| [2024-04-15 20:46:50 INFO]: Environment info: | |
| ---------------------- ------------------------------------------------------------------------------------------------ | |
| System Linux | |
| Python 3.12.2 | packaged by Anaconda, Inc. | (main, Feb 27 2024, 17:35:02) [GCC 11.2.0] | |
| CPU Intel(R) Xeon(R) Platinum 8358 CPU @ 2.60GHz | |
| CUDA_HOME /n/home01/coco/cuda-12.1 | |
| NVCC Build cuda_12.1.r12.1/compiler.32688072_0 | |
| GPU 0 NVIDIA A100-SXM4-80GB | |
| PyTorch 2.2.1+cu121 @ /n/home01/coco/miniconda3/envs/r2-tuning/lib/python3.12/site-packages/torch | |
| PyTorch debug build False | |
| torchvision 0.17.1+cu121 @ /n/home01/coco/miniconda3/envs/r2-tuning/lib/python3.12/site-packages/torchvision | |
| torchvision arch flags sm_50, sm_60, sm_70, sm_75, sm_80, sm_86, sm_90 | |
| nncore 0.4.2 | |
| numpy 1.26.4 | |
| PIL 10.2.0 | |
| cv2 4.9.0 | |
| ---------------------- ------------------------------------------------------------------------------------------------ | |
| PyTorch built with: | |
| - GCC 9.3 | |
| - C++ Version: 201703 | |
| - Intel(R) oneAPI Math Kernel Library Version 2022.2-Product Build 20220804 for Intel(R) 64 architecture applications | |
| - Intel(R) MKL-DNN v3.3.2 (Git Hash 2dc95a2ad0841e29db8b22fbccaf3e5da7992b01) | |
| - OpenMP 201511 (a.k.a. OpenMP 4.5) | |
| - LAPACK is enabled (usually provided by MKL) | |
| - NNPACK is enabled | |
| - CPU capability usage: AVX512 | |
| - CUDA Runtime 12.1 | |
| - NVCC architecture flags: -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;-gencode;arch=compute_90,code=sm_90 | |
| - CuDNN 8.9.2 | |
| - Magma 2.6.1 | |
| - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=12.1, CUDNN_VERSION=8.9.2, CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=0 -fabi-version=11 -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DLIBKINETO_NOROCTRACER -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-stringop-overflow -Wsuggest-override -Wno-psabi -Wno-error=pedantic -Wno-error=old-style-cast -Wno-missing-braces -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=2.2.1, 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=1, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, USE_ROCM_KERNEL_ASSERT=OFF, | |
| [2024-04-15 20:46:50 INFO]: Launcher: None | |
| [2024-04-15 20:46:50 INFO]: Config: /n/home01/coco/r2-tuning-dev/configs/ego4d/r2_tuning_ego4d.py | |
| model = dict( | |
| type='R2Tuning', | |
| arch='ViT-B/32', | |
| init=False, | |
| dims=256, | |
| strides=(1, 2, 4, 8), | |
| max_buffer_len=1024, | |
| max_num_moment=50, | |
| adapter_cfg=dict( | |
| type='R2Block', | |
| k=4, | |
| dropout=0.3, | |
| use_tef=True, | |
| pos_cfg=dict( | |
| type='PositionalEncoding', | |
| normalize=True, | |
| max_len=1024), | |
| tem_cfg=dict( | |
| type='TransformerDecoderLayer', | |
| heads=8, | |
| ratio=4, | |
| att_dropout=0.0, | |
| ffn_dropout=0.0, | |
| att_out_dropout=0.0, | |
| ffn_out_dropout=0.0, | |
| droppath=0.1, | |
| pre_norm=False, | |
| bias=True, | |
| norm_cfg=dict(type='LN'), | |
| act_cfg=dict( | |
| type='ReLU', | |
| inplace=True), | |
| order=('cross_att', 'self_att', 'ffn'), | |
| att_init_cfg=dict( | |
| type='xavier', | |
| distribution='uniform'), | |
| ffn_init_cfg=dict(type='kaiming'))), | |
| pyramid_cfg=dict(type='ConvPyramid'), | |
| pooling_cfg=dict(type='AdaPooling'), | |
| class_head_cfg=dict( | |
| type='ConvHead', | |
| kernal_size=3), | |
| coord_head_cfg=dict( | |
| type='ConvHead', | |
| kernal_size=3), | |
| loss_cfg=dict( | |
| type='BundleLoss', | |
| sample_radius=1.5, | |
| loss_cls=dict( | |
| type='FocalLoss', | |
| loss_weight=1.0), | |
| loss_reg=dict( | |
| type='L1Loss', | |
| loss_weight=0.2), | |
| loss_sal=dict( | |
| type='SampledNCELoss', | |
| loss_weight=0.1), | |
| loss_video_cal=dict( | |
| type='InfoNCELoss', | |
| loss_weight=0.1), | |
| loss_layer_cal=dict( | |
| type='InfoNCELoss', | |
| loss_weight=0.1))) | |
| dataset_type = 'Grounding' | |
| data_root = 'data/ego4d/' | |
| data = dict( | |
| train=dict( | |
| type='Grounding', | |
| label_path='data/ego4d/nlq_train.jsonl', | |
| video_path='data/ego4d/frames_224_0.5fps', | |
| cache_path='data/ego4d/clip_b32_vid_k4', | |
| query_path='data/ego4d/clip_b32_txt_k4', | |
| use_cache=True, | |
| min_video_len=5, | |
| fps=0.5, | |
| loader=dict( | |
| batch_size=32, | |
| num_workers=4, | |
| pin_memory=True, | |
| shuffle=True)), | |
| val=dict( | |
| type='Grounding', | |
| label_path='data/ego4d/nlq_val.jsonl', | |
| video_path='data/ego4d/frames_224_0.5fps', | |
| cache_path='data/ego4d/clip_b32_vid_k4', | |
| query_path='data/ego4d/clip_b32_txt_k4', | |
| use_cache=True, | |
| fps=0.5, | |
| loader=dict( | |
| batch_size=1, | |
| num_workers=4, | |
| pin_memory=True, | |
| shuffle=False))) | |
| stages = dict( | |
| epochs=30, | |
| optimizer=dict( | |
| type='AdamW', | |
| lr=0.00025, | |
| weight_decay=0.0001), | |
| lr_schedule=dict( | |
| type='epoch', | |
| policy='step', | |
| step=[20]), | |
| warmup=dict( | |
| type='iter', | |
| policy='linear', | |
| steps=500, | |
| ratio=0.001), | |
| grad_clip=dict( | |
| max_norm=35, | |
| norm_type=2), | |
| validation=dict( | |
| interval=1, | |
| nms_cfg=dict(type='linear'))) | |
| hooks = [dict( | |
| type='EvalHook', | |
| high_keys=['MR-full-mAP', 'MR-full-mIoU', 'HL-min-VeryGood-mAP', 'MR-full-R1@0.3', 'MR-full-R1@0.5', 'MR-full-R1@0.7', 'mAP'])] | |
| [2024-04-15 20:46:50 INFO]: Using random seed: 94406486 | |
| [2024-04-15 20:46:50 INFO]: Model architecture: | |
| R2Tuning( | |
| (adapter): R2Block( | |
| (video_map): Sequential( | |
| (0): LayerNorm((770,), eps=1e-05, elementwise_affine=True) | |
| (1): Dropout(p=0.3, inplace=False) | |
| (2): Linear(in_features=770, out_features=256, bias=True) | |
| (3): ReLU(inplace=True) | |
| (4): LayerNorm((256,), eps=1e-05, elementwise_affine=True) | |
| (5): Dropout(p=0.3, inplace=False) | |
| (6): Linear(in_features=256, out_features=256, bias=True) | |
| ) | |
| (query_map): Sequential( | |
| (0): LayerNorm((512,), eps=1e-05, elementwise_affine=True) | |
| (1): Dropout(p=0.3, inplace=False) | |
| (2): Linear(in_features=512, out_features=256, bias=True) | |
| (3): ReLU(inplace=True) | |
| (4): LayerNorm((256,), eps=1e-05, elementwise_affine=True) | |
| (5): Dropout(p=0.3, inplace=False) | |
| (6): Linear(in_features=256, out_features=256, bias=True) | |
| ) | |
| (v_map): Linear(in_features=256, out_features=256, bias=True) | |
| (q_map): Linear(in_features=256, out_features=256, bias=True) | |
| (pos): PositionalEncoding(dims=256, temperature=10000, normalize=True, scale=6.283185307179586, offset=0.0) | |
| (tem): TransformerDecoderLayer( | |
| (cross_att): MultiHeadAttention(q_dims=256, k_dims=256, v_dims=256, h_dims=256, o_dims=256, heads=8, att_dropout=0.0, out_dropout=0.0, bias=True) | |
| (cross_att_norm): LayerNorm((256,), eps=1e-05, elementwise_affine=True) | |
| (self_att): MultiHeadAttention(q_dims=256, k_dims=256, v_dims=256, h_dims=256, o_dims=256, heads=8, att_dropout=0.0, out_dropout=0.0, bias=True) | |
| (self_att_norm): LayerNorm((256,), eps=1e-05, elementwise_affine=True) | |
| (ffn): FeedForwardNetwork(dims=256, ratio=4, ffn_dropout=0.0, out_dropout=0.0) | |
| (ffn_norm): LayerNorm((256,), eps=1e-05, elementwise_affine=True) | |
| (droppath): DropPath(p=0.1) | |
| ) | |
| ) | |
| (pyramid): ConvPyramid( | |
| (blocks): ModuleList( | |
| (0): ReLU(inplace=True) | |
| (1): Sequential( | |
| (0): Permute() | |
| (1): Conv1d(256, 256, kernel_size=(2,), stride=(2,)) | |
| (2): Permute() | |
| (3): LayerNorm((256,), eps=1e-05, elementwise_affine=True) | |
| (4): ReLU(inplace=True) | |
| ) | |
| (2): Sequential( | |
| (0): Permute() | |
| (1): Conv1d(256, 256, kernel_size=(2,), stride=(2,)) | |
| (2): Permute() | |
| (3): LayerNorm((256,), eps=1e-05, elementwise_affine=True) | |
| (4): ReLU(inplace=True) | |
| (5): Permute() | |
| (6): Conv1d(256, 256, kernel_size=(2,), stride=(2,)) | |
| (7): Permute() | |
| (8): LayerNorm((256,), eps=1e-05, elementwise_affine=True) | |
| (9): ReLU(inplace=True) | |
| ) | |
| (3): Sequential( | |
| (0): Permute() | |
| (1): Conv1d(256, 256, kernel_size=(2,), stride=(2,)) | |
| (2): Permute() | |
| (3): LayerNorm((256,), eps=1e-05, elementwise_affine=True) | |
| (4): ReLU(inplace=True) | |
| (5): Permute() | |
| (6): Conv1d(256, 256, kernel_size=(2,), stride=(2,)) | |
| (7): Permute() | |
| (8): LayerNorm((256,), eps=1e-05, elementwise_affine=True) | |
| (9): ReLU(inplace=True) | |
| (10): Permute() | |
| (11): Conv1d(256, 256, kernel_size=(2,), stride=(2,)) | |
| (12): Permute() | |
| (13): LayerNorm((256,), eps=1e-05, elementwise_affine=True) | |
| (14): ReLU(inplace=True) | |
| ) | |
| ) | |
| ) | |
| (pooling): AdaPooling( | |
| (att): Linear(in_features=256, out_features=1, bias=False) | |
| ) | |
| (class_head): ConvHead( | |
| (module): Sequential( | |
| (0): Permute() | |
| (1): Conv1d(256, 256, kernel_size=(3,), stride=(1,), padding=(1,)) | |
| (2): ReLU(inplace=True) | |
| (3): Conv1d(256, 1, kernel_size=(3,), stride=(1,), padding=(1,)) | |
| (4): Permute() | |
| ) | |
| ) | |
| (coord_head): ConvHead( | |
| (module): Sequential( | |
| (0): Permute() | |
| (1): Conv1d(256, 256, kernel_size=(3,), stride=(1,), padding=(1,)) | |
| (2): ReLU(inplace=True) | |
| (3): Conv1d(256, 2, kernel_size=(3,), stride=(1,), padding=(1,)) | |
| (4): Permute() | |
| ) | |
| ) | |
| (generator): PointGenerator( | |
| (buffer_points): BufferList() | |
| ) | |
| (loss): BundleLoss( | |
| (_loss_cls): FocalLoss(alpha=-1, gamma=2.0, reduction='mean', loss_weight=1.0) | |
| (_loss_reg): L1Loss(reduction='mean', loss_weight=0.2) | |
| (_loss_sal): SampledNCELoss(temperature=0.07, max_scale=100, learnable=False, direction=('row', 'col'), loss_weight=0.1) | |
| (_loss_video_cal): InfoNCELoss(temperature=0.07, max_scale=100, learnable=False, dist=False, loss_weight=0.1) | |
| (_loss_layer_cal): InfoNCELoss(temperature=0.07, max_scale=100, learnable=False, dist=False, loss_weight=0.1) | |
| ) | |
| ) | |
| [2024-04-15 20:46:50 INFO]: Learnable Parameters: | |
| [2024-04-15 20:46:50 INFO]: module.coef - torch.Size([4]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.gate - torch.Size([3]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.scale - torch.Size([4]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.video_map.0.weight - torch.Size([770]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.video_map.0.bias - torch.Size([770]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.video_map.2.weight - torch.Size([256, 770]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.video_map.2.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.video_map.4.weight - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.video_map.4.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.video_map.6.weight - torch.Size([256, 256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.video_map.6.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.query_map.0.weight - torch.Size([512]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.query_map.0.bias - torch.Size([512]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.query_map.2.weight - torch.Size([256, 512]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.query_map.2.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.query_map.4.weight - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.query_map.4.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.query_map.6.weight - torch.Size([256, 256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.query_map.6.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.v_map.weight - torch.Size([256, 256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.v_map.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.q_map.weight - torch.Size([256, 256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.q_map.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.tem.cross_att.q.weight - torch.Size([256, 256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.tem.cross_att.q.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.tem.cross_att.k.weight - torch.Size([256, 256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.tem.cross_att.k.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.tem.cross_att.v.weight - torch.Size([256, 256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.tem.cross_att.v.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.tem.cross_att.m.weight - torch.Size([256, 256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.tem.cross_att.m.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.tem.cross_att_norm.weight - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.tem.cross_att_norm.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.tem.self_att.q.weight - torch.Size([256, 256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.tem.self_att.q.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.tem.self_att.k.weight - torch.Size([256, 256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.tem.self_att.k.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.tem.self_att.v.weight - torch.Size([256, 256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.tem.self_att.v.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.tem.self_att.m.weight - torch.Size([256, 256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.tem.self_att.m.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.tem.self_att_norm.weight - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.tem.self_att_norm.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.tem.ffn.mapping.0.weight - torch.Size([1024, 256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.tem.ffn.mapping.0.bias - torch.Size([1024]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.tem.ffn.mapping.2.weight - torch.Size([256, 1024]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.tem.ffn.mapping.2.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.tem.ffn_norm.weight - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.adapter.tem.ffn_norm.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.pyramid.blocks.1.1.weight - torch.Size([256, 256, 2]) | |
| [2024-04-15 20:46:50 INFO]: module.pyramid.blocks.1.1.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.pyramid.blocks.1.3.weight - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.pyramid.blocks.1.3.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.pyramid.blocks.2.1.weight - torch.Size([256, 256, 2]) | |
| [2024-04-15 20:46:50 INFO]: module.pyramid.blocks.2.1.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.pyramid.blocks.2.3.weight - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.pyramid.blocks.2.3.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.pyramid.blocks.2.6.weight - torch.Size([256, 256, 2]) | |
| [2024-04-15 20:46:50 INFO]: module.pyramid.blocks.2.6.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.pyramid.blocks.2.8.weight - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.pyramid.blocks.2.8.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.pyramid.blocks.3.1.weight - torch.Size([256, 256, 2]) | |
| [2024-04-15 20:46:50 INFO]: module.pyramid.blocks.3.1.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.pyramid.blocks.3.3.weight - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.pyramid.blocks.3.3.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.pyramid.blocks.3.6.weight - torch.Size([256, 256, 2]) | |
| [2024-04-15 20:46:50 INFO]: module.pyramid.blocks.3.6.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.pyramid.blocks.3.8.weight - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.pyramid.blocks.3.8.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.pyramid.blocks.3.11.weight - torch.Size([256, 256, 2]) | |
| [2024-04-15 20:46:50 INFO]: module.pyramid.blocks.3.11.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.pyramid.blocks.3.13.weight - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.pyramid.blocks.3.13.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.pooling.att.weight - torch.Size([1, 256]) | |
| [2024-04-15 20:46:50 INFO]: module.class_head.module.1.weight - torch.Size([256, 256, 3]) | |
| [2024-04-15 20:46:50 INFO]: module.class_head.module.1.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.class_head.module.3.weight - torch.Size([1, 256, 3]) | |
| [2024-04-15 20:46:50 INFO]: module.class_head.module.3.bias - torch.Size([1]) | |
| [2024-04-15 20:46:50 INFO]: module.coord_head.module.1.weight - torch.Size([256, 256, 3]) | |
| [2024-04-15 20:46:50 INFO]: module.coord_head.module.1.bias - torch.Size([256]) | |
| [2024-04-15 20:46:50 INFO]: module.coord_head.module.3.weight - torch.Size([2, 256, 3]) | |
| [2024-04-15 20:46:50 INFO]: module.coord_head.module.3.bias - torch.Size([2]) | |
| [2024-04-15 20:46:50 INFO]: Learnable Parameters: 2.705M (100.0%) | |
| [2024-04-15 20:46:50 INFO]: Auto Scale Batch Size: 1 GPU(s) * 32 Samples | |
| [2024-04-15 20:46:50 INFO]: Distributed: False, AMP: fp16, Debug: False | |
| [2024-04-15 20:46:50 INFO]: Launch engine, host: coco@holygpu8a29105.rc.fas.harvard.edu, work_dir: work_dirs/r2_tuning_ego4d | |
| [2024-04-15 20:46:50 INFO]: Stage: 1, epochs: 30, optimizer: AdamW(lr: 0.00025, weight_decay: 0.0001) | |
| [2024-04-15 20:49:00 INFO]: Epoch [1][50/353] lr: 2e-05, eta: 7:33:52, time: 1.232, data_time: 1.351, memory: 54709, loss_reg: 0.1241, loss_cls: 0.0967, loss_sal: 0.9189, loss_video_cal: 0.3696, loss_layer_cal: 0.1388, loss: 1.6481, scale: 65536.0000 | |
| [2024-04-15 20:51:01 INFO]: Epoch [1][100/353] lr: 5e-05, eta: 7:18:16, time: 1.217, data_time: 1.212, memory: 55128, loss_reg: 0.1151, loss_cls: 0.0121, loss_sal: 0.9034, loss_video_cal: 0.3668, loss_layer_cal: 0.0979, loss: 1.4953, scale: 65536.0000 | |
| [2024-04-15 20:53:00 INFO]: Epoch [1][150/353] lr: 7e-05, eta: 7:08:16, time: 1.207, data_time: 1.164, memory: 55267, loss_reg: 0.1127, loss_cls: 0.0076, loss_sal: 0.8968, loss_video_cal: 0.3622, loss_layer_cal: 0.0722, loss: 1.4515, scale: 65536.0000 | |
| [2024-04-15 20:55:05 INFO]: Epoch [1][200/353] lr: 0.0001, eta: 7:08:32, time: 1.277, data_time: 1.238, memory: 55267, loss_reg: 0.1118, loss_cls: 0.0074, loss_sal: 0.8929, loss_video_cal: 0.3604, loss_layer_cal: 0.0457, loss: 1.4182, scale: 65536.0000 | |
| [2024-04-15 20:57:10 INFO]: Epoch [1][250/353] lr: 0.00012, eta: 7:06:56, time: 1.261, data_time: 1.227, memory: 55267, loss_reg: 0.1093, loss_cls: 0.0075, loss_sal: 0.8905, loss_video_cal: 0.3578, loss_layer_cal: 0.0175, loss: 1.3827, scale: 65536.0000 | |
| [2024-04-15 20:59:13 INFO]: Epoch [1][300/353] lr: 0.00015, eta: 7:04:35, time: 1.247, data_time: 1.221, memory: 55267, loss_reg: 0.1070, loss_cls: 0.0075, loss_sal: 0.8876, loss_video_cal: 0.3567, loss_layer_cal: 0.0058, loss: 1.3647, scale: 65536.0000 | |
| [2024-04-15 21:01:22 INFO]: Epoch [1][350/353] lr: 0.00017, eta: 7:04:48, time: 1.295, data_time: 1.275, memory: 55267, loss_reg: 0.1138, loss_cls: 0.0073, loss_sal: 0.8843, loss_video_cal: 0.3532, loss_layer_cal: 0.0034, loss: 1.3620, scale: 65536.0000 | |
| [2024-04-15 21:01:29 INFO]: Epoch [1][353/353] lr: 0.00018, eta: 7:04:26, time: 1.168, data_time: 1.153, memory: 55267, loss_reg: 0.1141, loss_cls: 0.0076, loss_sal: 0.8680, loss_video_cal: 0.3453, loss_layer_cal: 0.0025, loss: 1.3375, scale: 65536.0000 | |
| [2024-04-15 21:01:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_ego4d/epoch_1.pth... | |
| [2024-04-15 21:01:29 INFO]: Validating... | |
| [2024-04-15 21:05:30 INFO]: Epoch (val) [1][3874] loss_reg: 0.0938, loss_cls: 0.0077, loss_sal: 0.5438, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.6456, MR-full-R1@0.3: 1.6500, MR-full-R1@0.5: 0.7200, MR-full-R1@0.7: 0.2600, MR-full-R5@0.3: 6.6100, MR-full-R5@0.5: 3.5900, MR-full-R5@0.7: 1.5000, MR-full-mAP: 0.7400, MR-full-mAP@0.5: 1.8600, MR-full-mAP@0.75: 0.4900, MR-full-mIoU: 1.5400, MR-long-mAP: 7.4300, MR-long-mIoU: 8.9900, MR-middle-mAP: 0.8400, MR-middle-mIoU: 3.9300, MR-short-mAP: 0.2300, MR-short-mIoU: 0.6100, best_MR-full-mAP: 0.7400, best_MR-full-mIoU: 1.5400, best_MR-full-R1@0.3: 1.6500, best_MR-full-R1@0.5: 0.7200, best_MR-full-R1@0.7: 0.2600 | |
| [2024-04-15 21:07:43 INFO]: Epoch [2][50/353] lr: 0.0002, eta: 8:47:30, time: 1.237, data_time: 2.713, memory: 55267, loss_reg: 0.1096, loss_cls: 0.0075, loss_sal: 0.8765, loss_video_cal: 0.3489, loss_layer_cal: 0.0026, loss: 1.3450, scale: 65536.0000 | |
| [2024-04-15 21:09:46 INFO]: Epoch [2][100/353] lr: 0.00023, eta: 8:32:55, time: 1.213, data_time: 1.251, memory: 55267, loss_reg: 0.1170, loss_cls: 0.0072, loss_sal: 0.8709, loss_video_cal: 0.3424, loss_layer_cal: 0.0024, loss: 1.3400, scale: 65536.0000 | |
| [2024-04-15 21:11:48 INFO]: Epoch [2][150/353] lr: 0.00025, eta: 8:20:25, time: 1.238, data_time: 1.202, memory: 55267, loss_reg: 0.1104, loss_cls: 0.0071, loss_sal: 0.8714, loss_video_cal: 0.3350, loss_layer_cal: 0.0023, loss: 1.3263, scale: 65536.0000 | |
| [2024-04-15 21:13:47 INFO]: Epoch [2][200/353] lr: 0.00025, eta: 8:09:02, time: 1.194, data_time: 1.193, memory: 55267, loss_reg: 0.1114, loss_cls: 0.0075, loss_sal: 0.8645, loss_video_cal: 0.3314, loss_layer_cal: 0.0022, loss: 1.3168, scale: 65536.0000 | |
| [2024-04-15 21:15:51 INFO]: Epoch [2][250/353] lr: 0.00025, eta: 8:00:27, time: 1.258, data_time: 1.220, memory: 55267, loss_reg: 0.1112, loss_cls: 0.0072, loss_sal: 0.8614, loss_video_cal: 0.3216, loss_layer_cal: 0.0022, loss: 1.3036, scale: 65536.0000 | |
| [2024-04-15 21:18:02 INFO]: Epoch [2][300/353] lr: 0.00025, eta: 7:54:33, time: 1.302, data_time: 1.309, memory: 55267, loss_reg: 0.1049, loss_cls: 0.0073, loss_sal: 0.8635, loss_video_cal: 0.3209, loss_layer_cal: 0.0021, loss: 1.2987, scale: 65536.0000 | |
| [2024-04-15 21:20:02 INFO]: Epoch [2][350/353] lr: 0.00025, eta: 7:46:46, time: 1.206, data_time: 1.200, memory: 55267, loss_reg: 0.1122, loss_cls: 0.0074, loss_sal: 0.8656, loss_video_cal: 0.3189, loss_layer_cal: 0.0019, loss: 1.3059, scale: 65536.0000 | |
| [2024-04-15 21:20:09 INFO]: Epoch [2][353/353] lr: 0.00025, eta: 7:46:19, time: 1.204, data_time: 1.188, memory: 55267, loss_reg: 0.0966, loss_cls: 0.0066, loss_sal: 0.8573, loss_video_cal: 0.3181, loss_layer_cal: 0.0017, loss: 1.2804, scale: 65536.0000 | |
| [2024-04-15 21:20:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_ego4d/epoch_2.pth... | |
| [2024-04-15 21:20:10 INFO]: Validating... | |
| [2024-04-15 21:24:13 INFO]: Epoch (val) [2][3874] loss_reg: 0.0906, loss_cls: 0.0074, loss_sal: 0.5352, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.6334, MR-full-R1@0.3: 1.6300, MR-full-R1@0.5: 0.7200, MR-full-R1@0.7: 0.2800, MR-full-R5@0.3: 7.9200, MR-full-R5@0.5: 4.4100, MR-full-R5@0.7: 1.7000, MR-full-mAP: 0.9400, MR-full-mAP@0.5: 2.3000, MR-full-mAP@0.75: 0.7000, MR-full-mIoU: 1.4600, MR-long-mAP: 8.2600, MR-long-mIoU: 8.4800, MR-middle-mAP: 0.8700, MR-middle-mIoU: 3.7200, MR-short-mAP: 0.4200, MR-short-mIoU: 0.5700, best_MR-full-mAP: 0.9400, best_MR-full-mIoU: 1.5400, best_MR-full-R1@0.3: 1.6500, best_MR-full-R1@0.5: 0.7200, best_MR-full-R1@0.7: 0.2800 | |
| [2024-04-15 21:26:23 INFO]: Epoch [3][50/353] lr: 0.00025, eta: 8:34:25, time: 1.277, data_time: 2.642, memory: 55267, loss_reg: 0.1078, loss_cls: 0.0071, loss_sal: 0.8605, loss_video_cal: 0.3137, loss_layer_cal: 0.0018, loss: 1.2909, scale: 65536.0000 | |
| [2024-04-15 21:28:31 INFO]: Epoch [3][100/353] lr: 0.00025, eta: 8:25:49, time: 1.258, data_time: 1.288, memory: 55267, loss_reg: 0.1128, loss_cls: 0.0071, loss_sal: 0.8557, loss_video_cal: 0.3098, loss_layer_cal: 0.0017, loss: 1.2871, scale: 65536.0000 | |
| [2024-04-15 21:30:33 INFO]: Epoch [3][150/353] lr: 0.00025, eta: 8:17:02, time: 1.233, data_time: 1.214, memory: 55267, loss_reg: 0.1081, loss_cls: 0.0072, loss_sal: 0.8567, loss_video_cal: 0.3081, loss_layer_cal: 0.0016, loss: 1.2816, scale: 65536.0000 | |
| [2024-04-15 21:32:34 INFO]: Epoch [3][200/353] lr: 0.00025, eta: 8:08:46, time: 1.218, data_time: 1.205, memory: 55267, loss_reg: 0.1098, loss_cls: 0.0072, loss_sal: 0.8517, loss_video_cal: 0.3086, loss_layer_cal: 0.0015, loss: 1.2788, scale: 65536.0000 | |
| [2024-04-15 21:34:36 INFO]: Epoch [3][250/353] lr: 0.00025, eta: 8:01:20, time: 1.233, data_time: 1.211, memory: 55267, loss_reg: 0.1080, loss_cls: 0.0072, loss_sal: 0.8524, loss_video_cal: 0.3066, loss_layer_cal: 0.0015, loss: 1.2757, scale: 65536.0000 | |
| [2024-04-15 21:36:42 INFO]: Epoch [3][300/353] lr: 0.00025, eta: 7:54:59, time: 1.257, data_time: 1.255, memory: 55267, loss_reg: 0.1053, loss_cls: 0.0071, loss_sal: 0.8532, loss_video_cal: 0.3088, loss_layer_cal: 0.0014, loss: 1.2758, scale: 65536.0000 | |
| [2024-04-15 21:38:49 INFO]: Epoch [3][350/353] lr: 0.00025, eta: 7:49:11, time: 1.271, data_time: 1.262, memory: 55267, loss_reg: 0.1082, loss_cls: 0.0071, loss_sal: 0.8512, loss_video_cal: 0.3044, loss_layer_cal: 0.0013, loss: 1.2721, scale: 65536.0000 | |
| [2024-04-15 21:38:55 INFO]: Epoch [3][353/353] lr: 0.00025, eta: 7:48:40, time: 0.971, data_time: 1.168, memory: 55267, loss_reg: 0.1012, loss_cls: 0.0076, loss_sal: 0.8641, loss_video_cal: 0.3043, loss_layer_cal: 0.0014, loss: 1.2786, scale: 65536.0000 | |
| [2024-04-15 21:38:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_ego4d/epoch_3.pth... | |
| [2024-04-15 21:38:55 INFO]: Validating... | |
| [2024-04-15 21:42:58 INFO]: Epoch (val) [3][3874] loss_reg: 0.0903, loss_cls: 0.0074, loss_sal: 0.5320, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.6300, MR-full-R1@0.3: 1.7800, MR-full-R1@0.5: 0.8500, MR-full-R1@0.7: 0.3900, MR-full-R5@0.3: 9.7100, MR-full-R5@0.5: 5.1900, MR-full-R5@0.7: 2.1900, MR-full-mAP: 1.1400, MR-full-mAP@0.5: 2.6900, MR-full-mAP@0.75: 0.7500, MR-full-mIoU: 1.5500, MR-long-mAP: 8.4700, MR-long-mIoU: 7.4000, MR-middle-mAP: 1.5900, MR-middle-mIoU: 3.5400, MR-short-mAP: 0.5400, MR-short-mIoU: 0.8400, best_MR-full-mAP: 1.1400, best_MR-full-mIoU: 1.5500, best_MR-full-R1@0.3: 1.7800, best_MR-full-R1@0.5: 0.8500, best_MR-full-R1@0.7: 0.3900 | |
| [2024-04-15 21:45:10 INFO]: Epoch [4][50/353] lr: 0.00025, eta: 8:18:40, time: 1.265, data_time: 2.693, memory: 55267, loss_reg: 0.1106, loss_cls: 0.0071, loss_sal: 0.8495, loss_video_cal: 0.3024, loss_layer_cal: 0.0014, loss: 1.2711, scale: 65536.0000 | |
| [2024-04-15 21:47:13 INFO]: Epoch [4][100/353] lr: 0.00025, eta: 8:11:20, time: 1.235, data_time: 1.227, memory: 55267, loss_reg: 0.1077, loss_cls: 0.0071, loss_sal: 0.8434, loss_video_cal: 0.2988, loss_layer_cal: 0.0015, loss: 1.2585, scale: 65536.0000 | |
| [2024-04-15 21:49:22 INFO]: Epoch [4][150/353] lr: 0.00025, eta: 8:05:07, time: 1.284, data_time: 1.286, memory: 55267, loss_reg: 0.1019, loss_cls: 0.0070, loss_sal: 0.8494, loss_video_cal: 0.2973, loss_layer_cal: 0.0015, loss: 1.2571, scale: 65536.0000 | |
| [2024-04-15 21:51:30 INFO]: Epoch [4][200/353] lr: 0.00025, eta: 7:59:16, time: 1.294, data_time: 1.278, memory: 55267, loss_reg: 0.1013, loss_cls: 0.0069, loss_sal: 0.8441, loss_video_cal: 0.3018, loss_layer_cal: 0.0011, loss: 1.2553, scale: 65536.0000 | |
| [2024-04-15 21:53:37 INFO]: Epoch [4][250/353] lr: 0.00025, eta: 7:53:27, time: 1.282, data_time: 1.251, memory: 55267, loss_reg: 0.1055, loss_cls: 0.0070, loss_sal: 0.8476, loss_video_cal: 0.2969, loss_layer_cal: 0.0013, loss: 1.2583, scale: 65536.0000 | |
| [2024-04-15 21:55:42 INFO]: Epoch [4][300/353] lr: 0.00025, eta: 7:47:45, time: 1.246, data_time: 1.258, memory: 55267, loss_reg: 0.1130, loss_cls: 0.0071, loss_sal: 0.8450, loss_video_cal: 0.2968, loss_layer_cal: 0.0014, loss: 1.2633, scale: 65536.0000 | |
| [2024-04-15 21:57:45 INFO]: Epoch [4][350/353] lr: 0.00025, eta: 7:42:00, time: 1.240, data_time: 1.209, memory: 55267, loss_reg: 0.1078, loss_cls: 0.0070, loss_sal: 0.8429, loss_video_cal: 0.2969, loss_layer_cal: 0.0015, loss: 1.2561, scale: 65536.0000 | |
| [2024-04-15 21:57:51 INFO]: Epoch [4][353/353] lr: 0.00025, eta: 7:41:30, time: 0.968, data_time: 0.991, memory: 55267, loss_reg: 0.1270, loss_cls: 0.0079, loss_sal: 0.8476, loss_video_cal: 0.2750, loss_layer_cal: 0.0019, loss: 1.2594, scale: 65536.0000 | |
| [2024-04-15 21:57:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_ego4d/epoch_4.pth... | |
| [2024-04-15 21:57:51 INFO]: Validating... | |
| [2024-04-15 22:01:53 INFO]: Epoch (val) [4][3874] loss_reg: 0.0897, loss_cls: 0.0075, loss_sal: 0.5329, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.6305, MR-full-R1@0.3: 1.8600, MR-full-R1@0.5: 0.8800, MR-full-R1@0.7: 0.3900, MR-full-R5@0.3: 9.5500, MR-full-R5@0.5: 5.2100, MR-full-R5@0.7: 2.0900, MR-full-mAP: 1.2500, MR-full-mAP@0.5: 2.9800, MR-full-mAP@0.75: 0.8600, MR-full-mIoU: 1.5000, MR-long-mAP: 9.0100, MR-long-mIoU: 7.6100, MR-middle-mAP: 2.6200, MR-middle-mIoU: 3.8300, MR-short-mAP: 0.4500, MR-short-mIoU: 0.6900, best_MR-full-mAP: 1.2500, best_MR-full-mIoU: 1.5500, best_MR-full-R1@0.3: 1.8600, best_MR-full-R1@0.5: 0.8800, best_MR-full-R1@0.7: 0.3900 | |
| [2024-04-15 22:04:09 INFO]: Epoch [5][50/353] lr: 0.00025, eta: 8:02:40, time: 1.302, data_time: 2.736, memory: 55267, loss_reg: 0.1097, loss_cls: 0.0070, loss_sal: 0.8301, loss_video_cal: 0.2909, loss_layer_cal: 0.0015, loss: 1.2392, scale: 65536.0000 | |
| [2024-04-15 22:06:14 INFO]: Epoch [5][100/353] lr: 0.00025, eta: 7:56:39, time: 1.253, data_time: 1.246, memory: 55267, loss_reg: 0.1009, loss_cls: 0.0070, loss_sal: 0.8427, loss_video_cal: 0.2935, loss_layer_cal: 0.0015, loss: 1.2455, scale: 65536.0000 | |
| [2024-04-15 22:08:29 INFO]: Epoch [5][150/353] lr: 0.00025, eta: 7:51:53, time: 1.255, data_time: 1.452, memory: 55267, loss_reg: 0.1045, loss_cls: 0.0070, loss_sal: 0.8392, loss_video_cal: 0.2928, loss_layer_cal: 0.0016, loss: 1.2450, scale: 65536.0000 | |
| [2024-04-15 22:10:32 INFO]: Epoch [5][200/353] lr: 0.00025, eta: 7:46:05, time: 1.221, data_time: 1.227, memory: 55267, loss_reg: 0.1083, loss_cls: 0.0069, loss_sal: 0.8411, loss_video_cal: 0.2922, loss_layer_cal: 0.0012, loss: 1.2498, scale: 65536.0000 | |
| [2024-04-15 22:12:35 INFO]: Epoch [5][250/353] lr: 0.00025, eta: 7:40:37, time: 1.242, data_time: 1.233, memory: 55267, loss_reg: 0.1133, loss_cls: 0.0071, loss_sal: 0.8431, loss_video_cal: 0.2880, loss_layer_cal: 0.0013, loss: 1.2527, scale: 65536.0000 | |
| [2024-04-15 22:14:38 INFO]: Epoch [5][300/353] lr: 0.00025, eta: 7:35:15, time: 1.231, data_time: 1.221, memory: 55267, loss_reg: 0.1011, loss_cls: 0.0070, loss_sal: 0.8328, loss_video_cal: 0.2858, loss_layer_cal: 0.0015, loss: 1.2281, scale: 65536.0000 | |
| [2024-04-15 22:16:51 INFO]: Epoch [5][350/353] lr: 0.00025, eta: 7:30:58, time: 1.281, data_time: 1.382, memory: 55267, loss_reg: 0.1057, loss_cls: 0.0068, loss_sal: 0.8387, loss_video_cal: 0.2905, loss_layer_cal: 0.0013, loss: 1.2429, scale: 65536.0000 | |
| [2024-04-15 22:16:59 INFO]: Epoch [5][353/353] lr: 0.00025, eta: 7:30:42, time: 1.174, data_time: 1.430, memory: 55267, loss_reg: 0.1024, loss_cls: 0.0071, loss_sal: 0.8463, loss_video_cal: 0.2787, loss_layer_cal: 0.0014, loss: 1.2359, scale: 65536.0000 | |
| [2024-04-15 22:16:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_ego4d/epoch_5.pth... | |
| [2024-04-15 22:17:00 INFO]: Validating... | |
| [2024-04-15 22:20:58 INFO]: Epoch (val) [5][3874] loss_reg: 0.0892, loss_cls: 0.0072, loss_sal: 0.5259, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.6227, MR-full-R1@0.3: 2.7600, MR-full-R1@0.5: 1.5500, MR-full-R1@0.7: 0.6200, MR-full-R5@0.3: 11.7200, MR-full-R5@0.5: 6.7100, MR-full-R5@0.7: 2.5600, MR-full-mAP: 1.5000, MR-full-mAP@0.5: 3.7900, MR-full-mAP@0.75: 1.0600, MR-full-mIoU: 2.0500, MR-long-mAP: 4.7100, MR-long-mIoU: 2.7400, MR-middle-mAP: 2.5600, MR-middle-mIoU: 3.8700, MR-short-mAP: 1.2000, MR-short-mIoU: 1.8900, best_MR-full-mAP: 1.5000, best_MR-full-mIoU: 2.0500, best_MR-full-R1@0.3: 2.7600, best_MR-full-R1@0.5: 1.5500, best_MR-full-R1@0.7: 0.6200 | |
| [2024-04-15 22:23:14 INFO]: Epoch [6][50/353] lr: 0.00025, eta: 7:46:01, time: 1.235, data_time: 2.800, memory: 55267, loss_reg: 0.1125, loss_cls: 0.0069, loss_sal: 0.8301, loss_video_cal: 0.2869, loss_layer_cal: 0.0015, loss: 1.2379, scale: 65536.0000 | |
| [2024-04-15 22:25:24 INFO]: Epoch [6][100/353] lr: 0.00025, eta: 7:41:03, time: 1.287, data_time: 1.306, memory: 55267, loss_reg: 0.1027, loss_cls: 0.0068, loss_sal: 0.8346, loss_video_cal: 0.2862, loss_layer_cal: 0.0015, loss: 1.2318, scale: 65536.0000 | |
| [2024-04-15 22:27:33 INFO]: Epoch [6][150/353] lr: 0.00025, eta: 7:36:12, time: 1.281, data_time: 1.302, memory: 55267, loss_reg: 0.1049, loss_cls: 0.0069, loss_sal: 0.8382, loss_video_cal: 0.2845, loss_layer_cal: 0.0014, loss: 1.2359, scale: 65536.0000 | |
| [2024-04-15 22:29:36 INFO]: Epoch [6][200/353] lr: 0.00025, eta: 7:31:01, time: 1.240, data_time: 1.219, memory: 55267, loss_reg: 0.1020, loss_cls: 0.0068, loss_sal: 0.8298, loss_video_cal: 0.2829, loss_layer_cal: 0.0017, loss: 1.2232, scale: 65536.0000 | |
| [2024-04-15 22:31:37 INFO]: Epoch [6][250/353] lr: 0.00025, eta: 7:25:51, time: 1.215, data_time: 1.202, memory: 55267, loss_reg: 0.1010, loss_cls: 0.0068, loss_sal: 0.8317, loss_video_cal: 0.2857, loss_layer_cal: 0.0015, loss: 1.2267, scale: 85196.7969 | |
| [2024-04-15 22:33:39 INFO]: Epoch [6][300/353] lr: 0.00025, eta: 7:20:56, time: 1.222, data_time: 1.224, memory: 55267, loss_reg: 0.1042, loss_cls: 0.0069, loss_sal: 0.8284, loss_video_cal: 0.2865, loss_layer_cal: 0.0015, loss: 1.2276, scale: 131072.0000 | |
| [2024-04-15 22:35:40 INFO]: Epoch [6][350/353] lr: 0.00025, eta: 7:16:03, time: 1.213, data_time: 1.204, memory: 55267, loss_reg: 0.1099, loss_cls: 0.0071, loss_sal: 0.8292, loss_video_cal: 0.2855, loss_layer_cal: 0.0014, loss: 1.2330, scale: 131072.0000 | |
| [2024-04-15 22:35:47 INFO]: Epoch [6][353/353] lr: 0.00025, eta: 7:15:47, time: 1.242, data_time: 1.251, memory: 55267, loss_reg: 0.0918, loss_cls: 0.0069, loss_sal: 0.8298, loss_video_cal: 0.2633, loss_layer_cal: 0.0016, loss: 1.1935, scale: 131072.0000 | |
| [2024-04-15 22:35:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_ego4d/epoch_6.pth... | |
| [2024-04-15 22:35:48 INFO]: Validating... | |
| [2024-04-15 22:39:48 INFO]: Epoch (val) [6][3874] loss_reg: 0.0880, loss_cls: 0.0071, loss_sal: 0.5233, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.6190, MR-full-R1@0.3: 3.5400, MR-full-R1@0.5: 2.2500, MR-full-R1@0.7: 0.8500, MR-full-R5@0.3: 14.0200, MR-full-R5@0.5: 8.0800, MR-full-R5@0.7: 3.1000, MR-full-mAP: 1.9100, MR-full-mAP@0.5: 4.7200, MR-full-mAP@0.75: 1.3300, MR-full-mIoU: 2.6500, MR-long-mAP: 10.2400, MR-long-mIoU: 10.6400, MR-middle-mAP: 3.9400, MR-middle-mIoU: 6.2300, MR-short-mAP: 1.0100, MR-short-mIoU: 1.5700, best_MR-full-mAP: 1.9100, best_MR-full-mIoU: 2.6500, best_MR-full-R1@0.3: 3.5400, best_MR-full-R1@0.5: 2.2500, best_MR-full-R1@0.7: 0.8500 | |
| [2024-04-15 22:42:11 INFO]: Epoch [7][50/353] lr: 0.00025, eta: 7:28:06, time: 1.203, data_time: 2.995, memory: 55267, loss_reg: 0.1050, loss_cls: 0.0070, loss_sal: 0.8231, loss_video_cal: 0.2795, loss_layer_cal: 0.0017, loss: 1.2163, scale: 131072.0000 | |
| [2024-04-15 22:44:11 INFO]: Epoch [7][100/353] lr: 0.00025, eta: 7:22:56, time: 1.203, data_time: 1.192, memory: 55267, loss_reg: 0.1027, loss_cls: 0.0069, loss_sal: 0.8264, loss_video_cal: 0.2812, loss_layer_cal: 0.0017, loss: 1.2189, scale: 131072.0000 | |
| [2024-04-15 22:46:23 INFO]: Epoch [7][150/353] lr: 0.00025, eta: 7:18:39, time: 1.251, data_time: 1.387, memory: 55267, loss_reg: 0.0993, loss_cls: 0.0066, loss_sal: 0.8173, loss_video_cal: 0.2845, loss_layer_cal: 0.0015, loss: 1.2093, scale: 131072.0000 | |
| [2024-04-15 22:48:29 INFO]: Epoch [7][200/353] lr: 0.00025, eta: 7:14:06, time: 1.260, data_time: 1.257, memory: 55267, loss_reg: 0.1052, loss_cls: 0.0067, loss_sal: 0.8253, loss_video_cal: 0.2803, loss_layer_cal: 0.0016, loss: 1.2192, scale: 131072.0000 | |
| [2024-04-15 22:50:35 INFO]: Epoch [7][250/353] lr: 0.00025, eta: 7:09:39, time: 1.260, data_time: 1.257, memory: 55267, loss_reg: 0.1020, loss_cls: 0.0067, loss_sal: 0.8237, loss_video_cal: 0.2804, loss_layer_cal: 0.0016, loss: 1.2143, scale: 131072.0000 | |
| [2024-04-15 22:52:46 INFO]: Epoch [7][300/353] lr: 0.00025, eta: 7:05:34, time: 1.289, data_time: 1.327, memory: 55267, loss_reg: 0.1012, loss_cls: 0.0068, loss_sal: 0.8178, loss_video_cal: 0.2817, loss_layer_cal: 0.0015, loss: 1.2090, scale: 131072.0000 | |
| [2024-04-15 22:54:53 INFO]: Epoch [7][350/353] lr: 0.00025, eta: 7:01:23, time: 1.281, data_time: 1.270, memory: 55267, loss_reg: 0.1090, loss_cls: 0.0068, loss_sal: 0.8258, loss_video_cal: 0.2807, loss_layer_cal: 0.0016, loss: 1.2238, scale: 131072.0000 | |
| [2024-04-15 22:55:01 INFO]: Epoch [7][353/353] lr: 0.00025, eta: 7:01:08, time: 1.225, data_time: 1.291, memory: 55267, loss_reg: 0.0971, loss_cls: 0.0072, loss_sal: 0.8225, loss_video_cal: 0.2754, loss_layer_cal: 0.0015, loss: 1.2037, scale: 131072.0000 | |
| [2024-04-15 22:55:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_ego4d/epoch_7.pth... | |
| [2024-04-15 22:55:02 INFO]: Validating... | |
| [2024-04-15 22:59:02 INFO]: Epoch (val) [7][3874] loss_reg: 0.0896, loss_cls: 0.0070, loss_sal: 0.5219, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.6190, MR-full-R1@0.3: 4.9300, MR-full-R1@0.5: 3.2000, MR-full-R1@0.7: 1.6000, MR-full-R5@0.3: 15.5100, MR-full-R5@0.5: 9.1400, MR-full-R5@0.7: 3.9800, MR-full-mAP: 2.5100, MR-full-mAP@0.5: 5.7500, MR-full-mAP@0.75: 1.8700, MR-full-mIoU: 3.6000, MR-long-mAP: 5.2900, MR-long-mIoU: 5.7000, MR-middle-mAP: 4.7100, MR-middle-mIoU: 6.6000, MR-short-mAP: 2.1500, MR-short-mIoU: 3.2800, best_MR-full-mAP: 2.5100, best_MR-full-mIoU: 3.6000, best_MR-full-R1@0.3: 4.9300, best_MR-full-R1@0.5: 3.2000, best_MR-full-R1@0.7: 1.6000 | |
| [2024-04-15 23:01:21 INFO]: Epoch [8][50/353] lr: 0.00025, eta: 7:10:33, time: 1.266, data_time: 2.843, memory: 55267, loss_reg: 0.1000, loss_cls: 0.0065, loss_sal: 0.8083, loss_video_cal: 0.2789, loss_layer_cal: 0.0016, loss: 1.1953, scale: 131072.0000 | |
| [2024-04-15 23:03:25 INFO]: Epoch [8][100/353] lr: 0.00025, eta: 7:05:57, time: 1.195, data_time: 1.268, memory: 55267, loss_reg: 0.1032, loss_cls: 0.0068, loss_sal: 0.8215, loss_video_cal: 0.2791, loss_layer_cal: 0.0014, loss: 1.2120, scale: 131072.0000 | |
| [2024-04-15 23:05:25 INFO]: Epoch [8][150/353] lr: 0.00025, eta: 7:01:20, time: 1.203, data_time: 1.206, memory: 55267, loss_reg: 0.1062, loss_cls: 0.0068, loss_sal: 0.8143, loss_video_cal: 0.2735, loss_layer_cal: 0.0018, loss: 1.2025, scale: 131072.0000 | |
| [2024-04-15 23:07:27 INFO]: Epoch [8][200/353] lr: 0.00025, eta: 6:56:52, time: 1.211, data_time: 1.228, memory: 55267, loss_reg: 0.0957, loss_cls: 0.0067, loss_sal: 0.8218, loss_video_cal: 0.2839, loss_layer_cal: 0.0015, loss: 1.2096, scale: 131072.0000 | |
| [2024-04-15 23:09:36 INFO]: Epoch [8][250/353] lr: 0.00025, eta: 6:52:52, time: 1.254, data_time: 1.331, memory: 55267, loss_reg: 0.0964, loss_cls: 0.0067, loss_sal: 0.8158, loss_video_cal: 0.2765, loss_layer_cal: 0.0018, loss: 1.1971, scale: 131072.0000 | |
| [2024-04-15 23:11:41 INFO]: Epoch [8][300/353] lr: 0.00025, eta: 6:48:44, time: 1.239, data_time: 1.267, memory: 55267, loss_reg: 0.1059, loss_cls: 0.0067, loss_sal: 0.8153, loss_video_cal: 0.2743, loss_layer_cal: 0.0016, loss: 1.2038, scale: 131072.0000 | |
| [2024-04-15 23:13:42 INFO]: Epoch [8][350/353] lr: 0.00025, eta: 6:44:28, time: 1.217, data_time: 1.198, memory: 55267, loss_reg: 0.1099, loss_cls: 0.0067, loss_sal: 0.8137, loss_video_cal: 0.2761, loss_layer_cal: 0.0015, loss: 1.2079, scale: 131072.0000 | |
| [2024-04-15 23:13:50 INFO]: Epoch [8][353/353] lr: 0.00025, eta: 6:44:12, time: 1.195, data_time: 1.216, memory: 55267, loss_reg: 0.1135, loss_cls: 0.0064, loss_sal: 0.8214, loss_video_cal: 0.2740, loss_layer_cal: 0.0017, loss: 1.2170, scale: 131072.0000 | |
| [2024-04-15 23:13:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_ego4d/epoch_8.pth... | |
| [2024-04-15 23:13:50 INFO]: Validating... | |
| [2024-04-15 23:17:50 INFO]: Epoch (val) [8][3874] loss_reg: 0.0875, loss_cls: 0.0072, loss_sal: 0.5211, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.6163, MR-full-R1@0.3: 4.7200, MR-full-R1@0.5: 3.1800, MR-full-R1@0.7: 1.7000, MR-full-R5@0.3: 15.4100, MR-full-R5@0.5: 9.0600, MR-full-R5@0.7: 4.0300, MR-full-mAP: 2.5400, MR-full-mAP@0.5: 5.6300, MR-full-mAP@0.75: 1.9900, MR-full-mIoU: 3.5600, MR-long-mAP: 9.7100, MR-long-mIoU: 12.0800, MR-middle-mAP: 6.5500, MR-middle-mIoU: 8.6500, MR-short-mAP: 1.4400, MR-short-mIoU: 2.2600, best_MR-full-mAP: 2.5400, best_MR-full-mIoU: 3.6000, best_MR-full-R1@0.3: 4.9300, best_MR-full-R1@0.5: 3.2000, best_MR-full-R1@0.7: 1.7000 | |
| [2024-04-15 23:20:11 INFO]: Epoch [9][50/353] lr: 0.00025, eta: 6:51:41, time: 1.311, data_time: 2.815, memory: 55267, loss_reg: 0.1055, loss_cls: 0.0067, loss_sal: 0.8017, loss_video_cal: 0.2739, loss_layer_cal: 0.0017, loss: 1.1895, scale: 131072.0000 | |
| [2024-04-15 23:22:18 INFO]: Epoch [9][100/353] lr: 0.00025, eta: 6:47:35, time: 1.248, data_time: 1.296, memory: 55267, loss_reg: 0.1036, loss_cls: 0.0066, loss_sal: 0.8020, loss_video_cal: 0.2786, loss_layer_cal: 0.0017, loss: 1.1925, scale: 131072.0000 | |
| [2024-04-15 23:24:21 INFO]: Epoch [9][150/353] lr: 0.00025, eta: 6:43:20, time: 1.220, data_time: 1.226, memory: 55267, loss_reg: 0.1054, loss_cls: 0.0068, loss_sal: 0.8157, loss_video_cal: 0.2757, loss_layer_cal: 0.0017, loss: 1.2053, scale: 131072.0000 | |
| [2024-04-15 23:26:26 INFO]: Epoch [9][200/353] lr: 0.00025, eta: 6:39:17, time: 1.228, data_time: 1.275, memory: 55267, loss_reg: 0.1037, loss_cls: 0.0067, loss_sal: 0.8163, loss_video_cal: 0.2734, loss_layer_cal: 0.0017, loss: 1.2017, scale: 131072.0000 | |
| [2024-04-15 23:28:29 INFO]: Epoch [9][250/353] lr: 0.00025, eta: 6:35:12, time: 1.212, data_time: 1.249, memory: 55267, loss_reg: 0.0980, loss_cls: 0.0066, loss_sal: 0.8151, loss_video_cal: 0.2794, loss_layer_cal: 0.0015, loss: 1.2006, scale: 131072.0000 | |
| [2024-04-15 23:30:33 INFO]: Epoch [9][300/353] lr: 0.00025, eta: 6:31:14, time: 1.234, data_time: 1.253, memory: 55267, loss_reg: 0.0959, loss_cls: 0.0065, loss_sal: 0.8059, loss_video_cal: 0.2750, loss_layer_cal: 0.0016, loss: 1.1849, scale: 131072.0000 | |
| [2024-04-15 23:32:33 INFO]: Epoch [9][350/353] lr: 0.00025, eta: 6:27:11, time: 1.205, data_time: 1.201, memory: 55267, loss_reg: 0.1030, loss_cls: 0.0066, loss_sal: 0.8025, loss_video_cal: 0.2735, loss_layer_cal: 0.0019, loss: 1.1875, scale: 131072.0000 | |
| [2024-04-15 23:32:40 INFO]: Epoch [9][353/353] lr: 0.00025, eta: 6:26:55, time: 0.984, data_time: 1.215, memory: 55267, loss_reg: 0.0850, loss_cls: 0.0070, loss_sal: 0.8239, loss_video_cal: 0.2708, loss_layer_cal: 0.0019, loss: 1.1886, scale: 131072.0000 | |
| [2024-04-15 23:32:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_ego4d/epoch_9.pth... | |
| [2024-04-15 23:32:40 INFO]: Validating... | |
| [2024-04-15 23:36:39 INFO]: Epoch (val) [9][3874] loss_reg: 0.0860, loss_cls: 0.0069, loss_sal: 0.5203, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.6137, MR-full-R1@0.3: 5.4500, MR-full-R1@0.5: 3.2500, MR-full-R1@0.7: 1.5700, MR-full-R5@0.3: 16.6200, MR-full-R5@0.5: 9.3200, MR-full-R5@0.7: 4.2100, MR-full-mAP: 2.5400, MR-full-mAP@0.5: 5.8600, MR-full-mAP@0.75: 1.9800, MR-full-mIoU: 4.0100, MR-long-mAP: 11.9500, MR-long-mIoU: 13.4400, MR-middle-mAP: 4.6000, MR-middle-mIoU: 8.6900, MR-short-mAP: 1.6300, MR-short-mIoU: 2.7600, best_MR-full-mAP: 2.5400, best_MR-full-mIoU: 4.0100, best_MR-full-R1@0.3: 5.4500, best_MR-full-R1@0.5: 3.2500, best_MR-full-R1@0.7: 1.7000 | |
| [2024-04-15 23:38:59 INFO]: Epoch [10][50/353] lr: 0.00025, eta: 6:32:46, time: 1.239, data_time: 2.869, memory: 55267, loss_reg: 0.0965, loss_cls: 0.0065, loss_sal: 0.7925, loss_video_cal: 0.2723, loss_layer_cal: 0.0017, loss: 1.1696, scale: 131072.0000 | |
| [2024-04-15 23:41:03 INFO]: Epoch [10][100/353] lr: 0.00025, eta: 6:28:45, time: 1.243, data_time: 1.238, memory: 55267, loss_reg: 0.1029, loss_cls: 0.0064, loss_sal: 0.8029, loss_video_cal: 0.2733, loss_layer_cal: 0.0017, loss: 1.1873, scale: 131072.0000 | |
| [2024-04-15 23:43:11 INFO]: Epoch [10][150/353] lr: 0.00025, eta: 6:24:58, time: 1.275, data_time: 1.291, memory: 55267, loss_reg: 0.1029, loss_cls: 0.0065, loss_sal: 0.8016, loss_video_cal: 0.2698, loss_layer_cal: 0.0019, loss: 1.1828, scale: 131072.0000 | |
| [2024-04-15 23:45:17 INFO]: Epoch [10][200/353] lr: 0.00025, eta: 6:21:08, time: 1.255, data_time: 1.260, memory: 55267, loss_reg: 0.1023, loss_cls: 0.0067, loss_sal: 0.8037, loss_video_cal: 0.2744, loss_layer_cal: 0.0016, loss: 1.1887, scale: 131072.0000 | |
| [2024-04-15 23:47:32 INFO]: Epoch [10][250/353] lr: 0.00025, eta: 6:17:40, time: 1.389, data_time: 1.315, memory: 55267, loss_reg: 0.0969, loss_cls: 0.0065, loss_sal: 0.8002, loss_video_cal: 0.2707, loss_layer_cal: 0.0017, loss: 1.1760, scale: 131072.0000 | |
| [2024-04-15 23:49:33 INFO]: Epoch [10][300/353] lr: 0.00025, eta: 6:13:46, time: 1.212, data_time: 1.210, memory: 55267, loss_reg: 0.1048, loss_cls: 0.0068, loss_sal: 0.8017, loss_video_cal: 0.2736, loss_layer_cal: 0.0017, loss: 1.1886, scale: 131072.0000 | |
| [2024-04-15 23:51:32 INFO]: Epoch [10][350/353] lr: 0.00025, eta: 6:09:51, time: 1.186, data_time: 1.194, memory: 55267, loss_reg: 0.0987, loss_cls: 0.0066, loss_sal: 0.7969, loss_video_cal: 0.2693, loss_layer_cal: 0.0019, loss: 1.1735, scale: 131072.0000 | |
| [2024-04-15 23:51:39 INFO]: Epoch [10][353/353] lr: 0.00025, eta: 6:09:37, time: 1.197, data_time: 1.204, memory: 55267, loss_reg: 0.0929, loss_cls: 0.0063, loss_sal: 0.7997, loss_video_cal: 0.2735, loss_layer_cal: 0.0019, loss: 1.1743, scale: 131072.0000 | |
| [2024-04-15 23:51:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_ego4d/epoch_10.pth... | |
| [2024-04-15 23:51:40 INFO]: Validating... | |
| [2024-04-15 23:55:39 INFO]: Epoch (val) [10][3874] loss_reg: 0.0863, loss_cls: 0.0070, loss_sal: 0.5206, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.6144, MR-full-R1@0.3: 5.2100, MR-full-R1@0.5: 3.1800, MR-full-R1@0.7: 1.5000, MR-full-R5@0.3: 16.8000, MR-full-R5@0.5: 10.2000, MR-full-R5@0.7: 4.4400, MR-full-mAP: 2.7200, MR-full-mAP@0.5: 6.2400, MR-full-mAP@0.75: 2.1000, MR-full-mIoU: 3.8300, MR-long-mAP: 10.3400, MR-long-mIoU: 13.9200, MR-middle-mAP: 5.3600, MR-middle-mIoU: 7.6400, MR-short-mAP: 1.8700, MR-short-mIoU: 2.6700, best_MR-full-mAP: 2.7200, best_MR-full-mIoU: 4.0100, best_MR-full-R1@0.3: 5.4500, best_MR-full-R1@0.5: 3.2500, best_MR-full-R1@0.7: 1.7000 | |
| [2024-04-15 23:57:55 INFO]: Epoch [11][50/353] lr: 0.00025, eta: 6:14:09, time: 1.292, data_time: 2.752, memory: 55267, loss_reg: 0.1034, loss_cls: 0.0065, loss_sal: 0.7893, loss_video_cal: 0.2691, loss_layer_cal: 0.0019, loss: 1.1701, scale: 131072.0000 | |
| [2024-04-16 00:00:02 INFO]: Epoch [11][100/353] lr: 0.00025, eta: 6:10:24, time: 1.280, data_time: 1.244, memory: 55267, loss_reg: 0.1004, loss_cls: 0.0066, loss_sal: 0.7888, loss_video_cal: 0.2704, loss_layer_cal: 0.0017, loss: 1.1679, scale: 131072.0000 | |
| [2024-04-16 00:02:11 INFO]: Epoch [11][150/353] lr: 0.00025, eta: 6:06:47, time: 1.285, data_time: 1.297, memory: 55267, loss_reg: 0.0945, loss_cls: 0.0064, loss_sal: 0.7928, loss_video_cal: 0.2695, loss_layer_cal: 0.0021, loss: 1.1652, scale: 131072.0000 | |
| [2024-04-16 00:04:14 INFO]: Epoch [11][200/353] lr: 0.00025, eta: 6:03:02, time: 1.218, data_time: 1.253, memory: 55267, loss_reg: 0.1042, loss_cls: 0.0065, loss_sal: 0.7954, loss_video_cal: 0.2711, loss_layer_cal: 0.0020, loss: 1.1793, scale: 131072.0000 | |
| [2024-04-16 00:06:18 INFO]: Epoch [11][250/353] lr: 0.00025, eta: 5:59:21, time: 1.233, data_time: 1.243, memory: 55267, loss_reg: 0.1015, loss_cls: 0.0066, loss_sal: 0.8001, loss_video_cal: 0.2686, loss_layer_cal: 0.0017, loss: 1.1785, scale: 131072.0000 | |
| [2024-04-16 00:08:27 INFO]: Epoch [11][300/353] lr: 0.00025, eta: 5:55:50, time: 1.288, data_time: 1.288, memory: 55267, loss_reg: 0.1001, loss_cls: 0.0065, loss_sal: 0.7934, loss_video_cal: 0.2687, loss_layer_cal: 0.0019, loss: 1.1706, scale: 131072.0000 | |
| [2024-04-16 00:10:28 INFO]: Epoch [11][350/353] lr: 0.00025, eta: 5:52:09, time: 1.216, data_time: 1.209, memory: 55267, loss_reg: 0.0949, loss_cls: 0.0066, loss_sal: 0.7930, loss_video_cal: 0.2732, loss_layer_cal: 0.0017, loss: 1.1693, scale: 131072.0000 | |
| [2024-04-16 00:10:35 INFO]: Epoch [11][353/353] lr: 0.00025, eta: 5:51:56, time: 1.189, data_time: 1.205, memory: 55267, loss_reg: 0.1355, loss_cls: 0.0069, loss_sal: 0.7633, loss_video_cal: 0.2414, loss_layer_cal: 0.0019, loss: 1.1489, scale: 131072.0000 | |
| [2024-04-16 00:10:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_ego4d/epoch_11.pth... | |
| [2024-04-16 00:10:36 INFO]: Validating... | |
| [2024-04-16 00:14:37 INFO]: Epoch (val) [11][3874] loss_reg: 0.0867, loss_cls: 0.0069, loss_sal: 0.5184, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.6125, MR-full-R1@0.3: 5.9900, MR-full-R1@0.5: 4.0800, MR-full-R1@0.7: 1.9100, MR-full-R5@0.3: 18.6100, MR-full-R5@0.5: 11.5900, MR-full-R5@0.7: 5.4500, MR-full-mAP: 3.3200, MR-full-mAP@0.5: 7.3000, MR-full-mAP@0.75: 2.5400, MR-full-mIoU: 4.3900, MR-long-mAP: 6.8300, MR-long-mIoU: 8.2300, MR-middle-mAP: 8.0200, MR-middle-mIoU: 9.8700, MR-short-mAP: 2.5000, MR-short-mIoU: 3.5200, best_MR-full-mAP: 3.3200, best_MR-full-mIoU: 4.3900, best_MR-full-R1@0.3: 5.9900, best_MR-full-R1@0.5: 4.0800, best_MR-full-R1@0.7: 1.9100 | |
| [2024-04-16 00:16:52 INFO]: Epoch [12][50/353] lr: 0.00025, eta: 5:55:28, time: 1.222, data_time: 2.797, memory: 55267, loss_reg: 0.0993, loss_cls: 0.0066, loss_sal: 0.7787, loss_video_cal: 0.2709, loss_layer_cal: 0.0017, loss: 1.1571, scale: 131072.0000 | |
| [2024-04-16 00:18:56 INFO]: Epoch [12][100/353] lr: 0.00025, eta: 5:51:48, time: 1.230, data_time: 1.251, memory: 55267, loss_reg: 0.0937, loss_cls: 0.0064, loss_sal: 0.7848, loss_video_cal: 0.2683, loss_layer_cal: 0.0019, loss: 1.1550, scale: 131072.0000 | |
| [2024-04-16 00:21:03 INFO]: Epoch [12][150/353] lr: 0.00025, eta: 5:48:15, time: 1.245, data_time: 1.297, memory: 55267, loss_reg: 0.0979, loss_cls: 0.0063, loss_sal: 0.7820, loss_video_cal: 0.2678, loss_layer_cal: 0.0020, loss: 1.1560, scale: 183500.7969 | |
| [2024-04-16 00:23:12 INFO]: Epoch [12][200/353] lr: 0.00025, eta: 5:44:47, time: 1.265, data_time: 1.310, memory: 55267, loss_reg: 0.0986, loss_cls: 0.0064, loss_sal: 0.7854, loss_video_cal: 0.2703, loss_layer_cal: 0.0018, loss: 1.1625, scale: 131072.0000 | |
| [2024-04-16 00:25:15 INFO]: Epoch [12][250/353] lr: 0.00025, eta: 5:41:13, time: 1.227, data_time: 1.241, memory: 55267, loss_reg: 0.1075, loss_cls: 0.0064, loss_sal: 0.7876, loss_video_cal: 0.2662, loss_layer_cal: 0.0020, loss: 1.1698, scale: 131072.0000 | |
| [2024-04-16 00:27:16 INFO]: Epoch [12][300/353] lr: 0.00025, eta: 5:37:37, time: 1.212, data_time: 1.209, memory: 55267, loss_reg: 0.0981, loss_cls: 0.0065, loss_sal: 0.7919, loss_video_cal: 0.2669, loss_layer_cal: 0.0020, loss: 1.1654, scale: 131072.0000 | |
| [2024-04-16 00:29:27 INFO]: Epoch [12][350/353] lr: 0.00025, eta: 5:34:18, time: 1.360, data_time: 1.266, memory: 55267, loss_reg: 0.1019, loss_cls: 0.0065, loss_sal: 0.7892, loss_video_cal: 0.2655, loss_layer_cal: 0.0019, loss: 1.1650, scale: 131072.0000 | |
| [2024-04-16 00:29:34 INFO]: Epoch [12][353/353] lr: 0.00025, eta: 5:34:06, time: 1.191, data_time: 1.198, memory: 55267, loss_reg: 0.0897, loss_cls: 0.0060, loss_sal: 0.7796, loss_video_cal: 0.2714, loss_layer_cal: 0.0015, loss: 1.1482, scale: 131072.0000 | |
| [2024-04-16 00:29:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_ego4d/epoch_12.pth... | |
| [2024-04-16 00:29:35 INFO]: Validating... | |
| [2024-04-16 00:33:33 INFO]: Epoch (val) [12][3874] loss_reg: 0.0872, loss_cls: 0.0070, loss_sal: 0.5232, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.6180, MR-full-R1@0.3: 5.5000, MR-full-R1@0.5: 3.5600, MR-full-R1@0.7: 1.6500, MR-full-R5@0.3: 16.7300, MR-full-R5@0.5: 10.0900, MR-full-R5@0.7: 4.4700, MR-full-mAP: 2.7400, MR-full-mAP@0.5: 6.4000, MR-full-mAP@0.75: 2.0700, MR-full-mIoU: 3.9500, MR-long-mAP: 6.5100, MR-long-mIoU: 9.0700, MR-middle-mAP: 5.3000, MR-middle-mIoU: 6.9600, MR-short-mAP: 2.2500, MR-short-mIoU: 3.4000, best_MR-full-mAP: 3.3200, best_MR-full-mIoU: 4.3900, best_MR-full-R1@0.3: 5.9900, best_MR-full-R1@0.5: 4.0800, best_MR-full-R1@0.7: 1.9100 | |
| [2024-04-16 00:35:52 INFO]: Epoch [13][50/353] lr: 0.00025, eta: 5:36:51, time: 1.240, data_time: 2.873, memory: 55267, loss_reg: 0.1004, loss_cls: 0.0064, loss_sal: 0.7736, loss_video_cal: 0.2668, loss_layer_cal: 0.0020, loss: 1.1492, scale: 131072.0000 | |
| [2024-04-16 00:38:01 INFO]: Epoch [13][100/353] lr: 0.00025, eta: 5:33:25, time: 1.258, data_time: 1.310, memory: 55267, loss_reg: 0.0973, loss_cls: 0.0063, loss_sal: 0.7747, loss_video_cal: 0.2636, loss_layer_cal: 0.0021, loss: 1.1439, scale: 131072.0000 | |
| [2024-04-16 00:40:05 INFO]: Epoch [13][150/353] lr: 0.00025, eta: 5:29:55, time: 1.237, data_time: 1.246, memory: 55267, loss_reg: 0.0967, loss_cls: 0.0064, loss_sal: 0.7795, loss_video_cal: 0.2723, loss_layer_cal: 0.0020, loss: 1.1569, scale: 131072.0000 | |
| [2024-04-16 00:42:07 INFO]: Epoch [13][200/353] lr: 0.00025, eta: 5:26:24, time: 1.223, data_time: 1.231, memory: 55267, loss_reg: 0.1013, loss_cls: 0.0065, loss_sal: 0.7812, loss_video_cal: 0.2667, loss_layer_cal: 0.0021, loss: 1.1577, scale: 131072.0000 | |
| [2024-04-16 00:44:10 INFO]: Epoch [13][250/353] lr: 0.00025, eta: 5:22:55, time: 1.216, data_time: 1.232, memory: 55267, loss_reg: 0.0969, loss_cls: 0.0065, loss_sal: 0.7755, loss_video_cal: 0.2639, loss_layer_cal: 0.0023, loss: 1.1451, scale: 131072.0000 | |
| [2024-04-16 00:46:16 INFO]: Epoch [13][300/353] lr: 0.00025, eta: 5:19:32, time: 1.239, data_time: 1.275, memory: 55267, loss_reg: 0.0975, loss_cls: 0.0063, loss_sal: 0.7834, loss_video_cal: 0.2644, loss_layer_cal: 0.0022, loss: 1.1539, scale: 131072.0000 | |
| [2024-04-16 00:48:21 INFO]: Epoch [13][350/353] lr: 0.00025, eta: 5:16:10, time: 1.251, data_time: 1.247, memory: 55267, loss_reg: 0.1015, loss_cls: 0.0064, loss_sal: 0.7797, loss_video_cal: 0.2644, loss_layer_cal: 0.0021, loss: 1.1541, scale: 131072.0000 | |
| [2024-04-16 00:48:28 INFO]: Epoch [13][353/353] lr: 0.00025, eta: 5:15:58, time: 1.202, data_time: 1.204, memory: 55267, loss_reg: 0.0856, loss_cls: 0.0060, loss_sal: 0.7681, loss_video_cal: 0.2626, loss_layer_cal: 0.0022, loss: 1.1245, scale: 131072.0000 | |
| [2024-04-16 00:48:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_ego4d/epoch_13.pth... | |
| [2024-04-16 00:48:29 INFO]: Validating... | |
| [2024-04-16 00:52:28 INFO]: Epoch (val) [13][3874] loss_reg: 0.0864, loss_cls: 0.0070, loss_sal: 0.5230, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.6169, MR-full-R1@0.3: 5.4500, MR-full-R1@0.5: 3.4800, MR-full-R1@0.7: 1.8300, MR-full-R5@0.3: 17.5000, MR-full-R5@0.5: 9.8600, MR-full-R5@0.7: 4.7800, MR-full-mAP: 2.8900, MR-full-mAP@0.5: 6.4200, MR-full-mAP@0.75: 2.0700, MR-full-mIoU: 4.0200, MR-long-mAP: 9.2700, MR-long-mIoU: 12.0400, MR-middle-mAP: 7.6000, MR-middle-mIoU: 8.7800, MR-short-mAP: 1.7600, MR-short-mIoU: 2.8800, best_MR-full-mAP: 3.3200, best_MR-full-mIoU: 4.3900, best_MR-full-R1@0.3: 5.9900, best_MR-full-R1@0.5: 4.0800, best_MR-full-R1@0.7: 1.9100 | |
| [2024-04-16 00:54:55 INFO]: Epoch [14][50/353] lr: 0.00025, eta: 5:18:13, time: 1.292, data_time: 2.966, memory: 55267, loss_reg: 0.0966, loss_cls: 0.0062, loss_sal: 0.7665, loss_video_cal: 0.2627, loss_layer_cal: 0.0020, loss: 1.1340, scale: 131072.0000 | |
| [2024-04-16 00:57:05 INFO]: Epoch [14][100/353] lr: 0.00025, eta: 5:14:55, time: 1.286, data_time: 1.312, memory: 55267, loss_reg: 0.0986, loss_cls: 0.0063, loss_sal: 0.7681, loss_video_cal: 0.2643, loss_layer_cal: 0.0021, loss: 1.1394, scale: 131072.0000 | |
| [2024-04-16 00:59:07 INFO]: Epoch [14][150/353] lr: 0.00025, eta: 5:11:28, time: 1.224, data_time: 1.224, memory: 55267, loss_reg: 0.0972, loss_cls: 0.0064, loss_sal: 0.7711, loss_video_cal: 0.2660, loss_layer_cal: 0.0020, loss: 1.1427, scale: 131072.0000 | |
| [2024-04-16 01:01:14 INFO]: Epoch [14][200/353] lr: 0.00025, eta: 5:08:09, time: 1.255, data_time: 1.283, memory: 55267, loss_reg: 0.0960, loss_cls: 0.0063, loss_sal: 0.7648, loss_video_cal: 0.2679, loss_layer_cal: 0.0018, loss: 1.1368, scale: 131072.0000 | |
| [2024-04-16 01:03:18 INFO]: Epoch [14][250/353] lr: 0.00025, eta: 5:04:48, time: 1.239, data_time: 1.247, memory: 55267, loss_reg: 0.1043, loss_cls: 0.0064, loss_sal: 0.7819, loss_video_cal: 0.2637, loss_layer_cal: 0.0023, loss: 1.1586, scale: 131072.0000 | |
| [2024-04-16 01:05:18 INFO]: Epoch [14][300/353] lr: 0.00025, eta: 5:01:22, time: 1.194, data_time: 1.188, memory: 55267, loss_reg: 0.0940, loss_cls: 0.0062, loss_sal: 0.7664, loss_video_cal: 0.2602, loss_layer_cal: 0.0023, loss: 1.1291, scale: 131072.0000 | |
| [2024-04-16 01:07:26 INFO]: Epoch [14][350/353] lr: 0.00025, eta: 4:58:09, time: 1.288, data_time: 1.287, memory: 55267, loss_reg: 0.1020, loss_cls: 0.0064, loss_sal: 0.7777, loss_video_cal: 0.2643, loss_layer_cal: 0.0022, loss: 1.1525, scale: 131072.0000 | |
| [2024-04-16 01:07:33 INFO]: Epoch [14][353/353] lr: 0.00025, eta: 4:57:57, time: 1.192, data_time: 1.200, memory: 55267, loss_reg: 0.0855, loss_cls: 0.0064, loss_sal: 0.7686, loss_video_cal: 0.2591, loss_layer_cal: 0.0023, loss: 1.1219, scale: 131072.0000 | |
| [2024-04-16 01:07:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_ego4d/epoch_14.pth... | |
| [2024-04-16 01:07:34 INFO]: Validating... | |
| [2024-04-16 01:11:32 INFO]: Epoch (val) [14][3874] loss_reg: 0.0860, loss_cls: 0.0070, loss_sal: 0.5205, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.6142, MR-full-R1@0.3: 6.0700, MR-full-R1@0.5: 3.9200, MR-full-R1@0.7: 1.5200, MR-full-R5@0.3: 16.6000, MR-full-R5@0.5: 9.8900, MR-full-R5@0.7: 4.0000, MR-full-mAP: 2.7700, MR-full-mAP@0.5: 6.6400, MR-full-mAP@0.75: 1.9100, MR-full-mIoU: 4.3000, MR-long-mAP: 8.5600, MR-long-mIoU: 11.2800, MR-middle-mAP: 4.6000, MR-middle-mIoU: 8.2400, MR-short-mAP: 2.2400, MR-short-mIoU: 3.4400, best_MR-full-mAP: 3.3200, best_MR-full-mIoU: 4.3900, best_MR-full-R1@0.3: 6.0700, best_MR-full-R1@0.5: 4.0800, best_MR-full-R1@0.7: 1.9100 | |
| [2024-04-16 01:13:52 INFO]: Epoch [15][50/353] lr: 0.00025, eta: 4:59:26, time: 1.263, data_time: 2.867, memory: 55267, loss_reg: 0.0958, loss_cls: 0.0062, loss_sal: 0.7573, loss_video_cal: 0.2588, loss_layer_cal: 0.0023, loss: 1.1203, scale: 131072.0000 | |
| [2024-04-16 01:15:57 INFO]: Epoch [15][100/353] lr: 0.00025, eta: 4:56:06, time: 1.239, data_time: 1.253, memory: 55267, loss_reg: 0.0930, loss_cls: 0.0063, loss_sal: 0.7586, loss_video_cal: 0.2633, loss_layer_cal: 0.0021, loss: 1.1233, scale: 131072.0000 | |
| [2024-04-16 01:18:03 INFO]: Epoch [15][150/353] lr: 0.00025, eta: 4:52:50, time: 1.256, data_time: 1.273, memory: 55267, loss_reg: 0.0941, loss_cls: 0.0063, loss_sal: 0.7601, loss_video_cal: 0.2613, loss_layer_cal: 0.0022, loss: 1.1240, scale: 131072.0000 | |
| [2024-04-16 01:20:20 INFO]: Epoch [15][200/353] lr: 0.00025, eta: 4:49:45, time: 1.257, data_time: 1.475, memory: 55267, loss_reg: 0.1017, loss_cls: 0.0062, loss_sal: 0.7616, loss_video_cal: 0.2631, loss_layer_cal: 0.0020, loss: 1.1347, scale: 131072.0000 | |
| [2024-04-16 01:22:20 INFO]: Epoch [15][250/353] lr: 0.00025, eta: 4:46:25, time: 1.202, data_time: 1.207, memory: 55267, loss_reg: 0.0995, loss_cls: 0.0063, loss_sal: 0.7632, loss_video_cal: 0.2633, loss_layer_cal: 0.0022, loss: 1.1344, scale: 131072.0000 | |
| [2024-04-16 01:24:23 INFO]: Epoch [15][300/353] lr: 0.00025, eta: 4:43:09, time: 1.218, data_time: 1.237, memory: 55267, loss_reg: 0.0947, loss_cls: 0.0062, loss_sal: 0.7690, loss_video_cal: 0.2668, loss_layer_cal: 0.0021, loss: 1.1388, scale: 131072.0000 | |
| [2024-04-16 01:26:29 INFO]: Epoch [15][350/353] lr: 0.00025, eta: 4:39:57, time: 1.257, data_time: 1.257, memory: 55267, loss_reg: 0.1035, loss_cls: 0.0063, loss_sal: 0.7735, loss_video_cal: 0.2658, loss_layer_cal: 0.0020, loss: 1.1511, scale: 131072.0000 | |
| [2024-04-16 01:26:36 INFO]: Epoch [15][353/353] lr: 0.00025, eta: 4:39:45, time: 1.203, data_time: 1.198, memory: 55267, loss_reg: 0.0997, loss_cls: 0.0065, loss_sal: 0.7417, loss_video_cal: 0.2612, loss_layer_cal: 0.0020, loss: 1.1111, scale: 131072.0000 | |
| [2024-04-16 01:26:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_ego4d/epoch_15.pth... | |
| [2024-04-16 01:26:37 INFO]: Validating... | |
| [2024-04-16 01:30:34 INFO]: Epoch (val) [15][3874] loss_reg: 0.0867, loss_cls: 0.0072, loss_sal: 0.5274, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.6219, MR-full-R1@0.3: 6.4300, MR-full-R1@0.5: 3.8500, MR-full-R1@0.7: 1.8800, MR-full-R5@0.3: 18.6600, MR-full-R5@0.5: 10.6100, MR-full-R5@0.7: 4.6500, MR-full-mAP: 3.0600, MR-full-mAP@0.5: 6.8800, MR-full-mAP@0.75: 2.3500, MR-full-mIoU: 4.6100, MR-long-mAP: 8.8900, MR-long-mIoU: 11.6600, MR-middle-mAP: 7.1500, MR-middle-mIoU: 9.4200, MR-short-mAP: 2.1200, MR-short-mIoU: 3.6200, best_MR-full-mAP: 3.3200, best_MR-full-mIoU: 4.6100, best_MR-full-R1@0.3: 6.4300, best_MR-full-R1@0.5: 4.0800, best_MR-full-R1@0.7: 1.9100 | |
| [2024-04-16 01:33:06 INFO]: Epoch [16][50/353] lr: 0.00025, eta: 4:40:54, time: 1.288, data_time: 3.081, memory: 55267, loss_reg: 0.1005, loss_cls: 0.0061, loss_sal: 0.7475, loss_video_cal: 0.2585, loss_layer_cal: 0.0021, loss: 1.1147, scale: 131072.0000 | |
| [2024-04-16 01:35:07 INFO]: Epoch [16][100/353] lr: 0.00025, eta: 4:37:35, time: 1.198, data_time: 1.221, memory: 55267, loss_reg: 0.0953, loss_cls: 0.0062, loss_sal: 0.7558, loss_video_cal: 0.2612, loss_layer_cal: 0.0024, loss: 1.1209, scale: 131072.0000 | |
| [2024-04-16 01:37:16 INFO]: Epoch [16][150/353] lr: 0.00025, eta: 4:34:25, time: 1.288, data_time: 1.296, memory: 55267, loss_reg: 0.1004, loss_cls: 0.0062, loss_sal: 0.7536, loss_video_cal: 0.2610, loss_layer_cal: 0.0023, loss: 1.1235, scale: 131072.0000 | |
| [2024-04-16 01:39:22 INFO]: Epoch [16][200/353] lr: 0.00025, eta: 4:31:14, time: 1.254, data_time: 1.263, memory: 55267, loss_reg: 0.0948, loss_cls: 0.0063, loss_sal: 0.7595, loss_video_cal: 0.2634, loss_layer_cal: 0.0023, loss: 1.1263, scale: 131072.0000 | |
| [2024-04-16 01:41:26 INFO]: Epoch [16][250/353] lr: 0.00025, eta: 4:28:01, time: 1.236, data_time: 1.237, memory: 55267, loss_reg: 0.0942, loss_cls: 0.0061, loss_sal: 0.7574, loss_video_cal: 0.2601, loss_layer_cal: 0.0025, loss: 1.1204, scale: 131072.0000 | |
| [2024-04-16 01:43:40 INFO]: Epoch [16][300/353] lr: 0.00025, eta: 4:24:59, time: 1.249, data_time: 1.434, memory: 55267, loss_reg: 0.0988, loss_cls: 0.0063, loss_sal: 0.7673, loss_video_cal: 0.2621, loss_layer_cal: 0.0023, loss: 1.1368, scale: 131072.0000 | |
| [2024-04-16 01:45:42 INFO]: Epoch [16][350/353] lr: 0.00025, eta: 4:21:47, time: 1.218, data_time: 1.218, memory: 55267, loss_reg: 0.0906, loss_cls: 0.0061, loss_sal: 0.7549, loss_video_cal: 0.2639, loss_layer_cal: 0.0022, loss: 1.1176, scale: 131072.0000 | |
| [2024-04-16 01:45:49 INFO]: Epoch [16][353/353] lr: 0.00025, eta: 4:21:36, time: 1.191, data_time: 1.191, memory: 55267, loss_reg: 0.0807, loss_cls: 0.0064, loss_sal: 0.7751, loss_video_cal: 0.2707, loss_layer_cal: 0.0019, loss: 1.1348, scale: 131072.0000 | |
| [2024-04-16 01:45:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_ego4d/epoch_16.pth... | |
| [2024-04-16 01:45:50 INFO]: Validating... | |
| [2024-04-16 01:49:46 INFO]: Epoch (val) [16][3874] loss_reg: 0.0864, loss_cls: 0.0071, loss_sal: 0.5247, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.6188, MR-full-R1@0.3: 6.2200, MR-full-R1@0.5: 3.9800, MR-full-R1@0.7: 1.9100, MR-full-R5@0.3: 19.4600, MR-full-R5@0.5: 12.0000, MR-full-R5@0.7: 5.5500, MR-full-mAP: 3.3000, MR-full-mAP@0.5: 7.3900, MR-full-mAP@0.75: 2.5700, MR-full-mIoU: 4.7300, MR-long-mAP: 13.0500, MR-long-mIoU: 17.4600, MR-middle-mAP: 7.5400, MR-middle-mIoU: 11.2500, MR-short-mAP: 2.0300, MR-short-mIoU: 2.9200, best_MR-full-mAP: 3.3200, best_MR-full-mIoU: 4.7300, best_MR-full-R1@0.3: 6.4300, best_MR-full-R1@0.5: 4.0800, best_MR-full-R1@0.7: 1.9100 | |
| [2024-04-16 01:52:05 INFO]: Epoch [17][50/353] lr: 0.00025, eta: 4:22:03, time: 1.297, data_time: 2.797, memory: 55267, loss_reg: 0.0924, loss_cls: 0.0061, loss_sal: 0.7433, loss_video_cal: 0.2557, loss_layer_cal: 0.0021, loss: 1.0996, scale: 131072.0000 | |
| [2024-04-16 01:54:14 INFO]: Epoch [17][100/353] lr: 0.00025, eta: 4:18:56, time: 1.278, data_time: 1.309, memory: 55267, loss_reg: 0.1005, loss_cls: 0.0061, loss_sal: 0.7605, loss_video_cal: 0.2566, loss_layer_cal: 0.0023, loss: 1.1260, scale: 131072.0000 | |
| [2024-04-16 01:56:21 INFO]: Epoch [17][150/353] lr: 0.00025, eta: 4:15:48, time: 1.236, data_time: 1.305, memory: 55267, loss_reg: 0.0931, loss_cls: 0.0061, loss_sal: 0.7440, loss_video_cal: 0.2582, loss_layer_cal: 0.0022, loss: 1.1037, scale: 131072.0000 | |
| [2024-04-16 01:58:26 INFO]: Epoch [17][200/353] lr: 0.00025, eta: 4:12:40, time: 1.248, data_time: 1.257, memory: 55267, loss_reg: 0.1009, loss_cls: 0.0062, loss_sal: 0.7610, loss_video_cal: 0.2606, loss_layer_cal: 0.0022, loss: 1.1309, scale: 131072.0000 | |
| [2024-04-16 02:00:36 INFO]: Epoch [17][250/353] lr: 0.00025, eta: 4:09:36, time: 1.296, data_time: 1.303, memory: 55267, loss_reg: 0.0924, loss_cls: 0.0061, loss_sal: 0.7448, loss_video_cal: 0.2617, loss_layer_cal: 0.0025, loss: 1.1075, scale: 131072.0000 | |
| [2024-04-16 02:02:36 INFO]: Epoch [17][300/353] lr: 0.00025, eta: 4:06:25, time: 1.194, data_time: 1.207, memory: 55267, loss_reg: 0.1029, loss_cls: 0.0063, loss_sal: 0.7579, loss_video_cal: 0.2668, loss_layer_cal: 0.0022, loss: 1.1360, scale: 131072.0000 | |
| [2024-04-16 02:04:40 INFO]: Epoch [17][350/353] lr: 0.00025, eta: 4:03:19, time: 1.226, data_time: 1.259, memory: 55267, loss_reg: 0.0901, loss_cls: 0.0061, loss_sal: 0.7498, loss_video_cal: 0.2586, loss_layer_cal: 0.0023, loss: 1.1069, scale: 131072.0000 | |
| [2024-04-16 02:04:46 INFO]: Epoch [17][353/353] lr: 0.00025, eta: 4:03:06, time: 0.959, data_time: 0.724, memory: 55267, loss_reg: 0.0907, loss_cls: 0.0065, loss_sal: 0.7782, loss_video_cal: 0.2667, loss_layer_cal: 0.0030, loss: 1.1450, scale: 131072.0000 | |
| [2024-04-16 02:04:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_ego4d/epoch_17.pth... | |
| [2024-04-16 02:04:47 INFO]: Validating... | |
| [2024-04-16 02:08:44 INFO]: Epoch (val) [17][3874] loss_reg: 0.0861, loss_cls: 0.0069, loss_sal: 0.5208, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.6145, MR-full-R1@0.3: 6.8900, MR-full-R1@0.5: 4.5400, MR-full-R1@0.7: 2.2500, MR-full-R5@0.3: 19.6400, MR-full-R5@0.5: 11.7200, MR-full-R5@0.7: 5.2700, MR-full-mAP: 3.4200, MR-full-mAP@0.5: 7.6900, MR-full-mAP@0.75: 2.6400, MR-full-mIoU: 4.8900, MR-long-mAP: 9.8100, MR-long-mIoU: 13.0900, MR-middle-mAP: 8.6800, MR-middle-mIoU: 11.4000, MR-short-mAP: 2.2500, MR-short-mIoU: 3.5000, best_MR-full-mAP: 3.4200, best_MR-full-mIoU: 4.8900, best_MR-full-R1@0.3: 6.8900, best_MR-full-R1@0.5: 4.5400, best_MR-full-R1@0.7: 2.2500 | |
| [2024-04-16 02:10:56 INFO]: Epoch [18][50/353] lr: 0.00025, eta: 4:03:06, time: 1.198, data_time: 2.763, memory: 55267, loss_reg: 0.0931, loss_cls: 0.0062, loss_sal: 0.7444, loss_video_cal: 0.2554, loss_layer_cal: 0.0025, loss: 1.1016, scale: 212336.6406 | |
| [2024-04-16 02:13:00 INFO]: Epoch [18][100/353] lr: 0.00025, eta: 3:59:58, time: 1.218, data_time: 1.267, memory: 55267, loss_reg: 0.0964, loss_cls: 0.0061, loss_sal: 0.7386, loss_video_cal: 0.2580, loss_layer_cal: 0.0026, loss: 1.1016, scale: 262144.0000 | |
| [2024-04-16 02:15:07 INFO]: Epoch [18][150/353] lr: 0.00025, eta: 3:56:54, time: 1.269, data_time: 1.282, memory: 55267, loss_reg: 0.0952, loss_cls: 0.0059, loss_sal: 0.7365, loss_video_cal: 0.2581, loss_layer_cal: 0.0025, loss: 1.0982, scale: 262144.0000 | |
| [2024-04-16 02:17:13 INFO]: Epoch [18][200/353] lr: 0.00025, eta: 3:53:50, time: 1.251, data_time: 1.264, memory: 55267, loss_reg: 0.0929, loss_cls: 0.0060, loss_sal: 0.7353, loss_video_cal: 0.2581, loss_layer_cal: 0.0024, loss: 1.0948, scale: 262144.0000 | |
| [2024-04-16 02:19:14 INFO]: Epoch [18][250/353] lr: 0.00025, eta: 3:50:43, time: 1.203, data_time: 1.206, memory: 55267, loss_reg: 0.0968, loss_cls: 0.0061, loss_sal: 0.7452, loss_video_cal: 0.2607, loss_layer_cal: 0.0022, loss: 1.1111, scale: 262144.0000 | |
| [2024-04-16 02:21:20 INFO]: Epoch [18][300/353] lr: 0.00025, eta: 3:47:40, time: 1.260, data_time: 1.262, memory: 55267, loss_reg: 0.0908, loss_cls: 0.0062, loss_sal: 0.7518, loss_video_cal: 0.2599, loss_layer_cal: 0.0025, loss: 1.1113, scale: 262144.0000 | |
| [2024-04-16 02:23:23 INFO]: Epoch [18][350/353] lr: 0.00025, eta: 3:44:37, time: 1.237, data_time: 1.225, memory: 55267, loss_reg: 0.0988, loss_cls: 0.0062, loss_sal: 0.7518, loss_video_cal: 0.2600, loss_layer_cal: 0.0023, loss: 1.1191, scale: 262144.0000 | |
| [2024-04-16 02:23:29 INFO]: Epoch [18][353/353] lr: 0.00025, eta: 3:44:25, time: 0.970, data_time: 0.963, memory: 55267, loss_reg: 0.0885, loss_cls: 0.0068, loss_sal: 0.7375, loss_video_cal: 0.2582, loss_layer_cal: 0.0018, loss: 1.0928, scale: 262144.0000 | |
| [2024-04-16 02:23:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_ego4d/epoch_18.pth... | |
| [2024-04-16 02:23:30 INFO]: Validating... | |
| [2024-04-16 02:27:27 INFO]: Epoch (val) [18][3874] loss_reg: 0.0859, loss_cls: 0.0071, loss_sal: 0.5338, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.6274, MR-full-R1@0.3: 5.9100, MR-full-R1@0.5: 3.5600, MR-full-R1@0.7: 1.5500, MR-full-R5@0.3: 16.3100, MR-full-R5@0.5: 8.7200, MR-full-R5@0.7: 3.8200, MR-full-mAP: 2.4900, MR-full-mAP@0.5: 5.9400, MR-full-mAP@0.75: 1.6700, MR-full-mIoU: 4.1100, MR-long-mAP: 7.3200, MR-long-mIoU: 9.1100, MR-middle-mAP: 3.4000, MR-middle-mIoU: 6.9200, MR-short-mAP: 2.1900, MR-short-mIoU: 3.6300, best_MR-full-mAP: 3.4200, best_MR-full-mIoU: 4.8900, best_MR-full-R1@0.3: 6.8900, best_MR-full-R1@0.5: 4.5400, best_MR-full-R1@0.7: 2.2500 | |
| [2024-04-16 02:29:50 INFO]: Epoch [19][50/353] lr: 0.00025, eta: 3:44:11, time: 1.265, data_time: 2.928, memory: 55267, loss_reg: 0.0918, loss_cls: 0.0060, loss_sal: 0.7309, loss_video_cal: 0.2591, loss_layer_cal: 0.0023, loss: 1.0902, scale: 262144.0000 | |
| [2024-04-16 02:31:46 INFO]: Epoch [19][100/353] lr: 0.00025, eta: 3:41:02, time: 1.151, data_time: 1.157, memory: 55267, loss_reg: 0.0930, loss_cls: 0.0060, loss_sal: 0.7337, loss_video_cal: 0.2527, loss_layer_cal: 0.0028, loss: 1.0882, scale: 262144.0000 | |
| [2024-04-16 02:33:52 INFO]: Epoch [19][150/353] lr: 0.00025, eta: 3:38:00, time: 1.257, data_time: 1.275, memory: 55267, loss_reg: 0.0965, loss_cls: 0.0061, loss_sal: 0.7310, loss_video_cal: 0.2599, loss_layer_cal: 0.0028, loss: 1.0962, scale: 262144.0000 | |
| [2024-04-16 02:35:56 INFO]: Epoch [19][200/353] lr: 0.00025, eta: 3:34:58, time: 1.233, data_time: 1.242, memory: 55267, loss_reg: 0.0932, loss_cls: 0.0060, loss_sal: 0.7337, loss_video_cal: 0.2559, loss_layer_cal: 0.0029, loss: 1.0916, scale: 262144.0000 | |
| [2024-04-16 02:38:09 INFO]: Epoch [19][250/353] lr: 0.00025, eta: 3:32:02, time: 1.248, data_time: 1.406, memory: 55267, loss_reg: 0.0910, loss_cls: 0.0059, loss_sal: 0.7362, loss_video_cal: 0.2572, loss_layer_cal: 0.0026, loss: 1.0929, scale: 262144.0000 | |
| [2024-04-16 02:40:16 INFO]: Epoch [19][300/353] lr: 0.00025, eta: 3:29:03, time: 1.259, data_time: 1.291, memory: 55267, loss_reg: 0.0946, loss_cls: 0.0062, loss_sal: 0.7453, loss_video_cal: 0.2604, loss_layer_cal: 0.0026, loss: 1.1091, scale: 262144.0000 | |
| [2024-04-16 02:42:19 INFO]: Epoch [19][350/353] lr: 0.00025, eta: 3:26:03, time: 1.233, data_time: 1.225, memory: 55267, loss_reg: 0.0999, loss_cls: 0.0061, loss_sal: 0.7391, loss_video_cal: 0.2587, loss_layer_cal: 0.0025, loss: 1.1064, scale: 262144.0000 | |
| [2024-04-16 02:42:26 INFO]: Epoch [19][353/353] lr: 0.00025, eta: 3:25:52, time: 1.222, data_time: 1.202, memory: 55267, loss_reg: 0.1132, loss_cls: 0.0061, loss_sal: 0.7282, loss_video_cal: 0.2362, loss_layer_cal: 0.0030, loss: 1.0868, scale: 262144.0000 | |
| [2024-04-16 02:42:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_ego4d/epoch_19.pth... | |
| [2024-04-16 02:42:27 INFO]: Validating... | |
| [2024-04-16 02:46:24 INFO]: Epoch (val) [19][3874] loss_reg: 0.0865, loss_cls: 0.0071, loss_sal: 0.5238, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.6181, MR-full-R1@0.3: 6.1200, MR-full-R1@0.5: 3.6900, MR-full-R1@0.7: 1.9400, MR-full-R5@0.3: 18.7700, MR-full-R5@0.5: 10.9200, MR-full-R5@0.7: 4.9600, MR-full-mAP: 3.1400, MR-full-mAP@0.5: 6.8600, MR-full-mAP@0.75: 2.6400, MR-full-mIoU: 4.5700, MR-long-mAP: 14.0300, MR-long-mIoU: 16.6400, MR-middle-mAP: 6.9300, MR-middle-mIoU: 10.3800, MR-short-mAP: 1.8300, MR-short-mIoU: 2.9400, best_MR-full-mAP: 3.4200, best_MR-full-mIoU: 4.8900, best_MR-full-R1@0.3: 6.8900, best_MR-full-R1@0.5: 4.5400, best_MR-full-R1@0.7: 2.2500 | |
| [2024-04-16 02:48:38 INFO]: Epoch [20][50/353] lr: 0.00025, eta: 3:25:14, time: 1.256, data_time: 2.756, memory: 55267, loss_reg: 0.0931, loss_cls: 0.0059, loss_sal: 0.7183, loss_video_cal: 0.2564, loss_layer_cal: 0.0024, loss: 1.0762, scale: 262144.0000 | |
| [2024-04-16 02:50:50 INFO]: Epoch [20][100/353] lr: 0.00025, eta: 3:22:17, time: 1.274, data_time: 1.358, memory: 55267, loss_reg: 0.0958, loss_cls: 0.0058, loss_sal: 0.7238, loss_video_cal: 0.2549, loss_layer_cal: 0.0029, loss: 1.0833, scale: 262144.0000 | |
| [2024-04-16 02:52:55 INFO]: Epoch [20][150/353] lr: 0.00025, eta: 3:19:17, time: 1.239, data_time: 1.259, memory: 55267, loss_reg: 0.0906, loss_cls: 0.0060, loss_sal: 0.7350, loss_video_cal: 0.2568, loss_layer_cal: 0.0028, loss: 1.0912, scale: 262144.0000 | |
| [2024-04-16 02:55:07 INFO]: Epoch [20][200/353] lr: 0.00025, eta: 3:16:22, time: 1.364, data_time: 1.285, memory: 55267, loss_reg: 0.0948, loss_cls: 0.0060, loss_sal: 0.7324, loss_video_cal: 0.2561, loss_layer_cal: 0.0027, loss: 1.0920, scale: 262144.0000 | |
| [2024-04-16 02:57:09 INFO]: Epoch [20][250/353] lr: 0.00025, eta: 3:13:22, time: 1.215, data_time: 1.225, memory: 55267, loss_reg: 0.0972, loss_cls: 0.0059, loss_sal: 0.7330, loss_video_cal: 0.2588, loss_layer_cal: 0.0028, loss: 1.0977, scale: 262144.0000 | |
| [2024-04-16 02:59:17 INFO]: Epoch [20][300/353] lr: 0.00025, eta: 3:10:26, time: 1.271, data_time: 1.283, memory: 55267, loss_reg: 0.0918, loss_cls: 0.0061, loss_sal: 0.7357, loss_video_cal: 0.2528, loss_layer_cal: 0.0028, loss: 1.0892, scale: 262144.0000 | |
| [2024-04-16 03:01:27 INFO]: Epoch [20][350/353] lr: 0.00025, eta: 3:07:32, time: 1.306, data_time: 1.298, memory: 55267, loss_reg: 0.0908, loss_cls: 0.0062, loss_sal: 0.7356, loss_video_cal: 0.2592, loss_layer_cal: 0.0024, loss: 1.0942, scale: 262144.0000 | |
| [2024-04-16 03:01:34 INFO]: Epoch [20][353/353] lr: 0.00025, eta: 3:07:21, time: 1.206, data_time: 1.195, memory: 55267, loss_reg: 0.0796, loss_cls: 0.0062, loss_sal: 0.7240, loss_video_cal: 0.2319, loss_layer_cal: 0.0026, loss: 1.0443, scale: 262144.0000 | |
| [2024-04-16 03:01:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_ego4d/epoch_20.pth... | |
| [2024-04-16 03:01:35 INFO]: Validating... | |
| [2024-04-16 03:05:40 INFO]: Epoch (val) [20][3874] loss_reg: 0.0862, loss_cls: 0.0072, loss_sal: 0.5419, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.6360, MR-full-R1@0.3: 6.7600, MR-full-R1@0.5: 4.1800, MR-full-R1@0.7: 1.8800, MR-full-R5@0.3: 17.8600, MR-full-R5@0.5: 11.1000, MR-full-R5@0.7: 4.9300, MR-full-mAP: 3.1700, MR-full-mAP@0.5: 7.2400, MR-full-mAP@0.75: 2.4400, MR-full-mIoU: 4.6300, MR-long-mAP: 7.5300, MR-long-mIoU: 11.0200, MR-middle-mAP: 6.2600, MR-middle-mIoU: 8.6600, MR-short-mAP: 2.5700, MR-short-mIoU: 3.8600, best_MR-full-mAP: 3.4200, best_MR-full-mIoU: 4.8900, best_MR-full-R1@0.3: 6.8900, best_MR-full-R1@0.5: 4.5400, best_MR-full-R1@0.7: 2.2500 | |
| [2024-04-16 03:07:51 INFO]: Epoch [21][50/353] lr: 3e-05, eta: 3:06:28, time: 1.199, data_time: 2.753, memory: 55267, loss_reg: 0.0943, loss_cls: 0.0058, loss_sal: 0.7142, loss_video_cal: 0.2551, loss_layer_cal: 0.0026, loss: 1.0722, scale: 262144.0000 | |
| [2024-04-16 03:09:48 INFO]: Epoch [21][100/353] lr: 3e-05, eta: 3:03:27, time: 1.163, data_time: 1.179, memory: 55267, loss_reg: 0.0951, loss_cls: 0.0058, loss_sal: 0.7020, loss_video_cal: 0.2562, loss_layer_cal: 0.0025, loss: 1.0616, scale: 262144.0000 | |
| [2024-04-16 03:11:55 INFO]: Epoch [21][150/353] lr: 3e-05, eta: 3:00:31, time: 1.263, data_time: 1.283, memory: 55267, loss_reg: 0.0912, loss_cls: 0.0056, loss_sal: 0.7091, loss_video_cal: 0.2533, loss_layer_cal: 0.0026, loss: 1.0618, scale: 262144.0000 | |
| [2024-04-16 03:14:07 INFO]: Epoch [21][200/353] lr: 3e-05, eta: 2:57:38, time: 1.312, data_time: 1.330, memory: 55267, loss_reg: 0.0866, loss_cls: 0.0055, loss_sal: 0.6956, loss_video_cal: 0.2572, loss_layer_cal: 0.0025, loss: 1.0474, scale: 262144.0000 | |
| [2024-04-16 03:16:13 INFO]: Epoch [21][250/353] lr: 3e-05, eta: 2:54:42, time: 1.244, data_time: 1.270, memory: 55267, loss_reg: 0.0885, loss_cls: 0.0059, loss_sal: 0.7037, loss_video_cal: 0.2530, loss_layer_cal: 0.0025, loss: 1.0536, scale: 262144.0000 | |
| [2024-04-16 03:18:20 INFO]: Epoch [21][300/353] lr: 3e-05, eta: 2:51:48, time: 1.264, data_time: 1.274, memory: 55267, loss_reg: 0.0882, loss_cls: 0.0058, loss_sal: 0.6989, loss_video_cal: 0.2529, loss_layer_cal: 0.0026, loss: 1.0485, scale: 262144.0000 | |
| [2024-04-16 03:20:27 INFO]: Epoch [21][350/353] lr: 3e-05, eta: 2:48:54, time: 1.268, data_time: 1.272, memory: 55267, loss_reg: 0.0876, loss_cls: 0.0058, loss_sal: 0.7051, loss_video_cal: 0.2531, loss_layer_cal: 0.0026, loss: 1.0542, scale: 262144.0000 | |
| [2024-04-16 03:20:34 INFO]: Epoch [21][353/353] lr: 3e-05, eta: 2:48:44, time: 1.192, data_time: 1.188, memory: 55267, loss_reg: 0.1074, loss_cls: 0.0060, loss_sal: 0.7491, loss_video_cal: 0.2742, loss_layer_cal: 0.0021, loss: 1.1388, scale: 262144.0000 | |
| [2024-04-16 03:20:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_ego4d/epoch_21.pth... | |
| [2024-04-16 03:20:35 INFO]: Validating... | |
| [2024-04-16 03:24:31 INFO]: Epoch (val) [21][3874] loss_reg: 0.0867, loss_cls: 0.0074, loss_sal: 0.5423, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.6372, MR-full-R1@0.3: 6.8100, MR-full-R1@0.5: 4.1800, MR-full-R1@0.7: 2.1200, MR-full-R5@0.3: 18.5100, MR-full-R5@0.5: 11.2300, MR-full-R5@0.7: 4.9800, MR-full-mAP: 3.2500, MR-full-mAP@0.5: 7.2800, MR-full-mAP@0.75: 2.5000, MR-full-mIoU: 4.8600, MR-long-mAP: 9.7700, MR-long-mIoU: 13.9300, MR-middle-mAP: 6.7600, MR-middle-mIoU: 9.3200, MR-short-mAP: 2.3900, MR-short-mIoU: 3.7900, best_MR-full-mAP: 3.4200, best_MR-full-mIoU: 4.8900, best_MR-full-R1@0.3: 6.8900, best_MR-full-R1@0.5: 4.5400, best_MR-full-R1@0.7: 2.2500 | |
| [2024-04-16 03:26:42 INFO]: Epoch [22][50/353] lr: 3e-05, eta: 2:47:32, time: 1.188, data_time: 2.766, memory: 55267, loss_reg: 0.0904, loss_cls: 0.0058, loss_sal: 0.6901, loss_video_cal: 0.2517, loss_layer_cal: 0.0025, loss: 1.0405, scale: 262144.0000 | |
| [2024-04-16 03:28:50 INFO]: Epoch [22][100/353] lr: 3e-05, eta: 2:44:38, time: 1.259, data_time: 1.297, memory: 55267, loss_reg: 0.0843, loss_cls: 0.0055, loss_sal: 0.6938, loss_video_cal: 0.2548, loss_layer_cal: 0.0025, loss: 1.0410, scale: 262144.0000 | |
| [2024-04-16 03:30:58 INFO]: Epoch [22][150/353] lr: 3e-05, eta: 2:41:44, time: 1.273, data_time: 1.286, memory: 55267, loss_reg: 0.0943, loss_cls: 0.0055, loss_sal: 0.6882, loss_video_cal: 0.2518, loss_layer_cal: 0.0027, loss: 1.0425, scale: 262144.0000 | |
| [2024-04-16 03:33:02 INFO]: Epoch [22][200/353] lr: 3e-05, eta: 2:38:50, time: 1.234, data_time: 1.242, memory: 55267, loss_reg: 0.0950, loss_cls: 0.0058, loss_sal: 0.7005, loss_video_cal: 0.2503, loss_layer_cal: 0.0026, loss: 1.0542, scale: 262144.0000 | |
| [2024-04-16 03:35:10 INFO]: Epoch [22][250/353] lr: 3e-05, eta: 2:35:57, time: 1.255, data_time: 1.310, memory: 55267, loss_reg: 0.0871, loss_cls: 0.0057, loss_sal: 0.6890, loss_video_cal: 0.2534, loss_layer_cal: 0.0026, loss: 1.0377, scale: 262144.0000 | |
| [2024-04-16 03:37:12 INFO]: Epoch [22][300/353] lr: 3e-05, eta: 2:33:04, time: 1.227, data_time: 1.222, memory: 55267, loss_reg: 0.0859, loss_cls: 0.0056, loss_sal: 0.6932, loss_video_cal: 0.2523, loss_layer_cal: 0.0025, loss: 1.0396, scale: 262144.0000 | |
| [2024-04-16 03:39:17 INFO]: Epoch [22][350/353] lr: 3e-05, eta: 2:30:11, time: 1.272, data_time: 1.221, memory: 55267, loss_reg: 0.0886, loss_cls: 0.0057, loss_sal: 0.6922, loss_video_cal: 0.2515, loss_layer_cal: 0.0027, loss: 1.0407, scale: 262144.0000 | |
| [2024-04-16 03:39:23 INFO]: Epoch [22][353/353] lr: 3e-05, eta: 2:30:00, time: 0.975, data_time: 0.967, memory: 55267, loss_reg: 0.1028, loss_cls: 0.0060, loss_sal: 0.6796, loss_video_cal: 0.2426, loss_layer_cal: 0.0030, loss: 1.0340, scale: 262144.0000 | |
| [2024-04-16 03:39:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_ego4d/epoch_22.pth... | |
| [2024-04-16 03:39:24 INFO]: Validating... | |
| [2024-04-16 03:43:20 INFO]: Epoch (val) [22][3874] loss_reg: 0.0871, loss_cls: 0.0073, loss_sal: 0.5442, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.6394, MR-full-R1@0.3: 6.8400, MR-full-R1@0.5: 4.2300, MR-full-R1@0.7: 2.0400, MR-full-R5@0.3: 18.7900, MR-full-R5@0.5: 10.9700, MR-full-R5@0.7: 5.0300, MR-full-mAP: 3.1400, MR-full-mAP@0.5: 7.1400, MR-full-mAP@0.75: 2.2800, MR-full-mIoU: 4.8500, MR-long-mAP: 10.8200, MR-long-mIoU: 14.9400, MR-middle-mAP: 5.9400, MR-middle-mIoU: 8.6700, MR-short-mAP: 2.3100, MR-short-mIoU: 3.8200, best_MR-full-mAP: 3.4200, best_MR-full-mIoU: 4.8900, best_MR-full-R1@0.3: 6.8900, best_MR-full-R1@0.5: 4.5400, best_MR-full-R1@0.7: 2.2500 | |
| [2024-04-16 03:45:32 INFO]: Epoch [23][50/353] lr: 3e-05, eta: 2:28:36, time: 1.204, data_time: 2.761, memory: 55267, loss_reg: 0.0889, loss_cls: 0.0057, loss_sal: 0.6890, loss_video_cal: 0.2518, loss_layer_cal: 0.0027, loss: 1.0381, scale: 262144.0000 | |
| [2024-04-16 03:47:34 INFO]: Epoch [23][100/353] lr: 3e-05, eta: 2:25:41, time: 1.219, data_time: 1.220, memory: 55267, loss_reg: 0.0900, loss_cls: 0.0057, loss_sal: 0.6913, loss_video_cal: 0.2488, loss_layer_cal: 0.0027, loss: 1.0385, scale: 262144.0000 | |
| [2024-04-16 03:49:40 INFO]: Epoch [23][150/353] lr: 3e-05, eta: 2:22:49, time: 1.262, data_time: 1.252, memory: 55267, loss_reg: 0.0918, loss_cls: 0.0058, loss_sal: 0.6933, loss_video_cal: 0.2559, loss_layer_cal: 0.0027, loss: 1.0494, scale: 262144.0000 | |
| [2024-04-16 03:51:49 INFO]: Epoch [23][200/353] lr: 3e-05, eta: 2:19:59, time: 1.272, data_time: 1.315, memory: 55267, loss_reg: 0.0863, loss_cls: 0.0055, loss_sal: 0.6823, loss_video_cal: 0.2517, loss_layer_cal: 0.0027, loss: 1.0285, scale: 262144.0000 | |
| [2024-04-16 03:53:53 INFO]: Epoch [23][250/353] lr: 3e-05, eta: 2:17:07, time: 1.228, data_time: 1.246, memory: 55267, loss_reg: 0.0870, loss_cls: 0.0055, loss_sal: 0.6782, loss_video_cal: 0.2526, loss_layer_cal: 0.0025, loss: 1.0258, scale: 262144.0000 | |
| [2024-04-16 03:55:58 INFO]: Epoch [23][300/353] lr: 3e-05, eta: 2:14:16, time: 1.240, data_time: 1.262, memory: 55267, loss_reg: 0.0856, loss_cls: 0.0056, loss_sal: 0.6880, loss_video_cal: 0.2532, loss_layer_cal: 0.0026, loss: 1.0350, scale: 267386.8750 | |
| [2024-04-16 03:58:02 INFO]: Epoch [23][350/353] lr: 3e-05, eta: 2:11:26, time: 1.240, data_time: 1.235, memory: 55267, loss_reg: 0.0877, loss_cls: 0.0056, loss_sal: 0.6910, loss_video_cal: 0.2538, loss_layer_cal: 0.0024, loss: 1.0405, scale: 262144.0000 | |
| [2024-04-16 03:58:08 INFO]: Epoch [23][353/353] lr: 3e-05, eta: 2:11:15, time: 0.978, data_time: 1.192, memory: 55267, loss_reg: 0.1007, loss_cls: 0.0062, loss_sal: 0.7009, loss_video_cal: 0.2357, loss_layer_cal: 0.0029, loss: 1.0464, scale: 262144.0000 | |
| [2024-04-16 03:58:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_ego4d/epoch_23.pth... | |
| [2024-04-16 03:58:09 INFO]: Validating... | |
| [2024-04-16 04:02:10 INFO]: Epoch (val) [23][3874] loss_reg: 0.0871, loss_cls: 0.0074, loss_sal: 0.5487, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.6440, MR-full-R1@0.3: 6.5000, MR-full-R1@0.5: 4.1600, MR-full-R1@0.7: 2.0400, MR-full-R5@0.3: 18.1500, MR-full-R5@0.5: 10.7900, MR-full-R5@0.7: 4.6700, MR-full-mAP: 3.0900, MR-full-mAP@0.5: 7.0300, MR-full-mAP@0.75: 2.2900, MR-full-mIoU: 4.6500, MR-long-mAP: 9.0500, MR-long-mIoU: 12.3800, MR-middle-mAP: 5.6300, MR-middle-mIoU: 8.1500, MR-short-mAP: 2.4500, MR-short-mIoU: 3.8600, best_MR-full-mAP: 3.4200, best_MR-full-mIoU: 4.8900, best_MR-full-R1@0.3: 6.8900, best_MR-full-R1@0.5: 4.5400, best_MR-full-R1@0.7: 2.2500 | |
| [2024-04-16 04:04:22 INFO]: Epoch [24][50/353] lr: 3e-05, eta: 2:09:39, time: 1.238, data_time: 2.813, memory: 55267, loss_reg: 0.0917, loss_cls: 0.0057, loss_sal: 0.6871, loss_video_cal: 0.2522, loss_layer_cal: 0.0025, loss: 1.0392, scale: 262144.0000 | |
| [2024-04-16 04:06:31 INFO]: Epoch [24][100/353] lr: 3e-05, eta: 2:06:50, time: 1.292, data_time: 1.288, memory: 55267, loss_reg: 0.0866, loss_cls: 0.0056, loss_sal: 0.6848, loss_video_cal: 0.2495, loss_layer_cal: 0.0026, loss: 1.0291, scale: 262144.0000 | |
| [2024-04-16 04:08:38 INFO]: Epoch [24][150/353] lr: 3e-05, eta: 2:04:00, time: 1.273, data_time: 1.271, memory: 55267, loss_reg: 0.0921, loss_cls: 0.0055, loss_sal: 0.6873, loss_video_cal: 0.2522, loss_layer_cal: 0.0027, loss: 1.0397, scale: 262144.0000 | |
| [2024-04-16 04:10:46 INFO]: Epoch [24][200/353] lr: 3e-05, eta: 2:01:11, time: 1.263, data_time: 1.301, memory: 55267, loss_reg: 0.0881, loss_cls: 0.0056, loss_sal: 0.6893, loss_video_cal: 0.2488, loss_layer_cal: 0.0027, loss: 1.0344, scale: 262144.0000 | |
| [2024-04-16 04:12:51 INFO]: Epoch [24][250/353] lr: 3e-05, eta: 1:58:21, time: 1.252, data_time: 1.254, memory: 55267, loss_reg: 0.0832, loss_cls: 0.0056, loss_sal: 0.6859, loss_video_cal: 0.2498, loss_layer_cal: 0.0026, loss: 1.0271, scale: 262144.0000 | |
| [2024-04-16 04:14:52 INFO]: Epoch [24][300/353] lr: 3e-05, eta: 1:55:31, time: 1.208, data_time: 1.210, memory: 55267, loss_reg: 0.0865, loss_cls: 0.0056, loss_sal: 0.6792, loss_video_cal: 0.2539, loss_layer_cal: 0.0027, loss: 1.0278, scale: 262144.0000 | |
| [2024-04-16 04:16:57 INFO]: Epoch [24][350/353] lr: 3e-05, eta: 1:52:43, time: 1.238, data_time: 1.256, memory: 55267, loss_reg: 0.0839, loss_cls: 0.0056, loss_sal: 0.6912, loss_video_cal: 0.2518, loss_layer_cal: 0.0027, loss: 1.0352, scale: 262144.0000 | |
| [2024-04-16 04:17:04 INFO]: Epoch [24][353/353] lr: 3e-05, eta: 1:52:33, time: 1.195, data_time: 1.191, memory: 55267, loss_reg: 0.0776, loss_cls: 0.0054, loss_sal: 0.6355, loss_video_cal: 0.2489, loss_layer_cal: 0.0023, loss: 0.9697, scale: 262144.0000 | |
| [2024-04-16 04:17:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_ego4d/epoch_24.pth... | |
| [2024-04-16 04:17:05 INFO]: Validating... | |
| [2024-04-16 04:21:01 INFO]: Epoch (val) [24][3874] loss_reg: 0.0869, loss_cls: 0.0074, loss_sal: 0.5463, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.6414, MR-full-R1@0.3: 7.1800, MR-full-R1@0.5: 4.4900, MR-full-R1@0.7: 2.1700, MR-full-R5@0.3: 18.4600, MR-full-R5@0.5: 11.1000, MR-full-R5@0.7: 4.7800, MR-full-mAP: 3.2500, MR-full-mAP@0.5: 7.3800, MR-full-mAP@0.75: 2.5400, MR-full-mIoU: 5.0600, MR-long-mAP: 11.5500, MR-long-mIoU: 16.1000, MR-middle-mAP: 6.1900, MR-middle-mIoU: 9.1700, MR-short-mAP: 2.3500, MR-short-mIoU: 3.9100, best_MR-full-mAP: 3.4200, best_MR-full-mIoU: 5.0600, best_MR-full-R1@0.3: 7.1800, best_MR-full-R1@0.5: 4.5400, best_MR-full-R1@0.7: 2.2500 | |
| [2024-04-16 04:23:17 INFO]: Epoch [25][50/353] lr: 3e-05, eta: 1:50:45, time: 1.253, data_time: 2.781, memory: 55267, loss_reg: 0.0834, loss_cls: 0.0056, loss_sal: 0.6855, loss_video_cal: 0.2524, loss_layer_cal: 0.0028, loss: 1.0296, scale: 262144.0000 | |
| [2024-04-16 04:25:25 INFO]: Epoch [25][100/353] lr: 3e-05, eta: 1:47:57, time: 1.279, data_time: 1.294, memory: 55267, loss_reg: 0.0871, loss_cls: 0.0055, loss_sal: 0.6787, loss_video_cal: 0.2562, loss_layer_cal: 0.0028, loss: 1.0303, scale: 262144.0000 | |
| [2024-04-16 04:27:25 INFO]: Epoch [25][150/353] lr: 3e-05, eta: 1:45:07, time: 1.194, data_time: 1.196, memory: 55267, loss_reg: 0.0881, loss_cls: 0.0057, loss_sal: 0.6875, loss_video_cal: 0.2497, loss_layer_cal: 0.0028, loss: 1.0338, scale: 262144.0000 | |
| [2024-04-16 04:29:29 INFO]: Epoch [25][200/353] lr: 3e-05, eta: 1:42:19, time: 1.221, data_time: 1.275, memory: 55267, loss_reg: 0.0886, loss_cls: 0.0055, loss_sal: 0.6757, loss_video_cal: 0.2502, loss_layer_cal: 0.0027, loss: 1.0226, scale: 262144.0000 | |
| [2024-04-16 04:31:37 INFO]: Epoch [25][250/353] lr: 3e-05, eta: 1:39:32, time: 1.270, data_time: 1.291, memory: 55267, loss_reg: 0.0864, loss_cls: 0.0056, loss_sal: 0.6871, loss_video_cal: 0.2474, loss_layer_cal: 0.0026, loss: 1.0290, scale: 262144.0000 | |
| [2024-04-16 04:33:42 INFO]: Epoch [25][300/353] lr: 3e-05, eta: 1:36:45, time: 1.244, data_time: 1.252, memory: 55267, loss_reg: 0.0870, loss_cls: 0.0056, loss_sal: 0.6918, loss_video_cal: 0.2529, loss_layer_cal: 0.0027, loss: 1.0400, scale: 262144.0000 | |
| [2024-04-16 04:35:45 INFO]: Epoch [25][350/353] lr: 3e-05, eta: 1:33:58, time: 1.236, data_time: 1.222, memory: 55267, loss_reg: 0.0905, loss_cls: 0.0055, loss_sal: 0.6708, loss_video_cal: 0.2503, loss_layer_cal: 0.0026, loss: 1.0198, scale: 262144.0000 | |
| [2024-04-16 04:35:52 INFO]: Epoch [25][353/353] lr: 3e-05, eta: 1:33:48, time: 1.182, data_time: 1.213, memory: 55267, loss_reg: 0.0828, loss_cls: 0.0049, loss_sal: 0.6990, loss_video_cal: 0.2274, loss_layer_cal: 0.0028, loss: 1.0169, scale: 262144.0000 | |
| [2024-04-16 04:35:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_ego4d/epoch_25.pth... | |
| [2024-04-16 04:35:53 INFO]: Validating... | |
| [2024-04-16 04:39:49 INFO]: Epoch (val) [25][3874] loss_reg: 0.0882, loss_cls: 0.0075, loss_sal: 0.5510, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.6474, MR-full-R1@0.3: 6.7100, MR-full-R1@0.5: 4.1600, MR-full-R1@0.7: 2.0100, MR-full-R5@0.3: 18.1500, MR-full-R5@0.5: 10.5300, MR-full-R5@0.7: 4.5200, MR-full-mAP: 3.1100, MR-full-mAP@0.5: 7.0000, MR-full-mAP@0.75: 2.3300, MR-full-mIoU: 4.7900, MR-long-mAP: 10.5200, MR-long-mIoU: 13.8100, MR-middle-mAP: 5.2800, MR-middle-mIoU: 7.8300, MR-short-mAP: 2.4100, MR-short-mIoU: 3.9900, best_MR-full-mAP: 3.4200, best_MR-full-mIoU: 5.0600, best_MR-full-R1@0.3: 7.1800, best_MR-full-R1@0.5: 4.5400, best_MR-full-R1@0.7: 2.2500 | |
| [2024-04-16 04:41:52 INFO]: Epoch [26][50/353] lr: 3e-05, eta: 1:31:47, time: 1.108, data_time: 2.673, memory: 55267, loss_reg: 0.0850, loss_cls: 0.0057, loss_sal: 0.6740, loss_video_cal: 0.2524, loss_layer_cal: 0.0028, loss: 1.0199, scale: 262144.0000 | |
| [2024-04-16 04:43:59 INFO]: Epoch [26][100/353] lr: 3e-05, eta: 1:29:00, time: 1.256, data_time: 1.288, memory: 55267, loss_reg: 0.0857, loss_cls: 0.0056, loss_sal: 0.6812, loss_video_cal: 0.2518, loss_layer_cal: 0.0027, loss: 1.0270, scale: 262144.0000 | |
| [2024-04-16 04:46:02 INFO]: Epoch [26][150/353] lr: 3e-05, eta: 1:26:13, time: 1.227, data_time: 1.231, memory: 55267, loss_reg: 0.0940, loss_cls: 0.0056, loss_sal: 0.6800, loss_video_cal: 0.2500, loss_layer_cal: 0.0028, loss: 1.0324, scale: 262144.0000 | |
| [2024-04-16 04:48:11 INFO]: Epoch [26][200/353] lr: 3e-05, eta: 1:23:28, time: 1.283, data_time: 1.287, memory: 55267, loss_reg: 0.0881, loss_cls: 0.0055, loss_sal: 0.6818, loss_video_cal: 0.2529, loss_layer_cal: 0.0027, loss: 1.0309, scale: 262144.0000 | |
| [2024-04-16 04:50:29 INFO]: Epoch [26][250/353] lr: 3e-05, eta: 1:20:44, time: 1.288, data_time: 1.472, memory: 55267, loss_reg: 0.0851, loss_cls: 0.0055, loss_sal: 0.6804, loss_video_cal: 0.2500, loss_layer_cal: 0.0027, loss: 1.0238, scale: 262144.0000 | |
| [2024-04-16 04:52:33 INFO]: Epoch [26][300/353] lr: 3e-05, eta: 1:17:58, time: 1.244, data_time: 1.252, memory: 55267, loss_reg: 0.0896, loss_cls: 0.0056, loss_sal: 0.6781, loss_video_cal: 0.2463, loss_layer_cal: 0.0028, loss: 1.0224, scale: 262144.0000 | |
| [2024-04-16 04:54:41 INFO]: Epoch [26][350/353] lr: 3e-05, eta: 1:15:14, time: 1.255, data_time: 1.295, memory: 55267, loss_reg: 0.0825, loss_cls: 0.0054, loss_sal: 0.6794, loss_video_cal: 0.2528, loss_layer_cal: 0.0027, loss: 1.0228, scale: 262144.0000 | |
| [2024-04-16 04:54:47 INFO]: Epoch [26][353/353] lr: 3e-05, eta: 1:15:04, time: 0.941, data_time: 1.133, memory: 55267, loss_reg: 0.0889, loss_cls: 0.0058, loss_sal: 0.6853, loss_video_cal: 0.2404, loss_layer_cal: 0.0023, loss: 1.0226, scale: 262144.0000 | |
| [2024-04-16 04:54:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_ego4d/epoch_26.pth... | |
| [2024-04-16 04:54:47 INFO]: Validating... | |
| [2024-04-16 04:58:49 INFO]: Epoch (val) [26][3874] loss_reg: 0.0876, loss_cls: 0.0075, loss_sal: 0.5531, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.6490, MR-full-R1@0.3: 6.6300, MR-full-R1@0.5: 4.0300, MR-full-R1@0.7: 2.0100, MR-full-R5@0.3: 17.9700, MR-full-R5@0.5: 10.6900, MR-full-R5@0.7: 4.4100, MR-full-mAP: 3.0500, MR-full-mAP@0.5: 6.9400, MR-full-mAP@0.75: 2.2200, MR-full-mIoU: 4.6900, MR-long-mAP: 9.6000, MR-long-mIoU: 12.6500, MR-middle-mAP: 5.3200, MR-middle-mIoU: 7.9600, MR-short-mAP: 2.4000, MR-short-mIoU: 3.9300, best_MR-full-mAP: 3.4200, best_MR-full-mIoU: 5.0600, best_MR-full-R1@0.3: 7.1800, best_MR-full-R1@0.5: 4.5400, best_MR-full-R1@0.7: 2.2500 | |
| [2024-04-16 05:01:05 INFO]: Epoch [27][50/353] lr: 3e-05, eta: 1:12:56, time: 1.263, data_time: 2.839, memory: 55267, loss_reg: 0.0821, loss_cls: 0.0056, loss_sal: 0.6820, loss_video_cal: 0.2518, loss_layer_cal: 0.0028, loss: 1.0243, scale: 262144.0000 | |
| [2024-04-16 05:03:12 INFO]: Epoch [27][100/353] lr: 3e-05, eta: 1:10:11, time: 1.271, data_time: 1.264, memory: 55267, loss_reg: 0.0856, loss_cls: 0.0057, loss_sal: 0.6678, loss_video_cal: 0.2500, loss_layer_cal: 0.0028, loss: 1.0118, scale: 262144.0000 | |
| [2024-04-16 05:05:22 INFO]: Epoch [27][150/353] lr: 3e-05, eta: 1:07:26, time: 1.277, data_time: 1.326, memory: 55267, loss_reg: 0.0885, loss_cls: 0.0056, loss_sal: 0.6860, loss_video_cal: 0.2500, loss_layer_cal: 0.0027, loss: 1.0328, scale: 262144.0000 | |
| [2024-04-16 05:07:29 INFO]: Epoch [27][200/353] lr: 3e-05, eta: 1:04:42, time: 1.273, data_time: 1.273, memory: 55267, loss_reg: 0.0882, loss_cls: 0.0054, loss_sal: 0.6744, loss_video_cal: 0.2517, loss_layer_cal: 0.0026, loss: 1.0223, scale: 262144.0000 | |
| [2024-04-16 05:09:32 INFO]: Epoch [27][250/353] lr: 3e-05, eta: 1:01:57, time: 1.226, data_time: 1.222, memory: 55267, loss_reg: 0.0900, loss_cls: 0.0056, loss_sal: 0.6817, loss_video_cal: 0.2509, loss_layer_cal: 0.0028, loss: 1.0310, scale: 262144.0000 | |
| [2024-04-16 05:11:36 INFO]: Epoch [27][300/353] lr: 3e-05, eta: 0:59:13, time: 1.239, data_time: 1.256, memory: 55267, loss_reg: 0.0884, loss_cls: 0.0055, loss_sal: 0.6746, loss_video_cal: 0.2553, loss_layer_cal: 0.0027, loss: 1.0265, scale: 262144.0000 | |
| [2024-04-16 05:13:47 INFO]: Epoch [27][350/353] lr: 3e-05, eta: 0:56:30, time: 1.266, data_time: 1.354, memory: 55267, loss_reg: 0.0849, loss_cls: 0.0054, loss_sal: 0.6772, loss_video_cal: 0.2490, loss_layer_cal: 0.0027, loss: 1.0191, scale: 262144.0000 | |
| [2024-04-16 05:13:54 INFO]: Epoch [27][353/353] lr: 3e-05, eta: 0:56:20, time: 0.948, data_time: 1.155, memory: 55267, loss_reg: 0.0875, loss_cls: 0.0051, loss_sal: 0.6431, loss_video_cal: 0.2394, loss_layer_cal: 0.0024, loss: 0.9775, scale: 262144.0000 | |
| [2024-04-16 05:13:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_ego4d/epoch_27.pth... | |
| [2024-04-16 05:13:54 INFO]: Validating... | |
| [2024-04-16 05:17:54 INFO]: Epoch (val) [27][3874] loss_reg: 0.0873, loss_cls: 0.0074, loss_sal: 0.5497, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.6453, MR-full-R1@0.3: 6.5300, MR-full-R1@0.5: 4.2100, MR-full-R1@0.7: 2.0400, MR-full-R5@0.3: 17.9100, MR-full-R5@0.5: 10.6100, MR-full-R5@0.7: 4.8300, MR-full-mAP: 3.1000, MR-full-mAP@0.5: 7.0400, MR-full-mAP@0.75: 2.3700, MR-full-mIoU: 4.7600, MR-long-mAP: 10.7500, MR-long-mIoU: 14.2600, MR-middle-mAP: 4.8800, MR-middle-mIoU: 7.2500, MR-short-mAP: 2.4600, MR-short-mIoU: 4.0200, best_MR-full-mAP: 3.4200, best_MR-full-mIoU: 5.0600, best_MR-full-R1@0.3: 7.1800, best_MR-full-R1@0.5: 4.5400, best_MR-full-R1@0.7: 2.2500 | |
| [2024-04-16 05:20:09 INFO]: Epoch [28][50/353] lr: 3e-05, eta: 0:54:03, time: 1.229, data_time: 2.808, memory: 55267, loss_reg: 0.0883, loss_cls: 0.0056, loss_sal: 0.6760, loss_video_cal: 0.2506, loss_layer_cal: 0.0029, loss: 1.0234, scale: 262144.0000 | |
| [2024-04-16 05:22:10 INFO]: Epoch [28][100/353] lr: 3e-05, eta: 0:51:18, time: 1.201, data_time: 1.205, memory: 55267, loss_reg: 0.0873, loss_cls: 0.0055, loss_sal: 0.6893, loss_video_cal: 0.2491, loss_layer_cal: 0.0028, loss: 1.0340, scale: 262144.0000 | |
| [2024-04-16 05:24:16 INFO]: Epoch [28][150/353] lr: 3e-05, eta: 0:48:35, time: 1.246, data_time: 1.290, memory: 55267, loss_reg: 0.0844, loss_cls: 0.0056, loss_sal: 0.6872, loss_video_cal: 0.2502, loss_layer_cal: 0.0027, loss: 1.0301, scale: 262144.0000 | |
| [2024-04-16 05:26:27 INFO]: Epoch [28][200/353] lr: 3e-05, eta: 0:45:52, time: 1.307, data_time: 1.309, memory: 55267, loss_reg: 0.0822, loss_cls: 0.0054, loss_sal: 0.6705, loss_video_cal: 0.2492, loss_layer_cal: 0.0027, loss: 1.0100, scale: 262144.0000 | |
| [2024-04-16 05:28:35 INFO]: Epoch [28][250/353] lr: 3e-05, eta: 0:43:09, time: 1.269, data_time: 1.281, memory: 55267, loss_reg: 0.0904, loss_cls: 0.0055, loss_sal: 0.6689, loss_video_cal: 0.2540, loss_layer_cal: 0.0026, loss: 1.0214, scale: 262144.0000 | |
| [2024-04-16 05:30:46 INFO]: Epoch [28][300/353] lr: 3e-05, eta: 0:40:26, time: 1.369, data_time: 1.259, memory: 55267, loss_reg: 0.0898, loss_cls: 0.0055, loss_sal: 0.6760, loss_video_cal: 0.2526, loss_layer_cal: 0.0027, loss: 1.0267, scale: 262144.0000 | |
| [2024-04-16 05:32:49 INFO]: Epoch [28][350/353] lr: 3e-05, eta: 0:37:44, time: 1.227, data_time: 1.237, memory: 55267, loss_reg: 0.0827, loss_cls: 0.0055, loss_sal: 0.6648, loss_video_cal: 0.2506, loss_layer_cal: 0.0026, loss: 1.0063, scale: 262144.0000 | |
| [2024-04-16 05:32:56 INFO]: Epoch [28][353/353] lr: 3e-05, eta: 0:37:34, time: 1.130, data_time: 1.119, memory: 55267, loss_reg: 0.1342, loss_cls: 0.0051, loss_sal: 0.6718, loss_video_cal: 0.2544, loss_layer_cal: 0.0027, loss: 1.0682, scale: 262144.0000 | |
| [2024-04-16 05:32:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_ego4d/epoch_28.pth... | |
| [2024-04-16 05:32:57 INFO]: Validating... | |
| [2024-04-16 05:37:03 INFO]: Epoch (val) [28][3874] loss_reg: 0.0879, loss_cls: 0.0076, loss_sal: 0.5603, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.6566, MR-full-R1@0.3: 6.6900, MR-full-R1@0.5: 4.1800, MR-full-R1@0.7: 1.9100, MR-full-R5@0.3: 18.3300, MR-full-R5@0.5: 10.9700, MR-full-R5@0.7: 4.4900, MR-full-mAP: 3.0800, MR-full-mAP@0.5: 7.1800, MR-full-mAP@0.75: 2.2300, MR-full-mIoU: 4.7000, MR-long-mAP: 9.5100, MR-long-mIoU: 12.3600, MR-middle-mAP: 5.6900, MR-middle-mIoU: 8.1000, MR-short-mAP: 2.3900, MR-short-mIoU: 3.9400, best_MR-full-mAP: 3.4200, best_MR-full-mIoU: 5.0600, best_MR-full-R1@0.3: 7.1800, best_MR-full-R1@0.5: 4.5400, best_MR-full-R1@0.7: 2.2500 | |
| [2024-04-16 05:39:20 INFO]: Epoch [29][50/353] lr: 3e-05, eta: 0:35:09, time: 1.294, data_time: 2.769, memory: 55267, loss_reg: 0.0844, loss_cls: 0.0054, loss_sal: 0.6770, loss_video_cal: 0.2522, loss_layer_cal: 0.0028, loss: 1.0218, scale: 262144.0000 | |
| [2024-04-16 05:41:26 INFO]: Epoch [29][100/353] lr: 3e-05, eta: 0:32:26, time: 1.217, data_time: 1.298, memory: 55267, loss_reg: 0.0910, loss_cls: 0.0055, loss_sal: 0.6710, loss_video_cal: 0.2488, loss_layer_cal: 0.0028, loss: 1.0191, scale: 262144.0000 | |
| [2024-04-16 05:43:32 INFO]: Epoch [29][150/353] lr: 3e-05, eta: 0:29:44, time: 1.260, data_time: 1.278, memory: 55267, loss_reg: 0.0856, loss_cls: 0.0055, loss_sal: 0.6836, loss_video_cal: 0.2497, loss_layer_cal: 0.0027, loss: 1.0271, scale: 319815.6875 | |
| [2024-04-16 05:45:39 INFO]: Epoch [29][200/353] lr: 3e-05, eta: 0:27:02, time: 1.278, data_time: 1.260, memory: 55267, loss_reg: 0.0853, loss_cls: 0.0056, loss_sal: 0.6719, loss_video_cal: 0.2507, loss_layer_cal: 0.0027, loss: 1.0162, scale: 262144.0000 | |
| [2024-04-16 05:47:47 INFO]: Epoch [29][250/353] lr: 3e-05, eta: 0:24:20, time: 1.269, data_time: 1.283, memory: 55267, loss_reg: 0.0815, loss_cls: 0.0055, loss_sal: 0.6730, loss_video_cal: 0.2476, loss_layer_cal: 0.0028, loss: 1.0103, scale: 262144.0000 | |
| [2024-04-16 05:49:54 INFO]: Epoch [29][300/353] lr: 3e-05, eta: 0:21:39, time: 1.297, data_time: 1.251, memory: 55267, loss_reg: 0.0851, loss_cls: 0.0055, loss_sal: 0.6728, loss_video_cal: 0.2505, loss_layer_cal: 0.0027, loss: 1.0167, scale: 262144.0000 | |
| [2024-04-16 05:52:02 INFO]: Epoch [29][350/353] lr: 3e-05, eta: 0:18:57, time: 1.242, data_time: 1.306, memory: 55267, loss_reg: 0.0914, loss_cls: 0.0055, loss_sal: 0.6741, loss_video_cal: 0.2551, loss_layer_cal: 0.0027, loss: 1.0288, scale: 262144.0000 | |
| [2024-04-16 05:52:09 INFO]: Epoch [29][353/353] lr: 3e-05, eta: 0:18:48, time: 1.125, data_time: 1.119, memory: 55267, loss_reg: 0.0828, loss_cls: 0.0052, loss_sal: 0.6430, loss_video_cal: 0.2320, loss_layer_cal: 0.0030, loss: 0.9659, scale: 262144.0000 | |
| [2024-04-16 05:52:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_ego4d/epoch_29.pth... | |
| [2024-04-16 05:52:09 INFO]: Validating... | |
| [2024-04-16 05:56:13 INFO]: Epoch (val) [29][3874] loss_reg: 0.0882, loss_cls: 0.0075, loss_sal: 0.5546, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.6512, MR-full-R1@0.3: 6.4000, MR-full-R1@0.5: 4.0000, MR-full-R1@0.7: 1.7800, MR-full-R5@0.3: 17.8400, MR-full-R5@0.5: 10.3300, MR-full-R5@0.7: 4.6200, MR-full-mAP: 3.0400, MR-full-mAP@0.5: 6.8400, MR-full-mAP@0.75: 2.3200, MR-full-mIoU: 4.6500, MR-long-mAP: 11.0900, MR-long-mIoU: 15.1800, MR-middle-mAP: 5.0700, MR-middle-mIoU: 7.6900, MR-short-mAP: 2.3100, MR-short-mIoU: 3.7000, best_MR-full-mAP: 3.4200, best_MR-full-mIoU: 5.0600, best_MR-full-R1@0.3: 7.1800, best_MR-full-R1@0.5: 4.5400, best_MR-full-R1@0.7: 2.2500 | |
| [2024-04-16 05:58:27 INFO]: Epoch [30][50/353] lr: 3e-05, eta: 0:16:14, time: 1.253, data_time: 2.791, memory: 55267, loss_reg: 0.0886, loss_cls: 0.0056, loss_sal: 0.6797, loss_video_cal: 0.2520, loss_layer_cal: 0.0027, loss: 1.0287, scale: 262144.0000 | |
| [2024-04-16 06:00:34 INFO]: Epoch [30][100/353] lr: 3e-05, eta: 0:13:33, time: 1.270, data_time: 1.267, memory: 55267, loss_reg: 0.0872, loss_cls: 0.0053, loss_sal: 0.6596, loss_video_cal: 0.2501, loss_layer_cal: 0.0029, loss: 1.0051, scale: 262144.0000 | |
| [2024-04-16 06:02:39 INFO]: Epoch [30][150/353] lr: 3e-05, eta: 0:10:51, time: 1.231, data_time: 1.284, memory: 55267, loss_reg: 0.0824, loss_cls: 0.0055, loss_sal: 0.6744, loss_video_cal: 0.2501, loss_layer_cal: 0.0028, loss: 1.0152, scale: 262144.0000 | |
| [2024-04-16 06:04:49 INFO]: Epoch [30][200/353] lr: 3e-05, eta: 0:08:10, time: 1.292, data_time: 1.303, memory: 55267, loss_reg: 0.0875, loss_cls: 0.0055, loss_sal: 0.6719, loss_video_cal: 0.2503, loss_layer_cal: 0.0029, loss: 1.0181, scale: 262144.0000 | |
| [2024-04-16 06:06:55 INFO]: Epoch [30][250/353] lr: 3e-05, eta: 0:05:30, time: 1.256, data_time: 1.268, memory: 55267, loss_reg: 0.0853, loss_cls: 0.0054, loss_sal: 0.6732, loss_video_cal: 0.2503, loss_layer_cal: 0.0027, loss: 1.0169, scale: 262144.0000 | |
| [2024-04-16 06:09:12 INFO]: Epoch [30][300/353] lr: 3e-05, eta: 0:02:49, time: 1.287, data_time: 1.451, memory: 55267, loss_reg: 0.0872, loss_cls: 0.0055, loss_sal: 0.6744, loss_video_cal: 0.2522, loss_layer_cal: 0.0029, loss: 1.0222, scale: 262144.0000 | |
| [2024-04-16 06:11:18 INFO]: Epoch [30][350/353] lr: 3e-05, eta: 0:00:09, time: 1.249, data_time: 1.258, memory: 55267, loss_reg: 0.0857, loss_cls: 0.0055, loss_sal: 0.6746, loss_video_cal: 0.2485, loss_layer_cal: 0.0028, loss: 1.0171, scale: 262144.0000 | |
| [2024-04-16 06:11:25 INFO]: Epoch [30][353/353] lr: 3e-05, eta: 0:00:00, time: 1.159, data_time: 1.134, memory: 55267, loss_reg: 0.0876, loss_cls: 0.0052, loss_sal: 0.6659, loss_video_cal: 0.2390, loss_layer_cal: 0.0029, loss: 1.0005, scale: 262144.0000 | |
| [2024-04-16 06:11:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_ego4d/epoch_30.pth... | |
| [2024-04-16 06:11:25 INFO]: Validating... | |
| [2024-04-16 06:15:26 INFO]: Epoch (val) [30][3874] loss_reg: 0.0882, loss_cls: 0.0077, loss_sal: 0.5582, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.6550, MR-full-R1@0.3: 6.4800, MR-full-R1@0.5: 4.1000, MR-full-R1@0.7: 1.8800, MR-full-R5@0.3: 17.9900, MR-full-R5@0.5: 10.5300, MR-full-R5@0.7: 4.6200, MR-full-mAP: 3.0900, MR-full-mAP@0.5: 6.9100, MR-full-mAP@0.75: 2.3000, MR-full-mIoU: 4.6100, MR-long-mAP: 10.2400, MR-long-mIoU: 13.2700, MR-middle-mAP: 5.5200, MR-middle-mIoU: 7.7600, MR-short-mAP: 2.3700, MR-short-mIoU: 3.8000, best_MR-full-mAP: 3.4200, best_MR-full-mIoU: 5.0600, best_MR-full-R1@0.3: 7.1800, best_MR-full-R1@0.5: 4.5400, best_MR-full-R1@0.7: 2.2500 | |
| [2024-04-16 06:15:26 INFO]: Overall training speed: 10590 iterations in 3:40:12 (1.2477 s/it) | |
| [2024-04-16 06:15:26 INFO]: Done running in 9:28:36 (4:49:38 on hooks) | |