{"env_info": "sys.platform: linux\nPython: 3.7.3 (default, Jan 22 2021, 20:04:44) [GCC 8.3.0]\nCUDA available: True\nGPU 0,1,2,3,4,5,6,7: A100-SXM-80GB\nCUDA_HOME: /usr/local/cuda\nNVCC: Cuda compilation tools, release 11.3, V11.3.109\nGCC: x86_64-linux-gnu-gcc (Debian 8.3.0-6) 8.3.0\nPyTorch: 1.10.0\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 v2.2.3 (Git Hash 7336ca9f055cf1bfa13efb658fe15dc9b41f0740)\n - OpenMP 201511 (a.k.a. OpenMP 4.5)\n - LAPACK is enabled (usually provided by MKL)\n - NNPACK is enabled\n - CPU capability usage: AVX512\n - CUDA Runtime 11.3\n - NVCC architecture flags: -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 8.2\n - Magma 2.5.2\n - 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, \n\nTorchVision: 0.11.1+cu113\nOpenCV: 4.6.0\nMMCV: 1.6.1\nMMCV Compiler: GCC 9.3\nMMCV CUDA Compiler: 11.3\nMMDetection: 2.25.2+146d174", "config": "model = dict(\n type='SelfSupDetector',\n backbone=dict(\n type='SelfSupFCOS',\n backbone=dict(\n type='ResNet',\n depth=50,\n num_stages=4,\n out_indices=(0, 1, 2, 3),\n frozen_stages=4,\n norm_cfg=dict(type='BN', requires_grad=False),\n norm_eval=True,\n style='pytorch',\n init_cfg=dict(\n type='Pretrained', checkpoint='torchvision://resnet50')),\n neck=dict(\n type='FPN',\n in_channels=[256, 512, 1024, 2048],\n out_channels=256,\n start_level=1,\n add_extra_convs='on_output',\n num_outs=5,\n relu_before_extra_convs=True),\n bbox_head=dict(\n type='SelfSupFCOSHead',\n in_channels=256,\n num_classes=256,\n stacked_convs=4,\n feat_channels=256,\n init_cfg=dict(\n type='Normal', layer='Conv2d', std=0.01, override=None),\n loss_centerness=dict(\n type='CrossEntropyLoss', use_sigmoid=True, loss_weight=1.0),\n loss_cls=dict(\n type='ContrastiveLoss', loss_weight=1.0, temperature=0.5),\n loss_bbox=dict(type='IoULoss', loss_weight=1.0)),\n train_cfg=dict(\n assigner=dict(\n type='MaxIoUAssigner',\n pos_iou_thr=0.5,\n neg_iou_thr=0.4,\n min_pos_iou=0,\n ignore_iof_thr=-1,\n gpu_assign_thr=-1),\n sampler=dict(\n type='RandomSampler',\n num=2048,\n pos_fraction=1.0,\n neg_pos_ub=-1,\n add_gt_as_proposals=False),\n allowed_border=-1,\n pos_weight=1,\n debug=False)))\ntrain_dataset_type = 'MultiViewCocoDataset'\ntest_dataset_type = 'CocoDataset'\ndata_root = 'data/coco/'\nclasses = ['selective_search']\nimg_norm_cfg = dict(\n mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True)\nload_pipeline = [\n dict(type='LoadImageFromFile'),\n dict(type='LoadAnnotations', with_bbox=True, with_mask=False)\n]\ntrain_pipeline1 = [\n dict(\n type='Resize',\n img_scale=[(1333, 640), (1333, 672), (1333, 704), (1333, 736),\n (1333, 768), (1333, 800)],\n multiscale_mode='value',\n keep_ratio=True),\n dict(type='FilterAnnotations', min_gt_bbox_wh=(0.01, 0.01)),\n dict(type='Pad', size_divisor=32),\n dict(type='RandFlip', flip_ratio=0.5),\n dict(\n type='OneOf',\n transforms=[\n dict(type='Identity'),\n dict(type='AutoContrast'),\n dict(type='RandEqualize'),\n dict(type='RandSolarize'),\n dict(type='RandColor'),\n dict(type='RandContrast'),\n dict(type='RandBrightness'),\n dict(type='RandSharpness'),\n dict(type='RandPosterize')\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='DefaultFormatBundle'),\n dict(type='Collect', keys=['img', 'gt_bboxes', 'gt_labels'])\n]\ntrain_pipeline2 = [\n dict(\n type='Resize',\n img_scale=[(1333, 640), (1333, 672), (1333, 704), (1333, 736),\n (1333, 768), (1333, 800)],\n multiscale_mode='value',\n keep_ratio=True),\n dict(type='FilterAnnotations', min_gt_bbox_wh=(0.01, 0.01)),\n dict(type='Pad', size_divisor=32),\n dict(type='RandFlip', flip_ratio=0.5),\n dict(\n type='OneOf',\n transforms=[\n dict(type='Identity'),\n dict(type='AutoContrast'),\n dict(type='RandEqualize'),\n dict(type='RandSolarize'),\n dict(type='RandColor'),\n dict(type='RandContrast'),\n dict(type='RandBrightness'),\n dict(type='RandSharpness'),\n dict(type='RandPosterize')\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='DefaultFormatBundle'),\n dict(type='Collect', keys=['img', 'gt_bboxes', 'gt_labels'])\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='MultiViewCocoDataset',\n dataset=dict(\n type='CocoDataset',\n classes=['selective_search'],\n ann_file=\n 'data/coco/filtered_proposals/train2017_ratio3size0008@0.5.json',\n img_prefix='data/coco/train2017/',\n pipeline=[\n dict(type='LoadImageFromFile'),\n dict(type='LoadAnnotations', with_bbox=True, with_mask=False)\n ]),\n num_views=2,\n pipelines=[[{\n 'type':\n 'Resize',\n 'img_scale': [(1333, 640), (1333, 672), (1333, 704), (1333, 736),\n (1333, 768), (1333, 800)],\n 'multiscale_mode':\n 'value',\n 'keep_ratio':\n True\n }, {\n 'type': 'FilterAnnotations',\n 'min_gt_bbox_wh': (0.01, 0.01)\n }, {\n 'type': 'Pad',\n 'size_divisor': 32\n }, {\n 'type': 'RandFlip',\n 'flip_ratio': 0.5\n }, {\n 'type':\n 'OneOf',\n 'transforms': [{\n 'type': 'Identity'\n }, {\n 'type': 'AutoContrast'\n }, {\n 'type': 'RandEqualize'\n }, {\n 'type': 'RandSolarize'\n }, {\n 'type': 'RandColor'\n }, {\n 'type': 'RandContrast'\n }, {\n 'type': 'RandBrightness'\n }, {\n 'type': 'RandSharpness'\n }, {\n 'type': 'RandPosterize'\n }]\n }, {\n 'type': 'Normalize',\n 'mean': [123.675, 116.28, 103.53],\n 'std': [58.395, 57.12, 57.375],\n 'to_rgb': True\n }, {\n 'type': 'DefaultFormatBundle'\n }, {\n 'type': 'Collect',\n 'keys': ['img', 'gt_bboxes', 'gt_labels']\n }],\n [{\n 'type':\n 'Resize',\n 'img_scale': [(1333, 640), (1333, 672), (1333, 704),\n (1333, 736), (1333, 768), (1333, 800)],\n 'multiscale_mode':\n 'value',\n 'keep_ratio':\n True\n }, {\n 'type': 'FilterAnnotations',\n 'min_gt_bbox_wh': (0.01, 0.01)\n }, {\n 'type': 'Pad',\n 'size_divisor': 32\n }, {\n 'type': 'RandFlip',\n 'flip_ratio': 0.5\n }, {\n 'type':\n 'OneOf',\n 'transforms': [{\n 'type': 'Identity'\n }, {\n 'type': 'AutoContrast'\n }, {\n 'type': 'RandEqualize'\n }, {\n 'type': 'RandSolarize'\n }, {\n 'type': 'RandColor'\n }, {\n 'type': 'RandContrast'\n }, {\n 'type': 'RandBrightness'\n }, {\n 'type': 'RandSharpness'\n }, {\n 'type': 'RandPosterize'\n }]\n }, {\n 'type': 'Normalize',\n 'mean': [123.675, 116.28, 103.53],\n 'std': [58.395, 57.12, 57.375],\n 'to_rgb': True\n }, {\n 'type': 'DefaultFormatBundle'\n }, {\n 'type': 'Collect',\n 'keys': ['img', 'gt_bboxes', 'gt_labels']\n }]]),\n val=dict(\n type='CocoDataset',\n classes=['selective_search'],\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 classes=['selective_search'],\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(interval=65535)\noptimizer = dict(type='SGD', lr=0.01, momentum=0.9, weight_decay=0.0001)\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)\nlog_config = dict(interval=50, hooks=[dict(type='TextLoggerHook')])\ncustom_hooks = [\n dict(type='MomentumUpdateHook'),\n dict(\n type='MMDetWandbHook',\n init_kwargs=dict(project='I2B', group='pretrain'),\n interval=50,\n num_eval_images=0,\n log_checkpoint=False)\n]\ndist_params = dict(backend='nccl')\nlog_level = 'INFO'\nload_from = None\nresume_from = None\nworkflow = [('train', 1)]\nopencv_num_threads = 0\nmp_start_method = 'fork'\nauto_scale_lr = dict(enable=False, base_batch_size=16)\ncustom_imports = dict(\n imports=[\n 'mmselfsup.datasets.pipelines',\n 'selfsup.core.hook.momentum_update_hook',\n 'selfsup.datasets.pipelines.selfsup_pipelines',\n 'selfsup.datasets.pipelines.rand_aug',\n 'selfsup.datasets.single_view_coco',\n 'selfsup.datasets.multi_view_coco',\n 'selfsup.models.losses.contrastive_loss',\n 'selfsup.models.dense_heads.fcos_head',\n 'selfsup.models.dense_heads.retina_head',\n 'selfsup.models.dense_heads.detr_head',\n 'selfsup.models.dense_heads.deformable_detr_head',\n 'selfsup.models.roi_heads.bbox_heads.convfc_bbox_head',\n 'selfsup.models.roi_heads.standard_roi_head',\n 'selfsup.models.detectors.selfsup_detector',\n 'selfsup.models.detectors.selfsup_fcos',\n 'selfsup.models.detectors.selfsup_detr',\n 'selfsup.models.detectors.selfsup_deformable_detr',\n 'selfsup.models.detectors.selfsup_retinanet',\n 'selfsup.models.detectors.selfsup_mask_rcnn',\n 'selfsup.core.bbox.assigners.hungarian_assigner',\n 'selfsup.core.bbox.match_costs.match_cost'\n ],\n allow_failed_imports=False)\nwork_dir = 'work_dirs/selfsup_fcos_mstrain-soft-teacher_sampler-2048_temp0.5'\nauto_resume = False\ngpu_ids = range(0, 8)\n", "seed": 42, "exp_name": "fcos.py"} {"mode": "train", "epoch": 1, "iter": 50, "lr": 0.00099, "memory": 19438, "data_time": 0.06894, "loss_cls": 8.42321, "loss_bbox": 2.74746, "loss_centerness": 0.67154, "loss": 11.8422, "time": 0.30715} {"mode": "train", "epoch": 1, "iter": 100, "lr": 0.00199, "memory": 19438, "data_time": 0.00793, "loss_cls": 8.28484, "loss_bbox": 0.85374, "loss_centerness": 0.65869, "loss": 9.79727, "time": 0.23864} {"mode": "train", "epoch": 1, "iter": 150, "lr": 0.00299, "memory": 19438, "data_time": 0.00815, "loss_cls": 8.1258, "loss_bbox": 0.82038, "loss_centerness": 0.6567, "loss": 9.60288, "time": 0.23049} {"mode": "train", "epoch": 1, "iter": 200, "lr": 0.00399, "memory": 19717, "data_time": 0.00797, "loss_cls": 8.02235, "loss_bbox": 0.81716, "loss_centerness": 0.65531, "loss": 9.49482, "time": 0.23221} {"mode": "train", "epoch": 1, "iter": 250, "lr": 0.00499, "memory": 20405, "data_time": 0.00826, "loss_cls": 7.91049, "loss_bbox": 0.81208, "loss_centerness": 0.65499, "loss": 9.37755, "time": 0.28025} {"mode": "train", "epoch": 1, "iter": 300, "lr": 0.00598, "memory": 20405, "data_time": 0.00785, "loss_cls": 7.74966, "loss_bbox": 0.78761, "loss_centerness": 0.65513, "loss": 9.19241, "time": 0.24063} {"mode": "train", "epoch": 1, "iter": 350, "lr": 0.00698, "memory": 20405, "data_time": 0.00787, "loss_cls": 7.59095, "loss_bbox": 0.80655, "loss_centerness": 0.65408, "loss": 9.05158, "time": 0.23666} {"mode": "train", "epoch": 1, "iter": 400, "lr": 0.00798, "memory": 20405, "data_time": 0.00796, "loss_cls": 7.48609, "loss_bbox": 0.80848, "loss_centerness": 0.65457, "loss": 8.94914, "time": 0.23109} {"mode": "train", "epoch": 1, "iter": 450, "lr": 0.00898, "memory": 20405, "data_time": 0.00807, "loss_cls": 7.41893, "loss_bbox": 0.79518, "loss_centerness": 0.65803, "loss": 8.87213, "time": 0.2324} {"mode": "train", "epoch": 1, "iter": 500, "lr": 0.00998, "memory": 21303, "data_time": 0.00809, "loss_cls": 7.3734, "loss_bbox": 0.7755, "loss_centerness": 0.65424, "loss": 8.80314, "time": 0.22987} {"mode": "train", "epoch": 1, "iter": 550, "lr": 0.01, "memory": 21303, "data_time": 0.00828, "loss_cls": 7.33552, "loss_bbox": 0.78431, "loss_centerness": 0.65532, "loss": 8.77515, "time": 0.23081} {"mode": "train", "epoch": 1, "iter": 600, "lr": 0.01, "memory": 21303, "data_time": 0.00856, "loss_cls": 7.28684, "loss_bbox": 0.77646, "loss_centerness": 0.65478, "loss": 8.71808, "time": 0.23219} {"mode": "train", "epoch": 1, "iter": 650, "lr": 0.01, "memory": 21303, "data_time": 0.00818, "loss_cls": 7.26796, "loss_bbox": 0.77892, "loss_centerness": 0.65403, "loss": 8.70091, "time": 0.2292} {"mode": "train", "epoch": 1, "iter": 700, "lr": 0.01, "memory": 21303, "data_time": 0.00812, "loss_cls": 7.25219, "loss_bbox": 0.77542, "loss_centerness": 0.65432, "loss": 8.68193, "time": 0.23057} {"mode": "train", "epoch": 1, "iter": 750, "lr": 0.01, "memory": 21303, "data_time": 0.00875, "loss_cls": 7.24547, "loss_bbox": 0.77654, "loss_centerness": 0.65619, "loss": 8.6782, "time": 0.23415} {"mode": "train", "epoch": 1, "iter": 800, "lr": 0.01, "memory": 21303, "data_time": 0.00861, "loss_cls": 7.23444, "loss_bbox": 0.77718, "loss_centerness": 0.65493, "loss": 8.66655, "time": 0.23092} {"mode": "train", "epoch": 1, "iter": 850, "lr": 0.01, "memory": 21345, "data_time": 0.00811, "loss_cls": 7.22326, "loss_bbox": 0.76973, "loss_centerness": 0.65337, "loss": 8.64636, "time": 0.23152} {"mode": "train", "epoch": 1, "iter": 900, "lr": 0.01, "memory": 21345, "data_time": 0.00805, "loss_cls": 7.2054, "loss_bbox": 0.76969, "loss_centerness": 0.65401, "loss": 8.62911, "time": 0.23105} {"mode": "train", "epoch": 1, "iter": 950, "lr": 0.01, "memory": 21345, "data_time": 0.00802, "loss_cls": 7.20599, "loss_bbox": 0.76691, "loss_centerness": 0.6551, "loss": 8.628, "time": 0.22689} {"mode": "train", "epoch": 1, "iter": 1000, "lr": 0.01, "memory": 21345, "data_time": 0.00814, "loss_cls": 7.19122, "loss_bbox": 0.76976, "loss_centerness": 0.65437, "loss": 8.61535, "time": 0.22956} {"mode": "train", "epoch": 1, "iter": 1050, "lr": 0.01, "memory": 21345, "data_time": 0.00801, "loss_cls": 7.1846, "loss_bbox": 0.78064, "loss_centerness": 0.65158, "loss": 8.61682, "time": 0.22957} {"mode": "train", "epoch": 1, "iter": 1100, "lr": 0.01, "memory": 21345, "data_time": 0.0081, "loss_cls": 7.19016, "loss_bbox": 0.77791, "loss_centerness": 0.65481, "loss": 8.62288, "time": 0.23169} {"mode": "train", "epoch": 1, "iter": 1150, "lr": 0.01, "memory": 21345, "data_time": 0.00846, "loss_cls": 7.18961, "loss_bbox": 0.76711, "loss_centerness": 0.65345, "loss": 8.61018, "time": 0.23497} {"mode": "train", "epoch": 1, "iter": 1200, "lr": 0.01, "memory": 21345, "data_time": 0.00822, "loss_cls": 7.17892, "loss_bbox": 0.7778, "loss_centerness": 0.6542, "loss": 8.61092, "time": 0.2309} {"mode": "train", "epoch": 1, "iter": 1250, "lr": 0.01, "memory": 21345, "data_time": 0.00825, "loss_cls": 7.18014, "loss_bbox": 0.76689, "loss_centerness": 0.65323, "loss": 8.60027, "time": 0.22858} {"mode": "train", "epoch": 1, "iter": 1300, "lr": 0.01, "memory": 21345, "data_time": 0.00826, "loss_cls": 7.18237, "loss_bbox": 0.77055, "loss_centerness": 0.65363, "loss": 8.60655, "time": 0.23181} {"mode": "train", "epoch": 1, "iter": 1350, "lr": 0.01, "memory": 22169, "data_time": 0.00806, "loss_cls": 7.16545, "loss_bbox": 0.76773, "loss_centerness": 0.65402, "loss": 8.58719, "time": 0.22813} {"mode": "train", "epoch": 1, "iter": 1400, "lr": 0.01, "memory": 22169, "data_time": 0.00806, "loss_cls": 7.1752, "loss_bbox": 0.76528, "loss_centerness": 0.65324, "loss": 8.59373, "time": 0.23226} {"mode": "train", "epoch": 1, "iter": 1450, "lr": 0.01, "memory": 22169, "data_time": 0.00797, "loss_cls": 7.16868, "loss_bbox": 0.77491, "loss_centerness": 0.65309, "loss": 8.59668, "time": 0.23056} {"mode": "train", "epoch": 1, "iter": 1500, 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