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0.25995, "loss": 0.81946, "time": 0.50187} +{"mode": "train", "epoch": 7, "iter": 7050, "lr": 0.0002, "memory": 15370, "data_time": 0.07452, "loss_rpn_cls": 0.03318, "loss_rpn_bbox": 0.04801, "loss_cls": 0.23357, "acc": 92.25513, "loss_bbox": 0.24413, "loss_mask": 0.26235, "loss": 0.82124, "time": 0.50503} +{"mode": "train", "epoch": 7, "iter": 7100, "lr": 0.0002, "memory": 15370, "data_time": 0.07193, "loss_rpn_cls": 0.03732, "loss_rpn_bbox": 0.05228, "loss_cls": 0.23259, "acc": 92.28223, "loss_bbox": 0.24785, "loss_mask": 0.26493, "loss": 0.83497, "time": 0.49703} +{"mode": "train", "epoch": 7, "iter": 7150, "lr": 0.0002, "memory": 15370, "data_time": 0.06583, "loss_rpn_cls": 0.02974, "loss_rpn_bbox": 0.04329, "loss_cls": 0.22341, "acc": 92.65112, "loss_bbox": 0.23424, "loss_mask": 0.25816, "loss": 0.78884, "time": 0.48077} +{"mode": "train", "epoch": 7, "iter": 7200, "lr": 0.0002, "memory": 15370, "data_time": 0.0631, "loss_rpn_cls": 0.0325, "loss_rpn_bbox": 0.0478, "loss_cls": 0.23116, "acc": 92.24658, "loss_bbox": 0.2467, "loss_mask": 0.26572, "loss": 0.82387, "time": 0.50335} +{"mode": "train", "epoch": 7, "iter": 7250, "lr": 0.0002, "memory": 15370, "data_time": 0.07023, "loss_rpn_cls": 0.03374, "loss_rpn_bbox": 0.04858, "loss_cls": 0.23422, "acc": 92.28467, "loss_bbox": 0.25052, "loss_mask": 0.2633, "loss": 0.83037, "time": 0.5048} +{"mode": "train", "epoch": 7, "iter": 7300, "lr": 0.0002, "memory": 15370, "data_time": 0.05748, "loss_rpn_cls": 0.0319, "loss_rpn_bbox": 0.04599, "loss_cls": 0.22665, "acc": 92.34717, "loss_bbox": 0.24338, "loss_mask": 0.25731, "loss": 0.80523, "time": 0.5047} +{"mode": "val", "epoch": 7, "iter": 1250, "lr": 0.0002, "bbox_mAP": 0.3483, "bbox_mAP_50": 0.555, "bbox_mAP_75": 0.3754, "bbox_mAP_s": 0.1972, "bbox_mAP_m": 0.3717, "bbox_mAP_l": 0.4707, "bbox_mAP_copypaste": "0.3483 0.5550 0.3754 0.1972 0.3717 0.4707", "segm_mAP": 0.3243, "segm_mAP_50": 0.5261, "segm_mAP_75": 0.3456, "segm_mAP_s": 0.1479, "segm_mAP_m": 0.341, "segm_mAP_l": 0.4881, "segm_mAP_copypaste": "0.3243 0.5261 0.3456 0.1479 0.3410 0.4881"} +{"mmdet_version": "2.28.2", "CLASSES": ["person", "bicycle", "car", "motorcycle", "airplane", "bus", "train", "truck", "boat", "traffic light", "fire hydrant", "stop sign", "parking meter", "bench", "bird", "cat", "dog", "horse", "sheep", "cow", "elephant", "bear", "zebra", "giraffe", "backpack", "umbrella", "handbag", "tie", "suitcase", "frisbee", "skis", "snowboard", "sports ball", "kite", "baseball bat", "baseball glove", "skateboard", "surfboard", "tennis racket", "bottle", "wine glass", "cup", "fork", "knife", "spoon", "bowl", "banana", "apple", "sandwich", "orange", "broccoli", "carrot", "hot dog", "pizza", "donut", "cake", "chair", "couch", "potted plant", "bed", "dining table", "toilet", "tv", "laptop", "mouse", "remote", "keyboard", "cell phone", "microwave", "oven", "toaster", "sink", "refrigerator", "book", "clock", "vase", "scissors", "teddy bear", "hair drier", "toothbrush"], "env_info": "sys.platform: linux\nPython: 3.7.16 (default, Jan 17 2023, 22:20:44) [GCC 11.2.0]\nCUDA available: True\nGPU 0,1,2,3: NVIDIA A100-SXM4-80GB\nCUDA_HOME: /mnt/lustre/share/cuda-11.3\nNVCC: Cuda compilation tools, release 11.3, V11.3.109\nGCC: gcc (GCC) 7.3.0\nPyTorch: 1.11.0+cu113\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 v2.5.2 (Git Hash a9302535553c73243c632ad3c4c80beec3d19a1e)\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: AVX2\n - CUDA Runtime 11.3\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 8.2\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-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=1.11.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=OFF, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, \n\nTorchVision: 0.12.0+cu113\nOpenCV: 4.7.0\nMMCV: 1.7.0\nMMCV Compiler: GCC 9.3\nMMCV CUDA Compiler: 11.3\nMMDetection: 2.28.2+", "config": "model = dict(\n type='MaskRCNN',\n backbone=dict(\n type='ViTAdapter',\n patch_size=16,\n embed_dim=192,\n depth=12,\n num_heads=3,\n mlp_ratio=4,\n drop_path_rate=0.1,\n conv_inplane=64,\n n_points=4,\n deform_num_heads=6,\n cffn_ratio=0.25,\n deform_ratio=1.0,\n layer_scale=False,\n interaction_indexes=[[0, 2], [3, 5], [6, 8], [9, 11]],\n window_attn=[\n True, True, False, True, True, False, True, True, False, True,\n True, False\n ],\n window_size=[14, 14, None, 14, 14, None, 14, 14, None, 14, 14, None],\n pretrained='pretrained/deit_tiny_patch16_224-a1311bcf.pth'),\n neck=dict(\n type='FPN',\n in_channels=[192, 192, 192, 192],\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='Resize', img_scale=(1333, 800), keep_ratio=True),\n dict(type='RandomFlip', flip_ratio=0.5),\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=4,\n workers_per_gpu=4,\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='Resize', img_scale=(1333, 800), keep_ratio=True),\n dict(type='RandomFlip', flip_ratio=0.5),\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'])\noptimizer = dict(\n type='FusedAdam',\n lr=0.0002,\n weight_decay=0.01,\n paramwise_cfg=dict(\n custom_keys=dict(\n level_embed=dict(decay_mult=0.0),\n pos_embed=dict(decay_mult=0.0),\n norm=dict(decay_mult=0.0),\n bias=dict(decay_mult=0.0))))\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 = 'pretrained/deit_tiny_patch16_224-a1311bcf.pth'\nwork_dir = './work_dirs/mask_rcnn_deit_adapter_tiny_fpn_1x_coco'\nauto_resume = False\ngpu_ids = range(0, 4)\ndevice = 'cuda'\n", "seed": 2080713130, "exp_name": "mask_rcnn_deit_adapter_tiny_fpn_1x_coco.py", "epoch": 7, "iter": 51310, "mmcv_version": "1.7.0", "time": "Fri Apr 14 17:33:06 2023", "hook_msgs": {"last_ckpt": "/mnt/petrelfs/chenzhe1/workspace/ViT-Adapter-V2/detection/work_dirs/mask_rcnn_deit_adapter_tiny_fpn_1x_coco/epoch_6.pth"}} +{"mode": "train", "epoch": 8, "iter": 50, "lr": 0.0002, "memory": 15178, "data_time": 1.89833, "loss_rpn_cls": 0.05049, "loss_rpn_bbox": 0.05041, "loss_cls": 0.22639, "acc": 92.57983, "loss_bbox": 0.24471, "loss_mask": 0.26804, "loss": 0.84003, "time": 2.4026} +{"mode": "train", "epoch": 8, "iter": 100, "lr": 0.0002, "memory": 15178, "data_time": 0.07667, "loss_rpn_cls": 0.09595, "loss_rpn_bbox": 0.06673, "loss_cls": 0.31497, "acc": 91.68921, "loss_bbox": 0.27037, "loss_mask": 0.31013, "loss": 1.05815, "time": 0.50448} +{"mode": "train", "epoch": 8, "iter": 150, "lr": 0.0002, "memory": 15178, "data_time": 0.09293, "loss_rpn_cls": 0.04273, "loss_rpn_bbox": 0.05357, "loss_cls": 0.25512, "acc": 91.66553, "loss_bbox": 0.26786, "loss_mask": 0.27219, "loss": 0.89146, "time": 0.50959} +{"mode": "train", "epoch": 8, "iter": 200, "lr": 0.0002, "memory": 15357, "data_time": 0.07694, "loss_rpn_cls": 0.03802, "loss_rpn_bbox": 0.05025, "loss_cls": 0.23757, "acc": 92.38721, "loss_bbox": 0.25367, "loss_mask": 0.26723, "loss": 0.84674, "time": 0.49016} +{"mode": "train", "epoch": 8, "iter": 250, "lr": 0.0002, "memory": 15357, "data_time": 0.07309, "loss_rpn_cls": 0.03287, "loss_rpn_bbox": 0.0465, "loss_cls": 0.23293, "acc": 92.33789, "loss_bbox": 0.24735, "loss_mask": 0.25706, "loss": 0.81671, "time": 0.58817} +{"mode": "train", "epoch": 8, "iter": 300, "lr": 0.0002, "memory": 15357, "data_time": 0.06918, "loss_rpn_cls": 0.03402, "loss_rpn_bbox": 0.04829, "loss_cls": 0.2298, "acc": 92.50391, "loss_bbox": 0.2349, "loss_mask": 0.26119, "loss": 0.8082, "time": 0.53035} +{"mode": "train", "epoch": 8, "iter": 350, "lr": 0.0002, "memory": 15357, "data_time": 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