2022-09-29 11:19:17,034 - mmdet - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.3 (default, Jan 22 2021, 20:04:44) [GCC 8.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: NVIDIA A100 80GB PCIe CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 11.3, V11.3.109 GCC: x86_64-linux-gnu-gcc (Debian 8.3.0-6) 8.3.0 PyTorch: 1.10.0 PyTorch compiling details: PyTorch built with: - GCC 7.3 - 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 v2.2.3 (Git Hash 7336ca9f055cf1bfa13efb658fe15dc9b41f0740) - OpenMP 201511 (a.k.a. OpenMP 4.5) - LAPACK is enabled (usually provided by MKL) - NNPACK is enabled - CPU capability usage: AVX512 - CUDA Runtime 11.3 - NVCC architecture flags: -gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80 - CuDNN 8.2.1 - Built with CuDNN 8.2 - Magma 2.5.2 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.2.0, CXX_COMPILER=/opt/rh/devtoolset-7/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-sign-compare -Wno-unused-parameter -Wno-unused-variable -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 -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.10.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, TorchVision: 0.11.1+cu113 OpenCV: 4.6.0 MMCV: 1.6.1 MMCV Compiler: GCC 9.3 MMCV CUDA Compiler: 11.3 MMDetection: 2.25.2+9daa5d7 ------------------------------------------------------------ 2022-09-29 11:19:17,820 - mmdet - INFO - Distributed training: True 2022-09-29 11:19:18,533 - mmdet - INFO - Config: model = dict( type='MaskRCNN', backbone=dict( type='ResNet', depth=50, num_stages=4, out_indices=(0, 1, 2, 3), frozen_stages=-1, norm_cfg=dict(type='SyncBN', requires_grad=True), norm_eval=False, style='pytorch', init_cfg=dict(type='Pretrained', checkpoint='torchvision://resnet50')), neck=dict( type='FPN', in_channels=[256, 512, 1024, 2048], out_channels=256, num_outs=5, norm_cfg=dict(type='SyncBN', requires_grad=True)), rpn_head=dict( type='RPNHead', in_channels=256, feat_channels=256, anchor_generator=dict( type='AnchorGenerator', scales=[8], ratios=[0.5, 1.0, 2.0], strides=[4, 8, 16, 32, 64]), bbox_coder=dict( type='DeltaXYWHBBoxCoder', target_means=[0.0, 0.0, 0.0, 0.0], target_stds=[1.0, 1.0, 1.0, 1.0]), loss_cls=dict( type='CrossEntropyLoss', use_sigmoid=True, loss_weight=1.0), loss_bbox=dict(type='L1Loss', loss_weight=1.0)), roi_head=dict( type='StandardRoIHead', bbox_roi_extractor=dict( type='SingleRoIExtractor', roi_layer=dict(type='RoIAlign', output_size=7, sampling_ratio=0), out_channels=256, featmap_strides=[4, 8, 16, 32]), bbox_head=dict( type='Shared4Conv1FCBBoxHead', in_channels=256, fc_out_channels=1024, roi_feat_size=7, num_classes=80, bbox_coder=dict( type='DeltaXYWHBBoxCoder', target_means=[0.0, 0.0, 0.0, 0.0], target_stds=[0.1, 0.1, 0.2, 0.2]), reg_class_agnostic=False, loss_cls=dict( type='CrossEntropyLoss', use_sigmoid=False, loss_weight=1.0), loss_bbox=dict(type='L1Loss', loss_weight=1.0), norm_cfg=dict(type='SyncBN', requires_grad=True)), mask_roi_extractor=dict( type='SingleRoIExtractor', roi_layer=dict(type='RoIAlign', output_size=14, sampling_ratio=0), out_channels=256, featmap_strides=[4, 8, 16, 32]), mask_head=dict( type='FCNMaskHead', num_convs=4, in_channels=256, conv_out_channels=256, num_classes=80, loss_mask=dict( type='CrossEntropyLoss', use_mask=True, loss_weight=1.0), norm_cfg=dict(type='SyncBN', requires_grad=True))), train_cfg=dict( rpn=dict( assigner=dict( type='MaxIoUAssigner', pos_iou_thr=0.7, neg_iou_thr=0.3, min_pos_iou=0.3, match_low_quality=True, ignore_iof_thr=-1), sampler=dict( type='RandomSampler', num=256, pos_fraction=0.5, neg_pos_ub=-1, add_gt_as_proposals=False), allowed_border=-1, pos_weight=-1, debug=False), rpn_proposal=dict( nms_pre=2000, max_per_img=1000, nms=dict(type='nms', iou_threshold=0.7), min_bbox_size=0), rcnn=dict( assigner=dict( type='MaxIoUAssigner', pos_iou_thr=0.5, neg_iou_thr=0.5, min_pos_iou=0.5, match_low_quality=True, ignore_iof_thr=-1), sampler=dict( type='RandomSampler', num=512, pos_fraction=0.25, neg_pos_ub=-1, add_gt_as_proposals=True), mask_size=28, pos_weight=-1, debug=False)), test_cfg=dict( rpn=dict( nms_pre=1000, max_per_img=1000, nms=dict(type='nms', iou_threshold=0.7), min_bbox_size=0), rcnn=dict( score_thr=0.05, nms=dict(type='nms', iou_threshold=0.5), max_per_img=100, mask_thr_binary=0.5))) dataset_type = 'CocoDataset' data_root = 'data/coco/' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True) train_pipeline = [ dict(type='LoadImageFromFile'), dict(type='LoadAnnotations', with_bbox=True, with_mask=True), dict( type='Resize', img_scale=[(1333, 640), (1333, 672), (1333, 704), (1333, 736), (1333, 768), (1333, 800)], multiscale_mode='value', keep_ratio=True), dict(type='RandomFlip', flip_ratio=0.5), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size_divisor=32), dict(type='DefaultFormatBundle'), dict(type='Collect', keys=['img', 'gt_bboxes', 'gt_labels', 'gt_masks']) ] test_pipeline = [ dict(type='LoadImageFromFile'), dict( type='MultiScaleFlipAug', img_scale=(1333, 800), flip=False, transforms=[ dict(type='Resize', keep_ratio=True), dict(type='RandomFlip'), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size_divisor=32), dict(type='ImageToTensor', keys=['img']), dict(type='Collect', keys=['img']) ]) ] data = dict( samples_per_gpu=2, workers_per_gpu=2, train=dict( type='CocoDataset', ann_file='data/coco/annotations/instances_train2017.json', img_prefix='data/coco/train2017/', pipeline=[ dict(type='LoadImageFromFile'), dict(type='LoadAnnotations', with_bbox=True, with_mask=True), dict( type='Resize', img_scale=[(1333, 640), (1333, 672), (1333, 704), (1333, 736), (1333, 768), (1333, 800)], multiscale_mode='value', keep_ratio=True), dict(type='RandomFlip', flip_ratio=0.5), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size_divisor=32), dict(type='DefaultFormatBundle'), dict( type='Collect', keys=['img', 'gt_bboxes', 'gt_labels', 'gt_masks']) ]), val=dict( type='CocoDataset', ann_file='data/coco/annotations/instances_val2017.json', img_prefix='data/coco/val2017/', pipeline=[ dict(type='LoadImageFromFile'), dict( type='MultiScaleFlipAug', img_scale=(1333, 800), flip=False, transforms=[ dict(type='Resize', keep_ratio=True), dict(type='RandomFlip'), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size_divisor=32), dict(type='ImageToTensor', keys=['img']), dict(type='Collect', keys=['img']) ]) ]), test=dict( type='CocoDataset', ann_file='data/coco/annotations/instances_val2017.json', img_prefix='data/coco/val2017/', pipeline=[ dict(type='LoadImageFromFile'), dict( type='MultiScaleFlipAug', img_scale=(1333, 800), flip=False, transforms=[ dict(type='Resize', keep_ratio=True), dict(type='RandomFlip'), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size_divisor=32), dict(type='ImageToTensor', keys=['img']), dict(type='Collect', keys=['img']) ]) ])) evaluation = dict(metric=['bbox', 'segm'], save_best='auto') optimizer = dict(type='SGD', lr=0.02, momentum=0.9, weight_decay=5e-06) optimizer_config = dict(grad_clip=None) lr_config = dict( policy='step', warmup='linear', warmup_iters=500, warmup_ratio=0.001, step=[8, 11]) runner = dict(type='EpochBasedRunner', max_epochs=12) checkpoint_config = dict(interval=1) log_config = dict(interval=50, hooks=[dict(type='TextLoggerHook')]) custom_hooks = [ dict(type='NumClassCheckHook'), dict( type='MMDetWandbHook', init_kwargs=dict(project='I2B', group='finetune'), interval=50, num_eval_images=0, log_checkpoint=False) ] dist_params = dict(backend='nccl') log_level = 'INFO' load_from = 'work_dirs/selfsup_mask-rcnn_mstrain-soft-teacher_1x_coco_sampler-4096_temp0.5_pixpro-init/final_model.pth' resume_from = None workflow = [('train', 1)] opencv_num_threads = 0 mp_start_method = 'fork' auto_scale_lr = dict(enable=False, base_batch_size=16) custom_imports = None norm_cfg = dict(type='SyncBN', requires_grad=True) work_dir = 'work_dirs/finetune_mask-rcnn_1x_coco_pixpro-init_moco-setting' auto_resume = False gpu_ids = range(0, 8) 2022-09-29 11:19:18,533 - mmdet - INFO - Set random seed to 42, deterministic: False 2022-09-29 11:19:18,914 - mmdet - INFO - initialize ResNet with init_cfg {'type': 'Pretrained', 'checkpoint': 'torchvision://resnet50'} 2022-09-29 11:19:27,506 - mmdet - INFO - initialize FPN with init_cfg {'type': 'Xavier', 'layer': 'Conv2d', 'distribution': 'uniform'} 2022-09-29 11:19:27,527 - mmdet - INFO - initialize RPNHead with init_cfg {'type': 'Normal', 'layer': 'Conv2d', 'std': 0.01} 2022-09-29 11:19:27,531 - mmdet - INFO - initialize Shared4Conv1FCBBoxHead with init_cfg [{'type': 'Normal', 'std': 0.01, 'override': {'name': 'fc_cls'}}, {'type': 'Normal', 'std': 0.001, 'override': {'name': 'fc_reg'}}, {'type': 'Xavier', 'distribution': 'uniform', 'override': [{'name': 'shared_fcs'}, {'name': 'cls_fcs'}, {'name': 'reg_fcs'}]}] Name of parameter - Initialization information backbone.conv1.weight - torch.Size([64, 3, 7, 7]): PretrainedInit: load from torchvision://resnet50 backbone.bn1.weight - torch.Size([64]): PretrainedInit: load from torchvision://resnet50 backbone.bn1.bias - torch.Size([64]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.0.conv1.weight - torch.Size([64, 64, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.0.bn1.weight - torch.Size([64]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.0.bn1.bias - torch.Size([64]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.0.conv2.weight - torch.Size([64, 64, 3, 3]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.0.bn2.weight - torch.Size([64]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.0.bn2.bias - torch.Size([64]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.0.conv3.weight - torch.Size([256, 64, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.0.bn3.weight - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.0.bn3.bias - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.0.downsample.0.weight - torch.Size([256, 64, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.0.downsample.1.weight - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.0.downsample.1.bias - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.1.conv1.weight - torch.Size([64, 256, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.1.bn1.weight - torch.Size([64]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.1.bn1.bias - torch.Size([64]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.1.conv2.weight - torch.Size([64, 64, 3, 3]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.1.bn2.weight - torch.Size([64]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.1.bn2.bias - torch.Size([64]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.1.conv3.weight - torch.Size([256, 64, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.1.bn3.weight - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.1.bn3.bias - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.2.conv1.weight - torch.Size([64, 256, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.2.bn1.weight - torch.Size([64]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.2.bn1.bias - torch.Size([64]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.2.conv2.weight - torch.Size([64, 64, 3, 3]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.2.bn2.weight - torch.Size([64]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.2.bn2.bias - torch.Size([64]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.2.conv3.weight - torch.Size([256, 64, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.2.bn3.weight - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.2.bn3.bias - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.0.conv1.weight - torch.Size([128, 256, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.0.bn1.weight - torch.Size([128]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.0.bn1.bias - torch.Size([128]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.0.conv2.weight - torch.Size([128, 128, 3, 3]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.0.bn2.weight - torch.Size([128]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.0.bn2.bias - torch.Size([128]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.0.conv3.weight - torch.Size([512, 128, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.0.bn3.weight - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.0.bn3.bias - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.0.downsample.0.weight - torch.Size([512, 256, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.0.downsample.1.weight - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.0.downsample.1.bias - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.1.conv1.weight - torch.Size([128, 512, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.1.bn1.weight - torch.Size([128]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.1.bn1.bias - torch.Size([128]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.1.conv2.weight - torch.Size([128, 128, 3, 3]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.1.bn2.weight - torch.Size([128]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.1.bn2.bias - torch.Size([128]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.1.conv3.weight - torch.Size([512, 128, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.1.bn3.weight - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.1.bn3.bias - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.2.conv1.weight - torch.Size([128, 512, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.2.bn1.weight - torch.Size([128]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.2.bn1.bias - torch.Size([128]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.2.conv2.weight - torch.Size([128, 128, 3, 3]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.2.bn2.weight - torch.Size([128]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.2.bn2.bias - torch.Size([128]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.2.conv3.weight - torch.Size([512, 128, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.2.bn3.weight - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.2.bn3.bias - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.3.conv1.weight - torch.Size([128, 512, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.3.bn1.weight - torch.Size([128]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.3.bn1.bias - torch.Size([128]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.3.conv2.weight - torch.Size([128, 128, 3, 3]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.3.bn2.weight - torch.Size([128]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.3.bn2.bias - torch.Size([128]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.3.conv3.weight - torch.Size([512, 128, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.3.bn3.weight - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.3.bn3.bias - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.0.conv1.weight - torch.Size([256, 512, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.0.bn1.weight - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.0.bn1.bias - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.0.conv2.weight - torch.Size([256, 256, 3, 3]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.0.bn2.weight - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.0.bn2.bias - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.0.conv3.weight - torch.Size([1024, 256, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.0.bn3.weight - torch.Size([1024]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.0.bn3.bias - torch.Size([1024]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.0.downsample.0.weight - torch.Size([1024, 512, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.0.downsample.1.weight - torch.Size([1024]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.0.downsample.1.bias - torch.Size([1024]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.1.conv1.weight - torch.Size([256, 1024, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.1.bn1.weight - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.1.bn1.bias - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.1.conv2.weight - torch.Size([256, 256, 3, 3]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.1.bn2.weight - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.1.bn2.bias - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.1.conv3.weight - torch.Size([1024, 256, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.1.bn3.weight - torch.Size([1024]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.1.bn3.bias - torch.Size([1024]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.2.conv1.weight - torch.Size([256, 1024, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.2.bn1.weight - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.2.bn1.bias - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.2.conv2.weight - torch.Size([256, 256, 3, 3]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.2.bn2.weight - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.2.bn2.bias - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.2.conv3.weight - torch.Size([1024, 256, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.2.bn3.weight - torch.Size([1024]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.2.bn3.bias - torch.Size([1024]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.3.conv1.weight - torch.Size([256, 1024, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.3.bn1.weight - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.3.bn1.bias - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.3.conv2.weight - torch.Size([256, 256, 3, 3]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.3.bn2.weight - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.3.bn2.bias - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.3.conv3.weight - torch.Size([1024, 256, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.3.bn3.weight - torch.Size([1024]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.3.bn3.bias - torch.Size([1024]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.4.conv1.weight - torch.Size([256, 1024, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.4.bn1.weight - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.4.bn1.bias - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.4.conv2.weight - torch.Size([256, 256, 3, 3]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.4.bn2.weight - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.4.bn2.bias - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.4.conv3.weight - torch.Size([1024, 256, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.4.bn3.weight - torch.Size([1024]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.4.bn3.bias - torch.Size([1024]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.5.conv1.weight - torch.Size([256, 1024, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.5.bn1.weight - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.5.bn1.bias - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.5.conv2.weight - torch.Size([256, 256, 3, 3]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.5.bn2.weight - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.5.bn2.bias - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.5.conv3.weight - torch.Size([1024, 256, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.5.bn3.weight - torch.Size([1024]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.5.bn3.bias - torch.Size([1024]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.0.conv1.weight - torch.Size([512, 1024, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.0.bn1.weight - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.0.bn1.bias - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.0.conv2.weight - torch.Size([512, 512, 3, 3]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.0.bn2.weight - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.0.bn2.bias - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.0.conv3.weight - torch.Size([2048, 512, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.0.bn3.weight - torch.Size([2048]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.0.bn3.bias - torch.Size([2048]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.0.downsample.0.weight - torch.Size([2048, 1024, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.0.downsample.1.weight - torch.Size([2048]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.0.downsample.1.bias - torch.Size([2048]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.1.conv1.weight - torch.Size([512, 2048, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.1.bn1.weight - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.1.bn1.bias - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.1.conv2.weight - torch.Size([512, 512, 3, 3]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.1.bn2.weight - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.1.bn2.bias - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.1.conv3.weight - torch.Size([2048, 512, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.1.bn3.weight - torch.Size([2048]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.1.bn3.bias - torch.Size([2048]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.2.conv1.weight - torch.Size([512, 2048, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.2.bn1.weight - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.2.bn1.bias - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.2.conv2.weight - torch.Size([512, 512, 3, 3]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.2.bn2.weight - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.2.bn2.bias - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.2.conv3.weight - torch.Size([2048, 512, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.2.bn3.weight - torch.Size([2048]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.2.bn3.bias - torch.Size([2048]): PretrainedInit: load from torchvision://resnet50 neck.lateral_convs.0.conv.weight - torch.Size([256, 256, 1, 1]): XavierInit: gain=1, distribution=uniform, bias=0 neck.lateral_convs.0.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.lateral_convs.0.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.lateral_convs.1.conv.weight - torch.Size([256, 512, 1, 1]): XavierInit: gain=1, distribution=uniform, bias=0 neck.lateral_convs.1.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.lateral_convs.1.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.lateral_convs.2.conv.weight - torch.Size([256, 1024, 1, 1]): XavierInit: gain=1, distribution=uniform, bias=0 neck.lateral_convs.2.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.lateral_convs.2.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.lateral_convs.3.conv.weight - torch.Size([256, 2048, 1, 1]): XavierInit: gain=1, distribution=uniform, bias=0 neck.lateral_convs.3.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.lateral_convs.3.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.fpn_convs.0.conv.weight - torch.Size([256, 256, 3, 3]): XavierInit: gain=1, distribution=uniform, bias=0 neck.fpn_convs.0.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.fpn_convs.0.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.fpn_convs.1.conv.weight - torch.Size([256, 256, 3, 3]): XavierInit: gain=1, distribution=uniform, bias=0 neck.fpn_convs.1.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.fpn_convs.1.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.fpn_convs.2.conv.weight - torch.Size([256, 256, 3, 3]): XavierInit: gain=1, distribution=uniform, bias=0 neck.fpn_convs.2.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.fpn_convs.2.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.fpn_convs.3.conv.weight - torch.Size([256, 256, 3, 3]): XavierInit: gain=1, distribution=uniform, bias=0 neck.fpn_convs.3.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.fpn_convs.3.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN rpn_head.rpn_conv.weight - torch.Size([256, 256, 3, 3]): NormalInit: mean=0, std=0.01, bias=0 rpn_head.rpn_conv.bias - torch.Size([256]): NormalInit: mean=0, std=0.01, bias=0 rpn_head.rpn_cls.weight - torch.Size([3, 256, 1, 1]): NormalInit: mean=0, std=0.01, bias=0 rpn_head.rpn_cls.bias - torch.Size([3]): NormalInit: mean=0, std=0.01, bias=0 rpn_head.rpn_reg.weight - torch.Size([12, 256, 1, 1]): NormalInit: mean=0, std=0.01, bias=0 rpn_head.rpn_reg.bias - torch.Size([12]): NormalInit: mean=0, std=0.01, bias=0 roi_head.bbox_head.fc_cls.weight - torch.Size([81, 1024]): NormalInit: mean=0, std=0.01, bias=0 roi_head.bbox_head.fc_cls.bias - torch.Size([81]): NormalInit: mean=0, std=0.01, bias=0 roi_head.bbox_head.fc_reg.weight - torch.Size([320, 1024]): NormalInit: mean=0, std=0.001, bias=0 roi_head.bbox_head.fc_reg.bias - torch.Size([320]): NormalInit: mean=0, std=0.001, bias=0 roi_head.bbox_head.shared_convs.0.conv.weight - torch.Size([256, 256, 3, 3]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.bbox_head.shared_convs.0.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.bbox_head.shared_convs.0.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.bbox_head.shared_convs.1.conv.weight - torch.Size([256, 256, 3, 3]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.bbox_head.shared_convs.1.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.bbox_head.shared_convs.1.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.bbox_head.shared_convs.2.conv.weight - torch.Size([256, 256, 3, 3]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.bbox_head.shared_convs.2.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.bbox_head.shared_convs.2.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.bbox_head.shared_convs.3.conv.weight - torch.Size([256, 256, 3, 3]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.bbox_head.shared_convs.3.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.bbox_head.shared_convs.3.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.bbox_head.shared_fcs.0.weight - torch.Size([1024, 12544]): XavierInit: gain=1, distribution=uniform, bias=0 roi_head.bbox_head.shared_fcs.0.bias - torch.Size([1024]): XavierInit: gain=1, distribution=uniform, bias=0 roi_head.mask_head.convs.0.conv.weight - torch.Size([256, 256, 3, 3]): Initialized by user-defined `init_weights` in ConvModule roi_head.mask_head.convs.0.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.mask_head.convs.0.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.mask_head.convs.1.conv.weight - torch.Size([256, 256, 3, 3]): Initialized by user-defined `init_weights` in ConvModule roi_head.mask_head.convs.1.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.mask_head.convs.1.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.mask_head.convs.2.conv.weight - torch.Size([256, 256, 3, 3]): Initialized by user-defined `init_weights` in ConvModule roi_head.mask_head.convs.2.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.mask_head.convs.2.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.mask_head.convs.3.conv.weight - torch.Size([256, 256, 3, 3]): Initialized by user-defined `init_weights` in ConvModule roi_head.mask_head.convs.3.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.mask_head.convs.3.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.mask_head.upsample.weight - torch.Size([256, 256, 2, 2]): Initialized by user-defined `init_weights` in FCNMaskHead roi_head.mask_head.upsample.bias - torch.Size([256]): Initialized by user-defined `init_weights` in FCNMaskHead roi_head.mask_head.conv_logits.weight - torch.Size([80, 256, 1, 1]): Initialized by user-defined `init_weights` in FCNMaskHead roi_head.mask_head.conv_logits.bias - torch.Size([80]): Initialized by user-defined `init_weights` in FCNMaskHead 2022-09-29 11:19:40,667 - mmdet - INFO - Automatic scaling of learning rate (LR) has been disabled. 2022-09-29 11:19:43,067 - mmdet - INFO - load checkpoint from local path: work_dirs/selfsup_mask-rcnn_mstrain-soft-teacher_1x_coco_sampler-4096_temp0.5_pixpro-init/final_model.pth 2022-09-29 11:19:43,183 - mmdet - WARNING - The model and loaded state dict do not match exactly unexpected key in source state_dict: neck.lateral_convs.0.conv.bias, neck.lateral_convs.1.conv.bias, neck.lateral_convs.2.conv.bias, neck.lateral_convs.3.conv.bias, neck.fpn_convs.0.conv.bias, neck.fpn_convs.1.conv.bias, neck.fpn_convs.2.conv.bias, neck.fpn_convs.3.conv.bias, roi_head.bbox_head.shared_convs.0.conv.bias, roi_head.bbox_head.shared_convs.1.conv.bias, roi_head.bbox_head.shared_convs.2.conv.bias, roi_head.bbox_head.shared_convs.3.conv.bias missing keys in source state_dict: neck.lateral_convs.0.bn.weight, neck.lateral_convs.0.bn.bias, neck.lateral_convs.0.bn.running_mean, neck.lateral_convs.0.bn.running_var, neck.lateral_convs.1.bn.weight, neck.lateral_convs.1.bn.bias, neck.lateral_convs.1.bn.running_mean, neck.lateral_convs.1.bn.running_var, neck.lateral_convs.2.bn.weight, neck.lateral_convs.2.bn.bias, neck.lateral_convs.2.bn.running_mean, neck.lateral_convs.2.bn.running_var, neck.lateral_convs.3.bn.weight, neck.lateral_convs.3.bn.bias, neck.lateral_convs.3.bn.running_mean, neck.lateral_convs.3.bn.running_var, neck.fpn_convs.0.bn.weight, neck.fpn_convs.0.bn.bias, neck.fpn_convs.0.bn.running_mean, neck.fpn_convs.0.bn.running_var, neck.fpn_convs.1.bn.weight, neck.fpn_convs.1.bn.bias, neck.fpn_convs.1.bn.running_mean, neck.fpn_convs.1.bn.running_var, neck.fpn_convs.2.bn.weight, neck.fpn_convs.2.bn.bias, neck.fpn_convs.2.bn.running_mean, neck.fpn_convs.2.bn.running_var, neck.fpn_convs.3.bn.weight, neck.fpn_convs.3.bn.bias, neck.fpn_convs.3.bn.running_mean, neck.fpn_convs.3.bn.running_var, rpn_head.rpn_cls.weight, rpn_head.rpn_cls.bias, rpn_head.rpn_reg.weight, rpn_head.rpn_reg.bias, roi_head.bbox_head.fc_cls.weight, roi_head.bbox_head.fc_cls.bias, roi_head.bbox_head.fc_reg.weight, roi_head.bbox_head.fc_reg.bias, roi_head.bbox_head.shared_convs.0.bn.weight, roi_head.bbox_head.shared_convs.0.bn.bias, roi_head.bbox_head.shared_convs.0.bn.running_mean, roi_head.bbox_head.shared_convs.0.bn.running_var, roi_head.bbox_head.shared_convs.1.bn.weight, roi_head.bbox_head.shared_convs.1.bn.bias, roi_head.bbox_head.shared_convs.1.bn.running_mean, roi_head.bbox_head.shared_convs.1.bn.running_var, roi_head.bbox_head.shared_convs.2.bn.weight, roi_head.bbox_head.shared_convs.2.bn.bias, roi_head.bbox_head.shared_convs.2.bn.running_mean, roi_head.bbox_head.shared_convs.2.bn.running_var, roi_head.bbox_head.shared_convs.3.bn.weight, roi_head.bbox_head.shared_convs.3.bn.bias, roi_head.bbox_head.shared_convs.3.bn.running_mean, roi_head.bbox_head.shared_convs.3.bn.running_var, roi_head.mask_head.convs.0.conv.weight, roi_head.mask_head.convs.0.bn.weight, roi_head.mask_head.convs.0.bn.bias, roi_head.mask_head.convs.0.bn.running_mean, roi_head.mask_head.convs.0.bn.running_var, roi_head.mask_head.convs.1.conv.weight, roi_head.mask_head.convs.1.bn.weight, roi_head.mask_head.convs.1.bn.bias, roi_head.mask_head.convs.1.bn.running_mean, roi_head.mask_head.convs.1.bn.running_var, roi_head.mask_head.convs.2.conv.weight, roi_head.mask_head.convs.2.bn.weight, roi_head.mask_head.convs.2.bn.bias, roi_head.mask_head.convs.2.bn.running_mean, roi_head.mask_head.convs.2.bn.running_var, roi_head.mask_head.convs.3.conv.weight, roi_head.mask_head.convs.3.bn.weight, roi_head.mask_head.convs.3.bn.bias, roi_head.mask_head.convs.3.bn.running_mean, roi_head.mask_head.convs.3.bn.running_var, roi_head.mask_head.upsample.weight, roi_head.mask_head.upsample.bias, roi_head.mask_head.conv_logits.weight, roi_head.mask_head.conv_logits.bias 2022-09-29 11:19:43,191 - mmdet - INFO - Start running, host: tiger@n176-118-025, work_dir: /home/tiger/code/mmdet/work_dirs/finetune_mask-rcnn_1x_coco_pixpro-init_moco-setting 2022-09-29 11:19:43,192 - mmdet - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) StepLrUpdaterHook (NORMAL ) CheckpointHook (NORMAL ) MMDetWandbHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_epoch: (VERY_HIGH ) StepLrUpdaterHook (NORMAL ) NumClassCheckHook (NORMAL ) MMDetWandbHook (NORMAL ) DistSamplerSeedHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_iter: (VERY_HIGH ) StepLrUpdaterHook (LOW ) IterTimerHook (LOW ) DistEvalHook -------------------- after_train_iter: (ABOVE_NORMAL) OptimizerHook (NORMAL ) CheckpointHook (NORMAL ) MMDetWandbHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- after_train_epoch: (NORMAL ) CheckpointHook (NORMAL ) MMDetWandbHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_val_epoch: (NORMAL ) NumClassCheckHook (NORMAL ) MMDetWandbHook (NORMAL ) DistSamplerSeedHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_val_iter: (LOW ) IterTimerHook -------------------- after_val_iter: (LOW ) IterTimerHook -------------------- after_val_epoch: (NORMAL ) MMDetWandbHook (VERY_LOW ) TextLoggerHook -------------------- after_run: (NORMAL ) MMDetWandbHook (VERY_LOW ) TextLoggerHook -------------------- 2022-09-29 11:19:43,192 - mmdet - INFO - workflow: [('train', 1)], max: 12 epochs 2022-09-29 11:19:43,192 - mmdet - INFO - Checkpoints will be saved to /home/tiger/code/mmdet/work_dirs/finetune_mask-rcnn_1x_coco_pixpro-init_moco-setting by HardDiskBackend. 2022-09-29 11:20:02,879 - mmdet - INFO - Epoch [1][50/7330] lr: 1.978e-03, eta: 9:03:58, time: 0.371, data_time: 0.089, memory: 5868, loss_rpn_cls: 0.5952, loss_rpn_bbox: 0.0966, loss_cls: 1.3897, acc: 84.6265, loss_bbox: 0.0190, loss_mask: 0.7763, loss: 2.8769 2022-09-29 11:20:14,977 - mmdet - INFO - Epoch [1][100/7330] lr: 3.976e-03, eta: 7:28:57, time: 0.242, data_time: 0.023, memory: 6146, loss_rpn_cls: 0.2961, loss_rpn_bbox: 0.0821, loss_cls: 0.3539, acc: 95.2144, loss_bbox: 0.1444, loss_mask: 0.7278, loss: 1.6043 2022-09-29 11:20:28,424 - mmdet - INFO - Epoch [1][150/7330] lr: 5.974e-03, eta: 7:10:20, time: 0.269, data_time: 0.024, memory: 6463, loss_rpn_cls: 0.1886, loss_rpn_bbox: 0.0825, loss_cls: 0.4688, acc: 92.0125, loss_bbox: 0.2879, loss_mask: 0.6653, loss: 1.6931 2022-09-29 11:20:40,633 - mmdet - INFO - Epoch [1][200/7330] lr: 7.972e-03, eta: 6:51:51, time: 0.244, data_time: 0.026, memory: 6725, loss_rpn_cls: 0.1314, loss_rpn_bbox: 0.0791, loss_cls: 0.5269, acc: 90.5239, loss_bbox: 0.3407, loss_mask: 0.6189, loss: 1.6970 2022-09-29 11:20:53,114 - mmdet - INFO - Epoch [1][250/7330] lr: 9.970e-03, eta: 6:42:16, time: 0.250, data_time: 0.024, memory: 6725, loss_rpn_cls: 0.1017, loss_rpn_bbox: 0.0783, loss_cls: 0.5796, acc: 89.4731, loss_bbox: 0.3720, loss_mask: 0.5867, loss: 1.7183 2022-09-29 11:21:05,272 - mmdet - INFO - Epoch [1][300/7330] lr: 1.197e-02, eta: 6:34:14, time: 0.243, data_time: 0.022, memory: 6725, loss_rpn_cls: 0.0935, loss_rpn_bbox: 0.0738, loss_cls: 0.5574, acc: 89.6646, loss_bbox: 0.3573, loss_mask: 0.5577, loss: 1.6397 2022-09-29 11:21:17,396 - mmdet - INFO - Epoch [1][350/7330] lr: 1.397e-02, eta: 6:28:18, time: 0.242, data_time: 0.019, memory: 6725, loss_rpn_cls: 0.0831, loss_rpn_bbox: 0.0729, loss_cls: 0.5314, acc: 89.7166, loss_bbox: 0.3326, loss_mask: 0.5255, loss: 1.5455 2022-09-29 11:21:30,159 - mmdet - INFO - Epoch [1][400/7330] lr: 1.596e-02, eta: 6:26:08, time: 0.255, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0803, loss_rpn_bbox: 0.0696, loss_cls: 0.4856, acc: 90.1514, loss_bbox: 0.3053, loss_mask: 0.4845, loss: 1.4253 2022-09-29 11:21:42,318 - mmdet - INFO - Epoch [1][450/7330] lr: 1.796e-02, eta: 6:22:27, time: 0.243, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0884, loss_rpn_bbox: 0.0721, loss_cls: 0.5195, acc: 89.3350, loss_bbox: 0.3171, loss_mask: 0.4765, loss: 1.4736 2022-09-29 11:21:54,435 - mmdet - INFO - Epoch [1][500/7330] lr: 1.996e-02, eta: 6:19:19, time: 0.242, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0768, loss_rpn_bbox: 0.0702, loss_cls: 0.4959, acc: 89.6274, loss_bbox: 0.2982, loss_mask: 0.4527, loss: 1.3938 2022-09-29 11:22:06,317 - mmdet - INFO - Epoch [1][550/7330] lr: 2.000e-02, eta: 6:16:07, time: 0.238, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0816, loss_rpn_bbox: 0.0704, loss_cls: 0.4565, acc: 90.2378, loss_bbox: 0.2833, loss_mask: 0.4412, loss: 1.3330 2022-09-29 11:22:18,337 - mmdet - INFO - Epoch [1][600/7330] lr: 2.000e-02, eta: 6:13:45, time: 0.240, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0776, loss_rpn_bbox: 0.0657, loss_cls: 0.4266, acc: 90.6350, loss_bbox: 0.2723, loss_mask: 0.4199, loss: 1.2621 2022-09-29 11:22:30,401 - mmdet - INFO - Epoch [1][650/7330] lr: 2.000e-02, eta: 6:11:48, time: 0.241, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0766, loss_rpn_bbox: 0.0671, loss_cls: 0.4443, acc: 89.9810, loss_bbox: 0.2774, loss_mask: 0.4107, loss: 1.2761 2022-09-29 11:22:42,467 - mmdet - INFO - Epoch [1][700/7330] lr: 2.000e-02, eta: 6:10:07, time: 0.241, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0753, loss_rpn_bbox: 0.0672, loss_cls: 0.4296, acc: 90.0476, loss_bbox: 0.2881, loss_mask: 0.4005, loss: 1.2608 2022-09-29 11:22:54,607 - mmdet - INFO - Epoch [1][750/7330] lr: 2.000e-02, eta: 6:08:46, time: 0.243, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0705, loss_rpn_bbox: 0.0679, loss_cls: 0.4134, acc: 90.2085, loss_bbox: 0.2804, loss_mask: 0.3995, loss: 1.2318 2022-09-29 11:23:06,870 - mmdet - INFO - Epoch [1][800/7330] lr: 2.000e-02, eta: 6:07:47, time: 0.245, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0741, loss_rpn_bbox: 0.0639, loss_cls: 0.4129, acc: 90.1465, loss_bbox: 0.2788, loss_mask: 0.3811, loss: 1.2108 2022-09-29 11:23:19,277 - mmdet - INFO - Epoch [1][850/7330] lr: 2.000e-02, eta: 6:07:09, time: 0.248, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0759, loss_rpn_bbox: 0.0705, loss_cls: 0.4171, acc: 89.8184, loss_bbox: 0.2892, loss_mask: 0.3867, loss: 1.2394 2022-09-29 11:23:31,180 - mmdet - INFO - Epoch [1][900/7330] lr: 2.000e-02, eta: 6:05:44, time: 0.238, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0651, loss_rpn_bbox: 0.0613, loss_cls: 0.3938, acc: 90.5071, loss_bbox: 0.2714, loss_mask: 0.3740, loss: 1.1657 2022-09-29 11:23:43,000 - mmdet - INFO - Epoch [1][950/7330] lr: 2.000e-02, eta: 6:04:20, time: 0.236, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0750, loss_rpn_bbox: 0.0683, loss_cls: 0.3980, acc: 90.2532, loss_bbox: 0.2798, loss_mask: 0.3755, loss: 1.1966 2022-09-29 11:23:55,117 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 11:23:55,118 - mmdet - INFO - Epoch [1][1000/7330] lr: 2.000e-02, eta: 6:03:29, time: 0.242, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0724, loss_rpn_bbox: 0.0656, loss_cls: 0.3999, acc: 90.2244, loss_bbox: 0.2777, loss_mask: 0.3766, loss: 1.1922 2022-09-29 11:24:07,016 - mmdet - INFO - Epoch [1][1050/7330] lr: 2.000e-02, eta: 6:02:23, time: 0.238, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0663, loss_rpn_bbox: 0.0639, loss_cls: 0.3853, acc: 90.4321, loss_bbox: 0.2699, loss_mask: 0.3608, loss: 1.1462 2022-09-29 11:24:19,345 - mmdet - INFO - Epoch [1][1100/7330] lr: 2.000e-02, eta: 6:01:56, time: 0.247, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0734, loss_rpn_bbox: 0.0690, loss_cls: 0.3989, acc: 90.2004, loss_bbox: 0.2829, loss_mask: 0.3707, loss: 1.1949 2022-09-29 11:24:31,473 - mmdet - INFO - Epoch [1][1150/7330] lr: 2.000e-02, eta: 6:01:16, time: 0.243, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0689, loss_rpn_bbox: 0.0633, loss_cls: 0.3810, acc: 90.3293, loss_bbox: 0.2748, loss_mask: 0.3650, loss: 1.1530 2022-09-29 11:24:43,689 - mmdet - INFO - Epoch [1][1200/7330] lr: 2.000e-02, eta: 6:00:44, time: 0.244, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0721, loss_rpn_bbox: 0.0691, loss_cls: 0.3962, acc: 89.9956, loss_bbox: 0.2876, loss_mask: 0.3683, loss: 1.1932 2022-09-29 11:24:56,117 - mmdet - INFO - Epoch [1][1250/7330] lr: 2.000e-02, eta: 6:00:28, time: 0.249, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0688, loss_rpn_bbox: 0.0622, loss_cls: 0.3632, acc: 90.7598, loss_bbox: 0.2652, loss_mask: 0.3544, loss: 1.1139 2022-09-29 11:25:08,127 - mmdet - INFO - Epoch [1][1300/7330] lr: 2.000e-02, eta: 5:59:45, time: 0.240, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0690, loss_rpn_bbox: 0.0629, loss_cls: 0.3665, acc: 90.8662, loss_bbox: 0.2571, loss_mask: 0.3536, loss: 1.1091 2022-09-29 11:25:20,139 - mmdet - INFO - Epoch [1][1350/7330] lr: 2.000e-02, eta: 5:59:04, time: 0.240, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0651, loss_rpn_bbox: 0.0592, loss_cls: 0.3554, acc: 90.7607, loss_bbox: 0.2631, loss_mask: 0.3438, loss: 1.0867 2022-09-29 11:25:32,127 - mmdet - INFO - Epoch [1][1400/7330] lr: 2.000e-02, eta: 5:58:24, time: 0.240, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0693, loss_rpn_bbox: 0.0652, loss_cls: 0.3635, acc: 90.5110, loss_bbox: 0.2647, loss_mask: 0.3516, loss: 1.1142 2022-09-29 11:25:44,069 - mmdet - INFO - Epoch [1][1450/7330] lr: 2.000e-02, eta: 5:57:43, time: 0.239, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0660, loss_rpn_bbox: 0.0596, loss_cls: 0.3617, acc: 90.6748, loss_bbox: 0.2654, loss_mask: 0.3457, loss: 1.0985 2022-09-29 11:25:55,935 - mmdet - INFO - Epoch [1][1500/7330] lr: 2.000e-02, eta: 5:56:59, time: 0.237, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0645, loss_rpn_bbox: 0.0593, loss_cls: 0.3500, acc: 90.7441, loss_bbox: 0.2608, loss_mask: 0.3459, loss: 1.0805 2022-09-29 11:26:07,854 - mmdet - INFO - Epoch [1][1550/7330] lr: 2.000e-02, eta: 5:56:21, time: 0.238, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0645, loss_rpn_bbox: 0.0601, loss_cls: 0.3466, acc: 91.1243, loss_bbox: 0.2552, loss_mask: 0.3419, loss: 1.0683 2022-09-29 11:26:19,508 - mmdet - INFO - Epoch [1][1600/7330] lr: 2.000e-02, eta: 5:55:30, time: 0.233, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0643, loss_rpn_bbox: 0.0597, loss_cls: 0.3603, acc: 90.7048, loss_bbox: 0.2622, loss_mask: 0.3461, loss: 1.0926 2022-09-29 11:26:31,301 - mmdet - INFO - Epoch [1][1650/7330] lr: 2.000e-02, eta: 5:54:48, time: 0.236, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0633, loss_rpn_bbox: 0.0592, loss_cls: 0.3561, acc: 90.8784, loss_bbox: 0.2569, loss_mask: 0.3401, loss: 1.0755 2022-09-29 11:26:43,046 - mmdet - INFO - Epoch [1][1700/7330] lr: 2.000e-02, eta: 5:54:06, time: 0.235, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0589, loss_rpn_bbox: 0.0558, loss_cls: 0.3391, acc: 91.2200, loss_bbox: 0.2514, loss_mask: 0.3316, loss: 1.0369 2022-09-29 11:26:54,938 - mmdet - INFO - Epoch [1][1750/7330] lr: 2.000e-02, eta: 5:53:33, time: 0.238, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0653, loss_rpn_bbox: 0.0605, loss_cls: 0.3410, acc: 91.0491, loss_bbox: 0.2546, loss_mask: 0.3385, loss: 1.0599 2022-09-29 11:27:07,222 - mmdet - INFO - Epoch [1][1800/7330] lr: 2.000e-02, eta: 5:53:20, time: 0.246, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0674, loss_rpn_bbox: 0.0632, loss_cls: 0.3614, acc: 90.4597, loss_bbox: 0.2751, loss_mask: 0.3479, loss: 1.1150 2022-09-29 11:27:19,498 - mmdet - INFO - Epoch [1][1850/7330] lr: 2.000e-02, eta: 5:53:06, time: 0.246, data_time: 0.028, memory: 6938, loss_rpn_cls: 0.0628, loss_rpn_bbox: 0.0600, loss_cls: 0.3262, acc: 91.3862, loss_bbox: 0.2464, loss_mask: 0.3364, loss: 1.0319 2022-09-29 11:27:31,689 - mmdet - INFO - Epoch [1][1900/7330] lr: 2.000e-02, eta: 5:52:49, time: 0.244, data_time: 0.028, memory: 6938, loss_rpn_cls: 0.0638, loss_rpn_bbox: 0.0597, loss_cls: 0.3357, acc: 91.0498, loss_bbox: 0.2583, loss_mask: 0.3374, loss: 1.0550 2022-09-29 11:27:43,545 - mmdet - INFO - Epoch [1][1950/7330] lr: 2.000e-02, eta: 5:52:17, time: 0.237, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0663, loss_rpn_bbox: 0.0589, loss_cls: 0.3344, acc: 91.2981, loss_bbox: 0.2490, loss_mask: 0.3370, loss: 1.0456 2022-09-29 11:27:55,802 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 11:27:55,802 - mmdet - INFO - Epoch [1][2000/7330] lr: 2.000e-02, eta: 5:52:03, time: 0.245, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0669, loss_rpn_bbox: 0.0623, loss_cls: 0.3449, acc: 90.8467, loss_bbox: 0.2594, loss_mask: 0.3312, loss: 1.0647 2022-09-29 11:28:07,897 - mmdet - INFO - Epoch [1][2050/7330] lr: 2.000e-02, eta: 5:51:43, time: 0.242, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0648, loss_rpn_bbox: 0.0620, loss_cls: 0.3448, acc: 90.9292, loss_bbox: 0.2569, loss_mask: 0.3328, loss: 1.0613 2022-09-29 11:28:20,082 - mmdet - INFO - Epoch [1][2100/7330] lr: 2.000e-02, eta: 5:51:27, time: 0.244, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0627, loss_rpn_bbox: 0.0636, loss_cls: 0.3305, acc: 91.1650, loss_bbox: 0.2538, loss_mask: 0.3345, loss: 1.0450 2022-09-29 11:28:32,171 - mmdet - INFO - Epoch [1][2150/7330] lr: 2.000e-02, eta: 5:51:07, time: 0.242, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0586, loss_rpn_bbox: 0.0591, loss_cls: 0.3455, acc: 90.7266, loss_bbox: 0.2644, loss_mask: 0.3389, loss: 1.0666 2022-09-29 11:28:44,264 - mmdet - INFO - Epoch [1][2200/7330] lr: 2.000e-02, eta: 5:50:47, time: 0.242, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0593, loss_rpn_bbox: 0.0617, loss_cls: 0.3391, acc: 90.8967, loss_bbox: 0.2574, loss_mask: 0.3334, loss: 1.0508 2022-09-29 11:28:56,209 - mmdet - INFO - Epoch [1][2250/7330] lr: 2.000e-02, eta: 5:50:23, time: 0.239, data_time: 0.029, memory: 6938, loss_rpn_cls: 0.0692, loss_rpn_bbox: 0.0643, loss_cls: 0.3344, acc: 91.0796, loss_bbox: 0.2527, loss_mask: 0.3306, loss: 1.0512 2022-09-29 11:29:08,269 - mmdet - INFO - Epoch [1][2300/7330] lr: 2.000e-02, eta: 5:50:03, time: 0.241, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0602, loss_rpn_bbox: 0.0576, loss_cls: 0.3218, acc: 91.1511, loss_bbox: 0.2552, loss_mask: 0.3279, loss: 1.0227 2022-09-29 11:29:20,338 - mmdet - INFO - Epoch [1][2350/7330] lr: 2.000e-02, eta: 5:49:43, time: 0.241, data_time: 0.020, memory: 6938, loss_rpn_cls: 0.0580, loss_rpn_bbox: 0.0589, loss_cls: 0.3296, acc: 91.1096, loss_bbox: 0.2484, loss_mask: 0.3354, loss: 1.0303 2022-09-29 11:29:32,463 - mmdet - INFO - Epoch [1][2400/7330] lr: 2.000e-02, eta: 5:49:27, time: 0.242, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0607, loss_rpn_bbox: 0.0603, loss_cls: 0.3311, acc: 91.1125, loss_bbox: 0.2578, loss_mask: 0.3299, loss: 1.0397 2022-09-29 11:29:44,742 - mmdet - INFO - Epoch [1][2450/7330] lr: 2.000e-02, eta: 5:49:15, time: 0.246, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0669, loss_rpn_bbox: 0.0604, loss_cls: 0.3296, acc: 91.0901, loss_bbox: 0.2505, loss_mask: 0.3324, loss: 1.0397 2022-09-29 11:29:56,916 - mmdet - INFO - Epoch [1][2500/7330] lr: 2.000e-02, eta: 5:49:00, time: 0.243, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0587, loss_rpn_bbox: 0.0595, loss_cls: 0.3276, acc: 91.0723, loss_bbox: 0.2573, loss_mask: 0.3331, loss: 1.0362 2022-09-29 11:30:08,878 - mmdet - INFO - Epoch [1][2550/7330] lr: 2.000e-02, eta: 5:48:38, time: 0.239, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0579, loss_rpn_bbox: 0.0580, loss_cls: 0.3207, acc: 91.2563, loss_bbox: 0.2470, loss_mask: 0.3303, loss: 1.0138 2022-09-29 11:30:20,887 - mmdet - INFO - Epoch [1][2600/7330] lr: 2.000e-02, eta: 5:48:18, time: 0.240, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0627, loss_rpn_bbox: 0.0599, loss_cls: 0.3165, acc: 91.3396, loss_bbox: 0.2449, loss_mask: 0.3223, loss: 1.0063 2022-09-29 11:30:32,853 - mmdet - INFO - Epoch [1][2650/7330] lr: 2.000e-02, eta: 5:47:57, time: 0.239, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0592, loss_rpn_bbox: 0.0571, loss_cls: 0.3256, acc: 91.2390, loss_bbox: 0.2495, loss_mask: 0.3189, loss: 1.0104 2022-09-29 11:30:44,786 - mmdet - INFO - Epoch [1][2700/7330] lr: 2.000e-02, eta: 5:47:35, time: 0.239, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0599, loss_rpn_bbox: 0.0570, loss_cls: 0.3087, acc: 91.7573, loss_bbox: 0.2311, loss_mask: 0.3209, loss: 0.9776 2022-09-29 11:30:56,824 - mmdet - INFO - Epoch [1][2750/7330] lr: 2.000e-02, eta: 5:47:17, time: 0.241, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0620, loss_rpn_bbox: 0.0613, loss_cls: 0.3266, acc: 91.0920, loss_bbox: 0.2563, loss_mask: 0.3216, loss: 1.0279 2022-09-29 11:31:08,836 - mmdet - INFO - Epoch [1][2800/7330] lr: 2.000e-02, eta: 5:46:58, time: 0.240, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0619, loss_rpn_bbox: 0.0596, loss_cls: 0.3198, acc: 91.2195, loss_bbox: 0.2517, loss_mask: 0.3264, loss: 1.0194 2022-09-29 11:31:20,942 - mmdet - INFO - Epoch [1][2850/7330] lr: 2.000e-02, eta: 5:46:43, time: 0.242, data_time: 0.020, memory: 6938, loss_rpn_cls: 0.0579, loss_rpn_bbox: 0.0576, loss_cls: 0.3043, acc: 91.5981, loss_bbox: 0.2459, loss_mask: 0.3188, loss: 0.9846 2022-09-29 11:31:33,006 - mmdet - INFO - Epoch [1][2900/7330] lr: 2.000e-02, eta: 5:46:26, time: 0.241, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0590, loss_rpn_bbox: 0.0598, loss_cls: 0.3165, acc: 91.3467, loss_bbox: 0.2484, loss_mask: 0.3235, loss: 1.0071 2022-09-29 11:31:45,008 - mmdet - INFO - Epoch [1][2950/7330] lr: 2.000e-02, eta: 5:46:07, time: 0.240, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0583, loss_rpn_bbox: 0.0594, loss_cls: 0.3268, acc: 91.1924, loss_bbox: 0.2479, loss_mask: 0.3328, loss: 1.0252 2022-09-29 11:31:57,133 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 11:31:57,133 - mmdet - INFO - Epoch [1][3000/7330] lr: 2.000e-02, eta: 5:45:52, time: 0.242, data_time: 0.020, memory: 6938, loss_rpn_cls: 0.0619, loss_rpn_bbox: 0.0620, loss_cls: 0.3028, acc: 91.6484, loss_bbox: 0.2409, loss_mask: 0.3243, loss: 0.9920 2022-09-29 11:32:08,980 - mmdet - INFO - Epoch [1][3050/7330] lr: 2.000e-02, eta: 5:45:30, time: 0.237, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0584, loss_rpn_bbox: 0.0560, loss_cls: 0.3129, acc: 91.4592, loss_bbox: 0.2427, loss_mask: 0.3221, loss: 0.9921 2022-09-29 11:32:21,159 - mmdet - INFO - Epoch [1][3100/7330] lr: 2.000e-02, eta: 5:45:17, time: 0.244, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0634, loss_rpn_bbox: 0.0641, loss_cls: 0.3206, acc: 91.1594, loss_bbox: 0.2520, loss_mask: 0.3197, loss: 1.0198 2022-09-29 11:32:33,084 - mmdet - INFO - Epoch [1][3150/7330] lr: 2.000e-02, eta: 5:44:57, time: 0.238, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0584, loss_rpn_bbox: 0.0569, loss_cls: 0.3113, acc: 91.4111, loss_bbox: 0.2379, loss_mask: 0.3140, loss: 0.9785 2022-09-29 11:32:45,366 - mmdet - INFO - Epoch [1][3200/7330] lr: 2.000e-02, eta: 5:44:47, time: 0.246, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0618, loss_rpn_bbox: 0.0632, loss_cls: 0.3204, acc: 91.1858, loss_bbox: 0.2546, loss_mask: 0.3245, loss: 1.0244 2022-09-29 11:32:57,703 - mmdet - INFO - Epoch [1][3250/7330] lr: 2.000e-02, eta: 5:44:38, time: 0.247, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0568, loss_rpn_bbox: 0.0576, loss_cls: 0.3091, acc: 91.3423, loss_bbox: 0.2546, loss_mask: 0.3111, loss: 0.9892 2022-09-29 11:33:09,841 - mmdet - INFO - Epoch [1][3300/7330] lr: 2.000e-02, eta: 5:44:24, time: 0.243, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0553, loss_rpn_bbox: 0.0595, loss_cls: 0.3243, acc: 90.9070, loss_bbox: 0.2613, loss_mask: 0.3199, loss: 1.0202 2022-09-29 11:33:22,236 - mmdet - INFO - Epoch [1][3350/7330] lr: 2.000e-02, eta: 5:44:17, time: 0.248, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0617, loss_rpn_bbox: 0.0630, loss_cls: 0.2965, acc: 91.7214, loss_bbox: 0.2447, loss_mask: 0.3220, loss: 0.9879 2022-09-29 11:33:34,272 - mmdet - INFO - Epoch [1][3400/7330] lr: 2.000e-02, eta: 5:44:01, time: 0.241, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0553, loss_rpn_bbox: 0.0586, loss_cls: 0.3040, acc: 91.5566, loss_bbox: 0.2451, loss_mask: 0.3196, loss: 0.9825 2022-09-29 11:33:46,529 - mmdet - INFO - Epoch [1][3450/7330] lr: 2.000e-02, eta: 5:43:50, time: 0.245, data_time: 0.027, memory: 6938, loss_rpn_cls: 0.0644, loss_rpn_bbox: 0.0606, loss_cls: 0.3210, acc: 91.1006, loss_bbox: 0.2520, loss_mask: 0.3197, loss: 1.0177 2022-09-29 11:33:58,531 - mmdet - INFO - Epoch [1][3500/7330] lr: 2.000e-02, eta: 5:43:33, time: 0.240, data_time: 0.028, memory: 6938, loss_rpn_cls: 0.0602, loss_rpn_bbox: 0.0596, loss_cls: 0.3146, acc: 91.4299, loss_bbox: 0.2525, loss_mask: 0.3235, loss: 1.0104 2022-09-29 11:34:10,457 - mmdet - INFO - Epoch [1][3550/7330] lr: 2.000e-02, eta: 5:43:14, time: 0.239, data_time: 0.020, memory: 6938, loss_rpn_cls: 0.0565, loss_rpn_bbox: 0.0560, loss_cls: 0.2957, acc: 91.8906, loss_bbox: 0.2307, loss_mask: 0.3111, loss: 0.9500 2022-09-29 11:34:22,225 - mmdet - INFO - Epoch [1][3600/7330] lr: 2.000e-02, eta: 5:42:51, time: 0.235, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0532, loss_rpn_bbox: 0.0545, loss_cls: 0.3030, acc: 91.4099, loss_bbox: 0.2463, loss_mask: 0.3094, loss: 0.9663 2022-09-29 11:34:34,294 - mmdet - INFO - Epoch [1][3650/7330] lr: 2.000e-02, eta: 5:42:36, time: 0.241, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0576, loss_rpn_bbox: 0.0573, loss_cls: 0.3060, acc: 91.4526, loss_bbox: 0.2376, loss_mask: 0.3136, loss: 0.9720 2022-09-29 11:34:46,576 - mmdet - INFO - Epoch [1][3700/7330] lr: 2.000e-02, eta: 5:42:26, time: 0.246, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0556, loss_rpn_bbox: 0.0570, loss_cls: 0.3041, acc: 91.4617, loss_bbox: 0.2451, loss_mask: 0.3100, loss: 0.9717 2022-09-29 11:34:58,564 - mmdet - INFO - Epoch [1][3750/7330] lr: 2.000e-02, eta: 5:42:09, time: 0.240, data_time: 0.027, memory: 6938, loss_rpn_cls: 0.0560, loss_rpn_bbox: 0.0557, loss_cls: 0.3073, acc: 91.3203, loss_bbox: 0.2435, loss_mask: 0.3071, loss: 0.9697 2022-09-29 11:35:10,382 - mmdet - INFO - Epoch [1][3800/7330] lr: 2.000e-02, eta: 5:41:49, time: 0.236, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0565, loss_rpn_bbox: 0.0571, loss_cls: 0.3011, acc: 91.5974, loss_bbox: 0.2393, loss_mask: 0.3084, loss: 0.9624 2022-09-29 11:35:22,396 - mmdet - INFO - Epoch [1][3850/7330] lr: 2.000e-02, eta: 5:41:33, time: 0.240, data_time: 0.028, memory: 6938, loss_rpn_cls: 0.0572, loss_rpn_bbox: 0.0579, loss_cls: 0.3150, acc: 91.1240, loss_bbox: 0.2514, loss_mask: 0.3102, loss: 0.9917 2022-09-29 11:35:34,610 - mmdet - INFO - Epoch [1][3900/7330] lr: 2.000e-02, eta: 5:41:22, time: 0.244, data_time: 0.027, memory: 6938, loss_rpn_cls: 0.0599, loss_rpn_bbox: 0.0591, loss_cls: 0.3037, acc: 91.5098, loss_bbox: 0.2453, loss_mask: 0.3171, loss: 0.9851 2022-09-29 11:35:46,694 - mmdet - INFO - Epoch [1][3950/7330] lr: 2.000e-02, eta: 5:41:07, time: 0.242, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0574, loss_rpn_bbox: 0.0548, loss_cls: 0.2986, acc: 91.7908, loss_bbox: 0.2344, loss_mask: 0.3050, loss: 0.9501 2022-09-29 11:35:58,871 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 11:35:58,871 - mmdet - INFO - Epoch [1][4000/7330] lr: 2.000e-02, eta: 5:40:55, time: 0.244, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0578, loss_rpn_bbox: 0.0619, loss_cls: 0.2993, acc: 91.6218, loss_bbox: 0.2417, loss_mask: 0.3183, loss: 0.9791 2022-09-29 11:36:10,893 - mmdet - INFO - Epoch [1][4050/7330] lr: 2.000e-02, eta: 5:40:40, time: 0.240, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0593, loss_rpn_bbox: 0.0570, loss_cls: 0.3091, acc: 91.6025, loss_bbox: 0.2364, loss_mask: 0.3015, loss: 0.9633 2022-09-29 11:36:23,170 - mmdet - INFO - Epoch [1][4100/7330] lr: 2.000e-02, eta: 5:40:29, time: 0.246, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0594, loss_rpn_bbox: 0.0565, loss_cls: 0.3037, acc: 91.6284, loss_bbox: 0.2418, loss_mask: 0.3134, loss: 0.9749 2022-09-29 11:36:34,825 - mmdet - INFO - Epoch [1][4150/7330] lr: 2.000e-02, eta: 5:40:07, time: 0.233, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0563, loss_rpn_bbox: 0.0561, loss_cls: 0.2919, acc: 91.7778, loss_bbox: 0.2354, loss_mask: 0.3106, loss: 0.9503 2022-09-29 11:36:46,851 - mmdet - INFO - Epoch [1][4200/7330] lr: 2.000e-02, eta: 5:39:51, time: 0.241, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0615, loss_rpn_bbox: 0.0572, loss_cls: 0.3193, acc: 91.0999, loss_bbox: 0.2514, loss_mask: 0.3136, loss: 1.0030 2022-09-29 11:36:58,886 - mmdet - INFO - Epoch [1][4250/7330] lr: 2.000e-02, eta: 5:39:36, time: 0.241, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0548, loss_rpn_bbox: 0.0568, loss_cls: 0.2957, acc: 91.4900, loss_bbox: 0.2444, loss_mask: 0.3139, loss: 0.9657 2022-09-29 11:37:11,059 - mmdet - INFO - Epoch [1][4300/7330] lr: 2.000e-02, eta: 5:39:24, time: 0.243, data_time: 0.027, memory: 6938, loss_rpn_cls: 0.0545, loss_rpn_bbox: 0.0570, loss_cls: 0.2952, acc: 91.6868, loss_bbox: 0.2394, loss_mask: 0.2963, loss: 0.9423 2022-09-29 11:37:23,186 - mmdet - INFO - Epoch [1][4350/7330] lr: 2.000e-02, eta: 5:39:11, time: 0.243, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0578, loss_rpn_bbox: 0.0586, loss_cls: 0.2958, acc: 91.7520, loss_bbox: 0.2390, loss_mask: 0.3012, loss: 0.9523 2022-09-29 11:37:35,569 - mmdet - INFO - Epoch [1][4400/7330] lr: 2.000e-02, eta: 5:39:03, time: 0.248, data_time: 0.030, memory: 6938, loss_rpn_cls: 0.0597, loss_rpn_bbox: 0.0576, loss_cls: 0.2961, acc: 91.7004, loss_bbox: 0.2370, loss_mask: 0.3049, loss: 0.9552 2022-09-29 11:37:47,723 - mmdet - INFO - Epoch [1][4450/7330] lr: 2.000e-02, eta: 5:38:51, time: 0.243, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0581, loss_rpn_bbox: 0.0598, loss_cls: 0.3045, acc: 91.3293, loss_bbox: 0.2485, loss_mask: 0.3121, loss: 0.9830 2022-09-29 11:38:00,021 - mmdet - INFO - Epoch [1][4500/7330] lr: 2.000e-02, eta: 5:38:41, time: 0.246, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0534, loss_rpn_bbox: 0.0587, loss_cls: 0.3027, acc: 91.4016, loss_bbox: 0.2396, loss_mask: 0.2998, loss: 0.9543 2022-09-29 11:38:11,953 - mmdet - INFO - Epoch [1][4550/7330] lr: 2.000e-02, eta: 5:38:24, time: 0.239, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0567, loss_rpn_bbox: 0.0572, loss_cls: 0.2884, acc: 91.8601, loss_bbox: 0.2407, loss_mask: 0.3021, loss: 0.9450 2022-09-29 11:38:24,182 - mmdet - INFO - Epoch [1][4600/7330] lr: 2.000e-02, eta: 5:38:13, time: 0.245, data_time: 0.028, memory: 6938, loss_rpn_cls: 0.0572, loss_rpn_bbox: 0.0590, loss_cls: 0.2990, acc: 91.5955, loss_bbox: 0.2387, loss_mask: 0.3098, loss: 0.9636 2022-09-29 11:38:36,186 - mmdet - INFO - Epoch [1][4650/7330] lr: 2.000e-02, eta: 5:37:58, time: 0.240, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0530, loss_rpn_bbox: 0.0540, loss_cls: 0.2920, acc: 91.8337, loss_bbox: 0.2355, loss_mask: 0.3029, loss: 0.9374 2022-09-29 11:38:48,285 - mmdet - INFO - Epoch [1][4700/7330] lr: 2.000e-02, eta: 5:37:44, time: 0.242, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0537, loss_rpn_bbox: 0.0576, loss_cls: 0.2890, acc: 91.8230, loss_bbox: 0.2370, loss_mask: 0.3073, loss: 0.9446 2022-09-29 11:39:00,396 - mmdet - INFO - Epoch [1][4750/7330] lr: 2.000e-02, eta: 5:37:31, time: 0.242, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0581, loss_rpn_bbox: 0.0587, loss_cls: 0.2867, acc: 91.8545, loss_bbox: 0.2377, loss_mask: 0.3061, loss: 0.9472 2022-09-29 11:39:12,398 - mmdet - INFO - Epoch [1][4800/7330] lr: 2.000e-02, eta: 5:37:16, time: 0.240, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0568, loss_rpn_bbox: 0.0570, loss_cls: 0.3001, acc: 91.3962, loss_bbox: 0.2502, loss_mask: 0.3066, loss: 0.9706 2022-09-29 11:39:24,498 - mmdet - INFO - Epoch [1][4850/7330] lr: 2.000e-02, eta: 5:37:03, time: 0.242, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0517, loss_rpn_bbox: 0.0579, loss_cls: 0.2936, acc: 91.5232, loss_bbox: 0.2401, loss_mask: 0.3029, loss: 0.9462 2022-09-29 11:39:36,386 - mmdet - INFO - Epoch [1][4900/7330] lr: 2.000e-02, eta: 5:36:46, time: 0.238, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0581, loss_rpn_bbox: 0.0562, loss_cls: 0.2948, acc: 91.5977, loss_bbox: 0.2394, loss_mask: 0.3024, loss: 0.9510 2022-09-29 11:39:48,588 - mmdet - INFO - Epoch [1][4950/7330] lr: 2.000e-02, eta: 5:36:34, time: 0.244, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0526, loss_rpn_bbox: 0.0560, loss_cls: 0.2982, acc: 91.7478, loss_bbox: 0.2393, loss_mask: 0.3015, loss: 0.9476 2022-09-29 11:40:01,074 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 11:40:01,074 - mmdet - INFO - Epoch [1][5000/7330] lr: 2.000e-02, eta: 5:36:28, time: 0.250, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0534, loss_rpn_bbox: 0.0598, loss_cls: 0.2967, acc: 91.3630, loss_bbox: 0.2442, loss_mask: 0.3027, loss: 0.9569 2022-09-29 11:40:13,232 - mmdet - INFO - Epoch [1][5050/7330] lr: 2.000e-02, eta: 5:36:15, time: 0.243, data_time: 0.028, memory: 6938, loss_rpn_cls: 0.0523, loss_rpn_bbox: 0.0555, loss_cls: 0.3012, acc: 91.4556, loss_bbox: 0.2438, loss_mask: 0.3047, loss: 0.9577 2022-09-29 11:40:25,256 - mmdet - INFO - Epoch [1][5100/7330] lr: 2.000e-02, eta: 5:36:01, time: 0.240, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0537, loss_rpn_bbox: 0.0575, loss_cls: 0.3071, acc: 91.3506, loss_bbox: 0.2508, loss_mask: 0.3112, loss: 0.9803 2022-09-29 11:40:37,201 - mmdet - INFO - Epoch [1][5150/7330] lr: 2.000e-02, eta: 5:35:45, time: 0.239, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0553, loss_rpn_bbox: 0.0570, loss_cls: 0.2887, acc: 91.7964, loss_bbox: 0.2374, loss_mask: 0.3080, loss: 0.9465 2022-09-29 11:40:48,918 - mmdet - INFO - Epoch [1][5200/7330] lr: 2.000e-02, eta: 5:35:26, time: 0.234, data_time: 0.019, memory: 6938, loss_rpn_cls: 0.0525, loss_rpn_bbox: 0.0543, loss_cls: 0.2791, acc: 92.0735, loss_bbox: 0.2328, loss_mask: 0.3013, loss: 0.9199 2022-09-29 11:41:01,256 - mmdet - INFO - Epoch [1][5250/7330] lr: 2.000e-02, eta: 5:35:16, time: 0.247, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0532, loss_rpn_bbox: 0.0576, loss_cls: 0.2833, acc: 91.7087, loss_bbox: 0.2439, loss_mask: 0.2978, loss: 0.9358 2022-09-29 11:41:13,039 - mmdet - INFO - Epoch [1][5300/7330] lr: 2.000e-02, eta: 5:34:58, time: 0.236, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0514, loss_rpn_bbox: 0.0548, loss_cls: 0.2909, acc: 91.6399, loss_bbox: 0.2360, loss_mask: 0.3004, loss: 0.9335 2022-09-29 11:41:25,238 - mmdet - INFO - Epoch [1][5350/7330] lr: 2.000e-02, eta: 5:34:47, time: 0.244, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0536, loss_rpn_bbox: 0.0566, loss_cls: 0.2876, acc: 91.7266, loss_bbox: 0.2385, loss_mask: 0.2999, loss: 0.9361 2022-09-29 11:41:37,172 - mmdet - INFO - Epoch [1][5400/7330] lr: 2.000e-02, eta: 5:34:31, time: 0.239, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0505, loss_rpn_bbox: 0.0541, loss_cls: 0.2806, acc: 91.8489, loss_bbox: 0.2335, loss_mask: 0.3045, loss: 0.9231 2022-09-29 11:41:48,991 - mmdet - INFO - Epoch [1][5450/7330] lr: 2.000e-02, eta: 5:34:14, time: 0.236, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0543, loss_rpn_bbox: 0.0558, loss_cls: 0.2983, acc: 91.7249, loss_bbox: 0.2392, loss_mask: 0.3064, loss: 0.9542 2022-09-29 11:42:01,049 - mmdet - INFO - Epoch [1][5500/7330] lr: 2.000e-02, eta: 5:34:00, time: 0.241, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0563, loss_rpn_bbox: 0.0584, loss_cls: 0.3008, acc: 91.3467, loss_bbox: 0.2523, loss_mask: 0.3057, loss: 0.9735 2022-09-29 11:42:12,884 - mmdet - INFO - Epoch [1][5550/7330] lr: 2.000e-02, eta: 5:33:44, time: 0.237, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0540, loss_rpn_bbox: 0.0535, loss_cls: 0.2826, acc: 92.0144, loss_bbox: 0.2311, loss_mask: 0.2904, loss: 0.9116 2022-09-29 11:42:24,874 - mmdet - INFO - Epoch [1][5600/7330] lr: 2.000e-02, eta: 5:33:29, time: 0.240, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0552, loss_rpn_bbox: 0.0573, loss_cls: 0.2885, acc: 91.8035, loss_bbox: 0.2366, loss_mask: 0.3060, loss: 0.9437 2022-09-29 11:42:37,164 - mmdet - INFO - Epoch [1][5650/7330] lr: 2.000e-02, eta: 5:33:19, time: 0.246, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0586, loss_rpn_bbox: 0.0571, loss_cls: 0.2976, acc: 91.4944, loss_bbox: 0.2436, loss_mask: 0.3033, loss: 0.9603 2022-09-29 11:42:48,975 - mmdet - INFO - Epoch [1][5700/7330] lr: 2.000e-02, eta: 5:33:02, time: 0.236, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0543, loss_rpn_bbox: 0.0567, loss_cls: 0.2893, acc: 91.6538, loss_bbox: 0.2419, loss_mask: 0.3030, loss: 0.9453 2022-09-29 11:43:01,060 - mmdet - INFO - Epoch [1][5750/7330] lr: 2.000e-02, eta: 5:32:49, time: 0.242, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0523, loss_rpn_bbox: 0.0587, loss_cls: 0.2966, acc: 91.4097, loss_bbox: 0.2508, loss_mask: 0.3015, loss: 0.9599 2022-09-29 11:43:12,950 - mmdet - INFO - Epoch [1][5800/7330] lr: 2.000e-02, eta: 5:32:33, time: 0.238, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0532, loss_rpn_bbox: 0.0561, loss_cls: 0.3082, acc: 91.1260, loss_bbox: 0.2522, loss_mask: 0.3051, loss: 0.9748 2022-09-29 11:43:24,804 - mmdet - INFO - Epoch [1][5850/7330] lr: 2.000e-02, eta: 5:32:17, time: 0.237, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0516, loss_rpn_bbox: 0.0541, loss_cls: 0.3002, acc: 91.3943, loss_bbox: 0.2486, loss_mask: 0.3046, loss: 0.9592 2022-09-29 11:43:36,693 - mmdet - INFO - Epoch [1][5900/7330] lr: 2.000e-02, eta: 5:32:01, time: 0.238, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0526, loss_rpn_bbox: 0.0564, loss_cls: 0.2923, acc: 91.4285, loss_bbox: 0.2531, loss_mask: 0.3058, loss: 0.9601 2022-09-29 11:43:48,758 - mmdet - INFO - Epoch [1][5950/7330] lr: 2.000e-02, eta: 5:31:48, time: 0.241, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0550, loss_rpn_bbox: 0.0565, loss_cls: 0.2990, acc: 91.4951, loss_bbox: 0.2450, loss_mask: 0.3019, loss: 0.9575 2022-09-29 11:44:00,960 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 11:44:00,960 - mmdet - INFO - Epoch [1][6000/7330] lr: 2.000e-02, eta: 5:31:37, time: 0.244, data_time: 0.028, memory: 6938, loss_rpn_cls: 0.0525, loss_rpn_bbox: 0.0574, loss_cls: 0.2806, acc: 91.7822, loss_bbox: 0.2396, loss_mask: 0.3013, loss: 0.9314 2022-09-29 11:44:13,036 - mmdet - INFO - Epoch [1][6050/7330] lr: 2.000e-02, eta: 5:31:24, time: 0.242, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0504, loss_rpn_bbox: 0.0517, loss_cls: 0.2739, acc: 91.9460, loss_bbox: 0.2382, loss_mask: 0.2884, loss: 0.9027 2022-09-29 11:44:25,076 - mmdet - INFO - Epoch [1][6100/7330] lr: 2.000e-02, eta: 5:31:10, time: 0.241, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0545, loss_rpn_bbox: 0.0574, loss_cls: 0.2957, acc: 91.5391, loss_bbox: 0.2430, loss_mask: 0.3041, loss: 0.9547 2022-09-29 11:44:37,357 - mmdet - INFO - Epoch [1][6150/7330] lr: 2.000e-02, eta: 5:31:00, time: 0.246, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0548, loss_rpn_bbox: 0.0549, loss_cls: 0.2879, acc: 91.7249, loss_bbox: 0.2347, loss_mask: 0.2940, loss: 0.9263 2022-09-29 11:44:49,353 - mmdet - INFO - Epoch [1][6200/7330] lr: 2.000e-02, eta: 5:30:46, time: 0.240, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0566, loss_rpn_bbox: 0.0570, loss_cls: 0.2908, acc: 91.6011, loss_bbox: 0.2436, loss_mask: 0.3029, loss: 0.9509 2022-09-29 11:45:01,195 - mmdet - INFO - Epoch [1][6250/7330] lr: 2.000e-02, eta: 5:30:30, time: 0.237, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0539, loss_rpn_bbox: 0.0569, loss_cls: 0.2764, acc: 91.9758, loss_bbox: 0.2328, loss_mask: 0.2931, loss: 0.9131 2022-09-29 11:45:13,092 - mmdet - INFO - Epoch [1][6300/7330] lr: 2.000e-02, eta: 5:30:15, time: 0.238, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0533, loss_rpn_bbox: 0.0536, loss_cls: 0.2862, acc: 91.8020, loss_bbox: 0.2313, loss_mask: 0.2941, loss: 0.9186 2022-09-29 11:45:25,282 - mmdet - INFO - Epoch [1][6350/7330] lr: 2.000e-02, eta: 5:30:04, time: 0.244, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0588, loss_rpn_bbox: 0.0581, loss_cls: 0.2783, acc: 92.0512, loss_bbox: 0.2324, loss_mask: 0.2960, loss: 0.9235 2022-09-29 11:45:37,111 - mmdet - INFO - Epoch [1][6400/7330] lr: 2.000e-02, eta: 5:29:48, time: 0.237, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0480, loss_rpn_bbox: 0.0528, loss_cls: 0.2885, acc: 91.7867, loss_bbox: 0.2326, loss_mask: 0.3003, loss: 0.9223 2022-09-29 11:45:49,094 - mmdet - INFO - Epoch [1][6450/7330] lr: 2.000e-02, eta: 5:29:34, time: 0.240, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0498, loss_rpn_bbox: 0.0551, loss_cls: 0.2768, acc: 92.0366, loss_bbox: 0.2360, loss_mask: 0.2918, loss: 0.9095 2022-09-29 11:46:01,064 - mmdet - INFO - Epoch [1][6500/7330] lr: 2.000e-02, eta: 5:29:19, time: 0.239, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0504, loss_rpn_bbox: 0.0543, loss_cls: 0.2748, acc: 91.9834, loss_bbox: 0.2308, loss_mask: 0.2931, loss: 0.9034 2022-09-29 11:46:12,922 - mmdet - INFO - Epoch [1][6550/7330] lr: 2.000e-02, eta: 5:29:04, time: 0.237, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0478, loss_rpn_bbox: 0.0526, loss_cls: 0.2722, acc: 92.0796, loss_bbox: 0.2302, loss_mask: 0.2972, loss: 0.9000 2022-09-29 11:46:24,915 - mmdet - INFO - Epoch [1][6600/7330] lr: 2.000e-02, eta: 5:28:50, time: 0.240, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0513, loss_rpn_bbox: 0.0555, loss_cls: 0.2859, acc: 91.6279, loss_bbox: 0.2371, loss_mask: 0.2984, loss: 0.9281 2022-09-29 11:46:36,988 - mmdet - INFO - Epoch [1][6650/7330] lr: 2.000e-02, eta: 5:28:37, time: 0.241, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0495, loss_rpn_bbox: 0.0563, loss_cls: 0.2711, acc: 92.1243, loss_bbox: 0.2293, loss_mask: 0.2934, loss: 0.8997 2022-09-29 11:46:48,982 - mmdet - INFO - Epoch [1][6700/7330] lr: 2.000e-02, eta: 5:28:24, time: 0.240, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0493, loss_rpn_bbox: 0.0544, loss_cls: 0.2730, acc: 92.0234, loss_bbox: 0.2329, loss_mask: 0.2939, loss: 0.9035 2022-09-29 11:47:01,240 - mmdet - INFO - Epoch [1][6750/7330] lr: 2.000e-02, eta: 5:28:13, time: 0.245, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0538, loss_rpn_bbox: 0.0555, loss_cls: 0.2675, acc: 92.0515, loss_bbox: 0.2266, loss_mask: 0.2854, loss: 0.8888 2022-09-29 11:47:13,192 - mmdet - INFO - Epoch [1][6800/7330] lr: 2.000e-02, eta: 5:27:59, time: 0.239, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0499, loss_rpn_bbox: 0.0538, loss_cls: 0.2711, acc: 92.1035, loss_bbox: 0.2322, loss_mask: 0.2860, loss: 0.8931 2022-09-29 11:47:25,040 - mmdet - INFO - Epoch [1][6850/7330] lr: 2.000e-02, eta: 5:27:44, time: 0.237, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0528, loss_rpn_bbox: 0.0534, loss_cls: 0.2828, acc: 91.7512, loss_bbox: 0.2345, loss_mask: 0.2925, loss: 0.9160 2022-09-29 11:47:37,220 - mmdet - INFO - Epoch [1][6900/7330] lr: 2.000e-02, eta: 5:27:32, time: 0.244, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0520, loss_rpn_bbox: 0.0595, loss_cls: 0.2810, acc: 91.7317, loss_bbox: 0.2326, loss_mask: 0.2935, loss: 0.9186 2022-09-29 11:47:49,448 - mmdet - INFO - Epoch [1][6950/7330] lr: 2.000e-02, eta: 5:27:21, time: 0.245, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0524, loss_rpn_bbox: 0.0546, loss_cls: 0.2924, acc: 91.4319, loss_bbox: 0.2446, loss_mask: 0.3053, loss: 0.9493 2022-09-29 11:48:01,397 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 11:48:01,398 - mmdet - INFO - Epoch [1][7000/7330] lr: 2.000e-02, eta: 5:27:07, time: 0.239, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0533, loss_rpn_bbox: 0.0557, loss_cls: 0.2735, acc: 91.9719, loss_bbox: 0.2316, loss_mask: 0.2937, loss: 0.9079 2022-09-29 11:48:13,522 - mmdet - INFO - Epoch [1][7050/7330] lr: 2.000e-02, eta: 5:26:55, time: 0.242, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0517, loss_rpn_bbox: 0.0583, loss_cls: 0.2912, acc: 91.4858, loss_bbox: 0.2433, loss_mask: 0.2937, loss: 0.9382 2022-09-29 11:48:25,667 - mmdet - INFO - Epoch [1][7100/7330] lr: 2.000e-02, eta: 5:26:43, time: 0.243, data_time: 0.027, memory: 6938, loss_rpn_cls: 0.0525, loss_rpn_bbox: 0.0557, loss_cls: 0.2844, acc: 91.6331, loss_bbox: 0.2378, loss_mask: 0.2928, loss: 0.9234 2022-09-29 11:48:37,827 - mmdet - INFO - Epoch [1][7150/7330] lr: 2.000e-02, eta: 5:26:31, time: 0.243, data_time: 0.020, memory: 6938, loss_rpn_cls: 0.0537, loss_rpn_bbox: 0.0583, loss_cls: 0.2757, acc: 91.9678, loss_bbox: 0.2277, loss_mask: 0.2917, loss: 0.9071 2022-09-29 11:48:50,080 - mmdet - INFO - Epoch [1][7200/7330] lr: 2.000e-02, eta: 5:26:21, time: 0.245, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0496, loss_rpn_bbox: 0.0601, loss_cls: 0.2852, acc: 91.6543, loss_bbox: 0.2416, loss_mask: 0.2967, loss: 0.9331 2022-09-29 11:49:02,102 - mmdet - INFO - Epoch [1][7250/7330] lr: 2.000e-02, eta: 5:26:08, time: 0.240, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0496, loss_rpn_bbox: 0.0508, loss_cls: 0.2674, acc: 92.3513, loss_bbox: 0.2220, loss_mask: 0.2889, loss: 0.8787 2022-09-29 11:49:14,086 - mmdet - INFO - Epoch [1][7300/7330] lr: 2.000e-02, eta: 5:25:54, time: 0.240, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0499, loss_rpn_bbox: 0.0515, loss_cls: 0.2785, acc: 91.9841, loss_bbox: 0.2267, loss_mask: 0.2864, loss: 0.8930 2022-09-29 11:49:21,347 - mmdet - INFO - Saving checkpoint at 1 epochs 2022-09-29 11:50:11,317 - mmdet - INFO - Evaluating bbox... 2022-09-29 11:50:51,996 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.247 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.406 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.268 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.121 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.272 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.323 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.415 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.415 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.415 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.218 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.451 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.547 2022-09-29 11:50:51,996 - mmdet - INFO - Evaluating segm... 2022-09-29 11:51:35,496 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.226 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.381 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.237 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.084 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.240 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.337 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.377 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.377 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.377 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.187 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.409 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.510 2022-09-29 11:51:36,907 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_1.pth. 2022-09-29 11:51:36,907 - mmdet - INFO - Best bbox_mAP is 0.2470 at 1 epoch. 2022-09-29 11:51:36,908 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 11:51:36,908 - mmdet - INFO - Epoch(val) [1][625] bbox_mAP: 0.2470, bbox_mAP_50: 0.4060, bbox_mAP_75: 0.2680, bbox_mAP_s: 0.1210, bbox_mAP_m: 0.2720, bbox_mAP_l: 0.3230, bbox_mAP_copypaste: 0.247 0.406 0.268 0.121 0.272 0.323, segm_mAP: 0.2260, segm_mAP_50: 0.3810, segm_mAP_75: 0.2370, segm_mAP_s: 0.0840, segm_mAP_m: 0.2400, segm_mAP_l: 0.3370, segm_mAP_copypaste: 0.226 0.381 0.237 0.084 0.240 0.337 2022-09-29 11:51:52,301 - mmdet - INFO - Epoch [2][50/7330] lr: 2.000e-02, eta: 5:24:51, time: 0.308, data_time: 0.084, memory: 6938, loss_rpn_cls: 0.0551, loss_rpn_bbox: 0.0578, loss_cls: 0.2704, acc: 91.9790, loss_bbox: 0.2381, loss_mask: 0.2942, loss: 0.9157 2022-09-29 11:52:05,031 - mmdet - INFO - Epoch [2][100/7330] lr: 2.000e-02, eta: 5:24:45, time: 0.255, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0557, loss_rpn_bbox: 0.0563, loss_cls: 0.2882, acc: 91.5093, loss_bbox: 0.2471, loss_mask: 0.2912, loss: 0.9384 2022-09-29 11:52:17,162 - mmdet - INFO - Epoch [2][150/7330] lr: 2.000e-02, eta: 5:24:34, time: 0.243, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0480, loss_rpn_bbox: 0.0539, loss_cls: 0.2804, acc: 91.7786, loss_bbox: 0.2371, loss_mask: 0.2894, loss: 0.9088 2022-09-29 11:52:29,444 - mmdet - INFO - Epoch [2][200/7330] lr: 2.000e-02, eta: 5:24:24, time: 0.246, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0538, loss_rpn_bbox: 0.0560, loss_cls: 0.2765, acc: 91.9050, loss_bbox: 0.2337, loss_mask: 0.2878, loss: 0.9078 2022-09-29 11:52:41,436 - mmdet - INFO - Epoch [2][250/7330] lr: 2.000e-02, eta: 5:24:10, time: 0.240, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0486, loss_rpn_bbox: 0.0533, loss_cls: 0.2657, acc: 92.0818, loss_bbox: 0.2286, loss_mask: 0.2886, loss: 0.8848 2022-09-29 11:52:53,291 - mmdet - INFO - Epoch [2][300/7330] lr: 2.000e-02, eta: 5:23:56, time: 0.237, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0467, loss_rpn_bbox: 0.0506, loss_cls: 0.2634, acc: 92.2800, loss_bbox: 0.2221, loss_mask: 0.2887, loss: 0.8715 2022-09-29 11:53:05,228 - mmdet - INFO - Epoch [2][350/7330] lr: 2.000e-02, eta: 5:23:42, time: 0.239, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0515, loss_rpn_bbox: 0.0527, loss_cls: 0.2666, acc: 92.1436, loss_bbox: 0.2300, loss_mask: 0.2955, loss: 0.8963 2022-09-29 11:53:17,224 - mmdet - INFO - Epoch [2][400/7330] lr: 2.000e-02, eta: 5:23:29, time: 0.240, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0486, loss_rpn_bbox: 0.0559, loss_cls: 0.2710, acc: 91.9426, loss_bbox: 0.2367, loss_mask: 0.2870, loss: 0.8992 2022-09-29 11:53:29,233 - mmdet - INFO - Epoch [2][450/7330] lr: 2.000e-02, eta: 5:23:16, time: 0.240, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0495, loss_rpn_bbox: 0.0552, loss_cls: 0.2710, acc: 91.9241, loss_bbox: 0.2330, loss_mask: 0.2916, loss: 0.9002 2022-09-29 11:53:41,709 - mmdet - INFO - Epoch [2][500/7330] lr: 2.000e-02, eta: 5:23:08, time: 0.249, data_time: 0.034, memory: 6938, loss_rpn_cls: 0.0491, loss_rpn_bbox: 0.0581, loss_cls: 0.2743, acc: 91.7764, loss_bbox: 0.2372, loss_mask: 0.2913, loss: 0.9100 2022-09-29 11:53:53,572 - mmdet - INFO - Epoch [2][550/7330] lr: 2.000e-02, eta: 5:22:53, time: 0.237, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0510, loss_rpn_bbox: 0.0534, loss_cls: 0.2669, acc: 92.1182, loss_bbox: 0.2344, loss_mask: 0.2886, loss: 0.8943 2022-09-29 11:54:05,813 - mmdet - INFO - Epoch [2][600/7330] lr: 2.000e-02, eta: 5:22:42, time: 0.245, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0494, loss_rpn_bbox: 0.0542, loss_cls: 0.2697, acc: 92.0217, loss_bbox: 0.2362, loss_mask: 0.2845, loss: 0.8940 2022-09-29 11:54:17,733 - mmdet - INFO - Epoch [2][650/7330] lr: 2.000e-02, eta: 5:22:29, time: 0.238, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0519, loss_rpn_bbox: 0.0545, loss_cls: 0.2742, acc: 92.0247, loss_bbox: 0.2381, loss_mask: 0.2933, loss: 0.9120 2022-09-29 11:54:29,855 - mmdet - INFO - Epoch [2][700/7330] lr: 2.000e-02, eta: 5:22:17, time: 0.242, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0493, loss_rpn_bbox: 0.0541, loss_cls: 0.2621, acc: 92.2439, loss_bbox: 0.2225, loss_mask: 0.2801, loss: 0.8680 2022-09-29 11:54:41,932 - mmdet - INFO - Epoch [2][750/7330] lr: 2.000e-02, eta: 5:22:04, time: 0.242, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0476, loss_rpn_bbox: 0.0521, loss_cls: 0.2754, acc: 91.9561, loss_bbox: 0.2332, loss_mask: 0.2863, loss: 0.8947 2022-09-29 11:54:53,829 - mmdet - INFO - Epoch [2][800/7330] lr: 2.000e-02, eta: 5:21:50, time: 0.238, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0449, loss_rpn_bbox: 0.0526, loss_cls: 0.2730, acc: 91.9951, loss_bbox: 0.2311, loss_mask: 0.2858, loss: 0.8874 2022-09-29 11:55:06,073 - mmdet - INFO - Epoch [2][850/7330] lr: 2.000e-02, eta: 5:21:40, time: 0.245, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0517, loss_rpn_bbox: 0.0553, loss_cls: 0.2646, acc: 92.0645, loss_bbox: 0.2339, loss_mask: 0.2850, loss: 0.8906 2022-09-29 11:55:18,200 - mmdet - INFO - Epoch [2][900/7330] lr: 2.000e-02, eta: 5:21:28, time: 0.243, data_time: 0.020, memory: 6938, loss_rpn_cls: 0.0511, loss_rpn_bbox: 0.0566, loss_cls: 0.2636, acc: 92.2141, loss_bbox: 0.2257, loss_mask: 0.2839, loss: 0.8808 2022-09-29 11:55:30,260 - mmdet - INFO - Epoch [2][950/7330] lr: 2.000e-02, eta: 5:21:15, time: 0.241, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0496, loss_rpn_bbox: 0.0548, loss_cls: 0.2712, acc: 91.8484, loss_bbox: 0.2346, loss_mask: 0.2877, loss: 0.8980 2022-09-29 11:55:42,249 - mmdet - INFO - Epoch [2][1000/7330] lr: 2.000e-02, eta: 5:21:02, time: 0.240, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0517, loss_rpn_bbox: 0.0543, loss_cls: 0.2713, acc: 92.0959, loss_bbox: 0.2292, loss_mask: 0.2875, loss: 0.8941 2022-09-29 11:55:54,185 - mmdet - INFO - Epoch [2][1050/7330] lr: 2.000e-02, eta: 5:20:49, time: 0.239, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0495, loss_rpn_bbox: 0.0533, loss_cls: 0.2646, acc: 92.2827, loss_bbox: 0.2247, loss_mask: 0.2809, loss: 0.8730 2022-09-29 11:56:05,974 - mmdet - INFO - Epoch [2][1100/7330] lr: 2.000e-02, eta: 5:20:34, time: 0.236, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0452, loss_rpn_bbox: 0.0529, loss_cls: 0.2502, acc: 92.4785, loss_bbox: 0.2213, loss_mask: 0.2817, loss: 0.8513 2022-09-29 11:56:17,970 - mmdet - INFO - Epoch [2][1150/7330] lr: 2.000e-02, eta: 5:20:21, time: 0.240, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0478, loss_rpn_bbox: 0.0535, loss_cls: 0.2787, acc: 91.8899, loss_bbox: 0.2330, loss_mask: 0.2893, loss: 0.9023 2022-09-29 11:56:30,101 - mmdet - INFO - Epoch [2][1200/7330] lr: 2.000e-02, eta: 5:20:09, time: 0.243, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0523, loss_rpn_bbox: 0.0575, loss_cls: 0.2872, acc: 91.6228, loss_bbox: 0.2448, loss_mask: 0.2935, loss: 0.9354 2022-09-29 11:56:42,187 - mmdet - INFO - Epoch [2][1250/7330] lr: 2.000e-02, eta: 5:19:57, time: 0.242, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0496, loss_rpn_bbox: 0.0547, loss_cls: 0.2678, acc: 92.1084, loss_bbox: 0.2290, loss_mask: 0.2880, loss: 0.8891 2022-09-29 11:56:54,371 - mmdet - INFO - Epoch [2][1300/7330] lr: 2.000e-02, eta: 5:19:46, time: 0.244, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0511, loss_rpn_bbox: 0.0557, loss_cls: 0.2679, acc: 91.9285, loss_bbox: 0.2343, loss_mask: 0.2904, loss: 0.8994 2022-09-29 11:57:06,319 - mmdet - INFO - Epoch [2][1350/7330] lr: 2.000e-02, eta: 5:19:32, time: 0.239, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0477, loss_rpn_bbox: 0.0541, loss_cls: 0.2559, acc: 92.2615, loss_bbox: 0.2216, loss_mask: 0.2841, loss: 0.8634 2022-09-29 11:57:18,252 - mmdet - INFO - Epoch [2][1400/7330] lr: 2.000e-02, eta: 5:19:19, time: 0.239, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0507, loss_rpn_bbox: 0.0519, loss_cls: 0.2619, acc: 92.1199, loss_bbox: 0.2292, loss_mask: 0.2864, loss: 0.8801 2022-09-29 11:57:30,693 - mmdet - INFO - Epoch [2][1450/7330] lr: 2.000e-02, eta: 5:19:10, time: 0.249, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0522, loss_rpn_bbox: 0.0565, loss_cls: 0.2775, acc: 91.6545, loss_bbox: 0.2425, loss_mask: 0.2816, loss: 0.9103 2022-09-29 11:57:42,711 - mmdet - INFO - Epoch [2][1500/7330] lr: 2.000e-02, eta: 5:18:57, time: 0.240, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0546, loss_rpn_bbox: 0.0589, loss_cls: 0.2778, acc: 91.6707, loss_bbox: 0.2386, loss_mask: 0.2918, loss: 0.9217 2022-09-29 11:57:54,875 - mmdet - INFO - Epoch [2][1550/7330] lr: 2.000e-02, eta: 5:18:46, time: 0.243, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0517, loss_rpn_bbox: 0.0553, loss_cls: 0.2785, acc: 91.6978, loss_bbox: 0.2383, loss_mask: 0.2864, loss: 0.9102 2022-09-29 11:58:06,986 - mmdet - INFO - Epoch [2][1600/7330] lr: 2.000e-02, eta: 5:18:34, time: 0.242, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0469, loss_rpn_bbox: 0.0547, loss_cls: 0.2709, acc: 91.8831, loss_bbox: 0.2340, loss_mask: 0.2822, loss: 0.8887 2022-09-29 11:58:18,811 - mmdet - INFO - Epoch [2][1650/7330] lr: 2.000e-02, eta: 5:18:19, time: 0.236, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0453, loss_rpn_bbox: 0.0502, loss_cls: 0.2616, acc: 92.2102, loss_bbox: 0.2237, loss_mask: 0.2876, loss: 0.8683 2022-09-29 11:58:30,901 - mmdet - INFO - Epoch [2][1700/7330] lr: 2.000e-02, eta: 5:18:07, time: 0.242, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0526, loss_rpn_bbox: 0.0529, loss_cls: 0.2684, acc: 91.9631, loss_bbox: 0.2343, loss_mask: 0.2768, loss: 0.8849 2022-09-29 11:58:43,087 - mmdet - INFO - Epoch [2][1750/7330] lr: 2.000e-02, eta: 5:17:56, time: 0.244, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0506, loss_rpn_bbox: 0.0535, loss_cls: 0.2739, acc: 91.8274, loss_bbox: 0.2399, loss_mask: 0.2845, loss: 0.9025 2022-09-29 11:58:54,969 - mmdet - INFO - Epoch [2][1800/7330] lr: 2.000e-02, eta: 5:17:42, time: 0.238, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0473, loss_rpn_bbox: 0.0504, loss_cls: 0.2531, acc: 92.4795, loss_bbox: 0.2224, loss_mask: 0.2817, loss: 0.8550 2022-09-29 11:59:07,008 - mmdet - INFO - Epoch [2][1850/7330] lr: 2.000e-02, eta: 5:17:29, time: 0.241, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0491, loss_rpn_bbox: 0.0543, loss_cls: 0.2717, acc: 91.9500, loss_bbox: 0.2324, loss_mask: 0.2884, loss: 0.8959 2022-09-29 11:59:19,069 - mmdet - INFO - Epoch [2][1900/7330] lr: 2.000e-02, eta: 5:17:17, time: 0.241, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0457, loss_rpn_bbox: 0.0519, loss_cls: 0.2665, acc: 92.0471, loss_bbox: 0.2291, loss_mask: 0.2904, loss: 0.8836 2022-09-29 11:59:31,140 - mmdet - INFO - Epoch [2][1950/7330] lr: 2.000e-02, eta: 5:17:05, time: 0.241, data_time: 0.028, memory: 6938, loss_rpn_cls: 0.0477, loss_rpn_bbox: 0.0568, loss_cls: 0.2604, acc: 92.1873, loss_bbox: 0.2279, loss_mask: 0.2858, loss: 0.8786 2022-09-29 11:59:43,285 - mmdet - INFO - Epoch [2][2000/7330] lr: 2.000e-02, eta: 5:16:53, time: 0.243, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0493, loss_rpn_bbox: 0.0539, loss_cls: 0.2588, acc: 92.1938, loss_bbox: 0.2259, loss_mask: 0.2823, loss: 0.8701 2022-09-29 11:59:55,333 - mmdet - INFO - Epoch [2][2050/7330] lr: 2.000e-02, eta: 5:16:41, time: 0.241, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0453, loss_rpn_bbox: 0.0528, loss_cls: 0.2509, acc: 92.5564, loss_bbox: 0.2173, loss_mask: 0.2821, loss: 0.8484 2022-09-29 12:00:07,508 - mmdet - INFO - Epoch [2][2100/7330] lr: 2.000e-02, eta: 5:16:29, time: 0.244, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0503, loss_rpn_bbox: 0.0563, loss_cls: 0.2767, acc: 91.9418, loss_bbox: 0.2292, loss_mask: 0.2844, loss: 0.8969 2022-09-29 12:00:19,232 - mmdet - INFO - Epoch [2][2150/7330] lr: 2.000e-02, eta: 5:16:14, time: 0.234, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0472, loss_rpn_bbox: 0.0528, loss_cls: 0.2570, acc: 92.4265, loss_bbox: 0.2181, loss_mask: 0.2758, loss: 0.8509 2022-09-29 12:00:31,109 - mmdet - INFO - Epoch [2][2200/7330] lr: 2.000e-02, eta: 5:16:00, time: 0.238, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0524, loss_rpn_bbox: 0.0512, loss_cls: 0.2609, acc: 92.3472, loss_bbox: 0.2218, loss_mask: 0.2788, loss: 0.8651 2022-09-29 12:00:42,991 - mmdet - INFO - Epoch [2][2250/7330] lr: 2.000e-02, eta: 5:15:47, time: 0.238, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0450, loss_rpn_bbox: 0.0494, loss_cls: 0.2652, acc: 92.2405, loss_bbox: 0.2216, loss_mask: 0.2835, loss: 0.8646 2022-09-29 12:00:55,058 - mmdet - INFO - Epoch [2][2300/7330] lr: 2.000e-02, eta: 5:15:34, time: 0.241, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0494, loss_rpn_bbox: 0.0576, loss_cls: 0.2616, acc: 92.2048, loss_bbox: 0.2241, loss_mask: 0.2815, loss: 0.8741 2022-09-29 12:01:07,129 - mmdet - INFO - Epoch [2][2350/7330] lr: 2.000e-02, eta: 5:15:22, time: 0.241, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0463, loss_rpn_bbox: 0.0522, loss_cls: 0.2540, acc: 92.3848, loss_bbox: 0.2222, loss_mask: 0.2845, loss: 0.8592 2022-09-29 12:01:19,068 - mmdet - INFO - Epoch [2][2400/7330] lr: 2.000e-02, eta: 5:15:09, time: 0.239, data_time: 0.020, memory: 6938, loss_rpn_cls: 0.0463, loss_rpn_bbox: 0.0533, loss_cls: 0.2534, acc: 92.4644, loss_bbox: 0.2269, loss_mask: 0.2828, loss: 0.8628 2022-09-29 12:01:31,249 - mmdet - INFO - Epoch [2][2450/7330] lr: 2.000e-02, eta: 5:14:57, time: 0.244, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0486, loss_rpn_bbox: 0.0531, loss_cls: 0.2564, acc: 92.2275, loss_bbox: 0.2297, loss_mask: 0.2843, loss: 0.8721 2022-09-29 12:01:43,362 - mmdet - INFO - Epoch [2][2500/7330] lr: 2.000e-02, eta: 5:14:46, time: 0.242, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0470, loss_rpn_bbox: 0.0540, loss_cls: 0.2613, acc: 92.0842, loss_bbox: 0.2293, loss_mask: 0.2784, loss: 0.8701 2022-09-29 12:01:55,251 - mmdet - INFO - Epoch [2][2550/7330] lr: 2.000e-02, eta: 5:14:32, time: 0.238, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0458, loss_rpn_bbox: 0.0536, loss_cls: 0.2620, acc: 92.2568, loss_bbox: 0.2260, loss_mask: 0.2819, loss: 0.8693 2022-09-29 12:02:07,494 - mmdet - INFO - Epoch [2][2600/7330] lr: 2.000e-02, eta: 5:14:21, time: 0.245, data_time: 0.027, memory: 6938, loss_rpn_cls: 0.0472, loss_rpn_bbox: 0.0504, loss_cls: 0.2552, acc: 92.3694, loss_bbox: 0.2224, loss_mask: 0.2828, loss: 0.8581 2022-09-29 12:02:19,582 - mmdet - INFO - Epoch [2][2650/7330] lr: 2.000e-02, eta: 5:14:09, time: 0.242, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0488, loss_rpn_bbox: 0.0560, loss_cls: 0.2657, acc: 92.1687, loss_bbox: 0.2257, loss_mask: 0.2815, loss: 0.8778 2022-09-29 12:02:31,721 - mmdet - INFO - Epoch [2][2700/7330] lr: 2.000e-02, eta: 5:13:57, time: 0.243, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0434, loss_rpn_bbox: 0.0517, loss_cls: 0.2724, acc: 91.9568, loss_bbox: 0.2302, loss_mask: 0.2835, loss: 0.8812 2022-09-29 12:02:43,648 - mmdet - INFO - Epoch [2][2750/7330] lr: 2.000e-02, eta: 5:13:44, time: 0.239, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0473, loss_rpn_bbox: 0.0523, loss_cls: 0.2667, acc: 92.1648, loss_bbox: 0.2282, loss_mask: 0.2806, loss: 0.8752 2022-09-29 12:02:55,962 - mmdet - INFO - Epoch [2][2800/7330] lr: 2.000e-02, eta: 5:13:34, time: 0.246, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0456, loss_rpn_bbox: 0.0540, loss_cls: 0.2539, acc: 92.3958, loss_bbox: 0.2243, loss_mask: 0.2834, loss: 0.8612 2022-09-29 12:03:07,947 - mmdet - INFO - Epoch [2][2850/7330] lr: 2.000e-02, eta: 5:13:21, time: 0.240, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0456, loss_rpn_bbox: 0.0506, loss_cls: 0.2573, acc: 92.3264, loss_bbox: 0.2279, loss_mask: 0.2747, loss: 0.8561 2022-09-29 12:03:20,157 - mmdet - INFO - Epoch [2][2900/7330] lr: 2.000e-02, eta: 5:13:10, time: 0.244, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0496, loss_rpn_bbox: 0.0547, loss_cls: 0.2666, acc: 91.9531, loss_bbox: 0.2333, loss_mask: 0.2826, loss: 0.8868 2022-09-29 12:03:32,291 - mmdet - INFO - Epoch [2][2950/7330] lr: 2.000e-02, eta: 5:12:58, time: 0.243, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0498, loss_rpn_bbox: 0.0565, loss_cls: 0.2684, acc: 91.9399, loss_bbox: 0.2327, loss_mask: 0.2834, loss: 0.8909 2022-09-29 12:03:44,477 - mmdet - INFO - Epoch [2][3000/7330] lr: 2.000e-02, eta: 5:12:47, time: 0.244, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0460, loss_rpn_bbox: 0.0523, loss_cls: 0.2669, acc: 92.0322, loss_bbox: 0.2276, loss_mask: 0.2782, loss: 0.8711 2022-09-29 12:03:56,593 - mmdet - INFO - Epoch [2][3050/7330] lr: 2.000e-02, eta: 5:12:35, time: 0.242, data_time: 0.020, memory: 6938, loss_rpn_cls: 0.0478, loss_rpn_bbox: 0.0552, loss_cls: 0.2549, acc: 92.2981, loss_bbox: 0.2308, loss_mask: 0.2812, loss: 0.8698 2022-09-29 12:04:08,778 - mmdet - INFO - Epoch [2][3100/7330] lr: 2.000e-02, eta: 5:12:23, time: 0.244, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0495, loss_rpn_bbox: 0.0551, loss_cls: 0.2646, acc: 91.9663, loss_bbox: 0.2329, loss_mask: 0.2798, loss: 0.8819 2022-09-29 12:04:20,796 - mmdet - INFO - Epoch [2][3150/7330] lr: 2.000e-02, eta: 5:12:11, time: 0.240, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0504, loss_rpn_bbox: 0.0551, loss_cls: 0.2670, acc: 92.0425, loss_bbox: 0.2337, loss_mask: 0.2863, loss: 0.8925 2022-09-29 12:04:32,975 - mmdet - INFO - Epoch [2][3200/7330] lr: 2.000e-02, eta: 5:11:59, time: 0.244, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0483, loss_rpn_bbox: 0.0554, loss_cls: 0.2724, acc: 91.8533, loss_bbox: 0.2379, loss_mask: 0.2859, loss: 0.8999 2022-09-29 12:04:45,060 - mmdet - INFO - Epoch [2][3250/7330] lr: 2.000e-02, eta: 5:11:47, time: 0.242, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0530, loss_rpn_bbox: 0.0574, loss_cls: 0.2710, acc: 91.9338, loss_bbox: 0.2356, loss_mask: 0.2837, loss: 0.9007 2022-09-29 12:04:57,204 - mmdet - INFO - Epoch [2][3300/7330] lr: 2.000e-02, eta: 5:11:36, time: 0.243, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0475, loss_rpn_bbox: 0.0525, loss_cls: 0.2648, acc: 92.0310, loss_bbox: 0.2311, loss_mask: 0.2790, loss: 0.8749 2022-09-29 12:05:09,328 - mmdet - INFO - Epoch [2][3350/7330] lr: 2.000e-02, eta: 5:11:24, time: 0.242, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0472, loss_rpn_bbox: 0.0517, loss_cls: 0.2663, acc: 91.9924, loss_bbox: 0.2305, loss_mask: 0.2778, loss: 0.8736 2022-09-29 12:05:21,195 - mmdet - INFO - Epoch [2][3400/7330] lr: 2.000e-02, eta: 5:11:10, time: 0.237, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0467, loss_rpn_bbox: 0.0540, loss_cls: 0.2615, acc: 92.1475, loss_bbox: 0.2276, loss_mask: 0.2801, loss: 0.8699 2022-09-29 12:05:33,344 - mmdet - INFO - Epoch [2][3450/7330] lr: 2.000e-02, eta: 5:10:58, time: 0.243, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0464, loss_rpn_bbox: 0.0549, loss_cls: 0.2667, acc: 92.0698, loss_bbox: 0.2313, loss_mask: 0.2842, loss: 0.8835 2022-09-29 12:05:45,302 - mmdet - INFO - Epoch [2][3500/7330] lr: 2.000e-02, eta: 5:10:45, time: 0.239, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0482, loss_rpn_bbox: 0.0520, loss_cls: 0.2624, acc: 92.1377, loss_bbox: 0.2292, loss_mask: 0.2866, loss: 0.8783 2022-09-29 12:05:57,602 - mmdet - INFO - Epoch [2][3550/7330] lr: 2.000e-02, eta: 5:10:35, time: 0.246, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0467, loss_rpn_bbox: 0.0554, loss_cls: 0.2769, acc: 91.5283, loss_bbox: 0.2462, loss_mask: 0.2860, loss: 0.9112 2022-09-29 12:06:09,872 - mmdet - INFO - Epoch [2][3600/7330] lr: 2.000e-02, eta: 5:10:24, time: 0.245, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0531, loss_rpn_bbox: 0.0539, loss_cls: 0.2640, acc: 91.9868, loss_bbox: 0.2390, loss_mask: 0.2815, loss: 0.8915 2022-09-29 12:06:21,899 - mmdet - INFO - Epoch [2][3650/7330] lr: 2.000e-02, eta: 5:10:11, time: 0.241, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0464, loss_rpn_bbox: 0.0542, loss_cls: 0.2669, acc: 92.0435, loss_bbox: 0.2340, loss_mask: 0.2824, loss: 0.8839 2022-09-29 12:06:33,846 - mmdet - INFO - Epoch [2][3700/7330] lr: 2.000e-02, eta: 5:09:58, time: 0.239, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0429, loss_rpn_bbox: 0.0523, loss_cls: 0.2486, acc: 92.3323, loss_bbox: 0.2322, loss_mask: 0.2816, loss: 0.8577 2022-09-29 12:06:45,677 - mmdet - INFO - Epoch [2][3750/7330] lr: 2.000e-02, eta: 5:09:44, time: 0.237, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0418, loss_rpn_bbox: 0.0512, loss_cls: 0.2680, acc: 92.0908, loss_bbox: 0.2236, loss_mask: 0.2851, loss: 0.8697 2022-09-29 12:06:57,694 - mmdet - INFO - Epoch [2][3800/7330] lr: 2.000e-02, eta: 5:09:32, time: 0.240, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0471, loss_rpn_bbox: 0.0534, loss_cls: 0.2697, acc: 91.7632, loss_bbox: 0.2423, loss_mask: 0.2830, loss: 0.8954 2022-09-29 12:07:09,600 - mmdet - INFO - Epoch [2][3850/7330] lr: 2.000e-02, eta: 5:09:19, time: 0.238, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0450, loss_rpn_bbox: 0.0505, loss_cls: 0.2581, acc: 92.1830, loss_bbox: 0.2277, loss_mask: 0.2869, loss: 0.8682 2022-09-29 12:07:21,607 - mmdet - INFO - Epoch [2][3900/7330] lr: 2.000e-02, eta: 5:09:06, time: 0.240, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0470, loss_rpn_bbox: 0.0529, loss_cls: 0.2681, acc: 92.1077, loss_bbox: 0.2276, loss_mask: 0.2825, loss: 0.8780 2022-09-29 12:07:33,713 - mmdet - INFO - Epoch [2][3950/7330] lr: 2.000e-02, eta: 5:08:54, time: 0.242, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0482, loss_rpn_bbox: 0.0553, loss_cls: 0.2538, acc: 92.2974, loss_bbox: 0.2293, loss_mask: 0.2839, loss: 0.8706 2022-09-29 12:07:45,973 - mmdet - INFO - Epoch [2][4000/7330] lr: 2.000e-02, eta: 5:08:43, time: 0.245, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0454, loss_rpn_bbox: 0.0536, loss_cls: 0.2612, acc: 92.1038, loss_bbox: 0.2330, loss_mask: 0.2826, loss: 0.8758 2022-09-29 12:07:57,965 - mmdet - INFO - Epoch [2][4050/7330] lr: 2.000e-02, eta: 5:08:30, time: 0.240, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0478, loss_rpn_bbox: 0.0553, loss_cls: 0.2694, acc: 91.9734, loss_bbox: 0.2345, loss_mask: 0.2853, loss: 0.8924 2022-09-29 12:08:09,909 - mmdet - INFO - Epoch [2][4100/7330] lr: 2.000e-02, eta: 5:08:17, time: 0.239, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0476, loss_rpn_bbox: 0.0524, loss_cls: 0.2561, acc: 92.2500, loss_bbox: 0.2234, loss_mask: 0.2692, loss: 0.8487 2022-09-29 12:08:22,012 - mmdet - INFO - Epoch [2][4150/7330] lr: 2.000e-02, eta: 5:08:05, time: 0.242, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0501, loss_rpn_bbox: 0.0528, loss_cls: 0.2633, acc: 92.1934, loss_bbox: 0.2312, loss_mask: 0.2783, loss: 0.8757 2022-09-29 12:08:34,117 - mmdet - INFO - Epoch [2][4200/7330] lr: 2.000e-02, eta: 5:07:53, time: 0.242, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0429, loss_rpn_bbox: 0.0504, loss_cls: 0.2576, acc: 92.3218, loss_bbox: 0.2251, loss_mask: 0.2850, loss: 0.8610 2022-09-29 12:08:46,201 - mmdet - INFO - Epoch [2][4250/7330] lr: 2.000e-02, eta: 5:07:41, time: 0.242, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0444, loss_rpn_bbox: 0.0548, loss_cls: 0.2512, acc: 92.3010, loss_bbox: 0.2250, loss_mask: 0.2819, loss: 0.8574 2022-09-29 12:08:58,333 - mmdet - INFO - Epoch [2][4300/7330] lr: 2.000e-02, eta: 5:07:30, time: 0.243, data_time: 0.027, memory: 6938, loss_rpn_cls: 0.0485, loss_rpn_bbox: 0.0555, loss_cls: 0.2667, acc: 91.9893, loss_bbox: 0.2333, loss_mask: 0.2865, loss: 0.8905 2022-09-29 12:09:10,261 - mmdet - INFO - Epoch [2][4350/7330] lr: 2.000e-02, eta: 5:07:16, time: 0.239, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0489, loss_rpn_bbox: 0.0527, loss_cls: 0.2546, acc: 92.2454, loss_bbox: 0.2291, loss_mask: 0.2817, loss: 0.8671 2022-09-29 12:09:22,535 - mmdet - INFO - Epoch [2][4400/7330] lr: 2.000e-02, eta: 5:07:06, time: 0.245, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0455, loss_rpn_bbox: 0.0528, loss_cls: 0.2643, acc: 92.0625, loss_bbox: 0.2301, loss_mask: 0.2816, loss: 0.8743 2022-09-29 12:09:34,619 - mmdet - INFO - Epoch [2][4450/7330] lr: 2.000e-02, eta: 5:06:53, time: 0.242, data_time: 0.027, memory: 6938, loss_rpn_cls: 0.0475, loss_rpn_bbox: 0.0495, loss_cls: 0.2511, acc: 92.5173, loss_bbox: 0.2176, loss_mask: 0.2806, loss: 0.8463 2022-09-29 12:09:46,702 - mmdet - INFO - Epoch [2][4500/7330] lr: 2.000e-02, eta: 5:06:41, time: 0.242, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0446, loss_rpn_bbox: 0.0502, loss_cls: 0.2572, acc: 92.1785, loss_bbox: 0.2322, loss_mask: 0.2719, loss: 0.8561 2022-09-29 12:09:58,693 - mmdet - INFO - Epoch [2][4550/7330] lr: 2.000e-02, eta: 5:06:29, time: 0.240, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0482, loss_rpn_bbox: 0.0551, loss_cls: 0.2577, acc: 92.1958, loss_bbox: 0.2273, loss_mask: 0.2785, loss: 0.8667 2022-09-29 12:10:10,763 - mmdet - INFO - Epoch [2][4600/7330] lr: 2.000e-02, eta: 5:06:16, time: 0.241, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0443, loss_rpn_bbox: 0.0523, loss_cls: 0.2536, acc: 92.3342, loss_bbox: 0.2161, loss_mask: 0.2713, loss: 0.8375 2022-09-29 12:10:22,829 - mmdet - INFO - Epoch [2][4650/7330] lr: 2.000e-02, eta: 5:06:04, time: 0.241, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0448, loss_rpn_bbox: 0.0496, loss_cls: 0.2552, acc: 92.1094, loss_bbox: 0.2320, loss_mask: 0.2803, loss: 0.8619 2022-09-29 12:10:34,794 - mmdet - INFO - Epoch [2][4700/7330] lr: 2.000e-02, eta: 5:05:51, time: 0.239, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0452, loss_rpn_bbox: 0.0527, loss_cls: 0.2552, acc: 92.3291, loss_bbox: 0.2234, loss_mask: 0.2810, loss: 0.8575 2022-09-29 12:10:46,876 - mmdet - INFO - Epoch [2][4750/7330] lr: 2.000e-02, eta: 5:05:39, time: 0.242, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0464, loss_rpn_bbox: 0.0516, loss_cls: 0.2635, acc: 92.0469, loss_bbox: 0.2282, loss_mask: 0.2808, loss: 0.8704 2022-09-29 12:10:58,881 - mmdet - INFO - Epoch [2][4800/7330] lr: 2.000e-02, eta: 5:05:27, time: 0.240, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0474, loss_rpn_bbox: 0.0528, loss_cls: 0.2521, acc: 92.3110, loss_bbox: 0.2301, loss_mask: 0.2788, loss: 0.8612 2022-09-29 12:11:11,020 - mmdet - INFO - Epoch [2][4850/7330] lr: 2.000e-02, eta: 5:05:15, time: 0.243, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0459, loss_rpn_bbox: 0.0542, loss_cls: 0.2562, acc: 92.1763, loss_bbox: 0.2278, loss_mask: 0.2715, loss: 0.8557 2022-09-29 12:11:23,149 - mmdet - INFO - Epoch [2][4900/7330] lr: 2.000e-02, eta: 5:05:03, time: 0.243, data_time: 0.028, memory: 6938, loss_rpn_cls: 0.0531, loss_rpn_bbox: 0.0554, loss_cls: 0.2706, acc: 91.8511, loss_bbox: 0.2375, loss_mask: 0.2810, loss: 0.8976 2022-09-29 12:11:35,419 - mmdet - INFO - Epoch [2][4950/7330] lr: 2.000e-02, eta: 5:04:52, time: 0.245, data_time: 0.027, memory: 6938, loss_rpn_cls: 0.0490, loss_rpn_bbox: 0.0535, loss_cls: 0.2588, acc: 92.0593, loss_bbox: 0.2290, loss_mask: 0.2814, loss: 0.8718 2022-09-29 12:11:47,310 - mmdet - INFO - Epoch [2][5000/7330] lr: 2.000e-02, eta: 5:04:39, time: 0.238, data_time: 0.028, memory: 6938, loss_rpn_cls: 0.0439, loss_rpn_bbox: 0.0540, loss_cls: 0.2518, acc: 92.3799, loss_bbox: 0.2212, loss_mask: 0.2826, loss: 0.8535 2022-09-29 12:11:59,669 - mmdet - INFO - Epoch [2][5050/7330] lr: 2.000e-02, eta: 5:04:29, time: 0.247, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0465, loss_rpn_bbox: 0.0552, loss_cls: 0.2557, acc: 92.2516, loss_bbox: 0.2262, loss_mask: 0.2775, loss: 0.8612 2022-09-29 12:12:11,711 - mmdet - INFO - Epoch [2][5100/7330] lr: 2.000e-02, eta: 5:04:16, time: 0.241, data_time: 0.028, memory: 6938, loss_rpn_cls: 0.0504, loss_rpn_bbox: 0.0562, loss_cls: 0.2575, acc: 92.1683, loss_bbox: 0.2254, loss_mask: 0.2789, loss: 0.8685 2022-09-29 12:12:23,794 - mmdet - INFO - Epoch [2][5150/7330] lr: 2.000e-02, eta: 5:04:04, time: 0.242, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0443, loss_rpn_bbox: 0.0511, loss_cls: 0.2498, acc: 92.5251, loss_bbox: 0.2159, loss_mask: 0.2711, loss: 0.8322 2022-09-29 12:12:35,907 - mmdet - INFO - Epoch [2][5200/7330] lr: 2.000e-02, eta: 5:03:52, time: 0.242, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0451, loss_rpn_bbox: 0.0529, loss_cls: 0.2624, acc: 92.0190, loss_bbox: 0.2313, loss_mask: 0.2826, loss: 0.8744 2022-09-29 12:12:48,162 - mmdet - INFO - Epoch [2][5250/7330] lr: 2.000e-02, eta: 5:03:41, time: 0.245, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0415, loss_rpn_bbox: 0.0524, loss_cls: 0.2481, acc: 92.4622, loss_bbox: 0.2187, loss_mask: 0.2776, loss: 0.8383 2022-09-29 12:13:00,168 - mmdet - INFO - Epoch [2][5300/7330] lr: 2.000e-02, eta: 5:03:28, time: 0.240, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0433, loss_rpn_bbox: 0.0519, loss_cls: 0.2587, acc: 92.1924, loss_bbox: 0.2276, loss_mask: 0.2760, loss: 0.8576 2022-09-29 12:13:12,483 - mmdet - INFO - Epoch [2][5350/7330] lr: 2.000e-02, eta: 5:03:18, time: 0.246, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0460, loss_rpn_bbox: 0.0542, loss_cls: 0.2503, acc: 92.4685, loss_bbox: 0.2221, loss_mask: 0.2770, loss: 0.8496 2022-09-29 12:13:24,391 - mmdet - INFO - Epoch [2][5400/7330] lr: 2.000e-02, eta: 5:03:05, time: 0.238, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0432, loss_rpn_bbox: 0.0499, loss_cls: 0.2478, acc: 92.5266, loss_bbox: 0.2163, loss_mask: 0.2781, loss: 0.8352 2022-09-29 12:13:36,377 - mmdet - INFO - Epoch [2][5450/7330] lr: 2.000e-02, eta: 5:02:52, time: 0.240, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0462, loss_rpn_bbox: 0.0498, loss_cls: 0.2526, acc: 92.2827, loss_bbox: 0.2231, loss_mask: 0.2710, loss: 0.8428 2022-09-29 12:13:48,504 - mmdet - INFO - Epoch [2][5500/7330] lr: 2.000e-02, eta: 5:02:40, time: 0.243, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0507, loss_rpn_bbox: 0.0557, loss_cls: 0.2694, acc: 91.9917, loss_bbox: 0.2302, loss_mask: 0.2792, loss: 0.8851 2022-09-29 12:14:00,434 - mmdet - INFO - Epoch [2][5550/7330] lr: 2.000e-02, eta: 5:02:27, time: 0.239, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0451, loss_rpn_bbox: 0.0528, loss_cls: 0.2480, acc: 92.4939, loss_bbox: 0.2197, loss_mask: 0.2791, loss: 0.8447 2022-09-29 12:14:12,640 - mmdet - INFO - Epoch [2][5600/7330] lr: 2.000e-02, eta: 5:02:16, time: 0.244, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0453, loss_rpn_bbox: 0.0507, loss_cls: 0.2581, acc: 92.2051, loss_bbox: 0.2304, loss_mask: 0.2808, loss: 0.8652 2022-09-29 12:14:24,906 - mmdet - INFO - Epoch [2][5650/7330] lr: 2.000e-02, eta: 5:02:05, time: 0.245, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0501, loss_rpn_bbox: 0.0545, loss_cls: 0.2516, acc: 92.5000, loss_bbox: 0.2206, loss_mask: 0.2752, loss: 0.8519 2022-09-29 12:14:36,948 - mmdet - INFO - Epoch [2][5700/7330] lr: 2.000e-02, eta: 5:01:52, time: 0.241, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0498, loss_rpn_bbox: 0.0546, loss_cls: 0.2543, acc: 92.1968, loss_bbox: 0.2273, loss_mask: 0.2818, loss: 0.8678 2022-09-29 12:14:48,989 - mmdet - INFO - Epoch [2][5750/7330] lr: 2.000e-02, eta: 5:01:40, time: 0.241, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0499, loss_rpn_bbox: 0.0527, loss_cls: 0.2663, acc: 92.0649, loss_bbox: 0.2311, loss_mask: 0.2794, loss: 0.8793 2022-09-29 12:15:01,368 - mmdet - INFO - Epoch [2][5800/7330] lr: 2.000e-02, eta: 5:01:30, time: 0.248, data_time: 0.028, memory: 6938, loss_rpn_cls: 0.0441, loss_rpn_bbox: 0.0539, loss_cls: 0.2590, acc: 92.1558, loss_bbox: 0.2285, loss_mask: 0.2829, loss: 0.8684 2022-09-29 12:15:13,369 - mmdet - INFO - Epoch [2][5850/7330] lr: 2.000e-02, eta: 5:01:17, time: 0.240, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0457, loss_rpn_bbox: 0.0493, loss_cls: 0.2497, acc: 92.6060, loss_bbox: 0.2097, loss_mask: 0.2716, loss: 0.8260 2022-09-29 12:15:25,442 - mmdet - INFO - Epoch [2][5900/7330] lr: 2.000e-02, eta: 5:01:05, time: 0.241, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0483, loss_rpn_bbox: 0.0549, loss_cls: 0.2590, acc: 92.0774, loss_bbox: 0.2298, loss_mask: 0.2789, loss: 0.8710 2022-09-29 12:15:37,663 - mmdet - INFO - Epoch [2][5950/7330] lr: 2.000e-02, eta: 5:00:53, time: 0.244, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0463, loss_rpn_bbox: 0.0518, loss_cls: 0.2593, acc: 92.1182, loss_bbox: 0.2281, loss_mask: 0.2820, loss: 0.8675 2022-09-29 12:15:49,863 - mmdet - INFO - Epoch [2][6000/7330] lr: 2.000e-02, eta: 5:00:42, time: 0.244, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0498, loss_rpn_bbox: 0.0551, loss_cls: 0.2721, acc: 91.7761, loss_bbox: 0.2315, loss_mask: 0.2809, loss: 0.8895 2022-09-29 12:16:01,777 - mmdet - INFO - Epoch [2][6050/7330] lr: 2.000e-02, eta: 5:00:29, time: 0.238, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0464, loss_rpn_bbox: 0.0523, loss_cls: 0.2461, acc: 92.5356, loss_bbox: 0.2228, loss_mask: 0.2716, loss: 0.8391 2022-09-29 12:16:13,799 - mmdet - INFO - Epoch [2][6100/7330] lr: 2.000e-02, eta: 5:00:16, time: 0.240, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0474, loss_rpn_bbox: 0.0521, loss_cls: 0.2581, acc: 92.1973, loss_bbox: 0.2275, loss_mask: 0.2719, loss: 0.8571 2022-09-29 12:16:25,935 - mmdet - INFO - Epoch [2][6150/7330] lr: 2.000e-02, eta: 5:00:05, time: 0.243, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0462, loss_rpn_bbox: 0.0537, loss_cls: 0.2553, acc: 92.2104, loss_bbox: 0.2309, loss_mask: 0.2869, loss: 0.8730 2022-09-29 12:16:37,997 - mmdet - INFO - Epoch [2][6200/7330] lr: 2.000e-02, eta: 4:59:52, time: 0.241, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0456, loss_rpn_bbox: 0.0520, loss_cls: 0.2486, acc: 92.4099, loss_bbox: 0.2199, loss_mask: 0.2724, loss: 0.8385 2022-09-29 12:16:50,317 - mmdet - INFO - Epoch [2][6250/7330] lr: 2.000e-02, eta: 4:59:42, time: 0.246, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0489, loss_rpn_bbox: 0.0520, loss_cls: 0.2575, acc: 92.1594, loss_bbox: 0.2274, loss_mask: 0.2802, loss: 0.8660 2022-09-29 12:17:02,250 - mmdet - INFO - Epoch [2][6300/7330] lr: 2.000e-02, eta: 4:59:29, time: 0.239, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0441, loss_rpn_bbox: 0.0510, loss_cls: 0.2537, acc: 92.2964, loss_bbox: 0.2254, loss_mask: 0.2842, loss: 0.8583 2022-09-29 12:17:14,212 - mmdet - INFO - Epoch [2][6350/7330] lr: 2.000e-02, eta: 4:59:16, time: 0.239, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0472, loss_rpn_bbox: 0.0520, loss_cls: 0.2534, acc: 92.2915, loss_bbox: 0.2293, loss_mask: 0.2755, loss: 0.8575 2022-09-29 12:17:26,356 - mmdet - INFO - Epoch [2][6400/7330] lr: 2.000e-02, eta: 4:59:04, time: 0.243, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0444, loss_rpn_bbox: 0.0502, loss_cls: 0.2391, acc: 92.7131, loss_bbox: 0.2167, loss_mask: 0.2744, loss: 0.8249 2022-09-29 12:17:38,339 - mmdet - INFO - Epoch [2][6450/7330] lr: 2.000e-02, eta: 4:58:51, time: 0.240, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0464, loss_rpn_bbox: 0.0542, loss_cls: 0.2488, acc: 92.3997, loss_bbox: 0.2148, loss_mask: 0.2675, loss: 0.8317 2022-09-29 12:17:50,509 - mmdet - INFO - Epoch [2][6500/7330] lr: 2.000e-02, eta: 4:58:40, time: 0.243, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0471, loss_rpn_bbox: 0.0521, loss_cls: 0.2603, acc: 92.1536, loss_bbox: 0.2257, loss_mask: 0.2750, loss: 0.8602 2022-09-29 12:18:02,665 - mmdet - INFO - Epoch [2][6550/7330] lr: 2.000e-02, eta: 4:58:28, time: 0.243, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0478, loss_rpn_bbox: 0.0547, loss_cls: 0.2610, acc: 92.0413, loss_bbox: 0.2343, loss_mask: 0.2807, loss: 0.8785 2022-09-29 12:18:15,110 - mmdet - INFO - Epoch [2][6600/7330] lr: 2.000e-02, eta: 4:58:18, time: 0.249, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0487, loss_rpn_bbox: 0.0540, loss_cls: 0.2725, acc: 91.6654, loss_bbox: 0.2427, loss_mask: 0.2839, loss: 0.9018 2022-09-29 12:18:27,237 - mmdet - INFO - Epoch [2][6650/7330] lr: 2.000e-02, eta: 4:58:06, time: 0.243, data_time: 0.027, memory: 6938, loss_rpn_cls: 0.0420, loss_rpn_bbox: 0.0500, loss_cls: 0.2466, acc: 92.5950, loss_bbox: 0.2144, loss_mask: 0.2734, loss: 0.8263 2022-09-29 12:18:39,583 - mmdet - INFO - Epoch [2][6700/7330] lr: 2.000e-02, eta: 4:57:55, time: 0.247, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0439, loss_rpn_bbox: 0.0522, loss_cls: 0.2568, acc: 92.1914, loss_bbox: 0.2257, loss_mask: 0.2704, loss: 0.8490 2022-09-29 12:18:51,616 - mmdet - INFO - Epoch [2][6750/7330] lr: 2.000e-02, eta: 4:57:43, time: 0.241, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0456, loss_rpn_bbox: 0.0524, loss_cls: 0.2422, acc: 92.6016, loss_bbox: 0.2179, loss_mask: 0.2758, loss: 0.8339 2022-09-29 12:19:03,668 - mmdet - INFO - Epoch [2][6800/7330] lr: 2.000e-02, eta: 4:57:31, time: 0.241, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0486, loss_rpn_bbox: 0.0528, loss_cls: 0.2524, acc: 92.4326, loss_bbox: 0.2221, loss_mask: 0.2767, loss: 0.8526 2022-09-29 12:19:15,546 - mmdet - INFO - Epoch [2][6850/7330] lr: 2.000e-02, eta: 4:57:17, time: 0.238, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0456, loss_rpn_bbox: 0.0494, loss_cls: 0.2385, acc: 92.8970, loss_bbox: 0.2108, loss_mask: 0.2719, loss: 0.8162 2022-09-29 12:19:27,519 - mmdet - INFO - Epoch [2][6900/7330] lr: 2.000e-02, eta: 4:57:05, time: 0.239, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0457, loss_rpn_bbox: 0.0510, loss_cls: 0.2430, acc: 92.6228, loss_bbox: 0.2175, loss_mask: 0.2781, loss: 0.8353 2022-09-29 12:19:39,580 - mmdet - INFO - Epoch [2][6950/7330] lr: 2.000e-02, eta: 4:56:53, time: 0.241, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0444, loss_rpn_bbox: 0.0539, loss_cls: 0.2478, acc: 92.3728, loss_bbox: 0.2288, loss_mask: 0.2717, loss: 0.8467 2022-09-29 12:19:51,823 - mmdet - INFO - Epoch [2][7000/7330] lr: 2.000e-02, eta: 4:56:41, time: 0.245, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0462, loss_rpn_bbox: 0.0526, loss_cls: 0.2645, acc: 92.0142, loss_bbox: 0.2339, loss_mask: 0.2780, loss: 0.8752 2022-09-29 12:20:03,983 - mmdet - INFO - Epoch [2][7050/7330] lr: 2.000e-02, eta: 4:56:30, time: 0.243, data_time: 0.029, memory: 6938, loss_rpn_cls: 0.0476, loss_rpn_bbox: 0.0533, loss_cls: 0.2563, acc: 92.1943, loss_bbox: 0.2297, loss_mask: 0.2780, loss: 0.8649 2022-09-29 12:20:16,063 - mmdet - INFO - Epoch [2][7100/7330] lr: 2.000e-02, eta: 4:56:17, time: 0.242, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0500, loss_rpn_bbox: 0.0534, loss_cls: 0.2580, acc: 92.1934, loss_bbox: 0.2292, loss_mask: 0.2753, loss: 0.8659 2022-09-29 12:20:27,793 - mmdet - INFO - Epoch [2][7150/7330] lr: 2.000e-02, eta: 4:56:03, time: 0.235, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0440, loss_rpn_bbox: 0.0503, loss_cls: 0.2396, acc: 92.4951, loss_bbox: 0.2157, loss_mask: 0.2796, loss: 0.8293 2022-09-29 12:20:39,763 - mmdet - INFO - Epoch [2][7200/7330] lr: 2.000e-02, eta: 4:55:51, time: 0.239, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0434, loss_rpn_bbox: 0.0502, loss_cls: 0.2529, acc: 92.3284, loss_bbox: 0.2249, loss_mask: 0.2722, loss: 0.8437 2022-09-29 12:20:51,614 - mmdet - INFO - Epoch [2][7250/7330] lr: 2.000e-02, eta: 4:55:38, time: 0.237, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0437, loss_rpn_bbox: 0.0490, loss_cls: 0.2473, acc: 92.5115, loss_bbox: 0.2239, loss_mask: 0.2746, loss: 0.8386 2022-09-29 12:21:03,445 - mmdet - INFO - Epoch [2][7300/7330] lr: 2.000e-02, eta: 4:55:24, time: 0.237, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0445, loss_rpn_bbox: 0.0527, loss_cls: 0.2513, acc: 92.2654, loss_bbox: 0.2273, loss_mask: 0.2810, loss: 0.8567 2022-09-29 12:21:10,928 - mmdet - INFO - Saving checkpoint at 2 epochs 2022-09-29 12:22:01,743 - mmdet - INFO - Evaluating bbox... 2022-09-29 12:22:39,755 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.288 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.458 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.313 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.152 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.314 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.376 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.455 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.455 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.455 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.258 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.495 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.587 2022-09-29 12:22:39,755 - mmdet - INFO - Evaluating segm... 2022-09-29 12:23:21,622 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.261 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.433 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.277 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.109 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.280 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.386 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.411 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.411 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.411 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.223 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.449 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.543 2022-09-29 12:23:22,389 - mmdet - INFO - The previous best checkpoint /home/tiger/code/mmdet/work_dirs/finetune_mask-rcnn_1x_coco_pixpro-init_moco-setting/best_bbox_mAP_epoch_1.pth was removed 2022-09-29 12:23:23,069 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_2.pth. 2022-09-29 12:23:23,070 - mmdet - INFO - Best bbox_mAP is 0.2880 at 2 epoch. 2022-09-29 12:23:23,071 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 12:23:23,071 - mmdet - INFO - Epoch(val) [2][625] bbox_mAP: 0.2880, bbox_mAP_50: 0.4580, bbox_mAP_75: 0.3130, bbox_mAP_s: 0.1520, bbox_mAP_m: 0.3140, bbox_mAP_l: 0.3760, bbox_mAP_copypaste: 0.288 0.458 0.313 0.152 0.314 0.376, segm_mAP: 0.2610, segm_mAP_50: 0.4330, segm_mAP_75: 0.2770, segm_mAP_s: 0.1090, segm_mAP_m: 0.2800, segm_mAP_l: 0.3860, segm_mAP_copypaste: 0.261 0.433 0.277 0.109 0.280 0.386 2022-09-29 12:23:38,500 - mmdet - INFO - Epoch [3][50/7330] lr: 2.000e-02, eta: 4:54:45, time: 0.308, data_time: 0.089, memory: 6938, loss_rpn_cls: 0.0419, loss_rpn_bbox: 0.0501, loss_cls: 0.2392, acc: 92.6272, loss_bbox: 0.2213, loss_mask: 0.2717, loss: 0.8242 2022-09-29 12:23:50,794 - mmdet - INFO - Epoch [3][100/7330] lr: 2.000e-02, eta: 4:54:34, time: 0.246, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0425, loss_rpn_bbox: 0.0523, loss_cls: 0.2474, acc: 92.3298, loss_bbox: 0.2284, loss_mask: 0.2730, loss: 0.8436 2022-09-29 12:24:03,055 - mmdet - INFO - Epoch [3][150/7330] lr: 2.000e-02, eta: 4:54:23, time: 0.245, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0480, loss_rpn_bbox: 0.0537, loss_cls: 0.2522, acc: 92.2820, loss_bbox: 0.2295, loss_mask: 0.2775, loss: 0.8607 2022-09-29 12:24:14,996 - mmdet - INFO - Epoch [3][200/7330] lr: 2.000e-02, eta: 4:54:10, time: 0.239, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0453, loss_rpn_bbox: 0.0494, loss_cls: 0.2450, acc: 92.5266, loss_bbox: 0.2206, loss_mask: 0.2742, loss: 0.8345 2022-09-29 12:24:27,026 - mmdet - INFO - Epoch [3][250/7330] lr: 2.000e-02, eta: 4:53:58, time: 0.241, data_time: 0.020, memory: 6938, loss_rpn_cls: 0.0451, loss_rpn_bbox: 0.0527, loss_cls: 0.2469, acc: 92.3174, loss_bbox: 0.2261, loss_mask: 0.2724, loss: 0.8432 2022-09-29 12:24:38,838 - mmdet - INFO - Epoch [3][300/7330] lr: 2.000e-02, eta: 4:53:45, time: 0.236, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0411, loss_rpn_bbox: 0.0480, loss_cls: 0.2342, acc: 92.9163, loss_bbox: 0.2082, loss_mask: 0.2706, loss: 0.8021 2022-09-29 12:24:50,800 - mmdet - INFO - Epoch [3][350/7330] lr: 2.000e-02, eta: 4:53:32, time: 0.239, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0444, loss_rpn_bbox: 0.0518, loss_cls: 0.2400, acc: 92.6653, loss_bbox: 0.2184, loss_mask: 0.2710, loss: 0.8255 2022-09-29 12:25:02,716 - mmdet - INFO - Epoch [3][400/7330] lr: 2.000e-02, eta: 4:53:19, time: 0.238, data_time: 0.020, memory: 6938, loss_rpn_cls: 0.0441, loss_rpn_bbox: 0.0505, loss_cls: 0.2484, acc: 92.3542, loss_bbox: 0.2251, loss_mask: 0.2701, loss: 0.8382 2022-09-29 12:25:14,851 - mmdet - INFO - Epoch [3][450/7330] lr: 2.000e-02, eta: 4:53:08, time: 0.243, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0476, loss_rpn_bbox: 0.0533, loss_cls: 0.2596, acc: 92.0381, loss_bbox: 0.2318, loss_mask: 0.2838, loss: 0.8759 2022-09-29 12:25:26,925 - mmdet - INFO - Epoch [3][500/7330] lr: 2.000e-02, eta: 4:52:56, time: 0.241, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0408, loss_rpn_bbox: 0.0505, loss_cls: 0.2451, acc: 92.5112, loss_bbox: 0.2220, loss_mask: 0.2696, loss: 0.8280 2022-09-29 12:25:38,913 - mmdet - INFO - Epoch [3][550/7330] lr: 2.000e-02, eta: 4:52:43, time: 0.240, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0424, loss_rpn_bbox: 0.0518, loss_cls: 0.2465, acc: 92.4097, loss_bbox: 0.2234, loss_mask: 0.2666, loss: 0.8307 2022-09-29 12:25:50,887 - mmdet - INFO - Epoch [3][600/7330] lr: 2.000e-02, eta: 4:52:31, time: 0.239, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0429, loss_rpn_bbox: 0.0489, loss_cls: 0.2529, acc: 92.2092, loss_bbox: 0.2232, loss_mask: 0.2727, loss: 0.8406 2022-09-29 12:26:02,917 - mmdet - INFO - Epoch [3][650/7330] lr: 2.000e-02, eta: 4:52:18, time: 0.241, data_time: 0.019, memory: 6938, loss_rpn_cls: 0.0438, loss_rpn_bbox: 0.0518, loss_cls: 0.2418, acc: 92.4702, loss_bbox: 0.2257, loss_mask: 0.2752, loss: 0.8383 2022-09-29 12:26:14,988 - mmdet - INFO - Epoch [3][700/7330] lr: 2.000e-02, eta: 4:52:06, time: 0.241, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0458, loss_rpn_bbox: 0.0524, loss_cls: 0.2394, acc: 92.4922, loss_bbox: 0.2258, loss_mask: 0.2718, loss: 0.8351 2022-09-29 12:26:26,910 - mmdet - INFO - Epoch [3][750/7330] lr: 2.000e-02, eta: 4:51:53, time: 0.238, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0439, loss_rpn_bbox: 0.0502, loss_cls: 0.2351, acc: 92.5957, loss_bbox: 0.2224, loss_mask: 0.2685, loss: 0.8202 2022-09-29 12:26:38,720 - mmdet - INFO - Epoch [3][800/7330] lr: 2.000e-02, eta: 4:51:40, time: 0.236, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0421, loss_rpn_bbox: 0.0469, loss_cls: 0.2326, acc: 92.8613, loss_bbox: 0.2125, loss_mask: 0.2638, loss: 0.7979 2022-09-29 12:26:50,571 - mmdet - INFO - Epoch [3][850/7330] lr: 2.000e-02, eta: 4:51:27, time: 0.237, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0463, loss_rpn_bbox: 0.0553, loss_cls: 0.2549, acc: 92.2571, loss_bbox: 0.2267, loss_mask: 0.2772, loss: 0.8605 2022-09-29 12:27:02,596 - mmdet - INFO - Epoch [3][900/7330] lr: 2.000e-02, eta: 4:51:15, time: 0.241, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0440, loss_rpn_bbox: 0.0525, loss_cls: 0.2468, acc: 92.4089, loss_bbox: 0.2257, loss_mask: 0.2717, loss: 0.8407 2022-09-29 12:27:14,677 - mmdet - INFO - Epoch [3][950/7330] lr: 2.000e-02, eta: 4:51:03, time: 0.242, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0492, loss_rpn_bbox: 0.0541, loss_cls: 0.2440, acc: 92.4875, loss_bbox: 0.2186, loss_mask: 0.2725, loss: 0.8384 2022-09-29 12:27:26,522 - mmdet - INFO - Epoch [3][1000/7330] lr: 2.000e-02, eta: 4:50:50, time: 0.237, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0426, loss_rpn_bbox: 0.0497, loss_cls: 0.2345, acc: 92.7705, loss_bbox: 0.2085, loss_mask: 0.2645, loss: 0.7999 2022-09-29 12:27:38,495 - mmdet - INFO - Epoch [3][1050/7330] lr: 2.000e-02, eta: 4:50:37, time: 0.239, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0430, loss_rpn_bbox: 0.0520, loss_cls: 0.2380, acc: 92.6743, loss_bbox: 0.2180, loss_mask: 0.2725, loss: 0.8235 2022-09-29 12:27:50,729 - mmdet - INFO - Epoch [3][1100/7330] lr: 2.000e-02, eta: 4:50:26, time: 0.245, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0432, loss_rpn_bbox: 0.0535, loss_cls: 0.2474, acc: 92.3330, loss_bbox: 0.2259, loss_mask: 0.2736, loss: 0.8436 2022-09-29 12:28:02,787 - mmdet - INFO - Epoch [3][1150/7330] lr: 2.000e-02, eta: 4:50:14, time: 0.241, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0464, loss_rpn_bbox: 0.0543, loss_cls: 0.2492, acc: 92.3642, loss_bbox: 0.2199, loss_mask: 0.2744, loss: 0.8442 2022-09-29 12:28:14,652 - mmdet - INFO - Epoch [3][1200/7330] lr: 2.000e-02, eta: 4:50:01, time: 0.237, data_time: 0.019, memory: 6938, loss_rpn_cls: 0.0405, loss_rpn_bbox: 0.0497, loss_cls: 0.2298, acc: 92.8899, loss_bbox: 0.2132, loss_mask: 0.2686, loss: 0.8017 2022-09-29 12:28:26,726 - mmdet - INFO - Epoch [3][1250/7330] lr: 2.000e-02, eta: 4:49:49, time: 0.241, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0414, loss_rpn_bbox: 0.0515, loss_cls: 0.2357, acc: 92.7393, loss_bbox: 0.2124, loss_mask: 0.2714, loss: 0.8124 2022-09-29 12:28:38,829 - mmdet - INFO - Epoch [3][1300/7330] lr: 2.000e-02, eta: 4:49:37, time: 0.242, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0453, loss_rpn_bbox: 0.0528, loss_cls: 0.2547, acc: 92.1982, loss_bbox: 0.2291, loss_mask: 0.2795, loss: 0.8613 2022-09-29 12:28:50,861 - mmdet - INFO - Epoch [3][1350/7330] lr: 2.000e-02, eta: 4:49:25, time: 0.241, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0447, loss_rpn_bbox: 0.0526, loss_cls: 0.2548, acc: 92.0781, loss_bbox: 0.2301, loss_mask: 0.2757, loss: 0.8578 2022-09-29 12:29:02,757 - mmdet - INFO - Epoch [3][1400/7330] lr: 2.000e-02, eta: 4:49:12, time: 0.238, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0426, loss_rpn_bbox: 0.0512, loss_cls: 0.2459, acc: 92.5132, loss_bbox: 0.2194, loss_mask: 0.2704, loss: 0.8296 2022-09-29 12:29:14,663 - mmdet - INFO - Epoch [3][1450/7330] lr: 2.000e-02, eta: 4:48:59, time: 0.238, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0434, loss_rpn_bbox: 0.0510, loss_cls: 0.2456, acc: 92.4148, loss_bbox: 0.2229, loss_mask: 0.2695, loss: 0.8324 2022-09-29 12:29:26,644 - mmdet - INFO - Epoch [3][1500/7330] lr: 2.000e-02, eta: 4:48:47, time: 0.240, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0472, loss_rpn_bbox: 0.0531, loss_cls: 0.2390, acc: 92.6523, loss_bbox: 0.2150, loss_mask: 0.2688, loss: 0.8231 2022-09-29 12:29:38,776 - mmdet - INFO - Epoch [3][1550/7330] lr: 2.000e-02, eta: 4:48:35, time: 0.243, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0433, loss_rpn_bbox: 0.0524, loss_cls: 0.2500, acc: 92.2676, loss_bbox: 0.2313, loss_mask: 0.2696, loss: 0.8467 2022-09-29 12:29:51,012 - mmdet - INFO - Epoch [3][1600/7330] lr: 2.000e-02, eta: 4:48:23, time: 0.245, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0451, loss_rpn_bbox: 0.0512, loss_cls: 0.2384, acc: 92.4409, loss_bbox: 0.2265, loss_mask: 0.2696, loss: 0.8309 2022-09-29 12:30:03,121 - mmdet - INFO - Epoch [3][1650/7330] lr: 2.000e-02, eta: 4:48:12, time: 0.242, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0412, loss_rpn_bbox: 0.0528, loss_cls: 0.2535, acc: 92.2085, loss_bbox: 0.2338, loss_mask: 0.2779, loss: 0.8592 2022-09-29 12:30:14,945 - mmdet - INFO - Epoch [3][1700/7330] lr: 2.000e-02, eta: 4:47:58, time: 0.236, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0437, loss_rpn_bbox: 0.0526, loss_cls: 0.2534, acc: 92.1680, loss_bbox: 0.2198, loss_mask: 0.2735, loss: 0.8430 2022-09-29 12:30:26,964 - mmdet - INFO - Epoch [3][1750/7330] lr: 2.000e-02, eta: 4:47:46, time: 0.240, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0416, loss_rpn_bbox: 0.0512, loss_cls: 0.2366, acc: 92.6725, loss_bbox: 0.2143, loss_mask: 0.2688, loss: 0.8124 2022-09-29 12:30:39,137 - mmdet - INFO - Epoch [3][1800/7330] lr: 2.000e-02, eta: 4:47:35, time: 0.243, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0410, loss_rpn_bbox: 0.0495, loss_cls: 0.2408, acc: 92.5881, loss_bbox: 0.2166, loss_mask: 0.2637, loss: 0.8115 2022-09-29 12:30:51,511 - mmdet - INFO - Epoch [3][1850/7330] lr: 2.000e-02, eta: 4:47:24, time: 0.247, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0434, loss_rpn_bbox: 0.0528, loss_cls: 0.2382, acc: 92.5752, loss_bbox: 0.2222, loss_mask: 0.2702, loss: 0.8269 2022-09-29 12:31:03,637 - mmdet - INFO - Epoch [3][1900/7330] lr: 2.000e-02, eta: 4:47:12, time: 0.243, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0439, loss_rpn_bbox: 0.0516, loss_cls: 0.2361, acc: 92.5884, loss_bbox: 0.2196, loss_mask: 0.2672, loss: 0.8184 2022-09-29 12:31:15,701 - mmdet - INFO - Epoch [3][1950/7330] lr: 2.000e-02, eta: 4:47:00, time: 0.241, data_time: 0.027, memory: 6938, loss_rpn_cls: 0.0469, loss_rpn_bbox: 0.0554, loss_cls: 0.2503, acc: 92.3305, loss_bbox: 0.2275, loss_mask: 0.2812, loss: 0.8613 2022-09-29 12:31:27,732 - mmdet - INFO - Epoch [3][2000/7330] lr: 2.000e-02, eta: 4:46:48, time: 0.241, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0402, loss_rpn_bbox: 0.0507, loss_cls: 0.2496, acc: 92.5576, loss_bbox: 0.2143, loss_mask: 0.2674, loss: 0.8222 2022-09-29 12:31:39,924 - mmdet - INFO - Epoch [3][2050/7330] lr: 2.000e-02, eta: 4:46:36, time: 0.244, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0431, loss_rpn_bbox: 0.0533, loss_cls: 0.2341, acc: 92.6978, loss_bbox: 0.2185, loss_mask: 0.2711, loss: 0.8201 2022-09-29 12:31:52,063 - mmdet - INFO - Epoch [3][2100/7330] lr: 2.000e-02, eta: 4:46:24, time: 0.243, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0427, loss_rpn_bbox: 0.0514, loss_cls: 0.2375, acc: 92.5773, loss_bbox: 0.2160, loss_mask: 0.2626, loss: 0.8102 2022-09-29 12:32:03,798 - mmdet - INFO - Epoch [3][2150/7330] lr: 2.000e-02, eta: 4:46:11, time: 0.235, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0387, loss_rpn_bbox: 0.0480, loss_cls: 0.2323, acc: 92.5632, loss_bbox: 0.2236, loss_mask: 0.2723, loss: 0.8148 2022-09-29 12:32:16,032 - mmdet - INFO - Epoch [3][2200/7330] lr: 2.000e-02, eta: 4:46:00, time: 0.245, data_time: 0.020, memory: 6938, loss_rpn_cls: 0.0433, loss_rpn_bbox: 0.0510, loss_cls: 0.2463, acc: 92.3901, loss_bbox: 0.2237, loss_mask: 0.2705, loss: 0.8348 2022-09-29 12:32:28,096 - mmdet - INFO - Epoch [3][2250/7330] lr: 2.000e-02, eta: 4:45:47, time: 0.241, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0419, loss_rpn_bbox: 0.0523, loss_cls: 0.2442, acc: 92.3347, loss_bbox: 0.2267, loss_mask: 0.2686, loss: 0.8337 2022-09-29 12:32:40,270 - mmdet - INFO - Epoch [3][2300/7330] lr: 2.000e-02, eta: 4:45:36, time: 0.243, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0452, loss_rpn_bbox: 0.0503, loss_cls: 0.2486, acc: 92.2319, loss_bbox: 0.2313, loss_mask: 0.2723, loss: 0.8478 2022-09-29 12:32:52,462 - mmdet - INFO - Epoch [3][2350/7330] lr: 2.000e-02, eta: 4:45:24, time: 0.244, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0449, loss_rpn_bbox: 0.0539, loss_cls: 0.2434, acc: 92.4851, loss_bbox: 0.2206, loss_mask: 0.2721, loss: 0.8349 2022-09-29 12:33:04,782 - mmdet - INFO - Epoch [3][2400/7330] lr: 2.000e-02, eta: 4:45:13, time: 0.246, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0442, loss_rpn_bbox: 0.0523, loss_cls: 0.2472, acc: 92.3545, loss_bbox: 0.2269, loss_mask: 0.2671, loss: 0.8376 2022-09-29 12:33:16,920 - mmdet - INFO - Epoch [3][2450/7330] lr: 2.000e-02, eta: 4:45:01, time: 0.243, data_time: 0.020, memory: 6938, loss_rpn_cls: 0.0416, loss_rpn_bbox: 0.0500, loss_cls: 0.2401, acc: 92.5618, loss_bbox: 0.2188, loss_mask: 0.2610, loss: 0.8114 2022-09-29 12:33:29,010 - mmdet - INFO - Epoch [3][2500/7330] lr: 2.000e-02, eta: 4:44:49, time: 0.242, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0443, loss_rpn_bbox: 0.0515, loss_cls: 0.2493, acc: 92.3007, loss_bbox: 0.2291, loss_mask: 0.2689, loss: 0.8430 2022-09-29 12:33:40,920 - mmdet - INFO - Epoch [3][2550/7330] lr: 2.000e-02, eta: 4:44:37, time: 0.238, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0408, loss_rpn_bbox: 0.0516, loss_cls: 0.2454, acc: 92.4253, loss_bbox: 0.2230, loss_mask: 0.2716, loss: 0.8324 2022-09-29 12:33:53,026 - mmdet - INFO - Epoch [3][2600/7330] lr: 2.000e-02, eta: 4:44:25, time: 0.242, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0436, loss_rpn_bbox: 0.0519, loss_cls: 0.2365, acc: 92.5957, loss_bbox: 0.2159, loss_mask: 0.2662, loss: 0.8141 2022-09-29 12:34:04,928 - mmdet - INFO - Epoch [3][2650/7330] lr: 2.000e-02, eta: 4:44:12, time: 0.238, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0466, loss_rpn_bbox: 0.0518, loss_cls: 0.2516, acc: 92.4446, loss_bbox: 0.2206, loss_mask: 0.2745, loss: 0.8451 2022-09-29 12:34:17,214 - mmdet - INFO - Epoch [3][2700/7330] lr: 2.000e-02, eta: 4:44:01, time: 0.246, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0425, loss_rpn_bbox: 0.0502, loss_cls: 0.2507, acc: 92.2195, loss_bbox: 0.2275, loss_mask: 0.2739, loss: 0.8449 2022-09-29 12:34:29,330 - mmdet - INFO - Epoch [3][2750/7330] lr: 2.000e-02, eta: 4:43:49, time: 0.242, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0437, loss_rpn_bbox: 0.0520, loss_cls: 0.2492, acc: 92.1675, loss_bbox: 0.2258, loss_mask: 0.2734, loss: 0.8441 2022-09-29 12:34:41,379 - mmdet - INFO - Epoch [3][2800/7330] lr: 2.000e-02, eta: 4:43:37, time: 0.241, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0423, loss_rpn_bbox: 0.0513, loss_cls: 0.2383, acc: 92.6296, loss_bbox: 0.2201, loss_mask: 0.2610, loss: 0.8130 2022-09-29 12:34:53,839 - mmdet - INFO - Epoch [3][2850/7330] lr: 2.000e-02, eta: 4:43:26, time: 0.249, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0444, loss_rpn_bbox: 0.0539, loss_cls: 0.2438, acc: 92.4971, loss_bbox: 0.2207, loss_mask: 0.2689, loss: 0.8316 2022-09-29 12:35:05,932 - mmdet - INFO - Epoch [3][2900/7330] lr: 2.000e-02, eta: 4:43:14, time: 0.242, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0442, loss_rpn_bbox: 0.0499, loss_cls: 0.2515, acc: 92.3420, loss_bbox: 0.2197, loss_mask: 0.2686, loss: 0.8339 2022-09-29 12:35:18,068 - mmdet - INFO - Epoch [3][2950/7330] lr: 2.000e-02, eta: 4:43:03, time: 0.243, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0429, loss_rpn_bbox: 0.0506, loss_cls: 0.2344, acc: 92.6687, loss_bbox: 0.2211, loss_mask: 0.2621, loss: 0.8112 2022-09-29 12:35:29,957 - mmdet - INFO - Epoch [3][3000/7330] lr: 2.000e-02, eta: 4:42:50, time: 0.238, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0432, loss_rpn_bbox: 0.0501, loss_cls: 0.2482, acc: 92.3833, loss_bbox: 0.2217, loss_mask: 0.2723, loss: 0.8357 2022-09-29 12:35:42,127 - mmdet - INFO - Epoch [3][3050/7330] lr: 2.000e-02, eta: 4:42:38, time: 0.243, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0451, loss_rpn_bbox: 0.0506, loss_cls: 0.2449, acc: 92.4490, loss_bbox: 0.2191, loss_mask: 0.2738, loss: 0.8336 2022-09-29 12:35:53,935 - mmdet - INFO - Epoch [3][3100/7330] lr: 2.000e-02, eta: 4:42:25, time: 0.236, data_time: 0.020, memory: 6938, loss_rpn_cls: 0.0420, loss_rpn_bbox: 0.0487, loss_cls: 0.2411, acc: 92.5437, loss_bbox: 0.2130, loss_mask: 0.2602, loss: 0.8050 2022-09-29 12:36:06,016 - mmdet - INFO - Epoch [3][3150/7330] lr: 2.000e-02, eta: 4:42:13, time: 0.242, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0430, loss_rpn_bbox: 0.0502, loss_cls: 0.2395, acc: 92.4722, loss_bbox: 0.2264, loss_mask: 0.2697, loss: 0.8287 2022-09-29 12:36:19,696 - mmdet - INFO - Epoch [3][3200/7330] lr: 2.000e-02, eta: 4:42:07, time: 0.274, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0437, loss_rpn_bbox: 0.0510, loss_cls: 0.2405, acc: 92.5046, loss_bbox: 0.2237, loss_mask: 0.2713, loss: 0.8301 2022-09-29 12:36:31,851 - mmdet - INFO - Epoch [3][3250/7330] lr: 2.000e-02, eta: 4:41:55, time: 0.243, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0458, loss_rpn_bbox: 0.0521, loss_cls: 0.2449, acc: 92.4131, loss_bbox: 0.2262, loss_mask: 0.2745, loss: 0.8435 2022-09-29 12:36:43,833 - mmdet - INFO - Epoch [3][3300/7330] lr: 2.000e-02, eta: 4:41:43, time: 0.240, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0425, loss_rpn_bbox: 0.0499, loss_cls: 0.2365, acc: 92.7131, loss_bbox: 0.2155, loss_mask: 0.2678, loss: 0.8122 2022-09-29 12:36:55,889 - mmdet - INFO - Epoch [3][3350/7330] lr: 2.000e-02, eta: 4:41:31, time: 0.241, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0461, loss_rpn_bbox: 0.0524, loss_cls: 0.2445, acc: 92.3000, loss_bbox: 0.2240, loss_mask: 0.2721, loss: 0.8391 2022-09-29 12:37:07,899 - mmdet - INFO - Epoch [3][3400/7330] lr: 2.000e-02, eta: 4:41:19, time: 0.240, data_time: 0.020, memory: 6938, loss_rpn_cls: 0.0412, loss_rpn_bbox: 0.0506, loss_cls: 0.2397, acc: 92.6343, loss_bbox: 0.2205, loss_mask: 0.2683, loss: 0.8203 2022-09-29 12:37:19,801 - mmdet - INFO - Epoch [3][3450/7330] lr: 2.000e-02, eta: 4:41:06, time: 0.238, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0408, loss_rpn_bbox: 0.0499, loss_cls: 0.2378, acc: 92.7212, loss_bbox: 0.2109, loss_mask: 0.2662, loss: 0.8055 2022-09-29 12:37:31,762 - mmdet - INFO - Epoch [3][3500/7330] lr: 2.000e-02, eta: 4:40:53, time: 0.239, data_time: 0.017, memory: 6938, loss_rpn_cls: 0.0408, loss_rpn_bbox: 0.0474, loss_cls: 0.2308, acc: 92.7981, loss_bbox: 0.2135, loss_mask: 0.2650, loss: 0.7975 2022-09-29 12:37:44,029 - mmdet - INFO - Epoch [3][3550/7330] lr: 2.000e-02, eta: 4:40:42, time: 0.245, data_time: 0.027, memory: 6938, loss_rpn_cls: 0.0434, loss_rpn_bbox: 0.0496, loss_cls: 0.2374, acc: 92.5698, loss_bbox: 0.2174, loss_mask: 0.2638, loss: 0.8116 2022-09-29 12:37:55,971 - mmdet - INFO - Epoch [3][3600/7330] lr: 2.000e-02, eta: 4:40:29, time: 0.239, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0412, loss_rpn_bbox: 0.0486, loss_cls: 0.2376, acc: 92.7026, loss_bbox: 0.2176, loss_mask: 0.2625, loss: 0.8075 2022-09-29 12:38:08,130 - mmdet - INFO - Epoch [3][3650/7330] lr: 2.000e-02, eta: 4:40:18, time: 0.243, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0452, loss_rpn_bbox: 0.0527, loss_cls: 0.2513, acc: 92.2319, loss_bbox: 0.2277, loss_mask: 0.2688, loss: 0.8457 2022-09-29 12:38:20,261 - mmdet - INFO - Epoch [3][3700/7330] lr: 2.000e-02, eta: 4:40:06, time: 0.243, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0438, loss_rpn_bbox: 0.0500, loss_cls: 0.2307, acc: 92.7803, loss_bbox: 0.2136, loss_mask: 0.2651, loss: 0.8032 2022-09-29 12:38:32,117 - mmdet - INFO - Epoch [3][3750/7330] lr: 2.000e-02, eta: 4:39:53, time: 0.237, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0443, loss_rpn_bbox: 0.0517, loss_cls: 0.2435, acc: 92.5569, loss_bbox: 0.2186, loss_mask: 0.2663, loss: 0.8244 2022-09-29 12:38:44,212 - mmdet - INFO - Epoch [3][3800/7330] lr: 2.000e-02, eta: 4:39:41, time: 0.242, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0435, loss_rpn_bbox: 0.0503, loss_cls: 0.2433, acc: 92.4805, loss_bbox: 0.2168, loss_mask: 0.2733, loss: 0.8273 2022-09-29 12:38:56,173 - mmdet - INFO - Epoch [3][3850/7330] lr: 2.000e-02, eta: 4:39:28, time: 0.239, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0403, loss_rpn_bbox: 0.0503, loss_cls: 0.2407, acc: 92.6218, loss_bbox: 0.2167, loss_mask: 0.2714, loss: 0.8193 2022-09-29 12:39:08,289 - mmdet - INFO - Epoch [3][3900/7330] lr: 2.000e-02, eta: 4:39:17, time: 0.242, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0442, loss_rpn_bbox: 0.0505, loss_cls: 0.2441, acc: 92.4358, loss_bbox: 0.2231, loss_mask: 0.2652, loss: 0.8271 2022-09-29 12:39:20,335 - mmdet - INFO - Epoch [3][3950/7330] lr: 2.000e-02, eta: 4:39:04, time: 0.241, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0419, loss_rpn_bbox: 0.0510, loss_cls: 0.2336, acc: 92.7563, loss_bbox: 0.2204, loss_mask: 0.2745, loss: 0.8214 2022-09-29 12:39:32,505 - mmdet - INFO - Epoch [3][4000/7330] lr: 2.000e-02, eta: 4:38:53, time: 0.243, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0450, loss_rpn_bbox: 0.0539, loss_cls: 0.2431, acc: 92.4893, loss_bbox: 0.2201, loss_mask: 0.2700, loss: 0.8322 2022-09-29 12:39:44,448 - mmdet - INFO - Epoch [3][4050/7330] lr: 2.000e-02, eta: 4:38:40, time: 0.239, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0460, loss_rpn_bbox: 0.0537, loss_cls: 0.2454, acc: 92.3765, loss_bbox: 0.2273, loss_mask: 0.2693, loss: 0.8418 2022-09-29 12:39:56,466 - mmdet - INFO - Epoch [3][4100/7330] lr: 2.000e-02, eta: 4:38:28, time: 0.240, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0442, loss_rpn_bbox: 0.0541, loss_cls: 0.2510, acc: 92.1860, loss_bbox: 0.2272, loss_mask: 0.2746, loss: 0.8511 2022-09-29 12:40:08,308 - mmdet - INFO - Epoch [3][4150/7330] lr: 2.000e-02, eta: 4:38:15, time: 0.237, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0427, loss_rpn_bbox: 0.0490, loss_cls: 0.2485, acc: 92.3584, loss_bbox: 0.2224, loss_mask: 0.2697, loss: 0.8323 2022-09-29 12:40:20,346 - mmdet - INFO - Epoch [3][4200/7330] lr: 2.000e-02, eta: 4:38:03, time: 0.241, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0414, loss_rpn_bbox: 0.0492, loss_cls: 0.2393, acc: 92.5530, loss_bbox: 0.2177, loss_mask: 0.2674, loss: 0.8150 2022-09-29 12:40:32,690 - mmdet - INFO - Epoch [3][4250/7330] lr: 2.000e-02, eta: 4:37:52, time: 0.247, data_time: 0.027, memory: 6938, loss_rpn_cls: 0.0407, loss_rpn_bbox: 0.0499, loss_cls: 0.2388, acc: 92.4832, loss_bbox: 0.2239, loss_mask: 0.2664, loss: 0.8197 2022-09-29 12:40:44,953 - mmdet - INFO - Epoch [3][4300/7330] lr: 2.000e-02, eta: 4:37:40, time: 0.245, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0421, loss_rpn_bbox: 0.0533, loss_cls: 0.2381, acc: 92.7246, loss_bbox: 0.2186, loss_mask: 0.2681, loss: 0.8203 2022-09-29 12:40:57,086 - mmdet - INFO - Epoch [3][4350/7330] lr: 2.000e-02, eta: 4:37:28, time: 0.243, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0418, loss_rpn_bbox: 0.0525, loss_cls: 0.2521, acc: 92.1594, loss_bbox: 0.2311, loss_mask: 0.2670, loss: 0.8445 2022-09-29 12:41:09,180 - mmdet - INFO - Epoch [3][4400/7330] lr: 2.000e-02, eta: 4:37:16, time: 0.242, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0408, loss_rpn_bbox: 0.0493, loss_cls: 0.2325, acc: 92.8403, loss_bbox: 0.2137, loss_mask: 0.2616, loss: 0.7980 2022-09-29 12:41:21,328 - mmdet - INFO - Epoch [3][4450/7330] lr: 2.000e-02, eta: 4:37:05, time: 0.243, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0424, loss_rpn_bbox: 0.0515, loss_cls: 0.2453, acc: 92.2993, loss_bbox: 0.2272, loss_mask: 0.2710, loss: 0.8375 2022-09-29 12:41:33,656 - mmdet - INFO - Epoch [3][4500/7330] lr: 2.000e-02, eta: 4:36:53, time: 0.247, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0437, loss_rpn_bbox: 0.0515, loss_cls: 0.2403, acc: 92.4648, loss_bbox: 0.2205, loss_mask: 0.2660, loss: 0.8221 2022-09-29 12:41:45,727 - mmdet - INFO - Epoch [3][4550/7330] lr: 2.000e-02, eta: 4:36:41, time: 0.241, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0441, loss_rpn_bbox: 0.0521, loss_cls: 0.2393, acc: 92.4551, loss_bbox: 0.2250, loss_mask: 0.2686, loss: 0.8291 2022-09-29 12:41:57,852 - mmdet - INFO - Epoch [3][4600/7330] lr: 2.000e-02, eta: 4:36:29, time: 0.242, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0416, loss_rpn_bbox: 0.0506, loss_cls: 0.2350, acc: 92.7278, loss_bbox: 0.2173, loss_mask: 0.2719, loss: 0.8164 2022-09-29 12:42:10,024 - mmdet - INFO - Epoch [3][4650/7330] lr: 2.000e-02, eta: 4:36:18, time: 0.243, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0425, loss_rpn_bbox: 0.0508, loss_cls: 0.2371, acc: 92.7170, loss_bbox: 0.2131, loss_mask: 0.2634, loss: 0.8069 2022-09-29 12:42:21,917 - mmdet - INFO - Epoch [3][4700/7330] lr: 2.000e-02, eta: 4:36:05, time: 0.238, data_time: 0.027, memory: 6938, loss_rpn_cls: 0.0418, loss_rpn_bbox: 0.0499, loss_cls: 0.2331, acc: 92.6797, loss_bbox: 0.2193, loss_mask: 0.2673, loss: 0.8114 2022-09-29 12:42:33,672 - mmdet - INFO - Epoch [3][4750/7330] lr: 2.000e-02, eta: 4:35:52, time: 0.235, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0410, loss_rpn_bbox: 0.0490, loss_cls: 0.2380, acc: 92.5110, loss_bbox: 0.2180, loss_mask: 0.2705, loss: 0.8166 2022-09-29 12:42:45,445 - mmdet - INFO - Epoch [3][4800/7330] lr: 2.000e-02, eta: 4:35:39, time: 0.235, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0402, loss_rpn_bbox: 0.0482, loss_cls: 0.2367, acc: 92.6892, loss_bbox: 0.2115, loss_mask: 0.2683, loss: 0.8049 2022-09-29 12:42:57,474 - mmdet - INFO - Epoch [3][4850/7330] lr: 2.000e-02, eta: 4:35:26, time: 0.241, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0418, loss_rpn_bbox: 0.0508, loss_cls: 0.2373, acc: 92.7583, loss_bbox: 0.2130, loss_mask: 0.2639, loss: 0.8068 2022-09-29 12:43:09,647 - mmdet - INFO - Epoch [3][4900/7330] lr: 2.000e-02, eta: 4:35:15, time: 0.243, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0458, loss_rpn_bbox: 0.0509, loss_cls: 0.2377, acc: 92.5173, loss_bbox: 0.2157, loss_mask: 0.2606, loss: 0.8106 2022-09-29 12:43:21,496 - mmdet - INFO - Epoch [3][4950/7330] lr: 2.000e-02, eta: 4:35:02, time: 0.237, data_time: 0.020, memory: 6938, loss_rpn_cls: 0.0424, loss_rpn_bbox: 0.0478, loss_cls: 0.2403, acc: 92.6519, loss_bbox: 0.2134, loss_mask: 0.2625, loss: 0.8063 2022-09-29 12:43:33,456 - mmdet - INFO - Epoch [3][5000/7330] lr: 2.000e-02, eta: 4:34:49, time: 0.239, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0448, loss_rpn_bbox: 0.0526, loss_cls: 0.2474, acc: 92.2881, loss_bbox: 0.2237, loss_mask: 0.2660, loss: 0.8346 2022-09-29 12:43:45,710 - mmdet - INFO - Epoch [3][5050/7330] lr: 2.000e-02, eta: 4:34:38, time: 0.245, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0425, loss_rpn_bbox: 0.0532, loss_cls: 0.2485, acc: 92.0088, loss_bbox: 0.2377, loss_mask: 0.2703, loss: 0.8521 2022-09-29 12:43:57,663 - mmdet - INFO - Epoch [3][5100/7330] lr: 2.000e-02, eta: 4:34:25, time: 0.239, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0430, loss_rpn_bbox: 0.0526, loss_cls: 0.2534, acc: 92.1023, loss_bbox: 0.2326, loss_mask: 0.2732, loss: 0.8547 2022-09-29 12:44:09,765 - mmdet - INFO - Epoch [3][5150/7330] lr: 2.000e-02, eta: 4:34:13, time: 0.242, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0454, loss_rpn_bbox: 0.0513, loss_cls: 0.2421, acc: 92.3081, loss_bbox: 0.2302, loss_mask: 0.2683, loss: 0.8373 2022-09-29 12:44:21,988 - mmdet - INFO - Epoch [3][5200/7330] lr: 2.000e-02, eta: 4:34:02, time: 0.244, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0402, loss_rpn_bbox: 0.0467, loss_cls: 0.2387, acc: 92.5613, loss_bbox: 0.2229, loss_mask: 0.2637, loss: 0.8122 2022-09-29 12:44:34,003 - mmdet - INFO - Epoch [3][5250/7330] lr: 2.000e-02, eta: 4:33:50, time: 0.240, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0454, loss_rpn_bbox: 0.0533, loss_cls: 0.2606, acc: 91.9497, loss_bbox: 0.2405, loss_mask: 0.2752, loss: 0.8750 2022-09-29 12:44:45,912 - mmdet - INFO - Epoch [3][5300/7330] lr: 2.000e-02, eta: 4:33:37, time: 0.238, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0433, loss_rpn_bbox: 0.0512, loss_cls: 0.2459, acc: 92.3599, loss_bbox: 0.2236, loss_mask: 0.2721, loss: 0.8361 2022-09-29 12:44:58,060 - mmdet - INFO - Epoch [3][5350/7330] lr: 2.000e-02, eta: 4:33:25, time: 0.243, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0438, loss_rpn_bbox: 0.0524, loss_cls: 0.2524, acc: 92.1104, loss_bbox: 0.2335, loss_mask: 0.2731, loss: 0.8552 2022-09-29 12:45:10,086 - mmdet - INFO - Epoch [3][5400/7330] lr: 2.000e-02, eta: 4:33:13, time: 0.240, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0399, loss_rpn_bbox: 0.0490, loss_cls: 0.2509, acc: 92.1199, loss_bbox: 0.2276, loss_mask: 0.2718, loss: 0.8392 2022-09-29 12:45:22,345 - mmdet - INFO - Epoch [3][5450/7330] lr: 2.000e-02, eta: 4:33:02, time: 0.245, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0421, loss_rpn_bbox: 0.0516, loss_cls: 0.2524, acc: 92.1002, loss_bbox: 0.2289, loss_mask: 0.2686, loss: 0.8436 2022-09-29 12:45:34,118 - mmdet - INFO - Epoch [3][5500/7330] lr: 2.000e-02, eta: 4:32:48, time: 0.235, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0423, loss_rpn_bbox: 0.0488, loss_cls: 0.2469, acc: 92.3555, loss_bbox: 0.2207, loss_mask: 0.2696, loss: 0.8285 2022-09-29 12:45:46,440 - mmdet - INFO - Epoch [3][5550/7330] lr: 2.000e-02, eta: 4:32:37, time: 0.246, data_time: 0.020, memory: 6938, loss_rpn_cls: 0.0416, loss_rpn_bbox: 0.0531, loss_cls: 0.2494, acc: 92.2913, loss_bbox: 0.2238, loss_mask: 0.2639, loss: 0.8318 2022-09-29 12:45:58,451 - mmdet - INFO - Epoch [3][5600/7330] lr: 2.000e-02, eta: 4:32:25, time: 0.240, data_time: 0.020, memory: 6938, loss_rpn_cls: 0.0436, loss_rpn_bbox: 0.0496, loss_cls: 0.2424, acc: 92.5837, loss_bbox: 0.2185, loss_mask: 0.2626, loss: 0.8166 2022-09-29 12:46:10,279 - mmdet - INFO - Epoch [3][5650/7330] lr: 2.000e-02, eta: 4:32:12, time: 0.237, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0443, loss_rpn_bbox: 0.0467, loss_cls: 0.2426, acc: 92.4412, loss_bbox: 0.2192, loss_mask: 0.2618, loss: 0.8147 2022-09-29 12:46:22,377 - mmdet - INFO - Epoch [3][5700/7330] lr: 2.000e-02, eta: 4:32:00, time: 0.242, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0439, loss_rpn_bbox: 0.0503, loss_cls: 0.2396, acc: 92.6157, loss_bbox: 0.2169, loss_mask: 0.2731, loss: 0.8239 2022-09-29 12:46:34,287 - mmdet - INFO - Epoch [3][5750/7330] lr: 2.000e-02, eta: 4:31:47, time: 0.238, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0403, loss_rpn_bbox: 0.0492, loss_cls: 0.2335, acc: 92.7446, loss_bbox: 0.2168, loss_mask: 0.2678, loss: 0.8075 2022-09-29 12:46:46,523 - mmdet - INFO - Epoch [3][5800/7330] lr: 2.000e-02, eta: 4:31:36, time: 0.245, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0407, loss_rpn_bbox: 0.0487, loss_cls: 0.2407, acc: 92.4436, loss_bbox: 0.2236, loss_mask: 0.2687, loss: 0.8225 2022-09-29 12:46:58,591 - mmdet - INFO - Epoch [3][5850/7330] lr: 2.000e-02, eta: 4:31:24, time: 0.241, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0408, loss_rpn_bbox: 0.0499, loss_cls: 0.2400, acc: 92.5906, loss_bbox: 0.2207, loss_mask: 0.2679, loss: 0.8192 2022-09-29 12:47:10,659 - mmdet - INFO - Epoch [3][5900/7330] lr: 2.000e-02, eta: 4:31:12, time: 0.241, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0447, loss_rpn_bbox: 0.0502, loss_cls: 0.2369, acc: 92.6492, loss_bbox: 0.2186, loss_mask: 0.2627, loss: 0.8131 2022-09-29 12:47:22,924 - mmdet - INFO - Epoch [3][5950/7330] lr: 2.000e-02, eta: 4:31:00, time: 0.245, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0431, loss_rpn_bbox: 0.0527, loss_cls: 0.2532, acc: 92.1106, loss_bbox: 0.2326, loss_mask: 0.2645, loss: 0.8461 2022-09-29 12:47:34,963 - mmdet - INFO - Epoch [3][6000/7330] lr: 2.000e-02, eta: 4:30:48, time: 0.241, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0399, loss_rpn_bbox: 0.0508, loss_cls: 0.2395, acc: 92.5654, loss_bbox: 0.2229, loss_mask: 0.2635, loss: 0.8166 2022-09-29 12:47:47,173 - mmdet - INFO - Epoch [3][6050/7330] lr: 2.000e-02, eta: 4:30:37, time: 0.244, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0433, loss_rpn_bbox: 0.0537, loss_cls: 0.2381, acc: 92.4648, loss_bbox: 0.2265, loss_mask: 0.2760, loss: 0.8376 2022-09-29 12:47:59,456 - mmdet - INFO - Epoch [3][6100/7330] lr: 2.000e-02, eta: 4:30:25, time: 0.246, data_time: 0.027, memory: 6938, loss_rpn_cls: 0.0437, loss_rpn_bbox: 0.0521, loss_cls: 0.2506, acc: 92.1626, loss_bbox: 0.2284, loss_mask: 0.2723, loss: 0.8471 2022-09-29 12:48:11,510 - mmdet - INFO - Epoch [3][6150/7330] lr: 2.000e-02, eta: 4:30:13, time: 0.241, data_time: 0.020, memory: 6938, loss_rpn_cls: 0.0451, loss_rpn_bbox: 0.0515, loss_cls: 0.2452, acc: 92.3357, loss_bbox: 0.2252, loss_mask: 0.2660, loss: 0.8329 2022-09-29 12:48:23,336 - mmdet - INFO - Epoch [3][6200/7330] lr: 2.000e-02, eta: 4:30:00, time: 0.237, data_time: 0.020, memory: 6938, loss_rpn_cls: 0.0434, loss_rpn_bbox: 0.0516, loss_cls: 0.2373, acc: 92.5869, loss_bbox: 0.2194, loss_mask: 0.2669, loss: 0.8186 2022-09-29 12:48:35,426 - mmdet - INFO - Epoch [3][6250/7330] lr: 2.000e-02, eta: 4:29:48, time: 0.242, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0428, loss_rpn_bbox: 0.0490, loss_cls: 0.2401, acc: 92.4480, loss_bbox: 0.2238, loss_mask: 0.2677, loss: 0.8235 2022-09-29 12:48:47,307 - mmdet - INFO - Epoch [3][6300/7330] lr: 2.000e-02, eta: 4:29:35, time: 0.238, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0411, loss_rpn_bbox: 0.0464, loss_cls: 0.2324, acc: 92.8428, loss_bbox: 0.2130, loss_mask: 0.2633, loss: 0.7961 2022-09-29 12:48:59,410 - mmdet - INFO - Epoch [3][6350/7330] lr: 2.000e-02, eta: 4:29:23, time: 0.242, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0417, loss_rpn_bbox: 0.0492, loss_cls: 0.2333, acc: 92.5845, loss_bbox: 0.2150, loss_mask: 0.2624, loss: 0.8017 2022-09-29 12:49:11,394 - mmdet - INFO - Epoch [3][6400/7330] lr: 2.000e-02, eta: 4:29:11, time: 0.240, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0416, loss_rpn_bbox: 0.0489, loss_cls: 0.2394, acc: 92.4468, loss_bbox: 0.2227, loss_mask: 0.2706, loss: 0.8232 2022-09-29 12:49:23,265 - mmdet - INFO - Epoch [3][6450/7330] lr: 2.000e-02, eta: 4:28:58, time: 0.237, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0415, loss_rpn_bbox: 0.0490, loss_cls: 0.2431, acc: 92.5415, loss_bbox: 0.2182, loss_mask: 0.2691, loss: 0.8209 2022-09-29 12:49:35,155 - mmdet - INFO - Epoch [3][6500/7330] lr: 2.000e-02, eta: 4:28:46, time: 0.238, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0411, loss_rpn_bbox: 0.0500, loss_cls: 0.2401, acc: 92.6208, loss_bbox: 0.2168, loss_mask: 0.2710, loss: 0.8190 2022-09-29 12:49:47,094 - mmdet - INFO - Epoch [3][6550/7330] lr: 2.000e-02, eta: 4:28:33, time: 0.239, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0395, loss_rpn_bbox: 0.0483, loss_cls: 0.2304, acc: 92.6909, loss_bbox: 0.2118, loss_mask: 0.2628, loss: 0.7928 2022-09-29 12:49:59,119 - mmdet - INFO - Epoch [3][6600/7330] lr: 2.000e-02, eta: 4:28:21, time: 0.240, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0435, loss_rpn_bbox: 0.0499, loss_cls: 0.2392, acc: 92.6311, loss_bbox: 0.2191, loss_mask: 0.2637, loss: 0.8154 2022-09-29 12:50:10,979 - mmdet - INFO - Epoch [3][6650/7330] lr: 2.000e-02, eta: 4:28:08, time: 0.237, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0382, loss_rpn_bbox: 0.0483, loss_cls: 0.2402, acc: 92.5090, loss_bbox: 0.2171, loss_mask: 0.2609, loss: 0.8046 2022-09-29 12:50:23,034 - mmdet - INFO - Epoch [3][6700/7330] lr: 2.000e-02, eta: 4:27:56, time: 0.241, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0420, loss_rpn_bbox: 0.0517, loss_cls: 0.2328, acc: 92.7844, loss_bbox: 0.2160, loss_mask: 0.2667, loss: 0.8093 2022-09-29 12:50:35,161 - mmdet - INFO - Epoch [3][6750/7330] lr: 2.000e-02, eta: 4:27:44, time: 0.243, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0445, loss_rpn_bbox: 0.0518, loss_cls: 0.2387, acc: 92.5222, loss_bbox: 0.2228, loss_mask: 0.2640, loss: 0.8217 2022-09-29 12:50:47,111 - mmdet - INFO - Epoch [3][6800/7330] lr: 2.000e-02, eta: 4:27:32, time: 0.239, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0447, loss_rpn_bbox: 0.0475, loss_cls: 0.2298, acc: 92.7581, loss_bbox: 0.2156, loss_mask: 0.2598, loss: 0.7974 2022-09-29 12:50:59,048 - mmdet - INFO - Epoch [3][6850/7330] lr: 2.000e-02, eta: 4:27:19, time: 0.239, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0418, loss_rpn_bbox: 0.0481, loss_cls: 0.2316, acc: 92.8342, loss_bbox: 0.2114, loss_mask: 0.2563, loss: 0.7893 2022-09-29 12:51:11,157 - mmdet - INFO - Epoch [3][6900/7330] lr: 2.000e-02, eta: 4:27:07, time: 0.242, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0420, loss_rpn_bbox: 0.0490, loss_cls: 0.2333, acc: 92.6868, loss_bbox: 0.2112, loss_mask: 0.2644, loss: 0.7999 2022-09-29 12:51:23,193 - mmdet - INFO - Epoch [3][6950/7330] lr: 2.000e-02, eta: 4:26:55, time: 0.241, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0405, loss_rpn_bbox: 0.0500, loss_cls: 0.2375, acc: 92.6736, loss_bbox: 0.2116, loss_mask: 0.2681, loss: 0.8077 2022-09-29 12:51:35,195 - mmdet - INFO - Epoch [3][7000/7330] lr: 2.000e-02, eta: 4:26:43, time: 0.240, data_time: 0.027, memory: 6938, loss_rpn_cls: 0.0468, loss_rpn_bbox: 0.0518, loss_cls: 0.2545, acc: 92.2803, loss_bbox: 0.2289, loss_mask: 0.2663, loss: 0.8482 2022-09-29 12:51:47,097 - mmdet - INFO - Epoch [3][7050/7330] lr: 2.000e-02, eta: 4:26:30, time: 0.238, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0417, loss_rpn_bbox: 0.0490, loss_cls: 0.2397, acc: 92.5957, loss_bbox: 0.2158, loss_mask: 0.2659, loss: 0.8121 2022-09-29 12:51:59,222 - mmdet - INFO - Epoch [3][7100/7330] lr: 2.000e-02, eta: 4:26:19, time: 0.242, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0414, loss_rpn_bbox: 0.0515, loss_cls: 0.2441, acc: 92.3630, loss_bbox: 0.2214, loss_mask: 0.2685, loss: 0.8268 2022-09-29 12:52:11,395 - mmdet - INFO - Epoch [3][7150/7330] lr: 2.000e-02, eta: 4:26:07, time: 0.243, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0422, loss_rpn_bbox: 0.0508, loss_cls: 0.2425, acc: 92.4363, loss_bbox: 0.2250, loss_mask: 0.2687, loss: 0.8292 2022-09-29 12:52:23,510 - mmdet - INFO - Epoch [3][7200/7330] lr: 2.000e-02, eta: 4:25:55, time: 0.242, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0398, loss_rpn_bbox: 0.0498, loss_cls: 0.2336, acc: 92.8945, loss_bbox: 0.2053, loss_mask: 0.2577, loss: 0.7862 2022-09-29 12:52:35,553 - mmdet - INFO - Epoch [3][7250/7330] lr: 2.000e-02, eta: 4:25:43, time: 0.241, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0439, loss_rpn_bbox: 0.0512, loss_cls: 0.2248, acc: 92.9348, loss_bbox: 0.2072, loss_mask: 0.2562, loss: 0.7834 2022-09-29 12:52:47,662 - mmdet - INFO - Epoch [3][7300/7330] lr: 2.000e-02, eta: 4:25:31, time: 0.242, data_time: 0.027, memory: 6938, loss_rpn_cls: 0.0429, loss_rpn_bbox: 0.0506, loss_cls: 0.2366, acc: 92.6262, loss_bbox: 0.2179, loss_mask: 0.2668, loss: 0.8146 2022-09-29 12:52:55,035 - mmdet - INFO - Saving checkpoint at 3 epochs 2022-09-29 12:53:40,505 - mmdet - INFO - Evaluating bbox... 2022-09-29 12:54:14,350 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.311 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.487 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.340 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.170 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.344 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.409 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.473 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.473 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.473 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.267 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.514 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.618 2022-09-29 12:54:14,350 - mmdet - INFO - Evaluating segm... 2022-09-29 12:54:51,150 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.284 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.460 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.305 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.123 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.301 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.417 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.432 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.432 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.432 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.230 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.469 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.576 2022-09-29 12:54:51,736 - mmdet - INFO - The previous best checkpoint /home/tiger/code/mmdet/work_dirs/finetune_mask-rcnn_1x_coco_pixpro-init_moco-setting/best_bbox_mAP_epoch_2.pth was removed 2022-09-29 12:54:52,448 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_3.pth. 2022-09-29 12:54:52,449 - mmdet - INFO - Best bbox_mAP is 0.3110 at 3 epoch. 2022-09-29 12:54:52,449 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 12:54:52,449 - mmdet - INFO - Epoch(val) [3][625] bbox_mAP: 0.3110, bbox_mAP_50: 0.4870, bbox_mAP_75: 0.3400, bbox_mAP_s: 0.1700, bbox_mAP_m: 0.3440, bbox_mAP_l: 0.4090, bbox_mAP_copypaste: 0.311 0.487 0.340 0.170 0.344 0.409, segm_mAP: 0.2840, segm_mAP_50: 0.4600, segm_mAP_75: 0.3050, segm_mAP_s: 0.1230, segm_mAP_m: 0.3010, segm_mAP_l: 0.4170, segm_mAP_copypaste: 0.284 0.460 0.305 0.123 0.301 0.417 2022-09-29 12:55:07,589 - mmdet - INFO - Epoch [4][50/7330] lr: 2.000e-02, eta: 4:24:59, time: 0.303, data_time: 0.085, memory: 6938, loss_rpn_cls: 0.0409, loss_rpn_bbox: 0.0503, loss_cls: 0.2379, acc: 92.5325, loss_bbox: 0.2182, loss_mask: 0.2617, loss: 0.8090 2022-09-29 12:55:19,556 - mmdet - INFO - Epoch [4][100/7330] lr: 2.000e-02, eta: 4:24:47, time: 0.239, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0404, loss_rpn_bbox: 0.0480, loss_cls: 0.2262, acc: 92.9587, loss_bbox: 0.2086, loss_mask: 0.2476, loss: 0.7708 2022-09-29 12:55:31,481 - mmdet - INFO - Epoch [4][150/7330] lr: 2.000e-02, eta: 4:24:34, time: 0.239, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0402, loss_rpn_bbox: 0.0499, loss_cls: 0.2214, acc: 92.9873, loss_bbox: 0.2056, loss_mask: 0.2603, loss: 0.7775 2022-09-29 12:55:43,352 - mmdet - INFO - Epoch [4][200/7330] lr: 2.000e-02, eta: 4:24:22, time: 0.237, data_time: 0.019, memory: 6938, loss_rpn_cls: 0.0376, loss_rpn_bbox: 0.0462, loss_cls: 0.2281, acc: 92.7141, loss_bbox: 0.2143, loss_mask: 0.2614, loss: 0.7876 2022-09-29 12:55:55,178 - mmdet - INFO - Epoch [4][250/7330] lr: 2.000e-02, eta: 4:24:09, time: 0.237, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0426, loss_rpn_bbox: 0.0496, loss_cls: 0.2257, acc: 92.8137, loss_bbox: 0.2110, loss_mask: 0.2596, loss: 0.7886 2022-09-29 12:56:07,388 - mmdet - INFO - Epoch [4][300/7330] lr: 2.000e-02, eta: 4:23:57, time: 0.244, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0395, loss_rpn_bbox: 0.0516, loss_cls: 0.2370, acc: 92.5085, loss_bbox: 0.2240, loss_mask: 0.2618, loss: 0.8138 2022-09-29 12:56:19,432 - mmdet - INFO - Epoch [4][350/7330] lr: 2.000e-02, eta: 4:23:45, time: 0.241, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0395, loss_rpn_bbox: 0.0486, loss_cls: 0.2254, acc: 93.0193, loss_bbox: 0.2106, loss_mask: 0.2606, loss: 0.7847 2022-09-29 12:56:31,492 - mmdet - INFO - Epoch [4][400/7330] lr: 2.000e-02, eta: 4:23:33, time: 0.241, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0415, loss_rpn_bbox: 0.0529, loss_cls: 0.2390, acc: 92.4724, loss_bbox: 0.2124, loss_mask: 0.2662, loss: 0.8120 2022-09-29 12:56:43,595 - mmdet - INFO - Epoch [4][450/7330] lr: 2.000e-02, eta: 4:23:21, time: 0.242, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0404, loss_rpn_bbox: 0.0485, loss_cls: 0.2257, acc: 93.0935, loss_bbox: 0.2078, loss_mask: 0.2558, loss: 0.7782 2022-09-29 12:56:55,809 - mmdet - INFO - Epoch [4][500/7330] lr: 2.000e-02, eta: 4:23:09, time: 0.244, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0404, loss_rpn_bbox: 0.0484, loss_cls: 0.2289, acc: 92.6804, loss_bbox: 0.2142, loss_mask: 0.2639, loss: 0.7957 2022-09-29 12:57:09,439 - mmdet - INFO - Epoch [4][550/7330] lr: 2.000e-02, eta: 4:23:02, time: 0.273, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0410, loss_rpn_bbox: 0.0514, loss_cls: 0.2270, acc: 92.7173, loss_bbox: 0.2150, loss_mask: 0.2610, loss: 0.7955 2022-09-29 12:57:21,376 - mmdet - INFO - Epoch [4][600/7330] lr: 2.000e-02, eta: 4:22:50, time: 0.239, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0398, loss_rpn_bbox: 0.0477, loss_cls: 0.2255, acc: 92.8442, loss_bbox: 0.2132, loss_mask: 0.2607, loss: 0.7870 2022-09-29 12:57:33,487 - mmdet - INFO - Epoch [4][650/7330] lr: 2.000e-02, eta: 4:22:38, time: 0.242, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0402, loss_rpn_bbox: 0.0497, loss_cls: 0.2357, acc: 92.5533, loss_bbox: 0.2209, loss_mask: 0.2582, loss: 0.8046 2022-09-29 12:57:45,617 - mmdet - INFO - Epoch [4][700/7330] lr: 2.000e-02, eta: 4:22:26, time: 0.243, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0400, loss_rpn_bbox: 0.0513, loss_cls: 0.2294, acc: 92.5359, loss_bbox: 0.2246, loss_mask: 0.2634, loss: 0.8087 2022-09-29 12:57:57,606 - mmdet - INFO - Epoch [4][750/7330] lr: 2.000e-02, eta: 4:22:14, time: 0.240, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0400, loss_rpn_bbox: 0.0488, loss_cls: 0.2323, acc: 92.7185, loss_bbox: 0.2083, loss_mask: 0.2653, loss: 0.7948 2022-09-29 12:58:09,842 - mmdet - INFO - Epoch [4][800/7330] lr: 2.000e-02, eta: 4:22:02, time: 0.245, data_time: 0.028, memory: 6938, loss_rpn_cls: 0.0430, loss_rpn_bbox: 0.0562, loss_cls: 0.2405, acc: 92.3654, loss_bbox: 0.2231, loss_mask: 0.2587, loss: 0.8215 2022-09-29 12:58:21,959 - mmdet - INFO - Epoch [4][850/7330] lr: 2.000e-02, eta: 4:21:50, time: 0.242, data_time: 0.019, memory: 6938, loss_rpn_cls: 0.0415, loss_rpn_bbox: 0.0516, loss_cls: 0.2355, acc: 92.5410, loss_bbox: 0.2249, loss_mask: 0.2658, loss: 0.8193 2022-09-29 12:58:33,924 - mmdet - INFO - Epoch [4][900/7330] lr: 2.000e-02, eta: 4:21:38, time: 0.239, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0377, loss_rpn_bbox: 0.0470, loss_cls: 0.2283, acc: 92.6715, loss_bbox: 0.2191, loss_mask: 0.2630, loss: 0.7951 2022-09-29 12:58:45,838 - mmdet - INFO - Epoch [4][950/7330] lr: 2.000e-02, eta: 4:21:25, time: 0.238, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0378, loss_rpn_bbox: 0.0506, loss_cls: 0.2476, acc: 92.2107, loss_bbox: 0.2323, loss_mask: 0.2718, loss: 0.8402 2022-09-29 12:58:58,122 - mmdet - INFO - Epoch [4][1000/7330] lr: 2.000e-02, eta: 4:21:14, time: 0.246, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0390, loss_rpn_bbox: 0.0523, loss_cls: 0.2424, acc: 92.1826, loss_bbox: 0.2286, loss_mask: 0.2708, loss: 0.8331 2022-09-29 12:59:10,389 - mmdet - INFO - Epoch [4][1050/7330] lr: 2.000e-02, eta: 4:21:02, time: 0.245, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0385, loss_rpn_bbox: 0.0483, loss_cls: 0.2313, acc: 92.5820, loss_bbox: 0.2182, loss_mask: 0.2649, loss: 0.8012 2022-09-29 12:59:22,500 - mmdet - INFO - Epoch [4][1100/7330] lr: 2.000e-02, eta: 4:20:50, time: 0.242, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0392, loss_rpn_bbox: 0.0493, loss_cls: 0.2292, acc: 92.7043, loss_bbox: 0.2204, loss_mask: 0.2597, loss: 0.7978 2022-09-29 12:59:34,721 - mmdet - INFO - Epoch [4][1150/7330] lr: 2.000e-02, eta: 4:20:39, time: 0.244, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0406, loss_rpn_bbox: 0.0511, loss_cls: 0.2236, acc: 92.8518, loss_bbox: 0.2126, loss_mask: 0.2640, loss: 0.7920 2022-09-29 12:59:46,891 - mmdet - INFO - Epoch [4][1200/7330] lr: 2.000e-02, eta: 4:20:27, time: 0.243, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0381, loss_rpn_bbox: 0.0493, loss_cls: 0.2290, acc: 92.6133, loss_bbox: 0.2206, loss_mask: 0.2620, loss: 0.7990 2022-09-29 12:59:58,993 - mmdet - INFO - Epoch [4][1250/7330] lr: 2.000e-02, eta: 4:20:15, time: 0.242, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0404, loss_rpn_bbox: 0.0498, loss_cls: 0.2277, acc: 92.7905, loss_bbox: 0.2128, loss_mask: 0.2583, loss: 0.7891 2022-09-29 13:00:11,263 - mmdet - INFO - Epoch [4][1300/7330] lr: 2.000e-02, eta: 4:20:04, time: 0.245, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0407, loss_rpn_bbox: 0.0498, loss_cls: 0.2412, acc: 92.5930, loss_bbox: 0.2242, loss_mask: 0.2622, loss: 0.8181 2022-09-29 13:00:23,428 - mmdet - INFO - Epoch [4][1350/7330] lr: 2.000e-02, eta: 4:19:52, time: 0.243, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0426, loss_rpn_bbox: 0.0509, loss_cls: 0.2439, acc: 92.3435, loss_bbox: 0.2212, loss_mask: 0.2645, loss: 0.8231 2022-09-29 13:00:35,621 - mmdet - INFO - Epoch [4][1400/7330] lr: 2.000e-02, eta: 4:19:40, time: 0.244, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0383, loss_rpn_bbox: 0.0526, loss_cls: 0.2349, acc: 92.4263, loss_bbox: 0.2246, loss_mask: 0.2628, loss: 0.8133 2022-09-29 13:00:47,730 - mmdet - INFO - Epoch [4][1450/7330] lr: 2.000e-02, eta: 4:19:28, time: 0.242, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0381, loss_rpn_bbox: 0.0495, loss_cls: 0.2310, acc: 92.7275, loss_bbox: 0.2154, loss_mask: 0.2577, loss: 0.7916 2022-09-29 13:00:59,939 - mmdet - INFO - Epoch [4][1500/7330] lr: 2.000e-02, eta: 4:19:16, time: 0.244, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0420, loss_rpn_bbox: 0.0522, loss_cls: 0.2357, acc: 92.5515, loss_bbox: 0.2176, loss_mask: 0.2589, loss: 0.8064 2022-09-29 13:01:12,244 - mmdet - INFO - Epoch [4][1550/7330] lr: 2.000e-02, eta: 4:19:05, time: 0.246, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0423, loss_rpn_bbox: 0.0518, loss_cls: 0.2352, acc: 92.5762, loss_bbox: 0.2250, loss_mask: 0.2669, loss: 0.8212 2022-09-29 13:01:24,205 - mmdet - INFO - Epoch [4][1600/7330] lr: 2.000e-02, eta: 4:18:53, time: 0.239, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0401, loss_rpn_bbox: 0.0496, loss_cls: 0.2336, acc: 92.5698, loss_bbox: 0.2243, loss_mask: 0.2629, loss: 0.8106 2022-09-29 13:01:36,459 - mmdet - INFO - Epoch [4][1650/7330] lr: 2.000e-02, eta: 4:18:41, time: 0.245, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0415, loss_rpn_bbox: 0.0519, loss_cls: 0.2343, acc: 92.6240, loss_bbox: 0.2159, loss_mask: 0.2611, loss: 0.8047 2022-09-29 13:01:48,417 - mmdet - INFO - Epoch [4][1700/7330] lr: 2.000e-02, eta: 4:18:29, time: 0.239, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0397, loss_rpn_bbox: 0.0488, loss_cls: 0.2330, acc: 92.6682, loss_bbox: 0.2123, loss_mask: 0.2602, loss: 0.7941 2022-09-29 13:02:00,443 - mmdet - INFO - Epoch [4][1750/7330] lr: 2.000e-02, eta: 4:18:17, time: 0.241, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0402, loss_rpn_bbox: 0.0519, loss_cls: 0.2291, acc: 92.7446, loss_bbox: 0.2173, loss_mask: 0.2545, loss: 0.7930 2022-09-29 13:02:12,752 - mmdet - INFO - Epoch [4][1800/7330] lr: 2.000e-02, eta: 4:18:05, time: 0.246, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0409, loss_rpn_bbox: 0.0508, loss_cls: 0.2322, acc: 92.6404, loss_bbox: 0.2200, loss_mask: 0.2618, loss: 0.8057 2022-09-29 13:02:24,874 - mmdet - INFO - Epoch [4][1850/7330] lr: 2.000e-02, eta: 4:17:53, time: 0.242, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0386, loss_rpn_bbox: 0.0480, loss_cls: 0.2151, acc: 93.0505, loss_bbox: 0.2120, loss_mask: 0.2587, loss: 0.7724 2022-09-29 13:02:37,067 - mmdet - INFO - Epoch [4][1900/7330] lr: 2.000e-02, eta: 4:17:42, time: 0.244, data_time: 0.027, memory: 6938, loss_rpn_cls: 0.0430, loss_rpn_bbox: 0.0515, loss_cls: 0.2382, acc: 92.4136, loss_bbox: 0.2239, loss_mask: 0.2638, loss: 0.8204 2022-09-29 13:02:48,859 - mmdet - INFO - Epoch [4][1950/7330] lr: 2.000e-02, eta: 4:17:29, time: 0.236, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0401, loss_rpn_bbox: 0.0458, loss_cls: 0.2249, acc: 92.8975, loss_bbox: 0.2125, loss_mask: 0.2573, loss: 0.7806 2022-09-29 13:03:00,936 - mmdet - INFO - Epoch [4][2000/7330] lr: 2.000e-02, eta: 4:17:17, time: 0.242, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0389, loss_rpn_bbox: 0.0462, loss_cls: 0.2428, acc: 92.4473, loss_bbox: 0.2177, loss_mask: 0.2670, loss: 0.8126 2022-09-29 13:03:13,227 - mmdet - INFO - Epoch [4][2050/7330] lr: 2.000e-02, eta: 4:17:05, time: 0.246, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0383, loss_rpn_bbox: 0.0494, loss_cls: 0.2227, acc: 92.9771, loss_bbox: 0.2076, loss_mask: 0.2551, loss: 0.7731 2022-09-29 13:03:25,306 - mmdet - INFO - Epoch [4][2100/7330] lr: 2.000e-02, eta: 4:16:53, time: 0.242, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0406, loss_rpn_bbox: 0.0505, loss_cls: 0.2331, acc: 92.4976, loss_bbox: 0.2200, loss_mask: 0.2574, loss: 0.8016 2022-09-29 13:03:37,477 - mmdet - INFO - Epoch [4][2150/7330] lr: 2.000e-02, eta: 4:16:41, time: 0.243, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0381, loss_rpn_bbox: 0.0496, loss_cls: 0.2243, acc: 92.9358, loss_bbox: 0.2064, loss_mask: 0.2557, loss: 0.7742 2022-09-29 13:03:49,321 - mmdet - INFO - Epoch [4][2200/7330] lr: 2.000e-02, eta: 4:16:29, time: 0.237, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0463, loss_cls: 0.2191, acc: 93.1177, loss_bbox: 0.2077, loss_mask: 0.2583, loss: 0.7671 2022-09-29 13:04:01,483 - mmdet - INFO - Epoch [4][2250/7330] lr: 2.000e-02, eta: 4:16:17, time: 0.243, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0412, loss_rpn_bbox: 0.0515, loss_cls: 0.2401, acc: 92.5354, loss_bbox: 0.2171, loss_mask: 0.2650, loss: 0.8149 2022-09-29 13:04:13,469 - mmdet - INFO - Epoch [4][2300/7330] lr: 2.000e-02, eta: 4:16:05, time: 0.240, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0406, loss_rpn_bbox: 0.0484, loss_cls: 0.2332, acc: 92.5251, loss_bbox: 0.2210, loss_mask: 0.2598, loss: 0.8029 2022-09-29 13:04:25,579 - mmdet - INFO - Epoch [4][2350/7330] lr: 2.000e-02, eta: 4:15:53, time: 0.242, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0411, loss_rpn_bbox: 0.0518, loss_cls: 0.2393, acc: 92.3970, loss_bbox: 0.2272, loss_mask: 0.2578, loss: 0.8172 2022-09-29 13:04:37,823 - mmdet - INFO - Epoch [4][2400/7330] lr: 2.000e-02, eta: 4:15:41, time: 0.245, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0406, loss_rpn_bbox: 0.0505, loss_cls: 0.2266, acc: 92.8674, loss_bbox: 0.2127, loss_mask: 0.2589, loss: 0.7894 2022-09-29 13:04:49,782 - mmdet - INFO - Epoch [4][2450/7330] lr: 2.000e-02, eta: 4:15:29, time: 0.239, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0413, loss_rpn_bbox: 0.0485, loss_cls: 0.2120, acc: 93.2676, loss_bbox: 0.2029, loss_mask: 0.2557, loss: 0.7605 2022-09-29 13:05:01,763 - mmdet - INFO - Epoch [4][2500/7330] lr: 2.000e-02, eta: 4:15:16, time: 0.240, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0388, loss_rpn_bbox: 0.0480, loss_cls: 0.2239, acc: 92.8792, loss_bbox: 0.2062, loss_mask: 0.2591, loss: 0.7760 2022-09-29 13:05:13,849 - mmdet - INFO - Epoch [4][2550/7330] lr: 2.000e-02, eta: 4:15:04, time: 0.242, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0410, loss_rpn_bbox: 0.0493, loss_cls: 0.2294, acc: 92.8789, loss_bbox: 0.2081, loss_mask: 0.2588, loss: 0.7866 2022-09-29 13:05:25,838 - mmdet - INFO - Epoch [4][2600/7330] lr: 2.000e-02, eta: 4:14:52, time: 0.240, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0401, loss_rpn_bbox: 0.0482, loss_cls: 0.2273, acc: 92.8381, loss_bbox: 0.2206, loss_mask: 0.2647, loss: 0.8008 2022-09-29 13:05:38,062 - mmdet - INFO - Epoch [4][2650/7330] lr: 2.000e-02, eta: 4:14:40, time: 0.244, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0386, loss_rpn_bbox: 0.0513, loss_cls: 0.2256, acc: 92.8374, loss_bbox: 0.2112, loss_mask: 0.2634, loss: 0.7900 2022-09-29 13:05:50,069 - mmdet - INFO - Epoch [4][2700/7330] lr: 2.000e-02, eta: 4:14:28, time: 0.240, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0392, loss_rpn_bbox: 0.0481, loss_cls: 0.2137, acc: 93.0527, loss_bbox: 0.2067, loss_mask: 0.2575, loss: 0.7651 2022-09-29 13:06:02,208 - mmdet - INFO - Epoch [4][2750/7330] lr: 2.000e-02, eta: 4:14:16, time: 0.243, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0395, loss_rpn_bbox: 0.0507, loss_cls: 0.2211, acc: 92.8501, loss_bbox: 0.2114, loss_mask: 0.2587, loss: 0.7813 2022-09-29 13:06:15,413 - mmdet - INFO - Epoch [4][2800/7330] lr: 2.000e-02, eta: 4:14:07, time: 0.264, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0330, loss_rpn_bbox: 0.0450, loss_cls: 0.2095, acc: 93.2521, loss_bbox: 0.1972, loss_mask: 0.2538, loss: 0.7385 2022-09-29 13:06:27,161 - mmdet - INFO - Epoch [4][2850/7330] lr: 2.000e-02, eta: 4:13:54, time: 0.235, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0342, loss_rpn_bbox: 0.0461, loss_cls: 0.2167, acc: 93.1223, loss_bbox: 0.2008, loss_mask: 0.2605, loss: 0.7584 2022-09-29 13:06:39,285 - mmdet - INFO - Epoch [4][2900/7330] lr: 2.000e-02, eta: 4:13:42, time: 0.242, data_time: 0.020, memory: 6938, loss_rpn_cls: 0.0414, loss_rpn_bbox: 0.0492, loss_cls: 0.2286, acc: 92.8232, loss_bbox: 0.2135, loss_mask: 0.2625, loss: 0.7952 2022-09-29 13:06:51,450 - mmdet - INFO - Epoch [4][2950/7330] lr: 2.000e-02, eta: 4:13:31, time: 0.243, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0402, loss_rpn_bbox: 0.0496, loss_cls: 0.2391, acc: 92.4478, loss_bbox: 0.2249, loss_mask: 0.2656, loss: 0.8193 2022-09-29 13:07:03,543 - mmdet - INFO - Epoch [4][3000/7330] lr: 2.000e-02, eta: 4:13:19, time: 0.242, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0392, loss_rpn_bbox: 0.0456, loss_cls: 0.2229, acc: 92.9744, loss_bbox: 0.2071, loss_mask: 0.2571, loss: 0.7720 2022-09-29 13:07:15,512 - mmdet - INFO - Epoch [4][3050/7330] lr: 2.000e-02, eta: 4:13:06, time: 0.239, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0411, loss_rpn_bbox: 0.0493, loss_cls: 0.2343, acc: 92.6033, loss_bbox: 0.2212, loss_mask: 0.2582, loss: 0.8040 2022-09-29 13:07:27,446 - mmdet - INFO - Epoch [4][3100/7330] lr: 2.000e-02, eta: 4:12:54, time: 0.239, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0394, loss_rpn_bbox: 0.0484, loss_cls: 0.2263, acc: 92.8003, loss_bbox: 0.2179, loss_mask: 0.2609, loss: 0.7931 2022-09-29 13:07:39,639 - mmdet - INFO - Epoch [4][3150/7330] lr: 2.000e-02, eta: 4:12:42, time: 0.244, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0405, loss_rpn_bbox: 0.0507, loss_cls: 0.2284, acc: 92.8125, loss_bbox: 0.2179, loss_mask: 0.2603, loss: 0.7977 2022-09-29 13:07:52,012 - mmdet - INFO - Epoch [4][3200/7330] lr: 2.000e-02, eta: 4:12:31, time: 0.247, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0385, loss_rpn_bbox: 0.0510, loss_cls: 0.2306, acc: 92.5776, loss_bbox: 0.2191, loss_mask: 0.2587, loss: 0.7979 2022-09-29 13:08:04,176 - mmdet - INFO - Epoch [4][3250/7330] lr: 2.000e-02, eta: 4:12:19, time: 0.243, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0419, loss_rpn_bbox: 0.0541, loss_cls: 0.2359, acc: 92.5076, loss_bbox: 0.2210, loss_mask: 0.2656, loss: 0.8184 2022-09-29 13:08:16,124 - mmdet - INFO - Epoch [4][3300/7330] lr: 2.000e-02, eta: 4:12:07, time: 0.239, data_time: 0.020, memory: 6938, loss_rpn_cls: 0.0386, loss_rpn_bbox: 0.0476, loss_cls: 0.2347, acc: 92.5293, loss_bbox: 0.2186, loss_mask: 0.2616, loss: 0.8011 2022-09-29 13:08:28,314 - mmdet - INFO - Epoch [4][3350/7330] lr: 2.000e-02, eta: 4:11:55, time: 0.244, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0426, loss_rpn_bbox: 0.0531, loss_cls: 0.2349, acc: 92.6943, loss_bbox: 0.2218, loss_mask: 0.2676, loss: 0.8200 2022-09-29 13:08:40,273 - mmdet - INFO - Epoch [4][3400/7330] lr: 2.000e-02, eta: 4:11:42, time: 0.239, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0423, loss_rpn_bbox: 0.0504, loss_cls: 0.2315, acc: 92.6355, loss_bbox: 0.2163, loss_mask: 0.2594, loss: 0.8000 2022-09-29 13:08:52,034 - mmdet - INFO - Epoch [4][3450/7330] lr: 2.000e-02, eta: 4:11:30, time: 0.235, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0394, loss_rpn_bbox: 0.0497, loss_cls: 0.2398, acc: 92.4189, loss_bbox: 0.2210, loss_mask: 0.2633, loss: 0.8131 2022-09-29 13:09:04,220 - mmdet - INFO - Epoch [4][3500/7330] lr: 2.000e-02, eta: 4:11:18, time: 0.244, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0430, loss_rpn_bbox: 0.0521, loss_cls: 0.2294, acc: 92.7339, loss_bbox: 0.2145, loss_mask: 0.2643, loss: 0.8033 2022-09-29 13:09:16,342 - mmdet - INFO - Epoch [4][3550/7330] lr: 2.000e-02, eta: 4:11:06, time: 0.242, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0397, loss_rpn_bbox: 0.0482, loss_cls: 0.2207, acc: 92.9673, loss_bbox: 0.2105, loss_mask: 0.2599, loss: 0.7790 2022-09-29 13:09:28,358 - mmdet - INFO - Epoch [4][3600/7330] lr: 2.000e-02, eta: 4:10:54, time: 0.240, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0387, loss_rpn_bbox: 0.0482, loss_cls: 0.2177, acc: 93.0610, loss_bbox: 0.2085, loss_mask: 0.2570, loss: 0.7701 2022-09-29 13:09:40,801 - mmdet - INFO - Epoch [4][3650/7330] lr: 2.000e-02, eta: 4:10:43, time: 0.249, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0388, loss_rpn_bbox: 0.0510, loss_cls: 0.2267, acc: 92.6587, loss_bbox: 0.2229, loss_mask: 0.2667, loss: 0.8061 2022-09-29 13:09:52,960 - mmdet - INFO - Epoch [4][3700/7330] lr: 2.000e-02, eta: 4:10:31, time: 0.243, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0376, loss_rpn_bbox: 0.0484, loss_cls: 0.2311, acc: 92.6631, loss_bbox: 0.2178, loss_mask: 0.2612, loss: 0.7960 2022-09-29 13:10:06,331 - mmdet - INFO - Epoch [4][3750/7330] lr: 2.000e-02, eta: 4:10:22, time: 0.267, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0380, loss_rpn_bbox: 0.0471, loss_cls: 0.2208, acc: 93.0049, loss_bbox: 0.2118, loss_mask: 0.2591, loss: 0.7767 2022-09-29 13:10:18,482 - mmdet - INFO - Epoch [4][3800/7330] lr: 2.000e-02, eta: 4:10:10, time: 0.243, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0411, loss_rpn_bbox: 0.0499, loss_cls: 0.2403, acc: 92.5115, loss_bbox: 0.2204, loss_mask: 0.2621, loss: 0.8139 2022-09-29 13:10:30,179 - mmdet - INFO - Epoch [4][3850/7330] lr: 2.000e-02, eta: 4:09:57, time: 0.234, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0390, loss_rpn_bbox: 0.0456, loss_cls: 0.2322, acc: 92.6524, loss_bbox: 0.2165, loss_mask: 0.2650, loss: 0.7983 2022-09-29 13:10:42,519 - mmdet - INFO - Epoch [4][3900/7330] lr: 2.000e-02, eta: 4:09:46, time: 0.247, data_time: 0.027, memory: 6938, loss_rpn_cls: 0.0427, loss_rpn_bbox: 0.0537, loss_cls: 0.2432, acc: 92.1975, loss_bbox: 0.2291, loss_mask: 0.2674, loss: 0.8360 2022-09-29 13:10:57,277 - mmdet - INFO - Epoch [4][3950/7330] lr: 2.000e-02, eta: 4:09:40, time: 0.295, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0405, loss_rpn_bbox: 0.0515, loss_cls: 0.2306, acc: 92.6980, loss_bbox: 0.2181, loss_mask: 0.2674, loss: 0.8082 2022-09-29 13:11:09,168 - mmdet - INFO - Epoch [4][4000/7330] lr: 2.000e-02, eta: 4:09:27, time: 0.238, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0403, loss_rpn_bbox: 0.0495, loss_cls: 0.2355, acc: 92.3826, loss_bbox: 0.2182, loss_mask: 0.2621, loss: 0.8056 2022-09-29 13:11:21,500 - mmdet - INFO - Epoch [4][4050/7330] lr: 2.000e-02, eta: 4:09:16, time: 0.247, data_time: 0.020, memory: 6938, loss_rpn_cls: 0.0399, loss_rpn_bbox: 0.0524, loss_cls: 0.2301, acc: 92.6619, loss_bbox: 0.2199, loss_mask: 0.2588, loss: 0.8011 2022-09-29 13:11:33,771 - mmdet - INFO - Epoch [4][4100/7330] lr: 2.000e-02, eta: 4:09:04, time: 0.245, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0398, loss_rpn_bbox: 0.0492, loss_cls: 0.2298, acc: 92.6484, loss_bbox: 0.2172, loss_mask: 0.2694, loss: 0.8053 2022-09-29 13:11:45,610 - mmdet - INFO - Epoch [4][4150/7330] lr: 2.000e-02, eta: 4:08:52, time: 0.237, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0394, loss_rpn_bbox: 0.0479, loss_cls: 0.2369, acc: 92.6021, loss_bbox: 0.2186, loss_mask: 0.2638, loss: 0.8064 2022-09-29 13:11:57,718 - mmdet - INFO - Epoch [4][4200/7330] lr: 2.000e-02, eta: 4:08:40, time: 0.242, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0373, loss_rpn_bbox: 0.0487, loss_cls: 0.2196, acc: 92.9460, loss_bbox: 0.2123, loss_mask: 0.2546, loss: 0.7725 2022-09-29 13:12:09,444 - mmdet - INFO - Epoch [4][4250/7330] lr: 2.000e-02, eta: 4:08:27, time: 0.235, data_time: 0.020, memory: 6938, loss_rpn_cls: 0.0385, loss_rpn_bbox: 0.0477, loss_cls: 0.2333, acc: 92.6748, loss_bbox: 0.2116, loss_mask: 0.2630, loss: 0.7941 2022-09-29 13:12:21,657 - mmdet - INFO - Epoch [4][4300/7330] lr: 2.000e-02, eta: 4:08:15, time: 0.244, data_time: 0.028, memory: 6938, loss_rpn_cls: 0.0419, loss_rpn_bbox: 0.0523, loss_cls: 0.2352, acc: 92.5071, loss_bbox: 0.2237, loss_mask: 0.2674, loss: 0.8205 2022-09-29 13:12:33,693 - mmdet - INFO - Epoch [4][4350/7330] lr: 2.000e-02, eta: 4:08:03, time: 0.241, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0405, loss_rpn_bbox: 0.0469, loss_cls: 0.2247, acc: 92.7593, loss_bbox: 0.2197, loss_mask: 0.2661, loss: 0.7979 2022-09-29 13:12:45,919 - mmdet - INFO - Epoch [4][4400/7330] lr: 2.000e-02, eta: 4:07:51, time: 0.245, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0381, loss_rpn_bbox: 0.0463, loss_cls: 0.2291, acc: 92.6553, loss_bbox: 0.2153, loss_mask: 0.2583, loss: 0.7871 2022-09-29 13:12:58,173 - mmdet - INFO - Epoch [4][4450/7330] lr: 2.000e-02, eta: 4:07:39, time: 0.245, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0373, loss_rpn_bbox: 0.0489, loss_cls: 0.2367, acc: 92.6292, loss_bbox: 0.2199, loss_mask: 0.2583, loss: 0.8011 2022-09-29 13:13:10,243 - mmdet - INFO - Epoch [4][4500/7330] lr: 2.000e-02, eta: 4:07:27, time: 0.241, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0372, loss_rpn_bbox: 0.0483, loss_cls: 0.2249, acc: 92.8875, loss_bbox: 0.2122, loss_mask: 0.2566, loss: 0.7791 2022-09-29 13:13:22,166 - mmdet - INFO - Epoch [4][4550/7330] lr: 2.000e-02, eta: 4:07:15, time: 0.238, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0371, loss_rpn_bbox: 0.0478, loss_cls: 0.2268, acc: 92.7314, loss_bbox: 0.2106, loss_mask: 0.2579, loss: 0.7803 2022-09-29 13:13:34,073 - mmdet - INFO - Epoch [4][4600/7330] lr: 2.000e-02, eta: 4:07:02, time: 0.238, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0392, loss_rpn_bbox: 0.0497, loss_cls: 0.2333, acc: 92.5984, loss_bbox: 0.2174, loss_mask: 0.2594, loss: 0.7989 2022-09-29 13:13:46,230 - mmdet - INFO - Epoch [4][4650/7330] lr: 2.000e-02, eta: 4:06:50, time: 0.243, data_time: 0.028, memory: 6938, loss_rpn_cls: 0.0420, loss_rpn_bbox: 0.0502, loss_cls: 0.2363, acc: 92.4443, loss_bbox: 0.2251, loss_mask: 0.2607, loss: 0.8142 2022-09-29 13:13:58,084 - mmdet - INFO - Epoch [4][4700/7330] lr: 2.000e-02, eta: 4:06:38, time: 0.237, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0391, loss_rpn_bbox: 0.0477, loss_cls: 0.2273, acc: 92.6748, loss_bbox: 0.2131, loss_mask: 0.2568, loss: 0.7840 2022-09-29 13:14:10,336 - mmdet - INFO - Epoch [4][4750/7330] lr: 2.000e-02, eta: 4:06:26, time: 0.245, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0409, loss_rpn_bbox: 0.0496, loss_cls: 0.2341, acc: 92.6133, loss_bbox: 0.2139, loss_mask: 0.2507, loss: 0.7893 2022-09-29 13:14:22,240 - mmdet - INFO - Epoch [4][4800/7330] lr: 2.000e-02, eta: 4:06:14, time: 0.238, data_time: 0.029, memory: 6938, loss_rpn_cls: 0.0414, loss_rpn_bbox: 0.0490, loss_cls: 0.2316, acc: 92.7476, loss_bbox: 0.2112, loss_mask: 0.2591, loss: 0.7923 2022-09-29 13:14:33,955 - mmdet - INFO - Epoch [4][4850/7330] lr: 2.000e-02, eta: 4:06:01, time: 0.234, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0381, loss_rpn_bbox: 0.0444, loss_cls: 0.2178, acc: 93.1567, loss_bbox: 0.2076, loss_mask: 0.2615, loss: 0.7694 2022-09-29 13:14:46,202 - mmdet - INFO - Epoch [4][4900/7330] lr: 2.000e-02, eta: 4:05:49, time: 0.245, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0393, loss_rpn_bbox: 0.0497, loss_cls: 0.2222, acc: 92.7869, loss_bbox: 0.2177, loss_mask: 0.2607, loss: 0.7896 2022-09-29 13:14:58,354 - mmdet - INFO - Epoch [4][4950/7330] lr: 2.000e-02, eta: 4:05:37, time: 0.243, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0430, loss_rpn_bbox: 0.0511, loss_cls: 0.2281, acc: 92.7134, loss_bbox: 0.2165, loss_mask: 0.2565, loss: 0.7952 2022-09-29 13:15:10,408 - mmdet - INFO - Epoch [4][5000/7330] lr: 2.000e-02, eta: 4:05:25, time: 0.241, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0378, loss_rpn_bbox: 0.0494, loss_cls: 0.2177, acc: 92.9365, loss_bbox: 0.2111, loss_mask: 0.2519, loss: 0.7680 2022-09-29 13:15:22,205 - mmdet - INFO - Epoch [4][5050/7330] lr: 2.000e-02, eta: 4:05:12, time: 0.236, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0401, loss_rpn_bbox: 0.0469, loss_cls: 0.2212, acc: 92.9690, loss_bbox: 0.2121, loss_mask: 0.2643, loss: 0.7846 2022-09-29 13:15:34,334 - mmdet - INFO - Epoch [4][5100/7330] lr: 2.000e-02, eta: 4:05:00, time: 0.243, data_time: 0.027, memory: 6938, loss_rpn_cls: 0.0384, loss_rpn_bbox: 0.0502, loss_cls: 0.2283, acc: 92.7324, loss_bbox: 0.2175, loss_mask: 0.2606, loss: 0.7950 2022-09-29 13:15:46,192 - mmdet - INFO - Epoch [4][5150/7330] lr: 2.000e-02, eta: 4:04:48, time: 0.237, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0385, loss_rpn_bbox: 0.0463, loss_cls: 0.2282, acc: 92.7512, loss_bbox: 0.2118, loss_mask: 0.2613, loss: 0.7861 2022-09-29 13:15:58,026 - mmdet - INFO - Epoch [4][5200/7330] lr: 2.000e-02, eta: 4:04:35, time: 0.237, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0403, loss_rpn_bbox: 0.0493, loss_cls: 0.2373, acc: 92.4187, loss_bbox: 0.2193, loss_mask: 0.2628, loss: 0.8089 2022-09-29 13:16:09,874 - mmdet - INFO - Epoch [4][5250/7330] lr: 2.000e-02, eta: 4:04:23, time: 0.237, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0417, loss_rpn_bbox: 0.0461, loss_cls: 0.2290, acc: 92.8037, loss_bbox: 0.2124, loss_mask: 0.2571, loss: 0.7863 2022-09-29 13:16:21,810 - mmdet - INFO - Epoch [4][5300/7330] lr: 2.000e-02, eta: 4:04:10, time: 0.239, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0391, loss_rpn_bbox: 0.0496, loss_cls: 0.2293, acc: 92.7725, loss_bbox: 0.2181, loss_mask: 0.2596, loss: 0.7957 2022-09-29 13:16:33,930 - mmdet - INFO - Epoch [4][5350/7330] lr: 2.000e-02, eta: 4:03:58, time: 0.242, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0383, loss_rpn_bbox: 0.0500, loss_cls: 0.2282, acc: 92.7217, loss_bbox: 0.2204, loss_mask: 0.2645, loss: 0.8013 2022-09-29 13:16:46,157 - mmdet - INFO - Epoch [4][5400/7330] lr: 2.000e-02, eta: 4:03:47, time: 0.245, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0402, loss_rpn_bbox: 0.0479, loss_cls: 0.2239, acc: 92.8611, loss_bbox: 0.2130, loss_mask: 0.2589, loss: 0.7839 2022-09-29 13:16:58,230 - mmdet - INFO - Epoch [4][5450/7330] lr: 2.000e-02, eta: 4:03:35, time: 0.241, data_time: 0.027, memory: 6938, loss_rpn_cls: 0.0394, loss_rpn_bbox: 0.0505, loss_cls: 0.2316, acc: 92.5972, loss_bbox: 0.2207, loss_mask: 0.2584, loss: 0.8006 2022-09-29 13:17:10,287 - mmdet - INFO - Epoch [4][5500/7330] lr: 2.000e-02, eta: 4:03:22, time: 0.241, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0437, loss_rpn_bbox: 0.0537, loss_cls: 0.2358, acc: 92.5222, loss_bbox: 0.2194, loss_mask: 0.2601, loss: 0.8128 2022-09-29 13:17:22,411 - mmdet - INFO - Epoch [4][5550/7330] lr: 2.000e-02, eta: 4:03:10, time: 0.242, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0380, loss_rpn_bbox: 0.0448, loss_cls: 0.2317, acc: 92.6343, loss_bbox: 0.2157, loss_mask: 0.2597, loss: 0.7900 2022-09-29 13:17:34,365 - mmdet - INFO - Epoch [4][5600/7330] lr: 2.000e-02, eta: 4:02:58, time: 0.239, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0370, loss_rpn_bbox: 0.0490, loss_cls: 0.2193, acc: 92.9448, loss_bbox: 0.2099, loss_mask: 0.2558, loss: 0.7711 2022-09-29 13:17:46,370 - mmdet - INFO - Epoch [4][5650/7330] lr: 2.000e-02, eta: 4:02:46, time: 0.240, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0404, loss_rpn_bbox: 0.0485, loss_cls: 0.2263, acc: 93.0344, loss_bbox: 0.2102, loss_mask: 0.2577, loss: 0.7831 2022-09-29 13:17:58,549 - mmdet - INFO - Epoch [4][5700/7330] lr: 2.000e-02, eta: 4:02:34, time: 0.244, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0412, loss_rpn_bbox: 0.0533, loss_cls: 0.2343, acc: 92.5637, loss_bbox: 0.2192, loss_mask: 0.2530, loss: 0.8009 2022-09-29 13:18:10,394 - mmdet - INFO - Epoch [4][5750/7330] lr: 2.000e-02, eta: 4:02:21, time: 0.237, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0388, loss_rpn_bbox: 0.0478, loss_cls: 0.2193, acc: 93.1228, loss_bbox: 0.2088, loss_mask: 0.2609, loss: 0.7756 2022-09-29 13:18:22,534 - mmdet - INFO - Epoch [4][5800/7330] lr: 2.000e-02, eta: 4:02:10, time: 0.243, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0389, loss_rpn_bbox: 0.0482, loss_cls: 0.2260, acc: 92.7505, loss_bbox: 0.2153, loss_mask: 0.2617, loss: 0.7901 2022-09-29 13:18:34,576 - mmdet - INFO - Epoch [4][5850/7330] lr: 2.000e-02, eta: 4:01:57, time: 0.241, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0388, loss_rpn_bbox: 0.0502, loss_cls: 0.2256, acc: 92.8594, loss_bbox: 0.2131, loss_mask: 0.2616, loss: 0.7893 2022-09-29 13:18:46,532 - mmdet - INFO - Epoch [4][5900/7330] lr: 2.000e-02, eta: 4:01:45, time: 0.239, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0401, loss_rpn_bbox: 0.0503, loss_cls: 0.2349, acc: 92.6099, loss_bbox: 0.2147, loss_mask: 0.2621, loss: 0.8020 2022-09-29 13:18:58,323 - mmdet - INFO - Epoch [4][5950/7330] lr: 2.000e-02, eta: 4:01:32, time: 0.236, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0386, loss_rpn_bbox: 0.0469, loss_cls: 0.2153, acc: 93.2280, loss_bbox: 0.2042, loss_mask: 0.2588, loss: 0.7639 2022-09-29 13:19:10,403 - mmdet - INFO - Epoch [4][6000/7330] lr: 2.000e-02, eta: 4:01:20, time: 0.242, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0390, loss_rpn_bbox: 0.0501, loss_cls: 0.2202, acc: 92.9995, loss_bbox: 0.2095, loss_mask: 0.2555, loss: 0.7743 2022-09-29 13:19:22,675 - mmdet - INFO - Epoch [4][6050/7330] lr: 2.000e-02, eta: 4:01:09, time: 0.245, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0414, loss_rpn_bbox: 0.0509, loss_cls: 0.2340, acc: 92.5745, loss_bbox: 0.2245, loss_mask: 0.2682, loss: 0.8191 2022-09-29 13:19:34,628 - mmdet - INFO - Epoch [4][6100/7330] lr: 2.000e-02, eta: 4:00:56, time: 0.239, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0401, loss_rpn_bbox: 0.0496, loss_cls: 0.2225, acc: 92.8179, loss_bbox: 0.2172, loss_mask: 0.2579, loss: 0.7873 2022-09-29 13:19:46,844 - mmdet - INFO - Epoch [4][6150/7330] lr: 2.000e-02, eta: 4:00:45, time: 0.244, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0393, loss_rpn_bbox: 0.0510, loss_cls: 0.2398, acc: 92.5051, loss_bbox: 0.2157, loss_mask: 0.2586, loss: 0.8044 2022-09-29 13:19:59,026 - mmdet - INFO - Epoch [4][6200/7330] lr: 2.000e-02, eta: 4:00:33, time: 0.244, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0387, loss_rpn_bbox: 0.0509, loss_cls: 0.2301, acc: 92.6733, loss_bbox: 0.2155, loss_mask: 0.2631, loss: 0.7983 2022-09-29 13:20:11,113 - mmdet - INFO - Epoch [4][6250/7330] lr: 2.000e-02, eta: 4:00:21, time: 0.242, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0378, loss_rpn_bbox: 0.0476, loss_cls: 0.2315, acc: 92.7246, loss_bbox: 0.2128, loss_mask: 0.2602, loss: 0.7898 2022-09-29 13:20:23,188 - mmdet - INFO - Epoch [4][6300/7330] lr: 2.000e-02, eta: 4:00:09, time: 0.242, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0372, loss_rpn_bbox: 0.0496, loss_cls: 0.2326, acc: 92.6833, loss_bbox: 0.2132, loss_mask: 0.2598, loss: 0.7923 2022-09-29 13:20:35,518 - mmdet - INFO - Epoch [4][6350/7330] lr: 2.000e-02, eta: 3:59:57, time: 0.247, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0414, loss_rpn_bbox: 0.0510, loss_cls: 0.2326, acc: 92.5493, loss_bbox: 0.2236, loss_mask: 0.2575, loss: 0.8061 2022-09-29 13:20:47,739 - mmdet - INFO - Epoch [4][6400/7330] lr: 2.000e-02, eta: 3:59:45, time: 0.244, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0424, loss_rpn_bbox: 0.0507, loss_cls: 0.2289, acc: 92.6594, loss_bbox: 0.2163, loss_mask: 0.2597, loss: 0.7980 2022-09-29 13:20:59,917 - mmdet - INFO - Epoch [4][6450/7330] lr: 2.000e-02, eta: 3:59:33, time: 0.244, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0390, loss_rpn_bbox: 0.0485, loss_cls: 0.2318, acc: 92.5862, loss_bbox: 0.2122, loss_mask: 0.2595, loss: 0.7910 2022-09-29 13:21:12,231 - mmdet - INFO - Epoch [4][6500/7330] lr: 2.000e-02, eta: 3:59:22, time: 0.246, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0393, loss_rpn_bbox: 0.0491, loss_cls: 0.2243, acc: 92.6516, loss_bbox: 0.2157, loss_mask: 0.2553, loss: 0.7837 2022-09-29 13:21:24,546 - mmdet - INFO - Epoch [4][6550/7330] lr: 2.000e-02, eta: 3:59:10, time: 0.246, data_time: 0.028, memory: 6938, loss_rpn_cls: 0.0389, loss_rpn_bbox: 0.0486, loss_cls: 0.2280, acc: 92.7725, loss_bbox: 0.2132, loss_mask: 0.2600, loss: 0.7887 2022-09-29 13:21:36,752 - mmdet - INFO - Epoch [4][6600/7330] lr: 2.000e-02, eta: 3:58:58, time: 0.244, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0408, loss_rpn_bbox: 0.0495, loss_cls: 0.2383, acc: 92.4441, loss_bbox: 0.2200, loss_mask: 0.2639, loss: 0.8126 2022-09-29 13:21:49,053 - mmdet - INFO - Epoch [4][6650/7330] lr: 2.000e-02, eta: 3:58:47, time: 0.246, data_time: 0.030, memory: 6938, loss_rpn_cls: 0.0416, loss_rpn_bbox: 0.0495, loss_cls: 0.2455, acc: 92.1882, loss_bbox: 0.2237, loss_mask: 0.2661, loss: 0.8266 2022-09-29 13:22:01,337 - mmdet - INFO - Epoch [4][6700/7330] lr: 2.000e-02, eta: 3:58:35, time: 0.246, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0400, loss_rpn_bbox: 0.0484, loss_cls: 0.2320, acc: 92.6450, loss_bbox: 0.2168, loss_mask: 0.2630, loss: 0.8001 2022-09-29 13:22:13,310 - mmdet - INFO - Epoch [4][6750/7330] lr: 2.000e-02, eta: 3:58:23, time: 0.239, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0426, loss_rpn_bbox: 0.0499, loss_cls: 0.2355, acc: 92.5337, loss_bbox: 0.2210, loss_mask: 0.2667, loss: 0.8157 2022-09-29 13:22:25,515 - mmdet - INFO - Epoch [4][6800/7330] lr: 2.000e-02, eta: 3:58:11, time: 0.244, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0416, loss_rpn_bbox: 0.0488, loss_cls: 0.2389, acc: 92.5405, loss_bbox: 0.2234, loss_mask: 0.2605, loss: 0.8133 2022-09-29 13:22:37,743 - mmdet - INFO - Epoch [4][6850/7330] lr: 2.000e-02, eta: 3:57:59, time: 0.245, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0380, loss_rpn_bbox: 0.0484, loss_cls: 0.2297, acc: 92.6777, loss_bbox: 0.2131, loss_mask: 0.2597, loss: 0.7888 2022-09-29 13:22:49,842 - mmdet - INFO - Epoch [4][6900/7330] lr: 2.000e-02, eta: 3:57:47, time: 0.242, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0403, loss_rpn_bbox: 0.0517, loss_cls: 0.2367, acc: 92.5024, loss_bbox: 0.2153, loss_mask: 0.2611, loss: 0.8052 2022-09-29 13:23:01,910 - mmdet - INFO - Epoch [4][6950/7330] lr: 2.000e-02, eta: 3:57:35, time: 0.241, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0389, loss_rpn_bbox: 0.0501, loss_cls: 0.2350, acc: 92.5125, loss_bbox: 0.2210, loss_mask: 0.2613, loss: 0.8063 2022-09-29 13:23:13,920 - mmdet - INFO - Epoch [4][7000/7330] lr: 2.000e-02, eta: 3:57:23, time: 0.240, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0365, loss_rpn_bbox: 0.0488, loss_cls: 0.2287, acc: 92.8452, loss_bbox: 0.2148, loss_mask: 0.2628, loss: 0.7916 2022-09-29 13:23:25,952 - mmdet - INFO - Epoch [4][7050/7330] lr: 2.000e-02, eta: 3:57:11, time: 0.241, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0389, loss_rpn_bbox: 0.0476, loss_cls: 0.2166, acc: 93.1051, loss_bbox: 0.2051, loss_mask: 0.2544, loss: 0.7626 2022-09-29 13:23:38,245 - mmdet - INFO - Epoch [4][7100/7330] lr: 2.000e-02, eta: 3:56:59, time: 0.246, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0404, loss_rpn_bbox: 0.0523, loss_cls: 0.2325, acc: 92.4653, loss_bbox: 0.2200, loss_mask: 0.2611, loss: 0.8064 2022-09-29 13:23:50,403 - mmdet - INFO - Epoch [4][7150/7330] lr: 2.000e-02, eta: 3:56:47, time: 0.243, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0381, loss_rpn_bbox: 0.0474, loss_cls: 0.2339, acc: 92.6021, loss_bbox: 0.2234, loss_mask: 0.2583, loss: 0.8011 2022-09-29 13:24:02,395 - mmdet - INFO - Epoch [4][7200/7330] lr: 2.000e-02, eta: 3:56:35, time: 0.240, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0382, loss_rpn_bbox: 0.0458, loss_cls: 0.2221, acc: 92.9028, loss_bbox: 0.2091, loss_mask: 0.2570, loss: 0.7721 2022-09-29 13:24:14,171 - mmdet - INFO - Epoch [4][7250/7330] lr: 2.000e-02, eta: 3:56:22, time: 0.236, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0447, loss_cls: 0.2245, acc: 92.9453, loss_bbox: 0.2126, loss_mask: 0.2678, loss: 0.7848 2022-09-29 13:24:26,115 - mmdet - INFO - Epoch [4][7300/7330] lr: 2.000e-02, eta: 3:56:10, time: 0.239, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0360, loss_rpn_bbox: 0.0492, loss_cls: 0.2210, acc: 92.8645, loss_bbox: 0.2167, loss_mask: 0.2539, loss: 0.7768 2022-09-29 13:24:33,717 - mmdet - INFO - Saving checkpoint at 4 epochs 2022-09-29 13:25:23,944 - mmdet - INFO - Evaluating bbox... 2022-09-29 13:26:02,363 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.337 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.523 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.372 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.184 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.369 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.429 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.501 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.501 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.501 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.308 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.540 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.626 2022-09-29 13:26:02,363 - mmdet - INFO - Evaluating segm... 2022-09-29 13:26:45,820 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.307 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.496 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.328 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.131 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.332 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.441 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.454 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.454 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.454 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.261 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.494 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.586 2022-09-29 13:26:46,616 - mmdet - INFO - The previous best checkpoint /home/tiger/code/mmdet/work_dirs/finetune_mask-rcnn_1x_coco_pixpro-init_moco-setting/best_bbox_mAP_epoch_3.pth was removed 2022-09-29 13:26:47,304 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_4.pth. 2022-09-29 13:26:47,305 - mmdet - INFO - Best bbox_mAP is 0.3370 at 4 epoch. 2022-09-29 13:26:47,305 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 13:26:47,305 - mmdet - INFO - Epoch(val) [4][625] bbox_mAP: 0.3370, bbox_mAP_50: 0.5230, bbox_mAP_75: 0.3720, bbox_mAP_s: 0.1840, bbox_mAP_m: 0.3690, bbox_mAP_l: 0.4290, bbox_mAP_copypaste: 0.337 0.523 0.372 0.184 0.369 0.429, segm_mAP: 0.3070, segm_mAP_50: 0.4960, segm_mAP_75: 0.3280, segm_mAP_s: 0.1310, segm_mAP_m: 0.3320, segm_mAP_l: 0.4410, segm_mAP_copypaste: 0.307 0.496 0.328 0.131 0.332 0.441 2022-09-29 13:27:03,081 - mmdet - INFO - Epoch [5][50/7330] lr: 2.000e-02, eta: 3:55:44, time: 0.315, data_time: 0.086, memory: 6938, loss_rpn_cls: 0.0399, loss_rpn_bbox: 0.0514, loss_cls: 0.2328, acc: 92.6340, loss_bbox: 0.2192, loss_mask: 0.2550, loss: 0.7984 2022-09-29 13:27:15,656 - mmdet - INFO - Epoch [5][100/7330] lr: 2.000e-02, eta: 3:55:33, time: 0.251, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0369, loss_rpn_bbox: 0.0462, loss_cls: 0.2183, acc: 92.9665, loss_bbox: 0.2078, loss_mask: 0.2506, loss: 0.7598 2022-09-29 13:27:27,819 - mmdet - INFO - Epoch [5][150/7330] lr: 2.000e-02, eta: 3:55:21, time: 0.243, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0388, loss_rpn_bbox: 0.0485, loss_cls: 0.2156, acc: 92.9661, loss_bbox: 0.2067, loss_mask: 0.2591, loss: 0.7687 2022-09-29 13:27:39,893 - mmdet - INFO - Epoch [5][200/7330] lr: 2.000e-02, eta: 3:55:09, time: 0.241, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0351, loss_rpn_bbox: 0.0451, loss_cls: 0.2123, acc: 93.1162, loss_bbox: 0.2083, loss_mask: 0.2531, loss: 0.7538 2022-09-29 13:27:51,951 - mmdet - INFO - Epoch [5][250/7330] lr: 2.000e-02, eta: 3:54:56, time: 0.241, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0350, loss_rpn_bbox: 0.0456, loss_cls: 0.2061, acc: 93.4138, loss_bbox: 0.1990, loss_mask: 0.2503, loss: 0.7360 2022-09-29 13:28:04,006 - mmdet - INFO - Epoch [5][300/7330] lr: 2.000e-02, eta: 3:54:44, time: 0.241, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0386, loss_rpn_bbox: 0.0482, loss_cls: 0.2191, acc: 92.9885, loss_bbox: 0.2081, loss_mask: 0.2518, loss: 0.7657 2022-09-29 13:28:16,142 - mmdet - INFO - Epoch [5][350/7330] lr: 2.000e-02, eta: 3:54:32, time: 0.243, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0379, loss_rpn_bbox: 0.0499, loss_cls: 0.2222, acc: 92.8245, loss_bbox: 0.2171, loss_mask: 0.2625, loss: 0.7895 2022-09-29 13:28:28,733 - mmdet - INFO - Epoch [5][400/7330] lr: 2.000e-02, eta: 3:54:21, time: 0.252, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0378, loss_rpn_bbox: 0.0495, loss_cls: 0.2229, acc: 92.8005, loss_bbox: 0.2174, loss_mask: 0.2588, loss: 0.7865 2022-09-29 13:28:40,838 - mmdet - INFO - Epoch [5][450/7330] lr: 2.000e-02, eta: 3:54:09, time: 0.242, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0380, loss_rpn_bbox: 0.0496, loss_cls: 0.2248, acc: 92.7800, loss_bbox: 0.2132, loss_mask: 0.2484, loss: 0.7740 2022-09-29 13:28:52,961 - mmdet - INFO - Epoch [5][500/7330] lr: 2.000e-02, eta: 3:53:57, time: 0.242, data_time: 0.019, memory: 6938, loss_rpn_cls: 0.0397, loss_rpn_bbox: 0.0475, loss_cls: 0.2221, acc: 92.9175, loss_bbox: 0.2100, loss_mask: 0.2526, loss: 0.7719 2022-09-29 13:29:05,162 - mmdet - INFO - Epoch [5][550/7330] lr: 2.000e-02, eta: 3:53:46, time: 0.244, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0385, loss_rpn_bbox: 0.0497, loss_cls: 0.2272, acc: 92.7191, loss_bbox: 0.2194, loss_mask: 0.2612, loss: 0.7961 2022-09-29 13:29:17,458 - mmdet - INFO - Epoch [5][600/7330] lr: 2.000e-02, eta: 3:53:34, time: 0.246, data_time: 0.020, memory: 6938, loss_rpn_cls: 0.0366, loss_rpn_bbox: 0.0456, loss_cls: 0.2233, acc: 92.9824, loss_bbox: 0.2033, loss_mask: 0.2563, loss: 0.7650 2022-09-29 13:29:29,857 - mmdet - INFO - Epoch [5][650/7330] lr: 2.000e-02, eta: 3:53:22, time: 0.248, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0380, loss_rpn_bbox: 0.0503, loss_cls: 0.2259, acc: 92.7111, loss_bbox: 0.2187, loss_mask: 0.2611, loss: 0.7941 2022-09-29 13:29:42,184 - mmdet - INFO - Epoch [5][700/7330] lr: 2.000e-02, eta: 3:53:11, time: 0.247, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0379, loss_rpn_bbox: 0.0495, loss_cls: 0.2257, acc: 92.8000, loss_bbox: 0.2122, loss_mask: 0.2592, loss: 0.7844 2022-09-29 13:29:54,560 - mmdet - INFO - Epoch [5][750/7330] lr: 2.000e-02, eta: 3:52:59, time: 0.247, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0400, loss_rpn_bbox: 0.0502, loss_cls: 0.2229, acc: 92.7480, loss_bbox: 0.2172, loss_mask: 0.2591, loss: 0.7894 2022-09-29 13:30:06,968 - mmdet - INFO - Epoch [5][800/7330] lr: 2.000e-02, eta: 3:52:48, time: 0.248, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0389, loss_rpn_bbox: 0.0472, loss_cls: 0.2185, acc: 92.8994, loss_bbox: 0.2137, loss_mask: 0.2562, loss: 0.7745 2022-09-29 13:30:19,147 - mmdet - INFO - Epoch [5][850/7330] lr: 2.000e-02, eta: 3:52:36, time: 0.244, data_time: 0.020, memory: 6938, loss_rpn_cls: 0.0386, loss_rpn_bbox: 0.0503, loss_cls: 0.2331, acc: 92.4490, loss_bbox: 0.2215, loss_mask: 0.2584, loss: 0.8020 2022-09-29 13:30:31,584 - mmdet - INFO - Epoch [5][900/7330] lr: 2.000e-02, eta: 3:52:25, time: 0.249, data_time: 0.020, memory: 6938, loss_rpn_cls: 0.0378, loss_rpn_bbox: 0.0504, loss_cls: 0.2227, acc: 92.8530, loss_bbox: 0.2131, loss_mask: 0.2588, loss: 0.7829 2022-09-29 13:30:43,783 - mmdet - INFO - Epoch [5][950/7330] lr: 2.000e-02, eta: 3:52:13, time: 0.244, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0412, loss_rpn_bbox: 0.0499, loss_cls: 0.2176, acc: 92.9854, loss_bbox: 0.2093, loss_mask: 0.2571, loss: 0.7751 2022-09-29 13:30:55,846 - mmdet - INFO - Epoch [5][1000/7330] lr: 2.000e-02, eta: 3:52:01, time: 0.241, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0361, loss_rpn_bbox: 0.0447, loss_cls: 0.2114, acc: 93.2378, loss_bbox: 0.2019, loss_mask: 0.2549, loss: 0.7489 2022-09-29 13:31:08,109 - mmdet - INFO - Epoch [5][1050/7330] lr: 2.000e-02, eta: 3:51:49, time: 0.245, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0400, loss_rpn_bbox: 0.0489, loss_cls: 0.2123, acc: 93.1211, loss_bbox: 0.2028, loss_mask: 0.2505, loss: 0.7545 2022-09-29 13:31:20,133 - mmdet - INFO - Epoch [5][1100/7330] lr: 2.000e-02, eta: 3:51:37, time: 0.240, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0379, loss_rpn_bbox: 0.0479, loss_cls: 0.2228, acc: 92.7812, loss_bbox: 0.2126, loss_mask: 0.2612, loss: 0.7825 2022-09-29 13:31:32,162 - mmdet - INFO - Epoch [5][1150/7330] lr: 2.000e-02, eta: 3:51:25, time: 0.241, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0351, loss_rpn_bbox: 0.0476, loss_cls: 0.2180, acc: 92.9297, loss_bbox: 0.2055, loss_mask: 0.2543, loss: 0.7605 2022-09-29 13:31:44,393 - mmdet - INFO - Epoch [5][1200/7330] lr: 2.000e-02, eta: 3:51:13, time: 0.245, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0378, loss_rpn_bbox: 0.0508, loss_cls: 0.2193, acc: 92.9019, loss_bbox: 0.2076, loss_mask: 0.2532, loss: 0.7688 2022-09-29 13:31:56,511 - mmdet - INFO - Epoch [5][1250/7330] lr: 2.000e-02, eta: 3:51:01, time: 0.242, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0371, loss_rpn_bbox: 0.0477, loss_cls: 0.2115, acc: 93.1958, loss_bbox: 0.2042, loss_mask: 0.2534, loss: 0.7540 2022-09-29 13:32:08,848 - mmdet - INFO - Epoch [5][1300/7330] lr: 2.000e-02, eta: 3:50:49, time: 0.247, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0361, loss_rpn_bbox: 0.0466, loss_cls: 0.2289, acc: 92.6460, loss_bbox: 0.2177, loss_mask: 0.2604, loss: 0.7896 2022-09-29 13:32:20,969 - mmdet - INFO - Epoch [5][1350/7330] lr: 2.000e-02, eta: 3:50:37, time: 0.242, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0370, loss_rpn_bbox: 0.0494, loss_cls: 0.2179, acc: 92.9917, loss_bbox: 0.2097, loss_mask: 0.2503, loss: 0.7642 2022-09-29 13:32:33,006 - mmdet - INFO - Epoch [5][1400/7330] lr: 2.000e-02, eta: 3:50:25, time: 0.241, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0466, loss_cls: 0.2182, acc: 92.9771, loss_bbox: 0.2047, loss_mask: 0.2502, loss: 0.7560 2022-09-29 13:32:45,005 - mmdet - INFO - Epoch [5][1450/7330] lr: 2.000e-02, eta: 3:50:13, time: 0.240, data_time: 0.020, memory: 6938, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0469, loss_cls: 0.2158, acc: 92.9951, loss_bbox: 0.2095, loss_mask: 0.2492, loss: 0.7562 2022-09-29 13:32:57,328 - mmdet - INFO - Epoch [5][1500/7330] lr: 2.000e-02, eta: 3:50:01, time: 0.246, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0381, loss_rpn_bbox: 0.0499, loss_cls: 0.2204, acc: 92.7598, loss_bbox: 0.2184, loss_mask: 0.2595, loss: 0.7864 2022-09-29 13:33:09,613 - mmdet - INFO - Epoch [5][1550/7330] lr: 2.000e-02, eta: 3:49:50, time: 0.246, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0373, loss_rpn_bbox: 0.0487, loss_cls: 0.2178, acc: 92.9551, loss_bbox: 0.2139, loss_mask: 0.2580, loss: 0.7757 2022-09-29 13:33:21,743 - mmdet - INFO - Epoch [5][1600/7330] lr: 2.000e-02, eta: 3:49:38, time: 0.243, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0376, loss_rpn_bbox: 0.0501, loss_cls: 0.2222, acc: 92.9082, loss_bbox: 0.2146, loss_mask: 0.2574, loss: 0.7820 2022-09-29 13:33:33,780 - mmdet - INFO - Epoch [5][1650/7330] lr: 2.000e-02, eta: 3:49:26, time: 0.241, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0364, loss_rpn_bbox: 0.0464, loss_cls: 0.2141, acc: 93.1724, loss_bbox: 0.2058, loss_mask: 0.2482, loss: 0.7510 2022-09-29 13:33:46,126 - mmdet - INFO - Epoch [5][1700/7330] lr: 2.000e-02, eta: 3:49:14, time: 0.247, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0341, loss_rpn_bbox: 0.0496, loss_cls: 0.2149, acc: 93.0283, loss_bbox: 0.2097, loss_mask: 0.2540, loss: 0.7623 2022-09-29 13:33:58,219 - mmdet - INFO - Epoch [5][1750/7330] lr: 2.000e-02, eta: 3:49:02, time: 0.242, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0402, loss_rpn_bbox: 0.0478, loss_cls: 0.2295, acc: 92.7334, loss_bbox: 0.2153, loss_mask: 0.2567, loss: 0.7893 2022-09-29 13:34:10,745 - mmdet - INFO - Epoch [5][1800/7330] lr: 2.000e-02, eta: 3:48:51, time: 0.251, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0390, loss_rpn_bbox: 0.0502, loss_cls: 0.2207, acc: 92.7524, loss_bbox: 0.2190, loss_mask: 0.2615, loss: 0.7905 2022-09-29 13:34:23,146 - mmdet - INFO - Epoch [5][1850/7330] lr: 2.000e-02, eta: 3:48:39, time: 0.248, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0382, loss_rpn_bbox: 0.0495, loss_cls: 0.2197, acc: 92.8782, loss_bbox: 0.2129, loss_mask: 0.2541, loss: 0.7744 2022-09-29 13:34:35,522 - mmdet - INFO - Epoch [5][1900/7330] lr: 2.000e-02, eta: 3:48:28, time: 0.248, data_time: 0.020, memory: 6938, loss_rpn_cls: 0.0384, loss_rpn_bbox: 0.0483, loss_cls: 0.2217, acc: 92.7634, loss_bbox: 0.2134, loss_mask: 0.2546, loss: 0.7765 2022-09-29 13:34:47,869 - mmdet - INFO - Epoch [5][1950/7330] lr: 2.000e-02, eta: 3:48:16, time: 0.247, data_time: 0.020, memory: 6938, loss_rpn_cls: 0.0389, loss_rpn_bbox: 0.0491, loss_cls: 0.2290, acc: 92.5005, loss_bbox: 0.2180, loss_mask: 0.2591, loss: 0.7940 2022-09-29 13:35:00,397 - mmdet - INFO - Epoch [5][2000/7330] lr: 2.000e-02, eta: 3:48:05, time: 0.251, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0397, loss_rpn_bbox: 0.0494, loss_cls: 0.2264, acc: 92.7544, loss_bbox: 0.2125, loss_mask: 0.2554, loss: 0.7834 2022-09-29 13:35:12,778 - mmdet - INFO - Epoch [5][2050/7330] lr: 2.000e-02, eta: 3:47:53, time: 0.248, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0382, loss_rpn_bbox: 0.0468, loss_cls: 0.2190, acc: 93.0503, loss_bbox: 0.2040, loss_mask: 0.2519, loss: 0.7600 2022-09-29 13:35:25,010 - mmdet - INFO - Epoch [5][2100/7330] lr: 2.000e-02, eta: 3:47:41, time: 0.245, data_time: 0.019, memory: 6938, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0478, loss_cls: 0.2174, acc: 92.9143, loss_bbox: 0.2111, loss_mask: 0.2505, loss: 0.7625 2022-09-29 13:35:37,362 - mmdet - INFO - Epoch [5][2150/7330] lr: 2.000e-02, eta: 3:47:30, time: 0.247, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0367, loss_rpn_bbox: 0.0498, loss_cls: 0.2241, acc: 92.7729, loss_bbox: 0.2121, loss_mask: 0.2499, loss: 0.7726 2022-09-29 13:35:49,475 - mmdet - INFO - Epoch [5][2200/7330] lr: 2.000e-02, eta: 3:47:18, time: 0.242, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0356, loss_rpn_bbox: 0.0467, loss_cls: 0.2115, acc: 93.1289, loss_bbox: 0.2051, loss_mask: 0.2554, loss: 0.7544 2022-09-29 13:36:02,079 - mmdet - INFO - Epoch [5][2250/7330] lr: 2.000e-02, eta: 3:47:07, time: 0.252, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0373, loss_rpn_bbox: 0.0473, loss_cls: 0.2213, acc: 92.8599, loss_bbox: 0.2105, loss_mask: 0.2507, loss: 0.7671 2022-09-29 13:36:14,383 - mmdet - INFO - Epoch [5][2300/7330] lr: 2.000e-02, eta: 3:46:55, time: 0.246, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0386, loss_rpn_bbox: 0.0467, loss_cls: 0.2222, acc: 92.8389, loss_bbox: 0.2095, loss_mask: 0.2571, loss: 0.7740 2022-09-29 13:36:26,531 - mmdet - INFO - Epoch [5][2350/7330] lr: 2.000e-02, eta: 3:46:43, time: 0.243, data_time: 0.019, memory: 6938, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0458, loss_cls: 0.2142, acc: 93.2368, loss_bbox: 0.2009, loss_mask: 0.2538, loss: 0.7509 2022-09-29 13:36:38,701 - mmdet - INFO - Epoch [5][2400/7330] lr: 2.000e-02, eta: 3:46:31, time: 0.243, data_time: 0.024, memory: 6938, loss_rpn_cls: 0.0381, loss_rpn_bbox: 0.0481, loss_cls: 0.2230, acc: 92.9355, loss_bbox: 0.2044, loss_mask: 0.2549, loss: 0.7686 2022-09-29 13:36:51,135 - mmdet - INFO - Epoch [5][2450/7330] lr: 2.000e-02, eta: 3:46:20, time: 0.249, data_time: 0.030, memory: 6938, loss_rpn_cls: 0.0401, loss_rpn_bbox: 0.0515, loss_cls: 0.2307, acc: 92.4951, loss_bbox: 0.2213, loss_mask: 0.2643, loss: 0.8078 2022-09-29 13:37:03,526 - mmdet - INFO - Epoch [5][2500/7330] lr: 2.000e-02, eta: 3:46:08, time: 0.248, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0390, loss_rpn_bbox: 0.0503, loss_cls: 0.2238, acc: 92.6692, loss_bbox: 0.2175, loss_mask: 0.2573, loss: 0.7878 2022-09-29 13:37:15,870 - mmdet - INFO - Epoch [5][2550/7330] lr: 2.000e-02, eta: 3:45:56, time: 0.247, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0468, loss_cls: 0.2152, acc: 93.0547, loss_bbox: 0.2107, loss_mask: 0.2549, loss: 0.7638 2022-09-29 13:37:28,074 - mmdet - INFO - Epoch [5][2600/7330] lr: 2.000e-02, eta: 3:45:44, time: 0.244, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0383, loss_rpn_bbox: 0.0516, loss_cls: 0.2168, acc: 92.9785, loss_bbox: 0.2158, loss_mask: 0.2587, loss: 0.7813 2022-09-29 13:37:39,945 - mmdet - INFO - Epoch [5][2650/7330] lr: 2.000e-02, eta: 3:45:32, time: 0.237, data_time: 0.022, memory: 6938, loss_rpn_cls: 0.0391, loss_rpn_bbox: 0.0494, loss_cls: 0.2143, acc: 93.1511, loss_bbox: 0.2070, loss_mask: 0.2593, loss: 0.7692 2022-09-29 13:37:52,386 - mmdet - INFO - Epoch [5][2700/7330] lr: 2.000e-02, eta: 3:45:21, time: 0.249, data_time: 0.029, memory: 6938, loss_rpn_cls: 0.0389, loss_rpn_bbox: 0.0521, loss_cls: 0.2298, acc: 92.5752, loss_bbox: 0.2167, loss_mask: 0.2552, loss: 0.7928 2022-09-29 13:38:04,720 - mmdet - INFO - Epoch [5][2750/7330] lr: 2.000e-02, eta: 3:45:09, time: 0.247, data_time: 0.025, memory: 6938, loss_rpn_cls: 0.0401, loss_rpn_bbox: 0.0522, loss_cls: 0.2224, acc: 92.8806, loss_bbox: 0.2117, loss_mask: 0.2572, loss: 0.7836 2022-09-29 13:38:17,048 - mmdet - INFO - Epoch [5][2800/7330] lr: 2.000e-02, eta: 3:44:57, time: 0.247, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0356, loss_rpn_bbox: 0.0477, loss_cls: 0.2133, acc: 93.0991, loss_bbox: 0.2077, loss_mask: 0.2486, loss: 0.7530 2022-09-29 13:38:29,297 - mmdet - INFO - Epoch [5][2850/7330] lr: 2.000e-02, eta: 3:44:45, time: 0.245, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0381, loss_rpn_bbox: 0.0488, loss_cls: 0.2156, acc: 93.0750, loss_bbox: 0.2051, loss_mask: 0.2514, loss: 0.7591 2022-09-29 13:38:41,537 - mmdet - INFO - Epoch [5][2900/7330] lr: 2.000e-02, eta: 3:44:34, time: 0.245, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0384, loss_rpn_bbox: 0.0496, loss_cls: 0.2209, acc: 92.9192, loss_bbox: 0.2103, loss_mask: 0.2571, loss: 0.7763 2022-09-29 13:38:53,754 - mmdet - INFO - Epoch [5][2950/7330] lr: 2.000e-02, eta: 3:44:22, time: 0.244, data_time: 0.021, memory: 6938, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0458, loss_cls: 0.2164, acc: 93.1160, loss_bbox: 0.2040, loss_mask: 0.2520, loss: 0.7530 2022-09-29 13:39:05,718 - mmdet - INFO - Epoch [5][3000/7330] lr: 2.000e-02, eta: 3:44:09, time: 0.239, data_time: 0.020, memory: 6938, loss_rpn_cls: 0.0351, loss_rpn_bbox: 0.0484, loss_cls: 0.2066, acc: 93.3916, loss_bbox: 0.1983, loss_mask: 0.2521, loss: 0.7406 2022-09-29 13:39:18,203 - mmdet - INFO - Epoch [5][3050/7330] lr: 2.000e-02, eta: 3:43:58, time: 0.250, data_time: 0.023, memory: 6938, loss_rpn_cls: 0.0390, loss_rpn_bbox: 0.0495, loss_cls: 0.2348, acc: 92.5017, loss_bbox: 0.2255, loss_mask: 0.2592, loss: 0.8080 2022-09-29 13:39:30,484 - mmdet - INFO - Epoch [5][3100/7330] lr: 2.000e-02, eta: 3:43:46, time: 0.246, data_time: 0.026, memory: 6938, loss_rpn_cls: 0.0382, loss_rpn_bbox: 0.0483, loss_cls: 0.2157, acc: 93.0344, loss_bbox: 0.2041, loss_mask: 0.2559, loss: 0.7623 2022-09-29 13:39:42,789 - mmdet - INFO - Epoch [5][3150/7330] lr: 2.000e-02, eta: 3:43:35, time: 0.246, data_time: 0.020, memory: 6938, loss_rpn_cls: 0.0403, loss_rpn_bbox: 0.0520, loss_cls: 0.2308, acc: 92.6013, loss_bbox: 0.2171, loss_mask: 0.2637, loss: 0.8039 2022-09-29 13:39:55,147 - mmdet - INFO - Epoch [5][3200/7330] lr: 2.000e-02, eta: 3:43:23, time: 0.247, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0388, loss_rpn_bbox: 0.0496, loss_cls: 0.2150, acc: 93.0674, loss_bbox: 0.2040, loss_mask: 0.2640, loss: 0.7715 2022-09-29 13:40:07,376 - mmdet - INFO - Epoch [5][3250/7330] lr: 2.000e-02, eta: 3:43:11, time: 0.245, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0411, loss_rpn_bbox: 0.0478, loss_cls: 0.2164, acc: 92.9521, loss_bbox: 0.2071, loss_mask: 0.2539, loss: 0.7664 2022-09-29 13:40:19,523 - mmdet - INFO - Epoch [5][3300/7330] lr: 2.000e-02, eta: 3:42:59, time: 0.243, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0359, loss_rpn_bbox: 0.0461, loss_cls: 0.2155, acc: 93.0049, loss_bbox: 0.2073, loss_mask: 0.2523, loss: 0.7572 2022-09-29 13:40:32,010 - mmdet - INFO - Epoch [5][3350/7330] lr: 2.000e-02, eta: 3:42:48, time: 0.250, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0380, loss_rpn_bbox: 0.0486, loss_cls: 0.2160, acc: 93.0142, loss_bbox: 0.2081, loss_mask: 0.2541, loss: 0.7648 2022-09-29 13:40:44,337 - mmdet - INFO - Epoch [5][3400/7330] lr: 2.000e-02, eta: 3:42:36, time: 0.247, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0481, loss_cls: 0.2152, acc: 93.0012, loss_bbox: 0.2069, loss_mask: 0.2504, loss: 0.7565 2022-09-29 13:40:56,591 - mmdet - INFO - Epoch [5][3450/7330] lr: 2.000e-02, eta: 3:42:24, time: 0.245, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0401, loss_rpn_bbox: 0.0486, loss_cls: 0.2198, acc: 92.7944, loss_bbox: 0.2185, loss_mask: 0.2607, loss: 0.7878 2022-09-29 13:41:08,737 - mmdet - INFO - Epoch [5][3500/7330] lr: 2.000e-02, eta: 3:42:12, time: 0.243, data_time: 0.029, memory: 6940, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0469, loss_cls: 0.2171, acc: 93.0366, loss_bbox: 0.2079, loss_mask: 0.2510, loss: 0.7591 2022-09-29 13:41:20,957 - mmdet - INFO - Epoch [5][3550/7330] lr: 2.000e-02, eta: 3:42:00, time: 0.244, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0380, loss_rpn_bbox: 0.0445, loss_cls: 0.2143, acc: 93.1221, loss_bbox: 0.2066, loss_mask: 0.2508, loss: 0.7542 2022-09-29 13:41:33,340 - mmdet - INFO - Epoch [5][3600/7330] lr: 2.000e-02, eta: 3:41:49, time: 0.248, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0408, loss_rpn_bbox: 0.0515, loss_cls: 0.2289, acc: 92.5015, loss_bbox: 0.2229, loss_mask: 0.2612, loss: 0.8053 2022-09-29 13:41:45,550 - mmdet - INFO - Epoch [5][3650/7330] lr: 2.000e-02, eta: 3:41:37, time: 0.244, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0355, loss_rpn_bbox: 0.0479, loss_cls: 0.2182, acc: 92.8240, loss_bbox: 0.2156, loss_mask: 0.2570, loss: 0.7742 2022-09-29 13:41:57,845 - mmdet - INFO - Epoch [5][3700/7330] lr: 2.000e-02, eta: 3:41:25, time: 0.246, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0368, loss_rpn_bbox: 0.0492, loss_cls: 0.2291, acc: 92.6345, loss_bbox: 0.2207, loss_mask: 0.2587, loss: 0.7945 2022-09-29 13:42:10,142 - mmdet - INFO - Epoch [5][3750/7330] lr: 2.000e-02, eta: 3:41:13, time: 0.246, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0361, loss_rpn_bbox: 0.0493, loss_cls: 0.2235, acc: 92.8003, loss_bbox: 0.2123, loss_mask: 0.2526, loss: 0.7738 2022-09-29 13:42:22,329 - mmdet - INFO - Epoch [5][3800/7330] lr: 2.000e-02, eta: 3:41:01, time: 0.244, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0379, loss_rpn_bbox: 0.0495, loss_cls: 0.2158, acc: 93.0081, loss_bbox: 0.2148, loss_mask: 0.2490, loss: 0.7670 2022-09-29 13:42:34,532 - mmdet - INFO - Epoch [5][3850/7330] lr: 2.000e-02, eta: 3:40:50, time: 0.244, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0397, loss_rpn_bbox: 0.0500, loss_cls: 0.2303, acc: 92.4878, loss_bbox: 0.2260, loss_mask: 0.2553, loss: 0.8013 2022-09-29 13:42:46,966 - mmdet - INFO - Epoch [5][3900/7330] lr: 2.000e-02, eta: 3:40:38, time: 0.249, data_time: 0.032, memory: 6940, loss_rpn_cls: 0.0385, loss_rpn_bbox: 0.0482, loss_cls: 0.2220, acc: 92.6980, loss_bbox: 0.2126, loss_mask: 0.2519, loss: 0.7732 2022-09-29 13:42:59,663 - mmdet - INFO - Epoch [5][3950/7330] lr: 2.000e-02, eta: 3:40:27, time: 0.254, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0415, loss_rpn_bbox: 0.0518, loss_cls: 0.2353, acc: 92.4688, loss_bbox: 0.2210, loss_mask: 0.2514, loss: 0.8009 2022-09-29 13:43:11,920 - mmdet - INFO - Epoch [5][4000/7330] lr: 2.000e-02, eta: 3:40:15, time: 0.245, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0370, loss_rpn_bbox: 0.0498, loss_cls: 0.2158, acc: 93.0146, loss_bbox: 0.2092, loss_mask: 0.2634, loss: 0.7751 2022-09-29 13:43:24,136 - mmdet - INFO - Epoch [5][4050/7330] lr: 2.000e-02, eta: 3:40:03, time: 0.244, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0390, loss_rpn_bbox: 0.0499, loss_cls: 0.2168, acc: 92.9568, loss_bbox: 0.2071, loss_mask: 0.2554, loss: 0.7683 2022-09-29 13:43:36,100 - mmdet - INFO - Epoch [5][4100/7330] lr: 2.000e-02, eta: 3:39:51, time: 0.239, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0457, loss_cls: 0.2131, acc: 93.1917, loss_bbox: 0.2037, loss_mask: 0.2495, loss: 0.7478 2022-09-29 13:43:48,095 - mmdet - INFO - Epoch [5][4150/7330] lr: 2.000e-02, eta: 3:39:39, time: 0.240, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0376, loss_rpn_bbox: 0.0473, loss_cls: 0.2211, acc: 92.9412, loss_bbox: 0.2149, loss_mask: 0.2591, loss: 0.7800 2022-09-29 13:44:00,379 - mmdet - INFO - Epoch [5][4200/7330] lr: 2.000e-02, eta: 3:39:27, time: 0.246, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0386, loss_rpn_bbox: 0.0476, loss_cls: 0.2169, acc: 92.9182, loss_bbox: 0.2149, loss_mask: 0.2572, loss: 0.7752 2022-09-29 13:44:12,462 - mmdet - INFO - Epoch [5][4250/7330] lr: 2.000e-02, eta: 3:39:15, time: 0.242, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0457, loss_cls: 0.2098, acc: 93.2363, loss_bbox: 0.2023, loss_mask: 0.2466, loss: 0.7401 2022-09-29 13:44:24,808 - mmdet - INFO - Epoch [5][4300/7330] lr: 2.000e-02, eta: 3:39:03, time: 0.247, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0419, loss_rpn_bbox: 0.0482, loss_cls: 0.2204, acc: 92.8701, loss_bbox: 0.2088, loss_mask: 0.2549, loss: 0.7742 2022-09-29 13:44:37,058 - mmdet - INFO - Epoch [5][4350/7330] lr: 2.000e-02, eta: 3:38:51, time: 0.245, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0398, loss_rpn_bbox: 0.0472, loss_cls: 0.2236, acc: 92.7957, loss_bbox: 0.2140, loss_mask: 0.2527, loss: 0.7774 2022-09-29 13:44:49,275 - mmdet - INFO - Epoch [5][4400/7330] lr: 2.000e-02, eta: 3:38:39, time: 0.244, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0379, loss_rpn_bbox: 0.0466, loss_cls: 0.2253, acc: 92.8176, loss_bbox: 0.2073, loss_mask: 0.2489, loss: 0.7660 2022-09-29 13:45:01,398 - mmdet - INFO - Epoch [5][4450/7330] lr: 2.000e-02, eta: 3:38:27, time: 0.242, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0381, loss_rpn_bbox: 0.0460, loss_cls: 0.2198, acc: 92.8967, loss_bbox: 0.2154, loss_mask: 0.2559, loss: 0.7751 2022-09-29 13:45:13,679 - mmdet - INFO - Epoch [5][4500/7330] lr: 2.000e-02, eta: 3:38:15, time: 0.246, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0379, loss_rpn_bbox: 0.0486, loss_cls: 0.2261, acc: 92.6594, loss_bbox: 0.2157, loss_mask: 0.2529, loss: 0.7811 2022-09-29 13:45:25,701 - mmdet - INFO - Epoch [5][4550/7330] lr: 2.000e-02, eta: 3:38:03, time: 0.240, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0440, loss_cls: 0.2221, acc: 92.9529, loss_bbox: 0.2085, loss_mask: 0.2542, loss: 0.7637 2022-09-29 13:45:38,244 - mmdet - INFO - Epoch [5][4600/7330] lr: 2.000e-02, eta: 3:37:52, time: 0.251, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0390, loss_rpn_bbox: 0.0491, loss_cls: 0.2264, acc: 92.6643, loss_bbox: 0.2166, loss_mask: 0.2571, loss: 0.7883 2022-09-29 13:45:50,553 - mmdet - INFO - Epoch [5][4650/7330] lr: 2.000e-02, eta: 3:37:40, time: 0.246, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0367, loss_rpn_bbox: 0.0482, loss_cls: 0.2074, acc: 93.1921, loss_bbox: 0.2063, loss_mask: 0.2464, loss: 0.7449 2022-09-29 13:46:02,540 - mmdet - INFO - Epoch [5][4700/7330] lr: 2.000e-02, eta: 3:37:28, time: 0.240, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0383, loss_rpn_bbox: 0.0463, loss_cls: 0.2162, acc: 93.0427, loss_bbox: 0.2050, loss_mask: 0.2543, loss: 0.7602 2022-09-29 13:46:14,647 - mmdet - INFO - Epoch [5][4750/7330] lr: 2.000e-02, eta: 3:37:16, time: 0.242, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0370, loss_rpn_bbox: 0.0491, loss_cls: 0.2254, acc: 92.6970, loss_bbox: 0.2153, loss_mask: 0.2503, loss: 0.7770 2022-09-29 13:46:26,533 - mmdet - INFO - Epoch [5][4800/7330] lr: 2.000e-02, eta: 3:37:03, time: 0.238, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0337, loss_rpn_bbox: 0.0444, loss_cls: 0.2022, acc: 93.4333, loss_bbox: 0.1989, loss_mask: 0.2505, loss: 0.7298 2022-09-29 13:46:38,542 - mmdet - INFO - Epoch [5][4850/7330] lr: 2.000e-02, eta: 3:36:51, time: 0.240, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0392, loss_rpn_bbox: 0.0478, loss_cls: 0.2289, acc: 92.7864, loss_bbox: 0.2150, loss_mask: 0.2515, loss: 0.7824 2022-09-29 13:46:50,659 - mmdet - INFO - Epoch [5][4900/7330] lr: 2.000e-02, eta: 3:36:39, time: 0.242, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0485, loss_cls: 0.2211, acc: 92.8108, loss_bbox: 0.2141, loss_mask: 0.2562, loss: 0.7761 2022-09-29 13:47:02,738 - mmdet - INFO - Epoch [5][4950/7330] lr: 2.000e-02, eta: 3:36:27, time: 0.242, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0468, loss_cls: 0.2190, acc: 92.9629, loss_bbox: 0.2093, loss_mask: 0.2561, loss: 0.7659 2022-09-29 13:47:15,153 - mmdet - INFO - Epoch [5][5000/7330] lr: 2.000e-02, eta: 3:36:15, time: 0.248, data_time: 0.028, memory: 6940, loss_rpn_cls: 0.0377, loss_rpn_bbox: 0.0489, loss_cls: 0.2317, acc: 92.4231, loss_bbox: 0.2191, loss_mask: 0.2485, loss: 0.7858 2022-09-29 13:47:27,146 - mmdet - INFO - Epoch [5][5050/7330] lr: 2.000e-02, eta: 3:36:03, time: 0.240, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0391, loss_rpn_bbox: 0.0491, loss_cls: 0.2268, acc: 92.7002, loss_bbox: 0.2123, loss_mask: 0.2560, loss: 0.7833 2022-09-29 13:47:39,251 - mmdet - INFO - Epoch [5][5100/7330] lr: 2.000e-02, eta: 3:35:51, time: 0.242, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0389, loss_rpn_bbox: 0.0488, loss_cls: 0.2349, acc: 92.4453, loss_bbox: 0.2183, loss_mask: 0.2584, loss: 0.7994 2022-09-29 13:47:51,190 - mmdet - INFO - Epoch [5][5150/7330] lr: 2.000e-02, eta: 3:35:39, time: 0.239, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0386, loss_rpn_bbox: 0.0471, loss_cls: 0.2278, acc: 92.7729, loss_bbox: 0.2134, loss_mask: 0.2525, loss: 0.7794 2022-09-29 13:48:03,467 - mmdet - INFO - Epoch [5][5200/7330] lr: 2.000e-02, eta: 3:35:27, time: 0.246, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0399, loss_rpn_bbox: 0.0479, loss_cls: 0.2323, acc: 92.5239, loss_bbox: 0.2219, loss_mask: 0.2637, loss: 0.8057 2022-09-29 13:48:15,983 - mmdet - INFO - Epoch [5][5250/7330] lr: 2.000e-02, eta: 3:35:15, time: 0.250, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0354, loss_rpn_bbox: 0.0454, loss_cls: 0.2220, acc: 92.9361, loss_bbox: 0.2130, loss_mask: 0.2519, loss: 0.7677 2022-09-29 13:48:27,842 - mmdet - INFO - Epoch [5][5300/7330] lr: 2.000e-02, eta: 3:35:03, time: 0.237, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0470, loss_cls: 0.2108, acc: 93.2651, loss_bbox: 0.2039, loss_mask: 0.2521, loss: 0.7496 2022-09-29 13:48:40,048 - mmdet - INFO - Epoch [5][5350/7330] lr: 2.000e-02, eta: 3:34:51, time: 0.244, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0379, loss_rpn_bbox: 0.0491, loss_cls: 0.2312, acc: 92.4597, loss_bbox: 0.2207, loss_mask: 0.2554, loss: 0.7942 2022-09-29 13:48:52,241 - mmdet - INFO - Epoch [5][5400/7330] lr: 2.000e-02, eta: 3:34:39, time: 0.244, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0365, loss_rpn_bbox: 0.0461, loss_cls: 0.2219, acc: 92.9375, loss_bbox: 0.2071, loss_mask: 0.2468, loss: 0.7584 2022-09-29 13:49:04,298 - mmdet - INFO - Epoch [5][5450/7330] lr: 2.000e-02, eta: 3:34:27, time: 0.241, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0383, loss_rpn_bbox: 0.0474, loss_cls: 0.2316, acc: 92.6011, loss_bbox: 0.2200, loss_mask: 0.2573, loss: 0.7945 2022-09-29 13:49:16,571 - mmdet - INFO - Epoch [5][5500/7330] lr: 2.000e-02, eta: 3:34:15, time: 0.245, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0384, loss_rpn_bbox: 0.0508, loss_cls: 0.2299, acc: 92.6379, loss_bbox: 0.2150, loss_mask: 0.2603, loss: 0.7944 2022-09-29 13:49:28,899 - mmdet - INFO - Epoch [5][5550/7330] lr: 2.000e-02, eta: 3:34:03, time: 0.247, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0390, loss_rpn_bbox: 0.0494, loss_cls: 0.2245, acc: 92.8139, loss_bbox: 0.2163, loss_mask: 0.2551, loss: 0.7842 2022-09-29 13:49:41,251 - mmdet - INFO - Epoch [5][5600/7330] lr: 2.000e-02, eta: 3:33:52, time: 0.247, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0365, loss_rpn_bbox: 0.0487, loss_cls: 0.2159, acc: 92.8933, loss_bbox: 0.2167, loss_mask: 0.2502, loss: 0.7680 2022-09-29 13:49:53,432 - mmdet - INFO - Epoch [5][5650/7330] lr: 2.000e-02, eta: 3:33:40, time: 0.244, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0370, loss_rpn_bbox: 0.0503, loss_cls: 0.2271, acc: 92.7100, loss_bbox: 0.2178, loss_mask: 0.2570, loss: 0.7892 2022-09-29 13:50:05,496 - mmdet - INFO - Epoch [5][5700/7330] lr: 2.000e-02, eta: 3:33:28, time: 0.241, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0390, loss_rpn_bbox: 0.0507, loss_cls: 0.2286, acc: 92.6140, loss_bbox: 0.2222, loss_mask: 0.2587, loss: 0.7992 2022-09-29 13:50:17,570 - mmdet - INFO - Epoch [5][5750/7330] lr: 2.000e-02, eta: 3:33:15, time: 0.241, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0376, loss_rpn_bbox: 0.0464, loss_cls: 0.2237, acc: 92.7415, loss_bbox: 0.2131, loss_mask: 0.2567, loss: 0.7775 2022-09-29 13:50:29,825 - mmdet - INFO - Epoch [5][5800/7330] lr: 2.000e-02, eta: 3:33:04, time: 0.245, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0497, loss_cls: 0.2197, acc: 92.8987, loss_bbox: 0.2186, loss_mask: 0.2496, loss: 0.7729 2022-09-29 13:50:42,053 - mmdet - INFO - Epoch [5][5850/7330] lr: 2.000e-02, eta: 3:32:52, time: 0.245, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0400, loss_rpn_bbox: 0.0490, loss_cls: 0.2245, acc: 92.7952, loss_bbox: 0.2107, loss_mask: 0.2554, loss: 0.7796 2022-09-29 13:50:54,319 - mmdet - INFO - Epoch [5][5900/7330] lr: 2.000e-02, eta: 3:32:40, time: 0.245, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0372, loss_rpn_bbox: 0.0477, loss_cls: 0.2169, acc: 93.0300, loss_bbox: 0.2094, loss_mask: 0.2482, loss: 0.7594 2022-09-29 13:51:06,667 - mmdet - INFO - Epoch [5][5950/7330] lr: 2.000e-02, eta: 3:32:28, time: 0.247, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0378, loss_rpn_bbox: 0.0479, loss_cls: 0.2145, acc: 92.9988, loss_bbox: 0.2093, loss_mask: 0.2519, loss: 0.7614 2022-09-29 13:51:18,583 - mmdet - INFO - Epoch [5][6000/7330] lr: 2.000e-02, eta: 3:32:16, time: 0.238, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0354, loss_rpn_bbox: 0.0459, loss_cls: 0.2191, acc: 92.9978, loss_bbox: 0.2060, loss_mask: 0.2511, loss: 0.7575 2022-09-29 13:51:30,757 - mmdet - INFO - Epoch [5][6050/7330] lr: 2.000e-02, eta: 3:32:04, time: 0.243, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0395, loss_rpn_bbox: 0.0505, loss_cls: 0.2245, acc: 92.7283, loss_bbox: 0.2167, loss_mask: 0.2567, loss: 0.7880 2022-09-29 13:51:42,889 - mmdet - INFO - Epoch [5][6100/7330] lr: 2.000e-02, eta: 3:31:52, time: 0.243, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0376, loss_rpn_bbox: 0.0472, loss_cls: 0.2267, acc: 92.6787, loss_bbox: 0.2137, loss_mask: 0.2534, loss: 0.7786 2022-09-29 13:51:55,238 - mmdet - INFO - Epoch [5][6150/7330] lr: 2.000e-02, eta: 3:31:40, time: 0.247, data_time: 0.031, memory: 6940, loss_rpn_cls: 0.0390, loss_rpn_bbox: 0.0486, loss_cls: 0.2190, acc: 92.8665, loss_bbox: 0.2151, loss_mask: 0.2601, loss: 0.7817 2022-09-29 13:52:07,402 - mmdet - INFO - Epoch [5][6200/7330] lr: 2.000e-02, eta: 3:31:28, time: 0.243, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0412, loss_rpn_bbox: 0.0521, loss_cls: 0.2353, acc: 92.2356, loss_bbox: 0.2284, loss_mask: 0.2625, loss: 0.8195 2022-09-29 13:52:19,460 - mmdet - INFO - Epoch [5][6250/7330] lr: 2.000e-02, eta: 3:31:16, time: 0.241, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0410, loss_rpn_bbox: 0.0474, loss_cls: 0.2201, acc: 92.7554, loss_bbox: 0.2125, loss_mask: 0.2551, loss: 0.7761 2022-09-29 13:52:31,593 - mmdet - INFO - Epoch [5][6300/7330] lr: 2.000e-02, eta: 3:31:04, time: 0.243, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0369, loss_rpn_bbox: 0.0464, loss_cls: 0.2186, acc: 93.0532, loss_bbox: 0.2064, loss_mask: 0.2542, loss: 0.7625 2022-09-29 13:52:43,804 - mmdet - INFO - Epoch [5][6350/7330] lr: 2.000e-02, eta: 3:30:52, time: 0.244, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0389, loss_rpn_bbox: 0.0477, loss_cls: 0.2211, acc: 92.7449, loss_bbox: 0.2111, loss_mask: 0.2549, loss: 0.7737 2022-09-29 13:52:55,845 - mmdet - INFO - Epoch [5][6400/7330] lr: 2.000e-02, eta: 3:30:40, time: 0.241, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0374, loss_rpn_bbox: 0.0481, loss_cls: 0.2272, acc: 92.7109, loss_bbox: 0.2192, loss_mask: 0.2551, loss: 0.7871 2022-09-29 13:53:07,998 - mmdet - INFO - Epoch [5][6450/7330] lr: 2.000e-02, eta: 3:30:28, time: 0.243, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0366, loss_rpn_bbox: 0.0468, loss_cls: 0.2227, acc: 92.8364, loss_bbox: 0.2154, loss_mask: 0.2554, loss: 0.7769 2022-09-29 13:53:20,186 - mmdet - INFO - Epoch [5][6500/7330] lr: 2.000e-02, eta: 3:30:16, time: 0.244, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0392, loss_rpn_bbox: 0.0480, loss_cls: 0.2163, acc: 92.9155, loss_bbox: 0.2109, loss_mask: 0.2564, loss: 0.7709 2022-09-29 13:53:32,325 - mmdet - INFO - Epoch [5][6550/7330] lr: 2.000e-02, eta: 3:30:04, time: 0.243, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0368, loss_rpn_bbox: 0.0470, loss_cls: 0.2160, acc: 92.9766, loss_bbox: 0.2096, loss_mask: 0.2505, loss: 0.7599 2022-09-29 13:53:44,285 - mmdet - INFO - Epoch [5][6600/7330] lr: 2.000e-02, eta: 3:29:51, time: 0.239, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0472, loss_cls: 0.2243, acc: 92.7788, loss_bbox: 0.2113, loss_mask: 0.2535, loss: 0.7720 2022-09-29 13:53:56,517 - mmdet - INFO - Epoch [5][6650/7330] lr: 2.000e-02, eta: 3:29:39, time: 0.245, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0368, loss_rpn_bbox: 0.0483, loss_cls: 0.2195, acc: 92.9519, loss_bbox: 0.2070, loss_mask: 0.2494, loss: 0.7610 2022-09-29 13:54:08,706 - mmdet - INFO - Epoch [5][6700/7330] lr: 2.000e-02, eta: 3:29:27, time: 0.244, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0374, loss_rpn_bbox: 0.0492, loss_cls: 0.2240, acc: 92.7488, loss_bbox: 0.2168, loss_mask: 0.2552, loss: 0.7826 2022-09-29 13:54:20,780 - mmdet - INFO - Epoch [5][6750/7330] lr: 2.000e-02, eta: 3:29:15, time: 0.241, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0364, loss_rpn_bbox: 0.0444, loss_cls: 0.2226, acc: 92.8750, loss_bbox: 0.2154, loss_mask: 0.2547, loss: 0.7736 2022-09-29 13:54:32,851 - mmdet - INFO - Epoch [5][6800/7330] lr: 2.000e-02, eta: 3:29:03, time: 0.241, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0369, loss_rpn_bbox: 0.0469, loss_cls: 0.2228, acc: 92.7517, loss_bbox: 0.2098, loss_mask: 0.2509, loss: 0.7673 2022-09-29 13:54:45,266 - mmdet - INFO - Epoch [5][6850/7330] lr: 2.000e-02, eta: 3:28:51, time: 0.248, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0360, loss_rpn_bbox: 0.0464, loss_cls: 0.2244, acc: 92.7480, loss_bbox: 0.2120, loss_mask: 0.2520, loss: 0.7707 2022-09-29 13:54:57,427 - mmdet - INFO - Epoch [5][6900/7330] lr: 2.000e-02, eta: 3:28:39, time: 0.243, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0471, loss_cls: 0.2257, acc: 92.6958, loss_bbox: 0.2193, loss_mask: 0.2555, loss: 0.7830 2022-09-29 13:55:09,411 - mmdet - INFO - Epoch [5][6950/7330] lr: 2.000e-02, eta: 3:28:27, time: 0.240, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0369, loss_rpn_bbox: 0.0459, loss_cls: 0.2309, acc: 92.5605, loss_bbox: 0.2207, loss_mask: 0.2594, loss: 0.7938 2022-09-29 13:55:21,863 - mmdet - INFO - Epoch [5][7000/7330] lr: 2.000e-02, eta: 3:28:16, time: 0.249, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0376, loss_rpn_bbox: 0.0471, loss_cls: 0.2323, acc: 92.5437, loss_bbox: 0.2185, loss_mask: 0.2543, loss: 0.7898 2022-09-29 13:55:34,122 - mmdet - INFO - Epoch [5][7050/7330] lr: 2.000e-02, eta: 3:28:04, time: 0.245, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0488, loss_cls: 0.2257, acc: 92.7329, loss_bbox: 0.2117, loss_mask: 0.2548, loss: 0.7770 2022-09-29 13:55:46,290 - mmdet - INFO - Epoch [5][7100/7330] lr: 2.000e-02, eta: 3:27:52, time: 0.243, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0379, loss_rpn_bbox: 0.0474, loss_cls: 0.2297, acc: 92.6643, loss_bbox: 0.2171, loss_mask: 0.2554, loss: 0.7875 2022-09-29 13:55:58,229 - mmdet - INFO - Epoch [5][7150/7330] lr: 2.000e-02, eta: 3:27:39, time: 0.239, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0477, loss_cls: 0.2149, acc: 92.9763, loss_bbox: 0.2076, loss_mask: 0.2547, loss: 0.7605 2022-09-29 13:56:10,324 - mmdet - INFO - Epoch [5][7200/7330] lr: 2.000e-02, eta: 3:27:27, time: 0.242, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0473, loss_cls: 0.2179, acc: 93.0818, loss_bbox: 0.2028, loss_mask: 0.2485, loss: 0.7528 2022-09-29 13:56:22,236 - mmdet - INFO - Epoch [5][7250/7330] lr: 2.000e-02, eta: 3:27:15, time: 0.238, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0375, loss_rpn_bbox: 0.0475, loss_cls: 0.2153, acc: 93.0840, loss_bbox: 0.2105, loss_mask: 0.2589, loss: 0.7697 2022-09-29 13:56:34,466 - mmdet - INFO - Epoch [5][7300/7330] lr: 2.000e-02, eta: 3:27:03, time: 0.245, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0379, loss_rpn_bbox: 0.0479, loss_cls: 0.2053, acc: 93.3357, loss_bbox: 0.2007, loss_mask: 0.2495, loss: 0.7412 2022-09-29 13:56:41,976 - mmdet - INFO - Saving checkpoint at 5 epochs 2022-09-29 13:57:29,397 - mmdet - INFO - Evaluating bbox... 2022-09-29 13:58:06,167 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.346 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.534 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.377 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.203 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.387 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.452 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.506 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.506 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.506 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.312 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.550 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.653 2022-09-29 13:58:06,167 - mmdet - INFO - Evaluating segm... 2022-09-29 13:58:46,393 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.314 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.506 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.336 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.148 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.341 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.459 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.459 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.459 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.459 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.266 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.504 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.604 2022-09-29 13:58:47,018 - mmdet - INFO - The previous best checkpoint /home/tiger/code/mmdet/work_dirs/finetune_mask-rcnn_1x_coco_pixpro-init_moco-setting/best_bbox_mAP_epoch_4.pth was removed 2022-09-29 13:58:47,664 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_5.pth. 2022-09-29 13:58:47,664 - mmdet - INFO - Best bbox_mAP is 0.3460 at 5 epoch. 2022-09-29 13:58:47,665 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 13:58:47,665 - mmdet - INFO - Epoch(val) [5][625] bbox_mAP: 0.3460, bbox_mAP_50: 0.5340, bbox_mAP_75: 0.3770, bbox_mAP_s: 0.2030, bbox_mAP_m: 0.3870, bbox_mAP_l: 0.4520, bbox_mAP_copypaste: 0.346 0.534 0.377 0.203 0.387 0.452, segm_mAP: 0.3140, segm_mAP_50: 0.5060, segm_mAP_75: 0.3360, segm_mAP_s: 0.1480, segm_mAP_m: 0.3410, segm_mAP_l: 0.4590, segm_mAP_copypaste: 0.314 0.506 0.336 0.148 0.341 0.459 2022-09-29 13:59:02,463 - mmdet - INFO - Epoch [6][50/7330] lr: 2.000e-02, eta: 3:26:37, time: 0.296, data_time: 0.080, memory: 6940, loss_rpn_cls: 0.0342, loss_rpn_bbox: 0.0454, loss_cls: 0.2125, acc: 93.0847, loss_bbox: 0.2049, loss_mask: 0.2468, loss: 0.7437 2022-09-29 13:59:14,684 - mmdet - INFO - Epoch [6][100/7330] lr: 2.000e-02, eta: 3:26:25, time: 0.244, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0365, loss_rpn_bbox: 0.0503, loss_cls: 0.2246, acc: 92.7737, loss_bbox: 0.2145, loss_mask: 0.2559, loss: 0.7818 2022-09-29 13:59:26,629 - mmdet - INFO - Epoch [6][150/7330] lr: 2.000e-02, eta: 3:26:13, time: 0.239, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0359, loss_rpn_bbox: 0.0500, loss_cls: 0.2216, acc: 92.8679, loss_bbox: 0.2134, loss_mask: 0.2544, loss: 0.7753 2022-09-29 13:59:38,784 - mmdet - INFO - Epoch [6][200/7330] lr: 2.000e-02, eta: 3:26:01, time: 0.243, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0375, loss_rpn_bbox: 0.0474, loss_cls: 0.2038, acc: 93.2273, loss_bbox: 0.2069, loss_mask: 0.2507, loss: 0.7463 2022-09-29 13:59:50,788 - mmdet - INFO - Epoch [6][250/7330] lr: 2.000e-02, eta: 3:25:49, time: 0.240, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0360, loss_rpn_bbox: 0.0485, loss_cls: 0.2137, acc: 92.9902, loss_bbox: 0.2054, loss_mask: 0.2491, loss: 0.7526 2022-09-29 14:00:02,963 - mmdet - INFO - Epoch [6][300/7330] lr: 2.000e-02, eta: 3:25:37, time: 0.243, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0346, loss_rpn_bbox: 0.0464, loss_cls: 0.2089, acc: 93.1462, loss_bbox: 0.2062, loss_mask: 0.2508, loss: 0.7469 2022-09-29 14:00:14,933 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 14:00:14,934 - mmdet - INFO - Epoch [6][350/7330] lr: 2.000e-02, eta: 3:25:25, time: 0.239, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0343, loss_rpn_bbox: 0.0463, loss_cls: 0.2110, acc: 93.1965, loss_bbox: 0.2072, loss_mask: 0.2448, loss: 0.7435 2022-09-29 14:00:26,894 - mmdet - INFO - Epoch [6][400/7330] lr: 2.000e-02, eta: 3:25:12, time: 0.239, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0359, loss_rpn_bbox: 0.0475, loss_cls: 0.2080, acc: 93.2600, loss_bbox: 0.2022, loss_mask: 0.2472, loss: 0.7408 2022-09-29 14:00:38,936 - mmdet - INFO - Epoch [6][450/7330] lr: 2.000e-02, eta: 3:25:00, time: 0.241, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0360, loss_rpn_bbox: 0.0489, loss_cls: 0.2122, acc: 93.0271, loss_bbox: 0.2055, loss_mask: 0.2524, loss: 0.7551 2022-09-29 14:00:50,925 - mmdet - INFO - Epoch [6][500/7330] lr: 2.000e-02, eta: 3:24:48, time: 0.240, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0319, loss_rpn_bbox: 0.0469, loss_cls: 0.2031, acc: 93.3965, loss_bbox: 0.2010, loss_mask: 0.2501, loss: 0.7330 2022-09-29 14:01:02,872 - mmdet - INFO - Epoch [6][550/7330] lr: 2.000e-02, eta: 3:24:36, time: 0.239, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0321, loss_rpn_bbox: 0.0455, loss_cls: 0.1996, acc: 93.3665, loss_bbox: 0.2002, loss_mask: 0.2426, loss: 0.7200 2022-09-29 14:01:15,169 - mmdet - INFO - Epoch [6][600/7330] lr: 2.000e-02, eta: 3:24:24, time: 0.246, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0355, loss_rpn_bbox: 0.0488, loss_cls: 0.2168, acc: 92.9387, loss_bbox: 0.2110, loss_mask: 0.2521, loss: 0.7643 2022-09-29 14:01:27,607 - mmdet - INFO - Epoch [6][650/7330] lr: 2.000e-02, eta: 3:24:12, time: 0.249, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0463, loss_cls: 0.2097, acc: 93.0869, loss_bbox: 0.2056, loss_mask: 0.2453, loss: 0.7428 2022-09-29 14:01:40,016 - mmdet - INFO - Epoch [6][700/7330] lr: 2.000e-02, eta: 3:24:01, time: 0.248, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0370, loss_rpn_bbox: 0.0479, loss_cls: 0.2186, acc: 92.8218, loss_bbox: 0.2166, loss_mask: 0.2534, loss: 0.7735 2022-09-29 14:01:52,027 - mmdet - INFO - Epoch [6][750/7330] lr: 2.000e-02, eta: 3:23:48, time: 0.240, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0371, loss_rpn_bbox: 0.0493, loss_cls: 0.2190, acc: 92.8938, loss_bbox: 0.2115, loss_mask: 0.2523, loss: 0.7692 2022-09-29 14:02:03,960 - mmdet - INFO - Epoch [6][800/7330] lr: 2.000e-02, eta: 3:23:36, time: 0.239, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0472, loss_cls: 0.2244, acc: 92.7205, loss_bbox: 0.2139, loss_mask: 0.2499, loss: 0.7716 2022-09-29 14:02:15,810 - mmdet - INFO - Epoch [6][850/7330] lr: 2.000e-02, eta: 3:23:24, time: 0.237, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0321, loss_rpn_bbox: 0.0415, loss_cls: 0.2003, acc: 93.4299, loss_bbox: 0.2008, loss_mask: 0.2464, loss: 0.7211 2022-09-29 14:02:27,996 - mmdet - INFO - Epoch [6][900/7330] lr: 2.000e-02, eta: 3:23:12, time: 0.244, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0388, loss_rpn_bbox: 0.0488, loss_cls: 0.2186, acc: 92.9971, loss_bbox: 0.2107, loss_mask: 0.2500, loss: 0.7669 2022-09-29 14:02:39,996 - mmdet - INFO - Epoch [6][950/7330] lr: 2.000e-02, eta: 3:22:59, time: 0.240, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0378, loss_rpn_bbox: 0.0472, loss_cls: 0.2131, acc: 93.1987, loss_bbox: 0.2029, loss_mask: 0.2500, loss: 0.7510 2022-09-29 14:02:52,179 - mmdet - INFO - Epoch [6][1000/7330] lr: 2.000e-02, eta: 3:22:47, time: 0.244, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0378, loss_rpn_bbox: 0.0496, loss_cls: 0.2185, acc: 92.7615, loss_bbox: 0.2174, loss_mask: 0.2508, loss: 0.7740 2022-09-29 14:03:04,609 - mmdet - INFO - Epoch [6][1050/7330] lr: 2.000e-02, eta: 3:22:36, time: 0.249, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0386, loss_rpn_bbox: 0.0509, loss_cls: 0.2101, acc: 92.9912, loss_bbox: 0.2101, loss_mask: 0.2569, loss: 0.7666 2022-09-29 14:03:16,402 - mmdet - INFO - Epoch [6][1100/7330] lr: 2.000e-02, eta: 3:22:23, time: 0.236, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0459, loss_cls: 0.2081, acc: 93.1342, loss_bbox: 0.2014, loss_mask: 0.2482, loss: 0.7389 2022-09-29 14:03:28,592 - mmdet - INFO - Epoch [6][1150/7330] lr: 2.000e-02, eta: 3:22:11, time: 0.244, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0372, loss_rpn_bbox: 0.0478, loss_cls: 0.2144, acc: 93.0518, loss_bbox: 0.2127, loss_mask: 0.2519, loss: 0.7640 2022-09-29 14:03:40,949 - mmdet - INFO - Epoch [6][1200/7330] lr: 2.000e-02, eta: 3:22:00, time: 0.247, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0404, loss_rpn_bbox: 0.0510, loss_cls: 0.2204, acc: 92.8462, loss_bbox: 0.2126, loss_mask: 0.2494, loss: 0.7738 2022-09-29 14:03:52,811 - mmdet - INFO - Epoch [6][1250/7330] lr: 2.000e-02, eta: 3:21:47, time: 0.237, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0481, loss_cls: 0.2110, acc: 93.1325, loss_bbox: 0.2040, loss_mask: 0.2533, loss: 0.7527 2022-09-29 14:04:04,642 - mmdet - INFO - Epoch [6][1300/7330] lr: 2.000e-02, eta: 3:21:35, time: 0.237, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0361, loss_rpn_bbox: 0.0463, loss_cls: 0.2091, acc: 93.1768, loss_bbox: 0.2043, loss_mask: 0.2490, loss: 0.7448 2022-09-29 14:04:16,439 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 14:04:16,439 - mmdet - INFO - Epoch [6][1350/7330] lr: 2.000e-02, eta: 3:21:22, time: 0.236, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0448, loss_cls: 0.2056, acc: 93.2266, loss_bbox: 0.2007, loss_mask: 0.2469, loss: 0.7333 2022-09-29 14:04:28,601 - mmdet - INFO - Epoch [6][1400/7330] lr: 2.000e-02, eta: 3:21:10, time: 0.243, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0360, loss_rpn_bbox: 0.0483, loss_cls: 0.2109, acc: 93.0901, loss_bbox: 0.2095, loss_mask: 0.2528, loss: 0.7574 2022-09-29 14:04:40,721 - mmdet - INFO - Epoch [6][1450/7330] lr: 2.000e-02, eta: 3:20:58, time: 0.242, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0350, loss_rpn_bbox: 0.0467, loss_cls: 0.2083, acc: 93.1331, loss_bbox: 0.2025, loss_mask: 0.2532, loss: 0.7457 2022-09-29 14:04:52,892 - mmdet - INFO - Epoch [6][1500/7330] lr: 2.000e-02, eta: 3:20:46, time: 0.243, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0356, loss_rpn_bbox: 0.0487, loss_cls: 0.2160, acc: 92.9393, loss_bbox: 0.2114, loss_mask: 0.2528, loss: 0.7645 2022-09-29 14:05:04,941 - mmdet - INFO - Epoch [6][1550/7330] lr: 2.000e-02, eta: 3:20:34, time: 0.241, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0350, loss_rpn_bbox: 0.0466, loss_cls: 0.2160, acc: 92.9179, loss_bbox: 0.2104, loss_mask: 0.2448, loss: 0.7528 2022-09-29 14:05:16,684 - mmdet - INFO - Epoch [6][1600/7330] lr: 2.000e-02, eta: 3:20:22, time: 0.235, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0369, loss_rpn_bbox: 0.0463, loss_cls: 0.2119, acc: 93.0742, loss_bbox: 0.2073, loss_mask: 0.2527, loss: 0.7551 2022-09-29 14:05:29,004 - mmdet - INFO - Epoch [6][1650/7330] lr: 2.000e-02, eta: 3:20:10, time: 0.246, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0339, loss_rpn_bbox: 0.0454, loss_cls: 0.2164, acc: 92.8462, loss_bbox: 0.2111, loss_mask: 0.2492, loss: 0.7559 2022-09-29 14:05:41,301 - mmdet - INFO - Epoch [6][1700/7330] lr: 2.000e-02, eta: 3:19:58, time: 0.246, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0368, loss_rpn_bbox: 0.0497, loss_cls: 0.2149, acc: 92.8481, loss_bbox: 0.2110, loss_mask: 0.2525, loss: 0.7649 2022-09-29 14:05:53,532 - mmdet - INFO - Epoch [6][1750/7330] lr: 2.000e-02, eta: 3:19:46, time: 0.245, data_time: 0.028, memory: 6940, loss_rpn_cls: 0.0359, loss_rpn_bbox: 0.0498, loss_cls: 0.2248, acc: 92.6914, loss_bbox: 0.2189, loss_mask: 0.2596, loss: 0.7890 2022-09-29 14:06:05,324 - mmdet - INFO - Epoch [6][1800/7330] lr: 2.000e-02, eta: 3:19:34, time: 0.236, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0330, loss_rpn_bbox: 0.0454, loss_cls: 0.2054, acc: 93.2898, loss_bbox: 0.1994, loss_mask: 0.2469, loss: 0.7302 2022-09-29 14:06:17,345 - mmdet - INFO - Epoch [6][1850/7330] lr: 2.000e-02, eta: 3:19:21, time: 0.240, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0360, loss_rpn_bbox: 0.0497, loss_cls: 0.2163, acc: 92.9121, loss_bbox: 0.2154, loss_mask: 0.2556, loss: 0.7730 2022-09-29 14:06:29,395 - mmdet - INFO - Epoch [6][1900/7330] lr: 2.000e-02, eta: 3:19:09, time: 0.241, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0352, loss_rpn_bbox: 0.0446, loss_cls: 0.2024, acc: 93.1858, loss_bbox: 0.2093, loss_mask: 0.2477, loss: 0.7393 2022-09-29 14:06:41,579 - mmdet - INFO - Epoch [6][1950/7330] lr: 2.000e-02, eta: 3:18:57, time: 0.244, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0469, loss_cls: 0.2166, acc: 92.9712, loss_bbox: 0.2067, loss_mask: 0.2494, loss: 0.7554 2022-09-29 14:06:53,884 - mmdet - INFO - Epoch [6][2000/7330] lr: 2.000e-02, eta: 3:18:45, time: 0.246, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0351, loss_rpn_bbox: 0.0481, loss_cls: 0.2334, acc: 92.4492, loss_bbox: 0.2213, loss_mask: 0.2537, loss: 0.7915 2022-09-29 14:07:05,923 - mmdet - INFO - Epoch [6][2050/7330] lr: 2.000e-02, eta: 3:18:33, time: 0.241, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0345, loss_rpn_bbox: 0.0462, loss_cls: 0.2114, acc: 93.1406, loss_bbox: 0.2055, loss_mask: 0.2552, loss: 0.7528 2022-09-29 14:07:18,096 - mmdet - INFO - Epoch [6][2100/7330] lr: 2.000e-02, eta: 3:18:21, time: 0.243, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0341, loss_rpn_bbox: 0.0470, loss_cls: 0.2189, acc: 92.8491, loss_bbox: 0.2102, loss_mask: 0.2507, loss: 0.7610 2022-09-29 14:07:30,333 - mmdet - INFO - Epoch [6][2150/7330] lr: 2.000e-02, eta: 3:18:09, time: 0.245, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0341, loss_rpn_bbox: 0.0469, loss_cls: 0.2147, acc: 92.9353, loss_bbox: 0.2091, loss_mask: 0.2480, loss: 0.7528 2022-09-29 14:07:42,409 - mmdet - INFO - Epoch [6][2200/7330] lr: 2.000e-02, eta: 3:17:57, time: 0.242, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0334, loss_rpn_bbox: 0.0462, loss_cls: 0.2129, acc: 92.9834, loss_bbox: 0.2144, loss_mask: 0.2513, loss: 0.7582 2022-09-29 14:07:54,852 - mmdet - INFO - Epoch [6][2250/7330] lr: 2.000e-02, eta: 3:17:46, time: 0.249, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0391, loss_rpn_bbox: 0.0516, loss_cls: 0.2130, acc: 92.9819, loss_bbox: 0.2103, loss_mask: 0.2549, loss: 0.7690 2022-09-29 14:08:06,880 - mmdet - INFO - Epoch [6][2300/7330] lr: 2.000e-02, eta: 3:17:33, time: 0.241, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0329, loss_rpn_bbox: 0.0477, loss_cls: 0.2150, acc: 93.0591, loss_bbox: 0.2077, loss_mask: 0.2490, loss: 0.7523 2022-09-29 14:08:19,240 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 14:08:19,241 - mmdet - INFO - Epoch [6][2350/7330] lr: 2.000e-02, eta: 3:17:22, time: 0.247, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0379, loss_rpn_bbox: 0.0496, loss_cls: 0.2262, acc: 92.6877, loss_bbox: 0.2173, loss_mask: 0.2552, loss: 0.7861 2022-09-29 14:08:31,735 - mmdet - INFO - Epoch [6][2400/7330] lr: 2.000e-02, eta: 3:17:10, time: 0.250, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0370, loss_rpn_bbox: 0.0498, loss_cls: 0.2165, acc: 92.9827, loss_bbox: 0.2098, loss_mask: 0.2475, loss: 0.7607 2022-09-29 14:08:43,575 - mmdet - INFO - Epoch [6][2450/7330] lr: 2.000e-02, eta: 3:16:58, time: 0.237, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0339, loss_rpn_bbox: 0.0467, loss_cls: 0.2119, acc: 93.0508, loss_bbox: 0.1991, loss_mask: 0.2411, loss: 0.7327 2022-09-29 14:08:55,452 - mmdet - INFO - Epoch [6][2500/7330] lr: 2.000e-02, eta: 3:16:45, time: 0.238, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0383, loss_rpn_bbox: 0.0481, loss_cls: 0.2093, acc: 93.1941, loss_bbox: 0.2016, loss_mask: 0.2526, loss: 0.7499 2022-09-29 14:09:07,301 - mmdet - INFO - Epoch [6][2550/7330] lr: 2.000e-02, eta: 3:16:33, time: 0.237, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0327, loss_rpn_bbox: 0.0464, loss_cls: 0.2119, acc: 93.0442, loss_bbox: 0.2074, loss_mask: 0.2526, loss: 0.7511 2022-09-29 14:09:19,369 - mmdet - INFO - Epoch [6][2600/7330] lr: 2.000e-02, eta: 3:16:21, time: 0.241, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0368, loss_rpn_bbox: 0.0493, loss_cls: 0.2254, acc: 92.7065, loss_bbox: 0.2154, loss_mask: 0.2530, loss: 0.7799 2022-09-29 14:09:31,600 - mmdet - INFO - Epoch [6][2650/7330] lr: 2.000e-02, eta: 3:16:09, time: 0.245, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0386, loss_rpn_bbox: 0.0497, loss_cls: 0.2139, acc: 92.9824, loss_bbox: 0.2175, loss_mask: 0.2445, loss: 0.7641 2022-09-29 14:09:43,415 - mmdet - INFO - Epoch [6][2700/7330] lr: 2.000e-02, eta: 3:15:56, time: 0.236, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0306, loss_rpn_bbox: 0.0428, loss_cls: 0.1907, acc: 93.7100, loss_bbox: 0.1925, loss_mask: 0.2448, loss: 0.7015 2022-09-29 14:09:55,585 - mmdet - INFO - Epoch [6][2750/7330] lr: 2.000e-02, eta: 3:15:44, time: 0.243, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0403, loss_rpn_bbox: 0.0500, loss_cls: 0.2273, acc: 92.5808, loss_bbox: 0.2203, loss_mask: 0.2574, loss: 0.7953 2022-09-29 14:10:07,627 - mmdet - INFO - Epoch [6][2800/7330] lr: 2.000e-02, eta: 3:15:32, time: 0.241, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0469, loss_cls: 0.2138, acc: 92.9353, loss_bbox: 0.2050, loss_mask: 0.2484, loss: 0.7498 2022-09-29 14:10:19,822 - mmdet - INFO - Epoch [6][2850/7330] lr: 2.000e-02, eta: 3:15:20, time: 0.244, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0381, loss_rpn_bbox: 0.0499, loss_cls: 0.2268, acc: 92.6072, loss_bbox: 0.2171, loss_mask: 0.2538, loss: 0.7858 2022-09-29 14:10:31,788 - mmdet - INFO - Epoch [6][2900/7330] lr: 2.000e-02, eta: 3:15:08, time: 0.239, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0458, loss_cls: 0.2185, acc: 92.9038, loss_bbox: 0.2090, loss_mask: 0.2481, loss: 0.7573 2022-09-29 14:10:43,857 - mmdet - INFO - Epoch [6][2950/7330] lr: 2.000e-02, eta: 3:14:56, time: 0.241, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0374, loss_rpn_bbox: 0.0446, loss_cls: 0.2096, acc: 93.1592, loss_bbox: 0.2002, loss_mask: 0.2449, loss: 0.7367 2022-09-29 14:10:56,251 - mmdet - INFO - Epoch [6][3000/7330] lr: 2.000e-02, eta: 3:14:44, time: 0.248, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0510, loss_cls: 0.2157, acc: 92.9053, loss_bbox: 0.2152, loss_mask: 0.2530, loss: 0.7707 2022-09-29 14:11:08,230 - mmdet - INFO - Epoch [6][3050/7330] lr: 2.000e-02, eta: 3:14:32, time: 0.240, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0351, loss_rpn_bbox: 0.0461, loss_cls: 0.2087, acc: 93.1821, loss_bbox: 0.2058, loss_mask: 0.2478, loss: 0.7434 2022-09-29 14:11:20,182 - mmdet - INFO - Epoch [6][3100/7330] lr: 2.000e-02, eta: 3:14:20, time: 0.239, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0370, loss_rpn_bbox: 0.0471, loss_cls: 0.2156, acc: 92.9333, loss_bbox: 0.2099, loss_mask: 0.2552, loss: 0.7647 2022-09-29 14:11:32,125 - mmdet - INFO - Epoch [6][3150/7330] lr: 2.000e-02, eta: 3:14:07, time: 0.239, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0340, loss_rpn_bbox: 0.0455, loss_cls: 0.2168, acc: 92.8655, loss_bbox: 0.2087, loss_mask: 0.2477, loss: 0.7527 2022-09-29 14:11:44,324 - mmdet - INFO - Epoch [6][3200/7330] lr: 2.000e-02, eta: 3:13:55, time: 0.244, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0396, loss_rpn_bbox: 0.0545, loss_cls: 0.2284, acc: 92.3804, loss_bbox: 0.2318, loss_mask: 0.2601, loss: 0.8145 2022-09-29 14:11:56,343 - mmdet - INFO - Epoch [6][3250/7330] lr: 2.000e-02, eta: 3:13:43, time: 0.240, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0361, loss_rpn_bbox: 0.0458, loss_cls: 0.2203, acc: 92.7744, loss_bbox: 0.2155, loss_mask: 0.2608, loss: 0.7786 2022-09-29 14:12:08,096 - mmdet - INFO - Epoch [6][3300/7330] lr: 2.000e-02, eta: 3:13:31, time: 0.235, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0345, loss_rpn_bbox: 0.0489, loss_cls: 0.2188, acc: 92.8792, loss_bbox: 0.2145, loss_mask: 0.2543, loss: 0.7709 2022-09-29 14:12:20,283 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 14:12:20,283 - mmdet - INFO - Epoch [6][3350/7330] lr: 2.000e-02, eta: 3:13:19, time: 0.244, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0372, loss_rpn_bbox: 0.0503, loss_cls: 0.2226, acc: 92.7070, loss_bbox: 0.2105, loss_mask: 0.2479, loss: 0.7685 2022-09-29 14:12:32,430 - mmdet - INFO - Epoch [6][3400/7330] lr: 2.000e-02, eta: 3:13:07, time: 0.243, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0381, loss_rpn_bbox: 0.0484, loss_cls: 0.2212, acc: 92.8179, loss_bbox: 0.2184, loss_mask: 0.2559, loss: 0.7820 2022-09-29 14:12:44,176 - mmdet - INFO - Epoch [6][3450/7330] lr: 2.000e-02, eta: 3:12:54, time: 0.235, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0339, loss_rpn_bbox: 0.0466, loss_cls: 0.2040, acc: 93.3394, loss_bbox: 0.2009, loss_mask: 0.2444, loss: 0.7299 2022-09-29 14:12:56,068 - mmdet - INFO - Epoch [6][3500/7330] lr: 2.000e-02, eta: 3:12:42, time: 0.238, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0361, loss_rpn_bbox: 0.0464, loss_cls: 0.2187, acc: 93.0630, loss_bbox: 0.2052, loss_mask: 0.2540, loss: 0.7603 2022-09-29 14:13:08,089 - mmdet - INFO - Epoch [6][3550/7330] lr: 2.000e-02, eta: 3:12:30, time: 0.240, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0368, loss_rpn_bbox: 0.0474, loss_cls: 0.2176, acc: 93.0410, loss_bbox: 0.2095, loss_mask: 0.2543, loss: 0.7656 2022-09-29 14:13:19,989 - mmdet - INFO - Epoch [6][3600/7330] lr: 2.000e-02, eta: 3:12:17, time: 0.238, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0342, loss_rpn_bbox: 0.0436, loss_cls: 0.2102, acc: 93.1802, loss_bbox: 0.2033, loss_mask: 0.2496, loss: 0.7409 2022-09-29 14:13:32,273 - mmdet - INFO - Epoch [6][3650/7330] lr: 2.000e-02, eta: 3:12:06, time: 0.246, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0364, loss_rpn_bbox: 0.0494, loss_cls: 0.2154, acc: 92.8396, loss_bbox: 0.2126, loss_mask: 0.2511, loss: 0.7649 2022-09-29 14:13:44,129 - mmdet - INFO - Epoch [6][3700/7330] lr: 2.000e-02, eta: 3:11:53, time: 0.237, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0459, loss_cls: 0.2083, acc: 93.2588, loss_bbox: 0.1995, loss_mask: 0.2513, loss: 0.7414 2022-09-29 14:13:56,115 - mmdet - INFO - Epoch [6][3750/7330] lr: 2.000e-02, eta: 3:11:41, time: 0.240, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0370, loss_rpn_bbox: 0.0467, loss_cls: 0.2104, acc: 93.1865, loss_bbox: 0.2065, loss_mask: 0.2505, loss: 0.7510 2022-09-29 14:14:08,016 - mmdet - INFO - Epoch [6][3800/7330] lr: 2.000e-02, eta: 3:11:29, time: 0.238, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0374, loss_rpn_bbox: 0.0474, loss_cls: 0.2146, acc: 93.1001, loss_bbox: 0.2076, loss_mask: 0.2455, loss: 0.7525 2022-09-29 14:14:20,142 - mmdet - INFO - Epoch [6][3850/7330] lr: 2.000e-02, eta: 3:11:17, time: 0.243, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0355, loss_rpn_bbox: 0.0465, loss_cls: 0.2166, acc: 92.7952, loss_bbox: 0.2140, loss_mask: 0.2476, loss: 0.7601 2022-09-29 14:14:32,219 - mmdet - INFO - Epoch [6][3900/7330] lr: 2.000e-02, eta: 3:11:04, time: 0.242, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0399, loss_rpn_bbox: 0.0470, loss_cls: 0.2235, acc: 92.7148, loss_bbox: 0.2180, loss_mask: 0.2560, loss: 0.7843 2022-09-29 14:14:44,230 - mmdet - INFO - Epoch [6][3950/7330] lr: 2.000e-02, eta: 3:10:52, time: 0.240, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0386, loss_rpn_bbox: 0.0472, loss_cls: 0.2095, acc: 93.0723, loss_bbox: 0.2068, loss_mask: 0.2501, loss: 0.7522 2022-09-29 14:14:56,320 - mmdet - INFO - Epoch [6][4000/7330] lr: 2.000e-02, eta: 3:10:40, time: 0.242, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0381, loss_rpn_bbox: 0.0473, loss_cls: 0.2179, acc: 92.8467, loss_bbox: 0.2173, loss_mask: 0.2471, loss: 0.7676 2022-09-29 14:15:08,272 - mmdet - INFO - Epoch [6][4050/7330] lr: 2.000e-02, eta: 3:10:28, time: 0.239, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0359, loss_rpn_bbox: 0.0455, loss_cls: 0.2059, acc: 93.1912, loss_bbox: 0.2043, loss_mask: 0.2481, loss: 0.7398 2022-09-29 14:15:20,065 - mmdet - INFO - Epoch [6][4100/7330] lr: 2.000e-02, eta: 3:10:15, time: 0.236, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0330, loss_rpn_bbox: 0.0457, loss_cls: 0.2092, acc: 93.3289, loss_bbox: 0.2010, loss_mask: 0.2477, loss: 0.7365 2022-09-29 14:15:32,011 - mmdet - INFO - Epoch [6][4150/7330] lr: 2.000e-02, eta: 3:10:03, time: 0.239, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0365, loss_rpn_bbox: 0.0464, loss_cls: 0.2161, acc: 92.9026, loss_bbox: 0.2174, loss_mask: 0.2549, loss: 0.7713 2022-09-29 14:15:43,939 - mmdet - INFO - Epoch [6][4200/7330] lr: 2.000e-02, eta: 3:09:51, time: 0.239, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0478, loss_cls: 0.2097, acc: 93.2473, loss_bbox: 0.2025, loss_mask: 0.2519, loss: 0.7482 2022-09-29 14:15:55,934 - mmdet - INFO - Epoch [6][4250/7330] lr: 2.000e-02, eta: 3:09:39, time: 0.240, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0330, loss_rpn_bbox: 0.0448, loss_cls: 0.2081, acc: 93.0955, loss_bbox: 0.2073, loss_mask: 0.2488, loss: 0.7420 2022-09-29 14:16:08,125 - mmdet - INFO - Epoch [6][4300/7330] lr: 2.000e-02, eta: 3:09:27, time: 0.244, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0490, loss_cls: 0.2166, acc: 92.8455, loss_bbox: 0.2192, loss_mask: 0.2515, loss: 0.7720 2022-09-29 14:16:20,311 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 14:16:20,311 - mmdet - INFO - Epoch [6][4350/7330] lr: 2.000e-02, eta: 3:09:15, time: 0.244, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0377, loss_rpn_bbox: 0.0500, loss_cls: 0.2251, acc: 92.6235, loss_bbox: 0.2187, loss_mask: 0.2501, loss: 0.7816 2022-09-29 14:16:32,406 - mmdet - INFO - Epoch [6][4400/7330] lr: 2.000e-02, eta: 3:09:03, time: 0.242, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0339, loss_rpn_bbox: 0.0478, loss_cls: 0.2122, acc: 93.0969, loss_bbox: 0.2060, loss_mask: 0.2475, loss: 0.7474 2022-09-29 14:16:44,371 - mmdet - INFO - Epoch [6][4450/7330] lr: 2.000e-02, eta: 3:08:50, time: 0.239, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0461, loss_cls: 0.2093, acc: 93.2139, loss_bbox: 0.2021, loss_mask: 0.2484, loss: 0.7417 2022-09-29 14:16:56,589 - mmdet - INFO - Epoch [6][4500/7330] lr: 2.000e-02, eta: 3:08:39, time: 0.244, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0472, loss_cls: 0.2127, acc: 92.9478, loss_bbox: 0.2095, loss_mask: 0.2481, loss: 0.7522 2022-09-29 14:17:08,681 - mmdet - INFO - Epoch [6][4550/7330] lr: 2.000e-02, eta: 3:08:26, time: 0.242, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0346, loss_rpn_bbox: 0.0482, loss_cls: 0.2171, acc: 92.8091, loss_bbox: 0.2117, loss_mask: 0.2505, loss: 0.7622 2022-09-29 14:17:20,676 - mmdet - INFO - Epoch [6][4600/7330] lr: 2.000e-02, eta: 3:08:14, time: 0.240, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0377, loss_rpn_bbox: 0.0470, loss_cls: 0.2133, acc: 92.9553, loss_bbox: 0.2100, loss_mask: 0.2509, loss: 0.7590 2022-09-29 14:17:32,858 - mmdet - INFO - Epoch [6][4650/7330] lr: 2.000e-02, eta: 3:08:02, time: 0.244, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0494, loss_cls: 0.2199, acc: 92.9343, loss_bbox: 0.2135, loss_mask: 0.2511, loss: 0.7697 2022-09-29 14:17:44,488 - mmdet - INFO - Epoch [6][4700/7330] lr: 2.000e-02, eta: 3:07:50, time: 0.233, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0354, loss_rpn_bbox: 0.0447, loss_cls: 0.2184, acc: 92.9209, loss_bbox: 0.2039, loss_mask: 0.2469, loss: 0.7493 2022-09-29 14:17:56,774 - mmdet - INFO - Epoch [6][4750/7330] lr: 2.000e-02, eta: 3:07:38, time: 0.246, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0496, loss_cls: 0.2192, acc: 92.8708, loss_bbox: 0.2132, loss_mask: 0.2537, loss: 0.7715 2022-09-29 14:18:08,602 - mmdet - INFO - Epoch [6][4800/7330] lr: 2.000e-02, eta: 3:07:25, time: 0.237, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0351, loss_rpn_bbox: 0.0466, loss_cls: 0.2171, acc: 92.7625, loss_bbox: 0.2117, loss_mask: 0.2514, loss: 0.7619 2022-09-29 14:18:20,831 - mmdet - INFO - Epoch [6][4850/7330] lr: 2.000e-02, eta: 3:07:13, time: 0.245, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0340, loss_rpn_bbox: 0.0456, loss_cls: 0.2102, acc: 93.1025, loss_bbox: 0.2054, loss_mask: 0.2453, loss: 0.7405 2022-09-29 14:18:32,906 - mmdet - INFO - Epoch [6][4900/7330] lr: 2.000e-02, eta: 3:07:01, time: 0.241, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0374, loss_rpn_bbox: 0.0448, loss_cls: 0.2176, acc: 92.9766, loss_bbox: 0.2095, loss_mask: 0.2504, loss: 0.7597 2022-09-29 14:18:44,976 - mmdet - INFO - Epoch [6][4950/7330] lr: 2.000e-02, eta: 3:06:49, time: 0.241, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0395, loss_rpn_bbox: 0.0485, loss_cls: 0.2296, acc: 92.5825, loss_bbox: 0.2194, loss_mask: 0.2576, loss: 0.7945 2022-09-29 14:18:57,118 - mmdet - INFO - Epoch [6][5000/7330] lr: 2.000e-02, eta: 3:06:37, time: 0.243, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0375, loss_rpn_bbox: 0.0457, loss_cls: 0.2096, acc: 93.1980, loss_bbox: 0.2039, loss_mask: 0.2461, loss: 0.7428 2022-09-29 14:19:09,247 - mmdet - INFO - Epoch [6][5050/7330] lr: 2.000e-02, eta: 3:06:25, time: 0.243, data_time: 0.029, memory: 6940, loss_rpn_cls: 0.0348, loss_rpn_bbox: 0.0474, loss_cls: 0.2207, acc: 92.7009, loss_bbox: 0.2177, loss_mask: 0.2556, loss: 0.7762 2022-09-29 14:19:21,222 - mmdet - INFO - Epoch [6][5100/7330] lr: 2.000e-02, eta: 3:06:13, time: 0.239, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0458, loss_cls: 0.2193, acc: 92.8806, loss_bbox: 0.2099, loss_mask: 0.2502, loss: 0.7614 2022-09-29 14:19:33,043 - mmdet - INFO - Epoch [6][5150/7330] lr: 2.000e-02, eta: 3:06:01, time: 0.236, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0456, loss_cls: 0.2114, acc: 93.0271, loss_bbox: 0.2108, loss_mask: 0.2496, loss: 0.7527 2022-09-29 14:19:44,969 - mmdet - INFO - Epoch [6][5200/7330] lr: 2.000e-02, eta: 3:05:48, time: 0.239, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0470, loss_cls: 0.2100, acc: 93.1025, loss_bbox: 0.2090, loss_mask: 0.2436, loss: 0.7454 2022-09-29 14:19:57,084 - mmdet - INFO - Epoch [6][5250/7330] lr: 2.000e-02, eta: 3:05:36, time: 0.242, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0399, loss_rpn_bbox: 0.0502, loss_cls: 0.2199, acc: 92.8623, loss_bbox: 0.2105, loss_mask: 0.2439, loss: 0.7644 2022-09-29 14:20:09,046 - mmdet - INFO - Epoch [6][5300/7330] lr: 2.000e-02, eta: 3:05:24, time: 0.239, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0346, loss_rpn_bbox: 0.0433, loss_cls: 0.2026, acc: 93.3938, loss_bbox: 0.2009, loss_mask: 0.2397, loss: 0.7211 2022-09-29 14:20:21,215 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 14:20:21,215 - mmdet - INFO - Epoch [6][5350/7330] lr: 2.000e-02, eta: 3:05:12, time: 0.243, data_time: 0.028, memory: 6940, loss_rpn_cls: 0.0367, loss_rpn_bbox: 0.0488, loss_cls: 0.2077, acc: 93.2019, loss_bbox: 0.2016, loss_mask: 0.2492, loss: 0.7440 2022-09-29 14:20:33,285 - mmdet - INFO - Epoch [6][5400/7330] lr: 2.000e-02, eta: 3:05:00, time: 0.241, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0391, loss_rpn_bbox: 0.0461, loss_cls: 0.2139, acc: 93.0471, loss_bbox: 0.2094, loss_mask: 0.2466, loss: 0.7550 2022-09-29 14:20:44,884 - mmdet - INFO - Epoch [6][5450/7330] lr: 2.000e-02, eta: 3:04:47, time: 0.232, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0354, loss_rpn_bbox: 0.0444, loss_cls: 0.2018, acc: 93.4434, loss_bbox: 0.1980, loss_mask: 0.2456, loss: 0.7253 2022-09-29 14:20:56,613 - mmdet - INFO - Epoch [6][5500/7330] lr: 2.000e-02, eta: 3:04:35, time: 0.235, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0359, loss_rpn_bbox: 0.0462, loss_cls: 0.2107, acc: 93.1706, loss_bbox: 0.2021, loss_mask: 0.2492, loss: 0.7441 2022-09-29 14:21:08,421 - mmdet - INFO - Epoch [6][5550/7330] lr: 2.000e-02, eta: 3:04:22, time: 0.236, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0329, loss_rpn_bbox: 0.0467, loss_cls: 0.2122, acc: 93.1785, loss_bbox: 0.2070, loss_mask: 0.2473, loss: 0.7461 2022-09-29 14:21:20,400 - mmdet - INFO - Epoch [6][5600/7330] lr: 2.000e-02, eta: 3:04:10, time: 0.240, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0407, loss_rpn_bbox: 0.0490, loss_cls: 0.2081, acc: 93.2424, loss_bbox: 0.2034, loss_mask: 0.2528, loss: 0.7540 2022-09-29 14:21:32,386 - mmdet - INFO - Epoch [6][5650/7330] lr: 2.000e-02, eta: 3:03:58, time: 0.240, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0459, loss_cls: 0.2117, acc: 93.1553, loss_bbox: 0.2028, loss_mask: 0.2462, loss: 0.7414 2022-09-29 14:21:44,413 - mmdet - INFO - Epoch [6][5700/7330] lr: 2.000e-02, eta: 3:03:46, time: 0.241, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0360, loss_rpn_bbox: 0.0483, loss_cls: 0.2243, acc: 92.7473, loss_bbox: 0.2130, loss_mask: 0.2552, loss: 0.7768 2022-09-29 14:21:56,527 - mmdet - INFO - Epoch [6][5750/7330] lr: 2.000e-02, eta: 3:03:34, time: 0.242, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0373, loss_rpn_bbox: 0.0479, loss_cls: 0.2176, acc: 92.8916, loss_bbox: 0.2113, loss_mask: 0.2534, loss: 0.7675 2022-09-29 14:22:08,636 - mmdet - INFO - Epoch [6][5800/7330] lr: 2.000e-02, eta: 3:03:22, time: 0.242, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0479, loss_cls: 0.2212, acc: 92.7009, loss_bbox: 0.2181, loss_mask: 0.2512, loss: 0.7742 2022-09-29 14:22:20,813 - mmdet - INFO - Epoch [6][5850/7330] lr: 2.000e-02, eta: 3:03:10, time: 0.244, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0367, loss_rpn_bbox: 0.0473, loss_cls: 0.2218, acc: 92.8088, loss_bbox: 0.2130, loss_mask: 0.2586, loss: 0.7774 2022-09-29 14:22:32,527 - mmdet - INFO - Epoch [6][5900/7330] lr: 2.000e-02, eta: 3:02:57, time: 0.234, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0367, loss_rpn_bbox: 0.0469, loss_cls: 0.2279, acc: 92.6069, loss_bbox: 0.2200, loss_mask: 0.2564, loss: 0.7879 2022-09-29 14:22:44,340 - mmdet - INFO - Epoch [6][5950/7330] lr: 2.000e-02, eta: 3:02:45, time: 0.236, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0339, loss_rpn_bbox: 0.0443, loss_cls: 0.2006, acc: 93.5608, loss_bbox: 0.1913, loss_mask: 0.2456, loss: 0.7157 2022-09-29 14:22:56,280 - mmdet - INFO - Epoch [6][6000/7330] lr: 2.000e-02, eta: 3:02:33, time: 0.239, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0356, loss_rpn_bbox: 0.0460, loss_cls: 0.2140, acc: 93.0776, loss_bbox: 0.2085, loss_mask: 0.2545, loss: 0.7587 2022-09-29 14:23:08,144 - mmdet - INFO - Epoch [6][6050/7330] lr: 2.000e-02, eta: 3:02:20, time: 0.237, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0354, loss_rpn_bbox: 0.0466, loss_cls: 0.2124, acc: 92.8728, loss_bbox: 0.2107, loss_mask: 0.2509, loss: 0.7560 2022-09-29 14:23:20,201 - mmdet - INFO - Epoch [6][6100/7330] lr: 2.000e-02, eta: 3:02:08, time: 0.241, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0368, loss_rpn_bbox: 0.0464, loss_cls: 0.2121, acc: 93.0610, loss_bbox: 0.2093, loss_mask: 0.2481, loss: 0.7528 2022-09-29 14:23:32,172 - mmdet - INFO - Epoch [6][6150/7330] lr: 2.000e-02, eta: 3:01:56, time: 0.239, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0497, loss_cls: 0.2210, acc: 92.8145, loss_bbox: 0.2076, loss_mask: 0.2538, loss: 0.7683 2022-09-29 14:23:44,302 - mmdet - INFO - Epoch [6][6200/7330] lr: 2.000e-02, eta: 3:01:44, time: 0.243, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0366, loss_rpn_bbox: 0.0470, loss_cls: 0.2250, acc: 92.6260, loss_bbox: 0.2186, loss_mask: 0.2526, loss: 0.7798 2022-09-29 14:23:56,242 - mmdet - INFO - Epoch [6][6250/7330] lr: 2.000e-02, eta: 3:01:32, time: 0.239, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0476, loss_cls: 0.2181, acc: 92.7698, loss_bbox: 0.2126, loss_mask: 0.2452, loss: 0.7583 2022-09-29 14:24:08,186 - mmdet - INFO - Epoch [6][6300/7330] lr: 2.000e-02, eta: 3:01:19, time: 0.239, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0341, loss_rpn_bbox: 0.0473, loss_cls: 0.2224, acc: 92.8440, loss_bbox: 0.2142, loss_mask: 0.2467, loss: 0.7647 2022-09-29 14:24:20,338 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 14:24:20,338 - mmdet - INFO - Epoch [6][6350/7330] lr: 2.000e-02, eta: 3:01:07, time: 0.243, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0370, loss_rpn_bbox: 0.0491, loss_cls: 0.2173, acc: 92.7522, loss_bbox: 0.2140, loss_mask: 0.2511, loss: 0.7686 2022-09-29 14:24:32,508 - mmdet - INFO - Epoch [6][6400/7330] lr: 2.000e-02, eta: 3:00:55, time: 0.243, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0365, loss_rpn_bbox: 0.0469, loss_cls: 0.2111, acc: 92.9983, loss_bbox: 0.2086, loss_mask: 0.2502, loss: 0.7534 2022-09-29 14:24:44,192 - mmdet - INFO - Epoch [6][6450/7330] lr: 2.000e-02, eta: 3:00:43, time: 0.234, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0338, loss_rpn_bbox: 0.0467, loss_cls: 0.2077, acc: 93.2356, loss_bbox: 0.2023, loss_mask: 0.2441, loss: 0.7346 2022-09-29 14:24:56,105 - mmdet - INFO - Epoch [6][6500/7330] lr: 2.000e-02, eta: 3:00:31, time: 0.238, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0368, loss_rpn_bbox: 0.0461, loss_cls: 0.2152, acc: 92.8931, loss_bbox: 0.2147, loss_mask: 0.2491, loss: 0.7619 2022-09-29 14:25:07,998 - mmdet - INFO - Epoch [6][6550/7330] lr: 2.000e-02, eta: 3:00:18, time: 0.238, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0328, loss_rpn_bbox: 0.0436, loss_cls: 0.2059, acc: 93.3438, loss_bbox: 0.1999, loss_mask: 0.2465, loss: 0.7287 2022-09-29 14:25:19,835 - mmdet - INFO - Epoch [6][6600/7330] lr: 2.000e-02, eta: 3:00:06, time: 0.237, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0337, loss_rpn_bbox: 0.0458, loss_cls: 0.2101, acc: 93.1201, loss_bbox: 0.2049, loss_mask: 0.2497, loss: 0.7442 2022-09-29 14:25:32,218 - mmdet - INFO - Epoch [6][6650/7330] lr: 2.000e-02, eta: 2:59:54, time: 0.248, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0406, loss_rpn_bbox: 0.0506, loss_cls: 0.2233, acc: 92.7710, loss_bbox: 0.2123, loss_mask: 0.2493, loss: 0.7760 2022-09-29 14:25:44,329 - mmdet - INFO - Epoch [6][6700/7330] lr: 2.000e-02, eta: 2:59:42, time: 0.242, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0377, loss_rpn_bbox: 0.0467, loss_cls: 0.2152, acc: 93.0183, loss_bbox: 0.2074, loss_mask: 0.2548, loss: 0.7618 2022-09-29 14:25:56,428 - mmdet - INFO - Epoch [6][6750/7330] lr: 2.000e-02, eta: 2:59:30, time: 0.242, data_time: 0.031, memory: 6940, loss_rpn_cls: 0.0391, loss_rpn_bbox: 0.0497, loss_cls: 0.2201, acc: 92.7529, loss_bbox: 0.2150, loss_mask: 0.2501, loss: 0.7740 2022-09-29 14:26:08,273 - mmdet - INFO - Epoch [6][6800/7330] lr: 2.000e-02, eta: 2:59:18, time: 0.237, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0480, loss_cls: 0.2143, acc: 93.0203, loss_bbox: 0.2058, loss_mask: 0.2509, loss: 0.7539 2022-09-29 14:26:20,298 - mmdet - INFO - Epoch [6][6850/7330] lr: 2.000e-02, eta: 2:59:06, time: 0.240, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0370, loss_rpn_bbox: 0.0467, loss_cls: 0.2140, acc: 93.0859, loss_bbox: 0.2046, loss_mask: 0.2516, loss: 0.7539 2022-09-29 14:26:32,362 - mmdet - INFO - Epoch [6][6900/7330] lr: 2.000e-02, eta: 2:58:54, time: 0.241, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0385, loss_rpn_bbox: 0.0471, loss_cls: 0.2160, acc: 93.0212, loss_bbox: 0.2092, loss_mask: 0.2512, loss: 0.7620 2022-09-29 14:26:44,360 - mmdet - INFO - Epoch [6][6950/7330] lr: 2.000e-02, eta: 2:58:41, time: 0.240, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0374, loss_rpn_bbox: 0.0492, loss_cls: 0.2196, acc: 92.8257, loss_bbox: 0.2102, loss_mask: 0.2551, loss: 0.7716 2022-09-29 14:26:56,428 - mmdet - INFO - Epoch [6][7000/7330] lr: 2.000e-02, eta: 2:58:29, time: 0.241, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0365, loss_rpn_bbox: 0.0477, loss_cls: 0.2150, acc: 92.9802, loss_bbox: 0.2132, loss_mask: 0.2512, loss: 0.7636 2022-09-29 14:27:08,386 - mmdet - INFO - Epoch [6][7050/7330] lr: 2.000e-02, eta: 2:58:17, time: 0.239, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0352, loss_rpn_bbox: 0.0466, loss_cls: 0.2121, acc: 93.0676, loss_bbox: 0.2080, loss_mask: 0.2550, loss: 0.7570 2022-09-29 14:27:20,561 - mmdet - INFO - Epoch [6][7100/7330] lr: 2.000e-02, eta: 2:58:05, time: 0.243, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0495, loss_cls: 0.2216, acc: 92.7117, loss_bbox: 0.2193, loss_mask: 0.2561, loss: 0.7827 2022-09-29 14:27:32,298 - mmdet - INFO - Epoch [6][7150/7330] lr: 2.000e-02, eta: 2:57:53, time: 0.235, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0325, loss_rpn_bbox: 0.0449, loss_cls: 0.2087, acc: 93.0481, loss_bbox: 0.2107, loss_mask: 0.2508, loss: 0.7477 2022-09-29 14:27:44,307 - mmdet - INFO - Epoch [6][7200/7330] lr: 2.000e-02, eta: 2:57:40, time: 0.240, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0341, loss_rpn_bbox: 0.0477, loss_cls: 0.2184, acc: 92.9343, loss_bbox: 0.2094, loss_mask: 0.2486, loss: 0.7581 2022-09-29 14:27:56,279 - mmdet - INFO - Epoch [6][7250/7330] lr: 2.000e-02, eta: 2:57:28, time: 0.239, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0351, loss_rpn_bbox: 0.0447, loss_cls: 0.2073, acc: 93.1221, loss_bbox: 0.2098, loss_mask: 0.2474, loss: 0.7444 2022-09-29 14:28:08,069 - mmdet - INFO - Epoch [6][7300/7330] lr: 2.000e-02, eta: 2:57:16, time: 0.236, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0346, loss_rpn_bbox: 0.0439, loss_cls: 0.2139, acc: 93.0466, loss_bbox: 0.2029, loss_mask: 0.2448, loss: 0.7401 2022-09-29 14:28:15,727 - mmdet - INFO - Saving checkpoint at 6 epochs 2022-09-29 14:28:59,885 - mmdet - INFO - Evaluating bbox... 2022-09-29 14:29:32,800 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.354 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.540 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.389 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.201 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.391 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.456 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.509 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.509 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.509 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.309 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.551 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.649 2022-09-29 14:29:32,800 - mmdet - INFO - Evaluating segm... 2022-09-29 14:30:10,830 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.320 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.511 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.343 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.149 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.344 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.462 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.460 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.460 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.460 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.261 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.500 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.605 2022-09-29 14:30:11,390 - mmdet - INFO - The previous best checkpoint /home/tiger/code/mmdet/work_dirs/finetune_mask-rcnn_1x_coco_pixpro-init_moco-setting/best_bbox_mAP_epoch_5.pth was removed 2022-09-29 14:30:12,070 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_6.pth. 2022-09-29 14:30:12,071 - mmdet - INFO - Best bbox_mAP is 0.3540 at 6 epoch. 2022-09-29 14:30:12,072 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 14:30:12,072 - mmdet - INFO - Epoch(val) [6][625] bbox_mAP: 0.3540, bbox_mAP_50: 0.5400, bbox_mAP_75: 0.3890, bbox_mAP_s: 0.2010, bbox_mAP_m: 0.3910, bbox_mAP_l: 0.4560, bbox_mAP_copypaste: 0.354 0.540 0.389 0.201 0.391 0.456, segm_mAP: 0.3200, segm_mAP_50: 0.5110, segm_mAP_75: 0.3430, segm_mAP_s: 0.1490, segm_mAP_m: 0.3440, segm_mAP_l: 0.4620, segm_mAP_copypaste: 0.320 0.511 0.343 0.149 0.344 0.462 2022-09-29 14:30:27,271 - mmdet - INFO - Epoch [7][50/7330] lr: 2.000e-02, eta: 2:56:52, time: 0.304, data_time: 0.084, memory: 6940, loss_rpn_cls: 0.0332, loss_rpn_bbox: 0.0457, loss_cls: 0.2002, acc: 93.4121, loss_bbox: 0.1991, loss_mask: 0.2437, loss: 0.7218 2022-09-29 14:30:39,551 - mmdet - INFO - Epoch [7][100/7330] lr: 2.000e-02, eta: 2:56:41, time: 0.246, data_time: 0.030, memory: 6940, loss_rpn_cls: 0.0335, loss_rpn_bbox: 0.0450, loss_cls: 0.2052, acc: 93.2641, loss_bbox: 0.2034, loss_mask: 0.2458, loss: 0.7328 2022-09-29 14:30:51,651 - mmdet - INFO - Epoch [7][150/7330] lr: 2.000e-02, eta: 2:56:28, time: 0.242, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0354, loss_rpn_bbox: 0.0467, loss_cls: 0.2110, acc: 93.1538, loss_bbox: 0.2095, loss_mask: 0.2460, loss: 0.7486 2022-09-29 14:31:03,834 - mmdet - INFO - Epoch [7][200/7330] lr: 2.000e-02, eta: 2:56:16, time: 0.244, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0334, loss_rpn_bbox: 0.0473, loss_cls: 0.2070, acc: 93.2454, loss_bbox: 0.2014, loss_mask: 0.2457, loss: 0.7348 2022-09-29 14:31:15,850 - mmdet - INFO - Epoch [7][250/7330] lr: 2.000e-02, eta: 2:56:04, time: 0.240, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0330, loss_rpn_bbox: 0.0475, loss_cls: 0.2041, acc: 93.2561, loss_bbox: 0.2030, loss_mask: 0.2502, loss: 0.7378 2022-09-29 14:31:27,756 - mmdet - INFO - Epoch [7][300/7330] lr: 2.000e-02, eta: 2:55:52, time: 0.238, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0359, loss_rpn_bbox: 0.0469, loss_cls: 0.2155, acc: 92.9314, loss_bbox: 0.2114, loss_mask: 0.2523, loss: 0.7620 2022-09-29 14:31:39,710 - mmdet - INFO - Epoch [7][350/7330] lr: 2.000e-02, eta: 2:55:40, time: 0.239, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0318, loss_rpn_bbox: 0.0449, loss_cls: 0.2026, acc: 93.2119, loss_bbox: 0.2028, loss_mask: 0.2416, loss: 0.7236 2022-09-29 14:31:51,811 - mmdet - INFO - Epoch [7][400/7330] lr: 2.000e-02, eta: 2:55:28, time: 0.242, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0333, loss_rpn_bbox: 0.0495, loss_cls: 0.2172, acc: 92.8035, loss_bbox: 0.2106, loss_mask: 0.2515, loss: 0.7620 2022-09-29 14:32:03,914 - mmdet - INFO - Epoch [7][450/7330] lr: 2.000e-02, eta: 2:55:16, time: 0.242, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0385, loss_rpn_bbox: 0.0467, loss_cls: 0.2167, acc: 92.7625, loss_bbox: 0.2142, loss_mask: 0.2541, loss: 0.7702 2022-09-29 14:32:16,056 - mmdet - INFO - Epoch [7][500/7330] lr: 2.000e-02, eta: 2:55:04, time: 0.243, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0477, loss_cls: 0.2078, acc: 93.0759, loss_bbox: 0.2090, loss_mask: 0.2562, loss: 0.7554 2022-09-29 14:32:28,155 - mmdet - INFO - Epoch [7][550/7330] lr: 2.000e-02, eta: 2:54:52, time: 0.242, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0309, loss_rpn_bbox: 0.0436, loss_cls: 0.2022, acc: 93.1834, loss_bbox: 0.1975, loss_mask: 0.2396, loss: 0.7138 2022-09-29 14:32:40,584 - mmdet - INFO - Epoch [7][600/7330] lr: 2.000e-02, eta: 2:54:40, time: 0.249, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0359, loss_rpn_bbox: 0.0491, loss_cls: 0.2102, acc: 92.9993, loss_bbox: 0.2134, loss_mask: 0.2518, loss: 0.7606 2022-09-29 14:32:52,574 - mmdet - INFO - Epoch [7][650/7330] lr: 2.000e-02, eta: 2:54:28, time: 0.240, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0355, loss_rpn_bbox: 0.0455, loss_cls: 0.2128, acc: 93.0359, loss_bbox: 0.2078, loss_mask: 0.2519, loss: 0.7535 2022-09-29 14:33:04,608 - mmdet - INFO - Epoch [7][700/7330] lr: 2.000e-02, eta: 2:54:16, time: 0.241, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0329, loss_rpn_bbox: 0.0473, loss_cls: 0.2190, acc: 92.7830, loss_bbox: 0.2146, loss_mask: 0.2482, loss: 0.7620 2022-09-29 14:33:16,545 - mmdet - INFO - Epoch [7][750/7330] lr: 2.000e-02, eta: 2:54:03, time: 0.239, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0337, loss_rpn_bbox: 0.0461, loss_cls: 0.2072, acc: 93.1277, loss_bbox: 0.2089, loss_mask: 0.2518, loss: 0.7476 2022-09-29 14:33:28,616 - mmdet - INFO - Epoch [7][800/7330] lr: 2.000e-02, eta: 2:53:51, time: 0.241, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0320, loss_rpn_bbox: 0.0465, loss_cls: 0.2055, acc: 93.1733, loss_bbox: 0.2107, loss_mask: 0.2457, loss: 0.7404 2022-09-29 14:33:40,835 - mmdet - INFO - Epoch [7][850/7330] lr: 2.000e-02, eta: 2:53:39, time: 0.244, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0460, loss_cls: 0.2019, acc: 93.2581, loss_bbox: 0.2017, loss_mask: 0.2435, loss: 0.7288 2022-09-29 14:33:52,863 - mmdet - INFO - Epoch [7][900/7330] lr: 2.000e-02, eta: 2:53:27, time: 0.241, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0464, loss_cls: 0.2043, acc: 93.2087, loss_bbox: 0.2030, loss_mask: 0.2509, loss: 0.7401 2022-09-29 14:34:04,954 - mmdet - INFO - Epoch [7][950/7330] lr: 2.000e-02, eta: 2:53:15, time: 0.242, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0325, loss_rpn_bbox: 0.0454, loss_cls: 0.2078, acc: 93.1362, loss_bbox: 0.2067, loss_mask: 0.2448, loss: 0.7372 2022-09-29 14:34:17,311 - mmdet - INFO - Epoch [7][1000/7330] lr: 2.000e-02, eta: 2:53:03, time: 0.247, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0343, loss_rpn_bbox: 0.0496, loss_cls: 0.2181, acc: 92.6082, loss_bbox: 0.2179, loss_mask: 0.2512, loss: 0.7710 2022-09-29 14:34:29,830 - mmdet - INFO - Epoch [7][1050/7330] lr: 2.000e-02, eta: 2:52:52, time: 0.250, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0340, loss_rpn_bbox: 0.0495, loss_cls: 0.2183, acc: 92.5999, loss_bbox: 0.2168, loss_mask: 0.2481, loss: 0.7668 2022-09-29 14:34:42,303 - mmdet - INFO - Epoch [7][1100/7330] lr: 2.000e-02, eta: 2:52:40, time: 0.249, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0356, loss_rpn_bbox: 0.0493, loss_cls: 0.2141, acc: 92.9292, loss_bbox: 0.2120, loss_mask: 0.2499, loss: 0.7609 2022-09-29 14:34:54,550 - mmdet - INFO - Epoch [7][1150/7330] lr: 2.000e-02, eta: 2:52:28, time: 0.245, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0325, loss_rpn_bbox: 0.0470, loss_cls: 0.2055, acc: 93.2727, loss_bbox: 0.2022, loss_mask: 0.2463, loss: 0.7335 2022-09-29 14:35:06,681 - mmdet - INFO - Epoch [7][1200/7330] lr: 2.000e-02, eta: 2:52:16, time: 0.243, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0330, loss_rpn_bbox: 0.0439, loss_cls: 0.2042, acc: 93.1426, loss_bbox: 0.2039, loss_mask: 0.2402, loss: 0.7252 2022-09-29 14:35:18,822 - mmdet - INFO - Epoch [7][1250/7330] lr: 2.000e-02, eta: 2:52:04, time: 0.243, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0341, loss_rpn_bbox: 0.0475, loss_cls: 0.2190, acc: 92.8567, loss_bbox: 0.2168, loss_mask: 0.2490, loss: 0.7664 2022-09-29 14:35:31,081 - mmdet - INFO - Epoch [7][1300/7330] lr: 2.000e-02, eta: 2:51:52, time: 0.245, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0361, loss_rpn_bbox: 0.0485, loss_cls: 0.2116, acc: 92.9419, loss_bbox: 0.2117, loss_mask: 0.2533, loss: 0.7611 2022-09-29 14:35:43,240 - mmdet - INFO - Epoch [7][1350/7330] lr: 2.000e-02, eta: 2:51:40, time: 0.243, data_time: 0.029, memory: 6940, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0469, loss_cls: 0.2031, acc: 93.2070, loss_bbox: 0.2047, loss_mask: 0.2431, loss: 0.7340 2022-09-29 14:35:55,442 - mmdet - INFO - Epoch [7][1400/7330] lr: 2.000e-02, eta: 2:51:28, time: 0.244, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0366, loss_rpn_bbox: 0.0472, loss_cls: 0.2204, acc: 92.6995, loss_bbox: 0.2132, loss_mask: 0.2463, loss: 0.7637 2022-09-29 14:36:07,419 - mmdet - INFO - Epoch [7][1450/7330] lr: 2.000e-02, eta: 2:51:16, time: 0.240, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0367, loss_rpn_bbox: 0.0482, loss_cls: 0.2122, acc: 92.9285, loss_bbox: 0.2118, loss_mask: 0.2473, loss: 0.7562 2022-09-29 14:36:19,558 - mmdet - INFO - Epoch [7][1500/7330] lr: 2.000e-02, eta: 2:51:04, time: 0.243, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0339, loss_rpn_bbox: 0.0499, loss_cls: 0.2103, acc: 92.9028, loss_bbox: 0.2145, loss_mask: 0.2484, loss: 0.7570 2022-09-29 14:36:32,165 - mmdet - INFO - Epoch [7][1550/7330] lr: 2.000e-02, eta: 2:50:52, time: 0.252, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0330, loss_rpn_bbox: 0.0469, loss_cls: 0.2116, acc: 93.0420, loss_bbox: 0.2059, loss_mask: 0.2416, loss: 0.7390 2022-09-29 14:36:44,265 - mmdet - INFO - Epoch [7][1600/7330] lr: 2.000e-02, eta: 2:50:40, time: 0.242, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0466, loss_cls: 0.2149, acc: 92.8784, loss_bbox: 0.2163, loss_mask: 0.2461, loss: 0.7602 2022-09-29 14:36:56,293 - mmdet - INFO - Epoch [7][1650/7330] lr: 2.000e-02, eta: 2:50:28, time: 0.241, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0356, loss_rpn_bbox: 0.0484, loss_cls: 0.2217, acc: 92.6538, loss_bbox: 0.2153, loss_mask: 0.2542, loss: 0.7753 2022-09-29 14:37:08,362 - mmdet - INFO - Epoch [7][1700/7330] lr: 2.000e-02, eta: 2:50:16, time: 0.241, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0326, loss_rpn_bbox: 0.0454, loss_cls: 0.2157, acc: 92.9521, loss_bbox: 0.2103, loss_mask: 0.2545, loss: 0.7586 2022-09-29 14:37:20,569 - mmdet - INFO - Epoch [7][1750/7330] lr: 2.000e-02, eta: 2:50:04, time: 0.244, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0348, loss_rpn_bbox: 0.0485, loss_cls: 0.2157, acc: 92.8279, loss_bbox: 0.2173, loss_mask: 0.2502, loss: 0.7665 2022-09-29 14:37:33,042 - mmdet - INFO - Epoch [7][1800/7330] lr: 2.000e-02, eta: 2:49:52, time: 0.249, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0338, loss_rpn_bbox: 0.0482, loss_cls: 0.2086, acc: 93.0056, loss_bbox: 0.2119, loss_mask: 0.2492, loss: 0.7517 2022-09-29 14:37:45,316 - mmdet - INFO - Epoch [7][1850/7330] lr: 2.000e-02, eta: 2:49:40, time: 0.245, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0333, loss_rpn_bbox: 0.0450, loss_cls: 0.2075, acc: 93.0962, loss_bbox: 0.2017, loss_mask: 0.2468, loss: 0.7342 2022-09-29 14:37:57,268 - mmdet - INFO - Epoch [7][1900/7330] lr: 2.000e-02, eta: 2:49:28, time: 0.239, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0355, loss_rpn_bbox: 0.0463, loss_cls: 0.2093, acc: 93.0671, loss_bbox: 0.2137, loss_mask: 0.2511, loss: 0.7560 2022-09-29 14:38:09,606 - mmdet - INFO - Epoch [7][1950/7330] lr: 2.000e-02, eta: 2:49:16, time: 0.247, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0367, loss_rpn_bbox: 0.0512, loss_cls: 0.2159, acc: 92.6804, loss_bbox: 0.2200, loss_mask: 0.2442, loss: 0.7679 2022-09-29 14:38:21,583 - mmdet - INFO - Epoch [7][2000/7330] lr: 2.000e-02, eta: 2:49:04, time: 0.240, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0467, loss_cls: 0.2026, acc: 93.2571, loss_bbox: 0.2042, loss_mask: 0.2500, loss: 0.7394 2022-09-29 14:38:33,970 - mmdet - INFO - Epoch [7][2050/7330] lr: 2.000e-02, eta: 2:48:52, time: 0.248, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0344, loss_rpn_bbox: 0.0493, loss_cls: 0.2101, acc: 93.0405, loss_bbox: 0.2112, loss_mask: 0.2467, loss: 0.7517 2022-09-29 14:38:46,221 - mmdet - INFO - Epoch [7][2100/7330] lr: 2.000e-02, eta: 2:48:40, time: 0.245, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0375, loss_rpn_bbox: 0.0488, loss_cls: 0.2291, acc: 92.4473, loss_bbox: 0.2228, loss_mask: 0.2543, loss: 0.7925 2022-09-29 14:38:58,341 - mmdet - INFO - Epoch [7][2150/7330] lr: 2.000e-02, eta: 2:48:28, time: 0.242, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0480, loss_cls: 0.2233, acc: 92.7554, loss_bbox: 0.2126, loss_mask: 0.2483, loss: 0.7684 2022-09-29 14:39:10,597 - mmdet - INFO - Epoch [7][2200/7330] lr: 2.000e-02, eta: 2:48:17, time: 0.245, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0365, loss_rpn_bbox: 0.0462, loss_cls: 0.2210, acc: 92.7920, loss_bbox: 0.2175, loss_mask: 0.2489, loss: 0.7700 2022-09-29 14:39:22,662 - mmdet - INFO - Epoch [7][2250/7330] lr: 2.000e-02, eta: 2:48:04, time: 0.241, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0479, loss_cls: 0.2221, acc: 92.6479, loss_bbox: 0.2193, loss_mask: 0.2537, loss: 0.7788 2022-09-29 14:39:35,022 - mmdet - INFO - Epoch [7][2300/7330] lr: 2.000e-02, eta: 2:47:53, time: 0.247, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0481, loss_cls: 0.2210, acc: 92.7097, loss_bbox: 0.2154, loss_mask: 0.2484, loss: 0.7686 2022-09-29 14:39:47,408 - mmdet - INFO - Epoch [7][2350/7330] lr: 2.000e-02, eta: 2:47:41, time: 0.248, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0343, loss_rpn_bbox: 0.0499, loss_cls: 0.2179, acc: 92.8147, loss_bbox: 0.2195, loss_mask: 0.2502, loss: 0.7718 2022-09-29 14:39:59,519 - mmdet - INFO - Epoch [7][2400/7330] lr: 2.000e-02, eta: 2:47:29, time: 0.242, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0366, loss_rpn_bbox: 0.0483, loss_cls: 0.2108, acc: 92.9636, loss_bbox: 0.2100, loss_mask: 0.2488, loss: 0.7545 2022-09-29 14:40:11,612 - mmdet - INFO - Epoch [7][2450/7330] lr: 2.000e-02, eta: 2:47:17, time: 0.242, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0327, loss_rpn_bbox: 0.0448, loss_cls: 0.2055, acc: 93.3010, loss_bbox: 0.1993, loss_mask: 0.2481, loss: 0.7303 2022-09-29 14:40:23,764 - mmdet - INFO - Epoch [7][2500/7330] lr: 2.000e-02, eta: 2:47:05, time: 0.243, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0343, loss_rpn_bbox: 0.0440, loss_cls: 0.2064, acc: 93.1219, loss_bbox: 0.2007, loss_mask: 0.2421, loss: 0.7275 2022-09-29 14:40:35,972 - mmdet - INFO - Epoch [7][2550/7330] lr: 2.000e-02, eta: 2:46:53, time: 0.244, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0354, loss_rpn_bbox: 0.0468, loss_cls: 0.2087, acc: 93.0496, loss_bbox: 0.2051, loss_mask: 0.2438, loss: 0.7400 2022-09-29 14:40:48,470 - mmdet - INFO - Epoch [7][2600/7330] lr: 2.000e-02, eta: 2:46:41, time: 0.250, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0344, loss_rpn_bbox: 0.0480, loss_cls: 0.2154, acc: 92.9910, loss_bbox: 0.2179, loss_mask: 0.2475, loss: 0.7632 2022-09-29 14:41:00,576 - mmdet - INFO - Epoch [7][2650/7330] lr: 2.000e-02, eta: 2:46:29, time: 0.242, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0346, loss_rpn_bbox: 0.0446, loss_cls: 0.1997, acc: 93.4158, loss_bbox: 0.1980, loss_mask: 0.2487, loss: 0.7256 2022-09-29 14:41:12,727 - mmdet - INFO - Epoch [7][2700/7330] lr: 2.000e-02, eta: 2:46:17, time: 0.243, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0340, loss_rpn_bbox: 0.0456, loss_cls: 0.2016, acc: 93.2727, loss_bbox: 0.2053, loss_mask: 0.2460, loss: 0.7326 2022-09-29 14:41:24,834 - mmdet - INFO - Epoch [7][2750/7330] lr: 2.000e-02, eta: 2:46:05, time: 0.242, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0361, loss_rpn_bbox: 0.0473, loss_cls: 0.2133, acc: 92.9753, loss_bbox: 0.2107, loss_mask: 0.2472, loss: 0.7546 2022-09-29 14:41:37,065 - mmdet - INFO - Epoch [7][2800/7330] lr: 2.000e-02, eta: 2:45:53, time: 0.245, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0334, loss_rpn_bbox: 0.0477, loss_cls: 0.2165, acc: 92.9727, loss_bbox: 0.2062, loss_mask: 0.2516, loss: 0.7554 2022-09-29 14:41:49,003 - mmdet - INFO - Epoch [7][2850/7330] lr: 2.000e-02, eta: 2:45:41, time: 0.239, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0330, loss_rpn_bbox: 0.0447, loss_cls: 0.2129, acc: 93.0164, loss_bbox: 0.2075, loss_mask: 0.2471, loss: 0.7452 2022-09-29 14:42:00,877 - mmdet - INFO - Epoch [7][2900/7330] lr: 2.000e-02, eta: 2:45:28, time: 0.237, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0319, loss_rpn_bbox: 0.0464, loss_cls: 0.2080, acc: 93.2339, loss_bbox: 0.2032, loss_mask: 0.2426, loss: 0.7323 2022-09-29 14:42:12,844 - mmdet - INFO - Epoch [7][2950/7330] lr: 2.000e-02, eta: 2:45:16, time: 0.239, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0333, loss_rpn_bbox: 0.0455, loss_cls: 0.2015, acc: 93.4534, loss_bbox: 0.1980, loss_mask: 0.2479, loss: 0.7261 2022-09-29 14:42:24,836 - mmdet - INFO - Epoch [7][3000/7330] lr: 2.000e-02, eta: 2:45:04, time: 0.240, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0344, loss_rpn_bbox: 0.0481, loss_cls: 0.2135, acc: 92.9180, loss_bbox: 0.2184, loss_mask: 0.2528, loss: 0.7672 2022-09-29 14:42:36,649 - mmdet - INFO - Epoch [7][3050/7330] lr: 2.000e-02, eta: 2:44:52, time: 0.236, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0332, loss_rpn_bbox: 0.0437, loss_cls: 0.2007, acc: 93.3701, loss_bbox: 0.2004, loss_mask: 0.2462, loss: 0.7241 2022-09-29 14:42:48,485 - mmdet - INFO - Epoch [7][3100/7330] lr: 2.000e-02, eta: 2:44:39, time: 0.237, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0305, loss_rpn_bbox: 0.0433, loss_cls: 0.1950, acc: 93.5696, loss_bbox: 0.1973, loss_mask: 0.2392, loss: 0.7054 2022-09-29 14:43:00,271 - mmdet - INFO - Epoch [7][3150/7330] lr: 2.000e-02, eta: 2:44:27, time: 0.236, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0325, loss_rpn_bbox: 0.0454, loss_cls: 0.2054, acc: 93.2983, loss_bbox: 0.2041, loss_mask: 0.2471, loss: 0.7345 2022-09-29 14:43:12,423 - mmdet - INFO - Epoch [7][3200/7330] lr: 2.000e-02, eta: 2:44:15, time: 0.243, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0436, loss_cls: 0.2055, acc: 93.3105, loss_bbox: 0.1984, loss_mask: 0.2390, loss: 0.7222 2022-09-29 14:43:24,699 - mmdet - INFO - Epoch [7][3250/7330] lr: 2.000e-02, eta: 2:44:03, time: 0.246, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0341, loss_rpn_bbox: 0.0463, loss_cls: 0.2071, acc: 93.0151, loss_bbox: 0.2124, loss_mask: 0.2404, loss: 0.7404 2022-09-29 14:43:36,631 - mmdet - INFO - Epoch [7][3300/7330] lr: 2.000e-02, eta: 2:43:51, time: 0.239, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0352, loss_rpn_bbox: 0.0461, loss_cls: 0.2012, acc: 93.3853, loss_bbox: 0.2004, loss_mask: 0.2428, loss: 0.7256 2022-09-29 14:43:48,894 - mmdet - INFO - Epoch [7][3350/7330] lr: 2.000e-02, eta: 2:43:39, time: 0.245, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0365, loss_rpn_bbox: 0.0475, loss_cls: 0.2182, acc: 92.8298, loss_bbox: 0.2125, loss_mask: 0.2468, loss: 0.7616 2022-09-29 14:44:00,818 - mmdet - INFO - Epoch [7][3400/7330] lr: 2.000e-02, eta: 2:43:27, time: 0.238, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0326, loss_rpn_bbox: 0.0449, loss_cls: 0.2031, acc: 93.2634, loss_bbox: 0.2013, loss_mask: 0.2433, loss: 0.7252 2022-09-29 14:44:12,657 - mmdet - INFO - Epoch [7][3450/7330] lr: 2.000e-02, eta: 2:43:14, time: 0.237, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0339, loss_rpn_bbox: 0.0465, loss_cls: 0.2057, acc: 93.2639, loss_bbox: 0.2031, loss_mask: 0.2438, loss: 0.7330 2022-09-29 14:44:24,752 - mmdet - INFO - Epoch [7][3500/7330] lr: 2.000e-02, eta: 2:43:02, time: 0.242, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0334, loss_rpn_bbox: 0.0446, loss_cls: 0.2057, acc: 93.2056, loss_bbox: 0.2051, loss_mask: 0.2468, loss: 0.7355 2022-09-29 14:44:36,941 - mmdet - INFO - Epoch [7][3550/7330] lr: 2.000e-02, eta: 2:42:50, time: 0.244, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0338, loss_rpn_bbox: 0.0467, loss_cls: 0.2171, acc: 92.7610, loss_bbox: 0.2112, loss_mask: 0.2407, loss: 0.7495 2022-09-29 14:44:48,894 - mmdet - INFO - Epoch [7][3600/7330] lr: 2.000e-02, eta: 2:42:38, time: 0.239, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0341, loss_rpn_bbox: 0.0474, loss_cls: 0.2062, acc: 93.1121, loss_bbox: 0.2072, loss_mask: 0.2474, loss: 0.7423 2022-09-29 14:45:00,944 - mmdet - INFO - Epoch [7][3650/7330] lr: 2.000e-02, eta: 2:42:26, time: 0.241, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0327, loss_rpn_bbox: 0.0478, loss_cls: 0.2071, acc: 93.0557, loss_bbox: 0.2025, loss_mask: 0.2501, loss: 0.7401 2022-09-29 14:45:12,882 - mmdet - INFO - Epoch [7][3700/7330] lr: 2.000e-02, eta: 2:42:14, time: 0.239, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0343, loss_rpn_bbox: 0.0464, loss_cls: 0.2133, acc: 92.9219, loss_bbox: 0.2137, loss_mask: 0.2495, loss: 0.7572 2022-09-29 14:45:24,884 - mmdet - INFO - Epoch [7][3750/7330] lr: 2.000e-02, eta: 2:42:02, time: 0.240, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0332, loss_rpn_bbox: 0.0472, loss_cls: 0.2065, acc: 93.2473, loss_bbox: 0.2013, loss_mask: 0.2437, loss: 0.7320 2022-09-29 14:45:36,774 - mmdet - INFO - Epoch [7][3800/7330] lr: 2.000e-02, eta: 2:41:49, time: 0.238, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0355, loss_rpn_bbox: 0.0465, loss_cls: 0.2148, acc: 92.9580, loss_bbox: 0.2105, loss_mask: 0.2483, loss: 0.7556 2022-09-29 14:45:49,090 - mmdet - INFO - Epoch [7][3850/7330] lr: 2.000e-02, eta: 2:41:38, time: 0.246, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0348, loss_rpn_bbox: 0.0483, loss_cls: 0.2179, acc: 92.6843, loss_bbox: 0.2181, loss_mask: 0.2458, loss: 0.7649 2022-09-29 14:46:01,059 - mmdet - INFO - Epoch [7][3900/7330] lr: 2.000e-02, eta: 2:41:25, time: 0.239, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0429, loss_cls: 0.2095, acc: 93.0706, loss_bbox: 0.2034, loss_mask: 0.2455, loss: 0.7360 2022-09-29 14:46:13,063 - mmdet - INFO - Epoch [7][3950/7330] lr: 2.000e-02, eta: 2:41:13, time: 0.240, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0469, loss_cls: 0.2197, acc: 92.8372, loss_bbox: 0.2078, loss_mask: 0.2518, loss: 0.7612 2022-09-29 14:46:25,399 - mmdet - INFO - Epoch [7][4000/7330] lr: 2.000e-02, eta: 2:41:01, time: 0.247, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0392, loss_rpn_bbox: 0.0506, loss_cls: 0.2186, acc: 92.7773, loss_bbox: 0.2147, loss_mask: 0.2551, loss: 0.7782 2022-09-29 14:46:37,698 - mmdet - INFO - Epoch [7][4050/7330] lr: 2.000e-02, eta: 2:40:49, time: 0.246, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0386, loss_rpn_bbox: 0.0488, loss_cls: 0.2222, acc: 92.6956, loss_bbox: 0.2134, loss_mask: 0.2500, loss: 0.7730 2022-09-29 14:46:49,818 - mmdet - INFO - Epoch [7][4100/7330] lr: 2.000e-02, eta: 2:40:37, time: 0.242, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0483, loss_cls: 0.2163, acc: 92.8933, loss_bbox: 0.2134, loss_mask: 0.2505, loss: 0.7642 2022-09-29 14:47:02,019 - mmdet - INFO - Epoch [7][4150/7330] lr: 2.000e-02, eta: 2:40:25, time: 0.244, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0371, loss_rpn_bbox: 0.0490, loss_cls: 0.2151, acc: 92.8228, loss_bbox: 0.2181, loss_mask: 0.2536, loss: 0.7727 2022-09-29 14:47:13,936 - mmdet - INFO - Epoch [7][4200/7330] lr: 2.000e-02, eta: 2:40:13, time: 0.238, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0457, loss_cls: 0.2091, acc: 93.1548, loss_bbox: 0.2060, loss_mask: 0.2448, loss: 0.7408 2022-09-29 14:47:26,253 - mmdet - INFO - Epoch [7][4250/7330] lr: 2.000e-02, eta: 2:40:01, time: 0.246, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0491, loss_cls: 0.2296, acc: 92.4954, loss_bbox: 0.2244, loss_mask: 0.2572, loss: 0.7966 2022-09-29 14:47:38,394 - mmdet - INFO - Epoch [7][4300/7330] lr: 2.000e-02, eta: 2:39:49, time: 0.243, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0315, loss_rpn_bbox: 0.0437, loss_cls: 0.2048, acc: 93.2651, loss_bbox: 0.2030, loss_mask: 0.2488, loss: 0.7318 2022-09-29 14:47:50,465 - mmdet - INFO - Epoch [7][4350/7330] lr: 2.000e-02, eta: 2:39:37, time: 0.241, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0316, loss_rpn_bbox: 0.0441, loss_cls: 0.1971, acc: 93.4553, loss_bbox: 0.1966, loss_mask: 0.2405, loss: 0.7100 2022-09-29 14:48:02,492 - mmdet - INFO - Epoch [7][4400/7330] lr: 2.000e-02, eta: 2:39:25, time: 0.241, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0319, loss_rpn_bbox: 0.0420, loss_cls: 0.2004, acc: 93.3535, loss_bbox: 0.1979, loss_mask: 0.2451, loss: 0.7173 2022-09-29 14:48:14,564 - mmdet - INFO - Epoch [7][4450/7330] lr: 2.000e-02, eta: 2:39:13, time: 0.241, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0339, loss_rpn_bbox: 0.0458, loss_cls: 0.2068, acc: 93.2378, loss_bbox: 0.2027, loss_mask: 0.2471, loss: 0.7364 2022-09-29 14:48:26,653 - mmdet - INFO - Epoch [7][4500/7330] lr: 2.000e-02, eta: 2:39:01, time: 0.242, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0350, loss_rpn_bbox: 0.0467, loss_cls: 0.2066, acc: 93.1438, loss_bbox: 0.2102, loss_mask: 0.2514, loss: 0.7500 2022-09-29 14:48:38,712 - mmdet - INFO - Epoch [7][4550/7330] lr: 2.000e-02, eta: 2:38:49, time: 0.241, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0322, loss_rpn_bbox: 0.0460, loss_cls: 0.2120, acc: 93.0435, loss_bbox: 0.2090, loss_mask: 0.2474, loss: 0.7466 2022-09-29 14:48:50,872 - mmdet - INFO - Epoch [7][4600/7330] lr: 2.000e-02, eta: 2:38:37, time: 0.243, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0337, loss_rpn_bbox: 0.0460, loss_cls: 0.2068, acc: 93.1921, loss_bbox: 0.2103, loss_mask: 0.2492, loss: 0.7460 2022-09-29 14:49:03,295 - mmdet - INFO - Epoch [7][4650/7330] lr: 2.000e-02, eta: 2:38:25, time: 0.248, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0339, loss_rpn_bbox: 0.0455, loss_cls: 0.2022, acc: 93.3093, loss_bbox: 0.2037, loss_mask: 0.2442, loss: 0.7295 2022-09-29 14:49:14,941 - mmdet - INFO - Epoch [7][4700/7330] lr: 2.000e-02, eta: 2:38:12, time: 0.233, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0364, loss_rpn_bbox: 0.0461, loss_cls: 0.2158, acc: 92.8513, loss_bbox: 0.2204, loss_mask: 0.2525, loss: 0.7712 2022-09-29 14:49:26,858 - mmdet - INFO - Epoch [7][4750/7330] lr: 2.000e-02, eta: 2:38:00, time: 0.238, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0320, loss_rpn_bbox: 0.0441, loss_cls: 0.2046, acc: 93.2896, loss_bbox: 0.2042, loss_mask: 0.2438, loss: 0.7288 2022-09-29 14:49:39,101 - mmdet - INFO - Epoch [7][4800/7330] lr: 2.000e-02, eta: 2:37:48, time: 0.245, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0389, loss_rpn_bbox: 0.0503, loss_cls: 0.2173, acc: 92.8462, loss_bbox: 0.2087, loss_mask: 0.2464, loss: 0.7616 2022-09-29 14:49:50,998 - mmdet - INFO - Epoch [7][4850/7330] lr: 2.000e-02, eta: 2:37:36, time: 0.238, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0440, loss_cls: 0.2021, acc: 93.3762, loss_bbox: 0.1991, loss_mask: 0.2488, loss: 0.7290 2022-09-29 14:50:03,125 - mmdet - INFO - Epoch [7][4900/7330] lr: 2.000e-02, eta: 2:37:24, time: 0.243, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0331, loss_rpn_bbox: 0.0465, loss_cls: 0.2096, acc: 92.9756, loss_bbox: 0.2067, loss_mask: 0.2463, loss: 0.7422 2022-09-29 14:50:15,161 - mmdet - INFO - Epoch [7][4950/7330] lr: 2.000e-02, eta: 2:37:12, time: 0.241, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0462, loss_cls: 0.2110, acc: 93.0320, loss_bbox: 0.2103, loss_mask: 0.2452, loss: 0.7484 2022-09-29 14:50:27,109 - mmdet - INFO - Epoch [7][5000/7330] lr: 2.000e-02, eta: 2:37:00, time: 0.239, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0354, loss_rpn_bbox: 0.0486, loss_cls: 0.2078, acc: 93.1245, loss_bbox: 0.2089, loss_mask: 0.2512, loss: 0.7519 2022-09-29 14:50:39,063 - mmdet - INFO - Epoch [7][5050/7330] lr: 2.000e-02, eta: 2:36:48, time: 0.239, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0331, loss_rpn_bbox: 0.0462, loss_cls: 0.2080, acc: 93.0798, loss_bbox: 0.2065, loss_mask: 0.2454, loss: 0.7393 2022-09-29 14:50:51,104 - mmdet - INFO - Epoch [7][5100/7330] lr: 2.000e-02, eta: 2:36:35, time: 0.241, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0350, loss_rpn_bbox: 0.0469, loss_cls: 0.2082, acc: 92.9873, loss_bbox: 0.2090, loss_mask: 0.2422, loss: 0.7412 2022-09-29 14:51:03,123 - mmdet - INFO - Epoch [7][5150/7330] lr: 2.000e-02, eta: 2:36:23, time: 0.240, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0333, loss_rpn_bbox: 0.0479, loss_cls: 0.2123, acc: 93.0176, loss_bbox: 0.2082, loss_mask: 0.2494, loss: 0.7510 2022-09-29 14:51:15,222 - mmdet - INFO - Epoch [7][5200/7330] lr: 2.000e-02, eta: 2:36:11, time: 0.242, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0346, loss_rpn_bbox: 0.0477, loss_cls: 0.2179, acc: 92.8198, loss_bbox: 0.2163, loss_mask: 0.2491, loss: 0.7656 2022-09-29 14:51:27,061 - mmdet - INFO - Epoch [7][5250/7330] lr: 2.000e-02, eta: 2:35:59, time: 0.237, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0373, loss_rpn_bbox: 0.0469, loss_cls: 0.2163, acc: 92.9683, loss_bbox: 0.2091, loss_mask: 0.2551, loss: 0.7647 2022-09-29 14:51:38,993 - mmdet - INFO - Epoch [7][5300/7330] lr: 2.000e-02, eta: 2:35:47, time: 0.239, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0469, loss_cls: 0.2133, acc: 92.9946, loss_bbox: 0.2072, loss_mask: 0.2484, loss: 0.7505 2022-09-29 14:51:50,934 - mmdet - INFO - Epoch [7][5350/7330] lr: 2.000e-02, eta: 2:35:35, time: 0.239, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0327, loss_rpn_bbox: 0.0430, loss_cls: 0.2015, acc: 93.1587, loss_bbox: 0.2074, loss_mask: 0.2477, loss: 0.7323 2022-09-29 14:52:03,119 - mmdet - INFO - Epoch [7][5400/7330] lr: 2.000e-02, eta: 2:35:23, time: 0.244, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0366, loss_rpn_bbox: 0.0471, loss_cls: 0.2207, acc: 92.6982, loss_bbox: 0.2121, loss_mask: 0.2518, loss: 0.7683 2022-09-29 14:52:15,449 - mmdet - INFO - Epoch [7][5450/7330] lr: 2.000e-02, eta: 2:35:11, time: 0.247, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0482, loss_cls: 0.2255, acc: 92.5466, loss_bbox: 0.2197, loss_mask: 0.2507, loss: 0.7798 2022-09-29 14:52:27,404 - mmdet - INFO - Epoch [7][5500/7330] lr: 2.000e-02, eta: 2:34:58, time: 0.239, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0338, loss_rpn_bbox: 0.0456, loss_cls: 0.2061, acc: 93.2576, loss_bbox: 0.1996, loss_mask: 0.2501, loss: 0.7353 2022-09-29 14:52:39,444 - mmdet - INFO - Epoch [7][5550/7330] lr: 2.000e-02, eta: 2:34:46, time: 0.241, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0364, loss_rpn_bbox: 0.0471, loss_cls: 0.2223, acc: 92.6465, loss_bbox: 0.2151, loss_mask: 0.2506, loss: 0.7715 2022-09-29 14:52:51,379 - mmdet - INFO - Epoch [7][5600/7330] lr: 2.000e-02, eta: 2:34:34, time: 0.239, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0344, loss_rpn_bbox: 0.0463, loss_cls: 0.2129, acc: 93.0681, loss_bbox: 0.2061, loss_mask: 0.2448, loss: 0.7445 2022-09-29 14:53:03,114 - mmdet - INFO - Epoch [7][5650/7330] lr: 2.000e-02, eta: 2:34:22, time: 0.235, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0339, loss_rpn_bbox: 0.0452, loss_cls: 0.2062, acc: 93.2327, loss_bbox: 0.2020, loss_mask: 0.2418, loss: 0.7291 2022-09-29 14:53:14,938 - mmdet - INFO - Epoch [7][5700/7330] lr: 2.000e-02, eta: 2:34:09, time: 0.236, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0352, loss_rpn_bbox: 0.0469, loss_cls: 0.2130, acc: 93.0986, loss_bbox: 0.2059, loss_mask: 0.2514, loss: 0.7524 2022-09-29 14:53:26,998 - mmdet - INFO - Epoch [7][5750/7330] lr: 2.000e-02, eta: 2:33:57, time: 0.241, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0318, loss_rpn_bbox: 0.0436, loss_cls: 0.1970, acc: 93.5737, loss_bbox: 0.1941, loss_mask: 0.2413, loss: 0.7078 2022-09-29 14:53:39,038 - mmdet - INFO - Epoch [7][5800/7330] lr: 2.000e-02, eta: 2:33:45, time: 0.241, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0484, loss_cls: 0.2142, acc: 92.8542, loss_bbox: 0.2110, loss_mask: 0.2503, loss: 0.7593 2022-09-29 14:53:50,907 - mmdet - INFO - Epoch [7][5850/7330] lr: 2.000e-02, eta: 2:33:33, time: 0.237, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0320, loss_rpn_bbox: 0.0454, loss_cls: 0.2076, acc: 93.1790, loss_bbox: 0.2043, loss_mask: 0.2480, loss: 0.7372 2022-09-29 14:54:03,197 - mmdet - INFO - Epoch [7][5900/7330] lr: 2.000e-02, eta: 2:33:21, time: 0.246, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0475, loss_cls: 0.2182, acc: 92.7522, loss_bbox: 0.2143, loss_mask: 0.2488, loss: 0.7641 2022-09-29 14:54:15,321 - mmdet - INFO - Epoch [7][5950/7330] lr: 2.000e-02, eta: 2:33:09, time: 0.242, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0469, loss_cls: 0.2125, acc: 92.9065, loss_bbox: 0.2118, loss_mask: 0.2540, loss: 0.7609 2022-09-29 14:54:27,331 - mmdet - INFO - Epoch [7][6000/7330] lr: 2.000e-02, eta: 2:32:57, time: 0.240, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0328, loss_rpn_bbox: 0.0454, loss_cls: 0.1964, acc: 93.4546, loss_bbox: 0.1989, loss_mask: 0.2419, loss: 0.7153 2022-09-29 14:54:39,435 - mmdet - INFO - Epoch [7][6050/7330] lr: 2.000e-02, eta: 2:32:45, time: 0.242, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0364, loss_rpn_bbox: 0.0470, loss_cls: 0.2103, acc: 93.0994, loss_bbox: 0.2085, loss_mask: 0.2421, loss: 0.7443 2022-09-29 14:54:51,262 - mmdet - INFO - Epoch [7][6100/7330] lr: 2.000e-02, eta: 2:32:33, time: 0.237, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0317, loss_rpn_bbox: 0.0449, loss_cls: 0.2062, acc: 93.1675, loss_bbox: 0.2088, loss_mask: 0.2471, loss: 0.7386 2022-09-29 14:55:03,447 - mmdet - INFO - Epoch [7][6150/7330] lr: 2.000e-02, eta: 2:32:21, time: 0.244, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0472, loss_cls: 0.2140, acc: 93.0261, loss_bbox: 0.2086, loss_mask: 0.2433, loss: 0.7477 2022-09-29 14:55:15,899 - mmdet - INFO - Epoch [7][6200/7330] lr: 2.000e-02, eta: 2:32:09, time: 0.249, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0373, loss_rpn_bbox: 0.0482, loss_cls: 0.2138, acc: 92.9309, loss_bbox: 0.2087, loss_mask: 0.2441, loss: 0.7520 2022-09-29 14:55:28,157 - mmdet - INFO - Epoch [7][6250/7330] lr: 2.000e-02, eta: 2:31:57, time: 0.245, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0323, loss_rpn_bbox: 0.0471, loss_cls: 0.2191, acc: 92.8577, loss_bbox: 0.2142, loss_mask: 0.2446, loss: 0.7573 2022-09-29 14:55:40,085 - mmdet - INFO - Epoch [7][6300/7330] lr: 2.000e-02, eta: 2:31:45, time: 0.239, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0354, loss_rpn_bbox: 0.0489, loss_cls: 0.2189, acc: 92.8733, loss_bbox: 0.2105, loss_mask: 0.2472, loss: 0.7609 2022-09-29 14:55:52,123 - mmdet - INFO - Epoch [7][6350/7330] lr: 2.000e-02, eta: 2:31:33, time: 0.241, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0364, loss_rpn_bbox: 0.0469, loss_cls: 0.2198, acc: 92.7615, loss_bbox: 0.2130, loss_mask: 0.2471, loss: 0.7632 2022-09-29 14:56:04,043 - mmdet - INFO - Epoch [7][6400/7330] lr: 2.000e-02, eta: 2:31:20, time: 0.238, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0348, loss_rpn_bbox: 0.0461, loss_cls: 0.2175, acc: 92.8274, loss_bbox: 0.2086, loss_mask: 0.2459, loss: 0.7531 2022-09-29 14:56:16,139 - mmdet - INFO - Epoch [7][6450/7330] lr: 2.000e-02, eta: 2:31:08, time: 0.242, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0452, loss_cls: 0.2176, acc: 92.7532, loss_bbox: 0.2137, loss_mask: 0.2487, loss: 0.7614 2022-09-29 14:56:28,247 - mmdet - INFO - Epoch [7][6500/7330] lr: 2.000e-02, eta: 2:30:56, time: 0.242, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0477, loss_cls: 0.2141, acc: 92.9749, loss_bbox: 0.2144, loss_mask: 0.2469, loss: 0.7581 2022-09-29 14:56:40,093 - mmdet - INFO - Epoch [7][6550/7330] lr: 2.000e-02, eta: 2:30:44, time: 0.237, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0323, loss_rpn_bbox: 0.0409, loss_cls: 0.1983, acc: 93.3206, loss_bbox: 0.1986, loss_mask: 0.2376, loss: 0.7077 2022-09-29 14:56:52,073 - mmdet - INFO - Epoch [7][6600/7330] lr: 2.000e-02, eta: 2:30:32, time: 0.240, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0323, loss_rpn_bbox: 0.0468, loss_cls: 0.2111, acc: 92.9695, loss_bbox: 0.2142, loss_mask: 0.2466, loss: 0.7509 2022-09-29 14:57:03,955 - mmdet - INFO - Epoch [7][6650/7330] lr: 2.000e-02, eta: 2:30:20, time: 0.238, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0459, loss_cls: 0.2014, acc: 93.2803, loss_bbox: 0.2074, loss_mask: 0.2469, loss: 0.7373 2022-09-29 14:57:15,957 - mmdet - INFO - Epoch [7][6700/7330] lr: 2.000e-02, eta: 2:30:07, time: 0.240, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0316, loss_rpn_bbox: 0.0444, loss_cls: 0.2078, acc: 93.0786, loss_bbox: 0.2096, loss_mask: 0.2519, loss: 0.7453 2022-09-29 14:57:28,001 - mmdet - INFO - Epoch [7][6750/7330] lr: 2.000e-02, eta: 2:29:55, time: 0.241, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0373, loss_rpn_bbox: 0.0489, loss_cls: 0.2129, acc: 92.9451, loss_bbox: 0.2145, loss_mask: 0.2534, loss: 0.7669 2022-09-29 14:57:39,805 - mmdet - INFO - Epoch [7][6800/7330] lr: 2.000e-02, eta: 2:29:43, time: 0.236, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0305, loss_rpn_bbox: 0.0430, loss_cls: 0.2094, acc: 93.0303, loss_bbox: 0.2051, loss_mask: 0.2512, loss: 0.7392 2022-09-29 14:57:51,689 - mmdet - INFO - Epoch [7][6850/7330] lr: 2.000e-02, eta: 2:29:31, time: 0.238, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0331, loss_rpn_bbox: 0.0436, loss_cls: 0.1952, acc: 93.4795, loss_bbox: 0.1933, loss_mask: 0.2361, loss: 0.7013 2022-09-29 14:58:03,927 - mmdet - INFO - Epoch [7][6900/7330] lr: 2.000e-02, eta: 2:29:19, time: 0.245, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0396, loss_rpn_bbox: 0.0506, loss_cls: 0.2216, acc: 92.5916, loss_bbox: 0.2194, loss_mask: 0.2505, loss: 0.7818 2022-09-29 14:58:16,033 - mmdet - INFO - Epoch [7][6950/7330] lr: 2.000e-02, eta: 2:29:07, time: 0.242, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0348, loss_rpn_bbox: 0.0454, loss_cls: 0.2098, acc: 93.1365, loss_bbox: 0.1990, loss_mask: 0.2407, loss: 0.7298 2022-09-29 14:58:28,209 - mmdet - INFO - Epoch [7][7000/7330] lr: 2.000e-02, eta: 2:28:55, time: 0.243, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0378, loss_rpn_bbox: 0.0477, loss_cls: 0.2174, acc: 92.8889, loss_bbox: 0.2124, loss_mask: 0.2507, loss: 0.7661 2022-09-29 14:58:40,256 - mmdet - INFO - Epoch [7][7050/7330] lr: 2.000e-02, eta: 2:28:43, time: 0.241, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0340, loss_rpn_bbox: 0.0452, loss_cls: 0.2195, acc: 92.8643, loss_bbox: 0.2083, loss_mask: 0.2485, loss: 0.7554 2022-09-29 14:58:52,106 - mmdet - INFO - Epoch [7][7100/7330] lr: 2.000e-02, eta: 2:28:30, time: 0.237, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0336, loss_rpn_bbox: 0.0455, loss_cls: 0.2050, acc: 93.3469, loss_bbox: 0.2020, loss_mask: 0.2435, loss: 0.7295 2022-09-29 14:59:04,183 - mmdet - INFO - Epoch [7][7150/7330] lr: 2.000e-02, eta: 2:28:18, time: 0.242, data_time: 0.028, memory: 6940, loss_rpn_cls: 0.0327, loss_rpn_bbox: 0.0459, loss_cls: 0.2168, acc: 92.8579, loss_bbox: 0.2151, loss_mask: 0.2535, loss: 0.7640 2022-09-29 14:59:16,235 - mmdet - INFO - Epoch [7][7200/7330] lr: 2.000e-02, eta: 2:28:06, time: 0.241, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0336, loss_rpn_bbox: 0.0466, loss_cls: 0.2122, acc: 92.9778, loss_bbox: 0.2078, loss_mask: 0.2441, loss: 0.7443 2022-09-29 14:59:28,231 - mmdet - INFO - Epoch [7][7250/7330] lr: 2.000e-02, eta: 2:27:54, time: 0.240, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0346, loss_rpn_bbox: 0.0461, loss_cls: 0.2144, acc: 93.0452, loss_bbox: 0.2040, loss_mask: 0.2459, loss: 0.7450 2022-09-29 14:59:40,506 - mmdet - INFO - Epoch [7][7300/7330] lr: 2.000e-02, eta: 2:27:42, time: 0.246, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0473, loss_cls: 0.2201, acc: 92.7786, loss_bbox: 0.2128, loss_mask: 0.2564, loss: 0.7730 2022-09-29 14:59:47,753 - mmdet - INFO - Saving checkpoint at 7 epochs 2022-09-29 15:00:31,968 - mmdet - INFO - Evaluating bbox... 2022-09-29 15:01:04,924 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.361 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.551 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.395 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.207 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.399 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.464 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.514 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.514 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.514 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.320 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.555 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.662 2022-09-29 15:01:04,925 - mmdet - INFO - Evaluating segm... 2022-09-29 15:01:42,928 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.326 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.523 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.346 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.148 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.356 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.466 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.466 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.466 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.466 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.272 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.507 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.613 2022-09-29 15:01:43,554 - mmdet - INFO - The previous best checkpoint /home/tiger/code/mmdet/work_dirs/finetune_mask-rcnn_1x_coco_pixpro-init_moco-setting/best_bbox_mAP_epoch_6.pth was removed 2022-09-29 15:01:44,311 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_7.pth. 2022-09-29 15:01:44,312 - mmdet - INFO - Best bbox_mAP is 0.3610 at 7 epoch. 2022-09-29 15:01:44,312 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 15:01:44,312 - mmdet - INFO - Epoch(val) [7][625] bbox_mAP: 0.3610, bbox_mAP_50: 0.5510, bbox_mAP_75: 0.3950, bbox_mAP_s: 0.2070, bbox_mAP_m: 0.3990, bbox_mAP_l: 0.4640, bbox_mAP_copypaste: 0.361 0.551 0.395 0.207 0.399 0.464, segm_mAP: 0.3260, segm_mAP_50: 0.5230, segm_mAP_75: 0.3460, segm_mAP_s: 0.1480, segm_mAP_m: 0.3560, segm_mAP_l: 0.4660, segm_mAP_copypaste: 0.326 0.523 0.346 0.148 0.356 0.466 2022-09-29 15:01:59,631 - mmdet - INFO - Epoch [8][50/7330] lr: 2.000e-02, eta: 2:27:20, time: 0.306, data_time: 0.084, memory: 6940, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0441, loss_cls: 0.2006, acc: 93.3032, loss_bbox: 0.1935, loss_mask: 0.2377, loss: 0.7052 2022-09-29 15:02:12,017 - mmdet - INFO - Epoch [8][100/7330] lr: 2.000e-02, eta: 2:27:08, time: 0.248, data_time: 0.030, memory: 6940, loss_rpn_cls: 0.0336, loss_rpn_bbox: 0.0464, loss_cls: 0.2046, acc: 93.0386, loss_bbox: 0.2079, loss_mask: 0.2442, loss: 0.7367 2022-09-29 15:02:23,825 - mmdet - INFO - Epoch [8][150/7330] lr: 2.000e-02, eta: 2:26:56, time: 0.236, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0312, loss_rpn_bbox: 0.0434, loss_cls: 0.2041, acc: 93.1764, loss_bbox: 0.2043, loss_mask: 0.2428, loss: 0.7258 2022-09-29 15:02:35,832 - mmdet - INFO - Epoch [8][200/7330] lr: 2.000e-02, eta: 2:26:44, time: 0.240, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0328, loss_rpn_bbox: 0.0470, loss_cls: 0.1981, acc: 93.2705, loss_bbox: 0.2015, loss_mask: 0.2390, loss: 0.7185 2022-09-29 15:02:48,082 - mmdet - INFO - Epoch [8][250/7330] lr: 2.000e-02, eta: 2:26:32, time: 0.245, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0324, loss_rpn_bbox: 0.0447, loss_cls: 0.2021, acc: 93.2075, loss_bbox: 0.2075, loss_mask: 0.2448, loss: 0.7315 2022-09-29 15:03:00,096 - mmdet - INFO - Epoch [8][300/7330] lr: 2.000e-02, eta: 2:26:20, time: 0.240, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0317, loss_rpn_bbox: 0.0476, loss_cls: 0.2057, acc: 93.1267, loss_bbox: 0.2023, loss_mask: 0.2452, loss: 0.7325 2022-09-29 15:03:12,186 - mmdet - INFO - Epoch [8][350/7330] lr: 2.000e-02, eta: 2:26:07, time: 0.242, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0305, loss_rpn_bbox: 0.0479, loss_cls: 0.2074, acc: 93.0510, loss_bbox: 0.2075, loss_mask: 0.2493, loss: 0.7426 2022-09-29 15:03:24,324 - mmdet - INFO - Epoch [8][400/7330] lr: 2.000e-02, eta: 2:25:55, time: 0.243, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0327, loss_rpn_bbox: 0.0473, loss_cls: 0.2108, acc: 93.0254, loss_bbox: 0.2114, loss_mask: 0.2465, loss: 0.7487 2022-09-29 15:03:36,536 - mmdet - INFO - Epoch [8][450/7330] lr: 2.000e-02, eta: 2:25:43, time: 0.244, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0485, loss_cls: 0.2092, acc: 92.9863, loss_bbox: 0.2139, loss_mask: 0.2510, loss: 0.7575 2022-09-29 15:03:48,796 - mmdet - INFO - Epoch [8][500/7330] lr: 2.000e-02, eta: 2:25:32, time: 0.245, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0344, loss_rpn_bbox: 0.0492, loss_cls: 0.2103, acc: 92.8242, loss_bbox: 0.2151, loss_mask: 0.2458, loss: 0.7549 2022-09-29 15:04:00,636 - mmdet - INFO - Epoch [8][550/7330] lr: 2.000e-02, eta: 2:25:19, time: 0.237, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0323, loss_rpn_bbox: 0.0463, loss_cls: 0.2058, acc: 93.1184, loss_bbox: 0.2049, loss_mask: 0.2413, loss: 0.7307 2022-09-29 15:04:12,942 - mmdet - INFO - Epoch [8][600/7330] lr: 2.000e-02, eta: 2:25:07, time: 0.246, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0328, loss_rpn_bbox: 0.0448, loss_cls: 0.2057, acc: 92.9978, loss_bbox: 0.2052, loss_mask: 0.2408, loss: 0.7294 2022-09-29 15:04:25,139 - mmdet - INFO - Epoch [8][650/7330] lr: 2.000e-02, eta: 2:24:55, time: 0.244, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0337, loss_rpn_bbox: 0.0472, loss_cls: 0.2088, acc: 93.0378, loss_bbox: 0.2058, loss_mask: 0.2423, loss: 0.7378 2022-09-29 15:04:37,302 - mmdet - INFO - Epoch [8][700/7330] lr: 2.000e-02, eta: 2:24:43, time: 0.243, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0346, loss_rpn_bbox: 0.0440, loss_cls: 0.2128, acc: 92.9353, loss_bbox: 0.2085, loss_mask: 0.2432, loss: 0.7431 2022-09-29 15:04:49,174 - mmdet - INFO - Epoch [8][750/7330] lr: 2.000e-02, eta: 2:24:31, time: 0.237, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0314, loss_rpn_bbox: 0.0465, loss_cls: 0.2075, acc: 93.0195, loss_bbox: 0.2112, loss_mask: 0.2435, loss: 0.7401 2022-09-29 15:05:01,149 - mmdet - INFO - Epoch [8][800/7330] lr: 2.000e-02, eta: 2:24:19, time: 0.239, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0329, loss_rpn_bbox: 0.0476, loss_cls: 0.2075, acc: 93.0762, loss_bbox: 0.2075, loss_mask: 0.2451, loss: 0.7405 2022-09-29 15:05:12,948 - mmdet - INFO - Epoch [8][850/7330] lr: 2.000e-02, eta: 2:24:07, time: 0.236, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0326, loss_rpn_bbox: 0.0442, loss_cls: 0.2026, acc: 93.3315, loss_bbox: 0.2011, loss_mask: 0.2409, loss: 0.7215 2022-09-29 15:05:25,137 - mmdet - INFO - Epoch [8][900/7330] lr: 2.000e-02, eta: 2:23:55, time: 0.244, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0480, loss_cls: 0.2175, acc: 92.8794, loss_bbox: 0.2158, loss_mask: 0.2505, loss: 0.7676 2022-09-29 15:05:37,314 - mmdet - INFO - Epoch [8][950/7330] lr: 2.000e-02, eta: 2:23:43, time: 0.244, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0326, loss_rpn_bbox: 0.0472, loss_cls: 0.2046, acc: 92.9963, loss_bbox: 0.2132, loss_mask: 0.2423, loss: 0.7400 2022-09-29 15:05:49,291 - mmdet - INFO - Epoch [8][1000/7330] lr: 2.000e-02, eta: 2:23:31, time: 0.240, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0308, loss_rpn_bbox: 0.0444, loss_cls: 0.2090, acc: 93.1021, loss_bbox: 0.2095, loss_mask: 0.2493, loss: 0.7430 2022-09-29 15:06:01,493 - mmdet - INFO - Epoch [8][1050/7330] lr: 2.000e-02, eta: 2:23:19, time: 0.244, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0325, loss_rpn_bbox: 0.0459, loss_cls: 0.2103, acc: 92.9963, loss_bbox: 0.2160, loss_mask: 0.2483, loss: 0.7529 2022-09-29 15:06:13,517 - mmdet - INFO - Epoch [8][1100/7330] lr: 2.000e-02, eta: 2:23:06, time: 0.240, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0359, loss_rpn_bbox: 0.0468, loss_cls: 0.2044, acc: 93.1155, loss_bbox: 0.2069, loss_mask: 0.2400, loss: 0.7341 2022-09-29 15:06:25,448 - mmdet - INFO - Epoch [8][1150/7330] lr: 2.000e-02, eta: 2:22:54, time: 0.239, data_time: 0.029, memory: 6940, loss_rpn_cls: 0.0300, loss_rpn_bbox: 0.0444, loss_cls: 0.1955, acc: 93.4634, loss_bbox: 0.1981, loss_mask: 0.2403, loss: 0.7083 2022-09-29 15:06:37,717 - mmdet - INFO - Epoch [8][1200/7330] lr: 2.000e-02, eta: 2:22:42, time: 0.245, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0332, loss_rpn_bbox: 0.0496, loss_cls: 0.2090, acc: 92.8979, loss_bbox: 0.2137, loss_mask: 0.2410, loss: 0.7465 2022-09-29 15:06:50,873 - mmdet - INFO - Epoch [8][1250/7330] lr: 2.000e-02, eta: 2:22:31, time: 0.263, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0335, loss_rpn_bbox: 0.0462, loss_cls: 0.2055, acc: 93.1008, loss_bbox: 0.2027, loss_mask: 0.2444, loss: 0.7322 2022-09-29 15:07:03,026 - mmdet - INFO - Epoch [8][1300/7330] lr: 2.000e-02, eta: 2:22:19, time: 0.243, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0318, loss_rpn_bbox: 0.0464, loss_cls: 0.2092, acc: 93.0051, loss_bbox: 0.2118, loss_mask: 0.2462, loss: 0.7453 2022-09-29 15:07:15,208 - mmdet - INFO - Epoch [8][1350/7330] lr: 2.000e-02, eta: 2:22:07, time: 0.244, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0331, loss_rpn_bbox: 0.0461, loss_cls: 0.2103, acc: 92.9958, loss_bbox: 0.2070, loss_mask: 0.2503, loss: 0.7468 2022-09-29 15:07:27,469 - mmdet - INFO - Epoch [8][1400/7330] lr: 2.000e-02, eta: 2:21:55, time: 0.245, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0324, loss_rpn_bbox: 0.0459, loss_cls: 0.2012, acc: 93.2998, loss_bbox: 0.2028, loss_mask: 0.2443, loss: 0.7267 2022-09-29 15:07:39,544 - mmdet - INFO - Epoch [8][1450/7330] lr: 2.000e-02, eta: 2:21:43, time: 0.241, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0326, loss_rpn_bbox: 0.0469, loss_cls: 0.1924, acc: 93.4661, loss_bbox: 0.1979, loss_mask: 0.2448, loss: 0.7146 2022-09-29 15:07:51,597 - mmdet - INFO - Epoch [8][1500/7330] lr: 2.000e-02, eta: 2:21:31, time: 0.241, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0335, loss_rpn_bbox: 0.0465, loss_cls: 0.2073, acc: 93.2080, loss_bbox: 0.2102, loss_mask: 0.2492, loss: 0.7467 2022-09-29 15:08:03,475 - mmdet - INFO - Epoch [8][1550/7330] lr: 2.000e-02, eta: 2:21:19, time: 0.238, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0327, loss_rpn_bbox: 0.0435, loss_cls: 0.2076, acc: 93.0571, loss_bbox: 0.2062, loss_mask: 0.2455, loss: 0.7355 2022-09-29 15:08:15,533 - mmdet - INFO - Epoch [8][1600/7330] lr: 2.000e-02, eta: 2:21:07, time: 0.241, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0304, loss_rpn_bbox: 0.0478, loss_cls: 0.2054, acc: 93.0640, loss_bbox: 0.2086, loss_mask: 0.2489, loss: 0.7410 2022-09-29 15:08:27,528 - mmdet - INFO - Epoch [8][1650/7330] lr: 2.000e-02, eta: 2:20:54, time: 0.240, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0341, loss_rpn_bbox: 0.0455, loss_cls: 0.2109, acc: 93.1206, loss_bbox: 0.1996, loss_mask: 0.2501, loss: 0.7403 2022-09-29 15:08:39,585 - mmdet - INFO - Epoch [8][1700/7330] lr: 2.000e-02, eta: 2:20:42, time: 0.241, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0351, loss_rpn_bbox: 0.0491, loss_cls: 0.2127, acc: 92.9126, loss_bbox: 0.2157, loss_mask: 0.2489, loss: 0.7615 2022-09-29 15:08:51,772 - mmdet - INFO - Epoch [8][1750/7330] lr: 2.000e-02, eta: 2:20:30, time: 0.244, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0327, loss_rpn_bbox: 0.0475, loss_cls: 0.2061, acc: 93.0564, loss_bbox: 0.2137, loss_mask: 0.2451, loss: 0.7451 2022-09-29 15:09:03,751 - mmdet - INFO - Epoch [8][1800/7330] lr: 2.000e-02, eta: 2:20:18, time: 0.240, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0337, loss_rpn_bbox: 0.0467, loss_cls: 0.2041, acc: 93.2676, loss_bbox: 0.2076, loss_mask: 0.2418, loss: 0.7339 2022-09-29 15:09:15,929 - mmdet - INFO - Epoch [8][1850/7330] lr: 2.000e-02, eta: 2:20:06, time: 0.244, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0316, loss_rpn_bbox: 0.0463, loss_cls: 0.2058, acc: 93.1829, loss_bbox: 0.2024, loss_mask: 0.2436, loss: 0.7295 2022-09-29 15:09:27,899 - mmdet - INFO - Epoch [8][1900/7330] lr: 2.000e-02, eta: 2:19:54, time: 0.239, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0325, loss_rpn_bbox: 0.0475, loss_cls: 0.2104, acc: 93.0603, loss_bbox: 0.2092, loss_mask: 0.2393, loss: 0.7389 2022-09-29 15:09:40,328 - mmdet - INFO - Epoch [8][1950/7330] lr: 2.000e-02, eta: 2:19:42, time: 0.249, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0377, loss_rpn_bbox: 0.0499, loss_cls: 0.2227, acc: 92.6519, loss_bbox: 0.2162, loss_mask: 0.2507, loss: 0.7772 2022-09-29 15:09:52,405 - mmdet - INFO - Epoch [8][2000/7330] lr: 2.000e-02, eta: 2:19:30, time: 0.242, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0321, loss_rpn_bbox: 0.0459, loss_cls: 0.2034, acc: 93.1538, loss_bbox: 0.2086, loss_mask: 0.2472, loss: 0.7372 2022-09-29 15:10:04,784 - mmdet - INFO - Epoch [8][2050/7330] lr: 2.000e-02, eta: 2:19:18, time: 0.248, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0335, loss_rpn_bbox: 0.0464, loss_cls: 0.2040, acc: 93.1826, loss_bbox: 0.2040, loss_mask: 0.2428, loss: 0.7307 2022-09-29 15:10:17,204 - mmdet - INFO - Epoch [8][2100/7330] lr: 2.000e-02, eta: 2:19:06, time: 0.248, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0326, loss_rpn_bbox: 0.0470, loss_cls: 0.2082, acc: 93.0786, loss_bbox: 0.2113, loss_mask: 0.2495, loss: 0.7486 2022-09-29 15:10:29,353 - mmdet - INFO - Epoch [8][2150/7330] lr: 2.000e-02, eta: 2:18:54, time: 0.243, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0340, loss_rpn_bbox: 0.0471, loss_cls: 0.2026, acc: 93.1958, loss_bbox: 0.2054, loss_mask: 0.2403, loss: 0.7295 2022-09-29 15:10:41,212 - mmdet - INFO - Epoch [8][2200/7330] lr: 2.000e-02, eta: 2:18:42, time: 0.237, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0332, loss_rpn_bbox: 0.0452, loss_cls: 0.2007, acc: 93.3293, loss_bbox: 0.1989, loss_mask: 0.2411, loss: 0.7191 2022-09-29 15:10:53,169 - mmdet - INFO - Epoch [8][2250/7330] lr: 2.000e-02, eta: 2:18:30, time: 0.239, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0342, loss_rpn_bbox: 0.0462, loss_cls: 0.2033, acc: 93.2493, loss_bbox: 0.2056, loss_mask: 0.2425, loss: 0.7318 2022-09-29 15:11:05,290 - mmdet - INFO - Epoch [8][2300/7330] lr: 2.000e-02, eta: 2:18:18, time: 0.242, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0340, loss_rpn_bbox: 0.0468, loss_cls: 0.2037, acc: 93.2007, loss_bbox: 0.2051, loss_mask: 0.2464, loss: 0.7359 2022-09-29 15:11:17,374 - mmdet - INFO - Epoch [8][2350/7330] lr: 2.000e-02, eta: 2:18:06, time: 0.242, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0328, loss_rpn_bbox: 0.0450, loss_cls: 0.2087, acc: 93.1699, loss_bbox: 0.2060, loss_mask: 0.2442, loss: 0.7366 2022-09-29 15:11:29,654 - mmdet - INFO - Epoch [8][2400/7330] lr: 2.000e-02, eta: 2:17:54, time: 0.246, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0332, loss_rpn_bbox: 0.0495, loss_cls: 0.2087, acc: 92.9951, loss_bbox: 0.2071, loss_mask: 0.2447, loss: 0.7432 2022-09-29 15:11:41,590 - mmdet - INFO - Epoch [8][2450/7330] lr: 2.000e-02, eta: 2:17:42, time: 0.239, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0305, loss_rpn_bbox: 0.0411, loss_cls: 0.1944, acc: 93.4695, loss_bbox: 0.1974, loss_mask: 0.2381, loss: 0.7016 2022-09-29 15:11:53,709 - mmdet - INFO - Epoch [8][2500/7330] lr: 2.000e-02, eta: 2:17:30, time: 0.242, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0348, loss_rpn_bbox: 0.0454, loss_cls: 0.2024, acc: 93.1748, loss_bbox: 0.2034, loss_mask: 0.2487, loss: 0.7346 2022-09-29 15:12:05,680 - mmdet - INFO - Epoch [8][2550/7330] lr: 2.000e-02, eta: 2:17:17, time: 0.239, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0334, loss_rpn_bbox: 0.0470, loss_cls: 0.2105, acc: 92.9592, loss_bbox: 0.2133, loss_mask: 0.2517, loss: 0.7559 2022-09-29 15:12:18,054 - mmdet - INFO - Epoch [8][2600/7330] lr: 2.000e-02, eta: 2:17:06, time: 0.247, data_time: 0.028, memory: 6940, loss_rpn_cls: 0.0336, loss_rpn_bbox: 0.0488, loss_cls: 0.2107, acc: 92.9148, loss_bbox: 0.2099, loss_mask: 0.2444, loss: 0.7473 2022-09-29 15:12:30,106 - mmdet - INFO - Epoch [8][2650/7330] lr: 2.000e-02, eta: 2:16:53, time: 0.241, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0318, loss_rpn_bbox: 0.0471, loss_cls: 0.2020, acc: 93.2554, loss_bbox: 0.2015, loss_mask: 0.2438, loss: 0.7261 2022-09-29 15:12:42,285 - mmdet - INFO - Epoch [8][2700/7330] lr: 2.000e-02, eta: 2:16:41, time: 0.244, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0481, loss_cls: 0.2066, acc: 93.0537, loss_bbox: 0.2087, loss_mask: 0.2442, loss: 0.7437 2022-09-29 15:12:54,375 - mmdet - INFO - Epoch [8][2750/7330] lr: 2.000e-02, eta: 2:16:29, time: 0.242, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0339, loss_rpn_bbox: 0.0459, loss_cls: 0.2106, acc: 93.0564, loss_bbox: 0.2087, loss_mask: 0.2415, loss: 0.7406 2022-09-29 15:13:06,307 - mmdet - INFO - Epoch [8][2800/7330] lr: 2.000e-02, eta: 2:16:17, time: 0.239, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0311, loss_rpn_bbox: 0.0464, loss_cls: 0.2011, acc: 93.2844, loss_bbox: 0.2048, loss_mask: 0.2416, loss: 0.7250 2022-09-29 15:13:18,383 - mmdet - INFO - Epoch [8][2850/7330] lr: 2.000e-02, eta: 2:16:05, time: 0.242, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0312, loss_rpn_bbox: 0.0465, loss_cls: 0.1976, acc: 93.4998, loss_bbox: 0.1920, loss_mask: 0.2346, loss: 0.7019 2022-09-29 15:13:30,455 - mmdet - INFO - Epoch [8][2900/7330] lr: 2.000e-02, eta: 2:15:53, time: 0.241, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0352, loss_rpn_bbox: 0.0466, loss_cls: 0.2065, acc: 93.0488, loss_bbox: 0.2040, loss_mask: 0.2442, loss: 0.7365 2022-09-29 15:13:42,941 - mmdet - INFO - Epoch [8][2950/7330] lr: 2.000e-02, eta: 2:15:41, time: 0.250, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0318, loss_rpn_bbox: 0.0443, loss_cls: 0.2039, acc: 93.0596, loss_bbox: 0.2086, loss_mask: 0.2393, loss: 0.7279 2022-09-29 15:13:54,925 - mmdet - INFO - Epoch [8][3000/7330] lr: 2.000e-02, eta: 2:15:29, time: 0.240, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0325, loss_rpn_bbox: 0.0431, loss_cls: 0.2004, acc: 93.2192, loss_bbox: 0.2060, loss_mask: 0.2492, loss: 0.7312 2022-09-29 15:14:06,906 - mmdet - INFO - Epoch [8][3050/7330] lr: 2.000e-02, eta: 2:15:17, time: 0.240, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0305, loss_rpn_bbox: 0.0423, loss_cls: 0.2024, acc: 93.2549, loss_bbox: 0.2016, loss_mask: 0.2420, loss: 0.7189 2022-09-29 15:14:18,935 - mmdet - INFO - Epoch [8][3100/7330] lr: 2.000e-02, eta: 2:15:05, time: 0.241, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0318, loss_rpn_bbox: 0.0455, loss_cls: 0.2068, acc: 93.0679, loss_bbox: 0.2096, loss_mask: 0.2503, loss: 0.7440 2022-09-29 15:14:30,890 - mmdet - INFO - Epoch [8][3150/7330] lr: 2.000e-02, eta: 2:14:53, time: 0.239, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0320, loss_rpn_bbox: 0.0431, loss_cls: 0.2025, acc: 93.4077, loss_bbox: 0.2011, loss_mask: 0.2475, loss: 0.7262 2022-09-29 15:14:43,222 - mmdet - INFO - Epoch [8][3200/7330] lr: 2.000e-02, eta: 2:14:41, time: 0.247, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0348, loss_rpn_bbox: 0.0490, loss_cls: 0.2248, acc: 92.4980, loss_bbox: 0.2221, loss_mask: 0.2498, loss: 0.7805 2022-09-29 15:14:55,172 - mmdet - INFO - Epoch [8][3250/7330] lr: 2.000e-02, eta: 2:14:29, time: 0.239, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0303, loss_rpn_bbox: 0.0434, loss_cls: 0.2021, acc: 93.2075, loss_bbox: 0.2008, loss_mask: 0.2424, loss: 0.7191 2022-09-29 15:15:07,092 - mmdet - INFO - Epoch [8][3300/7330] lr: 2.000e-02, eta: 2:14:16, time: 0.238, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0317, loss_rpn_bbox: 0.0447, loss_cls: 0.2102, acc: 92.9233, loss_bbox: 0.2123, loss_mask: 0.2456, loss: 0.7445 2022-09-29 15:15:19,082 - mmdet - INFO - Epoch [8][3350/7330] lr: 2.000e-02, eta: 2:14:04, time: 0.240, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0317, loss_rpn_bbox: 0.0471, loss_cls: 0.1973, acc: 93.3889, loss_bbox: 0.2007, loss_mask: 0.2434, loss: 0.7202 2022-09-29 15:15:31,149 - mmdet - INFO - Epoch [8][3400/7330] lr: 2.000e-02, eta: 2:13:52, time: 0.241, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0312, loss_rpn_bbox: 0.0456, loss_cls: 0.1967, acc: 93.4139, loss_bbox: 0.1996, loss_mask: 0.2450, loss: 0.7181 2022-09-29 15:15:43,484 - mmdet - INFO - Epoch [8][3450/7330] lr: 2.000e-02, eta: 2:13:40, time: 0.247, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0321, loss_rpn_bbox: 0.0445, loss_cls: 0.2038, acc: 93.2407, loss_bbox: 0.2063, loss_mask: 0.2446, loss: 0.7313 2022-09-29 15:15:55,761 - mmdet - INFO - Epoch [8][3500/7330] lr: 2.000e-02, eta: 2:13:28, time: 0.246, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0453, loss_cls: 0.2149, acc: 92.9758, loss_bbox: 0.2134, loss_mask: 0.2438, loss: 0.7521 2022-09-29 15:16:08,010 - mmdet - INFO - Epoch [8][3550/7330] lr: 2.000e-02, eta: 2:13:16, time: 0.245, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0306, loss_rpn_bbox: 0.0444, loss_cls: 0.1974, acc: 93.5884, loss_bbox: 0.1971, loss_mask: 0.2384, loss: 0.7080 2022-09-29 15:16:20,103 - mmdet - INFO - Epoch [8][3600/7330] lr: 2.000e-02, eta: 2:13:04, time: 0.242, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0366, loss_rpn_bbox: 0.0492, loss_cls: 0.2152, acc: 92.8196, loss_bbox: 0.2111, loss_mask: 0.2473, loss: 0.7593 2022-09-29 15:16:32,082 - mmdet - INFO - Epoch [8][3650/7330] lr: 2.000e-02, eta: 2:12:52, time: 0.240, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0306, loss_rpn_bbox: 0.0438, loss_cls: 0.2009, acc: 93.2917, loss_bbox: 0.2006, loss_mask: 0.2422, loss: 0.7182 2022-09-29 15:16:44,155 - mmdet - INFO - Epoch [8][3700/7330] lr: 2.000e-02, eta: 2:12:40, time: 0.241, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0345, loss_rpn_bbox: 0.0445, loss_cls: 0.2069, acc: 93.0247, loss_bbox: 0.2107, loss_mask: 0.2489, loss: 0.7455 2022-09-29 15:16:56,145 - mmdet - INFO - Epoch [8][3750/7330] lr: 2.000e-02, eta: 2:12:28, time: 0.240, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0322, loss_rpn_bbox: 0.0455, loss_cls: 0.2078, acc: 93.0303, loss_bbox: 0.2081, loss_mask: 0.2432, loss: 0.7368 2022-09-29 15:17:07,971 - mmdet - INFO - Epoch [8][3800/7330] lr: 2.000e-02, eta: 2:12:16, time: 0.237, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0309, loss_rpn_bbox: 0.0441, loss_cls: 0.2077, acc: 93.1143, loss_bbox: 0.2025, loss_mask: 0.2417, loss: 0.7270 2022-09-29 15:17:19,664 - mmdet - INFO - Epoch [8][3850/7330] lr: 2.000e-02, eta: 2:12:03, time: 0.234, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0317, loss_rpn_bbox: 0.0438, loss_cls: 0.2077, acc: 93.0974, loss_bbox: 0.2082, loss_mask: 0.2435, loss: 0.7350 2022-09-29 15:17:31,535 - mmdet - INFO - Epoch [8][3900/7330] lr: 2.000e-02, eta: 2:11:51, time: 0.237, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0344, loss_rpn_bbox: 0.0459, loss_cls: 0.2112, acc: 93.0745, loss_bbox: 0.2050, loss_mask: 0.2442, loss: 0.7407 2022-09-29 15:17:43,251 - mmdet - INFO - Epoch [8][3950/7330] lr: 2.000e-02, eta: 2:11:39, time: 0.234, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0321, loss_rpn_bbox: 0.0433, loss_cls: 0.2053, acc: 93.2632, loss_bbox: 0.2062, loss_mask: 0.2423, loss: 0.7292 2022-09-29 15:17:55,430 - mmdet - INFO - Epoch [8][4000/7330] lr: 2.000e-02, eta: 2:11:27, time: 0.244, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0352, loss_rpn_bbox: 0.0461, loss_cls: 0.2151, acc: 92.8250, loss_bbox: 0.2105, loss_mask: 0.2463, loss: 0.7532 2022-09-29 15:18:07,483 - mmdet - INFO - Epoch [8][4050/7330] lr: 2.000e-02, eta: 2:11:15, time: 0.241, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0338, loss_rpn_bbox: 0.0458, loss_cls: 0.2054, acc: 93.2671, loss_bbox: 0.2035, loss_mask: 0.2476, loss: 0.7362 2022-09-29 15:18:19,267 - mmdet - INFO - Epoch [8][4100/7330] lr: 2.000e-02, eta: 2:11:02, time: 0.236, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0328, loss_rpn_bbox: 0.0445, loss_cls: 0.2029, acc: 93.1536, loss_bbox: 0.2053, loss_mask: 0.2384, loss: 0.7238 2022-09-29 15:18:31,297 - mmdet - INFO - Epoch [8][4150/7330] lr: 2.000e-02, eta: 2:10:50, time: 0.241, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0344, loss_rpn_bbox: 0.0457, loss_cls: 0.2126, acc: 92.9805, loss_bbox: 0.2106, loss_mask: 0.2466, loss: 0.7499 2022-09-29 15:18:43,243 - mmdet - INFO - Epoch [8][4200/7330] lr: 2.000e-02, eta: 2:10:38, time: 0.239, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0334, loss_rpn_bbox: 0.0459, loss_cls: 0.2050, acc: 93.2773, loss_bbox: 0.1976, loss_mask: 0.2446, loss: 0.7264 2022-09-29 15:18:55,325 - mmdet - INFO - Epoch [8][4250/7330] lr: 2.000e-02, eta: 2:10:26, time: 0.242, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0477, loss_cls: 0.2089, acc: 92.9419, loss_bbox: 0.2065, loss_mask: 0.2456, loss: 0.7441 2022-09-29 15:19:07,125 - mmdet - INFO - Epoch [8][4300/7330] lr: 2.000e-02, eta: 2:10:14, time: 0.236, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0322, loss_rpn_bbox: 0.0460, loss_cls: 0.2080, acc: 93.0718, loss_bbox: 0.2058, loss_mask: 0.2434, loss: 0.7355 2022-09-29 15:19:19,216 - mmdet - INFO - Epoch [8][4350/7330] lr: 2.000e-02, eta: 2:10:02, time: 0.242, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0331, loss_rpn_bbox: 0.0447, loss_cls: 0.2137, acc: 92.8647, loss_bbox: 0.2130, loss_mask: 0.2454, loss: 0.7500 2022-09-29 15:19:30,967 - mmdet - INFO - Epoch [8][4400/7330] lr: 2.000e-02, eta: 2:09:50, time: 0.235, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0318, loss_rpn_bbox: 0.0443, loss_cls: 0.1962, acc: 93.4492, loss_bbox: 0.1988, loss_mask: 0.2452, loss: 0.7162 2022-09-29 15:19:43,155 - mmdet - INFO - Epoch [8][4450/7330] lr: 2.000e-02, eta: 2:09:38, time: 0.244, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0337, loss_rpn_bbox: 0.0450, loss_cls: 0.2054, acc: 93.1179, loss_bbox: 0.2049, loss_mask: 0.2453, loss: 0.7342 2022-09-29 15:19:55,246 - mmdet - INFO - Epoch [8][4500/7330] lr: 2.000e-02, eta: 2:09:25, time: 0.242, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0332, loss_rpn_bbox: 0.0482, loss_cls: 0.2148, acc: 92.9585, loss_bbox: 0.2120, loss_mask: 0.2472, loss: 0.7554 2022-09-29 15:20:07,123 - mmdet - INFO - Epoch [8][4550/7330] lr: 2.000e-02, eta: 2:09:13, time: 0.238, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0334, loss_rpn_bbox: 0.0458, loss_cls: 0.2072, acc: 93.1045, loss_bbox: 0.2059, loss_mask: 0.2425, loss: 0.7348 2022-09-29 15:20:19,457 - mmdet - INFO - Epoch [8][4600/7330] lr: 2.000e-02, eta: 2:09:01, time: 0.247, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0341, loss_rpn_bbox: 0.0485, loss_cls: 0.2157, acc: 92.7146, loss_bbox: 0.2177, loss_mask: 0.2524, loss: 0.7684 2022-09-29 15:20:31,702 - mmdet - INFO - Epoch [8][4650/7330] lr: 2.000e-02, eta: 2:08:49, time: 0.245, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0305, loss_rpn_bbox: 0.0435, loss_cls: 0.2015, acc: 93.2390, loss_bbox: 0.2020, loss_mask: 0.2449, loss: 0.7223 2022-09-29 15:20:43,606 - mmdet - INFO - Epoch [8][4700/7330] lr: 2.000e-02, eta: 2:08:37, time: 0.238, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0343, loss_rpn_bbox: 0.0474, loss_cls: 0.2202, acc: 92.6807, loss_bbox: 0.2177, loss_mask: 0.2518, loss: 0.7714 2022-09-29 15:20:55,649 - mmdet - INFO - Epoch [8][4750/7330] lr: 2.000e-02, eta: 2:08:25, time: 0.241, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0343, loss_rpn_bbox: 0.0458, loss_cls: 0.2114, acc: 92.8887, loss_bbox: 0.2145, loss_mask: 0.2421, loss: 0.7481 2022-09-29 15:21:07,722 - mmdet - INFO - Epoch [8][4800/7330] lr: 2.000e-02, eta: 2:08:13, time: 0.241, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0361, loss_rpn_bbox: 0.0452, loss_cls: 0.2096, acc: 92.9414, loss_bbox: 0.2125, loss_mask: 0.2537, loss: 0.7570 2022-09-29 15:21:19,746 - mmdet - INFO - Epoch [8][4850/7330] lr: 2.000e-02, eta: 2:08:01, time: 0.240, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0329, loss_rpn_bbox: 0.0459, loss_cls: 0.2094, acc: 93.0208, loss_bbox: 0.2138, loss_mask: 0.2522, loss: 0.7543 2022-09-29 15:21:31,936 - mmdet - INFO - Epoch [8][4900/7330] lr: 2.000e-02, eta: 2:07:49, time: 0.244, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0329, loss_rpn_bbox: 0.0449, loss_cls: 0.2069, acc: 93.1809, loss_bbox: 0.2042, loss_mask: 0.2406, loss: 0.7294 2022-09-29 15:21:44,288 - mmdet - INFO - Epoch [8][4950/7330] lr: 2.000e-02, eta: 2:07:37, time: 0.247, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0488, loss_cls: 0.2181, acc: 92.7266, loss_bbox: 0.2150, loss_mask: 0.2474, loss: 0.7650 2022-09-29 15:21:56,124 - mmdet - INFO - Epoch [8][5000/7330] lr: 2.000e-02, eta: 2:07:25, time: 0.237, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0317, loss_rpn_bbox: 0.0451, loss_cls: 0.2061, acc: 93.1670, loss_bbox: 0.2073, loss_mask: 0.2439, loss: 0.7341 2022-09-29 15:22:07,990 - mmdet - INFO - Epoch [8][5050/7330] lr: 2.000e-02, eta: 2:07:13, time: 0.237, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0319, loss_rpn_bbox: 0.0443, loss_cls: 0.2039, acc: 93.1833, loss_bbox: 0.2118, loss_mask: 0.2510, loss: 0.7428 2022-09-29 15:22:20,104 - mmdet - INFO - Epoch [8][5100/7330] lr: 2.000e-02, eta: 2:07:00, time: 0.242, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0319, loss_rpn_bbox: 0.0451, loss_cls: 0.1968, acc: 93.4343, loss_bbox: 0.1989, loss_mask: 0.2349, loss: 0.7077 2022-09-29 15:22:32,115 - mmdet - INFO - Epoch [8][5150/7330] lr: 2.000e-02, eta: 2:06:48, time: 0.240, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0310, loss_rpn_bbox: 0.0443, loss_cls: 0.1929, acc: 93.4736, loss_bbox: 0.1988, loss_mask: 0.2386, loss: 0.7055 2022-09-29 15:22:43,865 - mmdet - INFO - Epoch [8][5200/7330] lr: 2.000e-02, eta: 2:06:36, time: 0.235, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0324, loss_rpn_bbox: 0.0453, loss_cls: 0.2069, acc: 93.0947, loss_bbox: 0.2059, loss_mask: 0.2452, loss: 0.7357 2022-09-29 15:22:55,936 - mmdet - INFO - Epoch [8][5250/7330] lr: 2.000e-02, eta: 2:06:24, time: 0.241, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0482, loss_cls: 0.2042, acc: 93.1177, loss_bbox: 0.2126, loss_mask: 0.2502, loss: 0.7506 2022-09-29 15:23:08,042 - mmdet - INFO - Epoch [8][5300/7330] lr: 2.000e-02, eta: 2:06:12, time: 0.242, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0356, loss_rpn_bbox: 0.0472, loss_cls: 0.2201, acc: 92.6804, loss_bbox: 0.2192, loss_mask: 0.2528, loss: 0.7748 2022-09-29 15:23:20,481 - mmdet - INFO - Epoch [8][5350/7330] lr: 2.000e-02, eta: 2:06:00, time: 0.249, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0331, loss_rpn_bbox: 0.0479, loss_cls: 0.2049, acc: 93.1387, loss_bbox: 0.2040, loss_mask: 0.2459, loss: 0.7359 2022-09-29 15:23:32,629 - mmdet - INFO - Epoch [8][5400/7330] lr: 2.000e-02, eta: 2:05:48, time: 0.243, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0323, loss_rpn_bbox: 0.0474, loss_cls: 0.2070, acc: 93.1013, loss_bbox: 0.2116, loss_mask: 0.2438, loss: 0.7420 2022-09-29 15:23:45,872 - mmdet - INFO - Epoch [8][5450/7330] lr: 2.000e-02, eta: 2:05:37, time: 0.265, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0375, loss_rpn_bbox: 0.0471, loss_cls: 0.2146, acc: 92.9851, loss_bbox: 0.2110, loss_mask: 0.2514, loss: 0.7618 2022-09-29 15:23:58,070 - mmdet - INFO - Epoch [8][5500/7330] lr: 2.000e-02, eta: 2:05:25, time: 0.244, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0331, loss_rpn_bbox: 0.0468, loss_cls: 0.2034, acc: 93.0518, loss_bbox: 0.2049, loss_mask: 0.2391, loss: 0.7273 2022-09-29 15:24:10,127 - mmdet - INFO - Epoch [8][5550/7330] lr: 2.000e-02, eta: 2:05:13, time: 0.241, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0322, loss_rpn_bbox: 0.0425, loss_cls: 0.2033, acc: 93.2859, loss_bbox: 0.2035, loss_mask: 0.2459, loss: 0.7274 2022-09-29 15:24:22,195 - mmdet - INFO - Epoch [8][5600/7330] lr: 2.000e-02, eta: 2:05:00, time: 0.241, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0346, loss_rpn_bbox: 0.0482, loss_cls: 0.2151, acc: 92.8101, loss_bbox: 0.2098, loss_mask: 0.2499, loss: 0.7577 2022-09-29 15:24:34,135 - mmdet - INFO - Epoch [8][5650/7330] lr: 2.000e-02, eta: 2:04:48, time: 0.239, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0326, loss_rpn_bbox: 0.0457, loss_cls: 0.2044, acc: 93.0664, loss_bbox: 0.2069, loss_mask: 0.2467, loss: 0.7364 2022-09-29 15:24:46,038 - mmdet - INFO - Epoch [8][5700/7330] lr: 2.000e-02, eta: 2:04:36, time: 0.238, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0326, loss_rpn_bbox: 0.0468, loss_cls: 0.2006, acc: 93.2742, loss_bbox: 0.2047, loss_mask: 0.2433, loss: 0.7281 2022-09-29 15:24:58,095 - mmdet - INFO - Epoch [8][5750/7330] lr: 2.000e-02, eta: 2:04:24, time: 0.241, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0331, loss_rpn_bbox: 0.0463, loss_cls: 0.2013, acc: 93.2664, loss_bbox: 0.1997, loss_mask: 0.2384, loss: 0.7188 2022-09-29 15:25:10,028 - mmdet - INFO - Epoch [8][5800/7330] lr: 2.000e-02, eta: 2:04:12, time: 0.239, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0323, loss_rpn_bbox: 0.0461, loss_cls: 0.2130, acc: 92.9199, loss_bbox: 0.2079, loss_mask: 0.2452, loss: 0.7446 2022-09-29 15:25:21,889 - mmdet - INFO - Epoch [8][5850/7330] lr: 2.000e-02, eta: 2:04:00, time: 0.237, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0343, loss_rpn_bbox: 0.0441, loss_cls: 0.2026, acc: 93.2944, loss_bbox: 0.2058, loss_mask: 0.2443, loss: 0.7311 2022-09-29 15:25:33,984 - mmdet - INFO - Epoch [8][5900/7330] lr: 2.000e-02, eta: 2:03:48, time: 0.242, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0338, loss_rpn_bbox: 0.0462, loss_cls: 0.2116, acc: 93.1277, loss_bbox: 0.2061, loss_mask: 0.2457, loss: 0.7433 2022-09-29 15:25:46,227 - mmdet - INFO - Epoch [8][5950/7330] lr: 2.000e-02, eta: 2:03:36, time: 0.245, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0477, loss_cls: 0.2124, acc: 92.7434, loss_bbox: 0.2165, loss_mask: 0.2496, loss: 0.7614 2022-09-29 15:25:58,182 - mmdet - INFO - Epoch [8][6000/7330] lr: 2.000e-02, eta: 2:03:23, time: 0.239, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0348, loss_rpn_bbox: 0.0454, loss_cls: 0.2088, acc: 93.0378, loss_bbox: 0.2046, loss_mask: 0.2474, loss: 0.7410 2022-09-29 15:26:10,154 - mmdet - INFO - Epoch [8][6050/7330] lr: 2.000e-02, eta: 2:03:11, time: 0.239, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0335, loss_rpn_bbox: 0.0451, loss_cls: 0.2030, acc: 93.1780, loss_bbox: 0.2053, loss_mask: 0.2402, loss: 0.7271 2022-09-29 15:26:22,049 - mmdet - INFO - Epoch [8][6100/7330] lr: 2.000e-02, eta: 2:02:59, time: 0.238, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0308, loss_rpn_bbox: 0.0435, loss_cls: 0.2035, acc: 93.2812, loss_bbox: 0.2004, loss_mask: 0.2459, loss: 0.7241 2022-09-29 15:26:34,076 - mmdet - INFO - Epoch [8][6150/7330] lr: 2.000e-02, eta: 2:02:47, time: 0.241, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0317, loss_rpn_bbox: 0.0454, loss_cls: 0.2042, acc: 93.0002, loss_bbox: 0.2081, loss_mask: 0.2413, loss: 0.7308 2022-09-29 15:26:45,999 - mmdet - INFO - Epoch [8][6200/7330] lr: 2.000e-02, eta: 2:02:35, time: 0.238, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0342, loss_rpn_bbox: 0.0454, loss_cls: 0.2057, acc: 93.1653, loss_bbox: 0.2071, loss_mask: 0.2477, loss: 0.7401 2022-09-29 15:26:57,704 - mmdet - INFO - Epoch [8][6250/7330] lr: 2.000e-02, eta: 2:02:23, time: 0.234, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0423, loss_cls: 0.2046, acc: 93.3025, loss_bbox: 0.1972, loss_mask: 0.2424, loss: 0.7148 2022-09-29 15:27:09,500 - mmdet - INFO - Epoch [8][6300/7330] lr: 2.000e-02, eta: 2:02:10, time: 0.236, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0323, loss_rpn_bbox: 0.0464, loss_cls: 0.2117, acc: 92.9307, loss_bbox: 0.2114, loss_mask: 0.2474, loss: 0.7492 2022-09-29 15:27:21,431 - mmdet - INFO - Epoch [8][6350/7330] lr: 2.000e-02, eta: 2:01:58, time: 0.239, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0310, loss_rpn_bbox: 0.0447, loss_cls: 0.1977, acc: 93.4648, loss_bbox: 0.1960, loss_mask: 0.2437, loss: 0.7129 2022-09-29 15:27:33,768 - mmdet - INFO - Epoch [8][6400/7330] lr: 2.000e-02, eta: 2:01:46, time: 0.247, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0318, loss_rpn_bbox: 0.0471, loss_cls: 0.2103, acc: 93.0693, loss_bbox: 0.2091, loss_mask: 0.2500, loss: 0.7483 2022-09-29 15:27:45,808 - mmdet - INFO - Epoch [8][6450/7330] lr: 2.000e-02, eta: 2:01:34, time: 0.241, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0360, loss_rpn_bbox: 0.0473, loss_cls: 0.2096, acc: 92.9531, loss_bbox: 0.2128, loss_mask: 0.2503, loss: 0.7560 2022-09-29 15:27:57,598 - mmdet - INFO - Epoch [8][6500/7330] lr: 2.000e-02, eta: 2:01:22, time: 0.236, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0322, loss_rpn_bbox: 0.0446, loss_cls: 0.2083, acc: 93.1326, loss_bbox: 0.2048, loss_mask: 0.2443, loss: 0.7343 2022-09-29 15:28:09,695 - mmdet - INFO - Epoch [8][6550/7330] lr: 2.000e-02, eta: 2:01:10, time: 0.242, data_time: 0.029, memory: 6940, loss_rpn_cls: 0.0328, loss_rpn_bbox: 0.0473, loss_cls: 0.2109, acc: 92.9375, loss_bbox: 0.2134, loss_mask: 0.2448, loss: 0.7491 2022-09-29 15:28:21,573 - mmdet - INFO - Epoch [8][6600/7330] lr: 2.000e-02, eta: 2:00:58, time: 0.238, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0472, loss_cls: 0.2109, acc: 92.8643, loss_bbox: 0.2152, loss_mask: 0.2437, loss: 0.7518 2022-09-29 15:28:35,006 - mmdet - INFO - Epoch [8][6650/7330] lr: 2.000e-02, eta: 2:00:46, time: 0.269, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0299, loss_rpn_bbox: 0.0427, loss_cls: 0.2008, acc: 93.3120, loss_bbox: 0.2063, loss_mask: 0.2430, loss: 0.7227 2022-09-29 15:28:47,046 - mmdet - INFO - Epoch [8][6700/7330] lr: 2.000e-02, eta: 2:00:34, time: 0.241, data_time: 0.028, memory: 6940, loss_rpn_cls: 0.0346, loss_rpn_bbox: 0.0448, loss_cls: 0.2044, acc: 93.1003, loss_bbox: 0.2104, loss_mask: 0.2429, loss: 0.7370 2022-09-29 15:28:59,086 - mmdet - INFO - Epoch [8][6750/7330] lr: 2.000e-02, eta: 2:00:22, time: 0.241, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0328, loss_rpn_bbox: 0.0462, loss_cls: 0.2131, acc: 92.9033, loss_bbox: 0.2093, loss_mask: 0.2441, loss: 0.7455 2022-09-29 15:29:10,975 - mmdet - INFO - Epoch [8][6800/7330] lr: 2.000e-02, eta: 2:00:10, time: 0.238, data_time: 0.028, memory: 6940, loss_rpn_cls: 0.0323, loss_rpn_bbox: 0.0456, loss_cls: 0.2096, acc: 93.0269, loss_bbox: 0.2079, loss_mask: 0.2457, loss: 0.7411 2022-09-29 15:29:23,133 - mmdet - INFO - Epoch [8][6850/7330] lr: 2.000e-02, eta: 1:59:58, time: 0.243, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0341, loss_rpn_bbox: 0.0463, loss_cls: 0.2053, acc: 93.1531, loss_bbox: 0.2066, loss_mask: 0.2446, loss: 0.7369 2022-09-29 15:29:35,206 - mmdet - INFO - Epoch [8][6900/7330] lr: 2.000e-02, eta: 1:59:46, time: 0.241, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0468, loss_cls: 0.2155, acc: 92.7123, loss_bbox: 0.2194, loss_mask: 0.2506, loss: 0.7676 2022-09-29 15:29:47,155 - mmdet - INFO - Epoch [8][6950/7330] lr: 2.000e-02, eta: 1:59:34, time: 0.239, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0334, loss_rpn_bbox: 0.0456, loss_cls: 0.2094, acc: 93.2446, loss_bbox: 0.2073, loss_mask: 0.2428, loss: 0.7385 2022-09-29 15:29:59,166 - mmdet - INFO - Epoch [8][7000/7330] lr: 2.000e-02, eta: 1:59:22, time: 0.240, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0325, loss_rpn_bbox: 0.0465, loss_cls: 0.2162, acc: 92.7449, loss_bbox: 0.2135, loss_mask: 0.2466, loss: 0.7552 2022-09-29 15:30:11,117 - mmdet - INFO - Epoch [8][7050/7330] lr: 2.000e-02, eta: 1:59:09, time: 0.239, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0356, loss_rpn_bbox: 0.0471, loss_cls: 0.2140, acc: 92.9001, loss_bbox: 0.2133, loss_mask: 0.2459, loss: 0.7559 2022-09-29 15:30:23,254 - mmdet - INFO - Epoch [8][7100/7330] lr: 2.000e-02, eta: 1:58:57, time: 0.243, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0323, loss_rpn_bbox: 0.0468, loss_cls: 0.2096, acc: 92.9917, loss_bbox: 0.2105, loss_mask: 0.2482, loss: 0.7474 2022-09-29 15:30:35,496 - mmdet - INFO - Epoch [8][7150/7330] lr: 2.000e-02, eta: 1:58:45, time: 0.245, data_time: 0.028, memory: 6940, loss_rpn_cls: 0.0315, loss_rpn_bbox: 0.0454, loss_cls: 0.2009, acc: 93.1316, loss_bbox: 0.2041, loss_mask: 0.2453, loss: 0.7273 2022-09-29 15:30:47,624 - mmdet - INFO - Epoch [8][7200/7330] lr: 2.000e-02, eta: 1:58:33, time: 0.243, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0334, loss_rpn_bbox: 0.0467, loss_cls: 0.2054, acc: 93.0562, loss_bbox: 0.2077, loss_mask: 0.2430, loss: 0.7361 2022-09-29 15:30:59,261 - mmdet - INFO - Epoch [8][7250/7330] lr: 2.000e-02, eta: 1:58:21, time: 0.233, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0315, loss_rpn_bbox: 0.0421, loss_cls: 0.2092, acc: 93.1182, loss_bbox: 0.2059, loss_mask: 0.2381, loss: 0.7268 2022-09-29 15:31:11,414 - mmdet - INFO - Epoch [8][7300/7330] lr: 2.000e-02, eta: 1:58:09, time: 0.243, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0327, loss_rpn_bbox: 0.0478, loss_cls: 0.2067, acc: 93.1169, loss_bbox: 0.2067, loss_mask: 0.2406, loss: 0.7344 2022-09-29 15:31:19,041 - mmdet - INFO - Saving checkpoint at 8 epochs 2022-09-29 15:32:02,220 - mmdet - INFO - Evaluating bbox... 2022-09-29 15:32:31,904 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.371 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.565 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.408 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.219 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.409 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.479 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.522 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.522 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.522 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.331 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.563 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.659 2022-09-29 15:32:31,904 - mmdet - INFO - Evaluating segm... 2022-09-29 15:33:08,005 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.337 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.537 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.361 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.159 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.364 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.486 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.473 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.473 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.473 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.282 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.510 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.620 2022-09-29 15:33:08,539 - mmdet - INFO - The previous best checkpoint /home/tiger/code/mmdet/work_dirs/finetune_mask-rcnn_1x_coco_pixpro-init_moco-setting/best_bbox_mAP_epoch_7.pth was removed 2022-09-29 15:33:09,224 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_8.pth. 2022-09-29 15:33:09,225 - mmdet - INFO - Best bbox_mAP is 0.3710 at 8 epoch. 2022-09-29 15:33:09,226 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 15:33:09,226 - mmdet - INFO - Epoch(val) [8][625] bbox_mAP: 0.3710, bbox_mAP_50: 0.5650, bbox_mAP_75: 0.4080, bbox_mAP_s: 0.2190, bbox_mAP_m: 0.4090, bbox_mAP_l: 0.4790, bbox_mAP_copypaste: 0.371 0.565 0.408 0.219 0.409 0.479, segm_mAP: 0.3370, segm_mAP_50: 0.5370, segm_mAP_75: 0.3610, segm_mAP_s: 0.1590, segm_mAP_m: 0.3640, segm_mAP_l: 0.4860, segm_mAP_copypaste: 0.337 0.537 0.361 0.159 0.364 0.486 2022-09-29 15:33:24,592 - mmdet - INFO - Epoch [9][50/7330] lr: 2.000e-03, eta: 1:57:48, time: 0.307, data_time: 0.087, memory: 6940, loss_rpn_cls: 0.0302, loss_rpn_bbox: 0.0431, loss_cls: 0.1902, acc: 93.6038, loss_bbox: 0.1948, loss_mask: 0.2426, loss: 0.7008 2022-09-29 15:33:36,898 - mmdet - INFO - Epoch [9][100/7330] lr: 2.000e-03, eta: 1:57:36, time: 0.246, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0305, loss_rpn_bbox: 0.0441, loss_cls: 0.1927, acc: 93.4309, loss_bbox: 0.1987, loss_mask: 0.2393, loss: 0.7053 2022-09-29 15:33:49,161 - mmdet - INFO - Epoch [9][150/7330] lr: 2.000e-03, eta: 1:57:24, time: 0.245, data_time: 0.028, memory: 6940, loss_rpn_cls: 0.0321, loss_rpn_bbox: 0.0426, loss_cls: 0.1907, acc: 93.5891, loss_bbox: 0.1967, loss_mask: 0.2399, loss: 0.7020 2022-09-29 15:34:01,383 - mmdet - INFO - Epoch [9][200/7330] lr: 2.000e-03, eta: 1:57:12, time: 0.244, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0325, loss_rpn_bbox: 0.0447, loss_cls: 0.2020, acc: 93.1194, loss_bbox: 0.2073, loss_mask: 0.2399, loss: 0.7265 2022-09-29 15:34:13,527 - mmdet - INFO - Epoch [9][250/7330] lr: 2.000e-03, eta: 1:57:00, time: 0.243, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0306, loss_rpn_bbox: 0.0434, loss_cls: 0.1910, acc: 93.5613, loss_bbox: 0.1959, loss_mask: 0.2348, loss: 0.6957 2022-09-29 15:34:25,967 - mmdet - INFO - Epoch [9][300/7330] lr: 2.000e-03, eta: 1:56:48, time: 0.249, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0303, loss_rpn_bbox: 0.0454, loss_cls: 0.1889, acc: 93.3940, loss_bbox: 0.2000, loss_mask: 0.2393, loss: 0.7039 2022-09-29 15:34:38,200 - mmdet - INFO - Epoch [9][350/7330] lr: 2.000e-03, eta: 1:56:36, time: 0.245, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0441, loss_cls: 0.1907, acc: 93.4031, loss_bbox: 0.1998, loss_mask: 0.2358, loss: 0.6989 2022-09-29 15:34:50,416 - mmdet - INFO - Epoch [9][400/7330] lr: 2.000e-03, eta: 1:56:24, time: 0.244, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0420, loss_cls: 0.1870, acc: 93.6599, loss_bbox: 0.1933, loss_mask: 0.2318, loss: 0.6803 2022-09-29 15:35:02,573 - mmdet - INFO - Epoch [9][450/7330] lr: 2.000e-03, eta: 1:56:12, time: 0.243, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0287, loss_rpn_bbox: 0.0420, loss_cls: 0.1879, acc: 93.5742, loss_bbox: 0.1990, loss_mask: 0.2418, loss: 0.6994 2022-09-29 15:35:14,818 - mmdet - INFO - Epoch [9][500/7330] lr: 2.000e-03, eta: 1:56:00, time: 0.245, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0402, loss_cls: 0.1788, acc: 93.8315, loss_bbox: 0.1889, loss_mask: 0.2343, loss: 0.6690 2022-09-29 15:35:27,171 - mmdet - INFO - Epoch [9][550/7330] lr: 2.000e-03, eta: 1:55:48, time: 0.247, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0315, loss_rpn_bbox: 0.0455, loss_cls: 0.1894, acc: 93.4629, loss_bbox: 0.2019, loss_mask: 0.2404, loss: 0.7087 2022-09-29 15:35:39,413 - mmdet - INFO - Epoch [9][600/7330] lr: 2.000e-03, eta: 1:55:36, time: 0.245, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0298, loss_rpn_bbox: 0.0446, loss_cls: 0.1913, acc: 93.4819, loss_bbox: 0.1946, loss_mask: 0.2355, loss: 0.6957 2022-09-29 15:35:51,494 - mmdet - INFO - Epoch [9][650/7330] lr: 2.000e-03, eta: 1:55:24, time: 0.242, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0277, loss_rpn_bbox: 0.0411, loss_cls: 0.1782, acc: 93.7576, loss_bbox: 0.1949, loss_mask: 0.2356, loss: 0.6774 2022-09-29 15:36:03,635 - mmdet - INFO - Epoch [9][700/7330] lr: 2.000e-03, eta: 1:55:12, time: 0.243, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0288, loss_rpn_bbox: 0.0421, loss_cls: 0.1924, acc: 93.4070, loss_bbox: 0.1993, loss_mask: 0.2383, loss: 0.7010 2022-09-29 15:36:15,961 - mmdet - INFO - Epoch [9][750/7330] lr: 2.000e-03, eta: 1:55:00, time: 0.247, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0294, loss_rpn_bbox: 0.0440, loss_cls: 0.1871, acc: 93.4983, loss_bbox: 0.2020, loss_mask: 0.2380, loss: 0.7005 2022-09-29 15:36:28,057 - mmdet - INFO - Epoch [9][800/7330] lr: 2.000e-03, eta: 1:54:48, time: 0.242, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0430, loss_cls: 0.1783, acc: 93.9192, loss_bbox: 0.1897, loss_mask: 0.2353, loss: 0.6737 2022-09-29 15:36:40,419 - mmdet - INFO - Epoch [9][850/7330] lr: 2.000e-03, eta: 1:54:36, time: 0.247, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0434, loss_cls: 0.1892, acc: 93.5400, loss_bbox: 0.1968, loss_mask: 0.2379, loss: 0.6951 2022-09-29 15:36:52,833 - mmdet - INFO - Epoch [9][900/7330] lr: 2.000e-03, eta: 1:54:24, time: 0.248, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0303, loss_rpn_bbox: 0.0439, loss_cls: 0.1933, acc: 93.3318, loss_bbox: 0.2005, loss_mask: 0.2323, loss: 0.7003 2022-09-29 15:37:05,409 - mmdet - INFO - Epoch [9][950/7330] lr: 2.000e-03, eta: 1:54:12, time: 0.251, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0289, loss_rpn_bbox: 0.0462, loss_cls: 0.1894, acc: 93.4863, loss_bbox: 0.2009, loss_mask: 0.2380, loss: 0.7034 2022-09-29 15:37:17,533 - mmdet - INFO - Epoch [9][1000/7330] lr: 2.000e-03, eta: 1:54:00, time: 0.242, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0286, loss_rpn_bbox: 0.0420, loss_cls: 0.1888, acc: 93.5391, loss_bbox: 0.1961, loss_mask: 0.2329, loss: 0.6884 2022-09-29 15:37:29,806 - mmdet - INFO - Epoch [9][1050/7330] lr: 2.000e-03, eta: 1:53:48, time: 0.245, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0295, loss_rpn_bbox: 0.0418, loss_cls: 0.1889, acc: 93.4424, loss_bbox: 0.2004, loss_mask: 0.2369, loss: 0.6976 2022-09-29 15:37:41,990 - mmdet - INFO - Epoch [9][1100/7330] lr: 2.000e-03, eta: 1:53:36, time: 0.244, data_time: 0.028, memory: 6940, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0407, loss_cls: 0.1827, acc: 93.5969, loss_bbox: 0.1954, loss_mask: 0.2341, loss: 0.6809 2022-09-29 15:37:54,181 - mmdet - INFO - Epoch [9][1150/7330] lr: 2.000e-03, eta: 1:53:24, time: 0.244, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0287, loss_rpn_bbox: 0.0439, loss_cls: 0.1863, acc: 93.5637, loss_bbox: 0.1986, loss_mask: 0.2324, loss: 0.6899 2022-09-29 15:38:06,462 - mmdet - INFO - Epoch [9][1200/7330] lr: 2.000e-03, eta: 1:53:12, time: 0.246, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0458, loss_cls: 0.1911, acc: 93.4248, loss_bbox: 0.2028, loss_mask: 0.2373, loss: 0.7047 2022-09-29 15:38:18,757 - mmdet - INFO - Epoch [9][1250/7330] lr: 2.000e-03, eta: 1:53:00, time: 0.246, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0300, loss_rpn_bbox: 0.0442, loss_cls: 0.1897, acc: 93.3738, loss_bbox: 0.2033, loss_mask: 0.2369, loss: 0.7040 2022-09-29 15:38:31,062 - mmdet - INFO - Epoch [9][1300/7330] lr: 2.000e-03, eta: 1:52:48, time: 0.246, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0441, loss_cls: 0.1897, acc: 93.4949, loss_bbox: 0.2021, loss_mask: 0.2356, loss: 0.6994 2022-09-29 15:38:43,268 - mmdet - INFO - Epoch [9][1350/7330] lr: 2.000e-03, eta: 1:52:36, time: 0.244, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0427, loss_cls: 0.1787, acc: 93.7937, loss_bbox: 0.1909, loss_mask: 0.2339, loss: 0.6732 2022-09-29 15:38:55,580 - mmdet - INFO - Epoch [9][1400/7330] lr: 2.000e-03, eta: 1:52:24, time: 0.246, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0304, loss_rpn_bbox: 0.0443, loss_cls: 0.1983, acc: 93.1165, loss_bbox: 0.2090, loss_mask: 0.2365, loss: 0.7185 2022-09-29 15:39:07,482 - mmdet - INFO - Epoch [9][1450/7330] lr: 2.000e-03, eta: 1:52:12, time: 0.238, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0411, loss_cls: 0.1827, acc: 93.6675, loss_bbox: 0.1963, loss_mask: 0.2376, loss: 0.6838 2022-09-29 15:39:19,461 - mmdet - INFO - Epoch [9][1500/7330] lr: 2.000e-03, eta: 1:52:00, time: 0.240, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0402, loss_cls: 0.1763, acc: 93.8577, loss_bbox: 0.1837, loss_mask: 0.2298, loss: 0.6567 2022-09-29 15:39:31,592 - mmdet - INFO - Epoch [9][1550/7330] lr: 2.000e-03, eta: 1:51:48, time: 0.243, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0406, loss_cls: 0.1833, acc: 93.6313, loss_bbox: 0.1981, loss_mask: 0.2386, loss: 0.6889 2022-09-29 15:39:43,932 - mmdet - INFO - Epoch [9][1600/7330] lr: 2.000e-03, eta: 1:51:36, time: 0.247, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0434, loss_cls: 0.1860, acc: 93.5466, loss_bbox: 0.1990, loss_mask: 0.2402, loss: 0.6966 2022-09-29 15:39:56,122 - mmdet - INFO - Epoch [9][1650/7330] lr: 2.000e-03, eta: 1:51:24, time: 0.244, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0289, loss_rpn_bbox: 0.0440, loss_cls: 0.1823, acc: 93.7151, loss_bbox: 0.1917, loss_mask: 0.2316, loss: 0.6786 2022-09-29 15:40:08,170 - mmdet - INFO - Epoch [9][1700/7330] lr: 2.000e-03, eta: 1:51:12, time: 0.241, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0420, loss_cls: 0.1825, acc: 93.7695, loss_bbox: 0.1945, loss_mask: 0.2312, loss: 0.6778 2022-09-29 15:40:20,368 - mmdet - INFO - Epoch [9][1750/7330] lr: 2.000e-03, eta: 1:51:00, time: 0.244, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0309, loss_rpn_bbox: 0.0451, loss_cls: 0.1879, acc: 93.5300, loss_bbox: 0.2026, loss_mask: 0.2392, loss: 0.7058 2022-09-29 15:40:32,647 - mmdet - INFO - Epoch [9][1800/7330] lr: 2.000e-03, eta: 1:50:48, time: 0.246, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0414, loss_cls: 0.1853, acc: 93.5991, loss_bbox: 0.1977, loss_mask: 0.2343, loss: 0.6847 2022-09-29 15:40:44,879 - mmdet - INFO - Epoch [9][1850/7330] lr: 2.000e-03, eta: 1:50:36, time: 0.245, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0417, loss_cls: 0.1793, acc: 93.8975, loss_bbox: 0.1896, loss_mask: 0.2352, loss: 0.6734 2022-09-29 15:40:57,087 - mmdet - INFO - Epoch [9][1900/7330] lr: 2.000e-03, eta: 1:50:24, time: 0.244, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0436, loss_cls: 0.1824, acc: 93.7856, loss_bbox: 0.1900, loss_mask: 0.2371, loss: 0.6815 2022-09-29 15:41:09,117 - mmdet - INFO - Epoch [9][1950/7330] lr: 2.000e-03, eta: 1:50:11, time: 0.241, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0428, loss_cls: 0.1839, acc: 93.6155, loss_bbox: 0.2005, loss_mask: 0.2418, loss: 0.6949 2022-09-29 15:41:21,379 - mmdet - INFO - Epoch [9][2000/7330] lr: 2.000e-03, eta: 1:49:59, time: 0.245, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0297, loss_rpn_bbox: 0.0420, loss_cls: 0.1905, acc: 93.5754, loss_bbox: 0.1967, loss_mask: 0.2356, loss: 0.6945 2022-09-29 15:41:33,911 - mmdet - INFO - Epoch [9][2050/7330] lr: 2.000e-03, eta: 1:49:48, time: 0.251, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0441, loss_cls: 0.1924, acc: 93.4348, loss_bbox: 0.2017, loss_mask: 0.2366, loss: 0.7022 2022-09-29 15:41:46,223 - mmdet - INFO - Epoch [9][2100/7330] lr: 2.000e-03, eta: 1:49:36, time: 0.246, data_time: 0.028, memory: 6940, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0446, loss_cls: 0.1853, acc: 93.5378, loss_bbox: 0.1988, loss_mask: 0.2324, loss: 0.6894 2022-09-29 15:41:58,376 - mmdet - INFO - Epoch [9][2150/7330] lr: 2.000e-03, eta: 1:49:24, time: 0.243, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0295, loss_rpn_bbox: 0.0449, loss_cls: 0.1921, acc: 93.3179, loss_bbox: 0.2059, loss_mask: 0.2372, loss: 0.7095 2022-09-29 15:42:10,673 - mmdet - INFO - Epoch [9][2200/7330] lr: 2.000e-03, eta: 1:49:12, time: 0.246, data_time: 0.029, memory: 6940, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0414, loss_cls: 0.1819, acc: 93.6411, loss_bbox: 0.1968, loss_mask: 0.2353, loss: 0.6830 2022-09-29 15:42:22,678 - mmdet - INFO - Epoch [9][2250/7330] lr: 2.000e-03, eta: 1:48:59, time: 0.240, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0251, loss_rpn_bbox: 0.0402, loss_cls: 0.1769, acc: 93.7874, loss_bbox: 0.1900, loss_mask: 0.2359, loss: 0.6681 2022-09-29 15:42:34,827 - mmdet - INFO - Epoch [9][2300/7330] lr: 2.000e-03, eta: 1:48:47, time: 0.243, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0411, loss_cls: 0.1810, acc: 93.7715, loss_bbox: 0.1912, loss_mask: 0.2396, loss: 0.6800 2022-09-29 15:42:47,035 - mmdet - INFO - Epoch [9][2350/7330] lr: 2.000e-03, eta: 1:48:35, time: 0.244, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0402, loss_cls: 0.1866, acc: 93.6414, loss_bbox: 0.1945, loss_mask: 0.2323, loss: 0.6798 2022-09-29 15:42:59,215 - mmdet - INFO - Epoch [9][2400/7330] lr: 2.000e-03, eta: 1:48:23, time: 0.244, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0414, loss_cls: 0.1787, acc: 93.8293, loss_bbox: 0.1933, loss_mask: 0.2307, loss: 0.6704 2022-09-29 15:43:11,561 - mmdet - INFO - Epoch [9][2450/7330] lr: 2.000e-03, eta: 1:48:11, time: 0.247, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0312, loss_rpn_bbox: 0.0445, loss_cls: 0.1954, acc: 93.3850, loss_bbox: 0.2047, loss_mask: 0.2385, loss: 0.7143 2022-09-29 15:43:23,890 - mmdet - INFO - Epoch [9][2500/7330] lr: 2.000e-03, eta: 1:47:59, time: 0.247, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0314, loss_rpn_bbox: 0.0452, loss_cls: 0.1911, acc: 93.3472, loss_bbox: 0.2020, loss_mask: 0.2354, loss: 0.7052 2022-09-29 15:43:36,385 - mmdet - INFO - Epoch [9][2550/7330] lr: 2.000e-03, eta: 1:47:48, time: 0.250, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0440, loss_cls: 0.1939, acc: 93.3601, loss_bbox: 0.1999, loss_mask: 0.2299, loss: 0.6957 2022-09-29 15:43:48,603 - mmdet - INFO - Epoch [9][2600/7330] lr: 2.000e-03, eta: 1:47:36, time: 0.244, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0403, loss_cls: 0.1787, acc: 93.7527, loss_bbox: 0.1919, loss_mask: 0.2354, loss: 0.6729 2022-09-29 15:44:00,622 - mmdet - INFO - Epoch [9][2650/7330] lr: 2.000e-03, eta: 1:47:23, time: 0.240, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0426, loss_cls: 0.1878, acc: 93.5552, loss_bbox: 0.2029, loss_mask: 0.2364, loss: 0.6971 2022-09-29 15:44:12,886 - mmdet - INFO - Epoch [9][2700/7330] lr: 2.000e-03, eta: 1:47:11, time: 0.245, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0430, loss_cls: 0.1896, acc: 93.3813, loss_bbox: 0.2064, loss_mask: 0.2395, loss: 0.7058 2022-09-29 15:44:25,090 - mmdet - INFO - Epoch [9][2750/7330] lr: 2.000e-03, eta: 1:46:59, time: 0.244, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0424, loss_cls: 0.1782, acc: 93.8086, loss_bbox: 0.1919, loss_mask: 0.2343, loss: 0.6751 2022-09-29 15:44:37,149 - mmdet - INFO - Epoch [9][2800/7330] lr: 2.000e-03, eta: 1:46:47, time: 0.241, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0294, loss_rpn_bbox: 0.0408, loss_cls: 0.1831, acc: 93.6304, loss_bbox: 0.1937, loss_mask: 0.2281, loss: 0.6751 2022-09-29 15:44:49,264 - mmdet - INFO - Epoch [9][2850/7330] lr: 2.000e-03, eta: 1:46:35, time: 0.242, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0420, loss_cls: 0.1784, acc: 93.8577, loss_bbox: 0.1950, loss_mask: 0.2383, loss: 0.6797 2022-09-29 15:45:01,524 - mmdet - INFO - Epoch [9][2900/7330] lr: 2.000e-03, eta: 1:46:23, time: 0.245, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0423, loss_cls: 0.1860, acc: 93.4456, loss_bbox: 0.1996, loss_mask: 0.2370, loss: 0.6932 2022-09-29 15:45:14,188 - mmdet - INFO - Epoch [9][2950/7330] lr: 2.000e-03, eta: 1:46:11, time: 0.253, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0299, loss_rpn_bbox: 0.0433, loss_cls: 0.1998, acc: 93.0996, loss_bbox: 0.2110, loss_mask: 0.2368, loss: 0.7208 2022-09-29 15:45:26,428 - mmdet - INFO - Epoch [9][3000/7330] lr: 2.000e-03, eta: 1:45:59, time: 0.245, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0417, loss_cls: 0.1866, acc: 93.5249, loss_bbox: 0.1951, loss_mask: 0.2313, loss: 0.6828 2022-09-29 15:45:38,901 - mmdet - INFO - Epoch [9][3050/7330] lr: 2.000e-03, eta: 1:45:47, time: 0.249, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0286, loss_rpn_bbox: 0.0445, loss_cls: 0.1952, acc: 93.3518, loss_bbox: 0.2012, loss_mask: 0.2436, loss: 0.7130 2022-09-29 15:45:51,271 - mmdet - INFO - Epoch [9][3100/7330] lr: 2.000e-03, eta: 1:45:35, time: 0.247, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0435, loss_cls: 0.1913, acc: 93.3821, loss_bbox: 0.2019, loss_mask: 0.2344, loss: 0.6991 2022-09-29 15:46:03,541 - mmdet - INFO - Epoch [9][3150/7330] lr: 2.000e-03, eta: 1:45:23, time: 0.245, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0414, loss_cls: 0.1859, acc: 93.5894, loss_bbox: 0.1975, loss_mask: 0.2343, loss: 0.6860 2022-09-29 15:46:15,716 - mmdet - INFO - Epoch [9][3200/7330] lr: 2.000e-03, eta: 1:45:11, time: 0.244, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0449, loss_cls: 0.1830, acc: 93.6421, loss_bbox: 0.1966, loss_mask: 0.2343, loss: 0.6881 2022-09-29 15:46:27,797 - mmdet - INFO - Epoch [9][3250/7330] lr: 2.000e-03, eta: 1:44:59, time: 0.242, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0418, loss_cls: 0.1832, acc: 93.6565, loss_bbox: 0.1970, loss_mask: 0.2347, loss: 0.6824 2022-09-29 15:46:40,268 - mmdet - INFO - Epoch [9][3300/7330] lr: 2.000e-03, eta: 1:44:47, time: 0.249, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0443, loss_cls: 0.1940, acc: 93.3447, loss_bbox: 0.2055, loss_mask: 0.2407, loss: 0.7125 2022-09-29 15:46:52,457 - mmdet - INFO - Epoch [9][3350/7330] lr: 2.000e-03, eta: 1:44:35, time: 0.244, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0292, loss_rpn_bbox: 0.0444, loss_cls: 0.1876, acc: 93.5090, loss_bbox: 0.2036, loss_mask: 0.2383, loss: 0.7030 2022-09-29 15:47:04,827 - mmdet - INFO - Epoch [9][3400/7330] lr: 2.000e-03, eta: 1:44:23, time: 0.247, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0294, loss_rpn_bbox: 0.0443, loss_cls: 0.1866, acc: 93.5422, loss_bbox: 0.2005, loss_mask: 0.2375, loss: 0.6983 2022-09-29 15:47:16,986 - mmdet - INFO - Epoch [9][3450/7330] lr: 2.000e-03, eta: 1:44:11, time: 0.243, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0395, loss_cls: 0.1813, acc: 93.6057, loss_bbox: 0.1950, loss_mask: 0.2348, loss: 0.6760 2022-09-29 15:47:29,121 - mmdet - INFO - Epoch [9][3500/7330] lr: 2.000e-03, eta: 1:43:59, time: 0.243, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0409, loss_cls: 0.1762, acc: 93.9019, loss_bbox: 0.1913, loss_mask: 0.2323, loss: 0.6655 2022-09-29 15:47:41,377 - mmdet - INFO - Epoch [9][3550/7330] lr: 2.000e-03, eta: 1:43:47, time: 0.245, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0437, loss_cls: 0.1824, acc: 93.5959, loss_bbox: 0.2005, loss_mask: 0.2368, loss: 0.6909 2022-09-29 15:47:53,824 - mmdet - INFO - Epoch [9][3600/7330] lr: 2.000e-03, eta: 1:43:35, time: 0.249, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0408, loss_cls: 0.1778, acc: 93.8098, loss_bbox: 0.1875, loss_mask: 0.2342, loss: 0.6686 2022-09-29 15:48:05,860 - mmdet - INFO - Epoch [9][3650/7330] lr: 2.000e-03, eta: 1:43:23, time: 0.241, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0426, loss_cls: 0.1790, acc: 93.8821, loss_bbox: 0.1933, loss_mask: 0.2323, loss: 0.6742 2022-09-29 15:48:18,189 - mmdet - INFO - Epoch [9][3700/7330] lr: 2.000e-03, eta: 1:43:11, time: 0.247, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0289, loss_rpn_bbox: 0.0436, loss_cls: 0.1912, acc: 93.4043, loss_bbox: 0.2007, loss_mask: 0.2337, loss: 0.6981 2022-09-29 15:48:30,284 - mmdet - INFO - Epoch [9][3750/7330] lr: 2.000e-03, eta: 1:42:59, time: 0.242, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0398, loss_cls: 0.1767, acc: 93.7866, loss_bbox: 0.1894, loss_mask: 0.2340, loss: 0.6649 2022-09-29 15:48:42,790 - mmdet - INFO - Epoch [9][3800/7330] lr: 2.000e-03, eta: 1:42:47, time: 0.250, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0441, loss_cls: 0.1914, acc: 93.3975, loss_bbox: 0.1999, loss_mask: 0.2370, loss: 0.7007 2022-09-29 15:48:54,897 - mmdet - INFO - Epoch [9][3850/7330] lr: 2.000e-03, eta: 1:42:35, time: 0.242, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0387, loss_cls: 0.1737, acc: 93.9878, loss_bbox: 0.1838, loss_mask: 0.2230, loss: 0.6454 2022-09-29 15:49:06,944 - mmdet - INFO - Epoch [9][3900/7330] lr: 2.000e-03, eta: 1:42:23, time: 0.241, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0416, loss_cls: 0.1810, acc: 93.7419, loss_bbox: 0.1957, loss_mask: 0.2298, loss: 0.6763 2022-09-29 15:49:19,055 - mmdet - INFO - Epoch [9][3950/7330] lr: 2.000e-03, eta: 1:42:11, time: 0.242, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0426, loss_cls: 0.1801, acc: 93.7705, loss_bbox: 0.1999, loss_mask: 0.2363, loss: 0.6842 2022-09-29 15:49:31,377 - mmdet - INFO - Epoch [9][4000/7330] lr: 2.000e-03, eta: 1:41:59, time: 0.246, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0398, loss_cls: 0.1819, acc: 93.7336, loss_bbox: 0.1919, loss_mask: 0.2315, loss: 0.6719 2022-09-29 15:49:43,638 - mmdet - INFO - Epoch [9][4050/7330] lr: 2.000e-03, eta: 1:41:47, time: 0.245, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0448, loss_cls: 0.1937, acc: 93.2617, loss_bbox: 0.2054, loss_mask: 0.2406, loss: 0.7129 2022-09-29 15:49:56,144 - mmdet - INFO - Epoch [9][4100/7330] lr: 2.000e-03, eta: 1:41:35, time: 0.250, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0429, loss_cls: 0.1781, acc: 93.7244, loss_bbox: 0.1945, loss_mask: 0.2326, loss: 0.6757 2022-09-29 15:50:08,340 - mmdet - INFO - Epoch [9][4150/7330] lr: 2.000e-03, eta: 1:41:23, time: 0.244, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0298, loss_rpn_bbox: 0.0429, loss_cls: 0.1878, acc: 93.5591, loss_bbox: 0.2008, loss_mask: 0.2353, loss: 0.6966 2022-09-29 15:50:20,507 - mmdet - INFO - Epoch [9][4200/7330] lr: 2.000e-03, eta: 1:41:11, time: 0.243, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0405, loss_cls: 0.1764, acc: 93.9041, loss_bbox: 0.1847, loss_mask: 0.2269, loss: 0.6546 2022-09-29 15:50:33,156 - mmdet - INFO - Epoch [9][4250/7330] lr: 2.000e-03, eta: 1:40:59, time: 0.253, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0445, loss_cls: 0.1804, acc: 93.6145, loss_bbox: 0.1953, loss_mask: 0.2314, loss: 0.6786 2022-09-29 15:50:45,401 - mmdet - INFO - Epoch [9][4300/7330] lr: 2.000e-03, eta: 1:40:47, time: 0.245, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0298, loss_rpn_bbox: 0.0437, loss_cls: 0.1920, acc: 93.4604, loss_bbox: 0.2027, loss_mask: 0.2392, loss: 0.7074 2022-09-29 15:50:57,540 - mmdet - INFO - Epoch [9][4350/7330] lr: 2.000e-03, eta: 1:40:35, time: 0.243, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0414, loss_cls: 0.1744, acc: 93.9080, loss_bbox: 0.1888, loss_mask: 0.2321, loss: 0.6616 2022-09-29 15:51:09,550 - mmdet - INFO - Epoch [9][4400/7330] lr: 2.000e-03, eta: 1:40:23, time: 0.240, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0428, loss_cls: 0.1780, acc: 93.9739, loss_bbox: 0.1876, loss_mask: 0.2328, loss: 0.6685 2022-09-29 15:51:22,030 - mmdet - INFO - Epoch [9][4450/7330] lr: 2.000e-03, eta: 1:40:11, time: 0.250, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0420, loss_cls: 0.1845, acc: 93.6050, loss_bbox: 0.1948, loss_mask: 0.2315, loss: 0.6794 2022-09-29 15:51:34,384 - mmdet - INFO - Epoch [9][4500/7330] lr: 2.000e-03, eta: 1:39:59, time: 0.247, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0440, loss_cls: 0.1774, acc: 93.9055, loss_bbox: 0.1882, loss_mask: 0.2286, loss: 0.6668 2022-09-29 15:51:46,659 - mmdet - INFO - Epoch [9][4550/7330] lr: 2.000e-03, eta: 1:39:47, time: 0.245, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0424, loss_cls: 0.1816, acc: 93.6777, loss_bbox: 0.1995, loss_mask: 0.2378, loss: 0.6874 2022-09-29 15:51:59,373 - mmdet - INFO - Epoch [9][4600/7330] lr: 2.000e-03, eta: 1:39:35, time: 0.254, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0303, loss_rpn_bbox: 0.0427, loss_cls: 0.1828, acc: 93.6680, loss_bbox: 0.1984, loss_mask: 0.2326, loss: 0.6869 2022-09-29 15:52:11,656 - mmdet - INFO - Epoch [9][4650/7330] lr: 2.000e-03, eta: 1:39:23, time: 0.246, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0287, loss_rpn_bbox: 0.0432, loss_cls: 0.1879, acc: 93.5085, loss_bbox: 0.2035, loss_mask: 0.2351, loss: 0.6983 2022-09-29 15:52:23,939 - mmdet - INFO - Epoch [9][4700/7330] lr: 2.000e-03, eta: 1:39:11, time: 0.246, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0295, loss_rpn_bbox: 0.0454, loss_cls: 0.1852, acc: 93.4614, loss_bbox: 0.2017, loss_mask: 0.2395, loss: 0.7013 2022-09-29 15:52:36,173 - mmdet - INFO - Epoch [9][4750/7330] lr: 2.000e-03, eta: 1:38:59, time: 0.245, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0411, loss_cls: 0.1818, acc: 93.6116, loss_bbox: 0.2005, loss_mask: 0.2314, loss: 0.6833 2022-09-29 15:52:48,499 - mmdet - INFO - Epoch [9][4800/7330] lr: 2.000e-03, eta: 1:38:47, time: 0.247, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0419, loss_cls: 0.1759, acc: 93.8677, loss_bbox: 0.1943, loss_mask: 0.2324, loss: 0.6722 2022-09-29 15:53:00,516 - mmdet - INFO - Epoch [9][4850/7330] lr: 2.000e-03, eta: 1:38:35, time: 0.240, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0430, loss_cls: 0.1808, acc: 93.7078, loss_bbox: 0.1946, loss_mask: 0.2353, loss: 0.6799 2022-09-29 15:53:12,768 - mmdet - INFO - Epoch [9][4900/7330] lr: 2.000e-03, eta: 1:38:23, time: 0.245, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0441, loss_cls: 0.1897, acc: 93.4387, loss_bbox: 0.2035, loss_mask: 0.2354, loss: 0.7009 2022-09-29 15:53:25,019 - mmdet - INFO - Epoch [9][4950/7330] lr: 2.000e-03, eta: 1:38:11, time: 0.245, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0423, loss_cls: 0.1828, acc: 93.6887, loss_bbox: 0.1963, loss_mask: 0.2329, loss: 0.6827 2022-09-29 15:53:37,306 - mmdet - INFO - Epoch [9][5000/7330] lr: 2.000e-03, eta: 1:37:59, time: 0.246, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0432, loss_cls: 0.1812, acc: 93.6680, loss_bbox: 0.1947, loss_mask: 0.2333, loss: 0.6793 2022-09-29 15:53:49,153 - mmdet - INFO - Epoch [9][5050/7330] lr: 2.000e-03, eta: 1:37:47, time: 0.237, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0245, loss_rpn_bbox: 0.0409, loss_cls: 0.1776, acc: 93.9158, loss_bbox: 0.1854, loss_mask: 0.2278, loss: 0.6561 2022-09-29 15:54:01,273 - mmdet - INFO - Epoch [9][5100/7330] lr: 2.000e-03, eta: 1:37:35, time: 0.242, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0428, loss_cls: 0.1830, acc: 93.6239, loss_bbox: 0.1934, loss_mask: 0.2370, loss: 0.6843 2022-09-29 15:54:13,459 - mmdet - INFO - Epoch [9][5150/7330] lr: 2.000e-03, eta: 1:37:23, time: 0.244, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0401, loss_cls: 0.1777, acc: 93.8289, loss_bbox: 0.1868, loss_mask: 0.2312, loss: 0.6631 2022-09-29 15:54:25,267 - mmdet - INFO - Epoch [9][5200/7330] lr: 2.000e-03, eta: 1:37:10, time: 0.236, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0425, loss_cls: 0.1889, acc: 93.4509, loss_bbox: 0.1944, loss_mask: 0.2366, loss: 0.6910 2022-09-29 15:54:37,691 - mmdet - INFO - Epoch [9][5250/7330] lr: 2.000e-03, eta: 1:36:59, time: 0.248, data_time: 0.029, memory: 6940, loss_rpn_cls: 0.0300, loss_rpn_bbox: 0.0443, loss_cls: 0.1899, acc: 93.3401, loss_bbox: 0.2017, loss_mask: 0.2322, loss: 0.6981 2022-09-29 15:54:49,734 - mmdet - INFO - Epoch [9][5300/7330] lr: 2.000e-03, eta: 1:36:46, time: 0.241, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0424, loss_cls: 0.1734, acc: 93.9478, loss_bbox: 0.1841, loss_mask: 0.2292, loss: 0.6549 2022-09-29 15:55:02,124 - mmdet - INFO - Epoch [9][5350/7330] lr: 2.000e-03, eta: 1:36:34, time: 0.248, data_time: 0.032, memory: 6940, loss_rpn_cls: 0.0297, loss_rpn_bbox: 0.0434, loss_cls: 0.1910, acc: 93.3159, loss_bbox: 0.2017, loss_mask: 0.2317, loss: 0.6975 2022-09-29 15:55:14,274 - mmdet - INFO - Epoch [9][5400/7330] lr: 2.000e-03, eta: 1:36:22, time: 0.243, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0430, loss_cls: 0.1840, acc: 93.5500, loss_bbox: 0.1979, loss_mask: 0.2337, loss: 0.6854 2022-09-29 15:55:26,188 - mmdet - INFO - Epoch [9][5450/7330] lr: 2.000e-03, eta: 1:36:10, time: 0.238, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0414, loss_cls: 0.1827, acc: 93.6487, loss_bbox: 0.1948, loss_mask: 0.2351, loss: 0.6808 2022-09-29 15:55:38,240 - mmdet - INFO - Epoch [9][5500/7330] lr: 2.000e-03, eta: 1:35:58, time: 0.241, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0412, loss_cls: 0.1809, acc: 93.8489, loss_bbox: 0.1895, loss_mask: 0.2350, loss: 0.6732 2022-09-29 15:55:50,365 - mmdet - INFO - Epoch [9][5550/7330] lr: 2.000e-03, eta: 1:35:46, time: 0.243, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0427, loss_cls: 0.1850, acc: 93.5154, loss_bbox: 0.1926, loss_mask: 0.2339, loss: 0.6809 2022-09-29 15:56:02,255 - mmdet - INFO - Epoch [9][5600/7330] lr: 2.000e-03, eta: 1:35:34, time: 0.238, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0426, loss_cls: 0.1788, acc: 93.7856, loss_bbox: 0.1933, loss_mask: 0.2313, loss: 0.6717 2022-09-29 15:56:14,085 - mmdet - INFO - Epoch [9][5650/7330] lr: 2.000e-03, eta: 1:35:22, time: 0.237, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0382, loss_cls: 0.1773, acc: 93.9783, loss_bbox: 0.1863, loss_mask: 0.2284, loss: 0.6552 2022-09-29 15:56:26,171 - mmdet - INFO - Epoch [9][5700/7330] lr: 2.000e-03, eta: 1:35:10, time: 0.242, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0306, loss_rpn_bbox: 0.0447, loss_cls: 0.1898, acc: 93.5325, loss_bbox: 0.1966, loss_mask: 0.2339, loss: 0.6956 2022-09-29 15:56:38,322 - mmdet - INFO - Epoch [9][5750/7330] lr: 2.000e-03, eta: 1:34:58, time: 0.243, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0424, loss_cls: 0.1836, acc: 93.7314, loss_bbox: 0.1934, loss_mask: 0.2355, loss: 0.6832 2022-09-29 15:56:50,278 - mmdet - INFO - Epoch [9][5800/7330] lr: 2.000e-03, eta: 1:34:45, time: 0.239, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0301, loss_rpn_bbox: 0.0419, loss_cls: 0.1833, acc: 93.5703, loss_bbox: 0.1967, loss_mask: 0.2336, loss: 0.6855 2022-09-29 15:57:02,289 - mmdet - INFO - Epoch [9][5850/7330] lr: 2.000e-03, eta: 1:34:33, time: 0.240, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0289, loss_rpn_bbox: 0.0441, loss_cls: 0.1893, acc: 93.4644, loss_bbox: 0.2009, loss_mask: 0.2369, loss: 0.7001 2022-09-29 15:57:14,449 - mmdet - INFO - Epoch [9][5900/7330] lr: 2.000e-03, eta: 1:34:21, time: 0.243, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0418, loss_cls: 0.1762, acc: 93.7324, loss_bbox: 0.1954, loss_mask: 0.2261, loss: 0.6662 2022-09-29 15:57:26,711 - mmdet - INFO - Epoch [9][5950/7330] lr: 2.000e-03, eta: 1:34:09, time: 0.245, data_time: 0.028, memory: 6940, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0440, loss_cls: 0.1846, acc: 93.5449, loss_bbox: 0.1988, loss_mask: 0.2357, loss: 0.6899 2022-09-29 15:57:38,855 - mmdet - INFO - Epoch [9][6000/7330] lr: 2.000e-03, eta: 1:33:57, time: 0.243, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0296, loss_rpn_bbox: 0.0450, loss_cls: 0.1848, acc: 93.5459, loss_bbox: 0.1980, loss_mask: 0.2351, loss: 0.6924 2022-09-29 15:57:50,726 - mmdet - INFO - Epoch [9][6050/7330] lr: 2.000e-03, eta: 1:33:45, time: 0.237, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0421, loss_cls: 0.1729, acc: 93.9595, loss_bbox: 0.1936, loss_mask: 0.2356, loss: 0.6710 2022-09-29 15:58:02,770 - mmdet - INFO - Epoch [9][6100/7330] lr: 2.000e-03, eta: 1:33:33, time: 0.241, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0432, loss_cls: 0.1754, acc: 93.9341, loss_bbox: 0.1924, loss_mask: 0.2316, loss: 0.6684 2022-09-29 15:58:14,733 - mmdet - INFO - Epoch [9][6150/7330] lr: 2.000e-03, eta: 1:33:21, time: 0.239, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0432, loss_cls: 0.1750, acc: 93.7878, loss_bbox: 0.1899, loss_mask: 0.2329, loss: 0.6680 2022-09-29 15:58:26,911 - mmdet - INFO - Epoch [9][6200/7330] lr: 2.000e-03, eta: 1:33:09, time: 0.244, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0431, loss_cls: 0.1827, acc: 93.5979, loss_bbox: 0.1979, loss_mask: 0.2315, loss: 0.6816 2022-09-29 15:58:39,219 - mmdet - INFO - Epoch [9][6250/7330] lr: 2.000e-03, eta: 1:32:57, time: 0.246, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0416, loss_cls: 0.1820, acc: 93.7839, loss_bbox: 0.1939, loss_mask: 0.2293, loss: 0.6745 2022-09-29 15:58:51,241 - mmdet - INFO - Epoch [9][6300/7330] lr: 2.000e-03, eta: 1:32:45, time: 0.240, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0251, loss_rpn_bbox: 0.0395, loss_cls: 0.1722, acc: 94.0276, loss_bbox: 0.1840, loss_mask: 0.2227, loss: 0.6436 2022-09-29 15:59:03,390 - mmdet - INFO - Epoch [9][6350/7330] lr: 2.000e-03, eta: 1:32:33, time: 0.243, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0291, loss_rpn_bbox: 0.0424, loss_cls: 0.1806, acc: 93.6365, loss_bbox: 0.1992, loss_mask: 0.2368, loss: 0.6881 2022-09-29 15:59:15,627 - mmdet - INFO - Epoch [9][6400/7330] lr: 2.000e-03, eta: 1:32:20, time: 0.245, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0404, loss_cls: 0.1756, acc: 93.9084, loss_bbox: 0.1889, loss_mask: 0.2288, loss: 0.6593 2022-09-29 15:59:27,587 - mmdet - INFO - Epoch [9][6450/7330] lr: 2.000e-03, eta: 1:32:08, time: 0.239, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0430, loss_cls: 0.1780, acc: 93.7913, loss_bbox: 0.1953, loss_mask: 0.2369, loss: 0.6796 2022-09-29 15:59:39,600 - mmdet - INFO - Epoch [9][6500/7330] lr: 2.000e-03, eta: 1:31:56, time: 0.240, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0426, loss_cls: 0.1844, acc: 93.7068, loss_bbox: 0.1938, loss_mask: 0.2313, loss: 0.6796 2022-09-29 15:59:51,462 - mmdet - INFO - Epoch [9][6550/7330] lr: 2.000e-03, eta: 1:31:44, time: 0.237, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0411, loss_cls: 0.1704, acc: 94.1301, loss_bbox: 0.1789, loss_mask: 0.2279, loss: 0.6446 2022-09-29 16:00:03,618 - mmdet - INFO - Epoch [9][6600/7330] lr: 2.000e-03, eta: 1:31:32, time: 0.243, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0431, loss_cls: 0.1818, acc: 93.6436, loss_bbox: 0.1955, loss_mask: 0.2370, loss: 0.6859 2022-09-29 16:00:15,794 - mmdet - INFO - Epoch [9][6650/7330] lr: 2.000e-03, eta: 1:31:20, time: 0.244, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0291, loss_rpn_bbox: 0.0444, loss_cls: 0.1881, acc: 93.4641, loss_bbox: 0.2060, loss_mask: 0.2389, loss: 0.7066 2022-09-29 16:00:28,027 - mmdet - INFO - Epoch [9][6700/7330] lr: 2.000e-03, eta: 1:31:08, time: 0.245, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0415, loss_cls: 0.1784, acc: 93.8235, loss_bbox: 0.1934, loss_mask: 0.2235, loss: 0.6642 2022-09-29 16:00:40,320 - mmdet - INFO - Epoch [9][6750/7330] lr: 2.000e-03, eta: 1:30:56, time: 0.246, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0289, loss_rpn_bbox: 0.0419, loss_cls: 0.1767, acc: 93.8196, loss_bbox: 0.1921, loss_mask: 0.2294, loss: 0.6690 2022-09-29 16:00:52,090 - mmdet - INFO - Epoch [9][6800/7330] lr: 2.000e-03, eta: 1:30:44, time: 0.235, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0398, loss_cls: 0.1836, acc: 93.6228, loss_bbox: 0.1953, loss_mask: 0.2292, loss: 0.6745 2022-09-29 16:01:04,372 - mmdet - INFO - Epoch [9][6850/7330] lr: 2.000e-03, eta: 1:30:32, time: 0.246, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0420, loss_cls: 0.1826, acc: 93.4807, loss_bbox: 0.1969, loss_mask: 0.2343, loss: 0.6822 2022-09-29 16:01:16,784 - mmdet - INFO - Epoch [9][6900/7330] lr: 2.000e-03, eta: 1:30:20, time: 0.248, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0286, loss_rpn_bbox: 0.0453, loss_cls: 0.1882, acc: 93.4778, loss_bbox: 0.2017, loss_mask: 0.2386, loss: 0.7025 2022-09-29 16:01:28,875 - mmdet - INFO - Epoch [9][6950/7330] lr: 2.000e-03, eta: 1:30:08, time: 0.242, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0434, loss_cls: 0.1790, acc: 93.7324, loss_bbox: 0.1960, loss_mask: 0.2337, loss: 0.6805 2022-09-29 16:01:40,779 - mmdet - INFO - Epoch [9][7000/7330] lr: 2.000e-03, eta: 1:29:55, time: 0.238, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0418, loss_cls: 0.1807, acc: 93.7139, loss_bbox: 0.1933, loss_mask: 0.2341, loss: 0.6750 2022-09-29 16:01:52,711 - mmdet - INFO - Epoch [9][7050/7330] lr: 2.000e-03, eta: 1:29:43, time: 0.239, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0277, loss_rpn_bbox: 0.0414, loss_cls: 0.1851, acc: 93.7285, loss_bbox: 0.1936, loss_mask: 0.2341, loss: 0.6818 2022-09-29 16:02:04,854 - mmdet - INFO - Epoch [9][7100/7330] lr: 2.000e-03, eta: 1:29:31, time: 0.243, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0402, loss_cls: 0.1749, acc: 93.9836, loss_bbox: 0.1869, loss_mask: 0.2312, loss: 0.6592 2022-09-29 16:02:16,902 - mmdet - INFO - Epoch [9][7150/7330] lr: 2.000e-03, eta: 1:29:19, time: 0.241, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0427, loss_cls: 0.1816, acc: 93.7175, loss_bbox: 0.1917, loss_mask: 0.2267, loss: 0.6695 2022-09-29 16:02:29,183 - mmdet - INFO - Epoch [9][7200/7330] lr: 2.000e-03, eta: 1:29:07, time: 0.246, data_time: 0.030, memory: 6940, loss_rpn_cls: 0.0290, loss_rpn_bbox: 0.0427, loss_cls: 0.1850, acc: 93.6223, loss_bbox: 0.2010, loss_mask: 0.2390, loss: 0.6967 2022-09-29 16:02:41,197 - mmdet - INFO - Epoch [9][7250/7330] lr: 2.000e-03, eta: 1:28:55, time: 0.240, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0400, loss_cls: 0.1855, acc: 93.6389, loss_bbox: 0.1939, loss_mask: 0.2358, loss: 0.6808 2022-09-29 16:02:53,371 - mmdet - INFO - Epoch [9][7300/7330] lr: 2.000e-03, eta: 1:28:43, time: 0.243, data_time: 0.028, memory: 6940, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0415, loss_cls: 0.1749, acc: 93.8420, loss_bbox: 0.1911, loss_mask: 0.2320, loss: 0.6652 2022-09-29 16:03:00,716 - mmdet - INFO - Saving checkpoint at 9 epochs 2022-09-29 16:03:43,786 - mmdet - INFO - Evaluating bbox... 2022-09-29 16:04:16,311 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.408 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.607 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.446 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.235 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.451 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.528 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.553 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.553 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.553 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.350 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.596 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.699 2022-09-29 16:04:16,312 - mmdet - INFO - Evaluating segm... 2022-09-29 16:04:51,242 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.364 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.576 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.389 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.178 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.393 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.524 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.498 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.498 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.498 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.301 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.536 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.647 2022-09-29 16:04:51,832 - mmdet - INFO - The previous best checkpoint /home/tiger/code/mmdet/work_dirs/finetune_mask-rcnn_1x_coco_pixpro-init_moco-setting/best_bbox_mAP_epoch_8.pth was removed 2022-09-29 16:04:52,567 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_9.pth. 2022-09-29 16:04:52,568 - mmdet - INFO - Best bbox_mAP is 0.4080 at 9 epoch. 2022-09-29 16:04:52,568 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 16:04:52,568 - mmdet - INFO - Epoch(val) [9][625] bbox_mAP: 0.4080, bbox_mAP_50: 0.6070, bbox_mAP_75: 0.4460, bbox_mAP_s: 0.2350, bbox_mAP_m: 0.4510, bbox_mAP_l: 0.5280, bbox_mAP_copypaste: 0.408 0.607 0.446 0.235 0.451 0.528, segm_mAP: 0.3640, segm_mAP_50: 0.5760, segm_mAP_75: 0.3890, segm_mAP_s: 0.1780, segm_mAP_m: 0.3930, segm_mAP_l: 0.5240, segm_mAP_copypaste: 0.364 0.576 0.389 0.178 0.393 0.524 2022-09-29 16:05:08,061 - mmdet - INFO - Epoch [10][50/7330] lr: 2.000e-03, eta: 1:28:22, time: 0.310, data_time: 0.085, memory: 6940, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0415, loss_cls: 0.1739, acc: 93.8181, loss_bbox: 0.1924, loss_mask: 0.2311, loss: 0.6652 2022-09-29 16:05:20,214 - mmdet - INFO - Epoch [10][100/7330] lr: 2.000e-03, eta: 1:28:10, time: 0.243, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0428, loss_cls: 0.1763, acc: 93.8872, loss_bbox: 0.1879, loss_mask: 0.2305, loss: 0.6637 2022-09-29 16:05:32,366 - mmdet - INFO - Epoch [10][150/7330] lr: 2.000e-03, eta: 1:27:58, time: 0.243, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0441, loss_cls: 0.1842, acc: 93.6641, loss_bbox: 0.1995, loss_mask: 0.2305, loss: 0.6859 2022-09-29 16:05:44,424 - mmdet - INFO - Epoch [10][200/7330] lr: 2.000e-03, eta: 1:27:46, time: 0.241, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0415, loss_cls: 0.1726, acc: 93.9504, loss_bbox: 0.1867, loss_mask: 0.2275, loss: 0.6546 2022-09-29 16:05:56,626 - mmdet - INFO - Epoch [10][250/7330] lr: 2.000e-03, eta: 1:27:34, time: 0.244, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0242, loss_rpn_bbox: 0.0413, loss_cls: 0.1702, acc: 94.0376, loss_bbox: 0.1866, loss_mask: 0.2253, loss: 0.6476 2022-09-29 16:06:08,751 - mmdet - INFO - Epoch [10][300/7330] lr: 2.000e-03, eta: 1:27:22, time: 0.242, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0410, loss_cls: 0.1773, acc: 93.8093, loss_bbox: 0.1884, loss_mask: 0.2292, loss: 0.6644 2022-09-29 16:06:20,884 - mmdet - INFO - Epoch [10][350/7330] lr: 2.000e-03, eta: 1:27:10, time: 0.243, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0415, loss_cls: 0.1792, acc: 93.6282, loss_bbox: 0.1950, loss_mask: 0.2311, loss: 0.6742 2022-09-29 16:06:33,164 - mmdet - INFO - Epoch [10][400/7330] lr: 2.000e-03, eta: 1:26:58, time: 0.246, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0409, loss_cls: 0.1771, acc: 93.8645, loss_bbox: 0.1880, loss_mask: 0.2279, loss: 0.6602 2022-09-29 16:06:45,145 - mmdet - INFO - Epoch [10][450/7330] lr: 2.000e-03, eta: 1:26:46, time: 0.240, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0413, loss_cls: 0.1730, acc: 93.9058, loss_bbox: 0.1882, loss_mask: 0.2288, loss: 0.6575 2022-09-29 16:06:57,255 - mmdet - INFO - Epoch [10][500/7330] lr: 2.000e-03, eta: 1:26:34, time: 0.242, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0425, loss_cls: 0.1803, acc: 93.6292, loss_bbox: 0.1985, loss_mask: 0.2347, loss: 0.6811 2022-09-29 16:07:09,274 - mmdet - INFO - Epoch [10][550/7330] lr: 2.000e-03, eta: 1:26:22, time: 0.240, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0402, loss_cls: 0.1750, acc: 93.9863, loss_bbox: 0.1887, loss_mask: 0.2309, loss: 0.6613 2022-09-29 16:07:21,255 - mmdet - INFO - Epoch [10][600/7330] lr: 2.000e-03, eta: 1:26:09, time: 0.240, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0412, loss_cls: 0.1828, acc: 93.6665, loss_bbox: 0.1966, loss_mask: 0.2352, loss: 0.6821 2022-09-29 16:07:33,457 - mmdet - INFO - Epoch [10][650/7330] lr: 2.000e-03, eta: 1:25:57, time: 0.244, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0423, loss_cls: 0.1827, acc: 93.6484, loss_bbox: 0.1973, loss_mask: 0.2349, loss: 0.6837 2022-09-29 16:07:45,692 - mmdet - INFO - Epoch [10][700/7330] lr: 2.000e-03, eta: 1:25:45, time: 0.245, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0429, loss_cls: 0.1790, acc: 93.7041, loss_bbox: 0.1964, loss_mask: 0.2349, loss: 0.6813 2022-09-29 16:07:57,949 - mmdet - INFO - Epoch [10][750/7330] lr: 2.000e-03, eta: 1:25:33, time: 0.245, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0430, loss_cls: 0.1828, acc: 93.6978, loss_bbox: 0.1959, loss_mask: 0.2334, loss: 0.6826 2022-09-29 16:08:10,226 - mmdet - INFO - Epoch [10][800/7330] lr: 2.000e-03, eta: 1:25:21, time: 0.246, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0411, loss_cls: 0.1774, acc: 93.8711, loss_bbox: 0.1929, loss_mask: 0.2253, loss: 0.6615 2022-09-29 16:08:22,204 - mmdet - INFO - Epoch [10][850/7330] lr: 2.000e-03, eta: 1:25:09, time: 0.240, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0419, loss_cls: 0.1778, acc: 93.7417, loss_bbox: 0.1976, loss_mask: 0.2352, loss: 0.6798 2022-09-29 16:08:34,545 - mmdet - INFO - Epoch [10][900/7330] lr: 2.000e-03, eta: 1:24:57, time: 0.247, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0440, loss_cls: 0.1780, acc: 93.8347, loss_bbox: 0.1946, loss_mask: 0.2361, loss: 0.6801 2022-09-29 16:08:47,000 - mmdet - INFO - Epoch [10][950/7330] lr: 2.000e-03, eta: 1:24:45, time: 0.249, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0419, loss_cls: 0.1737, acc: 93.9204, loss_bbox: 0.1888, loss_mask: 0.2279, loss: 0.6580 2022-09-29 16:08:59,034 - mmdet - INFO - Epoch [10][1000/7330] lr: 2.000e-03, eta: 1:24:33, time: 0.241, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0426, loss_cls: 0.1739, acc: 93.8408, loss_bbox: 0.1909, loss_mask: 0.2368, loss: 0.6714 2022-09-29 16:09:11,132 - mmdet - INFO - Epoch [10][1050/7330] lr: 2.000e-03, eta: 1:24:21, time: 0.242, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0241, loss_rpn_bbox: 0.0397, loss_cls: 0.1738, acc: 93.9404, loss_bbox: 0.1854, loss_mask: 0.2284, loss: 0.6515 2022-09-29 16:09:23,437 - mmdet - INFO - Epoch [10][1100/7330] lr: 2.000e-03, eta: 1:24:09, time: 0.246, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0251, loss_rpn_bbox: 0.0391, loss_cls: 0.1760, acc: 93.9148, loss_bbox: 0.1892, loss_mask: 0.2256, loss: 0.6550 2022-09-29 16:09:35,534 - mmdet - INFO - Epoch [10][1150/7330] lr: 2.000e-03, eta: 1:23:57, time: 0.242, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0427, loss_cls: 0.1815, acc: 93.7309, loss_bbox: 0.1954, loss_mask: 0.2326, loss: 0.6787 2022-09-29 16:09:47,957 - mmdet - INFO - Epoch [10][1200/7330] lr: 2.000e-03, eta: 1:23:45, time: 0.248, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0277, loss_rpn_bbox: 0.0447, loss_cls: 0.1829, acc: 93.7078, loss_bbox: 0.1964, loss_mask: 0.2373, loss: 0.6889 2022-09-29 16:09:59,861 - mmdet - INFO - Epoch [10][1250/7330] lr: 2.000e-03, eta: 1:23:33, time: 0.238, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0385, loss_cls: 0.1702, acc: 93.9329, loss_bbox: 0.1844, loss_mask: 0.2272, loss: 0.6452 2022-09-29 16:10:12,175 - mmdet - INFO - Epoch [10][1300/7330] lr: 2.000e-03, eta: 1:23:21, time: 0.246, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0431, loss_cls: 0.1787, acc: 93.7837, loss_bbox: 0.1922, loss_mask: 0.2313, loss: 0.6724 2022-09-29 16:10:24,284 - mmdet - INFO - Epoch [10][1350/7330] lr: 2.000e-03, eta: 1:23:09, time: 0.242, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0408, loss_cls: 0.1783, acc: 93.7725, loss_bbox: 0.1931, loss_mask: 0.2278, loss: 0.6662 2022-09-29 16:10:36,781 - mmdet - INFO - Epoch [10][1400/7330] lr: 2.000e-03, eta: 1:22:57, time: 0.250, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0433, loss_cls: 0.1793, acc: 93.6887, loss_bbox: 0.1979, loss_mask: 0.2360, loss: 0.6839 2022-09-29 16:10:49,111 - mmdet - INFO - Epoch [10][1450/7330] lr: 2.000e-03, eta: 1:22:45, time: 0.247, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0429, loss_cls: 0.1755, acc: 93.7913, loss_bbox: 0.1969, loss_mask: 0.2286, loss: 0.6714 2022-09-29 16:11:01,331 - mmdet - INFO - Epoch [10][1500/7330] lr: 2.000e-03, eta: 1:22:33, time: 0.244, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0431, loss_cls: 0.1761, acc: 93.7097, loss_bbox: 0.1929, loss_mask: 0.2329, loss: 0.6705 2022-09-29 16:11:13,563 - mmdet - INFO - Epoch [10][1550/7330] lr: 2.000e-03, eta: 1:22:21, time: 0.245, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0414, loss_cls: 0.1790, acc: 93.7610, loss_bbox: 0.1963, loss_mask: 0.2287, loss: 0.6710 2022-09-29 16:11:25,907 - mmdet - INFO - Epoch [10][1600/7330] lr: 2.000e-03, eta: 1:22:09, time: 0.247, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0302, loss_rpn_bbox: 0.0439, loss_cls: 0.1824, acc: 93.5371, loss_bbox: 0.1964, loss_mask: 0.2348, loss: 0.6876 2022-09-29 16:11:38,460 - mmdet - INFO - Epoch [10][1650/7330] lr: 2.000e-03, eta: 1:21:57, time: 0.251, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0292, loss_rpn_bbox: 0.0463, loss_cls: 0.1855, acc: 93.5410, loss_bbox: 0.2017, loss_mask: 0.2322, loss: 0.6949 2022-09-29 16:11:50,756 - mmdet - INFO - Epoch [10][1700/7330] lr: 2.000e-03, eta: 1:21:45, time: 0.246, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0424, loss_cls: 0.1760, acc: 93.9194, loss_bbox: 0.1949, loss_mask: 0.2341, loss: 0.6734 2022-09-29 16:12:03,096 - mmdet - INFO - Epoch [10][1750/7330] lr: 2.000e-03, eta: 1:21:33, time: 0.247, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0452, loss_cls: 0.1828, acc: 93.6138, loss_bbox: 0.1946, loss_mask: 0.2293, loss: 0.6785 2022-09-29 16:12:14,906 - mmdet - INFO - Epoch [10][1800/7330] lr: 2.000e-03, eta: 1:21:21, time: 0.236, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0237, loss_rpn_bbox: 0.0384, loss_cls: 0.1586, acc: 94.4333, loss_bbox: 0.1701, loss_mask: 0.2206, loss: 0.6114 2022-09-29 16:12:27,048 - mmdet - INFO - Epoch [10][1850/7330] lr: 2.000e-03, eta: 1:21:08, time: 0.243, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0424, loss_cls: 0.1819, acc: 93.6567, loss_bbox: 0.1948, loss_mask: 0.2348, loss: 0.6812 2022-09-29 16:12:39,236 - mmdet - INFO - Epoch [10][1900/7330] lr: 2.000e-03, eta: 1:20:56, time: 0.244, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0411, loss_cls: 0.1795, acc: 93.7944, loss_bbox: 0.1924, loss_mask: 0.2322, loss: 0.6712 2022-09-29 16:12:51,320 - mmdet - INFO - Epoch [10][1950/7330] lr: 2.000e-03, eta: 1:20:44, time: 0.242, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0411, loss_cls: 0.1773, acc: 93.8342, loss_bbox: 0.1915, loss_mask: 0.2315, loss: 0.6685 2022-09-29 16:13:03,676 - mmdet - INFO - Epoch [10][2000/7330] lr: 2.000e-03, eta: 1:20:32, time: 0.247, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0452, loss_cls: 0.1805, acc: 93.6599, loss_bbox: 0.2007, loss_mask: 0.2337, loss: 0.6864 2022-09-29 16:13:15,867 - mmdet - INFO - Epoch [10][2050/7330] lr: 2.000e-03, eta: 1:20:20, time: 0.244, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0428, loss_cls: 0.1708, acc: 93.9863, loss_bbox: 0.1877, loss_mask: 0.2271, loss: 0.6549 2022-09-29 16:13:28,195 - mmdet - INFO - Epoch [10][2100/7330] lr: 2.000e-03, eta: 1:20:08, time: 0.247, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0420, loss_cls: 0.1800, acc: 93.7007, loss_bbox: 0.1936, loss_mask: 0.2353, loss: 0.6768 2022-09-29 16:13:40,702 - mmdet - INFO - Epoch [10][2150/7330] lr: 2.000e-03, eta: 1:19:56, time: 0.250, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0442, loss_cls: 0.1814, acc: 93.6816, loss_bbox: 0.1963, loss_mask: 0.2305, loss: 0.6797 2022-09-29 16:13:52,994 - mmdet - INFO - Epoch [10][2200/7330] lr: 2.000e-03, eta: 1:19:44, time: 0.246, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0431, loss_cls: 0.1794, acc: 93.6470, loss_bbox: 0.1938, loss_mask: 0.2294, loss: 0.6716 2022-09-29 16:14:05,269 - mmdet - INFO - Epoch [10][2250/7330] lr: 2.000e-03, eta: 1:19:32, time: 0.245, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0449, loss_cls: 0.1811, acc: 93.6064, loss_bbox: 0.1984, loss_mask: 0.2370, loss: 0.6908 2022-09-29 16:14:17,428 - mmdet - INFO - Epoch [10][2300/7330] lr: 2.000e-03, eta: 1:19:20, time: 0.243, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0440, loss_cls: 0.1874, acc: 93.3521, loss_bbox: 0.2068, loss_mask: 0.2388, loss: 0.7048 2022-09-29 16:14:29,597 - mmdet - INFO - Epoch [10][2350/7330] lr: 2.000e-03, eta: 1:19:08, time: 0.243, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0420, loss_cls: 0.1777, acc: 93.7727, loss_bbox: 0.1967, loss_mask: 0.2359, loss: 0.6783 2022-09-29 16:14:41,774 - mmdet - INFO - Epoch [10][2400/7330] lr: 2.000e-03, eta: 1:18:56, time: 0.244, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0388, loss_cls: 0.1757, acc: 93.7793, loss_bbox: 0.1882, loss_mask: 0.2292, loss: 0.6581 2022-09-29 16:14:54,022 - mmdet - INFO - Epoch [10][2450/7330] lr: 2.000e-03, eta: 1:18:44, time: 0.245, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0425, loss_cls: 0.1803, acc: 93.6143, loss_bbox: 0.1948, loss_mask: 0.2301, loss: 0.6757 2022-09-29 16:15:06,009 - mmdet - INFO - Epoch [10][2500/7330] lr: 2.000e-03, eta: 1:18:32, time: 0.240, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0400, loss_cls: 0.1697, acc: 94.0500, loss_bbox: 0.1894, loss_mask: 0.2283, loss: 0.6524 2022-09-29 16:15:17,930 - mmdet - INFO - Epoch [10][2550/7330] lr: 2.000e-03, eta: 1:18:20, time: 0.238, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0412, loss_cls: 0.1721, acc: 93.9817, loss_bbox: 0.1886, loss_mask: 0.2279, loss: 0.6557 2022-09-29 16:15:30,205 - mmdet - INFO - Epoch [10][2600/7330] lr: 2.000e-03, eta: 1:18:08, time: 0.246, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0422, loss_cls: 0.1748, acc: 93.9536, loss_bbox: 0.1869, loss_mask: 0.2280, loss: 0.6587 2022-09-29 16:15:42,378 - mmdet - INFO - Epoch [10][2650/7330] lr: 2.000e-03, eta: 1:17:56, time: 0.243, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0418, loss_cls: 0.1802, acc: 93.7322, loss_bbox: 0.1953, loss_mask: 0.2296, loss: 0.6743 2022-09-29 16:15:54,942 - mmdet - INFO - Epoch [10][2700/7330] lr: 2.000e-03, eta: 1:17:44, time: 0.251, data_time: 0.028, memory: 6940, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0437, loss_cls: 0.1858, acc: 93.5779, loss_bbox: 0.1974, loss_mask: 0.2291, loss: 0.6853 2022-09-29 16:16:06,898 - mmdet - INFO - Epoch [10][2750/7330] lr: 2.000e-03, eta: 1:17:32, time: 0.239, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0397, loss_cls: 0.1739, acc: 93.8728, loss_bbox: 0.1929, loss_mask: 0.2240, loss: 0.6573 2022-09-29 16:16:19,166 - mmdet - INFO - Epoch [10][2800/7330] lr: 2.000e-03, eta: 1:17:19, time: 0.245, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0444, loss_cls: 0.1812, acc: 93.7637, loss_bbox: 0.1952, loss_mask: 0.2352, loss: 0.6830 2022-09-29 16:16:31,352 - mmdet - INFO - Epoch [10][2850/7330] lr: 2.000e-03, eta: 1:17:07, time: 0.244, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0422, loss_cls: 0.1726, acc: 93.8767, loss_bbox: 0.1881, loss_mask: 0.2308, loss: 0.6618 2022-09-29 16:16:43,373 - mmdet - INFO - Epoch [10][2900/7330] lr: 2.000e-03, eta: 1:16:55, time: 0.240, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0420, loss_cls: 0.1797, acc: 93.7776, loss_bbox: 0.1941, loss_mask: 0.2333, loss: 0.6753 2022-09-29 16:16:55,539 - mmdet - INFO - Epoch [10][2950/7330] lr: 2.000e-03, eta: 1:16:43, time: 0.243, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0277, loss_rpn_bbox: 0.0407, loss_cls: 0.1715, acc: 93.9758, loss_bbox: 0.1875, loss_mask: 0.2344, loss: 0.6618 2022-09-29 16:17:07,545 - mmdet - INFO - Epoch [10][3000/7330] lr: 2.000e-03, eta: 1:16:31, time: 0.240, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0227, loss_rpn_bbox: 0.0386, loss_cls: 0.1635, acc: 94.1516, loss_bbox: 0.1807, loss_mask: 0.2228, loss: 0.6283 2022-09-29 16:17:19,900 - mmdet - INFO - Epoch [10][3050/7330] lr: 2.000e-03, eta: 1:16:19, time: 0.247, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0438, loss_cls: 0.1764, acc: 93.8118, loss_bbox: 0.1945, loss_mask: 0.2304, loss: 0.6718 2022-09-29 16:17:31,896 - mmdet - INFO - Epoch [10][3100/7330] lr: 2.000e-03, eta: 1:16:07, time: 0.240, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0424, loss_cls: 0.1674, acc: 94.1570, loss_bbox: 0.1833, loss_mask: 0.2279, loss: 0.6474 2022-09-29 16:17:44,115 - mmdet - INFO - Epoch [10][3150/7330] lr: 2.000e-03, eta: 1:15:55, time: 0.244, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0431, loss_cls: 0.1850, acc: 93.6475, loss_bbox: 0.1967, loss_mask: 0.2370, loss: 0.6885 2022-09-29 16:17:56,105 - mmdet - INFO - Epoch [10][3200/7330] lr: 2.000e-03, eta: 1:15:43, time: 0.240, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0426, loss_cls: 0.1751, acc: 93.8215, loss_bbox: 0.1936, loss_mask: 0.2297, loss: 0.6675 2022-09-29 16:18:08,478 - mmdet - INFO - Epoch [10][3250/7330] lr: 2.000e-03, eta: 1:15:31, time: 0.247, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0411, loss_cls: 0.1816, acc: 93.7346, loss_bbox: 0.1925, loss_mask: 0.2349, loss: 0.6760 2022-09-29 16:18:20,542 - mmdet - INFO - Epoch [10][3300/7330] lr: 2.000e-03, eta: 1:15:19, time: 0.241, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0245, loss_rpn_bbox: 0.0394, loss_cls: 0.1769, acc: 93.8523, loss_bbox: 0.1906, loss_mask: 0.2332, loss: 0.6646 2022-09-29 16:18:33,103 - mmdet - INFO - Epoch [10][3350/7330] lr: 2.000e-03, eta: 1:15:07, time: 0.251, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0423, loss_cls: 0.1724, acc: 93.9780, loss_bbox: 0.1892, loss_mask: 0.2277, loss: 0.6576 2022-09-29 16:18:45,319 - mmdet - INFO - Epoch [10][3400/7330] lr: 2.000e-03, eta: 1:14:55, time: 0.244, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0416, loss_cls: 0.1714, acc: 94.0645, loss_bbox: 0.1860, loss_mask: 0.2254, loss: 0.6507 2022-09-29 16:18:57,534 - mmdet - INFO - Epoch [10][3450/7330] lr: 2.000e-03, eta: 1:14:43, time: 0.244, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0422, loss_cls: 0.1785, acc: 93.6819, loss_bbox: 0.1951, loss_mask: 0.2329, loss: 0.6746 2022-09-29 16:19:09,822 - mmdet - INFO - Epoch [10][3500/7330] lr: 2.000e-03, eta: 1:14:31, time: 0.246, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0430, loss_cls: 0.1811, acc: 93.5994, loss_bbox: 0.1934, loss_mask: 0.2354, loss: 0.6794 2022-09-29 16:19:22,063 - mmdet - INFO - Epoch [10][3550/7330] lr: 2.000e-03, eta: 1:14:19, time: 0.245, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0424, loss_cls: 0.1762, acc: 93.8406, loss_bbox: 0.1963, loss_mask: 0.2333, loss: 0.6739 2022-09-29 16:19:33,989 - mmdet - INFO - Epoch [10][3600/7330] lr: 2.000e-03, eta: 1:14:06, time: 0.239, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0414, loss_cls: 0.1739, acc: 93.8323, loss_bbox: 0.1923, loss_mask: 0.2308, loss: 0.6657 2022-09-29 16:19:46,275 - mmdet - INFO - Epoch [10][3650/7330] lr: 2.000e-03, eta: 1:13:54, time: 0.246, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0437, loss_cls: 0.1750, acc: 93.8945, loss_bbox: 0.1916, loss_mask: 0.2322, loss: 0.6688 2022-09-29 16:19:58,353 - mmdet - INFO - Epoch [10][3700/7330] lr: 2.000e-03, eta: 1:13:42, time: 0.242, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0413, loss_cls: 0.1737, acc: 93.9092, loss_bbox: 0.1874, loss_mask: 0.2319, loss: 0.6609 2022-09-29 16:20:10,536 - mmdet - INFO - Epoch [10][3750/7330] lr: 2.000e-03, eta: 1:13:30, time: 0.244, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0425, loss_cls: 0.1804, acc: 93.6687, loss_bbox: 0.1929, loss_mask: 0.2367, loss: 0.6789 2022-09-29 16:20:22,718 - mmdet - INFO - Epoch [10][3800/7330] lr: 2.000e-03, eta: 1:13:18, time: 0.244, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0245, loss_rpn_bbox: 0.0404, loss_cls: 0.1668, acc: 94.0767, loss_bbox: 0.1845, loss_mask: 0.2257, loss: 0.6419 2022-09-29 16:20:34,600 - mmdet - INFO - Epoch [10][3850/7330] lr: 2.000e-03, eta: 1:13:06, time: 0.238, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0385, loss_cls: 0.1705, acc: 93.9832, loss_bbox: 0.1883, loss_mask: 0.2301, loss: 0.6523 2022-09-29 16:20:46,891 - mmdet - INFO - Epoch [10][3900/7330] lr: 2.000e-03, eta: 1:12:54, time: 0.246, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0419, loss_cls: 0.1838, acc: 93.5017, loss_bbox: 0.1982, loss_mask: 0.2276, loss: 0.6793 2022-09-29 16:20:59,013 - mmdet - INFO - Epoch [10][3950/7330] lr: 2.000e-03, eta: 1:12:42, time: 0.242, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0402, loss_cls: 0.1700, acc: 94.1333, loss_bbox: 0.1863, loss_mask: 0.2259, loss: 0.6485 2022-09-29 16:21:11,042 - mmdet - INFO - Epoch [10][4000/7330] lr: 2.000e-03, eta: 1:12:30, time: 0.241, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0404, loss_cls: 0.1719, acc: 94.0959, loss_bbox: 0.1821, loss_mask: 0.2251, loss: 0.6444 2022-09-29 16:21:23,273 - mmdet - INFO - Epoch [10][4050/7330] lr: 2.000e-03, eta: 1:12:18, time: 0.245, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0421, loss_cls: 0.1779, acc: 93.7278, loss_bbox: 0.1927, loss_mask: 0.2350, loss: 0.6760 2022-09-29 16:21:35,436 - mmdet - INFO - Epoch [10][4100/7330] lr: 2.000e-03, eta: 1:12:06, time: 0.243, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0432, loss_cls: 0.1882, acc: 93.4709, loss_bbox: 0.1994, loss_mask: 0.2354, loss: 0.6941 2022-09-29 16:21:47,193 - mmdet - INFO - Epoch [10][4150/7330] lr: 2.000e-03, eta: 1:11:53, time: 0.235, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0376, loss_cls: 0.1721, acc: 94.0510, loss_bbox: 0.1853, loss_mask: 0.2250, loss: 0.6451 2022-09-29 16:21:59,459 - mmdet - INFO - Epoch [10][4200/7330] lr: 2.000e-03, eta: 1:11:41, time: 0.245, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0426, loss_cls: 0.1779, acc: 93.7957, loss_bbox: 0.1940, loss_mask: 0.2361, loss: 0.6764 2022-09-29 16:22:11,251 - mmdet - INFO - Epoch [10][4250/7330] lr: 2.000e-03, eta: 1:11:29, time: 0.236, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0417, loss_cls: 0.1709, acc: 94.0361, loss_bbox: 0.1862, loss_mask: 0.2277, loss: 0.6520 2022-09-29 16:22:23,517 - mmdet - INFO - Epoch [10][4300/7330] lr: 2.000e-03, eta: 1:11:17, time: 0.245, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0437, loss_cls: 0.1792, acc: 93.6162, loss_bbox: 0.1960, loss_mask: 0.2318, loss: 0.6779 2022-09-29 16:22:35,716 - mmdet - INFO - Epoch [10][4350/7330] lr: 2.000e-03, eta: 1:11:05, time: 0.244, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0433, loss_cls: 0.1829, acc: 93.7085, loss_bbox: 0.1946, loss_mask: 0.2307, loss: 0.6786 2022-09-29 16:22:47,623 - mmdet - INFO - Epoch [10][4400/7330] lr: 2.000e-03, eta: 1:10:53, time: 0.238, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0423, loss_cls: 0.1732, acc: 93.8862, loss_bbox: 0.1845, loss_mask: 0.2261, loss: 0.6540 2022-09-29 16:22:59,864 - mmdet - INFO - Epoch [10][4450/7330] lr: 2.000e-03, eta: 1:10:41, time: 0.245, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0396, loss_cls: 0.1827, acc: 93.7827, loss_bbox: 0.1917, loss_mask: 0.2284, loss: 0.6677 2022-09-29 16:23:12,082 - mmdet - INFO - Epoch [10][4500/7330] lr: 2.000e-03, eta: 1:10:29, time: 0.244, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0416, loss_cls: 0.1786, acc: 93.7151, loss_bbox: 0.1966, loss_mask: 0.2383, loss: 0.6805 2022-09-29 16:23:24,305 - mmdet - INFO - Epoch [10][4550/7330] lr: 2.000e-03, eta: 1:10:17, time: 0.244, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0406, loss_cls: 0.1709, acc: 94.1841, loss_bbox: 0.1827, loss_mask: 0.2275, loss: 0.6471 2022-09-29 16:23:36,591 - mmdet - INFO - Epoch [10][4600/7330] lr: 2.000e-03, eta: 1:10:05, time: 0.246, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0422, loss_cls: 0.1859, acc: 93.5825, loss_bbox: 0.1971, loss_mask: 0.2321, loss: 0.6851 2022-09-29 16:23:48,561 - mmdet - INFO - Epoch [10][4650/7330] lr: 2.000e-03, eta: 1:09:53, time: 0.239, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0411, loss_cls: 0.1797, acc: 93.6733, loss_bbox: 0.1944, loss_mask: 0.2285, loss: 0.6694 2022-09-29 16:24:00,460 - mmdet - INFO - Epoch [10][4700/7330] lr: 2.000e-03, eta: 1:09:41, time: 0.238, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0403, loss_cls: 0.1789, acc: 93.7549, loss_bbox: 0.1946, loss_mask: 0.2378, loss: 0.6777 2022-09-29 16:24:12,595 - mmdet - INFO - Epoch [10][4750/7330] lr: 2.000e-03, eta: 1:09:28, time: 0.243, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0436, loss_cls: 0.1748, acc: 93.9136, loss_bbox: 0.1932, loss_mask: 0.2315, loss: 0.6694 2022-09-29 16:24:24,860 - mmdet - INFO - Epoch [10][4800/7330] lr: 2.000e-03, eta: 1:09:16, time: 0.245, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0292, loss_rpn_bbox: 0.0432, loss_cls: 0.1903, acc: 93.4421, loss_bbox: 0.1988, loss_mask: 0.2319, loss: 0.6934 2022-09-29 16:24:36,959 - mmdet - INFO - Epoch [10][4850/7330] lr: 2.000e-03, eta: 1:09:04, time: 0.242, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0441, loss_cls: 0.1789, acc: 93.8792, loss_bbox: 0.1919, loss_mask: 0.2313, loss: 0.6739 2022-09-29 16:24:49,049 - mmdet - INFO - Epoch [10][4900/7330] lr: 2.000e-03, eta: 1:08:52, time: 0.242, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0402, loss_cls: 0.1720, acc: 93.9971, loss_bbox: 0.1913, loss_mask: 0.2282, loss: 0.6583 2022-09-29 16:25:01,003 - mmdet - INFO - Epoch [10][4950/7330] lr: 2.000e-03, eta: 1:08:40, time: 0.239, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0419, loss_cls: 0.1725, acc: 93.9365, loss_bbox: 0.1913, loss_mask: 0.2322, loss: 0.6649 2022-09-29 16:25:12,938 - mmdet - INFO - Epoch [10][5000/7330] lr: 2.000e-03, eta: 1:08:28, time: 0.239, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0403, loss_cls: 0.1733, acc: 94.0129, loss_bbox: 0.1820, loss_mask: 0.2216, loss: 0.6434 2022-09-29 16:25:25,085 - mmdet - INFO - Epoch [10][5050/7330] lr: 2.000e-03, eta: 1:08:16, time: 0.243, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0437, loss_cls: 0.1811, acc: 93.6536, loss_bbox: 0.1969, loss_mask: 0.2335, loss: 0.6834 2022-09-29 16:25:37,012 - mmdet - INFO - Epoch [10][5100/7330] lr: 2.000e-03, eta: 1:08:04, time: 0.239, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0403, loss_cls: 0.1729, acc: 93.9294, loss_bbox: 0.1868, loss_mask: 0.2275, loss: 0.6534 2022-09-29 16:25:49,016 - mmdet - INFO - Epoch [10][5150/7330] lr: 2.000e-03, eta: 1:07:52, time: 0.240, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0397, loss_cls: 0.1713, acc: 94.0461, loss_bbox: 0.1873, loss_mask: 0.2296, loss: 0.6540 2022-09-29 16:26:01,070 - mmdet - INFO - Epoch [10][5200/7330] lr: 2.000e-03, eta: 1:07:40, time: 0.241, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0239, loss_rpn_bbox: 0.0405, loss_cls: 0.1704, acc: 94.0540, loss_bbox: 0.1840, loss_mask: 0.2256, loss: 0.6444 2022-09-29 16:26:12,911 - mmdet - INFO - Epoch [10][5250/7330] lr: 2.000e-03, eta: 1:07:27, time: 0.237, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0412, loss_cls: 0.1676, acc: 94.0476, loss_bbox: 0.1866, loss_mask: 0.2274, loss: 0.6487 2022-09-29 16:26:24,699 - mmdet - INFO - Epoch [10][5300/7330] lr: 2.000e-03, eta: 1:07:15, time: 0.236, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0251, loss_rpn_bbox: 0.0388, loss_cls: 0.1629, acc: 94.3098, loss_bbox: 0.1787, loss_mask: 0.2263, loss: 0.6317 2022-09-29 16:26:36,915 - mmdet - INFO - Epoch [10][5350/7330] lr: 2.000e-03, eta: 1:07:03, time: 0.244, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0431, loss_cls: 0.1820, acc: 93.6370, loss_bbox: 0.1924, loss_mask: 0.2330, loss: 0.6775 2022-09-29 16:26:49,122 - mmdet - INFO - Epoch [10][5400/7330] lr: 2.000e-03, eta: 1:06:51, time: 0.244, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0418, loss_cls: 0.1798, acc: 93.6396, loss_bbox: 0.1959, loss_mask: 0.2317, loss: 0.6764 2022-09-29 16:27:01,170 - mmdet - INFO - Epoch [10][5450/7330] lr: 2.000e-03, eta: 1:06:39, time: 0.241, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0422, loss_cls: 0.1826, acc: 93.6460, loss_bbox: 0.1955, loss_mask: 0.2326, loss: 0.6808 2022-09-29 16:27:13,217 - mmdet - INFO - Epoch [10][5500/7330] lr: 2.000e-03, eta: 1:06:27, time: 0.241, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0427, loss_cls: 0.1894, acc: 93.3203, loss_bbox: 0.2047, loss_mask: 0.2356, loss: 0.6987 2022-09-29 16:27:25,347 - mmdet - INFO - Epoch [10][5550/7330] lr: 2.000e-03, eta: 1:06:15, time: 0.243, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0409, loss_cls: 0.1794, acc: 93.7075, loss_bbox: 0.1919, loss_mask: 0.2322, loss: 0.6716 2022-09-29 16:27:37,784 - mmdet - INFO - Epoch [10][5600/7330] lr: 2.000e-03, eta: 1:06:03, time: 0.249, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0426, loss_cls: 0.1779, acc: 93.6587, loss_bbox: 0.1985, loss_mask: 0.2307, loss: 0.6762 2022-09-29 16:27:49,993 - mmdet - INFO - Epoch [10][5650/7330] lr: 2.000e-03, eta: 1:05:51, time: 0.244, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0290, loss_rpn_bbox: 0.0454, loss_cls: 0.1820, acc: 93.5391, loss_bbox: 0.1974, loss_mask: 0.2366, loss: 0.6903 2022-09-29 16:28:02,058 - mmdet - INFO - Epoch [10][5700/7330] lr: 2.000e-03, eta: 1:05:39, time: 0.241, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0460, loss_cls: 0.1827, acc: 93.5249, loss_bbox: 0.2012, loss_mask: 0.2350, loss: 0.6925 2022-09-29 16:28:14,209 - mmdet - INFO - Epoch [10][5750/7330] lr: 2.000e-03, eta: 1:05:27, time: 0.243, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0418, loss_cls: 0.1805, acc: 93.7065, loss_bbox: 0.1976, loss_mask: 0.2268, loss: 0.6739 2022-09-29 16:28:26,538 - mmdet - INFO - Epoch [10][5800/7330] lr: 2.000e-03, eta: 1:05:15, time: 0.247, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0244, loss_rpn_bbox: 0.0419, loss_cls: 0.1834, acc: 93.5701, loss_bbox: 0.1963, loss_mask: 0.2298, loss: 0.6758 2022-09-29 16:28:38,733 - mmdet - INFO - Epoch [10][5850/7330] lr: 2.000e-03, eta: 1:05:02, time: 0.244, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0433, loss_cls: 0.1816, acc: 93.5776, loss_bbox: 0.1989, loss_mask: 0.2362, loss: 0.6880 2022-09-29 16:28:50,671 - mmdet - INFO - Epoch [10][5900/7330] lr: 2.000e-03, eta: 1:04:50, time: 0.239, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0419, loss_cls: 0.1738, acc: 93.9663, loss_bbox: 0.1888, loss_mask: 0.2266, loss: 0.6561 2022-09-29 16:29:02,585 - mmdet - INFO - Epoch [10][5950/7330] lr: 2.000e-03, eta: 1:04:38, time: 0.238, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0427, loss_cls: 0.1801, acc: 93.7874, loss_bbox: 0.1916, loss_mask: 0.2312, loss: 0.6712 2022-09-29 16:29:14,731 - mmdet - INFO - Epoch [10][6000/7330] lr: 2.000e-03, eta: 1:04:26, time: 0.243, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0420, loss_cls: 0.1771, acc: 93.7156, loss_bbox: 0.1956, loss_mask: 0.2322, loss: 0.6728 2022-09-29 16:29:26,706 - mmdet - INFO - Epoch [10][6050/7330] lr: 2.000e-03, eta: 1:04:14, time: 0.239, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0242, loss_rpn_bbox: 0.0397, loss_cls: 0.1749, acc: 93.8494, loss_bbox: 0.1914, loss_mask: 0.2299, loss: 0.6601 2022-09-29 16:29:38,922 - mmdet - INFO - Epoch [10][6100/7330] lr: 2.000e-03, eta: 1:04:02, time: 0.244, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0291, loss_rpn_bbox: 0.0444, loss_cls: 0.1787, acc: 93.8286, loss_bbox: 0.1950, loss_mask: 0.2311, loss: 0.6782 2022-09-29 16:29:51,241 - mmdet - INFO - Epoch [10][6150/7330] lr: 2.000e-03, eta: 1:03:50, time: 0.246, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0243, loss_rpn_bbox: 0.0408, loss_cls: 0.1701, acc: 94.0564, loss_bbox: 0.1858, loss_mask: 0.2236, loss: 0.6445 2022-09-29 16:30:03,107 - mmdet - INFO - Epoch [10][6200/7330] lr: 2.000e-03, eta: 1:03:38, time: 0.237, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0419, loss_cls: 0.1736, acc: 93.8794, loss_bbox: 0.1896, loss_mask: 0.2278, loss: 0.6584 2022-09-29 16:30:15,075 - mmdet - INFO - Epoch [10][6250/7330] lr: 2.000e-03, eta: 1:03:26, time: 0.239, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0409, loss_cls: 0.1712, acc: 93.9944, loss_bbox: 0.1855, loss_mask: 0.2277, loss: 0.6525 2022-09-29 16:30:27,152 - mmdet - INFO - Epoch [10][6300/7330] lr: 2.000e-03, eta: 1:03:14, time: 0.242, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0416, loss_cls: 0.1730, acc: 93.9871, loss_bbox: 0.1913, loss_mask: 0.2314, loss: 0.6629 2022-09-29 16:30:39,066 - mmdet - INFO - Epoch [10][6350/7330] lr: 2.000e-03, eta: 1:03:01, time: 0.238, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0395, loss_cls: 0.1693, acc: 94.0202, loss_bbox: 0.1852, loss_mask: 0.2311, loss: 0.6508 2022-09-29 16:30:51,172 - mmdet - INFO - Epoch [10][6400/7330] lr: 2.000e-03, eta: 1:02:49, time: 0.242, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0396, loss_cls: 0.1798, acc: 93.6899, loss_bbox: 0.1884, loss_mask: 0.2245, loss: 0.6578 2022-09-29 16:31:03,114 - mmdet - INFO - Epoch [10][6450/7330] lr: 2.000e-03, eta: 1:02:37, time: 0.239, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0388, loss_cls: 0.1704, acc: 94.0439, loss_bbox: 0.1841, loss_mask: 0.2282, loss: 0.6464 2022-09-29 16:31:15,377 - mmdet - INFO - Epoch [10][6500/7330] lr: 2.000e-03, eta: 1:02:25, time: 0.245, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0418, loss_cls: 0.1780, acc: 93.8267, loss_bbox: 0.1948, loss_mask: 0.2356, loss: 0.6770 2022-09-29 16:31:27,375 - mmdet - INFO - Epoch [10][6550/7330] lr: 2.000e-03, eta: 1:02:13, time: 0.240, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0406, loss_cls: 0.1677, acc: 94.1304, loss_bbox: 0.1837, loss_mask: 0.2236, loss: 0.6424 2022-09-29 16:31:39,338 - mmdet - INFO - Epoch [10][6600/7330] lr: 2.000e-03, eta: 1:02:01, time: 0.239, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0423, loss_cls: 0.1807, acc: 93.6880, loss_bbox: 0.1958, loss_mask: 0.2353, loss: 0.6813 2022-09-29 16:31:51,247 - mmdet - INFO - Epoch [10][6650/7330] lr: 2.000e-03, eta: 1:01:49, time: 0.238, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0413, loss_cls: 0.1756, acc: 93.9185, loss_bbox: 0.1886, loss_mask: 0.2295, loss: 0.6603 2022-09-29 16:32:03,519 - mmdet - INFO - Epoch [10][6700/7330] lr: 2.000e-03, eta: 1:01:37, time: 0.245, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0447, loss_cls: 0.1707, acc: 94.0349, loss_bbox: 0.1857, loss_mask: 0.2235, loss: 0.6517 2022-09-29 16:32:15,440 - mmdet - INFO - Epoch [10][6750/7330] lr: 2.000e-03, eta: 1:01:25, time: 0.238, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0404, loss_cls: 0.1756, acc: 93.8433, loss_bbox: 0.1914, loss_mask: 0.2298, loss: 0.6627 2022-09-29 16:32:27,616 - mmdet - INFO - Epoch [10][6800/7330] lr: 2.000e-03, eta: 1:01:13, time: 0.244, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0422, loss_cls: 0.1706, acc: 93.9722, loss_bbox: 0.1907, loss_mask: 0.2278, loss: 0.6568 2022-09-29 16:32:39,733 - mmdet - INFO - Epoch [10][6850/7330] lr: 2.000e-03, eta: 1:01:00, time: 0.242, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0246, loss_rpn_bbox: 0.0408, loss_cls: 0.1659, acc: 94.2471, loss_bbox: 0.1808, loss_mask: 0.2254, loss: 0.6375 2022-09-29 16:32:51,959 - mmdet - INFO - Epoch [10][6900/7330] lr: 2.000e-03, eta: 1:00:48, time: 0.245, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0450, loss_cls: 0.1905, acc: 93.3767, loss_bbox: 0.2042, loss_mask: 0.2374, loss: 0.7055 2022-09-29 16:33:04,089 - mmdet - INFO - Epoch [10][6950/7330] lr: 2.000e-03, eta: 1:00:36, time: 0.243, data_time: 0.029, memory: 6940, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0421, loss_cls: 0.1806, acc: 93.6938, loss_bbox: 0.1942, loss_mask: 0.2381, loss: 0.6815 2022-09-29 16:33:16,021 - mmdet - INFO - Epoch [10][7000/7330] lr: 2.000e-03, eta: 1:00:24, time: 0.239, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0405, loss_cls: 0.1657, acc: 94.2432, loss_bbox: 0.1805, loss_mask: 0.2263, loss: 0.6378 2022-09-29 16:33:27,919 - mmdet - INFO - Epoch [10][7050/7330] lr: 2.000e-03, eta: 1:00:12, time: 0.238, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0432, loss_cls: 0.1803, acc: 93.7490, loss_bbox: 0.1975, loss_mask: 0.2363, loss: 0.6838 2022-09-29 16:33:39,821 - mmdet - INFO - Epoch [10][7100/7330] lr: 2.000e-03, eta: 1:00:00, time: 0.238, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0433, loss_cls: 0.1850, acc: 93.5371, loss_bbox: 0.1988, loss_mask: 0.2294, loss: 0.6830 2022-09-29 16:33:51,834 - mmdet - INFO - Epoch [10][7150/7330] lr: 2.000e-03, eta: 0:59:48, time: 0.240, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0427, loss_cls: 0.1695, acc: 94.0337, loss_bbox: 0.1868, loss_mask: 0.2277, loss: 0.6528 2022-09-29 16:34:04,003 - mmdet - INFO - Epoch [10][7200/7330] lr: 2.000e-03, eta: 0:59:36, time: 0.243, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0242, loss_rpn_bbox: 0.0400, loss_cls: 0.1651, acc: 94.3081, loss_bbox: 0.1772, loss_mask: 0.2262, loss: 0.6327 2022-09-29 16:34:16,203 - mmdet - INFO - Epoch [10][7250/7330] lr: 2.000e-03, eta: 0:59:24, time: 0.244, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0411, loss_cls: 0.1699, acc: 94.0994, loss_bbox: 0.1884, loss_mask: 0.2281, loss: 0.6531 2022-09-29 16:34:28,530 - mmdet - INFO - Epoch [10][7300/7330] lr: 2.000e-03, eta: 0:59:12, time: 0.247, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0421, loss_cls: 0.1795, acc: 93.6880, loss_bbox: 0.1937, loss_mask: 0.2321, loss: 0.6752 2022-09-29 16:34:36,028 - mmdet - INFO - Saving checkpoint at 10 epochs 2022-09-29 16:35:19,372 - mmdet - INFO - Evaluating bbox... 2022-09-29 16:35:52,292 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.412 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.613 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.449 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.244 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.454 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.534 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.557 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.557 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.557 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.359 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.597 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.702 2022-09-29 16:35:52,293 - mmdet - INFO - Evaluating segm... 2022-09-29 16:36:29,560 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.368 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.580 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.395 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.183 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.397 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.532 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.501 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.501 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.501 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.306 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.538 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.651 2022-09-29 16:36:30,118 - mmdet - INFO - The previous best checkpoint /home/tiger/code/mmdet/work_dirs/finetune_mask-rcnn_1x_coco_pixpro-init_moco-setting/best_bbox_mAP_epoch_9.pth was removed 2022-09-29 16:36:30,831 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_10.pth. 2022-09-29 16:36:30,831 - mmdet - INFO - Best bbox_mAP is 0.4120 at 10 epoch. 2022-09-29 16:36:30,832 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 16:36:30,832 - mmdet - INFO - Epoch(val) [10][625] bbox_mAP: 0.4120, bbox_mAP_50: 0.6130, bbox_mAP_75: 0.4490, bbox_mAP_s: 0.2440, bbox_mAP_m: 0.4540, bbox_mAP_l: 0.5340, bbox_mAP_copypaste: 0.412 0.613 0.449 0.244 0.454 0.534, segm_mAP: 0.3680, segm_mAP_50: 0.5800, segm_mAP_75: 0.3950, segm_mAP_s: 0.1830, segm_mAP_m: 0.3970, segm_mAP_l: 0.5320, segm_mAP_copypaste: 0.368 0.580 0.395 0.183 0.397 0.532 2022-09-29 16:36:46,158 - mmdet - INFO - Epoch [11][50/7330] lr: 2.000e-03, eta: 0:58:52, time: 0.306, data_time: 0.084, memory: 6940, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0421, loss_cls: 0.1781, acc: 93.7280, loss_bbox: 0.1959, loss_mask: 0.2345, loss: 0.6768 2022-09-29 16:36:58,307 - mmdet - INFO - Epoch [11][100/7330] lr: 2.000e-03, eta: 0:58:39, time: 0.243, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0407, loss_cls: 0.1739, acc: 93.8308, loss_bbox: 0.1918, loss_mask: 0.2311, loss: 0.6629 2022-09-29 16:37:10,547 - mmdet - INFO - Epoch [11][150/7330] lr: 2.000e-03, eta: 0:58:27, time: 0.245, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0423, loss_cls: 0.1712, acc: 93.9329, loss_bbox: 0.1859, loss_mask: 0.2301, loss: 0.6564 2022-09-29 16:37:22,798 - mmdet - INFO - Epoch [11][200/7330] lr: 2.000e-03, eta: 0:58:15, time: 0.245, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0430, loss_cls: 0.1775, acc: 93.6853, loss_bbox: 0.1951, loss_mask: 0.2291, loss: 0.6708 2022-09-29 16:37:34,978 - mmdet - INFO - Epoch [11][250/7330] lr: 2.000e-03, eta: 0:58:03, time: 0.244, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0409, loss_cls: 0.1759, acc: 93.7610, loss_bbox: 0.1946, loss_mask: 0.2332, loss: 0.6713 2022-09-29 16:37:47,248 - mmdet - INFO - Epoch [11][300/7330] lr: 2.000e-03, eta: 0:57:51, time: 0.245, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0238, loss_rpn_bbox: 0.0386, loss_cls: 0.1751, acc: 93.8811, loss_bbox: 0.1868, loss_mask: 0.2274, loss: 0.6517 2022-09-29 16:37:59,010 - mmdet - INFO - Epoch [11][350/7330] lr: 2.000e-03, eta: 0:57:39, time: 0.235, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0244, loss_rpn_bbox: 0.0409, loss_cls: 0.1732, acc: 93.8462, loss_bbox: 0.1881, loss_mask: 0.2283, loss: 0.6549 2022-09-29 16:38:11,193 - mmdet - INFO - Epoch [11][400/7330] lr: 2.000e-03, eta: 0:57:27, time: 0.244, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0441, loss_cls: 0.1804, acc: 93.6741, loss_bbox: 0.2004, loss_mask: 0.2338, loss: 0.6859 2022-09-29 16:38:23,221 - mmdet - INFO - Epoch [11][450/7330] lr: 2.000e-03, eta: 0:57:15, time: 0.241, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0236, loss_rpn_bbox: 0.0387, loss_cls: 0.1630, acc: 94.2783, loss_bbox: 0.1790, loss_mask: 0.2223, loss: 0.6266 2022-09-29 16:38:35,416 - mmdet - INFO - Epoch [11][500/7330] lr: 2.000e-03, eta: 0:57:03, time: 0.244, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0251, loss_rpn_bbox: 0.0400, loss_cls: 0.1675, acc: 94.0786, loss_bbox: 0.1857, loss_mask: 0.2230, loss: 0.6412 2022-09-29 16:38:47,458 - mmdet - INFO - Epoch [11][550/7330] lr: 2.000e-03, eta: 0:56:51, time: 0.241, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0413, loss_cls: 0.1794, acc: 93.7673, loss_bbox: 0.1936, loss_mask: 0.2320, loss: 0.6719 2022-09-29 16:38:59,524 - mmdet - INFO - Epoch [11][600/7330] lr: 2.000e-03, eta: 0:56:39, time: 0.241, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0431, loss_cls: 0.1695, acc: 94.0103, loss_bbox: 0.1852, loss_mask: 0.2283, loss: 0.6535 2022-09-29 16:39:11,884 - mmdet - INFO - Epoch [11][650/7330] lr: 2.000e-03, eta: 0:56:27, time: 0.247, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0233, loss_rpn_bbox: 0.0398, loss_cls: 0.1645, acc: 94.1482, loss_bbox: 0.1850, loss_mask: 0.2293, loss: 0.6419 2022-09-29 16:39:24,205 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 16:39:24,206 - mmdet - INFO - Epoch [11][700/7330] lr: 2.000e-03, eta: 0:56:15, time: 0.246, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0439, loss_cls: 0.1860, acc: 93.6135, loss_bbox: 0.2008, loss_mask: 0.2324, loss: 0.6906 2022-09-29 16:39:36,677 - mmdet - INFO - Epoch [11][750/7330] lr: 2.000e-03, eta: 0:56:03, time: 0.249, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0435, loss_cls: 0.1705, acc: 93.9822, loss_bbox: 0.1843, loss_mask: 0.2287, loss: 0.6531 2022-09-29 16:39:48,852 - mmdet - INFO - Epoch [11][800/7330] lr: 2.000e-03, eta: 0:55:50, time: 0.244, data_time: 0.017, memory: 6940, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0424, loss_cls: 0.1774, acc: 93.7898, loss_bbox: 0.1923, loss_mask: 0.2262, loss: 0.6641 2022-09-29 16:40:00,994 - mmdet - INFO - Epoch [11][850/7330] lr: 2.000e-03, eta: 0:55:38, time: 0.243, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0410, loss_cls: 0.1779, acc: 93.7219, loss_bbox: 0.1918, loss_mask: 0.2335, loss: 0.6722 2022-09-29 16:40:13,364 - mmdet - INFO - Epoch [11][900/7330] lr: 2.000e-03, eta: 0:55:26, time: 0.247, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0243, loss_rpn_bbox: 0.0426, loss_cls: 0.1716, acc: 94.0095, loss_bbox: 0.1877, loss_mask: 0.2281, loss: 0.6543 2022-09-29 16:40:25,456 - mmdet - INFO - Epoch [11][950/7330] lr: 2.000e-03, eta: 0:55:14, time: 0.242, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0417, loss_cls: 0.1712, acc: 93.9409, loss_bbox: 0.1948, loss_mask: 0.2321, loss: 0.6666 2022-09-29 16:40:37,567 - mmdet - INFO - Epoch [11][1000/7330] lr: 2.000e-03, eta: 0:55:02, time: 0.242, data_time: 0.018, memory: 6940, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0431, loss_cls: 0.1757, acc: 93.7483, loss_bbox: 0.1914, loss_mask: 0.2316, loss: 0.6680 2022-09-29 16:40:49,746 - mmdet - INFO - Epoch [11][1050/7330] lr: 2.000e-03, eta: 0:54:50, time: 0.244, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0246, loss_rpn_bbox: 0.0417, loss_cls: 0.1741, acc: 93.8596, loss_bbox: 0.1921, loss_mask: 0.2355, loss: 0.6681 2022-09-29 16:41:01,984 - mmdet - INFO - Epoch [11][1100/7330] lr: 2.000e-03, eta: 0:54:38, time: 0.245, data_time: 0.017, memory: 6940, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0416, loss_cls: 0.1781, acc: 93.7065, loss_bbox: 0.1959, loss_mask: 0.2352, loss: 0.6782 2022-09-29 16:41:14,433 - mmdet - INFO - Epoch [11][1150/7330] lr: 2.000e-03, eta: 0:54:26, time: 0.249, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0416, loss_cls: 0.1779, acc: 93.6824, loss_bbox: 0.1967, loss_mask: 0.2318, loss: 0.6736 2022-09-29 16:41:26,707 - mmdet - INFO - Epoch [11][1200/7330] lr: 2.000e-03, eta: 0:54:14, time: 0.245, data_time: 0.018, memory: 6940, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0411, loss_cls: 0.1733, acc: 93.8979, loss_bbox: 0.1871, loss_mask: 0.2292, loss: 0.6571 2022-09-29 16:41:38,830 - mmdet - INFO - Epoch [11][1250/7330] lr: 2.000e-03, eta: 0:54:02, time: 0.242, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0295, loss_rpn_bbox: 0.0429, loss_cls: 0.1824, acc: 93.5798, loss_bbox: 0.1970, loss_mask: 0.2354, loss: 0.6872 2022-09-29 16:41:50,934 - mmdet - INFO - Epoch [11][1300/7330] lr: 2.000e-03, eta: 0:53:50, time: 0.242, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0394, loss_cls: 0.1740, acc: 93.9463, loss_bbox: 0.1857, loss_mask: 0.2258, loss: 0.6498 2022-09-29 16:42:02,832 - mmdet - INFO - Epoch [11][1350/7330] lr: 2.000e-03, eta: 0:53:38, time: 0.238, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0244, loss_rpn_bbox: 0.0414, loss_cls: 0.1622, acc: 94.1973, loss_bbox: 0.1886, loss_mask: 0.2257, loss: 0.6423 2022-09-29 16:42:15,050 - mmdet - INFO - Epoch [11][1400/7330] lr: 2.000e-03, eta: 0:53:26, time: 0.244, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0411, loss_cls: 0.1780, acc: 93.8174, loss_bbox: 0.1916, loss_mask: 0.2282, loss: 0.6662 2022-09-29 16:42:27,118 - mmdet - INFO - Epoch [11][1450/7330] lr: 2.000e-03, eta: 0:53:14, time: 0.241, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0414, loss_cls: 0.1625, acc: 94.1719, loss_bbox: 0.1849, loss_mask: 0.2271, loss: 0.6410 2022-09-29 16:42:39,178 - mmdet - INFO - Epoch [11][1500/7330] lr: 2.000e-03, eta: 0:53:01, time: 0.241, data_time: 0.018, memory: 6940, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0400, loss_cls: 0.1722, acc: 93.9365, loss_bbox: 0.1845, loss_mask: 0.2233, loss: 0.6452 2022-09-29 16:42:51,357 - mmdet - INFO - Epoch [11][1550/7330] lr: 2.000e-03, eta: 0:52:49, time: 0.244, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0410, loss_cls: 0.1715, acc: 94.1257, loss_bbox: 0.1868, loss_mask: 0.2290, loss: 0.6542 2022-09-29 16:43:03,459 - mmdet - INFO - Epoch [11][1600/7330] lr: 2.000e-03, eta: 0:52:37, time: 0.242, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0421, loss_cls: 0.1734, acc: 93.8965, loss_bbox: 0.1903, loss_mask: 0.2230, loss: 0.6552 2022-09-29 16:43:15,679 - mmdet - INFO - Epoch [11][1650/7330] lr: 2.000e-03, eta: 0:52:25, time: 0.244, data_time: 0.018, memory: 6940, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0418, loss_cls: 0.1742, acc: 93.9661, loss_bbox: 0.1894, loss_mask: 0.2327, loss: 0.6654 2022-09-29 16:43:27,827 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 16:43:27,827 - mmdet - INFO - Epoch [11][1700/7330] lr: 2.000e-03, eta: 0:52:13, time: 0.243, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0415, loss_cls: 0.1790, acc: 93.7825, loss_bbox: 0.1927, loss_mask: 0.2269, loss: 0.6661 2022-09-29 16:43:40,244 - mmdet - INFO - Epoch [11][1750/7330] lr: 2.000e-03, eta: 0:52:01, time: 0.248, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0426, loss_cls: 0.1775, acc: 93.7458, loss_bbox: 0.1952, loss_mask: 0.2344, loss: 0.6769 2022-09-29 16:43:52,256 - mmdet - INFO - Epoch [11][1800/7330] lr: 2.000e-03, eta: 0:51:49, time: 0.240, data_time: 0.017, memory: 6940, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0427, loss_cls: 0.1649, acc: 94.1733, loss_bbox: 0.1856, loss_mask: 0.2280, loss: 0.6473 2022-09-29 16:44:04,544 - mmdet - INFO - Epoch [11][1850/7330] lr: 2.000e-03, eta: 0:51:37, time: 0.246, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0435, loss_cls: 0.1733, acc: 93.9614, loss_bbox: 0.1883, loss_mask: 0.2221, loss: 0.6530 2022-09-29 16:44:16,992 - mmdet - INFO - Epoch [11][1900/7330] lr: 2.000e-03, eta: 0:51:25, time: 0.249, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0290, loss_rpn_bbox: 0.0450, loss_cls: 0.1851, acc: 93.4812, loss_bbox: 0.2021, loss_mask: 0.2343, loss: 0.6955 2022-09-29 16:44:29,382 - mmdet - INFO - Epoch [11][1950/7330] lr: 2.000e-03, eta: 0:51:13, time: 0.248, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0445, loss_cls: 0.1841, acc: 93.4597, loss_bbox: 0.2034, loss_mask: 0.2341, loss: 0.6945 2022-09-29 16:44:41,769 - mmdet - INFO - Epoch [11][2000/7330] lr: 2.000e-03, eta: 0:51:01, time: 0.248, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0422, loss_cls: 0.1742, acc: 93.8643, loss_bbox: 0.1909, loss_mask: 0.2267, loss: 0.6609 2022-09-29 16:44:54,093 - mmdet - INFO - Epoch [11][2050/7330] lr: 2.000e-03, eta: 0:50:49, time: 0.246, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0246, loss_rpn_bbox: 0.0440, loss_cls: 0.1747, acc: 93.9312, loss_bbox: 0.1944, loss_mask: 0.2320, loss: 0.6697 2022-09-29 16:45:06,482 - mmdet - INFO - Epoch [11][2100/7330] lr: 2.000e-03, eta: 0:50:37, time: 0.248, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0236, loss_rpn_bbox: 0.0421, loss_cls: 0.1732, acc: 93.9915, loss_bbox: 0.1875, loss_mask: 0.2238, loss: 0.6501 2022-09-29 16:45:19,022 - mmdet - INFO - Epoch [11][2150/7330] lr: 2.000e-03, eta: 0:50:25, time: 0.251, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0429, loss_cls: 0.1838, acc: 93.5474, loss_bbox: 0.1991, loss_mask: 0.2354, loss: 0.6874 2022-09-29 16:45:31,262 - mmdet - INFO - Epoch [11][2200/7330] lr: 2.000e-03, eta: 0:50:13, time: 0.245, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0414, loss_cls: 0.1699, acc: 93.9756, loss_bbox: 0.1859, loss_mask: 0.2270, loss: 0.6498 2022-09-29 16:45:43,324 - mmdet - INFO - Epoch [11][2250/7330] lr: 2.000e-03, eta: 0:50:01, time: 0.241, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0421, loss_cls: 0.1777, acc: 93.8108, loss_bbox: 0.1903, loss_mask: 0.2250, loss: 0.6630 2022-09-29 16:45:55,592 - mmdet - INFO - Epoch [11][2300/7330] lr: 2.000e-03, eta: 0:49:48, time: 0.245, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0441, loss_cls: 0.1794, acc: 93.6521, loss_bbox: 0.1916, loss_mask: 0.2280, loss: 0.6686 2022-09-29 16:46:07,827 - mmdet - INFO - Epoch [11][2350/7330] lr: 2.000e-03, eta: 0:49:36, time: 0.245, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0423, loss_cls: 0.1686, acc: 94.0776, loss_bbox: 0.1855, loss_mask: 0.2319, loss: 0.6544 2022-09-29 16:46:20,212 - mmdet - INFO - Epoch [11][2400/7330] lr: 2.000e-03, eta: 0:49:24, time: 0.248, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0417, loss_cls: 0.1727, acc: 93.9023, loss_bbox: 0.1906, loss_mask: 0.2351, loss: 0.6664 2022-09-29 16:46:32,373 - mmdet - INFO - Epoch [11][2450/7330] lr: 2.000e-03, eta: 0:49:12, time: 0.243, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0403, loss_cls: 0.1742, acc: 93.9694, loss_bbox: 0.1906, loss_mask: 0.2259, loss: 0.6558 2022-09-29 16:46:44,529 - mmdet - INFO - Epoch [11][2500/7330] lr: 2.000e-03, eta: 0:49:00, time: 0.243, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0231, loss_rpn_bbox: 0.0405, loss_cls: 0.1730, acc: 93.9290, loss_bbox: 0.1910, loss_mask: 0.2328, loss: 0.6603 2022-09-29 16:46:56,787 - mmdet - INFO - Epoch [11][2550/7330] lr: 2.000e-03, eta: 0:48:48, time: 0.245, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0247, loss_rpn_bbox: 0.0458, loss_cls: 0.1804, acc: 93.5696, loss_bbox: 0.1982, loss_mask: 0.2360, loss: 0.6852 2022-09-29 16:47:09,027 - mmdet - INFO - Epoch [11][2600/7330] lr: 2.000e-03, eta: 0:48:36, time: 0.245, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0239, loss_rpn_bbox: 0.0397, loss_cls: 0.1683, acc: 94.0312, loss_bbox: 0.1847, loss_mask: 0.2254, loss: 0.6420 2022-09-29 16:47:21,196 - mmdet - INFO - Epoch [11][2650/7330] lr: 2.000e-03, eta: 0:48:24, time: 0.243, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0229, loss_rpn_bbox: 0.0377, loss_cls: 0.1610, acc: 94.3884, loss_bbox: 0.1824, loss_mask: 0.2228, loss: 0.6268 2022-09-29 16:47:33,228 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 16:47:33,228 - mmdet - INFO - Epoch [11][2700/7330] lr: 2.000e-03, eta: 0:48:12, time: 0.241, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0244, loss_rpn_bbox: 0.0389, loss_cls: 0.1705, acc: 94.0339, loss_bbox: 0.1923, loss_mask: 0.2294, loss: 0.6555 2022-09-29 16:47:45,693 - mmdet - INFO - Epoch [11][2750/7330] lr: 2.000e-03, eta: 0:48:00, time: 0.249, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0431, loss_cls: 0.1749, acc: 93.8467, loss_bbox: 0.1912, loss_mask: 0.2343, loss: 0.6715 2022-09-29 16:47:57,742 - mmdet - INFO - Epoch [11][2800/7330] lr: 2.000e-03, eta: 0:47:48, time: 0.241, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0239, loss_rpn_bbox: 0.0415, loss_cls: 0.1744, acc: 93.8044, loss_bbox: 0.1931, loss_mask: 0.2294, loss: 0.6624 2022-09-29 16:48:09,961 - mmdet - INFO - Epoch [11][2850/7330] lr: 2.000e-03, eta: 0:47:36, time: 0.244, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0405, loss_cls: 0.1764, acc: 93.9641, loss_bbox: 0.1860, loss_mask: 0.2264, loss: 0.6541 2022-09-29 16:48:22,134 - mmdet - INFO - Epoch [11][2900/7330] lr: 2.000e-03, eta: 0:47:24, time: 0.243, data_time: 0.018, memory: 6940, loss_rpn_cls: 0.0251, loss_rpn_bbox: 0.0405, loss_cls: 0.1727, acc: 93.8484, loss_bbox: 0.1906, loss_mask: 0.2275, loss: 0.6564 2022-09-29 16:48:34,481 - mmdet - INFO - Epoch [11][2950/7330] lr: 2.000e-03, eta: 0:47:12, time: 0.247, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0238, loss_rpn_bbox: 0.0386, loss_cls: 0.1717, acc: 93.9758, loss_bbox: 0.1856, loss_mask: 0.2273, loss: 0.6471 2022-09-29 16:48:47,333 - mmdet - INFO - Epoch [11][3000/7330] lr: 2.000e-03, eta: 0:47:00, time: 0.257, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0247, loss_rpn_bbox: 0.0428, loss_cls: 0.1720, acc: 93.8906, loss_bbox: 0.1928, loss_mask: 0.2264, loss: 0.6586 2022-09-29 16:48:59,532 - mmdet - INFO - Epoch [11][3050/7330] lr: 2.000e-03, eta: 0:46:47, time: 0.244, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0430, loss_cls: 0.1751, acc: 93.9048, loss_bbox: 0.1897, loss_mask: 0.2292, loss: 0.6636 2022-09-29 16:49:11,694 - mmdet - INFO - Epoch [11][3100/7330] lr: 2.000e-03, eta: 0:46:35, time: 0.243, data_time: 0.018, memory: 6940, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0414, loss_cls: 0.1707, acc: 94.0093, loss_bbox: 0.1875, loss_mask: 0.2303, loss: 0.6557 2022-09-29 16:49:24,199 - mmdet - INFO - Epoch [11][3150/7330] lr: 2.000e-03, eta: 0:46:23, time: 0.250, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0441, loss_cls: 0.1787, acc: 93.6196, loss_bbox: 0.1987, loss_mask: 0.2362, loss: 0.6834 2022-09-29 16:49:36,393 - mmdet - INFO - Epoch [11][3200/7330] lr: 2.000e-03, eta: 0:46:11, time: 0.244, data_time: 0.018, memory: 6940, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0433, loss_cls: 0.1805, acc: 93.6157, loss_bbox: 0.1982, loss_mask: 0.2318, loss: 0.6818 2022-09-29 16:49:48,507 - mmdet - INFO - Epoch [11][3250/7330] lr: 2.000e-03, eta: 0:45:59, time: 0.242, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0231, loss_rpn_bbox: 0.0391, loss_cls: 0.1651, acc: 94.0725, loss_bbox: 0.1834, loss_mask: 0.2280, loss: 0.6387 2022-09-29 16:50:00,735 - mmdet - INFO - Epoch [11][3300/7330] lr: 2.000e-03, eta: 0:45:47, time: 0.245, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0421, loss_cls: 0.1714, acc: 93.8806, loss_bbox: 0.1898, loss_mask: 0.2254, loss: 0.6537 2022-09-29 16:50:12,740 - mmdet - INFO - Epoch [11][3350/7330] lr: 2.000e-03, eta: 0:45:35, time: 0.240, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0403, loss_cls: 0.1741, acc: 93.9612, loss_bbox: 0.1885, loss_mask: 0.2253, loss: 0.6549 2022-09-29 16:50:24,832 - mmdet - INFO - Epoch [11][3400/7330] lr: 2.000e-03, eta: 0:45:23, time: 0.242, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0243, loss_rpn_bbox: 0.0381, loss_cls: 0.1552, acc: 94.5837, loss_bbox: 0.1720, loss_mask: 0.2237, loss: 0.6132 2022-09-29 16:50:37,149 - mmdet - INFO - Epoch [11][3450/7330] lr: 2.000e-03, eta: 0:45:11, time: 0.246, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0421, loss_cls: 0.1768, acc: 93.7939, loss_bbox: 0.1905, loss_mask: 0.2284, loss: 0.6631 2022-09-29 16:50:49,301 - mmdet - INFO - Epoch [11][3500/7330] lr: 2.000e-03, eta: 0:44:59, time: 0.243, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0246, loss_rpn_bbox: 0.0393, loss_cls: 0.1656, acc: 94.1189, loss_bbox: 0.1871, loss_mask: 0.2270, loss: 0.6437 2022-09-29 16:51:01,497 - mmdet - INFO - Epoch [11][3550/7330] lr: 2.000e-03, eta: 0:44:47, time: 0.244, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0394, loss_cls: 0.1737, acc: 93.8892, loss_bbox: 0.1880, loss_mask: 0.2295, loss: 0.6563 2022-09-29 16:51:13,870 - mmdet - INFO - Epoch [11][3600/7330] lr: 2.000e-03, eta: 0:44:35, time: 0.247, data_time: 0.018, memory: 6940, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0417, loss_cls: 0.1703, acc: 94.0051, loss_bbox: 0.1913, loss_mask: 0.2296, loss: 0.6594 2022-09-29 16:51:26,087 - mmdet - INFO - Epoch [11][3650/7330] lr: 2.000e-03, eta: 0:44:23, time: 0.244, data_time: 0.018, memory: 6940, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0417, loss_cls: 0.1801, acc: 93.7332, loss_bbox: 0.1956, loss_mask: 0.2319, loss: 0.6753 2022-09-29 16:51:38,385 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 16:51:38,385 - mmdet - INFO - Epoch [11][3700/7330] lr: 2.000e-03, eta: 0:44:11, time: 0.246, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0424, loss_cls: 0.1811, acc: 93.6660, loss_bbox: 0.1966, loss_mask: 0.2274, loss: 0.6756 2022-09-29 16:51:50,672 - mmdet - INFO - Epoch [11][3750/7330] lr: 2.000e-03, eta: 0:43:58, time: 0.246, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0463, loss_cls: 0.1830, acc: 93.5686, loss_bbox: 0.1996, loss_mask: 0.2350, loss: 0.6911 2022-09-29 16:52:02,959 - mmdet - INFO - Epoch [11][3800/7330] lr: 2.000e-03, eta: 0:43:46, time: 0.246, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0290, loss_rpn_bbox: 0.0426, loss_cls: 0.1763, acc: 93.9126, loss_bbox: 0.1907, loss_mask: 0.2265, loss: 0.6652 2022-09-29 16:52:15,300 - mmdet - INFO - Epoch [11][3850/7330] lr: 2.000e-03, eta: 0:43:34, time: 0.247, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0439, loss_cls: 0.1766, acc: 93.7812, loss_bbox: 0.1975, loss_mask: 0.2342, loss: 0.6790 2022-09-29 16:52:27,969 - mmdet - INFO - Epoch [11][3900/7330] lr: 2.000e-03, eta: 0:43:22, time: 0.253, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0443, loss_cls: 0.1820, acc: 93.6301, loss_bbox: 0.1977, loss_mask: 0.2338, loss: 0.6854 2022-09-29 16:52:40,385 - mmdet - INFO - Epoch [11][3950/7330] lr: 2.000e-03, eta: 0:43:10, time: 0.248, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0408, loss_cls: 0.1840, acc: 93.5454, loss_bbox: 0.1966, loss_mask: 0.2300, loss: 0.6783 2022-09-29 16:52:52,608 - mmdet - INFO - Epoch [11][4000/7330] lr: 2.000e-03, eta: 0:42:58, time: 0.244, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0415, loss_cls: 0.1775, acc: 93.7366, loss_bbox: 0.1918, loss_mask: 0.2308, loss: 0.6671 2022-09-29 16:53:04,642 - mmdet - INFO - Epoch [11][4050/7330] lr: 2.000e-03, eta: 0:42:46, time: 0.241, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0239, loss_rpn_bbox: 0.0415, loss_cls: 0.1754, acc: 93.8545, loss_bbox: 0.1894, loss_mask: 0.2301, loss: 0.6603 2022-09-29 16:53:16,984 - mmdet - INFO - Epoch [11][4100/7330] lr: 2.000e-03, eta: 0:42:34, time: 0.247, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0417, loss_cls: 0.1747, acc: 93.9312, loss_bbox: 0.1891, loss_mask: 0.2270, loss: 0.6576 2022-09-29 16:53:29,151 - mmdet - INFO - Epoch [11][4150/7330] lr: 2.000e-03, eta: 0:42:22, time: 0.243, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0286, loss_rpn_bbox: 0.0398, loss_cls: 0.1781, acc: 93.7356, loss_bbox: 0.1938, loss_mask: 0.2319, loss: 0.6721 2022-09-29 16:53:41,441 - mmdet - INFO - Epoch [11][4200/7330] lr: 2.000e-03, eta: 0:42:10, time: 0.246, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0406, loss_cls: 0.1792, acc: 93.7231, loss_bbox: 0.1962, loss_mask: 0.2298, loss: 0.6728 2022-09-29 16:53:53,840 - mmdet - INFO - Epoch [11][4250/7330] lr: 2.000e-03, eta: 0:41:58, time: 0.248, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0429, loss_cls: 0.1877, acc: 93.5112, loss_bbox: 0.1996, loss_mask: 0.2331, loss: 0.6914 2022-09-29 16:54:06,307 - mmdet - INFO - Epoch [11][4300/7330] lr: 2.000e-03, eta: 0:41:46, time: 0.249, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0238, loss_rpn_bbox: 0.0408, loss_cls: 0.1727, acc: 93.8701, loss_bbox: 0.1910, loss_mask: 0.2281, loss: 0.6564 2022-09-29 16:54:18,461 - mmdet - INFO - Epoch [11][4350/7330] lr: 2.000e-03, eta: 0:41:34, time: 0.243, data_time: 0.018, memory: 6940, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0380, loss_cls: 0.1731, acc: 93.9844, loss_bbox: 0.1876, loss_mask: 0.2242, loss: 0.6492 2022-09-29 16:54:30,517 - mmdet - INFO - Epoch [11][4400/7330] lr: 2.000e-03, eta: 0:41:22, time: 0.241, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0430, loss_cls: 0.1781, acc: 93.7583, loss_bbox: 0.1929, loss_mask: 0.2303, loss: 0.6708 2022-09-29 16:54:42,623 - mmdet - INFO - Epoch [11][4450/7330] lr: 2.000e-03, eta: 0:41:09, time: 0.242, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0394, loss_cls: 0.1735, acc: 94.0344, loss_bbox: 0.1889, loss_mask: 0.2293, loss: 0.6575 2022-09-29 16:54:55,076 - mmdet - INFO - Epoch [11][4500/7330] lr: 2.000e-03, eta: 0:40:57, time: 0.249, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0406, loss_cls: 0.1703, acc: 93.9333, loss_bbox: 0.1855, loss_mask: 0.2253, loss: 0.6470 2022-09-29 16:55:07,151 - mmdet - INFO - Epoch [11][4550/7330] lr: 2.000e-03, eta: 0:40:45, time: 0.241, data_time: 0.017, memory: 6940, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0434, loss_cls: 0.1749, acc: 93.8389, loss_bbox: 0.1899, loss_mask: 0.2280, loss: 0.6612 2022-09-29 16:55:19,222 - mmdet - INFO - Epoch [11][4600/7330] lr: 2.000e-03, eta: 0:40:33, time: 0.241, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0241, loss_rpn_bbox: 0.0382, loss_cls: 0.1651, acc: 94.2358, loss_bbox: 0.1820, loss_mask: 0.2262, loss: 0.6355 2022-09-29 16:55:31,644 - mmdet - INFO - Epoch [11][4650/7330] lr: 2.000e-03, eta: 0:40:21, time: 0.248, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0431, loss_cls: 0.1774, acc: 93.8174, loss_bbox: 0.1916, loss_mask: 0.2352, loss: 0.6732 2022-09-29 16:55:43,920 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 16:55:43,920 - mmdet - INFO - Epoch [11][4700/7330] lr: 2.000e-03, eta: 0:40:09, time: 0.246, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0424, loss_cls: 0.1819, acc: 93.6108, loss_bbox: 0.1955, loss_mask: 0.2313, loss: 0.6771 2022-09-29 16:55:56,082 - mmdet - INFO - Epoch [11][4750/7330] lr: 2.000e-03, eta: 0:39:57, time: 0.243, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0413, loss_cls: 0.1738, acc: 93.8096, loss_bbox: 0.1880, loss_mask: 0.2310, loss: 0.6603 2022-09-29 16:56:07,983 - mmdet - INFO - Epoch [11][4800/7330] lr: 2.000e-03, eta: 0:39:45, time: 0.238, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0411, loss_cls: 0.1697, acc: 93.9414, loss_bbox: 0.1830, loss_mask: 0.2271, loss: 0.6457 2022-09-29 16:56:20,343 - mmdet - INFO - Epoch [11][4850/7330] lr: 2.000e-03, eta: 0:39:33, time: 0.247, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0418, loss_cls: 0.1771, acc: 93.7305, loss_bbox: 0.1955, loss_mask: 0.2334, loss: 0.6732 2022-09-29 16:56:32,430 - mmdet - INFO - Epoch [11][4900/7330] lr: 2.000e-03, eta: 0:39:21, time: 0.242, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0412, loss_cls: 0.1725, acc: 93.9548, loss_bbox: 0.1835, loss_mask: 0.2249, loss: 0.6479 2022-09-29 16:56:44,380 - mmdet - INFO - Epoch [11][4950/7330] lr: 2.000e-03, eta: 0:39:09, time: 0.239, data_time: 0.017, memory: 6940, loss_rpn_cls: 0.0237, loss_rpn_bbox: 0.0401, loss_cls: 0.1615, acc: 94.2883, loss_bbox: 0.1775, loss_mask: 0.2251, loss: 0.6279 2022-09-29 16:56:56,773 - mmdet - INFO - Epoch [11][5000/7330] lr: 2.000e-03, eta: 0:38:57, time: 0.248, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0418, loss_cls: 0.1762, acc: 93.8022, loss_bbox: 0.1915, loss_mask: 0.2284, loss: 0.6657 2022-09-29 16:57:09,083 - mmdet - INFO - Epoch [11][5050/7330] lr: 2.000e-03, eta: 0:38:44, time: 0.246, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0406, loss_cls: 0.1717, acc: 93.9619, loss_bbox: 0.1909, loss_mask: 0.2300, loss: 0.6599 2022-09-29 16:57:21,367 - mmdet - INFO - Epoch [11][5100/7330] lr: 2.000e-03, eta: 0:38:32, time: 0.246, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0424, loss_cls: 0.1715, acc: 94.0068, loss_bbox: 0.1891, loss_mask: 0.2312, loss: 0.6603 2022-09-29 16:57:33,861 - mmdet - INFO - Epoch [11][5150/7330] lr: 2.000e-03, eta: 0:38:20, time: 0.250, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0403, loss_cls: 0.1709, acc: 93.9629, loss_bbox: 0.1907, loss_mask: 0.2272, loss: 0.6553 2022-09-29 16:57:46,149 - mmdet - INFO - Epoch [11][5200/7330] lr: 2.000e-03, eta: 0:38:08, time: 0.246, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0424, loss_cls: 0.1748, acc: 93.8750, loss_bbox: 0.1889, loss_mask: 0.2269, loss: 0.6579 2022-09-29 16:57:58,286 - mmdet - INFO - Epoch [11][5250/7330] lr: 2.000e-03, eta: 0:37:56, time: 0.243, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0242, loss_rpn_bbox: 0.0395, loss_cls: 0.1688, acc: 94.0786, loss_bbox: 0.1871, loss_mask: 0.2276, loss: 0.6472 2022-09-29 16:58:10,711 - mmdet - INFO - Epoch [11][5300/7330] lr: 2.000e-03, eta: 0:37:44, time: 0.248, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0236, loss_rpn_bbox: 0.0389, loss_cls: 0.1642, acc: 94.2058, loss_bbox: 0.1807, loss_mask: 0.2262, loss: 0.6336 2022-09-29 16:58:23,200 - mmdet - INFO - Epoch [11][5350/7330] lr: 2.000e-03, eta: 0:37:32, time: 0.250, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0251, loss_rpn_bbox: 0.0436, loss_cls: 0.1756, acc: 93.8254, loss_bbox: 0.1981, loss_mask: 0.2267, loss: 0.6692 2022-09-29 16:58:35,404 - mmdet - INFO - Epoch [11][5400/7330] lr: 2.000e-03, eta: 0:37:20, time: 0.244, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0400, loss_cls: 0.1740, acc: 93.8699, loss_bbox: 0.1870, loss_mask: 0.2300, loss: 0.6571 2022-09-29 16:58:47,503 - mmdet - INFO - Epoch [11][5450/7330] lr: 2.000e-03, eta: 0:37:08, time: 0.242, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0409, loss_cls: 0.1769, acc: 93.7925, loss_bbox: 0.1900, loss_mask: 0.2247, loss: 0.6599 2022-09-29 16:58:59,740 - mmdet - INFO - Epoch [11][5500/7330] lr: 2.000e-03, eta: 0:36:56, time: 0.245, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0418, loss_cls: 0.1768, acc: 93.7393, loss_bbox: 0.1893, loss_mask: 0.2307, loss: 0.6660 2022-09-29 16:59:11,784 - mmdet - INFO - Epoch [11][5550/7330] lr: 2.000e-03, eta: 0:36:44, time: 0.241, data_time: 0.018, memory: 6940, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0431, loss_cls: 0.1820, acc: 93.6772, loss_bbox: 0.1965, loss_mask: 0.2342, loss: 0.6824 2022-09-29 16:59:23,781 - mmdet - INFO - Epoch [11][5600/7330] lr: 2.000e-03, eta: 0:36:32, time: 0.240, data_time: 0.018, memory: 6940, loss_rpn_cls: 0.0245, loss_rpn_bbox: 0.0410, loss_cls: 0.1743, acc: 93.8074, loss_bbox: 0.1903, loss_mask: 0.2306, loss: 0.6607 2022-09-29 16:59:35,765 - mmdet - INFO - Epoch [11][5650/7330] lr: 2.000e-03, eta: 0:36:19, time: 0.240, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0421, loss_cls: 0.1703, acc: 93.9731, loss_bbox: 0.1887, loss_mask: 0.2271, loss: 0.6538 2022-09-29 16:59:47,679 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 16:59:47,680 - mmdet - INFO - Epoch [11][5700/7330] lr: 2.000e-03, eta: 0:36:07, time: 0.238, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0405, loss_cls: 0.1774, acc: 93.8130, loss_bbox: 0.1957, loss_mask: 0.2320, loss: 0.6709 2022-09-29 17:00:00,063 - mmdet - INFO - Epoch [11][5750/7330] lr: 2.000e-03, eta: 0:35:55, time: 0.248, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0451, loss_cls: 0.1809, acc: 93.6775, loss_bbox: 0.1996, loss_mask: 0.2361, loss: 0.6876 2022-09-29 17:00:12,074 - mmdet - INFO - Epoch [11][5800/7330] lr: 2.000e-03, eta: 0:35:43, time: 0.240, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0409, loss_cls: 0.1696, acc: 94.0982, loss_bbox: 0.1841, loss_mask: 0.2260, loss: 0.6457 2022-09-29 17:00:24,455 - mmdet - INFO - Epoch [11][5850/7330] lr: 2.000e-03, eta: 0:35:31, time: 0.248, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0403, loss_cls: 0.1718, acc: 94.1011, loss_bbox: 0.1887, loss_mask: 0.2294, loss: 0.6566 2022-09-29 17:00:36,608 - mmdet - INFO - Epoch [11][5900/7330] lr: 2.000e-03, eta: 0:35:19, time: 0.243, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0243, loss_rpn_bbox: 0.0402, loss_cls: 0.1713, acc: 93.9698, loss_bbox: 0.1908, loss_mask: 0.2290, loss: 0.6556 2022-09-29 17:00:48,939 - mmdet - INFO - Epoch [11][5950/7330] lr: 2.000e-03, eta: 0:35:07, time: 0.247, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0418, loss_cls: 0.1795, acc: 93.6392, loss_bbox: 0.1998, loss_mask: 0.2310, loss: 0.6789 2022-09-29 17:01:01,219 - mmdet - INFO - Epoch [11][6000/7330] lr: 2.000e-03, eta: 0:34:55, time: 0.246, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0406, loss_cls: 0.1711, acc: 94.0366, loss_bbox: 0.1865, loss_mask: 0.2256, loss: 0.6491 2022-09-29 17:01:13,304 - mmdet - INFO - Epoch [11][6050/7330] lr: 2.000e-03, eta: 0:34:43, time: 0.242, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0219, loss_rpn_bbox: 0.0381, loss_cls: 0.1647, acc: 94.2073, loss_bbox: 0.1821, loss_mask: 0.2232, loss: 0.6300 2022-09-29 17:01:25,529 - mmdet - INFO - Epoch [11][6100/7330] lr: 2.000e-03, eta: 0:34:31, time: 0.245, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0433, loss_cls: 0.1761, acc: 93.8291, loss_bbox: 0.1944, loss_mask: 0.2330, loss: 0.6738 2022-09-29 17:01:37,695 - mmdet - INFO - Epoch [11][6150/7330] lr: 2.000e-03, eta: 0:34:19, time: 0.243, data_time: 0.018, memory: 6940, loss_rpn_cls: 0.0245, loss_rpn_bbox: 0.0424, loss_cls: 0.1725, acc: 93.8311, loss_bbox: 0.1963, loss_mask: 0.2301, loss: 0.6659 2022-09-29 17:01:49,836 - mmdet - INFO - Epoch [11][6200/7330] lr: 2.000e-03, eta: 0:34:07, time: 0.243, data_time: 0.018, memory: 6940, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0417, loss_cls: 0.1761, acc: 93.8989, loss_bbox: 0.1929, loss_mask: 0.2325, loss: 0.6703 2022-09-29 17:02:02,262 - mmdet - INFO - Epoch [11][6250/7330] lr: 2.000e-03, eta: 0:33:54, time: 0.249, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0404, loss_cls: 0.1709, acc: 94.0549, loss_bbox: 0.1926, loss_mask: 0.2363, loss: 0.6660 2022-09-29 17:02:14,521 - mmdet - INFO - Epoch [11][6300/7330] lr: 2.000e-03, eta: 0:33:42, time: 0.245, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0426, loss_cls: 0.1732, acc: 93.9565, loss_bbox: 0.1918, loss_mask: 0.2263, loss: 0.6600 2022-09-29 17:02:26,968 - mmdet - INFO - Epoch [11][6350/7330] lr: 2.000e-03, eta: 0:33:30, time: 0.249, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0436, loss_cls: 0.1818, acc: 93.6438, loss_bbox: 0.1955, loss_mask: 0.2340, loss: 0.6814 2022-09-29 17:02:39,106 - mmdet - INFO - Epoch [11][6400/7330] lr: 2.000e-03, eta: 0:33:18, time: 0.243, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0411, loss_cls: 0.1623, acc: 94.3367, loss_bbox: 0.1797, loss_mask: 0.2266, loss: 0.6359 2022-09-29 17:02:51,628 - mmdet - INFO - Epoch [11][6450/7330] lr: 2.000e-03, eta: 0:33:06, time: 0.250, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0424, loss_cls: 0.1765, acc: 93.7834, loss_bbox: 0.1967, loss_mask: 0.2339, loss: 0.6749 2022-09-29 17:03:03,789 - mmdet - INFO - Epoch [11][6500/7330] lr: 2.000e-03, eta: 0:32:54, time: 0.243, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0245, loss_rpn_bbox: 0.0408, loss_cls: 0.1623, acc: 94.2019, loss_bbox: 0.1860, loss_mask: 0.2306, loss: 0.6442 2022-09-29 17:03:15,915 - mmdet - INFO - Epoch [11][6550/7330] lr: 2.000e-03, eta: 0:32:42, time: 0.243, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0421, loss_cls: 0.1778, acc: 93.8352, loss_bbox: 0.1962, loss_mask: 0.2320, loss: 0.6744 2022-09-29 17:03:28,202 - mmdet - INFO - Epoch [11][6600/7330] lr: 2.000e-03, eta: 0:32:30, time: 0.246, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0427, loss_cls: 0.1724, acc: 93.8118, loss_bbox: 0.1929, loss_mask: 0.2266, loss: 0.6603 2022-09-29 17:03:40,439 - mmdet - INFO - Epoch [11][6650/7330] lr: 2.000e-03, eta: 0:32:18, time: 0.245, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0416, loss_cls: 0.1735, acc: 93.9087, loss_bbox: 0.1894, loss_mask: 0.2250, loss: 0.6550 2022-09-29 17:03:52,766 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 17:03:52,766 - mmdet - INFO - Epoch [11][6700/7330] lr: 2.000e-03, eta: 0:32:06, time: 0.247, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0419, loss_cls: 0.1753, acc: 93.9329, loss_bbox: 0.1856, loss_mask: 0.2285, loss: 0.6563 2022-09-29 17:04:04,872 - mmdet - INFO - Epoch [11][6750/7330] lr: 2.000e-03, eta: 0:31:54, time: 0.242, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0428, loss_cls: 0.1687, acc: 94.1362, loss_bbox: 0.1844, loss_mask: 0.2290, loss: 0.6519 2022-09-29 17:04:17,171 - mmdet - INFO - Epoch [11][6800/7330] lr: 2.000e-03, eta: 0:31:42, time: 0.246, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0430, loss_cls: 0.1852, acc: 93.4336, loss_bbox: 0.2044, loss_mask: 0.2349, loss: 0.6946 2022-09-29 17:04:29,672 - mmdet - INFO - Epoch [11][6850/7330] lr: 2.000e-03, eta: 0:31:29, time: 0.250, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0431, loss_cls: 0.1764, acc: 93.7507, loss_bbox: 0.1927, loss_mask: 0.2285, loss: 0.6670 2022-09-29 17:04:41,684 - mmdet - INFO - Epoch [11][6900/7330] lr: 2.000e-03, eta: 0:31:17, time: 0.240, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0434, loss_cls: 0.1771, acc: 93.6716, loss_bbox: 0.1966, loss_mask: 0.2335, loss: 0.6760 2022-09-29 17:04:54,077 - mmdet - INFO - Epoch [11][6950/7330] lr: 2.000e-03, eta: 0:31:05, time: 0.248, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0426, loss_cls: 0.1791, acc: 93.7346, loss_bbox: 0.1898, loss_mask: 0.2290, loss: 0.6668 2022-09-29 17:05:06,014 - mmdet - INFO - Epoch [11][7000/7330] lr: 2.000e-03, eta: 0:30:53, time: 0.239, data_time: 0.018, memory: 6940, loss_rpn_cls: 0.0222, loss_rpn_bbox: 0.0422, loss_cls: 0.1621, acc: 94.2742, loss_bbox: 0.1803, loss_mask: 0.2278, loss: 0.6346 2022-09-29 17:05:18,364 - mmdet - INFO - Epoch [11][7050/7330] lr: 2.000e-03, eta: 0:30:41, time: 0.247, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0460, loss_cls: 0.1760, acc: 93.8621, loss_bbox: 0.1931, loss_mask: 0.2326, loss: 0.6743 2022-09-29 17:05:30,380 - mmdet - INFO - Epoch [11][7100/7330] lr: 2.000e-03, eta: 0:30:29, time: 0.240, data_time: 0.018, memory: 6940, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0397, loss_cls: 0.1683, acc: 94.0916, loss_bbox: 0.1873, loss_mask: 0.2283, loss: 0.6494 2022-09-29 17:05:42,523 - mmdet - INFO - Epoch [11][7150/7330] lr: 2.000e-03, eta: 0:30:17, time: 0.243, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0415, loss_cls: 0.1646, acc: 94.0615, loss_bbox: 0.1869, loss_mask: 0.2267, loss: 0.6464 2022-09-29 17:05:54,837 - mmdet - INFO - Epoch [11][7200/7330] lr: 2.000e-03, eta: 0:30:05, time: 0.246, data_time: 0.018, memory: 6940, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0433, loss_cls: 0.1739, acc: 93.9280, loss_bbox: 0.1916, loss_mask: 0.2266, loss: 0.6618 2022-09-29 17:06:07,295 - mmdet - INFO - Epoch [11][7250/7330] lr: 2.000e-03, eta: 0:29:53, time: 0.249, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0423, loss_cls: 0.1821, acc: 93.6560, loss_bbox: 0.1943, loss_mask: 0.2329, loss: 0.6771 2022-09-29 17:06:19,737 - mmdet - INFO - Epoch [11][7300/7330] lr: 2.000e-03, eta: 0:29:41, time: 0.249, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0422, loss_cls: 0.1752, acc: 93.8679, loss_bbox: 0.1911, loss_mask: 0.2250, loss: 0.6588 2022-09-29 17:06:27,204 - mmdet - INFO - Saving checkpoint at 11 epochs 2022-09-29 17:07:08,849 - mmdet - INFO - Evaluating bbox... 2022-09-29 17:07:40,621 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.415 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.613 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.451 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.241 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.459 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.536 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.559 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.559 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.559 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.357 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.599 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.713 2022-09-29 17:07:40,621 - mmdet - INFO - Evaluating segm... 2022-09-29 17:08:16,900 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.370 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.583 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.397 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.181 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.399 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.531 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.502 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.502 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.502 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.304 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.539 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.657 2022-09-29 17:08:17,438 - mmdet - INFO - The previous best checkpoint /home/tiger/code/mmdet/work_dirs/finetune_mask-rcnn_1x_coco_pixpro-init_moco-setting/best_bbox_mAP_epoch_10.pth was removed 2022-09-29 17:08:18,168 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_11.pth. 2022-09-29 17:08:18,168 - mmdet - INFO - Best bbox_mAP is 0.4150 at 11 epoch. 2022-09-29 17:08:18,169 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 17:08:18,169 - mmdet - INFO - Epoch(val) [11][625] bbox_mAP: 0.4150, bbox_mAP_50: 0.6130, bbox_mAP_75: 0.4510, bbox_mAP_s: 0.2410, bbox_mAP_m: 0.4590, bbox_mAP_l: 0.5360, bbox_mAP_copypaste: 0.415 0.613 0.451 0.241 0.459 0.536, segm_mAP: 0.3700, segm_mAP_50: 0.5830, segm_mAP_75: 0.3970, segm_mAP_s: 0.1810, segm_mAP_m: 0.3990, segm_mAP_l: 0.5310, segm_mAP_copypaste: 0.370 0.583 0.397 0.181 0.399 0.531 2022-09-29 17:08:33,273 - mmdet - INFO - Epoch [12][50/7330] lr: 2.000e-04, eta: 0:29:21, time: 0.302, data_time: 0.086, memory: 6940, loss_rpn_cls: 0.0242, loss_rpn_bbox: 0.0406, loss_cls: 0.1688, acc: 93.9734, loss_bbox: 0.1858, loss_mask: 0.2281, loss: 0.6475 2022-09-29 17:08:45,391 - mmdet - INFO - Epoch [12][100/7330] lr: 2.000e-04, eta: 0:29:09, time: 0.242, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0231, loss_rpn_bbox: 0.0400, loss_cls: 0.1700, acc: 93.8789, loss_bbox: 0.1886, loss_mask: 0.2302, loss: 0.6518 2022-09-29 17:08:57,640 - mmdet - INFO - Epoch [12][150/7330] lr: 2.000e-04, eta: 0:28:57, time: 0.245, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0414, loss_cls: 0.1742, acc: 93.9102, loss_bbox: 0.1915, loss_mask: 0.2307, loss: 0.6630 2022-09-29 17:09:09,623 - mmdet - INFO - Epoch [12][200/7330] lr: 2.000e-04, eta: 0:28:45, time: 0.240, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0244, loss_rpn_bbox: 0.0421, loss_cls: 0.1691, acc: 93.9905, loss_bbox: 0.1877, loss_mask: 0.2273, loss: 0.6505 2022-09-29 17:09:21,760 - mmdet - INFO - Epoch [12][250/7330] lr: 2.000e-04, eta: 0:28:33, time: 0.243, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0405, loss_cls: 0.1748, acc: 93.9226, loss_bbox: 0.1916, loss_mask: 0.2258, loss: 0.6595 2022-09-29 17:09:33,798 - mmdet - INFO - Epoch [12][300/7330] lr: 2.000e-04, eta: 0:28:20, time: 0.241, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0423, loss_cls: 0.1741, acc: 93.9634, loss_bbox: 0.1876, loss_mask: 0.2271, loss: 0.6564 2022-09-29 17:09:45,890 - mmdet - INFO - Epoch [12][350/7330] lr: 2.000e-04, eta: 0:28:08, time: 0.242, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0239, loss_rpn_bbox: 0.0395, loss_cls: 0.1652, acc: 94.2014, loss_bbox: 0.1870, loss_mask: 0.2279, loss: 0.6436 2022-09-29 17:09:58,198 - mmdet - INFO - Epoch [12][400/7330] lr: 2.000e-04, eta: 0:27:56, time: 0.246, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0238, loss_rpn_bbox: 0.0414, loss_cls: 0.1724, acc: 93.8469, loss_bbox: 0.1864, loss_mask: 0.2252, loss: 0.6492 2022-09-29 17:10:10,359 - mmdet - INFO - Epoch [12][450/7330] lr: 2.000e-04, eta: 0:27:44, time: 0.243, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0234, loss_rpn_bbox: 0.0391, loss_cls: 0.1722, acc: 94.0276, loss_bbox: 0.1924, loss_mask: 0.2275, loss: 0.6547 2022-09-29 17:10:22,643 - mmdet - INFO - Epoch [12][500/7330] lr: 2.000e-04, eta: 0:27:32, time: 0.246, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0410, loss_cls: 0.1769, acc: 93.6792, loss_bbox: 0.1958, loss_mask: 0.2265, loss: 0.6674 2022-09-29 17:10:34,822 - mmdet - INFO - Epoch [12][550/7330] lr: 2.000e-04, eta: 0:27:20, time: 0.244, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0244, loss_rpn_bbox: 0.0403, loss_cls: 0.1687, acc: 93.9980, loss_bbox: 0.1870, loss_mask: 0.2267, loss: 0.6471 2022-09-29 17:10:47,030 - mmdet - INFO - Epoch [12][600/7330] lr: 2.000e-04, eta: 0:27:08, time: 0.244, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0244, loss_rpn_bbox: 0.0409, loss_cls: 0.1719, acc: 93.8931, loss_bbox: 0.1926, loss_mask: 0.2267, loss: 0.6564 2022-09-29 17:10:59,341 - mmdet - INFO - Epoch [12][650/7330] lr: 2.000e-04, eta: 0:26:56, time: 0.246, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0455, loss_cls: 0.1762, acc: 93.7822, loss_bbox: 0.1955, loss_mask: 0.2348, loss: 0.6774 2022-09-29 17:11:11,112 - mmdet - INFO - Epoch [12][700/7330] lr: 2.000e-04, eta: 0:26:44, time: 0.235, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0234, loss_rpn_bbox: 0.0409, loss_cls: 0.1646, acc: 94.2014, loss_bbox: 0.1823, loss_mask: 0.2297, loss: 0.6408 2022-09-29 17:11:23,248 - mmdet - INFO - Epoch [12][750/7330] lr: 2.000e-04, eta: 0:26:32, time: 0.243, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0425, loss_cls: 0.1713, acc: 94.0503, loss_bbox: 0.1915, loss_mask: 0.2330, loss: 0.6657 2022-09-29 17:11:35,255 - mmdet - INFO - Epoch [12][800/7330] lr: 2.000e-04, eta: 0:26:20, time: 0.240, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0238, loss_rpn_bbox: 0.0388, loss_cls: 0.1582, acc: 94.3745, loss_bbox: 0.1783, loss_mask: 0.2177, loss: 0.6168 2022-09-29 17:11:47,154 - mmdet - INFO - Epoch [12][850/7330] lr: 2.000e-04, eta: 0:26:07, time: 0.238, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0419, loss_cls: 0.1726, acc: 93.8899, loss_bbox: 0.1925, loss_mask: 0.2323, loss: 0.6663 2022-09-29 17:11:59,288 - mmdet - INFO - Epoch [12][900/7330] lr: 2.000e-04, eta: 0:25:55, time: 0.243, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0217, loss_rpn_bbox: 0.0382, loss_cls: 0.1627, acc: 94.2627, loss_bbox: 0.1819, loss_mask: 0.2234, loss: 0.6279 2022-09-29 17:12:11,235 - mmdet - INFO - Epoch [12][950/7330] lr: 2.000e-04, eta: 0:25:43, time: 0.239, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0242, loss_rpn_bbox: 0.0386, loss_cls: 0.1656, acc: 94.1577, loss_bbox: 0.1857, loss_mask: 0.2287, loss: 0.6429 2022-09-29 17:12:23,198 - mmdet - INFO - Epoch [12][1000/7330] lr: 2.000e-04, eta: 0:25:31, time: 0.239, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0251, loss_rpn_bbox: 0.0406, loss_cls: 0.1754, acc: 93.8472, loss_bbox: 0.1917, loss_mask: 0.2368, loss: 0.6695 2022-09-29 17:12:35,427 - mmdet - INFO - Epoch [12][1050/7330] lr: 2.000e-04, eta: 0:25:19, time: 0.245, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0440, loss_cls: 0.1765, acc: 93.7793, loss_bbox: 0.1948, loss_mask: 0.2313, loss: 0.6728 2022-09-29 17:12:47,285 - mmdet - INFO - Epoch [12][1100/7330] lr: 2.000e-04, eta: 0:25:07, time: 0.237, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0413, loss_cls: 0.1753, acc: 93.8523, loss_bbox: 0.1944, loss_mask: 0.2273, loss: 0.6631 2022-09-29 17:12:59,951 - mmdet - INFO - Epoch [12][1150/7330] lr: 2.000e-04, eta: 0:24:55, time: 0.253, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0423, loss_cls: 0.1711, acc: 93.8289, loss_bbox: 0.1890, loss_mask: 0.2260, loss: 0.6536 2022-09-29 17:13:12,437 - mmdet - INFO - Epoch [12][1200/7330] lr: 2.000e-04, eta: 0:24:43, time: 0.250, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0423, loss_cls: 0.1672, acc: 94.0210, loss_bbox: 0.1910, loss_mask: 0.2274, loss: 0.6538 2022-09-29 17:13:24,604 - mmdet - INFO - Epoch [12][1250/7330] lr: 2.000e-04, eta: 0:24:31, time: 0.243, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0406, loss_cls: 0.1751, acc: 93.8318, loss_bbox: 0.1824, loss_mask: 0.2228, loss: 0.6474 2022-09-29 17:13:36,849 - mmdet - INFO - Epoch [12][1300/7330] lr: 2.000e-04, eta: 0:24:19, time: 0.245, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0444, loss_cls: 0.1687, acc: 94.0669, loss_bbox: 0.1821, loss_mask: 0.2240, loss: 0.6445 2022-09-29 17:13:48,796 - mmdet - INFO - Epoch [12][1350/7330] lr: 2.000e-04, eta: 0:24:06, time: 0.239, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0244, loss_rpn_bbox: 0.0400, loss_cls: 0.1634, acc: 94.2485, loss_bbox: 0.1824, loss_mask: 0.2239, loss: 0.6341 2022-09-29 17:14:00,748 - mmdet - INFO - Epoch [12][1400/7330] lr: 2.000e-04, eta: 0:23:54, time: 0.239, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0242, loss_rpn_bbox: 0.0416, loss_cls: 0.1697, acc: 94.0151, loss_bbox: 0.1856, loss_mask: 0.2301, loss: 0.6512 2022-09-29 17:14:12,817 - mmdet - INFO - Epoch [12][1450/7330] lr: 2.000e-04, eta: 0:23:42, time: 0.241, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0251, loss_rpn_bbox: 0.0423, loss_cls: 0.1750, acc: 93.7517, loss_bbox: 0.1954, loss_mask: 0.2300, loss: 0.6678 2022-09-29 17:14:24,782 - mmdet - INFO - Epoch [12][1500/7330] lr: 2.000e-04, eta: 0:23:30, time: 0.239, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0225, loss_rpn_bbox: 0.0391, loss_cls: 0.1640, acc: 94.2126, loss_bbox: 0.1801, loss_mask: 0.2232, loss: 0.6289 2022-09-29 17:14:36,747 - mmdet - INFO - Epoch [12][1550/7330] lr: 2.000e-04, eta: 0:23:18, time: 0.239, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0246, loss_rpn_bbox: 0.0397, loss_cls: 0.1692, acc: 93.9548, loss_bbox: 0.1905, loss_mask: 0.2318, loss: 0.6558 2022-09-29 17:14:48,547 - mmdet - INFO - Epoch [12][1600/7330] lr: 2.000e-04, eta: 0:23:06, time: 0.236, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0234, loss_rpn_bbox: 0.0395, loss_cls: 0.1643, acc: 94.2244, loss_bbox: 0.1804, loss_mask: 0.2262, loss: 0.6339 2022-09-29 17:15:00,661 - mmdet - INFO - Epoch [12][1650/7330] lr: 2.000e-04, eta: 0:22:54, time: 0.242, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0421, loss_cls: 0.1766, acc: 93.7397, loss_bbox: 0.1907, loss_mask: 0.2294, loss: 0.6644 2022-09-29 17:15:12,647 - mmdet - INFO - Epoch [12][1700/7330] lr: 2.000e-04, eta: 0:22:42, time: 0.240, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0241, loss_rpn_bbox: 0.0417, loss_cls: 0.1697, acc: 94.0190, loss_bbox: 0.1845, loss_mask: 0.2302, loss: 0.6502 2022-09-29 17:15:24,529 - mmdet - INFO - Epoch [12][1750/7330] lr: 2.000e-04, eta: 0:22:30, time: 0.238, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0239, loss_rpn_bbox: 0.0394, loss_cls: 0.1626, acc: 94.2659, loss_bbox: 0.1813, loss_mask: 0.2260, loss: 0.6332 2022-09-29 17:15:36,718 - mmdet - INFO - Epoch [12][1800/7330] lr: 2.000e-04, eta: 0:22:18, time: 0.244, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0413, loss_cls: 0.1781, acc: 93.8081, loss_bbox: 0.1906, loss_mask: 0.2287, loss: 0.6650 2022-09-29 17:15:48,904 - mmdet - INFO - Epoch [12][1850/7330] lr: 2.000e-04, eta: 0:22:05, time: 0.244, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0428, loss_cls: 0.1768, acc: 93.7678, loss_bbox: 0.1965, loss_mask: 0.2287, loss: 0.6709 2022-09-29 17:16:00,905 - mmdet - INFO - Epoch [12][1900/7330] lr: 2.000e-04, eta: 0:21:53, time: 0.240, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0237, loss_rpn_bbox: 0.0396, loss_cls: 0.1668, acc: 94.2026, loss_bbox: 0.1841, loss_mask: 0.2229, loss: 0.6371 2022-09-29 17:16:12,875 - mmdet - INFO - Epoch [12][1950/7330] lr: 2.000e-04, eta: 0:21:41, time: 0.239, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0395, loss_cls: 0.1669, acc: 94.2310, loss_bbox: 0.1860, loss_mask: 0.2290, loss: 0.6465 2022-09-29 17:16:25,108 - mmdet - INFO - Epoch [12][2000/7330] lr: 2.000e-04, eta: 0:21:29, time: 0.245, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0403, loss_cls: 0.1640, acc: 94.1167, loss_bbox: 0.1854, loss_mask: 0.2280, loss: 0.6427 2022-09-29 17:16:37,323 - mmdet - INFO - Epoch [12][2050/7330] lr: 2.000e-04, eta: 0:21:17, time: 0.244, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0397, loss_cls: 0.1647, acc: 94.1521, loss_bbox: 0.1846, loss_mask: 0.2274, loss: 0.6413 2022-09-29 17:16:49,679 - mmdet - INFO - Epoch [12][2100/7330] lr: 2.000e-04, eta: 0:21:05, time: 0.247, data_time: 0.029, memory: 6940, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0429, loss_cls: 0.1807, acc: 93.4370, loss_bbox: 0.2009, loss_mask: 0.2319, loss: 0.6821 2022-09-29 17:17:01,825 - mmdet - INFO - Epoch [12][2150/7330] lr: 2.000e-04, eta: 0:20:53, time: 0.243, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0244, loss_rpn_bbox: 0.0392, loss_cls: 0.1722, acc: 93.9392, loss_bbox: 0.1890, loss_mask: 0.2264, loss: 0.6513 2022-09-29 17:17:13,946 - mmdet - INFO - Epoch [12][2200/7330] lr: 2.000e-04, eta: 0:20:41, time: 0.242, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0238, loss_rpn_bbox: 0.0402, loss_cls: 0.1702, acc: 94.0034, loss_bbox: 0.1904, loss_mask: 0.2269, loss: 0.6514 2022-09-29 17:17:25,890 - mmdet - INFO - Epoch [12][2250/7330] lr: 2.000e-04, eta: 0:20:29, time: 0.239, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0247, loss_rpn_bbox: 0.0409, loss_cls: 0.1623, acc: 94.2952, loss_bbox: 0.1853, loss_mask: 0.2224, loss: 0.6356 2022-09-29 17:17:37,995 - mmdet - INFO - Epoch [12][2300/7330] lr: 2.000e-04, eta: 0:20:17, time: 0.242, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0246, loss_rpn_bbox: 0.0413, loss_cls: 0.1732, acc: 93.8823, loss_bbox: 0.1911, loss_mask: 0.2309, loss: 0.6612 2022-09-29 17:17:50,405 - mmdet - INFO - Epoch [12][2350/7330] lr: 2.000e-04, eta: 0:20:04, time: 0.248, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0433, loss_cls: 0.1684, acc: 93.9651, loss_bbox: 0.1890, loss_mask: 0.2294, loss: 0.6569 2022-09-29 17:18:02,544 - mmdet - INFO - Epoch [12][2400/7330] lr: 2.000e-04, eta: 0:19:52, time: 0.243, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0239, loss_rpn_bbox: 0.0381, loss_cls: 0.1613, acc: 94.4243, loss_bbox: 0.1731, loss_mask: 0.2233, loss: 0.6197 2022-09-29 17:18:14,958 - mmdet - INFO - Epoch [12][2450/7330] lr: 2.000e-04, eta: 0:19:40, time: 0.248, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0439, loss_cls: 0.1686, acc: 93.9775, loss_bbox: 0.1880, loss_mask: 0.2286, loss: 0.6550 2022-09-29 17:18:27,142 - mmdet - INFO - Epoch [12][2500/7330] lr: 2.000e-04, eta: 0:19:28, time: 0.244, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0419, loss_cls: 0.1781, acc: 93.6494, loss_bbox: 0.1977, loss_mask: 0.2338, loss: 0.6777 2022-09-29 17:18:39,425 - mmdet - INFO - Epoch [12][2550/7330] lr: 2.000e-04, eta: 0:19:16, time: 0.246, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0418, loss_cls: 0.1761, acc: 93.7051, loss_bbox: 0.1928, loss_mask: 0.2288, loss: 0.6658 2022-09-29 17:18:51,477 - mmdet - INFO - Epoch [12][2600/7330] lr: 2.000e-04, eta: 0:19:04, time: 0.241, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0429, loss_cls: 0.1763, acc: 93.8376, loss_bbox: 0.1912, loss_mask: 0.2297, loss: 0.6675 2022-09-29 17:19:03,387 - mmdet - INFO - Epoch [12][2650/7330] lr: 2.000e-04, eta: 0:18:52, time: 0.238, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0424, loss_cls: 0.1647, acc: 94.2134, loss_bbox: 0.1861, loss_mask: 0.2338, loss: 0.6519 2022-09-29 17:19:15,664 - mmdet - INFO - Epoch [12][2700/7330] lr: 2.000e-04, eta: 0:18:40, time: 0.246, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0419, loss_cls: 0.1757, acc: 93.7979, loss_bbox: 0.1938, loss_mask: 0.2288, loss: 0.6662 2022-09-29 17:19:27,611 - mmdet - INFO - Epoch [12][2750/7330] lr: 2.000e-04, eta: 0:18:28, time: 0.239, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0240, loss_rpn_bbox: 0.0414, loss_cls: 0.1635, acc: 94.2434, loss_bbox: 0.1789, loss_mask: 0.2225, loss: 0.6303 2022-09-29 17:19:39,845 - mmdet - INFO - Epoch [12][2800/7330] lr: 2.000e-04, eta: 0:18:16, time: 0.245, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0435, loss_cls: 0.1749, acc: 93.7920, loss_bbox: 0.1930, loss_mask: 0.2270, loss: 0.6649 2022-09-29 17:19:52,015 - mmdet - INFO - Epoch [12][2850/7330] lr: 2.000e-04, eta: 0:18:04, time: 0.243, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0235, loss_rpn_bbox: 0.0411, loss_cls: 0.1734, acc: 93.8826, loss_bbox: 0.1911, loss_mask: 0.2285, loss: 0.6577 2022-09-29 17:20:03,793 - mmdet - INFO - Epoch [12][2900/7330] lr: 2.000e-04, eta: 0:17:51, time: 0.236, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0393, loss_cls: 0.1692, acc: 94.0510, loss_bbox: 0.1849, loss_mask: 0.2286, loss: 0.6474 2022-09-29 17:20:17,539 - mmdet - INFO - Epoch [12][2950/7330] lr: 2.000e-04, eta: 0:17:39, time: 0.275, data_time: 0.029, memory: 6940, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0424, loss_cls: 0.1804, acc: 93.5786, loss_bbox: 0.2009, loss_mask: 0.2365, loss: 0.6871 2022-09-29 17:20:29,648 - mmdet - INFO - Epoch [12][3000/7330] lr: 2.000e-04, eta: 0:17:27, time: 0.242, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0238, loss_rpn_bbox: 0.0413, loss_cls: 0.1656, acc: 94.0857, loss_bbox: 0.1838, loss_mask: 0.2239, loss: 0.6383 2022-09-29 17:20:41,606 - mmdet - INFO - Epoch [12][3050/7330] lr: 2.000e-04, eta: 0:17:15, time: 0.239, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0415, loss_cls: 0.1666, acc: 94.0239, loss_bbox: 0.1846, loss_mask: 0.2255, loss: 0.6453 2022-09-29 17:20:53,630 - mmdet - INFO - Epoch [12][3100/7330] lr: 2.000e-04, eta: 0:17:03, time: 0.240, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0247, loss_rpn_bbox: 0.0412, loss_cls: 0.1657, acc: 94.2212, loss_bbox: 0.1804, loss_mask: 0.2245, loss: 0.6364 2022-09-29 17:21:05,805 - mmdet - INFO - Epoch [12][3150/7330] lr: 2.000e-04, eta: 0:16:51, time: 0.243, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0421, loss_cls: 0.1742, acc: 93.8491, loss_bbox: 0.1938, loss_mask: 0.2317, loss: 0.6671 2022-09-29 17:21:18,043 - mmdet - INFO - Epoch [12][3200/7330] lr: 2.000e-04, eta: 0:16:39, time: 0.245, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0247, loss_rpn_bbox: 0.0429, loss_cls: 0.1730, acc: 93.8450, loss_bbox: 0.1890, loss_mask: 0.2290, loss: 0.6586 2022-09-29 17:21:30,214 - mmdet - INFO - Epoch [12][3250/7330] lr: 2.000e-04, eta: 0:16:27, time: 0.243, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0413, loss_cls: 0.1739, acc: 93.7910, loss_bbox: 0.1920, loss_mask: 0.2293, loss: 0.6624 2022-09-29 17:21:42,446 - mmdet - INFO - Epoch [12][3300/7330] lr: 2.000e-04, eta: 0:16:15, time: 0.245, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0425, loss_cls: 0.1760, acc: 93.6974, loss_bbox: 0.1947, loss_mask: 0.2328, loss: 0.6722 2022-09-29 17:21:54,509 - mmdet - INFO - Epoch [12][3350/7330] lr: 2.000e-04, eta: 0:16:03, time: 0.241, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0247, loss_rpn_bbox: 0.0412, loss_cls: 0.1645, acc: 94.1980, loss_bbox: 0.1848, loss_mask: 0.2235, loss: 0.6387 2022-09-29 17:22:06,569 - mmdet - INFO - Epoch [12][3400/7330] lr: 2.000e-04, eta: 0:15:51, time: 0.241, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0228, loss_rpn_bbox: 0.0386, loss_cls: 0.1652, acc: 94.1138, loss_bbox: 0.1798, loss_mask: 0.2232, loss: 0.6296 2022-09-29 17:22:18,813 - mmdet - INFO - Epoch [12][3450/7330] lr: 2.000e-04, eta: 0:15:38, time: 0.245, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0236, loss_rpn_bbox: 0.0403, loss_cls: 0.1730, acc: 93.8301, loss_bbox: 0.1918, loss_mask: 0.2289, loss: 0.6576 2022-09-29 17:22:30,857 - mmdet - INFO - Epoch [12][3500/7330] lr: 2.000e-04, eta: 0:15:26, time: 0.241, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0244, loss_rpn_bbox: 0.0427, loss_cls: 0.1699, acc: 93.9368, loss_bbox: 0.1893, loss_mask: 0.2270, loss: 0.6532 2022-09-29 17:22:42,717 - mmdet - INFO - Epoch [12][3550/7330] lr: 2.000e-04, eta: 0:15:14, time: 0.237, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0227, loss_rpn_bbox: 0.0399, loss_cls: 0.1653, acc: 94.1804, loss_bbox: 0.1843, loss_mask: 0.2216, loss: 0.6339 2022-09-29 17:22:54,856 - mmdet - INFO - Epoch [12][3600/7330] lr: 2.000e-04, eta: 0:15:02, time: 0.243, data_time: 0.029, memory: 6940, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0407, loss_cls: 0.1751, acc: 93.8269, loss_bbox: 0.1926, loss_mask: 0.2307, loss: 0.6657 2022-09-29 17:23:07,060 - mmdet - INFO - Epoch [12][3650/7330] lr: 2.000e-04, eta: 0:14:50, time: 0.244, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0234, loss_rpn_bbox: 0.0407, loss_cls: 0.1612, acc: 94.2751, loss_bbox: 0.1834, loss_mask: 0.2228, loss: 0.6314 2022-09-29 17:23:19,005 - mmdet - INFO - Epoch [12][3700/7330] lr: 2.000e-04, eta: 0:14:38, time: 0.239, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0403, loss_cls: 0.1712, acc: 93.9922, loss_bbox: 0.1901, loss_mask: 0.2264, loss: 0.6540 2022-09-29 17:23:30,922 - mmdet - INFO - Epoch [12][3750/7330] lr: 2.000e-04, eta: 0:14:26, time: 0.238, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0244, loss_rpn_bbox: 0.0415, loss_cls: 0.1694, acc: 94.0701, loss_bbox: 0.1860, loss_mask: 0.2250, loss: 0.6463 2022-09-29 17:23:43,228 - mmdet - INFO - Epoch [12][3800/7330] lr: 2.000e-04, eta: 0:14:14, time: 0.246, data_time: 0.019, memory: 6940, loss_rpn_cls: 0.0240, loss_rpn_bbox: 0.0409, loss_cls: 0.1693, acc: 94.0693, loss_bbox: 0.1837, loss_mask: 0.2223, loss: 0.6401 2022-09-29 17:23:55,241 - mmdet - INFO - Epoch [12][3850/7330] lr: 2.000e-04, eta: 0:14:02, time: 0.240, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0390, loss_cls: 0.1674, acc: 94.0767, loss_bbox: 0.1848, loss_mask: 0.2270, loss: 0.6433 2022-09-29 17:24:07,564 - mmdet - INFO - Epoch [12][3900/7330] lr: 2.000e-04, eta: 0:13:50, time: 0.246, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0409, loss_cls: 0.1694, acc: 94.0613, loss_bbox: 0.1879, loss_mask: 0.2284, loss: 0.6532 2022-09-29 17:24:19,644 - mmdet - INFO - Epoch [12][3950/7330] lr: 2.000e-04, eta: 0:13:37, time: 0.242, data_time: 0.027, memory: 6940, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0416, loss_cls: 0.1655, acc: 94.0310, loss_bbox: 0.1887, loss_mask: 0.2278, loss: 0.6486 2022-09-29 17:24:31,709 - mmdet - INFO - Epoch [12][4000/7330] lr: 2.000e-04, eta: 0:13:25, time: 0.241, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0404, loss_cls: 0.1750, acc: 93.7927, loss_bbox: 0.1920, loss_mask: 0.2286, loss: 0.6618 2022-09-29 17:24:43,504 - mmdet - INFO - Epoch [12][4050/7330] lr: 2.000e-04, eta: 0:13:13, time: 0.236, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0413, loss_cls: 0.1725, acc: 93.9897, loss_bbox: 0.1856, loss_mask: 0.2282, loss: 0.6526 2022-09-29 17:24:55,593 - mmdet - INFO - Epoch [12][4100/7330] lr: 2.000e-04, eta: 0:13:01, time: 0.242, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0428, loss_cls: 0.1683, acc: 94.0574, loss_bbox: 0.1857, loss_mask: 0.2267, loss: 0.6490 2022-09-29 17:25:07,479 - mmdet - INFO - Epoch [12][4150/7330] lr: 2.000e-04, eta: 0:12:49, time: 0.238, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0408, loss_cls: 0.1718, acc: 93.9509, loss_bbox: 0.1882, loss_mask: 0.2267, loss: 0.6536 2022-09-29 17:25:19,681 - mmdet - INFO - Epoch [12][4200/7330] lr: 2.000e-04, eta: 0:12:37, time: 0.244, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0434, loss_cls: 0.1724, acc: 93.9724, loss_bbox: 0.1861, loss_mask: 0.2233, loss: 0.6510 2022-09-29 17:25:31,742 - mmdet - INFO - Epoch [12][4250/7330] lr: 2.000e-04, eta: 0:12:25, time: 0.241, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0251, loss_rpn_bbox: 0.0394, loss_cls: 0.1677, acc: 94.0339, loss_bbox: 0.1848, loss_mask: 0.2284, loss: 0.6455 2022-09-29 17:25:43,814 - mmdet - INFO - Epoch [12][4300/7330] lr: 2.000e-04, eta: 0:12:13, time: 0.241, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0420, loss_cls: 0.1767, acc: 93.8799, loss_bbox: 0.1922, loss_mask: 0.2319, loss: 0.6688 2022-09-29 17:25:55,805 - mmdet - INFO - Epoch [12][4350/7330] lr: 2.000e-04, eta: 0:12:01, time: 0.240, data_time: 0.028, memory: 6940, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0424, loss_cls: 0.1755, acc: 93.9001, loss_bbox: 0.1912, loss_mask: 0.2264, loss: 0.6604 2022-09-29 17:26:07,846 - mmdet - INFO - Epoch [12][4400/7330] lr: 2.000e-04, eta: 0:11:49, time: 0.241, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0427, loss_cls: 0.1738, acc: 93.8647, loss_bbox: 0.1930, loss_mask: 0.2281, loss: 0.6633 2022-09-29 17:26:19,956 - mmdet - INFO - Epoch [12][4450/7330] lr: 2.000e-04, eta: 0:11:36, time: 0.242, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0244, loss_rpn_bbox: 0.0400, loss_cls: 0.1687, acc: 94.0642, loss_bbox: 0.1841, loss_mask: 0.2252, loss: 0.6424 2022-09-29 17:26:32,049 - mmdet - INFO - Epoch [12][4500/7330] lr: 2.000e-04, eta: 0:11:24, time: 0.242, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0236, loss_rpn_bbox: 0.0413, loss_cls: 0.1714, acc: 93.9363, loss_bbox: 0.1898, loss_mask: 0.2266, loss: 0.6528 2022-09-29 17:26:44,095 - mmdet - INFO - Epoch [12][4550/7330] lr: 2.000e-04, eta: 0:11:12, time: 0.241, data_time: 0.028, memory: 6940, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0411, loss_cls: 0.1736, acc: 93.8188, loss_bbox: 0.1892, loss_mask: 0.2256, loss: 0.6553 2022-09-29 17:26:56,023 - mmdet - INFO - Epoch [12][4600/7330] lr: 2.000e-04, eta: 0:11:00, time: 0.239, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0405, loss_cls: 0.1654, acc: 94.1658, loss_bbox: 0.1817, loss_mask: 0.2216, loss: 0.6343 2022-09-29 17:27:08,149 - mmdet - INFO - Epoch [12][4650/7330] lr: 2.000e-04, eta: 0:10:48, time: 0.243, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0431, loss_cls: 0.1697, acc: 94.0400, loss_bbox: 0.1852, loss_mask: 0.2272, loss: 0.6503 2022-09-29 17:27:20,282 - mmdet - INFO - Epoch [12][4700/7330] lr: 2.000e-04, eta: 0:10:36, time: 0.243, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0411, loss_cls: 0.1744, acc: 93.8655, loss_bbox: 0.1930, loss_mask: 0.2276, loss: 0.6630 2022-09-29 17:27:32,397 - mmdet - INFO - Epoch [12][4750/7330] lr: 2.000e-04, eta: 0:10:24, time: 0.242, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0439, loss_cls: 0.1740, acc: 93.8257, loss_bbox: 0.1962, loss_mask: 0.2321, loss: 0.6719 2022-09-29 17:27:44,716 - mmdet - INFO - Epoch [12][4800/7330] lr: 2.000e-04, eta: 0:10:12, time: 0.246, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0235, loss_rpn_bbox: 0.0420, loss_cls: 0.1651, acc: 94.0813, loss_bbox: 0.1893, loss_mask: 0.2296, loss: 0.6496 2022-09-29 17:27:56,709 - mmdet - INFO - Epoch [12][4850/7330] lr: 2.000e-04, eta: 0:10:00, time: 0.240, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0237, loss_rpn_bbox: 0.0405, loss_cls: 0.1632, acc: 94.2441, loss_bbox: 0.1859, loss_mask: 0.2260, loss: 0.6394 2022-09-29 17:28:08,776 - mmdet - INFO - Epoch [12][4900/7330] lr: 2.000e-04, eta: 0:09:48, time: 0.241, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0409, loss_cls: 0.1679, acc: 94.0950, loss_bbox: 0.1844, loss_mask: 0.2235, loss: 0.6416 2022-09-29 17:28:20,980 - mmdet - INFO - Epoch [12][4950/7330] lr: 2.000e-04, eta: 0:09:35, time: 0.244, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0416, loss_cls: 0.1656, acc: 94.0952, loss_bbox: 0.1853, loss_mask: 0.2255, loss: 0.6433 2022-09-29 17:28:33,092 - mmdet - INFO - Epoch [12][5000/7330] lr: 2.000e-04, eta: 0:09:23, time: 0.242, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0431, loss_cls: 0.1699, acc: 94.0503, loss_bbox: 0.1854, loss_mask: 0.2224, loss: 0.6456 2022-09-29 17:28:45,270 - mmdet - INFO - Epoch [12][5050/7330] lr: 2.000e-04, eta: 0:09:11, time: 0.244, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0414, loss_cls: 0.1754, acc: 93.8687, loss_bbox: 0.1917, loss_mask: 0.2268, loss: 0.6625 2022-09-29 17:28:57,549 - mmdet - INFO - Epoch [12][5100/7330] lr: 2.000e-04, eta: 0:08:59, time: 0.246, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0427, loss_cls: 0.1711, acc: 93.8035, loss_bbox: 0.1934, loss_mask: 0.2324, loss: 0.6653 2022-09-29 17:29:09,536 - mmdet - INFO - Epoch [12][5150/7330] lr: 2.000e-04, eta: 0:08:47, time: 0.240, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0240, loss_rpn_bbox: 0.0399, loss_cls: 0.1680, acc: 94.1421, loss_bbox: 0.1898, loss_mask: 0.2244, loss: 0.6461 2022-09-29 17:29:21,762 - mmdet - INFO - Epoch [12][5200/7330] lr: 2.000e-04, eta: 0:08:35, time: 0.245, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0424, loss_cls: 0.1708, acc: 93.8428, loss_bbox: 0.1887, loss_mask: 0.2243, loss: 0.6529 2022-09-29 17:29:33,536 - mmdet - INFO - Epoch [12][5250/7330] lr: 2.000e-04, eta: 0:08:23, time: 0.235, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0416, loss_cls: 0.1778, acc: 93.7939, loss_bbox: 0.1927, loss_mask: 0.2267, loss: 0.6660 2022-09-29 17:29:45,790 - mmdet - INFO - Epoch [12][5300/7330] lr: 2.000e-04, eta: 0:08:11, time: 0.245, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0414, loss_cls: 0.1721, acc: 93.9233, loss_bbox: 0.1875, loss_mask: 0.2255, loss: 0.6528 2022-09-29 17:29:57,693 - mmdet - INFO - Epoch [12][5350/7330] lr: 2.000e-04, eta: 0:07:59, time: 0.238, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0244, loss_rpn_bbox: 0.0381, loss_cls: 0.1623, acc: 94.3071, loss_bbox: 0.1805, loss_mask: 0.2216, loss: 0.6269 2022-09-29 17:30:09,781 - mmdet - INFO - Epoch [12][5400/7330] lr: 2.000e-04, eta: 0:07:47, time: 0.242, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0244, loss_rpn_bbox: 0.0415, loss_cls: 0.1681, acc: 94.1208, loss_bbox: 0.1894, loss_mask: 0.2287, loss: 0.6519 2022-09-29 17:30:21,696 - mmdet - INFO - Epoch [12][5450/7330] lr: 2.000e-04, eta: 0:07:34, time: 0.238, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0438, loss_cls: 0.1761, acc: 93.8325, loss_bbox: 0.1971, loss_mask: 0.2321, loss: 0.6775 2022-09-29 17:30:33,805 - mmdet - INFO - Epoch [12][5500/7330] lr: 2.000e-04, eta: 0:07:22, time: 0.242, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0245, loss_rpn_bbox: 0.0419, loss_cls: 0.1699, acc: 94.0283, loss_bbox: 0.1878, loss_mask: 0.2267, loss: 0.6509 2022-09-29 17:30:46,054 - mmdet - INFO - Epoch [12][5550/7330] lr: 2.000e-04, eta: 0:07:10, time: 0.245, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0406, loss_cls: 0.1739, acc: 93.7852, loss_bbox: 0.1956, loss_mask: 0.2269, loss: 0.6622 2022-09-29 17:30:58,451 - mmdet - INFO - Epoch [12][5600/7330] lr: 2.000e-04, eta: 0:06:58, time: 0.248, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0414, loss_cls: 0.1729, acc: 93.8804, loss_bbox: 0.1911, loss_mask: 0.2319, loss: 0.6636 2022-09-29 17:31:10,408 - mmdet - INFO - Epoch [12][5650/7330] lr: 2.000e-04, eta: 0:06:46, time: 0.239, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0235, loss_rpn_bbox: 0.0383, loss_cls: 0.1659, acc: 94.2783, loss_bbox: 0.1777, loss_mask: 0.2219, loss: 0.6273 2022-09-29 17:31:22,259 - mmdet - INFO - Epoch [12][5700/7330] lr: 2.000e-04, eta: 0:06:34, time: 0.237, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0247, loss_rpn_bbox: 0.0393, loss_cls: 0.1698, acc: 94.0317, loss_bbox: 0.1819, loss_mask: 0.2204, loss: 0.6361 2022-09-29 17:31:34,505 - mmdet - INFO - Epoch [12][5750/7330] lr: 2.000e-04, eta: 0:06:22, time: 0.245, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0428, loss_cls: 0.1734, acc: 93.9197, loss_bbox: 0.1868, loss_mask: 0.2277, loss: 0.6568 2022-09-29 17:31:46,515 - mmdet - INFO - Epoch [12][5800/7330] lr: 2.000e-04, eta: 0:06:10, time: 0.240, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0420, loss_cls: 0.1649, acc: 94.1660, loss_bbox: 0.1840, loss_mask: 0.2290, loss: 0.6452 2022-09-29 17:31:58,412 - mmdet - INFO - Epoch [12][5850/7330] lr: 2.000e-04, eta: 0:05:58, time: 0.238, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0234, loss_rpn_bbox: 0.0399, loss_cls: 0.1755, acc: 93.7825, loss_bbox: 0.1927, loss_mask: 0.2286, loss: 0.6602 2022-09-29 17:32:10,322 - mmdet - INFO - Epoch [12][5900/7330] lr: 2.000e-04, eta: 0:05:46, time: 0.238, data_time: 0.026, memory: 6940, loss_rpn_cls: 0.0241, loss_rpn_bbox: 0.0374, loss_cls: 0.1631, acc: 94.2214, loss_bbox: 0.1833, loss_mask: 0.2231, loss: 0.6311 2022-09-29 17:32:22,427 - mmdet - INFO - Epoch [12][5950/7330] lr: 2.000e-04, eta: 0:05:33, time: 0.242, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0420, loss_cls: 0.1741, acc: 93.8928, loss_bbox: 0.1912, loss_mask: 0.2300, loss: 0.6633 2022-09-29 17:32:34,615 - mmdet - INFO - Epoch [12][6000/7330] lr: 2.000e-04, eta: 0:05:21, time: 0.244, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0444, loss_cls: 0.1791, acc: 93.7222, loss_bbox: 0.1968, loss_mask: 0.2322, loss: 0.6781 2022-09-29 17:32:46,639 - mmdet - INFO - Epoch [12][6050/7330] lr: 2.000e-04, eta: 0:05:09, time: 0.240, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0235, loss_rpn_bbox: 0.0401, loss_cls: 0.1668, acc: 94.2617, loss_bbox: 0.1812, loss_mask: 0.2302, loss: 0.6417 2022-09-29 17:32:58,947 - mmdet - INFO - Epoch [12][6100/7330] lr: 2.000e-04, eta: 0:04:57, time: 0.246, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0418, loss_cls: 0.1779, acc: 93.7356, loss_bbox: 0.1928, loss_mask: 0.2310, loss: 0.6684 2022-09-29 17:33:11,172 - mmdet - INFO - Epoch [12][6150/7330] lr: 2.000e-04, eta: 0:04:45, time: 0.244, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0417, loss_cls: 0.1683, acc: 94.0933, loss_bbox: 0.1876, loss_mask: 0.2276, loss: 0.6507 2022-09-29 17:33:23,435 - mmdet - INFO - Epoch [12][6200/7330] lr: 2.000e-04, eta: 0:04:33, time: 0.245, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0247, loss_rpn_bbox: 0.0409, loss_cls: 0.1716, acc: 93.8999, loss_bbox: 0.1895, loss_mask: 0.2293, loss: 0.6560 2022-09-29 17:33:35,513 - mmdet - INFO - Epoch [12][6250/7330] lr: 2.000e-04, eta: 0:04:21, time: 0.242, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0406, loss_cls: 0.1723, acc: 93.8972, loss_bbox: 0.1864, loss_mask: 0.2258, loss: 0.6509 2022-09-29 17:33:47,664 - mmdet - INFO - Epoch [12][6300/7330] lr: 2.000e-04, eta: 0:04:09, time: 0.243, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0251, loss_rpn_bbox: 0.0433, loss_cls: 0.1853, acc: 93.5142, loss_bbox: 0.2035, loss_mask: 0.2305, loss: 0.6878 2022-09-29 17:33:59,847 - mmdet - INFO - Epoch [12][6350/7330] lr: 2.000e-04, eta: 0:03:57, time: 0.244, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0425, loss_cls: 0.1767, acc: 93.7275, loss_bbox: 0.1988, loss_mask: 0.2335, loss: 0.6784 2022-09-29 17:34:11,934 - mmdet - INFO - Epoch [12][6400/7330] lr: 2.000e-04, eta: 0:03:45, time: 0.242, data_time: 0.020, memory: 6940, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0420, loss_cls: 0.1717, acc: 94.0061, loss_bbox: 0.1895, loss_mask: 0.2283, loss: 0.6583 2022-09-29 17:34:24,468 - mmdet - INFO - Epoch [12][6450/7330] lr: 2.000e-04, eta: 0:03:32, time: 0.251, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0426, loss_cls: 0.1734, acc: 93.8477, loss_bbox: 0.1909, loss_mask: 0.2259, loss: 0.6583 2022-09-29 17:34:36,776 - mmdet - INFO - Epoch [12][6500/7330] lr: 2.000e-04, eta: 0:03:20, time: 0.246, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0431, loss_cls: 0.1720, acc: 93.8955, loss_bbox: 0.1929, loss_mask: 0.2320, loss: 0.6659 2022-09-29 17:34:48,804 - mmdet - INFO - Epoch [12][6550/7330] lr: 2.000e-04, eta: 0:03:08, time: 0.241, data_time: 0.025, memory: 6940, loss_rpn_cls: 0.0239, loss_rpn_bbox: 0.0402, loss_cls: 0.1776, acc: 93.8057, loss_bbox: 0.1929, loss_mask: 0.2352, loss: 0.6697 2022-09-29 17:35:00,683 - mmdet - INFO - Epoch [12][6600/7330] lr: 2.000e-04, eta: 0:02:56, time: 0.238, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0389, loss_cls: 0.1654, acc: 94.1948, loss_bbox: 0.1807, loss_mask: 0.2250, loss: 0.6350 2022-09-29 17:35:12,742 - mmdet - INFO - Epoch [12][6650/7330] lr: 2.000e-04, eta: 0:02:44, time: 0.241, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0416, loss_cls: 0.1727, acc: 93.8311, loss_bbox: 0.1914, loss_mask: 0.2276, loss: 0.6584 2022-09-29 17:35:24,907 - mmdet - INFO - Epoch [12][6700/7330] lr: 2.000e-04, eta: 0:02:32, time: 0.243, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0237, loss_rpn_bbox: 0.0396, loss_cls: 0.1663, acc: 94.1685, loss_bbox: 0.1844, loss_mask: 0.2296, loss: 0.6436 2022-09-29 17:35:37,083 - mmdet - INFO - Epoch [12][6750/7330] lr: 2.000e-04, eta: 0:02:20, time: 0.244, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0408, loss_cls: 0.1658, acc: 94.0603, loss_bbox: 0.1873, loss_mask: 0.2276, loss: 0.6466 2022-09-29 17:35:49,309 - mmdet - INFO - Epoch [12][6800/7330] lr: 2.000e-04, eta: 0:02:08, time: 0.245, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0408, loss_cls: 0.1724, acc: 93.8647, loss_bbox: 0.1914, loss_mask: 0.2296, loss: 0.6597 2022-09-29 17:36:01,259 - mmdet - INFO - Epoch [12][6850/7330] lr: 2.000e-04, eta: 0:01:56, time: 0.239, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0413, loss_cls: 0.1633, acc: 94.2700, loss_bbox: 0.1783, loss_mask: 0.2232, loss: 0.6316 2022-09-29 17:36:13,225 - mmdet - INFO - Epoch [12][6900/7330] lr: 2.000e-04, eta: 0:01:44, time: 0.239, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0402, loss_cls: 0.1672, acc: 94.1152, loss_bbox: 0.1877, loss_mask: 0.2290, loss: 0.6501 2022-09-29 17:36:25,485 - mmdet - INFO - Epoch [12][6950/7330] lr: 2.000e-04, eta: 0:01:31, time: 0.245, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0403, loss_cls: 0.1719, acc: 93.9316, loss_bbox: 0.1878, loss_mask: 0.2282, loss: 0.6535 2022-09-29 17:36:37,388 - mmdet - INFO - Epoch [12][7000/7330] lr: 2.000e-04, eta: 0:01:19, time: 0.238, data_time: 0.022, memory: 6940, loss_rpn_cls: 0.0240, loss_rpn_bbox: 0.0380, loss_cls: 0.1624, acc: 94.2834, loss_bbox: 0.1810, loss_mask: 0.2251, loss: 0.6305 2022-09-29 17:36:49,329 - mmdet - INFO - Epoch [12][7050/7330] lr: 2.000e-04, eta: 0:01:07, time: 0.239, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0404, loss_cls: 0.1711, acc: 93.9451, loss_bbox: 0.1880, loss_mask: 0.2267, loss: 0.6520 2022-09-29 17:37:01,600 - mmdet - INFO - Epoch [12][7100/7330] lr: 2.000e-04, eta: 0:00:55, time: 0.245, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0444, loss_cls: 0.1757, acc: 93.7605, loss_bbox: 0.1940, loss_mask: 0.2321, loss: 0.6721 2022-09-29 17:37:13,694 - mmdet - INFO - Epoch [12][7150/7330] lr: 2.000e-04, eta: 0:00:43, time: 0.242, data_time: 0.023, memory: 6940, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0411, loss_cls: 0.1699, acc: 94.1572, loss_bbox: 0.1809, loss_mask: 0.2231, loss: 0.6413 2022-09-29 17:37:25,851 - mmdet - INFO - Epoch [12][7200/7330] lr: 2.000e-04, eta: 0:00:31, time: 0.243, data_time: 0.024, memory: 6940, loss_rpn_cls: 0.0240, loss_rpn_bbox: 0.0403, loss_cls: 0.1665, acc: 94.1108, loss_bbox: 0.1876, loss_mask: 0.2307, loss: 0.6492 2022-09-29 17:37:38,024 - mmdet - INFO - Epoch [12][7250/7330] lr: 2.000e-04, eta: 0:00:19, time: 0.243, data_time: 0.021, memory: 6940, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0405, loss_cls: 0.1626, acc: 94.1587, loss_bbox: 0.1885, loss_mask: 0.2254, loss: 0.6429 2022-09-29 17:37:50,440 - mmdet - INFO - Epoch [12][7300/7330] lr: 2.000e-04, eta: 0:00:07, time: 0.248, data_time: 0.029, memory: 6940, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0421, loss_cls: 0.1789, acc: 93.7124, loss_bbox: 0.1943, loss_mask: 0.2292, loss: 0.6713 2022-09-29 17:37:57,766 - mmdet - INFO - Saving checkpoint at 12 epochs 2022-09-29 17:38:43,756 - mmdet - INFO - Evaluating bbox... 2022-09-29 17:39:16,283 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.417 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.617 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.455 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.243 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.460 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.542 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.562 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.562 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.562 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.360 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.601 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.715 2022-09-29 17:39:16,283 - mmdet - INFO - Evaluating segm... 2022-09-29 17:39:53,355 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.371 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.584 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.398 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.182 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.399 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.534 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.503 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.503 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.503 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.307 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.538 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.659 2022-09-29 17:39:53,871 - mmdet - INFO - The previous best checkpoint /home/tiger/code/mmdet/work_dirs/finetune_mask-rcnn_1x_coco_pixpro-init_moco-setting/best_bbox_mAP_epoch_11.pth was removed 2022-09-29 17:39:54,662 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_12.pth. 2022-09-29 17:39:54,663 - mmdet - INFO - Best bbox_mAP is 0.4170 at 12 epoch. 2022-09-29 17:39:54,663 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_mstrain_1x_coco.py 2022-09-29 17:39:54,663 - mmdet - INFO - Epoch(val) [12][625] bbox_mAP: 0.4170, bbox_mAP_50: 0.6170, bbox_mAP_75: 0.4550, bbox_mAP_s: 0.2430, bbox_mAP_m: 0.4600, bbox_mAP_l: 0.5420, bbox_mAP_copypaste: 0.417 0.617 0.455 0.243 0.460 0.542, segm_mAP: 0.3710, segm_mAP_50: 0.5840, segm_mAP_75: 0.3980, segm_mAP_s: 0.1820, segm_mAP_m: 0.3990, segm_mAP_l: 0.5340, segm_mAP_copypaste: 0.371 0.584 0.398 0.182 0.399 0.534