0.1271, loss_iou: 0.3470, d0.loss_cls: 0.1923, d0.loss_bbox: 0.1307, d0.loss_iou: 0.3536, d1.loss_cls: 0.1664, d1.loss_bbox: 0.1310, d1.loss_iou: 0.3518, d2.loss_cls: 0.1597, d2.loss_bbox: 0.1286, d2.loss_iou: 0.3485, d3.loss_cls: 0.1572, d3.loss_bbox: 0.1271, d3.loss_iou: 0.3469, d4.loss_cls: 0.1560, d4.loss_bbox: 0.1271, d4.loss_iou: 0.3468, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1710, dn_loss_iou: 0.2884, d0.dn_loss_cls: 0.0451, d0.dn_loss_bbox: 0.2564, d0.dn_loss_iou: 0.3819, d1.dn_loss_cls: 0.0234, d1.dn_loss_bbox: 0.1890, d1.dn_loss_iou: 0.3093, d2.dn_loss_cls: 0.0186, d2.dn_loss_bbox: 0.1768, d2.dn_loss_iou: 0.2954, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1717, d3.dn_loss_iou: 0.2898, d4.dn_loss_cls: 0.0152, d4.dn_loss_bbox: 0.1710, d4.dn_loss_iou: 0.2883, loss: 7.6700 2024-06-08 06:10:38,746 - mmdet - INFO - Epoch [12][2950/3665] lr: 2.000e-06, eta: 1:52:08, time: 9.298, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1821, interm_loss_bbox: 0.1464, interm_loss_iou: 0.3639, loss_cls: 0.1536, loss_bbox: 0.1339, loss_iou: 0.3402, d0.loss_cls: 0.1910, d0.loss_bbox: 0.1369, d0.loss_iou: 0.3467, d1.loss_cls: 0.1650, d1.loss_bbox: 0.1363, d1.loss_iou: 0.3446, d2.loss_cls: 0.1589, d2.loss_bbox: 0.1337, d2.loss_iou: 0.3402, d3.loss_cls: 0.1562, d3.loss_bbox: 0.1329, d3.loss_iou: 0.3392, d4.loss_cls: 0.1545, d4.loss_bbox: 0.1333, d4.loss_iou: 0.3397, dn_loss_cls: 0.0148, dn_loss_bbox: 0.1796, dn_loss_iou: 0.2808, d0.dn_loss_cls: 0.0444, d0.dn_loss_bbox: 0.2686, d0.dn_loss_iou: 0.3724, d1.dn_loss_cls: 0.0228, d1.dn_loss_bbox: 0.1975, d1.dn_loss_iou: 0.3012, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1851, d2.dn_loss_iou: 0.2875, d3.dn_loss_cls: 0.0159, d3.dn_loss_bbox: 0.1803, d3.dn_loss_iou: 0.2822, d4.dn_loss_cls: 0.0151, d4.dn_loss_bbox: 0.1796, d4.dn_loss_iou: 0.2808, loss: 7.6563 2024-06-08 06:18:33,693 - mmdet - INFO - Epoch [12][3000/3665] lr: 2.000e-06, eta: 1:44:17, time: 9.499, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1780, interm_loss_bbox: 0.1481, interm_loss_iou: 0.3727, loss_cls: 0.1511, loss_bbox: 0.1316, loss_iou: 0.3451, d0.loss_cls: 0.1883, d0.loss_bbox: 0.1354, d0.loss_iou: 0.3526, d1.loss_cls: 0.1626, d1.loss_bbox: 0.1345, d1.loss_iou: 0.3507, d2.loss_cls: 0.1559, d2.loss_bbox: 0.1321, d2.loss_iou: 0.3462, d3.loss_cls: 0.1529, d3.loss_bbox: 0.1314, d3.loss_iou: 0.3449, d4.loss_cls: 0.1514, d4.loss_bbox: 0.1316, d4.loss_iou: 0.3451, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1777, dn_loss_iou: 0.2864, d0.dn_loss_cls: 0.0439, d0.dn_loss_bbox: 0.2661, d0.dn_loss_iou: 0.3801, d1.dn_loss_cls: 0.0227, d1.dn_loss_bbox: 0.1956, d1.dn_loss_iou: 0.3081, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1830, d2.dn_loss_iou: 0.2936, d3.dn_loss_cls: 0.0156, d3.dn_loss_bbox: 0.1784, d3.dn_loss_iou: 0.2879, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1778, d4.dn_loss_iou: 0.2864, loss: 7.6930 2024-06-08 06:26:20,010 - mmdet - INFO - Epoch [12][3050/3665] lr: 2.000e-06, eta: 1:36:27, time: 9.326, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1855, interm_loss_bbox: 0.1477, interm_loss_iou: 0.3751, loss_cls: 0.1568, loss_bbox: 0.1325, loss_iou: 0.3503, d0.loss_cls: 0.1962, d0.loss_bbox: 0.1363, d0.loss_iou: 0.3560, d1.loss_cls: 0.1688, d1.loss_bbox: 0.1357, d1.loss_iou: 0.3554, d2.loss_cls: 0.1622, d2.loss_bbox: 0.1328, d2.loss_iou: 0.3523, d3.loss_cls: 0.1591, d3.loss_bbox: 0.1329, d3.loss_iou: 0.3505, d4.loss_cls: 0.1575, d4.loss_bbox: 0.1324, d4.loss_iou: 0.3502, dn_loss_cls: 0.0155, dn_loss_bbox: 0.1791, dn_loss_iou: 0.2973, d0.dn_loss_cls: 0.0454, d0.dn_loss_bbox: 0.2650, d0.dn_loss_iou: 0.3890, d1.dn_loss_cls: 0.0242, d1.dn_loss_bbox: 0.1972, d1.dn_loss_iou: 0.3180, d2.dn_loss_cls: 0.0193, d2.dn_loss_bbox: 0.1848, d2.dn_loss_iou: 0.3043, d3.dn_loss_cls: 0.0167, d3.dn_loss_bbox: 0.1799, d3.dn_loss_iou: 0.2987, d4.dn_loss_cls: 0.0158, d4.dn_loss_bbox: 0.1792, d4.dn_loss_iou: 0.2973, loss: 7.8530 2024-06-08 06:34:14,492 - mmdet - INFO - Epoch [12][3100/3665] lr: 2.000e-06, eta: 1:28:36, time: 9.490, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1813, interm_loss_bbox: 0.1449, interm_loss_iou: 0.3647, loss_cls: 0.1525, loss_bbox: 0.1308, loss_iou: 0.3419, d0.loss_cls: 0.1902, d0.loss_bbox: 0.1343, d0.loss_iou: 0.3468, d1.loss_cls: 0.1634, d1.loss_bbox: 0.1342, d1.loss_iou: 0.3474, d2.loss_cls: 0.1583, d2.loss_bbox: 0.1305, d2.loss_iou: 0.3418, d3.loss_cls: 0.1545, d3.loss_bbox: 0.1306, d3.loss_iou: 0.3414, d4.loss_cls: 0.1530, d4.loss_bbox: 0.1308, d4.loss_iou: 0.3414, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1752, dn_loss_iou: 0.2845, d0.dn_loss_cls: 0.0445, d0.dn_loss_bbox: 0.2634, d0.dn_loss_iou: 0.3772, d1.dn_loss_cls: 0.0229, d1.dn_loss_bbox: 0.1934, d1.dn_loss_iou: 0.3054, d2.dn_loss_cls: 0.0182, d2.dn_loss_bbox: 0.1808, d2.dn_loss_iou: 0.2914, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1760, d3.dn_loss_iou: 0.2859, d4.dn_loss_cls: 0.0151, d4.dn_loss_bbox: 0.1752, d4.dn_loss_iou: 0.2844, loss: 7.6388 2024-06-08 06:42:09,831 - mmdet - INFO - Epoch [12][3150/3665] lr: 2.000e-06, eta: 1:20:46, time: 9.507, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1840, interm_loss_bbox: 0.1470, interm_loss_iou: 0.3649, loss_cls: 0.1554, loss_bbox: 0.1322, loss_iou: 0.3416, d0.loss_cls: 0.1927, d0.loss_bbox: 0.1368, d0.loss_iou: 0.3463, d1.loss_cls: 0.1673, d1.loss_bbox: 0.1348, d1.loss_iou: 0.3455, d2.loss_cls: 0.1614, d2.loss_bbox: 0.1322, d2.loss_iou: 0.3414, d3.loss_cls: 0.1572, d3.loss_bbox: 0.1327, d3.loss_iou: 0.3414, d4.loss_cls: 0.1563, d4.loss_bbox: 0.1322, d4.loss_iou: 0.3413, dn_loss_cls: 0.0151, dn_loss_bbox: 0.1778, dn_loss_iou: 0.2902, d0.dn_loss_cls: 0.0449, d0.dn_loss_bbox: 0.2689, d0.dn_loss_iou: 0.3850, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.1972, d1.dn_loss_iou: 0.3122, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1839, d2.dn_loss_iou: 0.2975, d3.dn_loss_cls: 0.0163, d3.dn_loss_bbox: 0.1787, d3.dn_loss_iou: 0.2917, d4.dn_loss_cls: 0.0154, d4.dn_loss_bbox: 0.1778, d4.dn_loss_iou: 0.2901, loss: 7.7296 2024-06-08 06:50:05,092 - mmdet - INFO - Epoch [12][3200/3665] lr: 2.000e-06, eta: 1:12:55, time: 9.505, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1761, interm_loss_bbox: 0.1449, interm_loss_iou: 0.3605, loss_cls: 0.1482, loss_bbox: 0.1293, loss_iou: 0.3349, d0.loss_cls: 0.1862, d0.loss_bbox: 0.1329, d0.loss_iou: 0.3407, d1.loss_cls: 0.1605, d1.loss_bbox: 0.1325, d1.loss_iou: 0.3388, d2.loss_cls: 0.1543, d2.loss_bbox: 0.1299, d2.loss_iou: 0.3347, d3.loss_cls: 0.1505, d3.loss_bbox: 0.1293, d3.loss_iou: 0.3348, d4.loss_cls: 0.1491, d4.loss_bbox: 0.1290, d4.loss_iou: 0.3350, dn_loss_cls: 0.0144, dn_loss_bbox: 0.1729, dn_loss_iou: 0.2768, d0.dn_loss_cls: 0.0429, d0.dn_loss_bbox: 0.2616, d0.dn_loss_iou: 0.3697, d1.dn_loss_cls: 0.0221, d1.dn_loss_bbox: 0.1915, d1.dn_loss_iou: 0.2979, d2.dn_loss_cls: 0.0176, d2.dn_loss_bbox: 0.1791, d2.dn_loss_iou: 0.2841, d3.dn_loss_cls: 0.0153, d3.dn_loss_bbox: 0.1738, d3.dn_loss_iou: 0.2783, d4.dn_loss_cls: 0.0145, d4.dn_loss_bbox: 0.1729, d4.dn_loss_iou: 0.2768, loss: 7.4944 2024-06-08 06:57:59,860 - mmdet - INFO - Epoch [12][3250/3665] lr: 2.000e-06, eta: 1:05:05, time: 9.495, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1773, interm_loss_bbox: 0.1467, interm_loss_iou: 0.3619, loss_cls: 0.1490, loss_bbox: 0.1317, loss_iou: 0.3388, d0.loss_cls: 0.1880, d0.loss_bbox: 0.1357, d0.loss_iou: 0.3427, d1.loss_cls: 0.1613, d1.loss_bbox: 0.1350, d1.loss_iou: 0.3410, d2.loss_cls: 0.1543, d2.loss_bbox: 0.1324, d2.loss_iou: 0.3385, d3.loss_cls: 0.1509, d3.loss_bbox: 0.1320, d3.loss_iou: 0.3381, d4.loss_cls: 0.1494, d4.loss_bbox: 0.1319, d4.loss_iou: 0.3381, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1750, dn_loss_iou: 0.2873, d0.dn_loss_cls: 0.0453, d0.dn_loss_bbox: 0.2638, d0.dn_loss_iou: 0.3822, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.1933, d1.dn_loss_iou: 0.3089, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1810, d2.dn_loss_iou: 0.2948, d3.dn_loss_cls: 0.0162, d3.dn_loss_bbox: 0.1759, d3.dn_loss_iou: 0.2889, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1750, d4.dn_loss_iou: 0.2873, loss: 7.6221 2024-06-08 07:05:46,887 - mmdet - INFO - Epoch [12][3300/3665] lr: 2.000e-06, eta: 0:57:14, time: 9.341, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1828, interm_loss_bbox: 0.1436, interm_loss_iou: 0.3666, loss_cls: 0.1536, loss_bbox: 0.1297, loss_iou: 0.3429, d0.loss_cls: 0.1932, d0.loss_bbox: 0.1324, d0.loss_iou: 0.3468, d1.loss_cls: 0.1655, d1.loss_bbox: 0.1328, d1.loss_iou: 0.3479, d2.loss_cls: 0.1590, d2.loss_bbox: 0.1301, d2.loss_iou: 0.3436, d3.loss_cls: 0.1555, d3.loss_bbox: 0.1300, d3.loss_iou: 0.3429, d4.loss_cls: 0.1541, d4.loss_bbox: 0.1299, d4.loss_iou: 0.3425, dn_loss_cls: 0.0159, dn_loss_bbox: 0.1804, dn_loss_iou: 0.2909, d0.dn_loss_cls: 0.0456, d0.dn_loss_bbox: 0.2640, d0.dn_loss_iou: 0.3827, d1.dn_loss_cls: 0.0244, d1.dn_loss_bbox: 0.1974, d1.dn_loss_iou: 0.3118, d2.dn_loss_cls: 0.0195, d2.dn_loss_bbox: 0.1860, d2.dn_loss_iou: 0.2980, d3.dn_loss_cls: 0.0171, d3.dn_loss_bbox: 0.1810, d3.dn_loss_iou: 0.2925, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1804, d4.dn_loss_iou: 0.2908, loss: 7.7200 2024-06-08 07:13:35,247 - mmdet - INFO - Epoch [12][3350/3665] lr: 2.000e-06, eta: 0:49:24, time: 9.367, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1762, interm_loss_bbox: 0.1448, interm_loss_iou: 0.3635, loss_cls: 0.1477, loss_bbox: 0.1301, loss_iou: 0.3386, d0.loss_cls: 0.1862, d0.loss_bbox: 0.1335, d0.loss_iou: 0.3442, d1.loss_cls: 0.1594, d1.loss_bbox: 0.1332, d1.loss_iou: 0.3432, d2.loss_cls: 0.1532, d2.loss_bbox: 0.1304, d2.loss_iou: 0.3388, d3.loss_cls: 0.1493, d3.loss_bbox: 0.1300, d3.loss_iou: 0.3382, d4.loss_cls: 0.1484, d4.loss_bbox: 0.1300, d4.loss_iou: 0.3380, dn_loss_cls: 0.0145, dn_loss_bbox: 0.1810, dn_loss_iou: 0.2817, d0.dn_loss_cls: 0.0443, d0.dn_loss_bbox: 0.2749, d0.dn_loss_iou: 0.3763, d1.dn_loss_cls: 0.0229, d1.dn_loss_bbox: 0.2008, d1.dn_loss_iou: 0.3039, d2.dn_loss_cls: 0.0180, d2.dn_loss_bbox: 0.1871, d2.dn_loss_iou: 0.2888, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1818, d3.dn_loss_iou: 0.2833, d4.dn_loss_cls: 0.0148, d4.dn_loss_bbox: 0.1810, d4.dn_loss_iou: 0.2816, loss: 7.6090 2024-06-08 07:21:24,137 - mmdet - INFO - Epoch [12][3400/3665] lr: 2.000e-06, eta: 0:41:33, time: 9.378, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1796, interm_loss_bbox: 0.1438, interm_loss_iou: 0.3628, loss_cls: 0.1506, loss_bbox: 0.1296, loss_iou: 0.3368, d0.loss_cls: 0.1899, d0.loss_bbox: 0.1319, d0.loss_iou: 0.3441, d1.loss_cls: 0.1628, d1.loss_bbox: 0.1319, d1.loss_iou: 0.3414, d2.loss_cls: 0.1559, d2.loss_bbox: 0.1302, d2.loss_iou: 0.3382, d3.loss_cls: 0.1527, d3.loss_bbox: 0.1293, d3.loss_iou: 0.3365, d4.loss_cls: 0.1517, d4.loss_bbox: 0.1292, d4.loss_iou: 0.3362, dn_loss_cls: 0.0154, dn_loss_bbox: 0.1761, dn_loss_iou: 0.2864, d0.dn_loss_cls: 0.0449, d0.dn_loss_bbox: 0.2662, d0.dn_loss_iou: 0.3797, d1.dn_loss_cls: 0.0237, d1.dn_loss_bbox: 0.1947, d1.dn_loss_iou: 0.3081, d2.dn_loss_cls: 0.0189, d2.dn_loss_bbox: 0.1819, d2.dn_loss_iou: 0.2937, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1769, d3.dn_loss_iou: 0.2880, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1761, d4.dn_loss_iou: 0.2864, loss: 7.6140 2024-06-08 07:29:15,749 - mmdet - INFO - Epoch [12][3450/3665] lr: 2.000e-06, eta: 0:33:43, time: 9.432, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1835, interm_loss_bbox: 0.1466, interm_loss_iou: 0.3643, loss_cls: 0.1555, loss_bbox: 0.1327, loss_iou: 0.3389, d0.loss_cls: 0.1922, d0.loss_bbox: 0.1368, d0.loss_iou: 0.3450, d1.loss_cls: 0.1672, d1.loss_bbox: 0.1359, d1.loss_iou: 0.3434, d2.loss_cls: 0.1601, d2.loss_bbox: 0.1337, d2.loss_iou: 0.3403, d3.loss_cls: 0.1569, d3.loss_bbox: 0.1330, d3.loss_iou: 0.3397, d4.loss_cls: 0.1559, d4.loss_bbox: 0.1326, d4.loss_iou: 0.3391, dn_loss_cls: 0.0145, dn_loss_bbox: 0.1818, dn_loss_iou: 0.2922, d0.dn_loss_cls: 0.0444, d0.dn_loss_bbox: 0.2712, d0.dn_loss_iou: 0.3868, d1.dn_loss_cls: 0.0227, d1.dn_loss_bbox: 0.2014, d1.dn_loss_iou: 0.3143, d2.dn_loss_cls: 0.0180, d2.dn_loss_bbox: 0.1880, d2.dn_loss_iou: 0.2995, d3.dn_loss_cls: 0.0155, d3.dn_loss_bbox: 0.1827, d3.dn_loss_iou: 0.2938, d4.dn_loss_cls: 0.0148, d4.dn_loss_bbox: 0.1818, d4.dn_loss_iou: 0.2921, loss: 7.7486 2024-06-08 07:37:04,502 - mmdet - INFO - Epoch [12][3500/3665] lr: 2.000e-06, eta: 0:25:52, time: 9.375, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1767, interm_loss_bbox: 0.1457, interm_loss_iou: 0.3549, loss_cls: 0.1477, loss_bbox: 0.1312, loss_iou: 0.3316, d0.loss_cls: 0.1865, d0.loss_bbox: 0.1352, d0.loss_iou: 0.3374, d1.loss_cls: 0.1612, d1.loss_bbox: 0.1333, d1.loss_iou: 0.3352, d2.loss_cls: 0.1537, d2.loss_bbox: 0.1312, d2.loss_iou: 0.3321, d3.loss_cls: 0.1499, d3.loss_bbox: 0.1311, d3.loss_iou: 0.3316, d4.loss_cls: 0.1487, d4.loss_bbox: 0.1312, d4.loss_iou: 0.3314, dn_loss_cls: 0.0138, dn_loss_bbox: 0.1745, dn_loss_iou: 0.2796, d0.dn_loss_cls: 0.0430, d0.dn_loss_bbox: 0.2627, d0.dn_loss_iou: 0.3738, d1.dn_loss_cls: 0.0219, d1.dn_loss_bbox: 0.1927, d1.dn_loss_iou: 0.3009, d2.dn_loss_cls: 0.0173, d2.dn_loss_bbox: 0.1805, d2.dn_loss_iou: 0.2870, d3.dn_loss_cls: 0.0149, d3.dn_loss_bbox: 0.1754, d3.dn_loss_iou: 0.2811, d4.dn_loss_cls: 0.0141, d4.dn_loss_bbox: 0.1745, d4.dn_loss_iou: 0.2796, loss: 7.5048 2024-06-08 07:44:56,341 - mmdet - INFO - Epoch [12][3550/3665] lr: 2.000e-06, eta: 0:18:02, time: 9.437, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1790, interm_loss_bbox: 0.1447, interm_loss_iou: 0.3583, loss_cls: 0.1509, loss_bbox: 0.1315, loss_iou: 0.3344, d0.loss_cls: 0.1893, d0.loss_bbox: 0.1332, d0.loss_iou: 0.3394, d1.loss_cls: 0.1626, d1.loss_bbox: 0.1341, d1.loss_iou: 0.3388, d2.loss_cls: 0.1558, d2.loss_bbox: 0.1319, d2.loss_iou: 0.3353, d3.loss_cls: 0.1529, d3.loss_bbox: 0.1310, d3.loss_iou: 0.3342, d4.loss_cls: 0.1516, d4.loss_bbox: 0.1311, d4.loss_iou: 0.3340, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1819, dn_loss_iou: 0.2813, d0.dn_loss_cls: 0.0441, d0.dn_loss_bbox: 0.2692, d0.dn_loss_iou: 0.3746, d1.dn_loss_cls: 0.0231, d1.dn_loss_bbox: 0.2002, d1.dn_loss_iou: 0.3024, d2.dn_loss_cls: 0.0185, d2.dn_loss_bbox: 0.1878, d2.dn_loss_iou: 0.2887, d3.dn_loss_cls: 0.0160, d3.dn_loss_bbox: 0.1826, d3.dn_loss_iou: 0.2828, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1820, d4.dn_loss_iou: 0.2813, loss: 7.6008 2024-06-08 07:52:51,128 - mmdet - INFO - Epoch [12][3600/3665] lr: 2.000e-06, eta: 0:10:11, time: 9.496, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1804, interm_loss_bbox: 0.1452, interm_loss_iou: 0.3565, loss_cls: 0.1511, loss_bbox: 0.1318, loss_iou: 0.3332, d0.loss_cls: 0.1890, d0.loss_bbox: 0.1350, d0.loss_iou: 0.3388, d1.loss_cls: 0.1635, d1.loss_bbox: 0.1339, d1.loss_iou: 0.3369, d2.loss_cls: 0.1568, d2.loss_bbox: 0.1318, d2.loss_iou: 0.3337, d3.loss_cls: 0.1538, d3.loss_bbox: 0.1314, d3.loss_iou: 0.3327, d4.loss_cls: 0.1521, d4.loss_bbox: 0.1315, d4.loss_iou: 0.3327, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1789, dn_loss_iou: 0.2843, d0.dn_loss_cls: 0.0435, d0.dn_loss_bbox: 0.2649, d0.dn_loss_iou: 0.3766, d1.dn_loss_cls: 0.0228, d1.dn_loss_bbox: 0.1962, d1.dn_loss_iou: 0.3048, d2.dn_loss_cls: 0.0182, d2.dn_loss_bbox: 0.1839, d2.dn_loss_iou: 0.2910, d3.dn_loss_cls: 0.0160, d3.dn_loss_bbox: 0.1796, d3.dn_loss_iou: 0.2857, d4.dn_loss_cls: 0.0152, d4.dn_loss_bbox: 0.1790, d4.dn_loss_iou: 0.2842, loss: 7.5911 2024-06-08 08:00:34,883 - mmdet - INFO - Epoch [12][3650/3665] lr: 2.000e-06, eta: 0:02:21, time: 9.275, data_time: 0.008, memory: 37236, interm_loss_cls: 0.1841, interm_loss_bbox: 0.1442, interm_loss_iou: 0.3690, loss_cls: 0.1557, loss_bbox: 0.1317, loss_iou: 0.3460, d0.loss_cls: 0.1948, d0.loss_bbox: 0.1343, d0.loss_iou: 0.3516, d1.loss_cls: 0.1670, d1.loss_bbox: 0.1344, d1.loss_iou: 0.3510, d2.loss_cls: 0.1600, d2.loss_bbox: 0.1329, d2.loss_iou: 0.3483, d3.loss_cls: 0.1570, d3.loss_bbox: 0.1324, d3.loss_iou: 0.3469, d4.loss_cls: 0.1559, d4.loss_bbox: 0.1319, d4.loss_iou: 0.3464, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1761, dn_loss_iou: 0.2897, d0.dn_loss_cls: 0.0458, d0.dn_loss_bbox: 0.2633, d0.dn_loss_iou: 0.3818, d1.dn_loss_cls: 0.0239, d1.dn_loss_bbox: 0.1954, d1.dn_loss_iou: 0.3108, d2.dn_loss_cls: 0.0192, d2.dn_loss_bbox: 0.1820, d2.dn_loss_iou: 0.2968, d3.dn_loss_cls: 0.0167, d3.dn_loss_bbox: 0.1769, d3.dn_loss_iou: 0.2912, d4.dn_loss_cls: 0.0160, d4.dn_loss_bbox: 0.1761, d4.dn_loss_iou: 0.2897, loss: 7.7428 2024-06-08 08:03:00,748 - mmdet - INFO - Saving checkpoint at 12 epochs 2024-06-08 08:07:11,709 - mmdet - INFO - Evaluating bbox... 2024-06-08 08:08:57,086 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.600 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.790 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.654 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.430 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.644 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.760 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.775 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 ] = 0.640 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.822 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.912 2024-06-08 08:08:58,871 - mmdet - INFO - Exp name: dino_4scale_internvit_h6b_1024_768_fpn_1x_coco_bs32_ms.py 2024-06-08 08:08:58,872 - mmdet - INFO - Epoch(val) [12][313] bbox_mAP: 0.6000, bbox_mAP_50: 0.7900, bbox_mAP_75: 0.6540, bbox_mAP_s: 0.4300, bbox_mAP_m: 0.6440, bbox_mAP_l: 0.7600, bbox_mAP_copypaste: 0.600 0.790 0.654 0.430 0.644 0.760