| [2024-04-16 12:57:56 INFO]: Environment info: | |
| ---------------------- ------------------------------------------------------------------------------------------------ | |
| System Linux | |
| Python 3.12.2 | packaged by Anaconda, Inc. | (main, Feb 27 2024, 17:35:02) [GCC 11.2.0] | |
| CPU Intel(R) Xeon(R) Platinum 8358 CPU @ 2.60GHz | |
| CUDA_HOME /n/home01/coco/cuda-12.1 | |
| NVCC Build cuda_12.1.r12.1/compiler.32688072_0 | |
| GPU 0 NVIDIA A100-SXM4-80GB | |
| PyTorch 2.2.1+cu121 @ /n/home01/coco/miniconda3/envs/r2-tuning/lib/python3.12/site-packages/torch | |
| PyTorch debug build False | |
| torchvision 0.17.1+cu121 @ /n/home01/coco/miniconda3/envs/r2-tuning/lib/python3.12/site-packages/torchvision | |
| torchvision arch flags sm_50, sm_60, sm_70, sm_75, sm_80, sm_86, sm_90 | |
| nncore 0.4.2 | |
| numpy 1.26.4 | |
| PIL 10.2.0 | |
| cv2 4.9.0 | |
| ---------------------- ------------------------------------------------------------------------------------------------ | |
| PyTorch built with: | |
| - GCC 9.3 | |
| - C++ Version: 201703 | |
| - Intel(R) oneAPI Math Kernel Library Version 2022.2-Product Build 20220804 for Intel(R) 64 architecture applications | |
| - Intel(R) MKL-DNN v3.3.2 (Git Hash 2dc95a2ad0841e29db8b22fbccaf3e5da7992b01) | |
| - OpenMP 201511 (a.k.a. OpenMP 4.5) | |
| - LAPACK is enabled (usually provided by MKL) | |
| - NNPACK is enabled | |
| - CPU capability usage: AVX512 | |
| - CUDA Runtime 12.1 | |
| - NVCC architecture flags: -gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_90,code=sm_90 | |
| - CuDNN 8.9.2 | |
| - Magma 2.6.1 | |
| - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=12.1, CUDNN_VERSION=8.9.2, CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=0 -fabi-version=11 -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DLIBKINETO_NOROCTRACER -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-stringop-overflow -Wsuggest-override -Wno-psabi -Wno-error=pedantic -Wno-error=old-style-cast -Wno-missing-braces -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=2.2.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=1, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, USE_ROCM_KERNEL_ASSERT=OFF, | |
| [2024-04-16 12:57:56 INFO]: Launcher: None | |
| [2024-04-16 12:57:56 INFO]: Config: /n/home01/coco/r2-tuning-dev/configs/youtube/r2_tuning_youtube_ski.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='skiing'), | |
| 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='skiing')) | |
| 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', '[email protected]', '[email protected]', '[email protected]', 'mAP'])] | |
| [2024-04-16 12:57:56 INFO]: Using random seed: 58361730 | |
| [2024-04-16 12:57:57 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 12:57:57 INFO]: Learnable Parameters: | |
| [2024-04-16 12:57:57 INFO]: module.coef - torch.Size([1]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.gate - torch.Size([3]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.scale - torch.Size([4]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.video_map.0.weight - torch.Size([768]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.video_map.0.bias - torch.Size([768]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.video_map.2.weight - torch.Size([256, 768]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.video_map.2.bias - torch.Size([256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.video_map.4.weight - torch.Size([256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.video_map.4.bias - torch.Size([256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.video_map.6.weight - torch.Size([256, 256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.video_map.6.bias - torch.Size([256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.query_map.0.weight - torch.Size([512]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.query_map.0.bias - torch.Size([512]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.query_map.2.weight - torch.Size([256, 512]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.query_map.2.bias - torch.Size([256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.query_map.4.weight - torch.Size([256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.query_map.4.bias - torch.Size([256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.query_map.6.weight - torch.Size([256, 256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.query_map.6.bias - torch.Size([256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.v_map.weight - torch.Size([256, 256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.v_map.bias - torch.Size([256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.q_map.weight - torch.Size([256, 256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.q_map.bias - torch.Size([256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.tem.cross_att.q.weight - torch.Size([256, 256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.tem.cross_att.q.bias - torch.Size([256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.tem.cross_att.k.weight - torch.Size([256, 256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.tem.cross_att.k.bias - torch.Size([256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.tem.cross_att.v.weight - torch.Size([256, 256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.tem.cross_att.v.bias - torch.Size([256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.tem.cross_att.m.weight - torch.Size([256, 256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.tem.cross_att.m.bias - torch.Size([256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.tem.cross_att_norm.weight - torch.Size([256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.tem.cross_att_norm.bias - torch.Size([256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.tem.self_att.q.weight - torch.Size([256, 256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.tem.self_att.q.bias - torch.Size([256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.tem.self_att.k.weight - torch.Size([256, 256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.tem.self_att.k.bias - torch.Size([256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.tem.self_att.v.weight - torch.Size([256, 256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.tem.self_att.v.bias - torch.Size([256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.tem.self_att.m.weight - torch.Size([256, 256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.tem.self_att.m.bias - torch.Size([256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.tem.self_att_norm.weight - torch.Size([256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.tem.self_att_norm.bias - torch.Size([256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.tem.ffn.mapping.0.weight - torch.Size([1024, 256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.tem.ffn.mapping.0.bias - torch.Size([1024]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.tem.ffn.mapping.2.weight - torch.Size([256, 1024]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.tem.ffn.mapping.2.bias - torch.Size([256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.tem.ffn_norm.weight - torch.Size([256]) | |
| [2024-04-16 12:57:57 INFO]: module.adapter.tem.ffn_norm.bias - torch.Size([256]) | |
| [2024-04-16 12:57:57 INFO]: module.pooling.att.weight - torch.Size([1, 256]) | |
| [2024-04-16 12:57:57 INFO]: module.class_head.module.1.weight - torch.Size([256, 256, 3]) | |
| [2024-04-16 12:57:57 INFO]: module.class_head.module.1.bias - torch.Size([256]) | |
| [2024-04-16 12:57:57 INFO]: module.class_head.module.3.weight - torch.Size([1, 256, 3]) | |
| [2024-04-16 12:57:57 INFO]: module.class_head.module.3.bias - torch.Size([1]) | |
| [2024-04-16 12:57:57 INFO]: Learnable Parameters: 1.761M (100.0%) | |
| [2024-04-16 12:57:57 INFO]: Auto Scale Batch Size: 1 GPU(s) * 4 Samples | |
| [2024-04-16 12:57:57 INFO]: Distributed: False, AMP: fp16, Debug: False | |
| [2024-04-16 12:57:57 INFO]: Launch engine, host: [email protected], work_dir: work_dirs/r2_tuning_youtube_ski | |
| [2024-04-16 12:57:57 INFO]: Stage: 1, epochs: 200, optimizer: AdamW(lr: 0.0005, weight_decay: 0.0001) | |
| [2024-04-16 12:58:00 INFO]: Epoch [1][17/17] lr: 0.00016, eta: 0:12:01, time: 0.101, data_time: 0.112, memory: 4337, loss_cls: 0.6982, loss_sal: 0.3962, loss_video_cal: 0.1663, loss_layer_cal: 0.1608, loss: 1.4215, scale: 65536.0000 | |
| [2024-04-16 12:58:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_1.pth... | |
| [2024-04-16 12:58:00 INFO]: Validating... | |
| [2024-04-16 12:58:02 INFO]: Epoch (val) [1][50] loss_cls: 0.7226, loss_sal: 0.3752, loss_video_cal: 0.0000, loss_layer_cal: 0.1106, loss: 1.2084, mAP: 0.5581, best_mAP: 0.5581 | |
| [2024-04-16 12:58:04 INFO]: Epoch [2][17/17] lr: 0.00033, eta: 0:12:38, time: 0.058, data_time: 0.104, memory: 4337, loss_cls: 0.6892, loss_sal: 0.3976, loss_video_cal: 0.1560, loss_layer_cal: 0.1369, loss: 1.3797, scale: 65536.0000 | |
| [2024-04-16 12:58:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_2.pth... | |
| [2024-04-16 12:58:04 INFO]: Validating... | |
| [2024-04-16 12:58:05 INFO]: Epoch (val) [2][50] loss_cls: 0.7411, loss_sal: 0.3749, loss_video_cal: 0.0000, loss_layer_cal: 0.0784, loss: 1.1944, mAP: 0.5646, best_mAP: 0.5646 | |
| [2024-04-16 12:58:08 INFO]: Epoch [3][17/17] lr: 0.0005, eta: 0:12:21, time: 0.059, data_time: 0.091, memory: 4337, loss_cls: 0.6797, loss_sal: 0.3892, loss_video_cal: 0.1564, loss_layer_cal: 0.1114, loss: 1.3368, scale: 65536.0000 | |
| [2024-04-16 12:58:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_3.pth... | |
| [2024-04-16 12:58:08 INFO]: Validating... | |
| [2024-04-16 12:58:09 INFO]: Epoch (val) [3][50] loss_cls: 0.6497, loss_sal: 0.3752, loss_video_cal: 0.0000, loss_layer_cal: 0.0638, loss: 1.0886, mAP: 0.6258, best_mAP: 0.6258 | |
| [2024-04-16 12:58:11 INFO]: Epoch [4][17/17] lr: 0.0005, eta: 0:12:01, time: 0.057, data_time: 0.081, memory: 4337, loss_cls: 0.6818, loss_sal: 0.3881, loss_video_cal: 0.1576, loss_layer_cal: 0.0988, loss: 1.3263, scale: 65536.0000 | |
| [2024-04-16 12:58:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_4.pth... | |
| [2024-04-16 12:58:11 INFO]: Validating... | |
| [2024-04-16 12:58:12 INFO]: Epoch (val) [4][50] loss_cls: 0.8728, loss_sal: 0.3752, loss_video_cal: 0.0000, loss_layer_cal: 0.0517, loss: 1.2997, mAP: 0.6015, best_mAP: 0.6258 | |
| [2024-04-16 12:58:15 INFO]: Epoch [5][17/17] lr: 0.0005, eta: 0:11:57, time: 0.057, data_time: 0.094, memory: 4337, loss_cls: 0.6626, loss_sal: 0.3845, loss_video_cal: 0.1506, loss_layer_cal: 0.0834, loss: 1.2811, scale: 65536.0000 | |
| [2024-04-16 12:58:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_5.pth... | |
| [2024-04-16 12:58:15 INFO]: Validating... | |
| [2024-04-16 12:58:16 INFO]: Epoch (val) [5][50] loss_cls: 0.9285, loss_sal: 0.3752, loss_video_cal: 0.0000, loss_layer_cal: 0.0370, loss: 1.3407, mAP: 0.6109, best_mAP: 0.6258 | |
| [2024-04-16 12:58:19 INFO]: Epoch [6][17/17] lr: 0.0005, eta: 0:11:52, time: 0.061, data_time: 0.086, memory: 4337, loss_cls: 0.6924, loss_sal: 0.3893, loss_video_cal: 0.1479, loss_layer_cal: 0.0678, loss: 1.2974, scale: 65536.0000 | |
| [2024-04-16 12:58:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_6.pth... | |
| [2024-04-16 12:58:19 INFO]: Validating... | |
| [2024-04-16 12:58:20 INFO]: Epoch (val) [6][50] loss_cls: 0.7993, loss_sal: 0.3752, loss_video_cal: 0.0000, loss_layer_cal: 0.0244, loss: 1.1989, mAP: 0.6169, best_mAP: 0.6258 | |
| [2024-04-16 12:58:22 INFO]: Epoch [7][17/17] lr: 0.0005, eta: 0:11:49, time: 0.060, data_time: 0.095, memory: 4337, loss_cls: 0.6283, loss_sal: 0.3870, loss_video_cal: 0.1465, loss_layer_cal: 0.0611, loss: 1.2229, scale: 65536.0000 | |
| [2024-04-16 12:58:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_7.pth... | |
| [2024-04-16 12:58:22 INFO]: Validating... | |
| [2024-04-16 12:58:23 INFO]: Epoch (val) [7][50] loss_cls: 0.6688, loss_sal: 0.3753, loss_video_cal: 0.0000, loss_layer_cal: 0.0145, loss: 1.0587, mAP: 0.6475, best_mAP: 0.6475 | |
| [2024-04-16 12:58:26 INFO]: Epoch [8][17/17] lr: 0.0005, eta: 0:11:43, time: 0.060, data_time: 0.086, memory: 4337, loss_cls: 0.6099, loss_sal: 0.3872, loss_video_cal: 0.1457, loss_layer_cal: 0.0489, loss: 1.1917, scale: 65536.0000 | |
| [2024-04-16 12:58:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_8.pth... | |
| [2024-04-16 12:58:26 INFO]: Validating... | |
| [2024-04-16 12:58:27 INFO]: Epoch (val) [8][50] loss_cls: 0.8711, loss_sal: 0.3753, loss_video_cal: 0.0000, loss_layer_cal: 0.0087, loss: 1.2551, mAP: 0.6230, best_mAP: 0.6475 | |
| [2024-04-16 12:58:29 INFO]: Epoch [9][17/17] lr: 0.0005, eta: 0:11:38, time: 0.056, data_time: 0.087, memory: 4337, loss_cls: 0.6099, loss_sal: 0.3890, loss_video_cal: 0.1444, loss_layer_cal: 0.0464, loss: 1.1897, scale: 65536.0000 | |
| [2024-04-16 12:58:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_9.pth... | |
| [2024-04-16 12:58:30 INFO]: Validating... | |
| [2024-04-16 12:58:31 INFO]: Epoch (val) [9][50] loss_cls: 0.8774, loss_sal: 0.3753, loss_video_cal: 0.0000, loss_layer_cal: 0.0058, loss: 1.2585, mAP: 0.6334, best_mAP: 0.6475 | |
| [2024-04-16 12:58:33 INFO]: Epoch [10][17/17] lr: 0.0005, eta: 0:11:32, time: 0.057, data_time: 0.087, memory: 4337, loss_cls: 0.6054, loss_sal: 0.3861, loss_video_cal: 0.1445, loss_layer_cal: 0.0339, loss: 1.1699, scale: 65536.0000 | |
| [2024-04-16 12:58:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_10.pth... | |
| [2024-04-16 12:58:33 INFO]: Validating... | |
| [2024-04-16 12:58:34 INFO]: Epoch (val) [10][50] loss_cls: 0.8003, loss_sal: 0.3752, loss_video_cal: 0.0000, loss_layer_cal: 0.0039, loss: 1.1795, mAP: 0.6233, best_mAP: 0.6475 | |
| [2024-04-16 12:58:37 INFO]: Epoch [11][17/17] lr: 0.0005, eta: 0:11:30, time: 0.058, data_time: 0.098, memory: 4337, loss_cls: 0.6512, loss_sal: 0.3878, loss_video_cal: 0.1369, loss_layer_cal: 0.0287, loss: 1.2047, scale: 62112.4766 | |
| [2024-04-16 12:58:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_11.pth... | |
| [2024-04-16 12:58:37 INFO]: Validating... | |
| [2024-04-16 12:58:38 INFO]: Epoch (val) [11][50] loss_cls: 0.7370, loss_sal: 0.3754, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 1.1150, mAP: 0.6684, best_mAP: 0.6684 | |
| [2024-04-16 12:58:40 INFO]: Epoch [12][17/17] lr: 0.0005, eta: 0:11:25, time: 0.058, data_time: 0.087, memory: 4337, loss_cls: 0.6000, loss_sal: 0.3898, loss_video_cal: 0.1379, loss_layer_cal: 0.0235, loss: 1.1512, scale: 32768.0000 | |
| [2024-04-16 12:58:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_12.pth... | |
| [2024-04-16 12:58:40 INFO]: Validating... | |
| [2024-04-16 12:58:41 INFO]: Epoch (val) [12][50] loss_cls: 0.8070, loss_sal: 0.3754, loss_video_cal: 0.0000, loss_layer_cal: 0.0018, loss: 1.1842, mAP: 0.6349, best_mAP: 0.6684 | |
| [2024-04-16 12:58:44 INFO]: Epoch [13][17/17] lr: 0.0005, eta: 0:11:21, time: 0.057, data_time: 0.090, memory: 4337, loss_cls: 0.5832, loss_sal: 0.3897, loss_video_cal: 0.1339, loss_layer_cal: 0.0208, loss: 1.1276, scale: 32768.0000 | |
| [2024-04-16 12:58:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_13.pth... | |
| [2024-04-16 12:58:44 INFO]: Validating... | |
| [2024-04-16 12:58:45 INFO]: Epoch (val) [13][50] loss_cls: 0.7997, loss_sal: 0.3755, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 1.1769, mAP: 0.6783, best_mAP: 0.6783 | |
| [2024-04-16 12:58:47 INFO]: Epoch [14][17/17] lr: 0.0005, eta: 0:11:16, time: 0.061, data_time: 0.083, memory: 4337, loss_cls: 0.5838, loss_sal: 0.3898, loss_video_cal: 0.1301, loss_layer_cal: 0.0188, loss: 1.1226, scale: 32768.0000 | |
| [2024-04-16 12:58:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_14.pth... | |
| [2024-04-16 12:58:48 INFO]: Validating... | |
| [2024-04-16 12:58:49 INFO]: Epoch (val) [14][50] loss_cls: 0.9994, loss_sal: 0.3751, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.3758, mAP: 0.6311, best_mAP: 0.6783 | |
| [2024-04-16 12:58:51 INFO]: Epoch [15][17/17] lr: 0.0005, eta: 0:11:12, time: 0.059, data_time: 0.091, memory: 4337, loss_cls: 0.5826, loss_sal: 0.3871, loss_video_cal: 0.1313, loss_layer_cal: 0.0154, loss: 1.1164, scale: 32768.0000 | |
| [2024-04-16 12:58:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_15.pth... | |
| [2024-04-16 12:58:51 INFO]: Validating... | |
| [2024-04-16 12:58:52 INFO]: Epoch (val) [15][50] loss_cls: 0.6905, loss_sal: 0.3758, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.0674, mAP: 0.6726, best_mAP: 0.6783 | |
| [2024-04-16 12:58:55 INFO]: Epoch [16][17/17] lr: 0.0005, eta: 0:11:08, time: 0.058, data_time: 0.090, memory: 4337, loss_cls: 0.5723, loss_sal: 0.3876, loss_video_cal: 0.1270, loss_layer_cal: 0.0141, loss: 1.1009, scale: 32768.0000 | |
| [2024-04-16 12:58:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_16.pth... | |
| [2024-04-16 12:58:55 INFO]: Validating... | |
| [2024-04-16 12:58:56 INFO]: Epoch (val) [16][50] loss_cls: 0.8606, loss_sal: 0.3756, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.2373, mAP: 0.6750, best_mAP: 0.6783 | |
| [2024-04-16 12:58:58 INFO]: Epoch [17][17/17] lr: 0.0005, eta: 0:11:04, time: 0.060, data_time: 0.086, memory: 4337, loss_cls: 0.5648, loss_sal: 0.3874, loss_video_cal: 0.1149, loss_layer_cal: 0.0123, loss: 1.0794, scale: 32768.0000 | |
| [2024-04-16 12:58:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_17.pth... | |
| [2024-04-16 12:58:58 INFO]: Validating... | |
| [2024-04-16 12:58:59 INFO]: Epoch (val) [17][50] loss_cls: 0.7463, loss_sal: 0.3755, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.1228, mAP: 0.6711, best_mAP: 0.6783 | |
| [2024-04-16 12:59:02 INFO]: Epoch [18][17/17] lr: 0.0005, eta: 0:11:02, time: 0.060, data_time: 0.098, memory: 4337, loss_cls: 0.5487, loss_sal: 0.3874, loss_video_cal: 0.1170, loss_layer_cal: 0.0131, loss: 1.0663, scale: 32768.0000 | |
| [2024-04-16 12:59:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_18.pth... | |
| [2024-04-16 12:59:02 INFO]: Validating... | |
| [2024-04-16 12:59:03 INFO]: Epoch (val) [18][50] loss_cls: 0.8396, loss_sal: 0.3754, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.2158, mAP: 0.6738, best_mAP: 0.6783 | |
| [2024-04-16 12:59:06 INFO]: Epoch [19][17/17] lr: 0.0005, eta: 0:10:58, time: 0.054, data_time: 0.093, memory: 4337, loss_cls: 0.5967, loss_sal: 0.3882, loss_video_cal: 0.1097, loss_layer_cal: 0.0101, loss: 1.1047, scale: 32768.0000 | |
| [2024-04-16 12:59:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_19.pth... | |
| [2024-04-16 12:59:06 INFO]: Validating... | |
| [2024-04-16 12:59:07 INFO]: Epoch (val) [19][50] loss_cls: 0.6917, loss_sal: 0.3754, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.0679, mAP: 0.6925, best_mAP: 0.6925 | |
| [2024-04-16 12:59:09 INFO]: Epoch [20][17/17] lr: 0.0005, eta: 0:10:54, time: 0.058, data_time: 0.090, memory: 4337, loss_cls: 0.6067, loss_sal: 0.3862, loss_video_cal: 0.1096, loss_layer_cal: 0.0135, loss: 1.1160, scale: 32768.0000 | |
| [2024-04-16 12:59:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_20.pth... | |
| [2024-04-16 12:59:09 INFO]: Validating... | |
| [2024-04-16 12:59:10 INFO]: Epoch (val) [20][50] loss_cls: 0.6897, loss_sal: 0.3756, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.0662, mAP: 0.6876, best_mAP: 0.6925 | |
| [2024-04-16 12:59:13 INFO]: Epoch [21][17/17] lr: 0.0005, eta: 0:10:52, time: 0.058, data_time: 0.096, memory: 4337, loss_cls: 0.5605, loss_sal: 0.3854, loss_video_cal: 0.1089, loss_layer_cal: 0.0113, loss: 1.0661, scale: 32768.0000 | |
| [2024-04-16 12:59:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_21.pth... | |
| [2024-04-16 12:59:13 INFO]: Validating... | |
| [2024-04-16 12:59:14 INFO]: Epoch (val) [21][50] loss_cls: 0.8912, loss_sal: 0.3756, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.2677, mAP: 0.6780, best_mAP: 0.6925 | |
| [2024-04-16 12:59:17 INFO]: Epoch [22][17/17] lr: 0.0005, eta: 0:10:49, time: 0.060, data_time: 0.096, memory: 4337, loss_cls: 0.5841, loss_sal: 0.3868, loss_video_cal: 0.1024, loss_layer_cal: 0.0112, loss: 1.0846, scale: 32768.0000 | |
| [2024-04-16 12:59:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_22.pth... | |
| [2024-04-16 12:59:17 INFO]: Validating... | |
| [2024-04-16 12:59:18 INFO]: Epoch (val) [22][50] loss_cls: 0.7907, loss_sal: 0.3753, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.1669, mAP: 0.6582, best_mAP: 0.6925 | |
| [2024-04-16 12:59:21 INFO]: Epoch [23][17/17] lr: 0.0005, eta: 0:10:46, time: 0.059, data_time: 0.100, memory: 4337, loss_cls: 0.5767, loss_sal: 0.3874, loss_video_cal: 0.1005, loss_layer_cal: 0.0121, loss: 1.0766, scale: 32768.0000 | |
| [2024-04-16 12:59:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_23.pth... | |
| [2024-04-16 12:59:21 INFO]: Validating... | |
| [2024-04-16 12:59:22 INFO]: Epoch (val) [23][50] loss_cls: 0.8626, loss_sal: 0.3752, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.2389, mAP: 0.6726, best_mAP: 0.6925 | |
| [2024-04-16 12:59:24 INFO]: Epoch [24][17/17] lr: 0.0005, eta: 0:10:42, time: 0.059, data_time: 0.090, memory: 4337, loss_cls: 0.5430, loss_sal: 0.3853, loss_video_cal: 0.0983, loss_layer_cal: 0.0120, loss: 1.0386, scale: 32768.0000 | |
| [2024-04-16 12:59:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_24.pth... | |
| [2024-04-16 12:59:24 INFO]: Validating... | |
| [2024-04-16 12:59:25 INFO]: Epoch (val) [24][50] loss_cls: 0.8510, loss_sal: 0.3754, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.2274, mAP: 0.6655, best_mAP: 0.6925 | |
| [2024-04-16 12:59:28 INFO]: Epoch [25][17/17] lr: 0.0005, eta: 0:10:38, time: 0.060, data_time: 0.083, memory: 4337, loss_cls: 0.5414, loss_sal: 0.3873, loss_video_cal: 0.0973, loss_layer_cal: 0.0127, loss: 1.0388, scale: 32768.0000 | |
| [2024-04-16 12:59:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_25.pth... | |
| [2024-04-16 12:59:28 INFO]: Validating... | |
| [2024-04-16 12:59:29 INFO]: Epoch (val) [25][50] loss_cls: 0.9482, loss_sal: 0.3757, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.3246, mAP: 0.6424, best_mAP: 0.6925 | |
| [2024-04-16 12:59:31 INFO]: Epoch [26][17/17] lr: 0.0005, eta: 0:10:33, time: 0.059, data_time: 0.077, memory: 4337, loss_cls: 0.5879, loss_sal: 0.3877, loss_video_cal: 0.0919, loss_layer_cal: 0.0114, loss: 1.0789, scale: 32768.0000 | |
| [2024-04-16 12:59:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_26.pth... | |
| [2024-04-16 12:59:31 INFO]: Validating... | |
| [2024-04-16 12:59:32 INFO]: Epoch (val) [26][50] loss_cls: 0.7429, loss_sal: 0.3753, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1189, mAP: 0.6762, best_mAP: 0.6925 | |
| [2024-04-16 12:59:35 INFO]: Epoch [27][17/17] lr: 0.0005, eta: 0:10:30, time: 0.060, data_time: 0.095, memory: 4337, loss_cls: 0.5622, loss_sal: 0.3872, loss_video_cal: 0.0903, loss_layer_cal: 0.0104, loss: 1.0501, scale: 32768.0000 | |
| [2024-04-16 12:59:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_27.pth... | |
| [2024-04-16 12:59:35 INFO]: Validating... | |
| [2024-04-16 12:59:36 INFO]: Epoch (val) [27][50] loss_cls: 0.7950, loss_sal: 0.3754, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1710, mAP: 0.6779, best_mAP: 0.6925 | |
| [2024-04-16 12:59:38 INFO]: Epoch [28][17/17] lr: 0.0005, eta: 0:10:25, time: 0.058, data_time: 0.084, memory: 4337, loss_cls: 0.5646, loss_sal: 0.3873, loss_video_cal: 0.0875, loss_layer_cal: 0.0095, loss: 1.0488, scale: 32768.0000 | |
| [2024-04-16 12:59:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_28.pth... | |
| [2024-04-16 12:59:39 INFO]: Validating... | |
| [2024-04-16 12:59:40 INFO]: Epoch (val) [28][50] loss_cls: 0.8945, loss_sal: 0.3754, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2706, mAP: 0.6954, best_mAP: 0.6954 | |
| [2024-04-16 12:59:42 INFO]: Epoch [29][17/17] lr: 0.0005, eta: 0:10:22, time: 0.059, data_time: 0.099, memory: 4337, loss_cls: 0.5972, loss_sal: 0.3877, loss_video_cal: 0.0897, loss_layer_cal: 0.0107, loss: 1.0853, scale: 32768.0000 | |
| [2024-04-16 12:59:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_29.pth... | |
| [2024-04-16 12:59:42 INFO]: Validating... | |
| [2024-04-16 12:59:43 INFO]: Epoch (val) [29][50] loss_cls: 0.7491, loss_sal: 0.3752, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.1248, mAP: 0.6830, best_mAP: 0.6954 | |
| [2024-04-16 12:59:46 INFO]: Epoch [30][17/17] lr: 0.0005, eta: 0:10:19, time: 0.059, data_time: 0.095, memory: 4337, loss_cls: 0.5762, loss_sal: 0.3872, loss_video_cal: 0.0930, loss_layer_cal: 0.0113, loss: 1.0677, scale: 32768.0000 | |
| [2024-04-16 12:59:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_30.pth... | |
| [2024-04-16 12:59:46 INFO]: Validating... | |
| [2024-04-16 12:59:47 INFO]: Epoch (val) [30][50] loss_cls: 0.8599, loss_sal: 0.3762, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2367, mAP: 0.6465, best_mAP: 0.6954 | |
| [2024-04-16 12:59:49 INFO]: Epoch [31][17/17] lr: 0.0005, eta: 0:10:15, time: 0.056, data_time: 0.086, memory: 4337, loss_cls: 0.5464, loss_sal: 0.3880, loss_video_cal: 0.0857, loss_layer_cal: 0.0092, loss: 1.0292, scale: 32768.0000 | |
| [2024-04-16 12:59:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_31.pth... | |
| [2024-04-16 12:59:50 INFO]: Validating... | |
| [2024-04-16 12:59:51 INFO]: Epoch (val) [31][50] loss_cls: 0.8032, loss_sal: 0.3765, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.1803, mAP: 0.6493, best_mAP: 0.6954 | |
| [2024-04-16 12:59:53 INFO]: Epoch [32][17/17] lr: 0.0005, eta: 0:10:11, time: 0.059, data_time: 0.094, memory: 4337, loss_cls: 0.5684, loss_sal: 0.3870, loss_video_cal: 0.0759, loss_layer_cal: 0.0082, loss: 1.0395, scale: 32768.0000 | |
| [2024-04-16 12:59:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_32.pth... | |
| [2024-04-16 12:59:53 INFO]: Validating... | |
| [2024-04-16 12:59:54 INFO]: Epoch (val) [32][50] loss_cls: 0.8020, loss_sal: 0.3776, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.1801, mAP: 0.6558, best_mAP: 0.6954 | |
| [2024-04-16 12:59:57 INFO]: Epoch [33][17/17] lr: 0.0005, eta: 0:10:08, time: 0.056, data_time: 0.091, memory: 4337, loss_cls: 0.5679, loss_sal: 0.3857, loss_video_cal: 0.0818, loss_layer_cal: 0.0104, loss: 1.0458, scale: 32768.0000 | |
| [2024-04-16 12:59:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_33.pth... | |
| [2024-04-16 12:59:57 INFO]: Validating... | |
| [2024-04-16 12:59:58 INFO]: Epoch (val) [33][50] loss_cls: 0.8276, loss_sal: 0.3790, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.2071, mAP: 0.6601, best_mAP: 0.6954 | |
| [2024-04-16 13:00:00 INFO]: Epoch [34][17/17] lr: 0.0005, eta: 0:10:04, time: 0.056, data_time: 0.092, memory: 4337, loss_cls: 0.5814, loss_sal: 0.3871, loss_video_cal: 0.0744, loss_layer_cal: 0.0093, loss: 1.0522, scale: 32768.0000 | |
| [2024-04-16 13:00:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_34.pth... | |
| [2024-04-16 13:00:00 INFO]: Validating... | |
| [2024-04-16 13:00:01 INFO]: Epoch (val) [34][50] loss_cls: 0.8600, loss_sal: 0.3797, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.2403, mAP: 0.6596, best_mAP: 0.6954 | |
| [2024-04-16 13:00:04 INFO]: Epoch [35][17/17] lr: 0.0005, eta: 0:10:00, time: 0.059, data_time: 0.084, memory: 4337, loss_cls: 0.5784, loss_sal: 0.3854, loss_video_cal: 0.0734, loss_layer_cal: 0.0106, loss: 1.0478, scale: 32768.0000 | |
| [2024-04-16 13:00:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_35.pth... | |
| [2024-04-16 13:00:04 INFO]: Validating... | |
| [2024-04-16 13:00:05 INFO]: Epoch (val) [35][50] loss_cls: 0.8902, loss_sal: 0.3786, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2694, mAP: 0.6621, best_mAP: 0.6954 | |
| [2024-04-16 13:00:08 INFO]: Epoch [36][17/17] lr: 0.0005, eta: 0:09:56, time: 0.059, data_time: 0.095, memory: 4337, loss_cls: 0.6174, loss_sal: 0.3875, loss_video_cal: 0.0693, loss_layer_cal: 0.0085, loss: 1.0827, scale: 32768.0000 | |
| [2024-04-16 13:00:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_36.pth... | |
| [2024-04-16 13:00:08 INFO]: Validating... | |
| [2024-04-16 13:00:09 INFO]: Epoch (val) [36][50] loss_cls: 0.8054, loss_sal: 0.3762, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1823, mAP: 0.6368, best_mAP: 0.6954 | |
| [2024-04-16 13:00:11 INFO]: Epoch [37][17/17] lr: 0.0005, eta: 0:09:53, time: 0.058, data_time: 0.097, memory: 4337, loss_cls: 0.5832, loss_sal: 0.3872, loss_video_cal: 0.0802, loss_layer_cal: 0.0096, loss: 1.0603, scale: 32768.0000 | |
| [2024-04-16 13:00:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_37.pth... | |
| [2024-04-16 13:00:11 INFO]: Validating... | |
| [2024-04-16 13:00:12 INFO]: Epoch (val) [37][50] loss_cls: 0.8361, loss_sal: 0.3762, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2129, mAP: 0.6497, best_mAP: 0.6954 | |
| [2024-04-16 13:00:15 INFO]: Epoch [38][17/17] lr: 0.0005, eta: 0:09:50, time: 0.061, data_time: 0.097, memory: 4337, loss_cls: 0.5579, loss_sal: 0.3868, loss_video_cal: 0.0709, loss_layer_cal: 0.0101, loss: 1.0257, scale: 32768.0000 | |
| [2024-04-16 13:00:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_38.pth... | |
| [2024-04-16 13:00:15 INFO]: Validating... | |
| [2024-04-16 13:00:16 INFO]: Epoch (val) [38][50] loss_cls: 0.8941, loss_sal: 0.3766, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.2712, mAP: 0.6630, best_mAP: 0.6954 | |
| [2024-04-16 13:00:19 INFO]: Epoch [39][17/17] lr: 0.0005, eta: 0:09:46, time: 0.053, data_time: 0.093, memory: 4337, loss_cls: 0.5621, loss_sal: 0.3862, loss_video_cal: 0.0689, loss_layer_cal: 0.0101, loss: 1.0273, scale: 32768.0000 | |
| [2024-04-16 13:00:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_39.pth... | |
| [2024-04-16 13:00:19 INFO]: Validating... | |
| [2024-04-16 13:00:20 INFO]: Epoch (val) [39][50] loss_cls: 0.8947, loss_sal: 0.3779, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2733, mAP: 0.6611, best_mAP: 0.6954 | |
| [2024-04-16 13:00:22 INFO]: Epoch [40][17/17] lr: 0.0005, eta: 0:09:43, time: 0.059, data_time: 0.096, memory: 4337, loss_cls: 0.5467, loss_sal: 0.3854, loss_video_cal: 0.0732, loss_layer_cal: 0.0089, loss: 1.0142, scale: 32768.0000 | |
| [2024-04-16 13:00:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_40.pth... | |
| [2024-04-16 13:00:23 INFO]: Validating... | |
| [2024-04-16 13:00:24 INFO]: Epoch (val) [40][50] loss_cls: 0.8594, loss_sal: 0.3766, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.2367, mAP: 0.6414, best_mAP: 0.6954 | |
| [2024-04-16 13:00:26 INFO]: Epoch [41][17/17] lr: 0.0005, eta: 0:09:40, time: 0.057, data_time: 0.097, memory: 4337, loss_cls: 0.5588, loss_sal: 0.3856, loss_video_cal: 0.0617, loss_layer_cal: 0.0085, loss: 1.0145, scale: 32768.0000 | |
| [2024-04-16 13:00:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_41.pth... | |
| [2024-04-16 13:00:26 INFO]: Validating... | |
| [2024-04-16 13:00:27 INFO]: Epoch (val) [41][50] loss_cls: 0.8625, loss_sal: 0.3781, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.2411, mAP: 0.6606, best_mAP: 0.6954 | |
| [2024-04-16 13:00:30 INFO]: Epoch [42][17/17] lr: 0.0005, eta: 0:09:36, time: 0.056, data_time: 0.096, memory: 4337, loss_cls: 0.5878, loss_sal: 0.3847, loss_video_cal: 0.0648, loss_layer_cal: 0.0086, loss: 1.0460, scale: 32768.0000 | |
| [2024-04-16 13:00:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_42.pth... | |
| [2024-04-16 13:00:30 INFO]: Validating... | |
| [2024-04-16 13:00:31 INFO]: Epoch (val) [42][50] loss_cls: 0.8537, loss_sal: 0.3811, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2353, mAP: 0.6768, best_mAP: 0.6954 | |
| [2024-04-16 13:00:34 INFO]: Epoch [43][17/17] lr: 0.0005, eta: 0:09:33, time: 0.058, data_time: 0.096, memory: 4337, loss_cls: 0.5381, loss_sal: 0.3844, loss_video_cal: 0.0635, loss_layer_cal: 0.0070, loss: 0.9931, scale: 32768.0000 | |
| [2024-04-16 13:00:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_43.pth... | |
| [2024-04-16 13:00:34 INFO]: Validating... | |
| [2024-04-16 13:00:35 INFO]: Epoch (val) [43][50] loss_cls: 0.8189, loss_sal: 0.3856, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2051, mAP: 0.6871, best_mAP: 0.6954 | |
| [2024-04-16 13:00:37 INFO]: Epoch [44][17/17] lr: 0.0005, eta: 0:09:29, time: 0.056, data_time: 0.088, memory: 4337, loss_cls: 0.5704, loss_sal: 0.3860, loss_video_cal: 0.0644, loss_layer_cal: 0.0079, loss: 1.0288, scale: 32768.0000 | |
| [2024-04-16 13:00:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_44.pth... | |
| [2024-04-16 13:00:37 INFO]: Validating... | |
| [2024-04-16 13:00:38 INFO]: Epoch (val) [44][50] loss_cls: 0.8204, loss_sal: 0.3788, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.1997, mAP: 0.6883, best_mAP: 0.6954 | |
| [2024-04-16 13:00:41 INFO]: Epoch [45][17/17] lr: 0.0005, eta: 0:09:24, time: 0.059, data_time: 0.079, memory: 4337, loss_cls: 0.5810, loss_sal: 0.3842, loss_video_cal: 0.0653, loss_layer_cal: 0.0086, loss: 1.0391, scale: 32768.0000 | |
| [2024-04-16 13:00:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_45.pth... | |
| [2024-04-16 13:00:41 INFO]: Validating... | |
| [2024-04-16 13:00:42 INFO]: Epoch (val) [45][50] loss_cls: 0.7521, loss_sal: 0.3723, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1251, mAP: 0.6624, best_mAP: 0.6954 | |
| [2024-04-16 13:00:44 INFO]: Epoch [46][17/17] lr: 0.0005, eta: 0:09:21, time: 0.059, data_time: 0.089, memory: 4337, loss_cls: 0.6158, loss_sal: 0.3856, loss_video_cal: 0.0653, loss_layer_cal: 0.0079, loss: 1.0746, scale: 32768.0000 | |
| [2024-04-16 13:00:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_46.pth... | |
| [2024-04-16 13:00:44 INFO]: Validating... | |
| [2024-04-16 13:00:45 INFO]: Epoch (val) [46][50] loss_cls: 0.7985, loss_sal: 0.3827, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1819, mAP: 0.6519, best_mAP: 0.6954 | |
| [2024-04-16 13:00:48 INFO]: Epoch [47][17/17] lr: 0.0005, eta: 0:09:17, time: 0.054, data_time: 0.092, memory: 4337, loss_cls: 0.5581, loss_sal: 0.3828, loss_video_cal: 0.0703, loss_layer_cal: 0.0090, loss: 1.0202, scale: 32768.0000 | |
| [2024-04-16 13:00:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_47.pth... | |
| [2024-04-16 13:00:48 INFO]: Validating... | |
| [2024-04-16 13:00:49 INFO]: Epoch (val) [47][50] loss_cls: 0.9003, loss_sal: 0.3919, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.2929, mAP: 0.6514, best_mAP: 0.6954 | |
| [2024-04-16 13:00:52 INFO]: Epoch [48][17/17] lr: 0.0005, eta: 0:09:14, time: 0.062, data_time: 0.098, memory: 4337, loss_cls: 0.6166, loss_sal: 0.3845, loss_video_cal: 0.0726, loss_layer_cal: 0.0094, loss: 1.0830, scale: 32768.0000 | |
| [2024-04-16 13:00:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_48.pth... | |
| [2024-04-16 13:00:52 INFO]: Validating... | |
| [2024-04-16 13:00:53 INFO]: Epoch (val) [48][50] loss_cls: 1.0045, loss_sal: 0.3864, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.3918, mAP: 0.6395, best_mAP: 0.6954 | |
| [2024-04-16 13:00:55 INFO]: Epoch [49][17/17] lr: 0.0005, eta: 0:09:10, time: 0.059, data_time: 0.094, memory: 4337, loss_cls: 0.5412, loss_sal: 0.3863, loss_video_cal: 0.0666, loss_layer_cal: 0.0126, loss: 1.0066, scale: 32768.0000 | |
| [2024-04-16 13:00:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_49.pth... | |
| [2024-04-16 13:00:55 INFO]: Validating... | |
| [2024-04-16 13:00:56 INFO]: Epoch (val) [49][50] loss_cls: 0.8879, loss_sal: 0.3974, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2859, mAP: 0.6561, best_mAP: 0.6954 | |
| [2024-04-16 13:00:59 INFO]: Epoch [50][17/17] lr: 0.0005, eta: 0:09:06, time: 0.059, data_time: 0.082, memory: 4337, loss_cls: 0.5321, loss_sal: 0.3849, loss_video_cal: 0.0582, loss_layer_cal: 0.0115, loss: 0.9867, scale: 32768.0000 | |
| [2024-04-16 13:00:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_50.pth... | |
| [2024-04-16 13:00:59 INFO]: Validating... | |
| [2024-04-16 13:01:00 INFO]: Epoch (val) [50][50] loss_cls: 0.8792, loss_sal: 0.3835, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2633, mAP: 0.6694, best_mAP: 0.6954 | |
| [2024-04-16 13:01:02 INFO]: Epoch [51][17/17] lr: 0.0005, eta: 0:09:02, time: 0.057, data_time: 0.086, memory: 4337, loss_cls: 0.5633, loss_sal: 0.3852, loss_video_cal: 0.0633, loss_layer_cal: 0.0101, loss: 1.0218, scale: 32768.0000 | |
| [2024-04-16 13:01:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_51.pth... | |
| [2024-04-16 13:01:02 INFO]: Validating... | |
| [2024-04-16 13:01:03 INFO]: Epoch (val) [51][50] loss_cls: 0.7196, loss_sal: 0.3802, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.1003, mAP: 0.6343, best_mAP: 0.6954 | |
| [2024-04-16 13:01:06 INFO]: Epoch [52][17/17] lr: 0.0005, eta: 0:08:59, time: 0.061, data_time: 0.096, memory: 4337, loss_cls: 0.5551, loss_sal: 0.3853, loss_video_cal: 0.0615, loss_layer_cal: 0.0104, loss: 1.0124, scale: 32768.0000 | |
| [2024-04-16 13:01:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_52.pth... | |
| [2024-04-16 13:01:06 INFO]: Validating... | |
| [2024-04-16 13:01:07 INFO]: Epoch (val) [52][50] loss_cls: 0.8847, loss_sal: 0.3779, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.2631, mAP: 0.6315, best_mAP: 0.6954 | |
| [2024-04-16 13:01:10 INFO]: Epoch [53][17/17] lr: 0.0005, eta: 0:08:56, time: 0.060, data_time: 0.095, memory: 4337, loss_cls: 0.5377, loss_sal: 0.3852, loss_video_cal: 0.0655, loss_layer_cal: 0.0089, loss: 0.9973, scale: 32768.0000 | |
| [2024-04-16 13:01:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_53.pth... | |
| [2024-04-16 13:01:10 INFO]: Validating... | |
| [2024-04-16 13:01:11 INFO]: Epoch (val) [53][50] loss_cls: 0.8601, loss_sal: 0.3802, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.2408, mAP: 0.6491, best_mAP: 0.6954 | |
| [2024-04-16 13:01:13 INFO]: Epoch [54][17/17] lr: 0.0005, eta: 0:08:52, time: 0.058, data_time: 0.088, memory: 4337, loss_cls: 0.5468, loss_sal: 0.3878, loss_video_cal: 0.0595, loss_layer_cal: 0.0083, loss: 1.0023, scale: 32768.0000 | |
| [2024-04-16 13:01:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_54.pth... | |
| [2024-04-16 13:01:14 INFO]: Validating... | |
| [2024-04-16 13:01:15 INFO]: Epoch (val) [54][50] loss_cls: 0.9244, loss_sal: 0.3827, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.3077, mAP: 0.6712, best_mAP: 0.6954 | |
| [2024-04-16 13:01:17 INFO]: Epoch [55][17/17] lr: 0.0005, eta: 0:08:48, time: 0.057, data_time: 0.091, memory: 4337, loss_cls: 0.5735, loss_sal: 0.3851, loss_video_cal: 0.0608, loss_layer_cal: 0.0089, loss: 1.0283, scale: 32768.0000 | |
| [2024-04-16 13:01:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_55.pth... | |
| [2024-04-16 13:01:17 INFO]: Validating... | |
| [2024-04-16 13:01:18 INFO]: Epoch (val) [55][50] loss_cls: 1.0821, loss_sal: 0.3769, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.4596, mAP: 0.6583, best_mAP: 0.6954 | |
| [2024-04-16 13:01:21 INFO]: Epoch [56][17/17] lr: 0.0005, eta: 0:08:45, time: 0.055, data_time: 0.097, memory: 4337, loss_cls: 0.5590, loss_sal: 0.3842, loss_video_cal: 0.0660, loss_layer_cal: 0.0085, loss: 1.0177, scale: 32768.0000 | |
| [2024-04-16 13:01:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_56.pth... | |
| [2024-04-16 13:01:21 INFO]: Validating... | |
| [2024-04-16 13:01:22 INFO]: Epoch (val) [56][50] loss_cls: 0.8972, loss_sal: 0.3749, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.2729, mAP: 0.6565, best_mAP: 0.6954 | |
| [2024-04-16 13:01:25 INFO]: Epoch [57][17/17] lr: 0.0005, eta: 0:08:42, time: 0.060, data_time: 0.103, memory: 4337, loss_cls: 0.5866, loss_sal: 0.3855, loss_video_cal: 0.0630, loss_layer_cal: 0.0088, loss: 1.0440, scale: 32768.0000 | |
| [2024-04-16 13:01:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_57.pth... | |
| [2024-04-16 13:01:25 INFO]: Validating... | |
| [2024-04-16 13:01:26 INFO]: Epoch (val) [57][50] loss_cls: 0.9444, loss_sal: 0.3788, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.3245, mAP: 0.6249, best_mAP: 0.6954 | |
| [2024-04-16 13:01:28 INFO]: Epoch [58][17/17] lr: 0.0005, eta: 0:08:38, time: 0.058, data_time: 0.087, memory: 4337, loss_cls: 0.6134, loss_sal: 0.3915, loss_video_cal: 0.0654, loss_layer_cal: 0.0123, loss: 1.0826, scale: 32768.0000 | |
| [2024-04-16 13:01:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_58.pth... | |
| [2024-04-16 13:01:28 INFO]: Validating... | |
| [2024-04-16 13:01:29 INFO]: Epoch (val) [58][50] loss_cls: 0.7343, loss_sal: 0.3792, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.1147, mAP: 0.6624, best_mAP: 0.6954 | |
| [2024-04-16 13:01:32 INFO]: Epoch [59][17/17] lr: 0.0005, eta: 0:08:34, time: 0.061, data_time: 0.081, memory: 4337, loss_cls: 0.5570, loss_sal: 0.3904, loss_video_cal: 0.0562, loss_layer_cal: 0.0085, loss: 1.0121, scale: 32768.0000 | |
| [2024-04-16 13:01:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_59.pth... | |
| [2024-04-16 13:01:32 INFO]: Validating... | |
| [2024-04-16 13:01:33 INFO]: Epoch (val) [59][50] loss_cls: 0.9762, loss_sal: 0.3752, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.3523, mAP: 0.6562, best_mAP: 0.6954 | |
| [2024-04-16 13:01:35 INFO]: Epoch [60][17/17] lr: 0.0005, eta: 0:08:30, time: 0.062, data_time: 0.079, memory: 4337, loss_cls: 0.5499, loss_sal: 0.3855, loss_video_cal: 0.0569, loss_layer_cal: 0.0089, loss: 1.0012, scale: 32768.0000 | |
| [2024-04-16 13:01:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_60.pth... | |
| [2024-04-16 13:01:35 INFO]: Validating... | |
| [2024-04-16 13:01:36 INFO]: Epoch (val) [60][50] loss_cls: 0.7979, loss_sal: 0.3770, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.1756, mAP: 0.6668, best_mAP: 0.6954 | |
| [2024-04-16 13:01:39 INFO]: Epoch [61][17/17] lr: 0.0005, eta: 0:08:26, time: 0.056, data_time: 0.088, memory: 4337, loss_cls: 0.5233, loss_sal: 0.3855, loss_video_cal: 0.0608, loss_layer_cal: 0.0104, loss: 0.9801, scale: 32768.0000 | |
| [2024-04-16 13:01:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_61.pth... | |
| [2024-04-16 13:01:39 INFO]: Validating... | |
| [2024-04-16 13:01:40 INFO]: Epoch (val) [61][50] loss_cls: 1.0162, loss_sal: 0.3762, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.3931, mAP: 0.6525, best_mAP: 0.6954 | |
| [2024-04-16 13:01:43 INFO]: Epoch [62][17/17] lr: 0.0005, eta: 0:08:23, time: 0.065, data_time: 0.088, memory: 4337, loss_cls: 0.5065, loss_sal: 0.3867, loss_video_cal: 0.0429, loss_layer_cal: 0.0087, loss: 0.9449, scale: 32768.0000 | |
| [2024-04-16 13:01:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_62.pth... | |
| [2024-04-16 13:01:43 INFO]: Validating... | |
| [2024-04-16 13:01:44 INFO]: Epoch (val) [62][50] loss_cls: 0.9853, loss_sal: 0.3753, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.3612, mAP: 0.6497, best_mAP: 0.6954 | |
| [2024-04-16 13:01:46 INFO]: Epoch [63][17/17] lr: 0.0005, eta: 0:08:19, time: 0.056, data_time: 0.091, memory: 4337, loss_cls: 0.5092, loss_sal: 0.3854, loss_video_cal: 0.0461, loss_layer_cal: 0.0093, loss: 0.9499, scale: 32768.0000 | |
| [2024-04-16 13:01:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_63.pth... | |
| [2024-04-16 13:01:46 INFO]: Validating... | |
| [2024-04-16 13:01:47 INFO]: Epoch (val) [63][50] loss_cls: 0.8951, loss_sal: 0.3761, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.2720, mAP: 0.6392, best_mAP: 0.6954 | |
| [2024-04-16 13:01:50 INFO]: Epoch [64][17/17] lr: 0.0005, eta: 0:08:15, time: 0.060, data_time: 0.089, memory: 4337, loss_cls: 0.5253, loss_sal: 0.3836, loss_video_cal: 0.0555, loss_layer_cal: 0.0116, loss: 0.9760, scale: 32768.0000 | |
| [2024-04-16 13:01:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_64.pth... | |
| [2024-04-16 13:01:50 INFO]: Validating... | |
| [2024-04-16 13:01:51 INFO]: Epoch (val) [64][50] loss_cls: 0.9130, loss_sal: 0.3781, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.2919, mAP: 0.6231, best_mAP: 0.6954 | |
| [2024-04-16 13:01:54 INFO]: Epoch [65][17/17] lr: 0.0005, eta: 0:08:12, time: 0.060, data_time: 0.096, memory: 4337, loss_cls: 0.5215, loss_sal: 0.3856, loss_video_cal: 0.0601, loss_layer_cal: 0.0096, loss: 0.9767, scale: 32768.0000 | |
| [2024-04-16 13:01:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_65.pth... | |
| [2024-04-16 13:01:54 INFO]: Validating... | |
| [2024-04-16 13:01:55 INFO]: Epoch (val) [65][50] loss_cls: 0.8591, loss_sal: 0.3824, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.2423, mAP: 0.6456, best_mAP: 0.6954 | |
| [2024-04-16 13:01:57 INFO]: Epoch [66][17/17] lr: 0.0005, eta: 0:08:08, time: 0.058, data_time: 0.091, memory: 4337, loss_cls: 0.5139, loss_sal: 0.3857, loss_video_cal: 0.0537, loss_layer_cal: 0.0079, loss: 0.9612, scale: 32768.0000 | |
| [2024-04-16 13:01:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_66.pth... | |
| [2024-04-16 13:01:57 INFO]: Validating... | |
| [2024-04-16 13:01:58 INFO]: Epoch (val) [66][50] loss_cls: 1.0752, loss_sal: 0.3836, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.4597, mAP: 0.6366, best_mAP: 0.6954 | |
| [2024-04-16 13:02:01 INFO]: Epoch [67][17/17] lr: 0.0005, eta: 0:08:04, time: 0.060, data_time: 0.088, memory: 4337, loss_cls: 0.5255, loss_sal: 0.3804, loss_video_cal: 0.0499, loss_layer_cal: 0.0080, loss: 0.9638, scale: 32768.0000 | |
| [2024-04-16 13:02:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_67.pth... | |
| [2024-04-16 13:02:01 INFO]: Validating... | |
| [2024-04-16 13:02:02 INFO]: Epoch (val) [67][50] loss_cls: 0.8688, loss_sal: 0.3915, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.2611, mAP: 0.6421, best_mAP: 0.6954 | |
| [2024-04-16 13:02:04 INFO]: Epoch [68][17/17] lr: 0.0005, eta: 0:08:00, time: 0.058, data_time: 0.080, memory: 4337, loss_cls: 0.5672, loss_sal: 0.3865, loss_video_cal: 0.0551, loss_layer_cal: 0.0105, loss: 1.0192, scale: 32768.0000 | |
| [2024-04-16 13:02:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_68.pth... | |
| [2024-04-16 13:02:04 INFO]: Validating... | |
| [2024-04-16 13:02:05 INFO]: Epoch (val) [68][50] loss_cls: 0.8429, loss_sal: 0.3866, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.2301, mAP: 0.6314, best_mAP: 0.6954 | |
| [2024-04-16 13:02:08 INFO]: Epoch [69][17/17] lr: 0.0005, eta: 0:07:57, time: 0.061, data_time: 0.095, memory: 4337, loss_cls: 0.5236, loss_sal: 0.3851, loss_video_cal: 0.0507, loss_layer_cal: 0.0100, loss: 0.9695, scale: 32768.0000 | |
| [2024-04-16 13:02:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_69.pth... | |
| [2024-04-16 13:02:08 INFO]: Validating... | |
| [2024-04-16 13:02:09 INFO]: Epoch (val) [69][50] loss_cls: 0.9527, loss_sal: 0.3896, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.3430, mAP: 0.6360, best_mAP: 0.6954 | |
| [2024-04-16 13:02:12 INFO]: Epoch [70][17/17] lr: 0.0005, eta: 0:07:54, time: 0.060, data_time: 0.095, memory: 4337, loss_cls: 0.5124, loss_sal: 0.3875, loss_video_cal: 0.0553, loss_layer_cal: 0.0077, loss: 0.9630, scale: 32768.0000 | |
| [2024-04-16 13:02:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_70.pth... | |
| [2024-04-16 13:02:12 INFO]: Validating... | |
| [2024-04-16 13:02:13 INFO]: Epoch (val) [70][50] loss_cls: 0.9198, loss_sal: 0.3798, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.3003, mAP: 0.6421, best_mAP: 0.6954 | |
| [2024-04-16 13:02:15 INFO]: Epoch [71][17/17] lr: 0.0005, eta: 0:07:50, time: 0.059, data_time: 0.077, memory: 4337, loss_cls: 0.5140, loss_sal: 0.3867, loss_video_cal: 0.0554, loss_layer_cal: 0.0082, loss: 0.9643, scale: 32768.0000 | |
| [2024-04-16 13:02:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_71.pth... | |
| [2024-04-16 13:02:15 INFO]: Validating... | |
| [2024-04-16 13:02:16 INFO]: Epoch (val) [71][50] loss_cls: 0.8283, loss_sal: 0.3804, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.2094, mAP: 0.6495, best_mAP: 0.6954 | |
| [2024-04-16 13:02:19 INFO]: Epoch [72][17/17] lr: 0.0005, eta: 0:07:46, time: 0.058, data_time: 0.089, memory: 4337, loss_cls: 0.5166, loss_sal: 0.3870, loss_video_cal: 0.0521, loss_layer_cal: 0.0084, loss: 0.9641, scale: 32768.0000 | |
| [2024-04-16 13:02:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_72.pth... | |
| [2024-04-16 13:02:19 INFO]: Validating... | |
| [2024-04-16 13:02:20 INFO]: Epoch (val) [72][50] loss_cls: 0.8019, loss_sal: 0.3761, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.1787, mAP: 0.6615, best_mAP: 0.6954 | |
| [2024-04-16 13:02:23 INFO]: Epoch [73][17/17] lr: 0.0005, eta: 0:07:42, time: 0.058, data_time: 0.091, memory: 4337, loss_cls: 0.5179, loss_sal: 0.3845, loss_video_cal: 0.0448, loss_layer_cal: 0.0081, loss: 0.9552, scale: 32768.0000 | |
| [2024-04-16 13:02:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_73.pth... | |
| [2024-04-16 13:02:23 INFO]: Validating... | |
| [2024-04-16 13:02:24 INFO]: Epoch (val) [73][50] loss_cls: 0.9436, loss_sal: 0.3759, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.3202, mAP: 0.6875, best_mAP: 0.6954 | |
| [2024-04-16 13:02:26 INFO]: Epoch [74][17/17] lr: 0.0005, eta: 0:07:38, time: 0.055, data_time: 0.078, memory: 4337, loss_cls: 0.5275, loss_sal: 0.3836, loss_video_cal: 0.0471, loss_layer_cal: 0.0090, loss: 0.9673, scale: 32768.0000 | |
| [2024-04-16 13:02:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_74.pth... | |
| [2024-04-16 13:02:26 INFO]: Validating... | |
| [2024-04-16 13:02:27 INFO]: Epoch (val) [74][50] loss_cls: 0.7701, loss_sal: 0.3924, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.1633, mAP: 0.6918, best_mAP: 0.6954 | |
| [2024-04-16 13:02:30 INFO]: Epoch [75][17/17] lr: 0.0005, eta: 0:07:34, time: 0.056, data_time: 0.091, memory: 4337, loss_cls: 0.5100, loss_sal: 0.3827, loss_video_cal: 0.0523, loss_layer_cal: 0.0090, loss: 0.9540, scale: 32768.0000 | |
| [2024-04-16 13:02:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_75.pth... | |
| [2024-04-16 13:02:30 INFO]: Validating... | |
| [2024-04-16 13:02:31 INFO]: Epoch (val) [75][50] loss_cls: 0.7486, loss_sal: 0.3796, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1288, mAP: 0.6864, best_mAP: 0.6954 | |
| [2024-04-16 13:02:33 INFO]: Epoch [76][17/17] lr: 0.0005, eta: 0:07:31, time: 0.060, data_time: 0.092, memory: 4337, loss_cls: 0.5690, loss_sal: 0.3853, loss_video_cal: 0.0477, loss_layer_cal: 0.0076, loss: 1.0097, scale: 32768.0000 | |
| [2024-04-16 13:02:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_76.pth... | |
| [2024-04-16 13:02:33 INFO]: Validating... | |
| [2024-04-16 13:02:34 INFO]: Epoch (val) [76][50] loss_cls: 0.8161, loss_sal: 0.3773, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1942, mAP: 0.6787, best_mAP: 0.6954 | |
| [2024-04-16 13:02:37 INFO]: Epoch [77][17/17] lr: 0.0005, eta: 0:07:27, time: 0.059, data_time: 0.096, memory: 4337, loss_cls: 0.5580, loss_sal: 0.3857, loss_video_cal: 0.0519, loss_layer_cal: 0.0068, loss: 1.0024, scale: 32768.0000 | |
| [2024-04-16 13:02:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_77.pth... | |
| [2024-04-16 13:02:37 INFO]: Validating... | |
| [2024-04-16 13:02:38 INFO]: Epoch (val) [77][50] loss_cls: 0.8022, loss_sal: 0.3804, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1834, mAP: 0.6990, best_mAP: 0.6990 | |
| [2024-04-16 13:02:41 INFO]: Epoch [78][17/17] lr: 0.0005, eta: 0:07:24, time: 0.058, data_time: 0.094, memory: 4337, loss_cls: 0.5480, loss_sal: 0.3864, loss_video_cal: 0.0546, loss_layer_cal: 0.0077, loss: 0.9967, scale: 32768.0000 | |
| [2024-04-16 13:02:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_78.pth... | |
| [2024-04-16 13:02:41 INFO]: Validating... | |
| [2024-04-16 13:02:42 INFO]: Epoch (val) [78][50] loss_cls: 0.9807, loss_sal: 0.3827, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.3642, mAP: 0.6707, best_mAP: 0.6990 | |
| [2024-04-16 13:02:44 INFO]: Epoch [79][17/17] lr: 0.0005, eta: 0:07:20, time: 0.055, data_time: 0.080, memory: 4337, loss_cls: 0.5376, loss_sal: 0.3837, loss_video_cal: 0.0479, loss_layer_cal: 0.0100, loss: 0.9792, scale: 32768.0000 | |
| [2024-04-16 13:02:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_79.pth... | |
| [2024-04-16 13:02:44 INFO]: Validating... | |
| [2024-04-16 13:02:45 INFO]: Epoch (val) [79][50] loss_cls: 0.7895, loss_sal: 0.3766, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.1667, mAP: 0.6782, best_mAP: 0.6990 | |
| [2024-04-16 13:02:48 INFO]: Epoch [80][17/17] lr: 0.0005, eta: 0:07:16, time: 0.054, data_time: 0.091, memory: 4337, loss_cls: 0.5402, loss_sal: 0.3856, loss_video_cal: 0.0508, loss_layer_cal: 0.0073, loss: 0.9839, scale: 32768.0000 | |
| [2024-04-16 13:02:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_80.pth... | |
| [2024-04-16 13:02:48 INFO]: Validating... | |
| [2024-04-16 13:02:49 INFO]: Epoch (val) [80][50] loss_cls: 0.8925, loss_sal: 0.3752, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2683, mAP: 0.6587, best_mAP: 0.6990 | |
| [2024-04-16 13:02:51 INFO]: Epoch [81][17/17] lr: 0.0005, eta: 0:07:12, time: 0.061, data_time: 0.086, memory: 4337, loss_cls: 0.5250, loss_sal: 0.3852, loss_video_cal: 0.0461, loss_layer_cal: 0.0086, loss: 0.9649, scale: 32768.0000 | |
| [2024-04-16 13:02:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_81.pth... | |
| [2024-04-16 13:02:51 INFO]: Validating... | |
| [2024-04-16 13:02:52 INFO]: Epoch (val) [81][50] loss_cls: 0.8829, loss_sal: 0.3789, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2624, mAP: 0.6673, best_mAP: 0.6990 | |
| [2024-04-16 13:02:55 INFO]: Epoch [82][17/17] lr: 0.0005, eta: 0:07:08, time: 0.054, data_time: 0.079, memory: 4337, loss_cls: 0.4944, loss_sal: 0.3804, loss_video_cal: 0.0416, loss_layer_cal: 0.0070, loss: 0.9234, scale: 32768.0000 | |
| [2024-04-16 13:02:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_82.pth... | |
| [2024-04-16 13:02:55 INFO]: Validating... | |
| [2024-04-16 13:02:56 INFO]: Epoch (val) [82][50] loss_cls: 0.9435, loss_sal: 0.3910, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.3350, mAP: 0.6832, best_mAP: 0.6990 | |
| [2024-04-16 13:02:58 INFO]: Epoch [83][17/17] lr: 0.0005, eta: 0:07:05, time: 0.055, data_time: 0.095, memory: 4337, loss_cls: 0.5192, loss_sal: 0.3853, loss_video_cal: 0.0470, loss_layer_cal: 0.0098, loss: 0.9613, scale: 32768.0000 | |
| [2024-04-16 13:02:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_83.pth... | |
| [2024-04-16 13:02:58 INFO]: Validating... | |
| [2024-04-16 13:02:59 INFO]: Epoch (val) [83][50] loss_cls: 0.8577, loss_sal: 0.4000, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.2582, mAP: 0.7024, best_mAP: 0.7024 | |
| [2024-04-16 13:03:02 INFO]: Epoch [84][17/17] lr: 0.0005, eta: 0:07:01, time: 0.057, data_time: 0.080, memory: 4337, loss_cls: 0.5168, loss_sal: 0.3830, loss_video_cal: 0.0446, loss_layer_cal: 0.0083, loss: 0.9528, scale: 32768.0000 | |
| [2024-04-16 13:03:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_84.pth... | |
| [2024-04-16 13:03:02 INFO]: Validating... | |
| [2024-04-16 13:03:03 INFO]: Epoch (val) [84][50] loss_cls: 0.9689, loss_sal: 0.3920, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.3615, mAP: 0.7095, best_mAP: 0.7095 | |
| [2024-04-16 13:03:05 INFO]: Epoch [85][17/17] lr: 0.0005, eta: 0:06:57, time: 0.058, data_time: 0.089, memory: 4337, loss_cls: 0.5116, loss_sal: 0.3819, loss_video_cal: 0.0418, loss_layer_cal: 0.0089, loss: 0.9443, scale: 32768.0000 | |
| [2024-04-16 13:03:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_85.pth... | |
| [2024-04-16 13:03:05 INFO]: Validating... | |
| [2024-04-16 13:03:06 INFO]: Epoch (val) [85][50] loss_cls: 0.8453, loss_sal: 0.3844, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.2302, mAP: 0.7043, best_mAP: 0.7095 | |
| [2024-04-16 13:03:09 INFO]: Epoch [86][17/17] lr: 0.0005, eta: 0:06:53, time: 0.058, data_time: 0.078, memory: 4337, loss_cls: 0.5145, loss_sal: 0.3871, loss_video_cal: 0.0450, loss_layer_cal: 0.0078, loss: 0.9544, scale: 32768.0000 | |
| [2024-04-16 13:03:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_86.pth... | |
| [2024-04-16 13:03:09 INFO]: Validating... | |
| [2024-04-16 13:03:10 INFO]: Epoch (val) [86][50] loss_cls: 0.9634, loss_sal: 0.3792, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.3432, mAP: 0.6824, best_mAP: 0.7095 | |
| [2024-04-16 13:03:12 INFO]: Epoch [87][17/17] lr: 0.0005, eta: 0:06:50, time: 0.058, data_time: 0.081, memory: 4337, loss_cls: 0.5035, loss_sal: 0.3844, loss_video_cal: 0.0386, loss_layer_cal: 0.0078, loss: 0.9343, scale: 32768.0000 | |
| [2024-04-16 13:03:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_87.pth... | |
| [2024-04-16 13:03:12 INFO]: Validating... | |
| [2024-04-16 13:03:13 INFO]: Epoch (val) [87][50] loss_cls: 0.8363, loss_sal: 0.3844, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.2212, mAP: 0.6969, best_mAP: 0.7095 | |
| [2024-04-16 13:03:16 INFO]: Epoch [88][17/17] lr: 0.0005, eta: 0:06:46, time: 0.061, data_time: 0.092, memory: 4337, loss_cls: 0.5018, loss_sal: 0.3821, loss_video_cal: 0.0384, loss_layer_cal: 0.0078, loss: 0.9302, scale: 32768.0000 | |
| [2024-04-16 13:03:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_88.pth... | |
| [2024-04-16 13:03:16 INFO]: Validating... | |
| [2024-04-16 13:03:17 INFO]: Epoch (val) [88][50] loss_cls: 1.0165, loss_sal: 0.3938, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.4109, mAP: 0.6706, best_mAP: 0.7095 | |
| [2024-04-16 13:03:20 INFO]: Epoch [89][17/17] lr: 0.0005, eta: 0:06:42, time: 0.057, data_time: 0.089, memory: 4337, loss_cls: 0.4829, loss_sal: 0.3801, loss_video_cal: 0.0488, loss_layer_cal: 0.0072, loss: 0.9191, scale: 32768.0000 | |
| [2024-04-16 13:03:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_89.pth... | |
| [2024-04-16 13:03:20 INFO]: Validating... | |
| [2024-04-16 13:03:21 INFO]: Epoch (val) [89][50] loss_cls: 0.9790, loss_sal: 0.4042, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.3837, mAP: 0.6891, best_mAP: 0.7095 | |
| [2024-04-16 13:03:23 INFO]: Epoch [90][17/17] lr: 0.0005, eta: 0:06:39, time: 0.059, data_time: 0.096, memory: 4337, loss_cls: 0.5147, loss_sal: 0.3893, loss_video_cal: 0.0440, loss_layer_cal: 0.0071, loss: 0.9552, scale: 22252.8965 | |
| [2024-04-16 13:03:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_90.pth... | |
| [2024-04-16 13:03:23 INFO]: Validating... | |
| [2024-04-16 13:03:24 INFO]: Epoch (val) [90][50] loss_cls: 0.9162, loss_sal: 0.3862, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.3029, mAP: 0.7009, best_mAP: 0.7095 | |
| [2024-04-16 13:03:27 INFO]: Epoch [91][17/17] lr: 0.0005, eta: 0:06:35, time: 0.062, data_time: 0.099, memory: 4337, loss_cls: 0.4957, loss_sal: 0.3828, loss_video_cal: 0.0413, loss_layer_cal: 0.0069, loss: 0.9266, scale: 16384.0000 | |
| [2024-04-16 13:03:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_91.pth... | |
| [2024-04-16 13:03:27 INFO]: Validating... | |
| [2024-04-16 13:03:28 INFO]: Epoch (val) [91][50] loss_cls: 0.9657, loss_sal: 0.3941, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.3602, mAP: 0.6973, best_mAP: 0.7095 | |
| [2024-04-16 13:03:31 INFO]: Epoch [92][17/17] lr: 0.0005, eta: 0:06:32, time: 0.059, data_time: 0.091, memory: 4337, loss_cls: 0.5082, loss_sal: 0.3818, loss_video_cal: 0.0416, loss_layer_cal: 0.0077, loss: 0.9393, scale: 16384.0000 | |
| [2024-04-16 13:03:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_92.pth... | |
| [2024-04-16 13:03:31 INFO]: Validating... | |
| [2024-04-16 13:03:32 INFO]: Epoch (val) [92][50] loss_cls: 1.0141, loss_sal: 0.3982, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.4128, mAP: 0.6676, best_mAP: 0.7095 | |
| [2024-04-16 13:03:35 INFO]: Epoch [93][17/17] lr: 0.0005, eta: 0:06:28, time: 0.056, data_time: 0.090, memory: 4337, loss_cls: 0.5224, loss_sal: 0.3795, loss_video_cal: 0.0476, loss_layer_cal: 0.0081, loss: 0.9576, scale: 16384.0000 | |
| [2024-04-16 13:03:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_93.pth... | |
| [2024-04-16 13:03:35 INFO]: Validating... | |
| [2024-04-16 13:03:36 INFO]: Epoch (val) [93][50] loss_cls: 0.8287, loss_sal: 0.3821, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.2113, mAP: 0.6716, best_mAP: 0.7095 | |
| [2024-04-16 13:03:38 INFO]: Epoch [94][17/17] lr: 0.0005, eta: 0:06:24, time: 0.056, data_time: 0.083, memory: 4337, loss_cls: 0.5251, loss_sal: 0.3858, loss_video_cal: 0.0437, loss_layer_cal: 0.0087, loss: 0.9633, scale: 16384.0000 | |
| [2024-04-16 13:03:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_94.pth... | |
| [2024-04-16 13:03:38 INFO]: Validating... | |
| [2024-04-16 13:03:39 INFO]: Epoch (val) [94][50] loss_cls: 0.8806, loss_sal: 0.3762, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.2575, mAP: 0.6360, best_mAP: 0.7095 | |
| [2024-04-16 13:03:41 INFO]: Epoch [95][17/17] lr: 0.0005, eta: 0:06:21, time: 0.055, data_time: 0.076, memory: 4337, loss_cls: 0.5187, loss_sal: 0.3853, loss_video_cal: 0.0383, loss_layer_cal: 0.0078, loss: 0.9501, scale: 16384.0000 | |
| [2024-04-16 13:03:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_95.pth... | |
| [2024-04-16 13:03:41 INFO]: Validating... | |
| [2024-04-16 13:03:42 INFO]: Epoch (val) [95][50] loss_cls: 0.8497, loss_sal: 0.3779, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.2281, mAP: 0.6690, best_mAP: 0.7095 | |
| [2024-04-16 13:03:45 INFO]: Epoch [96][17/17] lr: 0.0005, eta: 0:06:17, time: 0.057, data_time: 0.098, memory: 4337, loss_cls: 0.4899, loss_sal: 0.3891, loss_video_cal: 0.0508, loss_layer_cal: 0.0079, loss: 0.9377, scale: 16384.0000 | |
| [2024-04-16 13:03:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_96.pth... | |
| [2024-04-16 13:03:45 INFO]: Validating... | |
| [2024-04-16 13:03:46 INFO]: Epoch (val) [96][50] loss_cls: 0.9091, loss_sal: 0.3782, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2877, mAP: 0.6728, best_mAP: 0.7095 | |
| [2024-04-16 13:03:49 INFO]: Epoch [97][17/17] lr: 0.0005, eta: 0:06:13, time: 0.059, data_time: 0.088, memory: 4337, loss_cls: 0.4981, loss_sal: 0.3800, loss_video_cal: 0.0422, loss_layer_cal: 0.0074, loss: 0.9277, scale: 16384.0000 | |
| [2024-04-16 13:03:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_97.pth... | |
| [2024-04-16 13:03:49 INFO]: Validating... | |
| [2024-04-16 13:03:50 INFO]: Epoch (val) [97][50] loss_cls: 0.9354, loss_sal: 0.3812, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.3170, mAP: 0.6613, best_mAP: 0.7095 | |
| [2024-04-16 13:03:52 INFO]: Epoch [98][17/17] lr: 0.0005, eta: 0:06:10, time: 0.061, data_time: 0.097, memory: 4337, loss_cls: 0.5133, loss_sal: 0.3863, loss_video_cal: 0.0512, loss_layer_cal: 0.0067, loss: 0.9576, scale: 16384.0000 | |
| [2024-04-16 13:03:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_98.pth... | |
| [2024-04-16 13:03:52 INFO]: Validating... | |
| [2024-04-16 13:03:54 INFO]: Epoch (val) [98][50] loss_cls: 1.0064, loss_sal: 0.3862, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.3931, mAP: 0.6666, best_mAP: 0.7095 | |
| [2024-04-16 13:03:56 INFO]: Epoch [99][17/17] lr: 0.0005, eta: 0:06:06, time: 0.061, data_time: 0.094, memory: 4337, loss_cls: 0.5045, loss_sal: 0.3847, loss_video_cal: 0.0445, loss_layer_cal: 0.0073, loss: 0.9409, scale: 16384.0000 | |
| [2024-04-16 13:03:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_99.pth... | |
| [2024-04-16 13:03:56 INFO]: Validating... | |
| [2024-04-16 13:03:57 INFO]: Epoch (val) [99][50] loss_cls: 0.9760, loss_sal: 0.3849, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.3613, mAP: 0.6590, best_mAP: 0.7095 | |
| [2024-04-16 13:04:00 INFO]: Epoch [100][17/17] lr: 0.0005, eta: 0:06:02, time: 0.059, data_time: 0.077, memory: 4337, loss_cls: 0.5026, loss_sal: 0.3802, loss_video_cal: 0.0371, loss_layer_cal: 0.0070, loss: 0.9271, scale: 16384.0000 | |
| [2024-04-16 13:04:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_100.pth... | |
| [2024-04-16 13:04:00 INFO]: Validating... | |
| [2024-04-16 13:04:01 INFO]: Epoch (val) [100][50] loss_cls: 0.8871, loss_sal: 0.3991, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.2865, mAP: 0.6588, best_mAP: 0.7095 | |
| [2024-04-16 13:04:03 INFO]: Epoch [101][17/17] lr: 0.0005, eta: 0:05:59, time: 0.062, data_time: 0.081, memory: 4337, loss_cls: 0.4973, loss_sal: 0.3906, loss_video_cal: 0.0459, loss_layer_cal: 0.0067, loss: 0.9406, scale: 16384.0000 | |
| [2024-04-16 13:04:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_101.pth... | |
| [2024-04-16 13:04:03 INFO]: Validating... | |
| [2024-04-16 13:04:04 INFO]: Epoch (val) [101][50] loss_cls: 1.0286, loss_sal: 0.4125, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.4415, mAP: 0.6640, best_mAP: 0.7095 | |
| [2024-04-16 13:04:07 INFO]: Epoch [102][17/17] lr: 0.0005, eta: 0:05:55, time: 0.057, data_time: 0.099, memory: 4337, loss_cls: 0.5377, loss_sal: 0.3888, loss_video_cal: 0.0458, loss_layer_cal: 0.0078, loss: 0.9801, scale: 16384.0000 | |
| [2024-04-16 13:04:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_102.pth... | |
| [2024-04-16 13:04:07 INFO]: Validating... | |
| [2024-04-16 13:04:08 INFO]: Epoch (val) [102][50] loss_cls: 0.7656, loss_sal: 0.3786, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1447, mAP: 0.6675, best_mAP: 0.7095 | |
| [2024-04-16 13:04:11 INFO]: Epoch [103][17/17] lr: 0.0005, eta: 0:05:52, time: 0.062, data_time: 0.085, memory: 4337, loss_cls: 0.5253, loss_sal: 0.3840, loss_video_cal: 0.0380, loss_layer_cal: 0.0055, loss: 0.9528, scale: 16384.0000 | |
| [2024-04-16 13:04:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_103.pth... | |
| [2024-04-16 13:04:11 INFO]: Validating... | |
| [2024-04-16 13:04:12 INFO]: Epoch (val) [103][50] loss_cls: 0.9696, loss_sal: 0.3766, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.3467, mAP: 0.6700, best_mAP: 0.7095 | |
| [2024-04-16 13:04:14 INFO]: Epoch [104][17/17] lr: 0.0005, eta: 0:05:48, time: 0.058, data_time: 0.088, memory: 4337, loss_cls: 0.5184, loss_sal: 0.3819, loss_video_cal: 0.0480, loss_layer_cal: 0.0072, loss: 0.9555, scale: 16384.0000 | |
| [2024-04-16 13:04:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_104.pth... | |
| [2024-04-16 13:04:14 INFO]: Validating... | |
| [2024-04-16 13:04:15 INFO]: Epoch (val) [104][50] loss_cls: 0.8336, loss_sal: 0.3787, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.2128, mAP: 0.6552, best_mAP: 0.7095 | |
| [2024-04-16 13:04:18 INFO]: Epoch [105][17/17] lr: 0.0005, eta: 0:05:44, time: 0.060, data_time: 0.086, memory: 4337, loss_cls: 0.5241, loss_sal: 0.3848, loss_video_cal: 0.0424, loss_layer_cal: 0.0088, loss: 0.9601, scale: 10637.3730 | |
| [2024-04-16 13:04:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_105.pth... | |
| [2024-04-16 13:04:18 INFO]: Validating... | |
| [2024-04-16 13:04:19 INFO]: Epoch (val) [105][50] loss_cls: 0.8450, loss_sal: 0.3831, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.2286, mAP: 0.6622, best_mAP: 0.7095 | |
| [2024-04-16 13:04:21 INFO]: Epoch [106][17/17] lr: 0.0005, eta: 0:05:41, time: 0.060, data_time: 0.075, memory: 4337, loss_cls: 0.5043, loss_sal: 0.3903, loss_video_cal: 0.0405, loss_layer_cal: 0.0069, loss: 0.9420, scale: 8192.0000 | |
| [2024-04-16 13:04:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_106.pth... | |
| [2024-04-16 13:04:21 INFO]: Validating... | |
| [2024-04-16 13:04:22 INFO]: Epoch (val) [106][50] loss_cls: 0.7036, loss_sal: 0.3797, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0840, mAP: 0.6461, best_mAP: 0.7095 | |
| [2024-04-16 13:04:25 INFO]: Epoch [107][17/17] lr: 0.0005, eta: 0:05:37, time: 0.056, data_time: 0.086, memory: 4337, loss_cls: 0.5701, loss_sal: 0.3855, loss_video_cal: 0.0474, loss_layer_cal: 0.0080, loss: 1.0110, scale: 6296.8359 | |
| [2024-04-16 13:04:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_107.pth... | |
| [2024-04-16 13:04:25 INFO]: Validating... | |
| [2024-04-16 13:04:26 INFO]: Epoch (val) [107][50] loss_cls: 0.8102, loss_sal: 0.3800, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.1911, mAP: 0.6515, best_mAP: 0.7095 | |
| [2024-04-16 13:04:28 INFO]: Epoch [108][17/17] lr: 0.0005, eta: 0:05:33, time: 0.060, data_time: 0.087, memory: 4337, loss_cls: 0.5258, loss_sal: 0.3847, loss_video_cal: 0.0539, loss_layer_cal: 0.0071, loss: 0.9715, scale: 4096.0000 | |
| [2024-04-16 13:04:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_108.pth... | |
| [2024-04-16 13:04:28 INFO]: Validating... | |
| [2024-04-16 13:04:29 INFO]: Epoch (val) [108][50] loss_cls: 0.7800, loss_sal: 0.3872, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.1679, mAP: 0.6571, best_mAP: 0.7095 | |
| [2024-04-16 13:04:32 INFO]: Epoch [109][17/17] lr: 0.0005, eta: 0:05:29, time: 0.055, data_time: 0.088, memory: 4337, loss_cls: 0.5213, loss_sal: 0.3839, loss_video_cal: 0.0463, loss_layer_cal: 0.0062, loss: 0.9577, scale: 4096.0000 | |
| [2024-04-16 13:04:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_109.pth... | |
| [2024-04-16 13:04:32 INFO]: Validating... | |
| [2024-04-16 13:04:33 INFO]: Epoch (val) [109][50] loss_cls: 0.8971, loss_sal: 0.3872, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.2847, mAP: 0.6903, best_mAP: 0.7095 | |
| [2024-04-16 13:04:35 INFO]: Epoch [110][17/17] lr: 0.0005, eta: 0:05:26, time: 0.053, data_time: 0.094, memory: 4337, loss_cls: 0.5253, loss_sal: 0.3832, loss_video_cal: 0.0487, loss_layer_cal: 0.0084, loss: 0.9655, scale: 4096.0000 | |
| [2024-04-16 13:04:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_110.pth... | |
| [2024-04-16 13:04:35 INFO]: Validating... | |
| [2024-04-16 13:04:37 INFO]: Epoch (val) [110][50] loss_cls: 0.7533, loss_sal: 0.3839, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1377, mAP: 0.6665, best_mAP: 0.7095 | |
| [2024-04-16 13:04:39 INFO]: Epoch [111][17/17] lr: 0.0005, eta: 0:05:22, time: 0.058, data_time: 0.073, memory: 4337, loss_cls: 0.5078, loss_sal: 0.3867, loss_video_cal: 0.0471, loss_layer_cal: 0.0077, loss: 0.9493, scale: 4096.0000 | |
| [2024-04-16 13:04:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_111.pth... | |
| [2024-04-16 13:04:39 INFO]: Validating... | |
| [2024-04-16 13:04:40 INFO]: Epoch (val) [111][50] loss_cls: 0.9250, loss_sal: 0.3932, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.3186, mAP: 0.6912, best_mAP: 0.7095 | |
| [2024-04-16 13:04:42 INFO]: Epoch [112][17/17] lr: 0.0005, eta: 0:05:18, time: 0.056, data_time: 0.092, memory: 4337, loss_cls: 0.4892, loss_sal: 0.3823, loss_video_cal: 0.0424, loss_layer_cal: 0.0065, loss: 0.9204, scale: 4096.0000 | |
| [2024-04-16 13:04:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_112.pth... | |
| [2024-04-16 13:04:42 INFO]: Validating... | |
| [2024-04-16 13:04:43 INFO]: Epoch (val) [112][50] loss_cls: 0.9209, loss_sal: 0.3963, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.3176, mAP: 0.6959, best_mAP: 0.7095 | |
| [2024-04-16 13:04:46 INFO]: Epoch [113][17/17] lr: 0.0005, eta: 0:05:15, time: 0.056, data_time: 0.096, memory: 4337, loss_cls: 0.5126, loss_sal: 0.3819, loss_video_cal: 0.0418, loss_layer_cal: 0.0083, loss: 0.9446, scale: 4096.0000 | |
| [2024-04-16 13:04:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_113.pth... | |
| [2024-04-16 13:04:46 INFO]: Validating... | |
| [2024-04-16 13:04:47 INFO]: Epoch (val) [113][50] loss_cls: 0.8456, loss_sal: 0.3906, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.2366, mAP: 0.6745, best_mAP: 0.7095 | |
| [2024-04-16 13:04:50 INFO]: Epoch [114][17/17] lr: 0.0005, eta: 0:05:11, time: 0.056, data_time: 0.101, memory: 4337, loss_cls: 0.5402, loss_sal: 0.3818, loss_video_cal: 0.0471, loss_layer_cal: 0.0093, loss: 0.9784, scale: 4096.0000 | |
| [2024-04-16 13:04:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_114.pth... | |
| [2024-04-16 13:04:50 INFO]: Validating... | |
| [2024-04-16 13:04:51 INFO]: Epoch (val) [114][50] loss_cls: 0.8717, loss_sal: 0.3922, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2645, mAP: 0.6650, best_mAP: 0.7095 | |
| [2024-04-16 13:04:53 INFO]: Epoch [115][17/17] lr: 0.0005, eta: 0:05:08, time: 0.058, data_time: 0.095, memory: 4337, loss_cls: 0.5607, loss_sal: 0.3858, loss_video_cal: 0.0455, loss_layer_cal: 0.0102, loss: 1.0023, scale: 4096.0000 | |
| [2024-04-16 13:04:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_115.pth... | |
| [2024-04-16 13:04:54 INFO]: Validating... | |
| [2024-04-16 13:04:55 INFO]: Epoch (val) [115][50] loss_cls: 0.9387, loss_sal: 0.3861, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.3263, mAP: 0.6684, best_mAP: 0.7095 | |
| [2024-04-16 13:04:57 INFO]: Epoch [116][17/17] lr: 0.0005, eta: 0:05:04, time: 0.063, data_time: 0.086, memory: 4337, loss_cls: 0.5317, loss_sal: 0.3807, loss_video_cal: 0.0506, loss_layer_cal: 0.0112, loss: 0.9743, scale: 4096.0000 | |
| [2024-04-16 13:04:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_116.pth... | |
| [2024-04-16 13:04:57 INFO]: Validating... | |
| [2024-04-16 13:04:58 INFO]: Epoch (val) [116][50] loss_cls: 0.8278, loss_sal: 0.3841, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.2128, mAP: 0.6771, best_mAP: 0.7095 | |
| [2024-04-16 13:05:01 INFO]: Epoch [117][17/17] lr: 0.0005, eta: 0:05:00, time: 0.060, data_time: 0.082, memory: 4337, loss_cls: 0.5195, loss_sal: 0.3831, loss_video_cal: 0.0475, loss_layer_cal: 0.0089, loss: 0.9591, scale: 4096.0000 | |
| [2024-04-16 13:05:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_117.pth... | |
| [2024-04-16 13:05:01 INFO]: Validating... | |
| [2024-04-16 13:05:02 INFO]: Epoch (val) [117][50] loss_cls: 0.8776, loss_sal: 0.3842, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.2628, mAP: 0.6914, best_mAP: 0.7095 | |
| [2024-04-16 13:05:04 INFO]: Epoch [118][17/17] lr: 0.0005, eta: 0:04:57, time: 0.059, data_time: 0.085, memory: 4337, loss_cls: 0.5481, loss_sal: 0.3870, loss_video_cal: 0.0580, loss_layer_cal: 0.0102, loss: 1.0033, scale: 4096.0000 | |
| [2024-04-16 13:05:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_118.pth... | |
| [2024-04-16 13:05:04 INFO]: Validating... | |
| [2024-04-16 13:05:05 INFO]: Epoch (val) [118][50] loss_cls: 0.7189, loss_sal: 0.3795, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.0992, mAP: 0.6745, best_mAP: 0.7095 | |
| [2024-04-16 13:05:08 INFO]: Epoch [119][17/17] lr: 0.0005, eta: 0:04:53, time: 0.056, data_time: 0.091, memory: 4337, loss_cls: 0.5386, loss_sal: 0.3844, loss_video_cal: 0.0604, loss_layer_cal: 0.0084, loss: 0.9918, scale: 4096.0000 | |
| [2024-04-16 13:05:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_119.pth... | |
| [2024-04-16 13:05:08 INFO]: Validating... | |
| [2024-04-16 13:05:09 INFO]: Epoch (val) [119][50] loss_cls: 0.8378, loss_sal: 0.3785, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.2173, mAP: 0.6824, best_mAP: 0.7095 | |
| [2024-04-16 13:05:11 INFO]: Epoch [120][17/17] lr: 0.0005, eta: 0:04:49, time: 0.059, data_time: 0.094, memory: 4337, loss_cls: 0.5411, loss_sal: 0.3836, loss_video_cal: 0.0599, loss_layer_cal: 0.0089, loss: 0.9935, scale: 4096.0000 | |
| [2024-04-16 13:05:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_120.pth... | |
| [2024-04-16 13:05:12 INFO]: Validating... | |
| [2024-04-16 13:05:13 INFO]: Epoch (val) [120][50] loss_cls: 0.9456, loss_sal: 0.3799, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.3264, mAP: 0.6719, best_mAP: 0.7095 | |
| [2024-04-16 13:05:15 INFO]: Epoch [121][17/17] lr: 0.0005, eta: 0:04:46, time: 0.053, data_time: 0.087, memory: 4337, loss_cls: 0.4974, loss_sal: 0.3799, loss_video_cal: 0.0437, loss_layer_cal: 0.0079, loss: 0.9289, scale: 4096.0000 | |
| [2024-04-16 13:05:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_121.pth... | |
| [2024-04-16 13:05:15 INFO]: Validating... | |
| [2024-04-16 13:05:16 INFO]: Epoch (val) [121][50] loss_cls: 0.9112, loss_sal: 0.3852, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2971, mAP: 0.6795, best_mAP: 0.7095 | |
| [2024-04-16 13:05:19 INFO]: Epoch [122][17/17] lr: 0.0005, eta: 0:04:42, time: 0.058, data_time: 0.097, memory: 4337, loss_cls: 0.4798, loss_sal: 0.3863, loss_video_cal: 0.0462, loss_layer_cal: 0.0074, loss: 0.9198, scale: 4096.0000 | |
| [2024-04-16 13:05:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_122.pth... | |
| [2024-04-16 13:05:19 INFO]: Validating... | |
| [2024-04-16 13:05:20 INFO]: Epoch (val) [122][50] loss_cls: 1.2870, loss_sal: 0.3780, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.6656, mAP: 0.6654, best_mAP: 0.7095 | |
| [2024-04-16 13:05:22 INFO]: Epoch [123][17/17] lr: 0.0005, eta: 0:04:39, time: 0.059, data_time: 0.091, memory: 4337, loss_cls: 0.5342, loss_sal: 0.3831, loss_video_cal: 0.0467, loss_layer_cal: 0.0049, loss: 0.9689, scale: 4096.0000 | |
| [2024-04-16 13:05:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_123.pth... | |
| [2024-04-16 13:05:22 INFO]: Validating... | |
| [2024-04-16 13:05:23 INFO]: Epoch (val) [123][50] loss_cls: 0.7308, loss_sal: 0.3915, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1230, mAP: 0.6595, best_mAP: 0.7095 | |
| [2024-04-16 13:05:26 INFO]: Epoch [124][17/17] lr: 0.0005, eta: 0:04:35, time: 0.060, data_time: 0.098, memory: 4337, loss_cls: 0.5226, loss_sal: 0.3893, loss_video_cal: 0.0494, loss_layer_cal: 0.0063, loss: 0.9676, scale: 4096.0000 | |
| [2024-04-16 13:05:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_124.pth... | |
| [2024-04-16 13:05:26 INFO]: Validating... | |
| [2024-04-16 13:05:27 INFO]: Epoch (val) [124][50] loss_cls: 0.8348, loss_sal: 0.3930, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.2285, mAP: 0.6651, best_mAP: 0.7095 | |
| [2024-04-16 13:05:30 INFO]: Epoch [125][17/17] lr: 0.0005, eta: 0:04:31, time: 0.057, data_time: 0.082, memory: 4337, loss_cls: 0.5228, loss_sal: 0.3825, loss_video_cal: 0.0386, loss_layer_cal: 0.0074, loss: 0.9513, scale: 4096.0000 | |
| [2024-04-16 13:05:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_125.pth... | |
| [2024-04-16 13:05:30 INFO]: Validating... | |
| [2024-04-16 13:05:31 INFO]: Epoch (val) [125][50] loss_cls: 0.8615, loss_sal: 0.3840, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.2463, mAP: 0.6907, best_mAP: 0.7095 | |
| [2024-04-16 13:05:33 INFO]: Epoch [126][17/17] lr: 0.0005, eta: 0:04:28, time: 0.058, data_time: 0.103, memory: 4337, loss_cls: 0.5119, loss_sal: 0.3861, loss_video_cal: 0.0450, loss_layer_cal: 0.0070, loss: 0.9500, scale: 4096.0000 | |
| [2024-04-16 13:05:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_126.pth... | |
| [2024-04-16 13:05:34 INFO]: Validating... | |
| [2024-04-16 13:05:35 INFO]: Epoch (val) [126][50] loss_cls: 0.9257, loss_sal: 0.3829, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.3093, mAP: 0.6596, best_mAP: 0.7095 | |
| [2024-04-16 13:05:37 INFO]: Epoch [127][17/17] lr: 0.0005, eta: 0:04:24, time: 0.055, data_time: 0.081, memory: 4337, loss_cls: 0.4878, loss_sal: 0.3843, loss_video_cal: 0.0359, loss_layer_cal: 0.0080, loss: 0.9160, scale: 4096.0000 | |
| [2024-04-16 13:05:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_127.pth... | |
| [2024-04-16 13:05:37 INFO]: Validating... | |
| [2024-04-16 13:05:38 INFO]: Epoch (val) [127][50] loss_cls: 0.8907, loss_sal: 0.3845, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.2759, mAP: 0.6330, best_mAP: 0.7095 | |
| [2024-04-16 13:05:40 INFO]: Epoch [128][17/17] lr: 0.0005, eta: 0:04:20, time: 0.058, data_time: 0.087, memory: 4337, loss_cls: 0.5418, loss_sal: 0.3886, loss_video_cal: 0.0472, loss_layer_cal: 0.0089, loss: 0.9865, scale: 4096.0000 | |
| [2024-04-16 13:05:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_128.pth... | |
| [2024-04-16 13:05:41 INFO]: Validating... | |
| [2024-04-16 13:05:42 INFO]: Epoch (val) [128][50] loss_cls: 0.7491, loss_sal: 0.3861, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1360, mAP: 0.6588, best_mAP: 0.7095 | |
| [2024-04-16 13:05:44 INFO]: Epoch [129][17/17] lr: 0.0005, eta: 0:04:17, time: 0.056, data_time: 0.088, memory: 4337, loss_cls: 0.5753, loss_sal: 0.3825, loss_video_cal: 0.0451, loss_layer_cal: 0.0102, loss: 1.0132, scale: 4096.0000 | |
| [2024-04-16 13:05:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_129.pth... | |
| [2024-04-16 13:05:44 INFO]: Validating... | |
| [2024-04-16 13:05:45 INFO]: Epoch (val) [129][50] loss_cls: 0.8109, loss_sal: 0.3862, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.1982, mAP: 0.6809, best_mAP: 0.7095 | |
| [2024-04-16 13:05:48 INFO]: Epoch [130][17/17] lr: 0.0005, eta: 0:04:13, time: 0.055, data_time: 0.086, memory: 4337, loss_cls: 0.5571, loss_sal: 0.3825, loss_video_cal: 0.0455, loss_layer_cal: 0.0098, loss: 0.9949, scale: 4096.0000 | |
| [2024-04-16 13:05:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_130.pth... | |
| [2024-04-16 13:05:48 INFO]: Validating... | |
| [2024-04-16 13:05:49 INFO]: Epoch (val) [130][50] loss_cls: 0.8488, loss_sal: 0.3853, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.2351, mAP: 0.6501, best_mAP: 0.7095 | |
| [2024-04-16 13:05:51 INFO]: Epoch [131][17/17] lr: 0.0005, eta: 0:04:09, time: 0.059, data_time: 0.087, memory: 4337, loss_cls: 0.5188, loss_sal: 0.3941, loss_video_cal: 0.0528, loss_layer_cal: 0.0115, loss: 0.9772, scale: 4096.0000 | |
| [2024-04-16 13:05:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_131.pth... | |
| [2024-04-16 13:05:51 INFO]: Validating... | |
| [2024-04-16 13:05:52 INFO]: Epoch (val) [131][50] loss_cls: 0.8408, loss_sal: 0.3773, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.2191, mAP: 0.6492, best_mAP: 0.7095 | |
| [2024-04-16 13:05:55 INFO]: Epoch [132][17/17] lr: 0.0005, eta: 0:04:06, time: 0.057, data_time: 0.090, memory: 4337, loss_cls: 0.5419, loss_sal: 0.3871, loss_video_cal: 0.0513, loss_layer_cal: 0.0083, loss: 0.9886, scale: 4096.0000 | |
| [2024-04-16 13:05:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_132.pth... | |
| [2024-04-16 13:05:55 INFO]: Validating... | |
| [2024-04-16 13:05:56 INFO]: Epoch (val) [132][50] loss_cls: 0.7873, loss_sal: 0.3750, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.1633, mAP: 0.6656, best_mAP: 0.7095 | |
| [2024-04-16 13:05:58 INFO]: Epoch [133][17/17] lr: 0.0005, eta: 0:04:02, time: 0.057, data_time: 0.085, memory: 4337, loss_cls: 0.5634, loss_sal: 0.3825, loss_video_cal: 0.0500, loss_layer_cal: 0.0086, loss: 1.0045, scale: 4096.0000 | |
| [2024-04-16 13:05:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_133.pth... | |
| [2024-04-16 13:05:58 INFO]: Validating... | |
| [2024-04-16 13:05:59 INFO]: Epoch (val) [133][50] loss_cls: 0.7929, loss_sal: 0.3759, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.1697, mAP: 0.6504, best_mAP: 0.7095 | |
| [2024-04-16 13:06:02 INFO]: Epoch [134][17/17] lr: 0.0005, eta: 0:03:59, time: 0.059, data_time: 0.085, memory: 4337, loss_cls: 0.5170, loss_sal: 0.3855, loss_video_cal: 0.0473, loss_layer_cal: 0.0075, loss: 0.9573, scale: 4096.0000 | |
| [2024-04-16 13:06:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_134.pth... | |
| [2024-04-16 13:06:02 INFO]: Validating... | |
| [2024-04-16 13:06:03 INFO]: Epoch (val) [134][50] loss_cls: 0.7971, loss_sal: 0.3782, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1759, mAP: 0.6533, best_mAP: 0.7095 | |
| [2024-04-16 13:06:05 INFO]: Epoch [135][17/17] lr: 0.0005, eta: 0:03:55, time: 0.056, data_time: 0.086, memory: 4337, loss_cls: 0.5342, loss_sal: 0.3856, loss_video_cal: 0.0419, loss_layer_cal: 0.0077, loss: 0.9694, scale: 4096.0000 | |
| [2024-04-16 13:06:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_135.pth... | |
| [2024-04-16 13:06:05 INFO]: Validating... | |
| [2024-04-16 13:06:06 INFO]: Epoch (val) [135][50] loss_cls: 0.8378, loss_sal: 0.3786, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.2171, mAP: 0.6657, best_mAP: 0.7095 | |
| [2024-04-16 13:06:09 INFO]: Epoch [136][17/17] lr: 0.0005, eta: 0:03:51, time: 0.052, data_time: 0.098, memory: 4337, loss_cls: 0.5038, loss_sal: 0.3846, loss_video_cal: 0.0508, loss_layer_cal: 0.0093, loss: 0.9485, scale: 4096.0000 | |
| [2024-04-16 13:06:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_136.pth... | |
| [2024-04-16 13:06:09 INFO]: Validating... | |
| [2024-04-16 13:06:10 INFO]: Epoch (val) [136][50] loss_cls: 0.8548, loss_sal: 0.3816, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2370, mAP: 0.6641, best_mAP: 0.7095 | |
| [2024-04-16 13:06:13 INFO]: Epoch [137][17/17] lr: 0.0005, eta: 0:03:48, time: 0.058, data_time: 0.095, memory: 4337, loss_cls: 0.5223, loss_sal: 0.3834, loss_video_cal: 0.0556, loss_layer_cal: 0.0087, loss: 0.9700, scale: 4096.0000 | |
| [2024-04-16 13:06:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_137.pth... | |
| [2024-04-16 13:06:13 INFO]: Validating... | |
| [2024-04-16 13:06:14 INFO]: Epoch (val) [137][50] loss_cls: 0.7713, loss_sal: 0.3868, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.1587, mAP: 0.6444, best_mAP: 0.7095 | |
| [2024-04-16 13:06:16 INFO]: Epoch [138][17/17] lr: 0.0005, eta: 0:03:44, time: 0.055, data_time: 0.075, memory: 4337, loss_cls: 0.5124, loss_sal: 0.3855, loss_video_cal: 0.0394, loss_layer_cal: 0.0062, loss: 0.9435, scale: 4096.0000 | |
| [2024-04-16 13:06:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_138.pth... | |
| [2024-04-16 13:06:16 INFO]: Validating... | |
| [2024-04-16 13:06:17 INFO]: Epoch (val) [138][50] loss_cls: 0.8538, loss_sal: 0.3831, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.2374, mAP: 0.6474, best_mAP: 0.7095 | |
| [2024-04-16 13:06:20 INFO]: Epoch [139][17/17] lr: 0.0005, eta: 0:03:40, time: 0.060, data_time: 0.100, memory: 4337, loss_cls: 0.5167, loss_sal: 0.3781, loss_video_cal: 0.0362, loss_layer_cal: 0.0063, loss: 0.9373, scale: 4096.0000 | |
| [2024-04-16 13:06:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_139.pth... | |
| [2024-04-16 13:06:20 INFO]: Validating... | |
| [2024-04-16 13:06:21 INFO]: Epoch (val) [139][50] loss_cls: 0.8140, loss_sal: 0.3856, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.2001, mAP: 0.6799, best_mAP: 0.7095 | |
| [2024-04-16 13:06:24 INFO]: Epoch [140][17/17] lr: 0.0005, eta: 0:03:37, time: 0.061, data_time: 0.088, memory: 4337, loss_cls: 0.4739, loss_sal: 0.3792, loss_video_cal: 0.0405, loss_layer_cal: 0.0060, loss: 0.8996, scale: 4096.0000 | |
| [2024-04-16 13:06:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_140.pth... | |
| [2024-04-16 13:06:24 INFO]: Validating... | |
| [2024-04-16 13:06:25 INFO]: Epoch (val) [140][50] loss_cls: 0.8473, loss_sal: 0.3979, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2458, mAP: 0.6820, best_mAP: 0.7095 | |
| [2024-04-16 13:06:27 INFO]: Epoch [141][17/17] lr: 0.0005, eta: 0:03:33, time: 0.058, data_time: 0.089, memory: 4337, loss_cls: 0.5308, loss_sal: 0.3802, loss_video_cal: 0.0505, loss_layer_cal: 0.0080, loss: 0.9694, scale: 4096.0000 | |
| [2024-04-16 13:06:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_141.pth... | |
| [2024-04-16 13:06:27 INFO]: Validating... | |
| [2024-04-16 13:06:28 INFO]: Epoch (val) [141][50] loss_cls: 1.1185, loss_sal: 0.3957, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.5149, mAP: 0.6476, best_mAP: 0.7095 | |
| [2024-04-16 13:06:31 INFO]: Epoch [142][17/17] lr: 0.0005, eta: 0:03:30, time: 0.057, data_time: 0.096, memory: 4337, loss_cls: 0.5690, loss_sal: 0.3753, loss_video_cal: 0.0429, loss_layer_cal: 0.0086, loss: 0.9958, scale: 4096.0000 | |
| [2024-04-16 13:06:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_142.pth... | |
| [2024-04-16 13:06:31 INFO]: Validating... | |
| [2024-04-16 13:06:32 INFO]: Epoch (val) [142][50] loss_cls: 0.7641, loss_sal: 0.4009, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.1661, mAP: 0.6381, best_mAP: 0.7095 | |
| [2024-04-16 13:06:34 INFO]: Epoch [143][17/17] lr: 0.0005, eta: 0:03:26, time: 0.056, data_time: 0.085, memory: 4337, loss_cls: 0.5464, loss_sal: 0.3833, loss_video_cal: 0.0447, loss_layer_cal: 0.0079, loss: 0.9822, scale: 4096.0000 | |
| [2024-04-16 13:06:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_143.pth... | |
| [2024-04-16 13:06:34 INFO]: Validating... | |
| [2024-04-16 13:06:35 INFO]: Epoch (val) [143][50] loss_cls: 0.8117, loss_sal: 0.3954, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.2082, mAP: 0.6556, best_mAP: 0.7095 | |
| [2024-04-16 13:06:38 INFO]: Epoch [144][17/17] lr: 0.0005, eta: 0:03:22, time: 0.063, data_time: 0.103, memory: 4337, loss_cls: 0.4963, loss_sal: 0.3845, loss_video_cal: 0.0446, loss_layer_cal: 0.0075, loss: 0.9329, scale: 4096.0000 | |
| [2024-04-16 13:06:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_144.pth... | |
| [2024-04-16 13:06:38 INFO]: Validating... | |
| [2024-04-16 13:06:39 INFO]: Epoch (val) [144][50] loss_cls: 0.7938, loss_sal: 0.4002, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1947, mAP: 0.6604, best_mAP: 0.7095 | |
| [2024-04-16 13:06:42 INFO]: Epoch [145][17/17] lr: 0.0005, eta: 0:03:19, time: 0.059, data_time: 0.083, memory: 4337, loss_cls: 0.4936, loss_sal: 0.3787, loss_video_cal: 0.0390, loss_layer_cal: 0.0080, loss: 0.9194, scale: 4096.0000 | |
| [2024-04-16 13:06:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_145.pth... | |
| [2024-04-16 13:06:42 INFO]: Validating... | |
| [2024-04-16 13:06:43 INFO]: Epoch (val) [145][50] loss_cls: 1.0063, loss_sal: 0.4036, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.4106, mAP: 0.6590, best_mAP: 0.7095 | |
| [2024-04-16 13:06:45 INFO]: Epoch [146][17/17] lr: 0.0005, eta: 0:03:15, time: 0.062, data_time: 0.088, memory: 4337, loss_cls: 0.4783, loss_sal: 0.3824, loss_video_cal: 0.0439, loss_layer_cal: 0.0084, loss: 0.9130, scale: 4096.0000 | |
| [2024-04-16 13:06:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_146.pth... | |
| [2024-04-16 13:06:46 INFO]: Validating... | |
| [2024-04-16 13:06:47 INFO]: Epoch (val) [146][50] loss_cls: 0.8289, loss_sal: 0.3982, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2278, mAP: 0.6684, best_mAP: 0.7095 | |
| [2024-04-16 13:06:49 INFO]: Epoch [147][17/17] lr: 0.0005, eta: 0:03:12, time: 0.058, data_time: 0.094, memory: 4337, loss_cls: 0.4972, loss_sal: 0.3774, loss_video_cal: 0.0359, loss_layer_cal: 0.0085, loss: 0.9191, scale: 4096.0000 | |
| [2024-04-16 13:06:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_147.pth... | |
| [2024-04-16 13:06:49 INFO]: Validating... | |
| [2024-04-16 13:06:50 INFO]: Epoch (val) [147][50] loss_cls: 0.8822, loss_sal: 0.4032, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.2860, mAP: 0.6513, best_mAP: 0.7095 | |
| [2024-04-16 13:06:53 INFO]: Epoch [148][17/17] lr: 0.0005, eta: 0:03:08, time: 0.062, data_time: 0.091, memory: 4337, loss_cls: 0.4803, loss_sal: 0.3816, loss_video_cal: 0.0349, loss_layer_cal: 0.0054, loss: 0.9022, scale: 4096.0000 | |
| [2024-04-16 13:06:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_148.pth... | |
| [2024-04-16 13:06:53 INFO]: Validating... | |
| [2024-04-16 13:06:54 INFO]: Epoch (val) [148][50] loss_cls: 0.8179, loss_sal: 0.4140, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2325, mAP: 0.6621, best_mAP: 0.7095 | |
| [2024-04-16 13:06:56 INFO]: Epoch [149][17/17] lr: 0.0005, eta: 0:03:04, time: 0.059, data_time: 0.084, memory: 4337, loss_cls: 0.5346, loss_sal: 0.3813, loss_video_cal: 0.0449, loss_layer_cal: 0.0065, loss: 0.9673, scale: 4096.0000 | |
| [2024-04-16 13:06:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_149.pth... | |
| [2024-04-16 13:06:56 INFO]: Validating... | |
| [2024-04-16 13:06:57 INFO]: Epoch (val) [149][50] loss_cls: 0.8603, loss_sal: 0.4192, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.2802, mAP: 0.6838, best_mAP: 0.7095 | |
| [2024-04-16 13:07:00 INFO]: Epoch [150][17/17] lr: 0.0005, eta: 0:03:01, time: 0.055, data_time: 0.091, memory: 4337, loss_cls: 0.4961, loss_sal: 0.3810, loss_video_cal: 0.0471, loss_layer_cal: 0.0095, loss: 0.9337, scale: 4096.0000 | |
| [2024-04-16 13:07:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_150.pth... | |
| [2024-04-16 13:07:00 INFO]: Validating... | |
| [2024-04-16 13:07:01 INFO]: Epoch (val) [150][50] loss_cls: 0.9320, loss_sal: 0.4159, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.3485, mAP: 0.6538, best_mAP: 0.7095 | |
| [2024-04-16 13:07:03 INFO]: Epoch [151][17/17] lr: 0.0005, eta: 0:02:57, time: 0.052, data_time: 0.087, memory: 4337, loss_cls: 0.4981, loss_sal: 0.3743, loss_video_cal: 0.0437, loss_layer_cal: 0.0074, loss: 0.9234, scale: 4096.0000 | |
| [2024-04-16 13:07:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_151.pth... | |
| [2024-04-16 13:07:04 INFO]: Validating... | |
| [2024-04-16 13:07:05 INFO]: Epoch (val) [151][50] loss_cls: 0.7516, loss_sal: 0.4263, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1786, mAP: 0.6868, best_mAP: 0.7095 | |
| [2024-04-16 13:07:07 INFO]: Epoch [152][17/17] lr: 0.0005, eta: 0:02:53, time: 0.059, data_time: 0.087, memory: 4337, loss_cls: 0.4927, loss_sal: 0.3748, loss_video_cal: 0.0482, loss_layer_cal: 0.0066, loss: 0.9224, scale: 4096.0000 | |
| [2024-04-16 13:07:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_152.pth... | |
| [2024-04-16 13:07:07 INFO]: Validating... | |
| [2024-04-16 13:07:08 INFO]: Epoch (val) [152][50] loss_cls: 0.8226, loss_sal: 0.4281, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.2516, mAP: 0.6971, best_mAP: 0.7095 | |
| [2024-04-16 13:07:10 INFO]: Epoch [153][17/17] lr: 0.0005, eta: 0:02:50, time: 0.054, data_time: 0.083, memory: 4337, loss_cls: 0.5071, loss_sal: 0.3819, loss_video_cal: 0.0437, loss_layer_cal: 0.0104, loss: 0.9432, scale: 4096.0000 | |
| [2024-04-16 13:07:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_153.pth... | |
| [2024-04-16 13:07:11 INFO]: Validating... | |
| [2024-04-16 13:07:12 INFO]: Epoch (val) [153][50] loss_cls: 1.2190, loss_sal: 0.4053, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 1.6262, mAP: 0.6597, best_mAP: 0.7095 | |
| [2024-04-16 13:07:14 INFO]: Epoch [154][17/17] lr: 0.0005, eta: 0:02:46, time: 0.057, data_time: 0.088, memory: 4337, loss_cls: 0.5161, loss_sal: 0.3813, loss_video_cal: 0.0595, loss_layer_cal: 0.0145, loss: 0.9714, scale: 4096.0000 | |
| [2024-04-16 13:07:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_154.pth... | |
| [2024-04-16 13:07:14 INFO]: Validating... | |
| [2024-04-16 13:07:15 INFO]: Epoch (val) [154][50] loss_cls: 0.7853, loss_sal: 0.3931, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 1.1806, mAP: 0.6830, best_mAP: 0.7095 | |
| [2024-04-16 13:07:18 INFO]: Epoch [155][17/17] lr: 0.0005, eta: 0:02:42, time: 0.057, data_time: 0.089, memory: 4337, loss_cls: 0.5210, loss_sal: 0.3851, loss_video_cal: 0.0510, loss_layer_cal: 0.0155, loss: 0.9725, scale: 4096.0000 | |
| [2024-04-16 13:07:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_155.pth... | |
| [2024-04-16 13:07:18 INFO]: Validating... | |
| [2024-04-16 13:07:19 INFO]: Epoch (val) [155][50] loss_cls: 0.9364, loss_sal: 0.3871, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.3251, mAP: 0.7078, best_mAP: 0.7095 | |
| [2024-04-16 13:07:21 INFO]: Epoch [156][17/17] lr: 0.0005, eta: 0:02:39, time: 0.057, data_time: 0.088, memory: 4337, loss_cls: 0.4917, loss_sal: 0.3861, loss_video_cal: 0.0545, loss_layer_cal: 0.0123, loss: 0.9446, scale: 4096.0000 | |
| [2024-04-16 13:07:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_156.pth... | |
| [2024-04-16 13:07:21 INFO]: Validating... | |
| [2024-04-16 13:07:22 INFO]: Epoch (val) [156][50] loss_cls: 0.7791, loss_sal: 0.3823, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.1624, mAP: 0.6745, best_mAP: 0.7095 | |
| [2024-04-16 13:07:25 INFO]: Epoch [157][17/17] lr: 0.0005, eta: 0:02:35, time: 0.055, data_time: 0.098, memory: 4337, loss_cls: 0.4943, loss_sal: 0.3769, loss_video_cal: 0.0430, loss_layer_cal: 0.0080, loss: 0.9221, scale: 4096.0000 | |
| [2024-04-16 13:07:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_157.pth... | |
| [2024-04-16 13:07:25 INFO]: Validating... | |
| [2024-04-16 13:07:26 INFO]: Epoch (val) [157][50] loss_cls: 0.8900, loss_sal: 0.3818, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.2725, mAP: 0.6826, best_mAP: 0.7095 | |
| [2024-04-16 13:07:29 INFO]: Epoch [158][17/17] lr: 0.0005, eta: 0:02:32, time: 0.057, data_time: 0.090, memory: 4337, loss_cls: 0.4971, loss_sal: 0.3804, loss_video_cal: 0.0512, loss_layer_cal: 0.0088, loss: 0.9375, scale: 4096.0000 | |
| [2024-04-16 13:07:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_158.pth... | |
| [2024-04-16 13:07:29 INFO]: Validating... | |
| [2024-04-16 13:07:30 INFO]: Epoch (val) [158][50] loss_cls: 0.9841, loss_sal: 0.3930, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.3777, mAP: 0.7014, best_mAP: 0.7095 | |
| [2024-04-16 13:07:32 INFO]: Epoch [159][17/17] lr: 0.0005, eta: 0:02:28, time: 0.068, data_time: 0.095, memory: 4337, loss_cls: 0.4810, loss_sal: 0.3808, loss_video_cal: 0.0447, loss_layer_cal: 0.0074, loss: 0.9139, scale: 4096.0000 | |
| [2024-04-16 13:07:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_159.pth... | |
| [2024-04-16 13:07:32 INFO]: Validating... | |
| [2024-04-16 13:07:34 INFO]: Epoch (val) [159][50] loss_cls: 0.7327, loss_sal: 0.3981, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.1313, mAP: 0.6530, best_mAP: 0.7095 | |
| [2024-04-16 13:07:36 INFO]: Epoch [160][17/17] lr: 0.0005, eta: 0:02:24, time: 0.054, data_time: 0.088, memory: 4337, loss_cls: 0.4954, loss_sal: 0.3848, loss_video_cal: 0.0596, loss_layer_cal: 0.0066, loss: 0.9464, scale: 4096.0000 | |
| [2024-04-16 13:07:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_160.pth... | |
| [2024-04-16 13:07:36 INFO]: Validating... | |
| [2024-04-16 13:07:37 INFO]: Epoch (val) [160][50] loss_cls: 0.8139, loss_sal: 0.3874, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2020, mAP: 0.6464, best_mAP: 0.7095 | |
| [2024-04-16 13:07:39 INFO]: Epoch [161][17/17] lr: 0.0005, eta: 0:02:21, time: 0.058, data_time: 0.082, memory: 4337, loss_cls: 0.5128, loss_sal: 0.3796, loss_video_cal: 0.0438, loss_layer_cal: 0.0073, loss: 0.9435, scale: 4096.0000 | |
| [2024-04-16 13:07:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_161.pth... | |
| [2024-04-16 13:07:39 INFO]: Validating... | |
| [2024-04-16 13:07:40 INFO]: Epoch (val) [161][50] loss_cls: 1.0149, loss_sal: 0.3869, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.4024, mAP: 0.6558, best_mAP: 0.7095 | |
| [2024-04-16 13:07:43 INFO]: Epoch [162][17/17] lr: 0.0005, eta: 0:02:17, time: 0.062, data_time: 0.079, memory: 4337, loss_cls: 0.5010, loss_sal: 0.3806, loss_video_cal: 0.0470, loss_layer_cal: 0.0081, loss: 0.9368, scale: 4096.0000 | |
| [2024-04-16 13:07:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_162.pth... | |
| [2024-04-16 13:07:43 INFO]: Validating... | |
| [2024-04-16 13:07:44 INFO]: Epoch (val) [162][50] loss_cls: 0.7047, loss_sal: 0.3772, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0825, mAP: 0.6765, best_mAP: 0.7095 | |
| [2024-04-16 13:07:46 INFO]: Epoch [163][17/17] lr: 0.0005, eta: 0:02:13, time: 0.061, data_time: 0.086, memory: 4337, loss_cls: 0.5017, loss_sal: 0.3843, loss_video_cal: 0.0398, loss_layer_cal: 0.0068, loss: 0.9326, scale: 4096.0000 | |
| [2024-04-16 13:07:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_163.pth... | |
| [2024-04-16 13:07:47 INFO]: Validating... | |
| [2024-04-16 13:07:48 INFO]: Epoch (val) [163][50] loss_cls: 0.7626, loss_sal: 0.3786, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.1417, mAP: 0.6672, best_mAP: 0.7095 | |
| [2024-04-16 13:07:50 INFO]: Epoch [164][17/17] lr: 0.0005, eta: 0:02:10, time: 0.058, data_time: 0.096, memory: 4337, loss_cls: 0.4927, loss_sal: 0.3825, loss_video_cal: 0.0445, loss_layer_cal: 0.0080, loss: 0.9277, scale: 4096.0000 | |
| [2024-04-16 13:07:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_164.pth... | |
| [2024-04-16 13:07:50 INFO]: Validating... | |
| [2024-04-16 13:07:51 INFO]: Epoch (val) [164][50] loss_cls: 0.8247, loss_sal: 0.3954, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.2206, mAP: 0.6593, best_mAP: 0.7095 | |
| [2024-04-16 13:07:54 INFO]: Epoch [165][17/17] lr: 0.0005, eta: 0:02:06, time: 0.054, data_time: 0.078, memory: 4337, loss_cls: 0.4665, loss_sal: 0.3715, loss_video_cal: 0.0390, loss_layer_cal: 0.0068, loss: 0.8838, scale: 4096.0000 | |
| [2024-04-16 13:07:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_165.pth... | |
| [2024-04-16 13:07:54 INFO]: Validating... | |
| [2024-04-16 13:07:55 INFO]: Epoch (val) [165][50] loss_cls: 1.0475, loss_sal: 0.4090, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.4570, mAP: 0.7024, best_mAP: 0.7095 | |
| [2024-04-16 13:07:57 INFO]: Epoch [166][17/17] lr: 0.0005, eta: 0:02:02, time: 0.059, data_time: 0.085, memory: 4337, loss_cls: 0.5183, loss_sal: 0.3877, loss_video_cal: 0.0444, loss_layer_cal: 0.0063, loss: 0.9567, scale: 4096.0000 | |
| [2024-04-16 13:07:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_166.pth... | |
| [2024-04-16 13:07:57 INFO]: Validating... | |
| [2024-04-16 13:07:58 INFO]: Epoch (val) [166][50] loss_cls: 0.7512, loss_sal: 0.3913, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.1431, mAP: 0.6702, best_mAP: 0.7095 | |
| [2024-04-16 13:08:01 INFO]: Epoch [167][17/17] lr: 0.0005, eta: 0:01:59, time: 0.060, data_time: 0.093, memory: 4337, loss_cls: 0.4636, loss_sal: 0.3789, loss_video_cal: 0.0480, loss_layer_cal: 0.0091, loss: 0.8995, scale: 4096.0000 | |
| [2024-04-16 13:08:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_167.pth... | |
| [2024-04-16 13:08:01 INFO]: Validating... | |
| [2024-04-16 13:08:02 INFO]: Epoch (val) [167][50] loss_cls: 0.8538, loss_sal: 0.3795, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.2342, mAP: 0.6936, best_mAP: 0.7095 | |
| [2024-04-16 13:08:04 INFO]: Epoch [168][17/17] lr: 0.0005, eta: 0:01:55, time: 0.061, data_time: 0.092, memory: 4337, loss_cls: 0.4705, loss_sal: 0.3856, loss_video_cal: 0.0381, loss_layer_cal: 0.0092, loss: 0.9034, scale: 4096.0000 | |
| [2024-04-16 13:08:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_168.pth... | |
| [2024-04-16 13:08:05 INFO]: Validating... | |
| [2024-04-16 13:08:06 INFO]: Epoch (val) [168][50] loss_cls: 0.7677, loss_sal: 0.3804, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.1490, mAP: 0.6937, best_mAP: 0.7095 | |
| [2024-04-16 13:08:08 INFO]: Epoch [169][17/17] lr: 0.0005, eta: 0:01:52, time: 0.051, data_time: 0.093, memory: 4337, loss_cls: 0.4757, loss_sal: 0.3785, loss_video_cal: 0.0391, loss_layer_cal: 0.0075, loss: 0.9009, scale: 4096.0000 | |
| [2024-04-16 13:08:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_169.pth... | |
| [2024-04-16 13:08:08 INFO]: Validating... | |
| [2024-04-16 13:08:09 INFO]: Epoch (val) [169][50] loss_cls: 1.0357, loss_sal: 0.3832, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.4195, mAP: 0.6831, best_mAP: 0.7095 | |
| [2024-04-16 13:08:12 INFO]: Epoch [170][17/17] lr: 0.0005, eta: 0:01:48, time: 0.058, data_time: 0.096, memory: 4337, loss_cls: 0.5276, loss_sal: 0.3959, loss_video_cal: 0.0494, loss_layer_cal: 0.0085, loss: 0.9814, scale: 4096.0000 | |
| [2024-04-16 13:08:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_170.pth... | |
| [2024-04-16 13:08:12 INFO]: Validating... | |
| [2024-04-16 13:08:13 INFO]: Epoch (val) [170][50] loss_cls: 0.7042, loss_sal: 0.3771, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.0821, mAP: 0.6461, best_mAP: 0.7095 | |
| [2024-04-16 13:08:15 INFO]: Epoch [171][17/17] lr: 0.0005, eta: 0:01:44, time: 0.057, data_time: 0.087, memory: 4337, loss_cls: 0.4882, loss_sal: 0.3798, loss_video_cal: 0.0465, loss_layer_cal: 0.0093, loss: 0.9237, scale: 4096.0000 | |
| [2024-04-16 13:08:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_171.pth... | |
| [2024-04-16 13:08:16 INFO]: Validating... | |
| [2024-04-16 13:08:17 INFO]: Epoch (val) [171][50] loss_cls: 0.9901, loss_sal: 0.3835, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.3744, mAP: 0.6838, best_mAP: 0.7095 | |
| [2024-04-16 13:08:19 INFO]: Epoch [172][17/17] lr: 0.0005, eta: 0:01:41, time: 0.061, data_time: 0.084, memory: 4337, loss_cls: 0.5237, loss_sal: 0.3743, loss_video_cal: 0.0481, loss_layer_cal: 0.0104, loss: 0.9564, scale: 4096.0000 | |
| [2024-04-16 13:08:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_172.pth... | |
| [2024-04-16 13:08:19 INFO]: Validating... | |
| [2024-04-16 13:08:20 INFO]: Epoch (val) [172][50] loss_cls: 1.0352, loss_sal: 0.3936, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.4297, mAP: 0.6789, best_mAP: 0.7095 | |
| [2024-04-16 13:08:23 INFO]: Epoch [173][17/17] lr: 0.0005, eta: 0:01:37, time: 0.061, data_time: 0.097, memory: 4337, loss_cls: 0.4821, loss_sal: 0.3824, loss_video_cal: 0.0495, loss_layer_cal: 0.0092, loss: 0.9233, scale: 4096.0000 | |
| [2024-04-16 13:08:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_173.pth... | |
| [2024-04-16 13:08:23 INFO]: Validating... | |
| [2024-04-16 13:08:24 INFO]: Epoch (val) [173][50] loss_cls: 1.0794, loss_sal: 0.3935, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.4738, mAP: 0.6626, best_mAP: 0.7095 | |
| [2024-04-16 13:08:27 INFO]: Epoch [174][17/17] lr: 0.0005, eta: 0:01:34, time: 0.058, data_time: 0.094, memory: 4337, loss_cls: 0.4869, loss_sal: 0.3876, loss_video_cal: 0.0414, loss_layer_cal: 0.0100, loss: 0.9259, scale: 4096.0000 | |
| [2024-04-16 13:08:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_174.pth... | |
| [2024-04-16 13:08:27 INFO]: Validating... | |
| [2024-04-16 13:08:28 INFO]: Epoch (val) [174][50] loss_cls: 0.9203, loss_sal: 0.3928, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.3139, mAP: 0.6922, best_mAP: 0.7095 | |
| [2024-04-16 13:08:30 INFO]: Epoch [175][17/17] lr: 0.0005, eta: 0:01:30, time: 0.060, data_time: 0.086, memory: 4337, loss_cls: 0.4709, loss_sal: 0.3860, loss_video_cal: 0.0454, loss_layer_cal: 0.0086, loss: 0.9109, scale: 4096.0000 | |
| [2024-04-16 13:08:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_175.pth... | |
| [2024-04-16 13:08:30 INFO]: Validating... | |
| [2024-04-16 13:08:31 INFO]: Epoch (val) [175][50] loss_cls: 0.8715, loss_sal: 0.3865, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.2587, mAP: 0.6933, best_mAP: 0.7095 | |
| [2024-04-16 13:08:34 INFO]: Epoch [176][17/17] lr: 0.0005, eta: 0:01:26, time: 0.059, data_time: 0.088, memory: 4337, loss_cls: 0.4691, loss_sal: 0.3832, loss_video_cal: 0.0482, loss_layer_cal: 0.0081, loss: 0.9086, scale: 4096.0000 | |
| [2024-04-16 13:08:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_176.pth... | |
| [2024-04-16 13:08:34 INFO]: Validating... | |
| [2024-04-16 13:08:35 INFO]: Epoch (val) [176][50] loss_cls: 0.9950, loss_sal: 0.3927, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.3884, mAP: 0.6816, best_mAP: 0.7095 | |
| [2024-04-16 13:08:37 INFO]: Epoch [177][17/17] lr: 0.0005, eta: 0:01:23, time: 0.058, data_time: 0.087, memory: 4337, loss_cls: 0.4741, loss_sal: 0.3763, loss_video_cal: 0.0442, loss_layer_cal: 0.0084, loss: 0.9030, scale: 4096.0000 | |
| [2024-04-16 13:08:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_177.pth... | |
| [2024-04-16 13:08:37 INFO]: Validating... | |
| [2024-04-16 13:08:39 INFO]: Epoch (val) [177][50] loss_cls: 0.9144, loss_sal: 0.4080, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.3231, mAP: 0.6589, best_mAP: 0.7095 | |
| [2024-04-16 13:08:41 INFO]: Epoch [178][17/17] lr: 0.0005, eta: 0:01:19, time: 0.059, data_time: 0.089, memory: 4337, loss_cls: 0.4836, loss_sal: 0.3873, loss_video_cal: 0.0464, loss_layer_cal: 0.0074, loss: 0.9247, scale: 4096.0000 | |
| [2024-04-16 13:08:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_178.pth... | |
| [2024-04-16 13:08:41 INFO]: Validating... | |
| [2024-04-16 13:08:42 INFO]: Epoch (val) [178][50] loss_cls: 0.9629, loss_sal: 0.3975, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.3611, mAP: 0.6865, best_mAP: 0.7095 | |
| [2024-04-16 13:08:45 INFO]: Epoch [179][17/17] lr: 0.0005, eta: 0:01:16, time: 0.059, data_time: 0.085, memory: 4337, loss_cls: 0.4742, loss_sal: 0.3929, loss_video_cal: 0.0507, loss_layer_cal: 0.0077, loss: 0.9255, scale: 4096.0000 | |
| [2024-04-16 13:08:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_179.pth... | |
| [2024-04-16 13:08:45 INFO]: Validating... | |
| [2024-04-16 13:08:46 INFO]: Epoch (val) [179][50] loss_cls: 0.8917, loss_sal: 0.3907, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.2832, mAP: 0.6826, best_mAP: 0.7095 | |
| [2024-04-16 13:08:48 INFO]: Epoch [180][17/17] lr: 0.0005, eta: 0:01:12, time: 0.063, data_time: 0.088, memory: 4337, loss_cls: 0.4482, loss_sal: 0.3823, loss_video_cal: 0.0523, loss_layer_cal: 0.0084, loss: 0.8912, scale: 4096.0000 | |
| [2024-04-16 13:08:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_180.pth... | |
| [2024-04-16 13:08:48 INFO]: Validating... | |
| [2024-04-16 13:08:49 INFO]: Epoch (val) [180][50] loss_cls: 1.0554, loss_sal: 0.3893, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.4456, mAP: 0.6768, best_mAP: 0.7095 | |
| [2024-04-16 13:08:52 INFO]: Epoch [181][17/17] lr: 0.0005, eta: 0:01:08, time: 0.061, data_time: 0.085, memory: 4337, loss_cls: 0.4633, loss_sal: 0.3757, loss_video_cal: 0.0531, loss_layer_cal: 0.0088, loss: 0.9009, scale: 4096.0000 | |
| [2024-04-16 13:08:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_181.pth... | |
| [2024-04-16 13:08:52 INFO]: Validating... | |
| [2024-04-16 13:08:53 INFO]: Epoch (val) [181][50] loss_cls: 0.8807, loss_sal: 0.3977, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.2793, mAP: 0.6923, best_mAP: 0.7095 | |
| [2024-04-16 13:08:55 INFO]: Epoch [182][17/17] lr: 0.0005, eta: 0:01:05, time: 0.055, data_time: 0.090, memory: 4337, loss_cls: 0.4806, loss_sal: 0.3786, loss_video_cal: 0.0514, loss_layer_cal: 0.0080, loss: 0.9186, scale: 4096.0000 | |
| [2024-04-16 13:08:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_182.pth... | |
| [2024-04-16 13:08:56 INFO]: Validating... | |
| [2024-04-16 13:08:57 INFO]: Epoch (val) [182][50] loss_cls: 0.8660, loss_sal: 0.4105, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.2774, mAP: 0.6960, best_mAP: 0.7095 | |
| [2024-04-16 13:08:59 INFO]: Epoch [183][17/17] lr: 0.0005, eta: 0:01:01, time: 0.059, data_time: 0.095, memory: 4337, loss_cls: 0.4857, loss_sal: 0.3825, loss_video_cal: 0.0446, loss_layer_cal: 0.0077, loss: 0.9206, scale: 4096.0000 | |
| [2024-04-16 13:08:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_183.pth... | |
| [2024-04-16 13:08:59 INFO]: Validating... | |
| [2024-04-16 13:09:00 INFO]: Epoch (val) [183][50] loss_cls: 0.7187, loss_sal: 0.3854, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.1046, mAP: 0.7092, best_mAP: 0.7095 | |
| [2024-04-16 13:09:03 INFO]: Epoch [184][17/17] lr: 0.0005, eta: 0:00:57, time: 0.059, data_time: 0.093, memory: 4337, loss_cls: 0.5257, loss_sal: 0.3819, loss_video_cal: 0.0468, loss_layer_cal: 0.0074, loss: 0.9618, scale: 4096.0000 | |
| [2024-04-16 13:09:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_184.pth... | |
| [2024-04-16 13:09:03 INFO]: Validating... | |
| [2024-04-16 13:09:04 INFO]: Epoch (val) [184][50] loss_cls: 0.9092, loss_sal: 0.3845, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2943, mAP: 0.6973, best_mAP: 0.7095 | |
| [2024-04-16 13:09:06 INFO]: Epoch [185][17/17] lr: 0.0005, eta: 0:00:54, time: 0.055, data_time: 0.089, memory: 4337, loss_cls: 0.5000, loss_sal: 0.3901, loss_video_cal: 0.0395, loss_layer_cal: 0.0073, loss: 0.9369, scale: 4096.0000 | |
| [2024-04-16 13:09:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_185.pth... | |
| [2024-04-16 13:09:07 INFO]: Validating... | |
| [2024-04-16 13:09:08 INFO]: Epoch (val) [185][50] loss_cls: 1.0443, loss_sal: 0.3892, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.4342, mAP: 0.7204, best_mAP: 0.7204 | |
| [2024-04-16 13:09:10 INFO]: Epoch [186][17/17] lr: 0.0005, eta: 0:00:50, time: 0.058, data_time: 0.093, memory: 4337, loss_cls: 0.4940, loss_sal: 0.3786, loss_video_cal: 0.0452, loss_layer_cal: 0.0081, loss: 0.9259, scale: 4096.0000 | |
| [2024-04-16 13:09:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_186.pth... | |
| [2024-04-16 13:09:10 INFO]: Validating... | |
| [2024-04-16 13:09:11 INFO]: Epoch (val) [186][50] loss_cls: 0.7598, loss_sal: 0.3860, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1465, mAP: 0.7052, best_mAP: 0.7204 | |
| [2024-04-16 13:09:14 INFO]: Epoch [187][17/17] lr: 0.0005, eta: 0:00:47, time: 0.054, data_time: 0.087, memory: 4337, loss_cls: 0.4752, loss_sal: 0.3762, loss_video_cal: 0.0393, loss_layer_cal: 0.0063, loss: 0.8970, scale: 4096.0000 | |
| [2024-04-16 13:09:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_187.pth... | |
| [2024-04-16 13:09:14 INFO]: Validating... | |
| [2024-04-16 13:09:15 INFO]: Epoch (val) [187][50] loss_cls: 0.8716, loss_sal: 0.3917, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.2641, mAP: 0.7007, best_mAP: 0.7204 | |
| [2024-04-16 13:09:17 INFO]: Epoch [188][17/17] lr: 0.0005, eta: 0:00:43, time: 0.061, data_time: 0.088, memory: 4337, loss_cls: 0.4658, loss_sal: 0.3836, loss_video_cal: 0.0409, loss_layer_cal: 0.0067, loss: 0.8970, scale: 4096.0000 | |
| [2024-04-16 13:09:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_188.pth... | |
| [2024-04-16 13:09:17 INFO]: Validating... | |
| [2024-04-16 13:09:18 INFO]: Epoch (val) [188][50] loss_cls: 0.8749, loss_sal: 0.3965, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.2724, mAP: 0.6938, best_mAP: 0.7204 | |
| [2024-04-16 13:09:21 INFO]: Epoch [189][17/17] lr: 0.0005, eta: 0:00:39, time: 0.057, data_time: 0.085, memory: 4337, loss_cls: 0.4505, loss_sal: 0.3886, loss_video_cal: 0.0394, loss_layer_cal: 0.0081, loss: 0.8866, scale: 4096.0000 | |
| [2024-04-16 13:09:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_189.pth... | |
| [2024-04-16 13:09:21 INFO]: Validating... | |
| [2024-04-16 13:09:22 INFO]: Epoch (val) [189][50] loss_cls: 1.1333, loss_sal: 0.3811, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.5154, mAP: 0.6760, best_mAP: 0.7204 | |
| [2024-04-16 13:09:24 INFO]: Epoch [190][17/17] lr: 0.0005, eta: 0:00:36, time: 0.057, data_time: 0.087, memory: 4337, loss_cls: 0.4874, loss_sal: 0.3816, loss_video_cal: 0.0506, loss_layer_cal: 0.0089, loss: 0.9285, scale: 4096.0000 | |
| [2024-04-16 13:09:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_190.pth... | |
| [2024-04-16 13:09:25 INFO]: Validating... | |
| [2024-04-16 13:09:26 INFO]: Epoch (val) [190][50] loss_cls: 0.8082, loss_sal: 0.3761, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.1853, mAP: 0.6783, best_mAP: 0.7204 | |
| [2024-04-16 13:09:28 INFO]: Epoch [191][17/17] lr: 0.0005, eta: 0:00:32, time: 0.060, data_time: 0.098, memory: 4337, loss_cls: 0.5172, loss_sal: 0.3832, loss_video_cal: 0.0438, loss_layer_cal: 0.0091, loss: 0.9533, scale: 4096.0000 | |
| [2024-04-16 13:09:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_191.pth... | |
| [2024-04-16 13:09:28 INFO]: Validating... | |
| [2024-04-16 13:09:29 INFO]: Epoch (val) [191][50] loss_cls: 0.9303, loss_sal: 0.3788, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.3101, mAP: 0.6892, best_mAP: 0.7204 | |
| [2024-04-16 13:09:32 INFO]: Epoch [192][17/17] lr: 0.0005, eta: 0:00:28, time: 0.058, data_time: 0.089, memory: 4337, loss_cls: 0.6343, loss_sal: 0.3758, loss_video_cal: 0.0449, loss_layer_cal: 0.0077, loss: 1.0628, scale: 4096.0000 | |
| [2024-04-16 13:09:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_192.pth... | |
| [2024-04-16 13:09:32 INFO]: Validating... | |
| [2024-04-16 13:09:33 INFO]: Epoch (val) [192][50] loss_cls: 0.8170, loss_sal: 0.3910, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.2090, mAP: 0.6911, best_mAP: 0.7204 | |
| [2024-04-16 13:09:36 INFO]: Epoch [193][17/17] lr: 0.0005, eta: 0:00:25, time: 0.061, data_time: 0.100, memory: 4337, loss_cls: 0.4932, loss_sal: 0.3907, loss_video_cal: 0.0581, loss_layer_cal: 0.0109, loss: 0.9529, scale: 4096.0000 | |
| [2024-04-16 13:09:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_193.pth... | |
| [2024-04-16 13:09:36 INFO]: Validating... | |
| [2024-04-16 13:09:37 INFO]: Epoch (val) [193][50] loss_cls: 0.8677, loss_sal: 0.3759, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.2447, mAP: 0.6972, best_mAP: 0.7204 | |
| [2024-04-16 13:09:40 INFO]: Epoch [194][17/17] lr: 0.0005, eta: 0:00:21, time: 0.062, data_time: 0.099, memory: 4337, loss_cls: 0.4870, loss_sal: 0.3877, loss_video_cal: 0.0472, loss_layer_cal: 0.0089, loss: 0.9307, scale: 4096.0000 | |
| [2024-04-16 13:09:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_194.pth... | |
| [2024-04-16 13:09:40 INFO]: Validating... | |
| [2024-04-16 13:09:41 INFO]: Epoch (val) [194][50] loss_cls: 0.8574, loss_sal: 0.3795, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.2380, mAP: 0.7017, best_mAP: 0.7204 | |
| [2024-04-16 13:09:43 INFO]: Epoch [195][17/17] lr: 0.0005, eta: 0:00:18, time: 0.062, data_time: 0.089, memory: 4337, loss_cls: 0.4597, loss_sal: 0.3755, loss_video_cal: 0.0457, loss_layer_cal: 0.0079, loss: 0.8888, scale: 4096.0000 | |
| [2024-04-16 13:09:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_195.pth... | |
| [2024-04-16 13:09:43 INFO]: Validating... | |
| [2024-04-16 13:09:44 INFO]: Epoch (val) [195][50] loss_cls: 0.9120, loss_sal: 0.3984, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.3115, mAP: 0.7031, best_mAP: 0.7204 | |
| [2024-04-16 13:09:47 INFO]: Epoch [196][17/17] lr: 0.0005, eta: 0:00:14, time: 0.063, data_time: 0.096, memory: 4337, loss_cls: 0.4569, loss_sal: 0.3875, loss_video_cal: 0.0437, loss_layer_cal: 0.0080, loss: 0.8962, scale: 4096.0000 | |
| [2024-04-16 13:09:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_196.pth... | |
| [2024-04-16 13:09:47 INFO]: Validating... | |
| [2024-04-16 13:09:48 INFO]: Epoch (val) [196][50] loss_cls: 0.8655, loss_sal: 0.3994, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.2659, mAP: 0.7218, best_mAP: 0.7218 | |
| [2024-04-16 13:09:51 INFO]: Epoch [197][17/17] lr: 0.0005, eta: 0:00:10, time: 0.058, data_time: 0.089, memory: 4337, loss_cls: 0.4601, loss_sal: 0.3795, loss_video_cal: 0.0488, loss_layer_cal: 0.0098, loss: 0.8983, scale: 4096.0000 | |
| [2024-04-16 13:09:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_197.pth... | |
| [2024-04-16 13:09:51 INFO]: Validating... | |
| [2024-04-16 13:09:52 INFO]: Epoch (val) [197][50] loss_cls: 0.9206, loss_sal: 0.3882, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.3097, mAP: 0.7225, best_mAP: 0.7225 | |
| [2024-04-16 13:09:54 INFO]: Epoch [198][17/17] lr: 0.0005, eta: 0:00:07, time: 0.059, data_time: 0.089, memory: 4337, loss_cls: 0.4627, loss_sal: 0.3760, loss_video_cal: 0.0450, loss_layer_cal: 0.0103, loss: 0.8941, scale: 4096.0000 | |
| [2024-04-16 13:09:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_198.pth... | |
| [2024-04-16 13:09:54 INFO]: Validating... | |
| [2024-04-16 13:09:55 INFO]: Epoch (val) [198][50] loss_cls: 0.8993, loss_sal: 0.3875, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.2878, mAP: 0.7436, best_mAP: 0.7436 | |
| [2024-04-16 13:09:58 INFO]: Epoch [199][17/17] lr: 0.0005, eta: 0:00:03, time: 0.060, data_time: 0.095, memory: 4337, loss_cls: 0.4583, loss_sal: 0.3786, loss_video_cal: 0.0405, loss_layer_cal: 0.0075, loss: 0.8849, scale: 4096.0000 | |
| [2024-04-16 13:09:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_199.pth... | |
| [2024-04-16 13:09:58 INFO]: Validating... | |
| [2024-04-16 13:09:59 INFO]: Epoch (val) [199][50] loss_cls: 0.9016, loss_sal: 0.3925, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.2951, mAP: 0.7056, best_mAP: 0.7436 | |
| [2024-04-16 13:10:02 INFO]: Epoch [200][17/17] lr: 0.0005, eta: 0:00:00, time: 0.059, data_time: 0.089, memory: 4337, loss_cls: 0.4908, loss_sal: 0.3817, loss_video_cal: 0.0419, loss_layer_cal: 0.0096, loss: 0.9240, scale: 4096.0000 | |
| [2024-04-16 13:10:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ski/epoch_200.pth... | |
| [2024-04-16 13:10:02 INFO]: Validating... | |
| [2024-04-16 13:10:03 INFO]: Epoch (val) [200][50] loss_cls: 0.9106, loss_sal: 0.3893, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.3010, mAP: 0.7121, best_mAP: 0.7436 | |
| [2024-04-16 13:10:03 INFO]: Overall training speed: 3400 iterations in 0:03:18 (0.0584 s/it) | |
| [2024-04-16 13:10:03 INFO]: Done running in 0:12:06 (0:06:28 on hooks) | |