{"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 A800-SXM4-80GB\nCUDA_HOME: /mnt/petrelfs/share/cuda-11.6/\nNVCC: Cuda compilation tools, release 11.6, V11.6.124\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) 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_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: 11.6\nMMDetection: 2.25.3+36c3e34", "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':\n [(840, 2332), (896, 2332), (952, 2332), (1008, 2332), (1064, 2332),\n (1120, 2332), (1176, 2332), (1232, 2332), (1288, 2332),\n (1344, 2332), (1400, 2332)],\n 'multiscale_mode':\n 'value',\n 'keep_ratio':\n True\n }],\n [{\n 'type': 'Resize',\n 'img_scale': [(700, 2332), (875, 2332), (1050, 2332)],\n 'multiscale_mode': 'value',\n 'keep_ratio': True\n }, {\n 'type': 'RandomCrop',\n 'crop_type': 'absolute_range',\n 'crop_size': (672, 1050),\n 'allow_negative_crop': True\n }, {\n 'type':\n 'Resize',\n 'img_scale': [(840, 2332), (896, 2332), (952, 2332),\n (1008, 2332), (1064, 2332), (1120, 2332),\n (1176, 2332), (1232, 2332), (1288, 2332),\n (1344, 2332), (1400, 2332)],\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=(1792, 1792),\n allow_negative_crop=True),\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=224),\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=(2332, 1400),\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=224),\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': [(840, 2332), (896, 2332), (952, 2332),\n (1008, 2332), (1064, 2332), (1120, 2332),\n (1176, 2332), (1232, 2332), (1288, 2332),\n (1344, 2332), (1400, 2332)],\n 'multiscale_mode':\n 'value',\n 'keep_ratio':\n True\n }],\n [{\n 'type':\n 'Resize',\n 'img_scale': [(700, 2332), (875, 2332),\n (1050, 2332)],\n 'multiscale_mode':\n 'value',\n 'keep_ratio':\n True\n }, {\n 'type': 'RandomCrop',\n 'crop_type': 'absolute_range',\n 'crop_size': (672, 1050),\n 'allow_negative_crop': True\n }, {\n 'type':\n 'Resize',\n 'img_scale': [(840, 2332), (896, 2332),\n (952, 2332), (1008, 2332),\n (1064, 2332), (1120, 2332),\n (1176, 2332), (1232, 2332),\n (1288, 2332), (1344, 2332),\n (1400, 2332)],\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=(1792, 1792),\n allow_negative_crop=True),\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=224),\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=(2332, 1400),\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=224),\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=(2332, 1400),\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=224),\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=24, layer_decay_rate=0.85, skip_stride=[2, 2]))\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=[27, 33])\nrunner = dict(type='EpochBasedRunner', max_epochs=36)\ndeepspeed = True\ndeepspeed_config = 'zero_configs/adam_zero1_bf16.json'\npretrained = None\nmodel = dict(\n type='DINO',\n backbone=dict(\n type='DeiTMultiResBackbone3BranchDINO',\n n_points=4,\n deform_num_heads=16,\n cffn_ratio=0.25,\n deform_ratio=0.5,\n with_cffn=True,\n ca_init_values=0.0,\n cffn_init_values=0.0,\n ca_gamma_requires_grad=True,\n cffn_gamma_requires_grad=True,\n add2branch='bilinear',\n interact_attn_type='deform',\n interaction_type='3branch_v2',\n interaction_drop_path_rate=0.4,\n interaction_direction='simutaneous',\n pretrained=None,\n load_merge=False,\n branch1=dict(\n real_size=672,\n img_size=384,\n pretrain_size=384,\n patch_size=16,\n pretrain_patch_size=16,\n depth=24,\n embed_dim=1024,\n num_heads=16,\n mlp_ratio=4,\n qkv_bias=True,\n block_layers='Layer_scale_init_Block',\n norm_layer='LayerNorm_eps_1e-6',\n drop_path_rate=0.4,\n init_scale=1,\n with_fpn=False,\n freeze_vit=False,\n init_w1=1.0,\n w1_requires_grad=True,\n interaction_indexes=[[0, 1], [2, 3], [4, 5], [6, 7], [8, 9],\n [10, 11], [12, 13], [14, 15], [16, 17],\n [18, 19], [20, 21], [22, 23]],\n pretrained='./pretrained/deit_3_large_384_21k.pth',\n merge_type='conv2x',\n window_attn=[\n True, True, False, True, True, False, True, True, False, True,\n True, False, True, True, False, True, True, False, True, True,\n False, True, True, False\n ],\n window_size=[\n 24, 24, -1, 24, 24, -1, 24, 24, -1, 24, 24, -1, 24, 24, -1, 24,\n 24, -1, 24, 24, -1, 24, 24, -1\n ],\n use_flash_attn=True,\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=1120,\n img_size=384,\n pretrain_size=384,\n patch_size=16,\n pretrain_patch_size=16,\n depth=12,\n embed_dim=768,\n num_heads=12,\n mlp_ratio=4,\n qkv_bias=True,\n block_layers='Layer_scale_init_Block',\n norm_layer='LayerNorm_eps_1e-6',\n drop_path_rate=0.15,\n init_scale=1,\n with_fpn=False,\n freeze_vit=False,\n init_w2=1.0,\n w2_requires_grad=True,\n interaction_indexes=[[0, 0], [1, 1], [2, 2], [3, 3], [4, 4],\n [5, 5], [6, 6], [7, 7], [8, 8], [9, 9],\n [10, 10], [11, 11]],\n pretrained='./pretrained/deit_3_base_384_21k.pth',\n merge_type='conv2x',\n window_attn=[\n True, True, False, True, True, False, True, True, False, True,\n True, False\n ],\n window_size=[24, 24, -1, 24, 24, -1, 24, 24, -1, 24, 24, -1],\n use_flash_attn=True,\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 branch3=dict(\n real_size=1792,\n img_size=384,\n pretrain_size=384,\n patch_size=16,\n pretrain_patch_size=16,\n depth=12,\n embed_dim=384,\n num_heads=6,\n mlp_ratio=4,\n qkv_bias=True,\n block_layers='Layer_scale_init_Block',\n norm_layer='LayerNorm_eps_1e-6',\n drop_path_rate=0.05,\n init_scale=1,\n with_fpn=False,\n freeze_vit=False,\n init_w3=1.0,\n w3_requires_grad=True,\n interaction_indexes=[[0, 0], [1, 1], [2, 2], [3, 3], [4, 4],\n [5, 5], [6, 6], [7, 7], [8, 8], [9, 9],\n [10, 10], [11, 11]],\n pretrained='./pretrained/deit_3_small_384_21k.pth',\n merge_type='conv2x',\n window_attn=[\n True, True, False, True, True, False, True, True, False, True,\n True, False\n ],\n window_size=[24, 24, -1, 24, 24, -1, 24, 24, -1, 24, 24, -1],\n use_flash_attn=True,\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=[1024, 1024, 1024],\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))\nr = 1.75\ncustom_imports = dict(\n imports=['mmdet.mmcv_custom'], allow_failed_imports=False)\nwork_dir = './work_dirs/dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_winsize24_global_ms'\nauto_resume = True\ngpu_ids = range(0, 16)\n", "seed": 59453613, "exp_name": "dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py"} {"mode": "train", "epoch": 1, "iter": 50, "lr": 2e-05, "memory": 41043, "data_time": 0.20332, "interm_loss_cls": 1.10982, "interm_loss_bbox": 3.74035, "interm_loss_iou": 2.64253, "loss_cls": 1.04479, "loss_bbox": 3.72992, "loss_iou": 2.63837, "d0.loss_cls": 0.90709, "d0.loss_bbox": 3.78983, "d0.loss_iou": 2.65833, "d1.loss_cls": 0.95017, "d1.loss_bbox": 3.76981, "d1.loss_iou": 2.6486, "d2.loss_cls": 0.96468, "d2.loss_bbox": 3.75206, "d2.loss_iou": 2.64468, "d3.loss_cls": 0.99467, "d3.loss_bbox": 3.74037, "d3.loss_iou": 2.64174, "d4.loss_cls": 1.00901, "d4.loss_bbox": 3.7335, "d4.loss_iou": 2.63924, "dn_loss_cls": 1.00782, "dn_loss_bbox": 1.26088, "dn_loss_iou": 1.29963, "d0.dn_loss_cls": 0.98934, "d0.dn_loss_bbox": 1.26109, "d0.dn_loss_iou": 1.30104, "d1.dn_loss_cls": 0.96133, "d1.dn_loss_bbox": 1.26093, "d1.dn_loss_iou": 1.30069, "d2.dn_loss_cls": 0.94054, "d2.dn_loss_bbox": 1.26084, "d2.dn_loss_iou": 1.30042, "d3.dn_loss_cls": 0.95934, "d3.dn_loss_bbox": 1.2608, "d3.dn_loss_iou": 1.30017, "d4.dn_loss_cls": 0.95577, "d4.dn_loss_bbox": 1.26081, "d4.dn_loss_iou": 1.29991, "loss": 72.93092, "time": 1.68686} {"mode": "train", "epoch": 1, "iter": 100, "lr": 4e-05, "memory": 41048, "data_time": 0.01571, "interm_loss_cls": 0.97708, "interm_loss_bbox": 2.54286, "interm_loss_iou": 2.29672, "loss_cls": 0.93272, "loss_bbox": 2.51874, "loss_iou": 2.23564, "d0.loss_cls": 0.83638, "d0.loss_bbox": 2.61268, "d0.loss_iou": 2.31091, "d1.loss_cls": 0.86425, "d1.loss_bbox": 2.58658, "d1.loss_iou": 2.28699, "d2.loss_cls": 0.88956, "d2.loss_bbox": 2.56174, "d2.loss_iou": 2.2691, "d3.loss_cls": 0.90865, "d3.loss_bbox": 2.54489, "d3.loss_iou": 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