| [2024-04-16 08:19:41 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 0.4.1 | |
| 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, | |
| [2024-04-16 08:19:41 INFO]: Launcher: None | |
| [2024-04-16 08:19:41 INFO]: Config: /n/home01/coco/r2-tuning-dev/configs/youtube/r2_tuning_youtube_par.py | |
| model = dict( | |
| type='R2Tuning', | |
| arch='ViT-B/32', | |
| init=False, | |
| dims=256, | |
| strides=(1), | |
| buffer_size=1024, | |
| max_num_moment=50, | |
| adapter_cfg=dict( | |
| type='R2Block', | |
| k=4, | |
| dropout=0.5, | |
| use_tef=False, | |
| 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=None, | |
| loss_cfg=dict( | |
| type='BundleLoss', | |
| sample_radius=1.5, | |
| loss_cls=dict( | |
| type='DynamicBCELoss', | |
| loss_weight=1.0), | |
| loss_reg=None, | |
| loss_sal=dict( | |
| type='SampledNCELoss', | |
| loss_weight=0.1, | |
| direction='row'), | |
| loss_video_cal=dict( | |
| type='InfoNCELoss', | |
| loss_weight=0.1), | |
| loss_layer_cal=dict( | |
| type='InfoNCELoss', | |
| loss_weight=0.1)), | |
| merge_cls_sal=False) | |
| dataset_type = 'YouTubeHighlights' | |
| data_root = 'data/youtube/' | |
| data = dict( | |
| train=dict( | |
| type='YouTubeHighlights', | |
| label_path='data/youtube/youtube_anno.json', | |
| video_path='data/youtube/frames_224_auto', | |
| cache_path='data/youtube/clip_b32_vid_k4', | |
| query_path='data/youtube/clip_b32_txt_k4', | |
| use_cache=True, | |
| loader=dict( | |
| batch_size=4, | |
| num_workers=4, | |
| pin_memory=True, | |
| shuffle=True), | |
| domain='parkour'), | |
| val=dict( | |
| type='YouTubeHighlights', | |
| label_path='data/youtube/youtube_anno.json', | |
| video_path='data/youtube/frames_224_auto', | |
| cache_path='data/youtube/clip_b32_vid_k4', | |
| query_path='data/youtube/clip_b32_txt_k4', | |
| use_cache=True, | |
| loader=dict( | |
| batch_size=1, | |
| num_workers=4, | |
| pin_memory=True, | |
| shuffle=False), | |
| domain='parkour')) | |
| stages = dict( | |
| epochs=200, | |
| optimizer=dict( | |
| type='AdamW', | |
| lr=0.0005, | |
| weight_decay=0.0001), | |
| lr_schedule=None, | |
| warmup=dict( | |
| type='iter', | |
| policy='linear', | |
| steps=50, | |
| ratio=0.001), | |
| grad_clip=dict( | |
| max_norm=35, | |
| norm_type=2), | |
| validation=dict(interval=1)) | |
| 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'])] | |
| [2024-04-16 08:19:41 INFO]: Using random seed: 69198997 | |
| [2024-04-16 08:19:41 INFO]: Model architecture: | |
| R2Tuning( | |
| (adapter): R2Block( | |
| (video_map): Sequential( | |
| (0): LayerNorm((768,), eps=1e-05, elementwise_affine=True) | |
| (1): Dropout(p=0.5, inplace=False) | |
| (2): Linear(in_features=768, out_features=256, bias=True) | |
| (3): ReLU(inplace=True) | |
| (4): LayerNorm((256,), eps=1e-05, elementwise_affine=True) | |
| (5): Dropout(p=0.5, 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=0.5, 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=0.5, 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) | |
| ) | |
| ) | |
| (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() | |
| ) | |
| ) | |
| (generator): PointGenerator( | |
| (buffer_points): BufferList() | |
| ) | |
| (loss): BundleLoss( | |
| (_loss_cls): DynamicBCELoss(reduction='mean', pos_weight=None, loss_weight=1.0) | |
| (_loss_sal): SampledNCELoss(temperature=0.07, max_scale=100, learnable=False, direction=('row',), loss_weight=0.1) | |
| (_loss_video_cal): InfoNCELoss(temperature=0.07, max_scale=100, learnable=False, dist=False, loss_weight=0.1) | |
| (_loss_layer_cal): InfoNCELoss(temperature=0.07, max_scale=100, learnable=False, dist=False, loss_weight=0.1) | |
| ) | |
| ) | |
| [2024-04-16 08:19:41 INFO]: Learnable Parameters: | |
| [2024-04-16 08:19:41 INFO]: module.coef - torch.Size([1]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.gate - torch.Size([3]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.scale - torch.Size([4]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.video_map.0.weight - torch.Size([768]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.video_map.0.bias - torch.Size([768]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.video_map.2.weight - torch.Size([256, 768]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.video_map.2.bias - torch.Size([256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.video_map.4.weight - torch.Size([256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.video_map.4.bias - torch.Size([256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.video_map.6.weight - torch.Size([256, 256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.video_map.6.bias - torch.Size([256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.query_map.0.weight - torch.Size([512]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.query_map.0.bias - torch.Size([512]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.query_map.2.weight - torch.Size([256, 512]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.query_map.2.bias - torch.Size([256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.query_map.4.weight - torch.Size([256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.query_map.4.bias - torch.Size([256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.query_map.6.weight - torch.Size([256, 256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.query_map.6.bias - torch.Size([256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.v_map.weight - torch.Size([256, 256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.v_map.bias - torch.Size([256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.q_map.weight - torch.Size([256, 256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.q_map.bias - torch.Size([256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.tem.cross_att.q.weight - torch.Size([256, 256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.tem.cross_att.q.bias - torch.Size([256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.tem.cross_att.k.weight - torch.Size([256, 256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.tem.cross_att.k.bias - torch.Size([256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.tem.cross_att.v.weight - torch.Size([256, 256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.tem.cross_att.v.bias - torch.Size([256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.tem.cross_att.m.weight - torch.Size([256, 256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.tem.cross_att.m.bias - torch.Size([256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.tem.cross_att_norm.weight - torch.Size([256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.tem.cross_att_norm.bias - torch.Size([256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.tem.self_att.q.weight - torch.Size([256, 256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.tem.self_att.q.bias - torch.Size([256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.tem.self_att.k.weight - torch.Size([256, 256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.tem.self_att.k.bias - torch.Size([256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.tem.self_att.v.weight - torch.Size([256, 256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.tem.self_att.v.bias - torch.Size([256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.tem.self_att.m.weight - torch.Size([256, 256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.tem.self_att.m.bias - torch.Size([256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.tem.self_att_norm.weight - torch.Size([256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.tem.self_att_norm.bias - torch.Size([256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.tem.ffn.mapping.0.weight - torch.Size([1024, 256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.tem.ffn.mapping.0.bias - torch.Size([1024]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.tem.ffn.mapping.2.weight - torch.Size([256, 1024]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.tem.ffn.mapping.2.bias - torch.Size([256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.tem.ffn_norm.weight - torch.Size([256]) | |
| [2024-04-16 08:19:41 INFO]: module.adapter.tem.ffn_norm.bias - torch.Size([256]) | |
| [2024-04-16 08:19:41 INFO]: module.pooling.att.weight - torch.Size([1, 256]) | |
| [2024-04-16 08:19:41 INFO]: module.class_head.module.1.weight - torch.Size([256, 256, 3]) | |
| [2024-04-16 08:19:41 INFO]: module.class_head.module.1.bias - torch.Size([256]) | |
| [2024-04-16 08:19:41 INFO]: module.class_head.module.3.weight - torch.Size([1, 256, 3]) | |
| [2024-04-16 08:19:41 INFO]: module.class_head.module.3.bias - torch.Size([1]) | |
| [2024-04-16 08:19:41 INFO]: Learnable Parameters: 1.761M (100.0%) | |
| [2024-04-16 08:19:41 INFO]: Auto Scale Batch Size: 1 GPU(s) * 4 Samples | |
| [2024-04-16 08:19:41 INFO]: Distributed: False, AMP: fp16, Debug: False | |
| [2024-04-16 08:19:41 INFO]: Launch engine, host: coco@holygpu8a25405.rc.fas.harvard.edu, work_dir: work_dirs/r2_tuning_youtube_par | |
| [2024-04-16 08:19:41 INFO]: Stage: 1, epochs: 200, optimizer: AdamW(lr: 0.0005, weight_decay: 0.0001) | |
| [2024-04-16 08:19:44 INFO]: Epoch [1][5/5] lr: 4e-05, eta: 0:08:17, time: 0.226, data_time: 0.274, memory: 3175, loss_cls: 0.7093, loss_sal: 0.3101, loss_video_cal: 0.1536, loss_layer_cal: 0.1648, loss: 1.3378, scale: 65536.0000 | |
| [2024-04-16 08:19:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_1.pth... | |
| [2024-04-16 08:19:44 INFO]: Validating... | |
| [2024-04-16 08:19:44 INFO]: Epoch (val) [1][11] loss_cls: 0.7033, loss_sal: 0.2859, loss_video_cal: 0.0000, loss_layer_cal: 0.1440, loss: 1.1332, mAP: 0.5591, best_mAP: 0.5591 | |
| [2024-04-16 08:19:45 INFO]: Epoch [2][5/5] lr: 9e-05, eta: 0:06:54, time: 0.057, data_time: 0.167, memory: 3175, loss_cls: 0.6625, loss_sal: 0.3161, loss_video_cal: 0.1540, loss_layer_cal: 0.1609, loss: 1.2935, scale: 65536.0000 | |
| [2024-04-16 08:19:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_2.pth... | |
| [2024-04-16 08:19:45 INFO]: Validating... | |
| [2024-04-16 08:19:46 INFO]: Epoch (val) [2][11] loss_cls: 0.7141, loss_sal: 0.2870, loss_video_cal: 0.0000, loss_layer_cal: 0.1342, loss: 1.1353, mAP: 0.5619, best_mAP: 0.5619 | |
| [2024-04-16 08:19:47 INFO]: Epoch [3][5/5] lr: 0.00014, eta: 0:06:01, time: 0.055, data_time: 0.142, memory: 3175, loss_cls: 0.6559, loss_sal: 0.3103, loss_video_cal: 0.1407, loss_layer_cal: 0.1524, loss: 1.2594, scale: 65536.0000 | |
| [2024-04-16 08:19:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_3.pth... | |
| [2024-04-16 08:19:47 INFO]: Validating... | |
| [2024-04-16 08:19:47 INFO]: Epoch (val) [3][11] loss_cls: 0.7613, loss_sal: 0.2872, loss_video_cal: 0.0000, loss_layer_cal: 0.1200, loss: 1.1685, mAP: 0.5115, best_mAP: 0.5619 | |
| [2024-04-16 08:19:48 INFO]: Epoch [4][5/5] lr: 0.00019, eta: 0:05:40, time: 0.049, data_time: 0.169, memory: 3175, loss_cls: 0.7159, loss_sal: 0.3108, loss_video_cal: 0.1463, loss_layer_cal: 0.1500, loss: 1.3229, scale: 65536.0000 | |
| [2024-04-16 08:19:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_4.pth... | |
| [2024-04-16 08:19:48 INFO]: Validating... | |
| [2024-04-16 08:19:48 INFO]: Epoch (val) [4][11] loss_cls: 0.7345, loss_sal: 0.2877, loss_video_cal: 0.0000, loss_layer_cal: 0.1077, loss: 1.1299, mAP: 0.5433, best_mAP: 0.5619 | |
| [2024-04-16 08:19:50 INFO]: Epoch [5][5/5] lr: 0.00024, eta: 0:05:25, time: 0.057, data_time: 0.154, memory: 3175, loss_cls: 0.5894, loss_sal: 0.3141, loss_video_cal: 0.1561, loss_layer_cal: 0.1560, loss: 1.2156, scale: 65536.0000 | |
| [2024-04-16 08:19:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_5.pth... | |
| [2024-04-16 08:19:50 INFO]: Validating... | |
| [2024-04-16 08:19:50 INFO]: Epoch (val) [5][11] loss_cls: 0.7279, loss_sal: 0.2871, loss_video_cal: 0.0000, loss_layer_cal: 0.0961, loss: 1.1111, mAP: 0.5777, best_mAP: 0.5777 | |
| [2024-04-16 08:19:51 INFO]: Epoch [6][5/5] lr: 0.00029, eta: 0:05:13, time: 0.052, data_time: 0.147, memory: 3175, loss_cls: 0.6024, loss_sal: 0.3119, loss_video_cal: 0.1606, loss_layer_cal: 0.1456, loss: 1.2204, scale: 65536.0000 | |
| [2024-04-16 08:19:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_6.pth... | |
| [2024-04-16 08:19:51 INFO]: Validating... | |
| [2024-04-16 08:19:51 INFO]: Epoch (val) [6][11] loss_cls: 0.7719, loss_sal: 0.2867, loss_video_cal: 0.0000, loss_layer_cal: 0.0861, loss: 1.1447, mAP: 0.5884, best_mAP: 0.5884 | |
| [2024-04-16 08:19:52 INFO]: Epoch [7][5/5] lr: 0.00034, eta: 0:05:00, time: 0.053, data_time: 0.114, memory: 3175, loss_cls: 0.5179, loss_sal: 0.3127, loss_video_cal: 0.1518, loss_layer_cal: 0.1250, loss: 1.1074, scale: 65536.0000 | |
| [2024-04-16 08:19:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_7.pth... | |
| [2024-04-16 08:19:52 INFO]: Validating... | |
| [2024-04-16 08:19:52 INFO]: Epoch (val) [7][11] loss_cls: 0.9675, loss_sal: 0.2864, loss_video_cal: 0.0000, loss_layer_cal: 0.0782, loss: 1.3321, mAP: 0.5822, best_mAP: 0.5884 | |
| [2024-04-16 08:19:54 INFO]: Epoch [8][5/5] lr: 0.00039, eta: 0:04:58, time: 0.054, data_time: 0.168, memory: 3175, loss_cls: 0.5428, loss_sal: 0.3010, loss_video_cal: 0.1449, loss_layer_cal: 0.1230, loss: 1.1117, scale: 65536.0000 | |
| [2024-04-16 08:19:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_8.pth... | |
| [2024-04-16 08:19:54 INFO]: Validating... | |
| [2024-04-16 08:19:54 INFO]: Epoch (val) [8][11] loss_cls: 0.8744, loss_sal: 0.2864, loss_video_cal: 0.0000, loss_layer_cal: 0.0722, loss: 1.2331, mAP: 0.5285, best_mAP: 0.5884 | |
| [2024-04-16 08:19:55 INFO]: Epoch [9][5/5] lr: 0.00044, eta: 0:04:53, time: 0.053, data_time: 0.157, memory: 3175, loss_cls: 0.4927, loss_sal: 0.3071, loss_video_cal: 0.1363, loss_layer_cal: 0.1208, loss: 1.0569, scale: 65536.0000 | |
| [2024-04-16 08:19:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_9.pth... | |
| [2024-04-16 08:19:55 INFO]: Validating... | |
| [2024-04-16 08:19:55 INFO]: Epoch (val) [9][11] loss_cls: 1.0449, loss_sal: 0.2862, loss_video_cal: 0.0000, loss_layer_cal: 0.0683, loss: 1.3993, mAP: 0.4529, best_mAP: 0.5884 | |
| [2024-04-16 08:19:56 INFO]: Epoch [10][5/5] lr: 0.00049, eta: 0:04:48, time: 0.054, data_time: 0.149, memory: 3175, loss_cls: 0.4579, loss_sal: 0.2968, loss_video_cal: 0.1388, loss_layer_cal: 0.1125, loss: 1.0061, scale: 65536.0000 | |
| [2024-04-16 08:19:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_10.pth... | |
| [2024-04-16 08:19:56 INFO]: Validating... | |
| [2024-04-16 08:19:57 INFO]: Epoch (val) [10][11] loss_cls: 1.0393, loss_sal: 0.2864, loss_video_cal: 0.0000, loss_layer_cal: 0.0646, loss: 1.3902, mAP: 0.4451, best_mAP: 0.5884 | |
| [2024-04-16 08:19:58 INFO]: Epoch [11][5/5] lr: 0.0005, eta: 0:04:43, time: 0.054, data_time: 0.134, memory: 3175, loss_cls: 0.4817, loss_sal: 0.3090, loss_video_cal: 0.1514, loss_layer_cal: 0.1103, loss: 1.0525, scale: 65536.0000 | |
| [2024-04-16 08:19:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_11.pth... | |
| [2024-04-16 08:19:58 INFO]: Validating... | |
| [2024-04-16 08:19:58 INFO]: Epoch (val) [11][11] loss_cls: 1.0230, loss_sal: 0.2872, loss_video_cal: 0.0000, loss_layer_cal: 0.0608, loss: 1.3709, mAP: 0.5479, best_mAP: 0.5884 | |
| [2024-04-16 08:19:59 INFO]: Epoch [12][5/5] lr: 0.0005, eta: 0:04:40, time: 0.056, data_time: 0.158, memory: 3175, loss_cls: 0.4048, loss_sal: 0.3067, loss_video_cal: 0.1294, loss_layer_cal: 0.0914, loss: 0.9323, scale: 65536.0000 | |
| [2024-04-16 08:19:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_12.pth... | |
| [2024-04-16 08:19:59 INFO]: Validating... | |
| [2024-04-16 08:19:59 INFO]: Epoch (val) [12][11] loss_cls: 1.1315, loss_sal: 0.2875, loss_video_cal: 0.0000, loss_layer_cal: 0.0572, loss: 1.4762, mAP: 0.5589, best_mAP: 0.5884 | |
| [2024-04-16 08:20:00 INFO]: Epoch [13][5/5] lr: 0.0005, eta: 0:04:36, time: 0.054, data_time: 0.145, memory: 3175, loss_cls: 0.4688, loss_sal: 0.3111, loss_video_cal: 0.1265, loss_layer_cal: 0.0917, loss: 0.9982, scale: 65536.0000 | |
| [2024-04-16 08:20:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_13.pth... | |
| [2024-04-16 08:20:01 INFO]: Validating... | |
| [2024-04-16 08:20:01 INFO]: Epoch (val) [13][11] loss_cls: 0.8006, loss_sal: 0.2874, loss_video_cal: 0.0000, loss_layer_cal: 0.0537, loss: 1.1417, mAP: 0.5206, best_mAP: 0.5884 | |
| [2024-04-16 08:20:02 INFO]: Epoch [14][5/5] lr: 0.0005, eta: 0:04:33, time: 0.054, data_time: 0.152, memory: 3175, loss_cls: 0.4324, loss_sal: 0.3011, loss_video_cal: 0.1199, loss_layer_cal: 0.0857, loss: 0.9391, scale: 65536.0000 | |
| [2024-04-16 08:20:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_14.pth... | |
| [2024-04-16 08:20:02 INFO]: Validating... | |
| [2024-04-16 08:20:02 INFO]: Epoch (val) [14][11] loss_cls: 0.7741, loss_sal: 0.2878, loss_video_cal: 0.0000, loss_layer_cal: 0.0501, loss: 1.1120, mAP: 0.5415, best_mAP: 0.5884 | |
| [2024-04-16 08:20:03 INFO]: Epoch [15][5/5] lr: 0.0005, eta: 0:04:30, time: 0.054, data_time: 0.143, memory: 3175, loss_cls: 0.4056, loss_sal: 0.3068, loss_video_cal: 0.1240, loss_layer_cal: 0.0925, loss: 0.9289, scale: 65536.0000 | |
| [2024-04-16 08:20:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_15.pth... | |
| [2024-04-16 08:20:03 INFO]: Validating... | |
| [2024-04-16 08:20:03 INFO]: Epoch (val) [15][11] loss_cls: 1.0321, loss_sal: 0.2874, loss_video_cal: 0.0000, loss_layer_cal: 0.0465, loss: 1.3660, mAP: 0.4970, best_mAP: 0.5884 | |
| [2024-04-16 08:20:05 INFO]: Epoch [16][5/5] lr: 0.0005, eta: 0:04:28, time: 0.052, data_time: 0.167, memory: 3175, loss_cls: 0.4543, loss_sal: 0.3081, loss_video_cal: 0.1188, loss_layer_cal: 0.0838, loss: 0.9650, scale: 65536.0000 | |
| [2024-04-16 08:20:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_16.pth... | |
| [2024-04-16 08:20:05 INFO]: Validating... | |
| [2024-04-16 08:20:05 INFO]: Epoch (val) [16][11] loss_cls: 0.9194, loss_sal: 0.2880, loss_video_cal: 0.0000, loss_layer_cal: 0.0430, loss: 1.2504, mAP: 0.5128, best_mAP: 0.5884 | |
| [2024-04-16 08:20:06 INFO]: Epoch [17][5/5] lr: 0.0005, eta: 0:04:26, time: 0.054, data_time: 0.152, memory: 3175, loss_cls: 0.4414, loss_sal: 0.3092, loss_video_cal: 0.1174, loss_layer_cal: 0.0886, loss: 0.9565, scale: 65536.0000 | |
| [2024-04-16 08:20:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_17.pth... | |
| [2024-04-16 08:20:06 INFO]: Validating... | |
| [2024-04-16 08:20:06 INFO]: Epoch (val) [17][11] loss_cls: 0.8361, loss_sal: 0.2879, loss_video_cal: 0.0000, loss_layer_cal: 0.0398, loss: 1.1638, mAP: 0.5018, best_mAP: 0.5884 | |
| [2024-04-16 08:20:07 INFO]: Epoch [18][5/5] lr: 0.0005, eta: 0:04:24, time: 0.056, data_time: 0.158, memory: 3175, loss_cls: 0.3825, loss_sal: 0.3001, loss_video_cal: 0.1117, loss_layer_cal: 0.0766, loss: 0.8709, scale: 65536.0000 | |
| [2024-04-16 08:20:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_18.pth... | |
| [2024-04-16 08:20:07 INFO]: Validating... | |
| [2024-04-16 08:20:08 INFO]: Epoch (val) [18][11] loss_cls: 0.9436, loss_sal: 0.2882, loss_video_cal: 0.0000, loss_layer_cal: 0.0367, loss: 1.2684, mAP: 0.5114, best_mAP: 0.5884 | |
| [2024-04-16 08:20:09 INFO]: Epoch [19][5/5] lr: 0.0005, eta: 0:04:22, time: 0.054, data_time: 0.146, memory: 3175, loss_cls: 0.4069, loss_sal: 0.3067, loss_video_cal: 0.1203, loss_layer_cal: 0.0846, loss: 0.9185, scale: 65536.0000 | |
| [2024-04-16 08:20:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_19.pth... | |
| [2024-04-16 08:20:09 INFO]: Validating... | |
| [2024-04-16 08:20:09 INFO]: Epoch (val) [19][11] loss_cls: 1.0738, loss_sal: 0.2879, loss_video_cal: 0.0000, loss_layer_cal: 0.0342, loss: 1.3959, mAP: 0.5435, best_mAP: 0.5884 | |
| [2024-04-16 08:20:10 INFO]: Epoch [20][5/5] lr: 0.0005, eta: 0:04:19, time: 0.052, data_time: 0.143, memory: 3175, loss_cls: 0.4235, loss_sal: 0.3077, loss_video_cal: 0.1247, loss_layer_cal: 0.0718, loss: 0.9277, scale: 65536.0000 | |
| [2024-04-16 08:20:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_20.pth... | |
| [2024-04-16 08:20:10 INFO]: Validating... | |
| [2024-04-16 08:20:10 INFO]: Epoch (val) [20][11] loss_cls: 0.9667, loss_sal: 0.2880, loss_video_cal: 0.0000, loss_layer_cal: 0.0323, loss: 1.2870, mAP: 0.5406, best_mAP: 0.5884 | |
| [2024-04-16 08:20:11 INFO]: Epoch [21][5/5] lr: 0.0005, eta: 0:04:17, time: 0.054, data_time: 0.143, memory: 3175, loss_cls: 0.3525, loss_sal: 0.3049, loss_video_cal: 0.1094, loss_layer_cal: 0.0726, loss: 0.8395, scale: 65536.0000 | |
| [2024-04-16 08:20:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_21.pth... | |
| [2024-04-16 08:20:12 INFO]: Validating... | |
| [2024-04-16 08:20:12 INFO]: Epoch (val) [21][11] loss_cls: 0.8583, loss_sal: 0.2881, loss_video_cal: 0.0000, loss_layer_cal: 0.0296, loss: 1.1760, mAP: 0.5439, best_mAP: 0.5884 | |
| [2024-04-16 08:20:13 INFO]: Epoch [22][5/5] lr: 0.0005, eta: 0:04:16, time: 0.054, data_time: 0.151, memory: 3175, loss_cls: 0.4169, loss_sal: 0.3016, loss_video_cal: 0.0988, loss_layer_cal: 0.0565, loss: 0.8738, scale: 65536.0000 | |
| [2024-04-16 08:20:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_22.pth... | |
| [2024-04-16 08:20:13 INFO]: Validating... | |
| [2024-04-16 08:20:13 INFO]: Epoch (val) [22][11] loss_cls: 0.9027, loss_sal: 0.2885, loss_video_cal: 0.0000, loss_layer_cal: 0.0266, loss: 1.2178, mAP: 0.5274, best_mAP: 0.5884 | |
| [2024-04-16 08:20:14 INFO]: Epoch [23][5/5] lr: 0.0005, eta: 0:04:13, time: 0.057, data_time: 0.130, memory: 3175, loss_cls: 0.3834, loss_sal: 0.3051, loss_video_cal: 0.1077, loss_layer_cal: 0.0707, loss: 0.8669, scale: 65536.0000 | |
| [2024-04-16 08:20:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_23.pth... | |
| [2024-04-16 08:20:14 INFO]: Validating... | |
| [2024-04-16 08:20:14 INFO]: Epoch (val) [23][11] loss_cls: 0.9147, loss_sal: 0.2882, loss_video_cal: 0.0000, loss_layer_cal: 0.0236, loss: 1.2266, mAP: 0.5405, best_mAP: 0.5884 | |
| [2024-04-16 08:20:16 INFO]: Epoch [24][5/5] lr: 0.0005, eta: 0:04:12, time: 0.053, data_time: 0.168, memory: 3175, loss_cls: 0.3733, loss_sal: 0.3025, loss_video_cal: 0.1129, loss_layer_cal: 0.0614, loss: 0.8500, scale: 65536.0000 | |
| [2024-04-16 08:20:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_24.pth... | |
| [2024-04-16 08:20:16 INFO]: Validating... | |
| [2024-04-16 08:20:16 INFO]: Epoch (val) [24][11] loss_cls: 1.0093, loss_sal: 0.2879, loss_video_cal: 0.0000, loss_layer_cal: 0.0207, loss: 1.3178, mAP: 0.5279, best_mAP: 0.5884 | |
| [2024-04-16 08:20:17 INFO]: Epoch [25][5/5] lr: 0.0005, eta: 0:04:09, time: 0.055, data_time: 0.133, memory: 3175, loss_cls: 0.3777, loss_sal: 0.3060, loss_video_cal: 0.1014, loss_layer_cal: 0.0488, loss: 0.8339, scale: 65536.0000 | |
| [2024-04-16 08:20:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_25.pth... | |
| [2024-04-16 08:20:17 INFO]: Validating... | |
| [2024-04-16 08:20:17 INFO]: Epoch (val) [25][11] loss_cls: 1.1385, loss_sal: 0.2876, loss_video_cal: 0.0000, loss_layer_cal: 0.0181, loss: 1.4442, mAP: 0.5346, best_mAP: 0.5884 | |
| [2024-04-16 08:20:18 INFO]: Epoch [26][5/5] lr: 0.0005, eta: 0:04:06, time: 0.049, data_time: 0.109, memory: 3175, loss_cls: 0.4425, loss_sal: 0.3029, loss_video_cal: 0.0989, loss_layer_cal: 0.0484, loss: 0.8928, scale: 65536.0000 | |
| [2024-04-16 08:20:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_26.pth... | |
| [2024-04-16 08:20:18 INFO]: Validating... | |
| [2024-04-16 08:20:18 INFO]: Epoch (val) [26][11] loss_cls: 0.9342, loss_sal: 0.2877, loss_video_cal: 0.0000, loss_layer_cal: 0.0155, loss: 1.2374, mAP: 0.5186, best_mAP: 0.5884 | |
| [2024-04-16 08:20:19 INFO]: Epoch [27][5/5] lr: 0.0005, eta: 0:04:04, time: 0.055, data_time: 0.136, memory: 3175, loss_cls: 0.3395, loss_sal: 0.2992, loss_video_cal: 0.0849, loss_layer_cal: 0.0479, loss: 0.7715, scale: 65536.0000 | |
| [2024-04-16 08:20:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_27.pth... | |
| [2024-04-16 08:20:19 INFO]: Validating... | |
| [2024-04-16 08:20:20 INFO]: Epoch (val) [27][11] loss_cls: 0.8919, loss_sal: 0.2875, loss_video_cal: 0.0000, loss_layer_cal: 0.0132, loss: 1.1926, mAP: 0.5214, best_mAP: 0.5884 | |
| [2024-04-16 08:20:21 INFO]: Epoch [28][5/5] lr: 0.0005, eta: 0:04:02, time: 0.052, data_time: 0.138, memory: 3175, loss_cls: 0.3954, loss_sal: 0.3095, loss_video_cal: 0.0960, loss_layer_cal: 0.0524, loss: 0.8533, scale: 65536.0000 | |
| [2024-04-16 08:20:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_28.pth... | |
| [2024-04-16 08:20:21 INFO]: Validating... | |
| [2024-04-16 08:20:21 INFO]: Epoch (val) [28][11] loss_cls: 1.1174, loss_sal: 0.2874, loss_video_cal: 0.0000, loss_layer_cal: 0.0112, loss: 1.4160, mAP: 0.5498, best_mAP: 0.5884 | |
| [2024-04-16 08:20:22 INFO]: Epoch [29][5/5] lr: 0.0005, eta: 0:04:00, time: 0.054, data_time: 0.144, memory: 3175, loss_cls: 0.4094, loss_sal: 0.3059, loss_video_cal: 0.0953, loss_layer_cal: 0.0429, loss: 0.8536, scale: 65536.0000 | |
| [2024-04-16 08:20:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_29.pth... | |
| [2024-04-16 08:20:22 INFO]: Validating... | |
| [2024-04-16 08:20:22 INFO]: Epoch (val) [29][11] loss_cls: 1.0521, loss_sal: 0.2878, loss_video_cal: 0.0000, loss_layer_cal: 0.0096, loss: 1.3495, mAP: 0.5582, best_mAP: 0.5884 | |
| [2024-04-16 08:20:23 INFO]: Epoch [30][5/5] lr: 0.0005, eta: 0:03:58, time: 0.047, data_time: 0.139, memory: 3175, loss_cls: 0.3735, loss_sal: 0.3060, loss_video_cal: 0.1008, loss_layer_cal: 0.0361, loss: 0.8164, scale: 65536.0000 | |
| [2024-04-16 08:20:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_30.pth... | |
| [2024-04-16 08:20:23 INFO]: Validating... | |
| [2024-04-16 08:20:24 INFO]: Epoch (val) [30][11] loss_cls: 0.9517, loss_sal: 0.2880, loss_video_cal: 0.0000, loss_layer_cal: 0.0084, loss: 1.2482, mAP: 0.5238, best_mAP: 0.5884 | |
| [2024-04-16 08:20:25 INFO]: Epoch [31][5/5] lr: 0.0005, eta: 0:03:56, time: 0.057, data_time: 0.140, memory: 3175, loss_cls: 0.3905, loss_sal: 0.3052, loss_video_cal: 0.0829, loss_layer_cal: 0.0328, loss: 0.8113, scale: 46565.0508 | |
| [2024-04-16 08:20:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_31.pth... | |
| [2024-04-16 08:20:25 INFO]: Validating... | |
| [2024-04-16 08:20:25 INFO]: Epoch (val) [31][11] loss_cls: 0.9469, loss_sal: 0.2878, loss_video_cal: 0.0000, loss_layer_cal: 0.0074, loss: 1.2421, mAP: 0.5254, best_mAP: 0.5884 | |
| [2024-04-16 08:20:26 INFO]: Epoch [32][5/5] lr: 0.0005, eta: 0:03:55, time: 0.055, data_time: 0.172, memory: 3175, loss_cls: 0.3432, loss_sal: 0.3074, loss_video_cal: 0.0886, loss_layer_cal: 0.0374, loss: 0.7766, scale: 32768.0000 | |
| [2024-04-16 08:20:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_32.pth... | |
| [2024-04-16 08:20:26 INFO]: Validating... | |
| [2024-04-16 08:20:26 INFO]: Epoch (val) [32][11] loss_cls: 0.9816, loss_sal: 0.2878, loss_video_cal: 0.0000, loss_layer_cal: 0.0063, loss: 1.2757, mAP: 0.5342, best_mAP: 0.5884 | |
| [2024-04-16 08:20:27 INFO]: Epoch [33][5/5] lr: 0.0005, eta: 0:03:54, time: 0.053, data_time: 0.157, memory: 3175, loss_cls: 0.3755, loss_sal: 0.3036, loss_video_cal: 0.0957, loss_layer_cal: 0.0291, loss: 0.8038, scale: 32768.0000 | |
| [2024-04-16 08:20:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_33.pth... | |
| [2024-04-16 08:20:28 INFO]: Validating... | |
| [2024-04-16 08:20:28 INFO]: Epoch (val) [33][11] loss_cls: 1.1445, loss_sal: 0.2873, loss_video_cal: 0.0000, loss_layer_cal: 0.0058, loss: 1.4376, mAP: 0.5670, best_mAP: 0.5884 | |
| [2024-04-16 08:20:29 INFO]: Epoch [34][5/5] lr: 0.0005, eta: 0:03:52, time: 0.054, data_time: 0.134, memory: 3175, loss_cls: 0.4071, loss_sal: 0.2972, loss_video_cal: 0.0869, loss_layer_cal: 0.0269, loss: 0.8182, scale: 32768.0000 | |
| [2024-04-16 08:20:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_34.pth... | |
| [2024-04-16 08:20:29 INFO]: Validating... | |
| [2024-04-16 08:20:29 INFO]: Epoch (val) [34][11] loss_cls: 0.9792, loss_sal: 0.2877, loss_video_cal: 0.0000, loss_layer_cal: 0.0054, loss: 1.2724, mAP: 0.5958, best_mAP: 0.5958 | |
| [2024-04-16 08:20:30 INFO]: Epoch [35][5/5] lr: 0.0005, eta: 0:03:49, time: 0.049, data_time: 0.118, memory: 3175, loss_cls: 0.4121, loss_sal: 0.3045, loss_video_cal: 0.0699, loss_layer_cal: 0.0318, loss: 0.8184, scale: 32768.0000 | |
| [2024-04-16 08:20:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_35.pth... | |
| [2024-04-16 08:20:30 INFO]: Validating... | |
| [2024-04-16 08:20:30 INFO]: Epoch (val) [35][11] loss_cls: 1.1876, loss_sal: 0.2870, loss_video_cal: 0.0000, loss_layer_cal: 0.0050, loss: 1.4797, mAP: 0.5379, best_mAP: 0.5958 | |
| [2024-04-16 08:20:31 INFO]: Epoch [36][5/5] lr: 0.0005, eta: 0:03:48, time: 0.056, data_time: 0.154, memory: 3175, loss_cls: 0.3653, loss_sal: 0.3071, loss_video_cal: 0.0662, loss_layer_cal: 0.0258, loss: 0.7644, scale: 32768.0000 | |
| [2024-04-16 08:20:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_36.pth... | |
| [2024-04-16 08:20:32 INFO]: Validating... | |
| [2024-04-16 08:20:32 INFO]: Epoch (val) [36][11] loss_cls: 1.0864, loss_sal: 0.2871, loss_video_cal: 0.0000, loss_layer_cal: 0.0046, loss: 1.3782, mAP: 0.5445, best_mAP: 0.5958 | |
| [2024-04-16 08:20:33 INFO]: Epoch [37][5/5] lr: 0.0005, eta: 0:03:47, time: 0.054, data_time: 0.149, memory: 3175, loss_cls: 0.3713, loss_sal: 0.3094, loss_video_cal: 0.0867, loss_layer_cal: 0.0264, loss: 0.7939, scale: 32768.0000 | |
| [2024-04-16 08:20:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_37.pth... | |
| [2024-04-16 08:20:33 INFO]: Validating... | |
| [2024-04-16 08:20:33 INFO]: Epoch (val) [37][11] loss_cls: 1.0016, loss_sal: 0.2862, loss_video_cal: 0.0000, loss_layer_cal: 0.0043, loss: 1.2922, mAP: 0.5357, best_mAP: 0.5958 | |
| [2024-04-16 08:20:34 INFO]: Epoch [38][5/5] lr: 0.0005, eta: 0:03:45, time: 0.058, data_time: 0.154, memory: 3175, loss_cls: 0.3495, loss_sal: 0.3014, loss_video_cal: 0.0807, loss_layer_cal: 0.0320, loss: 0.7636, scale: 32768.0000 | |
| [2024-04-16 08:20:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_38.pth... | |
| [2024-04-16 08:20:34 INFO]: Validating... | |
| [2024-04-16 08:20:35 INFO]: Epoch (val) [38][11] loss_cls: 1.2624, loss_sal: 0.2867, loss_video_cal: 0.0000, loss_layer_cal: 0.0042, loss: 1.5533, mAP: 0.5985, best_mAP: 0.5985 | |
| [2024-04-16 08:20:36 INFO]: Epoch [39][5/5] lr: 0.0005, eta: 0:03:44, time: 0.056, data_time: 0.156, memory: 3175, loss_cls: 0.3718, loss_sal: 0.3085, loss_video_cal: 0.0704, loss_layer_cal: 0.0243, loss: 0.7749, scale: 32768.0000 | |
| [2024-04-16 08:20:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_39.pth... | |
| [2024-04-16 08:20:36 INFO]: Validating... | |
| [2024-04-16 08:20:36 INFO]: Epoch (val) [39][11] loss_cls: 0.8948, loss_sal: 0.2867, loss_video_cal: 0.0000, loss_layer_cal: 0.0041, loss: 1.1856, mAP: 0.5868, best_mAP: 0.5985 | |
| [2024-04-16 08:20:37 INFO]: Epoch [40][5/5] lr: 0.0005, eta: 0:03:43, time: 0.054, data_time: 0.152, memory: 3175, loss_cls: 0.3768, loss_sal: 0.2976, loss_video_cal: 0.0695, loss_layer_cal: 0.0197, loss: 0.7635, scale: 32768.0000 | |
| [2024-04-16 08:20:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_40.pth... | |
| [2024-04-16 08:20:37 INFO]: Validating... | |
| [2024-04-16 08:20:37 INFO]: Epoch (val) [40][11] loss_cls: 1.0189, loss_sal: 0.2867, loss_video_cal: 0.0000, loss_layer_cal: 0.0039, loss: 1.3095, mAP: 0.5851, best_mAP: 0.5985 | |
| [2024-04-16 08:20:38 INFO]: Epoch [41][5/5] lr: 0.0005, eta: 0:03:41, time: 0.055, data_time: 0.152, memory: 3175, loss_cls: 0.3671, loss_sal: 0.3051, loss_video_cal: 0.0927, loss_layer_cal: 0.0212, loss: 0.7862, scale: 32768.0000 | |
| [2024-04-16 08:20:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_41.pth... | |
| [2024-04-16 08:20:38 INFO]: Validating... | |
| [2024-04-16 08:20:39 INFO]: Epoch (val) [41][11] loss_cls: 0.9793, loss_sal: 0.2867, loss_video_cal: 0.0000, loss_layer_cal: 0.0039, loss: 1.2699, mAP: 0.5532, best_mAP: 0.5985 | |
| [2024-04-16 08:20:40 INFO]: Epoch [42][5/5] lr: 0.0005, eta: 0:03:40, time: 0.053, data_time: 0.164, memory: 3175, loss_cls: 0.3772, loss_sal: 0.2980, loss_video_cal: 0.0724, loss_layer_cal: 0.0259, loss: 0.7734, scale: 32768.0000 | |
| [2024-04-16 08:20:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_42.pth... | |
| [2024-04-16 08:20:40 INFO]: Validating... | |
| [2024-04-16 08:20:40 INFO]: Epoch (val) [42][11] loss_cls: 0.9535, loss_sal: 0.2870, loss_video_cal: 0.0000, loss_layer_cal: 0.0039, loss: 1.2445, mAP: 0.5556, best_mAP: 0.5985 | |
| [2024-04-16 08:20:41 INFO]: Epoch [43][5/5] lr: 0.0005, eta: 0:03:38, time: 0.051, data_time: 0.103, memory: 3175, loss_cls: 0.3635, loss_sal: 0.3052, loss_video_cal: 0.0748, loss_layer_cal: 0.0185, loss: 0.7620, scale: 32768.0000 | |
| [2024-04-16 08:20:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_43.pth... | |
| [2024-04-16 08:20:41 INFO]: Validating... | |
| [2024-04-16 08:20:41 INFO]: Epoch (val) [43][11] loss_cls: 0.8846, loss_sal: 0.2873, loss_video_cal: 0.0000, loss_layer_cal: 0.0041, loss: 1.1760, mAP: 0.5393, best_mAP: 0.5985 | |
| [2024-04-16 08:20:42 INFO]: Epoch [44][5/5] lr: 0.0005, eta: 0:03:36, time: 0.054, data_time: 0.144, memory: 3175, loss_cls: 0.3794, loss_sal: 0.3015, loss_video_cal: 0.0595, loss_layer_cal: 0.0191, loss: 0.7595, scale: 32768.0000 | |
| [2024-04-16 08:20:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_44.pth... | |
| [2024-04-16 08:20:42 INFO]: Validating... | |
| [2024-04-16 08:20:43 INFO]: Epoch (val) [44][11] loss_cls: 1.2339, loss_sal: 0.2863, loss_video_cal: 0.0000, loss_layer_cal: 0.0040, loss: 1.5242, mAP: 0.5914, best_mAP: 0.5985 | |
| [2024-04-16 08:20:44 INFO]: Epoch [45][5/5] lr: 0.0005, eta: 0:03:35, time: 0.051, data_time: 0.150, memory: 3175, loss_cls: 0.4351, loss_sal: 0.3064, loss_video_cal: 0.0767, loss_layer_cal: 0.0185, loss: 0.8367, scale: 32768.0000 | |
| [2024-04-16 08:20:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_45.pth... | |
| [2024-04-16 08:20:44 INFO]: Validating... | |
| [2024-04-16 08:20:44 INFO]: Epoch (val) [45][11] loss_cls: 0.7201, loss_sal: 0.2873, loss_video_cal: 0.0000, loss_layer_cal: 0.0039, loss: 1.0113, mAP: 0.6248, best_mAP: 0.6248 | |
| [2024-04-16 08:20:45 INFO]: Epoch [46][5/5] lr: 0.0005, eta: 0:03:33, time: 0.054, data_time: 0.144, memory: 3175, loss_cls: 0.3572, loss_sal: 0.3007, loss_video_cal: 0.0515, loss_layer_cal: 0.0150, loss: 0.7244, scale: 32768.0000 | |
| [2024-04-16 08:20:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_46.pth... | |
| [2024-04-16 08:20:45 INFO]: Validating... | |
| [2024-04-16 08:20:45 INFO]: Epoch (val) [46][11] loss_cls: 0.6863, loss_sal: 0.2880, loss_video_cal: 0.0000, loss_layer_cal: 0.0037, loss: 0.9780, mAP: 0.6080, best_mAP: 0.6248 | |
| [2024-04-16 08:20:46 INFO]: Epoch [47][5/5] lr: 0.0005, eta: 0:03:32, time: 0.049, data_time: 0.170, memory: 3175, loss_cls: 0.4769, loss_sal: 0.3033, loss_video_cal: 0.0722, loss_layer_cal: 0.0181, loss: 0.8705, scale: 32768.0000 | |
| [2024-04-16 08:20:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_47.pth... | |
| [2024-04-16 08:20:47 INFO]: Validating... | |
| [2024-04-16 08:20:47 INFO]: Epoch (val) [47][11] loss_cls: 0.7614, loss_sal: 0.2873, loss_video_cal: 0.0000, loss_layer_cal: 0.0036, loss: 1.0522, mAP: 0.5768, best_mAP: 0.6248 | |
| [2024-04-16 08:20:48 INFO]: Epoch [48][5/5] lr: 0.0005, eta: 0:03:31, time: 0.054, data_time: 0.144, memory: 3175, loss_cls: 0.4107, loss_sal: 0.2994, loss_video_cal: 0.0585, loss_layer_cal: 0.0154, loss: 0.7841, scale: 32768.0000 | |
| [2024-04-16 08:20:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_48.pth... | |
| [2024-04-16 08:20:48 INFO]: Validating... | |
| [2024-04-16 08:20:48 INFO]: Epoch (val) [48][11] loss_cls: 0.9210, loss_sal: 0.2872, loss_video_cal: 0.0000, loss_layer_cal: 0.0035, loss: 1.2117, mAP: 0.5237, best_mAP: 0.6248 | |
| [2024-04-16 08:20:49 INFO]: Epoch [49][5/5] lr: 0.0005, eta: 0:03:29, time: 0.055, data_time: 0.170, memory: 3175, loss_cls: 0.3522, loss_sal: 0.3042, loss_video_cal: 0.0576, loss_layer_cal: 0.0181, loss: 0.7321, scale: 32768.0000 | |
| [2024-04-16 08:20:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_49.pth... | |
| [2024-04-16 08:20:49 INFO]: Validating... | |
| [2024-04-16 08:20:50 INFO]: Epoch (val) [49][11] loss_cls: 0.8586, loss_sal: 0.2875, loss_video_cal: 0.0000, loss_layer_cal: 0.0035, loss: 1.1496, mAP: 0.5577, best_mAP: 0.6248 | |
| [2024-04-16 08:20:51 INFO]: Epoch [50][5/5] lr: 0.0005, eta: 0:03:28, time: 0.052, data_time: 0.144, memory: 3175, loss_cls: 0.4361, loss_sal: 0.3016, loss_video_cal: 0.0586, loss_layer_cal: 0.0148, loss: 0.8112, scale: 32768.0000 | |
| [2024-04-16 08:20:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_50.pth... | |
| [2024-04-16 08:20:51 INFO]: Validating... | |
| [2024-04-16 08:20:51 INFO]: Epoch (val) [50][11] loss_cls: 0.8123, loss_sal: 0.2879, loss_video_cal: 0.0000, loss_layer_cal: 0.0034, loss: 1.1036, mAP: 0.5611, best_mAP: 0.6248 | |
| [2024-04-16 08:20:52 INFO]: Epoch [51][5/5] lr: 0.0005, eta: 0:03:26, time: 0.051, data_time: 0.142, memory: 3175, loss_cls: 0.4248, loss_sal: 0.2973, loss_video_cal: 0.0601, loss_layer_cal: 0.0118, loss: 0.7940, scale: 32768.0000 | |
| [2024-04-16 08:20:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_51.pth... | |
| [2024-04-16 08:20:52 INFO]: Validating... | |
| [2024-04-16 08:20:52 INFO]: Epoch (val) [51][11] loss_cls: 0.9878, loss_sal: 0.2880, loss_video_cal: 0.0000, loss_layer_cal: 0.0031, loss: 1.2789, mAP: 0.5596, best_mAP: 0.6248 | |
| [2024-04-16 08:20:53 INFO]: Epoch [52][5/5] lr: 0.0005, eta: 0:03:24, time: 0.053, data_time: 0.118, memory: 3175, loss_cls: 0.3921, loss_sal: 0.2999, loss_video_cal: 0.0532, loss_layer_cal: 0.0134, loss: 0.7586, scale: 32768.0000 | |
| [2024-04-16 08:20:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_52.pth... | |
| [2024-04-16 08:20:53 INFO]: Validating... | |
| [2024-04-16 08:20:53 INFO]: Epoch (val) [52][11] loss_cls: 1.0018, loss_sal: 0.2881, loss_video_cal: 0.0000, loss_layer_cal: 0.0030, loss: 1.2929, mAP: 0.5827, best_mAP: 0.6248 | |
| [2024-04-16 08:20:54 INFO]: Epoch [53][5/5] lr: 0.0005, eta: 0:03:22, time: 0.049, data_time: 0.116, memory: 3175, loss_cls: 0.4438, loss_sal: 0.2973, loss_video_cal: 0.0485, loss_layer_cal: 0.0128, loss: 0.8024, scale: 32768.0000 | |
| [2024-04-16 08:20:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_53.pth... | |
| [2024-04-16 08:20:54 INFO]: Validating... | |
| [2024-04-16 08:20:55 INFO]: Epoch (val) [53][11] loss_cls: 0.7571, loss_sal: 0.2887, loss_video_cal: 0.0000, loss_layer_cal: 0.0031, loss: 1.0488, mAP: 0.6225, best_mAP: 0.6248 | |
| [2024-04-16 08:20:56 INFO]: Epoch [54][5/5] lr: 0.0005, eta: 0:03:21, time: 0.053, data_time: 0.169, memory: 3175, loss_cls: 0.3964, loss_sal: 0.2979, loss_video_cal: 0.0470, loss_layer_cal: 0.0125, loss: 0.7537, scale: 32768.0000 | |
| [2024-04-16 08:20:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_54.pth... | |
| [2024-04-16 08:20:56 INFO]: Validating... | |
| [2024-04-16 08:20:56 INFO]: Epoch (val) [54][11] loss_cls: 0.7181, loss_sal: 0.2893, loss_video_cal: 0.0000, loss_layer_cal: 0.0031, loss: 1.0106, mAP: 0.7179, best_mAP: 0.7179 | |
| [2024-04-16 08:20:57 INFO]: Epoch [55][5/5] lr: 0.0005, eta: 0:03:20, time: 0.044, data_time: 0.133, memory: 3175, loss_cls: 0.3820, loss_sal: 0.3045, loss_video_cal: 0.0520, loss_layer_cal: 0.0161, loss: 0.7546, scale: 32768.0000 | |
| [2024-04-16 08:20:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_55.pth... | |
| [2024-04-16 08:20:57 INFO]: Validating... | |
| [2024-04-16 08:20:57 INFO]: Epoch (val) [55][11] loss_cls: 0.9071, loss_sal: 0.2892, loss_video_cal: 0.0000, loss_layer_cal: 0.0033, loss: 1.1996, mAP: 0.6716, best_mAP: 0.7179 | |
| [2024-04-16 08:20:58 INFO]: Epoch [56][5/5] lr: 0.0005, eta: 0:03:18, time: 0.050, data_time: 0.158, memory: 3175, loss_cls: 0.4225, loss_sal: 0.2944, loss_video_cal: 0.0530, loss_layer_cal: 0.0127, loss: 0.7825, scale: 32768.0000 | |
| [2024-04-16 08:20:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_56.pth... | |
| [2024-04-16 08:20:59 INFO]: Validating... | |
| [2024-04-16 08:20:59 INFO]: Epoch (val) [56][11] loss_cls: 0.9265, loss_sal: 0.2892, loss_video_cal: 0.0000, loss_layer_cal: 0.0034, loss: 1.2191, mAP: 0.6459, best_mAP: 0.7179 | |
| [2024-04-16 08:21:00 INFO]: Epoch [57][5/5] lr: 0.0005, eta: 0:03:17, time: 0.049, data_time: 0.142, memory: 3175, loss_cls: 0.3349, loss_sal: 0.2906, loss_video_cal: 0.0719, loss_layer_cal: 0.0136, loss: 0.7111, scale: 32768.0000 | |
| [2024-04-16 08:21:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_57.pth... | |
| [2024-04-16 08:21:00 INFO]: Validating... | |
| [2024-04-16 08:21:00 INFO]: Epoch (val) [57][11] loss_cls: 0.7256, loss_sal: 0.2892, loss_video_cal: 0.0000, loss_layer_cal: 0.0033, loss: 1.0181, mAP: 0.5987, best_mAP: 0.7179 | |
| [2024-04-16 08:21:01 INFO]: Epoch [58][5/5] lr: 0.0005, eta: 0:03:15, time: 0.052, data_time: 0.104, memory: 3175, loss_cls: 0.3512, loss_sal: 0.2985, loss_video_cal: 0.0718, loss_layer_cal: 0.0129, loss: 0.7344, scale: 32768.0000 | |
| [2024-04-16 08:21:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_58.pth... | |
| [2024-04-16 08:21:01 INFO]: Validating... | |
| [2024-04-16 08:21:01 INFO]: Epoch (val) [58][11] loss_cls: 0.7860, loss_sal: 0.2887, loss_video_cal: 0.0000, loss_layer_cal: 0.0030, loss: 1.0777, mAP: 0.5983, best_mAP: 0.7179 | |
| [2024-04-16 08:21:02 INFO]: Epoch [59][5/5] lr: 0.0005, eta: 0:03:13, time: 0.055, data_time: 0.145, memory: 3175, loss_cls: 0.3819, loss_sal: 0.2933, loss_video_cal: 0.0504, loss_layer_cal: 0.0136, loss: 0.7391, scale: 32768.0000 | |
| [2024-04-16 08:21:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_59.pth... | |
| [2024-04-16 08:21:02 INFO]: Validating... | |
| [2024-04-16 08:21:03 INFO]: Epoch (val) [59][11] loss_cls: 1.0137, loss_sal: 0.2873, loss_video_cal: 0.0000, loss_layer_cal: 0.0027, loss: 1.3037, mAP: 0.5523, best_mAP: 0.7179 | |
| [2024-04-16 08:21:04 INFO]: Epoch [60][5/5] lr: 0.0005, eta: 0:03:12, time: 0.054, data_time: 0.129, memory: 3175, loss_cls: 0.3657, loss_sal: 0.2985, loss_video_cal: 0.0472, loss_layer_cal: 0.0124, loss: 0.7238, scale: 32768.0000 | |
| [2024-04-16 08:21:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_60.pth... | |
| [2024-04-16 08:21:04 INFO]: Validating... | |
| [2024-04-16 08:21:04 INFO]: Epoch (val) [60][11] loss_cls: 0.8543, loss_sal: 0.2885, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 1.1454, mAP: 0.5540, best_mAP: 0.7179 | |
| [2024-04-16 08:21:05 INFO]: Epoch [61][5/5] lr: 0.0005, eta: 0:03:10, time: 0.056, data_time: 0.134, memory: 3175, loss_cls: 0.3142, loss_sal: 0.2950, loss_video_cal: 0.0505, loss_layer_cal: 0.0102, loss: 0.6699, scale: 32768.0000 | |
| [2024-04-16 08:21:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_61.pth... | |
| [2024-04-16 08:21:05 INFO]: Validating... | |
| [2024-04-16 08:21:05 INFO]: Epoch (val) [61][11] loss_cls: 0.7495, loss_sal: 0.2882, loss_video_cal: 0.0000, loss_layer_cal: 0.0025, loss: 1.0403, mAP: 0.5859, best_mAP: 0.7179 | |
| [2024-04-16 08:21:06 INFO]: Epoch [62][5/5] lr: 0.0005, eta: 0:03:09, time: 0.053, data_time: 0.154, memory: 3175, loss_cls: 0.3827, loss_sal: 0.2992, loss_video_cal: 0.0409, loss_layer_cal: 0.0146, loss: 0.7374, scale: 32768.0000 | |
| [2024-04-16 08:21:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_62.pth... | |
| [2024-04-16 08:21:06 INFO]: Validating... | |
| [2024-04-16 08:21:07 INFO]: Epoch (val) [62][11] loss_cls: 0.8854, loss_sal: 0.2884, loss_video_cal: 0.0000, loss_layer_cal: 0.0025, loss: 1.1764, mAP: 0.5910, best_mAP: 0.7179 | |
| [2024-04-16 08:21:08 INFO]: Epoch [63][5/5] lr: 0.0005, eta: 0:03:08, time: 0.055, data_time: 0.153, memory: 3175, loss_cls: 0.3120, loss_sal: 0.2884, loss_video_cal: 0.0433, loss_layer_cal: 0.0123, loss: 0.6560, scale: 32768.0000 | |
| [2024-04-16 08:21:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_63.pth... | |
| [2024-04-16 08:21:08 INFO]: Validating... | |
| [2024-04-16 08:21:08 INFO]: Epoch (val) [63][11] loss_cls: 1.0008, loss_sal: 0.2870, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 1.2904, mAP: 0.6008, best_mAP: 0.7179 | |
| [2024-04-16 08:21:09 INFO]: Epoch [64][5/5] lr: 0.0005, eta: 0:03:06, time: 0.055, data_time: 0.139, memory: 3175, loss_cls: 0.3535, loss_sal: 0.2945, loss_video_cal: 0.0602, loss_layer_cal: 0.0091, loss: 0.7173, scale: 32768.0000 | |
| [2024-04-16 08:21:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_64.pth... | |
| [2024-04-16 08:21:09 INFO]: Validating... | |
| [2024-04-16 08:21:09 INFO]: Epoch (val) [64][11] loss_cls: 0.9477, loss_sal: 0.2883, loss_video_cal: 0.0000, loss_layer_cal: 0.0025, loss: 1.2385, mAP: 0.6370, best_mAP: 0.7179 | |
| [2024-04-16 08:21:10 INFO]: Epoch [65][5/5] lr: 0.0005, eta: 0:03:05, time: 0.054, data_time: 0.155, memory: 3175, loss_cls: 0.3368, loss_sal: 0.2867, loss_video_cal: 0.0376, loss_layer_cal: 0.0067, loss: 0.6678, scale: 32768.0000 | |
| [2024-04-16 08:21:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_65.pth... | |
| [2024-04-16 08:21:11 INFO]: Validating... | |
| [2024-04-16 08:21:11 INFO]: Epoch (val) [65][11] loss_cls: 0.8056, loss_sal: 0.2885, loss_video_cal: 0.0000, loss_layer_cal: 0.0024, loss: 1.0965, mAP: 0.6586, best_mAP: 0.7179 | |
| [2024-04-16 08:21:12 INFO]: Epoch [66][5/5] lr: 0.0005, eta: 0:03:03, time: 0.049, data_time: 0.134, memory: 3175, loss_cls: 0.4340, loss_sal: 0.2946, loss_video_cal: 0.0497, loss_layer_cal: 0.0099, loss: 0.7882, scale: 32768.0000 | |
| [2024-04-16 08:21:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_66.pth... | |
| [2024-04-16 08:21:12 INFO]: Validating... | |
| [2024-04-16 08:21:12 INFO]: Epoch (val) [66][11] loss_cls: 1.0408, loss_sal: 0.2868, loss_video_cal: 0.0000, loss_layer_cal: 0.0025, loss: 1.3301, mAP: 0.6076, best_mAP: 0.7179 | |
| [2024-04-16 08:21:13 INFO]: Epoch [67][5/5] lr: 0.0005, eta: 0:03:02, time: 0.053, data_time: 0.166, memory: 3175, loss_cls: 0.3836, loss_sal: 0.2986, loss_video_cal: 0.0429, loss_layer_cal: 0.0110, loss: 0.7360, scale: 32768.0000 | |
| [2024-04-16 08:21:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_67.pth... | |
| [2024-04-16 08:21:13 INFO]: Validating... | |
| [2024-04-16 08:21:14 INFO]: Epoch (val) [67][11] loss_cls: 0.9450, loss_sal: 0.2870, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 1.2346, mAP: 0.6238, best_mAP: 0.7179 | |
| [2024-04-16 08:21:14 INFO]: Epoch [68][5/5] lr: 0.0005, eta: 0:03:01, time: 0.050, data_time: 0.136, memory: 3175, loss_cls: 0.3896, loss_sal: 0.2988, loss_video_cal: 0.0469, loss_layer_cal: 0.0131, loss: 0.7484, scale: 32768.0000 | |
| [2024-04-16 08:21:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_68.pth... | |
| [2024-04-16 08:21:15 INFO]: Validating... | |
| [2024-04-16 08:21:15 INFO]: Epoch (val) [68][11] loss_cls: 1.1095, loss_sal: 0.2874, loss_video_cal: 0.0000, loss_layer_cal: 0.0027, loss: 1.3995, mAP: 0.6321, best_mAP: 0.7179 | |
| [2024-04-16 08:21:16 INFO]: Epoch [69][5/5] lr: 0.0005, eta: 0:02:59, time: 0.053, data_time: 0.120, memory: 3175, loss_cls: 0.3378, loss_sal: 0.2988, loss_video_cal: 0.0331, loss_layer_cal: 0.0145, loss: 0.6842, scale: 32768.0000 | |
| [2024-04-16 08:21:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_69.pth... | |
| [2024-04-16 08:21:16 INFO]: Validating... | |
| [2024-04-16 08:21:16 INFO]: Epoch (val) [69][11] loss_cls: 1.1808, loss_sal: 0.2874, loss_video_cal: 0.0000, loss_layer_cal: 0.0030, loss: 1.4712, mAP: 0.6165, best_mAP: 0.7179 | |
| [2024-04-16 08:21:17 INFO]: Epoch [70][5/5] lr: 0.0005, eta: 0:02:58, time: 0.041, data_time: 0.152, memory: 3175, loss_cls: 0.3770, loss_sal: 0.2900, loss_video_cal: 0.0588, loss_layer_cal: 0.0129, loss: 0.7387, scale: 32768.0000 | |
| [2024-04-16 08:21:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_70.pth... | |
| [2024-04-16 08:21:17 INFO]: Validating... | |
| [2024-04-16 08:21:17 INFO]: Epoch (val) [70][11] loss_cls: 0.8346, loss_sal: 0.2884, loss_video_cal: 0.0000, loss_layer_cal: 0.0031, loss: 1.1261, mAP: 0.5929, best_mAP: 0.7179 | |
| [2024-04-16 08:21:18 INFO]: Epoch [71][5/5] lr: 0.0005, eta: 0:02:56, time: 0.051, data_time: 0.108, memory: 3175, loss_cls: 0.4013, loss_sal: 0.2883, loss_video_cal: 0.0487, loss_layer_cal: 0.0114, loss: 0.7497, scale: 32768.0000 | |
| [2024-04-16 08:21:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_71.pth... | |
| [2024-04-16 08:21:18 INFO]: Validating... | |
| [2024-04-16 08:21:19 INFO]: Epoch (val) [71][11] loss_cls: 0.9541, loss_sal: 0.2890, loss_video_cal: 0.0000, loss_layer_cal: 0.0030, loss: 1.2461, mAP: 0.5806, best_mAP: 0.7179 | |
| [2024-04-16 08:21:20 INFO]: Epoch [72][5/5] lr: 0.0005, eta: 0:02:55, time: 0.058, data_time: 0.154, memory: 3175, loss_cls: 0.3045, loss_sal: 0.2917, loss_video_cal: 0.0492, loss_layer_cal: 0.0113, loss: 0.6567, scale: 32768.0000 | |
| [2024-04-16 08:21:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_72.pth... | |
| [2024-04-16 08:21:20 INFO]: Validating... | |
| [2024-04-16 08:21:20 INFO]: Epoch (val) [72][11] loss_cls: 1.0341, loss_sal: 0.2883, loss_video_cal: 0.0000, loss_layer_cal: 0.0029, loss: 1.3253, mAP: 0.5771, best_mAP: 0.7179 | |
| [2024-04-16 08:21:21 INFO]: Epoch [73][5/5] lr: 0.0005, eta: 0:02:53, time: 0.045, data_time: 0.138, memory: 3175, loss_cls: 0.3586, loss_sal: 0.2894, loss_video_cal: 0.0380, loss_layer_cal: 0.0151, loss: 0.7011, scale: 32768.0000 | |
| [2024-04-16 08:21:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_73.pth... | |
| [2024-04-16 08:21:21 INFO]: Validating... | |
| [2024-04-16 08:21:21 INFO]: Epoch (val) [73][11] loss_cls: 0.8308, loss_sal: 0.2889, loss_video_cal: 0.0000, loss_layer_cal: 0.0028, loss: 1.1224, mAP: 0.6536, best_mAP: 0.7179 | |
| [2024-04-16 08:21:22 INFO]: Epoch [74][5/5] lr: 0.0005, eta: 0:02:52, time: 0.045, data_time: 0.155, memory: 3175, loss_cls: 0.3337, loss_sal: 0.2977, loss_video_cal: 0.0657, loss_layer_cal: 0.0125, loss: 0.7097, scale: 32768.0000 | |
| [2024-04-16 08:21:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_74.pth... | |
| [2024-04-16 08:21:22 INFO]: Validating... | |
| [2024-04-16 08:21:23 INFO]: Epoch (val) [74][11] loss_cls: 1.0915, loss_sal: 0.2893, loss_video_cal: 0.0000, loss_layer_cal: 0.0024, loss: 1.3833, mAP: 0.6112, best_mAP: 0.7179 | |
| [2024-04-16 08:21:23 INFO]: Epoch [75][5/5] lr: 0.0005, eta: 0:02:50, time: 0.048, data_time: 0.126, memory: 3175, loss_cls: 0.4582, loss_sal: 0.2891, loss_video_cal: 0.0462, loss_layer_cal: 0.0114, loss: 0.8048, scale: 32768.0000 | |
| [2024-04-16 08:21:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_75.pth... | |
| [2024-04-16 08:21:24 INFO]: Validating... | |
| [2024-04-16 08:21:24 INFO]: Epoch (val) [75][11] loss_cls: 1.0253, loss_sal: 0.2893, loss_video_cal: 0.0000, loss_layer_cal: 0.0023, loss: 1.3168, mAP: 0.6041, best_mAP: 0.7179 | |
| [2024-04-16 08:21:25 INFO]: Epoch [76][5/5] lr: 0.0005, eta: 0:02:48, time: 0.056, data_time: 0.118, memory: 3175, loss_cls: 0.3515, loss_sal: 0.2848, loss_video_cal: 0.0460, loss_layer_cal: 0.0113, loss: 0.6936, scale: 32768.0000 | |
| [2024-04-16 08:21:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_76.pth... | |
| [2024-04-16 08:21:25 INFO]: Validating... | |
| [2024-04-16 08:21:25 INFO]: Epoch (val) [76][11] loss_cls: 0.7500, loss_sal: 0.2893, loss_video_cal: 0.0000, loss_layer_cal: 0.0023, loss: 1.0416, mAP: 0.5325, best_mAP: 0.7179 | |
| [2024-04-16 08:21:26 INFO]: Epoch [77][5/5] lr: 0.0005, eta: 0:02:47, time: 0.055, data_time: 0.173, memory: 3175, loss_cls: 0.3797, loss_sal: 0.2926, loss_video_cal: 0.0457, loss_layer_cal: 0.0091, loss: 0.7272, scale: 32768.0000 | |
| [2024-04-16 08:21:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_77.pth... | |
| [2024-04-16 08:21:26 INFO]: Validating... | |
| [2024-04-16 08:21:27 INFO]: Epoch (val) [77][11] loss_cls: 1.1731, loss_sal: 0.2900, loss_video_cal: 0.0000, loss_layer_cal: 0.0023, loss: 1.4654, mAP: 0.5614, best_mAP: 0.7179 | |
| [2024-04-16 08:21:28 INFO]: Epoch [78][5/5] lr: 0.0005, eta: 0:02:46, time: 0.054, data_time: 0.154, memory: 3175, loss_cls: 0.3885, loss_sal: 0.2987, loss_video_cal: 0.0361, loss_layer_cal: 0.0105, loss: 0.7338, scale: 32768.0000 | |
| [2024-04-16 08:21:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_78.pth... | |
| [2024-04-16 08:21:28 INFO]: Validating... | |
| [2024-04-16 08:21:28 INFO]: Epoch (val) [78][11] loss_cls: 0.9471, loss_sal: 0.2910, loss_video_cal: 0.0000, loss_layer_cal: 0.0024, loss: 1.2404, mAP: 0.5948, best_mAP: 0.7179 | |
| [2024-04-16 08:21:29 INFO]: Epoch [79][5/5] lr: 0.0005, eta: 0:02:45, time: 0.053, data_time: 0.151, memory: 3175, loss_cls: 0.3768, loss_sal: 0.2985, loss_video_cal: 0.0549, loss_layer_cal: 0.0129, loss: 0.7431, scale: 32768.0000 | |
| [2024-04-16 08:21:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_79.pth... | |
| [2024-04-16 08:21:29 INFO]: Validating... | |
| [2024-04-16 08:21:29 INFO]: Epoch (val) [79][11] loss_cls: 0.7881, loss_sal: 0.2888, loss_video_cal: 0.0000, loss_layer_cal: 0.0025, loss: 1.0795, mAP: 0.5063, best_mAP: 0.7179 | |
| [2024-04-16 08:21:30 INFO]: Epoch [80][5/5] lr: 0.0005, eta: 0:02:43, time: 0.056, data_time: 0.170, memory: 3175, loss_cls: 0.4104, loss_sal: 0.2877, loss_video_cal: 0.0559, loss_layer_cal: 0.0103, loss: 0.7643, scale: 32768.0000 | |
| [2024-04-16 08:21:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_80.pth... | |
| [2024-04-16 08:21:31 INFO]: Validating... | |
| [2024-04-16 08:21:31 INFO]: Epoch (val) [80][11] loss_cls: 0.9503, loss_sal: 0.2890, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 1.2418, mAP: 0.5196, best_mAP: 0.7179 | |
| [2024-04-16 08:21:32 INFO]: Epoch [81][5/5] lr: 0.0005, eta: 0:02:42, time: 0.040, data_time: 0.118, memory: 3175, loss_cls: 0.4053, loss_sal: 0.2939, loss_video_cal: 0.0639, loss_layer_cal: 0.0121, loss: 0.7752, scale: 32768.0000 | |
| [2024-04-16 08:21:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_81.pth... | |
| [2024-04-16 08:21:32 INFO]: Validating... | |
| [2024-04-16 08:21:32 INFO]: Epoch (val) [81][11] loss_cls: 1.1061, loss_sal: 0.2894, loss_video_cal: 0.0000, loss_layer_cal: 0.0022, loss: 1.3976, mAP: 0.5253, best_mAP: 0.7179 | |
| [2024-04-16 08:21:33 INFO]: Epoch [82][5/5] lr: 0.0005, eta: 0:02:40, time: 0.052, data_time: 0.135, memory: 3175, loss_cls: 0.3875, loss_sal: 0.2959, loss_video_cal: 0.0541, loss_layer_cal: 0.0105, loss: 0.7479, scale: 32768.0000 | |
| [2024-04-16 08:21:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_82.pth... | |
| [2024-04-16 08:21:33 INFO]: Validating... | |
| [2024-04-16 08:21:33 INFO]: Epoch (val) [82][11] loss_cls: 1.1116, loss_sal: 0.2891, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 1.4026, mAP: 0.5688, best_mAP: 0.7179 | |
| [2024-04-16 08:21:34 INFO]: Epoch [83][5/5] lr: 0.0005, eta: 0:02:39, time: 0.057, data_time: 0.156, memory: 3175, loss_cls: 0.3025, loss_sal: 0.2960, loss_video_cal: 0.0449, loss_layer_cal: 0.0084, loss: 0.6519, scale: 32768.0000 | |
| [2024-04-16 08:21:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_83.pth... | |
| [2024-04-16 08:21:34 INFO]: Validating... | |
| [2024-04-16 08:21:35 INFO]: Epoch (val) [83][11] loss_cls: 1.0627, loss_sal: 0.2886, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 1.3530, mAP: 0.5788, best_mAP: 0.7179 | |
| [2024-04-16 08:21:36 INFO]: Epoch [84][5/5] lr: 0.0005, eta: 0:02:38, time: 0.056, data_time: 0.155, memory: 3175, loss_cls: 0.3207, loss_sal: 0.2941, loss_video_cal: 0.0410, loss_layer_cal: 0.0091, loss: 0.6649, scale: 32768.0000 | |
| [2024-04-16 08:21:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_84.pth... | |
| [2024-04-16 08:21:36 INFO]: Validating... | |
| [2024-04-16 08:21:36 INFO]: Epoch (val) [84][11] loss_cls: 1.1420, loss_sal: 0.2881, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.4316, mAP: 0.5881, best_mAP: 0.7179 | |
| [2024-04-16 08:21:37 INFO]: Epoch [85][5/5] lr: 0.0005, eta: 0:02:36, time: 0.049, data_time: 0.126, memory: 3175, loss_cls: 0.3700, loss_sal: 0.2950, loss_video_cal: 0.0365, loss_layer_cal: 0.0088, loss: 0.7104, scale: 32768.0000 | |
| [2024-04-16 08:21:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_85.pth... | |
| [2024-04-16 08:21:37 INFO]: Validating... | |
| [2024-04-16 08:21:37 INFO]: Epoch (val) [85][11] loss_cls: 1.0686, loss_sal: 0.2880, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.3582, mAP: 0.5988, best_mAP: 0.7179 | |
| [2024-04-16 08:21:38 INFO]: Epoch [86][5/5] lr: 0.0005, eta: 0:02:35, time: 0.050, data_time: 0.165, memory: 3175, loss_cls: 0.3902, loss_sal: 0.2913, loss_video_cal: 0.0338, loss_layer_cal: 0.0102, loss: 0.7256, scale: 32768.0000 | |
| [2024-04-16 08:21:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_86.pth... | |
| [2024-04-16 08:21:38 INFO]: Validating... | |
| [2024-04-16 08:21:39 INFO]: Epoch (val) [86][11] loss_cls: 0.8273, loss_sal: 0.2882, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 1.1174, mAP: 0.6100, best_mAP: 0.7179 | |
| [2024-04-16 08:21:40 INFO]: Epoch [87][5/5] lr: 0.0005, eta: 0:02:33, time: 0.048, data_time: 0.147, memory: 3175, loss_cls: 0.3783, loss_sal: 0.2910, loss_video_cal: 0.0398, loss_layer_cal: 0.0086, loss: 0.7177, scale: 32768.0000 | |
| [2024-04-16 08:21:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_87.pth... | |
| [2024-04-16 08:21:40 INFO]: Validating... | |
| [2024-04-16 08:21:40 INFO]: Epoch (val) [87][11] loss_cls: 1.2543, loss_sal: 0.2869, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 1.5433, mAP: 0.6344, best_mAP: 0.7179 | |
| [2024-04-16 08:21:41 INFO]: Epoch [88][5/5] lr: 0.0005, eta: 0:02:32, time: 0.044, data_time: 0.162, memory: 3175, loss_cls: 0.3883, loss_sal: 0.2900, loss_video_cal: 0.0286, loss_layer_cal: 0.0095, loss: 0.7164, scale: 32768.0000 | |
| [2024-04-16 08:21:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_88.pth... | |
| [2024-04-16 08:21:41 INFO]: Validating... | |
| [2024-04-16 08:21:41 INFO]: Epoch (val) [88][11] loss_cls: 1.6501, loss_sal: 0.2876, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 1.9398, mAP: 0.5997, best_mAP: 0.7179 | |
| [2024-04-16 08:21:42 INFO]: Epoch [89][5/5] lr: 0.0005, eta: 0:02:31, time: 0.055, data_time: 0.156, memory: 3175, loss_cls: 0.3432, loss_sal: 0.2943, loss_video_cal: 0.0358, loss_layer_cal: 0.0084, loss: 0.6817, scale: 32768.0000 | |
| [2024-04-16 08:21:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_89.pth... | |
| [2024-04-16 08:21:43 INFO]: Validating... | |
| [2024-04-16 08:21:43 INFO]: Epoch (val) [89][11] loss_cls: 1.2530, loss_sal: 0.2877, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 1.5428, mAP: 0.6115, best_mAP: 0.7179 | |
| [2024-04-16 08:21:44 INFO]: Epoch [90][5/5] lr: 0.0005, eta: 0:02:30, time: 0.054, data_time: 0.159, memory: 3175, loss_cls: 0.3262, loss_sal: 0.2916, loss_video_cal: 0.0517, loss_layer_cal: 0.0102, loss: 0.6797, scale: 32768.0000 | |
| [2024-04-16 08:21:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_90.pth... | |
| [2024-04-16 08:21:44 INFO]: Validating... | |
| [2024-04-16 08:21:44 INFO]: Epoch (val) [90][11] loss_cls: 0.7887, loss_sal: 0.2891, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 1.0799, mAP: 0.5973, best_mAP: 0.7179 | |
| [2024-04-16 08:21:45 INFO]: Epoch [91][5/5] lr: 0.0005, eta: 0:02:28, time: 0.055, data_time: 0.172, memory: 3175, loss_cls: 0.3467, loss_sal: 0.2878, loss_video_cal: 0.0482, loss_layer_cal: 0.0124, loss: 0.6951, scale: 32768.0000 | |
| [2024-04-16 08:21:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_91.pth... | |
| [2024-04-16 08:21:45 INFO]: Validating... | |
| [2024-04-16 08:21:46 INFO]: Epoch (val) [91][11] loss_cls: 0.9307, loss_sal: 0.2886, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 1.2214, mAP: 0.6079, best_mAP: 0.7179 | |
| [2024-04-16 08:21:47 INFO]: Epoch [92][5/5] lr: 0.0005, eta: 0:02:27, time: 0.052, data_time: 0.144, memory: 3175, loss_cls: 0.3224, loss_sal: 0.2865, loss_video_cal: 0.0377, loss_layer_cal: 0.0099, loss: 0.6565, scale: 32768.0000 | |
| [2024-04-16 08:21:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_92.pth... | |
| [2024-04-16 08:21:47 INFO]: Validating... | |
| [2024-04-16 08:21:47 INFO]: Epoch (val) [92][11] loss_cls: 1.0986, loss_sal: 0.2888, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 1.3894, mAP: 0.5871, best_mAP: 0.7179 | |
| [2024-04-16 08:21:48 INFO]: Epoch [93][5/5] lr: 0.0005, eta: 0:02:26, time: 0.055, data_time: 0.153, memory: 3175, loss_cls: 0.2884, loss_sal: 0.2858, loss_video_cal: 0.0379, loss_layer_cal: 0.0089, loss: 0.6211, scale: 32768.0000 | |
| [2024-04-16 08:21:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_93.pth... | |
| [2024-04-16 08:21:48 INFO]: Validating... | |
| [2024-04-16 08:21:48 INFO]: Epoch (val) [93][11] loss_cls: 0.9465, loss_sal: 0.2932, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 1.2416, mAP: 0.5781, best_mAP: 0.7179 | |
| [2024-04-16 08:21:49 INFO]: Epoch [94][5/5] lr: 0.0005, eta: 0:02:24, time: 0.048, data_time: 0.144, memory: 3175, loss_cls: 0.2787, loss_sal: 0.2851, loss_video_cal: 0.0325, loss_layer_cal: 0.0106, loss: 0.6069, scale: 32768.0000 | |
| [2024-04-16 08:21:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_94.pth... | |
| [2024-04-16 08:21:50 INFO]: Validating... | |
| [2024-04-16 08:21:50 INFO]: Epoch (val) [94][11] loss_cls: 0.8488, loss_sal: 0.2921, loss_video_cal: 0.0000, loss_layer_cal: 0.0018, loss: 1.1426, mAP: 0.5700, best_mAP: 0.7179 | |
| [2024-04-16 08:21:51 INFO]: Epoch [95][5/5] lr: 0.0005, eta: 0:02:23, time: 0.041, data_time: 0.167, memory: 3175, loss_cls: 0.3403, loss_sal: 0.2904, loss_video_cal: 0.0366, loss_layer_cal: 0.0084, loss: 0.6758, scale: 32768.0000 | |
| [2024-04-16 08:21:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_95.pth... | |
| [2024-04-16 08:21:51 INFO]: Validating... | |
| [2024-04-16 08:21:51 INFO]: Epoch (val) [95][11] loss_cls: 0.9257, loss_sal: 0.2919, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 1.2193, mAP: 0.5745, best_mAP: 0.7179 | |
| [2024-04-16 08:21:52 INFO]: Epoch [96][5/5] lr: 0.0005, eta: 0:02:21, time: 0.049, data_time: 0.152, memory: 3175, loss_cls: 0.3861, loss_sal: 0.2862, loss_video_cal: 0.0376, loss_layer_cal: 0.0068, loss: 0.7167, scale: 32768.0000 | |
| [2024-04-16 08:21:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_96.pth... | |
| [2024-04-16 08:21:52 INFO]: Validating... | |
| [2024-04-16 08:21:53 INFO]: Epoch (val) [96][11] loss_cls: 1.1185, loss_sal: 0.2911, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.4113, mAP: 0.5800, best_mAP: 0.7179 | |
| [2024-04-16 08:21:54 INFO]: Epoch [97][5/5] lr: 0.0005, eta: 0:02:20, time: 0.056, data_time: 0.154, memory: 3175, loss_cls: 0.2810, loss_sal: 0.2837, loss_video_cal: 0.0373, loss_layer_cal: 0.0087, loss: 0.6108, scale: 32768.0000 | |
| [2024-04-16 08:21:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_97.pth... | |
| [2024-04-16 08:21:54 INFO]: Validating... | |
| [2024-04-16 08:21:54 INFO]: Epoch (val) [97][11] loss_cls: 1.1439, loss_sal: 0.2898, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.4353, mAP: 0.5738, best_mAP: 0.7179 | |
| [2024-04-16 08:21:55 INFO]: Epoch [98][5/5] lr: 0.0005, eta: 0:02:19, time: 0.043, data_time: 0.144, memory: 3175, loss_cls: 0.3508, loss_sal: 0.2809, loss_video_cal: 0.0546, loss_layer_cal: 0.0097, loss: 0.6960, scale: 32768.0000 | |
| [2024-04-16 08:21:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_98.pth... | |
| [2024-04-16 08:21:55 INFO]: Validating... | |
| [2024-04-16 08:21:55 INFO]: Epoch (val) [98][11] loss_cls: 1.0282, loss_sal: 0.2905, loss_video_cal: 0.0000, loss_layer_cal: 0.0018, loss: 1.3204, mAP: 0.6267, best_mAP: 0.7179 | |
| [2024-04-16 08:21:56 INFO]: Epoch [99][5/5] lr: 0.0005, eta: 0:02:17, time: 0.045, data_time: 0.132, memory: 3175, loss_cls: 0.3561, loss_sal: 0.2856, loss_video_cal: 0.0250, loss_layer_cal: 0.0082, loss: 0.6749, scale: 32768.0000 | |
| [2024-04-16 08:21:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_99.pth... | |
| [2024-04-16 08:21:56 INFO]: Validating... | |
| [2024-04-16 08:21:56 INFO]: Epoch (val) [99][11] loss_cls: 1.0519, loss_sal: 0.2903, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 1.3442, mAP: 0.5896, best_mAP: 0.7179 | |
| [2024-04-16 08:21:57 INFO]: Epoch [100][5/5] lr: 0.0005, eta: 0:02:16, time: 0.047, data_time: 0.125, memory: 3175, loss_cls: 0.3198, loss_sal: 0.2893, loss_video_cal: 0.0301, loss_layer_cal: 0.0070, loss: 0.6461, scale: 32768.0000 | |
| [2024-04-16 08:21:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_100.pth... | |
| [2024-04-16 08:21:57 INFO]: Validating... | |
| [2024-04-16 08:21:58 INFO]: Epoch (val) [100][11] loss_cls: 0.9082, loss_sal: 0.2905, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 1.2006, mAP: 0.5575, best_mAP: 0.7179 | |
| [2024-04-16 08:21:59 INFO]: Epoch [101][5/5] lr: 0.0005, eta: 0:02:14, time: 0.047, data_time: 0.155, memory: 3175, loss_cls: 0.4430, loss_sal: 0.2808, loss_video_cal: 0.0442, loss_layer_cal: 0.0103, loss: 0.7783, scale: 32768.0000 | |
| [2024-04-16 08:21:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_101.pth... | |
| [2024-04-16 08:21:59 INFO]: Validating... | |
| [2024-04-16 08:21:59 INFO]: Epoch (val) [101][11] loss_cls: 1.2194, loss_sal: 0.2913, loss_video_cal: 0.0000, loss_layer_cal: 0.0018, loss: 1.5125, mAP: 0.5657, best_mAP: 0.7179 | |
| [2024-04-16 08:22:00 INFO]: Epoch [102][5/5] lr: 0.0005, eta: 0:02:13, time: 0.052, data_time: 0.141, memory: 3175, loss_cls: 0.3143, loss_sal: 0.2863, loss_video_cal: 0.0340, loss_layer_cal: 0.0103, loss: 0.6449, scale: 32768.0000 | |
| [2024-04-16 08:22:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_102.pth... | |
| [2024-04-16 08:22:00 INFO]: Validating... | |
| [2024-04-16 08:22:00 INFO]: Epoch (val) [102][11] loss_cls: 1.0277, loss_sal: 0.3138, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.3431, mAP: 0.5767, best_mAP: 0.7179 | |
| [2024-04-16 08:22:01 INFO]: Epoch [103][5/5] lr: 0.0005, eta: 0:02:11, time: 0.053, data_time: 0.137, memory: 3175, loss_cls: 0.2865, loss_sal: 0.2962, loss_video_cal: 0.0494, loss_layer_cal: 0.0110, loss: 0.6431, scale: 32768.0000 | |
| [2024-04-16 08:22:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_103.pth... | |
| [2024-04-16 08:22:01 INFO]: Validating... | |
| [2024-04-16 08:22:02 INFO]: Epoch (val) [103][11] loss_cls: 0.7611, loss_sal: 0.2948, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.0572, mAP: 0.5908, best_mAP: 0.7179 | |
| [2024-04-16 08:22:03 INFO]: Epoch [104][5/5] lr: 0.0005, eta: 0:02:10, time: 0.053, data_time: 0.157, memory: 3175, loss_cls: 0.3265, loss_sal: 0.2896, loss_video_cal: 0.0480, loss_layer_cal: 0.0086, loss: 0.6727, scale: 32768.0000 | |
| [2024-04-16 08:22:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_104.pth... | |
| [2024-04-16 08:22:03 INFO]: Validating... | |
| [2024-04-16 08:22:03 INFO]: Epoch (val) [104][11] loss_cls: 0.7000, loss_sal: 0.3105, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.0119, mAP: 0.5832, best_mAP: 0.7179 | |
| [2024-04-16 08:22:04 INFO]: Epoch [105][5/5] lr: 0.0005, eta: 0:02:09, time: 0.058, data_time: 0.168, memory: 3175, loss_cls: 0.2609, loss_sal: 0.2869, loss_video_cal: 0.0277, loss_layer_cal: 0.0100, loss: 0.5856, scale: 32768.0000 | |
| [2024-04-16 08:22:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_105.pth... | |
| [2024-04-16 08:22:04 INFO]: Validating... | |
| [2024-04-16 08:22:05 INFO]: Epoch (val) [105][11] loss_cls: 0.8823, loss_sal: 0.2978, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.1815, mAP: 0.5606, best_mAP: 0.7179 | |
| [2024-04-16 08:22:06 INFO]: Epoch [106][5/5] lr: 0.0005, eta: 0:02:07, time: 0.056, data_time: 0.139, memory: 3175, loss_cls: 0.2795, loss_sal: 0.2823, loss_video_cal: 0.0298, loss_layer_cal: 0.0108, loss: 0.6024, scale: 32768.0000 | |
| [2024-04-16 08:22:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_106.pth... | |
| [2024-04-16 08:22:06 INFO]: Validating... | |
| [2024-04-16 08:22:06 INFO]: Epoch (val) [106][11] loss_cls: 0.8884, loss_sal: 0.2984, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.1882, mAP: 0.5667, best_mAP: 0.7179 | |
| [2024-04-16 08:22:07 INFO]: Epoch [107][5/5] lr: 0.0005, eta: 0:02:06, time: 0.055, data_time: 0.170, memory: 3175, loss_cls: 0.2835, loss_sal: 0.2797, loss_video_cal: 0.0306, loss_layer_cal: 0.0098, loss: 0.6035, scale: 32768.0000 | |
| [2024-04-16 08:22:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_107.pth... | |
| [2024-04-16 08:22:07 INFO]: Validating... | |
| [2024-04-16 08:22:07 INFO]: Epoch (val) [107][11] loss_cls: 0.8944, loss_sal: 0.3057, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.2017, mAP: 0.5708, best_mAP: 0.7179 | |
| [2024-04-16 08:22:08 INFO]: Epoch [108][5/5] lr: 0.0005, eta: 0:02:05, time: 0.051, data_time: 0.157, memory: 3175, loss_cls: 0.3164, loss_sal: 0.2779, loss_video_cal: 0.0323, loss_layer_cal: 0.0071, loss: 0.6336, scale: 32768.0000 | |
| [2024-04-16 08:22:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_108.pth... | |
| [2024-04-16 08:22:08 INFO]: Validating... | |
| [2024-04-16 08:22:09 INFO]: Epoch (val) [108][11] loss_cls: 1.0534, loss_sal: 0.3165, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 1.3716, mAP: 0.5614, best_mAP: 0.7179 | |
| [2024-04-16 08:22:10 INFO]: Epoch [109][5/5] lr: 0.0005, eta: 0:02:04, time: 0.047, data_time: 0.156, memory: 3175, loss_cls: 0.2965, loss_sal: 0.2793, loss_video_cal: 0.0419, loss_layer_cal: 0.0064, loss: 0.6241, scale: 32768.0000 | |
| [2024-04-16 08:22:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_109.pth... | |
| [2024-04-16 08:22:10 INFO]: Validating... | |
| [2024-04-16 08:22:10 INFO]: Epoch (val) [109][11] loss_cls: 1.2343, loss_sal: 0.3175, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 1.5535, mAP: 0.5772, best_mAP: 0.7179 | |
| [2024-04-16 08:22:11 INFO]: Epoch [110][5/5] lr: 0.0005, eta: 0:02:02, time: 0.051, data_time: 0.151, memory: 3175, loss_cls: 0.3429, loss_sal: 0.2777, loss_video_cal: 0.0346, loss_layer_cal: 0.0072, loss: 0.6624, scale: 32768.0000 | |
| [2024-04-16 08:22:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_110.pth... | |
| [2024-04-16 08:22:11 INFO]: Validating... | |
| [2024-04-16 08:22:11 INFO]: Epoch (val) [110][11] loss_cls: 1.0505, loss_sal: 0.3235, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 1.3759, mAP: 0.5802, best_mAP: 0.7179 | |
| [2024-04-16 08:22:12 INFO]: Epoch [111][5/5] lr: 0.0005, eta: 0:02:01, time: 0.055, data_time: 0.128, memory: 3175, loss_cls: 0.2840, loss_sal: 0.2820, loss_video_cal: 0.0220, loss_layer_cal: 0.0081, loss: 0.5961, scale: 32768.0000 | |
| [2024-04-16 08:22:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_111.pth... | |
| [2024-04-16 08:22:12 INFO]: Validating... | |
| [2024-04-16 08:22:13 INFO]: Epoch (val) [111][11] loss_cls: 1.1886, loss_sal: 0.2928, loss_video_cal: 0.0000, loss_layer_cal: 0.0018, loss: 1.4832, mAP: 0.6087, best_mAP: 0.7179 | |
| [2024-04-16 08:22:14 INFO]: Epoch [112][5/5] lr: 0.0005, eta: 0:01:59, time: 0.046, data_time: 0.147, memory: 3175, loss_cls: 0.3088, loss_sal: 0.2669, loss_video_cal: 0.0332, loss_layer_cal: 0.0062, loss: 0.6152, scale: 32768.0000 | |
| [2024-04-16 08:22:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_112.pth... | |
| [2024-04-16 08:22:14 INFO]: Validating... | |
| [2024-04-16 08:22:14 INFO]: Epoch (val) [112][11] loss_cls: 1.4420, loss_sal: 0.2872, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 1.7311, mAP: 0.6179, best_mAP: 0.7179 | |
| [2024-04-16 08:22:15 INFO]: Epoch [113][5/5] lr: 0.0005, eta: 0:01:58, time: 0.051, data_time: 0.144, memory: 3175, loss_cls: 0.3481, loss_sal: 0.2918, loss_video_cal: 0.0427, loss_layer_cal: 0.0091, loss: 0.6917, scale: 32768.0000 | |
| [2024-04-16 08:22:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_113.pth... | |
| [2024-04-16 08:22:15 INFO]: Validating... | |
| [2024-04-16 08:22:15 INFO]: Epoch (val) [113][11] loss_cls: 0.9167, loss_sal: 0.2868, loss_video_cal: 0.0000, loss_layer_cal: 0.0018, loss: 1.2053, mAP: 0.6280, best_mAP: 0.7179 | |
| [2024-04-16 08:22:16 INFO]: Epoch [114][5/5] lr: 0.0005, eta: 0:01:57, time: 0.050, data_time: 0.168, memory: 3175, loss_cls: 0.4076, loss_sal: 0.2737, loss_video_cal: 0.0384, loss_layer_cal: 0.0086, loss: 0.7284, scale: 32768.0000 | |
| [2024-04-16 08:22:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_114.pth... | |
| [2024-04-16 08:22:17 INFO]: Validating... | |
| [2024-04-16 08:22:17 INFO]: Epoch (val) [114][11] loss_cls: 0.7341, loss_sal: 0.2868, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.0224, mAP: 0.6271, best_mAP: 0.7179 | |
| [2024-04-16 08:22:18 INFO]: Epoch [115][5/5] lr: 0.0005, eta: 0:01:55, time: 0.050, data_time: 0.105, memory: 3175, loss_cls: 0.3508, loss_sal: 0.2672, loss_video_cal: 0.0264, loss_layer_cal: 0.0104, loss: 0.6548, scale: 32768.0000 | |
| [2024-04-16 08:22:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_115.pth... | |
| [2024-04-16 08:22:18 INFO]: Validating... | |
| [2024-04-16 08:22:18 INFO]: Epoch (val) [115][11] loss_cls: 0.8105, loss_sal: 0.2873, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.0990, mAP: 0.6096, best_mAP: 0.7179 | |
| [2024-04-16 08:22:19 INFO]: Epoch [116][5/5] lr: 0.0005, eta: 0:01:54, time: 0.051, data_time: 0.153, memory: 3175, loss_cls: 0.3108, loss_sal: 0.2834, loss_video_cal: 0.0399, loss_layer_cal: 0.0077, loss: 0.6417, scale: 32768.0000 | |
| [2024-04-16 08:22:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_116.pth... | |
| [2024-04-16 08:22:19 INFO]: Validating... | |
| [2024-04-16 08:22:19 INFO]: Epoch (val) [116][11] loss_cls: 0.8857, loss_sal: 0.2923, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.1791, mAP: 0.6398, best_mAP: 0.7179 | |
| [2024-04-16 08:22:20 INFO]: Epoch [117][5/5] lr: 0.0005, eta: 0:01:52, time: 0.049, data_time: 0.120, memory: 3175, loss_cls: 0.3308, loss_sal: 0.3061, loss_video_cal: 0.0491, loss_layer_cal: 0.0088, loss: 0.6948, scale: 32768.0000 | |
| [2024-04-16 08:22:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_117.pth... | |
| [2024-04-16 08:22:20 INFO]: Validating... | |
| [2024-04-16 08:22:21 INFO]: Epoch (val) [117][11] loss_cls: 0.9270, loss_sal: 0.2881, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.2164, mAP: 0.6613, best_mAP: 0.7179 | |
| [2024-04-16 08:22:22 INFO]: Epoch [118][5/5] lr: 0.0005, eta: 0:01:51, time: 0.055, data_time: 0.141, memory: 3175, loss_cls: 0.2283, loss_sal: 0.2788, loss_video_cal: 0.0297, loss_layer_cal: 0.0068, loss: 0.5435, scale: 32768.0000 | |
| [2024-04-16 08:22:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_118.pth... | |
| [2024-04-16 08:22:22 INFO]: Validating... | |
| [2024-04-16 08:22:22 INFO]: Epoch (val) [118][11] loss_cls: 1.1477, loss_sal: 0.2854, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.4344, mAP: 0.6338, best_mAP: 0.7179 | |
| [2024-04-16 08:22:23 INFO]: Epoch [119][5/5] lr: 0.0005, eta: 0:01:50, time: 0.045, data_time: 0.125, memory: 3175, loss_cls: 0.2600, loss_sal: 0.2787, loss_video_cal: 0.0312, loss_layer_cal: 0.0078, loss: 0.5777, scale: 32768.0000 | |
| [2024-04-16 08:22:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_119.pth... | |
| [2024-04-16 08:22:23 INFO]: Validating... | |
| [2024-04-16 08:22:23 INFO]: Epoch (val) [119][11] loss_cls: 1.1928, loss_sal: 0.2877, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.4820, mAP: 0.6229, best_mAP: 0.7179 | |
| [2024-04-16 08:22:24 INFO]: Epoch [120][5/5] lr: 0.0005, eta: 0:01:48, time: 0.047, data_time: 0.156, memory: 3175, loss_cls: 0.2331, loss_sal: 0.2784, loss_video_cal: 0.0461, loss_layer_cal: 0.0100, loss: 0.5676, scale: 32768.0000 | |
| [2024-04-16 08:22:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_120.pth... | |
| [2024-04-16 08:22:24 INFO]: Validating... | |
| [2024-04-16 08:22:25 INFO]: Epoch (val) [120][11] loss_cls: 1.1249, loss_sal: 0.2938, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.4203, mAP: 0.6268, best_mAP: 0.7179 | |
| [2024-04-16 08:22:25 INFO]: Epoch [121][5/5] lr: 0.0005, eta: 0:01:47, time: 0.043, data_time: 0.148, memory: 3175, loss_cls: 0.3098, loss_sal: 0.2799, loss_video_cal: 0.0295, loss_layer_cal: 0.0065, loss: 0.6258, scale: 32768.0000 | |
| [2024-04-16 08:22:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_121.pth... | |
| [2024-04-16 08:22:26 INFO]: Validating... | |
| [2024-04-16 08:22:26 INFO]: Epoch (val) [121][11] loss_cls: 1.2129, loss_sal: 0.2871, loss_video_cal: 0.0000, loss_layer_cal: 0.0018, loss: 1.5017, mAP: 0.6098, best_mAP: 0.7179 | |
| [2024-04-16 08:22:27 INFO]: Epoch [122][5/5] lr: 0.0005, eta: 0:01:45, time: 0.054, data_time: 0.123, memory: 3175, loss_cls: 0.2681, loss_sal: 0.2837, loss_video_cal: 0.0235, loss_layer_cal: 0.0067, loss: 0.5819, scale: 32768.0000 | |
| [2024-04-16 08:22:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_122.pth... | |
| [2024-04-16 08:22:27 INFO]: Validating... | |
| [2024-04-16 08:22:27 INFO]: Epoch (val) [122][11] loss_cls: 1.3214, loss_sal: 0.2815, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 1.6049, mAP: 0.6005, best_mAP: 0.7179 | |
| [2024-04-16 08:22:28 INFO]: Epoch [123][5/5] lr: 0.0005, eta: 0:01:44, time: 0.052, data_time: 0.147, memory: 3175, loss_cls: 0.3084, loss_sal: 0.2765, loss_video_cal: 0.0362, loss_layer_cal: 0.0076, loss: 0.6287, scale: 32768.0000 | |
| [2024-04-16 08:22:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_123.pth... | |
| [2024-04-16 08:22:28 INFO]: Validating... | |
| [2024-04-16 08:22:29 INFO]: Epoch (val) [123][11] loss_cls: 0.9618, loss_sal: 0.2888, loss_video_cal: 0.0000, loss_layer_cal: 0.0022, loss: 1.2528, mAP: 0.6524, best_mAP: 0.7179 | |
| [2024-04-16 08:22:30 INFO]: Epoch [124][5/5] lr: 0.0005, eta: 0:01:43, time: 0.053, data_time: 0.156, memory: 3175, loss_cls: 0.2981, loss_sal: 0.2657, loss_video_cal: 0.0165, loss_layer_cal: 0.0050, loss: 0.5853, scale: 32768.0000 | |
| [2024-04-16 08:22:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_124.pth... | |
| [2024-04-16 08:22:30 INFO]: Validating... | |
| [2024-04-16 08:22:30 INFO]: Epoch (val) [124][11] loss_cls: 0.7616, loss_sal: 0.3092, loss_video_cal: 0.0000, loss_layer_cal: 0.0024, loss: 1.0732, mAP: 0.6535, best_mAP: 0.7179 | |
| [2024-04-16 08:22:31 INFO]: Epoch [125][5/5] lr: 0.0005, eta: 0:01:41, time: 0.054, data_time: 0.141, memory: 3175, loss_cls: 0.2792, loss_sal: 0.2743, loss_video_cal: 0.0466, loss_layer_cal: 0.0086, loss: 0.6087, scale: 32768.0000 | |
| [2024-04-16 08:22:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_125.pth... | |
| [2024-04-16 08:22:31 INFO]: Validating... | |
| [2024-04-16 08:22:31 INFO]: Epoch (val) [125][11] loss_cls: 1.0590, loss_sal: 0.2970, loss_video_cal: 0.0000, loss_layer_cal: 0.0023, loss: 1.3583, mAP: 0.6322, best_mAP: 0.7179 | |
| [2024-04-16 08:22:32 INFO]: Epoch [126][5/5] lr: 0.0005, eta: 0:01:40, time: 0.049, data_time: 0.137, memory: 3175, loss_cls: 0.3451, loss_sal: 0.2785, loss_video_cal: 0.0322, loss_layer_cal: 0.0089, loss: 0.6647, scale: 32768.0000 | |
| [2024-04-16 08:22:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_126.pth... | |
| [2024-04-16 08:22:32 INFO]: Validating... | |
| [2024-04-16 08:22:33 INFO]: Epoch (val) [126][11] loss_cls: 1.1584, loss_sal: 0.2948, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 1.4553, mAP: 0.6531, best_mAP: 0.7179 | |
| [2024-04-16 08:22:34 INFO]: Epoch [127][5/5] lr: 0.0005, eta: 0:01:39, time: 0.057, data_time: 0.170, memory: 3175, loss_cls: 0.2936, loss_sal: 0.2703, loss_video_cal: 0.0318, loss_layer_cal: 0.0075, loss: 0.6032, scale: 32768.0000 | |
| [2024-04-16 08:22:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_127.pth... | |
| [2024-04-16 08:22:34 INFO]: Validating... | |
| [2024-04-16 08:22:34 INFO]: Epoch (val) [127][11] loss_cls: 1.1543, loss_sal: 0.2903, loss_video_cal: 0.0000, loss_layer_cal: 0.0018, loss: 1.4465, mAP: 0.6515, best_mAP: 0.7179 | |
| [2024-04-16 08:22:35 INFO]: Epoch [128][5/5] lr: 0.0005, eta: 0:01:37, time: 0.053, data_time: 0.158, memory: 3175, loss_cls: 0.2739, loss_sal: 0.2768, loss_video_cal: 0.0300, loss_layer_cal: 0.0081, loss: 0.5888, scale: 32768.0000 | |
| [2024-04-16 08:22:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_128.pth... | |
| [2024-04-16 08:22:35 INFO]: Validating... | |
| [2024-04-16 08:22:35 INFO]: Epoch (val) [128][11] loss_cls: 0.9615, loss_sal: 0.2968, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.2599, mAP: 0.6775, best_mAP: 0.7179 | |
| [2024-04-16 08:22:37 INFO]: Epoch [129][5/5] lr: 0.0005, eta: 0:01:36, time: 0.053, data_time: 0.168, memory: 3175, loss_cls: 0.2687, loss_sal: 0.2673, loss_video_cal: 0.0312, loss_layer_cal: 0.0107, loss: 0.5779, scale: 32768.0000 | |
| [2024-04-16 08:22:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_129.pth... | |
| [2024-04-16 08:22:37 INFO]: Validating... | |
| [2024-04-16 08:22:37 INFO]: Epoch (val) [129][11] loss_cls: 1.0901, loss_sal: 0.3007, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.3923, mAP: 0.6605, best_mAP: 0.7179 | |
| [2024-04-16 08:22:38 INFO]: Epoch [130][5/5] lr: 0.0005, eta: 0:01:35, time: 0.055, data_time: 0.174, memory: 3175, loss_cls: 0.2385, loss_sal: 0.2753, loss_video_cal: 0.0274, loss_layer_cal: 0.0103, loss: 0.5516, scale: 32768.0000 | |
| [2024-04-16 08:22:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_130.pth... | |
| [2024-04-16 08:22:38 INFO]: Validating... | |
| [2024-04-16 08:22:38 INFO]: Epoch (val) [130][11] loss_cls: 1.3343, loss_sal: 0.2916, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.6274, mAP: 0.6003, best_mAP: 0.7179 | |
| [2024-04-16 08:22:40 INFO]: Epoch [131][5/5] lr: 0.0005, eta: 0:01:33, time: 0.055, data_time: 0.181, memory: 3175, loss_cls: 0.2552, loss_sal: 0.2624, loss_video_cal: 0.0427, loss_layer_cal: 0.0085, loss: 0.5687, scale: 32768.0000 | |
| [2024-04-16 08:22:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_131.pth... | |
| [2024-04-16 08:22:40 INFO]: Validating... | |
| [2024-04-16 08:22:40 INFO]: Epoch (val) [131][11] loss_cls: 1.1097, loss_sal: 0.3003, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.4114, mAP: 0.6302, best_mAP: 0.7179 | |
| [2024-04-16 08:22:41 INFO]: Epoch [132][5/5] lr: 0.0005, eta: 0:01:32, time: 0.051, data_time: 0.147, memory: 3175, loss_cls: 0.2300, loss_sal: 0.2724, loss_video_cal: 0.0374, loss_layer_cal: 0.0064, loss: 0.5461, scale: 32768.0000 | |
| [2024-04-16 08:22:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_132.pth... | |
| [2024-04-16 08:22:41 INFO]: Validating... | |
| [2024-04-16 08:22:41 INFO]: Epoch (val) [132][11] loss_cls: 0.9507, loss_sal: 0.2849, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.2371, mAP: 0.6431, best_mAP: 0.7179 | |
| [2024-04-16 08:22:43 INFO]: Epoch [133][5/5] lr: 0.0005, eta: 0:01:31, time: 0.051, data_time: 0.355, memory: 3175, loss_cls: 0.2149, loss_sal: 0.2690, loss_video_cal: 0.0237, loss_layer_cal: 0.0074, loss: 0.5150, scale: 32768.0000 | |
| [2024-04-16 08:22:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_133.pth... | |
| [2024-04-16 08:22:44 INFO]: Validating... | |
| [2024-04-16 08:22:44 INFO]: Epoch (val) [133][11] loss_cls: 1.1433, loss_sal: 0.2886, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.4333, mAP: 0.6328, best_mAP: 0.7179 | |
| [2024-04-16 08:22:45 INFO]: Epoch [134][5/5] lr: 0.0005, eta: 0:01:30, time: 0.053, data_time: 0.164, memory: 3175, loss_cls: 0.2405, loss_sal: 0.2646, loss_video_cal: 0.0382, loss_layer_cal: 0.0080, loss: 0.5514, scale: 32768.0000 | |
| [2024-04-16 08:22:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_134.pth... | |
| [2024-04-16 08:22:45 INFO]: Validating... | |
| [2024-04-16 08:22:45 INFO]: Epoch (val) [134][11] loss_cls: 1.1696, loss_sal: 0.2873, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.4585, mAP: 0.6282, best_mAP: 0.7179 | |
| [2024-04-16 08:22:46 INFO]: Epoch [135][5/5] lr: 0.0005, eta: 0:01:29, time: 0.052, data_time: 0.150, memory: 3175, loss_cls: 0.2532, loss_sal: 0.2765, loss_video_cal: 0.0361, loss_layer_cal: 0.0084, loss: 0.5742, scale: 32768.0000 | |
| [2024-04-16 08:22:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_135.pth... | |
| [2024-04-16 08:22:46 INFO]: Validating... | |
| [2024-04-16 08:22:47 INFO]: Epoch (val) [135][11] loss_cls: 1.0272, loss_sal: 0.2902, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 1.3191, mAP: 0.6627, best_mAP: 0.7179 | |
| [2024-04-16 08:22:48 INFO]: Epoch [136][5/5] lr: 0.0005, eta: 0:01:27, time: 0.057, data_time: 0.156, memory: 3175, loss_cls: 0.2144, loss_sal: 0.2637, loss_video_cal: 0.0355, loss_layer_cal: 0.0074, loss: 0.5210, scale: 32768.0000 | |
| [2024-04-16 08:22:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_136.pth... | |
| [2024-04-16 08:22:48 INFO]: Validating... | |
| [2024-04-16 08:22:48 INFO]: Epoch (val) [136][11] loss_cls: 1.0983, loss_sal: 0.2915, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 1.3915, mAP: 0.6298, best_mAP: 0.7179 | |
| [2024-04-16 08:22:49 INFO]: Epoch [137][5/5] lr: 0.0005, eta: 0:01:26, time: 0.054, data_time: 0.153, memory: 3175, loss_cls: 0.2628, loss_sal: 0.2852, loss_video_cal: 0.0248, loss_layer_cal: 0.0071, loss: 0.5798, scale: 32768.0000 | |
| [2024-04-16 08:22:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_137.pth... | |
| [2024-04-16 08:22:49 INFO]: Validating... | |
| [2024-04-16 08:22:49 INFO]: Epoch (val) [137][11] loss_cls: 1.0836, loss_sal: 0.2876, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 1.3729, mAP: 0.6312, best_mAP: 0.7179 | |
| [2024-04-16 08:22:51 INFO]: Epoch [138][5/5] lr: 0.0005, eta: 0:01:25, time: 0.057, data_time: 0.156, memory: 3175, loss_cls: 0.2180, loss_sal: 0.2811, loss_video_cal: 0.0262, loss_layer_cal: 0.0061, loss: 0.5313, scale: 32768.0000 | |
| [2024-04-16 08:22:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_138.pth... | |
| [2024-04-16 08:22:51 INFO]: Validating... | |
| [2024-04-16 08:22:51 INFO]: Epoch (val) [138][11] loss_cls: 1.1809, loss_sal: 0.2894, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 1.4719, mAP: 0.6310, best_mAP: 0.7179 | |
| [2024-04-16 08:22:52 INFO]: Epoch [139][5/5] lr: 0.0005, eta: 0:01:23, time: 0.053, data_time: 0.144, memory: 3175, loss_cls: 0.2723, loss_sal: 0.2552, loss_video_cal: 0.0164, loss_layer_cal: 0.0052, loss: 0.5492, scale: 32768.0000 | |
| [2024-04-16 08:22:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_139.pth... | |
| [2024-04-16 08:22:52 INFO]: Validating... | |
| [2024-04-16 08:22:52 INFO]: Epoch (val) [139][11] loss_cls: 1.0302, loss_sal: 0.2946, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 1.3265, mAP: 0.6838, best_mAP: 0.7179 | |
| [2024-04-16 08:22:53 INFO]: Epoch [140][5/5] lr: 0.0005, eta: 0:01:22, time: 0.056, data_time: 0.153, memory: 3175, loss_cls: 0.2800, loss_sal: 0.2631, loss_video_cal: 0.0401, loss_layer_cal: 0.0055, loss: 0.5887, scale: 32768.0000 | |
| [2024-04-16 08:22:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_140.pth... | |
| [2024-04-16 08:22:53 INFO]: Validating... | |
| [2024-04-16 08:22:54 INFO]: Epoch (val) [140][11] loss_cls: 1.0186, loss_sal: 0.3157, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 1.3361, mAP: 0.6667, best_mAP: 0.7179 | |
| [2024-04-16 08:22:55 INFO]: Epoch [141][5/5] lr: 0.0005, eta: 0:01:20, time: 0.054, data_time: 0.170, memory: 3175, loss_cls: 0.3206, loss_sal: 0.2967, loss_video_cal: 0.0322, loss_layer_cal: 0.0105, loss: 0.6601, scale: 32768.0000 | |
| [2024-04-16 08:22:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_141.pth... | |
| [2024-04-16 08:22:55 INFO]: Validating... | |
| [2024-04-16 08:22:55 INFO]: Epoch (val) [141][11] loss_cls: 1.1782, loss_sal: 0.3297, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.5094, mAP: 0.6443, best_mAP: 0.7179 | |
| [2024-04-16 08:22:56 INFO]: Epoch [142][5/5] lr: 0.0005, eta: 0:01:19, time: 0.044, data_time: 0.156, memory: 3175, loss_cls: 0.3864, loss_sal: 0.2884, loss_video_cal: 0.0352, loss_layer_cal: 0.0113, loss: 0.7212, scale: 32768.0000 | |
| [2024-04-16 08:22:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_142.pth... | |
| [2024-04-16 08:22:56 INFO]: Validating... | |
| [2024-04-16 08:22:57 INFO]: Epoch (val) [142][11] loss_cls: 1.2460, loss_sal: 0.2864, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.5336, mAP: 0.6382, best_mAP: 0.7179 | |
| [2024-04-16 08:22:57 INFO]: Epoch [143][5/5] lr: 0.0005, eta: 0:01:18, time: 0.054, data_time: 0.140, memory: 3175, loss_cls: 0.2349, loss_sal: 0.2817, loss_video_cal: 0.0344, loss_layer_cal: 0.0107, loss: 0.5618, scale: 32768.0000 | |
| [2024-04-16 08:22:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_143.pth... | |
| [2024-04-16 08:22:58 INFO]: Validating... | |
| [2024-04-16 08:22:58 INFO]: Epoch (val) [143][11] loss_cls: 0.8340, loss_sal: 0.2871, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.1223, mAP: 0.6297, best_mAP: 0.7179 | |
| [2024-04-16 08:22:59 INFO]: Epoch [144][5/5] lr: 0.0005, eta: 0:01:16, time: 0.053, data_time: 0.121, memory: 3175, loss_cls: 0.2490, loss_sal: 0.2767, loss_video_cal: 0.0291, loss_layer_cal: 0.0103, loss: 0.5652, scale: 32768.0000 | |
| [2024-04-16 08:22:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_144.pth... | |
| [2024-04-16 08:22:59 INFO]: Validating... | |
| [2024-04-16 08:22:59 INFO]: Epoch (val) [144][11] loss_cls: 0.8938, loss_sal: 0.2888, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.1838, mAP: 0.6405, best_mAP: 0.7179 | |
| [2024-04-16 08:23:00 INFO]: Epoch [145][5/5] lr: 0.0005, eta: 0:01:15, time: 0.055, data_time: 0.123, memory: 3175, loss_cls: 0.2369, loss_sal: 0.2652, loss_video_cal: 0.0450, loss_layer_cal: 0.0078, loss: 0.5549, scale: 32768.0000 | |
| [2024-04-16 08:23:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_145.pth... | |
| [2024-04-16 08:23:00 INFO]: Validating... | |
| [2024-04-16 08:23:00 INFO]: Epoch (val) [145][11] loss_cls: 1.0222, loss_sal: 0.2974, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.3212, mAP: 0.6461, best_mAP: 0.7179 | |
| [2024-04-16 08:23:01 INFO]: Epoch [146][5/5] lr: 0.0005, eta: 0:01:14, time: 0.054, data_time: 0.159, memory: 3175, loss_cls: 0.2495, loss_sal: 0.2674, loss_video_cal: 0.0317, loss_layer_cal: 0.0077, loss: 0.5563, scale: 32768.0000 | |
| [2024-04-16 08:23:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_146.pth... | |
| [2024-04-16 08:23:02 INFO]: Validating... | |
| [2024-04-16 08:23:02 INFO]: Epoch (val) [146][11] loss_cls: 1.1489, loss_sal: 0.3391, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 1.4900, mAP: 0.6555, best_mAP: 0.7179 | |
| [2024-04-16 08:23:03 INFO]: Epoch [147][5/5] lr: 0.0005, eta: 0:01:12, time: 0.051, data_time: 0.162, memory: 3175, loss_cls: 0.2675, loss_sal: 0.2745, loss_video_cal: 0.0312, loss_layer_cal: 0.0101, loss: 0.5832, scale: 32768.0000 | |
| [2024-04-16 08:23:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_147.pth... | |
| [2024-04-16 08:23:03 INFO]: Validating... | |
| [2024-04-16 08:23:03 INFO]: Epoch (val) [147][11] loss_cls: 1.5086, loss_sal: 0.3447, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 1.8554, mAP: 0.6129, best_mAP: 0.7179 | |
| [2024-04-16 08:23:04 INFO]: Epoch [148][5/5] lr: 0.0005, eta: 0:01:11, time: 0.056, data_time: 0.160, memory: 3175, loss_cls: 0.2213, loss_sal: 0.2932, loss_video_cal: 0.0335, loss_layer_cal: 0.0071, loss: 0.5550, scale: 32768.0000 | |
| [2024-04-16 08:23:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_148.pth... | |
| [2024-04-16 08:23:04 INFO]: Validating... | |
| [2024-04-16 08:23:05 INFO]: Epoch (val) [148][11] loss_cls: 1.2740, loss_sal: 0.3510, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 1.6269, mAP: 0.6343, best_mAP: 0.7179 | |
| [2024-04-16 08:23:06 INFO]: Epoch [149][5/5] lr: 0.0005, eta: 0:01:10, time: 0.054, data_time: 0.167, memory: 3175, loss_cls: 0.2661, loss_sal: 0.2474, loss_video_cal: 0.0371, loss_layer_cal: 0.0048, loss: 0.5554, scale: 32768.0000 | |
| [2024-04-16 08:23:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_149.pth... | |
| [2024-04-16 08:23:06 INFO]: Validating... | |
| [2024-04-16 08:23:06 INFO]: Epoch (val) [149][11] loss_cls: 1.1712, loss_sal: 0.3435, loss_video_cal: 0.0000, loss_layer_cal: 0.0022, loss: 1.5169, mAP: 0.6306, best_mAP: 0.7179 | |
| [2024-04-16 08:23:07 INFO]: Epoch [150][5/5] lr: 0.0005, eta: 0:01:08, time: 0.048, data_time: 0.156, memory: 3175, loss_cls: 0.1971, loss_sal: 0.2633, loss_video_cal: 0.0621, loss_layer_cal: 0.0076, loss: 0.5301, scale: 32768.0000 | |
| [2024-04-16 08:23:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_150.pth... | |
| [2024-04-16 08:23:07 INFO]: Validating... | |
| [2024-04-16 08:23:07 INFO]: Epoch (val) [150][11] loss_cls: 1.3882, loss_sal: 0.2918, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 1.6822, mAP: 0.6478, best_mAP: 0.7179 | |
| [2024-04-16 08:23:08 INFO]: Epoch [151][5/5] lr: 0.0005, eta: 0:01:07, time: 0.046, data_time: 0.132, memory: 3175, loss_cls: 0.3414, loss_sal: 0.2863, loss_video_cal: 0.0345, loss_layer_cal: 0.0079, loss: 0.6701, scale: 32768.0000 | |
| [2024-04-16 08:23:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_151.pth... | |
| [2024-04-16 08:23:08 INFO]: Validating... | |
| [2024-04-16 08:23:09 INFO]: Epoch (val) [151][11] loss_cls: 1.2070, loss_sal: 0.2896, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 1.4985, mAP: 0.6472, best_mAP: 0.7179 | |
| [2024-04-16 08:23:10 INFO]: Epoch [152][5/5] lr: 0.0005, eta: 0:01:05, time: 0.044, data_time: 0.164, memory: 3175, loss_cls: 0.2646, loss_sal: 0.2462, loss_video_cal: 0.0343, loss_layer_cal: 0.0077, loss: 0.5527, scale: 32768.0000 | |
| [2024-04-16 08:23:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_152.pth... | |
| [2024-04-16 08:23:10 INFO]: Validating... | |
| [2024-04-16 08:23:10 INFO]: Epoch (val) [152][11] loss_cls: 1.0092, loss_sal: 0.2967, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 1.3076, mAP: 0.7357, best_mAP: 0.7357 | |
| [2024-04-16 08:23:11 INFO]: Epoch [153][5/5] lr: 0.0005, eta: 0:01:04, time: 0.044, data_time: 0.145, memory: 3175, loss_cls: 0.2838, loss_sal: 0.2489, loss_video_cal: 0.0257, loss_layer_cal: 0.0062, loss: 0.5646, scale: 32768.0000 | |
| [2024-04-16 08:23:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_153.pth... | |
| [2024-04-16 08:23:11 INFO]: Validating... | |
| [2024-04-16 08:23:11 INFO]: Epoch (val) [153][11] loss_cls: 0.9912, loss_sal: 0.3081, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.3010, mAP: 0.7274, best_mAP: 0.7357 | |
| [2024-04-16 08:23:12 INFO]: Epoch [154][5/5] lr: 0.0005, eta: 0:01:03, time: 0.051, data_time: 0.131, memory: 3175, loss_cls: 0.1979, loss_sal: 0.2788, loss_video_cal: 0.0345, loss_layer_cal: 0.0088, loss: 0.5200, scale: 32768.0000 | |
| [2024-04-16 08:23:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_154.pth... | |
| [2024-04-16 08:23:12 INFO]: Validating... | |
| [2024-04-16 08:23:13 INFO]: Epoch (val) [154][11] loss_cls: 1.1792, loss_sal: 0.2996, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.4804, mAP: 0.6286, best_mAP: 0.7357 | |
| [2024-04-16 08:23:14 INFO]: Epoch [155][5/5] lr: 0.0005, eta: 0:01:01, time: 0.052, data_time: 0.155, memory: 3175, loss_cls: 0.2711, loss_sal: 0.2769, loss_video_cal: 0.0192, loss_layer_cal: 0.0102, loss: 0.5773, scale: 32768.0000 | |
| [2024-04-16 08:23:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_155.pth... | |
| [2024-04-16 08:23:14 INFO]: Validating... | |
| [2024-04-16 08:23:14 INFO]: Epoch (val) [155][11] loss_cls: 1.2402, loss_sal: 0.2877, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.5295, mAP: 0.6223, best_mAP: 0.7357 | |
| [2024-04-16 08:23:15 INFO]: Epoch [156][5/5] lr: 0.0005, eta: 0:01:00, time: 0.057, data_time: 0.136, memory: 3175, loss_cls: 0.2291, loss_sal: 0.2703, loss_video_cal: 0.0456, loss_layer_cal: 0.0062, loss: 0.5511, scale: 32768.0000 | |
| [2024-04-16 08:23:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_156.pth... | |
| [2024-04-16 08:23:15 INFO]: Validating... | |
| [2024-04-16 08:23:15 INFO]: Epoch (val) [156][11] loss_cls: 1.0833, loss_sal: 0.2935, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.3784, mAP: 0.6119, best_mAP: 0.7357 | |
| [2024-04-16 08:23:17 INFO]: Epoch [157][5/5] lr: 0.0005, eta: 0:00:58, time: 0.055, data_time: 0.156, memory: 3175, loss_cls: 0.2665, loss_sal: 0.2906, loss_video_cal: 0.0346, loss_layer_cal: 0.0060, loss: 0.5978, scale: 32768.0000 | |
| [2024-04-16 08:23:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_157.pth... | |
| [2024-04-16 08:23:17 INFO]: Validating... | |
| [2024-04-16 08:23:17 INFO]: Epoch (val) [157][11] loss_cls: 1.2152, loss_sal: 0.2954, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.5123, mAP: 0.6136, best_mAP: 0.7357 | |
| [2024-04-16 08:23:18 INFO]: Epoch [158][5/5] lr: 0.0005, eta: 0:00:57, time: 0.053, data_time: 0.151, memory: 3175, loss_cls: 0.2289, loss_sal: 0.2625, loss_video_cal: 0.0206, loss_layer_cal: 0.0064, loss: 0.5185, scale: 32768.0000 | |
| [2024-04-16 08:23:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_158.pth... | |
| [2024-04-16 08:23:18 INFO]: Validating... | |
| [2024-04-16 08:23:18 INFO]: Epoch (val) [158][11] loss_cls: 1.4861, loss_sal: 0.2933, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.7811, mAP: 0.6053, best_mAP: 0.7357 | |
| [2024-04-16 08:23:19 INFO]: Epoch [159][5/5] lr: 0.0005, eta: 0:00:56, time: 0.046, data_time: 0.170, memory: 3175, loss_cls: 0.2285, loss_sal: 0.2685, loss_video_cal: 0.0331, loss_layer_cal: 0.0090, loss: 0.5391, scale: 32768.0000 | |
| [2024-04-16 08:23:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_159.pth... | |
| [2024-04-16 08:23:19 INFO]: Validating... | |
| [2024-04-16 08:23:20 INFO]: Epoch (val) [159][11] loss_cls: 1.2312, loss_sal: 0.2968, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.5295, mAP: 0.6157, best_mAP: 0.7357 | |
| [2024-04-16 08:23:21 INFO]: Epoch [160][5/5] lr: 0.0005, eta: 0:00:54, time: 0.055, data_time: 0.154, memory: 3175, loss_cls: 0.2459, loss_sal: 0.2738, loss_video_cal: 0.0296, loss_layer_cal: 0.0080, loss: 0.5573, scale: 32768.0000 | |
| [2024-04-16 08:23:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_160.pth... | |
| [2024-04-16 08:23:21 INFO]: Validating... | |
| [2024-04-16 08:23:21 INFO]: Epoch (val) [160][11] loss_cls: 1.1901, loss_sal: 0.2958, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.4871, mAP: 0.6204, best_mAP: 0.7357 | |
| [2024-04-16 08:23:22 INFO]: Epoch [161][5/5] lr: 0.0005, eta: 0:00:53, time: 0.056, data_time: 0.146, memory: 3175, loss_cls: 0.2221, loss_sal: 0.2535, loss_video_cal: 0.0282, loss_layer_cal: 0.0096, loss: 0.5134, scale: 32768.0000 | |
| [2024-04-16 08:23:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_161.pth... | |
| [2024-04-16 08:23:22 INFO]: Validating... | |
| [2024-04-16 08:23:22 INFO]: Epoch (val) [161][11] loss_cls: 1.3554, loss_sal: 0.2901, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.6467, mAP: 0.5897, best_mAP: 0.7357 | |
| [2024-04-16 08:23:23 INFO]: Epoch [162][5/5] lr: 0.0005, eta: 0:00:52, time: 0.053, data_time: 0.132, memory: 3175, loss_cls: 0.2450, loss_sal: 0.2722, loss_video_cal: 0.0182, loss_layer_cal: 0.0065, loss: 0.5419, scale: 32768.0000 | |
| [2024-04-16 08:23:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_162.pth... | |
| [2024-04-16 08:23:23 INFO]: Validating... | |
| [2024-04-16 08:23:24 INFO]: Epoch (val) [162][11] loss_cls: 1.3159, loss_sal: 0.2868, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.6036, mAP: 0.5863, best_mAP: 0.7357 | |
| [2024-04-16 08:23:25 INFO]: Epoch [163][5/5] lr: 0.0005, eta: 0:00:50, time: 0.058, data_time: 0.140, memory: 3175, loss_cls: 0.2723, loss_sal: 0.2903, loss_video_cal: 0.0376, loss_layer_cal: 0.0072, loss: 0.6075, scale: 32768.0000 | |
| [2024-04-16 08:23:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_163.pth... | |
| [2024-04-16 08:23:25 INFO]: Validating... | |
| [2024-04-16 08:23:25 INFO]: Epoch (val) [163][11] loss_cls: 1.1253, loss_sal: 0.2913, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.4172, mAP: 0.5958, best_mAP: 0.7357 | |
| [2024-04-16 08:23:26 INFO]: Epoch [164][5/5] lr: 0.0005, eta: 0:00:49, time: 0.050, data_time: 0.147, memory: 3175, loss_cls: 0.2185, loss_sal: 0.2700, loss_video_cal: 0.0304, loss_layer_cal: 0.0048, loss: 0.5236, scale: 32768.0000 | |
| [2024-04-16 08:23:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_164.pth... | |
| [2024-04-16 08:23:26 INFO]: Validating... | |
| [2024-04-16 08:23:26 INFO]: Epoch (val) [164][11] loss_cls: 1.2482, loss_sal: 0.2950, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.5438, mAP: 0.5735, best_mAP: 0.7357 | |
| [2024-04-16 08:23:27 INFO]: Epoch [165][5/5] lr: 0.0005, eta: 0:00:47, time: 0.054, data_time: 0.141, memory: 3175, loss_cls: 0.2337, loss_sal: 0.2628, loss_video_cal: 0.0314, loss_layer_cal: 0.0062, loss: 0.5341, scale: 32768.0000 | |
| [2024-04-16 08:23:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_165.pth... | |
| [2024-04-16 08:23:27 INFO]: Validating... | |
| [2024-04-16 08:23:28 INFO]: Epoch (val) [165][11] loss_cls: 1.4016, loss_sal: 0.2948, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.6971, mAP: 0.5698, best_mAP: 0.7357 | |
| [2024-04-16 08:23:29 INFO]: Epoch [166][5/5] lr: 0.0005, eta: 0:00:46, time: 0.055, data_time: 0.173, memory: 3175, loss_cls: 0.2191, loss_sal: 0.2781, loss_video_cal: 0.0345, loss_layer_cal: 0.0059, loss: 0.5375, scale: 32768.0000 | |
| [2024-04-16 08:23:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_166.pth... | |
| [2024-04-16 08:23:29 INFO]: Validating... | |
| [2024-04-16 08:23:29 INFO]: Epoch (val) [166][11] loss_cls: 1.3814, loss_sal: 0.2927, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.6748, mAP: 0.5827, best_mAP: 0.7357 | |
| [2024-04-16 08:23:30 INFO]: Epoch [167][5/5] lr: 0.0005, eta: 0:00:45, time: 0.053, data_time: 0.146, memory: 3175, loss_cls: 0.2232, loss_sal: 0.2673, loss_video_cal: 0.0372, loss_layer_cal: 0.0065, loss: 0.5341, scale: 32768.0000 | |
| [2024-04-16 08:23:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_167.pth... | |
| [2024-04-16 08:23:30 INFO]: Validating... | |
| [2024-04-16 08:23:31 INFO]: Epoch (val) [167][11] loss_cls: 1.3199, loss_sal: 0.2901, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.6107, mAP: 0.5896, best_mAP: 0.7357 | |
| [2024-04-16 08:23:32 INFO]: Epoch [168][5/5] lr: 0.0005, eta: 0:00:43, time: 0.055, data_time: 0.148, memory: 3175, loss_cls: 0.2173, loss_sal: 0.2470, loss_video_cal: 0.0395, loss_layer_cal: 0.0052, loss: 0.5090, scale: 32768.0000 | |
| [2024-04-16 08:23:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_168.pth... | |
| [2024-04-16 08:23:32 INFO]: Validating... | |
| [2024-04-16 08:23:32 INFO]: Epoch (val) [168][11] loss_cls: 1.3028, loss_sal: 0.2858, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.5893, mAP: 0.6019, best_mAP: 0.7357 | |
| [2024-04-16 08:23:33 INFO]: Epoch [169][5/5] lr: 0.0005, eta: 0:00:42, time: 0.056, data_time: 0.156, memory: 3175, loss_cls: 0.2004, loss_sal: 0.2690, loss_video_cal: 0.0317, loss_layer_cal: 0.0062, loss: 0.5072, scale: 32768.0000 | |
| [2024-04-16 08:23:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_169.pth... | |
| [2024-04-16 08:23:33 INFO]: Validating... | |
| [2024-04-16 08:23:33 INFO]: Epoch (val) [169][11] loss_cls: 1.2979, loss_sal: 0.2880, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.5866, mAP: 0.5860, best_mAP: 0.7357 | |
| [2024-04-16 08:23:34 INFO]: Epoch [170][5/5] lr: 0.0005, eta: 0:00:41, time: 0.047, data_time: 0.125, memory: 3175, loss_cls: 0.1924, loss_sal: 0.2551, loss_video_cal: 0.0324, loss_layer_cal: 0.0066, loss: 0.4865, scale: 32768.0000 | |
| [2024-04-16 08:23:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_170.pth... | |
| [2024-04-16 08:23:34 INFO]: Validating... | |
| [2024-04-16 08:23:35 INFO]: Epoch (val) [170][11] loss_cls: 1.5062, loss_sal: 0.2879, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.7948, mAP: 0.5793, best_mAP: 0.7357 | |
| [2024-04-16 08:23:35 INFO]: Epoch [171][5/5] lr: 0.0005, eta: 0:00:39, time: 0.047, data_time: 0.141, memory: 3175, loss_cls: 0.2040, loss_sal: 0.3016, loss_video_cal: 0.0285, loss_layer_cal: 0.0064, loss: 0.5405, scale: 32768.0000 | |
| [2024-04-16 08:23:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_171.pth... | |
| [2024-04-16 08:23:36 INFO]: Validating... | |
| [2024-04-16 08:23:36 INFO]: Epoch (val) [171][11] loss_cls: 1.4577, loss_sal: 0.2909, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.7492, mAP: 0.5725, best_mAP: 0.7357 | |
| [2024-04-16 08:23:37 INFO]: Epoch [172][5/5] lr: 0.0005, eta: 0:00:38, time: 0.052, data_time: 0.140, memory: 3175, loss_cls: 0.1996, loss_sal: 0.2435, loss_video_cal: 0.0253, loss_layer_cal: 0.0033, loss: 0.4717, scale: 32768.0000 | |
| [2024-04-16 08:23:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_172.pth... | |
| [2024-04-16 08:23:37 INFO]: Validating... | |
| [2024-04-16 08:23:37 INFO]: Epoch (val) [172][11] loss_cls: 1.2559, loss_sal: 0.2947, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.5514, mAP: 0.5828, best_mAP: 0.7357 | |
| [2024-04-16 08:23:38 INFO]: Epoch [173][5/5] lr: 0.0005, eta: 0:00:36, time: 0.047, data_time: 0.138, memory: 3175, loss_cls: 0.2132, loss_sal: 0.2838, loss_video_cal: 0.0302, loss_layer_cal: 0.0050, loss: 0.5322, scale: 32768.0000 | |
| [2024-04-16 08:23:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_173.pth... | |
| [2024-04-16 08:23:38 INFO]: Validating... | |
| [2024-04-16 08:23:38 INFO]: Epoch (val) [173][11] loss_cls: 0.9406, loss_sal: 0.3130, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.2544, mAP: 0.6869, best_mAP: 0.7357 | |
| [2024-04-16 08:23:39 INFO]: Epoch [174][5/5] lr: 0.0005, eta: 0:00:35, time: 0.052, data_time: 0.150, memory: 3175, loss_cls: 0.1879, loss_sal: 0.2560, loss_video_cal: 0.0277, loss_layer_cal: 0.0028, loss: 0.4744, scale: 32768.0000 | |
| [2024-04-16 08:23:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_174.pth... | |
| [2024-04-16 08:23:40 INFO]: Validating... | |
| [2024-04-16 08:23:40 INFO]: Epoch (val) [174][11] loss_cls: 0.8121, loss_sal: 0.2934, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.1064, mAP: 0.7488, best_mAP: 0.7488 | |
| [2024-04-16 08:23:41 INFO]: Epoch [175][5/5] lr: 0.0005, eta: 0:00:34, time: 0.050, data_time: 0.157, memory: 3175, loss_cls: 0.3133, loss_sal: 0.2829, loss_video_cal: 0.0304, loss_layer_cal: 0.0056, loss: 0.6321, scale: 32768.0000 | |
| [2024-04-16 08:23:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_175.pth... | |
| [2024-04-16 08:23:41 INFO]: Validating... | |
| [2024-04-16 08:23:41 INFO]: Epoch (val) [175][11] loss_cls: 0.8579, loss_sal: 0.3027, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.1614, mAP: 0.7787, best_mAP: 0.7787 | |
| [2024-04-16 08:23:42 INFO]: Epoch [176][5/5] lr: 0.0005, eta: 0:00:32, time: 0.049, data_time: 0.161, memory: 3175, loss_cls: 0.2509, loss_sal: 0.2711, loss_video_cal: 0.0387, loss_layer_cal: 0.0073, loss: 0.5681, scale: 32768.0000 | |
| [2024-04-16 08:23:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_176.pth... | |
| [2024-04-16 08:23:42 INFO]: Validating... | |
| [2024-04-16 08:23:43 INFO]: Epoch (val) [176][11] loss_cls: 0.9932, loss_sal: 0.3364, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.3306, mAP: 0.8102, best_mAP: 0.8102 | |
| [2024-04-16 08:23:44 INFO]: Epoch [177][5/5] lr: 0.0005, eta: 0:00:31, time: 0.043, data_time: 0.146, memory: 3175, loss_cls: 0.3160, loss_sal: 0.2626, loss_video_cal: 0.0369, loss_layer_cal: 0.0050, loss: 0.6205, scale: 32768.0000 | |
| [2024-04-16 08:23:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_177.pth... | |
| [2024-04-16 08:23:44 INFO]: Validating... | |
| [2024-04-16 08:23:44 INFO]: Epoch (val) [177][11] loss_cls: 1.3629, loss_sal: 0.3047, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.6689, mAP: 0.6429, best_mAP: 0.8102 | |
| [2024-04-16 08:23:45 INFO]: Epoch [178][5/5] lr: 0.0005, eta: 0:00:30, time: 0.046, data_time: 0.150, memory: 3175, loss_cls: 0.3089, loss_sal: 0.2672, loss_video_cal: 0.0362, loss_layer_cal: 0.0063, loss: 0.6186, scale: 32768.0000 | |
| [2024-04-16 08:23:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_178.pth... | |
| [2024-04-16 08:23:45 INFO]: Validating... | |
| [2024-04-16 08:23:45 INFO]: Epoch (val) [178][11] loss_cls: 1.2449, loss_sal: 0.2912, loss_video_cal: 0.0000, loss_layer_cal: 0.0018, loss: 1.5379, mAP: 0.5974, best_mAP: 0.8102 | |
| [2024-04-16 08:23:46 INFO]: Epoch [179][5/5] lr: 0.0005, eta: 0:00:28, time: 0.050, data_time: 0.104, memory: 3175, loss_cls: 0.2638, loss_sal: 0.2601, loss_video_cal: 0.0382, loss_layer_cal: 0.0064, loss: 0.5685, scale: 32768.0000 | |
| [2024-04-16 08:23:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_179.pth... | |
| [2024-04-16 08:23:46 INFO]: Validating... | |
| [2024-04-16 08:23:46 INFO]: Epoch (val) [179][11] loss_cls: 1.1292, loss_sal: 0.2954, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 1.4264, mAP: 0.5732, best_mAP: 0.8102 | |
| [2024-04-16 08:23:48 INFO]: Epoch [180][5/5] lr: 0.0005, eta: 0:00:27, time: 0.056, data_time: 0.158, memory: 3175, loss_cls: 0.2382, loss_sal: 0.2708, loss_video_cal: 0.0249, loss_layer_cal: 0.0077, loss: 0.5416, scale: 32768.0000 | |
| [2024-04-16 08:23:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_180.pth... | |
| [2024-04-16 08:23:48 INFO]: Validating... | |
| [2024-04-16 08:23:48 INFO]: Epoch (val) [180][11] loss_cls: 1.2214, loss_sal: 0.2916, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 1.5146, mAP: 0.5721, best_mAP: 0.8102 | |
| [2024-04-16 08:23:49 INFO]: Epoch [181][5/5] lr: 0.0005, eta: 0:00:26, time: 0.051, data_time: 0.156, memory: 3175, loss_cls: 0.2775, loss_sal: 0.2746, loss_video_cal: 0.0316, loss_layer_cal: 0.0087, loss: 0.5924, scale: 32768.0000 | |
| [2024-04-16 08:23:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_181.pth... | |
| [2024-04-16 08:23:49 INFO]: Validating... | |
| [2024-04-16 08:23:49 INFO]: Epoch (val) [181][11] loss_cls: 1.5582, loss_sal: 0.2942, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.8537, mAP: 0.5859, best_mAP: 0.8102 | |
| [2024-04-16 08:23:50 INFO]: Epoch [182][5/5] lr: 0.0005, eta: 0:00:24, time: 0.046, data_time: 0.145, memory: 3175, loss_cls: 0.2440, loss_sal: 0.2830, loss_video_cal: 0.0364, loss_layer_cal: 0.0092, loss: 0.5726, scale: 32768.0000 | |
| [2024-04-16 08:23:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_182.pth... | |
| [2024-04-16 08:23:50 INFO]: Validating... | |
| [2024-04-16 08:23:51 INFO]: Epoch (val) [182][11] loss_cls: 1.3922, loss_sal: 0.2992, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.6923, mAP: 0.5877, best_mAP: 0.8102 | |
| [2024-04-16 08:23:52 INFO]: Epoch [183][5/5] lr: 0.0005, eta: 0:00:23, time: 0.053, data_time: 0.142, memory: 3175, loss_cls: 0.2480, loss_sal: 0.2673, loss_video_cal: 0.0319, loss_layer_cal: 0.0069, loss: 0.5541, scale: 32768.0000 | |
| [2024-04-16 08:23:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_183.pth... | |
| [2024-04-16 08:23:52 INFO]: Validating... | |
| [2024-04-16 08:23:52 INFO]: Epoch (val) [183][11] loss_cls: 1.3127, loss_sal: 0.2949, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.6084, mAP: 0.5902, best_mAP: 0.8102 | |
| [2024-04-16 08:23:53 INFO]: Epoch [184][5/5] lr: 0.0005, eta: 0:00:21, time: 0.051, data_time: 0.105, memory: 3175, loss_cls: 0.2512, loss_sal: 0.2560, loss_video_cal: 0.0432, loss_layer_cal: 0.0059, loss: 0.5563, scale: 32768.0000 | |
| [2024-04-16 08:23:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_184.pth... | |
| [2024-04-16 08:23:53 INFO]: Validating... | |
| [2024-04-16 08:23:53 INFO]: Epoch (val) [184][11] loss_cls: 1.5250, loss_sal: 0.3096, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.8353, mAP: 0.5673, best_mAP: 0.8102 | |
| [2024-04-16 08:23:54 INFO]: Epoch [185][5/5] lr: 0.0005, eta: 0:00:20, time: 0.044, data_time: 0.145, memory: 3175, loss_cls: 0.2406, loss_sal: 0.2477, loss_video_cal: 0.0300, loss_layer_cal: 0.0068, loss: 0.5250, scale: 32768.0000 | |
| [2024-04-16 08:23:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_185.pth... | |
| [2024-04-16 08:23:54 INFO]: Validating... | |
| [2024-04-16 08:23:54 INFO]: Epoch (val) [185][11] loss_cls: 1.5386, loss_sal: 0.3092, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.8485, mAP: 0.5650, best_mAP: 0.8102 | |
| [2024-04-16 08:23:55 INFO]: Epoch [186][5/5] lr: 0.0005, eta: 0:00:19, time: 0.051, data_time: 0.152, memory: 3175, loss_cls: 0.2630, loss_sal: 0.2534, loss_video_cal: 0.0279, loss_layer_cal: 0.0078, loss: 0.5522, scale: 32768.0000 | |
| [2024-04-16 08:23:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_186.pth... | |
| [2024-04-16 08:23:55 INFO]: Validating... | |
| [2024-04-16 08:23:56 INFO]: Epoch (val) [186][11] loss_cls: 1.2331, loss_sal: 0.3289, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.5626, mAP: 0.5698, best_mAP: 0.8102 | |
| [2024-04-16 08:23:57 INFO]: Epoch [187][5/5] lr: 0.0005, eta: 0:00:17, time: 0.054, data_time: 0.132, memory: 3175, loss_cls: 0.2157, loss_sal: 0.2699, loss_video_cal: 0.0387, loss_layer_cal: 0.0067, loss: 0.5309, scale: 32768.0000 | |
| [2024-04-16 08:23:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_187.pth... | |
| [2024-04-16 08:23:57 INFO]: Validating... | |
| [2024-04-16 08:23:57 INFO]: Epoch (val) [187][11] loss_cls: 1.1488, loss_sal: 0.3018, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.4513, mAP: 0.6326, best_mAP: 0.8102 | |
| [2024-04-16 08:23:58 INFO]: Epoch [188][5/5] lr: 0.0005, eta: 0:00:16, time: 0.050, data_time: 0.170, memory: 3175, loss_cls: 0.2643, loss_sal: 0.2569, loss_video_cal: 0.0298, loss_layer_cal: 0.0073, loss: 0.5584, scale: 32768.0000 | |
| [2024-04-16 08:23:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_188.pth... | |
| [2024-04-16 08:23:58 INFO]: Validating... | |
| [2024-04-16 08:23:58 INFO]: Epoch (val) [188][11] loss_cls: 1.1249, loss_sal: 0.2898, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.4154, mAP: 0.6504, best_mAP: 0.8102 | |
| [2024-04-16 08:23:59 INFO]: Epoch [189][5/5] lr: 0.0005, eta: 0:00:15, time: 0.054, data_time: 0.162, memory: 3175, loss_cls: 0.2325, loss_sal: 0.2532, loss_video_cal: 0.0175, loss_layer_cal: 0.0086, loss: 0.5118, scale: 32768.0000 | |
| [2024-04-16 08:24:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_189.pth... | |
| [2024-04-16 08:24:00 INFO]: Validating... | |
| [2024-04-16 08:24:00 INFO]: Epoch (val) [189][11] loss_cls: 1.1225, loss_sal: 0.2977, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.4208, mAP: 0.5943, best_mAP: 0.8102 | |
| [2024-04-16 08:24:01 INFO]: Epoch [190][5/5] lr: 0.0005, eta: 0:00:13, time: 0.046, data_time: 0.157, memory: 3175, loss_cls: 0.1825, loss_sal: 0.2470, loss_video_cal: 0.0462, loss_layer_cal: 0.0090, loss: 0.4846, scale: 32768.0000 | |
| [2024-04-16 08:24:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_190.pth... | |
| [2024-04-16 08:24:01 INFO]: Validating... | |
| [2024-04-16 08:24:01 INFO]: Epoch (val) [190][11] loss_cls: 1.2920, loss_sal: 0.3099, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.6026, mAP: 0.5747, best_mAP: 0.8102 | |
| [2024-04-16 08:24:02 INFO]: Epoch [191][5/5] lr: 0.0005, eta: 0:00:12, time: 0.055, data_time: 0.150, memory: 3175, loss_cls: 0.2018, loss_sal: 0.2844, loss_video_cal: 0.0402, loss_layer_cal: 0.0070, loss: 0.5334, scale: 32768.0000 | |
| [2024-04-16 08:24:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_191.pth... | |
| [2024-04-16 08:24:02 INFO]: Validating... | |
| [2024-04-16 08:24:03 INFO]: Epoch (val) [191][11] loss_cls: 1.4756, loss_sal: 0.3111, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.7874, mAP: 0.5856, best_mAP: 0.8102 | |
| [2024-04-16 08:24:03 INFO]: Epoch [192][5/5] lr: 0.0005, eta: 0:00:10, time: 0.055, data_time: 0.101, memory: 3175, loss_cls: 0.1916, loss_sal: 0.2805, loss_video_cal: 0.0243, loss_layer_cal: 0.0079, loss: 0.5044, scale: 32768.0000 | |
| [2024-04-16 08:24:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_192.pth... | |
| [2024-04-16 08:24:03 INFO]: Validating... | |
| [2024-04-16 08:24:04 INFO]: Epoch (val) [192][11] loss_cls: 1.5206, loss_sal: 0.2883, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.8096, mAP: 0.5993, best_mAP: 0.8102 | |
| [2024-04-16 08:24:05 INFO]: Epoch [193][5/5] lr: 0.0005, eta: 0:00:09, time: 0.054, data_time: 0.161, memory: 3175, loss_cls: 0.3026, loss_sal: 0.2560, loss_video_cal: 0.0338, loss_layer_cal: 0.0072, loss: 0.5996, scale: 32768.0000 | |
| [2024-04-16 08:24:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_193.pth... | |
| [2024-04-16 08:24:05 INFO]: Validating... | |
| [2024-04-16 08:24:05 INFO]: Epoch (val) [193][11] loss_cls: 1.3237, loss_sal: 0.2875, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.6121, mAP: 0.5948, best_mAP: 0.8102 | |
| [2024-04-16 08:24:06 INFO]: Epoch [194][5/5] lr: 0.0005, eta: 0:00:08, time: 0.059, data_time: 0.127, memory: 3175, loss_cls: 0.2421, loss_sal: 0.2695, loss_video_cal: 0.0214, loss_layer_cal: 0.0078, loss: 0.5408, scale: 32768.0000 | |
| [2024-04-16 08:24:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_194.pth... | |
| [2024-04-16 08:24:06 INFO]: Validating... | |
| [2024-04-16 08:24:06 INFO]: Epoch (val) [194][11] loss_cls: 1.0361, loss_sal: 0.3293, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.3664, mAP: 0.6102, best_mAP: 0.8102 | |
| [2024-04-16 08:24:07 INFO]: Epoch [195][5/5] lr: 0.0005, eta: 0:00:06, time: 0.052, data_time: 0.159, memory: 3175, loss_cls: 0.2874, loss_sal: 0.2631, loss_video_cal: 0.0283, loss_layer_cal: 0.0088, loss: 0.5876, scale: 16384.0000 | |
| [2024-04-16 08:24:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_195.pth... | |
| [2024-04-16 08:24:08 INFO]: Validating... | |
| [2024-04-16 08:24:08 INFO]: Epoch (val) [195][11] loss_cls: 1.0918, loss_sal: 0.3159, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.4086, mAP: 0.6161, best_mAP: 0.8102 | |
| [2024-04-16 08:24:09 INFO]: Epoch [196][5/5] lr: 0.0005, eta: 0:00:05, time: 0.054, data_time: 0.156, memory: 3175, loss_cls: 0.3042, loss_sal: 0.2700, loss_video_cal: 0.0349, loss_layer_cal: 0.0066, loss: 0.6158, scale: 16384.0000 | |
| [2024-04-16 08:24:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_196.pth... | |
| [2024-04-16 08:24:09 INFO]: Validating... | |
| [2024-04-16 08:24:09 INFO]: Epoch (val) [196][11] loss_cls: 1.3501, loss_sal: 0.2822, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.6334, mAP: 0.5629, best_mAP: 0.8102 | |
| [2024-04-16 08:24:10 INFO]: Epoch [197][5/5] lr: 0.0005, eta: 0:00:04, time: 0.058, data_time: 0.147, memory: 3175, loss_cls: 0.2347, loss_sal: 0.2459, loss_video_cal: 0.0270, loss_layer_cal: 0.0069, loss: 0.5146, scale: 16384.0000 | |
| [2024-04-16 08:24:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_197.pth... | |
| [2024-04-16 08:24:10 INFO]: Validating... | |
| [2024-04-16 08:24:11 INFO]: Epoch (val) [197][11] loss_cls: 1.3421, loss_sal: 0.2848, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.6285, mAP: 0.6094, best_mAP: 0.8102 | |
| [2024-04-16 08:24:12 INFO]: Epoch [198][5/5] lr: 0.0005, eta: 0:00:02, time: 0.050, data_time: 0.118, memory: 3175, loss_cls: 0.2958, loss_sal: 0.2661, loss_video_cal: 0.0327, loss_layer_cal: 0.0092, loss: 0.6038, scale: 16384.0000 | |
| [2024-04-16 08:24:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_198.pth... | |
| [2024-04-16 08:24:12 INFO]: Validating... | |
| [2024-04-16 08:24:12 INFO]: Epoch (val) [198][11] loss_cls: 1.0772, loss_sal: 0.2880, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.3668, mAP: 0.6138, best_mAP: 0.8102 | |
| [2024-04-16 08:24:13 INFO]: Epoch [199][5/5] lr: 0.0005, eta: 0:00:01, time: 0.049, data_time: 0.144, memory: 3175, loss_cls: 0.2264, loss_sal: 0.2633, loss_video_cal: 0.0404, loss_layer_cal: 0.0086, loss: 0.5387, scale: 16384.0000 | |
| [2024-04-16 08:24:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_199.pth... | |
| [2024-04-16 08:24:13 INFO]: Validating... | |
| [2024-04-16 08:24:13 INFO]: Epoch (val) [199][11] loss_cls: 0.9370, loss_sal: 0.2882, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.2268, mAP: 0.6269, best_mAP: 0.8102 | |
| [2024-04-16 08:24:14 INFO]: Epoch [200][5/5] lr: 0.0005, eta: 0:00:00, time: 0.054, data_time: 0.120, memory: 3175, loss_cls: 0.2592, loss_sal: 0.2630, loss_video_cal: 0.0480, loss_layer_cal: 0.0085, loss: 0.5787, scale: 16384.0000 | |
| [2024-04-16 08:24:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_par/epoch_200.pth... | |
| [2024-04-16 08:24:14 INFO]: Validating... | |
| [2024-04-16 08:24:14 INFO]: Epoch (val) [200][11] loss_cls: 0.9144, loss_sal: 0.2916, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 1.2078, mAP: 0.6626, best_mAP: 0.8102 | |
| [2024-04-16 08:24:14 INFO]: Overall training speed: 1000 iterations in 0:00:52 (0.0529 s/it) | |
| [2024-04-16 08:24:14 INFO]: Done running in 0:04:33 (0:03:12 on hooks) | |