{"env_info": "sys.platform: linux\nPython: 3.7.0 (default, Oct 9 2018, 10:31:47) [GCC 7.3.0]\nCUDA available: True\nGPU 0,1,2,3,4,5,6,7: NVIDIA A100-SXM4-80GB\nCUDA_HOME: /mnt/lustre/share/cuda-11.1\nNVCC: Build cuda_11.1.TC455_06.29069683_0\nGCC: gcc (GCC) 7.3.0\nPyTorch: 1.9.0+cu111\nPyTorch compiling details: PyTorch built with:\n - GCC 7.3\n - C++ Version: 201402\n - Intel(R) Math Kernel Library Version 2020.0.0 Product Build 20191122 for Intel(R) 64 architecture applications\n - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb)\n - OpenMP 201511 (a.k.a. OpenMP 4.5)\n - NNPACK is enabled\n - CPU capability usage: AVX2\n - CUDA Runtime 11.1\n - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86\n - CuDNN 8.0.5\n - Magma 2.5.2\n - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, 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 -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=1.9.0, 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, \n\nTorchVision: 0.10.0+cu111\nOpenCV: 4.6.0\nMMCV: 1.4.2\nMMCV Compiler: GCC 7.3\nMMCV CUDA Compiler: 11.1\nMMDetection: 2.22.0+", "config": "model = dict(\n type='MaskRCNN',\n backbone=dict(\n type='DCNv3_5_Post',\n deform_points=9,\n embed_dim=112,\n depths=[4, 4, 21, 4],\n num_heads=[7, 14, 28, 56],\n deform_padding=True,\n dilation_rates=[1],\n kernel_size=3,\n mlp_ratio=4.0,\n drop_path_rate=0.5,\n op_types=['D', 'D', 'D', 'D'],\n out_indices=(0, 1, 2, 3),\n dcnv3_core_type='MSDeformAttnGrid1_softmax',\n layer_scale=1.0,\n cpe_norm_layer='LN',\n init_cfg=dict(\n type='Pretrained',\n checkpoint=\n '/mnt/petrelfs/wangwenhai/workspace/DCNv3-dev/classification/work_dirs_shared/dcnv3_5_post_b_v3_ls_2n/ckpt_epoch_299.pth'\n )),\n neck=dict(\n type='FPN',\n in_channels=[112, 224, 448, 896],\n out_channels=256,\n num_outs=5),\n rpn_head=dict(\n type='RPNHead',\n in_channels=256,\n feat_channels=256,\n anchor_generator=dict(\n type='AnchorGenerator',\n scales=[8],\n ratios=[0.5, 1.0, 2.0],\n strides=[4, 8, 16, 32, 64]),\n bbox_coder=dict(\n type='DeltaXYWHBBoxCoder',\n target_means=[0.0, 0.0, 0.0, 0.0],\n target_stds=[1.0, 1.0, 1.0, 1.0]),\n loss_cls=dict(\n type='CrossEntropyLoss', use_sigmoid=True, loss_weight=1.0),\n loss_bbox=dict(type='L1Loss', loss_weight=1.0)),\n roi_head=dict(\n type='StandardRoIHead',\n bbox_roi_extractor=dict(\n type='SingleRoIExtractor',\n roi_layer=dict(type='RoIAlign', output_size=7, sampling_ratio=0),\n out_channels=256,\n featmap_strides=[4, 8, 16, 32]),\n bbox_head=dict(\n type='Shared2FCBBoxHead',\n in_channels=256,\n fc_out_channels=1024,\n roi_feat_size=7,\n num_classes=80,\n bbox_coder=dict(\n type='DeltaXYWHBBoxCoder',\n target_means=[0.0, 0.0, 0.0, 0.0],\n target_stds=[0.1, 0.1, 0.2, 0.2]),\n reg_class_agnostic=False,\n loss_cls=dict(\n type='CrossEntropyLoss', use_sigmoid=False, loss_weight=1.0),\n loss_bbox=dict(type='L1Loss', loss_weight=1.0)),\n mask_roi_extractor=dict(\n type='SingleRoIExtractor',\n roi_layer=dict(type='RoIAlign', output_size=14, sampling_ratio=0),\n out_channels=256,\n featmap_strides=[4, 8, 16, 32]),\n mask_head=dict(\n type='FCNMaskHead',\n num_convs=4,\n in_channels=256,\n conv_out_channels=256,\n num_classes=80,\n loss_mask=dict(\n type='CrossEntropyLoss', use_mask=True, loss_weight=1.0))),\n train_cfg=dict(\n rpn=dict(\n assigner=dict(\n type='MaxIoUAssigner',\n pos_iou_thr=0.7,\n neg_iou_thr=0.3,\n min_pos_iou=0.3,\n match_low_quality=True,\n ignore_iof_thr=-1),\n sampler=dict(\n type='RandomSampler',\n num=256,\n pos_fraction=0.5,\n neg_pos_ub=-1,\n add_gt_as_proposals=False),\n allowed_border=-1,\n pos_weight=-1,\n debug=False),\n rpn_proposal=dict(\n nms_pre=2000,\n max_per_img=1000,\n nms=dict(type='nms', iou_threshold=0.7),\n min_bbox_size=0),\n rcnn=dict(\n assigner=dict(\n type='MaxIoUAssigner',\n pos_iou_thr=0.5,\n neg_iou_thr=0.5,\n min_pos_iou=0.5,\n match_low_quality=True,\n ignore_iof_thr=-1),\n sampler=dict(\n type='RandomSampler',\n num=512,\n pos_fraction=0.25,\n neg_pos_ub=-1,\n add_gt_as_proposals=True),\n mask_size=28,\n pos_weight=-1,\n debug=False)),\n test_cfg=dict(\n rpn=dict(\n nms_pre=1000,\n max_per_img=1000,\n nms=dict(type='nms', iou_threshold=0.7),\n min_bbox_size=0),\n rcnn=dict(\n score_thr=0.05,\n nms=dict(type='nms', iou_threshold=0.5),\n max_per_img=100,\n mask_thr_binary=0.5)))\ndataset_type = 'CocoDataset'\ndata_root = 'data/coco/'\nimg_norm_cfg = dict(\n mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True)\ntrain_pipeline = [\n dict(type='LoadImageFromFile'),\n dict(type='LoadAnnotations', with_bbox=True, with_mask=True),\n dict(type='RandomFlip', flip_ratio=0.5),\n dict(\n type='AutoAugment',\n policies=[[{\n 'type':\n 'Resize',\n 'img_scale': [(480, 1333), (512, 1333), (544, 1333), (576, 1333),\n (608, 1333), (640, 1333), (672, 1333), (704, 1333),\n (736, 1333), (768, 1333), (800, 1333)],\n 'multiscale_mode':\n 'value',\n 'keep_ratio':\n True\n }],\n [{\n 'type': 'Resize',\n 'img_scale': [(400, 1333), (500, 1333), (600, 1333)],\n 'multiscale_mode': 'value',\n 'keep_ratio': True\n }, {\n 'type': 'RandomCrop',\n 'crop_type': 'absolute_range',\n 'crop_size': (384, 600),\n 'allow_negative_crop': True\n }, {\n 'type':\n 'Resize',\n 'img_scale': [(480, 1333), (512, 1333), (544, 1333),\n (576, 1333), (608, 1333), (640, 1333),\n (672, 1333), (704, 1333), (736, 1333),\n (768, 1333), (800, 1333)],\n 'multiscale_mode':\n 'value',\n 'override':\n True,\n 'keep_ratio':\n True\n }]]),\n dict(\n type='Normalize',\n mean=[123.675, 116.28, 103.53],\n std=[58.395, 57.12, 57.375],\n to_rgb=True),\n dict(type='Pad', size_divisor=32),\n dict(type='DefaultFormatBundle'),\n dict(type='Collect', keys=['img', 'gt_bboxes', 'gt_labels', 'gt_masks'])\n]\ntest_pipeline = [\n dict(type='LoadImageFromFile'),\n dict(\n type='MultiScaleFlipAug',\n img_scale=(1333, 800),\n flip=False,\n transforms=[\n dict(type='Resize', keep_ratio=True),\n dict(type='RandomFlip'),\n dict(\n type='Normalize',\n mean=[123.675, 116.28, 103.53],\n std=[58.395, 57.12, 57.375],\n to_rgb=True),\n dict(type='Pad', size_divisor=32),\n dict(type='ImageToTensor', keys=['img']),\n dict(type='Collect', keys=['img'])\n ])\n]\ndata = dict(\n samples_per_gpu=2,\n workers_per_gpu=2,\n train=dict(\n type='CocoDataset',\n ann_file='data/coco/annotations/instances_train2017.json',\n img_prefix='data/coco/train2017/',\n pipeline=[\n dict(type='LoadImageFromFile'),\n dict(type='LoadAnnotations', with_bbox=True, with_mask=True),\n dict(type='RandomFlip', flip_ratio=0.5),\n dict(\n type='AutoAugment',\n policies=[[{\n 'type':\n 'Resize',\n 'img_scale': [(480, 1333), (512, 1333), (544, 1333),\n (576, 1333), (608, 1333), (640, 1333),\n (672, 1333), (704, 1333), (736, 1333),\n (768, 1333), (800, 1333)],\n 'multiscale_mode':\n 'value',\n 'keep_ratio':\n True\n }],\n [{\n 'type': 'Resize',\n 'img_scale': [(400, 1333), (500, 1333),\n (600, 1333)],\n 'multiscale_mode': 'value',\n 'keep_ratio': True\n }, {\n 'type': 'RandomCrop',\n 'crop_type': 'absolute_range',\n 'crop_size': (384, 600),\n 'allow_negative_crop': True\n }, {\n 'type':\n 'Resize',\n 'img_scale': [(480, 1333), (512, 1333),\n (544, 1333), (576, 1333),\n (608, 1333), (640, 1333),\n (672, 1333), (704, 1333),\n (736, 1333), (768, 1333),\n (800, 1333)],\n 'multiscale_mode':\n 'value',\n 'override':\n True,\n 'keep_ratio':\n True\n }]]),\n dict(\n type='Normalize',\n mean=[123.675, 116.28, 103.53],\n std=[58.395, 57.12, 57.375],\n to_rgb=True),\n dict(type='Pad', size_divisor=32),\n dict(type='DefaultFormatBundle'),\n dict(\n type='Collect',\n keys=['img', 'gt_bboxes', 'gt_labels', 'gt_masks'])\n ]),\n val=dict(\n type='CocoDataset',\n ann_file='data/coco/annotations/instances_val2017.json',\n img_prefix='data/coco/val2017/',\n pipeline=[\n dict(type='LoadImageFromFile'),\n dict(\n type='MultiScaleFlipAug',\n img_scale=(1333, 800),\n flip=False,\n transforms=[\n dict(type='Resize', keep_ratio=True),\n dict(type='RandomFlip'),\n dict(\n type='Normalize',\n mean=[123.675, 116.28, 103.53],\n std=[58.395, 57.12, 57.375],\n to_rgb=True),\n dict(type='Pad', size_divisor=32),\n dict(type='ImageToTensor', keys=['img']),\n dict(type='Collect', keys=['img'])\n ])\n ]),\n test=dict(\n type='CocoDataset',\n ann_file='data/coco/annotations/instances_val2017.json',\n img_prefix='data/coco/val2017/',\n pipeline=[\n dict(type='LoadImageFromFile'),\n dict(\n type='MultiScaleFlipAug',\n img_scale=(1333, 800),\n flip=False,\n transforms=[\n dict(type='Resize', keep_ratio=True),\n dict(type='RandomFlip'),\n dict(\n type='Normalize',\n mean=[123.675, 116.28, 103.53],\n std=[58.395, 57.12, 57.375],\n to_rgb=True),\n dict(type='Pad', size_divisor=32),\n dict(type='ImageToTensor', keys=['img']),\n dict(type='Collect', keys=['img'])\n ])\n ]))\nevaluation = dict(metric=['bbox', 'segm'], classwise=True, save_best='auto')\noptimizer = dict(\n type='AdamW',\n lr=0.0001,\n weight_decay=0.05,\n constructor='CustomLayerDecayOptimizerConstructor',\n paramwise_cfg=dict(\n num_layers=33, layer_decay_rate=1.0, depths=[4, 4, 21, 4]))\noptimizer_config = dict(grad_clip=None)\nlr_config = dict(\n policy='step',\n warmup='linear',\n warmup_iters=500,\n warmup_ratio=0.001,\n step=[8, 11])\nrunner = dict(type='EpochBasedRunner', max_epochs=12)\ncheckpoint_config = dict(interval=1, max_keep_ckpts=3, save_last=True)\nlog_config = dict(interval=50, hooks=[dict(type='TextLoggerHook')])\ncustom_hooks = [dict(type='NumClassCheckHook')]\ndist_params = dict(backend='nccl')\nlog_level = 'INFO'\nload_from = None\nresume_from = None\nworkflow = [('train', 1)]\npretrained = '/mnt/petrelfs/wangwenhai/workspace/DCNv3-dev/classification/work_dirs_shared/dcnv3_5_post_b_v3_ls_2n/ckpt_epoch_299.pth'\nwork_dir = './work_dirs/mask_rcnn_dcnv3_post_base_fpn_3x_coco_rmab'\nauto_resume = False\ngpu_ids = range(0, 8)\n", "seed": 1013895196, "exp_name": "mask_rcnn_dcnv3_post_base_fpn_3x_coco_rmab.py", "hook_msgs": {}} {"mode": "train", "epoch": 1, "iter": 50, "lr": 1e-05, "memory": 19720, "data_time": 1.19865, "loss_rpn_cls": 0.65174, "loss_rpn_bbox": 0.08956, "loss_cls": 2.61588, "acc": 55.46924, "loss_bbox": 0.0227, "loss_mask": 1.01358, "loss": 4.39347, "time": 1.76763} {"mode": "train", "epoch": 1, "iter": 100, "lr": 2e-05, "memory": 23069, "data_time": 0.02421, "loss_rpn_cls": 0.39666, "loss_rpn_bbox": 0.09251, "loss_cls": 0.4816, "acc": 95.5647, "loss_bbox": 0.13944, "loss_mask": 0.78601, "loss": 1.89623, "time": 0.54085} {"mode": "train", "epoch": 1, "iter": 150, "lr": 3e-05, "memory": 23069, "data_time": 0.01701, "loss_rpn_cls": 0.2669, "loss_rpn_bbox": 0.08592, "loss_cls": 0.3849, "acc": 94.91602, "loss_bbox": 0.17339, "loss_mask": 0.71401, "loss": 1.62512, "time": 0.53903} {"mode": "train", "epoch": 1, "iter": 200, "lr": 4e-05, "memory": 23069, "data_time": 0.0201, "loss_rpn_cls": 0.23159, "loss_rpn_bbox": 0.08702, "loss_cls": 0.40686, "acc": 94.04614, "loss_bbox": 0.2112, "loss_mask": 0.69596, "loss": 1.63263, "time": 0.54143} {"mode": "train", "epoch": 1, "iter": 250, "lr": 5e-05, "memory": 23069, "data_time": 0.0177, "loss_rpn_cls": 0.19478, "loss_rpn_bbox": 0.08281, "loss_cls": 0.43561, "acc": 93.21338, "loss_bbox": 0.24765, "loss_mask": 0.67983, "loss": 1.64068, "time": 0.53883} {"mode": "train", "epoch": 1, "iter": 300, "lr": 6e-05, "memory": 24365, "data_time": 0.01796, "loss_rpn_cls": 0.16244, "loss_rpn_bbox": 0.08398, "loss_cls": 0.43536, "acc": 92.93286, "loss_bbox": 0.25778, "loss_mask": 0.65936, "loss": 1.59891, "time": 0.55003} {"mode": "train", "epoch": 1, "iter": 350, "lr": 7e-05, "memory": 24365, "data_time": 0.01578, "loss_rpn_cls": 0.1251, "loss_rpn_bbox": 0.07332, "loss_cls": 0.41298, "acc": 92.95776, "loss_bbox": 0.2623, "loss_mask": 0.63311, "loss": 1.5068, "time": 0.54166} {"mode": "train", "epoch": 1, "iter": 400, "lr": 8e-05, "memory": 24365, "data_time": 0.01575, "loss_rpn_cls": 0.12068, "loss_rpn_bbox": 0.07603, "loss_cls": 0.43665, "acc": 91.83472, "loss_bbox": 0.30729, "loss_mask": 0.59922, "loss": 1.53987, "time": 0.53852} {"mode": "train", "epoch": 1, "iter": 450, "lr": 9e-05, "memory": 24365, "data_time": 0.01828, "loss_rpn_cls": 0.1124, "loss_rpn_bbox": 0.07838, "loss_cls": 0.4417, "acc": 91.31299, "loss_bbox": 0.33149, "loss_mask": 0.56311, "loss": 1.52707, "time": 0.54664} {"mode": "train", "epoch": 1, "iter": 500, "lr": 0.0001, "memory": 24365, "data_time": 0.01766, "loss_rpn_cls": 0.09828, "loss_rpn_bbox": 0.07051, "loss_cls": 0.4279, "acc": 91.09888, "loss_bbox": 0.34085, "loss_mask": 0.5273, "loss": 1.46484, "time": 0.54304} {"mode": "train", "epoch": 1, "iter": 550, "lr": 0.0001, "memory": 24365, "data_time": 0.0175, "loss_rpn_cls": 0.09666, "loss_rpn_bbox": 0.07344, "loss_cls": 0.43029, "acc": 90.15967, "loss_bbox": 0.36376, "loss_mask": 0.50897, "loss": 1.47311, "time": 0.53765} {"mode": "train", "epoch": 1, "iter": 600, "lr": 0.0001, "memory": 24365, "data_time": 0.01719, "loss_rpn_cls": 0.09112, "loss_rpn_bbox": 0.07064, "loss_cls": 0.39787, "acc": 90.33643, "loss_bbox": 0.3654, "loss_mask": 0.48215, "loss": 1.40718, "time": 0.54547} {"mode": "train", "epoch": 1, "iter": 650, "lr": 0.0001, "memory": 24365, "data_time": 0.01846, "loss_rpn_cls": 0.0862, "loss_rpn_bbox": 0.0679, "loss_cls": 0.38159, "acc": 90.46118, "loss_bbox": 0.35593, "loss_mask": 0.46047, "loss": 1.35209, "time": 0.53143} {"mode": "train", "epoch": 1, "iter": 700, "lr": 0.0001, "memory": 24365, "data_time": 0.01531, "loss_rpn_cls": 0.08533, "loss_rpn_bbox": 0.06956, "loss_cls": 0.38194, "acc": 90.14648, "loss_bbox": 0.36523, "loss_mask": 0.44427, "loss": 1.34633, "time": 0.53419} {"mode": "train", "epoch": 1, "iter": 750, "lr": 0.0001, "memory": 24365, "data_time": 0.01584, "loss_rpn_cls": 0.08222, "loss_rpn_bbox": 0.0666, "loss_cls": 0.38579, "acc": 89.53931, "loss_bbox": 0.38423, "loss_mask": 0.43501, "loss": 1.35385, "time": 0.53998} {"mode": "train", "epoch": 1, "iter": 800, "lr": 0.0001, "memory": 24365, "data_time": 0.01843, "loss_rpn_cls": 0.07495, "loss_rpn_bbox": 0.06414, "loss_cls": 0.37023, "acc": 89.84058, "loss_bbox": 0.36969, "loss_mask": 0.42, "loss": 1.29901, "time": 0.53624} {"mode": "train", "epoch": 1, "iter": 850, "lr": 0.0001, "memory": 24365, "data_time": 0.01897, "loss_rpn_cls": 0.07104, "loss_rpn_bbox": 0.06263, "loss_cls": 0.35455, "acc": 89.99512, "loss_bbox": 0.3664, "loss_mask": 0.4052, "loss": 1.25981, "time": 0.53211} {"mode": "train", "epoch": 1, "iter": 900, "lr": 0.0001, "memory": 24365, "data_time": 0.01805, "loss_rpn_cls": 0.07982, "loss_rpn_bbox": 0.06832, "loss_cls": 0.35669, "acc": 89.97949, "loss_bbox": 0.36603, "loss_mask": 0.40496, "loss": 1.27582, "time": 0.54562} {"mode": "train", "epoch": 1, "iter": 950, "lr": 0.0001, "memory": 24365, "data_time": 0.02074, "loss_rpn_cls": 0.07489, "loss_rpn_bbox": 0.06499, "loss_cls": 0.34358, "acc": 90.08496, "loss_bbox": 0.3617, "loss_mask": 0.39419, "loss": 1.23935, "time": 0.54809} {"mode": "train", "epoch": 1, "iter": 1000, "lr": 0.0001, "memory": 24365, "data_time": 0.01643, "loss_rpn_cls": 0.07229, "loss_rpn_bbox": 0.06738, "loss_cls": 0.34644, "acc": 89.80981, "loss_bbox": 0.36921, "loss_mask": 0.3864, "loss": 1.24172, "time": 0.55489} {"mode": "train", "epoch": 1, "iter": 1050, 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