| [2024-04-14 13:14:39 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, | |
| [2024-04-14 13:14:39 INFO]: Launcher: None | |
| [2024-04-14 13:14:39 INFO]: Config: /n/home01/coco/r2-tuning-dev/configs/charades/r2_tuning_charades.py | |
| model = dict( | |
| type='R2Tuning', | |
| arch='ViT-B/32', | |
| init=False, | |
| dims=256, | |
| strides=(1, 2, 4, 8), | |
| max_video_len=1024, | |
| max_num_moment=50, | |
| adapter_cfg=dict( | |
| type='R2Block', | |
| k=4, | |
| dropout=0.35, | |
| 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=0.01), | |
| 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/charades/' | |
| data = dict( | |
| train=dict( | |
| type='Grounding', | |
| label_path='data/charades/charades_train.jsonl', | |
| video_path='data/charades/frames_224_1fps', | |
| cache_path='data/charades/clip_b32_vid_k4', | |
| query_path='data/charades/clip_b32_txt_k4', | |
| use_cache=True, | |
| min_video_len=5, | |
| fps=1, | |
| unit=0.1, | |
| loader=dict( | |
| batch_size=32, | |
| num_workers=4, | |
| pin_memory=True, | |
| shuffle=True)), | |
| val=dict( | |
| type='Grounding', | |
| label_path='data/charades/charades_test.jsonl', | |
| video_path='data/charades/frames_224_1fps', | |
| cache_path='data/charades/clip_b32_vid_k4', | |
| query_path='data/charades/clip_b32_txt_k4', | |
| use_cache=True, | |
| fps=1, | |
| unit=0.1, | |
| loader=dict( | |
| batch_size=1, | |
| num_workers=4, | |
| pin_memory=True, | |
| shuffle=False))) | |
| stages = dict( | |
| epochs=50, | |
| optimizer=dict( | |
| type='AdamW', | |
| lr=0.00025, | |
| weight_decay=0.0001), | |
| lr_schedule=dict( | |
| type='epoch', | |
| policy='step', | |
| step=[30]), | |
| 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'])] | |
| [2024-04-14 13:14:39 INFO]: Using random seed: 16035842 | |
| [2024-04-14 13:14:39 INFO]: Model architecture: | |
| R2Tuning( | |
| (adapter): R2Block( | |
| (video_map): Sequential( | |
| (0): LayerNorm((770,), eps=1e-05, elementwise_affine=True) | |
| (1): Dropout(p=0.35, 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=0.35, 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=0.35, 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=0.35, 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=0.01) | |
| (_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) | |
| ) | |
| ) | |
| [2024-04-14 13:14:39 INFO]: Learnable Parameters: | |
| [2024-04-14 13:14:39 INFO]: module.coef - torch.Size([4]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.gate - torch.Size([3]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.scale - torch.Size([4]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.video_map.0.weight - torch.Size([770]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.video_map.0.bias - torch.Size([770]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.video_map.2.weight - torch.Size([256, 770]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.video_map.2.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.video_map.4.weight - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.video_map.4.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.video_map.6.weight - torch.Size([256, 256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.video_map.6.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.query_map.0.weight - torch.Size([512]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.query_map.0.bias - torch.Size([512]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.query_map.2.weight - torch.Size([256, 512]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.query_map.2.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.query_map.4.weight - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.query_map.4.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.query_map.6.weight - torch.Size([256, 256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.query_map.6.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.v_map.weight - torch.Size([256, 256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.v_map.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.q_map.weight - torch.Size([256, 256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.q_map.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.tem.cross_att.q.weight - torch.Size([256, 256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.tem.cross_att.q.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.tem.cross_att.k.weight - torch.Size([256, 256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.tem.cross_att.k.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.tem.cross_att.v.weight - torch.Size([256, 256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.tem.cross_att.v.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.tem.cross_att.m.weight - torch.Size([256, 256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.tem.cross_att.m.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.tem.cross_att_norm.weight - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.tem.cross_att_norm.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.tem.self_att.q.weight - torch.Size([256, 256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.tem.self_att.q.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.tem.self_att.k.weight - torch.Size([256, 256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.tem.self_att.k.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.tem.self_att.v.weight - torch.Size([256, 256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.tem.self_att.v.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.tem.self_att.m.weight - torch.Size([256, 256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.tem.self_att.m.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.tem.self_att_norm.weight - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.tem.self_att_norm.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.tem.ffn.mapping.0.weight - torch.Size([1024, 256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.tem.ffn.mapping.0.bias - torch.Size([1024]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.tem.ffn.mapping.2.weight - torch.Size([256, 1024]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.tem.ffn.mapping.2.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.tem.ffn_norm.weight - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.adapter.tem.ffn_norm.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.pyramid.blocks.1.1.weight - torch.Size([256, 256, 2]) | |
| [2024-04-14 13:14:39 INFO]: module.pyramid.blocks.1.1.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.pyramid.blocks.1.3.weight - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.pyramid.blocks.1.3.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.pyramid.blocks.2.1.weight - torch.Size([256, 256, 2]) | |
| [2024-04-14 13:14:39 INFO]: module.pyramid.blocks.2.1.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.pyramid.blocks.2.3.weight - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.pyramid.blocks.2.3.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.pyramid.blocks.2.6.weight - torch.Size([256, 256, 2]) | |
| [2024-04-14 13:14:39 INFO]: module.pyramid.blocks.2.6.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.pyramid.blocks.2.8.weight - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.pyramid.blocks.2.8.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.pyramid.blocks.3.1.weight - torch.Size([256, 256, 2]) | |
| [2024-04-14 13:14:39 INFO]: module.pyramid.blocks.3.1.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.pyramid.blocks.3.3.weight - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.pyramid.blocks.3.3.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.pyramid.blocks.3.6.weight - torch.Size([256, 256, 2]) | |
| [2024-04-14 13:14:39 INFO]: module.pyramid.blocks.3.6.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.pyramid.blocks.3.8.weight - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.pyramid.blocks.3.8.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.pyramid.blocks.3.11.weight - torch.Size([256, 256, 2]) | |
| [2024-04-14 13:14:39 INFO]: module.pyramid.blocks.3.11.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.pyramid.blocks.3.13.weight - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.pyramid.blocks.3.13.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.pooling.att.weight - torch.Size([1, 256]) | |
| [2024-04-14 13:14:39 INFO]: module.class_head.module.1.weight - torch.Size([256, 256, 3]) | |
| [2024-04-14 13:14:39 INFO]: module.class_head.module.1.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.class_head.module.3.weight - torch.Size([1, 256, 3]) | |
| [2024-04-14 13:14:39 INFO]: module.class_head.module.3.bias - torch.Size([1]) | |
| [2024-04-14 13:14:39 INFO]: module.coord_head.module.1.weight - torch.Size([256, 256, 3]) | |
| [2024-04-14 13:14:39 INFO]: module.coord_head.module.1.bias - torch.Size([256]) | |
| [2024-04-14 13:14:39 INFO]: module.coord_head.module.3.weight - torch.Size([2, 256, 3]) | |
| [2024-04-14 13:14:39 INFO]: module.coord_head.module.3.bias - torch.Size([2]) | |
| [2024-04-14 13:14:39 INFO]: Learnable Parameters: 2.705M (100.0%) | |
| [2024-04-14 13:14:39 INFO]: Auto Scale Batch Size: 1 GPU(s) * 32 Samples | |
| [2024-04-14 13:14:39 INFO]: Distributed: False, AMP: fp16, Debug: False | |
| [2024-04-14 13:14:39 INFO]: Launch engine, host: coco@holygpu8a29106.rc.fas.harvard.edu, work_dir: work_dirs/r2_tuning_charades | |
| [2024-04-14 13:14:39 INFO]: Stage: 1, epochs: 50, optimizer: AdamW(lr: 0.00025, weight_decay: 0.0001) | |
| [2024-04-14 13:14:58 INFO]: Epoch [1][50/388] lr: 2e-05, eta: 1:56:43, time: 0.179, data_time: 0.183, memory: 14232, loss_reg: 0.1021, loss_cls: 0.0777, loss_sal: 0.0701, loss_video_cal: 0.3721, loss_layer_cal: 0.1308, loss: 0.7528, scale: 65536.0000 | |
| [2024-04-14 13:15:12 INFO]: Epoch [1][100/388] lr: 5e-05, eta: 1:45:09, time: 0.153, data_time: 0.139, memory: 17162, loss_reg: 0.0923, loss_cls: 0.0396, loss_sal: 0.0693, loss_video_cal: 0.3677, loss_layer_cal: 0.0942, loss: 0.6631, scale: 65536.0000 | |
| [2024-04-14 13:15:25 INFO]: Epoch [1][150/388] lr: 7e-05, eta: 1:37:07, time: 0.135, data_time: 0.120, memory: 17162, loss_reg: 0.0878, loss_cls: 0.0375, loss_sal: 0.0687, loss_video_cal: 0.3630, loss_layer_cal: 0.0630, loss: 0.6199, scale: 65536.0000 | |
| [2024-04-14 13:15:39 INFO]: Epoch [1][200/388] lr: 0.0001, eta: 1:35:01, time: 0.148, data_time: 0.132, memory: 17162, loss_reg: 0.0861, loss_cls: 0.0373, loss_sal: 0.0685, loss_video_cal: 0.3615, loss_layer_cal: 0.0277, loss: 0.5811, scale: 65536.0000 | |
| [2024-04-14 13:15:55 INFO]: Epoch [1][250/388] lr: 0.00012, eta: 1:36:08, time: 0.168, data_time: 0.151, memory: 17162, loss_reg: 0.0842, loss_cls: 0.0365, loss_sal: 0.0683, loss_video_cal: 0.3606, loss_layer_cal: 0.0084, loss: 0.5580, scale: 65536.0000 | |
| [2024-04-14 13:16:09 INFO]: Epoch [1][300/388] lr: 0.00015, eta: 1:35:31, time: 0.155, data_time: 0.139, memory: 17162, loss_reg: 0.0836, loss_cls: 0.0360, loss_sal: 0.0681, loss_video_cal: 0.3568, loss_layer_cal: 0.0038, loss: 0.5482, scale: 65536.0000 | |
| [2024-04-14 13:16:24 INFO]: Epoch [1][350/388] lr: 0.00017, eta: 1:35:09, time: 0.155, data_time: 0.143, memory: 17162, loss_reg: 0.0817, loss_cls: 0.0358, loss_sal: 0.0679, loss_video_cal: 0.3551, loss_layer_cal: 0.0026, loss: 0.5431, scale: 65536.0000 | |
| [2024-04-14 13:16:35 INFO]: Epoch [1][388/388] lr: 0.00019, eta: 1:34:22, time: 0.148, data_time: 0.133, memory: 17162, loss_reg: 0.0802, loss_cls: 0.0361, loss_sal: 0.0677, loss_video_cal: 0.3517, loss_layer_cal: 0.0020, loss: 0.5376, scale: 65536.0000 | |
| [2024-04-14 13:16:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_1.pth... | |
| [2024-04-14 13:16:35 INFO]: Validating... | |
| [2024-04-14 13:18:40 INFO]: Epoch (val) [1][3720] loss_reg: 0.0892, loss_cls: 0.0402, loss_sal: 0.0335, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.1630, MR-full-R1@0.3: 47.5500, MR-full-R1@0.5: 31.4800, MR-full-R1@0.7: 13.3600, MR-full-R5@0.3: 98.1700, MR-full-R5@0.5: 81.0800, MR-full-R5@0.7: 39.0900, MR-full-mAP: 24.0900, MR-full-mAP@0.5: 51.8700, MR-full-mAP@0.75: 19.0400, MR-full-mIoU: 30.9200, MR-long-mAP: 24.0900, MR-long-mIoU: 30.9200, MR-middle-mAP: 26.6100, MR-middle-mIoU: 35.5700, MR-short-mAP: 23.4000, MR-short-mIoU: 29.6700, best_MR-full-mAP: 24.0900, best_MR-full-mIoU: 30.9200, best_MR-full-R1@0.3: 47.5500, best_MR-full-R1@0.5: 31.4800, best_MR-full-R1@0.7: 13.3600 | |
| [2024-04-14 13:18:55 INFO]: Epoch [2][50/388] lr: 0.00022, eta: 3:04:05, time: 0.147, data_time: 1.332, memory: 17162, loss_reg: 0.0787, loss_cls: 0.0353, loss_sal: 0.0676, loss_video_cal: 0.3496, loss_layer_cal: 0.0016, loss: 0.5328, scale: 65536.0000 | |
| [2024-04-14 13:19:09 INFO]: Epoch [2][100/388] lr: 0.00024, eta: 2:53:56, time: 0.150, data_time: 0.134, memory: 17162, loss_reg: 0.0789, loss_cls: 0.0359, loss_sal: 0.0676, loss_video_cal: 0.3469, loss_layer_cal: 0.0014, loss: 0.5306, scale: 65536.0000 | |
| [2024-04-14 13:19:23 INFO]: Epoch [2][150/388] lr: 0.00025, eta: 2:45:43, time: 0.152, data_time: 0.134, memory: 17162, loss_reg: 0.0786, loss_cls: 0.0348, loss_sal: 0.0668, loss_video_cal: 0.3428, loss_layer_cal: 0.0013, loss: 0.5243, scale: 65536.0000 | |
| [2024-04-14 13:19:38 INFO]: Epoch [2][200/388] lr: 0.00025, eta: 2:39:04, time: 0.156, data_time: 0.138, memory: 17162, loss_reg: 0.0789, loss_cls: 0.0342, loss_sal: 0.0659, loss_video_cal: 0.3378, loss_layer_cal: 0.0012, loss: 0.5181, scale: 65536.0000 | |
| [2024-04-14 13:19:52 INFO]: Epoch [2][250/388] lr: 0.00025, eta: 2:33:24, time: 0.156, data_time: 0.137, memory: 17162, loss_reg: 0.0759, loss_cls: 0.0345, loss_sal: 0.0657, loss_video_cal: 0.3356, loss_layer_cal: 0.0012, loss: 0.5130, scale: 65536.0000 | |
| [2024-04-14 13:20:08 INFO]: Epoch [2][300/388] lr: 0.00025, eta: 2:29:00, time: 0.165, data_time: 0.150, memory: 17162, loss_reg: 0.0768, loss_cls: 0.0341, loss_sal: 0.0657, loss_video_cal: 0.3348, loss_layer_cal: 0.0010, loss: 0.5125, scale: 65536.0000 | |
| [2024-04-14 13:20:23 INFO]: Epoch [2][350/388] lr: 0.00025, eta: 2:24:50, time: 0.157, data_time: 0.142, memory: 17162, loss_reg: 0.0768, loss_cls: 0.0341, loss_sal: 0.0656, loss_video_cal: 0.3335, loss_layer_cal: 0.0010, loss: 0.5110, scale: 65536.0000 | |
| [2024-04-14 13:20:34 INFO]: Epoch [2][388/388] lr: 0.00025, eta: 2:21:37, time: 0.145, data_time: 0.128, memory: 17162, loss_reg: 0.0763, loss_cls: 0.0341, loss_sal: 0.0663, loss_video_cal: 0.3279, loss_layer_cal: 0.0011, loss: 0.5056, scale: 65536.0000 | |
| [2024-04-14 13:20:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_2.pth... | |
| [2024-04-14 13:20:34 INFO]: Validating... | |
| [2024-04-14 13:22:38 INFO]: Epoch (val) [2][3720] loss_reg: 0.0829, loss_cls: 0.0386, loss_sal: 0.0325, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.1541, MR-full-R1@0.3: 49.3500, MR-full-R1@0.5: 34.7000, MR-full-R1@0.7: 16.1800, MR-full-R5@0.3: 97.8800, MR-full-R5@0.5: 80.9700, MR-full-R5@0.7: 40.1300, MR-full-mAP: 25.4700, MR-full-mAP@0.5: 53.5800, MR-full-mAP@0.75: 20.2200, MR-full-mIoU: 33.3200, MR-long-mAP: 25.4700, MR-long-mIoU: 33.3200, MR-middle-mAP: 28.3100, MR-middle-mIoU: 38.2500, MR-short-mAP: 24.7100, MR-short-mIoU: 31.9900, best_MR-full-mAP: 25.4700, best_MR-full-mIoU: 33.3200, best_MR-full-R1@0.3: 49.3500, best_MR-full-R1@0.5: 34.7000, best_MR-full-R1@0.7: 16.1800 | |
| [2024-04-14 13:22:52 INFO]: Epoch [3][50/388] lr: 0.00025, eta: 3:04:42, time: 0.147, data_time: 1.328, memory: 17162, loss_reg: 0.0751, loss_cls: 0.0341, loss_sal: 0.0657, loss_video_cal: 0.3290, loss_layer_cal: 0.0009, loss: 0.5048, scale: 65536.0000 | |
| [2024-04-14 13:23:07 INFO]: Epoch [3][100/388] lr: 0.00025, eta: 2:58:48, time: 0.153, data_time: 0.137, memory: 17162, loss_reg: 0.0768, loss_cls: 0.0338, loss_sal: 0.0652, loss_video_cal: 0.3268, loss_layer_cal: 0.0009, loss: 0.5035, scale: 65536.0000 | |
| [2024-04-14 13:23:21 INFO]: Epoch [3][150/388] lr: 0.00025, eta: 2:53:16, time: 0.143, data_time: 0.132, memory: 17162, loss_reg: 0.0741, loss_cls: 0.0338, loss_sal: 0.0655, loss_video_cal: 0.3257, loss_layer_cal: 0.0010, loss: 0.5001, scale: 65536.0000 | |
| [2024-04-14 13:23:35 INFO]: Epoch [3][200/388] lr: 0.00025, eta: 2:48:24, time: 0.150, data_time: 0.133, memory: 17162, loss_reg: 0.0745, loss_cls: 0.0333, loss_sal: 0.0652, loss_video_cal: 0.3222, loss_layer_cal: 0.0009, loss: 0.4962, scale: 65536.0000 | |
| [2024-04-14 13:23:49 INFO]: Epoch [3][250/388] lr: 0.00025, eta: 2:44:03, time: 0.150, data_time: 0.138, memory: 17162, loss_reg: 0.0749, loss_cls: 0.0337, loss_sal: 0.0648, loss_video_cal: 0.3219, loss_layer_cal: 0.0009, loss: 0.4962, scale: 65536.0000 | |
| [2024-04-14 13:24:05 INFO]: Epoch [3][300/388] lr: 0.00025, eta: 2:40:24, time: 0.163, data_time: 0.147, memory: 17162, loss_reg: 0.0752, loss_cls: 0.0327, loss_sal: 0.0651, loss_video_cal: 0.3217, loss_layer_cal: 0.0009, loss: 0.4957, scale: 65536.0000 | |
| [2024-04-14 13:24:20 INFO]: Epoch [3][350/388] lr: 0.00025, eta: 2:37:04, time: 0.162, data_time: 0.149, memory: 17162, loss_reg: 0.0732, loss_cls: 0.0330, loss_sal: 0.0648, loss_video_cal: 0.3218, loss_layer_cal: 0.0008, loss: 0.4936, scale: 65536.0000 | |
| [2024-04-14 13:24:31 INFO]: Epoch [3][388/388] lr: 0.00025, eta: 2:34:27, time: 0.150, data_time: 0.135, memory: 17162, loss_reg: 0.0741, loss_cls: 0.0334, loss_sal: 0.0645, loss_video_cal: 0.3152, loss_layer_cal: 0.0009, loss: 0.4882, scale: 65536.0000 | |
| [2024-04-14 13:24:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_3.pth... | |
| [2024-04-14 13:24:31 INFO]: Validating... | |
| [2024-04-14 13:26:35 INFO]: Epoch (val) [3][3720] loss_reg: 0.0788, loss_cls: 0.0394, loss_sal: 0.0323, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.1506, MR-full-R1@0.3: 52.5800, MR-full-R1@0.5: 33.6300, MR-full-R1@0.7: 15.0800, MR-full-R5@0.3: 98.3300, MR-full-R5@0.5: 80.0500, MR-full-R5@0.7: 39.0600, MR-full-mAP: 24.8800, MR-full-mAP@0.5: 52.3000, MR-full-mAP@0.75: 19.8800, MR-full-mIoU: 34.3200, MR-long-mAP: 24.8800, MR-long-mIoU: 34.3200, MR-middle-mAP: 24.5200, MR-middle-mIoU: 38.2700, MR-short-mAP: 24.9800, MR-short-mIoU: 33.2500, best_MR-full-mAP: 25.4700, best_MR-full-mIoU: 34.3200, best_MR-full-R1@0.3: 52.5800, best_MR-full-R1@0.5: 34.7000, best_MR-full-R1@0.7: 16.1800 | |
| [2024-04-14 13:26:50 INFO]: Epoch [4][50/388] lr: 0.00025, eta: 3:02:18, time: 0.148, data_time: 1.321, memory: 17162, loss_reg: 0.0728, loss_cls: 0.0333, loss_sal: 0.0648, loss_video_cal: 0.3161, loss_layer_cal: 0.0009, loss: 0.4879, scale: 65536.0000 | |
| [2024-04-14 13:27:05 INFO]: Epoch [4][100/388] lr: 0.00025, eta: 2:58:15, time: 0.161, data_time: 0.145, memory: 17162, loss_reg: 0.0750, loss_cls: 0.0332, loss_sal: 0.0643, loss_video_cal: 0.3163, loss_layer_cal: 0.0009, loss: 0.4898, scale: 65536.0000 | |
| [2024-04-14 13:27:18 INFO]: Epoch [4][150/388] lr: 0.00025, eta: 2:54:06, time: 0.143, data_time: 0.127, memory: 17162, loss_reg: 0.0734, loss_cls: 0.0330, loss_sal: 0.0650, loss_video_cal: 0.3217, loss_layer_cal: 0.0008, loss: 0.4939, scale: 65536.0000 | |
| [2024-04-14 13:27:32 INFO]: Epoch [4][200/388] lr: 0.00025, eta: 2:50:15, time: 0.144, data_time: 0.127, memory: 17162, loss_reg: 0.0728, loss_cls: 0.0324, loss_sal: 0.0646, loss_video_cal: 0.3145, loss_layer_cal: 0.0010, loss: 0.4853, scale: 65536.0000 | |
| [2024-04-14 13:27:47 INFO]: Epoch [4][250/388] lr: 0.00025, eta: 2:47:03, time: 0.164, data_time: 0.145, memory: 17162, loss_reg: 0.0732, loss_cls: 0.0331, loss_sal: 0.0636, loss_video_cal: 0.3132, loss_layer_cal: 0.0009, loss: 0.4841, scale: 65536.0000 | |
| [2024-04-14 13:28:03 INFO]: Epoch [4][300/388] lr: 0.00025, eta: 2:44:06, time: 0.165, data_time: 0.149, memory: 17162, loss_reg: 0.0723, loss_cls: 0.0322, loss_sal: 0.0642, loss_video_cal: 0.3119, loss_layer_cal: 0.0009, loss: 0.4816, scale: 65536.0000 | |
| [2024-04-14 13:28:18 INFO]: Epoch [4][350/388] lr: 0.00025, eta: 2:41:13, time: 0.159, data_time: 0.144, memory: 17162, loss_reg: 0.0731, loss_cls: 0.0327, loss_sal: 0.0639, loss_video_cal: 0.3105, loss_layer_cal: 0.0009, loss: 0.4812, scale: 65536.0000 | |
| [2024-04-14 13:28:30 INFO]: Epoch [4][388/388] lr: 0.00025, eta: 2:39:12, time: 0.165, data_time: 0.147, memory: 17162, loss_reg: 0.0732, loss_cls: 0.0324, loss_sal: 0.0644, loss_video_cal: 0.3130, loss_layer_cal: 0.0009, loss: 0.4840, scale: 65536.0000 | |
| [2024-04-14 13:28:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_4.pth... | |
| [2024-04-14 13:28:30 INFO]: Validating... | |
| [2024-04-14 13:30:34 INFO]: Epoch (val) [4][3720] loss_reg: 0.0763, loss_cls: 0.0396, loss_sal: 0.0321, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.1482, MR-full-R1@0.3: 56.1800, MR-full-R1@0.5: 37.2300, MR-full-R1@0.7: 16.1800, MR-full-R5@0.3: 98.5800, MR-full-R5@0.5: 83.2000, MR-full-R5@0.7: 41.1000, MR-full-mAP: 26.3300, MR-full-mAP@0.5: 55.6600, MR-full-mAP@0.75: 21.5000, MR-full-mIoU: 36.8300, MR-long-mAP: 26.3300, MR-long-mIoU: 36.8300, MR-middle-mAP: 26.9700, MR-middle-mIoU: 41.3200, MR-short-mAP: 26.1500, MR-short-mIoU: 35.6200, best_MR-full-mAP: 26.3300, best_MR-full-mIoU: 36.8300, best_MR-full-R1@0.3: 56.1800, best_MR-full-R1@0.5: 37.2300, best_MR-full-R1@0.7: 16.1800 | |
| [2024-04-14 13:30:48 INFO]: Epoch [5][50/388] lr: 0.00025, eta: 2:59:25, time: 0.148, data_time: 1.320, memory: 17162, loss_reg: 0.0725, loss_cls: 0.0318, loss_sal: 0.0641, loss_video_cal: 0.3071, loss_layer_cal: 0.0010, loss: 0.4766, scale: 65536.0000 | |
| [2024-04-14 13:31:02 INFO]: Epoch [5][100/388] lr: 0.00025, eta: 2:55:59, time: 0.146, data_time: 0.130, memory: 17162, loss_reg: 0.0711, loss_cls: 0.0323, loss_sal: 0.0637, loss_video_cal: 0.3060, loss_layer_cal: 0.0010, loss: 0.4740, scale: 65536.0000 | |
| [2024-04-14 13:31:16 INFO]: Epoch [5][150/388] lr: 0.00025, eta: 2:52:43, time: 0.146, data_time: 0.129, memory: 17162, loss_reg: 0.0705, loss_cls: 0.0324, loss_sal: 0.0640, loss_video_cal: 0.3104, loss_layer_cal: 0.0009, loss: 0.4781, scale: 65536.0000 | |
| [2024-04-14 13:31:29 INFO]: Epoch [5][200/388] lr: 0.00025, eta: 2:49:32, time: 0.140, data_time: 0.125, memory: 17162, loss_reg: 0.0711, loss_cls: 0.0324, loss_sal: 0.0641, loss_video_cal: 0.3080, loss_layer_cal: 0.0009, loss: 0.4765, scale: 65536.0000 | |
| [2024-04-14 13:31:43 INFO]: Epoch [5][250/388] lr: 0.00025, eta: 2:46:37, time: 0.145, data_time: 0.132, memory: 17162, loss_reg: 0.0708, loss_cls: 0.0329, loss_sal: 0.0640, loss_video_cal: 0.3088, loss_layer_cal: 0.0009, loss: 0.4775, scale: 65536.0000 | |
| [2024-04-14 13:32:00 INFO]: Epoch [5][300/388] lr: 0.00025, eta: 2:44:20, time: 0.179, data_time: 0.161, memory: 17162, loss_reg: 0.0702, loss_cls: 0.0317, loss_sal: 0.0638, loss_video_cal: 0.3107, loss_layer_cal: 0.0008, loss: 0.4771, scale: 65536.0000 | |
| [2024-04-14 13:32:16 INFO]: Epoch [5][350/388] lr: 0.00025, eta: 2:42:03, time: 0.172, data_time: 0.153, memory: 17162, loss_reg: 0.0708, loss_cls: 0.0313, loss_sal: 0.0639, loss_video_cal: 0.3065, loss_layer_cal: 0.0009, loss: 0.4733, scale: 65536.0000 | |
| [2024-04-14 13:32:29 INFO]: Epoch [5][388/388] lr: 0.00025, eta: 2:40:25, time: 0.174, data_time: 0.156, memory: 17162, loss_reg: 0.0726, loss_cls: 0.0313, loss_sal: 0.0640, loss_video_cal: 0.3075, loss_layer_cal: 0.0009, loss: 0.4764, scale: 65536.0000 | |
| [2024-04-14 13:32:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_5.pth... | |
| [2024-04-14 13:32:29 INFO]: Validating... | |
| [2024-04-14 13:34:33 INFO]: Epoch (val) [5][3720] loss_reg: 0.0749, loss_cls: 0.0392, loss_sal: 0.0317, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.1461, MR-full-R1@0.3: 54.7000, MR-full-R1@0.5: 40.2400, MR-full-R1@0.7: 20.6200, MR-full-R5@0.3: 97.7400, MR-full-R5@0.5: 85.3500, MR-full-R5@0.7: 44.3500, MR-full-mAP: 28.9400, MR-full-mAP@0.5: 58.5200, MR-full-mAP@0.75: 24.2900, MR-full-mIoU: 37.4500, MR-long-mAP: 28.9400, MR-long-mIoU: 37.4500, MR-middle-mAP: 28.4200, MR-middle-mIoU: 39.4200, MR-short-mAP: 29.0800, MR-short-mIoU: 36.9200, best_MR-full-mAP: 28.9400, best_MR-full-mIoU: 37.4500, best_MR-full-R1@0.3: 56.1800, best_MR-full-R1@0.5: 40.2400, best_MR-full-R1@0.7: 20.6200 | |
| [2024-04-14 13:34:47 INFO]: Epoch [6][50/388] lr: 0.00025, eta: 2:56:00, time: 0.140, data_time: 1.314, memory: 17162, loss_reg: 0.0695, loss_cls: 0.0311, loss_sal: 0.0638, loss_video_cal: 0.3044, loss_layer_cal: 0.0009, loss: 0.4697, scale: 65536.0000 | |
| [2024-04-14 13:35:00 INFO]: Epoch [6][100/388] lr: 0.00025, eta: 2:53:09, time: 0.146, data_time: 0.129, memory: 17162, loss_reg: 0.0702, loss_cls: 0.0317, loss_sal: 0.0636, loss_video_cal: 0.3031, loss_layer_cal: 0.0010, loss: 0.4696, scale: 117964.7969 | |
| [2024-04-14 13:35:15 INFO]: Epoch [6][150/388] lr: 0.00025, eta: 2:50:35, time: 0.158, data_time: 0.142, memory: 17162, loss_reg: 0.0698, loss_cls: 0.0314, loss_sal: 0.0633, loss_video_cal: 0.3049, loss_layer_cal: 0.0010, loss: 0.4705, scale: 131072.0000 | |
| [2024-04-14 13:35:30 INFO]: Epoch [6][200/388] lr: 0.00025, eta: 2:48:07, time: 0.157, data_time: 0.141, memory: 17162, loss_reg: 0.0700, loss_cls: 0.0314, loss_sal: 0.0639, loss_video_cal: 0.3075, loss_layer_cal: 0.0009, loss: 0.4738, scale: 131072.0000 | |
| [2024-04-14 13:35:44 INFO]: Epoch [6][250/388] lr: 0.00025, eta: 2:45:38, time: 0.146, data_time: 0.133, memory: 17162, loss_reg: 0.0692, loss_cls: 0.0314, loss_sal: 0.0636, loss_video_cal: 0.3034, loss_layer_cal: 0.0009, loss: 0.4687, scale: 131072.0000 | |
| [2024-04-14 13:36:00 INFO]: Epoch [6][300/388] lr: 0.00025, eta: 2:43:26, time: 0.162, data_time: 0.146, memory: 17162, loss_reg: 0.0706, loss_cls: 0.0303, loss_sal: 0.0636, loss_video_cal: 0.3044, loss_layer_cal: 0.0009, loss: 0.4698, scale: 131072.0000 | |
| [2024-04-14 13:36:14 INFO]: Epoch [6][350/388] lr: 0.00025, eta: 2:41:12, time: 0.152, data_time: 0.139, memory: 17162, loss_reg: 0.0669, loss_cls: 0.0313, loss_sal: 0.0625, loss_video_cal: 0.2979, loss_layer_cal: 0.0011, loss: 0.4596, scale: 131072.0000 | |
| [2024-04-14 13:36:26 INFO]: Epoch [6][388/388] lr: 0.00025, eta: 2:39:44, time: 0.170, data_time: 0.156, memory: 17162, loss_reg: 0.0678, loss_cls: 0.0315, loss_sal: 0.0631, loss_video_cal: 0.3004, loss_layer_cal: 0.0011, loss: 0.4639, scale: 131072.0000 | |
| [2024-04-14 13:36:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_6.pth... | |
| [2024-04-14 13:36:27 INFO]: Validating... | |
| [2024-04-14 13:38:31 INFO]: Epoch (val) [6][3720] loss_reg: 0.0730, loss_cls: 0.0366, loss_sal: 0.0316, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.1414, MR-full-R1@0.3: 61.4200, MR-full-R1@0.5: 46.5100, MR-full-R1@0.7: 22.9000, MR-full-R5@0.3: 98.5500, MR-full-R5@0.5: 86.5300, MR-full-R5@0.7: 46.9600, MR-full-mAP: 31.0200, MR-full-mAP@0.5: 62.6200, MR-full-mAP@0.75: 26.0300, MR-full-mIoU: 41.7100, MR-long-mAP: 31.0200, MR-long-mIoU: 41.7100, MR-middle-mAP: 33.0300, MR-middle-mIoU: 48.5200, MR-short-mAP: 30.4800, MR-short-mIoU: 39.8700, best_MR-full-mAP: 31.0200, best_MR-full-mIoU: 41.7100, best_MR-full-R1@0.3: 61.4200, best_MR-full-R1@0.5: 46.5100, best_MR-full-R1@0.7: 22.9000 | |
| [2024-04-14 13:38:46 INFO]: Epoch [7][50/388] lr: 0.00025, eta: 2:52:32, time: 0.140, data_time: 1.337, memory: 17162, loss_reg: 0.0669, loss_cls: 0.0306, loss_sal: 0.0631, loss_video_cal: 0.2999, loss_layer_cal: 0.0010, loss: 0.4615, scale: 131072.0000 | |
| [2024-04-14 13:39:00 INFO]: Epoch [7][100/388] lr: 0.00025, eta: 2:50:08, time: 0.148, data_time: 0.135, memory: 17162, loss_reg: 0.0668, loss_cls: 0.0310, loss_sal: 0.0631, loss_video_cal: 0.2990, loss_layer_cal: 0.0010, loss: 0.4609, scale: 131072.0000 | |
| [2024-04-14 13:39:15 INFO]: Epoch [7][150/388] lr: 0.00025, eta: 2:47:53, time: 0.156, data_time: 0.137, memory: 17162, loss_reg: 0.0661, loss_cls: 0.0302, loss_sal: 0.0626, loss_video_cal: 0.2982, loss_layer_cal: 0.0010, loss: 0.4581, scale: 131072.0000 | |
| [2024-04-14 13:39:29 INFO]: Epoch [7][200/388] lr: 0.00025, eta: 2:45:44, time: 0.155, data_time: 0.143, memory: 17162, loss_reg: 0.0676, loss_cls: 0.0300, loss_sal: 0.0625, loss_video_cal: 0.2963, loss_layer_cal: 0.0010, loss: 0.4574, scale: 131072.0000 | |
| [2024-04-14 13:39:44 INFO]: Epoch [7][250/388] lr: 0.00025, eta: 2:43:38, time: 0.152, data_time: 0.143, memory: 17162, loss_reg: 0.0672, loss_cls: 0.0303, loss_sal: 0.0626, loss_video_cal: 0.2969, loss_layer_cal: 0.0010, loss: 0.4580, scale: 131072.0000 | |
| [2024-04-14 13:39:59 INFO]: Epoch [7][300/388] lr: 0.00025, eta: 2:41:37, time: 0.156, data_time: 0.140, memory: 17162, loss_reg: 0.0674, loss_cls: 0.0304, loss_sal: 0.0637, loss_video_cal: 0.3027, loss_layer_cal: 0.0009, loss: 0.4650, scale: 131072.0000 | |
| [2024-04-14 13:40:15 INFO]: Epoch [7][350/388] lr: 0.00025, eta: 2:39:45, time: 0.164, data_time: 0.149, memory: 17162, loss_reg: 0.0669, loss_cls: 0.0304, loss_sal: 0.0627, loss_video_cal: 0.3038, loss_layer_cal: 0.0008, loss: 0.4646, scale: 131072.0000 | |
| [2024-04-14 13:40:25 INFO]: Epoch [7][388/388] lr: 0.00025, eta: 2:38:15, time: 0.148, data_time: 0.132, memory: 17162, loss_reg: 0.0659, loss_cls: 0.0297, loss_sal: 0.0634, loss_video_cal: 0.2984, loss_layer_cal: 0.0009, loss: 0.4584, scale: 131072.0000 | |
| [2024-04-14 13:40:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_7.pth... | |
| [2024-04-14 13:40:25 INFO]: Validating... | |
| [2024-04-14 13:42:29 INFO]: Epoch (val) [7][3720] loss_reg: 0.0715, loss_cls: 0.0361, loss_sal: 0.0312, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1391, MR-full-R1@0.3: 64.1400, MR-full-R1@0.5: 48.3300, MR-full-R1@0.7: 25.6500, MR-full-R5@0.3: 98.4400, MR-full-R5@0.5: 88.0900, MR-full-R5@0.7: 50.5100, MR-full-mAP: 32.6200, MR-full-mAP@0.5: 64.3600, MR-full-mAP@0.75: 27.9900, MR-full-mIoU: 43.5000, MR-long-mAP: 32.6200, MR-long-mIoU: 43.5000, MR-middle-mAP: 36.3900, MR-middle-mIoU: 50.6800, MR-short-mAP: 31.6000, MR-short-mIoU: 41.5600, best_MR-full-mAP: 32.6200, best_MR-full-mIoU: 43.5000, best_MR-full-R1@0.3: 64.1400, best_MR-full-R1@0.5: 48.3300, best_MR-full-R1@0.7: 25.6500 | |
| [2024-04-14 13:42:44 INFO]: Epoch [8][50/388] lr: 0.00025, eta: 2:48:49, time: 0.148, data_time: 1.320, memory: 17162, loss_reg: 0.0653, loss_cls: 0.0303, loss_sal: 0.0630, loss_video_cal: 0.2952, loss_layer_cal: 0.0012, loss: 0.4551, scale: 131072.0000 | |
| [2024-04-14 13:42:58 INFO]: Epoch [8][100/388] lr: 0.00025, eta: 2:46:42, time: 0.147, data_time: 0.133, memory: 17162, loss_reg: 0.0648, loss_cls: 0.0300, loss_sal: 0.0627, loss_video_cal: 0.2965, loss_layer_cal: 0.0010, loss: 0.4549, scale: 131072.0000 | |
| [2024-04-14 13:43:12 INFO]: Epoch [8][150/388] lr: 0.00025, eta: 2:44:41, time: 0.153, data_time: 0.137, memory: 17162, loss_reg: 0.0652, loss_cls: 0.0295, loss_sal: 0.0624, loss_video_cal: 0.2978, loss_layer_cal: 0.0010, loss: 0.4559, scale: 131072.0000 | |
| [2024-04-14 13:43:27 INFO]: Epoch [8][200/388] lr: 0.00025, eta: 2:42:44, time: 0.152, data_time: 0.137, memory: 17162, loss_reg: 0.0663, loss_cls: 0.0293, loss_sal: 0.0621, loss_video_cal: 0.2963, loss_layer_cal: 0.0010, loss: 0.4549, scale: 131072.0000 | |
| [2024-04-14 13:43:42 INFO]: Epoch [8][250/388] lr: 0.00025, eta: 2:40:55, time: 0.160, data_time: 0.144, memory: 17162, loss_reg: 0.0663, loss_cls: 0.0288, loss_sal: 0.0619, loss_video_cal: 0.2928, loss_layer_cal: 0.0011, loss: 0.4510, scale: 131072.0000 | |
| [2024-04-14 13:43:57 INFO]: Epoch [8][300/388] lr: 0.00025, eta: 2:39:08, time: 0.159, data_time: 0.144, memory: 17162, loss_reg: 0.0640, loss_cls: 0.0296, loss_sal: 0.0627, loss_video_cal: 0.2991, loss_layer_cal: 0.0009, loss: 0.4563, scale: 131072.0000 | |
| [2024-04-14 13:44:13 INFO]: Epoch [8][350/388] lr: 0.00025, eta: 2:37:26, time: 0.163, data_time: 0.147, memory: 17162, loss_reg: 0.0647, loss_cls: 0.0295, loss_sal: 0.0621, loss_video_cal: 0.2955, loss_layer_cal: 0.0010, loss: 0.4528, scale: 131072.0000 | |
| [2024-04-14 13:44:24 INFO]: Epoch [8][388/388] lr: 0.00025, eta: 2:36:07, time: 0.153, data_time: 0.139, memory: 17162, loss_reg: 0.0654, loss_cls: 0.0289, loss_sal: 0.0621, loss_video_cal: 0.2962, loss_layer_cal: 0.0011, loss: 0.4536, scale: 131072.0000 | |
| [2024-04-14 13:44:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_8.pth... | |
| [2024-04-14 13:44:24 INFO]: Validating... | |
| [2024-04-14 13:46:27 INFO]: Epoch (val) [8][3720] loss_reg: 0.0706, loss_cls: 0.0352, loss_sal: 0.0313, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.1374, MR-full-R1@0.3: 65.8600, MR-full-R1@0.5: 51.9400, MR-full-R1@0.7: 29.8700, MR-full-R5@0.3: 98.5500, MR-full-R5@0.5: 89.1400, MR-full-R5@0.7: 54.9500, MR-full-mAP: 35.6700, MR-full-mAP@0.5: 66.8900, MR-full-mAP@0.75: 31.8100, MR-full-mIoU: 46.0900, MR-long-mAP: 35.6700, MR-long-mIoU: 46.0900, MR-middle-mAP: 39.7500, MR-middle-mIoU: 53.1600, MR-short-mAP: 34.5700, MR-short-mIoU: 44.1900, best_MR-full-mAP: 35.6700, best_MR-full-mIoU: 46.0900, best_MR-full-R1@0.3: 65.8600, best_MR-full-R1@0.5: 51.9400, best_MR-full-R1@0.7: 29.8700 | |
| [2024-04-14 13:46:41 INFO]: Epoch [9][50/388] lr: 0.00025, eta: 2:44:59, time: 0.145, data_time: 1.318, memory: 17162, loss_reg: 0.0633, loss_cls: 0.0289, loss_sal: 0.0622, loss_video_cal: 0.2950, loss_layer_cal: 0.0010, loss: 0.4504, scale: 131072.0000 | |
| [2024-04-14 13:46:57 INFO]: Epoch [9][100/388] lr: 0.00025, eta: 2:43:14, time: 0.165, data_time: 0.148, memory: 17162, loss_reg: 0.0634, loss_cls: 0.0295, loss_sal: 0.0625, loss_video_cal: 0.2973, loss_layer_cal: 0.0010, loss: 0.4537, scale: 131072.0000 | |
| [2024-04-14 13:47:12 INFO]: Epoch [9][150/388] lr: 0.00025, eta: 2:41:29, time: 0.162, data_time: 0.143, memory: 17162, loss_reg: 0.0631, loss_cls: 0.0287, loss_sal: 0.0620, loss_video_cal: 0.2914, loss_layer_cal: 0.0011, loss: 0.4463, scale: 131072.0000 | |
| [2024-04-14 13:47:27 INFO]: Epoch [9][200/388] lr: 0.00025, eta: 2:39:44, time: 0.153, data_time: 0.137, memory: 17162, loss_reg: 0.0644, loss_cls: 0.0290, loss_sal: 0.0623, loss_video_cal: 0.2966, loss_layer_cal: 0.0010, loss: 0.4533, scale: 131072.0000 | |
| [2024-04-14 13:47:42 INFO]: Epoch [9][250/388] lr: 0.00025, eta: 2:38:06, time: 0.164, data_time: 0.148, memory: 17162, loss_reg: 0.0645, loss_cls: 0.0293, loss_sal: 0.0622, loss_video_cal: 0.2960, loss_layer_cal: 0.0010, loss: 0.4531, scale: 131072.0000 | |
| [2024-04-14 13:47:57 INFO]: Epoch [9][300/388] lr: 0.00025, eta: 2:36:25, time: 0.152, data_time: 0.136, memory: 17162, loss_reg: 0.0629, loss_cls: 0.0292, loss_sal: 0.0623, loss_video_cal: 0.2927, loss_layer_cal: 0.0010, loss: 0.4482, scale: 131072.0000 | |
| [2024-04-14 13:48:12 INFO]: Epoch [9][350/388] lr: 0.00025, eta: 2:34:49, time: 0.157, data_time: 0.141, memory: 17162, loss_reg: 0.0637, loss_cls: 0.0291, loss_sal: 0.0620, loss_video_cal: 0.2934, loss_layer_cal: 0.0010, loss: 0.4493, scale: 131072.0000 | |
| [2024-04-14 13:48:22 INFO]: Epoch [9][388/388] lr: 0.00025, eta: 2:33:34, time: 0.146, data_time: 0.132, memory: 17162, loss_reg: 0.0627, loss_cls: 0.0286, loss_sal: 0.0612, loss_video_cal: 0.2900, loss_layer_cal: 0.0010, loss: 0.4435, scale: 131072.0000 | |
| [2024-04-14 13:48:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_9.pth... | |
| [2024-04-14 13:48:22 INFO]: Validating... | |
| [2024-04-14 13:50:26 INFO]: Epoch (val) [9][3720] loss_reg: 0.0693, loss_cls: 0.0363, loss_sal: 0.0311, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.1369, MR-full-R1@0.3: 66.0200, MR-full-R1@0.5: 52.1800, MR-full-R1@0.7: 30.3800, MR-full-R5@0.3: 98.0400, MR-full-R5@0.5: 89.3000, MR-full-R5@0.7: 56.0800, MR-full-mAP: 36.1200, MR-full-mAP@0.5: 67.5500, MR-full-mAP@0.75: 33.0600, MR-full-mIoU: 45.9800, MR-long-mAP: 36.1200, MR-long-mIoU: 45.9800, MR-middle-mAP: 38.8400, MR-middle-mIoU: 53.8000, MR-short-mAP: 35.3800, MR-short-mIoU: 43.8700, best_MR-full-mAP: 36.1200, best_MR-full-mIoU: 46.0900, best_MR-full-R1@0.3: 66.0200, best_MR-full-R1@0.5: 52.1800, best_MR-full-R1@0.7: 30.3800 | |
| [2024-04-14 13:50:42 INFO]: Epoch [10][50/388] lr: 0.00025, eta: 2:41:20, time: 0.157, data_time: 1.331, memory: 17162, loss_reg: 0.0615, loss_cls: 0.0288, loss_sal: 0.0619, loss_video_cal: 0.2922, loss_layer_cal: 0.0010, loss: 0.4454, scale: 131072.0000 | |
| [2024-04-14 13:50:56 INFO]: Epoch [10][100/388] lr: 0.00025, eta: 2:39:38, time: 0.151, data_time: 0.133, memory: 17162, loss_reg: 0.0631, loss_cls: 0.0283, loss_sal: 0.0619, loss_video_cal: 0.2892, loss_layer_cal: 0.0011, loss: 0.4436, scale: 131072.0000 | |
| [2024-04-14 13:51:10 INFO]: Epoch [10][150/388] lr: 0.00025, eta: 2:37:59, time: 0.153, data_time: 0.137, memory: 17162, loss_reg: 0.0612, loss_cls: 0.0275, loss_sal: 0.0610, loss_video_cal: 0.2865, loss_layer_cal: 0.0012, loss: 0.4374, scale: 131072.0000 | |
| [2024-04-14 13:51:25 INFO]: Epoch [10][200/388] lr: 0.00025, eta: 2:36:22, time: 0.153, data_time: 0.135, memory: 17162, loss_reg: 0.0609, loss_cls: 0.0284, loss_sal: 0.0617, loss_video_cal: 0.2891, loss_layer_cal: 0.0012, loss: 0.4412, scale: 131072.0000 | |
| [2024-04-14 13:51:41 INFO]: Epoch [10][250/388] lr: 0.00025, eta: 2:34:55, time: 0.170, data_time: 0.155, memory: 17162, loss_reg: 0.0632, loss_cls: 0.0285, loss_sal: 0.0615, loss_video_cal: 0.2930, loss_layer_cal: 0.0010, loss: 0.4472, scale: 131072.0000 | |
| [2024-04-14 13:51:56 INFO]: Epoch [10][300/388] lr: 0.00025, eta: 2:33:24, time: 0.155, data_time: 0.141, memory: 17162, loss_reg: 0.0630, loss_cls: 0.0284, loss_sal: 0.0617, loss_video_cal: 0.2888, loss_layer_cal: 0.0011, loss: 0.4430, scale: 131072.0000 | |
| [2024-04-14 13:52:10 INFO]: Epoch [10][350/388] lr: 0.00025, eta: 2:31:53, time: 0.151, data_time: 0.134, memory: 17162, loss_reg: 0.0604, loss_cls: 0.0283, loss_sal: 0.0611, loss_video_cal: 0.2911, loss_layer_cal: 0.0010, loss: 0.4420, scale: 131072.0000 | |
| [2024-04-14 13:52:21 INFO]: Epoch [10][388/388] lr: 0.00025, eta: 2:30:46, time: 0.151, data_time: 0.137, memory: 17162, loss_reg: 0.0632, loss_cls: 0.0280, loss_sal: 0.0618, loss_video_cal: 0.2911, loss_layer_cal: 0.0011, loss: 0.4452, scale: 131072.0000 | |
| [2024-04-14 13:52:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_10.pth... | |
| [2024-04-14 13:52:21 INFO]: Validating... | |
| [2024-04-14 13:54:25 INFO]: Epoch (val) [10][3720] loss_reg: 0.0685, loss_cls: 0.0349, loss_sal: 0.0309, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1346, MR-full-R1@0.3: 66.4800, MR-full-R1@0.5: 52.3400, MR-full-R1@0.7: 30.2400, MR-full-R5@0.3: 98.4700, MR-full-R5@0.5: 89.3300, MR-full-R5@0.7: 55.1100, MR-full-mAP: 36.1700, MR-full-mAP@0.5: 67.3100, MR-full-mAP@0.75: 32.4700, MR-full-mIoU: 46.3800, MR-long-mAP: 36.1700, MR-long-mIoU: 46.3800, MR-middle-mAP: 41.5200, MR-middle-mIoU: 54.2900, MR-short-mAP: 34.7300, MR-short-mIoU: 44.2500, best_MR-full-mAP: 36.1700, best_MR-full-mIoU: 46.3800, best_MR-full-R1@0.3: 66.4800, best_MR-full-R1@0.5: 52.3400, best_MR-full-R1@0.7: 30.3800 | |
| [2024-04-14 13:54:40 INFO]: Epoch [11][50/388] lr: 0.00025, eta: 2:37:31, time: 0.150, data_time: 1.338, memory: 17162, loss_reg: 0.0628, loss_cls: 0.0278, loss_sal: 0.0613, loss_video_cal: 0.2888, loss_layer_cal: 0.0011, loss: 0.4417, scale: 131072.0000 | |
| [2024-04-14 13:54:55 INFO]: Epoch [11][100/388] lr: 0.00025, eta: 2:35:59, time: 0.156, data_time: 0.140, memory: 17162, loss_reg: 0.0612, loss_cls: 0.0277, loss_sal: 0.0616, loss_video_cal: 0.2880, loss_layer_cal: 0.0011, loss: 0.4396, scale: 131072.0000 | |
| [2024-04-14 13:55:09 INFO]: Epoch [11][150/388] lr: 0.00025, eta: 2:34:26, time: 0.148, data_time: 0.133, memory: 17162, loss_reg: 0.0590, loss_cls: 0.0273, loss_sal: 0.0603, loss_video_cal: 0.2858, loss_layer_cal: 0.0012, loss: 0.4336, scale: 209715.2031 | |
| [2024-04-14 13:55:24 INFO]: Epoch [11][200/388] lr: 0.00025, eta: 2:33:00, time: 0.158, data_time: 0.143, memory: 17162, loss_reg: 0.0611, loss_cls: 0.0277, loss_sal: 0.0614, loss_video_cal: 0.2892, loss_layer_cal: 0.0012, loss: 0.4406, scale: 262144.0000 | |
| [2024-04-14 13:55:38 INFO]: Epoch [11][250/388] lr: 0.00025, eta: 2:31:31, time: 0.149, data_time: 0.133, memory: 17162, loss_reg: 0.0605, loss_cls: 0.0277, loss_sal: 0.0617, loss_video_cal: 0.2877, loss_layer_cal: 0.0011, loss: 0.4386, scale: 262144.0000 | |
| [2024-04-14 13:55:54 INFO]: Epoch [11][300/388] lr: 0.00025, eta: 2:30:10, time: 0.164, data_time: 0.149, memory: 17162, loss_reg: 0.0603, loss_cls: 0.0281, loss_sal: 0.0615, loss_video_cal: 0.2904, loss_layer_cal: 0.0010, loss: 0.4414, scale: 262144.0000 | |
| [2024-04-14 13:56:09 INFO]: Epoch [11][350/388] lr: 0.00025, eta: 2:28:48, time: 0.160, data_time: 0.140, memory: 17162, loss_reg: 0.0623, loss_cls: 0.0281, loss_sal: 0.0622, loss_video_cal: 0.2931, loss_layer_cal: 0.0010, loss: 0.4466, scale: 262144.0000 | |
| [2024-04-14 13:56:20 INFO]: Epoch [11][388/388] lr: 0.00025, eta: 2:27:44, time: 0.144, data_time: 0.138, memory: 17162, loss_reg: 0.0596, loss_cls: 0.0281, loss_sal: 0.0606, loss_video_cal: 0.2841, loss_layer_cal: 0.0012, loss: 0.4336, scale: 262144.0000 | |
| [2024-04-14 13:56:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_11.pth... | |
| [2024-04-14 13:56:20 INFO]: Validating... | |
| [2024-04-14 13:58:24 INFO]: Epoch (val) [11][3720] loss_reg: 0.0680, loss_cls: 0.0344, loss_sal: 0.0309, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1335, MR-full-R1@0.3: 67.9000, MR-full-R1@0.5: 53.4100, MR-full-R1@0.7: 32.6900, MR-full-R5@0.3: 98.5800, MR-full-R5@0.5: 89.0100, MR-full-R5@0.7: 57.4700, MR-full-mAP: 37.3900, MR-full-mAP@0.5: 68.0900, MR-full-mAP@0.75: 34.3800, MR-full-mIoU: 47.4200, MR-long-mAP: 37.3900, MR-long-mIoU: 47.4200, MR-middle-mAP: 42.2100, MR-middle-mIoU: 55.8100, MR-short-mAP: 36.1000, MR-short-mIoU: 45.1600, best_MR-full-mAP: 37.3900, best_MR-full-mIoU: 47.4200, best_MR-full-R1@0.3: 67.9000, best_MR-full-R1@0.5: 53.4100, best_MR-full-R1@0.7: 32.6900 | |
| [2024-04-14 13:58:39 INFO]: Epoch [12][50/388] lr: 0.00025, eta: 2:33:38, time: 0.146, data_time: 1.331, memory: 17162, loss_reg: 0.0578, loss_cls: 0.0267, loss_sal: 0.0607, loss_video_cal: 0.2875, loss_layer_cal: 0.0011, loss: 0.4338, scale: 262144.0000 | |
| [2024-04-14 13:58:52 INFO]: Epoch [12][100/388] lr: 0.00025, eta: 2:32:09, time: 0.143, data_time: 0.127, memory: 17162, loss_reg: 0.0584, loss_cls: 0.0270, loss_sal: 0.0609, loss_video_cal: 0.2848, loss_layer_cal: 0.0011, loss: 0.4323, scale: 262144.0000 | |
| [2024-04-14 13:59:07 INFO]: Epoch [12][150/388] lr: 0.00025, eta: 2:30:45, time: 0.156, data_time: 0.139, memory: 17162, loss_reg: 0.0593, loss_cls: 0.0271, loss_sal: 0.0605, loss_video_cal: 0.2822, loss_layer_cal: 0.0013, loss: 0.4305, scale: 262144.0000 | |
| [2024-04-14 13:59:22 INFO]: Epoch [12][200/388] lr: 0.00025, eta: 2:29:26, time: 0.162, data_time: 0.144, memory: 17162, loss_reg: 0.0595, loss_cls: 0.0274, loss_sal: 0.0609, loss_video_cal: 0.2859, loss_layer_cal: 0.0011, loss: 0.4349, scale: 262144.0000 | |
| [2024-04-14 13:59:36 INFO]: Epoch [12][250/388] lr: 0.00025, eta: 2:28:03, time: 0.147, data_time: 0.133, memory: 17162, loss_reg: 0.0600, loss_cls: 0.0276, loss_sal: 0.0609, loss_video_cal: 0.2878, loss_layer_cal: 0.0011, loss: 0.4374, scale: 262144.0000 | |
| [2024-04-14 13:59:52 INFO]: Epoch [12][300/388] lr: 0.00025, eta: 2:26:48, time: 0.169, data_time: 0.151, memory: 17162, loss_reg: 0.0611, loss_cls: 0.0278, loss_sal: 0.0610, loss_video_cal: 0.2875, loss_layer_cal: 0.0010, loss: 0.4385, scale: 262144.0000 | |
| [2024-04-14 14:00:08 INFO]: Epoch [12][350/388] lr: 0.00025, eta: 2:25:32, time: 0.160, data_time: 0.145, memory: 17162, loss_reg: 0.0608, loss_cls: 0.0279, loss_sal: 0.0617, loss_video_cal: 0.2871, loss_layer_cal: 0.0011, loss: 0.4386, scale: 262144.0000 | |
| [2024-04-14 14:00:19 INFO]: Epoch [12][388/388] lr: 0.00025, eta: 2:24:35, time: 0.159, data_time: 0.141, memory: 17162, loss_reg: 0.0611, loss_cls: 0.0278, loss_sal: 0.0619, loss_video_cal: 0.2864, loss_layer_cal: 0.0011, loss: 0.4383, scale: 262144.0000 | |
| [2024-04-14 14:00:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_12.pth... | |
| [2024-04-14 14:00:19 INFO]: Validating... | |
| [2024-04-14 14:02:24 INFO]: Epoch (val) [12][3720] loss_reg: 0.0691, loss_cls: 0.0366, loss_sal: 0.0311, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1371, MR-full-R1@0.3: 65.3200, MR-full-R1@0.5: 52.8800, MR-full-R1@0.7: 30.4000, MR-full-R5@0.3: 97.5800, MR-full-R5@0.5: 89.2500, MR-full-R5@0.7: 56.7700, MR-full-mAP: 36.7000, MR-full-mAP@0.5: 67.9700, MR-full-mAP@0.75: 32.8100, MR-full-mIoU: 45.9300, MR-long-mAP: 36.7000, MR-long-mIoU: 45.9300, MR-middle-mAP: 32.6500, MR-middle-mIoU: 46.9800, MR-short-mAP: 37.7900, MR-short-mIoU: 45.6500, best_MR-full-mAP: 37.3900, best_MR-full-mIoU: 47.4200, best_MR-full-R1@0.3: 67.9000, best_MR-full-R1@0.5: 53.4100, best_MR-full-R1@0.7: 32.6900 | |
| [2024-04-14 14:02:38 INFO]: Epoch [13][50/388] lr: 0.00025, eta: 2:29:47, time: 0.144, data_time: 1.324, memory: 17162, loss_reg: 0.0587, loss_cls: 0.0264, loss_sal: 0.0605, loss_video_cal: 0.2822, loss_layer_cal: 0.0012, loss: 0.4290, scale: 262144.0000 | |
| [2024-04-14 14:02:52 INFO]: Epoch [13][100/388] lr: 0.00025, eta: 2:28:26, time: 0.150, data_time: 0.138, memory: 17162, loss_reg: 0.0595, loss_cls: 0.0271, loss_sal: 0.0601, loss_video_cal: 0.2822, loss_layer_cal: 0.0013, loss: 0.4302, scale: 262144.0000 | |
| [2024-04-14 14:03:07 INFO]: Epoch [13][150/388] lr: 0.00025, eta: 2:27:07, time: 0.152, data_time: 0.136, memory: 17162, loss_reg: 0.0588, loss_cls: 0.0269, loss_sal: 0.0607, loss_video_cal: 0.2865, loss_layer_cal: 0.0011, loss: 0.4340, scale: 262144.0000 | |
| [2024-04-14 14:03:21 INFO]: Epoch [13][200/388] lr: 0.00025, eta: 2:25:50, time: 0.153, data_time: 0.138, memory: 17162, loss_reg: 0.0590, loss_cls: 0.0274, loss_sal: 0.0606, loss_video_cal: 0.2859, loss_layer_cal: 0.0011, loss: 0.4339, scale: 262144.0000 | |
| [2024-04-14 14:03:37 INFO]: Epoch [13][250/388] lr: 0.00025, eta: 2:24:37, time: 0.165, data_time: 0.148, memory: 17162, loss_reg: 0.0589, loss_cls: 0.0271, loss_sal: 0.0613, loss_video_cal: 0.2874, loss_layer_cal: 0.0011, loss: 0.4358, scale: 262144.0000 | |
| [2024-04-14 14:03:52 INFO]: Epoch [13][300/388] lr: 0.00025, eta: 2:23:25, time: 0.161, data_time: 0.147, memory: 17162, loss_reg: 0.0588, loss_cls: 0.0270, loss_sal: 0.0606, loss_video_cal: 0.2843, loss_layer_cal: 0.0012, loss: 0.4319, scale: 262144.0000 | |
| [2024-04-14 14:04:07 INFO]: Epoch [13][350/388] lr: 0.00025, eta: 2:22:12, time: 0.156, data_time: 0.141, memory: 17162, loss_reg: 0.0567, loss_cls: 0.0262, loss_sal: 0.0600, loss_video_cal: 0.2834, loss_layer_cal: 0.0011, loss: 0.4273, scale: 262144.0000 | |
| [2024-04-14 14:04:18 INFO]: Epoch [13][388/388] lr: 0.00025, eta: 2:21:17, time: 0.152, data_time: 0.137, memory: 17162, loss_reg: 0.0573, loss_cls: 0.0264, loss_sal: 0.0607, loss_video_cal: 0.2828, loss_layer_cal: 0.0012, loss: 0.4284, scale: 262144.0000 | |
| [2024-04-14 14:04:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_13.pth... | |
| [2024-04-14 14:04:18 INFO]: Validating... | |
| [2024-04-14 14:06:22 INFO]: Epoch (val) [13][3720] loss_reg: 0.0670, loss_cls: 0.0342, loss_sal: 0.0308, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.1323, MR-full-R1@0.3: 67.0200, MR-full-R1@0.5: 54.0300, MR-full-R1@0.7: 32.8200, MR-full-R5@0.3: 98.5200, MR-full-R5@0.5: 90.2400, MR-full-R5@0.7: 58.0600, MR-full-mAP: 37.9800, MR-full-mAP@0.5: 69.0100, MR-full-mAP@0.75: 35.3400, MR-full-mIoU: 47.5600, MR-long-mAP: 37.9800, MR-long-mIoU: 47.5600, MR-middle-mAP: 39.2400, MR-middle-mIoU: 53.4700, MR-short-mAP: 37.6400, MR-short-mIoU: 45.9700, best_MR-full-mAP: 37.9800, best_MR-full-mIoU: 47.5600, best_MR-full-R1@0.3: 67.9000, best_MR-full-R1@0.5: 54.0300, best_MR-full-R1@0.7: 32.8200 | |
| [2024-04-14 14:06:38 INFO]: Epoch [14][50/388] lr: 0.00025, eta: 2:25:58, time: 0.161, data_time: 1.336, memory: 17162, loss_reg: 0.0564, loss_cls: 0.0261, loss_sal: 0.0597, loss_video_cal: 0.2797, loss_layer_cal: 0.0011, loss: 0.4231, scale: 262144.0000 | |
| [2024-04-14 14:06:53 INFO]: Epoch [14][100/388] lr: 0.00025, eta: 2:24:43, time: 0.156, data_time: 0.136, memory: 17162, loss_reg: 0.0582, loss_cls: 0.0268, loss_sal: 0.0600, loss_video_cal: 0.2803, loss_layer_cal: 0.0012, loss: 0.4265, scale: 262144.0000 | |
| [2024-04-14 14:07:07 INFO]: Epoch [14][150/388] lr: 0.00025, eta: 2:23:28, time: 0.150, data_time: 0.137, memory: 17162, loss_reg: 0.0583, loss_cls: 0.0264, loss_sal: 0.0602, loss_video_cal: 0.2828, loss_layer_cal: 0.0012, loss: 0.4290, scale: 262144.0000 | |
| [2024-04-14 14:07:22 INFO]: Epoch [14][200/388] lr: 0.00025, eta: 2:22:17, time: 0.159, data_time: 0.141, memory: 17162, loss_reg: 0.0586, loss_cls: 0.0269, loss_sal: 0.0603, loss_video_cal: 0.2839, loss_layer_cal: 0.0012, loss: 0.4309, scale: 262144.0000 | |
| [2024-04-14 14:07:36 INFO]: Epoch [14][250/388] lr: 0.00025, eta: 2:21:03, time: 0.148, data_time: 0.133, memory: 17162, loss_reg: 0.0574, loss_cls: 0.0268, loss_sal: 0.0607, loss_video_cal: 0.2839, loss_layer_cal: 0.0012, loss: 0.4300, scale: 262144.0000 | |
| [2024-04-14 14:07:52 INFO]: Epoch [14][300/388] lr: 0.00025, eta: 2:19:55, time: 0.166, data_time: 0.143, memory: 17162, loss_reg: 0.0578, loss_cls: 0.0264, loss_sal: 0.0603, loss_video_cal: 0.2829, loss_layer_cal: 0.0012, loss: 0.4286, scale: 262144.0000 | |
| [2024-04-14 14:08:07 INFO]: Epoch [14][350/388] lr: 0.00025, eta: 2:18:49, time: 0.165, data_time: 0.155, memory: 17162, loss_reg: 0.0576, loss_cls: 0.0269, loss_sal: 0.0605, loss_video_cal: 0.2836, loss_layer_cal: 0.0012, loss: 0.4298, scale: 262144.0000 | |
| [2024-04-14 14:08:18 INFO]: Epoch [14][388/388] lr: 0.00025, eta: 2:17:57, time: 0.153, data_time: 0.137, memory: 17162, loss_reg: 0.0562, loss_cls: 0.0257, loss_sal: 0.0601, loss_video_cal: 0.2817, loss_layer_cal: 0.0011, loss: 0.4249, scale: 262144.0000 | |
| [2024-04-14 14:08:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_14.pth... | |
| [2024-04-14 14:08:19 INFO]: Validating... | |
| [2024-04-14 14:10:23 INFO]: Epoch (val) [14][3720] loss_reg: 0.0668, loss_cls: 0.0355, loss_sal: 0.0310, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.1335, MR-full-R1@0.3: 67.7200, MR-full-R1@0.5: 55.2200, MR-full-R1@0.7: 34.3500, MR-full-R5@0.3: 98.1500, MR-full-R5@0.5: 90.2700, MR-full-R5@0.7: 58.3100, MR-full-mAP: 38.5800, MR-full-mAP@0.5: 69.6200, MR-full-mAP@0.75: 35.8000, MR-full-mIoU: 48.1100, MR-long-mAP: 38.5800, MR-long-mIoU: 48.1100, MR-middle-mAP: 41.8500, MR-middle-mIoU: 53.8300, MR-short-mAP: 37.6900, MR-short-mIoU: 46.5600, best_MR-full-mAP: 38.5800, best_MR-full-mIoU: 48.1100, best_MR-full-R1@0.3: 67.9000, best_MR-full-R1@0.5: 55.2200, best_MR-full-R1@0.7: 34.3500 | |
| [2024-04-14 14:10:39 INFO]: Epoch [15][50/388] lr: 0.00025, eta: 2:22:08, time: 0.155, data_time: 1.341, memory: 17162, loss_reg: 0.0542, loss_cls: 0.0254, loss_sal: 0.0595, loss_video_cal: 0.2782, loss_layer_cal: 0.0012, loss: 0.4185, scale: 262144.0000 | |
| [2024-04-14 14:10:53 INFO]: Epoch [15][100/388] lr: 0.00025, eta: 2:20:56, time: 0.150, data_time: 0.134, memory: 17162, loss_reg: 0.0571, loss_cls: 0.0259, loss_sal: 0.0603, loss_video_cal: 0.2805, loss_layer_cal: 0.0013, loss: 0.4251, scale: 262144.0000 | |
| [2024-04-14 14:11:07 INFO]: Epoch [15][150/388] lr: 0.00025, eta: 2:19:45, time: 0.148, data_time: 0.131, memory: 17162, loss_reg: 0.0576, loss_cls: 0.0267, loss_sal: 0.0603, loss_video_cal: 0.2789, loss_layer_cal: 0.0013, loss: 0.4248, scale: 262144.0000 | |
| [2024-04-14 14:11:22 INFO]: Epoch [15][200/388] lr: 0.00025, eta: 2:18:37, time: 0.159, data_time: 0.144, memory: 17162, loss_reg: 0.0564, loss_cls: 0.0258, loss_sal: 0.0593, loss_video_cal: 0.2796, loss_layer_cal: 0.0012, loss: 0.4224, scale: 262144.0000 | |
| [2024-04-14 14:11:37 INFO]: Epoch [15][250/388] lr: 0.00025, eta: 2:17:31, time: 0.160, data_time: 0.143, memory: 17162, loss_reg: 0.0557, loss_cls: 0.0250, loss_sal: 0.0600, loss_video_cal: 0.2858, loss_layer_cal: 0.0011, loss: 0.4275, scale: 262144.0000 | |
| [2024-04-14 14:11:51 INFO]: Epoch [15][300/388] lr: 0.00025, eta: 2:16:23, time: 0.151, data_time: 0.134, memory: 17162, loss_reg: 0.0565, loss_cls: 0.0268, loss_sal: 0.0607, loss_video_cal: 0.2819, loss_layer_cal: 0.0013, loss: 0.4272, scale: 262144.0000 | |
| [2024-04-14 14:12:08 INFO]: Epoch [15][350/388] lr: 0.00025, eta: 2:15:21, time: 0.175, data_time: 0.151, memory: 17162, loss_reg: 0.0570, loss_cls: 0.0263, loss_sal: 0.0594, loss_video_cal: 0.2815, loss_layer_cal: 0.0012, loss: 0.4253, scale: 262144.0000 | |
| [2024-04-14 14:12:19 INFO]: Epoch [15][388/388] lr: 0.00025, eta: 2:14:31, time: 0.152, data_time: 0.140, memory: 17162, loss_reg: 0.0579, loss_cls: 0.0262, loss_sal: 0.0597, loss_video_cal: 0.2783, loss_layer_cal: 0.0012, loss: 0.4232, scale: 262144.0000 | |
| [2024-04-14 14:12:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_15.pth... | |
| [2024-04-14 14:12:19 INFO]: Validating... | |
| [2024-04-14 14:14:23 INFO]: Epoch (val) [15][3720] loss_reg: 0.0685, loss_cls: 0.0373, loss_sal: 0.0311, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1373, MR-full-R1@0.3: 68.1200, MR-full-R1@0.5: 53.6300, MR-full-R1@0.7: 32.6100, MR-full-R5@0.3: 98.1700, MR-full-R5@0.5: 88.6000, MR-full-R5@0.7: 58.2300, MR-full-mAP: 38.0100, MR-full-mAP@0.5: 68.3200, MR-full-mAP@0.75: 35.4300, MR-full-mIoU: 47.8600, MR-long-mAP: 38.0100, MR-long-mIoU: 47.8600, MR-middle-mAP: 44.6400, MR-middle-mIoU: 56.3200, MR-short-mAP: 36.2300, MR-short-mIoU: 45.5700, best_MR-full-mAP: 38.5800, best_MR-full-mIoU: 48.1100, best_MR-full-R1@0.3: 68.1200, best_MR-full-R1@0.5: 55.2200, best_MR-full-R1@0.7: 34.3500 | |
| [2024-04-14 14:14:38 INFO]: Epoch [16][50/388] lr: 0.00025, eta: 2:18:14, time: 0.150, data_time: 1.335, memory: 17162, loss_reg: 0.0560, loss_cls: 0.0259, loss_sal: 0.0594, loss_video_cal: 0.2782, loss_layer_cal: 0.0013, loss: 0.4207, scale: 262144.0000 | |
| [2024-04-14 14:14:52 INFO]: Epoch [16][100/388] lr: 0.00025, eta: 2:17:06, time: 0.149, data_time: 0.133, memory: 17162, loss_reg: 0.0559, loss_cls: 0.0257, loss_sal: 0.0595, loss_video_cal: 0.2807, loss_layer_cal: 0.0012, loss: 0.4231, scale: 262144.0000 | |
| [2024-04-14 14:15:06 INFO]: Epoch [16][150/388] lr: 0.00025, eta: 2:15:58, time: 0.148, data_time: 0.132, memory: 17162, loss_reg: 0.0560, loss_cls: 0.0259, loss_sal: 0.0596, loss_video_cal: 0.2793, loss_layer_cal: 0.0012, loss: 0.4220, scale: 262144.0000 | |
| [2024-04-14 14:15:21 INFO]: Epoch [16][200/388] lr: 0.00025, eta: 2:14:53, time: 0.155, data_time: 0.139, memory: 17162, loss_reg: 0.0553, loss_cls: 0.0258, loss_sal: 0.0598, loss_video_cal: 0.2774, loss_layer_cal: 0.0014, loss: 0.4197, scale: 367001.5938 | |
| [2024-04-14 14:15:35 INFO]: Epoch [16][250/388] lr: 0.00025, eta: 2:13:48, time: 0.152, data_time: 0.139, memory: 17162, loss_reg: 0.0557, loss_cls: 0.0263, loss_sal: 0.0603, loss_video_cal: 0.2840, loss_layer_cal: 0.0012, loss: 0.4275, scale: 524288.0000 | |
| [2024-04-14 14:15:51 INFO]: Epoch [16][300/388] lr: 0.00025, eta: 2:12:45, time: 0.158, data_time: 0.143, memory: 17162, loss_reg: 0.0544, loss_cls: 0.0258, loss_sal: 0.0596, loss_video_cal: 0.2802, loss_layer_cal: 0.0012, loss: 0.4211, scale: 524288.0000 | |
| [2024-04-14 14:16:06 INFO]: Epoch [16][350/388] lr: 0.00025, eta: 2:11:45, time: 0.167, data_time: 0.151, memory: 17162, loss_reg: 0.0554, loss_cls: 0.0261, loss_sal: 0.0601, loss_video_cal: 0.2813, loss_layer_cal: 0.0012, loss: 0.4241, scale: 524288.0000 | |
| [2024-04-14 14:16:19 INFO]: Epoch [16][388/388] lr: 0.00025, eta: 2:11:00, time: 0.166, data_time: 0.152, memory: 17162, loss_reg: 0.0578, loss_cls: 0.0255, loss_sal: 0.0602, loss_video_cal: 0.2778, loss_layer_cal: 0.0012, loss: 0.4225, scale: 524288.0000 | |
| [2024-04-14 14:16:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_16.pth... | |
| [2024-04-14 14:16:19 INFO]: Validating... | |
| [2024-04-14 14:18:23 INFO]: Epoch (val) [16][3720] loss_reg: 0.0673, loss_cls: 0.0333, loss_sal: 0.0307, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.1317, MR-full-R1@0.3: 69.2500, MR-full-R1@0.5: 57.5800, MR-full-R1@0.7: 35.4600, MR-full-R5@0.3: 98.5500, MR-full-R5@0.5: 91.1000, MR-full-R5@0.7: 58.1700, MR-full-mAP: 39.4000, MR-full-mAP@0.5: 71.0900, MR-full-mAP@0.75: 36.7600, MR-full-mIoU: 49.5600, MR-long-mAP: 39.4000, MR-long-mIoU: 49.5600, MR-middle-mAP: 41.6400, MR-middle-mIoU: 55.0000, MR-short-mAP: 38.7900, MR-short-mIoU: 48.0900, best_MR-full-mAP: 39.4000, best_MR-full-mIoU: 49.5600, best_MR-full-R1@0.3: 69.2500, best_MR-full-R1@0.5: 57.5800, best_MR-full-R1@0.7: 35.4600 | |
| [2024-04-14 14:18:37 INFO]: Epoch [17][50/388] lr: 0.00025, eta: 2:14:18, time: 0.139, data_time: 1.317, memory: 17162, loss_reg: 0.0550, loss_cls: 0.0254, loss_sal: 0.0595, loss_video_cal: 0.2749, loss_layer_cal: 0.0014, loss: 0.4162, scale: 524288.0000 | |
| [2024-04-14 14:18:52 INFO]: Epoch [17][100/388] lr: 0.00025, eta: 2:13:15, time: 0.162, data_time: 0.142, memory: 17162, loss_reg: 0.0551, loss_cls: 0.0252, loss_sal: 0.0596, loss_video_cal: 0.2755, loss_layer_cal: 0.0015, loss: 0.4168, scale: 524288.0000 | |
| [2024-04-14 14:19:06 INFO]: Epoch [17][150/388] lr: 0.00025, eta: 2:12:11, time: 0.154, data_time: 0.135, memory: 17162, loss_reg: 0.0545, loss_cls: 0.0252, loss_sal: 0.0595, loss_video_cal: 0.2750, loss_layer_cal: 0.0012, loss: 0.4155, scale: 524288.0000 | |
| [2024-04-14 14:19:22 INFO]: Epoch [17][200/388] lr: 0.00025, eta: 2:11:12, time: 0.169, data_time: 0.152, memory: 17162, loss_reg: 0.0554, loss_cls: 0.0261, loss_sal: 0.0597, loss_video_cal: 0.2826, loss_layer_cal: 0.0012, loss: 0.4250, scale: 524288.0000 | |
| [2024-04-14 14:19:38 INFO]: Epoch [17][250/388] lr: 0.00025, eta: 2:10:12, time: 0.167, data_time: 0.148, memory: 17162, loss_reg: 0.0547, loss_cls: 0.0259, loss_sal: 0.0597, loss_video_cal: 0.2804, loss_layer_cal: 0.0012, loss: 0.4219, scale: 524288.0000 | |
| [2024-04-14 14:19:53 INFO]: Epoch [17][300/388] lr: 0.00025, eta: 2:09:13, time: 0.163, data_time: 0.142, memory: 17162, loss_reg: 0.0528, loss_cls: 0.0248, loss_sal: 0.0589, loss_video_cal: 0.2767, loss_layer_cal: 0.0013, loss: 0.4146, scale: 524288.0000 | |
| [2024-04-14 14:20:08 INFO]: Epoch [17][350/388] lr: 0.00025, eta: 2:08:13, time: 0.154, data_time: 0.140, memory: 17162, loss_reg: 0.0550, loss_cls: 0.0257, loss_sal: 0.0598, loss_video_cal: 0.2843, loss_layer_cal: 0.0011, loss: 0.4259, scale: 524288.0000 | |
| [2024-04-14 14:20:19 INFO]: Epoch [17][388/388] lr: 0.00025, eta: 2:07:27, time: 0.149, data_time: 0.135, memory: 17162, loss_reg: 0.0548, loss_cls: 0.0251, loss_sal: 0.0590, loss_video_cal: 0.2762, loss_layer_cal: 0.0013, loss: 0.4163, scale: 524288.0000 | |
| [2024-04-14 14:20:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_17.pth... | |
| [2024-04-14 14:20:19 INFO]: Validating... | |
| [2024-04-14 14:22:23 INFO]: Epoch (val) [17][3720] loss_reg: 0.0665, loss_cls: 0.0344, loss_sal: 0.0309, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1321, MR-full-R1@0.3: 69.8100, MR-full-R1@0.5: 57.6900, MR-full-R1@0.7: 36.1600, MR-full-R5@0.3: 97.9600, MR-full-R5@0.5: 89.7300, MR-full-R5@0.7: 59.0600, MR-full-mAP: 39.7100, MR-full-mAP@0.5: 71.0800, MR-full-mAP@0.75: 37.1300, MR-full-mIoU: 49.8200, MR-long-mAP: 39.7100, MR-long-mIoU: 49.8200, MR-middle-mAP: 43.4300, MR-middle-mIoU: 56.8200, MR-short-mAP: 38.7000, MR-short-mIoU: 47.9400, best_MR-full-mAP: 39.7100, best_MR-full-mIoU: 49.8200, best_MR-full-R1@0.3: 69.8100, best_MR-full-R1@0.5: 57.6900, best_MR-full-R1@0.7: 36.1600 | |
| [2024-04-14 14:22:39 INFO]: Epoch [18][50/388] lr: 0.00025, eta: 2:10:29, time: 0.162, data_time: 1.348, memory: 17162, loss_reg: 0.0532, loss_cls: 0.0243, loss_sal: 0.0588, loss_video_cal: 0.2741, loss_layer_cal: 0.0015, loss: 0.4118, scale: 524288.0000 | |
| [2024-04-14 14:22:54 INFO]: Epoch [18][100/388] lr: 0.00025, eta: 2:09:28, time: 0.158, data_time: 0.138, memory: 17162, loss_reg: 0.0551, loss_cls: 0.0256, loss_sal: 0.0594, loss_video_cal: 0.2755, loss_layer_cal: 0.0014, loss: 0.4170, scale: 524288.0000 | |
| [2024-04-14 14:23:08 INFO]: Epoch [18][150/388] lr: 0.00025, eta: 2:08:26, time: 0.141, data_time: 0.131, memory: 17162, loss_reg: 0.0536, loss_cls: 0.0251, loss_sal: 0.0589, loss_video_cal: 0.2758, loss_layer_cal: 0.0013, loss: 0.4147, scale: 524288.0000 | |
| [2024-04-14 14:23:24 INFO]: Epoch [18][200/388] lr: 0.00025, eta: 2:07:30, time: 0.172, data_time: 0.157, memory: 17162, loss_reg: 0.0552, loss_cls: 0.0245, loss_sal: 0.0593, loss_video_cal: 0.2785, loss_layer_cal: 0.0013, loss: 0.4187, scale: 524288.0000 | |
| [2024-04-14 14:23:40 INFO]: Epoch [18][250/388] lr: 0.00025, eta: 2:06:32, time: 0.161, data_time: 0.145, memory: 17162, loss_reg: 0.0534, loss_cls: 0.0251, loss_sal: 0.0590, loss_video_cal: 0.2752, loss_layer_cal: 0.0013, loss: 0.4140, scale: 524288.0000 | |
| [2024-04-14 14:23:54 INFO]: Epoch [18][300/388] lr: 0.00025, eta: 2:05:33, time: 0.151, data_time: 0.137, memory: 17162, loss_reg: 0.0525, loss_cls: 0.0251, loss_sal: 0.0592, loss_video_cal: 0.2775, loss_layer_cal: 0.0014, loss: 0.4156, scale: 524288.0000 | |
| [2024-04-14 14:24:08 INFO]: Epoch [18][350/388] lr: 0.00025, eta: 2:04:34, time: 0.152, data_time: 0.137, memory: 17162, loss_reg: 0.0532, loss_cls: 0.0249, loss_sal: 0.0594, loss_video_cal: 0.2771, loss_layer_cal: 0.0012, loss: 0.4157, scale: 524288.0000 | |
| [2024-04-14 14:24:20 INFO]: Epoch [18][388/388] lr: 0.00025, eta: 2:03:51, time: 0.157, data_time: 0.144, memory: 17162, loss_reg: 0.0542, loss_cls: 0.0249, loss_sal: 0.0587, loss_video_cal: 0.2766, loss_layer_cal: 0.0013, loss: 0.4157, scale: 524288.0000 | |
| [2024-04-14 14:24:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_18.pth... | |
| [2024-04-14 14:24:20 INFO]: Validating... | |
| [2024-04-14 14:26:24 INFO]: Epoch (val) [18][3720] loss_reg: 0.0679, loss_cls: 0.0345, loss_sal: 0.0312, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1340, MR-full-R1@0.3: 68.5200, MR-full-R1@0.5: 56.4500, MR-full-R1@0.7: 35.3200, MR-full-R5@0.3: 97.7200, MR-full-R5@0.5: 88.5800, MR-full-R5@0.7: 57.8200, MR-full-mAP: 38.8300, MR-full-mAP@0.5: 69.9300, MR-full-mAP@0.75: 36.8200, MR-full-mIoU: 48.8100, MR-long-mAP: 38.8300, MR-long-mIoU: 48.8100, MR-middle-mAP: 39.8300, MR-middle-mIoU: 54.2700, MR-short-mAP: 38.5700, MR-short-mIoU: 47.3400, best_MR-full-mAP: 39.7100, best_MR-full-mIoU: 49.8200, best_MR-full-R1@0.3: 69.8100, best_MR-full-R1@0.5: 57.6900, best_MR-full-R1@0.7: 36.1600 | |
| [2024-04-14 14:26:40 INFO]: Epoch [19][50/388] lr: 0.00025, eta: 2:06:36, time: 0.162, data_time: 1.341, memory: 17162, loss_reg: 0.0534, loss_cls: 0.0244, loss_sal: 0.0593, loss_video_cal: 0.2732, loss_layer_cal: 0.0014, loss: 0.4117, scale: 524288.0000 | |
| [2024-04-14 14:26:54 INFO]: Epoch [19][100/388] lr: 0.00025, eta: 2:05:36, time: 0.152, data_time: 0.133, memory: 17162, loss_reg: 0.0531, loss_cls: 0.0244, loss_sal: 0.0588, loss_video_cal: 0.2760, loss_layer_cal: 0.0013, loss: 0.4137, scale: 524288.0000 | |
| [2024-04-14 14:27:10 INFO]: Epoch [19][150/388] lr: 0.00025, eta: 2:04:40, time: 0.168, data_time: 0.147, memory: 17162, loss_reg: 0.0526, loss_cls: 0.0254, loss_sal: 0.0593, loss_video_cal: 0.2743, loss_layer_cal: 0.0014, loss: 0.4129, scale: 524288.0000 | |
| [2024-04-14 14:27:25 INFO]: Epoch [19][200/388] lr: 0.00025, eta: 2:03:43, time: 0.155, data_time: 0.143, memory: 17162, loss_reg: 0.0531, loss_cls: 0.0252, loss_sal: 0.0591, loss_video_cal: 0.2729, loss_layer_cal: 0.0015, loss: 0.4116, scale: 524288.0000 | |
| [2024-04-14 14:27:40 INFO]: Epoch [19][250/388] lr: 0.00025, eta: 2:02:47, time: 0.158, data_time: 0.142, memory: 17162, loss_reg: 0.0527, loss_cls: 0.0250, loss_sal: 0.0585, loss_video_cal: 0.2720, loss_layer_cal: 0.0015, loss: 0.4097, scale: 524288.0000 | |
| [2024-04-14 14:27:55 INFO]: Epoch [19][300/388] lr: 0.00025, eta: 2:01:51, time: 0.158, data_time: 0.143, memory: 17162, loss_reg: 0.0534, loss_cls: 0.0249, loss_sal: 0.0592, loss_video_cal: 0.2794, loss_layer_cal: 0.0011, loss: 0.4179, scale: 524288.0000 | |
| [2024-04-14 14:28:10 INFO]: Epoch [19][350/388] lr: 0.00025, eta: 2:00:56, time: 0.154, data_time: 0.140, memory: 17162, loss_reg: 0.0539, loss_cls: 0.0254, loss_sal: 0.0587, loss_video_cal: 0.2754, loss_layer_cal: 0.0013, loss: 0.4147, scale: 524288.0000 | |
| [2024-04-14 14:28:21 INFO]: Epoch [19][388/388] lr: 0.00025, eta: 2:00:14, time: 0.159, data_time: 0.144, memory: 17162, loss_reg: 0.0531, loss_cls: 0.0244, loss_sal: 0.0592, loss_video_cal: 0.2765, loss_layer_cal: 0.0013, loss: 0.4145, scale: 524288.0000 | |
| [2024-04-14 14:28:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_19.pth... | |
| [2024-04-14 14:28:22 INFO]: Validating... | |
| [2024-04-14 14:30:25 INFO]: Epoch (val) [19][3720] loss_reg: 0.0664, loss_cls: 0.0352, loss_sal: 0.0309, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1328, MR-full-R1@0.3: 68.7400, MR-full-R1@0.5: 56.5600, MR-full-R1@0.7: 35.5400, MR-full-R5@0.3: 97.9600, MR-full-R5@0.5: 88.9800, MR-full-R5@0.7: 59.3000, MR-full-mAP: 39.4500, MR-full-mAP@0.5: 70.2800, MR-full-mAP@0.75: 37.5200, MR-full-mIoU: 49.0500, MR-long-mAP: 39.4500, MR-long-mIoU: 49.0500, MR-middle-mAP: 42.8300, MR-middle-mIoU: 55.4300, MR-short-mAP: 38.5400, MR-short-mIoU: 47.3400, best_MR-full-mAP: 39.7100, best_MR-full-mIoU: 49.8200, best_MR-full-R1@0.3: 69.8100, best_MR-full-R1@0.5: 57.6900, best_MR-full-R1@0.7: 36.1600 | |
| [2024-04-14 14:30:42 INFO]: Epoch [20][50/388] lr: 0.00025, eta: 2:02:42, time: 0.160, data_time: 1.344, memory: 17162, loss_reg: 0.0519, loss_cls: 0.0236, loss_sal: 0.0586, loss_video_cal: 0.2690, loss_layer_cal: 0.0015, loss: 0.4045, scale: 524288.0000 | |
| [2024-04-14 14:30:55 INFO]: Epoch [20][100/388] lr: 0.00025, eta: 2:01:44, time: 0.142, data_time: 0.127, memory: 17162, loss_reg: 0.0524, loss_cls: 0.0246, loss_sal: 0.0584, loss_video_cal: 0.2708, loss_layer_cal: 0.0015, loss: 0.4077, scale: 524288.0000 | |
| [2024-04-14 14:31:10 INFO]: Epoch [20][150/388] lr: 0.00025, eta: 2:00:48, time: 0.154, data_time: 0.138, memory: 17162, loss_reg: 0.0531, loss_cls: 0.0244, loss_sal: 0.0590, loss_video_cal: 0.2759, loss_layer_cal: 0.0013, loss: 0.4137, scale: 524288.0000 | |
| [2024-04-14 14:31:25 INFO]: Epoch [20][200/388] lr: 0.00025, eta: 1:59:54, time: 0.161, data_time: 0.145, memory: 17162, loss_reg: 0.0528, loss_cls: 0.0252, loss_sal: 0.0586, loss_video_cal: 0.2786, loss_layer_cal: 0.0013, loss: 0.4165, scale: 524288.0000 | |
| [2024-04-14 14:31:41 INFO]: Epoch [20][250/388] lr: 0.00025, eta: 1:59:01, time: 0.166, data_time: 0.151, memory: 17162, loss_reg: 0.0523, loss_cls: 0.0244, loss_sal: 0.0588, loss_video_cal: 0.2750, loss_layer_cal: 0.0014, loss: 0.4118, scale: 524288.0000 | |
| [2024-04-14 14:31:56 INFO]: Epoch [20][300/388] lr: 0.00025, eta: 1:58:08, time: 0.163, data_time: 0.146, memory: 17162, loss_reg: 0.0517, loss_cls: 0.0244, loss_sal: 0.0588, loss_video_cal: 0.2725, loss_layer_cal: 0.0014, loss: 0.4088, scale: 524288.0000 | |
| [2024-04-14 14:32:11 INFO]: Epoch [20][350/388] lr: 0.00025, eta: 1:57:14, time: 0.154, data_time: 0.137, memory: 17162, loss_reg: 0.0520, loss_cls: 0.0246, loss_sal: 0.0584, loss_video_cal: 0.2759, loss_layer_cal: 0.0013, loss: 0.4122, scale: 524288.0000 | |
| [2024-04-14 14:32:22 INFO]: Epoch [20][388/388] lr: 0.00025, eta: 1:56:34, time: 0.159, data_time: 0.144, memory: 17162, loss_reg: 0.0534, loss_cls: 0.0245, loss_sal: 0.0588, loss_video_cal: 0.2770, loss_layer_cal: 0.0013, loss: 0.4150, scale: 524288.0000 | |
| [2024-04-14 14:32:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_20.pth... | |
| [2024-04-14 14:32:23 INFO]: Validating... | |
| [2024-04-14 14:34:26 INFO]: Epoch (val) [20][3720] loss_reg: 0.0677, loss_cls: 0.0353, loss_sal: 0.0312, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1345, MR-full-R1@0.3: 68.1200, MR-full-R1@0.5: 55.8900, MR-full-R1@0.7: 35.4800, MR-full-R5@0.3: 98.1200, MR-full-R5@0.5: 89.8100, MR-full-R5@0.7: 59.5700, MR-full-mAP: 39.4100, MR-full-mAP@0.5: 69.9900, MR-full-mAP@0.75: 38.0100, MR-full-mIoU: 48.7900, MR-long-mAP: 39.4100, MR-long-mIoU: 48.7900, MR-middle-mAP: 40.5700, MR-middle-mIoU: 53.9800, MR-short-mAP: 39.1000, MR-short-mIoU: 47.3900, best_MR-full-mAP: 39.7100, best_MR-full-mIoU: 49.8200, best_MR-full-R1@0.3: 69.8100, best_MR-full-R1@0.5: 57.6900, best_MR-full-R1@0.7: 36.1600 | |
| [2024-04-14 14:34:42 INFO]: Epoch [21][50/388] lr: 0.00025, eta: 1:58:46, time: 0.162, data_time: 1.330, memory: 17162, loss_reg: 0.0502, loss_cls: 0.0228, loss_sal: 0.0583, loss_video_cal: 0.2713, loss_layer_cal: 0.0015, loss: 0.4042, scale: 524288.0000 | |
| [2024-04-14 14:34:57 INFO]: Epoch [21][100/388] lr: 0.00025, eta: 1:57:52, time: 0.161, data_time: 0.147, memory: 17162, loss_reg: 0.0504, loss_cls: 0.0237, loss_sal: 0.0585, loss_video_cal: 0.2708, loss_layer_cal: 0.0016, loss: 0.4050, scale: 524288.0000 | |
| [2024-04-14 14:35:12 INFO]: Epoch [21][150/388] lr: 0.00025, eta: 1:56:59, time: 0.160, data_time: 0.142, memory: 17162, loss_reg: 0.0521, loss_cls: 0.0247, loss_sal: 0.0586, loss_video_cal: 0.2728, loss_layer_cal: 0.0014, loss: 0.4096, scale: 524288.0000 | |
| [2024-04-14 14:35:27 INFO]: Epoch [21][200/388] lr: 0.00025, eta: 1:56:06, time: 0.155, data_time: 0.140, memory: 17162, loss_reg: 0.0515, loss_cls: 0.0241, loss_sal: 0.0585, loss_video_cal: 0.2741, loss_layer_cal: 0.0015, loss: 0.4098, scale: 524288.0000 | |
| [2024-04-14 14:35:42 INFO]: Epoch [21][250/388] lr: 0.00025, eta: 1:55:14, time: 0.159, data_time: 0.143, memory: 17162, loss_reg: 0.0512, loss_cls: 0.0244, loss_sal: 0.0581, loss_video_cal: 0.2735, loss_layer_cal: 0.0013, loss: 0.4086, scale: 629145.6250 | |
| [2024-04-14 14:35:56 INFO]: Epoch [21][300/388] lr: 0.00025, eta: 1:54:21, time: 0.150, data_time: 0.133, memory: 17162, loss_reg: 0.0517, loss_cls: 0.0240, loss_sal: 0.0580, loss_video_cal: 0.2768, loss_layer_cal: 0.0013, loss: 0.4118, scale: 1048576.0000 | |
| [2024-04-14 14:36:11 INFO]: Epoch [21][350/388] lr: 0.00025, eta: 1:53:29, time: 0.158, data_time: 0.143, memory: 17162, loss_reg: 0.0513, loss_cls: 0.0245, loss_sal: 0.0580, loss_video_cal: 0.2713, loss_layer_cal: 0.0014, loss: 0.4065, scale: 1048576.0000 | |
| [2024-04-14 14:36:22 INFO]: Epoch [21][388/388] lr: 0.00025, eta: 1:52:50, time: 0.153, data_time: 0.136, memory: 17162, loss_reg: 0.0537, loss_cls: 0.0243, loss_sal: 0.0583, loss_video_cal: 0.2710, loss_layer_cal: 0.0013, loss: 0.4086, scale: 1048576.0000 | |
| [2024-04-14 14:36:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_21.pth... | |
| [2024-04-14 14:36:22 INFO]: Validating... | |
| [2024-04-14 14:38:27 INFO]: Epoch (val) [21][3720] loss_reg: 0.0673, loss_cls: 0.0345, loss_sal: 0.0313, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1334, MR-full-R1@0.3: 68.7600, MR-full-R1@0.5: 56.5300, MR-full-R1@0.7: 35.6500, MR-full-R5@0.3: 97.4500, MR-full-R5@0.5: 89.6000, MR-full-R5@0.7: 60.8900, MR-full-mAP: 39.9400, MR-full-mAP@0.5: 70.1900, MR-full-mAP@0.75: 38.1300, MR-full-mIoU: 49.0900, MR-long-mAP: 39.9400, MR-long-mIoU: 49.0900, MR-middle-mAP: 41.0200, MR-middle-mIoU: 53.4800, MR-short-mAP: 39.6500, MR-short-mIoU: 47.9000, best_MR-full-mAP: 39.9400, best_MR-full-mIoU: 49.8200, best_MR-full-R1@0.3: 69.8100, best_MR-full-R1@0.5: 57.6900, best_MR-full-R1@0.7: 36.1600 | |
| [2024-04-14 14:38:41 INFO]: Epoch [22][50/388] lr: 0.00025, eta: 1:54:48, time: 0.139, data_time: 1.322, memory: 17162, loss_reg: 0.0492, loss_cls: 0.0234, loss_sal: 0.0581, loss_video_cal: 0.2699, loss_layer_cal: 0.0015, loss: 0.4022, scale: 1048576.0000 | |
| [2024-04-14 14:38:56 INFO]: Epoch [22][100/388] lr: 0.00025, eta: 1:53:56, time: 0.158, data_time: 0.141, memory: 17162, loss_reg: 0.0500, loss_cls: 0.0237, loss_sal: 0.0576, loss_video_cal: 0.2705, loss_layer_cal: 0.0015, loss: 0.4033, scale: 1048576.0000 | |
| [2024-04-14 14:39:11 INFO]: Epoch [22][150/388] lr: 0.00025, eta: 1:53:05, time: 0.160, data_time: 0.143, memory: 17162, loss_reg: 0.0518, loss_cls: 0.0241, loss_sal: 0.0583, loss_video_cal: 0.2708, loss_layer_cal: 0.0015, loss: 0.4065, scale: 1048576.0000 | |
| [2024-04-14 14:39:26 INFO]: Epoch [22][200/388] lr: 0.00025, eta: 1:52:14, time: 0.160, data_time: 0.144, memory: 17162, loss_reg: 0.0490, loss_cls: 0.0233, loss_sal: 0.0574, loss_video_cal: 0.2713, loss_layer_cal: 0.0014, loss: 0.4025, scale: 1048576.0000 | |
| [2024-04-14 14:39:42 INFO]: Epoch [22][250/388] lr: 0.00025, eta: 1:51:24, time: 0.163, data_time: 0.147, memory: 17162, loss_reg: 0.0513, loss_cls: 0.0236, loss_sal: 0.0584, loss_video_cal: 0.2740, loss_layer_cal: 0.0014, loss: 0.4087, scale: 1048576.0000 | |
| [2024-04-14 14:39:58 INFO]: Epoch [22][300/388] lr: 0.00025, eta: 1:50:35, time: 0.169, data_time: 0.154, memory: 17162, loss_reg: 0.0527, loss_cls: 0.0238, loss_sal: 0.0590, loss_video_cal: 0.2771, loss_layer_cal: 0.0012, loss: 0.4138, scale: 1048576.0000 | |
| [2024-04-14 14:40:12 INFO]: Epoch [22][350/388] lr: 0.00025, eta: 1:49:44, time: 0.152, data_time: 0.139, memory: 17162, loss_reg: 0.0506, loss_cls: 0.0241, loss_sal: 0.0583, loss_video_cal: 0.2732, loss_layer_cal: 0.0013, loss: 0.4075, scale: 1048576.0000 | |
| [2024-04-14 14:40:24 INFO]: Epoch [22][388/388] lr: 0.00025, eta: 1:49:07, time: 0.156, data_time: 0.142, memory: 17162, loss_reg: 0.0513, loss_cls: 0.0248, loss_sal: 0.0589, loss_video_cal: 0.2752, loss_layer_cal: 0.0013, loss: 0.4114, scale: 1048576.0000 | |
| [2024-04-14 14:40:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_22.pth... | |
| [2024-04-14 14:40:24 INFO]: Validating... | |
| [2024-04-14 14:42:28 INFO]: Epoch (val) [22][3720] loss_reg: 0.0673, loss_cls: 0.0345, loss_sal: 0.0312, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1333, MR-full-R1@0.3: 70.4300, MR-full-R1@0.5: 58.2000, MR-full-R1@0.7: 34.6800, MR-full-R5@0.3: 98.0900, MR-full-R5@0.5: 90.8100, MR-full-R5@0.7: 59.6500, MR-full-mAP: 39.7000, MR-full-mAP@0.5: 71.8500, MR-full-mAP@0.75: 37.2600, MR-full-mIoU: 49.9900, MR-long-mAP: 39.7000, MR-long-mIoU: 49.9900, MR-middle-mAP: 45.1600, MR-middle-mIoU: 56.5200, MR-short-mAP: 38.2300, MR-short-mIoU: 48.2200, best_MR-full-mAP: 39.9400, best_MR-full-mIoU: 49.9900, best_MR-full-R1@0.3: 70.4300, best_MR-full-R1@0.5: 58.2000, best_MR-full-R1@0.7: 36.1600 | |
| [2024-04-14 14:42:44 INFO]: Epoch [23][50/388] lr: 0.00025, eta: 1:50:55, time: 0.160, data_time: 1.342, memory: 17162, loss_reg: 0.0497, loss_cls: 0.0228, loss_sal: 0.0577, loss_video_cal: 0.2708, loss_layer_cal: 0.0015, loss: 0.4026, scale: 1048576.0000 | |
| [2024-04-14 14:42:59 INFO]: Epoch [23][100/388] lr: 0.00025, eta: 1:50:04, time: 0.157, data_time: 0.141, memory: 17162, loss_reg: 0.0491, loss_cls: 0.0233, loss_sal: 0.0582, loss_video_cal: 0.2704, loss_layer_cal: 0.0016, loss: 0.4025, scale: 1048576.0000 | |
| [2024-04-14 14:43:14 INFO]: Epoch [23][150/388] lr: 0.00025, eta: 1:49:14, time: 0.158, data_time: 0.142, memory: 17162, loss_reg: 0.0507, loss_cls: 0.0241, loss_sal: 0.0579, loss_video_cal: 0.2736, loss_layer_cal: 0.0014, loss: 0.4077, scale: 1048576.0000 | |
| [2024-04-14 14:43:28 INFO]: Epoch [23][200/388] lr: 0.00025, eta: 1:48:24, time: 0.152, data_time: 0.137, memory: 17162, loss_reg: 0.0491, loss_cls: 0.0241, loss_sal: 0.0578, loss_video_cal: 0.2731, loss_layer_cal: 0.0014, loss: 0.4055, scale: 1048576.0000 | |
| [2024-04-14 14:43:44 INFO]: Epoch [23][250/388] lr: 0.00025, eta: 1:47:36, time: 0.169, data_time: 0.148, memory: 17162, loss_reg: 0.0509, loss_cls: 0.0229, loss_sal: 0.0579, loss_video_cal: 0.2712, loss_layer_cal: 0.0015, loss: 0.4045, scale: 1048576.0000 | |
| [2024-04-14 14:43:58 INFO]: Epoch [23][300/388] lr: 0.00025, eta: 1:46:46, time: 0.149, data_time: 0.138, memory: 17162, loss_reg: 0.0489, loss_cls: 0.0227, loss_sal: 0.0571, loss_video_cal: 0.2646, loss_layer_cal: 0.0016, loss: 0.3948, scale: 1048576.0000 | |
| [2024-04-14 14:44:13 INFO]: Epoch [23][350/388] lr: 0.00025, eta: 1:45:58, time: 0.156, data_time: 0.139, memory: 17162, loss_reg: 0.0513, loss_cls: 0.0238, loss_sal: 0.0577, loss_video_cal: 0.2724, loss_layer_cal: 0.0015, loss: 0.4068, scale: 1048576.0000 | |
| [2024-04-14 14:44:24 INFO]: Epoch [23][388/388] lr: 0.00025, eta: 1:45:20, time: 0.148, data_time: 0.135, memory: 17162, loss_reg: 0.0521, loss_cls: 0.0245, loss_sal: 0.0583, loss_video_cal: 0.2721, loss_layer_cal: 0.0014, loss: 0.4085, scale: 1048576.0000 | |
| [2024-04-14 14:44:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_23.pth... | |
| [2024-04-14 14:44:24 INFO]: Validating... | |
| [2024-04-14 14:46:28 INFO]: Epoch (val) [23][3720] loss_reg: 0.0668, loss_cls: 0.0346, loss_sal: 0.0311, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1327, MR-full-R1@0.3: 69.1900, MR-full-R1@0.5: 57.0700, MR-full-R1@0.7: 35.7000, MR-full-R5@0.3: 97.7400, MR-full-R5@0.5: 89.6000, MR-full-R5@0.7: 59.8900, MR-full-mAP: 39.2700, MR-full-mAP@0.5: 70.6200, MR-full-mAP@0.75: 36.8600, MR-full-mIoU: 49.1200, MR-long-mAP: 39.2700, MR-long-mIoU: 49.1200, MR-middle-mAP: 36.2700, MR-middle-mIoU: 50.7200, MR-short-mAP: 40.0900, MR-short-mIoU: 48.6800, best_MR-full-mAP: 39.9400, best_MR-full-mIoU: 49.9900, best_MR-full-R1@0.3: 70.4300, best_MR-full-R1@0.5: 58.2000, best_MR-full-R1@0.7: 36.1600 | |
| [2024-04-14 14:46:43 INFO]: Epoch [24][50/388] lr: 0.00025, eta: 1:46:56, time: 0.148, data_time: 1.331, memory: 17162, loss_reg: 0.0467, loss_cls: 0.0226, loss_sal: 0.0575, loss_video_cal: 0.2664, loss_layer_cal: 0.0015, loss: 0.3947, scale: 1048576.0000 | |
| [2024-04-14 14:46:58 INFO]: Epoch [24][100/388] lr: 0.00025, eta: 1:46:07, time: 0.157, data_time: 0.143, memory: 17162, loss_reg: 0.0507, loss_cls: 0.0226, loss_sal: 0.0578, loss_video_cal: 0.2663, loss_layer_cal: 0.0016, loss: 0.3990, scale: 1048576.0000 | |
| [2024-04-14 14:47:14 INFO]: Epoch [24][150/388] lr: 0.00025, eta: 1:45:20, time: 0.174, data_time: 0.154, memory: 17162, loss_reg: 0.0496, loss_cls: 0.0229, loss_sal: 0.0575, loss_video_cal: 0.2734, loss_layer_cal: 0.0013, loss: 0.4047, scale: 1048576.0000 | |
| [2024-04-14 14:47:28 INFO]: Epoch [24][200/388] lr: 0.00025, eta: 1:44:31, time: 0.147, data_time: 0.133, memory: 17162, loss_reg: 0.0499, loss_cls: 0.0242, loss_sal: 0.0578, loss_video_cal: 0.2693, loss_layer_cal: 0.0015, loss: 0.4027, scale: 1048576.0000 | |
| [2024-04-14 14:47:43 INFO]: Epoch [24][250/388] lr: 0.00025, eta: 1:43:43, time: 0.157, data_time: 0.141, memory: 17162, loss_reg: 0.0482, loss_cls: 0.0229, loss_sal: 0.0573, loss_video_cal: 0.2703, loss_layer_cal: 0.0015, loss: 0.4002, scale: 1048576.0000 | |
| [2024-04-14 14:47:57 INFO]: Epoch [24][300/388] lr: 0.00025, eta: 1:42:55, time: 0.155, data_time: 0.139, memory: 17162, loss_reg: 0.0500, loss_cls: 0.0233, loss_sal: 0.0575, loss_video_cal: 0.2683, loss_layer_cal: 0.0015, loss: 0.4007, scale: 1048576.0000 | |
| [2024-04-14 14:48:13 INFO]: Epoch [24][350/388] lr: 0.00025, eta: 1:42:09, time: 0.161, data_time: 0.146, memory: 17162, loss_reg: 0.0495, loss_cls: 0.0231, loss_sal: 0.0572, loss_video_cal: 0.2725, loss_layer_cal: 0.0014, loss: 0.4036, scale: 1048576.0000 | |
| [2024-04-14 14:48:24 INFO]: Epoch [24][388/388] lr: 0.00025, eta: 1:41:33, time: 0.160, data_time: 0.147, memory: 17162, loss_reg: 0.0489, loss_cls: 0.0231, loss_sal: 0.0575, loss_video_cal: 0.2681, loss_layer_cal: 0.0014, loss: 0.3990, scale: 1048576.0000 | |
| [2024-04-14 14:48:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_24.pth... | |
| [2024-04-14 14:48:25 INFO]: Validating... | |
| [2024-04-14 14:50:28 INFO]: Epoch (val) [24][3720] loss_reg: 0.0686, loss_cls: 0.0366, loss_sal: 0.0313, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1367, MR-full-R1@0.3: 68.3600, MR-full-R1@0.5: 56.8000, MR-full-R1@0.7: 36.3200, MR-full-R5@0.3: 97.5500, MR-full-R5@0.5: 89.5200, MR-full-R5@0.7: 60.2200, MR-full-mAP: 39.9200, MR-full-mAP@0.5: 70.5100, MR-full-mAP@0.75: 38.1600, MR-full-mIoU: 49.2800, MR-long-mAP: 39.9200, MR-long-mIoU: 49.2800, MR-middle-mAP: 39.2000, MR-middle-mIoU: 54.1300, MR-short-mAP: 40.1200, MR-short-mIoU: 47.9800, best_MR-full-mAP: 39.9400, best_MR-full-mIoU: 49.9900, best_MR-full-R1@0.3: 70.4300, best_MR-full-R1@0.5: 58.2000, best_MR-full-R1@0.7: 36.3200 | |
| [2024-04-14 14:50:43 INFO]: Epoch [25][50/388] lr: 0.00025, eta: 1:43:00, time: 0.150, data_time: 1.329, memory: 17162, loss_reg: 0.0476, loss_cls: 0.0222, loss_sal: 0.0578, loss_video_cal: 0.2693, loss_layer_cal: 0.0015, loss: 0.3984, scale: 1048576.0000 | |
| [2024-04-14 14:50:59 INFO]: Epoch [25][100/388] lr: 0.00025, eta: 1:42:13, time: 0.164, data_time: 0.145, memory: 17162, loss_reg: 0.0489, loss_cls: 0.0226, loss_sal: 0.0574, loss_video_cal: 0.2645, loss_layer_cal: 0.0017, loss: 0.3951, scale: 1048576.0000 | |
| [2024-04-14 14:51:13 INFO]: Epoch [25][150/388] lr: 0.00025, eta: 1:41:25, time: 0.151, data_time: 0.135, memory: 17162, loss_reg: 0.0482, loss_cls: 0.0228, loss_sal: 0.0576, loss_video_cal: 0.2672, loss_layer_cal: 0.0018, loss: 0.3976, scale: 1048576.0000 | |
| [2024-04-14 14:51:28 INFO]: Epoch [25][200/388] lr: 0.00025, eta: 1:40:38, time: 0.160, data_time: 0.143, memory: 17162, loss_reg: 0.0482, loss_cls: 0.0230, loss_sal: 0.0576, loss_video_cal: 0.2714, loss_layer_cal: 0.0014, loss: 0.4016, scale: 1048576.0000 | |
| [2024-04-14 14:51:44 INFO]: Epoch [25][250/388] lr: 0.00025, eta: 1:39:52, time: 0.166, data_time: 0.151, memory: 17162, loss_reg: 0.0485, loss_cls: 0.0231, loss_sal: 0.0573, loss_video_cal: 0.2700, loss_layer_cal: 0.0015, loss: 0.4004, scale: 1048576.0000 | |
| [2024-04-14 14:52:01 INFO]: Epoch [25][300/388] lr: 0.00025, eta: 1:39:08, time: 0.179, data_time: 0.162, memory: 17162, loss_reg: 0.0504, loss_cls: 0.0234, loss_sal: 0.0585, loss_video_cal: 0.2715, loss_layer_cal: 0.0015, loss: 0.4052, scale: 1048576.0000 | |
| [2024-04-14 14:52:16 INFO]: Epoch [25][350/388] lr: 0.00025, eta: 1:38:22, time: 0.153, data_time: 0.137, memory: 17162, loss_reg: 0.0476, loss_cls: 0.0228, loss_sal: 0.0570, loss_video_cal: 0.2685, loss_layer_cal: 0.0016, loss: 0.3974, scale: 1048576.0000 | |
| [2024-04-14 14:52:26 INFO]: Epoch [25][388/388] lr: 0.00025, eta: 1:37:46, time: 0.146, data_time: 0.131, memory: 17162, loss_reg: 0.0480, loss_cls: 0.0228, loss_sal: 0.0573, loss_video_cal: 0.2716, loss_layer_cal: 0.0015, loss: 0.4014, scale: 1048576.0000 | |
| [2024-04-14 14:52:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_25.pth... | |
| [2024-04-14 14:52:26 INFO]: Validating... | |
| [2024-04-14 14:54:31 INFO]: Epoch (val) [25][3720] loss_reg: 0.0674, loss_cls: 0.0356, loss_sal: 0.0311, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1344, MR-full-R1@0.3: 69.7000, MR-full-R1@0.5: 57.2800, MR-full-R1@0.7: 36.4800, MR-full-R5@0.3: 97.2600, MR-full-R5@0.5: 89.1700, MR-full-R5@0.7: 61.3200, MR-full-mAP: 40.3800, MR-full-mAP@0.5: 70.5400, MR-full-mAP@0.75: 39.0300, MR-full-mIoU: 49.9900, MR-long-mAP: 40.3800, MR-long-mIoU: 49.9900, MR-middle-mAP: 43.3700, MR-middle-mIoU: 56.9300, MR-short-mAP: 39.5700, MR-short-mIoU: 48.1200, best_MR-full-mAP: 40.3800, best_MR-full-mIoU: 49.9900, best_MR-full-R1@0.3: 70.4300, best_MR-full-R1@0.5: 58.2000, best_MR-full-R1@0.7: 36.4800 | |
| [2024-04-14 14:54:46 INFO]: Epoch [26][50/388] lr: 0.00025, eta: 1:39:04, time: 0.153, data_time: 1.335, memory: 17162, loss_reg: 0.0452, loss_cls: 0.0219, loss_sal: 0.0573, loss_video_cal: 0.2696, loss_layer_cal: 0.0015, loss: 0.3956, scale: 1048576.0000 | |
| [2024-04-14 14:55:02 INFO]: Epoch [26][100/388] lr: 0.00025, eta: 1:38:19, time: 0.170, data_time: 0.153, memory: 17162, loss_reg: 0.0474, loss_cls: 0.0221, loss_sal: 0.0566, loss_video_cal: 0.2661, loss_layer_cal: 0.0016, loss: 0.3938, scale: 1048576.0000 | |
| [2024-04-14 14:55:17 INFO]: Epoch [26][150/388] lr: 0.00025, eta: 1:37:33, time: 0.162, data_time: 0.146, memory: 17162, loss_reg: 0.0482, loss_cls: 0.0226, loss_sal: 0.0575, loss_video_cal: 0.2707, loss_layer_cal: 0.0015, loss: 0.4005, scale: 1048576.0000 | |
| [2024-04-14 14:55:32 INFO]: Epoch [26][200/388] lr: 0.00025, eta: 1:36:47, time: 0.151, data_time: 0.134, memory: 17162, loss_reg: 0.0473, loss_cls: 0.0227, loss_sal: 0.0577, loss_video_cal: 0.2674, loss_layer_cal: 0.0015, loss: 0.3966, scale: 1048576.0000 | |
| [2024-04-14 14:55:46 INFO]: Epoch [26][250/388] lr: 0.00025, eta: 1:36:01, time: 0.147, data_time: 0.136, memory: 17162, loss_reg: 0.0463, loss_cls: 0.0222, loss_sal: 0.0567, loss_video_cal: 0.2700, loss_layer_cal: 0.0015, loss: 0.3967, scale: 1048576.0000 | |
| [2024-04-14 14:56:00 INFO]: Epoch [26][300/388] lr: 0.00025, eta: 1:35:15, time: 0.152, data_time: 0.136, memory: 17162, loss_reg: 0.0486, loss_cls: 0.0221, loss_sal: 0.0570, loss_video_cal: 0.2720, loss_layer_cal: 0.0014, loss: 0.4011, scale: 1048576.0000 | |
| [2024-04-14 14:56:16 INFO]: Epoch [26][350/388] lr: 0.00025, eta: 1:34:31, time: 0.165, data_time: 0.150, memory: 17162, loss_reg: 0.0498, loss_cls: 0.0227, loss_sal: 0.0575, loss_video_cal: 0.2682, loss_layer_cal: 0.0015, loss: 0.3998, scale: 2097152.0000 | |
| [2024-04-14 14:56:27 INFO]: Epoch [26][388/388] lr: 0.00025, eta: 1:33:57, time: 0.150, data_time: 0.135, memory: 17162, loss_reg: 0.0474, loss_cls: 0.0232, loss_sal: 0.0570, loss_video_cal: 0.2643, loss_layer_cal: 0.0016, loss: 0.3935, scale: 2097152.0000 | |
| [2024-04-14 14:56:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_26.pth... | |
| [2024-04-14 14:56:27 INFO]: Validating... | |
| [2024-04-14 14:58:31 INFO]: Epoch (val) [26][3720] loss_reg: 0.0670, loss_cls: 0.0368, loss_sal: 0.0319, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1361, MR-full-R1@0.3: 69.5400, MR-full-R1@0.5: 57.9000, MR-full-R1@0.7: 37.3400, MR-full-R5@0.3: 97.4500, MR-full-R5@0.5: 88.7400, MR-full-R5@0.7: 60.5600, MR-full-mAP: 40.2400, MR-full-mAP@0.5: 70.5800, MR-full-mAP@0.75: 38.9300, MR-full-mIoU: 50.1600, MR-long-mAP: 40.2400, MR-long-mIoU: 50.1600, MR-middle-mAP: 40.7600, MR-middle-mIoU: 54.6500, MR-short-mAP: 40.1100, MR-short-mIoU: 48.9500, best_MR-full-mAP: 40.3800, best_MR-full-mIoU: 50.1600, best_MR-full-R1@0.3: 70.4300, best_MR-full-R1@0.5: 58.2000, best_MR-full-R1@0.7: 37.3400 | |
| [2024-04-14 14:58:45 INFO]: Epoch [27][50/388] lr: 0.00025, eta: 1:35:06, time: 0.142, data_time: 1.338, memory: 17162, loss_reg: 0.0464, loss_cls: 0.0218, loss_sal: 0.0569, loss_video_cal: 0.2684, loss_layer_cal: 0.0016, loss: 0.3951, scale: 2097152.0000 | |
| [2024-04-14 14:59:00 INFO]: Epoch [27][100/388] lr: 0.00025, eta: 1:34:20, time: 0.153, data_time: 0.140, memory: 17162, loss_reg: 0.0458, loss_cls: 0.0220, loss_sal: 0.0563, loss_video_cal: 0.2685, loss_layer_cal: 0.0015, loss: 0.3941, scale: 2097152.0000 | |
| [2024-04-14 14:59:14 INFO]: Epoch [27][150/388] lr: 0.00025, eta: 1:33:35, time: 0.152, data_time: 0.139, memory: 17162, loss_reg: 0.0467, loss_cls: 0.0223, loss_sal: 0.0561, loss_video_cal: 0.2642, loss_layer_cal: 0.0017, loss: 0.3910, scale: 2097152.0000 | |
| [2024-04-14 14:59:30 INFO]: Epoch [27][200/388] lr: 0.00025, eta: 1:32:51, time: 0.166, data_time: 0.152, memory: 17162, loss_reg: 0.0474, loss_cls: 0.0217, loss_sal: 0.0571, loss_video_cal: 0.2623, loss_layer_cal: 0.0018, loss: 0.3902, scale: 2097152.0000 | |
| [2024-04-14 14:59:47 INFO]: Epoch [27][250/388] lr: 0.00025, eta: 1:32:08, time: 0.171, data_time: 0.155, memory: 17162, loss_reg: 0.0492, loss_cls: 0.0226, loss_sal: 0.0576, loss_video_cal: 0.2727, loss_layer_cal: 0.0015, loss: 0.4037, scale: 2097152.0000 | |
| [2024-04-14 15:00:01 INFO]: Epoch [27][300/388] lr: 0.00025, eta: 1:31:24, time: 0.152, data_time: 0.138, memory: 17162, loss_reg: 0.0458, loss_cls: 0.0222, loss_sal: 0.0576, loss_video_cal: 0.2693, loss_layer_cal: 0.0015, loss: 0.3964, scale: 2097152.0000 | |
| [2024-04-14 15:00:17 INFO]: Epoch [27][350/388] lr: 0.00025, eta: 1:30:41, time: 0.163, data_time: 0.147, memory: 17162, loss_reg: 0.0475, loss_cls: 0.0224, loss_sal: 0.0570, loss_video_cal: 0.2673, loss_layer_cal: 0.0015, loss: 0.3958, scale: 2097152.0000 | |
| [2024-04-14 15:00:27 INFO]: Epoch [27][388/388] lr: 0.00025, eta: 1:30:07, time: 0.148, data_time: 0.134, memory: 17162, loss_reg: 0.0484, loss_cls: 0.0225, loss_sal: 0.0561, loss_video_cal: 0.2642, loss_layer_cal: 0.0016, loss: 0.3928, scale: 2097152.0000 | |
| [2024-04-14 15:00:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_27.pth... | |
| [2024-04-14 15:00:28 INFO]: Validating... | |
| [2024-04-14 15:02:31 INFO]: Epoch (val) [27][3720] loss_reg: 0.0673, loss_cls: 0.0366, loss_sal: 0.0315, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1357, MR-full-R1@0.3: 69.1900, MR-full-R1@0.5: 57.7200, MR-full-R1@0.7: 35.7000, MR-full-R5@0.3: 97.0200, MR-full-R5@0.5: 88.4900, MR-full-R5@0.7: 60.3200, MR-full-mAP: 40.3100, MR-full-mAP@0.5: 70.7700, MR-full-mAP@0.75: 38.1400, MR-full-mIoU: 49.6400, MR-long-mAP: 40.3100, MR-long-mIoU: 49.6400, MR-middle-mAP: 41.4000, MR-middle-mIoU: 54.3100, MR-short-mAP: 40.0100, MR-short-mIoU: 48.3800, best_MR-full-mAP: 40.3800, best_MR-full-mIoU: 50.1600, best_MR-full-R1@0.3: 70.4300, best_MR-full-R1@0.5: 58.2000, best_MR-full-R1@0.7: 37.3400 | |
| [2024-04-14 15:02:47 INFO]: Epoch [28][50/388] lr: 0.00025, eta: 1:31:09, time: 0.156, data_time: 1.332, memory: 17162, loss_reg: 0.0466, loss_cls: 0.0220, loss_sal: 0.0575, loss_video_cal: 0.2653, loss_layer_cal: 0.0017, loss: 0.3931, scale: 2097152.0000 | |
| [2024-04-14 15:03:02 INFO]: Epoch [28][100/388] lr: 0.00025, eta: 1:30:25, time: 0.164, data_time: 0.146, memory: 17162, loss_reg: 0.0451, loss_cls: 0.0213, loss_sal: 0.0566, loss_video_cal: 0.2630, loss_layer_cal: 0.0015, loss: 0.3876, scale: 2097152.0000 | |
| [2024-04-14 15:03:16 INFO]: Epoch [28][150/388] lr: 0.00025, eta: 1:29:41, time: 0.151, data_time: 0.133, memory: 17162, loss_reg: 0.0468, loss_cls: 0.0223, loss_sal: 0.0569, loss_video_cal: 0.2683, loss_layer_cal: 0.0017, loss: 0.3960, scale: 2097152.0000 | |
| [2024-04-14 15:03:32 INFO]: Epoch [28][200/388] lr: 0.00025, eta: 1:28:57, time: 0.159, data_time: 0.147, memory: 17162, loss_reg: 0.0471, loss_cls: 0.0220, loss_sal: 0.0571, loss_video_cal: 0.2684, loss_layer_cal: 0.0016, loss: 0.3963, scale: 2097152.0000 | |
| [2024-04-14 15:03:47 INFO]: Epoch [28][250/388] lr: 0.00025, eta: 1:28:14, time: 0.159, data_time: 0.143, memory: 17162, loss_reg: 0.0455, loss_cls: 0.0215, loss_sal: 0.0555, loss_video_cal: 0.2656, loss_layer_cal: 0.0016, loss: 0.3897, scale: 2097152.0000 | |
| [2024-04-14 15:04:03 INFO]: Epoch [28][300/388] lr: 0.00025, eta: 1:27:32, time: 0.169, data_time: 0.152, memory: 17162, loss_reg: 0.0472, loss_cls: 0.0219, loss_sal: 0.0568, loss_video_cal: 0.2671, loss_layer_cal: 0.0017, loss: 0.3947, scale: 2097152.0000 | |
| [2024-04-14 15:04:17 INFO]: Epoch [28][350/388] lr: 0.00025, eta: 1:26:49, time: 0.152, data_time: 0.137, memory: 17162, loss_reg: 0.0456, loss_cls: 0.0226, loss_sal: 0.0562, loss_video_cal: 0.2679, loss_layer_cal: 0.0015, loss: 0.3937, scale: 2097152.0000 | |
| [2024-04-14 15:04:28 INFO]: Epoch [28][388/388] lr: 0.00025, eta: 1:26:16, time: 0.149, data_time: 0.134, memory: 17162, loss_reg: 0.0476, loss_cls: 0.0228, loss_sal: 0.0574, loss_video_cal: 0.2678, loss_layer_cal: 0.0016, loss: 0.3972, scale: 2097152.0000 | |
| [2024-04-14 15:04:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_28.pth... | |
| [2024-04-14 15:04:28 INFO]: Validating... | |
| [2024-04-14 15:06:31 INFO]: Epoch (val) [28][3720] loss_reg: 0.0674, loss_cls: 0.0354, loss_sal: 0.0314, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1345, MR-full-R1@0.3: 69.4400, MR-full-R1@0.5: 58.6000, MR-full-R1@0.7: 37.0400, MR-full-R5@0.3: 97.3400, MR-full-R5@0.5: 89.1100, MR-full-R5@0.7: 59.7600, MR-full-mAP: 40.1100, MR-full-mAP@0.5: 71.1900, MR-full-mAP@0.75: 38.4600, MR-full-mIoU: 50.1500, MR-long-mAP: 40.1100, MR-long-mIoU: 50.1500, MR-middle-mAP: 40.9300, MR-middle-mIoU: 54.3600, MR-short-mAP: 39.8900, MR-short-mIoU: 49.0100, best_MR-full-mAP: 40.3800, best_MR-full-mIoU: 50.1600, best_MR-full-R1@0.3: 70.4300, best_MR-full-R1@0.5: 58.6000, best_MR-full-R1@0.7: 37.3400 | |
| [2024-04-14 15:06:46 INFO]: Epoch [29][50/388] lr: 0.00025, eta: 1:27:10, time: 0.149, data_time: 1.330, memory: 17162, loss_reg: 0.0465, loss_cls: 0.0220, loss_sal: 0.0575, loss_video_cal: 0.2644, loss_layer_cal: 0.0016, loss: 0.3920, scale: 2097152.0000 | |
| [2024-04-14 15:07:00 INFO]: Epoch [29][100/388] lr: 0.00025, eta: 1:26:26, time: 0.149, data_time: 0.132, memory: 17162, loss_reg: 0.0455, loss_cls: 0.0219, loss_sal: 0.0558, loss_video_cal: 0.2664, loss_layer_cal: 0.0016, loss: 0.3912, scale: 2097152.0000 | |
| [2024-04-14 15:07:16 INFO]: Epoch [29][150/388] lr: 0.00025, eta: 1:25:44, time: 0.166, data_time: 0.150, memory: 17162, loss_reg: 0.0441, loss_cls: 0.0208, loss_sal: 0.0566, loss_video_cal: 0.2620, loss_layer_cal: 0.0017, loss: 0.3853, scale: 2097152.0000 | |
| [2024-04-14 15:07:31 INFO]: Epoch [29][200/388] lr: 0.00025, eta: 1:25:02, time: 0.159, data_time: 0.145, memory: 17162, loss_reg: 0.0450, loss_cls: 0.0217, loss_sal: 0.0570, loss_video_cal: 0.2621, loss_layer_cal: 0.0018, loss: 0.3876, scale: 2097152.0000 | |
| [2024-04-14 15:07:47 INFO]: Epoch [29][250/388] lr: 0.00025, eta: 1:24:20, time: 0.164, data_time: 0.149, memory: 17162, loss_reg: 0.0454, loss_cls: 0.0213, loss_sal: 0.0562, loss_video_cal: 0.2661, loss_layer_cal: 0.0016, loss: 0.3905, scale: 2097152.0000 | |
| [2024-04-14 15:08:02 INFO]: Epoch [29][300/388] lr: 0.00025, eta: 1:23:38, time: 0.158, data_time: 0.137, memory: 17162, loss_reg: 0.0466, loss_cls: 0.0219, loss_sal: 0.0567, loss_video_cal: 0.2681, loss_layer_cal: 0.0016, loss: 0.3950, scale: 2097152.0000 | |
| [2024-04-14 15:08:17 INFO]: Epoch [29][350/388] lr: 0.00025, eta: 1:22:56, time: 0.159, data_time: 0.149, memory: 17162, loss_reg: 0.0468, loss_cls: 0.0216, loss_sal: 0.0563, loss_video_cal: 0.2624, loss_layer_cal: 0.0016, loss: 0.3888, scale: 2097152.0000 | |
| [2024-04-14 15:08:28 INFO]: Epoch [29][388/388] lr: 0.00025, eta: 1:22:24, time: 0.148, data_time: 0.135, memory: 17162, loss_reg: 0.0466, loss_cls: 0.0225, loss_sal: 0.0564, loss_video_cal: 0.2647, loss_layer_cal: 0.0018, loss: 0.3920, scale: 2097152.0000 | |
| [2024-04-14 15:08:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_29.pth... | |
| [2024-04-14 15:08:28 INFO]: Validating... | |
| [2024-04-14 15:10:33 INFO]: Epoch (val) [29][3720] loss_reg: 0.0676, loss_cls: 0.0350, loss_sal: 0.0316, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1345, MR-full-R1@0.3: 69.0100, MR-full-R1@0.5: 57.9800, MR-full-R1@0.7: 36.3200, MR-full-R5@0.3: 97.8800, MR-full-R5@0.5: 90.8900, MR-full-R5@0.7: 60.8900, MR-full-mAP: 40.2700, MR-full-mAP@0.5: 71.4000, MR-full-mAP@0.75: 38.5500, MR-full-mIoU: 49.6800, MR-long-mAP: 40.2700, MR-long-mIoU: 49.6800, MR-middle-mAP: 38.6900, MR-middle-mIoU: 52.3700, MR-short-mAP: 40.6900, MR-short-mIoU: 48.9500, best_MR-full-mAP: 40.3800, best_MR-full-mIoU: 50.1600, best_MR-full-R1@0.3: 70.4300, best_MR-full-R1@0.5: 58.6000, best_MR-full-R1@0.7: 37.3400 | |
| [2024-04-14 15:10:48 INFO]: Epoch [30][50/388] lr: 0.00025, eta: 1:23:13, time: 0.153, data_time: 1.337, memory: 17162, loss_reg: 0.0441, loss_cls: 0.0214, loss_sal: 0.0564, loss_video_cal: 0.2624, loss_layer_cal: 0.0017, loss: 0.3861, scale: 2097152.0000 | |
| [2024-04-14 15:11:02 INFO]: Epoch [30][100/388] lr: 0.00025, eta: 1:22:30, time: 0.142, data_time: 0.128, memory: 17162, loss_reg: 0.0443, loss_cls: 0.0213, loss_sal: 0.0561, loss_video_cal: 0.2600, loss_layer_cal: 0.0018, loss: 0.3835, scale: 2097152.0000 | |
| [2024-04-14 15:11:16 INFO]: Epoch [30][150/388] lr: 0.00025, eta: 1:21:47, time: 0.149, data_time: 0.134, memory: 17162, loss_reg: 0.0455, loss_cls: 0.0212, loss_sal: 0.0559, loss_video_cal: 0.2648, loss_layer_cal: 0.0017, loss: 0.3891, scale: 2097152.0000 | |
| [2024-04-14 15:11:32 INFO]: Epoch [30][200/388] lr: 0.00025, eta: 1:21:06, time: 0.165, data_time: 0.150, memory: 17162, loss_reg: 0.0460, loss_cls: 0.0213, loss_sal: 0.0564, loss_video_cal: 0.2662, loss_layer_cal: 0.0016, loss: 0.3914, scale: 2097152.0000 | |
| [2024-04-14 15:11:47 INFO]: Epoch [30][250/388] lr: 0.00025, eta: 1:20:25, time: 0.165, data_time: 0.149, memory: 17162, loss_reg: 0.0448, loss_cls: 0.0216, loss_sal: 0.0570, loss_video_cal: 0.2657, loss_layer_cal: 0.0017, loss: 0.3908, scale: 2097152.0000 | |
| [2024-04-14 15:12:02 INFO]: Epoch [30][300/388] lr: 0.00025, eta: 1:19:44, time: 0.158, data_time: 0.142, memory: 17162, loss_reg: 0.0443, loss_cls: 0.0214, loss_sal: 0.0567, loss_video_cal: 0.2657, loss_layer_cal: 0.0017, loss: 0.3898, scale: 2097152.0000 | |
| [2024-04-14 15:12:17 INFO]: Epoch [30][350/388] lr: 0.00025, eta: 1:19:03, time: 0.153, data_time: 0.138, memory: 17162, loss_reg: 0.0446, loss_cls: 0.0211, loss_sal: 0.0564, loss_video_cal: 0.2645, loss_layer_cal: 0.0016, loss: 0.3881, scale: 2097152.0000 | |
| [2024-04-14 15:12:29 INFO]: Epoch [30][388/388] lr: 0.00025, eta: 1:18:33, time: 0.170, data_time: 0.150, memory: 17162, loss_reg: 0.0452, loss_cls: 0.0210, loss_sal: 0.0549, loss_video_cal: 0.2639, loss_layer_cal: 0.0015, loss: 0.3864, scale: 2097152.0000 | |
| [2024-04-14 15:12:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_30.pth... | |
| [2024-04-14 15:12:29 INFO]: Validating... | |
| [2024-04-14 15:14:34 INFO]: Epoch (val) [30][3720] loss_reg: 0.0675, loss_cls: 0.0388, loss_sal: 0.0320, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1385, MR-full-R1@0.3: 69.9200, MR-full-R1@0.5: 59.3800, MR-full-R1@0.7: 37.2000, MR-full-R5@0.3: 97.0400, MR-full-R5@0.5: 88.7400, MR-full-R5@0.7: 61.7200, MR-full-mAP: 41.0500, MR-full-mAP@0.5: 71.8100, MR-full-mAP@0.75: 39.0900, MR-full-mIoU: 50.4500, MR-long-mAP: 41.0500, MR-long-mIoU: 50.4500, MR-middle-mAP: 39.7100, MR-middle-mIoU: 54.0200, MR-short-mAP: 41.4100, MR-short-mIoU: 49.4900, best_MR-full-mAP: 41.0500, best_MR-full-mIoU: 50.4500, best_MR-full-R1@0.3: 70.4300, best_MR-full-R1@0.5: 59.3800, best_MR-full-R1@0.7: 37.3400 | |
| [2024-04-14 15:14:50 INFO]: Epoch [31][50/388] lr: 3e-05, eta: 1:19:15, time: 0.155, data_time: 1.340, memory: 17162, loss_reg: 0.0431, loss_cls: 0.0199, loss_sal: 0.0557, loss_video_cal: 0.2624, loss_layer_cal: 0.0016, loss: 0.3828, scale: 2097152.0000 | |
| [2024-04-14 15:15:06 INFO]: Epoch [31][100/388] lr: 3e-05, eta: 1:18:34, time: 0.167, data_time: 0.151, memory: 17162, loss_reg: 0.0424, loss_cls: 0.0201, loss_sal: 0.0559, loss_video_cal: 0.2644, loss_layer_cal: 0.0016, loss: 0.3843, scale: 2097152.0000 | |
| [2024-04-14 15:15:20 INFO]: Epoch [31][150/388] lr: 3e-05, eta: 1:17:53, time: 0.153, data_time: 0.138, memory: 17162, loss_reg: 0.0416, loss_cls: 0.0202, loss_sal: 0.0549, loss_video_cal: 0.2632, loss_layer_cal: 0.0016, loss: 0.3814, scale: 2097152.0000 | |
| [2024-04-14 15:15:36 INFO]: Epoch [31][200/388] lr: 3e-05, eta: 1:17:13, time: 0.165, data_time: 0.151, memory: 17162, loss_reg: 0.0416, loss_cls: 0.0197, loss_sal: 0.0548, loss_video_cal: 0.2605, loss_layer_cal: 0.0017, loss: 0.3782, scale: 2097152.0000 | |
| [2024-04-14 15:15:51 INFO]: Epoch [31][250/388] lr: 3e-05, eta: 1:16:32, time: 0.154, data_time: 0.138, memory: 17162, loss_reg: 0.0405, loss_cls: 0.0196, loss_sal: 0.0554, loss_video_cal: 0.2594, loss_layer_cal: 0.0016, loss: 0.3766, scale: 2097152.0000 | |
| [2024-04-14 15:16:06 INFO]: Epoch [31][300/388] lr: 3e-05, eta: 1:15:52, time: 0.158, data_time: 0.144, memory: 17162, loss_reg: 0.0410, loss_cls: 0.0194, loss_sal: 0.0552, loss_video_cal: 0.2594, loss_layer_cal: 0.0017, loss: 0.3767, scale: 2097152.0000 | |
| [2024-04-14 15:16:20 INFO]: Epoch [31][350/388] lr: 3e-05, eta: 1:15:11, time: 0.152, data_time: 0.135, memory: 17162, loss_reg: 0.0403, loss_cls: 0.0194, loss_sal: 0.0554, loss_video_cal: 0.2633, loss_layer_cal: 0.0017, loss: 0.3801, scale: 1929379.8750 | |
| [2024-04-14 15:16:31 INFO]: Epoch [31][388/388] lr: 3e-05, eta: 1:14:41, time: 0.157, data_time: 0.142, memory: 17162, loss_reg: 0.0415, loss_cls: 0.0195, loss_sal: 0.0548, loss_video_cal: 0.2548, loss_layer_cal: 0.0017, loss: 0.3724, scale: 1048576.0000 | |
| [2024-04-14 15:16:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_31.pth... | |
| [2024-04-14 15:16:32 INFO]: Validating... | |
| [2024-04-14 15:18:35 INFO]: Epoch (val) [31][3720] loss_reg: 0.0671, loss_cls: 0.0377, loss_sal: 0.0317, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1367, MR-full-R1@0.3: 71.0200, MR-full-R1@0.5: 60.2400, MR-full-R1@0.7: 38.2500, MR-full-R5@0.3: 97.4200, MR-full-R5@0.5: 89.0900, MR-full-R5@0.7: 61.7700, MR-full-mAP: 41.4100, MR-full-mAP@0.5: 72.4400, MR-full-mAP@0.75: 39.7400, MR-full-mIoU: 51.2100, MR-long-mAP: 41.4100, MR-long-mIoU: 51.2100, MR-middle-mAP: 39.8500, MR-middle-mIoU: 54.0900, MR-short-mAP: 41.8400, MR-short-mIoU: 50.4400, best_MR-full-mAP: 41.4100, best_MR-full-mIoU: 51.2100, best_MR-full-R1@0.3: 71.0200, best_MR-full-R1@0.5: 60.2400, best_MR-full-R1@0.7: 38.2500 | |
| [2024-04-14 15:18:51 INFO]: Epoch [32][50/388] lr: 3e-05, eta: 1:15:17, time: 0.163, data_time: 1.335, memory: 17162, loss_reg: 0.0409, loss_cls: 0.0188, loss_sal: 0.0548, loss_video_cal: 0.2594, loss_layer_cal: 0.0017, loss: 0.3756, scale: 1048576.0000 | |
| [2024-04-14 15:19:06 INFO]: Epoch [32][100/388] lr: 3e-05, eta: 1:14:36, time: 0.157, data_time: 0.143, memory: 17162, loss_reg: 0.0404, loss_cls: 0.0191, loss_sal: 0.0546, loss_video_cal: 0.2572, loss_layer_cal: 0.0017, loss: 0.3730, scale: 1048576.0000 | |
| [2024-04-14 15:19:22 INFO]: Epoch [32][150/388] lr: 3e-05, eta: 1:13:57, time: 0.168, data_time: 0.151, memory: 17162, loss_reg: 0.0398, loss_cls: 0.0192, loss_sal: 0.0551, loss_video_cal: 0.2637, loss_layer_cal: 0.0018, loss: 0.3796, scale: 1048576.0000 | |
| [2024-04-14 15:19:36 INFO]: Epoch [32][200/388] lr: 3e-05, eta: 1:13:16, time: 0.149, data_time: 0.133, memory: 17162, loss_reg: 0.0394, loss_cls: 0.0194, loss_sal: 0.0547, loss_video_cal: 0.2622, loss_layer_cal: 0.0017, loss: 0.3774, scale: 1048576.0000 | |
| [2024-04-14 15:19:52 INFO]: Epoch [32][250/388] lr: 3e-05, eta: 1:12:37, time: 0.165, data_time: 0.146, memory: 17162, loss_reg: 0.0403, loss_cls: 0.0188, loss_sal: 0.0548, loss_video_cal: 0.2593, loss_layer_cal: 0.0018, loss: 0.3750, scale: 1048576.0000 | |
| [2024-04-14 15:20:06 INFO]: Epoch [32][300/388] lr: 3e-05, eta: 1:11:57, time: 0.148, data_time: 0.133, memory: 17162, loss_reg: 0.0413, loss_cls: 0.0194, loss_sal: 0.0550, loss_video_cal: 0.2603, loss_layer_cal: 0.0017, loss: 0.3778, scale: 1048576.0000 | |
| [2024-04-14 15:20:20 INFO]: Epoch [32][350/388] lr: 3e-05, eta: 1:11:17, time: 0.153, data_time: 0.137, memory: 17162, loss_reg: 0.0393, loss_cls: 0.0190, loss_sal: 0.0544, loss_video_cal: 0.2633, loss_layer_cal: 0.0017, loss: 0.3777, scale: 1048576.0000 | |
| [2024-04-14 15:20:30 INFO]: Epoch [32][388/388] lr: 3e-05, eta: 1:10:47, time: 0.141, data_time: 0.130, memory: 17162, loss_reg: 0.0395, loss_cls: 0.0195, loss_sal: 0.0543, loss_video_cal: 0.2568, loss_layer_cal: 0.0018, loss: 0.3719, scale: 1048576.0000 | |
| [2024-04-14 15:20:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_32.pth... | |
| [2024-04-14 15:20:31 INFO]: Validating... | |
| [2024-04-14 15:22:34 INFO]: Epoch (val) [32][3720] loss_reg: 0.0667, loss_cls: 0.0380, loss_sal: 0.0318, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1368, MR-full-R1@0.3: 70.9100, MR-full-R1@0.5: 60.4800, MR-full-R1@0.7: 38.6600, MR-full-R5@0.3: 96.8800, MR-full-R5@0.5: 89.0300, MR-full-R5@0.7: 62.6300, MR-full-mAP: 41.7900, MR-full-mAP@0.5: 72.4400, MR-full-mAP@0.75: 40.3600, MR-full-mIoU: 51.4600, MR-long-mAP: 41.7900, MR-long-mIoU: 51.4600, MR-middle-mAP: 40.7600, MR-middle-mIoU: 54.5400, MR-short-mAP: 42.0700, MR-short-mIoU: 50.6200, best_MR-full-mAP: 41.7900, best_MR-full-mIoU: 51.4600, best_MR-full-R1@0.3: 71.0200, best_MR-full-R1@0.5: 60.4800, best_MR-full-R1@0.7: 38.6600 | |
| [2024-04-14 15:22:50 INFO]: Epoch [33][50/388] lr: 3e-05, eta: 1:11:17, time: 0.154, data_time: 1.336, memory: 17162, loss_reg: 0.0389, loss_cls: 0.0190, loss_sal: 0.0544, loss_video_cal: 0.2598, loss_layer_cal: 0.0018, loss: 0.3738, scale: 1048576.0000 | |
| [2024-04-14 15:23:05 INFO]: Epoch [33][100/388] lr: 3e-05, eta: 1:10:38, time: 0.157, data_time: 0.140, memory: 17162, loss_reg: 0.0386, loss_cls: 0.0186, loss_sal: 0.0541, loss_video_cal: 0.2619, loss_layer_cal: 0.0016, loss: 0.3749, scale: 1048576.0000 | |
| [2024-04-14 15:23:21 INFO]: Epoch [33][150/388] lr: 3e-05, eta: 1:09:59, time: 0.173, data_time: 0.159, memory: 17162, loss_reg: 0.0414, loss_cls: 0.0193, loss_sal: 0.0548, loss_video_cal: 0.2577, loss_layer_cal: 0.0018, loss: 0.3749, scale: 1048576.0000 | |
| [2024-04-14 15:23:37 INFO]: Epoch [33][200/388] lr: 3e-05, eta: 1:09:20, time: 0.164, data_time: 0.150, memory: 17162, loss_reg: 0.0403, loss_cls: 0.0192, loss_sal: 0.0554, loss_video_cal: 0.2641, loss_layer_cal: 0.0017, loss: 0.3807, scale: 1048576.0000 | |
| [2024-04-14 15:23:53 INFO]: Epoch [33][250/388] lr: 3e-05, eta: 1:08:42, time: 0.162, data_time: 0.147, memory: 17162, loss_reg: 0.0393, loss_cls: 0.0186, loss_sal: 0.0548, loss_video_cal: 0.2647, loss_layer_cal: 0.0016, loss: 0.3792, scale: 1048576.0000 | |
| [2024-04-14 15:24:07 INFO]: Epoch [33][300/388] lr: 3e-05, eta: 1:08:03, time: 0.156, data_time: 0.141, memory: 17162, loss_reg: 0.0388, loss_cls: 0.0192, loss_sal: 0.0544, loss_video_cal: 0.2596, loss_layer_cal: 0.0017, loss: 0.3737, scale: 1048576.0000 | |
| [2024-04-14 15:24:23 INFO]: Epoch [33][350/388] lr: 3e-05, eta: 1:07:24, time: 0.160, data_time: 0.143, memory: 17162, loss_reg: 0.0400, loss_cls: 0.0190, loss_sal: 0.0549, loss_video_cal: 0.2565, loss_layer_cal: 0.0016, loss: 0.3721, scale: 1048576.0000 | |
| [2024-04-14 15:24:33 INFO]: Epoch [33][388/388] lr: 3e-05, eta: 1:06:55, time: 0.149, data_time: 0.138, memory: 17162, loss_reg: 0.0400, loss_cls: 0.0187, loss_sal: 0.0546, loss_video_cal: 0.2603, loss_layer_cal: 0.0017, loss: 0.3753, scale: 1048576.0000 | |
| [2024-04-14 15:24:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_33.pth... | |
| [2024-04-14 15:24:34 INFO]: Validating... | |
| [2024-04-14 15:26:37 INFO]: Epoch (val) [33][3720] loss_reg: 0.0671, loss_cls: 0.0388, loss_sal: 0.0320, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1383, MR-full-R1@0.3: 70.7000, MR-full-R1@0.5: 59.7800, MR-full-R1@0.7: 39.0100, MR-full-R5@0.3: 96.9100, MR-full-R5@0.5: 89.3000, MR-full-R5@0.7: 63.3600, MR-full-mAP: 41.4700, MR-full-mAP@0.5: 72.1300, MR-full-mAP@0.75: 40.1100, MR-full-mIoU: 51.1700, MR-long-mAP: 41.4700, MR-long-mIoU: 51.1700, MR-middle-mAP: 40.2200, MR-middle-mIoU: 54.0800, MR-short-mAP: 41.8000, MR-short-mIoU: 50.3900, best_MR-full-mAP: 41.7900, best_MR-full-mIoU: 51.4600, best_MR-full-R1@0.3: 71.0200, best_MR-full-R1@0.5: 60.4800, best_MR-full-R1@0.7: 39.0100 | |
| [2024-04-14 15:26:53 INFO]: Epoch [34][50/388] lr: 3e-05, eta: 1:07:20, time: 0.154, data_time: 1.332, memory: 17162, loss_reg: 0.0394, loss_cls: 0.0184, loss_sal: 0.0550, loss_video_cal: 0.2551, loss_layer_cal: 0.0018, loss: 0.3698, scale: 1048576.0000 | |
| [2024-04-14 15:27:08 INFO]: Epoch [34][100/388] lr: 3e-05, eta: 1:06:41, time: 0.162, data_time: 0.148, memory: 17162, loss_reg: 0.0392, loss_cls: 0.0192, loss_sal: 0.0552, loss_video_cal: 0.2567, loss_layer_cal: 0.0018, loss: 0.3721, scale: 1048576.0000 | |
| [2024-04-14 15:27:25 INFO]: Epoch [34][150/388] lr: 3e-05, eta: 1:06:03, time: 0.170, data_time: 0.155, memory: 17162, loss_reg: 0.0399, loss_cls: 0.0191, loss_sal: 0.0547, loss_video_cal: 0.2599, loss_layer_cal: 0.0019, loss: 0.3753, scale: 1048576.0000 | |
| [2024-04-14 15:27:40 INFO]: Epoch [34][200/388] lr: 3e-05, eta: 1:05:25, time: 0.162, data_time: 0.147, memory: 17162, loss_reg: 0.0395, loss_cls: 0.0189, loss_sal: 0.0546, loss_video_cal: 0.2602, loss_layer_cal: 0.0019, loss: 0.3750, scale: 1048576.0000 | |
| [2024-04-14 15:27:55 INFO]: Epoch [34][250/388] lr: 3e-05, eta: 1:04:46, time: 0.158, data_time: 0.141, memory: 17162, loss_reg: 0.0382, loss_cls: 0.0186, loss_sal: 0.0537, loss_video_cal: 0.2588, loss_layer_cal: 0.0017, loss: 0.3711, scale: 1048576.0000 | |
| [2024-04-14 15:28:10 INFO]: Epoch [34][300/388] lr: 3e-05, eta: 1:04:08, time: 0.156, data_time: 0.138, memory: 17162, loss_reg: 0.0383, loss_cls: 0.0187, loss_sal: 0.0547, loss_video_cal: 0.2631, loss_layer_cal: 0.0017, loss: 0.3765, scale: 1048576.0000 | |
| [2024-04-14 15:28:24 INFO]: Epoch [34][350/388] lr: 3e-05, eta: 1:03:30, time: 0.155, data_time: 0.142, memory: 17162, loss_reg: 0.0387, loss_cls: 0.0182, loss_sal: 0.0546, loss_video_cal: 0.2540, loss_layer_cal: 0.0018, loss: 0.3673, scale: 1048576.0000 | |
| [2024-04-14 15:28:35 INFO]: Epoch [34][388/388] lr: 3e-05, eta: 1:03:01, time: 0.146, data_time: 0.132, memory: 17162, loss_reg: 0.0394, loss_cls: 0.0186, loss_sal: 0.0548, loss_video_cal: 0.2593, loss_layer_cal: 0.0017, loss: 0.3739, scale: 1048576.0000 | |
| [2024-04-14 15:28:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_34.pth... | |
| [2024-04-14 15:28:35 INFO]: Validating... | |
| [2024-04-14 15:30:39 INFO]: Epoch (val) [34][3720] loss_reg: 0.0666, loss_cls: 0.0384, loss_sal: 0.0318, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1370, MR-full-R1@0.3: 70.9100, MR-full-R1@0.5: 59.9500, MR-full-R1@0.7: 38.7600, MR-full-R5@0.3: 97.1000, MR-full-R5@0.5: 89.6800, MR-full-R5@0.7: 63.8700, MR-full-mAP: 41.8400, MR-full-mAP@0.5: 72.3000, MR-full-mAP@0.75: 40.5200, MR-full-mIoU: 51.3800, MR-long-mAP: 41.8400, MR-long-mIoU: 51.3800, MR-middle-mAP: 41.9000, MR-middle-mIoU: 54.7700, MR-short-mAP: 41.8300, MR-short-mIoU: 50.4700, best_MR-full-mAP: 41.8400, best_MR-full-mIoU: 51.4600, best_MR-full-R1@0.3: 71.0200, best_MR-full-R1@0.5: 60.4800, best_MR-full-R1@0.7: 39.0100 | |
| [2024-04-14 15:30:55 INFO]: Epoch [35][50/388] lr: 3e-05, eta: 1:03:21, time: 0.163, data_time: 1.345, memory: 17162, loss_reg: 0.0384, loss_cls: 0.0179, loss_sal: 0.0539, loss_video_cal: 0.2583, loss_layer_cal: 0.0019, loss: 0.3704, scale: 1048576.0000 | |
| [2024-04-14 15:31:11 INFO]: Epoch [35][100/388] lr: 3e-05, eta: 1:02:44, time: 0.162, data_time: 0.149, memory: 17162, loss_reg: 0.0392, loss_cls: 0.0179, loss_sal: 0.0548, loss_video_cal: 0.2573, loss_layer_cal: 0.0019, loss: 0.3710, scale: 1048576.0000 | |
| [2024-04-14 15:31:25 INFO]: Epoch [35][150/388] lr: 3e-05, eta: 1:02:05, time: 0.155, data_time: 0.139, memory: 17162, loss_reg: 0.0387, loss_cls: 0.0189, loss_sal: 0.0546, loss_video_cal: 0.2552, loss_layer_cal: 0.0018, loss: 0.3692, scale: 1048576.0000 | |
| [2024-04-14 15:31:40 INFO]: Epoch [35][200/388] lr: 3e-05, eta: 1:01:27, time: 0.150, data_time: 0.138, memory: 17162, loss_reg: 0.0385, loss_cls: 0.0190, loss_sal: 0.0549, loss_video_cal: 0.2609, loss_layer_cal: 0.0018, loss: 0.3751, scale: 1048576.0000 | |
| [2024-04-14 15:31:54 INFO]: Epoch [35][250/388] lr: 3e-05, eta: 1:00:49, time: 0.145, data_time: 0.131, memory: 17162, loss_reg: 0.0378, loss_cls: 0.0187, loss_sal: 0.0537, loss_video_cal: 0.2617, loss_layer_cal: 0.0016, loss: 0.3734, scale: 1048576.0000 | |
| [2024-04-14 15:32:09 INFO]: Epoch [35][300/388] lr: 3e-05, eta: 1:00:12, time: 0.156, data_time: 0.142, memory: 17162, loss_reg: 0.0388, loss_cls: 0.0183, loss_sal: 0.0540, loss_video_cal: 0.2593, loss_layer_cal: 0.0017, loss: 0.3721, scale: 1048576.0000 | |
| [2024-04-14 15:32:25 INFO]: Epoch [35][350/388] lr: 3e-05, eta: 0:59:35, time: 0.170, data_time: 0.154, memory: 17162, loss_reg: 0.0390, loss_cls: 0.0189, loss_sal: 0.0554, loss_video_cal: 0.2640, loss_layer_cal: 0.0017, loss: 0.3789, scale: 1048576.0000 | |
| [2024-04-14 15:32:36 INFO]: Epoch [35][388/388] lr: 3e-05, eta: 0:59:07, time: 0.156, data_time: 0.141, memory: 17162, loss_reg: 0.0402, loss_cls: 0.0192, loss_sal: 0.0547, loss_video_cal: 0.2583, loss_layer_cal: 0.0017, loss: 0.3741, scale: 1048576.0000 | |
| [2024-04-14 15:32:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_35.pth... | |
| [2024-04-14 15:32:36 INFO]: Validating... | |
| [2024-04-14 15:34:40 INFO]: Epoch (val) [35][3720] loss_reg: 0.0667, loss_cls: 0.0390, loss_sal: 0.0321, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1381, MR-full-R1@0.3: 70.9400, MR-full-R1@0.5: 59.6800, MR-full-R1@0.7: 38.5500, MR-full-R5@0.3: 96.9100, MR-full-R5@0.5: 89.4600, MR-full-R5@0.7: 63.6800, MR-full-mAP: 41.7300, MR-full-mAP@0.5: 72.0100, MR-full-mAP@0.75: 40.6000, MR-full-mIoU: 51.2700, MR-long-mAP: 41.7300, MR-long-mIoU: 51.2700, MR-middle-mAP: 41.6400, MR-middle-mIoU: 55.0500, MR-short-mAP: 41.7600, MR-short-mIoU: 50.2500, best_MR-full-mAP: 41.8400, best_MR-full-mIoU: 51.4600, best_MR-full-R1@0.3: 71.0200, best_MR-full-R1@0.5: 60.4800, best_MR-full-R1@0.7: 39.0100 | |
| [2024-04-14 15:34:55 INFO]: Epoch [36][50/388] lr: 3e-05, eta: 0:59:22, time: 0.152, data_time: 1.335, memory: 17162, loss_reg: 0.0383, loss_cls: 0.0182, loss_sal: 0.0540, loss_video_cal: 0.2570, loss_layer_cal: 0.0016, loss: 0.3693, scale: 1048576.0000 | |
| [2024-04-14 15:35:12 INFO]: Epoch [36][100/388] lr: 3e-05, eta: 0:58:45, time: 0.176, data_time: 0.162, memory: 17162, loss_reg: 0.0385, loss_cls: 0.0182, loss_sal: 0.0544, loss_video_cal: 0.2563, loss_layer_cal: 0.0017, loss: 0.3692, scale: 1048576.0000 | |
| [2024-04-14 15:35:26 INFO]: Epoch [36][150/388] lr: 3e-05, eta: 0:58:08, time: 0.147, data_time: 0.132, memory: 17162, loss_reg: 0.0371, loss_cls: 0.0182, loss_sal: 0.0537, loss_video_cal: 0.2584, loss_layer_cal: 0.0018, loss: 0.3692, scale: 1048576.0000 | |
| [2024-04-14 15:35:41 INFO]: Epoch [36][200/388] lr: 3e-05, eta: 0:57:30, time: 0.155, data_time: 0.141, memory: 17162, loss_reg: 0.0398, loss_cls: 0.0185, loss_sal: 0.0545, loss_video_cal: 0.2580, loss_layer_cal: 0.0018, loss: 0.3726, scale: 1048576.0000 | |
| [2024-04-14 15:35:57 INFO]: Epoch [36][250/388] lr: 3e-05, eta: 0:56:54, time: 0.163, data_time: 0.148, memory: 17162, loss_reg: 0.0380, loss_cls: 0.0179, loss_sal: 0.0546, loss_video_cal: 0.2593, loss_layer_cal: 0.0018, loss: 0.3717, scale: 1048576.0000 | |
| [2024-04-14 15:36:12 INFO]: Epoch [36][300/388] lr: 3e-05, eta: 0:56:17, time: 0.163, data_time: 0.148, memory: 17162, loss_reg: 0.0391, loss_cls: 0.0182, loss_sal: 0.0544, loss_video_cal: 0.2562, loss_layer_cal: 0.0018, loss: 0.3698, scale: 1048576.0000 | |
| [2024-04-14 15:36:26 INFO]: Epoch [36][350/388] lr: 3e-05, eta: 0:55:40, time: 0.147, data_time: 0.134, memory: 17162, loss_reg: 0.0403, loss_cls: 0.0189, loss_sal: 0.0544, loss_video_cal: 0.2600, loss_layer_cal: 0.0019, loss: 0.3755, scale: 1048576.0000 | |
| [2024-04-14 15:36:38 INFO]: Epoch [36][388/388] lr: 3e-05, eta: 0:55:12, time: 0.157, data_time: 0.145, memory: 17162, loss_reg: 0.0373, loss_cls: 0.0184, loss_sal: 0.0539, loss_video_cal: 0.2608, loss_layer_cal: 0.0018, loss: 0.3721, scale: 1048576.0000 | |
| [2024-04-14 15:36:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_36.pth... | |
| [2024-04-14 15:36:38 INFO]: Validating... | |
| [2024-04-14 15:38:42 INFO]: Epoch (val) [36][3720] loss_reg: 0.0668, loss_cls: 0.0394, loss_sal: 0.0321, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1387, MR-full-R1@0.3: 70.4600, MR-full-R1@0.5: 59.4400, MR-full-R1@0.7: 38.4100, MR-full-R5@0.3: 96.7500, MR-full-R5@0.5: 89.2500, MR-full-R5@0.7: 63.0100, MR-full-mAP: 41.5300, MR-full-mAP@0.5: 71.8100, MR-full-mAP@0.75: 40.4700, MR-full-mIoU: 50.9300, MR-long-mAP: 41.5300, MR-long-mIoU: 50.9300, MR-middle-mAP: 40.8600, MR-middle-mIoU: 54.5500, MR-short-mAP: 41.7100, MR-short-mIoU: 49.9500, best_MR-full-mAP: 41.8400, best_MR-full-mIoU: 51.4600, best_MR-full-R1@0.3: 71.0200, best_MR-full-R1@0.5: 60.4800, best_MR-full-R1@0.7: 39.0100 | |
| [2024-04-14 15:38:57 INFO]: Epoch [37][50/388] lr: 3e-05, eta: 0:55:23, time: 0.157, data_time: 1.325, memory: 17162, loss_reg: 0.0371, loss_cls: 0.0178, loss_sal: 0.0549, loss_video_cal: 0.2605, loss_layer_cal: 0.0017, loss: 0.3720, scale: 1803550.7500 | |
| [2024-04-14 15:39:12 INFO]: Epoch [37][100/388] lr: 3e-05, eta: 0:54:46, time: 0.150, data_time: 0.141, memory: 17162, loss_reg: 0.0384, loss_cls: 0.0182, loss_sal: 0.0542, loss_video_cal: 0.2598, loss_layer_cal: 0.0017, loss: 0.3722, scale: 2097152.0000 | |
| [2024-04-14 15:39:28 INFO]: Epoch [37][150/388] lr: 3e-05, eta: 0:54:10, time: 0.167, data_time: 0.152, memory: 17162, loss_reg: 0.0372, loss_cls: 0.0185, loss_sal: 0.0540, loss_video_cal: 0.2565, loss_layer_cal: 0.0018, loss: 0.3680, scale: 2097152.0000 | |
| [2024-04-14 15:39:42 INFO]: Epoch [37][200/388] lr: 3e-05, eta: 0:53:33, time: 0.152, data_time: 0.137, memory: 17162, loss_reg: 0.0390, loss_cls: 0.0183, loss_sal: 0.0542, loss_video_cal: 0.2582, loss_layer_cal: 0.0018, loss: 0.3715, scale: 2097152.0000 | |
| [2024-04-14 15:39:57 INFO]: Epoch [37][250/388] lr: 3e-05, eta: 0:52:57, time: 0.160, data_time: 0.142, memory: 17162, loss_reg: 0.0392, loss_cls: 0.0183, loss_sal: 0.0544, loss_video_cal: 0.2599, loss_layer_cal: 0.0018, loss: 0.3735, scale: 2097152.0000 | |
| [2024-04-14 15:40:12 INFO]: Epoch [37][300/388] lr: 3e-05, eta: 0:52:20, time: 0.154, data_time: 0.141, memory: 17162, loss_reg: 0.0369, loss_cls: 0.0182, loss_sal: 0.0538, loss_video_cal: 0.2582, loss_layer_cal: 0.0018, loss: 0.3689, scale: 2097152.0000 | |
| [2024-04-14 15:40:28 INFO]: Epoch [37][350/388] lr: 3e-05, eta: 0:51:45, time: 0.169, data_time: 0.147, memory: 17162, loss_reg: 0.0380, loss_cls: 0.0186, loss_sal: 0.0539, loss_video_cal: 0.2617, loss_layer_cal: 0.0017, loss: 0.3739, scale: 2097152.0000 | |
| [2024-04-14 15:40:40 INFO]: Epoch [37][388/388] lr: 3e-05, eta: 0:51:18, time: 0.167, data_time: 0.159, memory: 17162, loss_reg: 0.0385, loss_cls: 0.0183, loss_sal: 0.0538, loss_video_cal: 0.2524, loss_layer_cal: 0.0018, loss: 0.3648, scale: 2097152.0000 | |
| [2024-04-14 15:40:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_37.pth... | |
| [2024-04-14 15:40:40 INFO]: Validating... | |
| [2024-04-14 15:42:45 INFO]: Epoch (val) [37][3720] loss_reg: 0.0667, loss_cls: 0.0393, loss_sal: 0.0322, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1386, MR-full-R1@0.3: 70.9400, MR-full-R1@0.5: 59.6800, MR-full-R1@0.7: 38.2800, MR-full-R5@0.3: 96.7200, MR-full-R5@0.5: 89.2700, MR-full-R5@0.7: 62.9600, MR-full-mAP: 41.5600, MR-full-mAP@0.5: 71.9800, MR-full-mAP@0.75: 40.4500, MR-full-mIoU: 51.1600, MR-long-mAP: 41.5600, MR-long-mIoU: 51.1600, MR-middle-mAP: 41.3300, MR-middle-mIoU: 54.7600, MR-short-mAP: 41.6300, MR-short-mIoU: 50.2000, best_MR-full-mAP: 41.8400, best_MR-full-mIoU: 51.4600, best_MR-full-R1@0.3: 71.0200, best_MR-full-R1@0.5: 60.4800, best_MR-full-R1@0.7: 39.0100 | |
| [2024-04-14 15:43:01 INFO]: Epoch [38][50/388] lr: 3e-05, eta: 0:51:25, time: 0.159, data_time: 1.344, memory: 17162, loss_reg: 0.0372, loss_cls: 0.0180, loss_sal: 0.0541, loss_video_cal: 0.2614, loss_layer_cal: 0.0018, loss: 0.3726, scale: 2097152.0000 | |
| [2024-04-14 15:43:16 INFO]: Epoch [38][100/388] lr: 3e-05, eta: 0:50:49, time: 0.160, data_time: 0.146, memory: 17162, loss_reg: 0.0376, loss_cls: 0.0175, loss_sal: 0.0538, loss_video_cal: 0.2543, loss_layer_cal: 0.0018, loss: 0.3651, scale: 2097152.0000 | |
| [2024-04-14 15:43:31 INFO]: Epoch [38][150/388] lr: 3e-05, eta: 0:50:13, time: 0.154, data_time: 0.138, memory: 17162, loss_reg: 0.0377, loss_cls: 0.0181, loss_sal: 0.0537, loss_video_cal: 0.2602, loss_layer_cal: 0.0017, loss: 0.3714, scale: 2097152.0000 | |
| [2024-04-14 15:43:47 INFO]: Epoch [38][200/388] lr: 3e-05, eta: 0:49:37, time: 0.171, data_time: 0.155, memory: 17162, loss_reg: 0.0383, loss_cls: 0.0177, loss_sal: 0.0548, loss_video_cal: 0.2598, loss_layer_cal: 0.0018, loss: 0.3724, scale: 2097152.0000 | |
| [2024-04-14 15:44:01 INFO]: Epoch [38][250/388] lr: 3e-05, eta: 0:49:01, time: 0.148, data_time: 0.135, memory: 17162, loss_reg: 0.0373, loss_cls: 0.0180, loss_sal: 0.0537, loss_video_cal: 0.2588, loss_layer_cal: 0.0018, loss: 0.3696, scale: 2097152.0000 | |
| [2024-04-14 15:44:16 INFO]: Epoch [38][300/388] lr: 3e-05, eta: 0:48:25, time: 0.154, data_time: 0.137, memory: 17162, loss_reg: 0.0382, loss_cls: 0.0187, loss_sal: 0.0542, loss_video_cal: 0.2578, loss_layer_cal: 0.0018, loss: 0.3707, scale: 2097152.0000 | |
| [2024-04-14 15:44:31 INFO]: Epoch [38][350/388] lr: 3e-05, eta: 0:47:50, time: 0.167, data_time: 0.149, memory: 17162, loss_reg: 0.0387, loss_cls: 0.0186, loss_sal: 0.0541, loss_video_cal: 0.2538, loss_layer_cal: 0.0019, loss: 0.3672, scale: 2097152.0000 | |
| [2024-04-14 15:44:43 INFO]: Epoch [38][388/388] lr: 3e-05, eta: 0:47:23, time: 0.160, data_time: 0.144, memory: 17162, loss_reg: 0.0386, loss_cls: 0.0182, loss_sal: 0.0545, loss_video_cal: 0.2592, loss_layer_cal: 0.0018, loss: 0.3724, scale: 2097152.0000 | |
| [2024-04-14 15:44:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_38.pth... | |
| [2024-04-14 15:44:43 INFO]: Validating... | |
| [2024-04-14 15:46:46 INFO]: Epoch (val) [38][3720] loss_reg: 0.0671, loss_cls: 0.0396, loss_sal: 0.0322, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1393, MR-full-R1@0.3: 70.5100, MR-full-R1@0.5: 59.7800, MR-full-R1@0.7: 38.7100, MR-full-R5@0.3: 96.7500, MR-full-R5@0.5: 89.4400, MR-full-R5@0.7: 62.8000, MR-full-mAP: 41.6100, MR-full-mAP@0.5: 72.1100, MR-full-mAP@0.75: 40.9400, MR-full-mIoU: 51.1100, MR-long-mAP: 41.6100, MR-long-mIoU: 51.1100, MR-middle-mAP: 40.1500, MR-middle-mIoU: 53.9400, MR-short-mAP: 42.0100, MR-short-mIoU: 50.3400, best_MR-full-mAP: 41.8400, best_MR-full-mIoU: 51.4600, best_MR-full-R1@0.3: 71.0200, best_MR-full-R1@0.5: 60.4800, best_MR-full-R1@0.7: 39.0100 | |
| [2024-04-14 15:47:02 INFO]: Epoch [39][50/388] lr: 3e-05, eta: 0:47:26, time: 0.164, data_time: 1.339, memory: 17162, loss_reg: 0.0368, loss_cls: 0.0174, loss_sal: 0.0542, loss_video_cal: 0.2530, loss_layer_cal: 0.0018, loss: 0.3632, scale: 2097152.0000 | |
| [2024-04-14 15:47:17 INFO]: Epoch [39][100/388] lr: 3e-05, eta: 0:46:50, time: 0.153, data_time: 0.139, memory: 17162, loss_reg: 0.0374, loss_cls: 0.0176, loss_sal: 0.0538, loss_video_cal: 0.2608, loss_layer_cal: 0.0019, loss: 0.3715, scale: 2097152.0000 | |
| [2024-04-14 15:47:31 INFO]: Epoch [39][150/388] lr: 3e-05, eta: 0:46:14, time: 0.153, data_time: 0.136, memory: 17162, loss_reg: 0.0367, loss_cls: 0.0182, loss_sal: 0.0539, loss_video_cal: 0.2572, loss_layer_cal: 0.0018, loss: 0.3678, scale: 2097152.0000 | |
| [2024-04-14 15:47:49 INFO]: Epoch [39][200/388] lr: 3e-05, eta: 0:45:40, time: 0.186, data_time: 0.169, memory: 17196, loss_reg: 0.0390, loss_cls: 0.0182, loss_sal: 0.0545, loss_video_cal: 0.2589, loss_layer_cal: 0.0017, loss: 0.3723, scale: 2097152.0000 | |
| [2024-04-14 15:48:04 INFO]: Epoch [39][250/388] lr: 3e-05, eta: 0:45:04, time: 0.151, data_time: 0.139, memory: 17196, loss_reg: 0.0379, loss_cls: 0.0183, loss_sal: 0.0545, loss_video_cal: 0.2607, loss_layer_cal: 0.0018, loss: 0.3732, scale: 2097152.0000 | |
| [2024-04-14 15:48:19 INFO]: Epoch [39][300/388] lr: 3e-05, eta: 0:44:29, time: 0.161, data_time: 0.144, memory: 17196, loss_reg: 0.0373, loss_cls: 0.0182, loss_sal: 0.0543, loss_video_cal: 0.2581, loss_layer_cal: 0.0017, loss: 0.3695, scale: 2097152.0000 | |
| [2024-04-14 15:48:34 INFO]: Epoch [39][350/388] lr: 3e-05, eta: 0:43:54, time: 0.154, data_time: 0.139, memory: 17196, loss_reg: 0.0376, loss_cls: 0.0183, loss_sal: 0.0539, loss_video_cal: 0.2576, loss_layer_cal: 0.0017, loss: 0.3690, scale: 2097152.0000 | |
| [2024-04-14 15:48:44 INFO]: Epoch [39][388/388] lr: 3e-05, eta: 0:43:27, time: 0.148, data_time: 0.132, memory: 17196, loss_reg: 0.0383, loss_cls: 0.0182, loss_sal: 0.0539, loss_video_cal: 0.2578, loss_layer_cal: 0.0017, loss: 0.3700, scale: 2097152.0000 | |
| [2024-04-14 15:48:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_39.pth... | |
| [2024-04-14 15:48:45 INFO]: Validating... | |
| [2024-04-14 15:50:48 INFO]: Epoch (val) [39][3720] loss_reg: 0.0677, loss_cls: 0.0397, loss_sal: 0.0323, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1400, MR-full-R1@0.3: 70.4000, MR-full-R1@0.5: 59.9200, MR-full-R1@0.7: 38.8200, MR-full-R5@0.3: 96.5300, MR-full-R5@0.5: 89.0300, MR-full-R5@0.7: 62.6100, MR-full-mAP: 41.4800, MR-full-mAP@0.5: 72.0600, MR-full-mAP@0.75: 40.1500, MR-full-mIoU: 51.0900, MR-long-mAP: 41.4800, MR-long-mIoU: 51.0900, MR-middle-mAP: 39.3900, MR-middle-mIoU: 53.7100, MR-short-mAP: 42.0400, MR-short-mIoU: 50.3900, best_MR-full-mAP: 41.8400, best_MR-full-mIoU: 51.4600, best_MR-full-R1@0.3: 71.0200, best_MR-full-R1@0.5: 60.4800, best_MR-full-R1@0.7: 39.0100 | |
| [2024-04-14 15:51:03 INFO]: Epoch [40][50/388] lr: 3e-05, eta: 0:43:27, time: 0.151, data_time: 1.325, memory: 17196, loss_reg: 0.0383, loss_cls: 0.0180, loss_sal: 0.0541, loss_video_cal: 0.2552, loss_layer_cal: 0.0019, loss: 0.3675, scale: 2097152.0000 | |
| [2024-04-14 15:51:18 INFO]: Epoch [40][100/388] lr: 3e-05, eta: 0:42:51, time: 0.158, data_time: 0.144, memory: 17196, loss_reg: 0.0360, loss_cls: 0.0173, loss_sal: 0.0529, loss_video_cal: 0.2549, loss_layer_cal: 0.0018, loss: 0.3631, scale: 2097152.0000 | |
| [2024-04-14 15:51:33 INFO]: Epoch [40][150/388] lr: 3e-05, eta: 0:42:16, time: 0.157, data_time: 0.144, memory: 17196, loss_reg: 0.0376, loss_cls: 0.0180, loss_sal: 0.0543, loss_video_cal: 0.2601, loss_layer_cal: 0.0018, loss: 0.3719, scale: 2097152.0000 | |
| [2024-04-14 15:51:49 INFO]: Epoch [40][200/388] lr: 3e-05, eta: 0:41:41, time: 0.163, data_time: 0.146, memory: 17196, loss_reg: 0.0373, loss_cls: 0.0178, loss_sal: 0.0540, loss_video_cal: 0.2598, loss_layer_cal: 0.0019, loss: 0.3709, scale: 2097152.0000 | |
| [2024-04-14 15:52:03 INFO]: Epoch [40][250/388] lr: 3e-05, eta: 0:41:06, time: 0.152, data_time: 0.138, memory: 17196, loss_reg: 0.0366, loss_cls: 0.0180, loss_sal: 0.0538, loss_video_cal: 0.2552, loss_layer_cal: 0.0018, loss: 0.3654, scale: 2097152.0000 | |
| [2024-04-14 15:52:18 INFO]: Epoch [40][300/388] lr: 3e-05, eta: 0:40:32, time: 0.159, data_time: 0.144, memory: 17196, loss_reg: 0.0367, loss_cls: 0.0173, loss_sal: 0.0538, loss_video_cal: 0.2579, loss_layer_cal: 0.0018, loss: 0.3674, scale: 2097152.0000 | |
| [2024-04-14 15:52:34 INFO]: Epoch [40][350/388] lr: 3e-05, eta: 0:39:57, time: 0.162, data_time: 0.147, memory: 17196, loss_reg: 0.0375, loss_cls: 0.0180, loss_sal: 0.0545, loss_video_cal: 0.2590, loss_layer_cal: 0.0017, loss: 0.3706, scale: 2097152.0000 | |
| [2024-04-14 15:52:44 INFO]: Epoch [40][388/388] lr: 3e-05, eta: 0:39:31, time: 0.148, data_time: 0.133, memory: 17196, loss_reg: 0.0373, loss_cls: 0.0178, loss_sal: 0.0544, loss_video_cal: 0.2576, loss_layer_cal: 0.0017, loss: 0.3689, scale: 2097152.0000 | |
| [2024-04-14 15:52:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_40.pth... | |
| [2024-04-14 15:52:45 INFO]: Validating... | |
| [2024-04-14 15:54:48 INFO]: Epoch (val) [40][3720] loss_reg: 0.0675, loss_cls: 0.0396, loss_sal: 0.0321, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1396, MR-full-R1@0.3: 70.0000, MR-full-R1@0.5: 59.3500, MR-full-R1@0.7: 38.4100, MR-full-R5@0.3: 96.6100, MR-full-R5@0.5: 88.4900, MR-full-R5@0.7: 62.9000, MR-full-mAP: 41.5000, MR-full-mAP@0.5: 71.7000, MR-full-mAP@0.75: 40.2400, MR-full-mIoU: 50.9600, MR-long-mAP: 41.5000, MR-long-mIoU: 50.9600, MR-middle-mAP: 40.2200, MR-middle-mIoU: 53.6000, MR-short-mAP: 41.8500, MR-short-mIoU: 50.2400, best_MR-full-mAP: 41.8400, best_MR-full-mIoU: 51.4600, best_MR-full-R1@0.3: 71.0200, best_MR-full-R1@0.5: 60.4800, best_MR-full-R1@0.7: 39.0100 | |
| [2024-04-14 15:55:04 INFO]: Epoch [41][50/388] lr: 3e-05, eta: 0:39:27, time: 0.160, data_time: 1.340, memory: 17196, loss_reg: 0.0368, loss_cls: 0.0174, loss_sal: 0.0538, loss_video_cal: 0.2577, loss_layer_cal: 0.0018, loss: 0.3676, scale: 2097152.0000 | |
| [2024-04-14 15:55:19 INFO]: Epoch [41][100/388] lr: 3e-05, eta: 0:38:52, time: 0.159, data_time: 0.143, memory: 17196, loss_reg: 0.0371, loss_cls: 0.0174, loss_sal: 0.0535, loss_video_cal: 0.2577, loss_layer_cal: 0.0018, loss: 0.3674, scale: 2097152.0000 | |
| [2024-04-14 15:55:35 INFO]: Epoch [41][150/388] lr: 3e-05, eta: 0:38:18, time: 0.168, data_time: 0.152, memory: 17196, loss_reg: 0.0369, loss_cls: 0.0176, loss_sal: 0.0535, loss_video_cal: 0.2548, loss_layer_cal: 0.0017, loss: 0.3646, scale: 1069547.5000 | |
| [2024-04-14 15:55:50 INFO]: Epoch [41][200/388] lr: 3e-05, eta: 0:37:43, time: 0.153, data_time: 0.138, memory: 17196, loss_reg: 0.0375, loss_cls: 0.0178, loss_sal: 0.0536, loss_video_cal: 0.2546, loss_layer_cal: 0.0019, loss: 0.3654, scale: 1048576.0000 | |
| [2024-04-14 15:56:04 INFO]: Epoch [41][250/388] lr: 3e-05, eta: 0:37:09, time: 0.152, data_time: 0.137, memory: 17196, loss_reg: 0.0374, loss_cls: 0.0179, loss_sal: 0.0534, loss_video_cal: 0.2600, loss_layer_cal: 0.0018, loss: 0.3706, scale: 1048576.0000 | |
| [2024-04-14 15:56:20 INFO]: Epoch [41][300/388] lr: 3e-05, eta: 0:36:35, time: 0.165, data_time: 0.150, memory: 17196, loss_reg: 0.0357, loss_cls: 0.0176, loss_sal: 0.0536, loss_video_cal: 0.2585, loss_layer_cal: 0.0018, loss: 0.3672, scale: 1048576.0000 | |
| [2024-04-14 15:56:35 INFO]: Epoch [41][350/388] lr: 3e-05, eta: 0:36:01, time: 0.158, data_time: 0.143, memory: 17196, loss_reg: 0.0379, loss_cls: 0.0183, loss_sal: 0.0540, loss_video_cal: 0.2578, loss_layer_cal: 0.0018, loss: 0.3698, scale: 1048576.0000 | |
| [2024-04-14 15:56:46 INFO]: Epoch [41][388/388] lr: 3e-05, eta: 0:35:35, time: 0.148, data_time: 0.136, memory: 17196, loss_reg: 0.0367, loss_cls: 0.0182, loss_sal: 0.0538, loss_video_cal: 0.2538, loss_layer_cal: 0.0019, loss: 0.3644, scale: 1048576.0000 | |
| [2024-04-14 15:56:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_41.pth... | |
| [2024-04-14 15:56:46 INFO]: Validating... | |
| [2024-04-14 15:58:50 INFO]: Epoch (val) [41][3720] loss_reg: 0.0674, loss_cls: 0.0395, loss_sal: 0.0324, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1397, MR-full-R1@0.3: 70.1300, MR-full-R1@0.5: 59.5200, MR-full-R1@0.7: 38.0400, MR-full-R5@0.3: 96.6100, MR-full-R5@0.5: 88.8400, MR-full-R5@0.7: 62.4500, MR-full-mAP: 41.2900, MR-full-mAP@0.5: 71.7800, MR-full-mAP@0.75: 40.3200, MR-full-mIoU: 50.8000, MR-long-mAP: 41.2900, MR-long-mIoU: 50.8000, MR-middle-mAP: 39.8100, MR-middle-mIoU: 53.2600, MR-short-mAP: 41.6900, MR-short-mIoU: 50.1300, best_MR-full-mAP: 41.8400, best_MR-full-mIoU: 51.4600, best_MR-full-R1@0.3: 71.0200, best_MR-full-R1@0.5: 60.4800, best_MR-full-R1@0.7: 39.0100 | |
| [2024-04-14 15:59:06 INFO]: Epoch [42][50/388] lr: 3e-05, eta: 0:35:28, time: 0.155, data_time: 1.344, memory: 17196, loss_reg: 0.0361, loss_cls: 0.0179, loss_sal: 0.0545, loss_video_cal: 0.2568, loss_layer_cal: 0.0019, loss: 0.3672, scale: 1048576.0000 | |
| [2024-04-14 15:59:21 INFO]: Epoch [42][100/388] lr: 3e-05, eta: 0:34:53, time: 0.158, data_time: 0.143, memory: 17196, loss_reg: 0.0371, loss_cls: 0.0179, loss_sal: 0.0538, loss_video_cal: 0.2590, loss_layer_cal: 0.0018, loss: 0.3696, scale: 1048576.0000 | |
| [2024-04-14 15:59:37 INFO]: Epoch [42][150/388] lr: 3e-05, eta: 0:34:19, time: 0.164, data_time: 0.148, memory: 17196, loss_reg: 0.0375, loss_cls: 0.0180, loss_sal: 0.0535, loss_video_cal: 0.2523, loss_layer_cal: 0.0018, loss: 0.3631, scale: 1048576.0000 | |
| [2024-04-14 15:59:51 INFO]: Epoch [42][200/388] lr: 3e-05, eta: 0:33:45, time: 0.157, data_time: 0.141, memory: 17196, loss_reg: 0.0373, loss_cls: 0.0179, loss_sal: 0.0537, loss_video_cal: 0.2571, loss_layer_cal: 0.0018, loss: 0.3678, scale: 1048576.0000 | |
| [2024-04-14 16:00:08 INFO]: Epoch [42][250/388] lr: 3e-05, eta: 0:33:12, time: 0.176, data_time: 0.161, memory: 17196, loss_reg: 0.0366, loss_cls: 0.0175, loss_sal: 0.0540, loss_video_cal: 0.2600, loss_layer_cal: 0.0018, loss: 0.3698, scale: 1048576.0000 | |
| [2024-04-14 16:00:23 INFO]: Epoch [42][300/388] lr: 3e-05, eta: 0:32:38, time: 0.156, data_time: 0.139, memory: 17196, loss_reg: 0.0359, loss_cls: 0.0175, loss_sal: 0.0534, loss_video_cal: 0.2546, loss_layer_cal: 0.0018, loss: 0.3632, scale: 1048576.0000 | |
| [2024-04-14 16:00:38 INFO]: Epoch [42][350/388] lr: 3e-05, eta: 0:32:04, time: 0.154, data_time: 0.140, memory: 17196, loss_reg: 0.0366, loss_cls: 0.0178, loss_sal: 0.0535, loss_video_cal: 0.2596, loss_layer_cal: 0.0018, loss: 0.3694, scale: 1048576.0000 | |
| [2024-04-14 16:00:48 INFO]: Epoch [42][388/388] lr: 3e-05, eta: 0:31:38, time: 0.140, data_time: 0.128, memory: 17196, loss_reg: 0.0362, loss_cls: 0.0174, loss_sal: 0.0533, loss_video_cal: 0.2609, loss_layer_cal: 0.0018, loss: 0.3697, scale: 1048576.0000 | |
| [2024-04-14 16:00:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_42.pth... | |
| [2024-04-14 16:00:48 INFO]: Validating... | |
| [2024-04-14 16:02:51 INFO]: Epoch (val) [42][3720] loss_reg: 0.0672, loss_cls: 0.0394, loss_sal: 0.0324, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1394, MR-full-R1@0.3: 70.1900, MR-full-R1@0.5: 59.6200, MR-full-R1@0.7: 38.6800, MR-full-R5@0.3: 96.2600, MR-full-R5@0.5: 89.0300, MR-full-R5@0.7: 62.7400, MR-full-mAP: 41.7000, MR-full-mAP@0.5: 71.9600, MR-full-mAP@0.75: 40.6600, MR-full-mIoU: 51.1200, MR-long-mAP: 41.7000, MR-long-mIoU: 51.1200, MR-middle-mAP: 40.6300, MR-middle-mIoU: 54.7300, MR-short-mAP: 41.9900, MR-short-mIoU: 50.1500, best_MR-full-mAP: 41.8400, best_MR-full-mIoU: 51.4600, best_MR-full-R1@0.3: 71.0200, best_MR-full-R1@0.5: 60.4800, best_MR-full-R1@0.7: 39.0100 | |
| [2024-04-14 16:03:08 INFO]: Epoch [43][50/388] lr: 3e-05, eta: 0:31:28, time: 0.172, data_time: 1.346, memory: 17196, loss_reg: 0.0363, loss_cls: 0.0178, loss_sal: 0.0539, loss_video_cal: 0.2612, loss_layer_cal: 0.0017, loss: 0.3710, scale: 1048576.0000 | |
| [2024-04-14 16:03:23 INFO]: Epoch [43][100/388] lr: 3e-05, eta: 0:30:54, time: 0.151, data_time: 0.136, memory: 17196, loss_reg: 0.0367, loss_cls: 0.0175, loss_sal: 0.0538, loss_video_cal: 0.2596, loss_layer_cal: 0.0017, loss: 0.3694, scale: 1048576.0000 | |
| [2024-04-14 16:03:37 INFO]: Epoch [43][150/388] lr: 3e-05, eta: 0:30:20, time: 0.150, data_time: 0.135, memory: 17196, loss_reg: 0.0358, loss_cls: 0.0177, loss_sal: 0.0540, loss_video_cal: 0.2584, loss_layer_cal: 0.0018, loss: 0.3676, scale: 1048576.0000 | |
| [2024-04-14 16:03:52 INFO]: Epoch [43][200/388] lr: 3e-05, eta: 0:29:47, time: 0.158, data_time: 0.143, memory: 17196, loss_reg: 0.0362, loss_cls: 0.0173, loss_sal: 0.0535, loss_video_cal: 0.2558, loss_layer_cal: 0.0018, loss: 0.3645, scale: 1048576.0000 | |
| [2024-04-14 16:04:08 INFO]: Epoch [43][250/388] lr: 3e-05, eta: 0:29:14, time: 0.158, data_time: 0.168, memory: 17196, loss_reg: 0.0371, loss_cls: 0.0179, loss_sal: 0.0540, loss_video_cal: 0.2549, loss_layer_cal: 0.0018, loss: 0.3656, scale: 1048576.0000 | |
| [2024-04-14 16:04:25 INFO]: Epoch [43][300/388] lr: 3e-05, eta: 0:28:40, time: 0.152, data_time: 0.175, memory: 17196, loss_reg: 0.0359, loss_cls: 0.0173, loss_sal: 0.0534, loss_video_cal: 0.2539, loss_layer_cal: 0.0018, loss: 0.3623, scale: 1048576.0000 | |
| [2024-04-14 16:04:43 INFO]: Epoch [43][350/388] lr: 3e-05, eta: 0:28:08, time: 0.170, data_time: 0.194, memory: 17196, loss_reg: 0.0372, loss_cls: 0.0175, loss_sal: 0.0540, loss_video_cal: 0.2603, loss_layer_cal: 0.0019, loss: 0.3709, scale: 1048576.0000 | |
| [2024-04-14 16:04:54 INFO]: Epoch [43][388/388] lr: 3e-05, eta: 0:27:42, time: 0.153, data_time: 0.141, memory: 17196, loss_reg: 0.0363, loss_cls: 0.0177, loss_sal: 0.0531, loss_video_cal: 0.2546, loss_layer_cal: 0.0018, loss: 0.3636, scale: 1048576.0000 | |
| [2024-04-14 16:04:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_43.pth... | |
| [2024-04-14 16:04:54 INFO]: Validating... | |
| [2024-04-14 16:06:59 INFO]: Epoch (val) [43][3720] loss_reg: 0.0673, loss_cls: 0.0405, loss_sal: 0.0324, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1405, MR-full-R1@0.3: 70.2700, MR-full-R1@0.5: 59.4600, MR-full-R1@0.7: 39.3500, MR-full-R5@0.3: 96.3700, MR-full-R5@0.5: 89.0600, MR-full-R5@0.7: 64.1900, MR-full-mAP: 41.7400, MR-full-mAP@0.5: 71.7900, MR-full-mAP@0.75: 40.1300, MR-full-mIoU: 51.1400, MR-long-mAP: 41.7400, MR-long-mIoU: 51.1400, MR-middle-mAP: 40.3500, MR-middle-mIoU: 54.1000, MR-short-mAP: 42.1200, MR-short-mIoU: 50.3500, best_MR-full-mAP: 41.8400, best_MR-full-mIoU: 51.4600, best_MR-full-R1@0.3: 71.0200, best_MR-full-R1@0.5: 60.4800, best_MR-full-R1@0.7: 39.3500 | |
| [2024-04-14 16:07:16 INFO]: Epoch [44][50/388] lr: 3e-05, eta: 0:27:29, time: 0.160, data_time: 1.361, memory: 17196, loss_reg: 0.0358, loss_cls: 0.0169, loss_sal: 0.0539, loss_video_cal: 0.2564, loss_layer_cal: 0.0018, loss: 0.3649, scale: 1048576.0000 | |
| [2024-04-14 16:07:32 INFO]: Epoch [44][100/388] lr: 3e-05, eta: 0:26:56, time: 0.171, data_time: 0.153, memory: 17196, loss_reg: 0.0374, loss_cls: 0.0175, loss_sal: 0.0538, loss_video_cal: 0.2624, loss_layer_cal: 0.0017, loss: 0.3728, scale: 1048576.0000 | |
| [2024-04-14 16:07:47 INFO]: Epoch [44][150/388] lr: 3e-05, eta: 0:26:23, time: 0.155, data_time: 0.140, memory: 17196, loss_reg: 0.0360, loss_cls: 0.0171, loss_sal: 0.0536, loss_video_cal: 0.2574, loss_layer_cal: 0.0018, loss: 0.3659, scale: 1048576.0000 | |
| [2024-04-14 16:08:01 INFO]: Epoch [44][200/388] lr: 3e-05, eta: 0:25:49, time: 0.151, data_time: 0.135, memory: 17196, loss_reg: 0.0368, loss_cls: 0.0173, loss_sal: 0.0535, loss_video_cal: 0.2542, loss_layer_cal: 0.0018, loss: 0.3635, scale: 1048576.0000 | |
| [2024-04-14 16:08:17 INFO]: Epoch [44][250/388] lr: 3e-05, eta: 0:25:17, time: 0.170, data_time: 0.152, memory: 17196, loss_reg: 0.0373, loss_cls: 0.0177, loss_sal: 0.0541, loss_video_cal: 0.2588, loss_layer_cal: 0.0018, loss: 0.3697, scale: 1048576.0000 | |
| [2024-04-14 16:08:32 INFO]: Epoch [44][300/388] lr: 3e-05, eta: 0:24:44, time: 0.155, data_time: 0.140, memory: 17196, loss_reg: 0.0364, loss_cls: 0.0179, loss_sal: 0.0536, loss_video_cal: 0.2564, loss_layer_cal: 0.0019, loss: 0.3663, scale: 1048576.0000 | |
| [2024-04-14 16:08:46 INFO]: Epoch [44][350/388] lr: 3e-05, eta: 0:24:11, time: 0.151, data_time: 0.135, memory: 17196, loss_reg: 0.0358, loss_cls: 0.0176, loss_sal: 0.0535, loss_video_cal: 0.2558, loss_layer_cal: 0.0019, loss: 0.3646, scale: 1048576.0000 | |
| [2024-04-14 16:08:57 INFO]: Epoch [44][388/388] lr: 3e-05, eta: 0:23:46, time: 0.157, data_time: 0.142, memory: 17196, loss_reg: 0.0381, loss_cls: 0.0184, loss_sal: 0.0536, loss_video_cal: 0.2570, loss_layer_cal: 0.0018, loss: 0.3690, scale: 1048576.0000 | |
| [2024-04-14 16:08:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_44.pth... | |
| [2024-04-14 16:08:58 INFO]: Validating... | |
| [2024-04-14 16:11:02 INFO]: Epoch (val) [44][3720] loss_reg: 0.0675, loss_cls: 0.0395, loss_sal: 0.0325, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1398, MR-full-R1@0.3: 69.8700, MR-full-R1@0.5: 59.2700, MR-full-R1@0.7: 38.6000, MR-full-R5@0.3: 96.2600, MR-full-R5@0.5: 89.1400, MR-full-R5@0.7: 63.1200, MR-full-mAP: 41.5800, MR-full-mAP@0.5: 71.5300, MR-full-mAP@0.75: 40.2400, MR-full-mIoU: 50.9000, MR-long-mAP: 41.5800, MR-long-mIoU: 50.9000, MR-middle-mAP: 39.0100, MR-middle-mIoU: 53.1000, MR-short-mAP: 42.2700, MR-short-mIoU: 50.3000, best_MR-full-mAP: 41.8400, best_MR-full-mIoU: 51.4600, best_MR-full-R1@0.3: 71.0200, best_MR-full-R1@0.5: 60.4800, best_MR-full-R1@0.7: 39.3500 | |
| [2024-04-14 16:11:19 INFO]: Epoch [45][50/388] lr: 3e-05, eta: 0:23:30, time: 0.157, data_time: 1.369, memory: 17196, loss_reg: 0.0376, loss_cls: 0.0172, loss_sal: 0.0535, loss_video_cal: 0.2606, loss_layer_cal: 0.0018, loss: 0.3708, scale: 1048576.0000 | |
| [2024-04-14 16:11:34 INFO]: Epoch [45][100/388] lr: 3e-05, eta: 0:22:57, time: 0.164, data_time: 0.149, memory: 17196, loss_reg: 0.0355, loss_cls: 0.0171, loss_sal: 0.0537, loss_video_cal: 0.2597, loss_layer_cal: 0.0018, loss: 0.3677, scale: 1048576.0000 | |
| [2024-04-14 16:11:49 INFO]: Epoch [45][150/388] lr: 3e-05, eta: 0:22:24, time: 0.155, data_time: 0.141, memory: 17196, loss_reg: 0.0366, loss_cls: 0.0176, loss_sal: 0.0536, loss_video_cal: 0.2556, loss_layer_cal: 0.0017, loss: 0.3651, scale: 1048576.0000 | |
| [2024-04-14 16:12:05 INFO]: Epoch [45][200/388] lr: 3e-05, eta: 0:21:51, time: 0.162, data_time: 0.149, memory: 17196, loss_reg: 0.0365, loss_cls: 0.0178, loss_sal: 0.0537, loss_video_cal: 0.2559, loss_layer_cal: 0.0018, loss: 0.3657, scale: 1048576.0000 | |
| [2024-04-14 16:12:20 INFO]: Epoch [45][250/388] lr: 3e-05, eta: 0:21:18, time: 0.159, data_time: 0.144, memory: 17196, loss_reg: 0.0359, loss_cls: 0.0167, loss_sal: 0.0532, loss_video_cal: 0.2572, loss_layer_cal: 0.0018, loss: 0.3648, scale: 1048576.0000 | |
| [2024-04-14 16:12:36 INFO]: Epoch [45][300/388] lr: 3e-05, eta: 0:20:46, time: 0.165, data_time: 0.148, memory: 17196, loss_reg: 0.0362, loss_cls: 0.0173, loss_sal: 0.0535, loss_video_cal: 0.2535, loss_layer_cal: 0.0020, loss: 0.3625, scale: 1048576.0000 | |
| [2024-04-14 16:12:50 INFO]: Epoch [45][350/388] lr: 3e-05, eta: 0:20:13, time: 0.150, data_time: 0.136, memory: 17196, loss_reg: 0.0361, loss_cls: 0.0178, loss_sal: 0.0546, loss_video_cal: 0.2541, loss_layer_cal: 0.0018, loss: 0.3644, scale: 1048576.0000 | |
| [2024-04-14 16:13:00 INFO]: Epoch [45][388/388] lr: 3e-05, eta: 0:19:48, time: 0.145, data_time: 0.134, memory: 17196, loss_reg: 0.0353, loss_cls: 0.0164, loss_sal: 0.0526, loss_video_cal: 0.2553, loss_layer_cal: 0.0019, loss: 0.3617, scale: 1048576.0000 | |
| [2024-04-14 16:13:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_45.pth... | |
| [2024-04-14 16:13:01 INFO]: Validating... | |
| [2024-04-14 16:15:05 INFO]: Epoch (val) [45][3720] loss_reg: 0.0679, loss_cls: 0.0416, loss_sal: 0.0327, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.1426, MR-full-R1@0.3: 69.6000, MR-full-R1@0.5: 58.7900, MR-full-R1@0.7: 38.3600, MR-full-R5@0.3: 96.1800, MR-full-R5@0.5: 88.8400, MR-full-R5@0.7: 63.3300, MR-full-mAP: 41.3300, MR-full-mAP@0.5: 71.1900, MR-full-mAP@0.75: 40.5400, MR-full-mIoU: 50.6200, MR-long-mAP: 41.3300, MR-long-mIoU: 50.6200, MR-middle-mAP: 39.6500, MR-middle-mIoU: 53.7700, MR-short-mAP: 41.7800, MR-short-mIoU: 49.7700, best_MR-full-mAP: 41.8400, best_MR-full-mIoU: 51.4600, best_MR-full-R1@0.3: 71.0200, best_MR-full-R1@0.5: 60.4800, best_MR-full-R1@0.7: 39.3500 | |
| [2024-04-14 16:15:21 INFO]: Epoch [46][50/388] lr: 3e-05, eta: 0:19:30, time: 0.158, data_time: 1.355, memory: 17196, loss_reg: 0.0360, loss_cls: 0.0171, loss_sal: 0.0539, loss_video_cal: 0.2613, loss_layer_cal: 0.0019, loss: 0.3703, scale: 1048576.0000 | |
| [2024-04-14 16:15:39 INFO]: Epoch [46][100/388] lr: 3e-05, eta: 0:18:57, time: 0.184, data_time: 0.165, memory: 17196, loss_reg: 0.0360, loss_cls: 0.0171, loss_sal: 0.0537, loss_video_cal: 0.2607, loss_layer_cal: 0.0018, loss: 0.3693, scale: 1048576.0000 | |
| [2024-04-14 16:15:54 INFO]: Epoch [46][150/388] lr: 3e-05, eta: 0:18:25, time: 0.160, data_time: 0.144, memory: 17196, loss_reg: 0.0366, loss_cls: 0.0171, loss_sal: 0.0535, loss_video_cal: 0.2570, loss_layer_cal: 0.0018, loss: 0.3659, scale: 1048576.0000 | |
| [2024-04-14 16:16:09 INFO]: Epoch [46][200/388] lr: 3e-05, eta: 0:17:52, time: 0.158, data_time: 0.142, memory: 17196, loss_reg: 0.0360, loss_cls: 0.0168, loss_sal: 0.0537, loss_video_cal: 0.2579, loss_layer_cal: 0.0016, loss: 0.3660, scale: 1866465.2500 | |
| [2024-04-14 16:16:25 INFO]: Epoch [46][250/388] lr: 3e-05, eta: 0:17:20, time: 0.171, data_time: 0.155, memory: 17196, loss_reg: 0.0357, loss_cls: 0.0172, loss_sal: 0.0533, loss_video_cal: 0.2561, loss_layer_cal: 0.0017, loss: 0.3641, scale: 2097152.0000 | |
| [2024-04-14 16:16:39 INFO]: Epoch [46][300/388] lr: 3e-05, eta: 0:16:48, time: 0.150, data_time: 0.135, memory: 17196, loss_reg: 0.0359, loss_cls: 0.0176, loss_sal: 0.0532, loss_video_cal: 0.2549, loss_layer_cal: 0.0018, loss: 0.3633, scale: 2097152.0000 | |
| [2024-04-14 16:16:53 INFO]: Epoch [46][350/388] lr: 3e-05, eta: 0:16:16, time: 0.146, data_time: 0.133, memory: 17196, loss_reg: 0.0359, loss_cls: 0.0171, loss_sal: 0.0533, loss_video_cal: 0.2533, loss_layer_cal: 0.0019, loss: 0.3615, scale: 2097152.0000 | |
| [2024-04-14 16:17:04 INFO]: Epoch [46][388/388] lr: 3e-05, eta: 0:15:51, time: 0.143, data_time: 0.127, memory: 17196, loss_reg: 0.0355, loss_cls: 0.0176, loss_sal: 0.0542, loss_video_cal: 0.2566, loss_layer_cal: 0.0019, loss: 0.3659, scale: 2097152.0000 | |
| [2024-04-14 16:17:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_46.pth... | |
| [2024-04-14 16:17:04 INFO]: Validating... | |
| [2024-04-14 16:19:08 INFO]: Epoch (val) [46][3720] loss_reg: 0.0676, loss_cls: 0.0405, loss_sal: 0.0327, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1411, MR-full-R1@0.3: 70.1300, MR-full-R1@0.5: 59.1900, MR-full-R1@0.7: 38.9200, MR-full-R5@0.3: 96.4000, MR-full-R5@0.5: 88.8700, MR-full-R5@0.7: 63.1200, MR-full-mAP: 41.3900, MR-full-mAP@0.5: 71.5300, MR-full-mAP@0.75: 40.3900, MR-full-mIoU: 50.8600, MR-long-mAP: 41.3900, MR-long-mIoU: 50.8600, MR-middle-mAP: 40.1500, MR-middle-mIoU: 53.8400, MR-short-mAP: 41.7200, MR-short-mIoU: 50.0600, best_MR-full-mAP: 41.8400, best_MR-full-mIoU: 51.4600, best_MR-full-R1@0.3: 71.0200, best_MR-full-R1@0.5: 60.4800, best_MR-full-R1@0.7: 39.3500 | |
| [2024-04-14 16:19:24 INFO]: Epoch [47][50/388] lr: 3e-05, eta: 0:15:30, time: 0.155, data_time: 1.361, memory: 17196, loss_reg: 0.0351, loss_cls: 0.0174, loss_sal: 0.0539, loss_video_cal: 0.2564, loss_layer_cal: 0.0018, loss: 0.3646, scale: 2097152.0000 | |
| [2024-04-14 16:19:40 INFO]: Epoch [47][100/388] lr: 3e-05, eta: 0:14:58, time: 0.163, data_time: 0.149, memory: 17196, loss_reg: 0.0368, loss_cls: 0.0173, loss_sal: 0.0529, loss_video_cal: 0.2566, loss_layer_cal: 0.0019, loss: 0.3655, scale: 2097152.0000 | |
| [2024-04-14 16:19:55 INFO]: Epoch [47][150/388] lr: 3e-05, eta: 0:14:25, time: 0.155, data_time: 0.138, memory: 17196, loss_reg: 0.0354, loss_cls: 0.0168, loss_sal: 0.0533, loss_video_cal: 0.2585, loss_layer_cal: 0.0018, loss: 0.3657, scale: 2097152.0000 | |
| [2024-04-14 16:20:09 INFO]: Epoch [47][200/388] lr: 3e-05, eta: 0:13:53, time: 0.149, data_time: 0.133, memory: 17196, loss_reg: 0.0353, loss_cls: 0.0176, loss_sal: 0.0540, loss_video_cal: 0.2572, loss_layer_cal: 0.0019, loss: 0.3658, scale: 2097152.0000 | |
| [2024-04-14 16:20:25 INFO]: Epoch [47][250/388] lr: 3e-05, eta: 0:13:21, time: 0.169, data_time: 0.150, memory: 17196, loss_reg: 0.0369, loss_cls: 0.0174, loss_sal: 0.0536, loss_video_cal: 0.2551, loss_layer_cal: 0.0019, loss: 0.3650, scale: 2097152.0000 | |
| [2024-04-14 16:20:40 INFO]: Epoch [47][300/388] lr: 3e-05, eta: 0:12:49, time: 0.162, data_time: 0.145, memory: 17196, loss_reg: 0.0353, loss_cls: 0.0167, loss_sal: 0.0530, loss_video_cal: 0.2568, loss_layer_cal: 0.0018, loss: 0.3637, scale: 2097152.0000 | |
| [2024-04-14 16:20:54 INFO]: Epoch [47][350/388] lr: 3e-05, eta: 0:12:18, time: 0.147, data_time: 0.134, memory: 17196, loss_reg: 0.0371, loss_cls: 0.0174, loss_sal: 0.0535, loss_video_cal: 0.2550, loss_layer_cal: 0.0019, loss: 0.3648, scale: 2097152.0000 | |
| [2024-04-14 16:21:05 INFO]: Epoch [47][388/388] lr: 3e-05, eta: 0:11:53, time: 0.154, data_time: 0.139, memory: 17196, loss_reg: 0.0354, loss_cls: 0.0170, loss_sal: 0.0528, loss_video_cal: 0.2568, loss_layer_cal: 0.0019, loss: 0.3639, scale: 2097152.0000 | |
| [2024-04-14 16:21:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_47.pth... | |
| [2024-04-14 16:21:05 INFO]: Validating... | |
| [2024-04-14 16:23:09 INFO]: Epoch (val) [47][3720] loss_reg: 0.0678, loss_cls: 0.0407, loss_sal: 0.0327, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1414, MR-full-R1@0.3: 70.2700, MR-full-R1@0.5: 58.8200, MR-full-R1@0.7: 38.9800, MR-full-R5@0.3: 96.4200, MR-full-R5@0.5: 88.7400, MR-full-R5@0.7: 63.1500, MR-full-mAP: 41.3700, MR-full-mAP@0.5: 71.1200, MR-full-mAP@0.75: 40.5700, MR-full-mIoU: 50.8700, MR-long-mAP: 41.3700, MR-long-mIoU: 50.8700, MR-middle-mAP: 40.0800, MR-middle-mIoU: 54.0000, MR-short-mAP: 41.7100, MR-short-mIoU: 50.0200, best_MR-full-mAP: 41.8400, best_MR-full-mIoU: 51.4600, best_MR-full-R1@0.3: 71.0200, best_MR-full-R1@0.5: 60.4800, best_MR-full-R1@0.7: 39.3500 | |
| [2024-04-14 16:23:24 INFO]: Epoch [48][50/388] lr: 3e-05, eta: 0:11:29, time: 0.146, data_time: 1.335, memory: 17196, loss_reg: 0.0352, loss_cls: 0.0171, loss_sal: 0.0533, loss_video_cal: 0.2531, loss_layer_cal: 0.0018, loss: 0.3605, scale: 2097152.0000 | |
| [2024-04-14 16:23:39 INFO]: Epoch [48][100/388] lr: 3e-05, eta: 0:10:57, time: 0.159, data_time: 0.144, memory: 17196, loss_reg: 0.0353, loss_cls: 0.0175, loss_sal: 0.0536, loss_video_cal: 0.2542, loss_layer_cal: 0.0020, loss: 0.3626, scale: 2097152.0000 | |
| [2024-04-14 16:23:55 INFO]: Epoch [48][150/388] lr: 3e-05, eta: 0:10:26, time: 0.165, data_time: 0.151, memory: 17196, loss_reg: 0.0349, loss_cls: 0.0173, loss_sal: 0.0527, loss_video_cal: 0.2568, loss_layer_cal: 0.0018, loss: 0.3634, scale: 2097152.0000 | |
| [2024-04-14 16:24:09 INFO]: Epoch [48][200/388] lr: 3e-05, eta: 0:09:54, time: 0.151, data_time: 0.136, memory: 17196, loss_reg: 0.0355, loss_cls: 0.0171, loss_sal: 0.0536, loss_video_cal: 0.2551, loss_layer_cal: 0.0019, loss: 0.3632, scale: 2097152.0000 | |
| [2024-04-14 16:24:25 INFO]: Epoch [48][250/388] lr: 3e-05, eta: 0:09:22, time: 0.166, data_time: 0.150, memory: 17196, loss_reg: 0.0348, loss_cls: 0.0166, loss_sal: 0.0530, loss_video_cal: 0.2604, loss_layer_cal: 0.0019, loss: 0.3666, scale: 2097152.0000 | |
| [2024-04-14 16:24:40 INFO]: Epoch [48][300/388] lr: 3e-05, eta: 0:08:51, time: 0.159, data_time: 0.144, memory: 17196, loss_reg: 0.0358, loss_cls: 0.0168, loss_sal: 0.0533, loss_video_cal: 0.2546, loss_layer_cal: 0.0018, loss: 0.3623, scale: 2097152.0000 | |
| [2024-04-14 16:24:55 INFO]: Epoch [48][350/388] lr: 3e-05, eta: 0:08:19, time: 0.153, data_time: 0.138, memory: 17196, loss_reg: 0.0365, loss_cls: 0.0171, loss_sal: 0.0537, loss_video_cal: 0.2589, loss_layer_cal: 0.0018, loss: 0.3681, scale: 2097152.0000 | |
| [2024-04-14 16:25:06 INFO]: Epoch [48][388/388] lr: 3e-05, eta: 0:07:56, time: 0.162, data_time: 0.148, memory: 17196, loss_reg: 0.0352, loss_cls: 0.0167, loss_sal: 0.0533, loss_video_cal: 0.2558, loss_layer_cal: 0.0019, loss: 0.3629, scale: 2097152.0000 | |
| [2024-04-14 16:25:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_48.pth... | |
| [2024-04-14 16:25:06 INFO]: Validating... | |
| [2024-04-14 16:27:10 INFO]: Epoch (val) [48][3720] loss_reg: 0.0676, loss_cls: 0.0416, loss_sal: 0.0328, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1423, MR-full-R1@0.3: 70.3500, MR-full-R1@0.5: 59.3500, MR-full-R1@0.7: 39.0900, MR-full-R5@0.3: 96.1800, MR-full-R5@0.5: 88.7400, MR-full-R5@0.7: 63.8700, MR-full-mAP: 41.7300, MR-full-mAP@0.5: 71.5300, MR-full-mAP@0.75: 41.0900, MR-full-mIoU: 51.1700, MR-long-mAP: 41.7300, MR-long-mIoU: 51.1700, MR-middle-mAP: 40.3200, MR-middle-mIoU: 54.0200, MR-short-mAP: 42.1100, MR-short-mIoU: 50.4100, best_MR-full-mAP: 41.8400, best_MR-full-mIoU: 51.4600, best_MR-full-R1@0.3: 71.0200, best_MR-full-R1@0.5: 60.4800, best_MR-full-R1@0.7: 39.3500 | |
| [2024-04-14 16:27:25 INFO]: Epoch [49][50/388] lr: 3e-05, eta: 0:07:29, time: 0.156, data_time: 1.333, memory: 17196, loss_reg: 0.0341, loss_cls: 0.0168, loss_sal: 0.0534, loss_video_cal: 0.2606, loss_layer_cal: 0.0018, loss: 0.3667, scale: 2097152.0000 | |
| [2024-04-14 16:27:41 INFO]: Epoch [49][100/388] lr: 3e-05, eta: 0:06:58, time: 0.160, data_time: 0.145, memory: 17196, loss_reg: 0.0350, loss_cls: 0.0165, loss_sal: 0.0526, loss_video_cal: 0.2558, loss_layer_cal: 0.0018, loss: 0.3617, scale: 2097152.0000 | |
| [2024-04-14 16:27:56 INFO]: Epoch [49][150/388] lr: 3e-05, eta: 0:06:26, time: 0.158, data_time: 0.143, memory: 17196, loss_reg: 0.0353, loss_cls: 0.0170, loss_sal: 0.0536, loss_video_cal: 0.2574, loss_layer_cal: 0.0018, loss: 0.3651, scale: 2097152.0000 | |
| [2024-04-14 16:28:11 INFO]: Epoch [49][200/388] lr: 3e-05, eta: 0:05:55, time: 0.157, data_time: 0.143, memory: 17196, loss_reg: 0.0358, loss_cls: 0.0172, loss_sal: 0.0533, loss_video_cal: 0.2530, loss_layer_cal: 0.0019, loss: 0.3613, scale: 2097152.0000 | |
| [2024-04-14 16:28:25 INFO]: Epoch [49][250/388] lr: 3e-05, eta: 0:05:23, time: 0.151, data_time: 0.135, memory: 17196, loss_reg: 0.0357, loss_cls: 0.0174, loss_sal: 0.0529, loss_video_cal: 0.2556, loss_layer_cal: 0.0018, loss: 0.3635, scale: 2097152.0000 | |
| [2024-04-14 16:28:41 INFO]: Epoch [49][300/388] lr: 3e-05, eta: 0:04:52, time: 0.166, data_time: 0.151, memory: 17196, loss_reg: 0.0362, loss_cls: 0.0170, loss_sal: 0.0539, loss_video_cal: 0.2597, loss_layer_cal: 0.0018, loss: 0.3687, scale: 2097152.0000 | |
| [2024-04-14 16:28:55 INFO]: Epoch [49][350/388] lr: 3e-05, eta: 0:04:21, time: 0.151, data_time: 0.136, memory: 17196, loss_reg: 0.0354, loss_cls: 0.0167, loss_sal: 0.0532, loss_video_cal: 0.2559, loss_layer_cal: 0.0019, loss: 0.3631, scale: 2097152.0000 | |
| [2024-04-14 16:29:07 INFO]: Epoch [49][388/388] lr: 3e-05, eta: 0:03:58, time: 0.164, data_time: 0.148, memory: 17196, loss_reg: 0.0359, loss_cls: 0.0174, loss_sal: 0.0531, loss_video_cal: 0.2550, loss_layer_cal: 0.0018, loss: 0.3632, scale: 2097152.0000 | |
| [2024-04-14 16:29:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_49.pth... | |
| [2024-04-14 16:29:07 INFO]: Validating... | |
| [2024-04-14 16:31:10 INFO]: Epoch (val) [49][3720] loss_reg: 0.0678, loss_cls: 0.0408, loss_sal: 0.0327, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1416, MR-full-R1@0.3: 70.4600, MR-full-R1@0.5: 59.0900, MR-full-R1@0.7: 39.2200, MR-full-R5@0.3: 96.2100, MR-full-R5@0.5: 88.5500, MR-full-R5@0.7: 63.0900, MR-full-mAP: 41.4200, MR-full-mAP@0.5: 71.3400, MR-full-mAP@0.75: 40.7600, MR-full-mIoU: 51.0100, MR-long-mAP: 41.4200, MR-long-mIoU: 51.0100, MR-middle-mAP: 39.2800, MR-middle-mIoU: 53.2500, MR-short-mAP: 42.0000, MR-short-mIoU: 50.4000, best_MR-full-mAP: 41.8400, best_MR-full-mIoU: 51.4600, best_MR-full-R1@0.3: 71.0200, best_MR-full-R1@0.5: 60.4800, best_MR-full-R1@0.7: 39.3500 | |
| [2024-04-14 16:31:25 INFO]: Epoch [50][50/388] lr: 3e-05, eta: 0:03:29, time: 0.150, data_time: 1.331, memory: 17196, loss_reg: 0.0342, loss_cls: 0.0166, loss_sal: 0.0537, loss_video_cal: 0.2539, loss_layer_cal: 0.0018, loss: 0.3601, scale: 2097152.0000 | |
| [2024-04-14 16:31:41 INFO]: Epoch [50][100/388] lr: 3e-05, eta: 0:02:58, time: 0.171, data_time: 0.154, memory: 17196, loss_reg: 0.0359, loss_cls: 0.0169, loss_sal: 0.0533, loss_video_cal: 0.2561, loss_layer_cal: 0.0019, loss: 0.3641, scale: 2097152.0000 | |
| [2024-04-14 16:31:57 INFO]: Epoch [50][150/388] lr: 3e-05, eta: 0:02:27, time: 0.162, data_time: 0.145, memory: 17196, loss_reg: 0.0352, loss_cls: 0.0167, loss_sal: 0.0533, loss_video_cal: 0.2577, loss_layer_cal: 0.0018, loss: 0.3648, scale: 2097152.0000 | |
| [2024-04-14 16:32:13 INFO]: Epoch [50][200/388] lr: 3e-05, eta: 0:01:55, time: 0.166, data_time: 0.153, memory: 17196, loss_reg: 0.0348, loss_cls: 0.0173, loss_sal: 0.0532, loss_video_cal: 0.2575, loss_layer_cal: 0.0019, loss: 0.3646, scale: 2097152.0000 | |
| [2024-04-14 16:32:27 INFO]: Epoch [50][250/388] lr: 3e-05, eta: 0:01:25, time: 0.152, data_time: 0.137, memory: 17196, loss_reg: 0.0342, loss_cls: 0.0165, loss_sal: 0.0526, loss_video_cal: 0.2546, loss_layer_cal: 0.0017, loss: 0.3597, scale: 2097152.0000 | |
| [2024-04-14 16:32:42 INFO]: Epoch [50][300/388] lr: 3e-05, eta: 0:00:54, time: 0.151, data_time: 0.138, memory: 17196, loss_reg: 0.0359, loss_cls: 0.0174, loss_sal: 0.0533, loss_video_cal: 0.2562, loss_layer_cal: 0.0019, loss: 0.3647, scale: 2097152.0000 | |
| [2024-04-14 16:32:56 INFO]: Epoch [50][350/388] lr: 3e-05, eta: 0:00:23, time: 0.149, data_time: 0.132, memory: 17196, loss_reg: 0.0363, loss_cls: 0.0169, loss_sal: 0.0534, loss_video_cal: 0.2564, loss_layer_cal: 0.0019, loss: 0.3648, scale: 2097152.0000 | |
| [2024-04-14 16:33:07 INFO]: Epoch [50][388/388] lr: 3e-05, eta: 0:00:00, time: 0.157, data_time: 0.140, memory: 17196, loss_reg: 0.0348, loss_cls: 0.0165, loss_sal: 0.0527, loss_video_cal: 0.2585, loss_layer_cal: 0.0019, loss: 0.3644, scale: 2097152.0000 | |
| [2024-04-14 16:33:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_charades/epoch_50.pth... | |
| [2024-04-14 16:33:07 INFO]: Validating... | |
| [2024-04-14 16:35:11 INFO]: Epoch (val) [50][3720] loss_reg: 0.0680, loss_cls: 0.0416, loss_sal: 0.0329, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.1428, MR-full-R1@0.3: 70.0800, MR-full-R1@0.5: 58.9000, MR-full-R1@0.7: 39.0100, MR-full-R5@0.3: 96.1800, MR-full-R5@0.5: 88.5800, MR-full-R5@0.7: 62.9000, MR-full-mAP: 41.4200, MR-full-mAP@0.5: 71.2000, MR-full-mAP@0.75: 40.7000, MR-full-mIoU: 50.8500, MR-long-mAP: 41.4200, MR-long-mIoU: 50.8500, MR-middle-mAP: 40.0500, MR-middle-mIoU: 53.8200, MR-short-mAP: 41.7800, MR-short-mIoU: 50.0500, best_MR-full-mAP: 41.8400, best_MR-full-mIoU: 51.4600, best_MR-full-R1@0.3: 71.0200, best_MR-full-R1@0.5: 60.4800, best_MR-full-R1@0.7: 39.3500 | |
| [2024-04-14 16:35:11 INFO]: Overall training speed: 19400 iterations in 0:50:40 (0.1567 s/it) | |
| [2024-04-14 16:35:11 INFO]: Done running in 3:20:31 (1:40:41 on hooks) | |