| [2024-04-16 13:32:20 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 13:32:20 INFO]: Launcher: None | |
| [2024-04-16 13:32:20 INFO]: Config: /n/home01/coco/r2-tuning-dev/configs/youtube/r2_tuning_youtube_ska.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='skating'), | |
| 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='skating')) | |
| stages = dict( | |
| epochs=200, | |
| optimizer=dict( | |
| type='AdamW', | |
| lr=0.0005, | |
| weight_decay=0.0001), | |
| lr_schedule=None, | |
| warmup=dict( | |
| type='iter', | |
| policy='linear', | |
| steps=50, | |
| ratio=0.001), | |
| grad_clip=dict( | |
| max_norm=35, | |
| norm_type=2), | |
| validation=dict(interval=1)) | |
| hooks = [dict( | |
| type='EvalHook', | |
| high_keys=['MR-full-mAP', 'MR-full-mIoU', 'HL-min-VeryGood-mAP', 'MR-full-R1@0.3', 'MR-full-R1@0.5', 'MR-full-R1@0.7', 'mAP'])] | |
| [2024-04-16 13:32:20 INFO]: Using random seed: 20547835 | |
| [2024-04-16 13:32:20 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 13:32:20 INFO]: Learnable Parameters: | |
| [2024-04-16 13:32:20 INFO]: module.coef - torch.Size([1]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.gate - torch.Size([3]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.scale - torch.Size([4]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.video_map.0.weight - torch.Size([768]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.video_map.0.bias - torch.Size([768]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.video_map.2.weight - torch.Size([256, 768]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.video_map.2.bias - torch.Size([256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.video_map.4.weight - torch.Size([256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.video_map.4.bias - torch.Size([256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.video_map.6.weight - torch.Size([256, 256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.video_map.6.bias - torch.Size([256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.query_map.0.weight - torch.Size([512]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.query_map.0.bias - torch.Size([512]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.query_map.2.weight - torch.Size([256, 512]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.query_map.2.bias - torch.Size([256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.query_map.4.weight - torch.Size([256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.query_map.4.bias - torch.Size([256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.query_map.6.weight - torch.Size([256, 256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.query_map.6.bias - torch.Size([256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.v_map.weight - torch.Size([256, 256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.v_map.bias - torch.Size([256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.q_map.weight - torch.Size([256, 256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.q_map.bias - torch.Size([256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.tem.cross_att.q.weight - torch.Size([256, 256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.tem.cross_att.q.bias - torch.Size([256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.tem.cross_att.k.weight - torch.Size([256, 256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.tem.cross_att.k.bias - torch.Size([256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.tem.cross_att.v.weight - torch.Size([256, 256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.tem.cross_att.v.bias - torch.Size([256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.tem.cross_att.m.weight - torch.Size([256, 256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.tem.cross_att.m.bias - torch.Size([256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.tem.cross_att_norm.weight - torch.Size([256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.tem.cross_att_norm.bias - torch.Size([256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.tem.self_att.q.weight - torch.Size([256, 256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.tem.self_att.q.bias - torch.Size([256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.tem.self_att.k.weight - torch.Size([256, 256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.tem.self_att.k.bias - torch.Size([256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.tem.self_att.v.weight - torch.Size([256, 256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.tem.self_att.v.bias - torch.Size([256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.tem.self_att.m.weight - torch.Size([256, 256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.tem.self_att.m.bias - torch.Size([256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.tem.self_att_norm.weight - torch.Size([256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.tem.self_att_norm.bias - torch.Size([256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.tem.ffn.mapping.0.weight - torch.Size([1024, 256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.tem.ffn.mapping.0.bias - torch.Size([1024]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.tem.ffn.mapping.2.weight - torch.Size([256, 1024]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.tem.ffn.mapping.2.bias - torch.Size([256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.tem.ffn_norm.weight - torch.Size([256]) | |
| [2024-04-16 13:32:20 INFO]: module.adapter.tem.ffn_norm.bias - torch.Size([256]) | |
| [2024-04-16 13:32:20 INFO]: module.pooling.att.weight - torch.Size([1, 256]) | |
| [2024-04-16 13:32:20 INFO]: module.class_head.module.1.weight - torch.Size([256, 256, 3]) | |
| [2024-04-16 13:32:20 INFO]: module.class_head.module.1.bias - torch.Size([256]) | |
| [2024-04-16 13:32:20 INFO]: module.class_head.module.3.weight - torch.Size([1, 256, 3]) | |
| [2024-04-16 13:32:20 INFO]: module.class_head.module.3.bias - torch.Size([1]) | |
| [2024-04-16 13:32:20 INFO]: Learnable Parameters: 1.761M (100.0%) | |
| [2024-04-16 13:32:20 INFO]: Auto Scale Batch Size: 1 GPU(s) * 4 Samples | |
| [2024-04-16 13:32:20 INFO]: Distributed: False, AMP: fp16, Debug: False | |
| [2024-04-16 13:32:20 INFO]: Launch engine, host: coco@holygpu8a27301.rc.fas.harvard.edu, work_dir: work_dirs/r2_tuning_youtube_ska | |
| [2024-04-16 13:32:20 INFO]: Stage: 1, epochs: 200, optimizer: AdamW(lr: 0.0005, weight_decay: 0.0001) | |
| [2024-04-16 13:32:23 INFO]: Epoch [1][6/6] lr: 5e-05, eta: 0:08:30, time: 0.201, data_time: 0.226, memory: 7208, loss_cls: 0.6612, loss_sal: 0.3556, loss_video_cal: 0.1590, loss_layer_cal: 0.1609, loss: 1.3367, scale: 65536.0000 | |
| [2024-04-16 13:32:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_1.pth... | |
| [2024-04-16 13:32:23 INFO]: Validating... | |
| [2024-04-16 13:32:23 INFO]: Epoch (val) [1][10] loss_cls: 0.6864, loss_sal: 0.3191, loss_video_cal: 0.0000, loss_layer_cal: 0.1289, loss: 1.1343, mAP: 0.2691, best_mAP: 0.2691 | |
| [2024-04-16 13:32:25 INFO]: Epoch [2][6/6] lr: 0.00011, eta: 0:07:25, time: 0.064, data_time: 0.177, memory: 7208, loss_cls: 0.6363, loss_sal: 0.3492, loss_video_cal: 0.1631, loss_layer_cal: 0.1651, loss: 1.3137, scale: 65536.0000 | |
| [2024-04-16 13:32:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_2.pth... | |
| [2024-04-16 13:32:25 INFO]: Validating... | |
| [2024-04-16 13:32:25 INFO]: Epoch (val) [2][10] loss_cls: 0.6942, loss_sal: 0.3204, loss_video_cal: 0.0000, loss_layer_cal: 0.1174, loss: 1.1321, mAP: 0.2406, best_mAP: 0.2691 | |
| [2024-04-16 13:32:27 INFO]: Epoch [3][6/6] lr: 0.00017, eta: 0:07:04, time: 0.057, data_time: 0.216, memory: 7208, loss_cls: 0.5186, loss_sal: 0.3543, loss_video_cal: 0.1588, loss_layer_cal: 0.1539, loss: 1.1856, scale: 65536.0000 | |
| [2024-04-16 13:32:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_3.pth... | |
| [2024-04-16 13:32:27 INFO]: Validating... | |
| [2024-04-16 13:32:27 INFO]: Epoch (val) [3][10] loss_cls: 0.7558, loss_sal: 0.3192, loss_video_cal: 0.0000, loss_layer_cal: 0.1024, loss: 1.1774, mAP: 0.2363, best_mAP: 0.2691 | |
| [2024-04-16 13:32:29 INFO]: Epoch [4][6/6] lr: 0.00023, eta: 0:06:56, time: 0.062, data_time: 0.221, memory: 7208, loss_cls: 0.6299, loss_sal: 0.3483, loss_video_cal: 0.1511, loss_layer_cal: 0.1465, loss: 1.2757, scale: 65536.0000 | |
| [2024-04-16 13:32:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_4.pth... | |
| [2024-04-16 13:32:29 INFO]: Validating... | |
| [2024-04-16 13:32:29 INFO]: Epoch (val) [4][10] loss_cls: 0.7312, loss_sal: 0.3189, loss_video_cal: 0.0000, loss_layer_cal: 0.0881, loss: 1.1382, mAP: 0.2357, best_mAP: 0.2691 | |
| [2024-04-16 13:32:31 INFO]: Epoch [5][6/6] lr: 0.00029, eta: 0:06:43, time: 0.063, data_time: 0.184, memory: 7208, loss_cls: 0.4905, loss_sal: 0.3504, loss_video_cal: 0.1603, loss_layer_cal: 0.1505, loss: 1.1518, scale: 65536.0000 | |
| [2024-04-16 13:32:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_5.pth... | |
| [2024-04-16 13:32:31 INFO]: Validating... | |
| [2024-04-16 13:32:31 INFO]: Epoch (val) [5][10] loss_cls: 0.6787, loss_sal: 0.3187, loss_video_cal: 0.0000, loss_layer_cal: 0.0773, loss: 1.0746, mAP: 0.2407, best_mAP: 0.2691 | |
| [2024-04-16 13:32:33 INFO]: Epoch [6][6/6] lr: 0.00035, eta: 0:06:41, time: 0.065, data_time: 0.221, memory: 7208, loss_cls: 0.5261, loss_sal: 0.3447, loss_video_cal: 0.1471, loss_layer_cal: 0.1273, loss: 1.1452, scale: 65536.0000 | |
| [2024-04-16 13:32:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_6.pth... | |
| [2024-04-16 13:32:33 INFO]: Validating... | |
| [2024-04-16 13:32:33 INFO]: Epoch (val) [6][10] loss_cls: 0.6498, loss_sal: 0.3188, loss_video_cal: 0.0000, loss_layer_cal: 0.0692, loss: 1.0378, mAP: 0.2596, best_mAP: 0.2691 | |
| [2024-04-16 13:32:34 INFO]: Epoch [7][6/6] lr: 0.00041, eta: 0:06:17, time: 0.057, data_time: 0.103, memory: 7208, loss_cls: 0.4786, loss_sal: 0.3533, loss_video_cal: 0.1488, loss_layer_cal: 0.1213, loss: 1.1021, scale: 65536.0000 | |
| [2024-04-16 13:32:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_7.pth... | |
| [2024-04-16 13:32:34 INFO]: Validating... | |
| [2024-04-16 13:32:34 INFO]: Epoch (val) [7][10] loss_cls: 0.6115, loss_sal: 0.3196, loss_video_cal: 0.0000, loss_layer_cal: 0.0641, loss: 0.9951, mAP: 0.2722, best_mAP: 0.2722 | |
| [2024-04-16 13:32:36 INFO]: Epoch [8][6/6] lr: 0.00047, eta: 0:06:17, time: 0.063, data_time: 0.199, memory: 7208, loss_cls: 0.4741, loss_sal: 0.3543, loss_video_cal: 0.1479, loss_layer_cal: 0.1135, loss: 1.0898, scale: 65536.0000 | |
| [2024-04-16 13:32:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_8.pth... | |
| [2024-04-16 13:32:36 INFO]: Validating... | |
| [2024-04-16 13:32:36 INFO]: Epoch (val) [8][10] loss_cls: 0.7301, loss_sal: 0.3216, loss_video_cal: 0.0000, loss_layer_cal: 0.0593, loss: 1.1110, mAP: 0.2594, best_mAP: 0.2722 | |
| [2024-04-16 13:32:38 INFO]: Epoch [9][6/6] lr: 0.0005, eta: 0:06:13, time: 0.063, data_time: 0.192, memory: 7208, loss_cls: 0.5430, loss_sal: 0.3514, loss_video_cal: 0.1457, loss_layer_cal: 0.1082, loss: 1.1483, scale: 61261.9141 | |
| [2024-04-16 13:32:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_9.pth... | |
| [2024-04-16 13:32:38 INFO]: Validating... | |
| [2024-04-16 13:32:38 INFO]: Epoch (val) [9][10] loss_cls: 1.0301, loss_sal: 0.3212, loss_video_cal: 0.0000, loss_layer_cal: 0.0555, loss: 1.4068, mAP: 0.2419, best_mAP: 0.2722 | |
| [2024-04-16 13:32:40 INFO]: Epoch [10][6/6] lr: 0.0005, eta: 0:06:09, time: 0.061, data_time: 0.193, memory: 7208, loss_cls: 0.3813, loss_sal: 0.3516, loss_video_cal: 0.1480, loss_layer_cal: 0.1059, loss: 0.9867, scale: 32768.0000 | |
| [2024-04-16 13:32:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_10.pth... | |
| [2024-04-16 13:32:40 INFO]: Validating... | |
| [2024-04-16 13:32:40 INFO]: Epoch (val) [10][10] loss_cls: 0.6652, loss_sal: 0.3216, loss_video_cal: 0.0000, loss_layer_cal: 0.0510, loss: 1.0378, mAP: 0.2556, best_mAP: 0.2722 | |
| [2024-04-16 13:32:42 INFO]: Epoch [11][6/6] lr: 0.0005, eta: 0:06:08, time: 0.068, data_time: 0.207, memory: 7208, loss_cls: 0.4175, loss_sal: 0.3512, loss_video_cal: 0.1394, loss_layer_cal: 0.1023, loss: 1.0105, scale: 32768.0000 | |
| [2024-04-16 13:32:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_11.pth... | |
| [2024-04-16 13:32:42 INFO]: Validating... | |
| [2024-04-16 13:32:42 INFO]: Epoch (val) [11][10] loss_cls: 0.5922, loss_sal: 0.3210, loss_video_cal: 0.0000, loss_layer_cal: 0.0474, loss: 0.9606, mAP: 0.3410, best_mAP: 0.3410 | |
| [2024-04-16 13:32:44 INFO]: Epoch [12][6/6] lr: 0.0005, eta: 0:06:08, time: 0.067, data_time: 0.221, memory: 7208, loss_cls: 0.4339, loss_sal: 0.3547, loss_video_cal: 0.1577, loss_layer_cal: 0.1017, loss: 1.0479, scale: 32768.0000 | |
| [2024-04-16 13:32:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_12.pth... | |
| [2024-04-16 13:32:44 INFO]: Validating... | |
| [2024-04-16 13:32:44 INFO]: Epoch (val) [12][10] loss_cls: 0.7429, loss_sal: 0.3211, loss_video_cal: 0.0000, loss_layer_cal: 0.0455, loss: 1.1094, mAP: 0.2754, best_mAP: 0.3410 | |
| [2024-04-16 13:32:46 INFO]: Epoch [13][6/6] lr: 0.0005, eta: 0:06:08, time: 0.067, data_time: 0.223, memory: 7208, loss_cls: 0.3704, loss_sal: 0.3500, loss_video_cal: 0.1329, loss_layer_cal: 0.0926, loss: 0.9460, scale: 32768.0000 | |
| [2024-04-16 13:32:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_13.pth... | |
| [2024-04-16 13:32:46 INFO]: Validating... | |
| [2024-04-16 13:32:46 INFO]: Epoch (val) [13][10] loss_cls: 0.5466, loss_sal: 0.3210, loss_video_cal: 0.0000, loss_layer_cal: 0.0451, loss: 0.9128, mAP: 0.4761, best_mAP: 0.4761 | |
| [2024-04-16 13:32:48 INFO]: Epoch [14][6/6] lr: 0.0005, eta: 0:06:05, time: 0.069, data_time: 0.187, memory: 7208, loss_cls: 0.4240, loss_sal: 0.3486, loss_video_cal: 0.1297, loss_layer_cal: 0.0983, loss: 1.0007, scale: 32768.0000 | |
| [2024-04-16 13:32:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_14.pth... | |
| [2024-04-16 13:32:48 INFO]: Validating... | |
| [2024-04-16 13:32:48 INFO]: Epoch (val) [14][10] loss_cls: 0.8323, loss_sal: 0.3216, loss_video_cal: 0.0000, loss_layer_cal: 0.0441, loss: 1.1980, mAP: 0.2782, best_mAP: 0.4761 | |
| [2024-04-16 13:32:50 INFO]: Epoch [15][6/6] lr: 0.0005, eta: 0:06:03, time: 0.070, data_time: 0.206, memory: 7208, loss_cls: 0.3899, loss_sal: 0.3488, loss_video_cal: 0.1308, loss_layer_cal: 0.0895, loss: 0.9590, scale: 32768.0000 | |
| [2024-04-16 13:32:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_15.pth... | |
| [2024-04-16 13:32:50 INFO]: Validating... | |
| [2024-04-16 13:32:50 INFO]: Epoch (val) [15][10] loss_cls: 0.8482, loss_sal: 0.3221, loss_video_cal: 0.0000, loss_layer_cal: 0.0422, loss: 1.2125, mAP: 0.2826, best_mAP: 0.4761 | |
| [2024-04-16 13:32:52 INFO]: Epoch [16][6/6] lr: 0.0005, eta: 0:06:01, time: 0.058, data_time: 0.219, memory: 7208, loss_cls: 0.4775, loss_sal: 0.3428, loss_video_cal: 0.1325, loss_layer_cal: 0.0807, loss: 1.0336, scale: 32768.0000 | |
| [2024-04-16 13:32:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_16.pth... | |
| [2024-04-16 13:32:52 INFO]: Validating... | |
| [2024-04-16 13:32:52 INFO]: Epoch (val) [16][10] loss_cls: 0.6539, loss_sal: 0.3219, loss_video_cal: 0.0000, loss_layer_cal: 0.0391, loss: 1.0149, mAP: 0.2820, best_mAP: 0.4761 | |
| [2024-04-16 13:32:54 INFO]: Epoch [17][6/6] lr: 0.0005, eta: 0:05:58, time: 0.068, data_time: 0.170, memory: 7208, loss_cls: 0.4336, loss_sal: 0.3495, loss_video_cal: 0.1319, loss_layer_cal: 0.0836, loss: 0.9986, scale: 30630.9570 | |
| [2024-04-16 13:32:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_17.pth... | |
| [2024-04-16 13:32:54 INFO]: Validating... | |
| [2024-04-16 13:32:54 INFO]: Epoch (val) [17][10] loss_cls: 0.6332, loss_sal: 0.3211, loss_video_cal: 0.0000, loss_layer_cal: 0.0365, loss: 0.9908, mAP: 0.2818, best_mAP: 0.4761 | |
| [2024-04-16 13:32:56 INFO]: Epoch [18][6/6] lr: 0.0005, eta: 0:05:56, time: 0.068, data_time: 0.206, memory: 7208, loss_cls: 0.4253, loss_sal: 0.3513, loss_video_cal: 0.1252, loss_layer_cal: 0.0742, loss: 0.9759, scale: 16384.0000 | |
| [2024-04-16 13:32:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_18.pth... | |
| [2024-04-16 13:32:56 INFO]: Validating... | |
| [2024-04-16 13:32:56 INFO]: Epoch (val) [18][10] loss_cls: 0.5913, loss_sal: 0.3218, loss_video_cal: 0.0000, loss_layer_cal: 0.0342, loss: 0.9474, mAP: 0.3837, best_mAP: 0.4761 | |
| [2024-04-16 13:32:57 INFO]: Epoch [19][6/6] lr: 0.0005, eta: 0:05:53, time: 0.068, data_time: 0.182, memory: 7208, loss_cls: 0.3934, loss_sal: 0.3500, loss_video_cal: 0.1160, loss_layer_cal: 0.0741, loss: 0.9335, scale: 16384.0000 | |
| [2024-04-16 13:32:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_19.pth... | |
| [2024-04-16 13:32:58 INFO]: Validating... | |
| [2024-04-16 13:32:58 INFO]: Epoch (val) [19][10] loss_cls: 0.6109, loss_sal: 0.3220, loss_video_cal: 0.0000, loss_layer_cal: 0.0319, loss: 0.9648, mAP: 0.4410, best_mAP: 0.4761 | |
| [2024-04-16 13:32:59 INFO]: Epoch [20][6/6] lr: 0.0005, eta: 0:05:46, time: 0.057, data_time: 0.109, memory: 7208, loss_cls: 0.4163, loss_sal: 0.3470, loss_video_cal: 0.1218, loss_layer_cal: 0.0718, loss: 0.9568, scale: 16384.0000 | |
| [2024-04-16 13:32:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_20.pth... | |
| [2024-04-16 13:32:59 INFO]: Validating... | |
| [2024-04-16 13:32:59 INFO]: Epoch (val) [20][10] loss_cls: 0.5614, loss_sal: 0.3220, loss_video_cal: 0.0000, loss_layer_cal: 0.0290, loss: 0.9124, mAP: 0.4480, best_mAP: 0.4761 | |
| [2024-04-16 13:33:01 INFO]: Epoch [21][6/6] lr: 0.0005, eta: 0:05:46, time: 0.066, data_time: 0.223, memory: 7208, loss_cls: 0.3684, loss_sal: 0.3486, loss_video_cal: 0.1214, loss_layer_cal: 0.0773, loss: 0.9157, scale: 16384.0000 | |
| [2024-04-16 13:33:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_21.pth... | |
| [2024-04-16 13:33:01 INFO]: Validating... | |
| [2024-04-16 13:33:01 INFO]: Epoch (val) [21][10] loss_cls: 0.5859, loss_sal: 0.3219, loss_video_cal: 0.0000, loss_layer_cal: 0.0263, loss: 0.9341, mAP: 0.4472, best_mAP: 0.4761 | |
| [2024-04-16 13:33:03 INFO]: Epoch [22][6/6] lr: 0.0005, eta: 0:05:45, time: 0.062, data_time: 0.214, memory: 7208, loss_cls: 0.4082, loss_sal: 0.3470, loss_video_cal: 0.1024, loss_layer_cal: 0.0705, loss: 0.9282, scale: 16384.0000 | |
| [2024-04-16 13:33:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_22.pth... | |
| [2024-04-16 13:33:03 INFO]: Validating... | |
| [2024-04-16 13:33:03 INFO]: Epoch (val) [22][10] loss_cls: 0.6252, loss_sal: 0.3222, loss_video_cal: 0.0000, loss_layer_cal: 0.0238, loss: 0.9712, mAP: 0.3074, best_mAP: 0.4761 | |
| [2024-04-16 13:33:05 INFO]: Epoch [23][6/6] lr: 0.0005, eta: 0:05:42, time: 0.065, data_time: 0.184, memory: 7208, loss_cls: 0.3955, loss_sal: 0.3457, loss_video_cal: 0.1195, loss_layer_cal: 0.0652, loss: 0.9258, scale: 16384.0000 | |
| [2024-04-16 13:33:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_23.pth... | |
| [2024-04-16 13:33:05 INFO]: Validating... | |
| [2024-04-16 13:33:05 INFO]: Epoch (val) [23][10] loss_cls: 0.5442, loss_sal: 0.3219, loss_video_cal: 0.0000, loss_layer_cal: 0.0211, loss: 0.8871, mAP: 0.3121, best_mAP: 0.4761 | |
| [2024-04-16 13:33:07 INFO]: Epoch [24][6/6] lr: 0.0005, eta: 0:05:41, time: 0.062, data_time: 0.218, memory: 7208, loss_cls: 0.3573, loss_sal: 0.3484, loss_video_cal: 0.1147, loss_layer_cal: 0.0642, loss: 0.8846, scale: 16384.0000 | |
| [2024-04-16 13:33:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_24.pth... | |
| [2024-04-16 13:33:07 INFO]: Validating... | |
| [2024-04-16 13:33:07 INFO]: Epoch (val) [24][10] loss_cls: 0.5927, loss_sal: 0.3217, loss_video_cal: 0.0000, loss_layer_cal: 0.0179, loss: 0.9323, mAP: 0.3664, best_mAP: 0.4761 | |
| [2024-04-16 13:33:09 INFO]: Epoch [25][6/6] lr: 0.0005, eta: 0:05:39, time: 0.067, data_time: 0.208, memory: 7208, loss_cls: 0.3362, loss_sal: 0.3461, loss_video_cal: 0.0990, loss_layer_cal: 0.0538, loss: 0.8351, scale: 16384.0000 | |
| [2024-04-16 13:33:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_25.pth... | |
| [2024-04-16 13:33:09 INFO]: Validating... | |
| [2024-04-16 13:33:09 INFO]: Epoch (val) [25][10] loss_cls: 0.5758, loss_sal: 0.3216, loss_video_cal: 0.0000, loss_layer_cal: 0.0152, loss: 0.9126, mAP: 0.4454, best_mAP: 0.4761 | |
| [2024-04-16 13:33:10 INFO]: Epoch [26][6/6] lr: 0.0005, eta: 0:05:34, time: 0.061, data_time: 0.101, memory: 7208, loss_cls: 0.3951, loss_sal: 0.3448, loss_video_cal: 0.1006, loss_layer_cal: 0.0625, loss: 0.9029, scale: 16384.0000 | |
| [2024-04-16 13:33:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_26.pth... | |
| [2024-04-16 13:33:10 INFO]: Validating... | |
| [2024-04-16 13:33:11 INFO]: Epoch (val) [26][10] loss_cls: 0.5682, loss_sal: 0.3218, loss_video_cal: 0.0000, loss_layer_cal: 0.0128, loss: 0.9028, mAP: 0.2964, best_mAP: 0.4761 | |
| [2024-04-16 13:33:12 INFO]: Epoch [27][6/6] lr: 0.0005, eta: 0:05:32, time: 0.061, data_time: 0.182, memory: 7208, loss_cls: 0.3529, loss_sal: 0.3489, loss_video_cal: 0.1042, loss_layer_cal: 0.0564, loss: 0.8624, scale: 16384.0000 | |
| [2024-04-16 13:33:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_27.pth... | |
| [2024-04-16 13:33:12 INFO]: Validating... | |
| [2024-04-16 13:33:12 INFO]: Epoch (val) [27][10] loss_cls: 0.5818, loss_sal: 0.3218, loss_video_cal: 0.0000, loss_layer_cal: 0.0109, loss: 0.9145, mAP: 0.2930, best_mAP: 0.4761 | |
| [2024-04-16 13:33:14 INFO]: Epoch [28][6/6] lr: 0.0005, eta: 0:05:30, time: 0.063, data_time: 0.202, memory: 7208, loss_cls: 0.3572, loss_sal: 0.3438, loss_video_cal: 0.1120, loss_layer_cal: 0.0581, loss: 0.8711, scale: 16384.0000 | |
| [2024-04-16 13:33:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_28.pth... | |
| [2024-04-16 13:33:14 INFO]: Validating... | |
| [2024-04-16 13:33:14 INFO]: Epoch (val) [28][10] loss_cls: 0.5492, loss_sal: 0.3216, loss_video_cal: 0.0000, loss_layer_cal: 0.0094, loss: 0.8803, mAP: 0.2936, best_mAP: 0.4761 | |
| [2024-04-16 13:33:16 INFO]: Epoch [29][6/6] lr: 0.0005, eta: 0:05:27, time: 0.067, data_time: 0.177, memory: 7208, loss_cls: 0.3670, loss_sal: 0.3506, loss_video_cal: 0.1107, loss_layer_cal: 0.0532, loss: 0.8816, scale: 16384.0000 | |
| [2024-04-16 13:33:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_29.pth... | |
| [2024-04-16 13:33:16 INFO]: Validating... | |
| [2024-04-16 13:33:16 INFO]: Epoch (val) [29][10] loss_cls: 0.5198, loss_sal: 0.3216, loss_video_cal: 0.0000, loss_layer_cal: 0.0082, loss: 0.8496, mAP: 0.4332, best_mAP: 0.4761 | |
| [2024-04-16 13:33:18 INFO]: Epoch [30][6/6] lr: 0.0005, eta: 0:05:25, time: 0.070, data_time: 0.184, memory: 7208, loss_cls: 0.3787, loss_sal: 0.3484, loss_video_cal: 0.1013, loss_layer_cal: 0.0443, loss: 0.8725, scale: 16384.0000 | |
| [2024-04-16 13:33:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_30.pth... | |
| [2024-04-16 13:33:18 INFO]: Validating... | |
| [2024-04-16 13:33:18 INFO]: Epoch (val) [30][10] loss_cls: 0.5407, loss_sal: 0.3214, loss_video_cal: 0.0000, loss_layer_cal: 0.0073, loss: 0.8694, mAP: 0.4387, best_mAP: 0.4761 | |
| [2024-04-16 13:33:20 INFO]: Epoch [31][6/6] lr: 0.0005, eta: 0:05:23, time: 0.059, data_time: 0.200, memory: 7208, loss_cls: 0.4193, loss_sal: 0.3453, loss_video_cal: 0.0964, loss_layer_cal: 0.0408, loss: 0.9018, scale: 16384.0000 | |
| [2024-04-16 13:33:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_31.pth... | |
| [2024-04-16 13:33:20 INFO]: Validating... | |
| [2024-04-16 13:33:20 INFO]: Epoch (val) [31][10] loss_cls: 0.5574, loss_sal: 0.3217, loss_video_cal: 0.0000, loss_layer_cal: 0.0063, loss: 0.8854, mAP: 0.4323, best_mAP: 0.4761 | |
| [2024-04-16 13:33:22 INFO]: Epoch [32][6/6] lr: 0.0005, eta: 0:05:21, time: 0.064, data_time: 0.207, memory: 7208, loss_cls: 0.3719, loss_sal: 0.3489, loss_video_cal: 0.0889, loss_layer_cal: 0.0427, loss: 0.8524, scale: 16384.0000 | |
| [2024-04-16 13:33:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_32.pth... | |
| [2024-04-16 13:33:22 INFO]: Validating... | |
| [2024-04-16 13:33:22 INFO]: Epoch (val) [32][10] loss_cls: 0.5309, loss_sal: 0.3216, loss_video_cal: 0.0000, loss_layer_cal: 0.0053, loss: 0.8579, mAP: 0.4403, best_mAP: 0.4761 | |
| [2024-04-16 13:33:24 INFO]: Epoch [33][6/6] lr: 0.0005, eta: 0:05:20, time: 0.055, data_time: 0.213, memory: 7208, loss_cls: 0.4108, loss_sal: 0.3460, loss_video_cal: 0.0863, loss_layer_cal: 0.0382, loss: 0.8813, scale: 16384.0000 | |
| [2024-04-16 13:33:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_33.pth... | |
| [2024-04-16 13:33:24 INFO]: Validating... | |
| [2024-04-16 13:33:24 INFO]: Epoch (val) [33][10] loss_cls: 0.5189, loss_sal: 0.3214, loss_video_cal: 0.0000, loss_layer_cal: 0.0043, loss: 0.8445, mAP: 0.4525, best_mAP: 0.4761 | |
| [2024-04-16 13:33:25 INFO]: Epoch [34][6/6] lr: 0.0005, eta: 0:05:15, time: 0.059, data_time: 0.103, memory: 7208, loss_cls: 0.3571, loss_sal: 0.3473, loss_video_cal: 0.0874, loss_layer_cal: 0.0423, loss: 0.8340, scale: 16384.0000 | |
| [2024-04-16 13:33:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_34.pth... | |
| [2024-04-16 13:33:25 INFO]: Validating... | |
| [2024-04-16 13:33:25 INFO]: Epoch (val) [34][10] loss_cls: 0.6409, loss_sal: 0.3214, loss_video_cal: 0.0000, loss_layer_cal: 0.0035, loss: 0.9658, mAP: 0.4415, best_mAP: 0.4761 | |
| [2024-04-16 13:33:27 INFO]: Epoch [35][6/6] lr: 0.0005, eta: 0:05:14, time: 0.058, data_time: 0.216, memory: 7208, loss_cls: 0.3878, loss_sal: 0.3435, loss_video_cal: 0.0963, loss_layer_cal: 0.0322, loss: 0.8598, scale: 16384.0000 | |
| [2024-04-16 13:33:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_35.pth... | |
| [2024-04-16 13:33:27 INFO]: Validating... | |
| [2024-04-16 13:33:27 INFO]: Epoch (val) [35][10] loss_cls: 0.5648, loss_sal: 0.3209, loss_video_cal: 0.0000, loss_layer_cal: 0.0029, loss: 0.8886, mAP: 0.4522, best_mAP: 0.4761 | |
| [2024-04-16 13:33:29 INFO]: Epoch [36][6/6] lr: 0.0005, eta: 0:05:11, time: 0.063, data_time: 0.182, memory: 7208, loss_cls: 0.3513, loss_sal: 0.3386, loss_video_cal: 0.0923, loss_layer_cal: 0.0316, loss: 0.8138, scale: 16384.0000 | |
| [2024-04-16 13:33:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_36.pth... | |
| [2024-04-16 13:33:29 INFO]: Validating... | |
| [2024-04-16 13:33:29 INFO]: Epoch (val) [36][10] loss_cls: 0.5371, loss_sal: 0.3203, loss_video_cal: 0.0000, loss_layer_cal: 0.0024, loss: 0.8598, mAP: 0.4575, best_mAP: 0.4761 | |
| [2024-04-16 13:33:30 INFO]: Epoch [37][6/6] lr: 0.0005, eta: 0:05:07, time: 0.057, data_time: 0.122, memory: 7208, loss_cls: 0.3350, loss_sal: 0.3475, loss_video_cal: 0.0790, loss_layer_cal: 0.0315, loss: 0.7930, scale: 16384.0000 | |
| [2024-04-16 13:33:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_37.pth... | |
| [2024-04-16 13:33:30 INFO]: Validating... | |
| [2024-04-16 13:33:31 INFO]: Epoch (val) [37][10] loss_cls: 0.5732, loss_sal: 0.3204, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 0.8955, mAP: 0.4480, best_mAP: 0.4761 | |
| [2024-04-16 13:33:32 INFO]: Epoch [38][6/6] lr: 0.0005, eta: 0:05:06, time: 0.059, data_time: 0.187, memory: 7208, loss_cls: 0.4041, loss_sal: 0.3415, loss_video_cal: 0.0780, loss_layer_cal: 0.0357, loss: 0.8593, scale: 16384.0000 | |
| [2024-04-16 13:33:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_38.pth... | |
| [2024-04-16 13:33:32 INFO]: Validating... | |
| [2024-04-16 13:33:32 INFO]: Epoch (val) [38][10] loss_cls: 0.5982, loss_sal: 0.3198, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 0.9196, mAP: 0.4523, best_mAP: 0.4761 | |
| [2024-04-16 13:33:34 INFO]: Epoch [39][6/6] lr: 0.0005, eta: 0:05:04, time: 0.061, data_time: 0.195, memory: 7208, loss_cls: 0.3337, loss_sal: 0.3493, loss_video_cal: 0.0981, loss_layer_cal: 0.0338, loss: 0.8148, scale: 16384.0000 | |
| [2024-04-16 13:33:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_39.pth... | |
| [2024-04-16 13:33:34 INFO]: Validating... | |
| [2024-04-16 13:33:34 INFO]: Epoch (val) [39][10] loss_cls: 0.5898, loss_sal: 0.3196, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.9105, mAP: 0.4545, best_mAP: 0.4761 | |
| [2024-04-16 13:33:36 INFO]: Epoch [40][6/6] lr: 0.0005, eta: 0:05:02, time: 0.061, data_time: 0.218, memory: 7208, loss_cls: 0.3551, loss_sal: 0.3445, loss_video_cal: 0.0887, loss_layer_cal: 0.0293, loss: 0.8176, scale: 16384.0000 | |
| [2024-04-16 13:33:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_40.pth... | |
| [2024-04-16 13:33:36 INFO]: Validating... | |
| [2024-04-16 13:33:36 INFO]: Epoch (val) [40][10] loss_cls: 0.5718, loss_sal: 0.3191, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.8917, mAP: 0.4508, best_mAP: 0.4761 | |
| [2024-04-16 13:33:38 INFO]: Epoch [41][6/6] lr: 0.0005, eta: 0:04:59, time: 0.059, data_time: 0.142, memory: 7208, loss_cls: 0.3317, loss_sal: 0.3421, loss_video_cal: 0.0728, loss_layer_cal: 0.0268, loss: 0.7734, scale: 16384.0000 | |
| [2024-04-16 13:33:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_41.pth... | |
| [2024-04-16 13:33:38 INFO]: Validating... | |
| [2024-04-16 13:33:38 INFO]: Epoch (val) [41][10] loss_cls: 0.6083, loss_sal: 0.3188, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9278, mAP: 0.4546, best_mAP: 0.4761 | |
| [2024-04-16 13:33:40 INFO]: Epoch [42][6/6] lr: 0.0005, eta: 0:04:58, time: 0.062, data_time: 0.211, memory: 7208, loss_cls: 0.3558, loss_sal: 0.3490, loss_video_cal: 0.0744, loss_layer_cal: 0.0248, loss: 0.8040, scale: 16384.0000 | |
| [2024-04-16 13:33:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_42.pth... | |
| [2024-04-16 13:33:40 INFO]: Validating... | |
| [2024-04-16 13:33:40 INFO]: Epoch (val) [42][10] loss_cls: 0.5800, loss_sal: 0.3180, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.8987, mAP: 0.4456, best_mAP: 0.4761 | |
| [2024-04-16 13:33:41 INFO]: Epoch [43][6/6] lr: 0.0005, eta: 0:04:54, time: 0.051, data_time: 0.105, memory: 7208, loss_cls: 0.4092, loss_sal: 0.3374, loss_video_cal: 0.0697, loss_layer_cal: 0.0231, loss: 0.8394, scale: 16384.0000 | |
| [2024-04-16 13:33:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_43.pth... | |
| [2024-04-16 13:33:41 INFO]: Validating... | |
| [2024-04-16 13:33:41 INFO]: Epoch (val) [43][10] loss_cls: 0.5684, loss_sal: 0.3174, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.8863, mAP: 0.4284, best_mAP: 0.4761 | |
| [2024-04-16 13:33:43 INFO]: Epoch [44][6/6] lr: 0.0005, eta: 0:04:53, time: 0.066, data_time: 0.202, memory: 7208, loss_cls: 0.3522, loss_sal: 0.3465, loss_video_cal: 0.0721, loss_layer_cal: 0.0229, loss: 0.7937, scale: 16384.0000 | |
| [2024-04-16 13:33:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_44.pth... | |
| [2024-04-16 13:33:43 INFO]: Validating... | |
| [2024-04-16 13:33:43 INFO]: Epoch (val) [44][10] loss_cls: 0.5720, loss_sal: 0.3173, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.8898, mAP: 0.3935, best_mAP: 0.4761 | |
| [2024-04-16 13:33:45 INFO]: Epoch [45][6/6] lr: 0.0005, eta: 0:04:51, time: 0.061, data_time: 0.188, memory: 7208, loss_cls: 0.3506, loss_sal: 0.3422, loss_video_cal: 0.0680, loss_layer_cal: 0.0177, loss: 0.7784, scale: 16384.0000 | |
| [2024-04-16 13:33:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_45.pth... | |
| [2024-04-16 13:33:45 INFO]: Validating... | |
| [2024-04-16 13:33:45 INFO]: Epoch (val) [45][10] loss_cls: 0.5762, loss_sal: 0.3174, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.8940, mAP: 0.4449, best_mAP: 0.4761 | |
| [2024-04-16 13:33:47 INFO]: Epoch [46][6/6] lr: 0.0005, eta: 0:04:49, time: 0.065, data_time: 0.180, memory: 7208, loss_cls: 0.3437, loss_sal: 0.3367, loss_video_cal: 0.0642, loss_layer_cal: 0.0195, loss: 0.7641, scale: 16384.0000 | |
| [2024-04-16 13:33:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_46.pth... | |
| [2024-04-16 13:33:47 INFO]: Validating... | |
| [2024-04-16 13:33:47 INFO]: Epoch (val) [46][10] loss_cls: 0.6026, loss_sal: 0.3175, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.9206, mAP: 0.4436, best_mAP: 0.4761 | |
| [2024-04-16 13:33:49 INFO]: Epoch [47][6/6] lr: 0.0005, eta: 0:04:48, time: 0.060, data_time: 0.221, memory: 7208, loss_cls: 0.4204, loss_sal: 0.3352, loss_video_cal: 0.0671, loss_layer_cal: 0.0162, loss: 0.8389, scale: 16384.0000 | |
| [2024-04-16 13:33:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_47.pth... | |
| [2024-04-16 13:33:49 INFO]: Validating... | |
| [2024-04-16 13:33:49 INFO]: Epoch (val) [47][10] loss_cls: 0.6298, loss_sal: 0.3156, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.9458, mAP: 0.4428, best_mAP: 0.4761 | |
| [2024-04-16 13:33:51 INFO]: Epoch [48][6/6] lr: 0.0005, eta: 0:04:46, time: 0.062, data_time: 0.224, memory: 7208, loss_cls: 0.3697, loss_sal: 0.3367, loss_video_cal: 0.0714, loss_layer_cal: 0.0167, loss: 0.7945, scale: 16384.0000 | |
| [2024-04-16 13:33:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_48.pth... | |
| [2024-04-16 13:33:51 INFO]: Validating... | |
| [2024-04-16 13:33:51 INFO]: Epoch (val) [48][10] loss_cls: 0.5430, loss_sal: 0.3143, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8576, mAP: 0.4427, best_mAP: 0.4761 | |
| [2024-04-16 13:33:53 INFO]: Epoch [49][6/6] lr: 0.0005, eta: 0:04:44, time: 0.063, data_time: 0.185, memory: 7208, loss_cls: 0.4019, loss_sal: 0.3401, loss_video_cal: 0.0627, loss_layer_cal: 0.0174, loss: 0.8221, scale: 16384.0000 | |
| [2024-04-16 13:33:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_49.pth... | |
| [2024-04-16 13:33:53 INFO]: Validating... | |
| [2024-04-16 13:33:53 INFO]: Epoch (val) [49][10] loss_cls: 0.5641, loss_sal: 0.3133, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8777, mAP: 0.4589, best_mAP: 0.4761 | |
| [2024-04-16 13:33:55 INFO]: Epoch [50][6/6] lr: 0.0005, eta: 0:04:43, time: 0.061, data_time: 0.213, memory: 7208, loss_cls: 0.3592, loss_sal: 0.3284, loss_video_cal: 0.0806, loss_layer_cal: 0.0196, loss: 0.7878, scale: 16384.0000 | |
| [2024-04-16 13:33:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_50.pth... | |
| [2024-04-16 13:33:55 INFO]: Validating... | |
| [2024-04-16 13:33:55 INFO]: Epoch (val) [50][10] loss_cls: 0.6261, loss_sal: 0.3092, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9356, mAP: 0.4333, best_mAP: 0.4761 | |
| [2024-04-16 13:33:57 INFO]: Epoch [51][6/6] lr: 0.0005, eta: 0:04:41, time: 0.059, data_time: 0.199, memory: 7208, loss_cls: 0.3467, loss_sal: 0.3325, loss_video_cal: 0.0647, loss_layer_cal: 0.0164, loss: 0.7603, scale: 16384.0000 | |
| [2024-04-16 13:33:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_51.pth... | |
| [2024-04-16 13:33:57 INFO]: Validating... | |
| [2024-04-16 13:33:57 INFO]: Epoch (val) [51][10] loss_cls: 0.6200, loss_sal: 0.3083, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.9286, mAP: 0.4317, best_mAP: 0.4761 | |
| [2024-04-16 13:33:59 INFO]: Epoch [52][6/6] lr: 0.0005, eta: 0:04:39, time: 0.058, data_time: 0.220, memory: 7208, loss_cls: 0.3671, loss_sal: 0.3218, loss_video_cal: 0.0525, loss_layer_cal: 0.0158, loss: 0.7572, scale: 16384.0000 | |
| [2024-04-16 13:33:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_52.pth... | |
| [2024-04-16 13:33:59 INFO]: Validating... | |
| [2024-04-16 13:33:59 INFO]: Epoch (val) [52][10] loss_cls: 0.8063, loss_sal: 0.3081, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.1149, mAP: 0.2730, best_mAP: 0.4761 | |
| [2024-04-16 13:34:00 INFO]: Epoch [53][6/6] lr: 0.0005, eta: 0:04:36, time: 0.054, data_time: 0.117, memory: 7208, loss_cls: 0.3851, loss_sal: 0.3457, loss_video_cal: 0.0729, loss_layer_cal: 0.0183, loss: 0.8221, scale: 16384.0000 | |
| [2024-04-16 13:34:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_53.pth... | |
| [2024-04-16 13:34:00 INFO]: Validating... | |
| [2024-04-16 13:34:00 INFO]: Epoch (val) [53][10] loss_cls: 0.5914, loss_sal: 0.3084, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.9002, mAP: 0.3675, best_mAP: 0.4761 | |
| [2024-04-16 13:34:02 INFO]: Epoch [54][6/6] lr: 0.0005, eta: 0:04:34, time: 0.064, data_time: 0.175, memory: 7208, loss_cls: 0.3354, loss_sal: 0.3272, loss_video_cal: 0.0629, loss_layer_cal: 0.0160, loss: 0.7415, scale: 16384.0000 | |
| [2024-04-16 13:34:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_54.pth... | |
| [2024-04-16 13:34:02 INFO]: Validating... | |
| [2024-04-16 13:34:02 INFO]: Epoch (val) [54][10] loss_cls: 0.7249, loss_sal: 0.3051, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0303, mAP: 0.3713, best_mAP: 0.4761 | |
| [2024-04-16 13:34:04 INFO]: Epoch [55][6/6] lr: 0.0005, eta: 0:04:32, time: 0.061, data_time: 0.214, memory: 7208, loss_cls: 0.3065, loss_sal: 0.3271, loss_video_cal: 0.0734, loss_layer_cal: 0.0154, loss: 0.7223, scale: 16384.0000 | |
| [2024-04-16 13:34:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_55.pth... | |
| [2024-04-16 13:34:04 INFO]: Validating... | |
| [2024-04-16 13:34:04 INFO]: Epoch (val) [55][10] loss_cls: 0.5386, loss_sal: 0.3050, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.8439, mAP: 0.4797, best_mAP: 0.4797 | |
| [2024-04-16 13:34:06 INFO]: Epoch [56][6/6] lr: 0.0005, eta: 0:04:31, time: 0.068, data_time: 0.207, memory: 7208, loss_cls: 0.4072, loss_sal: 0.3197, loss_video_cal: 0.0626, loss_layer_cal: 0.0145, loss: 0.8041, scale: 16384.0000 | |
| [2024-04-16 13:34:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_56.pth... | |
| [2024-04-16 13:34:06 INFO]: Validating... | |
| [2024-04-16 13:34:06 INFO]: Epoch (val) [56][10] loss_cls: 0.7436, loss_sal: 0.3037, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0476, mAP: 0.3885, best_mAP: 0.4797 | |
| [2024-04-16 13:34:08 INFO]: Epoch [57][6/6] lr: 0.0005, eta: 0:04:29, time: 0.056, data_time: 0.190, memory: 7208, loss_cls: 0.3982, loss_sal: 0.3054, loss_video_cal: 0.0572, loss_layer_cal: 0.0153, loss: 0.7760, scale: 16384.0000 | |
| [2024-04-16 13:34:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_57.pth... | |
| [2024-04-16 13:34:08 INFO]: Validating... | |
| [2024-04-16 13:34:08 INFO]: Epoch (val) [57][10] loss_cls: 0.8046, loss_sal: 0.3010, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1060, mAP: 0.2969, best_mAP: 0.4797 | |
| [2024-04-16 13:34:10 INFO]: Epoch [58][6/6] lr: 0.0005, eta: 0:04:27, time: 0.067, data_time: 0.208, memory: 7208, loss_cls: 0.3533, loss_sal: 0.3028, loss_video_cal: 0.0774, loss_layer_cal: 0.0127, loss: 0.7462, scale: 16384.0000 | |
| [2024-04-16 13:34:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_58.pth... | |
| [2024-04-16 13:34:10 INFO]: Validating... | |
| [2024-04-16 13:34:10 INFO]: Epoch (val) [58][10] loss_cls: 0.5922, loss_sal: 0.3100, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.9026, mAP: 0.3932, best_mAP: 0.4797 | |
| [2024-04-16 13:34:12 INFO]: Epoch [59][6/6] lr: 0.0005, eta: 0:04:25, time: 0.063, data_time: 0.191, memory: 7208, loss_cls: 0.3605, loss_sal: 0.2869, loss_video_cal: 0.0455, loss_layer_cal: 0.0170, loss: 0.7099, scale: 16384.0000 | |
| [2024-04-16 13:34:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_59.pth... | |
| [2024-04-16 13:34:12 INFO]: Validating... | |
| [2024-04-16 13:34:12 INFO]: Epoch (val) [59][10] loss_cls: 0.5929, loss_sal: 0.3520, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.9455, mAP: 0.4550, best_mAP: 0.4797 | |
| [2024-04-16 13:34:13 INFO]: Epoch [60][6/6] lr: 0.0005, eta: 0:04:23, time: 0.062, data_time: 0.133, memory: 7208, loss_cls: 0.3357, loss_sal: 0.3089, loss_video_cal: 0.0574, loss_layer_cal: 0.0147, loss: 0.7167, scale: 16384.0000 | |
| [2024-04-16 13:34:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_60.pth... | |
| [2024-04-16 13:34:13 INFO]: Validating... | |
| [2024-04-16 13:34:14 INFO]: Epoch (val) [60][10] loss_cls: 0.5313, loss_sal: 0.2912, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.8231, mAP: 0.5089, best_mAP: 0.5089 | |
| [2024-04-16 13:34:15 INFO]: Epoch [61][6/6] lr: 0.0005, eta: 0:04:21, time: 0.070, data_time: 0.180, memory: 7208, loss_cls: 0.3551, loss_sal: 0.2975, loss_video_cal: 0.0630, loss_layer_cal: 0.0135, loss: 0.7291, scale: 16384.0000 | |
| [2024-04-16 13:34:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_61.pth... | |
| [2024-04-16 13:34:15 INFO]: Validating... | |
| [2024-04-16 13:34:15 INFO]: Epoch (val) [61][10] loss_cls: 0.5125, loss_sal: 0.3136, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.8264, mAP: 0.4870, best_mAP: 0.5089 | |
| [2024-04-16 13:34:17 INFO]: Epoch [62][6/6] lr: 0.0005, eta: 0:04:19, time: 0.062, data_time: 0.174, memory: 7208, loss_cls: 0.4130, loss_sal: 0.2947, loss_video_cal: 0.0710, loss_layer_cal: 0.0155, loss: 0.7942, scale: 16384.0000 | |
| [2024-04-16 13:34:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_62.pth... | |
| [2024-04-16 13:34:17 INFO]: Validating... | |
| [2024-04-16 13:34:17 INFO]: Epoch (val) [62][10] loss_cls: 0.7074, loss_sal: 0.3465, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0542, mAP: 0.3124, best_mAP: 0.5089 | |
| [2024-04-16 13:34:18 INFO]: Epoch [63][6/6] lr: 0.0005, eta: 0:04:16, time: 0.054, data_time: 0.119, memory: 7208, loss_cls: 0.3834, loss_sal: 0.3005, loss_video_cal: 0.0635, loss_layer_cal: 0.0149, loss: 0.7623, scale: 16384.0000 | |
| [2024-04-16 13:34:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_63.pth... | |
| [2024-04-16 13:34:18 INFO]: Validating... | |
| [2024-04-16 13:34:19 INFO]: Epoch (val) [63][10] loss_cls: 0.6118, loss_sal: 0.3242, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9363, mAP: 0.3383, best_mAP: 0.5089 | |
| [2024-04-16 13:34:20 INFO]: Epoch [64][6/6] lr: 0.0005, eta: 0:04:14, time: 0.066, data_time: 0.168, memory: 7208, loss_cls: 0.3543, loss_sal: 0.2823, loss_video_cal: 0.0663, loss_layer_cal: 0.0129, loss: 0.7157, scale: 16384.0000 | |
| [2024-04-16 13:34:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_64.pth... | |
| [2024-04-16 13:34:20 INFO]: Validating... | |
| [2024-04-16 13:34:20 INFO]: Epoch (val) [64][10] loss_cls: 0.7762, loss_sal: 0.3863, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1627, mAP: 0.3288, best_mAP: 0.5089 | |
| [2024-04-16 13:34:22 INFO]: Epoch [65][6/6] lr: 0.0005, eta: 0:04:12, time: 0.062, data_time: 0.192, memory: 7208, loss_cls: 0.3507, loss_sal: 0.2802, loss_video_cal: 0.0473, loss_layer_cal: 0.0128, loss: 0.6910, scale: 16384.0000 | |
| [2024-04-16 13:34:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_65.pth... | |
| [2024-04-16 13:34:22 INFO]: Validating... | |
| [2024-04-16 13:34:22 INFO]: Epoch (val) [65][10] loss_cls: 0.6654, loss_sal: 0.3447, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0103, mAP: 0.4548, best_mAP: 0.5089 | |
| [2024-04-16 13:34:24 INFO]: Epoch [66][6/6] lr: 0.0005, eta: 0:04:10, time: 0.064, data_time: 0.198, memory: 7208, loss_cls: 0.3877, loss_sal: 0.2533, loss_video_cal: 0.0533, loss_layer_cal: 0.0095, loss: 0.7038, scale: 13890.7822 | |
| [2024-04-16 13:34:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_66.pth... | |
| [2024-04-16 13:34:24 INFO]: Validating... | |
| [2024-04-16 13:34:24 INFO]: Epoch (val) [66][10] loss_cls: 1.1453, loss_sal: 0.4494, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.5951, mAP: 0.4058, best_mAP: 0.5089 | |
| [2024-04-16 13:34:26 INFO]: Epoch [67][6/6] lr: 0.0005, eta: 0:04:09, time: 0.062, data_time: 0.224, memory: 7208, loss_cls: 0.4954, loss_sal: 0.3138, loss_video_cal: 0.0457, loss_layer_cal: 0.0148, loss: 0.8696, scale: 8192.0000 | |
| [2024-04-16 13:34:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_67.pth... | |
| [2024-04-16 13:34:26 INFO]: Validating... | |
| [2024-04-16 13:34:26 INFO]: Epoch (val) [67][10] loss_cls: 0.6913, loss_sal: 0.3294, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.0213, mAP: 0.3745, best_mAP: 0.5089 | |
| [2024-04-16 13:34:28 INFO]: Epoch [68][6/6] lr: 0.0005, eta: 0:04:07, time: 0.063, data_time: 0.189, memory: 7208, loss_cls: 0.5236, loss_sal: 0.3036, loss_video_cal: 0.0673, loss_layer_cal: 0.0196, loss: 0.9141, scale: 8192.0000 | |
| [2024-04-16 13:34:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_68.pth... | |
| [2024-04-16 13:34:28 INFO]: Validating... | |
| [2024-04-16 13:34:28 INFO]: Epoch (val) [68][10] loss_cls: 0.6604, loss_sal: 0.3158, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.9767, mAP: 0.5302, best_mAP: 0.5302 | |
| [2024-04-16 13:34:30 INFO]: Epoch [69][6/6] lr: 0.0005, eta: 0:04:05, time: 0.062, data_time: 0.185, memory: 7208, loss_cls: 0.4009, loss_sal: 0.3090, loss_video_cal: 0.0541, loss_layer_cal: 0.0185, loss: 0.7825, scale: 8192.0000 | |
| [2024-04-16 13:34:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_69.pth... | |
| [2024-04-16 13:34:30 INFO]: Validating... | |
| [2024-04-16 13:34:30 INFO]: Epoch (val) [69][10] loss_cls: 0.8188, loss_sal: 0.3115, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1307, mAP: 0.5431, best_mAP: 0.5431 | |
| [2024-04-16 13:34:31 INFO]: Epoch [70][6/6] lr: 0.0005, eta: 0:04:03, time: 0.064, data_time: 0.174, memory: 7208, loss_cls: 0.3306, loss_sal: 0.2971, loss_video_cal: 0.0537, loss_layer_cal: 0.0155, loss: 0.6968, scale: 8192.0000 | |
| [2024-04-16 13:34:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_70.pth... | |
| [2024-04-16 13:34:32 INFO]: Validating... | |
| [2024-04-16 13:34:32 INFO]: Epoch (val) [70][10] loss_cls: 0.6105, loss_sal: 0.3139, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.9247, mAP: 0.6008, best_mAP: 0.6008 | |
| [2024-04-16 13:34:33 INFO]: Epoch [71][6/6] lr: 0.0005, eta: 0:04:01, time: 0.058, data_time: 0.145, memory: 7208, loss_cls: 0.3231, loss_sal: 0.2756, loss_video_cal: 0.0505, loss_layer_cal: 0.0165, loss: 0.6657, scale: 8192.0000 | |
| [2024-04-16 13:34:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_71.pth... | |
| [2024-04-16 13:34:33 INFO]: Validating... | |
| [2024-04-16 13:34:33 INFO]: Epoch (val) [71][10] loss_cls: 0.7388, loss_sal: 0.4125, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1517, mAP: 0.5542, best_mAP: 0.6008 | |
| [2024-04-16 13:34:35 INFO]: Epoch [72][6/6] lr: 0.0005, eta: 0:03:58, time: 0.064, data_time: 0.135, memory: 7208, loss_cls: 0.3933, loss_sal: 0.3468, loss_video_cal: 0.0448, loss_layer_cal: 0.0227, loss: 0.8076, scale: 8192.0000 | |
| [2024-04-16 13:34:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_72.pth... | |
| [2024-04-16 13:34:35 INFO]: Validating... | |
| [2024-04-16 13:34:35 INFO]: Epoch (val) [72][10] loss_cls: 0.6767, loss_sal: 0.3134, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.9905, mAP: 0.5060, best_mAP: 0.6008 | |
| [2024-04-16 13:34:36 INFO]: Epoch [73][6/6] lr: 0.0005, eta: 0:03:56, time: 0.062, data_time: 0.112, memory: 7208, loss_cls: 0.4338, loss_sal: 0.2895, loss_video_cal: 0.0474, loss_layer_cal: 0.0186, loss: 0.7893, scale: 8192.0000 | |
| [2024-04-16 13:34:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_73.pth... | |
| [2024-04-16 13:34:36 INFO]: Validating... | |
| [2024-04-16 13:34:37 INFO]: Epoch (val) [73][10] loss_cls: 0.6081, loss_sal: 0.3108, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.9193, mAP: 0.5120, best_mAP: 0.6008 | |
| [2024-04-16 13:34:38 INFO]: Epoch [74][6/6] lr: 0.0005, eta: 0:03:54, time: 0.060, data_time: 0.211, memory: 7208, loss_cls: 0.4549, loss_sal: 0.2877, loss_video_cal: 0.0462, loss_layer_cal: 0.0166, loss: 0.8053, scale: 8192.0000 | |
| [2024-04-16 13:34:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_74.pth... | |
| [2024-04-16 13:34:38 INFO]: Validating... | |
| [2024-04-16 13:34:39 INFO]: Epoch (val) [74][10] loss_cls: 0.5940, loss_sal: 0.4109, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0054, mAP: 0.5079, best_mAP: 0.6008 | |
| [2024-04-16 13:34:40 INFO]: Epoch [75][6/6] lr: 0.0005, eta: 0:03:53, time: 0.066, data_time: 0.223, memory: 7208, loss_cls: 0.4332, loss_sal: 0.3142, loss_video_cal: 0.0685, loss_layer_cal: 0.0169, loss: 0.8329, scale: 8192.0000 | |
| [2024-04-16 13:34:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_75.pth... | |
| [2024-04-16 13:34:40 INFO]: Validating... | |
| [2024-04-16 13:34:41 INFO]: Epoch (val) [75][10] loss_cls: 0.5501, loss_sal: 0.3072, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.8580, mAP: 0.5130, best_mAP: 0.6008 | |
| [2024-04-16 13:34:42 INFO]: Epoch [76][6/6] lr: 0.0005, eta: 0:03:51, time: 0.060, data_time: 0.188, memory: 7208, loss_cls: 0.4328, loss_sal: 0.2827, loss_video_cal: 0.0634, loss_layer_cal: 0.0134, loss: 0.7924, scale: 8192.0000 | |
| [2024-04-16 13:34:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_76.pth... | |
| [2024-04-16 13:34:42 INFO]: Validating... | |
| [2024-04-16 13:34:42 INFO]: Epoch (val) [76][10] loss_cls: 0.6473, loss_sal: 0.2732, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9215, mAP: 0.5527, best_mAP: 0.6008 | |
| [2024-04-16 13:34:44 INFO]: Epoch [77][6/6] lr: 0.0005, eta: 0:03:49, time: 0.068, data_time: 0.178, memory: 7208, loss_cls: 0.4138, loss_sal: 0.2911, loss_video_cal: 0.0459, loss_layer_cal: 0.0159, loss: 0.7666, scale: 8192.0000 | |
| [2024-04-16 13:34:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_77.pth... | |
| [2024-04-16 13:34:44 INFO]: Validating... | |
| [2024-04-16 13:34:44 INFO]: Epoch (val) [77][10] loss_cls: 0.5556, loss_sal: 0.2524, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.8088, mAP: 0.6132, best_mAP: 0.6132 | |
| [2024-04-16 13:34:46 INFO]: Epoch [78][6/6] lr: 0.0005, eta: 0:03:47, time: 0.068, data_time: 0.178, memory: 7208, loss_cls: 0.3376, loss_sal: 0.2704, loss_video_cal: 0.0636, loss_layer_cal: 0.0177, loss: 0.6893, scale: 8192.0000 | |
| [2024-04-16 13:34:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_78.pth... | |
| [2024-04-16 13:34:46 INFO]: Validating... | |
| [2024-04-16 13:34:46 INFO]: Epoch (val) [78][10] loss_cls: 0.5957, loss_sal: 0.2908, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.8873, mAP: 0.5582, best_mAP: 0.6132 | |
| [2024-04-16 13:34:47 INFO]: Epoch [79][6/6] lr: 0.0005, eta: 0:03:45, time: 0.058, data_time: 0.147, memory: 7208, loss_cls: 0.3660, loss_sal: 0.2701, loss_video_cal: 0.0628, loss_layer_cal: 0.0146, loss: 0.7135, scale: 8192.0000 | |
| [2024-04-16 13:34:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_79.pth... | |
| [2024-04-16 13:34:48 INFO]: Validating... | |
| [2024-04-16 13:34:48 INFO]: Epoch (val) [79][10] loss_cls: 0.5988, loss_sal: 0.4833, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.0828, mAP: 0.5422, best_mAP: 0.6132 | |
| [2024-04-16 13:34:49 INFO]: Epoch [80][6/6] lr: 0.0005, eta: 0:03:43, time: 0.069, data_time: 0.176, memory: 7208, loss_cls: 0.3249, loss_sal: 0.2776, loss_video_cal: 0.0604, loss_layer_cal: 0.0150, loss: 0.6778, scale: 8192.0000 | |
| [2024-04-16 13:34:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_80.pth... | |
| [2024-04-16 13:34:49 INFO]: Validating... | |
| [2024-04-16 13:34:50 INFO]: Epoch (val) [80][10] loss_cls: 0.6571, loss_sal: 0.4267, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.0844, mAP: 0.4980, best_mAP: 0.6132 | |
| [2024-04-16 13:34:51 INFO]: Epoch [81][6/6] lr: 0.0005, eta: 0:03:41, time: 0.059, data_time: 0.217, memory: 7208, loss_cls: 0.3221, loss_sal: 0.2708, loss_video_cal: 0.0611, loss_layer_cal: 0.0142, loss: 0.6682, scale: 8192.0000 | |
| [2024-04-16 13:34:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_81.pth... | |
| [2024-04-16 13:34:51 INFO]: Validating... | |
| [2024-04-16 13:34:52 INFO]: Epoch (val) [81][10] loss_cls: 0.6618, loss_sal: 0.5661, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.2284, mAP: 0.5204, best_mAP: 0.6132 | |
| [2024-04-16 13:34:53 INFO]: Epoch [82][6/6] lr: 0.0005, eta: 0:03:39, time: 0.064, data_time: 0.182, memory: 7208, loss_cls: 0.3857, loss_sal: 0.2447, loss_video_cal: 0.0554, loss_layer_cal: 0.0157, loss: 0.7015, scale: 8192.0000 | |
| [2024-04-16 13:34:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_82.pth... | |
| [2024-04-16 13:34:53 INFO]: Validating... | |
| [2024-04-16 13:34:53 INFO]: Epoch (val) [82][10] loss_cls: 0.6248, loss_sal: 0.7388, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.3639, mAP: 0.5740, best_mAP: 0.6132 | |
| [2024-04-16 13:34:55 INFO]: Epoch [83][6/6] lr: 0.0005, eta: 0:03:38, time: 0.066, data_time: 0.196, memory: 7208, loss_cls: 0.3570, loss_sal: 0.2936, loss_video_cal: 0.0495, loss_layer_cal: 0.0124, loss: 0.7124, scale: 8192.0000 | |
| [2024-04-16 13:34:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_83.pth... | |
| [2024-04-16 13:34:55 INFO]: Validating... | |
| [2024-04-16 13:34:55 INFO]: Epoch (val) [83][10] loss_cls: 0.4902, loss_sal: 0.6375, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1280, mAP: 0.5859, best_mAP: 0.6132 | |
| [2024-04-16 13:34:57 INFO]: Epoch [84][6/6] lr: 0.0005, eta: 0:03:36, time: 0.062, data_time: 0.188, memory: 7208, loss_cls: 0.3155, loss_sal: 0.2542, loss_video_cal: 0.0348, loss_layer_cal: 0.0146, loss: 0.6192, scale: 8192.0000 | |
| [2024-04-16 13:34:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_84.pth... | |
| [2024-04-16 13:34:57 INFO]: Validating... | |
| [2024-04-16 13:34:57 INFO]: Epoch (val) [84][10] loss_cls: 0.7206, loss_sal: 0.4358, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1566, mAP: 0.5950, best_mAP: 0.6132 | |
| [2024-04-16 13:34:59 INFO]: Epoch [85][6/6] lr: 0.0005, eta: 0:03:34, time: 0.061, data_time: 0.182, memory: 7208, loss_cls: 0.3906, loss_sal: 0.2911, loss_video_cal: 0.0591, loss_layer_cal: 0.0138, loss: 0.7546, scale: 8192.0000 | |
| [2024-04-16 13:34:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_85.pth... | |
| [2024-04-16 13:34:59 INFO]: Validating... | |
| [2024-04-16 13:34:59 INFO]: Epoch (val) [85][10] loss_cls: 0.6366, loss_sal: 0.2900, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9268, mAP: 0.6498, best_mAP: 0.6498 | |
| [2024-04-16 13:35:00 INFO]: Epoch [86][6/6] lr: 0.0005, eta: 0:03:32, time: 0.060, data_time: 0.179, memory: 7208, loss_cls: 0.4251, loss_sal: 0.2833, loss_video_cal: 0.0561, loss_layer_cal: 0.0139, loss: 0.7784, scale: 8192.0000 | |
| [2024-04-16 13:35:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_86.pth... | |
| [2024-04-16 13:35:01 INFO]: Validating... | |
| [2024-04-16 13:35:01 INFO]: Epoch (val) [86][10] loss_cls: 0.6015, loss_sal: 0.2912, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8930, mAP: 0.5780, best_mAP: 0.6498 | |
| [2024-04-16 13:35:02 INFO]: Epoch [87][6/6] lr: 0.0005, eta: 0:03:30, time: 0.062, data_time: 0.172, memory: 7208, loss_cls: 0.3319, loss_sal: 0.2746, loss_video_cal: 0.0381, loss_layer_cal: 0.0173, loss: 0.6619, scale: 8192.0000 | |
| [2024-04-16 13:35:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_87.pth... | |
| [2024-04-16 13:35:02 INFO]: Validating... | |
| [2024-04-16 13:35:03 INFO]: Epoch (val) [87][10] loss_cls: 0.6738, loss_sal: 0.3086, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9828, mAP: 0.5630, best_mAP: 0.6498 | |
| [2024-04-16 13:35:04 INFO]: Epoch [88][6/6] lr: 0.0005, eta: 0:03:28, time: 0.060, data_time: 0.220, memory: 7208, loss_cls: 0.3246, loss_sal: 0.2895, loss_video_cal: 0.0417, loss_layer_cal: 0.0135, loss: 0.6694, scale: 8192.0000 | |
| [2024-04-16 13:35:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_88.pth... | |
| [2024-04-16 13:35:04 INFO]: Validating... | |
| [2024-04-16 13:35:05 INFO]: Epoch (val) [88][10] loss_cls: 0.5638, loss_sal: 0.4711, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0352, mAP: 0.5997, best_mAP: 0.6498 | |
| [2024-04-16 13:35:06 INFO]: Epoch [89][6/6] lr: 0.0005, eta: 0:03:26, time: 0.064, data_time: 0.190, memory: 7208, loss_cls: 0.3162, loss_sal: 0.2604, loss_video_cal: 0.0390, loss_layer_cal: 0.0155, loss: 0.6311, scale: 8192.0000 | |
| [2024-04-16 13:35:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_89.pth... | |
| [2024-04-16 13:35:06 INFO]: Validating... | |
| [2024-04-16 13:35:06 INFO]: Epoch (val) [89][10] loss_cls: 0.4600, loss_sal: 0.5070, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9673, mAP: 0.5332, best_mAP: 0.6498 | |
| [2024-04-16 13:35:08 INFO]: Epoch [90][6/6] lr: 0.0005, eta: 0:03:24, time: 0.066, data_time: 0.182, memory: 7208, loss_cls: 0.3166, loss_sal: 0.2502, loss_video_cal: 0.0472, loss_layer_cal: 0.0143, loss: 0.6283, scale: 8192.0000 | |
| [2024-04-16 13:35:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_90.pth... | |
| [2024-04-16 13:35:08 INFO]: Validating... | |
| [2024-04-16 13:35:08 INFO]: Epoch (val) [90][10] loss_cls: 0.6681, loss_sal: 0.6879, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.3562, mAP: 0.5145, best_mAP: 0.6498 | |
| [2024-04-16 13:35:10 INFO]: Epoch [91][6/6] lr: 0.0005, eta: 0:03:23, time: 0.063, data_time: 0.218, memory: 7208, loss_cls: 0.2803, loss_sal: 0.2388, loss_video_cal: 0.0512, loss_layer_cal: 0.0124, loss: 0.5827, scale: 8192.0000 | |
| [2024-04-16 13:35:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_91.pth... | |
| [2024-04-16 13:35:10 INFO]: Validating... | |
| [2024-04-16 13:35:10 INFO]: Epoch (val) [91][10] loss_cls: 0.4990, loss_sal: 0.7060, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2053, mAP: 0.5340, best_mAP: 0.6498 | |
| [2024-04-16 13:35:12 INFO]: Epoch [92][6/6] lr: 0.0005, eta: 0:03:21, time: 0.062, data_time: 0.139, memory: 7208, loss_cls: 0.2849, loss_sal: 0.2613, loss_video_cal: 0.0556, loss_layer_cal: 0.0131, loss: 0.6148, scale: 8192.0000 | |
| [2024-04-16 13:35:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_92.pth... | |
| [2024-04-16 13:35:12 INFO]: Validating... | |
| [2024-04-16 13:35:12 INFO]: Epoch (val) [92][10] loss_cls: 0.5204, loss_sal: 0.7233, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2440, mAP: 0.5868, best_mAP: 0.6498 | |
| [2024-04-16 13:35:13 INFO]: Epoch [93][6/6] lr: 0.0005, eta: 0:03:19, time: 0.060, data_time: 0.150, memory: 7208, loss_cls: 0.2528, loss_sal: 0.2416, loss_video_cal: 0.0459, loss_layer_cal: 0.0102, loss: 0.5505, scale: 8192.0000 | |
| [2024-04-16 13:35:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_93.pth... | |
| [2024-04-16 13:35:13 INFO]: Validating... | |
| [2024-04-16 13:35:14 INFO]: Epoch (val) [93][10] loss_cls: 0.5960, loss_sal: 0.6903, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2867, mAP: 0.5670, best_mAP: 0.6498 | |
| [2024-04-16 13:35:15 INFO]: Epoch [94][6/6] lr: 0.0005, eta: 0:03:16, time: 0.048, data_time: 0.118, memory: 7208, loss_cls: 0.2773, loss_sal: 0.2574, loss_video_cal: 0.0544, loss_layer_cal: 0.0117, loss: 0.6008, scale: 8192.0000 | |
| [2024-04-16 13:35:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_94.pth... | |
| [2024-04-16 13:35:15 INFO]: Validating... | |
| [2024-04-16 13:35:15 INFO]: Epoch (val) [94][10] loss_cls: 0.4784, loss_sal: 0.6314, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1102, mAP: 0.5829, best_mAP: 0.6498 | |
| [2024-04-16 13:35:17 INFO]: Epoch [95][6/6] lr: 0.0005, eta: 0:03:15, time: 0.064, data_time: 0.194, memory: 7208, loss_cls: 0.4068, loss_sal: 0.2426, loss_video_cal: 0.0496, loss_layer_cal: 0.0118, loss: 0.7107, scale: 8192.0000 | |
| [2024-04-16 13:35:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_95.pth... | |
| [2024-04-16 13:35:17 INFO]: Validating... | |
| [2024-04-16 13:35:17 INFO]: Epoch (val) [95][10] loss_cls: 0.4354, loss_sal: 0.6011, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0368, mAP: 0.5911, best_mAP: 0.6498 | |
| [2024-04-16 13:35:18 INFO]: Epoch [96][6/6] lr: 0.0005, eta: 0:03:12, time: 0.061, data_time: 0.133, memory: 7208, loss_cls: 0.2507, loss_sal: 0.2412, loss_video_cal: 0.0325, loss_layer_cal: 0.0103, loss: 0.5348, scale: 8192.0000 | |
| [2024-04-16 13:35:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_96.pth... | |
| [2024-04-16 13:35:18 INFO]: Validating... | |
| [2024-04-16 13:35:19 INFO]: Epoch (val) [96][10] loss_cls: 0.6500, loss_sal: 0.6639, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.3143, mAP: 0.5187, best_mAP: 0.6498 | |
| [2024-04-16 13:35:20 INFO]: Epoch [97][6/6] lr: 0.0005, eta: 0:03:11, time: 0.064, data_time: 0.191, memory: 7208, loss_cls: 0.2961, loss_sal: 0.2295, loss_video_cal: 0.0306, loss_layer_cal: 0.0127, loss: 0.5689, scale: 8192.0000 | |
| [2024-04-16 13:35:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_97.pth... | |
| [2024-04-16 13:35:20 INFO]: Validating... | |
| [2024-04-16 13:35:21 INFO]: Epoch (val) [97][10] loss_cls: 0.6128, loss_sal: 0.7094, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.3227, mAP: 0.5016, best_mAP: 0.6498 | |
| [2024-04-16 13:35:22 INFO]: Epoch [98][6/6] lr: 0.0005, eta: 0:03:08, time: 0.056, data_time: 0.109, memory: 7208, loss_cls: 0.3421, loss_sal: 0.2888, loss_video_cal: 0.0480, loss_layer_cal: 0.0149, loss: 0.6938, scale: 8192.0000 | |
| [2024-04-16 13:35:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_98.pth... | |
| [2024-04-16 13:35:22 INFO]: Validating... | |
| [2024-04-16 13:35:22 INFO]: Epoch (val) [98][10] loss_cls: 0.4909, loss_sal: 0.4251, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.9166, mAP: 0.5798, best_mAP: 0.6498 | |
| [2024-04-16 13:35:24 INFO]: Epoch [99][6/6] lr: 0.0005, eta: 0:03:07, time: 0.055, data_time: 0.217, memory: 7208, loss_cls: 0.2889, loss_sal: 0.2479, loss_video_cal: 0.0358, loss_layer_cal: 0.0147, loss: 0.5872, scale: 8192.0000 | |
| [2024-04-16 13:35:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_99.pth... | |
| [2024-04-16 13:35:24 INFO]: Validating... | |
| [2024-04-16 13:35:24 INFO]: Epoch (val) [99][10] loss_cls: 0.4569, loss_sal: 0.3928, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.8503, mAP: 0.6362, best_mAP: 0.6498 | |
| [2024-04-16 13:35:26 INFO]: Epoch [100][6/6] lr: 0.0005, eta: 0:03:05, time: 0.069, data_time: 0.196, memory: 7208, loss_cls: 0.2364, loss_sal: 0.2448, loss_video_cal: 0.0467, loss_layer_cal: 0.0134, loss: 0.5413, scale: 8192.0000 | |
| [2024-04-16 13:35:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_100.pth... | |
| [2024-04-16 13:35:26 INFO]: Validating... | |
| [2024-04-16 13:35:26 INFO]: Epoch (val) [100][10] loss_cls: 0.5470, loss_sal: 0.4293, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.9769, mAP: 0.6164, best_mAP: 0.6498 | |
| [2024-04-16 13:35:28 INFO]: Epoch [101][6/6] lr: 0.0005, eta: 0:03:03, time: 0.066, data_time: 0.212, memory: 7208, loss_cls: 0.4264, loss_sal: 0.2557, loss_video_cal: 0.0406, loss_layer_cal: 0.0129, loss: 0.7357, scale: 8192.0000 | |
| [2024-04-16 13:35:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_101.pth... | |
| [2024-04-16 13:35:28 INFO]: Validating... | |
| [2024-04-16 13:35:28 INFO]: Epoch (val) [101][10] loss_cls: 0.4846, loss_sal: 0.5371, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.0223, mAP: 0.6152, best_mAP: 0.6498 | |
| [2024-04-16 13:35:29 INFO]: Epoch [102][6/6] lr: 0.0005, eta: 0:03:01, time: 0.059, data_time: 0.173, memory: 7208, loss_cls: 0.3958, loss_sal: 0.2784, loss_video_cal: 0.0407, loss_layer_cal: 0.0179, loss: 0.7327, scale: 8192.0000 | |
| [2024-04-16 13:35:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_102.pth... | |
| [2024-04-16 13:35:29 INFO]: Validating... | |
| [2024-04-16 13:35:30 INFO]: Epoch (val) [102][10] loss_cls: 0.5784, loss_sal: 0.4913, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0702, mAP: 0.5439, best_mAP: 0.6498 | |
| [2024-04-16 13:35:31 INFO]: Epoch [103][6/6] lr: 0.0005, eta: 0:02:59, time: 0.065, data_time: 0.197, memory: 7208, loss_cls: 0.3469, loss_sal: 0.2704, loss_video_cal: 0.0434, loss_layer_cal: 0.0146, loss: 0.6753, scale: 8192.0000 | |
| [2024-04-16 13:35:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_103.pth... | |
| [2024-04-16 13:35:31 INFO]: Validating... | |
| [2024-04-16 13:35:32 INFO]: Epoch (val) [103][10] loss_cls: 1.1494, loss_sal: 0.3338, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.4837, mAP: 0.3307, best_mAP: 0.6498 | |
| [2024-04-16 13:35:33 INFO]: Epoch [104][6/6] lr: 0.0005, eta: 0:02:57, time: 0.058, data_time: 0.176, memory: 7208, loss_cls: 0.3377, loss_sal: 0.2650, loss_video_cal: 0.0499, loss_layer_cal: 0.0161, loss: 0.6688, scale: 8192.0000 | |
| [2024-04-16 13:35:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_104.pth... | |
| [2024-04-16 13:35:33 INFO]: Validating... | |
| [2024-04-16 13:35:33 INFO]: Epoch (val) [104][10] loss_cls: 0.5121, loss_sal: 0.3804, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.8935, mAP: 0.5186, best_mAP: 0.6498 | |
| [2024-04-16 13:35:35 INFO]: Epoch [105][6/6] lr: 0.0005, eta: 0:02:56, time: 0.059, data_time: 0.193, memory: 7208, loss_cls: 0.3271, loss_sal: 0.2552, loss_video_cal: 0.0599, loss_layer_cal: 0.0156, loss: 0.6577, scale: 8192.0000 | |
| [2024-04-16 13:35:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_105.pth... | |
| [2024-04-16 13:35:35 INFO]: Validating... | |
| [2024-04-16 13:35:35 INFO]: Epoch (val) [105][10] loss_cls: 0.4834, loss_sal: 0.4720, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 0.9568, mAP: 0.6209, best_mAP: 0.6498 | |
| [2024-04-16 13:35:37 INFO]: Epoch [106][6/6] lr: 0.0005, eta: 0:02:54, time: 0.058, data_time: 0.225, memory: 7208, loss_cls: 0.4376, loss_sal: 0.2557, loss_video_cal: 0.0589, loss_layer_cal: 0.0116, loss: 0.7638, scale: 8192.0000 | |
| [2024-04-16 13:35:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_106.pth... | |
| [2024-04-16 13:35:37 INFO]: Validating... | |
| [2024-04-16 13:35:37 INFO]: Epoch (val) [106][10] loss_cls: 0.5855, loss_sal: 0.4105, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9968, mAP: 0.5901, best_mAP: 0.6498 | |
| [2024-04-16 13:35:39 INFO]: Epoch [107][6/6] lr: 0.0005, eta: 0:02:52, time: 0.062, data_time: 0.198, memory: 7208, loss_cls: 0.3235, loss_sal: 0.2592, loss_video_cal: 0.0488, loss_layer_cal: 0.0139, loss: 0.6453, scale: 8192.0000 | |
| [2024-04-16 13:35:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_107.pth... | |
| [2024-04-16 13:35:39 INFO]: Validating... | |
| [2024-04-16 13:35:39 INFO]: Epoch (val) [107][10] loss_cls: 0.6668, loss_sal: 0.4443, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.1117, mAP: 0.5846, best_mAP: 0.6498 | |
| [2024-04-16 13:35:41 INFO]: Epoch [108][6/6] lr: 0.0005, eta: 0:02:50, time: 0.060, data_time: 0.194, memory: 7208, loss_cls: 0.4081, loss_sal: 0.2736, loss_video_cal: 0.0447, loss_layer_cal: 0.0161, loss: 0.7425, scale: 8192.0000 | |
| [2024-04-16 13:35:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_108.pth... | |
| [2024-04-16 13:35:41 INFO]: Validating... | |
| [2024-04-16 13:35:41 INFO]: Epoch (val) [108][10] loss_cls: 0.4745, loss_sal: 0.4032, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.8783, mAP: 0.6672, best_mAP: 0.6672 | |
| [2024-04-16 13:35:43 INFO]: Epoch [109][6/6] lr: 0.0005, eta: 0:02:49, time: 0.063, data_time: 0.222, memory: 7208, loss_cls: 0.3178, loss_sal: 0.2580, loss_video_cal: 0.0558, loss_layer_cal: 0.0157, loss: 0.6473, scale: 8192.0000 | |
| [2024-04-16 13:35:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_109.pth... | |
| [2024-04-16 13:35:43 INFO]: Validating... | |
| [2024-04-16 13:35:43 INFO]: Epoch (val) [109][10] loss_cls: 0.4653, loss_sal: 0.3690, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.8349, mAP: 0.6846, best_mAP: 0.6846 | |
| [2024-04-16 13:35:45 INFO]: Epoch [110][6/6] lr: 0.0005, eta: 0:02:47, time: 0.058, data_time: 0.204, memory: 7208, loss_cls: 0.3041, loss_sal: 0.2405, loss_video_cal: 0.0491, loss_layer_cal: 0.0167, loss: 0.6104, scale: 8192.0000 | |
| [2024-04-16 13:35:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_110.pth... | |
| [2024-04-16 13:35:45 INFO]: Validating... | |
| [2024-04-16 13:35:45 INFO]: Epoch (val) [110][10] loss_cls: 0.5893, loss_sal: 0.4898, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0796, mAP: 0.6183, best_mAP: 0.6846 | |
| [2024-04-16 13:35:47 INFO]: Epoch [111][6/6] lr: 0.0005, eta: 0:02:45, time: 0.066, data_time: 0.223, memory: 7208, loss_cls: 0.2681, loss_sal: 0.2483, loss_video_cal: 0.0589, loss_layer_cal: 0.0139, loss: 0.5892, scale: 8192.0000 | |
| [2024-04-16 13:35:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_111.pth... | |
| [2024-04-16 13:35:47 INFO]: Validating... | |
| [2024-04-16 13:35:47 INFO]: Epoch (val) [111][10] loss_cls: 0.6889, loss_sal: 0.5410, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.2303, mAP: 0.6754, best_mAP: 0.6846 | |
| [2024-04-16 13:35:49 INFO]: Epoch [112][6/6] lr: 0.0005, eta: 0:02:43, time: 0.066, data_time: 0.193, memory: 7208, loss_cls: 0.3124, loss_sal: 0.2237, loss_video_cal: 0.0355, loss_layer_cal: 0.0117, loss: 0.5833, scale: 8192.0000 | |
| [2024-04-16 13:35:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_112.pth... | |
| [2024-04-16 13:35:49 INFO]: Validating... | |
| [2024-04-16 13:35:49 INFO]: Epoch (val) [112][10] loss_cls: 0.4562, loss_sal: 0.4268, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.8833, mAP: 0.7174, best_mAP: 0.7174 | |
| [2024-04-16 13:35:51 INFO]: Epoch [113][6/6] lr: 0.0005, eta: 0:02:42, time: 0.059, data_time: 0.212, memory: 7208, loss_cls: 0.3931, loss_sal: 0.2807, loss_video_cal: 0.0533, loss_layer_cal: 0.0125, loss: 0.7395, scale: 8192.0000 | |
| [2024-04-16 13:35:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_113.pth... | |
| [2024-04-16 13:35:51 INFO]: Validating... | |
| [2024-04-16 13:35:51 INFO]: Epoch (val) [113][10] loss_cls: 0.9251, loss_sal: 0.5448, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.4703, mAP: 0.6099, best_mAP: 0.7174 | |
| [2024-04-16 13:35:52 INFO]: Epoch [114][6/6] lr: 0.0005, eta: 0:02:39, time: 0.059, data_time: 0.146, memory: 7208, loss_cls: 0.3362, loss_sal: 0.2521, loss_video_cal: 0.0376, loss_layer_cal: 0.0109, loss: 0.6367, scale: 8192.0000 | |
| [2024-04-16 13:35:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_114.pth... | |
| [2024-04-16 13:35:53 INFO]: Validating... | |
| [2024-04-16 13:35:53 INFO]: Epoch (val) [114][10] loss_cls: 0.6200, loss_sal: 0.6009, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.2214, mAP: 0.5596, best_mAP: 0.7174 | |
| [2024-04-16 13:35:54 INFO]: Epoch [115][6/6] lr: 0.0005, eta: 0:02:37, time: 0.057, data_time: 0.119, memory: 7208, loss_cls: 0.4225, loss_sal: 0.2823, loss_video_cal: 0.0442, loss_layer_cal: 0.0133, loss: 0.7623, scale: 8192.0000 | |
| [2024-04-16 13:35:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_115.pth... | |
| [2024-04-16 13:35:54 INFO]: Validating... | |
| [2024-04-16 13:35:54 INFO]: Epoch (val) [115][10] loss_cls: 0.4929, loss_sal: 0.5645, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0578, mAP: 0.6415, best_mAP: 0.7174 | |
| [2024-04-16 13:35:56 INFO]: Epoch [116][6/6] lr: 0.0005, eta: 0:02:36, time: 0.068, data_time: 0.211, memory: 7208, loss_cls: 0.3247, loss_sal: 0.2116, loss_video_cal: 0.0375, loss_layer_cal: 0.0161, loss: 0.5900, scale: 8192.0000 | |
| [2024-04-16 13:35:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_116.pth... | |
| [2024-04-16 13:35:56 INFO]: Validating... | |
| [2024-04-16 13:35:56 INFO]: Epoch (val) [116][10] loss_cls: 0.4978, loss_sal: 0.5357, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0339, mAP: 0.6596, best_mAP: 0.7174 | |
| [2024-04-16 13:35:58 INFO]: Epoch [117][6/6] lr: 0.0005, eta: 0:02:34, time: 0.064, data_time: 0.172, memory: 7208, loss_cls: 0.3316, loss_sal: 0.2377, loss_video_cal: 0.0327, loss_layer_cal: 0.0125, loss: 0.6146, scale: 8192.0000 | |
| [2024-04-16 13:35:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_117.pth... | |
| [2024-04-16 13:35:58 INFO]: Validating... | |
| [2024-04-16 13:35:58 INFO]: Epoch (val) [117][10] loss_cls: 0.5901, loss_sal: 0.5608, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1512, mAP: 0.5881, best_mAP: 0.7174 | |
| [2024-04-16 13:36:00 INFO]: Epoch [118][6/6] lr: 0.0005, eta: 0:02:32, time: 0.062, data_time: 0.205, memory: 7208, loss_cls: 0.2840, loss_sal: 0.2567, loss_video_cal: 0.0399, loss_layer_cal: 0.0121, loss: 0.5927, scale: 8192.0000 | |
| [2024-04-16 13:36:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_118.pth... | |
| [2024-04-16 13:36:00 INFO]: Validating... | |
| [2024-04-16 13:36:00 INFO]: Epoch (val) [118][10] loss_cls: 0.5575, loss_sal: 0.3389, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.8967, mAP: 0.6720, best_mAP: 0.7174 | |
| [2024-04-16 13:36:02 INFO]: Epoch [119][6/6] lr: 0.0005, eta: 0:02:30, time: 0.064, data_time: 0.201, memory: 7208, loss_cls: 0.2549, loss_sal: 0.2544, loss_video_cal: 0.0471, loss_layer_cal: 0.0174, loss: 0.5739, scale: 8192.0000 | |
| [2024-04-16 13:36:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_119.pth... | |
| [2024-04-16 13:36:02 INFO]: Validating... | |
| [2024-04-16 13:36:02 INFO]: Epoch (val) [119][10] loss_cls: 0.5993, loss_sal: 0.3628, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.9626, mAP: 0.7403, best_mAP: 0.7403 | |
| [2024-04-16 13:36:04 INFO]: Epoch [120][6/6] lr: 0.0005, eta: 0:02:28, time: 0.061, data_time: 0.198, memory: 7208, loss_cls: 0.3469, loss_sal: 0.2575, loss_video_cal: 0.0527, loss_layer_cal: 0.0125, loss: 0.6696, scale: 8192.0000 | |
| [2024-04-16 13:36:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_120.pth... | |
| [2024-04-16 13:36:04 INFO]: Validating... | |
| [2024-04-16 13:36:04 INFO]: Epoch (val) [120][10] loss_cls: 0.5045, loss_sal: 0.4653, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.9703, mAP: 0.7302, best_mAP: 0.7403 | |
| [2024-04-16 13:36:06 INFO]: Epoch [121][6/6] lr: 0.0005, eta: 0:02:27, time: 0.066, data_time: 0.215, memory: 7208, loss_cls: 0.2835, loss_sal: 0.2338, loss_video_cal: 0.0309, loss_layer_cal: 0.0136, loss: 0.5617, scale: 8192.0000 | |
| [2024-04-16 13:36:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_121.pth... | |
| [2024-04-16 13:36:06 INFO]: Validating... | |
| [2024-04-16 13:36:06 INFO]: Epoch (val) [121][10] loss_cls: 0.4360, loss_sal: 0.5746, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0112, mAP: 0.6476, best_mAP: 0.7403 | |
| [2024-04-16 13:36:07 INFO]: Epoch [122][6/6] lr: 0.0005, eta: 0:02:25, time: 0.057, data_time: 0.148, memory: 7208, loss_cls: 0.2596, loss_sal: 0.2366, loss_video_cal: 0.0303, loss_layer_cal: 0.0128, loss: 0.5393, scale: 8192.0000 | |
| [2024-04-16 13:36:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_122.pth... | |
| [2024-04-16 13:36:07 INFO]: Validating... | |
| [2024-04-16 13:36:08 INFO]: Epoch (val) [122][10] loss_cls: 0.4577, loss_sal: 0.5641, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0224, mAP: 0.5440, best_mAP: 0.7403 | |
| [2024-04-16 13:36:09 INFO]: Epoch [123][6/6] lr: 0.0005, eta: 0:02:23, time: 0.064, data_time: 0.173, memory: 7208, loss_cls: 0.2531, loss_sal: 0.2664, loss_video_cal: 0.0384, loss_layer_cal: 0.0151, loss: 0.5730, scale: 8192.0000 | |
| [2024-04-16 13:36:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_123.pth... | |
| [2024-04-16 13:36:09 INFO]: Validating... | |
| [2024-04-16 13:36:09 INFO]: Epoch (val) [123][10] loss_cls: 0.4812, loss_sal: 0.3129, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.7947, mAP: 0.6086, best_mAP: 0.7403 | |
| [2024-04-16 13:36:11 INFO]: Epoch [124][6/6] lr: 0.0005, eta: 0:02:21, time: 0.064, data_time: 0.179, memory: 7208, loss_cls: 0.2879, loss_sal: 0.2310, loss_video_cal: 0.0410, loss_layer_cal: 0.0144, loss: 0.5743, scale: 8192.0000 | |
| [2024-04-16 13:36:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_124.pth... | |
| [2024-04-16 13:36:11 INFO]: Validating... | |
| [2024-04-16 13:36:11 INFO]: Epoch (val) [124][10] loss_cls: 0.5318, loss_sal: 0.3482, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.8805, mAP: 0.6509, best_mAP: 0.7403 | |
| [2024-04-16 13:36:13 INFO]: Epoch [125][6/6] lr: 0.0005, eta: 0:02:19, time: 0.066, data_time: 0.188, memory: 7208, loss_cls: 0.2411, loss_sal: 0.2743, loss_video_cal: 0.0419, loss_layer_cal: 0.0110, loss: 0.5682, scale: 8192.0000 | |
| [2024-04-16 13:36:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_125.pth... | |
| [2024-04-16 13:36:13 INFO]: Validating... | |
| [2024-04-16 13:36:13 INFO]: Epoch (val) [125][10] loss_cls: 0.4584, loss_sal: 0.4136, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.8725, mAP: 0.7545, best_mAP: 0.7545 | |
| [2024-04-16 13:36:15 INFO]: Epoch [126][6/6] lr: 0.0005, eta: 0:02:17, time: 0.065, data_time: 0.174, memory: 7208, loss_cls: 0.2882, loss_sal: 0.2483, loss_video_cal: 0.0470, loss_layer_cal: 0.0110, loss: 0.5946, scale: 8192.0000 | |
| [2024-04-16 13:36:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_126.pth... | |
| [2024-04-16 13:36:15 INFO]: Validating... | |
| [2024-04-16 13:36:15 INFO]: Epoch (val) [126][10] loss_cls: 0.5529, loss_sal: 0.5572, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1106, mAP: 0.7626, best_mAP: 0.7626 | |
| [2024-04-16 13:36:16 INFO]: Epoch [127][6/6] lr: 0.0005, eta: 0:02:15, time: 0.062, data_time: 0.204, memory: 7208, loss_cls: 0.2449, loss_sal: 0.2298, loss_video_cal: 0.0446, loss_layer_cal: 0.0114, loss: 0.5306, scale: 8192.0000 | |
| [2024-04-16 13:36:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_127.pth... | |
| [2024-04-16 13:36:17 INFO]: Validating... | |
| [2024-04-16 13:36:17 INFO]: Epoch (val) [127][10] loss_cls: 0.5841, loss_sal: 0.6556, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.2402, mAP: 0.5349, best_mAP: 0.7626 | |
| [2024-04-16 13:36:18 INFO]: Epoch [128][6/6] lr: 0.0005, eta: 0:02:13, time: 0.061, data_time: 0.216, memory: 7208, loss_cls: 0.2627, loss_sal: 0.2695, loss_video_cal: 0.0419, loss_layer_cal: 0.0122, loss: 0.5863, scale: 8192.0000 | |
| [2024-04-16 13:36:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_128.pth... | |
| [2024-04-16 13:36:19 INFO]: Validating... | |
| [2024-04-16 13:36:19 INFO]: Epoch (val) [128][10] loss_cls: 0.5351, loss_sal: 0.5352, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0708, mAP: 0.5173, best_mAP: 0.7626 | |
| [2024-04-16 13:36:20 INFO]: Epoch [129][6/6] lr: 0.0005, eta: 0:02:12, time: 0.063, data_time: 0.198, memory: 7208, loss_cls: 0.2942, loss_sal: 0.2259, loss_video_cal: 0.0326, loss_layer_cal: 0.0107, loss: 0.5634, scale: 8192.0000 | |
| [2024-04-16 13:36:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_129.pth... | |
| [2024-04-16 13:36:20 INFO]: Validating... | |
| [2024-04-16 13:36:21 INFO]: Epoch (val) [129][10] loss_cls: 0.4742, loss_sal: 0.4192, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.8939, mAP: 0.5999, best_mAP: 0.7626 | |
| [2024-04-16 13:36:22 INFO]: Epoch [130][6/6] lr: 0.0005, eta: 0:02:10, time: 0.066, data_time: 0.199, memory: 7208, loss_cls: 0.3197, loss_sal: 0.2392, loss_video_cal: 0.0481, loss_layer_cal: 0.0114, loss: 0.6184, scale: 8192.0000 | |
| [2024-04-16 13:36:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_130.pth... | |
| [2024-04-16 13:36:22 INFO]: Validating... | |
| [2024-04-16 13:36:23 INFO]: Epoch (val) [130][10] loss_cls: 0.4313, loss_sal: 0.2487, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.6805, mAP: 0.7050, best_mAP: 0.7626 | |
| [2024-04-16 13:36:24 INFO]: Epoch [131][6/6] lr: 0.0005, eta: 0:02:08, time: 0.063, data_time: 0.186, memory: 7208, loss_cls: 0.2774, loss_sal: 0.2356, loss_video_cal: 0.0508, loss_layer_cal: 0.0140, loss: 0.5777, scale: 8192.0000 | |
| [2024-04-16 13:36:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_131.pth... | |
| [2024-04-16 13:36:24 INFO]: Validating... | |
| [2024-04-16 13:36:25 INFO]: Epoch (val) [131][10] loss_cls: 0.4867, loss_sal: 0.2819, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.7693, mAP: 0.6891, best_mAP: 0.7626 | |
| [2024-04-16 13:36:26 INFO]: Epoch [132][6/6] lr: 0.0005, eta: 0:02:06, time: 0.060, data_time: 0.106, memory: 7208, loss_cls: 0.2765, loss_sal: 0.2322, loss_video_cal: 0.0297, loss_layer_cal: 0.0150, loss: 0.5534, scale: 8192.0000 | |
| [2024-04-16 13:36:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_132.pth... | |
| [2024-04-16 13:36:26 INFO]: Validating... | |
| [2024-04-16 13:36:26 INFO]: Epoch (val) [132][10] loss_cls: 0.6848, loss_sal: 0.3513, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.0367, mAP: 0.6231, best_mAP: 0.7626 | |
| [2024-04-16 13:36:28 INFO]: Epoch [133][6/6] lr: 0.0005, eta: 0:02:04, time: 0.067, data_time: 0.186, memory: 7208, loss_cls: 0.3038, loss_sal: 0.2377, loss_video_cal: 0.0476, loss_layer_cal: 0.0127, loss: 0.6018, scale: 8192.0000 | |
| [2024-04-16 13:36:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_133.pth... | |
| [2024-04-16 13:36:28 INFO]: Validating... | |
| [2024-04-16 13:36:28 INFO]: Epoch (val) [133][10] loss_cls: 0.4845, loss_sal: 0.3136, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.7986, mAP: 0.7621, best_mAP: 0.7626 | |
| [2024-04-16 13:36:30 INFO]: Epoch [134][6/6] lr: 0.0005, eta: 0:02:02, time: 0.069, data_time: 0.214, memory: 7208, loss_cls: 0.2519, loss_sal: 0.2324, loss_video_cal: 0.0501, loss_layer_cal: 0.0120, loss: 0.5465, scale: 8192.0000 | |
| [2024-04-16 13:36:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_134.pth... | |
| [2024-04-16 13:36:30 INFO]: Validating... | |
| [2024-04-16 13:36:30 INFO]: Epoch (val) [134][10] loss_cls: 0.4823, loss_sal: 0.3455, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.8283, mAP: 0.6878, best_mAP: 0.7626 | |
| [2024-04-16 13:36:31 INFO]: Epoch [135][6/6] lr: 0.0005, eta: 0:02:00, time: 0.063, data_time: 0.193, memory: 7208, loss_cls: 0.2463, loss_sal: 0.2207, loss_video_cal: 0.0456, loss_layer_cal: 0.0112, loss: 0.5237, scale: 8192.0000 | |
| [2024-04-16 13:36:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_135.pth... | |
| [2024-04-16 13:36:32 INFO]: Validating... | |
| [2024-04-16 13:36:32 INFO]: Epoch (val) [135][10] loss_cls: 0.4993, loss_sal: 0.3993, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.8990, mAP: 0.6886, best_mAP: 0.7626 | |
| [2024-04-16 13:36:33 INFO]: Epoch [136][6/6] lr: 0.0005, eta: 0:01:59, time: 0.065, data_time: 0.174, memory: 7208, loss_cls: 0.2396, loss_sal: 0.1991, loss_video_cal: 0.0451, loss_layer_cal: 0.0119, loss: 0.4957, scale: 8192.0000 | |
| [2024-04-16 13:36:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_136.pth... | |
| [2024-04-16 13:36:33 INFO]: Validating... | |
| [2024-04-16 13:36:34 INFO]: Epoch (val) [136][10] loss_cls: 0.5294, loss_sal: 0.4090, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9387, mAP: 0.6515, best_mAP: 0.7626 | |
| [2024-04-16 13:36:35 INFO]: Epoch [137][6/6] lr: 0.0005, eta: 0:01:57, time: 0.059, data_time: 0.185, memory: 7208, loss_cls: 0.2951, loss_sal: 0.2678, loss_video_cal: 0.0400, loss_layer_cal: 0.0124, loss: 0.6153, scale: 8192.0000 | |
| [2024-04-16 13:36:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_137.pth... | |
| [2024-04-16 13:36:35 INFO]: Validating... | |
| [2024-04-16 13:36:35 INFO]: Epoch (val) [137][10] loss_cls: 0.4533, loss_sal: 0.3240, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.7776, mAP: 0.6212, best_mAP: 0.7626 | |
| [2024-04-16 13:36:37 INFO]: Epoch [138][6/6] lr: 0.0005, eta: 0:01:55, time: 0.061, data_time: 0.224, memory: 7208, loss_cls: 0.2735, loss_sal: 0.2319, loss_video_cal: 0.0368, loss_layer_cal: 0.0116, loss: 0.5539, scale: 8192.0000 | |
| [2024-04-16 13:36:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_138.pth... | |
| [2024-04-16 13:36:37 INFO]: Validating... | |
| [2024-04-16 13:36:37 INFO]: Epoch (val) [138][10] loss_cls: 0.3977, loss_sal: 0.2543, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.6522, mAP: 0.6182, best_mAP: 0.7626 | |
| [2024-04-16 13:36:39 INFO]: Epoch [139][6/6] lr: 0.0005, eta: 0:01:53, time: 0.058, data_time: 0.116, memory: 7208, loss_cls: 0.2297, loss_sal: 0.2369, loss_video_cal: 0.0424, loss_layer_cal: 0.0107, loss: 0.5197, scale: 8192.0000 | |
| [2024-04-16 13:36:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_139.pth... | |
| [2024-04-16 13:36:39 INFO]: Validating... | |
| [2024-04-16 13:36:39 INFO]: Epoch (val) [139][10] loss_cls: 0.4416, loss_sal: 0.2950, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.7368, mAP: 0.6280, best_mAP: 0.7626 | |
| [2024-04-16 13:36:41 INFO]: Epoch [140][6/6] lr: 0.0005, eta: 0:01:51, time: 0.064, data_time: 0.210, memory: 7208, loss_cls: 0.1825, loss_sal: 0.2186, loss_video_cal: 0.0441, loss_layer_cal: 0.0101, loss: 0.4552, scale: 8192.0000 | |
| [2024-04-16 13:36:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_140.pth... | |
| [2024-04-16 13:36:41 INFO]: Validating... | |
| [2024-04-16 13:36:41 INFO]: Epoch (val) [140][10] loss_cls: 0.4419, loss_sal: 0.3693, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8114, mAP: 0.6201, best_mAP: 0.7626 | |
| [2024-04-16 13:36:43 INFO]: Epoch [141][6/6] lr: 0.0005, eta: 0:01:49, time: 0.061, data_time: 0.200, memory: 7208, loss_cls: 0.2257, loss_sal: 0.2354, loss_video_cal: 0.0386, loss_layer_cal: 0.0102, loss: 0.5099, scale: 8192.0000 | |
| [2024-04-16 13:36:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_141.pth... | |
| [2024-04-16 13:36:43 INFO]: Validating... | |
| [2024-04-16 13:36:43 INFO]: Epoch (val) [141][10] loss_cls: 0.5304, loss_sal: 0.5075, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0381, mAP: 0.5953, best_mAP: 0.7626 | |
| [2024-04-16 13:36:44 INFO]: Epoch [142][6/6] lr: 0.0005, eta: 0:01:47, time: 0.065, data_time: 0.175, memory: 7208, loss_cls: 0.2593, loss_sal: 0.2414, loss_video_cal: 0.0356, loss_layer_cal: 0.0100, loss: 0.5462, scale: 8192.0000 | |
| [2024-04-16 13:36:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_142.pth... | |
| [2024-04-16 13:36:44 INFO]: Validating... | |
| [2024-04-16 13:36:45 INFO]: Epoch (val) [142][10] loss_cls: 0.4899, loss_sal: 0.3620, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8521, mAP: 0.6631, best_mAP: 0.7626 | |
| [2024-04-16 13:36:46 INFO]: Epoch [143][6/6] lr: 0.0005, eta: 0:01:45, time: 0.062, data_time: 0.183, memory: 7208, loss_cls: 0.2381, loss_sal: 0.2248, loss_video_cal: 0.0427, loss_layer_cal: 0.0096, loss: 0.5152, scale: 8192.0000 | |
| [2024-04-16 13:36:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_143.pth... | |
| [2024-04-16 13:36:46 INFO]: Validating... | |
| [2024-04-16 13:36:47 INFO]: Epoch (val) [143][10] loss_cls: 0.4798, loss_sal: 0.3090, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.7891, mAP: 0.6758, best_mAP: 0.7626 | |
| [2024-04-16 13:36:48 INFO]: Epoch [144][6/6] lr: 0.0005, eta: 0:01:44, time: 0.064, data_time: 0.177, memory: 7208, loss_cls: 0.2763, loss_sal: 0.2253, loss_video_cal: 0.0494, loss_layer_cal: 0.0117, loss: 0.5629, scale: 8192.0000 | |
| [2024-04-16 13:36:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_144.pth... | |
| [2024-04-16 13:36:48 INFO]: Validating... | |
| [2024-04-16 13:36:48 INFO]: Epoch (val) [144][10] loss_cls: 0.4625, loss_sal: 0.3059, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.7688, mAP: 0.6133, best_mAP: 0.7626 | |
| [2024-04-16 13:36:50 INFO]: Epoch [145][6/6] lr: 0.0005, eta: 0:01:42, time: 0.062, data_time: 0.218, memory: 7208, loss_cls: 0.2022, loss_sal: 0.2419, loss_video_cal: 0.0437, loss_layer_cal: 0.0148, loss: 0.5026, scale: 8192.0000 | |
| [2024-04-16 13:36:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_145.pth... | |
| [2024-04-16 13:36:50 INFO]: Validating... | |
| [2024-04-16 13:36:50 INFO]: Epoch (val) [145][10] loss_cls: 0.4346, loss_sal: 0.3924, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8273, mAP: 0.5851, best_mAP: 0.7626 | |
| [2024-04-16 13:36:52 INFO]: Epoch [146][6/6] lr: 0.0005, eta: 0:01:40, time: 0.059, data_time: 0.130, memory: 7208, loss_cls: 0.2496, loss_sal: 0.2058, loss_video_cal: 0.0450, loss_layer_cal: 0.0118, loss: 0.5122, scale: 8192.0000 | |
| [2024-04-16 13:36:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_146.pth... | |
| [2024-04-16 13:36:52 INFO]: Validating... | |
| [2024-04-16 13:36:52 INFO]: Epoch (val) [146][10] loss_cls: 0.4234, loss_sal: 0.5161, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9398, mAP: 0.5460, best_mAP: 0.7626 | |
| [2024-04-16 13:36:53 INFO]: Epoch [147][6/6] lr: 0.0005, eta: 0:01:38, time: 0.066, data_time: 0.192, memory: 7208, loss_cls: 0.1646, loss_sal: 0.2279, loss_video_cal: 0.0393, loss_layer_cal: 0.0087, loss: 0.4406, scale: 8192.0000 | |
| [2024-04-16 13:36:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_147.pth... | |
| [2024-04-16 13:36:54 INFO]: Validating... | |
| [2024-04-16 13:36:54 INFO]: Epoch (val) [147][10] loss_cls: 0.3943, loss_sal: 0.4438, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8384, mAP: 0.5618, best_mAP: 0.7626 | |
| [2024-04-16 13:36:55 INFO]: Epoch [148][6/6] lr: 0.0005, eta: 0:01:36, time: 0.063, data_time: 0.183, memory: 7208, loss_cls: 0.2220, loss_sal: 0.2366, loss_video_cal: 0.0308, loss_layer_cal: 0.0104, loss: 0.4997, scale: 8192.0000 | |
| [2024-04-16 13:36:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_148.pth... | |
| [2024-04-16 13:36:55 INFO]: Validating... | |
| [2024-04-16 13:36:56 INFO]: Epoch (val) [148][10] loss_cls: 0.3868, loss_sal: 0.3871, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.7741, mAP: 0.5604, best_mAP: 0.7626 | |
| [2024-04-16 13:36:57 INFO]: Epoch [149][6/6] lr: 0.0005, eta: 0:01:34, time: 0.061, data_time: 0.190, memory: 7208, loss_cls: 0.2280, loss_sal: 0.2632, loss_video_cal: 0.0378, loss_layer_cal: 0.0089, loss: 0.5379, scale: 8192.0000 | |
| [2024-04-16 13:36:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_149.pth... | |
| [2024-04-16 13:36:57 INFO]: Validating... | |
| [2024-04-16 13:36:58 INFO]: Epoch (val) [149][10] loss_cls: 0.4616, loss_sal: 0.3395, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8013, mAP: 0.5711, best_mAP: 0.7626 | |
| [2024-04-16 13:36:59 INFO]: Epoch [150][6/6] lr: 0.0005, eta: 0:01:32, time: 0.066, data_time: 0.182, memory: 7208, loss_cls: 0.2698, loss_sal: 0.2322, loss_video_cal: 0.0349, loss_layer_cal: 0.0083, loss: 0.5453, scale: 8192.0000 | |
| [2024-04-16 13:36:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_150.pth... | |
| [2024-04-16 13:36:59 INFO]: Validating... | |
| [2024-04-16 13:36:59 INFO]: Epoch (val) [150][10] loss_cls: 0.4694, loss_sal: 0.3081, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.7777, mAP: 0.6395, best_mAP: 0.7626 | |
| [2024-04-16 13:37:01 INFO]: Epoch [151][6/6] lr: 0.0005, eta: 0:01:31, time: 0.068, data_time: 0.181, memory: 7208, loss_cls: 0.2347, loss_sal: 0.2388, loss_video_cal: 0.0392, loss_layer_cal: 0.0084, loss: 0.5211, scale: 8192.0000 | |
| [2024-04-16 13:37:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_151.pth... | |
| [2024-04-16 13:37:01 INFO]: Validating... | |
| [2024-04-16 13:37:01 INFO]: Epoch (val) [151][10] loss_cls: 0.4904, loss_sal: 0.3949, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8856, mAP: 0.6289, best_mAP: 0.7626 | |
| [2024-04-16 13:37:03 INFO]: Epoch [152][6/6] lr: 0.0005, eta: 0:01:29, time: 0.067, data_time: 0.196, memory: 7208, loss_cls: 0.2369, loss_sal: 0.2257, loss_video_cal: 0.0324, loss_layer_cal: 0.0103, loss: 0.5053, scale: 8192.0000 | |
| [2024-04-16 13:37:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_152.pth... | |
| [2024-04-16 13:37:03 INFO]: Validating... | |
| [2024-04-16 13:37:03 INFO]: Epoch (val) [152][10] loss_cls: 0.4459, loss_sal: 0.4738, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9200, mAP: 0.5919, best_mAP: 0.7626 | |
| [2024-04-16 13:37:05 INFO]: Epoch [153][6/6] lr: 0.0005, eta: 0:01:27, time: 0.065, data_time: 0.189, memory: 7208, loss_cls: 0.1912, loss_sal: 0.2304, loss_video_cal: 0.0349, loss_layer_cal: 0.0096, loss: 0.4661, scale: 8192.0000 | |
| [2024-04-16 13:37:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_153.pth... | |
| [2024-04-16 13:37:05 INFO]: Validating... | |
| [2024-04-16 13:37:05 INFO]: Epoch (val) [153][10] loss_cls: 0.4174, loss_sal: 0.4342, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8519, mAP: 0.5480, best_mAP: 0.7626 | |
| [2024-04-16 13:37:07 INFO]: Epoch [154][6/6] lr: 0.0005, eta: 0:01:25, time: 0.066, data_time: 0.179, memory: 7208, loss_cls: 0.2797, loss_sal: 0.2015, loss_video_cal: 0.0304, loss_layer_cal: 0.0094, loss: 0.5210, scale: 8192.0000 | |
| [2024-04-16 13:37:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_154.pth... | |
| [2024-04-16 13:37:07 INFO]: Validating... | |
| [2024-04-16 13:37:07 INFO]: Epoch (val) [154][10] loss_cls: 0.4203, loss_sal: 0.4919, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9126, mAP: 0.5616, best_mAP: 0.7626 | |
| [2024-04-16 13:37:09 INFO]: Epoch [155][6/6] lr: 0.0005, eta: 0:01:23, time: 0.067, data_time: 0.214, memory: 7208, loss_cls: 0.2500, loss_sal: 0.2465, loss_video_cal: 0.0378, loss_layer_cal: 0.0086, loss: 0.5429, scale: 8192.0000 | |
| [2024-04-16 13:37:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_155.pth... | |
| [2024-04-16 13:37:09 INFO]: Validating... | |
| [2024-04-16 13:37:09 INFO]: Epoch (val) [155][10] loss_cls: 0.3935, loss_sal: 0.4218, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.8156, mAP: 0.6387, best_mAP: 0.7626 | |
| [2024-04-16 13:37:10 INFO]: Epoch [156][6/6] lr: 0.0005, eta: 0:01:21, time: 0.058, data_time: 0.200, memory: 7208, loss_cls: 0.2307, loss_sal: 0.2276, loss_video_cal: 0.0391, loss_layer_cal: 0.0105, loss: 0.5078, scale: 8192.0000 | |
| [2024-04-16 13:37:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_156.pth... | |
| [2024-04-16 13:37:11 INFO]: Validating... | |
| [2024-04-16 13:37:11 INFO]: Epoch (val) [156][10] loss_cls: 0.4359, loss_sal: 0.3336, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.7699, mAP: 0.6167, best_mAP: 0.7626 | |
| [2024-04-16 13:37:13 INFO]: Epoch [157][6/6] lr: 0.0005, eta: 0:01:20, time: 0.066, data_time: 0.211, memory: 7208, loss_cls: 0.1762, loss_sal: 0.1978, loss_video_cal: 0.0239, loss_layer_cal: 0.0102, loss: 0.4080, scale: 8192.0000 | |
| [2024-04-16 13:37:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_157.pth... | |
| [2024-04-16 13:37:13 INFO]: Validating... | |
| [2024-04-16 13:37:13 INFO]: Epoch (val) [157][10] loss_cls: 0.5087, loss_sal: 0.3090, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.8181, mAP: 0.5983, best_mAP: 0.7626 | |
| [2024-04-16 13:37:14 INFO]: Epoch [158][6/6] lr: 0.0005, eta: 0:01:18, time: 0.058, data_time: 0.194, memory: 7208, loss_cls: 0.2393, loss_sal: 0.2115, loss_video_cal: 0.0423, loss_layer_cal: 0.0105, loss: 0.5037, scale: 8192.0000 | |
| [2024-04-16 13:37:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_158.pth... | |
| [2024-04-16 13:37:14 INFO]: Validating... | |
| [2024-04-16 13:37:15 INFO]: Epoch (val) [158][10] loss_cls: 0.4801, loss_sal: 0.3156, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.7960, mAP: 0.5946, best_mAP: 0.7626 | |
| [2024-04-16 13:37:16 INFO]: Epoch [159][6/6] lr: 0.0005, eta: 0:01:16, time: 0.061, data_time: 0.201, memory: 7208, loss_cls: 0.2046, loss_sal: 0.2166, loss_video_cal: 0.0321, loss_layer_cal: 0.0111, loss: 0.4644, scale: 8192.0000 | |
| [2024-04-16 13:37:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_159.pth... | |
| [2024-04-16 13:37:16 INFO]: Validating... | |
| [2024-04-16 13:37:17 INFO]: Epoch (val) [159][10] loss_cls: 0.4418, loss_sal: 0.3251, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.7672, mAP: 0.6059, best_mAP: 0.7626 | |
| [2024-04-16 13:37:18 INFO]: Epoch [160][6/6] lr: 0.0005, eta: 0:01:14, time: 0.056, data_time: 0.209, memory: 7208, loss_cls: 0.2077, loss_sal: 0.2246, loss_video_cal: 0.0255, loss_layer_cal: 0.0129, loss: 0.4706, scale: 8192.0000 | |
| [2024-04-16 13:37:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_160.pth... | |
| [2024-04-16 13:37:18 INFO]: Validating... | |
| [2024-04-16 13:37:19 INFO]: Epoch (val) [160][10] loss_cls: 0.4722, loss_sal: 0.4572, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9296, mAP: 0.6129, best_mAP: 0.7626 | |
| [2024-04-16 13:37:20 INFO]: Epoch [161][6/6] lr: 0.0005, eta: 0:01:12, time: 0.057, data_time: 0.148, memory: 7208, loss_cls: 0.1450, loss_sal: 0.1647, loss_video_cal: 0.0480, loss_layer_cal: 0.0133, loss: 0.3710, scale: 8192.0000 | |
| [2024-04-16 13:37:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_161.pth... | |
| [2024-04-16 13:37:20 INFO]: Validating... | |
| [2024-04-16 13:37:20 INFO]: Epoch (val) [161][10] loss_cls: 0.5064, loss_sal: 0.4648, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9714, mAP: 0.6177, best_mAP: 0.7626 | |
| [2024-04-16 13:37:21 INFO]: Epoch [162][6/6] lr: 0.0005, eta: 0:01:10, time: 0.056, data_time: 0.139, memory: 7208, loss_cls: 0.2214, loss_sal: 0.2507, loss_video_cal: 0.0431, loss_layer_cal: 0.0123, loss: 0.5276, scale: 8192.0000 | |
| [2024-04-16 13:37:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_162.pth... | |
| [2024-04-16 13:37:22 INFO]: Validating... | |
| [2024-04-16 13:37:22 INFO]: Epoch (val) [162][10] loss_cls: 0.6850, loss_sal: 0.4969, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1822, mAP: 0.5340, best_mAP: 0.7626 | |
| [2024-04-16 13:37:23 INFO]: Epoch [163][6/6] lr: 0.0005, eta: 0:01:08, time: 0.061, data_time: 0.196, memory: 7208, loss_cls: 0.2596, loss_sal: 0.2333, loss_video_cal: 0.0438, loss_layer_cal: 0.0122, loss: 0.5488, scale: 8192.0000 | |
| [2024-04-16 13:37:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_163.pth... | |
| [2024-04-16 13:37:23 INFO]: Validating... | |
| [2024-04-16 13:37:24 INFO]: Epoch (val) [163][10] loss_cls: 0.4457, loss_sal: 0.3822, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8282, mAP: 0.5603, best_mAP: 0.7626 | |
| [2024-04-16 13:37:25 INFO]: Epoch [164][6/6] lr: 0.0005, eta: 0:01:06, time: 0.062, data_time: 0.175, memory: 7208, loss_cls: 0.2106, loss_sal: 0.2063, loss_video_cal: 0.0460, loss_layer_cal: 0.0101, loss: 0.4730, scale: 8192.0000 | |
| [2024-04-16 13:37:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_164.pth... | |
| [2024-04-16 13:37:25 INFO]: Validating... | |
| [2024-04-16 13:37:26 INFO]: Epoch (val) [164][10] loss_cls: 0.4274, loss_sal: 0.3491, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.7768, mAP: 0.5325, best_mAP: 0.7626 | |
| [2024-04-16 13:37:27 INFO]: Epoch [165][6/6] lr: 0.0005, eta: 0:01:05, time: 0.065, data_time: 0.214, memory: 7208, loss_cls: 0.2482, loss_sal: 0.2214, loss_video_cal: 0.0391, loss_layer_cal: 0.0103, loss: 0.5190, scale: 8192.0000 | |
| [2024-04-16 13:37:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_165.pth... | |
| [2024-04-16 13:37:27 INFO]: Validating... | |
| [2024-04-16 13:37:28 INFO]: Epoch (val) [165][10] loss_cls: 0.4782, loss_sal: 0.3841, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8627, mAP: 0.5472, best_mAP: 0.7626 | |
| [2024-04-16 13:37:29 INFO]: Epoch [166][6/6] lr: 0.0005, eta: 0:01:03, time: 0.063, data_time: 0.191, memory: 7208, loss_cls: 0.1957, loss_sal: 0.2158, loss_video_cal: 0.0379, loss_layer_cal: 0.0087, loss: 0.4581, scale: 8192.0000 | |
| [2024-04-16 13:37:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_166.pth... | |
| [2024-04-16 13:37:29 INFO]: Validating... | |
| [2024-04-16 13:37:29 INFO]: Epoch (val) [166][10] loss_cls: 0.5828, loss_sal: 0.3517, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.9349, mAP: 0.4406, best_mAP: 0.7626 | |
| [2024-04-16 13:37:31 INFO]: Epoch [167][6/6] lr: 0.0005, eta: 0:01:01, time: 0.058, data_time: 0.181, memory: 7208, loss_cls: 0.2696, loss_sal: 0.2139, loss_video_cal: 0.0313, loss_layer_cal: 0.0109, loss: 0.5256, scale: 8192.0000 | |
| [2024-04-16 13:37:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_167.pth... | |
| [2024-04-16 13:37:31 INFO]: Validating... | |
| [2024-04-16 13:37:31 INFO]: Epoch (val) [167][10] loss_cls: 0.4164, loss_sal: 0.2578, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.6745, mAP: 0.7123, best_mAP: 0.7626 | |
| [2024-04-16 13:37:33 INFO]: Epoch [168][6/6] lr: 0.0005, eta: 0:00:59, time: 0.060, data_time: 0.218, memory: 7208, loss_cls: 0.2567, loss_sal: 0.2013, loss_video_cal: 0.0311, loss_layer_cal: 0.0080, loss: 0.4970, scale: 8192.0000 | |
| [2024-04-16 13:37:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_168.pth... | |
| [2024-04-16 13:37:33 INFO]: Validating... | |
| [2024-04-16 13:37:33 INFO]: Epoch (val) [168][10] loss_cls: 0.5411, loss_sal: 0.4014, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9428, mAP: 0.6277, best_mAP: 0.7626 | |
| [2024-04-16 13:37:34 INFO]: Epoch [169][6/6] lr: 0.0005, eta: 0:00:57, time: 0.057, data_time: 0.154, memory: 7208, loss_cls: 0.1833, loss_sal: 0.2471, loss_video_cal: 0.0335, loss_layer_cal: 0.0099, loss: 0.4737, scale: 8192.0000 | |
| [2024-04-16 13:37:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_169.pth... | |
| [2024-04-16 13:37:35 INFO]: Validating... | |
| [2024-04-16 13:37:35 INFO]: Epoch (val) [169][10] loss_cls: 0.7134, loss_sal: 0.5729, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2866, mAP: 0.5945, best_mAP: 0.7626 | |
| [2024-04-16 13:37:36 INFO]: Epoch [170][6/6] lr: 0.0005, eta: 0:00:55, time: 0.069, data_time: 0.197, memory: 7208, loss_cls: 0.1977, loss_sal: 0.2388, loss_video_cal: 0.0288, loss_layer_cal: 0.0112, loss: 0.4765, scale: 8192.0000 | |
| [2024-04-16 13:37:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_170.pth... | |
| [2024-04-16 13:37:37 INFO]: Validating... | |
| [2024-04-16 13:37:37 INFO]: Epoch (val) [170][10] loss_cls: 0.7072, loss_sal: 0.5630, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2704, mAP: 0.5239, best_mAP: 0.7626 | |
| [2024-04-16 13:37:38 INFO]: Epoch [171][6/6] lr: 0.0005, eta: 0:00:53, time: 0.066, data_time: 0.180, memory: 7208, loss_cls: 0.1625, loss_sal: 0.2045, loss_video_cal: 0.0366, loss_layer_cal: 0.0126, loss: 0.4162, scale: 8192.0000 | |
| [2024-04-16 13:37:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_171.pth... | |
| [2024-04-16 13:37:38 INFO]: Validating... | |
| [2024-04-16 13:37:39 INFO]: Epoch (val) [171][10] loss_cls: 0.7446, loss_sal: 0.4719, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2167, mAP: 0.5118, best_mAP: 0.7626 | |
| [2024-04-16 13:37:40 INFO]: Epoch [172][6/6] lr: 0.0005, eta: 0:00:52, time: 0.066, data_time: 0.220, memory: 7208, loss_cls: 0.1679, loss_sal: 0.2001, loss_video_cal: 0.0312, loss_layer_cal: 0.0106, loss: 0.4097, scale: 8192.0000 | |
| [2024-04-16 13:37:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_172.pth... | |
| [2024-04-16 13:37:40 INFO]: Validating... | |
| [2024-04-16 13:37:41 INFO]: Epoch (val) [172][10] loss_cls: 0.7418, loss_sal: 0.5228, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2648, mAP: 0.4809, best_mAP: 0.7626 | |
| [2024-04-16 13:37:42 INFO]: Epoch [173][6/6] lr: 0.0005, eta: 0:00:50, time: 0.066, data_time: 0.208, memory: 7208, loss_cls: 0.1759, loss_sal: 0.1948, loss_video_cal: 0.0451, loss_layer_cal: 0.0095, loss: 0.4253, scale: 8192.0000 | |
| [2024-04-16 13:37:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_173.pth... | |
| [2024-04-16 13:37:42 INFO]: Validating... | |
| [2024-04-16 13:37:43 INFO]: Epoch (val) [173][10] loss_cls: 0.7850, loss_sal: 0.5486, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3338, mAP: 0.5125, best_mAP: 0.7626 | |
| [2024-04-16 13:37:44 INFO]: Epoch [174][6/6] lr: 0.0005, eta: 0:00:48, time: 0.068, data_time: 0.192, memory: 7208, loss_cls: 0.1550, loss_sal: 0.2287, loss_video_cal: 0.0317, loss_layer_cal: 0.0121, loss: 0.4275, scale: 8192.0000 | |
| [2024-04-16 13:37:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_174.pth... | |
| [2024-04-16 13:37:44 INFO]: Validating... | |
| [2024-04-16 13:37:45 INFO]: Epoch (val) [174][10] loss_cls: 0.8332, loss_sal: 0.5663, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3996, mAP: 0.4949, best_mAP: 0.7626 | |
| [2024-04-16 13:37:46 INFO]: Epoch [175][6/6] lr: 0.0005, eta: 0:00:46, time: 0.057, data_time: 0.184, memory: 7208, loss_cls: 0.1739, loss_sal: 0.2234, loss_video_cal: 0.0409, loss_layer_cal: 0.0106, loss: 0.4488, scale: 8192.0000 | |
| [2024-04-16 13:37:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_175.pth... | |
| [2024-04-16 13:37:46 INFO]: Validating... | |
| [2024-04-16 13:37:46 INFO]: Epoch (val) [175][10] loss_cls: 0.5134, loss_sal: 0.2776, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.7913, mAP: 0.5802, best_mAP: 0.7626 | |
| [2024-04-16 13:37:48 INFO]: Epoch [176][6/6] lr: 0.0005, eta: 0:00:44, time: 0.066, data_time: 0.201, memory: 7208, loss_cls: 0.1909, loss_sal: 0.2123, loss_video_cal: 0.0331, loss_layer_cal: 0.0100, loss: 0.4462, scale: 8192.0000 | |
| [2024-04-16 13:37:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_176.pth... | |
| [2024-04-16 13:37:48 INFO]: Validating... | |
| [2024-04-16 13:37:48 INFO]: Epoch (val) [176][10] loss_cls: 0.7518, loss_sal: 0.4435, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1956, mAP: 0.5028, best_mAP: 0.7626 | |
| [2024-04-16 13:37:50 INFO]: Epoch [177][6/6] lr: 0.0005, eta: 0:00:42, time: 0.065, data_time: 0.179, memory: 7208, loss_cls: 0.2035, loss_sal: 0.2040, loss_video_cal: 0.0274, loss_layer_cal: 0.0094, loss: 0.4443, scale: 8192.0000 | |
| [2024-04-16 13:37:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_177.pth... | |
| [2024-04-16 13:37:50 INFO]: Validating... | |
| [2024-04-16 13:37:50 INFO]: Epoch (val) [177][10] loss_cls: 0.7825, loss_sal: 0.5305, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.3132, mAP: 0.5518, best_mAP: 0.7626 | |
| [2024-04-16 13:37:52 INFO]: Epoch [178][6/6] lr: 0.0005, eta: 0:00:40, time: 0.056, data_time: 0.184, memory: 7208, loss_cls: 0.2133, loss_sal: 0.1901, loss_video_cal: 0.0272, loss_layer_cal: 0.0102, loss: 0.4408, scale: 8192.0000 | |
| [2024-04-16 13:37:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_178.pth... | |
| [2024-04-16 13:37:52 INFO]: Validating... | |
| [2024-04-16 13:37:52 INFO]: Epoch (val) [178][10] loss_cls: 0.5962, loss_sal: 0.4978, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0942, mAP: 0.5526, best_mAP: 0.7626 | |
| [2024-04-16 13:37:53 INFO]: Epoch [179][6/6] lr: 0.0005, eta: 0:00:39, time: 0.060, data_time: 0.134, memory: 7208, loss_cls: 0.2238, loss_sal: 0.2411, loss_video_cal: 0.0502, loss_layer_cal: 0.0099, loss: 0.5250, scale: 8192.0000 | |
| [2024-04-16 13:37:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_179.pth... | |
| [2024-04-16 13:37:53 INFO]: Validating... | |
| [2024-04-16 13:37:54 INFO]: Epoch (val) [179][10] loss_cls: 0.4628, loss_sal: 0.4501, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.9133, mAP: 0.5669, best_mAP: 0.7626 | |
| [2024-04-16 13:37:55 INFO]: Epoch [180][6/6] lr: 0.0005, eta: 0:00:37, time: 0.055, data_time: 0.214, memory: 7208, loss_cls: 0.2227, loss_sal: 0.2398, loss_video_cal: 0.0372, loss_layer_cal: 0.0104, loss: 0.5100, scale: 8192.0000 | |
| [2024-04-16 13:37:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_180.pth... | |
| [2024-04-16 13:37:55 INFO]: Validating... | |
| [2024-04-16 13:37:56 INFO]: Epoch (val) [180][10] loss_cls: 0.4315, loss_sal: 0.3125, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.7444, mAP: 0.5958, best_mAP: 0.7626 | |
| [2024-04-16 13:37:57 INFO]: Epoch [181][6/6] lr: 0.0005, eta: 0:00:35, time: 0.066, data_time: 0.222, memory: 7208, loss_cls: 0.1629, loss_sal: 0.2046, loss_video_cal: 0.0369, loss_layer_cal: 0.0082, loss: 0.4126, scale: 8192.0000 | |
| [2024-04-16 13:37:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_181.pth... | |
| [2024-04-16 13:37:57 INFO]: Validating... | |
| [2024-04-16 13:37:58 INFO]: Epoch (val) [181][10] loss_cls: 0.4528, loss_sal: 0.4283, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.8815, mAP: 0.6036, best_mAP: 0.7626 | |
| [2024-04-16 13:37:59 INFO]: Epoch [182][6/6] lr: 0.0005, eta: 0:00:33, time: 0.062, data_time: 0.179, memory: 7208, loss_cls: 0.2020, loss_sal: 0.2024, loss_video_cal: 0.0443, loss_layer_cal: 0.0090, loss: 0.4577, scale: 8192.0000 | |
| [2024-04-16 13:37:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_182.pth... | |
| [2024-04-16 13:37:59 INFO]: Validating... | |
| [2024-04-16 13:37:59 INFO]: Epoch (val) [182][10] loss_cls: 0.4828, loss_sal: 0.5516, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0348, mAP: 0.5739, best_mAP: 0.7626 | |
| [2024-04-16 13:38:01 INFO]: Epoch [183][6/6] lr: 0.0005, eta: 0:00:31, time: 0.067, data_time: 0.197, memory: 7208, loss_cls: 0.1433, loss_sal: 0.2228, loss_video_cal: 0.0352, loss_layer_cal: 0.0093, loss: 0.4106, scale: 8192.0000 | |
| [2024-04-16 13:38:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_183.pth... | |
| [2024-04-16 13:38:01 INFO]: Validating... | |
| [2024-04-16 13:38:01 INFO]: Epoch (val) [183][10] loss_cls: 0.5804, loss_sal: 0.6578, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2385, mAP: 0.5490, best_mAP: 0.7626 | |
| [2024-04-16 13:38:03 INFO]: Epoch [184][6/6] lr: 0.0005, eta: 0:00:29, time: 0.062, data_time: 0.190, memory: 7208, loss_cls: 0.1771, loss_sal: 0.2030, loss_video_cal: 0.0368, loss_layer_cal: 0.0081, loss: 0.4250, scale: 8192.0000 | |
| [2024-04-16 13:38:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_184.pth... | |
| [2024-04-16 13:38:03 INFO]: Validating... | |
| [2024-04-16 13:38:03 INFO]: Epoch (val) [184][10] loss_cls: 0.5638, loss_sal: 0.4884, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0524, mAP: 0.5817, best_mAP: 0.7626 | |
| [2024-04-16 13:38:04 INFO]: Epoch [185][6/6] lr: 0.0005, eta: 0:00:27, time: 0.056, data_time: 0.101, memory: 7208, loss_cls: 0.2003, loss_sal: 0.1722, loss_video_cal: 0.0290, loss_layer_cal: 0.0074, loss: 0.4090, scale: 8192.0000 | |
| [2024-04-16 13:38:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_185.pth... | |
| [2024-04-16 13:38:04 INFO]: Validating... | |
| [2024-04-16 13:38:05 INFO]: Epoch (val) [185][10] loss_cls: 0.5118, loss_sal: 0.5263, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0384, mAP: 0.5790, best_mAP: 0.7626 | |
| [2024-04-16 13:38:06 INFO]: Epoch [186][6/6] lr: 0.0005, eta: 0:00:26, time: 0.088, data_time: 0.154, memory: 7208, loss_cls: 0.1570, loss_sal: 0.1916, loss_video_cal: 0.0392, loss_layer_cal: 0.0099, loss: 0.3976, scale: 8192.0000 | |
| [2024-04-16 13:38:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_186.pth... | |
| [2024-04-16 13:38:06 INFO]: Validating... | |
| [2024-04-16 13:38:06 INFO]: Epoch (val) [186][10] loss_cls: 0.5048, loss_sal: 0.5738, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0789, mAP: 0.5688, best_mAP: 0.7626 | |
| [2024-04-16 13:38:08 INFO]: Epoch [187][6/6] lr: 0.0005, eta: 0:00:24, time: 0.060, data_time: 0.218, memory: 7208, loss_cls: 0.1901, loss_sal: 0.2373, loss_video_cal: 0.0582, loss_layer_cal: 0.0099, loss: 0.4956, scale: 8192.0000 | |
| [2024-04-16 13:38:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_187.pth... | |
| [2024-04-16 13:38:08 INFO]: Validating... | |
| [2024-04-16 13:38:08 INFO]: Epoch (val) [187][10] loss_cls: 0.5500, loss_sal: 0.6354, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1858, mAP: 0.5526, best_mAP: 0.7626 | |
| [2024-04-16 13:38:10 INFO]: Epoch [188][6/6] lr: 0.0005, eta: 0:00:22, time: 0.059, data_time: 0.219, memory: 7208, loss_cls: 0.1824, loss_sal: 0.1825, loss_video_cal: 0.0375, loss_layer_cal: 0.0069, loss: 0.4092, scale: 8192.0000 | |
| [2024-04-16 13:38:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_188.pth... | |
| [2024-04-16 13:38:10 INFO]: Validating... | |
| [2024-04-16 13:38:10 INFO]: Epoch (val) [188][10] loss_cls: 0.7257, loss_sal: 0.6711, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.3972, mAP: 0.5001, best_mAP: 0.7626 | |
| [2024-04-16 13:38:12 INFO]: Epoch [189][6/6] lr: 0.0005, eta: 0:00:20, time: 0.066, data_time: 0.191, memory: 7208, loss_cls: 0.2051, loss_sal: 0.2018, loss_video_cal: 0.0390, loss_layer_cal: 0.0104, loss: 0.4564, scale: 8192.0000 | |
| [2024-04-16 13:38:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_189.pth... | |
| [2024-04-16 13:38:12 INFO]: Validating... | |
| [2024-04-16 13:38:12 INFO]: Epoch (val) [189][10] loss_cls: 0.4995, loss_sal: 0.6460, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.1460, mAP: 0.5552, best_mAP: 0.7626 | |
| [2024-04-16 13:38:14 INFO]: Epoch [190][6/6] lr: 0.0005, eta: 0:00:18, time: 0.066, data_time: 0.216, memory: 7208, loss_cls: 0.2406, loss_sal: 0.2260, loss_video_cal: 0.0358, loss_layer_cal: 0.0110, loss: 0.5134, scale: 8192.0000 | |
| [2024-04-16 13:38:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_190.pth... | |
| [2024-04-16 13:38:14 INFO]: Validating... | |
| [2024-04-16 13:38:14 INFO]: Epoch (val) [190][10] loss_cls: 0.4921, loss_sal: 0.6152, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1080, mAP: 0.5653, best_mAP: 0.7626 | |
| [2024-04-16 13:38:16 INFO]: Epoch [191][6/6] lr: 0.0005, eta: 0:00:16, time: 0.057, data_time: 0.140, memory: 7208, loss_cls: 0.1716, loss_sal: 0.2211, loss_video_cal: 0.0500, loss_layer_cal: 0.0075, loss: 0.4502, scale: 8192.0000 | |
| [2024-04-16 13:38:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_191.pth... | |
| [2024-04-16 13:38:16 INFO]: Validating... | |
| [2024-04-16 13:38:16 INFO]: Epoch (val) [191][10] loss_cls: 0.4303, loss_sal: 0.4455, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.8764, mAP: 0.6331, best_mAP: 0.7626 | |
| [2024-04-16 13:38:17 INFO]: Epoch [192][6/6] lr: 0.0005, eta: 0:00:14, time: 0.056, data_time: 0.190, memory: 7208, loss_cls: 0.2136, loss_sal: 0.2322, loss_video_cal: 0.0380, loss_layer_cal: 0.0055, loss: 0.4892, scale: 8192.0000 | |
| [2024-04-16 13:38:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_192.pth... | |
| [2024-04-16 13:38:18 INFO]: Validating... | |
| [2024-04-16 13:38:18 INFO]: Epoch (val) [192][10] loss_cls: 0.4954, loss_sal: 0.5292, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0252, mAP: 0.5699, best_mAP: 0.7626 | |
| [2024-04-16 13:38:19 INFO]: Epoch [193][6/6] lr: 0.0005, eta: 0:00:13, time: 0.063, data_time: 0.220, memory: 7208, loss_cls: 0.1462, loss_sal: 0.2273, loss_video_cal: 0.0370, loss_layer_cal: 0.0093, loss: 0.4200, scale: 8192.0000 | |
| [2024-04-16 13:38:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_193.pth... | |
| [2024-04-16 13:38:20 INFO]: Validating... | |
| [2024-04-16 13:38:20 INFO]: Epoch (val) [193][10] loss_cls: 0.5129, loss_sal: 0.4284, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9420, mAP: 0.5847, best_mAP: 0.7626 | |
| [2024-04-16 13:38:21 INFO]: Epoch [194][6/6] lr: 0.0005, eta: 0:00:11, time: 0.060, data_time: 0.216, memory: 7208, loss_cls: 0.2189, loss_sal: 0.2011, loss_video_cal: 0.0396, loss_layer_cal: 0.0106, loss: 0.4702, scale: 8192.0000 | |
| [2024-04-16 13:38:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_194.pth... | |
| [2024-04-16 13:38:22 INFO]: Validating... | |
| [2024-04-16 13:38:22 INFO]: Epoch (val) [194][10] loss_cls: 0.4990, loss_sal: 0.3223, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.8220, mAP: 0.5991, best_mAP: 0.7626 | |
| [2024-04-16 13:38:23 INFO]: Epoch [195][6/6] lr: 0.0005, eta: 0:00:09, time: 0.064, data_time: 0.204, memory: 7208, loss_cls: 0.2413, loss_sal: 0.2183, loss_video_cal: 0.0577, loss_layer_cal: 0.0086, loss: 0.5259, scale: 8192.0000 | |
| [2024-04-16 13:38:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_195.pth... | |
| [2024-04-16 13:38:24 INFO]: Validating... | |
| [2024-04-16 13:38:24 INFO]: Epoch (val) [195][10] loss_cls: 0.4492, loss_sal: 0.2816, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.7318, mAP: 0.6177, best_mAP: 0.7626 | |
| [2024-04-16 13:38:25 INFO]: Epoch [196][6/6] lr: 0.0005, eta: 0:00:07, time: 0.066, data_time: 0.173, memory: 7208, loss_cls: 0.1599, loss_sal: 0.2256, loss_video_cal: 0.0370, loss_layer_cal: 0.0106, loss: 0.4331, scale: 8192.0000 | |
| [2024-04-16 13:38:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_196.pth... | |
| [2024-04-16 13:38:25 INFO]: Validating... | |
| [2024-04-16 13:38:26 INFO]: Epoch (val) [196][10] loss_cls: 0.3921, loss_sal: 0.3026, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 0.6960, mAP: 0.6344, best_mAP: 0.7626 | |
| [2024-04-16 13:38:27 INFO]: Epoch [197][6/6] lr: 0.0005, eta: 0:00:05, time: 0.061, data_time: 0.202, memory: 7208, loss_cls: 0.1919, loss_sal: 0.1786, loss_video_cal: 0.0348, loss_layer_cal: 0.0113, loss: 0.4166, scale: 8192.0000 | |
| [2024-04-16 13:38:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_197.pth... | |
| [2024-04-16 13:38:27 INFO]: Validating... | |
| [2024-04-16 13:38:28 INFO]: Epoch (val) [197][10] loss_cls: 0.4139, loss_sal: 0.4300, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.8451, mAP: 0.6617, best_mAP: 0.7626 | |
| [2024-04-16 13:38:29 INFO]: Epoch [198][6/6] lr: 0.0005, eta: 0:00:03, time: 0.065, data_time: 0.199, memory: 7208, loss_cls: 0.1930, loss_sal: 0.2598, loss_video_cal: 0.0511, loss_layer_cal: 0.0079, loss: 0.5118, scale: 8192.0000 | |
| [2024-04-16 13:38:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_198.pth... | |
| [2024-04-16 13:38:29 INFO]: Validating... | |
| [2024-04-16 13:38:29 INFO]: Epoch (val) [198][10] loss_cls: 0.5114, loss_sal: 0.5477, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.0603, mAP: 0.6389, best_mAP: 0.7626 | |
| [2024-04-16 13:38:31 INFO]: Epoch [199][6/6] lr: 0.0005, eta: 0:00:01, time: 0.054, data_time: 0.143, memory: 7208, loss_cls: 0.2483, loss_sal: 0.2154, loss_video_cal: 0.0480, loss_layer_cal: 0.0122, loss: 0.5239, scale: 8192.0000 | |
| [2024-04-16 13:38:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_199.pth... | |
| [2024-04-16 13:38:31 INFO]: Validating... | |
| [2024-04-16 13:38:31 INFO]: Epoch (val) [199][10] loss_cls: 0.4525, loss_sal: 0.2882, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 0.7420, mAP: 0.6966, best_mAP: 0.7626 | |
| [2024-04-16 13:38:33 INFO]: Epoch [200][6/6] lr: 0.0005, eta: 0:00:00, time: 0.067, data_time: 0.175, memory: 7208, loss_cls: 0.1928, loss_sal: 0.2342, loss_video_cal: 0.0340, loss_layer_cal: 0.0060, loss: 0.4669, scale: 8192.0000 | |
| [2024-04-16 13:38:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_ska/epoch_200.pth... | |
| [2024-04-16 13:38:33 INFO]: Validating... | |
| [2024-04-16 13:38:33 INFO]: Epoch (val) [200][10] loss_cls: 0.4035, loss_sal: 0.2615, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.6662, mAP: 0.7092, best_mAP: 0.7626 | |
| [2024-04-16 13:38:33 INFO]: Overall training speed: 1200 iterations in 0:01:15 (0.0631 s/it) | |
| [2024-04-16 13:38:33 INFO]: Done running in 0:06:12 (0:04:32 on hooks) | |