{"env_info": "sys.platform: linux\nPython: 3.8.17 (default, Jul 5 2023, 21:04:15) [GCC 11.2.0]\nCUDA available: True\nGPU 0,1,2,3,4,5,6,7: NVIDIA A100-SXM4-80GB\nCUDA_HOME: /mnt/petrelfs/share/cuda-11.3\nNVCC: Cuda compilation tools, release 11.3, V11.3.109\nGCC: gcc (GCC) 7.5.0\nPyTorch: 1.12.0\nPyTorch compiling details: PyTorch built with:\n - GCC 9.3\n - C++ Version: 201402\n - Intel(R) oneAPI Math Kernel Library Version 2023.1-Product Build 20230303 for Intel(R) 64 architecture applications\n - Intel(R) MKL-DNN v2.6.0 (Git Hash 52b5f107dd9cf10910aaa19cb47f3abf9b349815)\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_61,code=sm_61;-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;-gencode;arch=compute_37,code=compute_37\n - CuDNN 8.3.2 (built against CUDA 11.5)\n - Magma 2.5.2\n - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.3.2, CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -DEDGE_PROFILER_USE_KINETO -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Werror=cast-function-type -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.12.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=OFF, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, \n\nTorchVision: 0.13.0\nOpenCV: 4.8.0\nMMCV: 1.5.0\nMMCV Compiler: GCC 7.5\nMMCV CUDA Compiler: 11.3\nMMDetection: 2.28.1+a85a748", "config": "dataset_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),\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, 4200), (500, 4200), (600, 4200)],\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': False\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'])\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=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),\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, 4200), (500, 4200),\n (600, 4200)],\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': False\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(type='Collect', keys=['img', 'gt_bboxes', 'gt_labels'])\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(interval=1, metric='bbox', classwise=True, save_best='auto')\ncheckpoint_config = dict(interval=1, max_keep_ckpts=1, 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)]\noptimizer = dict(\n type='AdamW',\n lr=0.0002,\n weight_decay=0.0001,\n constructor='CustomLayerDecayOptimizerConstructor',\n paramwise_cfg=dict(\n num_layers=30, layer_decay_rate=0.9, depths=[4, 4, 18, 4]))\noptimizer_config = dict(grad_clip=dict(max_norm=0.1, norm_type=2))\nlr_config = dict(\n policy='step',\n warmup='linear',\n warmup_iters=500,\n warmup_ratio=0.001,\n step=[11])\nrunner = dict(type='EpochBasedRunner', max_epochs=12)\npretrained = '/mnt/petrelfs/share_data/xiongyuwen/checkpoint/flash_internimage_t_1k_224_nosmx_dw/ckpt_epoch_ema_best.pth'\nmodel = dict(\n type='DINO',\n backbone=dict(\n type='Flash_InternImage_nsmx',\n core_op='FlashDCNv3',\n channels=64,\n depths=[4, 4, 18, 4],\n groups=[4, 8, 16, 32],\n mlp_ratio=4.0,\n drop_path_rate=0.2,\n norm_layer='LN',\n layer_scale=1.0,\n offset_scale=1.0,\n post_norm=False,\n with_cp=True,\n op_bias=True,\n out_indices=(1, 2, 3),\n init_cfg=dict(\n type='Pretrained',\n checkpoint=\n '/mnt/petrelfs/share_data/xiongyuwen/checkpoint/flash_internimage_t_1k_224_nosmx_dw/ckpt_epoch_ema_best.pth'\n )),\n neck=dict(\n type='ChannelMapper',\n in_channels=[128, 256, 512],\n kernel_size=1,\n out_channels=256,\n act_cfg=None,\n norm_cfg=dict(type='GN', num_groups=32),\n num_outs=4),\n bbox_head=dict(\n type='DINOHead',\n num_query=900,\n num_classes=80,\n in_channels=2048,\n sync_cls_avg_factor=True,\n as_two_stage=True,\n with_box_refine=True,\n dn_cfg=dict(\n type='CdnQueryGenerator',\n noise_scale=dict(label=0.5, box=1.0),\n group_cfg=dict(dynamic=True, num_groups=None, num_dn_queries=100)),\n transformer=dict(\n type='DinoTransformer',\n two_stage_num_proposals=900,\n encoder=dict(\n type='DetrTransformerEncoder',\n num_layers=6,\n transformerlayers=dict(\n type='BaseTransformerLayer',\n attn_cfgs=dict(\n type='MultiScaleDeformableAttention',\n embed_dims=256,\n dropout=0.0),\n feedforward_channels=2048,\n ffn_dropout=0.0,\n operation_order=('self_attn', 'norm', 'ffn', 'norm'))),\n decoder=dict(\n type='DinoTransformerDecoder',\n num_layers=6,\n return_intermediate=True,\n transformerlayers=dict(\n type='DetrTransformerDecoderLayer',\n attn_cfgs=[\n dict(\n type='MultiheadAttention',\n embed_dims=256,\n num_heads=8,\n dropout=0.0),\n dict(\n type='MultiScaleDeformableAttention',\n embed_dims=256,\n dropout=0.0)\n ],\n feedforward_channels=2048,\n ffn_dropout=0.0,\n operation_order=('self_attn', 'norm', 'cross_attn', 'norm',\n 'ffn', 'norm')))),\n positional_encoding=dict(\n type='SinePositionalEncoding',\n num_feats=128,\n temperature=20,\n normalize=True),\n loss_cls=dict(\n type='FocalLoss',\n use_sigmoid=True,\n gamma=2.0,\n alpha=0.25,\n loss_weight=1.0),\n loss_bbox=dict(type='L1Loss', loss_weight=5.0),\n loss_iou=dict(type='GIoULoss', loss_weight=2.0)),\n train_cfg=dict(\n assigner=dict(\n type='HungarianAssigner',\n cls_cost=dict(type='FocalLossCost', weight=2.0),\n reg_cost=dict(type='BBoxL1Cost', weight=5.0, box_format='xywh'),\n iou_cost=dict(type='IoUCost', iou_mode='giou', weight=2.0))),\n test_cfg=dict(max_per_img=300))\nwork_dir = './work_dirs/dino_4scale_flash_internimage_t_1x_coco_lw_4x4_nsmx'\nauto_resume = False\ngpu_ids = range(0, 8)\n", "seed": 757757972, "exp_name": "dino_4scale_flash_internimage_t_1x_coco_lw_4x4_nsmx.py", "hook_msgs": {}} {"mode": "train", "epoch": 1, "iter": 50, "lr": 0.0, "memory": 16908, "data_time": 0.06647, "interm_loss_cls": 1.02611, "interm_loss_bbox": 1.73386, "interm_loss_iou": 1.89889, "loss_cls": 1.0136, "loss_bbox": 1.71716, "loss_iou": 1.88371, "d0.loss_cls": 1.01773, "d0.loss_bbox": 1.7619, "d0.loss_iou": 1.91901, "d1.loss_cls": 1.0146, "d1.loss_bbox": 1.74383, "d1.loss_iou": 1.9028, "d2.loss_cls": 1.00821, "d2.loss_bbox": 1.7323, "d2.loss_iou": 1.89411, "d3.loss_cls": 1.00885, "d3.loss_bbox": 1.72516, "d3.loss_iou": 1.88926, "d4.loss_cls": 1.02018, "d4.loss_bbox": 1.71926, "d4.loss_iou": 1.8864, "dn_loss_cls": 0.9276, "dn_loss_bbox": 1.13824, "dn_loss_iou": 1.31724, "d0.dn_loss_cls": 1.00322, "d0.dn_loss_bbox": 1.13727, "d0.dn_loss_iou": 1.31183, "d1.dn_loss_cls": 0.94721, "d1.dn_loss_bbox": 1.13734, "d1.dn_loss_iou": 1.31294, "d2.dn_loss_cls": 0.92917, "d2.dn_loss_bbox": 1.13749, "d2.dn_loss_iou": 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