{"env_info": "sys.platform: linux\nPython: 3.9.19 (main, May 6 2024, 19:43:03) [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-11.7/\nNVCC: Cuda compilation tools, release 11.7, V11.7.99\nGCC: gcc (GCC) 7.3.0\nPyTorch: 1.12.0+cu113\nPyTorch compiling details: PyTorch built with:\n - GCC 9.3\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 v2.6.0 (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_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 8.3.2 (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+cu113\nOpenCV: 4.9.0\nMMCV: 1.7.0\nMMCV Compiler: GCC 7.3\nMMCV CUDA Compiler: 11.7\nMMDetection: 2.25.3+f2b9305", "config": "dataset_type = 'CocoDataset'\ndata_root = 'data/coco/'\nimg_norm_cfg = dict(\n mean=[127.5, 127.5, 127.5], std=[127.5, 127.5, 127.5], 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, 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='RandomCrop',\n crop_type='absolute_range',\n crop_size=(1024, 1024),\n allow_negative_crop=True),\n dict(\n type='Normalize',\n mean=[127.5, 127.5, 127.5],\n std=[127.5, 127.5, 127.5],\n to_rgb=True),\n dict(type='Pad', size_divisor=64),\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=[127.5, 127.5, 127.5],\n std=[127.5, 127.5, 127.5],\n to_rgb=True),\n dict(type='Pad', size_divisor=64),\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),\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='RandomCrop',\n crop_type='absolute_range',\n crop_size=(1024, 1024),\n allow_negative_crop=True),\n dict(\n type='Normalize',\n mean=[127.5, 127.5, 127.5],\n std=[127.5, 127.5, 127.5],\n to_rgb=True),\n dict(type='Pad', size_divisor=64),\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=[127.5, 127.5, 127.5],\n std=[127.5, 127.5, 127.5],\n to_rgb=True),\n dict(type='Pad', size_divisor=64),\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=[127.5, 127.5, 127.5],\n std=[127.5, 127.5, 127.5],\n to_rgb=True),\n dict(type='Pad', size_divisor=64),\n dict(type='ImageToTensor', keys=['img']),\n dict(type='Collect', keys=['img'])\n ])\n ]))\nevaluation = dict(interval=1, metric=['bbox'], save_best=None)\ncheckpoint_config = dict(interval=1, deepspeed=True, max_keep_ckpts=1)\nlog_config = dict(interval=50, hooks=[dict(type='TextLoggerHook')])\ncustom_hooks = [dict(type='ToBFloat16HookMMDet', priority=49)]\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)\noptimizer = dict(\n type='AdamW',\n lr=0.0002,\n betas=(0.9, 0.999),\n weight_decay=0.05,\n constructor='CustomLayerDecayOptimizerConstructorMMDet',\n paramwise_cfg=dict(\n num_layers=48, layer_decay_rate=0.85, skip_stride=[1.5]))\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=[8, 11])\nrunner = dict(type='EpochBasedRunner', max_epochs=12)\ndeepspeed = True\ndeepspeed_config = 'zero_configs/adam_zero1_bf16.json'\nmodel = dict(\n type='DINO',\n backbone=dict(\n type='PIIPTwoBranch',\n n_points=4,\n deform_num_heads=16,\n cffn_ratio=0.25,\n deform_ratio=0.5,\n with_cffn=True,\n interact_attn_type='deform',\n interaction_drop_path_rate=0.4,\n is_dino=True,\n branch1=dict(\n real_size=768,\n pretrain_img_size=224,\n patch_size=16,\n pretrain_patch_size=14,\n depth=48,\n embed_dim=3200,\n num_heads=25,\n mlp_ratio=4,\n qkv_bias=False,\n init_values=0.1,\n with_cp=True,\n use_flash_attn=True,\n qk_normalization=True,\n layerscale_force_fp32=False,\n with_fpn=False,\n drop_path_rate=0.4,\n interaction_indexes=[[0, 3], [4, 7], [8, 11], [12, 15], [16, 19],\n [20, 23], [24, 27], [28, 31], [32, 35],\n [36, 39], [40, 43], [44, 47]],\n pretrained='pretrained/intern_vit_6b_224px.pth',\n norm_layer_type='RMSNorm',\n img_norm_cfg=dict(\n mean=[127.5, 127.5, 127.5],\n std=[127.5, 127.5, 127.5],\n to_rgb=True)),\n branch2=dict(\n real_size=1024,\n pretrain_img_size=224,\n patch_size=16,\n pretrain_patch_size=14,\n depth=32,\n embed_dim=1280,\n num_heads=16,\n mlp_ratio=4,\n qkv_bias=True,\n init_values=1.0,\n with_cp=True,\n use_flash_attn=True,\n qk_normalization=False,\n layerscale_force_fp32=False,\n with_fpn=False,\n drop_path_rate=0.4,\n interaction_indexes=[[0, 1], [2, 3], [4, 5], [6, 7], [8, 10],\n [11, 13], [14, 16], [17, 19], [20, 22],\n [23, 25], [26, 28], [29, 31]],\n pretrained='pretrained/mae_pretrain_vit_huge.pth',\n norm_layer_type='LayerNorm',\n img_norm_cfg=dict(\n mean=[127.5, 127.5, 127.5],\n std=[127.5, 127.5, 127.5],\n to_rgb=True))),\n neck=dict(\n type='ChannelMapper',\n in_channels=[3200, 3200, 3200],\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))\ncustom_imports = dict(\n imports=['mmdet.mmcv_custom'], allow_failed_imports=False)\nwork_dir = './work_dirs/dino_4scale_internvit_h6b_1024_768_fpn_1x_coco_bs32_ms'\nauto_resume = True\ngpu_ids = range(0, 16)\n", "seed": 1495005602, "exp_name": "dino_4scale_internvit_h6b_1024_768_fpn_1x_coco_bs32_ms.py"} {"mode": "train", "epoch": 1, "iter": 50, "lr": 2e-05, "memory": 37230, "data_time": 0.07022, "interm_loss_cls": 1.09379, "interm_loss_bbox": 2.51097, "interm_loss_iou": 2.47189, "loss_cls": 1.02384, "loss_bbox": 2.49724, "loss_iou": 2.46563, "d0.loss_cls": 0.98821, "d0.loss_bbox": 2.56217, "d0.loss_iou": 2.49975, "d1.loss_cls": 1.01512, "d1.loss_bbox": 2.53012, "d1.loss_iou": 2.48269, "d2.loss_cls": 0.99746, "d2.loss_bbox": 2.51303, "d2.loss_iou": 2.47367, "d3.loss_cls": 1.0055, "d3.loss_bbox": 2.50423, "d3.loss_iou": 2.46929, "d4.loss_cls": 1.02439, "d4.loss_bbox": 2.49976, "d4.loss_iou": 2.46641, "dn_loss_cls": 0.97716, "dn_loss_bbox": 1.28544, "dn_loss_iou": 1.29825, "d0.dn_loss_cls": 1.02895, "d0.dn_loss_bbox": 1.28608, "d0.dn_loss_iou": 1.29736, "d1.dn_loss_cls": 0.98919, "d1.dn_loss_bbox": 1.28585, "d1.dn_loss_iou": 1.2976, "d2.dn_loss_cls": 0.94151, "d2.dn_loss_bbox": 1.28568, "d2.dn_loss_iou": 1.2979, "d3.dn_loss_cls": 0.95138, "d3.dn_loss_bbox": 1.28556, "d3.dn_loss_iou": 1.29808, "d4.dn_loss_cls": 0.97415, "d4.dn_loss_bbox": 1.28548, "d4.dn_loss_iou": 1.29819, "loss": 63.45897, "time": 9.56697} {"mode": "train", "epoch": 1, "iter": 100, "lr": 4e-05, "memory": 37233, "data_time": 0.00755, "interm_loss_cls": 0.97314, "interm_loss_bbox": 1.5495, "interm_loss_iou": 1.71654, "loss_cls": 0.94499, "loss_bbox": 1.53138, "loss_iou": 1.70672, "d0.loss_cls": 0.89839, "d0.loss_bbox": 1.59378, "d0.loss_iou": 1.74601, "d1.loss_cls": 0.91732, "d1.loss_bbox": 1.56834, "d1.loss_iou": 1.7279, "d2.loss_cls": 0.93406, "d2.loss_bbox": 1.54949, "d2.loss_iou": 1.71637, "d3.loss_cls": 0.94257, "d3.loss_bbox": 1.54073, "d3.loss_iou": 1.7119, "d4.loss_cls": 0.94805, "d4.loss_bbox": 1.53343, "d4.loss_iou": 1.70942, "dn_loss_cls": 0.8069, "dn_loss_bbox": 1.2968, "dn_loss_iou": 1.30302, "d0.dn_loss_cls": 0.80172, "d0.dn_loss_bbox": 1.27771, "d0.dn_loss_iou": 1.29586, "d1.dn_loss_cls": 0.7559, "d1.dn_loss_bbox": 1.27967, "d1.dn_loss_iou": 1.29512, "d2.dn_loss_cls": 0.75622, "d2.dn_loss_bbox": 1.28304, "d2.dn_loss_iou": 1.29583, "d3.dn_loss_cls": 0.76634, "d3.dn_loss_bbox": 1.28717, "d3.dn_loss_iou": 1.29739, "d4.dn_loss_cls": 0.79444, "d4.dn_loss_bbox": 1.29159, "d4.dn_loss_iou": 1.29974, "loss": 49.64448, "time": 9.5642} {"mode": "train", "epoch": 1, "iter": 150, "lr": 6e-05, "memory": 37233, "data_time": 0.00738, "interm_loss_cls": 0.91723, "interm_loss_bbox": 1.52901, "interm_loss_iou": 1.62309, "loss_cls": 0.91362, "loss_bbox": 1.53149, "loss_iou": 1.62191, "d0.loss_cls": 0.8626, "d0.loss_bbox": 1.57875, "d0.loss_iou": 1.66377, "d1.loss_cls": 0.877, "d1.loss_bbox": 1.56265, "d1.loss_iou": 1.64835, "d2.loss_cls": 0.89054, "d2.loss_bbox": 1.54937, "d2.loss_iou": 1.63475, "d3.loss_cls": 0.90206, "d3.loss_bbox": 1.54223, "d3.loss_iou": 1.62965, "d4.loss_cls": 0.91, "d4.loss_bbox": 1.53437, "d4.loss_iou": 1.62583, "dn_loss_cls": 0.69075, "dn_loss_bbox": 1.30419, "dn_loss_iou": 1.29648, "d0.dn_loss_cls": 0.66875, "d0.dn_loss_bbox": 1.30161, "d0.dn_loss_iou": 1.2953, "d1.dn_loss_cls": 0.61531, "d1.dn_loss_bbox": 1.30264, "d1.dn_loss_iou": 1.29484, "d2.dn_loss_cls": 0.62526, "d2.dn_loss_bbox": 1.30347, "d2.dn_loss_iou": 1.29499, "d3.dn_loss_cls": 0.63363, "d3.dn_loss_bbox": 1.30381, "d3.dn_loss_iou": 1.29536, "d4.dn_loss_cls": 0.66228, "d4.dn_loss_bbox": 1.30395, "d4.dn_loss_iou": 1.29589, "loss": 48.03677, "time": 9.34345} {"mode": "train", "epoch": 1, "iter": 200, "lr": 8e-05, "memory": 37233, "data_time": 0.00765, "interm_loss_cls": 0.87516, "interm_loss_bbox": 1.47082, "interm_loss_iou": 1.57733, "loss_cls": 0.81937, "loss_bbox": 1.46303, "loss_iou": 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