diff --git "a/checkpoints/r2_tuning_tvsum_bk.log" "b/checkpoints/r2_tuning_tvsum_bk.log" new file mode 100644--- /dev/null +++ "b/checkpoints/r2_tuning_tvsum_bk.log" @@ -0,0 +1,2267 @@ +[2024-04-16 09:55:28 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 09:55:28 INFO]: Launcher: None +[2024-04-16 09:55:28 INFO]: Config: /n/home01/coco/r2-tuning-dev/configs/tvsum/r2_tuning_tvsum_bk.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 = 'TVSum' +data_root = 'data/tvsum/' +data = dict( + train=dict( + type='TVSum', + label_path='data/tvsum/tvsum_anno.json', + video_path='data/tvsum/frames_224_0.5fps', + cache_path='data/tvsum/clip_b32_vid_k4', + query_path='data/tvsum/clip_b32_txt_k4', + use_cache=True, + loader=dict( + batch_size=4, + num_workers=4, + pin_memory=True, + shuffle=True), + domain='BK'), + val=dict( + type='TVSum', + label_path='data/tvsum/tvsum_anno.json', + video_path='data/tvsum/frames_224_0.5fps', + cache_path='data/tvsum/clip_b32_vid_k4', + query_path='data/tvsum/clip_b32_txt_k4', + use_cache=True, + loader=dict( + batch_size=1, + num_workers=4, + pin_memory=True, + shuffle=False), + domain='BK')) +stages = dict( + epochs=500, + 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 09:55:28 INFO]: Using random seed: 44214190 +[2024-04-16 09:55:29 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 09:55:29 INFO]: Learnable Parameters: +[2024-04-16 09:55:29 INFO]: module.coef - torch.Size([1]) +[2024-04-16 09:55:29 INFO]: module.adapter.gate - torch.Size([3]) +[2024-04-16 09:55:29 INFO]: module.adapter.scale - torch.Size([4]) +[2024-04-16 09:55:29 INFO]: module.adapter.video_map.0.weight - torch.Size([768]) +[2024-04-16 09:55:29 INFO]: module.adapter.video_map.0.bias - torch.Size([768]) +[2024-04-16 09:55:29 INFO]: module.adapter.video_map.2.weight - torch.Size([256, 768]) +[2024-04-16 09:55:29 INFO]: module.adapter.video_map.2.bias - torch.Size([256]) +[2024-04-16 09:55:29 INFO]: module.adapter.video_map.4.weight - torch.Size([256]) +[2024-04-16 09:55:29 INFO]: module.adapter.video_map.4.bias - torch.Size([256]) +[2024-04-16 09:55:29 INFO]: module.adapter.video_map.6.weight - torch.Size([256, 256]) +[2024-04-16 09:55:29 INFO]: module.adapter.video_map.6.bias - torch.Size([256]) +[2024-04-16 09:55:29 INFO]: module.adapter.query_map.0.weight - torch.Size([512]) +[2024-04-16 09:55:29 INFO]: module.adapter.query_map.0.bias - torch.Size([512]) +[2024-04-16 09:55:29 INFO]: module.adapter.query_map.2.weight - torch.Size([256, 512]) +[2024-04-16 09:55:29 INFO]: module.adapter.query_map.2.bias - torch.Size([256]) +[2024-04-16 09:55:29 INFO]: module.adapter.query_map.4.weight - torch.Size([256]) +[2024-04-16 09:55:29 INFO]: module.adapter.query_map.4.bias - torch.Size([256]) +[2024-04-16 09:55:29 INFO]: module.adapter.query_map.6.weight - torch.Size([256, 256]) +[2024-04-16 09:55:29 INFO]: module.adapter.query_map.6.bias - torch.Size([256]) +[2024-04-16 09:55:29 INFO]: module.adapter.v_map.weight - torch.Size([256, 256]) +[2024-04-16 09:55:29 INFO]: module.adapter.v_map.bias - torch.Size([256]) +[2024-04-16 09:55:29 INFO]: module.adapter.q_map.weight - torch.Size([256, 256]) +[2024-04-16 09:55:29 INFO]: module.adapter.q_map.bias - torch.Size([256]) +[2024-04-16 09:55:29 INFO]: module.adapter.tem.cross_att.q.weight - torch.Size([256, 256]) +[2024-04-16 09:55:29 INFO]: module.adapter.tem.cross_att.q.bias - torch.Size([256]) +[2024-04-16 09:55:29 INFO]: module.adapter.tem.cross_att.k.weight - torch.Size([256, 256]) +[2024-04-16 09:55:29 INFO]: module.adapter.tem.cross_att.k.bias - torch.Size([256]) +[2024-04-16 09:55:29 INFO]: module.adapter.tem.cross_att.v.weight - torch.Size([256, 256]) +[2024-04-16 09:55:29 INFO]: module.adapter.tem.cross_att.v.bias - torch.Size([256]) +[2024-04-16 09:55:29 INFO]: module.adapter.tem.cross_att.m.weight - torch.Size([256, 256]) +[2024-04-16 09:55:29 INFO]: module.adapter.tem.cross_att.m.bias - torch.Size([256]) +[2024-04-16 09:55:29 INFO]: module.adapter.tem.cross_att_norm.weight - torch.Size([256]) +[2024-04-16 09:55:29 INFO]: module.adapter.tem.cross_att_norm.bias - torch.Size([256]) +[2024-04-16 09:55:29 INFO]: module.adapter.tem.self_att.q.weight - torch.Size([256, 256]) +[2024-04-16 09:55:29 INFO]: module.adapter.tem.self_att.q.bias - torch.Size([256]) +[2024-04-16 09:55:29 INFO]: module.adapter.tem.self_att.k.weight - torch.Size([256, 256]) +[2024-04-16 09:55:29 INFO]: module.adapter.tem.self_att.k.bias - torch.Size([256]) +[2024-04-16 09:55:29 INFO]: module.adapter.tem.self_att.v.weight - torch.Size([256, 256]) +[2024-04-16 09:55:29 INFO]: module.adapter.tem.self_att.v.bias - torch.Size([256]) +[2024-04-16 09:55:29 INFO]: module.adapter.tem.self_att.m.weight - torch.Size([256, 256]) +[2024-04-16 09:55:29 INFO]: module.adapter.tem.self_att.m.bias - torch.Size([256]) +[2024-04-16 09:55:29 INFO]: module.adapter.tem.self_att_norm.weight - torch.Size([256]) +[2024-04-16 09:55:29 INFO]: module.adapter.tem.self_att_norm.bias - torch.Size([256]) +[2024-04-16 09:55:29 INFO]: module.adapter.tem.ffn.mapping.0.weight - torch.Size([1024, 256]) +[2024-04-16 09:55:29 INFO]: module.adapter.tem.ffn.mapping.0.bias - torch.Size([1024]) +[2024-04-16 09:55:29 INFO]: module.adapter.tem.ffn.mapping.2.weight - torch.Size([256, 1024]) +[2024-04-16 09:55:29 INFO]: module.adapter.tem.ffn.mapping.2.bias - torch.Size([256]) +[2024-04-16 09:55:29 INFO]: module.adapter.tem.ffn_norm.weight - torch.Size([256]) +[2024-04-16 09:55:29 INFO]: module.adapter.tem.ffn_norm.bias - torch.Size([256]) +[2024-04-16 09:55:29 INFO]: module.pooling.att.weight - torch.Size([1, 256]) +[2024-04-16 09:55:29 INFO]: module.class_head.module.1.weight - torch.Size([256, 256, 3]) +[2024-04-16 09:55:29 INFO]: module.class_head.module.1.bias - torch.Size([256]) +[2024-04-16 09:55:29 INFO]: module.class_head.module.3.weight - torch.Size([1, 256, 3]) +[2024-04-16 09:55:29 INFO]: module.class_head.module.3.bias - torch.Size([1]) +[2024-04-16 09:55:29 INFO]: Learnable Parameters: 1.761M (100.0%) +[2024-04-16 09:55:29 INFO]: Auto Scale Batch Size: 1 GPU(s) * 4 Samples +[2024-04-16 09:55:29 INFO]: Distributed: False, AMP: fp16, Debug: False +[2024-04-16 09:55:29 INFO]: Launch engine, host: coco@holygpu8a29203.rc.fas.harvard.edu, work_dir: work_dirs/r2_tuning_tvsum_bk +[2024-04-16 09:55:29 INFO]: Stage: 1, epochs: 500, optimizer: AdamW(lr: 0.0005, weight_decay: 0.0001) +[2024-04-16 09:55:31 INFO]: Epoch [1][1/1] lr: 0.0, eta: 0:15:54, time: 0.761, data_time: 1.152, memory: 1650, loss_cls: 0.7008, loss_sal: 0.4281, loss_video_cal: 0.1497, loss_layer_cal: 0.1670, loss: 1.4456, scale: 65536.0000 +[2024-04-16 09:55:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_1.pth... +[2024-04-16 09:55:31 INFO]: Validating... +[2024-04-16 09:55:31 INFO]: Epoch (val) [1][1] loss_cls: 0.6717, loss_sal: 0.3824, loss_video_cal: 0.0000, loss_layer_cal: 0.1648, loss: 1.2189, mAP: 0.4327, best_mAP: 0.4327 +[2024-04-16 09:55:32 INFO]: Epoch [2][1/1] lr: 1e-05, eta: 0:11:55, time: 0.054, data_time: 0.376, memory: 1673, loss_cls: 0.7226, loss_sal: 0.4170, loss_video_cal: 0.1467, loss_layer_cal: 0.1507, loss: 1.4369, scale: 65536.0000 +[2024-04-16 09:55:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_2.pth... +[2024-04-16 09:55:32 INFO]: Validating... +[2024-04-16 09:55:32 INFO]: Epoch (val) [2][1] loss_cls: 0.6674, loss_sal: 0.3823, loss_video_cal: 0.0000, loss_layer_cal: 0.1641, loss: 1.2139, mAP: 0.4328, best_mAP: 0.4328 +[2024-04-16 09:55:32 INFO]: Epoch [3][1/1] lr: 2e-05, eta: 0:09:54, time: 0.053, data_time: 0.344, memory: 1673, loss_cls: 0.6901, loss_sal: 0.4229, loss_video_cal: 0.1698, loss_layer_cal: 0.1645, loss: 1.4473, scale: 65536.0000 +[2024-04-16 09:55:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_3.pth... +[2024-04-16 09:55:32 INFO]: Validating... +[2024-04-16 09:55:32 INFO]: Epoch (val) [3][1] loss_cls: 0.6597, loss_sal: 0.3822, loss_video_cal: 0.0000, loss_layer_cal: 0.1631, loss: 1.2050, mAP: 0.4328, best_mAP: 0.4328 +[2024-04-16 09:55:33 INFO]: Epoch [4][1/1] lr: 3e-05, eta: 0:08:41, time: 0.055, data_time: 0.342, memory: 1673, loss_cls: 0.7043, loss_sal: 0.4675, loss_video_cal: 0.1592, loss_layer_cal: 0.1973, loss: 1.5282, scale: 65536.0000 +[2024-04-16 09:55:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_4.pth... +[2024-04-16 09:55:33 INFO]: Validating... +[2024-04-16 09:55:33 INFO]: Epoch (val) [4][1] loss_cls: 0.6494, loss_sal: 0.3823, loss_video_cal: 0.0000, loss_layer_cal: 0.1613, loss: 1.1930, mAP: 0.3737, best_mAP: 0.4328 +[2024-04-16 09:55:33 INFO]: Epoch [5][1/1] lr: 4e-05, eta: 0:07:57, time: 0.054, data_time: 0.341, memory: 1673, loss_cls: 0.6744, loss_sal: 0.4262, loss_video_cal: 0.1732, loss_layer_cal: 0.1823, loss: 1.4561, scale: 65536.0000 +[2024-04-16 09:55:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_5.pth... +[2024-04-16 09:55:34 INFO]: Validating... +[2024-04-16 09:55:34 INFO]: Epoch (val) [5][1] loss_cls: 0.6372, loss_sal: 0.3817, loss_video_cal: 0.0000, loss_layer_cal: 0.1591, loss: 1.1780, mAP: 0.3411, best_mAP: 0.4328 +[2024-04-16 09:55:34 INFO]: Epoch [6][1/1] lr: 5e-05, eta: 0:07:28, time: 0.054, data_time: 0.348, memory: 1673, loss_cls: 0.6655, loss_sal: 0.4214, loss_video_cal: 0.1839, loss_layer_cal: 0.1790, loss: 1.4498, scale: 65536.0000 +[2024-04-16 09:55:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_6.pth... +[2024-04-16 09:55:34 INFO]: Validating... +[2024-04-16 09:55:34 INFO]: Epoch (val) [6][1] loss_cls: 0.6236, loss_sal: 0.3798, loss_video_cal: 0.0000, loss_layer_cal: 0.1566, loss: 1.1600, mAP: 0.3411, best_mAP: 0.4328 +[2024-04-16 09:55:35 INFO]: Epoch [7][1/1] lr: 6e-05, eta: 0:07:08, time: 0.056, data_time: 0.342, memory: 1673, loss_cls: 0.6589, loss_sal: 0.4041, loss_video_cal: 0.1595, loss_layer_cal: 0.1786, loss: 1.4011, scale: 65536.0000 +[2024-04-16 09:55:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_7.pth... +[2024-04-16 09:55:35 INFO]: Validating... +[2024-04-16 09:55:35 INFO]: Epoch (val) [7][1] loss_cls: 0.6097, loss_sal: 0.3786, loss_video_cal: 0.0000, loss_layer_cal: 0.1538, loss: 1.1421, mAP: 0.3619, best_mAP: 0.4328 +[2024-04-16 09:55:35 INFO]: Epoch [8][1/1] lr: 7e-05, eta: 0:06:52, time: 0.055, data_time: 0.346, memory: 1673, loss_cls: 0.6293, loss_sal: 0.4304, loss_video_cal: 0.1718, loss_layer_cal: 0.1566, loss: 1.3881, scale: 65536.0000 +[2024-04-16 09:55:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_8.pth... +[2024-04-16 09:55:35 INFO]: Validating... +[2024-04-16 09:55:36 INFO]: Epoch (val) [8][1] loss_cls: 0.5965, loss_sal: 0.3783, loss_video_cal: 0.0000, loss_layer_cal: 0.1509, loss: 1.1258, mAP: 0.3457, best_mAP: 0.4328 +[2024-04-16 09:55:36 INFO]: Epoch [9][1/1] lr: 8e-05, eta: 0:06:39, time: 0.054, data_time: 0.346, memory: 1673, loss_cls: 0.6116, loss_sal: 0.4386, loss_video_cal: 0.1714, loss_layer_cal: 0.1657, loss: 1.3873, scale: 65536.0000 +[2024-04-16 09:55:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_9.pth... +[2024-04-16 09:55:36 INFO]: Validating... +[2024-04-16 09:55:36 INFO]: Epoch (val) [9][1] loss_cls: 0.5847, loss_sal: 0.3772, loss_video_cal: 0.0000, loss_layer_cal: 0.1477, loss: 1.1096, mAP: 0.3008, best_mAP: 0.4328 +[2024-04-16 09:55:37 INFO]: Epoch [10][1/1] lr: 9e-05, eta: 0:06:29, time: 0.055, data_time: 0.347, memory: 1673, loss_cls: 0.5972, loss_sal: 0.4256, loss_video_cal: 0.1492, loss_layer_cal: 0.1553, loss: 1.3274, scale: 65536.0000 +[2024-04-16 09:55:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_10.pth... +[2024-04-16 09:55:37 INFO]: Validating... +[2024-04-16 09:55:37 INFO]: Epoch (val) [10][1] loss_cls: 0.5745, loss_sal: 0.3767, loss_video_cal: 0.0000, loss_layer_cal: 0.1444, loss: 1.0955, mAP: 0.2990, best_mAP: 0.4328 +[2024-04-16 09:55:37 INFO]: Epoch [11][1/1] lr: 0.0001, eta: 0:06:20, time: 0.054, data_time: 0.347, memory: 1673, loss_cls: 0.5884, loss_sal: 0.4344, loss_video_cal: 0.1571, loss_layer_cal: 0.1530, loss: 1.3329, scale: 65536.0000 +[2024-04-16 09:55:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_11.pth... +[2024-04-16 09:55:37 INFO]: Validating... +[2024-04-16 09:55:37 INFO]: Epoch (val) [11][1] loss_cls: 0.5661, loss_sal: 0.3746, loss_video_cal: 0.0000, loss_layer_cal: 0.1407, loss: 1.0813, mAP: 0.2990, best_mAP: 0.4328 +[2024-04-16 09:55:38 INFO]: Epoch [12][1/1] lr: 0.00011, eta: 0:06:13, time: 0.056, data_time: 0.345, memory: 1673, loss_cls: 0.5675, loss_sal: 0.4106, loss_video_cal: 0.1657, loss_layer_cal: 0.1507, loss: 1.2945, scale: 65536.0000 +[2024-04-16 09:55:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_12.pth... +[2024-04-16 09:55:38 INFO]: Validating... +[2024-04-16 09:55:38 INFO]: Epoch (val) [12][1] loss_cls: 0.5600, loss_sal: 0.3719, loss_video_cal: 0.0000, loss_layer_cal: 0.1365, loss: 1.0684, mAP: 0.2990, best_mAP: 0.4328 +[2024-04-16 09:55:38 INFO]: Epoch [13][1/1] lr: 0.00012, eta: 0:06:07, time: 0.056, data_time: 0.341, memory: 1673, loss_cls: 0.5636, loss_sal: 0.3915, loss_video_cal: 0.1303, loss_layer_cal: 0.1317, loss: 1.2171, scale: 65536.0000 +[2024-04-16 09:55:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_13.pth... +[2024-04-16 09:55:39 INFO]: Validating... +[2024-04-16 09:55:39 INFO]: Epoch (val) [13][1] loss_cls: 0.5565, loss_sal: 0.3709, loss_video_cal: 0.0000, loss_layer_cal: 0.1320, loss: 1.0594, mAP: 0.2990, best_mAP: 0.4328 +[2024-04-16 09:55:39 INFO]: Epoch [14][1/1] lr: 0.00013, eta: 0:06:01, time: 0.055, data_time: 0.345, memory: 1673, loss_cls: 0.5571, loss_sal: 0.4421, loss_video_cal: 0.1680, loss_layer_cal: 0.1560, loss: 1.3231, scale: 65536.0000 +[2024-04-16 09:55:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_14.pth... +[2024-04-16 09:55:39 INFO]: Validating... +[2024-04-16 09:55:39 INFO]: Epoch (val) [14][1] loss_cls: 0.5555, loss_sal: 0.3709, loss_video_cal: 0.0000, loss_layer_cal: 0.1277, loss: 1.0542, mAP: 0.2990, best_mAP: 0.4328 +[2024-04-16 09:55:40 INFO]: Epoch [15][1/1] lr: 0.00014, eta: 0:05:57, time: 0.056, data_time: 0.345, memory: 1673, loss_cls: 0.5528, loss_sal: 0.4489, loss_video_cal: 0.1717, loss_layer_cal: 0.1501, loss: 1.3234, scale: 65536.0000 +[2024-04-16 09:55:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_15.pth... +[2024-04-16 09:55:40 INFO]: Validating... +[2024-04-16 09:55:40 INFO]: Epoch (val) [15][1] loss_cls: 0.5572, loss_sal: 0.3718, loss_video_cal: 0.0000, loss_layer_cal: 0.1233, loss: 1.0523, mAP: 0.2990, best_mAP: 0.4328 +[2024-04-16 09:55:40 INFO]: Epoch [16][1/1] lr: 0.00015, eta: 0:05:53, time: 0.055, data_time: 0.351, memory: 1673, loss_cls: 0.5544, loss_sal: 0.4499, loss_video_cal: 0.1689, loss_layer_cal: 0.1587, loss: 1.3319, scale: 65536.0000 +[2024-04-16 09:55:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_16.pth... +[2024-04-16 09:55:40 INFO]: Validating... +[2024-04-16 09:55:41 INFO]: Epoch (val) [16][1] loss_cls: 0.5608, loss_sal: 0.3736, loss_video_cal: 0.0000, loss_layer_cal: 0.1190, loss: 1.0533, mAP: 0.2990, best_mAP: 0.4328 +[2024-04-16 09:55:41 INFO]: Epoch [17][1/1] lr: 0.00016, eta: 0:05:49, time: 0.054, data_time: 0.353, memory: 1673, loss_cls: 0.5566, loss_sal: 0.4190, loss_video_cal: 0.1258, loss_layer_cal: 0.1385, loss: 1.2399, scale: 65536.0000 +[2024-04-16 09:55:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_17.pth... +[2024-04-16 09:55:41 INFO]: Validating... +[2024-04-16 09:55:41 INFO]: Epoch (val) [17][1] loss_cls: 0.5655, loss_sal: 0.3737, loss_video_cal: 0.0000, loss_layer_cal: 0.1149, loss: 1.0541, mAP: 0.2990, best_mAP: 0.4328 +[2024-04-16 09:55:42 INFO]: Epoch [18][1/1] lr: 0.00017, eta: 0:05:46, time: 0.056, data_time: 0.347, memory: 1673, loss_cls: 0.5622, loss_sal: 0.4093, loss_video_cal: 0.1421, loss_layer_cal: 0.1316, loss: 1.2451, scale: 65536.0000 +[2024-04-16 09:55:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_18.pth... +[2024-04-16 09:55:42 INFO]: Validating... +[2024-04-16 09:55:42 INFO]: Epoch (val) [18][1] loss_cls: 0.5696, loss_sal: 0.3723, loss_video_cal: 0.0000, loss_layer_cal: 0.1109, loss: 1.0528, mAP: 0.2990, best_mAP: 0.4328 +[2024-04-16 09:55:42 INFO]: Epoch [19][1/1] lr: 0.00018, eta: 0:05:43, time: 0.055, data_time: 0.347, memory: 1673, loss_cls: 0.5613, loss_sal: 0.4487, loss_video_cal: 0.1597, loss_layer_cal: 0.1482, loss: 1.3179, scale: 65536.0000 +[2024-04-16 09:55:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_19.pth... +[2024-04-16 09:55:42 INFO]: Validating... +[2024-04-16 09:55:42 INFO]: Epoch (val) [19][1] loss_cls: 0.5728, loss_sal: 0.3714, loss_video_cal: 0.0000, loss_layer_cal: 0.1071, loss: 1.0513, mAP: 0.2990, best_mAP: 0.4328 +[2024-04-16 09:55:43 INFO]: Epoch [20][1/1] lr: 0.00019, eta: 0:05:40, time: 0.055, data_time: 0.350, memory: 1673, loss_cls: 0.5708, loss_sal: 0.4042, loss_video_cal: 0.1546, loss_layer_cal: 0.1565, loss: 1.2860, scale: 65536.0000 +[2024-04-16 09:55:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_20.pth... +[2024-04-16 09:55:43 INFO]: Validating... +[2024-04-16 09:55:43 INFO]: Epoch (val) [20][1] loss_cls: 0.5738, loss_sal: 0.3709, loss_video_cal: 0.0000, loss_layer_cal: 0.1035, loss: 1.0482, mAP: 0.2990, best_mAP: 0.4328 +[2024-04-16 09:55:43 INFO]: Epoch [21][1/1] lr: 0.0002, eta: 0:05:37, time: 0.055, data_time: 0.349, memory: 1673, loss_cls: 0.5660, loss_sal: 0.4280, loss_video_cal: 0.1858, loss_layer_cal: 0.1541, loss: 1.3338, scale: 65536.0000 +[2024-04-16 09:55:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_21.pth... +[2024-04-16 09:55:44 INFO]: Validating... +[2024-04-16 09:55:44 INFO]: Epoch (val) [21][1] loss_cls: 0.5733, loss_sal: 0.3708, loss_video_cal: 0.0000, loss_layer_cal: 0.1003, loss: 1.0444, mAP: 0.2990, best_mAP: 0.4328 +[2024-04-16 09:55:44 INFO]: Epoch [22][1/1] lr: 0.00021, eta: 0:05:35, time: 0.054, data_time: 0.351, memory: 1673, loss_cls: 0.5690, loss_sal: 0.4169, loss_video_cal: 0.1217, loss_layer_cal: 0.1382, loss: 1.2458, scale: 65536.0000 +[2024-04-16 09:55:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_22.pth... +[2024-04-16 09:55:44 INFO]: Validating... +[2024-04-16 09:55:44 INFO]: Epoch (val) [22][1] loss_cls: 0.5704, loss_sal: 0.3715, loss_video_cal: 0.0000, loss_layer_cal: 0.0973, loss: 1.0392, mAP: 0.2990, best_mAP: 0.4328 +[2024-04-16 09:55:45 INFO]: Epoch [23][1/1] lr: 0.00022, eta: 0:05:32, time: 0.054, data_time: 0.348, memory: 1673, loss_cls: 0.5642, loss_sal: 0.4102, loss_video_cal: 0.1648, loss_layer_cal: 0.1435, loss: 1.2826, scale: 65536.0000 +[2024-04-16 09:55:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_23.pth... +[2024-04-16 09:55:45 INFO]: Validating... +[2024-04-16 09:55:45 INFO]: Epoch (val) [23][1] loss_cls: 0.5661, loss_sal: 0.3714, loss_video_cal: 0.0000, loss_layer_cal: 0.0944, loss: 1.0320, mAP: 0.2990, best_mAP: 0.4328 +[2024-04-16 09:55:45 INFO]: Epoch [24][1/1] lr: 0.00023, eta: 0:05:30, time: 0.054, data_time: 0.342, memory: 1673, loss_cls: 0.5582, loss_sal: 0.4489, loss_video_cal: 0.1615, loss_layer_cal: 0.1603, loss: 1.3289, scale: 65536.0000 +[2024-04-16 09:55:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_24.pth... +[2024-04-16 09:55:45 INFO]: Validating... +[2024-04-16 09:55:46 INFO]: Epoch (val) [24][1] loss_cls: 0.5616, loss_sal: 0.3717, loss_video_cal: 0.0000, loss_layer_cal: 0.0917, loss: 1.0250, mAP: 0.2990, best_mAP: 0.4328 +[2024-04-16 09:55:46 INFO]: Epoch [25][1/1] lr: 0.00024, eta: 0:05:28, time: 0.055, data_time: 0.351, memory: 1673, loss_cls: 0.5577, loss_sal: 0.4073, loss_video_cal: 0.0988, loss_layer_cal: 0.1138, loss: 1.1775, scale: 65536.0000 +[2024-04-16 09:55:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_25.pth... +[2024-04-16 09:55:46 INFO]: Validating... +[2024-04-16 09:55:46 INFO]: Epoch (val) [25][1] loss_cls: 0.5578, loss_sal: 0.3718, loss_video_cal: 0.0000, loss_layer_cal: 0.0894, loss: 1.0189, mAP: 0.2990, best_mAP: 0.4328 +[2024-04-16 09:55:47 INFO]: Epoch [26][1/1] lr: 0.00025, eta: 0:05:26, time: 0.054, data_time: 0.344, memory: 1673, loss_cls: 0.5569, loss_sal: 0.4216, loss_video_cal: 0.1192, loss_layer_cal: 0.1074, loss: 1.2051, scale: 65536.0000 +[2024-04-16 09:55:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_26.pth... +[2024-04-16 09:55:47 INFO]: Validating... +[2024-04-16 09:55:47 INFO]: Epoch (val) [26][1] loss_cls: 0.5554, loss_sal: 0.3715, loss_video_cal: 0.0000, loss_layer_cal: 0.0873, loss: 1.0142, mAP: 0.2990, best_mAP: 0.4328 +[2024-04-16 09:55:47 INFO]: Epoch [27][1/1] lr: 0.00026, eta: 0:05:24, time: 0.055, data_time: 0.343, memory: 1673, loss_cls: 0.5529, loss_sal: 0.4262, loss_video_cal: 0.1347, loss_layer_cal: 0.1241, loss: 1.2379, scale: 65536.0000 +[2024-04-16 09:55:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_27.pth... +[2024-04-16 09:55:47 INFO]: Validating... +[2024-04-16 09:55:47 INFO]: Epoch (val) [27][1] loss_cls: 0.5549, loss_sal: 0.3717, loss_video_cal: 0.0000, loss_layer_cal: 0.0854, loss: 1.0120, mAP: 0.2990, best_mAP: 0.4328 +[2024-04-16 09:55:48 INFO]: Epoch [28][1/1] lr: 0.00027, eta: 0:05:22, time: 0.054, data_time: 0.343, memory: 1673, loss_cls: 0.5527, loss_sal: 0.4384, loss_video_cal: 0.1462, loss_layer_cal: 0.1249, loss: 1.2622, scale: 65536.0000 +[2024-04-16 09:55:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_28.pth... +[2024-04-16 09:55:48 INFO]: Validating... +[2024-04-16 09:55:48 INFO]: Epoch (val) [28][1] loss_cls: 0.5555, loss_sal: 0.3724, loss_video_cal: 0.0000, loss_layer_cal: 0.0838, loss: 1.0117, mAP: 0.3050, best_mAP: 0.4328 +[2024-04-16 09:55:48 INFO]: Epoch [29][1/1] lr: 0.00028, eta: 0:05:21, time: 0.055, data_time: 0.344, memory: 1673, loss_cls: 0.5525, loss_sal: 0.4071, loss_video_cal: 0.1395, loss_layer_cal: 0.1268, loss: 1.2258, scale: 65536.0000 +[2024-04-16 09:55:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_29.pth... +[2024-04-16 09:55:49 INFO]: Validating... +[2024-04-16 09:55:49 INFO]: Epoch (val) [29][1] loss_cls: 0.5567, loss_sal: 0.3726, loss_video_cal: 0.0000, loss_layer_cal: 0.0824, loss: 1.0118, mAP: 0.3050, best_mAP: 0.4328 +[2024-04-16 09:55:49 INFO]: Epoch [30][1/1] lr: 0.00029, eta: 0:05:19, time: 0.054, data_time: 0.348, memory: 1673, loss_cls: 0.5546, loss_sal: 0.4254, loss_video_cal: 0.1379, loss_layer_cal: 0.1201, loss: 1.2380, scale: 65536.0000 +[2024-04-16 09:55:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_30.pth... +[2024-04-16 09:55:49 INFO]: Validating... +[2024-04-16 09:55:49 INFO]: Epoch (val) [30][1] loss_cls: 0.5580, loss_sal: 0.3729, loss_video_cal: 0.0000, loss_layer_cal: 0.0811, loss: 1.0120, mAP: 0.3575, best_mAP: 0.4328 +[2024-04-16 09:55:50 INFO]: Epoch [31][1/1] lr: 0.0003, eta: 0:05:17, time: 0.054, data_time: 0.350, memory: 1673, loss_cls: 0.5560, loss_sal: 0.4075, loss_video_cal: 0.1478, loss_layer_cal: 0.1435, loss: 1.2548, scale: 65536.0000 +[2024-04-16 09:55:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_31.pth... +[2024-04-16 09:55:50 INFO]: Validating... +[2024-04-16 09:55:50 INFO]: Epoch (val) [31][1] loss_cls: 0.5588, loss_sal: 0.3734, loss_video_cal: 0.0000, loss_layer_cal: 0.0799, loss: 1.0121, mAP: 0.3691, best_mAP: 0.4328 +[2024-04-16 09:55:50 INFO]: Epoch [32][1/1] lr: 0.00031, eta: 0:05:16, time: 0.054, data_time: 0.350, memory: 1673, loss_cls: 0.5540, loss_sal: 0.4012, loss_video_cal: 0.1542, loss_layer_cal: 0.1385, loss: 1.2478, scale: 65536.0000 +[2024-04-16 09:55:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_32.pth... +[2024-04-16 09:55:50 INFO]: Validating... +[2024-04-16 09:55:51 INFO]: Epoch (val) [32][1] loss_cls: 0.5593, loss_sal: 0.3741, loss_video_cal: 0.0000, loss_layer_cal: 0.0789, loss: 1.0124, mAP: 0.3710, best_mAP: 0.4328 +[2024-04-16 09:55:51 INFO]: Epoch [33][1/1] lr: 0.00032, eta: 0:05:15, time: 0.056, data_time: 0.347, memory: 1673, loss_cls: 0.5570, loss_sal: 0.4312, loss_video_cal: 0.1408, loss_layer_cal: 0.1445, loss: 1.2735, scale: 65536.0000 +[2024-04-16 09:55:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_33.pth... +[2024-04-16 09:55:51 INFO]: Validating... +[2024-04-16 09:55:51 INFO]: Epoch (val) [33][1] loss_cls: 0.5585, loss_sal: 0.3750, loss_video_cal: 0.0000, loss_layer_cal: 0.0780, loss: 1.0116, mAP: 0.3710, best_mAP: 0.4328 +[2024-04-16 09:55:52 INFO]: Epoch [34][1/1] lr: 0.00033, eta: 0:05:13, time: 0.054, data_time: 0.349, memory: 1673, loss_cls: 0.5559, loss_sal: 0.4087, loss_video_cal: 0.1298, loss_layer_cal: 0.1216, loss: 1.2161, scale: 65536.0000 +[2024-04-16 09:55:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_34.pth... +[2024-04-16 09:55:52 INFO]: Validating... +[2024-04-16 09:55:52 INFO]: Epoch (val) [34][1] loss_cls: 0.5573, loss_sal: 0.3753, loss_video_cal: 0.0000, loss_layer_cal: 0.0772, loss: 1.0098, mAP: 0.3533, best_mAP: 0.4328 +[2024-04-16 09:55:52 INFO]: Epoch [35][1/1] lr: 0.00034, eta: 0:05:12, time: 0.054, data_time: 0.348, memory: 1673, loss_cls: 0.5538, loss_sal: 0.4338, loss_video_cal: 0.1518, loss_layer_cal: 0.1329, loss: 1.2723, scale: 65536.0000 +[2024-04-16 09:55:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_35.pth... +[2024-04-16 09:55:52 INFO]: Validating... +[2024-04-16 09:55:52 INFO]: Epoch (val) [35][1] loss_cls: 0.5561, loss_sal: 0.3752, loss_video_cal: 0.0000, loss_layer_cal: 0.0764, loss: 1.0077, mAP: 0.3533, best_mAP: 0.4328 +[2024-04-16 09:55:53 INFO]: Epoch [36][1/1] lr: 0.00035, eta: 0:05:11, time: 0.054, data_time: 0.347, memory: 1673, loss_cls: 0.5532, loss_sal: 0.4057, loss_video_cal: 0.1454, loss_layer_cal: 0.1287, loss: 1.2330, scale: 65536.0000 +[2024-04-16 09:55:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_36.pth... +[2024-04-16 09:55:53 INFO]: Validating... +[2024-04-16 09:55:53 INFO]: Epoch (val) [36][1] loss_cls: 0.5553, loss_sal: 0.3752, loss_video_cal: 0.0000, loss_layer_cal: 0.0756, loss: 1.0061, mAP: 0.3533, best_mAP: 0.4328 +[2024-04-16 09:55:53 INFO]: Epoch [37][1/1] lr: 0.00036, eta: 0:05:09, time: 0.054, data_time: 0.343, memory: 1673, loss_cls: 0.5523, loss_sal: 0.4265, loss_video_cal: 0.1448, loss_layer_cal: 0.1320, loss: 1.2556, scale: 65536.0000 +[2024-04-16 09:55:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_37.pth... +[2024-04-16 09:55:53 INFO]: Validating... +[2024-04-16 09:55:54 INFO]: Epoch (val) [37][1] loss_cls: 0.5552, loss_sal: 0.3752, loss_video_cal: 0.0000, loss_layer_cal: 0.0749, loss: 1.0053, mAP: 0.3533, best_mAP: 0.4328 +[2024-04-16 09:55:54 INFO]: Epoch [38][1/1] lr: 0.00037, eta: 0:05:08, time: 0.056, data_time: 0.345, memory: 1673, loss_cls: 0.5523, loss_sal: 0.4135, loss_video_cal: 0.1208, loss_layer_cal: 0.1228, loss: 1.2094, scale: 65536.0000 +[2024-04-16 09:55:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_38.pth... +[2024-04-16 09:55:54 INFO]: Validating... +[2024-04-16 09:55:54 INFO]: Epoch (val) [38][1] loss_cls: 0.5558, loss_sal: 0.3750, loss_video_cal: 0.0000, loss_layer_cal: 0.0741, loss: 1.0050, mAP: 0.2971, best_mAP: 0.4328 +[2024-04-16 09:55:55 INFO]: Epoch [39][1/1] lr: 0.00038, eta: 0:05:07, time: 0.055, data_time: 0.344, memory: 1673, loss_cls: 0.5524, loss_sal: 0.4210, loss_video_cal: 0.1230, loss_layer_cal: 0.1207, loss: 1.2171, scale: 65536.0000 +[2024-04-16 09:55:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_39.pth... +[2024-04-16 09:55:55 INFO]: Validating... +[2024-04-16 09:55:55 INFO]: Epoch (val) [39][1] loss_cls: 0.5567, loss_sal: 0.3743, loss_video_cal: 0.0000, loss_layer_cal: 0.0734, loss: 1.0044, mAP: 0.2971, best_mAP: 0.4328 +[2024-04-16 09:55:55 INFO]: Epoch [40][1/1] lr: 0.00039, eta: 0:05:06, time: 0.055, data_time: 0.351, memory: 1673, loss_cls: 0.5530, loss_sal: 0.3924, loss_video_cal: 0.1149, loss_layer_cal: 0.0985, loss: 1.1589, scale: 65536.0000 +[2024-04-16 09:55:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_40.pth... +[2024-04-16 09:55:55 INFO]: Validating... +[2024-04-16 09:55:55 INFO]: Epoch (val) [40][1] loss_cls: 0.5574, loss_sal: 0.3752, loss_video_cal: 0.0000, loss_layer_cal: 0.0727, loss: 1.0053, mAP: 0.2971, best_mAP: 0.4328 +[2024-04-16 09:55:56 INFO]: Epoch [41][1/1] lr: 0.0004, eta: 0:05:05, time: 0.055, data_time: 0.351, memory: 1673, loss_cls: 0.5533, loss_sal: 0.4000, loss_video_cal: 0.1090, loss_layer_cal: 0.1068, loss: 1.1691, scale: 65536.0000 +[2024-04-16 09:55:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_41.pth... +[2024-04-16 09:55:56 INFO]: Validating... +[2024-04-16 09:55:56 INFO]: Epoch (val) [41][1] loss_cls: 0.5576, loss_sal: 0.3758, loss_video_cal: 0.0000, loss_layer_cal: 0.0721, loss: 1.0054, mAP: 0.2971, best_mAP: 0.4328 +[2024-04-16 09:55:57 INFO]: Epoch [42][1/1] lr: 0.00041, eta: 0:05:03, time: 0.054, data_time: 0.350, memory: 1673, loss_cls: 0.5536, loss_sal: 0.4257, loss_video_cal: 0.1437, loss_layer_cal: 0.0998, loss: 1.2228, scale: 65536.0000 +[2024-04-16 09:55:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_42.pth... +[2024-04-16 09:55:57 INFO]: Validating... +[2024-04-16 09:55:57 INFO]: Epoch (val) [42][1] loss_cls: 0.5572, loss_sal: 0.3759, loss_video_cal: 0.0000, loss_layer_cal: 0.0714, loss: 1.0044, mAP: 0.2971, best_mAP: 0.4328 +[2024-04-16 09:55:57 INFO]: Epoch [43][1/1] lr: 0.00042, eta: 0:05:03, time: 0.054, data_time: 0.349, memory: 1673, loss_cls: 0.5540, loss_sal: 0.4287, loss_video_cal: 0.1226, loss_layer_cal: 0.0970, loss: 1.2022, scale: 65536.0000 +[2024-04-16 09:55:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_43.pth... +[2024-04-16 09:55:57 INFO]: Validating... +[2024-04-16 09:55:57 INFO]: Epoch (val) [43][1] loss_cls: 0.5565, loss_sal: 0.3751, loss_video_cal: 0.0000, loss_layer_cal: 0.0707, loss: 1.0023, mAP: 0.2971, best_mAP: 0.4328 +[2024-04-16 09:55:58 INFO]: Epoch [44][1/1] lr: 0.00043, eta: 0:05:02, time: 0.055, data_time: 0.345, memory: 1673, loss_cls: 0.5539, loss_sal: 0.4075, loss_video_cal: 0.1395, loss_layer_cal: 0.1295, loss: 1.2304, scale: 65536.0000 +[2024-04-16 09:55:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_44.pth... +[2024-04-16 09:55:58 INFO]: Validating... +[2024-04-16 09:55:58 INFO]: Epoch (val) [44][1] loss_cls: 0.5558, loss_sal: 0.3740, loss_video_cal: 0.0000, loss_layer_cal: 0.0700, loss: 0.9998, mAP: 0.2971, best_mAP: 0.4328 +[2024-04-16 09:55:58 INFO]: Epoch [45][1/1] lr: 0.00044, eta: 0:05:01, time: 0.055, data_time: 0.349, memory: 1673, loss_cls: 0.5522, loss_sal: 0.4260, loss_video_cal: 0.1028, loss_layer_cal: 0.0870, loss: 1.1680, scale: 65536.0000 +[2024-04-16 09:55:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_45.pth... +[2024-04-16 09:55:59 INFO]: Validating... +[2024-04-16 09:55:59 INFO]: Epoch (val) [45][1] loss_cls: 0.5554, loss_sal: 0.3742, loss_video_cal: 0.0000, loss_layer_cal: 0.0694, loss: 0.9989, mAP: 0.2971, best_mAP: 0.4328 +[2024-04-16 09:55:59 INFO]: Epoch [46][1/1] lr: 0.00045, eta: 0:05:00, time: 0.053, data_time: 0.348, memory: 1673, loss_cls: 0.5520, loss_sal: 0.4269, loss_video_cal: 0.1135, loss_layer_cal: 0.0856, loss: 1.1780, scale: 65536.0000 +[2024-04-16 09:55:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_46.pth... +[2024-04-16 09:55:59 INFO]: Validating... +[2024-04-16 09:55:59 INFO]: Epoch (val) [46][1] loss_cls: 0.5555, loss_sal: 0.3735, loss_video_cal: 0.0000, loss_layer_cal: 0.0688, loss: 0.9978, mAP: 0.3533, best_mAP: 0.4328 +[2024-04-16 09:56:00 INFO]: Epoch [47][1/1] lr: 0.00046, eta: 0:04:59, time: 0.056, data_time: 0.348, memory: 1673, loss_cls: 0.5524, loss_sal: 0.3910, loss_video_cal: 0.0991, loss_layer_cal: 0.0901, loss: 1.1326, scale: 65536.0000 +[2024-04-16 09:56:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_47.pth... +[2024-04-16 09:56:00 INFO]: Validating... +[2024-04-16 09:56:00 INFO]: Epoch (val) [47][1] loss_cls: 0.5559, loss_sal: 0.3724, loss_video_cal: 0.0000, loss_layer_cal: 0.0680, loss: 0.9963, mAP: 0.3533, best_mAP: 0.4328 +[2024-04-16 09:56:00 INFO]: Epoch [48][1/1] lr: 0.00047, eta: 0:04:58, time: 0.056, data_time: 0.351, memory: 1673, loss_cls: 0.5532, loss_sal: 0.4407, loss_video_cal: 0.1482, loss_layer_cal: 0.1199, loss: 1.2620, scale: 65536.0000 +[2024-04-16 09:56:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_48.pth... +[2024-04-16 09:56:00 INFO]: Validating... +[2024-04-16 09:56:01 INFO]: Epoch (val) [48][1] loss_cls: 0.5563, loss_sal: 0.3731, loss_video_cal: 0.0000, loss_layer_cal: 0.0673, loss: 0.9967, mAP: 0.2971, best_mAP: 0.4328 +[2024-04-16 09:56:01 INFO]: Epoch [49][1/1] lr: 0.00048, eta: 0:04:57, time: 0.055, data_time: 0.352, memory: 1673, loss_cls: 0.5524, loss_sal: 0.4240, loss_video_cal: 0.1335, loss_layer_cal: 0.1127, loss: 1.2225, scale: 65536.0000 +[2024-04-16 09:56:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_49.pth... +[2024-04-16 09:56:01 INFO]: Validating... +[2024-04-16 09:56:01 INFO]: Epoch (val) [49][1] loss_cls: 0.5564, loss_sal: 0.3740, loss_video_cal: 0.0000, loss_layer_cal: 0.0667, loss: 0.9971, mAP: 0.2971, best_mAP: 0.4328 +[2024-04-16 09:56:02 INFO]: Epoch [50][1/1] lr: 0.00049, eta: 0:04:56, time: 0.054, data_time: 0.352, memory: 1673, loss_cls: 0.5534, loss_sal: 0.3885, loss_video_cal: 0.0898, loss_layer_cal: 0.0808, loss: 1.1125, scale: 65536.0000 +[2024-04-16 09:56:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_50.pth... +[2024-04-16 09:56:02 INFO]: Validating... +[2024-04-16 09:56:02 INFO]: Epoch (val) [50][1] loss_cls: 0.5560, loss_sal: 0.3734, loss_video_cal: 0.0000, loss_layer_cal: 0.0661, loss: 0.9956, mAP: 0.2971, best_mAP: 0.4328 +[2024-04-16 09:56:02 INFO]: Epoch [51][1/1] lr: 0.0005, eta: 0:04:55, time: 0.055, data_time: 0.351, memory: 1673, loss_cls: 0.5524, loss_sal: 0.4138, loss_video_cal: 0.1419, loss_layer_cal: 0.1175, loss: 1.2256, scale: 65536.0000 +[2024-04-16 09:56:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_51.pth... +[2024-04-16 09:56:02 INFO]: Validating... +[2024-04-16 09:56:02 INFO]: Epoch (val) [51][1] loss_cls: 0.5556, loss_sal: 0.3727, loss_video_cal: 0.0000, loss_layer_cal: 0.0656, loss: 0.9940, mAP: 0.2971, best_mAP: 0.4328 +[2024-04-16 09:56:03 INFO]: Epoch [52][1/1] lr: 0.0005, eta: 0:04:54, time: 0.055, data_time: 0.362, memory: 1673, loss_cls: 0.5519, loss_sal: 0.4216, loss_video_cal: 0.1476, loss_layer_cal: 0.1294, loss: 1.2505, scale: 65536.0000 +[2024-04-16 09:56:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_52.pth... +[2024-04-16 09:56:03 INFO]: Validating... +[2024-04-16 09:56:03 INFO]: Epoch (val) [52][1] loss_cls: 0.5555, loss_sal: 0.3723, loss_video_cal: 0.0000, loss_layer_cal: 0.0650, loss: 0.9928, mAP: 0.2971, best_mAP: 0.4328 +[2024-04-16 09:56:04 INFO]: Epoch [53][1/1] lr: 0.0005, eta: 0:04:54, time: 0.055, data_time: 0.363, memory: 1673, loss_cls: 0.5522, loss_sal: 0.4161, loss_video_cal: 0.0957, loss_layer_cal: 0.0854, loss: 1.1494, scale: 65536.0000 +[2024-04-16 09:56:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_53.pth... +[2024-04-16 09:56:04 INFO]: Validating... +[2024-04-16 09:56:04 INFO]: Epoch (val) [53][1] loss_cls: 0.5556, loss_sal: 0.3721, loss_video_cal: 0.0000, loss_layer_cal: 0.0644, loss: 0.9922, mAP: 0.2971, best_mAP: 0.4328 +[2024-04-16 09:56:04 INFO]: Epoch [54][1/1] lr: 0.0005, eta: 0:04:53, time: 0.058, data_time: 0.353, memory: 1673, loss_cls: 0.5526, loss_sal: 0.4100, loss_video_cal: 0.1080, loss_layer_cal: 0.0757, loss: 1.1463, scale: 65536.0000 +[2024-04-16 09:56:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_54.pth... +[2024-04-16 09:56:04 INFO]: Validating... +[2024-04-16 09:56:04 INFO]: Epoch (val) [54][1] loss_cls: 0.5557, loss_sal: 0.3713, loss_video_cal: 0.0000, loss_layer_cal: 0.0640, loss: 0.9909, mAP: 0.2891, best_mAP: 0.4328 +[2024-04-16 09:56:05 INFO]: Epoch [55][1/1] lr: 0.0005, eta: 0:04:52, time: 0.054, data_time: 0.374, memory: 1673, loss_cls: 0.5528, loss_sal: 0.4490, loss_video_cal: 0.1403, loss_layer_cal: 0.1071, loss: 1.2492, scale: 65536.0000 +[2024-04-16 09:56:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_55.pth... +[2024-04-16 09:56:05 INFO]: Validating... +[2024-04-16 09:56:05 INFO]: Epoch (val) [55][1] loss_cls: 0.5556, loss_sal: 0.3722, loss_video_cal: 0.0000, loss_layer_cal: 0.0636, loss: 0.9915, mAP: 0.2891, best_mAP: 0.4328 +[2024-04-16 09:56:05 INFO]: Epoch [56][1/1] lr: 0.0005, eta: 0:04:51, time: 0.056, data_time: 0.350, memory: 1673, loss_cls: 0.5522, loss_sal: 0.4187, loss_video_cal: 0.1012, loss_layer_cal: 0.0974, loss: 1.1695, scale: 65536.0000 +[2024-04-16 09:56:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_56.pth... +[2024-04-16 09:56:06 INFO]: Validating... +[2024-04-16 09:56:06 INFO]: Epoch (val) [56][1] loss_cls: 0.5555, loss_sal: 0.3723, loss_video_cal: 0.0000, loss_layer_cal: 0.0632, loss: 0.9910, mAP: 0.2971, best_mAP: 0.4328 +[2024-04-16 09:56:06 INFO]: Epoch [57][1/1] lr: 0.0005, eta: 0:04:51, time: 0.056, data_time: 0.350, memory: 1673, loss_cls: 0.5525, loss_sal: 0.4000, loss_video_cal: 0.1260, loss_layer_cal: 0.0841, loss: 1.1626, scale: 65536.0000 +[2024-04-16 09:56:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_57.pth... +[2024-04-16 09:56:06 INFO]: Validating... +[2024-04-16 09:56:06 INFO]: Epoch (val) [57][1] loss_cls: 0.5556, loss_sal: 0.3718, loss_video_cal: 0.0000, loss_layer_cal: 0.0627, loss: 0.9900, mAP: 0.2971, best_mAP: 0.4328 +[2024-04-16 09:56:07 INFO]: Epoch [58][1/1] lr: 0.0005, eta: 0:04:50, time: 0.055, data_time: 0.357, memory: 1673, loss_cls: 0.5526, loss_sal: 0.4039, loss_video_cal: 0.1026, loss_layer_cal: 0.0872, loss: 1.1463, scale: 65536.0000 +[2024-04-16 09:56:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_58.pth... +[2024-04-16 09:56:07 INFO]: Validating... +[2024-04-16 09:56:07 INFO]: Epoch (val) [58][1] loss_cls: 0.5557, loss_sal: 0.3717, loss_video_cal: 0.0000, loss_layer_cal: 0.0622, loss: 0.9896, mAP: 0.2971, best_mAP: 0.4328 +[2024-04-16 09:56:07 INFO]: Epoch [59][1/1] lr: 0.0005, eta: 0:04:49, time: 0.056, data_time: 0.356, memory: 1673, loss_cls: 0.5525, loss_sal: 0.4075, loss_video_cal: 0.0947, loss_layer_cal: 0.0716, loss: 1.1263, scale: 65536.0000 +[2024-04-16 09:56:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_59.pth... +[2024-04-16 09:56:07 INFO]: Validating... +[2024-04-16 09:56:08 INFO]: Epoch (val) [59][1] loss_cls: 0.5557, loss_sal: 0.3718, loss_video_cal: 0.0000, loss_layer_cal: 0.0617, loss: 0.9892, mAP: 0.2971, best_mAP: 0.4328 +[2024-04-16 09:56:08 INFO]: Epoch [60][1/1] lr: 0.0005, eta: 0:04:48, time: 0.055, data_time: 0.363, memory: 1673, loss_cls: 0.5519, loss_sal: 0.4086, loss_video_cal: 0.1163, loss_layer_cal: 0.0993, loss: 1.1760, scale: 65536.0000 +[2024-04-16 09:56:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_60.pth... +[2024-04-16 09:56:08 INFO]: Validating... +[2024-04-16 09:56:08 INFO]: Epoch (val) [60][1] loss_cls: 0.5556, loss_sal: 0.3721, loss_video_cal: 0.0000, loss_layer_cal: 0.0611, loss: 0.9889, mAP: 0.2891, best_mAP: 0.4328 +[2024-04-16 09:56:09 INFO]: Epoch [61][1/1] lr: 0.0005, eta: 0:04:47, time: 0.055, data_time: 0.357, memory: 1673, loss_cls: 0.5521, loss_sal: 0.3670, loss_video_cal: 0.0737, loss_layer_cal: 0.0673, loss: 1.0600, scale: 65536.0000 +[2024-04-16 09:56:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_61.pth... +[2024-04-16 09:56:09 INFO]: Validating... +[2024-04-16 09:56:09 INFO]: Epoch (val) [61][1] loss_cls: 0.5557, loss_sal: 0.3731, loss_video_cal: 0.0000, loss_layer_cal: 0.0606, loss: 0.9894, mAP: 0.2891, best_mAP: 0.4328 +[2024-04-16 09:56:09 INFO]: Epoch [62][1/1] lr: 0.0005, eta: 0:04:47, time: 0.054, data_time: 0.343, memory: 1673, loss_cls: 0.5515, loss_sal: 0.3875, loss_video_cal: 0.1061, loss_layer_cal: 0.0859, loss: 1.1310, scale: 65536.0000 +[2024-04-16 09:56:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_62.pth... +[2024-04-16 09:56:09 INFO]: Validating... +[2024-04-16 09:56:10 INFO]: Epoch (val) [62][1] loss_cls: 0.5558, loss_sal: 0.3751, loss_video_cal: 0.0000, loss_layer_cal: 0.0599, loss: 0.9909, mAP: 0.2891, best_mAP: 0.4328 +[2024-04-16 09:56:10 INFO]: Epoch [63][1/1] lr: 0.0005, eta: 0:04:46, time: 0.054, data_time: 0.344, memory: 1673, loss_cls: 0.5520, loss_sal: 0.3950, loss_video_cal: 0.0972, loss_layer_cal: 0.0843, loss: 1.1285, scale: 65536.0000 +[2024-04-16 09:56:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_63.pth... +[2024-04-16 09:56:10 INFO]: Validating... +[2024-04-16 09:56:10 INFO]: Epoch (val) [63][1] loss_cls: 0.5559, loss_sal: 0.3765, loss_video_cal: 0.0000, loss_layer_cal: 0.0593, loss: 0.9916, mAP: 0.2891, best_mAP: 0.4328 +[2024-04-16 09:56:11 INFO]: Epoch [64][1/1] lr: 0.0005, eta: 0:04:45, time: 0.054, data_time: 0.342, memory: 1673, loss_cls: 0.5537, loss_sal: 0.4021, loss_video_cal: 0.1026, loss_layer_cal: 0.0932, loss: 1.1517, scale: 65536.0000 +[2024-04-16 09:56:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_64.pth... +[2024-04-16 09:56:11 INFO]: Validating... +[2024-04-16 09:56:11 INFO]: Epoch (val) [64][1] loss_cls: 0.5559, loss_sal: 0.3755, loss_video_cal: 0.0000, loss_layer_cal: 0.0586, loss: 0.9900, mAP: 0.2891, best_mAP: 0.4328 +[2024-04-16 09:56:11 INFO]: Epoch [65][1/1] lr: 0.0005, eta: 0:04:44, time: 0.055, data_time: 0.345, memory: 1673, loss_cls: 0.5518, loss_sal: 0.4217, loss_video_cal: 0.0936, loss_layer_cal: 0.0886, loss: 1.1556, scale: 65536.0000 +[2024-04-16 09:56:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_65.pth... +[2024-04-16 09:56:11 INFO]: Validating... +[2024-04-16 09:56:11 INFO]: Epoch (val) [65][1] loss_cls: 0.5559, loss_sal: 0.3750, loss_video_cal: 0.0000, loss_layer_cal: 0.0578, loss: 0.9886, mAP: 0.2891, best_mAP: 0.4328 +[2024-04-16 09:56:12 INFO]: Epoch [66][1/1] lr: 0.0005, eta: 0:04:43, time: 0.056, data_time: 0.347, memory: 1673, loss_cls: 0.5521, loss_sal: 0.3822, loss_video_cal: 0.0771, loss_layer_cal: 0.0855, loss: 1.0970, scale: 65536.0000 +[2024-04-16 09:56:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_66.pth... +[2024-04-16 09:56:12 INFO]: Validating... +[2024-04-16 09:56:12 INFO]: Epoch (val) [66][1] loss_cls: 0.5558, loss_sal: 0.3763, loss_video_cal: 0.0000, loss_layer_cal: 0.0569, loss: 0.9890, mAP: 0.2891, best_mAP: 0.4328 +[2024-04-16 09:56:12 INFO]: Epoch [67][1/1] lr: 0.0005, eta: 0:04:42, time: 0.055, data_time: 0.345, memory: 1673, loss_cls: 0.5520, loss_sal: 0.3921, loss_video_cal: 0.1231, loss_layer_cal: 0.0847, loss: 1.1519, scale: 65536.0000 +[2024-04-16 09:56:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_67.pth... +[2024-04-16 09:56:12 INFO]: Validating... +[2024-04-16 09:56:13 INFO]: Epoch (val) [67][1] loss_cls: 0.5557, loss_sal: 0.3764, loss_video_cal: 0.0000, loss_layer_cal: 0.0558, loss: 0.9879, mAP: 0.2891, best_mAP: 0.4328 +[2024-04-16 09:56:13 INFO]: Epoch [68][1/1] lr: 0.0005, eta: 0:04:41, time: 0.056, data_time: 0.347, memory: 1673, loss_cls: 0.5515, loss_sal: 0.3772, loss_video_cal: 0.0673, loss_layer_cal: 0.0872, loss: 1.0832, scale: 65536.0000 +[2024-04-16 09:56:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_68.pth... +[2024-04-16 09:56:13 INFO]: Validating... +[2024-04-16 09:56:13 INFO]: Epoch (val) [68][1] loss_cls: 0.5559, loss_sal: 0.3750, loss_video_cal: 0.0000, loss_layer_cal: 0.0548, loss: 0.9858, mAP: 0.2891, best_mAP: 0.4328 +[2024-04-16 09:56:14 INFO]: Epoch [69][1/1] lr: 0.0005, eta: 0:04:41, time: 0.055, data_time: 0.350, memory: 1673, loss_cls: 0.5519, loss_sal: 0.3931, loss_video_cal: 0.0928, loss_layer_cal: 0.0829, loss: 1.1207, scale: 65536.0000 +[2024-04-16 09:56:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_69.pth... +[2024-04-16 09:56:14 INFO]: Validating... +[2024-04-16 09:56:14 INFO]: Epoch (val) [69][1] loss_cls: 0.5559, loss_sal: 0.3759, loss_video_cal: 0.0000, loss_layer_cal: 0.0538, loss: 0.9856, mAP: 0.2891, best_mAP: 0.4328 +[2024-04-16 09:56:14 INFO]: Epoch [70][1/1] lr: 0.0005, eta: 0:04:40, time: 0.054, data_time: 0.346, memory: 1673, loss_cls: 0.5515, loss_sal: 0.3904, loss_video_cal: 0.0879, loss_layer_cal: 0.0700, loss: 1.0997, scale: 65536.0000 +[2024-04-16 09:56:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_70.pth... +[2024-04-16 09:56:14 INFO]: Validating... +[2024-04-16 09:56:15 INFO]: Epoch (val) [70][1] loss_cls: 0.5555, loss_sal: 0.3758, loss_video_cal: 0.0000, loss_layer_cal: 0.0528, loss: 0.9841, mAP: 0.2891, best_mAP: 0.4328 +[2024-04-16 09:56:15 INFO]: Epoch [71][1/1] lr: 0.0005, eta: 0:04:39, time: 0.054, data_time: 0.347, memory: 1673, loss_cls: 0.5512, loss_sal: 0.3674, loss_video_cal: 0.0777, loss_layer_cal: 0.0716, loss: 1.0679, scale: 65536.0000 +[2024-04-16 09:56:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_71.pth... +[2024-04-16 09:56:15 INFO]: Validating... +[2024-04-16 09:56:15 INFO]: Epoch (val) [71][1] loss_cls: 0.5552, loss_sal: 0.3755, loss_video_cal: 0.0000, loss_layer_cal: 0.0517, loss: 0.9825, mAP: 0.2891, best_mAP: 0.4328 +[2024-04-16 09:56:16 INFO]: Epoch [72][1/1] lr: 0.0005, eta: 0:04:38, time: 0.054, data_time: 0.343, memory: 1673, loss_cls: 0.5513, loss_sal: 0.3738, loss_video_cal: 0.0966, loss_layer_cal: 0.0903, loss: 1.1120, scale: 65536.0000 +[2024-04-16 09:56:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_72.pth... +[2024-04-16 09:56:16 INFO]: Validating... +[2024-04-16 09:56:16 INFO]: Epoch (val) [72][1] loss_cls: 0.5550, loss_sal: 0.3757, loss_video_cal: 0.0000, loss_layer_cal: 0.0507, loss: 0.9813, mAP: 0.2971, best_mAP: 0.4328 +[2024-04-16 09:56:16 INFO]: Epoch [73][1/1] lr: 0.0005, eta: 0:04:37, time: 0.056, data_time: 0.349, memory: 1673, loss_cls: 0.5515, loss_sal: 0.3694, loss_video_cal: 0.0990, loss_layer_cal: 0.1000, loss: 1.1199, scale: 65536.0000 +[2024-04-16 09:56:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_73.pth... +[2024-04-16 09:56:16 INFO]: Validating... +[2024-04-16 09:56:16 INFO]: Epoch (val) [73][1] loss_cls: 0.5548, loss_sal: 0.3762, loss_video_cal: 0.0000, loss_layer_cal: 0.0496, loss: 0.9805, mAP: 0.2971, best_mAP: 0.4328 +[2024-04-16 09:56:17 INFO]: Epoch [74][1/1] lr: 0.0005, eta: 0:04:37, time: 0.054, data_time: 0.347, memory: 1673, loss_cls: 0.5512, loss_sal: 0.3931, loss_video_cal: 0.1018, loss_layer_cal: 0.0975, loss: 1.1437, scale: 65536.0000 +[2024-04-16 09:56:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_74.pth... +[2024-04-16 09:56:17 INFO]: Validating... +[2024-04-16 09:56:17 INFO]: Epoch (val) [74][1] loss_cls: 0.5548, loss_sal: 0.3798, loss_video_cal: 0.0000, loss_layer_cal: 0.0487, loss: 0.9833, mAP: 0.2891, best_mAP: 0.4328 +[2024-04-16 09:56:17 INFO]: Epoch [75][1/1] lr: 0.0005, eta: 0:04:36, time: 0.055, data_time: 0.348, memory: 1673, loss_cls: 0.5511, loss_sal: 0.3553, loss_video_cal: 0.0944, loss_layer_cal: 0.0823, loss: 1.0830, scale: 65536.0000 +[2024-04-16 09:56:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_75.pth... +[2024-04-16 09:56:17 INFO]: Validating... +[2024-04-16 09:56:18 INFO]: Epoch (val) [75][1] loss_cls: 0.5544, loss_sal: 0.3835, loss_video_cal: 0.0000, loss_layer_cal: 0.0479, loss: 0.9858, mAP: 0.2891, best_mAP: 0.4328 +[2024-04-16 09:56:18 INFO]: Epoch [76][1/1] lr: 0.0005, eta: 0:04:35, time: 0.054, data_time: 0.346, memory: 1673, loss_cls: 0.5512, loss_sal: 0.3091, loss_video_cal: 0.0929, loss_layer_cal: 0.0826, loss: 1.0358, scale: 65536.0000 +[2024-04-16 09:56:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_76.pth... +[2024-04-16 09:56:18 INFO]: Validating... +[2024-04-16 09:56:18 INFO]: Epoch (val) [76][1] loss_cls: 0.5538, loss_sal: 0.3891, loss_video_cal: 0.0000, loss_layer_cal: 0.0471, loss: 0.9899, mAP: 0.2891, best_mAP: 0.4328 +[2024-04-16 09:56:19 INFO]: Epoch [77][1/1] lr: 0.0005, eta: 0:04:34, time: 0.057, data_time: 0.347, memory: 1673, loss_cls: 0.5533, loss_sal: 0.3830, loss_video_cal: 0.0806, loss_layer_cal: 0.0636, loss: 1.0805, scale: 65536.0000 +[2024-04-16 09:56:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_77.pth... +[2024-04-16 09:56:19 INFO]: Validating... +[2024-04-16 09:56:19 INFO]: Epoch (val) [77][1] loss_cls: 0.5535, loss_sal: 0.3941, loss_video_cal: 0.0000, loss_layer_cal: 0.0462, loss: 0.9938, mAP: 0.2960, best_mAP: 0.4328 +[2024-04-16 09:56:19 INFO]: Epoch [78][1/1] lr: 0.0005, eta: 0:04:33, time: 0.054, data_time: 0.350, memory: 1673, loss_cls: 0.5506, loss_sal: 0.3074, loss_video_cal: 0.0631, loss_layer_cal: 0.0716, loss: 0.9928, scale: 65536.0000 +[2024-04-16 09:56:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_78.pth... +[2024-04-16 09:56:19 INFO]: Validating... +[2024-04-16 09:56:19 INFO]: Epoch (val) [78][1] loss_cls: 0.5533, loss_sal: 0.3946, loss_video_cal: 0.0000, loss_layer_cal: 0.0450, loss: 0.9929, mAP: 0.2960, best_mAP: 0.4328 +[2024-04-16 09:56:20 INFO]: Epoch [79][1/1] lr: 0.0005, eta: 0:04:33, time: 0.055, data_time: 0.349, memory: 1673, loss_cls: 0.5503, loss_sal: 0.3081, loss_video_cal: 0.0698, loss_layer_cal: 0.0651, loss: 0.9933, scale: 65536.0000 +[2024-04-16 09:56:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_79.pth... +[2024-04-16 09:56:20 INFO]: Validating... +[2024-04-16 09:56:20 INFO]: Epoch (val) [79][1] loss_cls: 0.5531, loss_sal: 0.3975, loss_video_cal: 0.0000, loss_layer_cal: 0.0440, loss: 0.9946, mAP: 0.2960, best_mAP: 0.4328 +[2024-04-16 09:56:21 INFO]: Epoch [80][1/1] lr: 0.0005, eta: 0:04:32, time: 0.054, data_time: 0.340, memory: 1673, loss_cls: 0.5512, loss_sal: 0.3435, loss_video_cal: 0.0896, loss_layer_cal: 0.0750, loss: 1.0593, scale: 65536.0000 +[2024-04-16 09:56:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_80.pth... +[2024-04-16 09:56:21 INFO]: Validating... +[2024-04-16 09:56:21 INFO]: Epoch (val) [80][1] loss_cls: 0.5527, loss_sal: 0.4015, loss_video_cal: 0.0000, loss_layer_cal: 0.0430, loss: 0.9972, mAP: 0.2960, best_mAP: 0.4328 +[2024-04-16 09:56:21 INFO]: Epoch [81][1/1] lr: 0.0005, eta: 0:04:31, time: 0.054, data_time: 0.345, memory: 1673, loss_cls: 0.5509, loss_sal: 0.3375, loss_video_cal: 0.0626, loss_layer_cal: 0.0620, loss: 1.0131, scale: 65536.0000 +[2024-04-16 09:56:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_81.pth... +[2024-04-16 09:56:21 INFO]: Validating... +[2024-04-16 09:56:21 INFO]: Epoch (val) [81][1] loss_cls: 0.5526, loss_sal: 0.4084, loss_video_cal: 0.0000, loss_layer_cal: 0.0421, loss: 1.0031, mAP: 0.3145, best_mAP: 0.4328 +[2024-04-16 09:56:22 INFO]: Epoch [82][1/1] lr: 0.0005, eta: 0:04:30, time: 0.055, data_time: 0.346, memory: 1673, loss_cls: 0.5499, loss_sal: 0.2662, loss_video_cal: 0.0540, loss_layer_cal: 0.0726, loss: 0.9426, scale: 65536.0000 +[2024-04-16 09:56:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_82.pth... +[2024-04-16 09:56:22 INFO]: Validating... +[2024-04-16 09:56:22 INFO]: Epoch (val) [82][1] loss_cls: 0.5523, loss_sal: 0.4205, loss_video_cal: 0.0000, loss_layer_cal: 0.0411, loss: 1.0138, mAP: 0.3145, best_mAP: 0.4328 +[2024-04-16 09:56:22 INFO]: Epoch [83][1/1] lr: 0.0005, eta: 0:04:29, time: 0.054, data_time: 0.349, memory: 1673, loss_cls: 0.5508, loss_sal: 0.2722, loss_video_cal: 0.0677, loss_layer_cal: 0.0826, loss: 0.9733, scale: 65536.0000 +[2024-04-16 09:56:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_83.pth... +[2024-04-16 09:56:22 INFO]: Validating... +[2024-04-16 09:56:23 INFO]: Epoch (val) [83][1] loss_cls: 0.5517, loss_sal: 0.4325, loss_video_cal: 0.0000, loss_layer_cal: 0.0400, loss: 1.0242, mAP: 0.3868, best_mAP: 0.4328 +[2024-04-16 09:56:23 INFO]: Epoch [84][1/1] lr: 0.0005, eta: 0:04:29, time: 0.056, data_time: 0.341, memory: 1673, loss_cls: 0.5497, loss_sal: 0.2724, loss_video_cal: 0.0698, loss_layer_cal: 0.0787, loss: 0.9705, scale: 65536.0000 +[2024-04-16 09:56:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_84.pth... +[2024-04-16 09:56:23 INFO]: Validating... +[2024-04-16 09:56:23 INFO]: Epoch (val) [84][1] loss_cls: 0.5510, loss_sal: 0.4356, loss_video_cal: 0.0000, loss_layer_cal: 0.0391, loss: 1.0257, mAP: 0.3868, best_mAP: 0.4328 +[2024-04-16 09:56:24 INFO]: Epoch [85][1/1] lr: 0.0005, eta: 0:04:28, time: 0.055, data_time: 0.351, memory: 1673, loss_cls: 0.5496, loss_sal: 0.3274, loss_video_cal: 0.0750, loss_layer_cal: 0.0746, loss: 1.0266, scale: 65536.0000 +[2024-04-16 09:56:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_85.pth... +[2024-04-16 09:56:24 INFO]: Validating... +[2024-04-16 09:56:24 INFO]: Epoch (val) [85][1] loss_cls: 0.5500, loss_sal: 0.4475, loss_video_cal: 0.0000, loss_layer_cal: 0.0384, loss: 1.0359, mAP: 0.3692, best_mAP: 0.4328 +[2024-04-16 09:56:24 INFO]: Epoch [86][1/1] lr: 0.0005, eta: 0:04:27, time: 0.054, data_time: 0.350, memory: 1673, loss_cls: 0.5491, loss_sal: 0.3329, loss_video_cal: 0.0483, loss_layer_cal: 0.0664, loss: 0.9967, scale: 65536.0000 +[2024-04-16 09:56:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_86.pth... +[2024-04-16 09:56:24 INFO]: Validating... +[2024-04-16 09:56:24 INFO]: Epoch (val) [86][1] loss_cls: 0.5496, loss_sal: 0.4518, loss_video_cal: 0.0000, loss_layer_cal: 0.0377, loss: 1.0391, mAP: 0.3748, best_mAP: 0.4328 +[2024-04-16 09:56:25 INFO]: Epoch [87][1/1] lr: 0.0005, eta: 0:04:26, time: 0.054, data_time: 0.345, memory: 1673, loss_cls: 0.5512, loss_sal: 0.3496, loss_video_cal: 0.0671, loss_layer_cal: 0.0750, loss: 1.0428, scale: 65536.0000 +[2024-04-16 09:56:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_87.pth... +[2024-04-16 09:56:25 INFO]: Validating... +[2024-04-16 09:56:25 INFO]: Epoch (val) [87][1] loss_cls: 0.5484, loss_sal: 0.4664, loss_video_cal: 0.0000, loss_layer_cal: 0.0369, loss: 1.0517, mAP: 0.4117, best_mAP: 0.4328 +[2024-04-16 09:56:25 INFO]: Epoch [88][1/1] lr: 0.0005, eta: 0:04:26, time: 0.054, data_time: 0.350, memory: 1673, loss_cls: 0.5490, loss_sal: 0.2658, loss_video_cal: 0.0473, loss_layer_cal: 0.0659, loss: 0.9280, scale: 65536.0000 +[2024-04-16 09:56:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_88.pth... +[2024-04-16 09:56:26 INFO]: Validating... +[2024-04-16 09:56:26 INFO]: Epoch (val) [88][1] loss_cls: 0.5476, loss_sal: 0.4823, loss_video_cal: 0.0000, loss_layer_cal: 0.0362, loss: 1.0661, mAP: 0.4268, best_mAP: 0.4328 +[2024-04-16 09:56:26 INFO]: Epoch [89][1/1] lr: 0.0005, eta: 0:04:25, time: 0.055, data_time: 0.348, memory: 1673, loss_cls: 0.5510, loss_sal: 0.2683, loss_video_cal: 0.0669, loss_layer_cal: 0.0786, loss: 0.9648, scale: 65536.0000 +[2024-04-16 09:56:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_89.pth... +[2024-04-16 09:56:26 INFO]: Validating... +[2024-04-16 09:56:26 INFO]: Epoch (val) [89][1] loss_cls: 0.5478, loss_sal: 0.4952, loss_video_cal: 0.0000, loss_layer_cal: 0.0355, loss: 1.0785, mAP: 0.4088, best_mAP: 0.4328 +[2024-04-16 09:56:27 INFO]: Epoch [90][1/1] lr: 0.0005, eta: 0:04:24, time: 0.055, data_time: 0.348, memory: 1673, loss_cls: 0.5488, loss_sal: 0.2602, loss_video_cal: 0.0506, loss_layer_cal: 0.0701, loss: 0.9297, scale: 65536.0000 +[2024-04-16 09:56:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_90.pth... +[2024-04-16 09:56:27 INFO]: Validating... +[2024-04-16 09:56:27 INFO]: Epoch (val) [90][1] loss_cls: 0.5493, loss_sal: 0.5063, loss_video_cal: 0.0000, loss_layer_cal: 0.0348, loss: 1.0904, mAP: 0.4088, best_mAP: 0.4328 +[2024-04-16 09:56:27 INFO]: Epoch [91][1/1] lr: 0.0005, eta: 0:04:23, time: 0.055, data_time: 0.352, memory: 1673, loss_cls: 0.5486, loss_sal: 0.2403, loss_video_cal: 0.0516, loss_layer_cal: 0.0588, loss: 0.8993, scale: 65536.0000 +[2024-04-16 09:56:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_91.pth... +[2024-04-16 09:56:27 INFO]: Validating... +[2024-04-16 09:56:28 INFO]: Epoch (val) [91][1] loss_cls: 0.5531, loss_sal: 0.5240, loss_video_cal: 0.0000, loss_layer_cal: 0.0343, loss: 1.1114, mAP: 0.4088, best_mAP: 0.4328 +[2024-04-16 09:56:28 INFO]: Epoch [92][1/1] lr: 0.0005, eta: 0:04:23, time: 0.054, data_time: 0.350, memory: 1673, loss_cls: 0.5513, loss_sal: 0.2281, loss_video_cal: 0.0493, loss_layer_cal: 0.0693, loss: 0.8980, scale: 65536.0000 +[2024-04-16 09:56:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_92.pth... +[2024-04-16 09:56:28 INFO]: Validating... +[2024-04-16 09:56:28 INFO]: Epoch (val) [92][1] loss_cls: 0.5550, loss_sal: 0.5385, loss_video_cal: 0.0000, loss_layer_cal: 0.0338, loss: 1.1273, mAP: 0.4164, best_mAP: 0.4328 +[2024-04-16 09:56:29 INFO]: Epoch [93][1/1] lr: 0.0005, eta: 0:04:22, time: 0.056, data_time: 0.346, memory: 1673, loss_cls: 0.5513, loss_sal: 0.2038, loss_video_cal: 0.0568, loss_layer_cal: 0.0620, loss: 0.8740, scale: 65536.0000 +[2024-04-16 09:56:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_93.pth... +[2024-04-16 09:56:29 INFO]: Validating... +[2024-04-16 09:56:29 INFO]: Epoch (val) [93][1] loss_cls: 0.5540, loss_sal: 0.5265, loss_video_cal: 0.0000, loss_layer_cal: 0.0334, loss: 1.1139, mAP: 0.4963, best_mAP: 0.4963 +[2024-04-16 09:56:29 INFO]: Epoch [94][1/1] lr: 0.0005, eta: 0:04:21, time: 0.055, data_time: 0.344, memory: 1673, loss_cls: 0.5520, loss_sal: 0.3069, loss_video_cal: 0.0717, loss_layer_cal: 0.0706, loss: 1.0012, scale: 65536.0000 +[2024-04-16 09:56:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_94.pth... +[2024-04-16 09:56:29 INFO]: Validating... +[2024-04-16 09:56:29 INFO]: Epoch (val) [94][1] loss_cls: 0.5493, loss_sal: 0.5036, loss_video_cal: 0.0000, loss_layer_cal: 0.0333, loss: 1.0861, mAP: 0.4963, best_mAP: 0.4963 +[2024-04-16 09:56:30 INFO]: Epoch [95][1/1] lr: 0.0005, eta: 0:04:20, time: 0.055, data_time: 0.346, memory: 1673, loss_cls: 0.5495, loss_sal: 0.1917, loss_video_cal: 0.0441, loss_layer_cal: 0.0663, loss: 0.8516, scale: 65536.0000 +[2024-04-16 09:56:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_95.pth... +[2024-04-16 09:56:30 INFO]: Validating... +[2024-04-16 09:56:30 INFO]: Epoch (val) [95][1] loss_cls: 0.5463, loss_sal: 0.4955, loss_video_cal: 0.0000, loss_layer_cal: 0.0330, loss: 1.0748, mAP: 0.4963, best_mAP: 0.4963 +[2024-04-16 09:56:30 INFO]: Epoch [96][1/1] lr: 0.0005, eta: 0:04:20, time: 0.055, data_time: 0.345, memory: 1673, loss_cls: 0.5484, loss_sal: 0.2759, loss_video_cal: 0.0706, loss_layer_cal: 0.0570, loss: 0.9519, scale: 65536.0000 +[2024-04-16 09:56:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_96.pth... +[2024-04-16 09:56:31 INFO]: Validating... +[2024-04-16 09:56:31 INFO]: Epoch (val) [96][1] loss_cls: 0.5478, loss_sal: 0.4910, loss_video_cal: 0.0000, loss_layer_cal: 0.0327, loss: 1.0715, mAP: 0.4718, best_mAP: 0.4963 +[2024-04-16 09:56:31 INFO]: Epoch [97][1/1] lr: 0.0005, eta: 0:04:19, time: 0.054, data_time: 0.345, memory: 1673, loss_cls: 0.5470, loss_sal: 0.1423, loss_video_cal: 0.0733, loss_layer_cal: 0.0724, loss: 0.8350, scale: 65536.0000 +[2024-04-16 09:56:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_97.pth... +[2024-04-16 09:56:31 INFO]: Validating... +[2024-04-16 09:56:31 INFO]: Epoch (val) [97][1] loss_cls: 0.5503, loss_sal: 0.4923, loss_video_cal: 0.0000, loss_layer_cal: 0.0322, loss: 1.0748, mAP: 0.4718, best_mAP: 0.4963 +[2024-04-16 09:56:32 INFO]: Epoch [98][1/1] lr: 0.0005, eta: 0:04:18, time: 0.055, data_time: 0.352, memory: 1673, loss_cls: 0.5501, loss_sal: 0.2946, loss_video_cal: 0.0802, loss_layer_cal: 0.0600, loss: 0.9848, scale: 65536.0000 +[2024-04-16 09:56:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_98.pth... +[2024-04-16 09:56:32 INFO]: Validating... +[2024-04-16 09:56:32 INFO]: Epoch (val) [98][1] loss_cls: 0.5503, loss_sal: 0.4937, loss_video_cal: 0.0000, loss_layer_cal: 0.0318, loss: 1.0758, mAP: 0.4640, best_mAP: 0.4963 +[2024-04-16 09:56:32 INFO]: Epoch [99][1/1] lr: 0.0005, eta: 0:04:18, time: 0.054, data_time: 0.348, memory: 1673, loss_cls: 0.5512, loss_sal: 0.1629, loss_video_cal: 0.0411, loss_layer_cal: 0.0745, loss: 0.8297, scale: 65536.0000 +[2024-04-16 09:56:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_99.pth... +[2024-04-16 09:56:32 INFO]: Validating... +[2024-04-16 09:56:33 INFO]: Epoch (val) [99][1] loss_cls: 0.5482, loss_sal: 0.4895, loss_video_cal: 0.0000, loss_layer_cal: 0.0311, loss: 1.0688, mAP: 0.4640, best_mAP: 0.4963 +[2024-04-16 09:56:33 INFO]: Epoch [100][1/1] lr: 0.0005, eta: 0:04:17, time: 0.054, data_time: 0.344, memory: 1673, loss_cls: 0.5490, loss_sal: 0.2364, loss_video_cal: 0.0437, loss_layer_cal: 0.0783, loss: 0.9074, scale: 65536.0000 +[2024-04-16 09:56:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_100.pth... +[2024-04-16 09:56:33 INFO]: Validating... +[2024-04-16 09:56:33 INFO]: Epoch (val) [100][1] loss_cls: 0.5470, loss_sal: 0.4816, loss_video_cal: 0.0000, loss_layer_cal: 0.0304, loss: 1.0590, mAP: 0.4776, best_mAP: 0.4963 +[2024-04-16 09:56:34 INFO]: Epoch [101][1/1] lr: 0.0005, eta: 0:04:16, time: 0.055, data_time: 0.345, memory: 1673, loss_cls: 0.5489, loss_sal: 0.3214, loss_video_cal: 0.0714, loss_layer_cal: 0.0658, loss: 1.0075, scale: 65536.0000 +[2024-04-16 09:56:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_101.pth... +[2024-04-16 09:56:34 INFO]: Validating... +[2024-04-16 09:56:34 INFO]: Epoch (val) [101][1] loss_cls: 0.5464, loss_sal: 0.4677, loss_video_cal: 0.0000, loss_layer_cal: 0.0298, loss: 1.0440, mAP: 0.4963, best_mAP: 0.4963 +[2024-04-16 09:56:34 INFO]: Epoch [102][1/1] lr: 0.0005, eta: 0:04:15, time: 0.054, data_time: 0.350, memory: 1673, loss_cls: 0.5484, loss_sal: 0.3196, loss_video_cal: 0.0851, loss_layer_cal: 0.0759, loss: 1.0290, scale: 65536.0000 +[2024-04-16 09:56:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_102.pth... +[2024-04-16 09:56:34 INFO]: Validating... +[2024-04-16 09:56:34 INFO]: Epoch (val) [102][1] loss_cls: 0.5458, loss_sal: 0.4674, loss_video_cal: 0.0000, loss_layer_cal: 0.0293, loss: 1.0424, mAP: 0.4963, best_mAP: 0.4963 +[2024-04-16 09:56:35 INFO]: Epoch [103][1/1] lr: 0.0005, eta: 0:04:15, time: 0.055, data_time: 0.341, memory: 1673, loss_cls: 0.5481, loss_sal: 0.2729, loss_video_cal: 0.1070, loss_layer_cal: 0.0722, loss: 1.0003, scale: 65536.0000 +[2024-04-16 09:56:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_103.pth... +[2024-04-16 09:56:35 INFO]: Validating... +[2024-04-16 09:56:35 INFO]: Epoch (val) [103][1] loss_cls: 0.5457, loss_sal: 0.4658, loss_video_cal: 0.0000, loss_layer_cal: 0.0285, loss: 1.0400, mAP: 0.4626, best_mAP: 0.4963 +[2024-04-16 09:56:35 INFO]: Epoch [104][1/1] lr: 0.0005, eta: 0:04:14, time: 0.055, data_time: 0.348, memory: 1673, loss_cls: 0.5487, loss_sal: 0.3053, loss_video_cal: 0.0575, loss_layer_cal: 0.0700, loss: 0.9814, scale: 65536.0000 +[2024-04-16 09:56:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_104.pth... +[2024-04-16 09:56:36 INFO]: Validating... +[2024-04-16 09:56:36 INFO]: Epoch (val) [104][1] loss_cls: 0.5463, loss_sal: 0.4688, loss_video_cal: 0.0000, loss_layer_cal: 0.0277, loss: 1.0428, mAP: 0.4776, best_mAP: 0.4963 +[2024-04-16 09:56:36 INFO]: Epoch [105][1/1] lr: 0.0005, eta: 0:04:13, time: 0.055, data_time: 0.348, memory: 1673, loss_cls: 0.5466, loss_sal: 0.2252, loss_video_cal: 0.0529, loss_layer_cal: 0.0708, loss: 0.8955, scale: 65536.0000 +[2024-04-16 09:56:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_105.pth... +[2024-04-16 09:56:36 INFO]: Validating... +[2024-04-16 09:56:36 INFO]: Epoch (val) [105][1] loss_cls: 0.5462, loss_sal: 0.4603, loss_video_cal: 0.0000, loss_layer_cal: 0.0265, loss: 1.0330, mAP: 0.4578, best_mAP: 0.4963 +[2024-04-16 09:56:37 INFO]: Epoch [106][1/1] lr: 0.0005, eta: 0:04:13, time: 0.054, data_time: 0.352, memory: 1673, loss_cls: 0.5461, loss_sal: 0.2592, loss_video_cal: 0.0569, loss_layer_cal: 0.0530, loss: 0.9152, scale: 65536.0000 +[2024-04-16 09:56:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_106.pth... +[2024-04-16 09:56:37 INFO]: Validating... +[2024-04-16 09:56:37 INFO]: Epoch (val) [106][1] loss_cls: 0.5456, loss_sal: 0.4570, loss_video_cal: 0.0000, loss_layer_cal: 0.0255, loss: 1.0281, mAP: 0.4292, best_mAP: 0.4963 +[2024-04-16 09:56:37 INFO]: Epoch [107][1/1] lr: 0.0005, eta: 0:04:12, time: 0.055, data_time: 0.344, memory: 1673, loss_cls: 0.5474, loss_sal: 0.2807, loss_video_cal: 0.0366, loss_layer_cal: 0.0443, loss: 0.9090, scale: 65536.0000 +[2024-04-16 09:56:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_107.pth... +[2024-04-16 09:56:37 INFO]: Validating... +[2024-04-16 09:56:38 INFO]: Epoch (val) [107][1] loss_cls: 0.5473, loss_sal: 0.4645, loss_video_cal: 0.0000, loss_layer_cal: 0.0244, loss: 1.0362, mAP: 0.4459, best_mAP: 0.4963 +[2024-04-16 09:56:38 INFO]: Epoch [108][1/1] lr: 0.0005, eta: 0:04:11, time: 0.055, data_time: 0.344, memory: 1673, loss_cls: 0.5486, loss_sal: 0.3265, loss_video_cal: 0.0558, loss_layer_cal: 0.0589, loss: 0.9898, scale: 65536.0000 +[2024-04-16 09:56:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_108.pth... +[2024-04-16 09:56:38 INFO]: Validating... +[2024-04-16 09:56:38 INFO]: Epoch (val) [108][1] loss_cls: 0.5509, loss_sal: 0.4652, loss_video_cal: 0.0000, loss_layer_cal: 0.0234, loss: 1.0395, mAP: 0.4459, best_mAP: 0.4963 +[2024-04-16 09:56:39 INFO]: Epoch [109][1/1] lr: 0.0005, eta: 0:04:10, time: 0.054, data_time: 0.344, memory: 1673, loss_cls: 0.5515, loss_sal: 0.2659, loss_video_cal: 0.0564, loss_layer_cal: 0.0571, loss: 0.9309, scale: 65536.0000 +[2024-04-16 09:56:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_109.pth... +[2024-04-16 09:56:39 INFO]: Validating... +[2024-04-16 09:56:39 INFO]: Epoch (val) [109][1] loss_cls: 0.5512, loss_sal: 0.4656, loss_video_cal: 0.0000, loss_layer_cal: 0.0225, loss: 1.0394, mAP: 0.4657, best_mAP: 0.4963 +[2024-04-16 09:56:39 INFO]: Epoch [110][1/1] lr: 0.0005, eta: 0:04:10, time: 0.056, data_time: 0.347, memory: 1673, loss_cls: 0.5502, loss_sal: 0.2371, loss_video_cal: 0.0538, loss_layer_cal: 0.0575, loss: 0.8986, scale: 65536.0000 +[2024-04-16 09:56:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_110.pth... +[2024-04-16 09:56:39 INFO]: Validating... +[2024-04-16 09:56:39 INFO]: Epoch (val) [110][1] loss_cls: 0.5499, loss_sal: 0.4747, loss_video_cal: 0.0000, loss_layer_cal: 0.0217, loss: 1.0464, mAP: 0.4852, best_mAP: 0.4963 +[2024-04-16 09:56:40 INFO]: Epoch [111][1/1] lr: 0.0005, eta: 0:04:09, time: 0.055, data_time: 0.348, memory: 1673, loss_cls: 0.5481, loss_sal: 0.2261, loss_video_cal: 0.0427, loss_layer_cal: 0.0579, loss: 0.8747, scale: 65536.0000 +[2024-04-16 09:56:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_111.pth... +[2024-04-16 09:56:40 INFO]: Validating... +[2024-04-16 09:56:40 INFO]: Epoch (val) [111][1] loss_cls: 0.5447, loss_sal: 0.4835, loss_video_cal: 0.0000, loss_layer_cal: 0.0208, loss: 1.0490, mAP: 0.4721, best_mAP: 0.4963 +[2024-04-16 09:56:40 INFO]: Epoch [112][1/1] lr: 0.0005, eta: 0:04:08, time: 0.055, data_time: 0.351, memory: 1673, loss_cls: 0.5473, loss_sal: 0.2043, loss_video_cal: 0.0430, loss_layer_cal: 0.0581, loss: 0.8527, scale: 65536.0000 +[2024-04-16 09:56:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_112.pth... +[2024-04-16 09:56:41 INFO]: Validating... +[2024-04-16 09:56:41 INFO]: Epoch (val) [112][1] loss_cls: 0.5417, loss_sal: 0.5066, loss_video_cal: 0.0000, loss_layer_cal: 0.0199, loss: 1.0682, mAP: 0.4376, best_mAP: 0.4963 +[2024-04-16 09:56:41 INFO]: Epoch [113][1/1] lr: 0.0005, eta: 0:04:08, time: 0.055, data_time: 0.350, memory: 1673, loss_cls: 0.5484, loss_sal: 0.2800, loss_video_cal: 0.0385, loss_layer_cal: 0.0549, loss: 0.9218, scale: 65536.0000 +[2024-04-16 09:56:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_113.pth... +[2024-04-16 09:56:41 INFO]: Validating... +[2024-04-16 09:56:41 INFO]: Epoch (val) [113][1] loss_cls: 0.5411, loss_sal: 0.5167, loss_video_cal: 0.0000, loss_layer_cal: 0.0191, loss: 1.0769, mAP: 0.4365, best_mAP: 0.4963 +[2024-04-16 09:56:42 INFO]: Epoch [114][1/1] lr: 0.0005, eta: 0:04:07, time: 0.055, data_time: 0.350, memory: 1673, loss_cls: 0.5488, loss_sal: 0.2275, loss_video_cal: 0.0357, loss_layer_cal: 0.0443, loss: 0.8563, scale: 65536.0000 +[2024-04-16 09:56:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_114.pth... +[2024-04-16 09:56:42 INFO]: Validating... +[2024-04-16 09:56:42 INFO]: Epoch (val) [114][1] loss_cls: 0.5404, loss_sal: 0.5343, loss_video_cal: 0.0000, loss_layer_cal: 0.0184, loss: 1.0931, mAP: 0.4425, best_mAP: 0.4963 +[2024-04-16 09:56:42 INFO]: Epoch [115][1/1] lr: 0.0005, eta: 0:04:06, time: 0.055, data_time: 0.351, memory: 1673, loss_cls: 0.5484, loss_sal: 0.2207, loss_video_cal: 0.0330, loss_layer_cal: 0.0591, loss: 0.8612, scale: 65536.0000 +[2024-04-16 09:56:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_115.pth... +[2024-04-16 09:56:42 INFO]: Validating... +[2024-04-16 09:56:43 INFO]: Epoch (val) [115][1] loss_cls: 0.5385, loss_sal: 0.5713, loss_video_cal: 0.0000, loss_layer_cal: 0.0175, loss: 1.1273, mAP: 0.4434, best_mAP: 0.4963 +[2024-04-16 09:56:43 INFO]: Epoch [116][1/1] lr: 0.0005, eta: 0:04:06, time: 0.056, data_time: 0.345, memory: 1673, loss_cls: 0.5474, loss_sal: 0.2585, loss_video_cal: 0.0484, loss_layer_cal: 0.0494, loss: 0.9038, scale: 65536.0000 +[2024-04-16 09:56:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_116.pth... +[2024-04-16 09:56:43 INFO]: Validating... +[2024-04-16 09:56:43 INFO]: Epoch (val) [116][1] loss_cls: 0.5372, loss_sal: 0.6100, loss_video_cal: 0.0000, loss_layer_cal: 0.0169, loss: 1.1641, mAP: 0.4790, best_mAP: 0.4963 +[2024-04-16 09:56:44 INFO]: Epoch [117][1/1] lr: 0.0005, eta: 0:04:05, time: 0.054, data_time: 0.348, memory: 1673, loss_cls: 0.5457, loss_sal: 0.2074, loss_video_cal: 0.0556, loss_layer_cal: 0.0670, loss: 0.8757, scale: 65536.0000 +[2024-04-16 09:56:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_117.pth... +[2024-04-16 09:56:44 INFO]: Validating... +[2024-04-16 09:56:44 INFO]: Epoch (val) [117][1] loss_cls: 0.5373, loss_sal: 0.6409, loss_video_cal: 0.0000, loss_layer_cal: 0.0163, loss: 1.1944, mAP: 0.5443, best_mAP: 0.5443 +[2024-04-16 09:56:44 INFO]: Epoch [118][1/1] lr: 0.0005, eta: 0:04:04, time: 0.055, data_time: 0.342, memory: 1673, loss_cls: 0.5444, loss_sal: 0.2039, loss_video_cal: 0.0296, loss_layer_cal: 0.0432, loss: 0.8212, scale: 65536.0000 +[2024-04-16 09:56:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_118.pth... +[2024-04-16 09:56:44 INFO]: Validating... +[2024-04-16 09:56:44 INFO]: Epoch (val) [118][1] loss_cls: 0.5384, loss_sal: 0.6614, loss_video_cal: 0.0000, loss_layer_cal: 0.0157, loss: 1.2154, mAP: 0.5443, best_mAP: 0.5443 +[2024-04-16 09:56:45 INFO]: Epoch [119][1/1] lr: 0.0005, eta: 0:04:03, time: 0.054, data_time: 0.345, memory: 1673, loss_cls: 0.5486, loss_sal: 0.1605, loss_video_cal: 0.0268, loss_layer_cal: 0.0386, loss: 0.7744, scale: 65536.0000 +[2024-04-16 09:56:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_119.pth... +[2024-04-16 09:56:45 INFO]: Validating... +[2024-04-16 09:56:45 INFO]: Epoch (val) [119][1] loss_cls: 0.5399, loss_sal: 0.6095, loss_video_cal: 0.0000, loss_layer_cal: 0.0150, loss: 1.1644, mAP: 0.5143, best_mAP: 0.5443 +[2024-04-16 09:56:45 INFO]: Epoch [120][1/1] lr: 0.0005, eta: 0:04:03, time: 0.054, data_time: 0.349, memory: 1673, loss_cls: 0.5486, loss_sal: 0.1772, loss_video_cal: 0.0287, loss_layer_cal: 0.0378, loss: 0.7924, scale: 65536.0000 +[2024-04-16 09:56:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_120.pth... +[2024-04-16 09:56:46 INFO]: Validating... +[2024-04-16 09:56:46 INFO]: Epoch (val) [120][1] loss_cls: 0.5408, loss_sal: 0.6042, loss_video_cal: 0.0000, loss_layer_cal: 0.0144, loss: 1.1594, mAP: 0.5143, best_mAP: 0.5443 +[2024-04-16 09:56:46 INFO]: Epoch [121][1/1] lr: 0.0005, eta: 0:04:02, time: 0.055, data_time: 0.351, memory: 1673, loss_cls: 0.5465, loss_sal: 0.1602, loss_video_cal: 0.0340, loss_layer_cal: 0.0532, loss: 0.7939, scale: 65536.0000 +[2024-04-16 09:56:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_121.pth... +[2024-04-16 09:56:46 INFO]: Validating... +[2024-04-16 09:56:46 INFO]: Epoch (val) [121][1] loss_cls: 0.5414, loss_sal: 0.6375, loss_video_cal: 0.0000, loss_layer_cal: 0.0137, loss: 1.1925, mAP: 0.5414, best_mAP: 0.5443 +[2024-04-16 09:56:47 INFO]: Epoch [122][1/1] lr: 0.0005, eta: 0:04:01, time: 0.054, data_time: 0.344, memory: 1673, loss_cls: 0.5467, loss_sal: 0.2699, loss_video_cal: 0.0414, loss_layer_cal: 0.0572, loss: 0.9152, scale: 65536.0000 +[2024-04-16 09:56:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_122.pth... +[2024-04-16 09:56:47 INFO]: Validating... +[2024-04-16 09:56:47 INFO]: Epoch (val) [122][1] loss_cls: 0.5403, loss_sal: 0.6620, loss_video_cal: 0.0000, loss_layer_cal: 0.0131, loss: 1.2153, mAP: 0.5414, best_mAP: 0.5443 +[2024-04-16 09:56:47 INFO]: Epoch [123][1/1] lr: 0.0005, eta: 0:04:01, time: 0.054, data_time: 0.346, memory: 1673, loss_cls: 0.5447, loss_sal: 0.1661, loss_video_cal: 0.0355, loss_layer_cal: 0.0499, loss: 0.7962, scale: 65536.0000 +[2024-04-16 09:56:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_123.pth... +[2024-04-16 09:56:47 INFO]: Validating... +[2024-04-16 09:56:48 INFO]: Epoch (val) [123][1] loss_cls: 0.5382, loss_sal: 0.6848, loss_video_cal: 0.0000, loss_layer_cal: 0.0124, loss: 1.2354, mAP: 0.5651, best_mAP: 0.5651 +[2024-04-16 09:56:48 INFO]: Epoch [124][1/1] lr: 0.0005, eta: 0:04:00, time: 0.055, data_time: 0.351, memory: 1673, loss_cls: 0.5461, loss_sal: 0.2222, loss_video_cal: 0.0157, loss_layer_cal: 0.0509, loss: 0.8349, scale: 65536.0000 +[2024-04-16 09:56:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_124.pth... +[2024-04-16 09:56:48 INFO]: Validating... +[2024-04-16 09:56:48 INFO]: Epoch (val) [124][1] loss_cls: 0.5391, loss_sal: 0.6338, loss_video_cal: 0.0000, loss_layer_cal: 0.0118, loss: 1.1847, mAP: 0.5651, best_mAP: 0.5651 +[2024-04-16 09:56:49 INFO]: Epoch [125][1/1] lr: 0.0005, eta: 0:03:59, time: 0.056, data_time: 0.347, memory: 1673, loss_cls: 0.5471, loss_sal: 0.2107, loss_video_cal: 0.0378, loss_layer_cal: 0.0399, loss: 0.8355, scale: 65536.0000 +[2024-04-16 09:56:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_125.pth... +[2024-04-16 09:56:49 INFO]: Validating... +[2024-04-16 09:56:49 INFO]: Epoch (val) [125][1] loss_cls: 0.5404, loss_sal: 0.5713, loss_video_cal: 0.0000, loss_layer_cal: 0.0112, loss: 1.1229, mAP: 0.5715, best_mAP: 0.5715 +[2024-04-16 09:56:49 INFO]: Epoch [126][1/1] lr: 0.0005, eta: 0:03:59, time: 0.054, data_time: 0.348, memory: 1673, loss_cls: 0.5456, loss_sal: 0.2050, loss_video_cal: 0.0276, loss_layer_cal: 0.0319, loss: 0.8101, scale: 65536.0000 +[2024-04-16 09:56:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_126.pth... +[2024-04-16 09:56:49 INFO]: Validating... +[2024-04-16 09:56:49 INFO]: Epoch (val) [126][1] loss_cls: 0.5410, loss_sal: 0.5172, loss_video_cal: 0.0000, loss_layer_cal: 0.0106, loss: 1.0689, mAP: 0.5715, best_mAP: 0.5715 +[2024-04-16 09:56:50 INFO]: Epoch [127][1/1] lr: 0.0005, eta: 0:03:58, time: 0.056, data_time: 0.348, memory: 1673, loss_cls: 0.5453, loss_sal: 0.2218, loss_video_cal: 0.0243, loss_layer_cal: 0.0350, loss: 0.8264, scale: 65536.0000 +[2024-04-16 09:56:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_127.pth... +[2024-04-16 09:56:50 INFO]: Validating... +[2024-04-16 09:56:50 INFO]: Epoch (val) [127][1] loss_cls: 0.5420, loss_sal: 0.4767, loss_video_cal: 0.0000, loss_layer_cal: 0.0102, loss: 1.0288, mAP: 0.5756, best_mAP: 0.5756 +[2024-04-16 09:56:50 INFO]: Epoch [128][1/1] lr: 0.0005, eta: 0:03:57, time: 0.056, data_time: 0.347, memory: 1673, loss_cls: 0.5452, loss_sal: 0.1164, loss_video_cal: 0.0316, loss_layer_cal: 0.0483, loss: 0.7415, scale: 65536.0000 +[2024-04-16 09:56:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_128.pth... +[2024-04-16 09:56:51 INFO]: Validating... +[2024-04-16 09:56:51 INFO]: Epoch (val) [128][1] loss_cls: 0.5431, loss_sal: 0.4485, loss_video_cal: 0.0000, loss_layer_cal: 0.0096, loss: 1.0012, mAP: 0.5919, best_mAP: 0.5919 +[2024-04-16 09:56:51 INFO]: Epoch [129][1/1] lr: 0.0005, eta: 0:03:57, time: 0.054, data_time: 0.347, memory: 1673, loss_cls: 0.5443, loss_sal: 0.2633, loss_video_cal: 0.0854, loss_layer_cal: 0.0542, loss: 0.9472, scale: 65536.0000 +[2024-04-16 09:56:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_129.pth... +[2024-04-16 09:56:51 INFO]: Validating... +[2024-04-16 09:56:51 INFO]: Epoch (val) [129][1] loss_cls: 0.5431, loss_sal: 0.4309, loss_video_cal: 0.0000, loss_layer_cal: 0.0091, loss: 0.9832, mAP: 0.5919, best_mAP: 0.5919 +[2024-04-16 09:56:52 INFO]: Epoch [130][1/1] lr: 0.0005, eta: 0:03:56, time: 0.054, data_time: 0.348, memory: 1673, loss_cls: 0.5443, loss_sal: 0.2350, loss_video_cal: 0.0307, loss_layer_cal: 0.0385, loss: 0.8484, scale: 65536.0000 +[2024-04-16 09:56:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_130.pth... +[2024-04-16 09:56:52 INFO]: Validating... +[2024-04-16 09:56:52 INFO]: Epoch (val) [130][1] loss_cls: 0.5443, loss_sal: 0.4097, loss_video_cal: 0.0000, loss_layer_cal: 0.0088, loss: 0.9628, mAP: 0.5818, best_mAP: 0.5919 +[2024-04-16 09:56:52 INFO]: Epoch [131][1/1] lr: 0.0005, eta: 0:03:55, time: 0.055, data_time: 0.351, memory: 1673, loss_cls: 0.5466, loss_sal: 0.1519, loss_video_cal: 0.0316, loss_layer_cal: 0.0457, loss: 0.7758, scale: 65536.0000 +[2024-04-16 09:56:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_131.pth... +[2024-04-16 09:56:52 INFO]: Validating... +[2024-04-16 09:56:53 INFO]: Epoch (val) [131][1] loss_cls: 0.5446, loss_sal: 0.4102, loss_video_cal: 0.0000, loss_layer_cal: 0.0084, loss: 0.9632, mAP: 0.5829, best_mAP: 0.5919 +[2024-04-16 09:56:53 INFO]: Epoch [132][1/1] lr: 0.0005, eta: 0:03:55, time: 0.055, data_time: 0.346, memory: 1673, loss_cls: 0.5447, loss_sal: 0.1292, loss_video_cal: 0.0229, loss_layer_cal: 0.0439, loss: 0.7407, scale: 65536.0000 +[2024-04-16 09:56:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_132.pth... +[2024-04-16 09:56:53 INFO]: Validating... +[2024-04-16 09:56:53 INFO]: Epoch (val) [132][1] loss_cls: 0.5439, loss_sal: 0.4156, loss_video_cal: 0.0000, loss_layer_cal: 0.0080, loss: 0.9675, mAP: 0.5829, best_mAP: 0.5919 +[2024-04-16 09:56:54 INFO]: Epoch [133][1/1] lr: 0.0005, eta: 0:03:54, time: 0.054, data_time: 0.349, memory: 1673, loss_cls: 0.5464, loss_sal: 0.2002, loss_video_cal: 0.0209, loss_layer_cal: 0.0400, loss: 0.8075, scale: 65536.0000 +[2024-04-16 09:56:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_133.pth... +[2024-04-16 09:56:54 INFO]: Validating... +[2024-04-16 09:56:54 INFO]: Epoch (val) [133][1] loss_cls: 0.5436, loss_sal: 0.4220, loss_video_cal: 0.0000, loss_layer_cal: 0.0076, loss: 0.9732, mAP: 0.5437, best_mAP: 0.5919 +[2024-04-16 09:56:54 INFO]: Epoch [134][1/1] lr: 0.0005, eta: 0:03:53, time: 0.055, data_time: 0.342, memory: 1673, loss_cls: 0.5486, loss_sal: 0.1196, loss_video_cal: 0.0169, loss_layer_cal: 0.0335, loss: 0.7186, scale: 65536.0000 +[2024-04-16 09:56:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_134.pth... +[2024-04-16 09:56:54 INFO]: Validating... +[2024-04-16 09:56:54 INFO]: Epoch (val) [134][1] loss_cls: 0.5436, loss_sal: 0.4197, loss_video_cal: 0.0000, loss_layer_cal: 0.0073, loss: 0.9705, mAP: 0.5066, best_mAP: 0.5919 +[2024-04-16 09:56:55 INFO]: Epoch [135][1/1] lr: 0.0005, eta: 0:03:52, time: 0.055, data_time: 0.347, memory: 1673, loss_cls: 0.5485, loss_sal: 0.1520, loss_video_cal: 0.0377, loss_layer_cal: 0.0329, loss: 0.7711, scale: 65536.0000 +[2024-04-16 09:56:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_135.pth... +[2024-04-16 09:56:55 INFO]: Validating... +[2024-04-16 09:56:55 INFO]: Epoch (val) [135][1] loss_cls: 0.5438, loss_sal: 0.4000, loss_video_cal: 0.0000, loss_layer_cal: 0.0071, loss: 0.9508, mAP: 0.5465, best_mAP: 0.5919 +[2024-04-16 09:56:55 INFO]: Epoch [136][1/1] lr: 0.0005, eta: 0:03:52, time: 0.053, data_time: 0.343, memory: 1673, loss_cls: 0.5466, loss_sal: 0.1563, loss_video_cal: 0.0326, loss_layer_cal: 0.0403, loss: 0.7758, scale: 65536.0000 +[2024-04-16 09:56:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_136.pth... +[2024-04-16 09:56:56 INFO]: Validating... +[2024-04-16 09:56:56 INFO]: Epoch (val) [136][1] loss_cls: 0.5455, loss_sal: 0.3890, loss_video_cal: 0.0000, loss_layer_cal: 0.0068, loss: 0.9413, mAP: 0.5465, best_mAP: 0.5919 +[2024-04-16 09:56:56 INFO]: Epoch [137][1/1] lr: 0.0005, eta: 0:03:51, time: 0.053, data_time: 0.343, memory: 1673, loss_cls: 0.5450, loss_sal: 0.1395, loss_video_cal: 0.0358, loss_layer_cal: 0.0462, loss: 0.7664, scale: 65536.0000 +[2024-04-16 09:56:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_137.pth... +[2024-04-16 09:56:56 INFO]: Validating... +[2024-04-16 09:56:56 INFO]: Epoch (val) [137][1] loss_cls: 0.5455, loss_sal: 0.3890, loss_video_cal: 0.0000, loss_layer_cal: 0.0068, loss: 0.9413, mAP: 0.5465, best_mAP: 0.5919 +[2024-04-16 09:56:57 INFO]: Epoch [138][1/1] lr: 0.0005, eta: 0:03:50, time: 0.055, data_time: 0.347, memory: 1673, loss_cls: 0.5465, loss_sal: 0.2526, loss_video_cal: 0.0495, loss_layer_cal: 0.0320, loss: 0.8805, scale: 32768.0000 +[2024-04-16 09:56:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_138.pth... +[2024-04-16 09:56:57 INFO]: Validating... +[2024-04-16 09:56:57 INFO]: Epoch (val) [138][1] loss_cls: 0.5490, loss_sal: 0.3863, loss_video_cal: 0.0000, loss_layer_cal: 0.0067, loss: 0.9420, mAP: 0.5052, best_mAP: 0.5919 +[2024-04-16 09:56:57 INFO]: Epoch [139][1/1] lr: 0.0005, eta: 0:03:50, time: 0.055, data_time: 0.346, memory: 1673, loss_cls: 0.5464, loss_sal: 0.1888, loss_video_cal: 0.0475, loss_layer_cal: 0.0391, loss: 0.8219, scale: 32768.0000 +[2024-04-16 09:56:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_139.pth... +[2024-04-16 09:56:57 INFO]: Validating... +[2024-04-16 09:56:58 INFO]: Epoch (val) [139][1] loss_cls: 0.5511, loss_sal: 0.3876, loss_video_cal: 0.0000, loss_layer_cal: 0.0066, loss: 0.9453, mAP: 0.4930, best_mAP: 0.5919 +[2024-04-16 09:56:58 INFO]: Epoch [140][1/1] lr: 0.0005, eta: 0:03:49, time: 0.055, data_time: 0.348, memory: 1673, loss_cls: 0.5469, loss_sal: 0.0860, loss_video_cal: 0.0179, loss_layer_cal: 0.0310, loss: 0.6817, scale: 32768.0000 +[2024-04-16 09:56:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_140.pth... +[2024-04-16 09:56:58 INFO]: Validating... +[2024-04-16 09:56:58 INFO]: Epoch (val) [140][1] loss_cls: 0.5517, loss_sal: 0.3893, loss_video_cal: 0.0000, loss_layer_cal: 0.0064, loss: 0.9474, mAP: 0.4086, best_mAP: 0.5919 +[2024-04-16 09:56:59 INFO]: Epoch [141][1/1] lr: 0.0005, eta: 0:03:49, time: 0.054, data_time: 0.351, memory: 1673, loss_cls: 0.5474, loss_sal: 0.3146, loss_video_cal: 0.0608, loss_layer_cal: 0.0404, loss: 0.9632, scale: 32768.0000 +[2024-04-16 09:56:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_141.pth... +[2024-04-16 09:56:59 INFO]: Validating... +[2024-04-16 09:56:59 INFO]: Epoch (val) [141][1] loss_cls: 0.5511, loss_sal: 0.3913, loss_video_cal: 0.0000, loss_layer_cal: 0.0063, loss: 0.9487, mAP: 0.5062, best_mAP: 0.5919 +[2024-04-16 09:56:59 INFO]: Epoch [142][1/1] lr: 0.0005, eta: 0:03:48, time: 0.055, data_time: 0.349, memory: 1673, loss_cls: 0.5484, loss_sal: 0.2082, loss_video_cal: 0.0315, loss_layer_cal: 0.0280, loss: 0.8161, scale: 32768.0000 +[2024-04-16 09:56:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_142.pth... +[2024-04-16 09:56:59 INFO]: Validating... +[2024-04-16 09:56:59 INFO]: Epoch (val) [142][1] loss_cls: 0.5500, loss_sal: 0.3945, loss_video_cal: 0.0000, loss_layer_cal: 0.0063, loss: 0.9508, mAP: 0.5062, best_mAP: 0.5919 +[2024-04-16 09:57:00 INFO]: Epoch [143][1/1] lr: 0.0005, eta: 0:03:47, time: 0.055, data_time: 0.348, memory: 1673, loss_cls: 0.5472, loss_sal: 0.1661, loss_video_cal: 0.0287, loss_layer_cal: 0.0349, loss: 0.7769, scale: 32768.0000 +[2024-04-16 09:57:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_143.pth... +[2024-04-16 09:57:00 INFO]: Validating... +[2024-04-16 09:57:00 INFO]: Epoch (val) [143][1] loss_cls: 0.5488, loss_sal: 0.4002, loss_video_cal: 0.0000, loss_layer_cal: 0.0062, loss: 0.9553, mAP: 0.5580, best_mAP: 0.5919 +[2024-04-16 09:57:00 INFO]: Epoch [144][1/1] lr: 0.0005, eta: 0:03:47, time: 0.054, data_time: 0.346, memory: 1673, loss_cls: 0.5454, loss_sal: 0.1966, loss_video_cal: 0.0171, loss_layer_cal: 0.0504, loss: 0.8094, scale: 32768.0000 +[2024-04-16 09:57:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_144.pth... +[2024-04-16 09:57:01 INFO]: Validating... +[2024-04-16 09:57:01 INFO]: Epoch (val) [144][1] loss_cls: 0.5468, loss_sal: 0.4015, loss_video_cal: 0.0000, loss_layer_cal: 0.0062, loss: 0.9545, mAP: 0.5580, best_mAP: 0.5919 +[2024-04-16 09:57:01 INFO]: Epoch [145][1/1] lr: 0.0005, eta: 0:03:46, time: 0.055, data_time: 0.342, memory: 1673, loss_cls: 0.5459, loss_sal: 0.1530, loss_video_cal: 0.0251, loss_layer_cal: 0.0392, loss: 0.7633, scale: 32768.0000 +[2024-04-16 09:57:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_145.pth... +[2024-04-16 09:57:01 INFO]: Validating... +[2024-04-16 09:57:01 INFO]: Epoch (val) [145][1] loss_cls: 0.5449, loss_sal: 0.4083, loss_video_cal: 0.0000, loss_layer_cal: 0.0062, loss: 0.9594, mAP: 0.5344, best_mAP: 0.5919 +[2024-04-16 09:57:02 INFO]: Epoch [146][1/1] lr: 0.0005, eta: 0:03:45, time: 0.056, data_time: 0.346, memory: 1673, loss_cls: 0.5446, loss_sal: 0.1275, loss_video_cal: 0.0189, loss_layer_cal: 0.0335, loss: 0.7246, scale: 32768.0000 +[2024-04-16 09:57:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_146.pth... +[2024-04-16 09:57:02 INFO]: Validating... +[2024-04-16 09:57:02 INFO]: Epoch (val) [146][1] loss_cls: 0.5443, loss_sal: 0.4216, loss_video_cal: 0.0000, loss_layer_cal: 0.0060, loss: 0.9719, mAP: 0.5344, best_mAP: 0.5919 +[2024-04-16 09:57:02 INFO]: Epoch [147][1/1] lr: 0.0005, eta: 0:03:45, time: 0.055, data_time: 0.345, memory: 1673, loss_cls: 0.5465, loss_sal: 0.2599, loss_video_cal: 0.0327, loss_layer_cal: 0.0376, loss: 0.8767, scale: 32768.0000 +[2024-04-16 09:57:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_147.pth... +[2024-04-16 09:57:02 INFO]: Validating... +[2024-04-16 09:57:03 INFO]: Epoch (val) [147][1] loss_cls: 0.5479, loss_sal: 0.4501, loss_video_cal: 0.0000, loss_layer_cal: 0.0060, loss: 1.0040, mAP: 0.5056, best_mAP: 0.5919 +[2024-04-16 09:57:03 INFO]: Epoch [148][1/1] lr: 0.0005, eta: 0:03:44, time: 0.054, data_time: 0.350, memory: 1673, loss_cls: 0.5437, loss_sal: 0.1842, loss_video_cal: 0.0467, loss_layer_cal: 0.0382, loss: 0.8129, scale: 32768.0000 +[2024-04-16 09:57:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_148.pth... +[2024-04-16 09:57:03 INFO]: Validating... +[2024-04-16 09:57:03 INFO]: Epoch (val) [148][1] loss_cls: 0.5524, loss_sal: 0.4820, loss_video_cal: 0.0000, loss_layer_cal: 0.0059, loss: 1.0403, mAP: 0.5332, best_mAP: 0.5919 +[2024-04-16 09:57:04 INFO]: Epoch [149][1/1] lr: 0.0005, eta: 0:03:43, time: 0.055, data_time: 0.351, memory: 1673, loss_cls: 0.5464, loss_sal: 0.1665, loss_video_cal: 0.0243, loss_layer_cal: 0.0245, loss: 0.7617, scale: 32768.0000 +[2024-04-16 09:57:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_149.pth... +[2024-04-16 09:57:04 INFO]: Validating... +[2024-04-16 09:57:04 INFO]: Epoch (val) [149][1] loss_cls: 0.5512, loss_sal: 0.5078, loss_video_cal: 0.0000, loss_layer_cal: 0.0057, loss: 1.0646, mAP: 0.5332, best_mAP: 0.5919 +[2024-04-16 09:57:04 INFO]: Epoch [150][1/1] lr: 0.0005, eta: 0:03:43, time: 0.054, data_time: 0.346, memory: 1673, loss_cls: 0.5474, loss_sal: 0.2521, loss_video_cal: 0.0352, loss_layer_cal: 0.0299, loss: 0.8646, scale: 32768.0000 +[2024-04-16 09:57:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_150.pth... +[2024-04-16 09:57:04 INFO]: Validating... +[2024-04-16 09:57:04 INFO]: Epoch (val) [150][1] loss_cls: 0.5480, loss_sal: 0.5160, loss_video_cal: 0.0000, loss_layer_cal: 0.0054, loss: 1.0695, mAP: 0.5332, best_mAP: 0.5919 +[2024-04-16 09:57:05 INFO]: Epoch [151][1/1] lr: 0.0005, eta: 0:03:42, time: 0.056, data_time: 0.346, memory: 1673, loss_cls: 0.5447, loss_sal: 0.3684, loss_video_cal: 0.0474, loss_layer_cal: 0.0402, loss: 1.0007, scale: 32768.0000 +[2024-04-16 09:57:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_151.pth... +[2024-04-16 09:57:05 INFO]: Validating... +[2024-04-16 09:57:05 INFO]: Epoch (val) [151][1] loss_cls: 0.5437, loss_sal: 0.5109, loss_video_cal: 0.0000, loss_layer_cal: 0.0053, loss: 1.0599, mAP: 0.5026, best_mAP: 0.5919 +[2024-04-16 09:57:05 INFO]: Epoch [152][1/1] lr: 0.0005, eta: 0:03:41, time: 0.055, data_time: 0.349, memory: 1673, loss_cls: 0.5439, loss_sal: 0.1637, loss_video_cal: 0.0187, loss_layer_cal: 0.0283, loss: 0.7546, scale: 32768.0000 +[2024-04-16 09:57:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_152.pth... +[2024-04-16 09:57:06 INFO]: Validating... +[2024-04-16 09:57:06 INFO]: Epoch (val) [152][1] loss_cls: 0.5425, loss_sal: 0.4993, loss_video_cal: 0.0000, loss_layer_cal: 0.0050, loss: 1.0469, mAP: 0.4873, best_mAP: 0.5919 +[2024-04-16 09:57:06 INFO]: Epoch [153][1/1] lr: 0.0005, eta: 0:03:41, time: 0.055, data_time: 0.349, memory: 1673, loss_cls: 0.5486, loss_sal: 0.1452, loss_video_cal: 0.0284, loss_layer_cal: 0.0338, loss: 0.7560, scale: 32768.0000 +[2024-04-16 09:57:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_153.pth... +[2024-04-16 09:57:06 INFO]: Validating... +[2024-04-16 09:57:06 INFO]: Epoch (val) [153][1] loss_cls: 0.5439, loss_sal: 0.4779, loss_video_cal: 0.0000, loss_layer_cal: 0.0048, loss: 1.0266, mAP: 0.4987, best_mAP: 0.5919 +[2024-04-16 09:57:07 INFO]: Epoch [154][1/1] lr: 0.0005, eta: 0:03:40, time: 0.055, data_time: 0.354, memory: 1673, loss_cls: 0.5450, loss_sal: 0.1440, loss_video_cal: 0.0301, loss_layer_cal: 0.0297, loss: 0.7489, scale: 32768.0000 +[2024-04-16 09:57:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_154.pth... +[2024-04-16 09:57:07 INFO]: Validating... +[2024-04-16 09:57:07 INFO]: Epoch (val) [154][1] loss_cls: 0.5463, loss_sal: 0.4553, loss_video_cal: 0.0000, loss_layer_cal: 0.0045, loss: 1.0061, mAP: 0.4970, best_mAP: 0.5919 +[2024-04-16 09:57:07 INFO]: Epoch [155][1/1] lr: 0.0005, eta: 0:03:39, time: 0.054, data_time: 0.350, memory: 1673, loss_cls: 0.5484, loss_sal: 0.1519, loss_video_cal: 0.0166, loss_layer_cal: 0.0273, loss: 0.7442, scale: 32768.0000 +[2024-04-16 09:57:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_155.pth... +[2024-04-16 09:57:07 INFO]: Validating... +[2024-04-16 09:57:08 INFO]: Epoch (val) [155][1] loss_cls: 0.5521, loss_sal: 0.4389, loss_video_cal: 0.0000, loss_layer_cal: 0.0043, loss: 0.9953, mAP: 0.5412, best_mAP: 0.5919 +[2024-04-16 09:57:08 INFO]: Epoch [156][1/1] lr: 0.0005, eta: 0:03:39, time: 0.055, data_time: 0.350, memory: 1673, loss_cls: 0.5458, loss_sal: 0.2790, loss_video_cal: 0.0495, loss_layer_cal: 0.0258, loss: 0.9001, scale: 32768.0000 +[2024-04-16 09:57:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_156.pth... +[2024-04-16 09:57:08 INFO]: Validating... +[2024-04-16 09:57:08 INFO]: Epoch (val) [156][1] loss_cls: 0.5586, loss_sal: 0.4141, loss_video_cal: 0.0000, loss_layer_cal: 0.0041, loss: 0.9768, mAP: 0.5412, best_mAP: 0.5919 +[2024-04-16 09:57:09 INFO]: Epoch [157][1/1] lr: 0.0005, eta: 0:03:38, time: 0.055, data_time: 0.347, memory: 1673, loss_cls: 0.5478, loss_sal: 0.1891, loss_video_cal: 0.0228, loss_layer_cal: 0.0235, loss: 0.7833, scale: 32768.0000 +[2024-04-16 09:57:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_157.pth... +[2024-04-16 09:57:09 INFO]: Validating... +[2024-04-16 09:57:09 INFO]: Epoch (val) [157][1] loss_cls: 0.5610, loss_sal: 0.3920, loss_video_cal: 0.0000, loss_layer_cal: 0.0039, loss: 0.9569, mAP: 0.4942, best_mAP: 0.5919 +[2024-04-16 09:57:09 INFO]: Epoch [158][1/1] lr: 0.0005, eta: 0:03:37, time: 0.055, data_time: 0.348, memory: 1673, loss_cls: 0.5489, loss_sal: 0.1778, loss_video_cal: 0.0325, loss_layer_cal: 0.0269, loss: 0.7861, scale: 32768.0000 +[2024-04-16 09:57:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_158.pth... +[2024-04-16 09:57:09 INFO]: Validating... +[2024-04-16 09:57:09 INFO]: Epoch (val) [158][1] loss_cls: 0.5587, loss_sal: 0.3820, loss_video_cal: 0.0000, loss_layer_cal: 0.0037, loss: 0.9444, mAP: 0.4479, best_mAP: 0.5919 +[2024-04-16 09:57:10 INFO]: Epoch [159][1/1] lr: 0.0005, eta: 0:03:37, time: 0.054, data_time: 0.346, memory: 1673, loss_cls: 0.5473, loss_sal: 0.1957, loss_video_cal: 0.0143, loss_layer_cal: 0.0278, loss: 0.7851, scale: 32768.0000 +[2024-04-16 09:57:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_159.pth... +[2024-04-16 09:57:10 INFO]: Validating... +[2024-04-16 09:57:10 INFO]: Epoch (val) [159][1] loss_cls: 0.5545, loss_sal: 0.3772, loss_video_cal: 0.0000, loss_layer_cal: 0.0035, loss: 0.9353, mAP: 0.4292, best_mAP: 0.5919 +[2024-04-16 09:57:11 INFO]: Epoch [160][1/1] lr: 0.0005, eta: 0:03:36, time: 0.055, data_time: 0.344, memory: 1673, loss_cls: 0.5473, loss_sal: 0.2089, loss_video_cal: 0.0251, loss_layer_cal: 0.0270, loss: 0.8084, scale: 32768.0000 +[2024-04-16 09:57:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_160.pth... +[2024-04-16 09:57:11 INFO]: Validating... +[2024-04-16 09:57:11 INFO]: Epoch (val) [160][1] loss_cls: 0.5502, loss_sal: 0.3780, loss_video_cal: 0.0000, loss_layer_cal: 0.0033, loss: 0.9315, mAP: 0.4479, best_mAP: 0.5919 +[2024-04-16 09:57:11 INFO]: Epoch [161][1/1] lr: 0.0005, eta: 0:03:35, time: 0.055, data_time: 0.342, memory: 1673, loss_cls: 0.5478, loss_sal: 0.2553, loss_video_cal: 0.0210, loss_layer_cal: 0.0309, loss: 0.8550, scale: 32768.0000 +[2024-04-16 09:57:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_161.pth... +[2024-04-16 09:57:11 INFO]: Validating... +[2024-04-16 09:57:11 INFO]: Epoch (val) [161][1] loss_cls: 0.5487, loss_sal: 0.3781, loss_video_cal: 0.0000, loss_layer_cal: 0.0032, loss: 0.9300, mAP: 0.4680, best_mAP: 0.5919 +[2024-04-16 09:57:12 INFO]: Epoch [162][1/1] lr: 0.0005, eta: 0:03:35, time: 0.054, data_time: 0.341, memory: 1673, loss_cls: 0.5444, loss_sal: 0.2322, loss_video_cal: 0.0354, loss_layer_cal: 0.0187, loss: 0.8306, scale: 32768.0000 +[2024-04-16 09:57:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_162.pth... +[2024-04-16 09:57:12 INFO]: Validating... +[2024-04-16 09:57:12 INFO]: Epoch (val) [162][1] loss_cls: 0.5478, loss_sal: 0.3824, loss_video_cal: 0.0000, loss_layer_cal: 0.0031, loss: 0.9333, mAP: 0.4812, best_mAP: 0.5919 +[2024-04-16 09:57:12 INFO]: Epoch [163][1/1] lr: 0.0005, eta: 0:03:34, time: 0.054, data_time: 0.346, memory: 1673, loss_cls: 0.5459, loss_sal: 0.1283, loss_video_cal: 0.0147, loss_layer_cal: 0.0389, loss: 0.7278, scale: 32768.0000 +[2024-04-16 09:57:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_163.pth... +[2024-04-16 09:57:12 INFO]: Validating... +[2024-04-16 09:57:13 INFO]: Epoch (val) [163][1] loss_cls: 0.5480, loss_sal: 0.3909, loss_video_cal: 0.0000, loss_layer_cal: 0.0029, loss: 0.9419, mAP: 0.4812, best_mAP: 0.5919 +[2024-04-16 09:57:13 INFO]: Epoch [164][1/1] lr: 0.0005, eta: 0:03:33, time: 0.054, data_time: 0.348, memory: 1673, loss_cls: 0.5446, loss_sal: 0.1875, loss_video_cal: 0.0219, loss_layer_cal: 0.0184, loss: 0.7724, scale: 32768.0000 +[2024-04-16 09:57:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_164.pth... +[2024-04-16 09:57:13 INFO]: Validating... +[2024-04-16 09:57:13 INFO]: Epoch (val) [164][1] loss_cls: 0.5481, loss_sal: 0.4004, loss_video_cal: 0.0000, loss_layer_cal: 0.0028, loss: 0.9513, mAP: 0.4812, best_mAP: 0.5919 +[2024-04-16 09:57:14 INFO]: Epoch [165][1/1] lr: 0.0005, eta: 0:03:33, time: 0.055, data_time: 0.345, memory: 1673, loss_cls: 0.5476, loss_sal: 0.1972, loss_video_cal: 0.0221, loss_layer_cal: 0.0290, loss: 0.7959, scale: 32768.0000 +[2024-04-16 09:57:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_165.pth... +[2024-04-16 09:57:14 INFO]: Validating... +[2024-04-16 09:57:14 INFO]: Epoch (val) [165][1] loss_cls: 0.5480, loss_sal: 0.4106, loss_video_cal: 0.0000, loss_layer_cal: 0.0027, loss: 0.9612, mAP: 0.4608, best_mAP: 0.5919 +[2024-04-16 09:57:14 INFO]: Epoch [166][1/1] lr: 0.0005, eta: 0:03:32, time: 0.054, data_time: 0.340, memory: 1673, loss_cls: 0.5426, loss_sal: 0.1119, loss_video_cal: 0.0179, loss_layer_cal: 0.0176, loss: 0.6900, scale: 32768.0000 +[2024-04-16 09:57:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_166.pth... +[2024-04-16 09:57:14 INFO]: Validating... +[2024-04-16 09:57:14 INFO]: Epoch (val) [166][1] loss_cls: 0.5477, loss_sal: 0.4261, loss_video_cal: 0.0000, loss_layer_cal: 0.0025, loss: 0.9764, mAP: 0.4608, best_mAP: 0.5919 +[2024-04-16 09:57:15 INFO]: Epoch [167][1/1] lr: 0.0005, eta: 0:03:31, time: 0.055, data_time: 0.345, memory: 1673, loss_cls: 0.5453, loss_sal: 0.0638, loss_video_cal: 0.0135, loss_layer_cal: 0.0177, loss: 0.6402, scale: 32768.0000 +[2024-04-16 09:57:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_167.pth... +[2024-04-16 09:57:15 INFO]: Validating... +[2024-04-16 09:57:15 INFO]: Epoch (val) [167][1] loss_cls: 0.5489, loss_sal: 0.4498, loss_video_cal: 0.0000, loss_layer_cal: 0.0024, loss: 1.0011, mAP: 0.4608, best_mAP: 0.5919 +[2024-04-16 09:57:15 INFO]: Epoch [168][1/1] lr: 0.0005, eta: 0:03:31, time: 0.055, data_time: 0.345, memory: 1673, loss_cls: 0.5430, loss_sal: 0.0762, loss_video_cal: 0.0358, loss_layer_cal: 0.0276, loss: 0.6826, scale: 32768.0000 +[2024-04-16 09:57:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_168.pth... +[2024-04-16 09:57:16 INFO]: Validating... +[2024-04-16 09:57:16 INFO]: Epoch (val) [168][1] loss_cls: 0.5476, loss_sal: 0.4900, loss_video_cal: 0.0000, loss_layer_cal: 0.0022, loss: 1.0397, mAP: 0.5256, best_mAP: 0.5919 +[2024-04-16 09:57:16 INFO]: Epoch [169][1/1] lr: 0.0005, eta: 0:03:30, time: 0.054, data_time: 0.352, memory: 1673, loss_cls: 0.5457, loss_sal: 0.1208, loss_video_cal: 0.0192, loss_layer_cal: 0.0145, loss: 0.7001, scale: 32768.0000 +[2024-04-16 09:57:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_169.pth... +[2024-04-16 09:57:16 INFO]: Validating... +[2024-04-16 09:57:16 INFO]: Epoch (val) [169][1] loss_cls: 0.5449, loss_sal: 0.5588, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 1.1057, mAP: 0.5292, best_mAP: 0.5919 +[2024-04-16 09:57:17 INFO]: Epoch [170][1/1] lr: 0.0005, eta: 0:03:29, time: 0.054, data_time: 0.343, memory: 1673, loss_cls: 0.5436, loss_sal: 0.0746, loss_video_cal: 0.0163, loss_layer_cal: 0.0201, loss: 0.6546, scale: 32768.0000 +[2024-04-16 09:57:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_170.pth... +[2024-04-16 09:57:17 INFO]: Validating... +[2024-04-16 09:57:17 INFO]: Epoch (val) [170][1] loss_cls: 0.5435, loss_sal: 0.6493, loss_video_cal: 0.0000, loss_layer_cal: 0.0018, loss: 1.1947, mAP: 0.5228, best_mAP: 0.5919 +[2024-04-16 09:57:17 INFO]: Epoch [171][1/1] lr: 0.0005, eta: 0:03:29, time: 0.055, data_time: 0.344, memory: 1673, loss_cls: 0.5448, loss_sal: 0.0808, loss_video_cal: 0.0146, loss_layer_cal: 0.0192, loss: 0.6595, scale: 32768.0000 +[2024-04-16 09:57:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_171.pth... +[2024-04-16 09:57:17 INFO]: Validating... +[2024-04-16 09:57:18 INFO]: Epoch (val) [171][1] loss_cls: 0.5415, loss_sal: 0.7537, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 1.2968, mAP: 0.5228, best_mAP: 0.5919 +[2024-04-16 09:57:18 INFO]: Epoch [172][1/1] lr: 0.0005, eta: 0:03:28, time: 0.055, data_time: 0.343, memory: 1673, loss_cls: 0.5458, loss_sal: 0.0835, loss_video_cal: 0.0118, loss_layer_cal: 0.0246, loss: 0.6656, scale: 32768.0000 +[2024-04-16 09:57:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_172.pth... +[2024-04-16 09:57:18 INFO]: Validating... +[2024-04-16 09:57:18 INFO]: Epoch (val) [172][1] loss_cls: 0.5405, loss_sal: 0.8644, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.4064, mAP: 0.4616, best_mAP: 0.5919 +[2024-04-16 09:57:19 INFO]: Epoch [173][1/1] lr: 0.0005, eta: 0:03:27, time: 0.055, data_time: 0.342, memory: 1673, loss_cls: 0.5457, loss_sal: 0.1869, loss_video_cal: 0.0279, loss_layer_cal: 0.0120, loss: 0.7724, scale: 32768.0000 +[2024-04-16 09:57:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_173.pth... +[2024-04-16 09:57:19 INFO]: Validating... +[2024-04-16 09:57:19 INFO]: Epoch (val) [173][1] loss_cls: 0.5510, loss_sal: 0.8364, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.3889, mAP: 0.3934, best_mAP: 0.5919 +[2024-04-16 09:57:19 INFO]: Epoch [174][1/1] lr: 0.0005, eta: 0:03:27, time: 0.054, data_time: 0.342, memory: 1673, loss_cls: 0.5476, loss_sal: 0.1012, loss_video_cal: 0.0219, loss_layer_cal: 0.0305, loss: 0.7012, scale: 32768.0000 +[2024-04-16 09:57:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_174.pth... +[2024-04-16 09:57:19 INFO]: Validating... +[2024-04-16 09:57:19 INFO]: Epoch (val) [174][1] loss_cls: 0.5566, loss_sal: 0.7610, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.3190, mAP: 0.3440, best_mAP: 0.5919 +[2024-04-16 09:57:20 INFO]: Epoch [175][1/1] lr: 0.0005, eta: 0:03:26, time: 0.054, data_time: 0.344, memory: 1673, loss_cls: 0.5455, loss_sal: 0.1670, loss_video_cal: 0.0169, loss_layer_cal: 0.0297, loss: 0.7589, scale: 32768.0000 +[2024-04-16 09:57:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_175.pth... +[2024-04-16 09:57:20 INFO]: Validating... +[2024-04-16 09:57:20 INFO]: Epoch (val) [175][1] loss_cls: 0.5558, loss_sal: 0.7057, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.2629, mAP: 0.3174, best_mAP: 0.5919 +[2024-04-16 09:57:20 INFO]: Epoch [176][1/1] lr: 0.0005, eta: 0:03:25, time: 0.054, data_time: 0.347, memory: 1673, loss_cls: 0.5477, loss_sal: 0.2893, loss_video_cal: 0.0117, loss_layer_cal: 0.0214, loss: 0.8701, scale: 32768.0000 +[2024-04-16 09:57:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_176.pth... +[2024-04-16 09:57:20 INFO]: Validating... +[2024-04-16 09:57:21 INFO]: Epoch (val) [176][1] loss_cls: 0.5562, loss_sal: 0.5576, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.1152, mAP: 0.2757, best_mAP: 0.5919 +[2024-04-16 09:57:21 INFO]: Epoch [177][1/1] lr: 0.0005, eta: 0:03:25, time: 0.056, data_time: 0.343, memory: 1673, loss_cls: 0.5477, loss_sal: 0.1688, loss_video_cal: 0.0239, loss_layer_cal: 0.0157, loss: 0.7561, scale: 32768.0000 +[2024-04-16 09:57:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_177.pth... +[2024-04-16 09:57:21 INFO]: Validating... +[2024-04-16 09:57:21 INFO]: Epoch (val) [177][1] loss_cls: 0.5548, loss_sal: 0.4854, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.0415, mAP: 0.2757, best_mAP: 0.5919 +[2024-04-16 09:57:22 INFO]: Epoch [178][1/1] lr: 0.0005, eta: 0:03:24, time: 0.054, data_time: 0.346, memory: 1673, loss_cls: 0.5417, loss_sal: 0.0613, loss_video_cal: 0.0189, loss_layer_cal: 0.0158, loss: 0.6377, scale: 32768.0000 +[2024-04-16 09:57:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_178.pth... +[2024-04-16 09:57:22 INFO]: Validating... +[2024-04-16 09:57:22 INFO]: Epoch (val) [178][1] loss_cls: 0.5531, loss_sal: 0.4444, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 0.9987, mAP: 0.2067, best_mAP: 0.5919 +[2024-04-16 09:57:22 INFO]: Epoch [179][1/1] lr: 0.0005, eta: 0:03:23, time: 0.055, data_time: 0.347, memory: 1673, loss_cls: 0.5416, loss_sal: 0.1004, loss_video_cal: 0.0210, loss_layer_cal: 0.0120, loss: 0.6751, scale: 32768.0000 +[2024-04-16 09:57:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_179.pth... +[2024-04-16 09:57:22 INFO]: Validating... +[2024-04-16 09:57:22 INFO]: Epoch (val) [179][1] loss_cls: 0.5518, loss_sal: 0.4237, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.9768, mAP: 0.2215, best_mAP: 0.5919 +[2024-04-16 09:57:23 INFO]: Epoch [180][1/1] lr: 0.0005, eta: 0:03:23, time: 0.054, data_time: 0.346, memory: 1673, loss_cls: 0.5447, loss_sal: 0.1972, loss_video_cal: 0.0339, loss_layer_cal: 0.0205, loss: 0.7963, scale: 32768.0000 +[2024-04-16 09:57:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_180.pth... +[2024-04-16 09:57:23 INFO]: Validating... +[2024-04-16 09:57:23 INFO]: Epoch (val) [180][1] loss_cls: 0.5510, loss_sal: 0.4138, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.9659, mAP: 0.2757, best_mAP: 0.5919 +[2024-04-16 09:57:24 INFO]: Epoch [181][1/1] lr: 0.0005, eta: 0:03:22, time: 0.055, data_time: 0.343, memory: 1673, loss_cls: 0.5445, loss_sal: 0.1762, loss_video_cal: 0.0220, loss_layer_cal: 0.0215, loss: 0.7643, scale: 32768.0000 +[2024-04-16 09:57:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_181.pth... +[2024-04-16 09:57:24 INFO]: Validating... +[2024-04-16 09:57:24 INFO]: Epoch (val) [181][1] loss_cls: 0.5501, loss_sal: 0.4108, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.9621, mAP: 0.3674, best_mAP: 0.5919 +[2024-04-16 09:57:24 INFO]: Epoch [182][1/1] lr: 0.0005, eta: 0:03:21, time: 0.055, data_time: 0.348, memory: 1673, loss_cls: 0.5410, loss_sal: 0.1917, loss_video_cal: 0.0134, loss_layer_cal: 0.0219, loss: 0.7680, scale: 32768.0000 +[2024-04-16 09:57:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_182.pth... +[2024-04-16 09:57:24 INFO]: Validating... +[2024-04-16 09:57:24 INFO]: Epoch (val) [182][1] loss_cls: 0.5486, loss_sal: 0.4050, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.9547, mAP: 0.3525, best_mAP: 0.5919 +[2024-04-16 09:57:25 INFO]: Epoch [183][1/1] lr: 0.0005, eta: 0:03:21, time: 0.055, data_time: 0.341, memory: 1673, loss_cls: 0.5406, loss_sal: 0.1297, loss_video_cal: 0.0223, loss_layer_cal: 0.0284, loss: 0.7211, scale: 32768.0000 +[2024-04-16 09:57:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_183.pth... +[2024-04-16 09:57:25 INFO]: Validating... +[2024-04-16 09:57:25 INFO]: Epoch (val) [183][1] loss_cls: 0.5462, loss_sal: 0.3957, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.9430, mAP: 0.4385, best_mAP: 0.5919 +[2024-04-16 09:57:25 INFO]: Epoch [184][1/1] lr: 0.0005, eta: 0:03:20, time: 0.054, data_time: 0.340, memory: 1673, loss_cls: 0.5484, loss_sal: 0.2938, loss_video_cal: 0.0510, loss_layer_cal: 0.0138, loss: 0.9070, scale: 32768.0000 +[2024-04-16 09:57:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_184.pth... +[2024-04-16 09:57:25 INFO]: Validating... +[2024-04-16 09:57:26 INFO]: Epoch (val) [184][1] loss_cls: 0.5462, loss_sal: 0.3957, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.9430, mAP: 0.4385, best_mAP: 0.5919 +[2024-04-16 09:57:26 INFO]: Epoch [185][1/1] lr: 0.0005, eta: 0:03:19, time: 0.056, data_time: 0.343, memory: 1673, loss_cls: 0.5454, loss_sal: 0.4866, loss_video_cal: 0.0524, loss_layer_cal: 0.0191, loss: 1.1035, scale: 16384.0000 +[2024-04-16 09:57:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_185.pth... +[2024-04-16 09:57:26 INFO]: Validating... +[2024-04-16 09:57:26 INFO]: Epoch (val) [185][1] loss_cls: 0.5468, loss_sal: 0.3870, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.9347, mAP: 0.4394, best_mAP: 0.5919 +[2024-04-16 09:57:27 INFO]: Epoch [186][1/1] lr: 0.0005, eta: 0:03:19, time: 0.054, data_time: 0.342, memory: 1673, loss_cls: 0.5485, loss_sal: 0.1808, loss_video_cal: 0.0143, loss_layer_cal: 0.0193, loss: 0.7629, scale: 16384.0000 +[2024-04-16 09:57:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_186.pth... +[2024-04-16 09:57:27 INFO]: Validating... +[2024-04-16 09:57:27 INFO]: Epoch (val) [186][1] loss_cls: 0.5478, loss_sal: 0.3784, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9272, mAP: 0.4394, best_mAP: 0.5919 +[2024-04-16 09:57:27 INFO]: Epoch [187][1/1] lr: 0.0005, eta: 0:03:18, time: 0.054, data_time: 0.345, memory: 1673, loss_cls: 0.5442, loss_sal: 0.2024, loss_video_cal: 0.0406, loss_layer_cal: 0.0178, loss: 0.8050, scale: 16384.0000 +[2024-04-16 09:57:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_187.pth... +[2024-04-16 09:57:27 INFO]: Validating... +[2024-04-16 09:57:27 INFO]: Epoch (val) [187][1] loss_cls: 0.5471, loss_sal: 0.3698, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9178, mAP: 0.4826, best_mAP: 0.5919 +[2024-04-16 09:57:28 INFO]: Epoch [188][1/1] lr: 0.0005, eta: 0:03:17, time: 0.055, data_time: 0.347, memory: 1673, loss_cls: 0.5449, loss_sal: 0.2034, loss_video_cal: 0.0210, loss_layer_cal: 0.0233, loss: 0.7926, scale: 16384.0000 +[2024-04-16 09:57:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_188.pth... +[2024-04-16 09:57:28 INFO]: Validating... +[2024-04-16 09:57:28 INFO]: Epoch (val) [188][1] loss_cls: 0.5455, loss_sal: 0.3645, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9108, mAP: 0.5412, best_mAP: 0.5919 +[2024-04-16 09:57:28 INFO]: Epoch [189][1/1] lr: 0.0005, eta: 0:03:17, time: 0.055, data_time: 0.345, memory: 1673, loss_cls: 0.5435, loss_sal: 0.2091, loss_video_cal: 0.0336, loss_layer_cal: 0.0216, loss: 0.8078, scale: 16384.0000 +[2024-04-16 09:57:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_189.pth... +[2024-04-16 09:57:29 INFO]: Validating... +[2024-04-16 09:57:29 INFO]: Epoch (val) [189][1] loss_cls: 0.5446, loss_sal: 0.3599, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9052, mAP: 0.5412, best_mAP: 0.5919 +[2024-04-16 09:57:29 INFO]: Epoch [190][1/1] lr: 0.0005, eta: 0:03:16, time: 0.055, data_time: 0.345, memory: 1673, loss_cls: 0.5451, loss_sal: 0.1832, loss_video_cal: 0.0203, loss_layer_cal: 0.0165, loss: 0.7651, scale: 16384.0000 +[2024-04-16 09:57:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_190.pth... +[2024-04-16 09:57:29 INFO]: Validating... +[2024-04-16 09:57:29 INFO]: Epoch (val) [190][1] loss_cls: 0.5479, loss_sal: 0.3611, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9097, mAP: 0.5648, best_mAP: 0.5919 +[2024-04-16 09:57:30 INFO]: Epoch [191][1/1] lr: 0.0005, eta: 0:03:15, time: 0.054, data_time: 0.346, memory: 1673, loss_cls: 0.5427, loss_sal: 0.2405, loss_video_cal: 0.0636, loss_layer_cal: 0.0189, loss: 0.8656, scale: 16384.0000 +[2024-04-16 09:57:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_191.pth... +[2024-04-16 09:57:30 INFO]: Validating... +[2024-04-16 09:57:30 INFO]: Epoch (val) [191][1] loss_cls: 0.5520, loss_sal: 0.3606, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9132, mAP: 0.5913, best_mAP: 0.5919 +[2024-04-16 09:57:30 INFO]: Epoch [192][1/1] lr: 0.0005, eta: 0:03:15, time: 0.056, data_time: 0.346, memory: 1673, loss_cls: 0.5433, loss_sal: 0.1468, loss_video_cal: 0.0107, loss_layer_cal: 0.0172, loss: 0.7180, scale: 16384.0000 +[2024-04-16 09:57:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_192.pth... +[2024-04-16 09:57:30 INFO]: Validating... +[2024-04-16 09:57:31 INFO]: Epoch (val) [192][1] loss_cls: 0.5536, loss_sal: 0.3629, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9171, mAP: 0.5731, best_mAP: 0.5919 +[2024-04-16 09:57:31 INFO]: Epoch [193][1/1] lr: 0.0005, eta: 0:03:14, time: 0.054, data_time: 0.340, memory: 1673, loss_cls: 0.5437, loss_sal: 0.1394, loss_video_cal: 0.0199, loss_layer_cal: 0.0255, loss: 0.7285, scale: 16384.0000 +[2024-04-16 09:57:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_193.pth... +[2024-04-16 09:57:31 INFO]: Validating... +[2024-04-16 09:57:31 INFO]: Epoch (val) [193][1] loss_cls: 0.5521, loss_sal: 0.3673, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.9201, mAP: 0.5731, best_mAP: 0.5919 +[2024-04-16 09:57:32 INFO]: Epoch [194][1/1] lr: 0.0005, eta: 0:03:13, time: 0.055, data_time: 0.343, memory: 1673, loss_cls: 0.5458, loss_sal: 0.1346, loss_video_cal: 0.0180, loss_layer_cal: 0.0210, loss: 0.7193, scale: 16384.0000 +[2024-04-16 09:57:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_194.pth... +[2024-04-16 09:57:32 INFO]: Validating... +[2024-04-16 09:57:32 INFO]: Epoch (val) [194][1] loss_cls: 0.5458, loss_sal: 0.3747, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.9210, mAP: 0.5548, best_mAP: 0.5919 +[2024-04-16 09:57:32 INFO]: Epoch [195][1/1] lr: 0.0005, eta: 0:03:13, time: 0.055, data_time: 0.348, memory: 1673, loss_cls: 0.5430, loss_sal: 0.1497, loss_video_cal: 0.0213, loss_layer_cal: 0.0176, loss: 0.7317, scale: 16384.0000 +[2024-04-16 09:57:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_195.pth... +[2024-04-16 09:57:32 INFO]: Validating... +[2024-04-16 09:57:32 INFO]: Epoch (val) [195][1] loss_cls: 0.5410, loss_sal: 0.3858, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.9274, mAP: 0.5548, best_mAP: 0.5919 +[2024-04-16 09:57:33 INFO]: Epoch [196][1/1] lr: 0.0005, eta: 0:03:12, time: 0.054, data_time: 0.352, memory: 1673, loss_cls: 0.5440, loss_sal: 0.1442, loss_video_cal: 0.0167, loss_layer_cal: 0.0226, loss: 0.7275, scale: 16384.0000 +[2024-04-16 09:57:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_196.pth... +[2024-04-16 09:57:33 INFO]: Validating... +[2024-04-16 09:57:33 INFO]: Epoch (val) [196][1] loss_cls: 0.5382, loss_sal: 0.3916, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.9303, mAP: 0.5548, best_mAP: 0.5919 +[2024-04-16 09:57:33 INFO]: Epoch [197][1/1] lr: 0.0005, eta: 0:03:11, time: 0.055, data_time: 0.348, memory: 1673, loss_cls: 0.5432, loss_sal: 0.3132, loss_video_cal: 0.0562, loss_layer_cal: 0.0299, loss: 0.9425, scale: 16384.0000 +[2024-04-16 09:57:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_197.pth... +[2024-04-16 09:57:34 INFO]: Validating... +[2024-04-16 09:57:34 INFO]: Epoch (val) [197][1] loss_cls: 0.5381, loss_sal: 0.3923, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.9310, mAP: 0.5490, best_mAP: 0.5919 +[2024-04-16 09:57:34 INFO]: Epoch [198][1/1] lr: 0.0005, eta: 0:03:11, time: 0.054, data_time: 0.342, memory: 1673, loss_cls: 0.5445, loss_sal: 0.2774, loss_video_cal: 0.0257, loss_layer_cal: 0.0159, loss: 0.8634, scale: 16384.0000 +[2024-04-16 09:57:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_198.pth... +[2024-04-16 09:57:34 INFO]: Validating... +[2024-04-16 09:57:34 INFO]: Epoch (val) [198][1] loss_cls: 0.5375, loss_sal: 0.3851, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.9231, mAP: 0.5490, best_mAP: 0.5919 +[2024-04-16 09:57:35 INFO]: Epoch [199][1/1] lr: 0.0005, eta: 0:03:10, time: 0.055, data_time: 0.345, memory: 1673, loss_cls: 0.5432, loss_sal: 0.2714, loss_video_cal: 0.0549, loss_layer_cal: 0.0150, loss: 0.8845, scale: 16384.0000 +[2024-04-16 09:57:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_199.pth... +[2024-04-16 09:57:35 INFO]: Validating... +[2024-04-16 09:57:35 INFO]: Epoch (val) [199][1] loss_cls: 0.5372, loss_sal: 0.3764, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.9141, mAP: 0.5548, best_mAP: 0.5919 +[2024-04-16 09:57:35 INFO]: Epoch [200][1/1] lr: 0.0005, eta: 0:03:09, time: 0.054, data_time: 0.346, memory: 1673, loss_cls: 0.5425, loss_sal: 0.1478, loss_video_cal: 0.0086, loss_layer_cal: 0.0123, loss: 0.7113, scale: 16384.0000 +[2024-04-16 09:57:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_200.pth... +[2024-04-16 09:57:35 INFO]: Validating... +[2024-04-16 09:57:36 INFO]: Epoch (val) [200][1] loss_cls: 0.5380, loss_sal: 0.3751, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.9136, mAP: 0.5548, best_mAP: 0.5919 +[2024-04-16 09:57:36 INFO]: Epoch [201][1/1] lr: 0.0005, eta: 0:03:09, time: 0.055, data_time: 0.347, memory: 1673, loss_cls: 0.5440, loss_sal: 0.0945, loss_video_cal: 0.0132, loss_layer_cal: 0.0192, loss: 0.6710, scale: 16384.0000 +[2024-04-16 09:57:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_201.pth... +[2024-04-16 09:57:36 INFO]: Validating... +[2024-04-16 09:57:36 INFO]: Epoch (val) [201][1] loss_cls: 0.5368, loss_sal: 0.3698, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.9071, mAP: 0.5731, best_mAP: 0.5919 +[2024-04-16 09:57:37 INFO]: Epoch [202][1/1] lr: 0.0005, eta: 0:03:08, time: 0.054, data_time: 0.342, memory: 1673, loss_cls: 0.5462, loss_sal: 0.1326, loss_video_cal: 0.0211, loss_layer_cal: 0.0117, loss: 0.7116, scale: 16384.0000 +[2024-04-16 09:57:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_202.pth... +[2024-04-16 09:57:37 INFO]: Validating... +[2024-04-16 09:57:37 INFO]: Epoch (val) [202][1] loss_cls: 0.5346, loss_sal: 0.3585, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.8935, mAP: 0.5731, best_mAP: 0.5919 +[2024-04-16 09:57:37 INFO]: Epoch [203][1/1] lr: 0.0005, eta: 0:03:08, time: 0.055, data_time: 0.347, memory: 1673, loss_cls: 0.5452, loss_sal: 0.1159, loss_video_cal: 0.0230, loss_layer_cal: 0.0188, loss: 0.7029, scale: 16384.0000 +[2024-04-16 09:57:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_203.pth... +[2024-04-16 09:57:37 INFO]: Validating... +[2024-04-16 09:57:37 INFO]: Epoch (val) [203][1] loss_cls: 0.5349, loss_sal: 0.3546, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.8900, mAP: 0.5913, best_mAP: 0.5919 +[2024-04-16 09:57:38 INFO]: Epoch [204][1/1] lr: 0.0005, eta: 0:03:07, time: 0.054, data_time: 0.349, memory: 1673, loss_cls: 0.5430, loss_sal: 0.1562, loss_video_cal: 0.0091, loss_layer_cal: 0.0164, loss: 0.7248, scale: 16384.0000 +[2024-04-16 09:57:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_204.pth... +[2024-04-16 09:57:38 INFO]: Validating... +[2024-04-16 09:57:38 INFO]: Epoch (val) [204][1] loss_cls: 0.5389, loss_sal: 0.3667, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.9061, mAP: 0.5913, best_mAP: 0.5919 +[2024-04-16 09:57:38 INFO]: Epoch [205][1/1] lr: 0.0005, eta: 0:03:06, time: 0.055, data_time: 0.344, memory: 1673, loss_cls: 0.5441, loss_sal: 0.1543, loss_video_cal: 0.0300, loss_layer_cal: 0.0122, loss: 0.7406, scale: 16384.0000 +[2024-04-16 09:57:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_205.pth... +[2024-04-16 09:57:39 INFO]: Validating... +[2024-04-16 09:57:39 INFO]: Epoch (val) [205][1] loss_cls: 0.5407, loss_sal: 0.4015, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.9425, mAP: 0.5731, best_mAP: 0.5919 +[2024-04-16 09:57:39 INFO]: Epoch [206][1/1] lr: 0.0005, eta: 0:03:06, time: 0.055, data_time: 0.346, memory: 1673, loss_cls: 0.5449, loss_sal: 0.2666, loss_video_cal: 0.0762, loss_layer_cal: 0.0233, loss: 0.9111, scale: 16384.0000 +[2024-04-16 09:57:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_206.pth... +[2024-04-16 09:57:39 INFO]: Validating... +[2024-04-16 09:57:39 INFO]: Epoch (val) [206][1] loss_cls: 0.5405, loss_sal: 0.4173, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.9582, mAP: 0.5325, best_mAP: 0.5919 +[2024-04-16 09:57:40 INFO]: Epoch [207][1/1] lr: 0.0005, eta: 0:03:05, time: 0.055, data_time: 0.343, memory: 1673, loss_cls: 0.5451, loss_sal: 0.1154, loss_video_cal: 0.0064, loss_layer_cal: 0.0278, loss: 0.6946, scale: 16384.0000 +[2024-04-16 09:57:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_207.pth... +[2024-04-16 09:57:40 INFO]: Validating... +[2024-04-16 09:57:40 INFO]: Epoch (val) [207][1] loss_cls: 0.5385, loss_sal: 0.4126, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.9515, mAP: 0.5325, best_mAP: 0.5919 +[2024-04-16 09:57:40 INFO]: Epoch [208][1/1] lr: 0.0005, eta: 0:03:04, time: 0.055, data_time: 0.343, memory: 1673, loss_cls: 0.5427, loss_sal: 0.1270, loss_video_cal: 0.0129, loss_layer_cal: 0.0172, loss: 0.6998, scale: 16384.0000 +[2024-04-16 09:57:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_208.pth... +[2024-04-16 09:57:40 INFO]: Validating... +[2024-04-16 09:57:41 INFO]: Epoch (val) [208][1] loss_cls: 0.5369, loss_sal: 0.4003, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.9376, mAP: 0.5526, best_mAP: 0.5919 +[2024-04-16 09:57:41 INFO]: Epoch [209][1/1] lr: 0.0005, eta: 0:03:04, time: 0.055, data_time: 0.347, memory: 1673, loss_cls: 0.5454, loss_sal: 0.1403, loss_video_cal: 0.0144, loss_layer_cal: 0.0170, loss: 0.7171, scale: 16384.0000 +[2024-04-16 09:57:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_209.pth... +[2024-04-16 09:57:41 INFO]: Validating... +[2024-04-16 09:57:41 INFO]: Epoch (val) [209][1] loss_cls: 0.5391, loss_sal: 0.3840, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9234, mAP: 0.5731, best_mAP: 0.5919 +[2024-04-16 09:57:42 INFO]: Epoch [210][1/1] lr: 0.0005, eta: 0:03:03, time: 0.054, data_time: 0.343, memory: 1673, loss_cls: 0.5475, loss_sal: 0.1824, loss_video_cal: 0.0505, loss_layer_cal: 0.0169, loss: 0.7973, scale: 16384.0000 +[2024-04-16 09:57:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_210.pth... +[2024-04-16 09:57:42 INFO]: Validating... +[2024-04-16 09:57:42 INFO]: Epoch (val) [210][1] loss_cls: 0.5410, loss_sal: 0.3756, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9169, mAP: 0.5731, best_mAP: 0.5919 +[2024-04-16 09:57:42 INFO]: Epoch [211][1/1] lr: 0.0005, eta: 0:03:02, time: 0.055, data_time: 0.348, memory: 1673, loss_cls: 0.5457, loss_sal: 0.1332, loss_video_cal: 0.0206, loss_layer_cal: 0.0100, loss: 0.7094, scale: 16384.0000 +[2024-04-16 09:57:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_211.pth... +[2024-04-16 09:57:42 INFO]: Validating... +[2024-04-16 09:57:42 INFO]: Epoch (val) [211][1] loss_cls: 0.5409, loss_sal: 0.3616, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9028, mAP: 0.5731, best_mAP: 0.5919 +[2024-04-16 09:57:43 INFO]: Epoch [212][1/1] lr: 0.0005, eta: 0:03:02, time: 0.056, data_time: 0.348, memory: 1673, loss_cls: 0.5476, loss_sal: 0.1723, loss_video_cal: 0.0187, loss_layer_cal: 0.0099, loss: 0.7486, scale: 16384.0000 +[2024-04-16 09:57:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_212.pth... +[2024-04-16 09:57:43 INFO]: Validating... +[2024-04-16 09:57:43 INFO]: Epoch (val) [212][1] loss_cls: 0.5403, loss_sal: 0.3487, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8894, mAP: 0.5548, best_mAP: 0.5919 +[2024-04-16 09:57:43 INFO]: Epoch [213][1/1] lr: 0.0005, eta: 0:03:01, time: 0.055, data_time: 0.345, memory: 1673, loss_cls: 0.5412, loss_sal: 0.0496, loss_video_cal: 0.0155, loss_layer_cal: 0.0248, loss: 0.6310, scale: 16384.0000 +[2024-04-16 09:57:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_213.pth... +[2024-04-16 09:57:43 INFO]: Validating... +[2024-04-16 09:57:44 INFO]: Epoch (val) [213][1] loss_cls: 0.5432, loss_sal: 0.3338, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8774, mAP: 0.5548, best_mAP: 0.5919 +[2024-04-16 09:57:44 INFO]: Epoch [214][1/1] lr: 0.0005, eta: 0:03:00, time: 0.056, data_time: 0.347, memory: 1673, loss_cls: 0.5445, loss_sal: 0.1555, loss_video_cal: 0.0209, loss_layer_cal: 0.0140, loss: 0.7349, scale: 16384.0000 +[2024-04-16 09:57:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_214.pth... +[2024-04-16 09:57:44 INFO]: Validating... +[2024-04-16 09:57:44 INFO]: Epoch (val) [214][1] loss_cls: 0.5463, loss_sal: 0.3310, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8777, mAP: 0.5791, best_mAP: 0.5919 +[2024-04-16 09:57:45 INFO]: Epoch [215][1/1] lr: 0.0005, eta: 0:03:00, time: 0.056, data_time: 0.342, memory: 1673, loss_cls: 0.5461, loss_sal: 0.3076, loss_video_cal: 0.0411, loss_layer_cal: 0.0090, loss: 0.9038, scale: 16384.0000 +[2024-04-16 09:57:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_215.pth... +[2024-04-16 09:57:45 INFO]: Validating... +[2024-04-16 09:57:45 INFO]: Epoch (val) [215][1] loss_cls: 0.5489, loss_sal: 0.3304, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8796, mAP: 0.5791, best_mAP: 0.5919 +[2024-04-16 09:57:45 INFO]: Epoch [216][1/1] lr: 0.0005, eta: 0:02:59, time: 0.055, data_time: 0.349, memory: 1673, loss_cls: 0.5427, loss_sal: 0.1885, loss_video_cal: 0.0206, loss_layer_cal: 0.0093, loss: 0.7611, scale: 16384.0000 +[2024-04-16 09:57:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_216.pth... +[2024-04-16 09:57:45 INFO]: Validating... +[2024-04-16 09:57:46 INFO]: Epoch (val) [216][1] loss_cls: 0.5512, loss_sal: 0.3298, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8814, mAP: 0.5791, best_mAP: 0.5919 +[2024-04-16 09:57:46 INFO]: Epoch [217][1/1] lr: 0.0005, eta: 0:02:59, time: 0.054, data_time: 0.350, memory: 1673, loss_cls: 0.5500, loss_sal: 0.2404, loss_video_cal: 0.0144, loss_layer_cal: 0.0122, loss: 0.8171, scale: 16384.0000 +[2024-04-16 09:57:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_217.pth... +[2024-04-16 09:57:46 INFO]: Validating... +[2024-04-16 09:57:46 INFO]: Epoch (val) [217][1] loss_cls: 0.5496, loss_sal: 0.3245, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8745, mAP: 0.5548, best_mAP: 0.5919 +[2024-04-16 09:57:47 INFO]: Epoch [218][1/1] lr: 0.0005, eta: 0:02:58, time: 0.055, data_time: 0.342, memory: 1673, loss_cls: 0.5432, loss_sal: 0.2004, loss_video_cal: 0.0144, loss_layer_cal: 0.0081, loss: 0.7661, scale: 16384.0000 +[2024-04-16 09:57:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_218.pth... +[2024-04-16 09:57:47 INFO]: Validating... +[2024-04-16 09:57:47 INFO]: Epoch (val) [218][1] loss_cls: 0.5475, loss_sal: 0.3214, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8693, mAP: 0.5221, best_mAP: 0.5919 +[2024-04-16 09:57:47 INFO]: Epoch [219][1/1] lr: 0.0005, eta: 0:02:57, time: 0.055, data_time: 0.343, memory: 1673, loss_cls: 0.5441, loss_sal: 0.1624, loss_video_cal: 0.0151, loss_layer_cal: 0.0092, loss: 0.7308, scale: 16384.0000 +[2024-04-16 09:57:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_219.pth... +[2024-04-16 09:57:47 INFO]: Validating... +[2024-04-16 09:57:47 INFO]: Epoch (val) [219][1] loss_cls: 0.5451, loss_sal: 0.3177, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8631, mAP: 0.5731, best_mAP: 0.5919 +[2024-04-16 09:57:48 INFO]: Epoch [220][1/1] lr: 0.0005, eta: 0:02:57, time: 0.054, data_time: 0.352, memory: 1673, loss_cls: 0.5506, loss_sal: 0.1697, loss_video_cal: 0.0129, loss_layer_cal: 0.0076, loss: 0.7408, scale: 16384.0000 +[2024-04-16 09:57:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_220.pth... +[2024-04-16 09:57:48 INFO]: Validating... +[2024-04-16 09:57:48 INFO]: Epoch (val) [220][1] loss_cls: 0.5450, loss_sal: 0.3148, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8602, mAP: 0.5044, best_mAP: 0.5919 +[2024-04-16 09:57:48 INFO]: Epoch [221][1/1] lr: 0.0005, eta: 0:02:56, time: 0.054, data_time: 0.349, memory: 1673, loss_cls: 0.5414, loss_sal: 0.1788, loss_video_cal: 0.0239, loss_layer_cal: 0.0094, loss: 0.7535, scale: 16384.0000 +[2024-04-16 09:57:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_221.pth... +[2024-04-16 09:57:48 INFO]: Validating... +[2024-04-16 09:57:49 INFO]: Epoch (val) [221][1] loss_cls: 0.5453, loss_sal: 0.3108, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8564, mAP: 0.4830, best_mAP: 0.5919 +[2024-04-16 09:57:49 INFO]: Epoch [222][1/1] lr: 0.0005, eta: 0:02:55, time: 0.054, data_time: 0.349, memory: 1673, loss_cls: 0.5407, loss_sal: 0.1878, loss_video_cal: 0.0103, loss_layer_cal: 0.0127, loss: 0.7515, scale: 16384.0000 +[2024-04-16 09:57:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_222.pth... +[2024-04-16 09:57:49 INFO]: Validating... +[2024-04-16 09:57:49 INFO]: Epoch (val) [222][1] loss_cls: 0.5455, loss_sal: 0.3097, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8555, mAP: 0.3665, best_mAP: 0.5919 +[2024-04-16 09:57:50 INFO]: Epoch [223][1/1] lr: 0.0005, eta: 0:02:55, time: 0.054, data_time: 0.350, memory: 1673, loss_cls: 0.5419, loss_sal: 0.1215, loss_video_cal: 0.0197, loss_layer_cal: 0.0084, loss: 0.6915, scale: 16384.0000 +[2024-04-16 09:57:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_223.pth... +[2024-04-16 09:57:50 INFO]: Validating... +[2024-04-16 09:57:50 INFO]: Epoch (val) [223][1] loss_cls: 0.5463, loss_sal: 0.3088, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8554, mAP: 0.3465, best_mAP: 0.5919 +[2024-04-16 09:57:50 INFO]: Epoch [224][1/1] lr: 0.0005, eta: 0:02:54, time: 0.054, data_time: 0.344, memory: 1673, loss_cls: 0.5423, loss_sal: 0.0999, loss_video_cal: 0.0067, loss_layer_cal: 0.0089, loss: 0.6578, scale: 16384.0000 +[2024-04-16 09:57:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_224.pth... +[2024-04-16 09:57:50 INFO]: Validating... +[2024-04-16 09:57:51 INFO]: Epoch (val) [224][1] loss_cls: 0.5465, loss_sal: 0.3103, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8571, mAP: 0.3411, best_mAP: 0.5919 +[2024-04-16 09:57:51 INFO]: Epoch [225][1/1] lr: 0.0005, eta: 0:02:53, time: 0.054, data_time: 0.349, memory: 1673, loss_cls: 0.5414, loss_sal: 0.1544, loss_video_cal: 0.0095, loss_layer_cal: 0.0076, loss: 0.7129, scale: 16384.0000 +[2024-04-16 09:57:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_225.pth... +[2024-04-16 09:57:51 INFO]: Validating... +[2024-04-16 09:57:51 INFO]: Epoch (val) [225][1] loss_cls: 0.5476, loss_sal: 0.3143, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8622, mAP: 0.3857, best_mAP: 0.5919 +[2024-04-16 09:57:52 INFO]: Epoch [226][1/1] lr: 0.0005, eta: 0:02:53, time: 0.055, data_time: 0.345, memory: 1673, loss_cls: 0.5416, loss_sal: 0.2670, loss_video_cal: 0.0457, loss_layer_cal: 0.0189, loss: 0.8732, scale: 16384.0000 +[2024-04-16 09:57:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_226.pth... +[2024-04-16 09:57:52 INFO]: Validating... +[2024-04-16 09:57:52 INFO]: Epoch (val) [226][1] loss_cls: 0.5504, loss_sal: 0.3127, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8633, mAP: 0.4383, best_mAP: 0.5919 +[2024-04-16 09:57:52 INFO]: Epoch [227][1/1] lr: 0.0005, eta: 0:02:52, time: 0.056, data_time: 0.344, memory: 1673, loss_cls: 0.5427, loss_sal: 0.1133, loss_video_cal: 0.0147, loss_layer_cal: 0.0097, loss: 0.6803, scale: 16384.0000 +[2024-04-16 09:57:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_227.pth... +[2024-04-16 09:57:52 INFO]: Validating... +[2024-04-16 09:57:52 INFO]: Epoch (val) [227][1] loss_cls: 0.5488, loss_sal: 0.3103, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8594, mAP: 0.5052, best_mAP: 0.5919 +[2024-04-16 09:57:53 INFO]: Epoch [228][1/1] lr: 0.0005, eta: 0:02:51, time: 0.057, data_time: 0.347, memory: 1673, loss_cls: 0.5427, loss_sal: 0.1994, loss_video_cal: 0.0113, loss_layer_cal: 0.0103, loss: 0.7637, scale: 16384.0000 +[2024-04-16 09:57:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_228.pth... +[2024-04-16 09:57:53 INFO]: Validating... +[2024-04-16 09:57:53 INFO]: Epoch (val) [228][1] loss_cls: 0.5448, loss_sal: 0.3091, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8541, mAP: 0.4954, best_mAP: 0.5919 +[2024-04-16 09:57:53 INFO]: Epoch [229][1/1] lr: 0.0005, eta: 0:02:51, time: 0.055, data_time: 0.346, memory: 1673, loss_cls: 0.5423, loss_sal: 0.1693, loss_video_cal: 0.0222, loss_layer_cal: 0.0137, loss: 0.7475, scale: 16384.0000 +[2024-04-16 09:57:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_229.pth... +[2024-04-16 09:57:54 INFO]: Validating... +[2024-04-16 09:57:54 INFO]: Epoch (val) [229][1] loss_cls: 0.5405, loss_sal: 0.3091, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8499, mAP: 0.5149, best_mAP: 0.5919 +[2024-04-16 09:57:54 INFO]: Epoch [230][1/1] lr: 0.0005, eta: 0:02:50, time: 0.054, data_time: 0.347, memory: 1673, loss_cls: 0.5413, loss_sal: 0.0810, loss_video_cal: 0.0161, loss_layer_cal: 0.0102, loss: 0.6486, scale: 16384.0000 +[2024-04-16 09:57:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_230.pth... +[2024-04-16 09:57:54 INFO]: Validating... +[2024-04-16 09:57:54 INFO]: Epoch (val) [230][1] loss_cls: 0.5374, loss_sal: 0.3125, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8502, mAP: 0.4924, best_mAP: 0.5919 +[2024-04-16 09:57:55 INFO]: Epoch [231][1/1] lr: 0.0005, eta: 0:02:50, time: 0.056, data_time: 0.349, memory: 1673, loss_cls: 0.5419, loss_sal: 0.1393, loss_video_cal: 0.0189, loss_layer_cal: 0.0081, loss: 0.7083, scale: 16384.0000 +[2024-04-16 09:57:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_231.pth... +[2024-04-16 09:57:55 INFO]: Validating... +[2024-04-16 09:57:55 INFO]: Epoch (val) [231][1] loss_cls: 0.5354, loss_sal: 0.3201, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8558, mAP: 0.5607, best_mAP: 0.5919 +[2024-04-16 09:57:55 INFO]: Epoch [232][1/1] lr: 0.0005, eta: 0:02:49, time: 0.054, data_time: 0.350, memory: 1673, loss_cls: 0.5496, loss_sal: 0.2378, loss_video_cal: 0.0067, loss_layer_cal: 0.0091, loss: 0.8032, scale: 16384.0000 +[2024-04-16 09:57:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_232.pth... +[2024-04-16 09:57:55 INFO]: Validating... +[2024-04-16 09:57:56 INFO]: Epoch (val) [232][1] loss_cls: 0.5335, loss_sal: 0.3449, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8786, mAP: 0.5607, best_mAP: 0.5919 +[2024-04-16 09:57:56 INFO]: Epoch [233][1/1] lr: 0.0005, eta: 0:02:48, time: 0.055, data_time: 0.347, memory: 1673, loss_cls: 0.5459, loss_sal: 0.0903, loss_video_cal: 0.0098, loss_layer_cal: 0.0112, loss: 0.6571, scale: 16384.0000 +[2024-04-16 09:57:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_233.pth... +[2024-04-16 09:57:56 INFO]: Validating... +[2024-04-16 09:57:56 INFO]: Epoch (val) [233][1] loss_cls: 0.5339, loss_sal: 0.3814, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9155, mAP: 0.6648, best_mAP: 0.6648 +[2024-04-16 09:57:57 INFO]: Epoch [234][1/1] lr: 0.0005, eta: 0:02:48, time: 0.054, data_time: 0.346, memory: 1673, loss_cls: 0.5459, loss_sal: 0.1047, loss_video_cal: 0.0083, loss_layer_cal: 0.0093, loss: 0.6681, scale: 16384.0000 +[2024-04-16 09:57:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_234.pth... +[2024-04-16 09:57:57 INFO]: Validating... +[2024-04-16 09:57:57 INFO]: Epoch (val) [234][1] loss_cls: 0.5351, loss_sal: 0.4142, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9495, mAP: 0.6383, best_mAP: 0.6648 +[2024-04-16 09:57:57 INFO]: Epoch [235][1/1] lr: 0.0005, eta: 0:02:47, time: 0.055, data_time: 0.345, memory: 1673, loss_cls: 0.5477, loss_sal: 0.2131, loss_video_cal: 0.0302, loss_layer_cal: 0.0205, loss: 0.8114, scale: 16384.0000 +[2024-04-16 09:57:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_235.pth... +[2024-04-16 09:57:57 INFO]: Validating... +[2024-04-16 09:57:57 INFO]: Epoch (val) [235][1] loss_cls: 0.5378, loss_sal: 0.4341, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9721, mAP: 0.6227, best_mAP: 0.6648 +[2024-04-16 09:57:58 INFO]: Epoch [236][1/1] lr: 0.0005, eta: 0:02:46, time: 0.055, data_time: 0.347, memory: 1673, loss_cls: 0.5437, loss_sal: 0.2211, loss_video_cal: 0.0352, loss_layer_cal: 0.0178, loss: 0.8179, scale: 16384.0000 +[2024-04-16 09:57:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_236.pth... +[2024-04-16 09:57:58 INFO]: Validating... +[2024-04-16 09:57:58 INFO]: Epoch (val) [236][1] loss_cls: 0.5415, loss_sal: 0.4128, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9545, mAP: 0.6393, best_mAP: 0.6648 +[2024-04-16 09:57:58 INFO]: Epoch [237][1/1] lr: 0.0005, eta: 0:02:46, time: 0.055, data_time: 0.345, memory: 1673, loss_cls: 0.5394, loss_sal: 0.1246, loss_video_cal: 0.0101, loss_layer_cal: 0.0113, loss: 0.6854, scale: 16384.0000 +[2024-04-16 09:57:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_237.pth... +[2024-04-16 09:57:58 INFO]: Validating... +[2024-04-16 09:57:59 INFO]: Epoch (val) [237][1] loss_cls: 0.5421, loss_sal: 0.3990, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9412, mAP: 0.5143, best_mAP: 0.6648 +[2024-04-16 09:57:59 INFO]: Epoch [238][1/1] lr: 0.0005, eta: 0:02:45, time: 0.054, data_time: 0.351, memory: 1673, loss_cls: 0.5422, loss_sal: 0.0960, loss_video_cal: 0.0076, loss_layer_cal: 0.0084, loss: 0.6543, scale: 16384.0000 +[2024-04-16 09:57:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_238.pth... +[2024-04-16 09:57:59 INFO]: Validating... +[2024-04-16 09:57:59 INFO]: Epoch (val) [238][1] loss_cls: 0.5407, loss_sal: 0.3845, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9254, mAP: 0.5404, best_mAP: 0.6648 +[2024-04-16 09:58:00 INFO]: Epoch [239][1/1] lr: 0.0005, eta: 0:02:44, time: 0.055, data_time: 0.347, memory: 1673, loss_cls: 0.5397, loss_sal: 0.1093, loss_video_cal: 0.0138, loss_layer_cal: 0.0083, loss: 0.6710, scale: 16384.0000 +[2024-04-16 09:58:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_239.pth... +[2024-04-16 09:58:00 INFO]: Validating... +[2024-04-16 09:58:00 INFO]: Epoch (val) [239][1] loss_cls: 0.5402, loss_sal: 0.3741, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9146, mAP: 0.5398, best_mAP: 0.6648 +[2024-04-16 09:58:00 INFO]: Epoch [240][1/1] lr: 0.0005, eta: 0:02:44, time: 0.055, data_time: 0.344, memory: 1673, loss_cls: 0.5396, loss_sal: 0.0757, loss_video_cal: 0.0192, loss_layer_cal: 0.0131, loss: 0.6476, scale: 16384.0000 +[2024-04-16 09:58:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_240.pth... +[2024-04-16 09:58:00 INFO]: Validating... +[2024-04-16 09:58:01 INFO]: Epoch (val) [240][1] loss_cls: 0.5401, loss_sal: 0.3785, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9188, mAP: 0.5607, best_mAP: 0.6648 +[2024-04-16 09:58:01 INFO]: Epoch [241][1/1] lr: 0.0005, eta: 0:02:43, time: 0.054, data_time: 0.346, memory: 1673, loss_cls: 0.5403, loss_sal: 0.0883, loss_video_cal: 0.0103, loss_layer_cal: 0.0090, loss: 0.6479, scale: 16384.0000 +[2024-04-16 09:58:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_241.pth... +[2024-04-16 09:58:01 INFO]: Validating... +[2024-04-16 09:58:01 INFO]: Epoch (val) [241][1] loss_cls: 0.5412, loss_sal: 0.3750, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9164, mAP: 0.5607, best_mAP: 0.6648 +[2024-04-16 09:58:02 INFO]: Epoch [242][1/1] lr: 0.0005, eta: 0:02:42, time: 0.055, data_time: 0.349, memory: 1673, loss_cls: 0.5435, loss_sal: 0.0733, loss_video_cal: 0.0049, loss_layer_cal: 0.0091, loss: 0.6308, scale: 16384.0000 +[2024-04-16 09:58:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_242.pth... +[2024-04-16 09:58:02 INFO]: Validating... +[2024-04-16 09:58:02 INFO]: Epoch (val) [242][1] loss_cls: 0.5417, loss_sal: 0.3745, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9164, mAP: 0.5607, best_mAP: 0.6648 +[2024-04-16 09:58:02 INFO]: Epoch [243][1/1] lr: 0.0005, eta: 0:02:42, time: 0.055, data_time: 0.343, memory: 1673, loss_cls: 0.5424, loss_sal: 0.3413, loss_video_cal: 0.0203, loss_layer_cal: 0.0140, loss: 0.9180, scale: 16384.0000 +[2024-04-16 09:58:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_243.pth... +[2024-04-16 09:58:02 INFO]: Validating... +[2024-04-16 09:58:02 INFO]: Epoch (val) [243][1] loss_cls: 0.5417, loss_sal: 0.3331, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8749, mAP: 0.5607, best_mAP: 0.6648 +[2024-04-16 09:58:03 INFO]: Epoch [244][1/1] lr: 0.0005, eta: 0:02:41, time: 0.055, data_time: 0.344, memory: 1673, loss_cls: 0.5415, loss_sal: 0.0645, loss_video_cal: 0.0131, loss_layer_cal: 0.0128, loss: 0.6319, scale: 16384.0000 +[2024-04-16 09:58:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_244.pth... +[2024-04-16 09:58:03 INFO]: Validating... +[2024-04-16 09:58:03 INFO]: Epoch (val) [244][1] loss_cls: 0.5417, loss_sal: 0.3133, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8552, mAP: 0.5398, best_mAP: 0.6648 +[2024-04-16 09:58:03 INFO]: Epoch [245][1/1] lr: 0.0005, eta: 0:02:41, time: 0.054, data_time: 0.346, memory: 1673, loss_cls: 0.5407, loss_sal: 0.0969, loss_video_cal: 0.0184, loss_layer_cal: 0.0092, loss: 0.6651, scale: 16384.0000 +[2024-04-16 09:58:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_245.pth... +[2024-04-16 09:58:03 INFO]: Validating... +[2024-04-16 09:58:04 INFO]: Epoch (val) [245][1] loss_cls: 0.5419, loss_sal: 0.3067, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8487, mAP: 0.5398, best_mAP: 0.6648 +[2024-04-16 09:58:04 INFO]: Epoch [246][1/1] lr: 0.0005, eta: 0:02:40, time: 0.054, data_time: 0.350, memory: 1673, loss_cls: 0.5411, loss_sal: 0.2134, loss_video_cal: 0.0238, loss_layer_cal: 0.0159, loss: 0.7942, scale: 16384.0000 +[2024-04-16 09:58:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_246.pth... +[2024-04-16 09:58:04 INFO]: Validating... +[2024-04-16 09:58:04 INFO]: Epoch (val) [246][1] loss_cls: 0.5424, loss_sal: 0.3064, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8490, mAP: 0.5404, best_mAP: 0.6648 +[2024-04-16 09:58:05 INFO]: Epoch [247][1/1] lr: 0.0005, eta: 0:02:39, time: 0.054, data_time: 0.347, memory: 1673, loss_cls: 0.5397, loss_sal: 0.1503, loss_video_cal: 0.0153, loss_layer_cal: 0.0109, loss: 0.7161, scale: 16384.0000 +[2024-04-16 09:58:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_247.pth... +[2024-04-16 09:58:05 INFO]: Validating... +[2024-04-16 09:58:05 INFO]: Epoch (val) [247][1] loss_cls: 0.5428, loss_sal: 0.3138, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8568, mAP: 0.5677, best_mAP: 0.6648 +[2024-04-16 09:58:05 INFO]: Epoch [248][1/1] lr: 0.0005, eta: 0:02:39, time: 0.056, data_time: 0.350, memory: 1673, loss_cls: 0.5422, loss_sal: 0.1453, loss_video_cal: 0.0107, loss_layer_cal: 0.0078, loss: 0.7061, scale: 16384.0000 +[2024-04-16 09:58:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_248.pth... +[2024-04-16 09:58:05 INFO]: Validating... +[2024-04-16 09:58:05 INFO]: Epoch (val) [248][1] loss_cls: 0.5425, loss_sal: 0.3232, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8659, mAP: 0.5677, best_mAP: 0.6648 +[2024-04-16 09:58:06 INFO]: Epoch [249][1/1] lr: 0.0005, eta: 0:02:38, time: 0.056, data_time: 0.347, memory: 1673, loss_cls: 0.5398, loss_sal: 0.1608, loss_video_cal: 0.0145, loss_layer_cal: 0.0139, loss: 0.7290, scale: 16384.0000 +[2024-04-16 09:58:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_249.pth... +[2024-04-16 09:58:06 INFO]: Validating... +[2024-04-16 09:58:06 INFO]: Epoch (val) [249][1] loss_cls: 0.5406, loss_sal: 0.3388, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8795, mAP: 0.5677, best_mAP: 0.6648 +[2024-04-16 09:58:07 INFO]: Epoch [250][1/1] lr: 0.0005, eta: 0:02:37, time: 0.054, data_time: 0.345, memory: 1673, loss_cls: 0.5383, loss_sal: 0.1287, loss_video_cal: 0.0087, loss_layer_cal: 0.0128, loss: 0.6885, scale: 16384.0000 +[2024-04-16 09:58:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_250.pth... +[2024-04-16 09:58:07 INFO]: Validating... +[2024-04-16 09:58:07 INFO]: Epoch (val) [250][1] loss_cls: 0.5372, loss_sal: 0.3571, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8944, mAP: 0.7121, best_mAP: 0.7121 +[2024-04-16 09:58:07 INFO]: Epoch [251][1/1] lr: 0.0005, eta: 0:02:37, time: 0.056, data_time: 0.348, memory: 1673, loss_cls: 0.5417, loss_sal: 0.0852, loss_video_cal: 0.0032, loss_layer_cal: 0.0172, loss: 0.6473, scale: 16384.0000 +[2024-04-16 09:58:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_251.pth... +[2024-04-16 09:58:07 INFO]: Validating... +[2024-04-16 09:58:07 INFO]: Epoch (val) [251][1] loss_cls: 0.5311, loss_sal: 0.3779, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9092, mAP: 0.7640, best_mAP: 0.7640 +[2024-04-16 09:58:08 INFO]: Epoch [252][1/1] lr: 0.0005, eta: 0:02:36, time: 0.055, data_time: 0.349, memory: 1673, loss_cls: 0.5392, loss_sal: 0.2755, loss_video_cal: 0.0677, loss_layer_cal: 0.0079, loss: 0.8903, scale: 16384.0000 +[2024-04-16 09:58:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_252.pth... +[2024-04-16 09:58:08 INFO]: Validating... +[2024-04-16 09:58:08 INFO]: Epoch (val) [252][1] loss_cls: 0.5249, loss_sal: 0.3979, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9230, mAP: 0.7405, best_mAP: 0.7640 +[2024-04-16 09:58:08 INFO]: Epoch [253][1/1] lr: 0.0005, eta: 0:02:35, time: 0.055, data_time: 0.353, memory: 1673, loss_cls: 0.5352, loss_sal: 0.1144, loss_video_cal: 0.0097, loss_layer_cal: 0.0175, loss: 0.6767, scale: 16384.0000 +[2024-04-16 09:58:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_253.pth... +[2024-04-16 09:58:08 INFO]: Validating... +[2024-04-16 09:58:09 INFO]: Epoch (val) [253][1] loss_cls: 0.5217, loss_sal: 0.4214, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9433, mAP: 0.7405, best_mAP: 0.7640 +[2024-04-16 09:58:09 INFO]: Epoch [254][1/1] lr: 0.0005, eta: 0:02:35, time: 0.054, data_time: 0.348, memory: 1673, loss_cls: 0.5409, loss_sal: 0.1694, loss_video_cal: 0.0064, loss_layer_cal: 0.0078, loss: 0.7244, scale: 16384.0000 +[2024-04-16 09:58:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_254.pth... +[2024-04-16 09:58:09 INFO]: Validating... +[2024-04-16 09:58:09 INFO]: Epoch (val) [254][1] loss_cls: 0.5209, loss_sal: 0.4511, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9721, mAP: 0.7405, best_mAP: 0.7640 +[2024-04-16 09:58:10 INFO]: Epoch [255][1/1] lr: 0.0005, eta: 0:02:34, time: 0.056, data_time: 0.342, memory: 1673, loss_cls: 0.5384, loss_sal: 0.1120, loss_video_cal: 0.0118, loss_layer_cal: 0.0112, loss: 0.6735, scale: 16384.0000 +[2024-04-16 09:58:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_255.pth... +[2024-04-16 09:58:10 INFO]: Validating... +[2024-04-16 09:58:10 INFO]: Epoch (val) [255][1] loss_cls: 0.5195, loss_sal: 0.4902, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0098, mAP: 0.7631, best_mAP: 0.7640 +[2024-04-16 09:58:10 INFO]: Epoch [256][1/1] lr: 0.0005, eta: 0:02:34, time: 0.055, data_time: 0.340, memory: 1673, loss_cls: 0.5383, loss_sal: 0.1891, loss_video_cal: 0.0295, loss_layer_cal: 0.0106, loss: 0.7675, scale: 16384.0000 +[2024-04-16 09:58:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_256.pth... +[2024-04-16 09:58:10 INFO]: Validating... +[2024-04-16 09:58:10 INFO]: Epoch (val) [256][1] loss_cls: 0.5191, loss_sal: 0.5280, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0472, mAP: 0.7287, best_mAP: 0.7640 +[2024-04-16 09:58:11 INFO]: Epoch [257][1/1] lr: 0.0005, eta: 0:02:33, time: 0.054, data_time: 0.344, memory: 1673, loss_cls: 0.5388, loss_sal: 0.0992, loss_video_cal: 0.0111, loss_layer_cal: 0.0094, loss: 0.6585, scale: 16384.0000 +[2024-04-16 09:58:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_257.pth... +[2024-04-16 09:58:11 INFO]: Validating... +[2024-04-16 09:58:11 INFO]: Epoch (val) [257][1] loss_cls: 0.5190, loss_sal: 0.5697, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0888, mAP: 0.7324, best_mAP: 0.7640 +[2024-04-16 09:58:11 INFO]: Epoch [258][1/1] lr: 0.0005, eta: 0:02:32, time: 0.054, data_time: 0.346, memory: 1673, loss_cls: 0.5376, loss_sal: 0.1530, loss_video_cal: 0.0277, loss_layer_cal: 0.0111, loss: 0.7293, scale: 16384.0000 +[2024-04-16 09:58:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_258.pth... +[2024-04-16 09:58:12 INFO]: Validating... +[2024-04-16 09:58:12 INFO]: Epoch (val) [258][1] loss_cls: 0.5214, loss_sal: 0.5999, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1215, mAP: 0.7167, best_mAP: 0.7640 +[2024-04-16 09:58:12 INFO]: Epoch [259][1/1] lr: 0.0005, eta: 0:02:32, time: 0.054, data_time: 0.347, memory: 1673, loss_cls: 0.5367, loss_sal: 0.0683, loss_video_cal: 0.0090, loss_layer_cal: 0.0082, loss: 0.6222, scale: 16384.0000 +[2024-04-16 09:58:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_259.pth... +[2024-04-16 09:58:12 INFO]: Validating... +[2024-04-16 09:58:12 INFO]: Epoch (val) [259][1] loss_cls: 0.5221, loss_sal: 0.6318, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1540, mAP: 0.7458, best_mAP: 0.7640 +[2024-04-16 09:58:13 INFO]: Epoch [260][1/1] lr: 0.0005, eta: 0:02:31, time: 0.055, data_time: 0.350, memory: 1673, loss_cls: 0.5387, loss_sal: 0.1880, loss_video_cal: 0.0347, loss_layer_cal: 0.0118, loss: 0.7733, scale: 16384.0000 +[2024-04-16 09:58:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_260.pth... +[2024-04-16 09:58:13 INFO]: Validating... +[2024-04-16 09:58:13 INFO]: Epoch (val) [260][1] loss_cls: 0.5250, loss_sal: 0.6208, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1459, mAP: 0.7639, best_mAP: 0.7640 +[2024-04-16 09:58:13 INFO]: Epoch [261][1/1] lr: 0.0005, eta: 0:02:30, time: 0.054, data_time: 0.350, memory: 1673, loss_cls: 0.5382, loss_sal: 0.1531, loss_video_cal: 0.0140, loss_layer_cal: 0.0083, loss: 0.7136, scale: 16384.0000 +[2024-04-16 09:58:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_261.pth... +[2024-04-16 09:58:13 INFO]: Validating... +[2024-04-16 09:58:14 INFO]: Epoch (val) [261][1] loss_cls: 0.5275, loss_sal: 0.6175, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1451, mAP: 0.7455, best_mAP: 0.7640 +[2024-04-16 09:58:14 INFO]: Epoch [262][1/1] lr: 0.0005, eta: 0:02:30, time: 0.056, data_time: 0.350, memory: 1673, loss_cls: 0.5366, loss_sal: 0.0760, loss_video_cal: 0.0222, loss_layer_cal: 0.0145, loss: 0.6492, scale: 16384.0000 +[2024-04-16 09:58:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_262.pth... +[2024-04-16 09:58:14 INFO]: Validating... +[2024-04-16 09:58:14 INFO]: Epoch (val) [262][1] loss_cls: 0.5274, loss_sal: 0.6216, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1490, mAP: 0.7455, best_mAP: 0.7640 +[2024-04-16 09:58:15 INFO]: Epoch [263][1/1] lr: 0.0005, eta: 0:02:29, time: 0.056, data_time: 0.341, memory: 1673, loss_cls: 0.5376, loss_sal: 0.2123, loss_video_cal: 0.0236, loss_layer_cal: 0.0155, loss: 0.7891, scale: 16384.0000 +[2024-04-16 09:58:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_263.pth... +[2024-04-16 09:58:15 INFO]: Validating... +[2024-04-16 09:58:15 INFO]: Epoch (val) [263][1] loss_cls: 0.5269, loss_sal: 0.5971, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1241, mAP: 0.7705, best_mAP: 0.7705 +[2024-04-16 09:58:15 INFO]: Epoch [264][1/1] lr: 0.0005, eta: 0:02:28, time: 0.055, data_time: 0.343, memory: 1673, loss_cls: 0.5371, loss_sal: 0.1256, loss_video_cal: 0.0134, loss_layer_cal: 0.0097, loss: 0.6858, scale: 16384.0000 +[2024-04-16 09:58:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_264.pth... +[2024-04-16 09:58:15 INFO]: Validating... +[2024-04-16 09:58:15 INFO]: Epoch (val) [264][1] loss_cls: 0.5255, loss_sal: 0.5684, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0940, mAP: 0.7705, best_mAP: 0.7705 +[2024-04-16 09:58:16 INFO]: Epoch [265][1/1] lr: 0.0005, eta: 0:02:28, time: 0.054, data_time: 0.345, memory: 1673, loss_cls: 0.5356, loss_sal: 0.0850, loss_video_cal: 0.0108, loss_layer_cal: 0.0135, loss: 0.6448, scale: 16384.0000 +[2024-04-16 09:58:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_265.pth... +[2024-04-16 09:58:16 INFO]: Validating... +[2024-04-16 09:58:16 INFO]: Epoch (val) [265][1] loss_cls: 0.5245, loss_sal: 0.5240, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0486, mAP: 0.8038, best_mAP: 0.8038 +[2024-04-16 09:58:16 INFO]: Epoch [266][1/1] lr: 0.0005, eta: 0:02:27, time: 0.054, data_time: 0.350, memory: 1673, loss_cls: 0.5399, loss_sal: 0.1357, loss_video_cal: 0.0246, loss_layer_cal: 0.0135, loss: 0.7137, scale: 16384.0000 +[2024-04-16 09:58:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_266.pth... +[2024-04-16 09:58:17 INFO]: Validating... +[2024-04-16 09:58:17 INFO]: Epoch (val) [266][1] loss_cls: 0.5260, loss_sal: 0.4708, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9968, mAP: 0.8307, best_mAP: 0.8307 +[2024-04-16 09:58:17 INFO]: Epoch [267][1/1] lr: 0.0005, eta: 0:02:27, time: 0.054, data_time: 0.346, memory: 1673, loss_cls: 0.5373, loss_sal: 0.1082, loss_video_cal: 0.0084, loss_layer_cal: 0.0109, loss: 0.6648, scale: 16384.0000 +[2024-04-16 09:58:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_267.pth... +[2024-04-16 09:58:17 INFO]: Validating... +[2024-04-16 09:58:17 INFO]: Epoch (val) [267][1] loss_cls: 0.5285, loss_sal: 0.4245, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9531, mAP: 0.7586, best_mAP: 0.8307 +[2024-04-16 09:58:18 INFO]: Epoch [268][1/1] lr: 0.0005, eta: 0:02:26, time: 0.054, data_time: 0.349, memory: 1673, loss_cls: 0.5347, loss_sal: 0.1296, loss_video_cal: 0.0136, loss_layer_cal: 0.0050, loss: 0.6830, scale: 16384.0000 +[2024-04-16 09:58:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_268.pth... +[2024-04-16 09:58:18 INFO]: Validating... +[2024-04-16 09:58:18 INFO]: Epoch (val) [268][1] loss_cls: 0.5309, loss_sal: 0.3963, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9273, mAP: 0.7586, best_mAP: 0.8307 +[2024-04-16 09:58:18 INFO]: Epoch [269][1/1] lr: 0.0005, eta: 0:02:25, time: 0.054, data_time: 0.347, memory: 1673, loss_cls: 0.5399, loss_sal: 0.1629, loss_video_cal: 0.0307, loss_layer_cal: 0.0059, loss: 0.7394, scale: 16384.0000 +[2024-04-16 09:58:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_269.pth... +[2024-04-16 09:58:18 INFO]: Validating... +[2024-04-16 09:58:19 INFO]: Epoch (val) [269][1] loss_cls: 0.5368, loss_sal: 0.3897, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9266, mAP: 0.7586, best_mAP: 0.8307 +[2024-04-16 09:58:19 INFO]: Epoch [270][1/1] lr: 0.0005, eta: 0:02:25, time: 0.056, data_time: 0.348, memory: 1673, loss_cls: 0.5389, loss_sal: 0.0847, loss_video_cal: 0.0151, loss_layer_cal: 0.0111, loss: 0.6498, scale: 16384.0000 +[2024-04-16 09:58:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_270.pth... +[2024-04-16 09:58:19 INFO]: Validating... +[2024-04-16 09:58:19 INFO]: Epoch (val) [270][1] loss_cls: 0.5404, loss_sal: 0.4015, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9420, mAP: 0.7617, best_mAP: 0.8307 +[2024-04-16 09:58:20 INFO]: Epoch [271][1/1] lr: 0.0005, eta: 0:02:24, time: 0.055, data_time: 0.344, memory: 1673, loss_cls: 0.5404, loss_sal: 0.1179, loss_video_cal: 0.0062, loss_layer_cal: 0.0169, loss: 0.6815, scale: 16384.0000 +[2024-04-16 09:58:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_271.pth... +[2024-04-16 09:58:20 INFO]: Validating... +[2024-04-16 09:58:20 INFO]: Epoch (val) [271][1] loss_cls: 0.5458, loss_sal: 0.4058, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9517, mAP: 0.7132, best_mAP: 0.8307 +[2024-04-16 09:58:20 INFO]: Epoch [272][1/1] lr: 0.0005, eta: 0:02:23, time: 0.055, data_time: 0.349, memory: 1673, loss_cls: 0.5416, loss_sal: 0.1143, loss_video_cal: 0.0150, loss_layer_cal: 0.0055, loss: 0.6764, scale: 16384.0000 +[2024-04-16 09:58:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_272.pth... +[2024-04-16 09:58:20 INFO]: Validating... +[2024-04-16 09:58:20 INFO]: Epoch (val) [272][1] loss_cls: 0.5460, loss_sal: 0.4255, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9715, mAP: 0.6949, best_mAP: 0.8307 +[2024-04-16 09:58:21 INFO]: Epoch [273][1/1] lr: 0.0005, eta: 0:02:23, time: 0.054, data_time: 0.345, memory: 1673, loss_cls: 0.5404, loss_sal: 0.1076, loss_video_cal: 0.0200, loss_layer_cal: 0.0136, loss: 0.6816, scale: 16384.0000 +[2024-04-16 09:58:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_273.pth... +[2024-04-16 09:58:21 INFO]: Validating... +[2024-04-16 09:58:21 INFO]: Epoch (val) [273][1] loss_cls: 0.5428, loss_sal: 0.4560, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9989, mAP: 0.6949, best_mAP: 0.8307 +[2024-04-16 09:58:21 INFO]: Epoch [274][1/1] lr: 0.0005, eta: 0:02:22, time: 0.055, data_time: 0.348, memory: 1673, loss_cls: 0.5402, loss_sal: 0.1185, loss_video_cal: 0.0085, loss_layer_cal: 0.0069, loss: 0.6739, scale: 16384.0000 +[2024-04-16 09:58:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_274.pth... +[2024-04-16 09:58:22 INFO]: Validating... +[2024-04-16 09:58:22 INFO]: Epoch (val) [274][1] loss_cls: 0.5368, loss_sal: 0.4816, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0185, mAP: 0.6949, best_mAP: 0.8307 +[2024-04-16 09:58:22 INFO]: Epoch [275][1/1] lr: 0.0005, eta: 0:02:21, time: 0.054, data_time: 0.348, memory: 1673, loss_cls: 0.5364, loss_sal: 0.1129, loss_video_cal: 0.0059, loss_layer_cal: 0.0066, loss: 0.6618, scale: 16384.0000 +[2024-04-16 09:58:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_275.pth... +[2024-04-16 09:58:22 INFO]: Validating... +[2024-04-16 09:58:22 INFO]: Epoch (val) [275][1] loss_cls: 0.5312, loss_sal: 0.5359, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0672, mAP: 0.7320, best_mAP: 0.8307 +[2024-04-16 09:58:23 INFO]: Epoch [276][1/1] lr: 0.0005, eta: 0:02:21, time: 0.055, data_time: 0.343, memory: 1673, loss_cls: 0.5362, loss_sal: 0.2968, loss_video_cal: 0.0270, loss_layer_cal: 0.0088, loss: 0.8688, scale: 16384.0000 +[2024-04-16 09:58:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_276.pth... +[2024-04-16 09:58:23 INFO]: Validating... +[2024-04-16 09:58:23 INFO]: Epoch (val) [276][1] loss_cls: 0.5260, loss_sal: 0.5580, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0840, mAP: 0.7269, best_mAP: 0.8307 +[2024-04-16 09:58:23 INFO]: Epoch [277][1/1] lr: 0.0005, eta: 0:02:20, time: 0.055, data_time: 0.346, memory: 1673, loss_cls: 0.5336, loss_sal: 0.1333, loss_video_cal: 0.0165, loss_layer_cal: 0.0062, loss: 0.6895, scale: 16384.0000 +[2024-04-16 09:58:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_277.pth... +[2024-04-16 09:58:23 INFO]: Validating... +[2024-04-16 09:58:24 INFO]: Epoch (val) [277][1] loss_cls: 0.5233, loss_sal: 0.5786, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1020, mAP: 0.7269, best_mAP: 0.8307 +[2024-04-16 09:58:24 INFO]: Epoch [278][1/1] lr: 0.0005, eta: 0:02:20, time: 0.056, data_time: 0.349, memory: 1673, loss_cls: 0.5417, loss_sal: 0.1407, loss_video_cal: 0.0079, loss_layer_cal: 0.0083, loss: 0.6987, scale: 16384.0000 +[2024-04-16 09:58:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_278.pth... +[2024-04-16 09:58:24 INFO]: Validating... +[2024-04-16 09:58:24 INFO]: Epoch (val) [278][1] loss_cls: 0.5231, loss_sal: 0.5853, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1085, mAP: 0.7289, best_mAP: 0.8307 +[2024-04-16 09:58:25 INFO]: Epoch [279][1/1] lr: 0.0005, eta: 0:02:19, time: 0.055, data_time: 0.343, memory: 1673, loss_cls: 0.5379, loss_sal: 0.2338, loss_video_cal: 0.0141, loss_layer_cal: 0.0063, loss: 0.7920, scale: 16384.0000 +[2024-04-16 09:58:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_279.pth... +[2024-04-16 09:58:25 INFO]: Validating... +[2024-04-16 09:58:25 INFO]: Epoch (val) [279][1] loss_cls: 0.5272, loss_sal: 0.5416, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0689, mAP: 0.7051, best_mAP: 0.8307 +[2024-04-16 09:58:25 INFO]: Epoch [280][1/1] lr: 0.0005, eta: 0:02:18, time: 0.055, data_time: 0.345, memory: 1673, loss_cls: 0.5372, loss_sal: 0.0503, loss_video_cal: 0.0051, loss_layer_cal: 0.0059, loss: 0.5985, scale: 16384.0000 +[2024-04-16 09:58:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_280.pth... +[2024-04-16 09:58:25 INFO]: Validating... +[2024-04-16 09:58:25 INFO]: Epoch (val) [280][1] loss_cls: 0.5351, loss_sal: 0.5071, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0423, mAP: 0.6986, best_mAP: 0.8307 +[2024-04-16 09:58:26 INFO]: Epoch [281][1/1] lr: 0.0005, eta: 0:02:18, time: 0.055, data_time: 0.346, memory: 1673, loss_cls: 0.5376, loss_sal: 0.1468, loss_video_cal: 0.0161, loss_layer_cal: 0.0045, loss: 0.7050, scale: 16384.0000 +[2024-04-16 09:58:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_281.pth... +[2024-04-16 09:58:26 INFO]: Validating... +[2024-04-16 09:58:26 INFO]: Epoch (val) [281][1] loss_cls: 0.5440, loss_sal: 0.4969, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0410, mAP: 0.6986, best_mAP: 0.8307 +[2024-04-16 09:58:26 INFO]: Epoch [282][1/1] lr: 0.0005, eta: 0:02:17, time: 0.054, data_time: 0.348, memory: 1673, loss_cls: 0.5370, loss_sal: 0.2411, loss_video_cal: 0.0214, loss_layer_cal: 0.0055, loss: 0.8050, scale: 16384.0000 +[2024-04-16 09:58:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_282.pth... +[2024-04-16 09:58:27 INFO]: Validating... +[2024-04-16 09:58:27 INFO]: Epoch (val) [282][1] loss_cls: 0.5489, loss_sal: 0.4964, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0454, mAP: 0.7702, best_mAP: 0.8307 +[2024-04-16 09:58:27 INFO]: Epoch [283][1/1] lr: 0.0005, eta: 0:02:16, time: 0.055, data_time: 0.345, memory: 1673, loss_cls: 0.5395, loss_sal: 0.1240, loss_video_cal: 0.0143, loss_layer_cal: 0.0047, loss: 0.6824, scale: 16384.0000 +[2024-04-16 09:58:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_283.pth... +[2024-04-16 09:58:27 INFO]: Validating... +[2024-04-16 09:58:27 INFO]: Epoch (val) [283][1] loss_cls: 0.5474, loss_sal: 0.4917, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0392, mAP: 0.7647, best_mAP: 0.8307 +[2024-04-16 09:58:28 INFO]: Epoch [284][1/1] lr: 0.0005, eta: 0:02:16, time: 0.054, data_time: 0.340, memory: 1673, loss_cls: 0.5370, loss_sal: 0.1734, loss_video_cal: 0.0276, loss_layer_cal: 0.0099, loss: 0.7478, scale: 16384.0000 +[2024-04-16 09:58:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_284.pth... +[2024-04-16 09:58:28 INFO]: Validating... +[2024-04-16 09:58:28 INFO]: Epoch (val) [284][1] loss_cls: 0.5459, loss_sal: 0.4942, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0402, mAP: 0.7702, best_mAP: 0.8307 +[2024-04-16 09:58:28 INFO]: Epoch [285][1/1] lr: 0.0005, eta: 0:02:15, time: 0.055, data_time: 0.345, memory: 1673, loss_cls: 0.5366, loss_sal: 0.1676, loss_video_cal: 0.0333, loss_layer_cal: 0.0073, loss: 0.7448, scale: 16384.0000 +[2024-04-16 09:58:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_285.pth... +[2024-04-16 09:58:28 INFO]: Validating... +[2024-04-16 09:58:29 INFO]: Epoch (val) [285][1] loss_cls: 0.5443, loss_sal: 0.5041, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0485, mAP: 0.7767, best_mAP: 0.8307 +[2024-04-16 09:58:29 INFO]: Epoch [286][1/1] lr: 0.0005, eta: 0:02:14, time: 0.055, data_time: 0.345, memory: 1673, loss_cls: 0.5370, loss_sal: 0.1214, loss_video_cal: 0.0177, loss_layer_cal: 0.0084, loss: 0.6845, scale: 16384.0000 +[2024-04-16 09:58:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_286.pth... +[2024-04-16 09:58:29 INFO]: Validating... +[2024-04-16 09:58:29 INFO]: Epoch (val) [286][1] loss_cls: 0.5412, loss_sal: 0.5163, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0576, mAP: 0.7890, best_mAP: 0.8307 +[2024-04-16 09:58:30 INFO]: Epoch [287][1/1] lr: 0.0005, eta: 0:02:14, time: 0.055, data_time: 0.344, memory: 1673, loss_cls: 0.5368, loss_sal: 0.1458, loss_video_cal: 0.0102, loss_layer_cal: 0.0064, loss: 0.6993, scale: 16384.0000 +[2024-04-16 09:58:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_287.pth... +[2024-04-16 09:58:30 INFO]: Validating... +[2024-04-16 09:58:30 INFO]: Epoch (val) [287][1] loss_cls: 0.5379, loss_sal: 0.5314, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0693, mAP: 0.7890, best_mAP: 0.8307 +[2024-04-16 09:58:30 INFO]: Epoch [288][1/1] lr: 0.0005, eta: 0:02:13, time: 0.055, data_time: 0.345, memory: 1673, loss_cls: 0.5360, loss_sal: 0.1330, loss_video_cal: 0.0145, loss_layer_cal: 0.0135, loss: 0.6970, scale: 16384.0000 +[2024-04-16 09:58:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_288.pth... +[2024-04-16 09:58:30 INFO]: Validating... +[2024-04-16 09:58:30 INFO]: Epoch (val) [288][1] loss_cls: 0.5328, loss_sal: 0.5481, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0810, mAP: 0.7890, best_mAP: 0.8307 +[2024-04-16 09:58:31 INFO]: Epoch [289][1/1] lr: 0.0005, eta: 0:02:13, time: 0.055, data_time: 0.342, memory: 1673, loss_cls: 0.5394, loss_sal: 0.1516, loss_video_cal: 0.0028, loss_layer_cal: 0.0177, loss: 0.7116, scale: 16384.0000 +[2024-04-16 09:58:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_289.pth... +[2024-04-16 09:58:31 INFO]: Validating... +[2024-04-16 09:58:31 INFO]: Epoch (val) [289][1] loss_cls: 0.5313, loss_sal: 0.5718, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1031, mAP: 0.8049, best_mAP: 0.8307 +[2024-04-16 09:58:31 INFO]: Epoch [290][1/1] lr: 0.0005, eta: 0:02:12, time: 0.055, data_time: 0.343, memory: 1673, loss_cls: 0.5429, loss_sal: 0.3023, loss_video_cal: 0.0192, loss_layer_cal: 0.0094, loss: 0.8739, scale: 16384.0000 +[2024-04-16 09:58:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_290.pth... +[2024-04-16 09:58:32 INFO]: Validating... +[2024-04-16 09:58:32 INFO]: Epoch (val) [290][1] loss_cls: 0.5403, loss_sal: 0.6236, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1640, mAP: 0.9112, best_mAP: 0.9112 +[2024-04-16 09:58:32 INFO]: Epoch [291][1/1] lr: 0.0005, eta: 0:02:11, time: 0.055, data_time: 0.351, memory: 1673, loss_cls: 0.5350, loss_sal: 0.1281, loss_video_cal: 0.0170, loss_layer_cal: 0.0146, loss: 0.6946, scale: 16384.0000 +[2024-04-16 09:58:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_291.pth... +[2024-04-16 09:58:32 INFO]: Validating... +[2024-04-16 09:58:32 INFO]: Epoch (val) [291][1] loss_cls: 0.5483, loss_sal: 0.6663, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2147, mAP: 0.8622, best_mAP: 0.9112 +[2024-04-16 09:58:33 INFO]: Epoch [292][1/1] lr: 0.0005, eta: 0:02:11, time: 0.054, data_time: 0.350, memory: 1673, loss_cls: 0.5402, loss_sal: 0.1081, loss_video_cal: 0.0133, loss_layer_cal: 0.0046, loss: 0.6662, scale: 16384.0000 +[2024-04-16 09:58:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_292.pth... +[2024-04-16 09:58:33 INFO]: Validating... +[2024-04-16 09:58:33 INFO]: Epoch (val) [292][1] loss_cls: 0.5509, loss_sal: 0.7125, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2634, mAP: 0.6316, best_mAP: 0.9112 +[2024-04-16 09:58:33 INFO]: Epoch [293][1/1] lr: 0.0005, eta: 0:02:10, time: 0.054, data_time: 0.344, memory: 1673, loss_cls: 0.5373, loss_sal: 0.1621, loss_video_cal: 0.0255, loss_layer_cal: 0.0117, loss: 0.7365, scale: 16384.0000 +[2024-04-16 09:58:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_293.pth... +[2024-04-16 09:58:33 INFO]: Validating... +[2024-04-16 09:58:34 INFO]: Epoch (val) [293][1] loss_cls: 0.5486, loss_sal: 0.7756, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.3242, mAP: 0.6085, best_mAP: 0.9112 +[2024-04-16 09:58:34 INFO]: Epoch [294][1/1] lr: 0.0005, eta: 0:02:09, time: 0.054, data_time: 0.343, memory: 1673, loss_cls: 0.5448, loss_sal: 0.1408, loss_video_cal: 0.0119, loss_layer_cal: 0.0099, loss: 0.7074, scale: 16384.0000 +[2024-04-16 09:58:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_294.pth... +[2024-04-16 09:58:34 INFO]: Validating... +[2024-04-16 09:58:34 INFO]: Epoch (val) [294][1] loss_cls: 0.5550, loss_sal: 0.7998, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.3548, mAP: 0.6085, best_mAP: 0.9112 +[2024-04-16 09:58:35 INFO]: Epoch [295][1/1] lr: 0.0005, eta: 0:02:09, time: 0.055, data_time: 0.346, memory: 1673, loss_cls: 0.5432, loss_sal: 0.1966, loss_video_cal: 0.0236, loss_layer_cal: 0.0072, loss: 0.7705, scale: 16384.0000 +[2024-04-16 09:58:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_295.pth... +[2024-04-16 09:58:35 INFO]: Validating... +[2024-04-16 09:58:35 INFO]: Epoch (val) [295][1] loss_cls: 0.5495, loss_sal: 0.8045, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.3541, mAP: 0.6085, best_mAP: 0.9112 +[2024-04-16 09:58:35 INFO]: Epoch [296][1/1] lr: 0.0005, eta: 0:02:08, time: 0.055, data_time: 0.346, memory: 1673, loss_cls: 0.5494, loss_sal: 0.1774, loss_video_cal: 0.0170, loss_layer_cal: 0.0060, loss: 0.7498, scale: 16384.0000 +[2024-04-16 09:58:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_296.pth... +[2024-04-16 09:58:35 INFO]: Validating... +[2024-04-16 09:58:35 INFO]: Epoch (val) [296][1] loss_cls: 0.5441, loss_sal: 0.7898, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.3339, mAP: 0.6085, best_mAP: 0.9112 +[2024-04-16 09:58:36 INFO]: Epoch [297][1/1] lr: 0.0005, eta: 0:02:07, time: 0.055, data_time: 0.344, memory: 1673, loss_cls: 0.5373, loss_sal: 0.1510, loss_video_cal: 0.0094, loss_layer_cal: 0.0052, loss: 0.7030, scale: 16384.0000 +[2024-04-16 09:58:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_297.pth... +[2024-04-16 09:58:36 INFO]: Validating... +[2024-04-16 09:58:36 INFO]: Epoch (val) [297][1] loss_cls: 0.5383, loss_sal: 0.7761, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.3144, mAP: 0.6316, best_mAP: 0.9112 +[2024-04-16 09:58:36 INFO]: Epoch [298][1/1] lr: 0.0005, eta: 0:02:07, time: 0.054, data_time: 0.347, memory: 1673, loss_cls: 0.5397, loss_sal: 0.1073, loss_video_cal: 0.0103, loss_layer_cal: 0.0077, loss: 0.6649, scale: 16384.0000 +[2024-04-16 09:58:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_298.pth... +[2024-04-16 09:58:37 INFO]: Validating... +[2024-04-16 09:58:37 INFO]: Epoch (val) [298][1] loss_cls: 0.5329, loss_sal: 0.7645, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2975, mAP: 0.6779, best_mAP: 0.9112 +[2024-04-16 09:58:37 INFO]: Epoch [299][1/1] lr: 0.0005, eta: 0:02:06, time: 0.055, data_time: 0.347, memory: 1673, loss_cls: 0.5377, loss_sal: 0.0931, loss_video_cal: 0.0029, loss_layer_cal: 0.0086, loss: 0.6424, scale: 16384.0000 +[2024-04-16 09:58:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_299.pth... +[2024-04-16 09:58:37 INFO]: Validating... +[2024-04-16 09:58:37 INFO]: Epoch (val) [299][1] loss_cls: 0.5263, loss_sal: 0.7436, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2699, mAP: 0.6191, best_mAP: 0.9112 +[2024-04-16 09:58:38 INFO]: Epoch [300][1/1] lr: 0.0005, eta: 0:02:06, time: 0.054, data_time: 0.346, memory: 1673, loss_cls: 0.5406, loss_sal: 0.1322, loss_video_cal: 0.0041, loss_layer_cal: 0.0042, loss: 0.6811, scale: 16384.0000 +[2024-04-16 09:58:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_300.pth... +[2024-04-16 09:58:38 INFO]: Validating... +[2024-04-16 09:58:38 INFO]: Epoch (val) [300][1] loss_cls: 0.5218, loss_sal: 0.7332, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2550, mAP: 0.6187, best_mAP: 0.9112 +[2024-04-16 09:58:38 INFO]: Epoch [301][1/1] lr: 0.0005, eta: 0:02:05, time: 0.054, data_time: 0.347, memory: 1673, loss_cls: 0.5400, loss_sal: 0.2215, loss_video_cal: 0.0136, loss_layer_cal: 0.0072, loss: 0.7823, scale: 16384.0000 +[2024-04-16 09:58:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_301.pth... +[2024-04-16 09:58:38 INFO]: Validating... +[2024-04-16 09:58:39 INFO]: Epoch (val) [301][1] loss_cls: 0.5214, loss_sal: 0.6937, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2151, mAP: 0.8174, best_mAP: 0.9112 +[2024-04-16 09:58:39 INFO]: Epoch [302][1/1] lr: 0.0005, eta: 0:02:04, time: 0.056, data_time: 0.347, memory: 1673, loss_cls: 0.5442, loss_sal: 0.0920, loss_video_cal: 0.0049, loss_layer_cal: 0.0098, loss: 0.6509, scale: 16384.0000 +[2024-04-16 09:58:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_302.pth... +[2024-04-16 09:58:39 INFO]: Validating... +[2024-04-16 09:58:39 INFO]: Epoch (val) [302][1] loss_cls: 0.5226, loss_sal: 0.6708, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1934, mAP: 0.8570, best_mAP: 0.9112 +[2024-04-16 09:58:40 INFO]: Epoch [303][1/1] lr: 0.0005, eta: 0:02:04, time: 0.055, data_time: 0.349, memory: 1673, loss_cls: 0.5407, loss_sal: 0.0974, loss_video_cal: 0.0181, loss_layer_cal: 0.0099, loss: 0.6660, scale: 16384.0000 +[2024-04-16 09:58:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_303.pth... +[2024-04-16 09:58:40 INFO]: Validating... +[2024-04-16 09:58:40 INFO]: Epoch (val) [303][1] loss_cls: 0.5228, loss_sal: 0.6607, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1836, mAP: 0.8828, best_mAP: 0.9112 +[2024-04-16 09:58:40 INFO]: Epoch [304][1/1] lr: 0.0005, eta: 0:02:03, time: 0.054, data_time: 0.350, memory: 1673, loss_cls: 0.5417, loss_sal: 0.1910, loss_video_cal: 0.0161, loss_layer_cal: 0.0122, loss: 0.7611, scale: 16384.0000 +[2024-04-16 09:58:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_304.pth... +[2024-04-16 09:58:40 INFO]: Validating... +[2024-04-16 09:58:40 INFO]: Epoch (val) [304][1] loss_cls: 0.5225, loss_sal: 0.6445, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1671, mAP: 0.9046, best_mAP: 0.9112 +[2024-04-16 09:58:41 INFO]: Epoch [305][1/1] lr: 0.0005, eta: 0:02:02, time: 0.054, data_time: 0.349, memory: 1673, loss_cls: 0.5454, loss_sal: 0.1281, loss_video_cal: 0.0075, loss_layer_cal: 0.0085, loss: 0.6896, scale: 16384.0000 +[2024-04-16 09:58:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_305.pth... +[2024-04-16 09:58:41 INFO]: Validating... +[2024-04-16 09:58:41 INFO]: Epoch (val) [305][1] loss_cls: 0.5218, loss_sal: 0.6063, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1281, mAP: 0.9020, best_mAP: 0.9112 +[2024-04-16 09:58:41 INFO]: Epoch [306][1/1] lr: 0.0005, eta: 0:02:02, time: 0.054, data_time: 0.346, memory: 1673, loss_cls: 0.5411, loss_sal: 0.1380, loss_video_cal: 0.0147, loss_layer_cal: 0.0104, loss: 0.7041, scale: 16384.0000 +[2024-04-16 09:58:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_306.pth... +[2024-04-16 09:58:41 INFO]: Validating... +[2024-04-16 09:58:42 INFO]: Epoch (val) [306][1] loss_cls: 0.5227, loss_sal: 0.6244, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1471, mAP: 0.8147, best_mAP: 0.9112 +[2024-04-16 09:58:42 INFO]: Epoch [307][1/1] lr: 0.0005, eta: 0:02:01, time: 0.055, data_time: 0.351, memory: 1673, loss_cls: 0.5399, loss_sal: 0.0866, loss_video_cal: 0.0075, loss_layer_cal: 0.0051, loss: 0.6391, scale: 16384.0000 +[2024-04-16 09:58:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_307.pth... +[2024-04-16 09:58:42 INFO]: Validating... +[2024-04-16 09:58:42 INFO]: Epoch (val) [307][1] loss_cls: 0.5237, loss_sal: 0.6559, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1797, mAP: 0.8147, best_mAP: 0.9112 +[2024-04-16 09:58:43 INFO]: Epoch [308][1/1] lr: 0.0005, eta: 0:02:00, time: 0.055, data_time: 0.349, memory: 1673, loss_cls: 0.5453, loss_sal: 0.3330, loss_video_cal: 0.0142, loss_layer_cal: 0.0139, loss: 0.9064, scale: 16384.0000 +[2024-04-16 09:58:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_308.pth... +[2024-04-16 09:58:43 INFO]: Validating... +[2024-04-16 09:58:43 INFO]: Epoch (val) [308][1] loss_cls: 0.5256, loss_sal: 0.6640, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1896, mAP: 0.8173, best_mAP: 0.9112 +[2024-04-16 09:58:43 INFO]: Epoch [309][1/1] lr: 0.0005, eta: 0:02:00, time: 0.055, data_time: 0.347, memory: 1673, loss_cls: 0.5419, loss_sal: 0.0614, loss_video_cal: 0.0104, loss_layer_cal: 0.0065, loss: 0.6201, scale: 16384.0000 +[2024-04-16 09:58:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_309.pth... +[2024-04-16 09:58:43 INFO]: Validating... +[2024-04-16 09:58:44 INFO]: Epoch (val) [309][1] loss_cls: 0.5249, loss_sal: 0.6548, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1797, mAP: 0.8079, best_mAP: 0.9112 +[2024-04-16 09:58:44 INFO]: Epoch [310][1/1] lr: 0.0005, eta: 0:01:59, time: 0.055, data_time: 0.348, memory: 1673, loss_cls: 0.5465, loss_sal: 0.1946, loss_video_cal: 0.0326, loss_layer_cal: 0.0110, loss: 0.7847, scale: 16384.0000 +[2024-04-16 09:58:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_310.pth... +[2024-04-16 09:58:44 INFO]: Validating... +[2024-04-16 09:58:44 INFO]: Epoch (val) [310][1] loss_cls: 0.5225, loss_sal: 0.6086, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1312, mAP: 0.7294, best_mAP: 0.9112 +[2024-04-16 09:58:45 INFO]: Epoch [311][1/1] lr: 0.0005, eta: 0:01:59, time: 0.055, data_time: 0.346, memory: 1673, loss_cls: 0.5396, loss_sal: 0.0834, loss_video_cal: 0.0051, loss_layer_cal: 0.0055, loss: 0.6335, scale: 16384.0000 +[2024-04-16 09:58:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_311.pth... +[2024-04-16 09:58:45 INFO]: Validating... +[2024-04-16 09:58:45 INFO]: Epoch (val) [311][1] loss_cls: 0.5238, loss_sal: 0.5656, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0895, mAP: 0.6801, best_mAP: 0.9112 +[2024-04-16 09:58:45 INFO]: Epoch [312][1/1] lr: 0.0005, eta: 0:01:58, time: 0.054, data_time: 0.345, memory: 1673, loss_cls: 0.5394, loss_sal: 0.1171, loss_video_cal: 0.0134, loss_layer_cal: 0.0071, loss: 0.6770, scale: 16384.0000 +[2024-04-16 09:58:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_312.pth... +[2024-04-16 09:58:45 INFO]: Validating... +[2024-04-16 09:58:45 INFO]: Epoch (val) [312][1] loss_cls: 0.5276, loss_sal: 0.5495, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0772, mAP: 0.6801, best_mAP: 0.9112 +[2024-04-16 09:58:46 INFO]: Epoch [313][1/1] lr: 0.0005, eta: 0:01:57, time: 0.055, data_time: 0.345, memory: 1673, loss_cls: 0.5412, loss_sal: 0.1043, loss_video_cal: 0.0086, loss_layer_cal: 0.0104, loss: 0.6645, scale: 16384.0000 +[2024-04-16 09:58:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_313.pth... +[2024-04-16 09:58:46 INFO]: Validating... +[2024-04-16 09:58:46 INFO]: Epoch (val) [313][1] loss_cls: 0.5292, loss_sal: 0.5396, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0688, mAP: 0.6801, best_mAP: 0.9112 +[2024-04-16 09:58:46 INFO]: Epoch [314][1/1] lr: 0.0005, eta: 0:01:57, time: 0.056, data_time: 0.350, memory: 1673, loss_cls: 0.5407, loss_sal: 0.1980, loss_video_cal: 0.0098, loss_layer_cal: 0.0099, loss: 0.7584, scale: 16384.0000 +[2024-04-16 09:58:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_314.pth... +[2024-04-16 09:58:46 INFO]: Validating... +[2024-04-16 09:58:47 INFO]: Epoch (val) [314][1] loss_cls: 0.5269, loss_sal: 0.5212, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0481, mAP: 0.7526, best_mAP: 0.9112 +[2024-04-16 09:58:47 INFO]: Epoch [315][1/1] lr: 0.0005, eta: 0:01:56, time: 0.055, data_time: 0.347, memory: 1673, loss_cls: 0.5397, loss_sal: 0.0815, loss_video_cal: 0.0047, loss_layer_cal: 0.0129, loss: 0.6389, scale: 16384.0000 +[2024-04-16 09:58:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_315.pth... +[2024-04-16 09:58:47 INFO]: Validating... +[2024-04-16 09:58:47 INFO]: Epoch (val) [315][1] loss_cls: 0.5238, loss_sal: 0.5007, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0246, mAP: 0.7526, best_mAP: 0.9112 +[2024-04-16 09:58:48 INFO]: Epoch [316][1/1] lr: 0.0005, eta: 0:01:55, time: 0.056, data_time: 0.354, memory: 1673, loss_cls: 0.5371, loss_sal: 0.1768, loss_video_cal: 0.0110, loss_layer_cal: 0.0059, loss: 0.7308, scale: 16384.0000 +[2024-04-16 09:58:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_316.pth... +[2024-04-16 09:58:48 INFO]: Validating... +[2024-04-16 09:58:48 INFO]: Epoch (val) [316][1] loss_cls: 0.5229, loss_sal: 0.4894, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0124, mAP: 0.8018, best_mAP: 0.9112 +[2024-04-16 09:58:48 INFO]: Epoch [317][1/1] lr: 0.0005, eta: 0:01:55, time: 0.056, data_time: 0.346, memory: 1673, loss_cls: 0.5378, loss_sal: 0.1316, loss_video_cal: 0.0138, loss_layer_cal: 0.0072, loss: 0.6903, scale: 16384.0000 +[2024-04-16 09:58:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_317.pth... +[2024-04-16 09:58:48 INFO]: Validating... +[2024-04-16 09:58:48 INFO]: Epoch (val) [317][1] loss_cls: 0.5230, loss_sal: 0.4916, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0146, mAP: 0.8018, best_mAP: 0.9112 +[2024-04-16 09:58:49 INFO]: Epoch [318][1/1] lr: 0.0005, eta: 0:01:54, time: 0.055, data_time: 0.352, memory: 1673, loss_cls: 0.5360, loss_sal: 0.1329, loss_video_cal: 0.0174, loss_layer_cal: 0.0054, loss: 0.6917, scale: 16384.0000 +[2024-04-16 09:58:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_318.pth... +[2024-04-16 09:58:49 INFO]: Validating... +[2024-04-16 09:58:49 INFO]: Epoch (val) [318][1] loss_cls: 0.5226, loss_sal: 0.4766, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9993, mAP: 0.8018, best_mAP: 0.9112 +[2024-04-16 09:58:50 INFO]: Epoch [319][1/1] lr: 0.0005, eta: 0:01:53, time: 0.055, data_time: 0.344, memory: 1673, loss_cls: 0.5353, loss_sal: 0.2867, loss_video_cal: 0.0101, loss_layer_cal: 0.0054, loss: 0.8375, scale: 16384.0000 +[2024-04-16 09:58:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_319.pth... +[2024-04-16 09:58:50 INFO]: Validating... +[2024-04-16 09:58:50 INFO]: Epoch (val) [319][1] loss_cls: 0.5235, loss_sal: 0.4510, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9745, mAP: 0.7529, best_mAP: 0.9112 +[2024-04-16 09:58:50 INFO]: Epoch [320][1/1] lr: 0.0005, eta: 0:01:53, time: 0.056, data_time: 0.350, memory: 1673, loss_cls: 0.5384, loss_sal: 0.1308, loss_video_cal: 0.0153, loss_layer_cal: 0.0112, loss: 0.6956, scale: 16384.0000 +[2024-04-16 09:58:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_320.pth... +[2024-04-16 09:58:50 INFO]: Validating... +[2024-04-16 09:58:50 INFO]: Epoch (val) [320][1] loss_cls: 0.5228, loss_sal: 0.4443, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9672, mAP: 0.7557, best_mAP: 0.9112 +[2024-04-16 09:58:51 INFO]: Epoch [321][1/1] lr: 0.0005, eta: 0:01:52, time: 0.054, data_time: 0.350, memory: 1673, loss_cls: 0.5384, loss_sal: 0.2089, loss_video_cal: 0.0129, loss_layer_cal: 0.0058, loss: 0.7659, scale: 16384.0000 +[2024-04-16 09:58:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_321.pth... +[2024-04-16 09:58:51 INFO]: Validating... +[2024-04-16 09:58:51 INFO]: Epoch (val) [321][1] loss_cls: 0.5207, loss_sal: 0.4585, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9792, mAP: 0.5651, best_mAP: 0.9112 +[2024-04-16 09:58:51 INFO]: Epoch [322][1/1] lr: 0.0005, eta: 0:01:52, time: 0.055, data_time: 0.347, memory: 1673, loss_cls: 0.5415, loss_sal: 0.1297, loss_video_cal: 0.0107, loss_layer_cal: 0.0098, loss: 0.6916, scale: 16384.0000 +[2024-04-16 09:58:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_322.pth... +[2024-04-16 09:58:51 INFO]: Validating... +[2024-04-16 09:58:52 INFO]: Epoch (val) [322][1] loss_cls: 0.5190, loss_sal: 0.4805, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9995, mAP: 0.5247, best_mAP: 0.9112 +[2024-04-16 09:58:52 INFO]: Epoch [323][1/1] lr: 0.0005, eta: 0:01:51, time: 0.055, data_time: 0.345, memory: 1673, loss_cls: 0.5373, loss_sal: 0.1331, loss_video_cal: 0.0087, loss_layer_cal: 0.0081, loss: 0.6872, scale: 16384.0000 +[2024-04-16 09:58:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_323.pth... +[2024-04-16 09:58:52 INFO]: Validating... +[2024-04-16 09:58:52 INFO]: Epoch (val) [323][1] loss_cls: 0.5197, loss_sal: 0.5300, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0497, mAP: 0.5067, best_mAP: 0.9112 +[2024-04-16 09:58:53 INFO]: Epoch [324][1/1] lr: 0.0005, eta: 0:01:50, time: 0.054, data_time: 0.349, memory: 1673, loss_cls: 0.5373, loss_sal: 0.1482, loss_video_cal: 0.0170, loss_layer_cal: 0.0083, loss: 0.7109, scale: 16384.0000 +[2024-04-16 09:58:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_324.pth... +[2024-04-16 09:58:53 INFO]: Validating... +[2024-04-16 09:58:53 INFO]: Epoch (val) [324][1] loss_cls: 0.5232, loss_sal: 0.6036, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1268, mAP: 0.7380, best_mAP: 0.9112 +[2024-04-16 09:58:53 INFO]: Epoch [325][1/1] lr: 0.0005, eta: 0:01:50, time: 0.055, data_time: 0.351, memory: 1673, loss_cls: 0.5391, loss_sal: 0.1878, loss_video_cal: 0.0115, loss_layer_cal: 0.0074, loss: 0.7459, scale: 16384.0000 +[2024-04-16 09:58:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_325.pth... +[2024-04-16 09:58:53 INFO]: Validating... +[2024-04-16 09:58:53 INFO]: Epoch (val) [325][1] loss_cls: 0.5248, loss_sal: 0.6381, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1629, mAP: 0.7380, best_mAP: 0.9112 +[2024-04-16 09:58:54 INFO]: Epoch [326][1/1] lr: 0.0005, eta: 0:01:49, time: 0.055, data_time: 0.346, memory: 1673, loss_cls: 0.5383, loss_sal: 0.2649, loss_video_cal: 0.0105, loss_layer_cal: 0.0050, loss: 0.8187, scale: 16384.0000 +[2024-04-16 09:58:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_326.pth... +[2024-04-16 09:58:54 INFO]: Validating... +[2024-04-16 09:58:54 INFO]: Epoch (val) [326][1] loss_cls: 0.5229, loss_sal: 0.6268, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1498, mAP: 0.7035, best_mAP: 0.9112 +[2024-04-16 09:58:55 INFO]: Epoch [327][1/1] lr: 0.0005, eta: 0:01:48, time: 0.054, data_time: 0.349, memory: 1673, loss_cls: 0.5381, loss_sal: 0.1024, loss_video_cal: 0.0052, loss_layer_cal: 0.0070, loss: 0.6527, scale: 16384.0000 +[2024-04-16 09:58:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_327.pth... +[2024-04-16 09:58:55 INFO]: Validating... +[2024-04-16 09:58:55 INFO]: Epoch (val) [327][1] loss_cls: 0.5217, loss_sal: 0.6175, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1394, mAP: 0.7380, best_mAP: 0.9112 +[2024-04-16 09:58:55 INFO]: Epoch [328][1/1] lr: 0.0005, eta: 0:01:48, time: 0.055, data_time: 0.345, memory: 1673, loss_cls: 0.5362, loss_sal: 0.1161, loss_video_cal: 0.0060, loss_layer_cal: 0.0088, loss: 0.6671, scale: 16384.0000 +[2024-04-16 09:58:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_328.pth... +[2024-04-16 09:58:55 INFO]: Validating... +[2024-04-16 09:58:55 INFO]: Epoch (val) [328][1] loss_cls: 0.5219, loss_sal: 0.6152, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1372, mAP: 0.5067, best_mAP: 0.9112 +[2024-04-16 09:58:56 INFO]: Epoch [329][1/1] lr: 0.0005, eta: 0:01:47, time: 0.054, data_time: 0.350, memory: 1673, loss_cls: 0.5372, loss_sal: 0.1114, loss_video_cal: 0.0140, loss_layer_cal: 0.0042, loss: 0.6668, scale: 16384.0000 +[2024-04-16 09:58:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_329.pth... +[2024-04-16 09:58:56 INFO]: Validating... +[2024-04-16 09:58:56 INFO]: Epoch (val) [329][1] loss_cls: 0.5226, loss_sal: 0.6191, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1418, mAP: 0.5067, best_mAP: 0.9112 +[2024-04-16 09:58:56 INFO]: Epoch [330][1/1] lr: 0.0005, eta: 0:01:47, time: 0.056, data_time: 0.343, memory: 1673, loss_cls: 0.5354, loss_sal: 0.1189, loss_video_cal: 0.0044, loss_layer_cal: 0.0057, loss: 0.6643, scale: 16384.0000 +[2024-04-16 09:58:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_330.pth... +[2024-04-16 09:58:56 INFO]: Validating... +[2024-04-16 09:58:57 INFO]: Epoch (val) [330][1] loss_cls: 0.5235, loss_sal: 0.6137, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1373, mAP: 0.5067, best_mAP: 0.9112 +[2024-04-16 09:58:57 INFO]: Epoch [331][1/1] lr: 0.0005, eta: 0:01:46, time: 0.055, data_time: 0.344, memory: 1673, loss_cls: 0.5350, loss_sal: 0.1083, loss_video_cal: 0.0124, loss_layer_cal: 0.0076, loss: 0.6634, scale: 16384.0000 +[2024-04-16 09:58:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_331.pth... +[2024-04-16 09:58:57 INFO]: Validating... +[2024-04-16 09:58:57 INFO]: Epoch (val) [331][1] loss_cls: 0.5245, loss_sal: 0.6145, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1391, mAP: 0.5247, best_mAP: 0.9112 +[2024-04-16 09:58:58 INFO]: Epoch [332][1/1] lr: 0.0005, eta: 0:01:45, time: 0.054, data_time: 0.343, memory: 1673, loss_cls: 0.5363, loss_sal: 0.1521, loss_video_cal: 0.0156, loss_layer_cal: 0.0093, loss: 0.7133, scale: 16384.0000 +[2024-04-16 09:58:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_332.pth... +[2024-04-16 09:58:58 INFO]: Validating... +[2024-04-16 09:58:58 INFO]: Epoch (val) [332][1] loss_cls: 0.5249, loss_sal: 0.6461, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1711, mAP: 0.5532, best_mAP: 0.9112 +[2024-04-16 09:58:58 INFO]: Epoch [333][1/1] lr: 0.0005, eta: 0:01:45, time: 0.054, data_time: 0.347, memory: 1673, loss_cls: 0.5400, loss_sal: 0.1070, loss_video_cal: 0.0122, loss_layer_cal: 0.0064, loss: 0.6656, scale: 16384.0000 +[2024-04-16 09:58:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_333.pth... +[2024-04-16 09:58:58 INFO]: Validating... +[2024-04-16 09:58:58 INFO]: Epoch (val) [333][1] loss_cls: 0.5250, loss_sal: 0.6971, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2222, mAP: 0.5532, best_mAP: 0.9112 +[2024-04-16 09:58:59 INFO]: Epoch [334][1/1] lr: 0.0005, eta: 0:01:44, time: 0.054, data_time: 0.349, memory: 1673, loss_cls: 0.5355, loss_sal: 0.1457, loss_video_cal: 0.0197, loss_layer_cal: 0.0108, loss: 0.7117, scale: 16384.0000 +[2024-04-16 09:58:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_334.pth... +[2024-04-16 09:58:59 INFO]: Validating... +[2024-04-16 09:58:59 INFO]: Epoch (val) [334][1] loss_cls: 0.5250, loss_sal: 0.7262, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2512, mAP: 0.7844, best_mAP: 0.9112 +[2024-04-16 09:59:00 INFO]: Epoch [335][1/1] lr: 0.0005, eta: 0:01:43, time: 0.055, data_time: 0.349, memory: 1673, loss_cls: 0.5387, loss_sal: 0.0978, loss_video_cal: 0.0050, loss_layer_cal: 0.0062, loss: 0.6477, scale: 16384.0000 +[2024-04-16 09:59:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_335.pth... +[2024-04-16 09:59:00 INFO]: Validating... +[2024-04-16 09:59:00 INFO]: Epoch (val) [335][1] loss_cls: 0.5242, loss_sal: 0.7379, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2622, mAP: 0.7844, best_mAP: 0.9112 +[2024-04-16 09:59:00 INFO]: Epoch [336][1/1] lr: 0.0005, eta: 0:01:43, time: 0.055, data_time: 0.350, memory: 1673, loss_cls: 0.5363, loss_sal: 0.1051, loss_video_cal: 0.0060, loss_layer_cal: 0.0089, loss: 0.6563, scale: 16384.0000 +[2024-04-16 09:59:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_336.pth... +[2024-04-16 09:59:00 INFO]: Validating... +[2024-04-16 09:59:00 INFO]: Epoch (val) [336][1] loss_cls: 0.5224, loss_sal: 0.7491, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2715, mAP: 0.8803, best_mAP: 0.9112 +[2024-04-16 09:59:01 INFO]: Epoch [337][1/1] lr: 0.0005, eta: 0:01:42, time: 0.054, data_time: 0.347, memory: 1673, loss_cls: 0.5368, loss_sal: 0.1083, loss_video_cal: 0.0077, loss_layer_cal: 0.0087, loss: 0.6615, scale: 16384.0000 +[2024-04-16 09:59:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_337.pth... +[2024-04-16 09:59:01 INFO]: Validating... +[2024-04-16 09:59:01 INFO]: Epoch (val) [337][1] loss_cls: 0.5205, loss_sal: 0.7628, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2833, mAP: 0.7882, best_mAP: 0.9112 +[2024-04-16 09:59:01 INFO]: Epoch [338][1/1] lr: 0.0005, eta: 0:01:41, time: 0.055, data_time: 0.344, memory: 1673, loss_cls: 0.5405, loss_sal: 0.0946, loss_video_cal: 0.0150, loss_layer_cal: 0.0054, loss: 0.6554, scale: 16384.0000 +[2024-04-16 09:59:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_338.pth... +[2024-04-16 09:59:01 INFO]: Validating... +[2024-04-16 09:59:02 INFO]: Epoch (val) [338][1] loss_cls: 0.5187, loss_sal: 0.8136, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3324, mAP: 0.8125, best_mAP: 0.9112 +[2024-04-16 09:59:02 INFO]: Epoch [339][1/1] lr: 0.0005, eta: 0:01:41, time: 0.055, data_time: 0.350, memory: 1673, loss_cls: 0.5362, loss_sal: 0.1041, loss_video_cal: 0.0052, loss_layer_cal: 0.0117, loss: 0.6572, scale: 16384.0000 +[2024-04-16 09:59:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_339.pth... +[2024-04-16 09:59:02 INFO]: Validating... +[2024-04-16 09:59:02 INFO]: Epoch (val) [339][1] loss_cls: 0.5186, loss_sal: 0.8380, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3567, mAP: 0.8125, best_mAP: 0.9112 +[2024-04-16 09:59:03 INFO]: Epoch [340][1/1] lr: 0.0005, eta: 0:01:40, time: 0.055, data_time: 0.348, memory: 1673, loss_cls: 0.5422, loss_sal: 0.1587, loss_video_cal: 0.0107, loss_layer_cal: 0.0070, loss: 0.7185, scale: 16384.0000 +[2024-04-16 09:59:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_340.pth... +[2024-04-16 09:59:03 INFO]: Validating... +[2024-04-16 09:59:03 INFO]: Epoch (val) [340][1] loss_cls: 0.5231, loss_sal: 0.8473, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3704, mAP: 0.8125, best_mAP: 0.9112 +[2024-04-16 09:59:03 INFO]: Epoch [341][1/1] lr: 0.0005, eta: 0:01:40, time: 0.055, data_time: 0.349, memory: 1673, loss_cls: 0.5352, loss_sal: 0.0592, loss_video_cal: 0.0077, loss_layer_cal: 0.0033, loss: 0.6053, scale: 16384.0000 +[2024-04-16 09:59:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_341.pth... +[2024-04-16 09:59:03 INFO]: Validating... +[2024-04-16 09:59:03 INFO]: Epoch (val) [341][1] loss_cls: 0.5317, loss_sal: 0.8521, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3839, mAP: 0.8125, best_mAP: 0.9112 +[2024-04-16 09:59:04 INFO]: Epoch [342][1/1] lr: 0.0005, eta: 0:01:39, time: 0.054, data_time: 0.347, memory: 1673, loss_cls: 0.5406, loss_sal: 0.1207, loss_video_cal: 0.0030, loss_layer_cal: 0.0075, loss: 0.6717, scale: 16384.0000 +[2024-04-16 09:59:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_342.pth... +[2024-04-16 09:59:04 INFO]: Validating... +[2024-04-16 09:59:04 INFO]: Epoch (val) [342][1] loss_cls: 0.5325, loss_sal: 0.8422, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3747, mAP: 0.8125, best_mAP: 0.9112 +[2024-04-16 09:59:04 INFO]: Epoch [343][1/1] lr: 0.0005, eta: 0:01:38, time: 0.055, data_time: 0.343, memory: 1673, loss_cls: 0.5351, loss_sal: 0.0860, loss_video_cal: 0.0050, loss_layer_cal: 0.0086, loss: 0.6347, scale: 16384.0000 +[2024-04-16 09:59:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_343.pth... +[2024-04-16 09:59:05 INFO]: Validating... +[2024-04-16 09:59:05 INFO]: Epoch (val) [343][1] loss_cls: 0.5295, loss_sal: 0.8260, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3555, mAP: 0.7937, best_mAP: 0.9112 +[2024-04-16 09:59:05 INFO]: Epoch [344][1/1] lr: 0.0005, eta: 0:01:38, time: 0.054, data_time: 0.349, memory: 1673, loss_cls: 0.5384, loss_sal: 0.1006, loss_video_cal: 0.0156, loss_layer_cal: 0.0093, loss: 0.6639, scale: 16384.0000 +[2024-04-16 09:59:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_344.pth... +[2024-04-16 09:59:05 INFO]: Validating... +[2024-04-16 09:59:05 INFO]: Epoch (val) [344][1] loss_cls: 0.5227, loss_sal: 0.8269, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3497, mAP: 0.6187, best_mAP: 0.9112 +[2024-04-16 09:59:06 INFO]: Epoch [345][1/1] lr: 0.0005, eta: 0:01:37, time: 0.055, data_time: 0.347, memory: 1673, loss_cls: 0.5347, loss_sal: 0.1247, loss_video_cal: 0.0081, loss_layer_cal: 0.0147, loss: 0.6822, scale: 16384.0000 +[2024-04-16 09:59:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_345.pth... +[2024-04-16 09:59:06 INFO]: Validating... +[2024-04-16 09:59:06 INFO]: Epoch (val) [345][1] loss_cls: 0.5169, loss_sal: 0.8828, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3997, mAP: 0.6271, best_mAP: 0.9112 +[2024-04-16 09:59:06 INFO]: Epoch [346][1/1] lr: 0.0005, eta: 0:01:36, time: 0.054, data_time: 0.347, memory: 1673, loss_cls: 0.5348, loss_sal: 0.0816, loss_video_cal: 0.0091, loss_layer_cal: 0.0032, loss: 0.6286, scale: 16384.0000 +[2024-04-16 09:59:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_346.pth... +[2024-04-16 09:59:06 INFO]: Validating... +[2024-04-16 09:59:07 INFO]: Epoch (val) [346][1] loss_cls: 0.5171, loss_sal: 0.8958, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4129, mAP: 0.6657, best_mAP: 0.9112 +[2024-04-16 09:59:07 INFO]: Epoch [347][1/1] lr: 0.0005, eta: 0:01:36, time: 0.054, data_time: 0.359, memory: 1673, loss_cls: 0.5381, loss_sal: 0.0876, loss_video_cal: 0.0031, loss_layer_cal: 0.0052, loss: 0.6340, scale: 16384.0000 +[2024-04-16 09:59:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_347.pth... +[2024-04-16 09:59:07 INFO]: Validating... +[2024-04-16 09:59:07 INFO]: Epoch (val) [347][1] loss_cls: 0.5180, loss_sal: 0.8922, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4102, mAP: 0.6657, best_mAP: 0.9112 +[2024-04-16 09:59:08 INFO]: Epoch [348][1/1] lr: 0.0005, eta: 0:01:35, time: 0.056, data_time: 0.346, memory: 1673, loss_cls: 0.5411, loss_sal: 0.0982, loss_video_cal: 0.0160, loss_layer_cal: 0.0048, loss: 0.6600, scale: 16384.0000 +[2024-04-16 09:59:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_348.pth... +[2024-04-16 09:59:08 INFO]: Validating... +[2024-04-16 09:59:08 INFO]: Epoch (val) [348][1] loss_cls: 0.5182, loss_sal: 0.8875, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4058, mAP: 0.6657, best_mAP: 0.9112 +[2024-04-16 09:59:08 INFO]: Epoch [349][1/1] lr: 0.0005, eta: 0:01:35, time: 0.055, data_time: 0.347, memory: 1673, loss_cls: 0.5340, loss_sal: 0.0878, loss_video_cal: 0.0112, loss_layer_cal: 0.0065, loss: 0.6395, scale: 16384.0000 +[2024-04-16 09:59:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_349.pth... +[2024-04-16 09:59:08 INFO]: Validating... +[2024-04-16 09:59:08 INFO]: Epoch (val) [349][1] loss_cls: 0.5193, loss_sal: 0.8834, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4028, mAP: 0.7858, best_mAP: 0.9112 +[2024-04-16 09:59:09 INFO]: Epoch [350][1/1] lr: 0.0005, eta: 0:01:34, time: 0.054, data_time: 0.348, memory: 1673, loss_cls: 0.5352, loss_sal: 0.0617, loss_video_cal: 0.0086, loss_layer_cal: 0.0108, loss: 0.6163, scale: 16384.0000 +[2024-04-16 09:59:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_350.pth... +[2024-04-16 09:59:09 INFO]: Validating... +[2024-04-16 09:59:09 INFO]: Epoch (val) [350][1] loss_cls: 0.5223, loss_sal: 0.8794, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4017, mAP: 0.7584, best_mAP: 0.9112 +[2024-04-16 09:59:09 INFO]: Epoch [351][1/1] lr: 0.0005, eta: 0:01:33, time: 0.055, data_time: 0.343, memory: 1673, loss_cls: 0.5327, loss_sal: 0.0754, loss_video_cal: 0.0116, loss_layer_cal: 0.0131, loss: 0.6328, scale: 16384.0000 +[2024-04-16 09:59:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_351.pth... +[2024-04-16 09:59:10 INFO]: Validating... +[2024-04-16 09:59:10 INFO]: Epoch (val) [351][1] loss_cls: 0.5260, loss_sal: 0.8816, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4076, mAP: 0.8077, best_mAP: 0.9112 +[2024-04-16 09:59:10 INFO]: Epoch [352][1/1] lr: 0.0005, eta: 0:01:33, time: 0.054, data_time: 0.345, memory: 1673, loss_cls: 0.5355, loss_sal: 0.1117, loss_video_cal: 0.0297, loss_layer_cal: 0.0087, loss: 0.6856, scale: 16384.0000 +[2024-04-16 09:59:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_352.pth... +[2024-04-16 09:59:10 INFO]: Validating... +[2024-04-16 09:59:10 INFO]: Epoch (val) [352][1] loss_cls: 0.5293, loss_sal: 0.8961, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4254, mAP: 0.8409, best_mAP: 0.9112 +[2024-04-16 09:59:11 INFO]: Epoch [353][1/1] lr: 0.0005, eta: 0:01:32, time: 0.054, data_time: 0.348, memory: 1673, loss_cls: 0.5393, loss_sal: 0.0442, loss_video_cal: 0.0060, loss_layer_cal: 0.0135, loss: 0.6030, scale: 16384.0000 +[2024-04-16 09:59:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_353.pth... +[2024-04-16 09:59:11 INFO]: Validating... +[2024-04-16 09:59:11 INFO]: Epoch (val) [353][1] loss_cls: 0.5286, loss_sal: 0.8932, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.4218, mAP: 0.8409, best_mAP: 0.9112 +[2024-04-16 09:59:11 INFO]: Epoch [354][1/1] lr: 0.0005, eta: 0:01:31, time: 0.054, data_time: 0.348, memory: 1673, loss_cls: 0.5381, loss_sal: 0.1183, loss_video_cal: 0.0127, loss_layer_cal: 0.0108, loss: 0.6799, scale: 16384.0000 +[2024-04-16 09:59:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_354.pth... +[2024-04-16 09:59:11 INFO]: Validating... +[2024-04-16 09:59:12 INFO]: Epoch (val) [354][1] loss_cls: 0.5241, loss_sal: 0.8816, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.4057, mAP: 0.8409, best_mAP: 0.9112 +[2024-04-16 09:59:12 INFO]: Epoch [355][1/1] lr: 0.0005, eta: 0:01:31, time: 0.054, data_time: 0.347, memory: 1673, loss_cls: 0.5353, loss_sal: 0.0919, loss_video_cal: 0.0102, loss_layer_cal: 0.0052, loss: 0.6425, scale: 16384.0000 +[2024-04-16 09:59:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_355.pth... +[2024-04-16 09:59:12 INFO]: Validating... +[2024-04-16 09:59:12 INFO]: Epoch (val) [355][1] loss_cls: 0.5205, loss_sal: 0.9312, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.4517, mAP: 0.8317, best_mAP: 0.9112 +[2024-04-16 09:59:13 INFO]: Epoch [356][1/1] lr: 0.0005, eta: 0:01:30, time: 0.054, data_time: 0.357, memory: 1673, loss_cls: 0.5357, loss_sal: 0.2913, loss_video_cal: 0.0229, loss_layer_cal: 0.0105, loss: 0.8605, scale: 16384.0000 +[2024-04-16 09:59:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_356.pth... +[2024-04-16 09:59:13 INFO]: Validating... +[2024-04-16 09:59:13 INFO]: Epoch (val) [356][1] loss_cls: 0.5182, loss_sal: 0.9043, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.4226, mAP: 0.7931, best_mAP: 0.9112 +[2024-04-16 09:59:13 INFO]: Epoch [357][1/1] lr: 0.0005, eta: 0:01:29, time: 0.055, data_time: 0.347, memory: 1673, loss_cls: 0.5367, loss_sal: 0.0452, loss_video_cal: 0.0108, loss_layer_cal: 0.0138, loss: 0.6065, scale: 16384.0000 +[2024-04-16 09:59:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_357.pth... +[2024-04-16 09:59:13 INFO]: Validating... +[2024-04-16 09:59:13 INFO]: Epoch (val) [357][1] loss_cls: 0.5173, loss_sal: 0.8956, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.4129, mAP: 0.6403, best_mAP: 0.9112 +[2024-04-16 09:59:14 INFO]: Epoch [358][1/1] lr: 0.0005, eta: 0:01:29, time: 0.054, data_time: 0.348, memory: 1673, loss_cls: 0.5347, loss_sal: 0.1267, loss_video_cal: 0.0081, loss_layer_cal: 0.0066, loss: 0.6761, scale: 16384.0000 +[2024-04-16 09:59:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_358.pth... +[2024-04-16 09:59:14 INFO]: Validating... +[2024-04-16 09:59:14 INFO]: Epoch (val) [358][1] loss_cls: 0.5168, loss_sal: 0.9028, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.4197, mAP: 0.8122, best_mAP: 0.9112 +[2024-04-16 09:59:14 INFO]: Epoch [359][1/1] lr: 0.0005, eta: 0:01:28, time: 0.055, data_time: 0.349, memory: 1673, loss_cls: 0.5391, loss_sal: 0.0680, loss_video_cal: 0.0028, loss_layer_cal: 0.0086, loss: 0.6184, scale: 16384.0000 +[2024-04-16 09:59:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_359.pth... +[2024-04-16 09:59:15 INFO]: Validating... +[2024-04-16 09:59:15 INFO]: Epoch (val) [359][1] loss_cls: 0.5175, loss_sal: 0.9010, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.4185, mAP: 0.8594, best_mAP: 0.9112 +[2024-04-16 09:59:15 INFO]: Epoch [360][1/1] lr: 0.0005, eta: 0:01:28, time: 0.055, data_time: 0.344, memory: 1673, loss_cls: 0.5350, loss_sal: 0.0400, loss_video_cal: 0.0057, loss_layer_cal: 0.0070, loss: 0.5878, scale: 16384.0000 +[2024-04-16 09:59:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_360.pth... +[2024-04-16 09:59:15 INFO]: Validating... +[2024-04-16 09:59:15 INFO]: Epoch (val) [360][1] loss_cls: 0.5200, loss_sal: 0.8886, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.4086, mAP: 0.9064, best_mAP: 0.9112 +[2024-04-16 09:59:16 INFO]: Epoch [361][1/1] lr: 0.0005, eta: 0:01:27, time: 0.054, data_time: 0.351, memory: 1673, loss_cls: 0.5386, loss_sal: 0.0932, loss_video_cal: 0.0089, loss_layer_cal: 0.0046, loss: 0.6453, scale: 16384.0000 +[2024-04-16 09:59:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_361.pth... +[2024-04-16 09:59:16 INFO]: Validating... +[2024-04-16 09:59:16 INFO]: Epoch (val) [361][1] loss_cls: 0.5235, loss_sal: 0.8634, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.3869, mAP: 0.9064, best_mAP: 0.9112 +[2024-04-16 09:59:16 INFO]: Epoch [362][1/1] lr: 0.0005, eta: 0:01:26, time: 0.056, data_time: 0.349, memory: 1673, loss_cls: 0.5354, loss_sal: 0.1134, loss_video_cal: 0.0074, loss_layer_cal: 0.0152, loss: 0.6714, scale: 16384.0000 +[2024-04-16 09:59:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_362.pth... +[2024-04-16 09:59:16 INFO]: Validating... +[2024-04-16 09:59:17 INFO]: Epoch (val) [362][1] loss_cls: 0.5242, loss_sal: 0.8234, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.3476, mAP: 0.8784, best_mAP: 0.9112 +[2024-04-16 09:59:17 INFO]: Epoch [363][1/1] lr: 0.0005, eta: 0:01:26, time: 0.054, data_time: 0.348, memory: 1673, loss_cls: 0.5360, loss_sal: 0.0424, loss_video_cal: 0.0138, loss_layer_cal: 0.0081, loss: 0.6002, scale: 16384.0000 +[2024-04-16 09:59:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_363.pth... +[2024-04-16 09:59:17 INFO]: Validating... +[2024-04-16 09:59:17 INFO]: Epoch (val) [363][1] loss_cls: 0.5245, loss_sal: 0.7801, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.3046, mAP: 0.8784, best_mAP: 0.9112 +[2024-04-16 09:59:18 INFO]: Epoch [364][1/1] lr: 0.0005, eta: 0:01:25, time: 0.056, data_time: 0.347, memory: 1673, loss_cls: 0.5347, loss_sal: 0.0989, loss_video_cal: 0.0121, loss_layer_cal: 0.0052, loss: 0.6508, scale: 16384.0000 +[2024-04-16 09:59:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_364.pth... +[2024-04-16 09:59:18 INFO]: Validating... +[2024-04-16 09:59:18 INFO]: Epoch (val) [364][1] loss_cls: 0.5237, loss_sal: 0.6951, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2188, mAP: 0.8971, best_mAP: 0.9112 +[2024-04-16 09:59:18 INFO]: Epoch [365][1/1] lr: 0.0005, eta: 0:01:24, time: 0.054, data_time: 0.349, memory: 1673, loss_cls: 0.5348, loss_sal: 0.1793, loss_video_cal: 0.0108, loss_layer_cal: 0.0039, loss: 0.7288, scale: 16384.0000 +[2024-04-16 09:59:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_365.pth... +[2024-04-16 09:59:18 INFO]: Validating... +[2024-04-16 09:59:18 INFO]: Epoch (val) [365][1] loss_cls: 0.5222, loss_sal: 0.6513, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1735, mAP: 0.9043, best_mAP: 0.9112 +[2024-04-16 09:59:19 INFO]: Epoch [366][1/1] lr: 0.0005, eta: 0:01:24, time: 0.054, data_time: 0.346, memory: 1673, loss_cls: 0.5345, loss_sal: 0.0305, loss_video_cal: 0.0065, loss_layer_cal: 0.0094, loss: 0.5810, scale: 16384.0000 +[2024-04-16 09:59:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_366.pth... +[2024-04-16 09:59:19 INFO]: Validating... +[2024-04-16 09:59:19 INFO]: Epoch (val) [366][1] loss_cls: 0.5216, loss_sal: 0.6230, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1447, mAP: 0.8005, best_mAP: 0.9112 +[2024-04-16 09:59:19 INFO]: Epoch [367][1/1] lr: 0.0005, eta: 0:01:23, time: 0.055, data_time: 0.348, memory: 1673, loss_cls: 0.5365, loss_sal: 0.0326, loss_video_cal: 0.0077, loss_layer_cal: 0.0068, loss: 0.5837, scale: 16384.0000 +[2024-04-16 09:59:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_367.pth... +[2024-04-16 09:59:20 INFO]: Validating... +[2024-04-16 09:59:20 INFO]: Epoch (val) [367][1] loss_cls: 0.5218, loss_sal: 0.6102, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1320, mAP: 0.8335, best_mAP: 0.9112 +[2024-04-16 09:59:20 INFO]: Epoch [368][1/1] lr: 0.0005, eta: 0:01:23, time: 0.055, data_time: 0.347, memory: 1673, loss_cls: 0.5339, loss_sal: 0.1198, loss_video_cal: 0.0103, loss_layer_cal: 0.0045, loss: 0.6684, scale: 16384.0000 +[2024-04-16 09:59:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_368.pth... +[2024-04-16 09:59:20 INFO]: Validating... +[2024-04-16 09:59:20 INFO]: Epoch (val) [368][1] loss_cls: 0.5215, loss_sal: 0.6290, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1505, mAP: 0.8335, best_mAP: 0.9112 +[2024-04-16 09:59:21 INFO]: Epoch [369][1/1] lr: 0.0005, eta: 0:01:22, time: 0.055, data_time: 0.348, memory: 1673, loss_cls: 0.5354, loss_sal: 0.2164, loss_video_cal: 0.0092, loss_layer_cal: 0.0110, loss: 0.7721, scale: 16384.0000 +[2024-04-16 09:59:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_369.pth... +[2024-04-16 09:59:21 INFO]: Validating... +[2024-04-16 09:59:21 INFO]: Epoch (val) [369][1] loss_cls: 0.5209, loss_sal: 0.6491, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1701, mAP: 0.8335, best_mAP: 0.9112 +[2024-04-16 09:59:21 INFO]: Epoch [370][1/1] lr: 0.0005, eta: 0:01:21, time: 0.055, data_time: 0.344, memory: 1673, loss_cls: 0.5337, loss_sal: 0.0720, loss_video_cal: 0.0090, loss_layer_cal: 0.0057, loss: 0.6204, scale: 16384.0000 +[2024-04-16 09:59:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_370.pth... +[2024-04-16 09:59:21 INFO]: Validating... +[2024-04-16 09:59:22 INFO]: Epoch (val) [370][1] loss_cls: 0.5207, loss_sal: 0.6376, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1584, mAP: 0.8835, best_mAP: 0.9112 +[2024-04-16 09:59:22 INFO]: Epoch [371][1/1] lr: 0.0005, eta: 0:01:21, time: 0.055, data_time: 0.353, memory: 1673, loss_cls: 0.5321, loss_sal: 0.0757, loss_video_cal: 0.0033, loss_layer_cal: 0.0065, loss: 0.6174, scale: 16384.0000 +[2024-04-16 09:59:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_371.pth... +[2024-04-16 09:59:22 INFO]: Validating... +[2024-04-16 09:59:22 INFO]: Epoch (val) [371][1] loss_cls: 0.5212, loss_sal: 0.6217, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1429, mAP: 0.8835, best_mAP: 0.9112 +[2024-04-16 09:59:23 INFO]: Epoch [372][1/1] lr: 0.0005, eta: 0:01:20, time: 0.055, data_time: 0.347, memory: 1673, loss_cls: 0.5359, loss_sal: 0.1240, loss_video_cal: 0.0055, loss_layer_cal: 0.0105, loss: 0.6759, scale: 16384.0000 +[2024-04-16 09:59:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_372.pth... +[2024-04-16 09:59:23 INFO]: Validating... +[2024-04-16 09:59:23 INFO]: Epoch (val) [372][1] loss_cls: 0.5214, loss_sal: 0.5812, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1026, mAP: 0.8782, best_mAP: 0.9112 +[2024-04-16 09:59:23 INFO]: Epoch [373][1/1] lr: 0.0005, eta: 0:01:19, time: 0.055, data_time: 0.347, memory: 1673, loss_cls: 0.5366, loss_sal: 0.0936, loss_video_cal: 0.0140, loss_layer_cal: 0.0044, loss: 0.6486, scale: 16384.0000 +[2024-04-16 09:59:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_373.pth... +[2024-04-16 09:59:23 INFO]: Validating... +[2024-04-16 09:59:23 INFO]: Epoch (val) [373][1] loss_cls: 0.5223, loss_sal: 0.5565, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0789, mAP: 0.8782, best_mAP: 0.9112 +[2024-04-16 09:59:24 INFO]: Epoch [374][1/1] lr: 0.0005, eta: 0:01:19, time: 0.054, data_time: 0.346, memory: 1673, loss_cls: 0.5342, loss_sal: 0.0940, loss_video_cal: 0.0047, loss_layer_cal: 0.0052, loss: 0.6381, scale: 16384.0000 +[2024-04-16 09:59:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_374.pth... +[2024-04-16 09:59:24 INFO]: Validating... +[2024-04-16 09:59:24 INFO]: Epoch (val) [374][1] loss_cls: 0.5220, loss_sal: 0.5751, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0971, mAP: 0.8835, best_mAP: 0.9112 +[2024-04-16 09:59:24 INFO]: Epoch [375][1/1] lr: 0.0005, eta: 0:01:18, time: 0.056, data_time: 0.347, memory: 1673, loss_cls: 0.5355, loss_sal: 0.1780, loss_video_cal: 0.0059, loss_layer_cal: 0.0081, loss: 0.7275, scale: 16384.0000 +[2024-04-16 09:59:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_375.pth... +[2024-04-16 09:59:25 INFO]: Validating... +[2024-04-16 09:59:25 INFO]: Epoch (val) [375][1] loss_cls: 0.5158, loss_sal: 0.6651, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1809, mAP: 0.8154, best_mAP: 0.9112 +[2024-04-16 09:59:25 INFO]: Epoch [376][1/1] lr: 0.0005, eta: 0:01:17, time: 0.054, data_time: 0.347, memory: 1673, loss_cls: 0.5371, loss_sal: 0.0923, loss_video_cal: 0.0035, loss_layer_cal: 0.0042, loss: 0.6371, scale: 16384.0000 +[2024-04-16 09:59:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_376.pth... +[2024-04-16 09:59:25 INFO]: Validating... +[2024-04-16 09:59:25 INFO]: Epoch (val) [376][1] loss_cls: 0.5166, loss_sal: 0.7403, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2570, mAP: 0.6102, best_mAP: 0.9112 +[2024-04-16 09:59:26 INFO]: Epoch [377][1/1] lr: 0.0005, eta: 0:01:17, time: 0.054, data_time: 0.348, memory: 1673, loss_cls: 0.5349, loss_sal: 0.0397, loss_video_cal: 0.0067, loss_layer_cal: 0.0052, loss: 0.5865, scale: 16384.0000 +[2024-04-16 09:59:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_377.pth... +[2024-04-16 09:59:26 INFO]: Validating... +[2024-04-16 09:59:26 INFO]: Epoch (val) [377][1] loss_cls: 0.5229, loss_sal: 0.7696, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2926, mAP: 0.6699, best_mAP: 0.9112 +[2024-04-16 09:59:26 INFO]: Epoch [378][1/1] lr: 0.0005, eta: 0:01:16, time: 0.056, data_time: 0.348, memory: 1673, loss_cls: 0.5413, loss_sal: 0.1899, loss_video_cal: 0.0327, loss_layer_cal: 0.0041, loss: 0.7680, scale: 16384.0000 +[2024-04-16 09:59:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_378.pth... +[2024-04-16 09:59:26 INFO]: Validating... +[2024-04-16 09:59:27 INFO]: Epoch (val) [378][1] loss_cls: 0.5253, loss_sal: 0.8059, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.3313, mAP: 0.6699, best_mAP: 0.9112 +[2024-04-16 09:59:27 INFO]: Epoch [379][1/1] lr: 0.0005, eta: 0:01:16, time: 0.054, data_time: 0.351, memory: 1673, loss_cls: 0.5375, loss_sal: 0.1402, loss_video_cal: 0.0114, loss_layer_cal: 0.0093, loss: 0.6984, scale: 16384.0000 +[2024-04-16 09:59:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_379.pth... +[2024-04-16 09:59:27 INFO]: Validating... +[2024-04-16 09:59:27 INFO]: Epoch (val) [379][1] loss_cls: 0.5236, loss_sal: 0.8121, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.3357, mAP: 0.6608, best_mAP: 0.9112 +[2024-04-16 09:59:28 INFO]: Epoch [380][1/1] lr: 0.0005, eta: 0:01:15, time: 0.055, data_time: 0.346, memory: 1673, loss_cls: 0.5360, loss_sal: 0.0389, loss_video_cal: 0.0086, loss_layer_cal: 0.0053, loss: 0.5887, scale: 16384.0000 +[2024-04-16 09:59:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_380.pth... +[2024-04-16 09:59:28 INFO]: Validating... +[2024-04-16 09:59:28 INFO]: Epoch (val) [380][1] loss_cls: 0.5202, loss_sal: 0.8008, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.3210, mAP: 0.6608, best_mAP: 0.9112 +[2024-04-16 09:59:28 INFO]: Epoch [381][1/1] lr: 0.0005, eta: 0:01:14, time: 0.054, data_time: 0.349, memory: 1673, loss_cls: 0.5339, loss_sal: 0.1391, loss_video_cal: 0.0148, loss_layer_cal: 0.0038, loss: 0.6916, scale: 16384.0000 +[2024-04-16 09:59:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_381.pth... +[2024-04-16 09:59:28 INFO]: Validating... +[2024-04-16 09:59:28 INFO]: Epoch (val) [381][1] loss_cls: 0.5213, loss_sal: 0.7558, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2772, mAP: 0.6608, best_mAP: 0.9112 +[2024-04-16 09:59:29 INFO]: Epoch [382][1/1] lr: 0.0005, eta: 0:01:14, time: 0.055, data_time: 0.346, memory: 1673, loss_cls: 0.5355, loss_sal: 0.1134, loss_video_cal: 0.0137, loss_layer_cal: 0.0101, loss: 0.6728, scale: 16384.0000 +[2024-04-16 09:59:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_382.pth... +[2024-04-16 09:59:29 INFO]: Validating... +[2024-04-16 09:59:29 INFO]: Epoch (val) [382][1] loss_cls: 0.5245, loss_sal: 0.7368, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2613, mAP: 0.6608, best_mAP: 0.9112 +[2024-04-16 09:59:30 INFO]: Epoch [383][1/1] lr: 0.0005, eta: 0:01:13, time: 0.054, data_time: 0.351, memory: 1673, loss_cls: 0.5404, loss_sal: 0.1705, loss_video_cal: 0.0277, loss_layer_cal: 0.0055, loss: 0.7441, scale: 16384.0000 +[2024-04-16 09:59:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_383.pth... +[2024-04-16 09:59:30 INFO]: Validating... +[2024-04-16 09:59:30 INFO]: Epoch (val) [383][1] loss_cls: 0.5254, loss_sal: 0.7254, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2508, mAP: 0.6105, best_mAP: 0.9112 +[2024-04-16 09:59:30 INFO]: Epoch [384][1/1] lr: 0.0005, eta: 0:01:12, time: 0.055, data_time: 0.345, memory: 1673, loss_cls: 0.5379, loss_sal: 0.1466, loss_video_cal: 0.0085, loss_layer_cal: 0.0035, loss: 0.6964, scale: 16384.0000 +[2024-04-16 09:59:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_384.pth... +[2024-04-16 09:59:30 INFO]: Validating... +[2024-04-16 09:59:30 INFO]: Epoch (val) [384][1] loss_cls: 0.5254, loss_sal: 0.6882, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2137, mAP: 0.6105, best_mAP: 0.9112 +[2024-04-16 09:59:31 INFO]: Epoch [385][1/1] lr: 0.0005, eta: 0:01:12, time: 0.055, data_time: 0.346, memory: 1673, loss_cls: 0.5421, loss_sal: 0.1305, loss_video_cal: 0.0113, loss_layer_cal: 0.0048, loss: 0.6886, scale: 16384.0000 +[2024-04-16 09:59:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_385.pth... +[2024-04-16 09:59:31 INFO]: Validating... +[2024-04-16 09:59:31 INFO]: Epoch (val) [385][1] loss_cls: 0.5251, loss_sal: 0.6777, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2028, mAP: 0.6346, best_mAP: 0.9112 +[2024-04-16 09:59:31 INFO]: Epoch [386][1/1] lr: 0.0005, eta: 0:01:11, time: 0.055, data_time: 0.346, memory: 1673, loss_cls: 0.5360, loss_sal: 0.1168, loss_video_cal: 0.0059, loss_layer_cal: 0.0073, loss: 0.6660, scale: 16384.0000 +[2024-04-16 09:59:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_386.pth... +[2024-04-16 09:59:31 INFO]: Validating... +[2024-04-16 09:59:32 INFO]: Epoch (val) [386][1] loss_cls: 0.5251, loss_sal: 0.7185, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2436, mAP: 0.6346, best_mAP: 0.9112 +[2024-04-16 09:59:32 INFO]: Epoch [387][1/1] lr: 0.0005, eta: 0:01:11, time: 0.055, data_time: 0.343, memory: 1673, loss_cls: 0.5352, loss_sal: 0.0663, loss_video_cal: 0.0068, loss_layer_cal: 0.0103, loss: 0.6186, scale: 16384.0000 +[2024-04-16 09:59:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_387.pth... +[2024-04-16 09:59:32 INFO]: Validating... +[2024-04-16 09:59:32 INFO]: Epoch (val) [387][1] loss_cls: 0.5257, loss_sal: 0.7677, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2934, mAP: 0.5778, best_mAP: 0.9112 +[2024-04-16 09:59:33 INFO]: Epoch [388][1/1] lr: 0.0005, eta: 0:01:10, time: 0.055, data_time: 0.346, memory: 1673, loss_cls: 0.5359, loss_sal: 0.2108, loss_video_cal: 0.0159, loss_layer_cal: 0.0033, loss: 0.7659, scale: 16384.0000 +[2024-04-16 09:59:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_388.pth... +[2024-04-16 09:59:33 INFO]: Validating... +[2024-04-16 09:59:33 INFO]: Epoch (val) [388][1] loss_cls: 0.5355, loss_sal: 0.6665, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2020, mAP: 0.4761, best_mAP: 0.9112 +[2024-04-16 09:59:33 INFO]: Epoch [389][1/1] lr: 0.0005, eta: 0:01:09, time: 0.055, data_time: 0.345, memory: 1673, loss_cls: 0.5364, loss_sal: 0.0999, loss_video_cal: 0.0103, loss_layer_cal: 0.0098, loss: 0.6564, scale: 16384.0000 +[2024-04-16 09:59:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_389.pth... +[2024-04-16 09:59:33 INFO]: Validating... +[2024-04-16 09:59:33 INFO]: Epoch (val) [389][1] loss_cls: 0.5447, loss_sal: 0.6250, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1697, mAP: 0.4292, best_mAP: 0.9112 +[2024-04-16 09:59:34 INFO]: Epoch [390][1/1] lr: 0.0005, eta: 0:01:09, time: 0.054, data_time: 0.344, memory: 1673, loss_cls: 0.5458, loss_sal: 0.0982, loss_video_cal: 0.0054, loss_layer_cal: 0.0051, loss: 0.6544, scale: 16384.0000 +[2024-04-16 09:59:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_390.pth... +[2024-04-16 09:59:34 INFO]: Validating... +[2024-04-16 09:59:34 INFO]: Epoch (val) [390][1] loss_cls: 0.5449, loss_sal: 0.6477, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1926, mAP: 0.4292, best_mAP: 0.9112 +[2024-04-16 09:59:35 INFO]: Epoch [391][1/1] lr: 0.0005, eta: 0:01:08, time: 0.056, data_time: 0.349, memory: 1673, loss_cls: 0.5462, loss_sal: 0.1994, loss_video_cal: 0.0406, loss_layer_cal: 0.0110, loss: 0.7972, scale: 16384.0000 +[2024-04-16 09:59:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_391.pth... +[2024-04-16 09:59:35 INFO]: Validating... +[2024-04-16 09:59:35 INFO]: Epoch (val) [391][1] loss_cls: 0.5390, loss_sal: 0.6973, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2363, mAP: 0.5587, best_mAP: 0.9112 +[2024-04-16 09:59:35 INFO]: Epoch [392][1/1] lr: 0.0005, eta: 0:01:07, time: 0.056, data_time: 0.349, memory: 1673, loss_cls: 0.5388, loss_sal: 0.1629, loss_video_cal: 0.0225, loss_layer_cal: 0.0095, loss: 0.7337, scale: 16384.0000 +[2024-04-16 09:59:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_392.pth... +[2024-04-16 09:59:35 INFO]: Validating... +[2024-04-16 09:59:35 INFO]: Epoch (val) [392][1] loss_cls: 0.5324, loss_sal: 0.7603, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2928, mAP: 0.6553, best_mAP: 0.9112 +[2024-04-16 09:59:36 INFO]: Epoch [393][1/1] lr: 0.0005, eta: 0:01:07, time: 0.054, data_time: 0.349, memory: 1673, loss_cls: 0.5356, loss_sal: 0.1260, loss_video_cal: 0.0104, loss_layer_cal: 0.0023, loss: 0.6743, scale: 16384.0000 +[2024-04-16 09:59:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_393.pth... +[2024-04-16 09:59:36 INFO]: Validating... +[2024-04-16 09:59:36 INFO]: Epoch (val) [393][1] loss_cls: 0.5275, loss_sal: 0.8663, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.3939, mAP: 0.6257, best_mAP: 0.9112 +[2024-04-16 09:59:36 INFO]: Epoch [394][1/1] lr: 0.0005, eta: 0:01:06, time: 0.055, data_time: 0.347, memory: 1673, loss_cls: 0.5366, loss_sal: 0.0663, loss_video_cal: 0.0051, loss_layer_cal: 0.0039, loss: 0.6118, scale: 16384.0000 +[2024-04-16 09:59:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_394.pth... +[2024-04-16 09:59:36 INFO]: Validating... +[2024-04-16 09:59:37 INFO]: Epoch (val) [394][1] loss_cls: 0.5277, loss_sal: 0.9495, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.4772, mAP: 0.7711, best_mAP: 0.9112 +[2024-04-16 09:59:37 INFO]: Epoch [395][1/1] lr: 0.0005, eta: 0:01:06, time: 0.055, data_time: 0.341, memory: 1673, loss_cls: 0.5405, loss_sal: 0.1061, loss_video_cal: 0.0024, loss_layer_cal: 0.0073, loss: 0.6562, scale: 16384.0000 +[2024-04-16 09:59:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_395.pth... +[2024-04-16 09:59:37 INFO]: Validating... +[2024-04-16 09:59:37 INFO]: Epoch (val) [395][1] loss_cls: 0.5308, loss_sal: 0.9828, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.5136, mAP: 0.8612, best_mAP: 0.9112 +[2024-04-16 09:59:38 INFO]: Epoch [396][1/1] lr: 0.0005, eta: 0:01:05, time: 0.056, data_time: 0.344, memory: 1673, loss_cls: 0.5439, loss_sal: 0.1453, loss_video_cal: 0.0098, loss_layer_cal: 0.0100, loss: 0.7090, scale: 16384.0000 +[2024-04-16 09:59:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_396.pth... +[2024-04-16 09:59:38 INFO]: Validating... +[2024-04-16 09:59:38 INFO]: Epoch (val) [396][1] loss_cls: 0.5320, loss_sal: 0.9939, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.5259, mAP: 0.8823, best_mAP: 0.9112 +[2024-04-16 09:59:38 INFO]: Epoch [397][1/1] lr: 0.0005, eta: 0:01:04, time: 0.054, data_time: 0.351, memory: 1673, loss_cls: 0.5492, loss_sal: 0.0646, loss_video_cal: 0.0065, loss_layer_cal: 0.0080, loss: 0.6283, scale: 16384.0000 +[2024-04-16 09:59:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_397.pth... +[2024-04-16 09:59:38 INFO]: Validating... +[2024-04-16 09:59:38 INFO]: Epoch (val) [397][1] loss_cls: 0.5290, loss_sal: 0.9809, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.5099, mAP: 0.9037, best_mAP: 0.9112 +[2024-04-16 09:59:39 INFO]: Epoch [398][1/1] lr: 0.0005, eta: 0:01:04, time: 0.054, data_time: 0.349, memory: 1673, loss_cls: 0.5385, loss_sal: 0.0753, loss_video_cal: 0.0076, loss_layer_cal: 0.0064, loss: 0.6278, scale: 16384.0000 +[2024-04-16 09:59:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_398.pth... +[2024-04-16 09:59:39 INFO]: Validating... +[2024-04-16 09:59:39 INFO]: Epoch (val) [398][1] loss_cls: 0.5264, loss_sal: 0.9438, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.4702, mAP: 0.9123, best_mAP: 0.9123 +[2024-04-16 09:59:40 INFO]: Epoch [399][1/1] lr: 0.0005, eta: 0:01:03, time: 0.054, data_time: 0.352, memory: 1673, loss_cls: 0.5365, loss_sal: 0.1223, loss_video_cal: 0.0139, loss_layer_cal: 0.0085, loss: 0.6812, scale: 16384.0000 +[2024-04-16 09:59:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_399.pth... +[2024-04-16 09:59:40 INFO]: Validating... +[2024-04-16 09:59:40 INFO]: Epoch (val) [399][1] loss_cls: 0.5256, loss_sal: 0.9228, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.4484, mAP: 0.9019, best_mAP: 0.9123 +[2024-04-16 09:59:40 INFO]: Epoch [400][1/1] lr: 0.0005, eta: 0:01:02, time: 0.054, data_time: 0.345, memory: 1673, loss_cls: 0.5374, loss_sal: 0.0794, loss_video_cal: 0.0053, loss_layer_cal: 0.0079, loss: 0.6299, scale: 16384.0000 +[2024-04-16 09:59:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_400.pth... +[2024-04-16 09:59:40 INFO]: Validating... +[2024-04-16 09:59:40 INFO]: Epoch (val) [400][1] loss_cls: 0.5261, loss_sal: 0.9569, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.4831, mAP: 0.8081, best_mAP: 0.9123 +[2024-04-16 09:59:41 INFO]: Epoch [401][1/1] lr: 0.0005, eta: 0:01:02, time: 0.056, data_time: 0.348, memory: 1673, loss_cls: 0.5376, loss_sal: 0.1706, loss_video_cal: 0.0196, loss_layer_cal: 0.0061, loss: 0.7339, scale: 16384.0000 +[2024-04-16 09:59:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_401.pth... +[2024-04-16 09:59:41 INFO]: Validating... +[2024-04-16 09:59:41 INFO]: Epoch (val) [401][1] loss_cls: 0.5269, loss_sal: 0.9986, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.5255, mAP: 0.8081, best_mAP: 0.9123 +[2024-04-16 09:59:41 INFO]: Epoch [402][1/1] lr: 0.0005, eta: 0:01:01, time: 0.054, data_time: 0.351, memory: 1673, loss_cls: 0.5404, loss_sal: 0.3271, loss_video_cal: 0.0126, loss_layer_cal: 0.0053, loss: 0.8854, scale: 16384.0000 +[2024-04-16 09:59:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_402.pth... +[2024-04-16 09:59:41 INFO]: Validating... +[2024-04-16 09:59:42 INFO]: Epoch (val) [402][1] loss_cls: 0.5272, loss_sal: 1.0572, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.5844, mAP: 0.8081, best_mAP: 0.9123 +[2024-04-16 09:59:42 INFO]: Epoch [403][1/1] lr: 0.0005, eta: 0:01:00, time: 0.055, data_time: 0.345, memory: 1673, loss_cls: 0.5417, loss_sal: 0.1341, loss_video_cal: 0.0066, loss_layer_cal: 0.0042, loss: 0.6867, scale: 16384.0000 +[2024-04-16 09:59:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_403.pth... +[2024-04-16 09:59:42 INFO]: Validating... +[2024-04-16 09:59:42 INFO]: Epoch (val) [403][1] loss_cls: 0.5265, loss_sal: 1.0973, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.6237, mAP: 0.8081, best_mAP: 0.9123 +[2024-04-16 09:59:43 INFO]: Epoch [404][1/1] lr: 0.0005, eta: 0:01:00, time: 0.054, data_time: 0.340, memory: 1673, loss_cls: 0.5429, loss_sal: 0.1801, loss_video_cal: 0.0198, loss_layer_cal: 0.0066, loss: 0.7495, scale: 16384.0000 +[2024-04-16 09:59:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_404.pth... +[2024-04-16 09:59:43 INFO]: Validating... +[2024-04-16 09:59:43 INFO]: Epoch (val) [404][1] loss_cls: 0.5245, loss_sal: 1.1228, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.6474, mAP: 0.7860, best_mAP: 0.9123 +[2024-04-16 09:59:43 INFO]: Epoch [405][1/1] lr: 0.0005, eta: 0:00:59, time: 0.054, data_time: 0.345, memory: 1673, loss_cls: 0.5356, loss_sal: 0.0740, loss_video_cal: 0.0060, loss_layer_cal: 0.0036, loss: 0.6193, scale: 16384.0000 +[2024-04-16 09:59:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_405.pth... +[2024-04-16 09:59:43 INFO]: Validating... +[2024-04-16 09:59:43 INFO]: Epoch (val) [405][1] loss_cls: 0.5233, loss_sal: 1.1218, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.6451, mAP: 0.7860, best_mAP: 0.9123 +[2024-04-16 09:59:44 INFO]: Epoch [406][1/1] lr: 0.0005, eta: 0:00:59, time: 0.054, data_time: 0.344, memory: 1673, loss_cls: 0.5392, loss_sal: 0.1001, loss_video_cal: 0.0058, loss_layer_cal: 0.0052, loss: 0.6504, scale: 16384.0000 +[2024-04-16 09:59:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_406.pth... +[2024-04-16 09:59:44 INFO]: Validating... +[2024-04-16 09:59:44 INFO]: Epoch (val) [406][1] loss_cls: 0.5230, loss_sal: 1.1106, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.6336, mAP: 0.7571, best_mAP: 0.9123 +[2024-04-16 09:59:45 INFO]: Epoch [407][1/1] lr: 0.0005, eta: 0:00:58, time: 0.055, data_time: 0.480, memory: 1673, loss_cls: 0.5337, loss_sal: 0.0725, loss_video_cal: 0.0053, loss_layer_cal: 0.0118, loss: 0.6233, scale: 16384.0000 +[2024-04-16 09:59:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_407.pth... +[2024-04-16 09:59:45 INFO]: Validating... +[2024-04-16 09:59:45 INFO]: Epoch (val) [407][1] loss_cls: 0.5235, loss_sal: 1.1029, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.6264, mAP: 0.6549, best_mAP: 0.9123 +[2024-04-16 09:59:45 INFO]: Epoch [408][1/1] lr: 0.0005, eta: 0:00:57, time: 0.054, data_time: 0.347, memory: 1673, loss_cls: 0.5351, loss_sal: 0.0743, loss_video_cal: 0.0052, loss_layer_cal: 0.0077, loss: 0.6223, scale: 16384.0000 +[2024-04-16 09:59:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_408.pth... +[2024-04-16 09:59:45 INFO]: Validating... +[2024-04-16 09:59:45 INFO]: Epoch (val) [408][1] loss_cls: 0.5246, loss_sal: 1.1100, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.6346, mAP: 0.6459, best_mAP: 0.9123 +[2024-04-16 09:59:46 INFO]: Epoch [409][1/1] lr: 0.0005, eta: 0:00:57, time: 0.054, data_time: 0.344, memory: 1673, loss_cls: 0.5326, loss_sal: 0.1027, loss_video_cal: 0.0056, loss_layer_cal: 0.0058, loss: 0.6467, scale: 16384.0000 +[2024-04-16 09:59:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_409.pth... +[2024-04-16 09:59:46 INFO]: Validating... +[2024-04-16 09:59:46 INFO]: Epoch (val) [409][1] loss_cls: 0.5255, loss_sal: 1.1061, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.6316, mAP: 0.6483, best_mAP: 0.9123 +[2024-04-16 09:59:47 INFO]: Epoch [410][1/1] lr: 0.0005, eta: 0:00:56, time: 0.055, data_time: 0.350, memory: 1673, loss_cls: 0.5372, loss_sal: 0.0993, loss_video_cal: 0.0064, loss_layer_cal: 0.0073, loss: 0.6502, scale: 16384.0000 +[2024-04-16 09:59:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_410.pth... +[2024-04-16 09:59:47 INFO]: Validating... +[2024-04-16 09:59:47 INFO]: Epoch (val) [410][1] loss_cls: 0.5252, loss_sal: 1.1033, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.6285, mAP: 0.6483, best_mAP: 0.9123 +[2024-04-16 09:59:47 INFO]: Epoch [411][1/1] lr: 0.0005, eta: 0:00:55, time: 0.056, data_time: 0.343, memory: 1673, loss_cls: 0.5339, loss_sal: 0.1370, loss_video_cal: 0.0109, loss_layer_cal: 0.0103, loss: 0.6921, scale: 16384.0000 +[2024-04-16 09:59:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_411.pth... +[2024-04-16 09:59:47 INFO]: Validating... +[2024-04-16 09:59:47 INFO]: Epoch (val) [411][1] loss_cls: 0.5241, loss_sal: 1.0956, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.6198, mAP: 0.7296, best_mAP: 0.9123 +[2024-04-16 09:59:48 INFO]: Epoch [412][1/1] lr: 0.0005, eta: 0:00:55, time: 0.054, data_time: 0.351, memory: 1673, loss_cls: 0.5367, loss_sal: 0.0737, loss_video_cal: 0.0032, loss_layer_cal: 0.0045, loss: 0.6180, scale: 16384.0000 +[2024-04-16 09:59:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_412.pth... +[2024-04-16 09:59:48 INFO]: Validating... +[2024-04-16 09:59:48 INFO]: Epoch (val) [412][1] loss_cls: 0.5235, loss_sal: 1.0766, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.6001, mAP: 0.7146, best_mAP: 0.9123 +[2024-04-16 09:59:48 INFO]: Epoch [413][1/1] lr: 0.0005, eta: 0:00:54, time: 0.055, data_time: 0.347, memory: 1673, loss_cls: 0.5332, loss_sal: 0.0574, loss_video_cal: 0.0022, loss_layer_cal: 0.0026, loss: 0.5954, scale: 16384.0000 +[2024-04-16 09:59:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_413.pth... +[2024-04-16 09:59:48 INFO]: Validating... +[2024-04-16 09:59:49 INFO]: Epoch (val) [413][1] loss_cls: 0.5232, loss_sal: 1.0476, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.5708, mAP: 0.7146, best_mAP: 0.9123 +[2024-04-16 09:59:49 INFO]: Epoch [414][1/1] lr: 0.0005, eta: 0:00:54, time: 0.055, data_time: 0.348, memory: 1673, loss_cls: 0.5315, loss_sal: 0.1047, loss_video_cal: 0.0110, loss_layer_cal: 0.0085, loss: 0.6558, scale: 16384.0000 +[2024-04-16 09:59:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_414.pth... +[2024-04-16 09:59:49 INFO]: Validating... +[2024-04-16 09:59:49 INFO]: Epoch (val) [414][1] loss_cls: 0.5233, loss_sal: 1.0157, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.5390, mAP: 0.7146, best_mAP: 0.9123 +[2024-04-16 09:59:50 INFO]: Epoch [415][1/1] lr: 0.0005, eta: 0:00:53, time: 0.055, data_time: 0.351, memory: 1673, loss_cls: 0.5350, loss_sal: 0.0478, loss_video_cal: 0.0080, loss_layer_cal: 0.0105, loss: 0.6014, scale: 16384.0000 +[2024-04-16 09:59:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_415.pth... +[2024-04-16 09:59:50 INFO]: Validating... +[2024-04-16 09:59:50 INFO]: Epoch (val) [415][1] loss_cls: 0.5234, loss_sal: 0.9684, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.4919, mAP: 0.7104, best_mAP: 0.9123 +[2024-04-16 09:59:50 INFO]: Epoch [416][1/1] lr: 0.0005, eta: 0:00:52, time: 0.054, data_time: 0.349, memory: 1673, loss_cls: 0.5355, loss_sal: 0.1085, loss_video_cal: 0.0058, loss_layer_cal: 0.0034, loss: 0.6532, scale: 16384.0000 +[2024-04-16 09:59:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_416.pth... +[2024-04-16 09:59:50 INFO]: Validating... +[2024-04-16 09:59:50 INFO]: Epoch (val) [416][1] loss_cls: 0.5238, loss_sal: 0.9032, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.4271, mAP: 0.6814, best_mAP: 0.9123 +[2024-04-16 09:59:51 INFO]: Epoch [417][1/1] lr: 0.0005, eta: 0:00:52, time: 0.054, data_time: 0.351, memory: 1673, loss_cls: 0.5351, loss_sal: 0.1619, loss_video_cal: 0.0086, loss_layer_cal: 0.0051, loss: 0.7106, scale: 16384.0000 +[2024-04-16 09:59:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_417.pth... +[2024-04-16 09:59:51 INFO]: Validating... +[2024-04-16 09:59:51 INFO]: Epoch (val) [417][1] loss_cls: 0.5239, loss_sal: 0.8225, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.3464, mAP: 0.6814, best_mAP: 0.9123 +[2024-04-16 09:59:51 INFO]: Epoch [418][1/1] lr: 0.0005, eta: 0:00:51, time: 0.055, data_time: 0.344, memory: 1673, loss_cls: 0.5342, loss_sal: 0.0648, loss_video_cal: 0.0089, loss_layer_cal: 0.0107, loss: 0.6186, scale: 16384.0000 +[2024-04-16 09:59:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_418.pth... +[2024-04-16 09:59:52 INFO]: Validating... +[2024-04-16 09:59:52 INFO]: Epoch (val) [418][1] loss_cls: 0.5236, loss_sal: 0.7754, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2990, mAP: 0.6814, best_mAP: 0.9123 +[2024-04-16 09:59:52 INFO]: Epoch [419][1/1] lr: 0.0005, eta: 0:00:50, time: 0.055, data_time: 0.346, memory: 1673, loss_cls: 0.5383, loss_sal: 0.0523, loss_video_cal: 0.0089, loss_layer_cal: 0.0058, loss: 0.6054, scale: 16384.0000 +[2024-04-16 09:59:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_419.pth... +[2024-04-16 09:59:52 INFO]: Validating... +[2024-04-16 09:59:52 INFO]: Epoch (val) [419][1] loss_cls: 0.5233, loss_sal: 0.7408, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2641, mAP: 0.7599, best_mAP: 0.9123 +[2024-04-16 09:59:53 INFO]: Epoch [420][1/1] lr: 0.0005, eta: 0:00:50, time: 0.055, data_time: 0.348, memory: 1673, loss_cls: 0.5340, loss_sal: 0.0430, loss_video_cal: 0.0053, loss_layer_cal: 0.0050, loss: 0.5872, scale: 16384.0000 +[2024-04-16 09:59:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_420.pth... +[2024-04-16 09:59:53 INFO]: Validating... +[2024-04-16 09:59:53 INFO]: Epoch (val) [420][1] loss_cls: 0.5232, loss_sal: 0.7079, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2311, mAP: 0.7599, best_mAP: 0.9123 +[2024-04-16 09:59:53 INFO]: Epoch [421][1/1] lr: 0.0005, eta: 0:00:49, time: 0.055, data_time: 0.345, memory: 1673, loss_cls: 0.5366, loss_sal: 0.0436, loss_video_cal: 0.0039, loss_layer_cal: 0.0075, loss: 0.5917, scale: 16384.0000 +[2024-04-16 09:59:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_421.pth... +[2024-04-16 09:59:53 INFO]: Validating... +[2024-04-16 09:59:54 INFO]: Epoch (val) [421][1] loss_cls: 0.5230, loss_sal: 0.6926, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2157, mAP: 0.7599, best_mAP: 0.9123 +[2024-04-16 09:59:54 INFO]: Epoch [422][1/1] lr: 0.0005, eta: 0:00:49, time: 0.054, data_time: 0.347, memory: 1673, loss_cls: 0.5365, loss_sal: 0.1111, loss_video_cal: 0.0059, loss_layer_cal: 0.0081, loss: 0.6615, scale: 16384.0000 +[2024-04-16 09:59:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_422.pth... +[2024-04-16 09:59:54 INFO]: Validating... +[2024-04-16 09:59:54 INFO]: Epoch (val) [422][1] loss_cls: 0.5230, loss_sal: 0.6654, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1884, mAP: 0.7599, best_mAP: 0.9123 +[2024-04-16 09:59:55 INFO]: Epoch [423][1/1] lr: 0.0005, eta: 0:00:48, time: 0.055, data_time: 0.350, memory: 1673, loss_cls: 0.5379, loss_sal: 0.2233, loss_video_cal: 0.0169, loss_layer_cal: 0.0086, loss: 0.7867, scale: 16384.0000 +[2024-04-16 09:59:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_423.pth... +[2024-04-16 09:59:55 INFO]: Validating... +[2024-04-16 09:59:55 INFO]: Epoch (val) [423][1] loss_cls: 0.5220, loss_sal: 0.6086, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1306, mAP: 0.7599, best_mAP: 0.9123 +[2024-04-16 09:59:55 INFO]: Epoch [424][1/1] lr: 0.0005, eta: 0:00:47, time: 0.054, data_time: 0.348, memory: 1673, loss_cls: 0.5354, loss_sal: 0.0747, loss_video_cal: 0.0085, loss_layer_cal: 0.0105, loss: 0.6291, scale: 16384.0000 +[2024-04-16 09:59:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_424.pth... +[2024-04-16 09:59:55 INFO]: Validating... +[2024-04-16 09:59:55 INFO]: Epoch (val) [424][1] loss_cls: 0.5214, loss_sal: 0.5782, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0996, mAP: 0.5983, best_mAP: 0.9123 +[2024-04-16 09:59:56 INFO]: Epoch [425][1/1] lr: 0.0005, eta: 0:00:47, time: 0.054, data_time: 0.349, memory: 1673, loss_cls: 0.5350, loss_sal: 0.0769, loss_video_cal: 0.0088, loss_layer_cal: 0.0064, loss: 0.6270, scale: 16384.0000 +[2024-04-16 09:59:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_425.pth... +[2024-04-16 09:59:56 INFO]: Validating... +[2024-04-16 09:59:56 INFO]: Epoch (val) [425][1] loss_cls: 0.5210, loss_sal: 0.5633, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0844, mAP: 0.5983, best_mAP: 0.9123 +[2024-04-16 09:59:56 INFO]: Epoch [426][1/1] lr: 0.0005, eta: 0:00:46, time: 0.055, data_time: 0.346, memory: 1673, loss_cls: 0.5337, loss_sal: 0.0403, loss_video_cal: 0.0045, loss_layer_cal: 0.0050, loss: 0.5835, scale: 16384.0000 +[2024-04-16 09:59:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_426.pth... +[2024-04-16 09:59:57 INFO]: Validating... +[2024-04-16 09:59:57 INFO]: Epoch (val) [426][1] loss_cls: 0.5207, loss_sal: 0.5524, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0732, mAP: 0.5983, best_mAP: 0.9123 +[2024-04-16 09:59:57 INFO]: Epoch [427][1/1] lr: 0.0005, eta: 0:00:45, time: 0.054, data_time: 0.347, memory: 1673, loss_cls: 0.5333, loss_sal: 0.1509, loss_video_cal: 0.0052, loss_layer_cal: 0.0021, loss: 0.6914, scale: 16384.0000 +[2024-04-16 09:59:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_427.pth... +[2024-04-16 09:59:57 INFO]: Validating... +[2024-04-16 09:59:57 INFO]: Epoch (val) [427][1] loss_cls: 0.5200, loss_sal: 0.5525, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0726, mAP: 0.5983, best_mAP: 0.9123 +[2024-04-16 09:59:58 INFO]: Epoch [428][1/1] lr: 0.0005, eta: 0:00:45, time: 0.054, data_time: 0.347, memory: 1673, loss_cls: 0.5351, loss_sal: 0.0488, loss_video_cal: 0.0038, loss_layer_cal: 0.0099, loss: 0.5977, scale: 16384.0000 +[2024-04-16 09:59:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_428.pth... +[2024-04-16 09:59:58 INFO]: Validating... +[2024-04-16 09:59:58 INFO]: Epoch (val) [428][1] loss_cls: 0.5195, loss_sal: 0.5620, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0816, mAP: 0.5983, best_mAP: 0.9123 +[2024-04-16 09:59:58 INFO]: Epoch [429][1/1] lr: 0.0005, eta: 0:00:44, time: 0.055, data_time: 0.344, memory: 1673, loss_cls: 0.5352, loss_sal: 0.0443, loss_video_cal: 0.0055, loss_layer_cal: 0.0057, loss: 0.5908, scale: 16384.0000 +[2024-04-16 09:59:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_429.pth... +[2024-04-16 09:59:58 INFO]: Validating... +[2024-04-16 09:59:59 INFO]: Epoch (val) [429][1] loss_cls: 0.5192, loss_sal: 0.5811, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1003, mAP: 0.5983, best_mAP: 0.9123 +[2024-04-16 09:59:59 INFO]: Epoch [430][1/1] lr: 0.0005, eta: 0:00:44, time: 0.054, data_time: 0.348, memory: 1673, loss_cls: 0.5335, loss_sal: 0.0722, loss_video_cal: 0.0064, loss_layer_cal: 0.0041, loss: 0.6162, scale: 16384.0000 +[2024-04-16 09:59:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_430.pth... +[2024-04-16 09:59:59 INFO]: Validating... +[2024-04-16 09:59:59 INFO]: Epoch (val) [430][1] loss_cls: 0.5189, loss_sal: 0.6270, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1459, mAP: 0.6036, best_mAP: 0.9123 +[2024-04-16 10:00:00 INFO]: Epoch [431][1/1] lr: 0.0005, eta: 0:00:43, time: 0.054, data_time: 0.345, memory: 1673, loss_cls: 0.5343, loss_sal: 0.0669, loss_video_cal: 0.0034, loss_layer_cal: 0.0043, loss: 0.6089, scale: 16384.0000 +[2024-04-16 10:00:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_431.pth... +[2024-04-16 10:00:00 INFO]: Validating... +[2024-04-16 10:00:00 INFO]: Epoch (val) [431][1] loss_cls: 0.5196, loss_sal: 0.7211, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2407, mAP: 0.6155, best_mAP: 0.9123 +[2024-04-16 10:00:00 INFO]: Epoch [432][1/1] lr: 0.0005, eta: 0:00:42, time: 0.054, data_time: 0.349, memory: 1673, loss_cls: 0.5355, loss_sal: 0.2388, loss_video_cal: 0.0181, loss_layer_cal: 0.0032, loss: 0.7955, scale: 16384.0000 +[2024-04-16 10:00:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_432.pth... +[2024-04-16 10:00:00 INFO]: Validating... +[2024-04-16 10:00:00 INFO]: Epoch (val) [432][1] loss_cls: 0.5192, loss_sal: 0.8027, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.3219, mAP: 0.6316, best_mAP: 0.9123 +[2024-04-16 10:00:01 INFO]: Epoch [433][1/1] lr: 0.0005, eta: 0:00:42, time: 0.056, data_time: 0.352, memory: 1673, loss_cls: 0.5321, loss_sal: 0.1040, loss_video_cal: 0.0049, loss_layer_cal: 0.0026, loss: 0.6436, scale: 16384.0000 +[2024-04-16 10:00:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_433.pth... +[2024-04-16 10:00:01 INFO]: Validating... +[2024-04-16 10:00:01 INFO]: Epoch (val) [433][1] loss_cls: 0.5181, loss_sal: 0.9423, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.4604, mAP: 0.6532, best_mAP: 0.9123 +[2024-04-16 10:00:01 INFO]: Epoch [434][1/1] lr: 0.0005, eta: 0:00:41, time: 0.056, data_time: 0.350, memory: 1673, loss_cls: 0.5319, loss_sal: 0.0800, loss_video_cal: 0.0057, loss_layer_cal: 0.0055, loss: 0.6232, scale: 16384.0000 +[2024-04-16 10:00:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_434.pth... +[2024-04-16 10:00:02 INFO]: Validating... +[2024-04-16 10:00:02 INFO]: Epoch (val) [434][1] loss_cls: 0.5169, loss_sal: 1.0751, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.5921, mAP: 0.8344, best_mAP: 0.9123 +[2024-04-16 10:00:02 INFO]: Epoch [435][1/1] lr: 0.0005, eta: 0:00:40, time: 0.055, data_time: 0.343, memory: 1673, loss_cls: 0.5325, loss_sal: 0.1681, loss_video_cal: 0.0046, loss_layer_cal: 0.0062, loss: 0.7115, scale: 16384.0000 +[2024-04-16 10:00:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_435.pth... +[2024-04-16 10:00:02 INFO]: Validating... +[2024-04-16 10:00:02 INFO]: Epoch (val) [435][1] loss_cls: 0.5156, loss_sal: 1.1447, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.6604, mAP: 0.8371, best_mAP: 0.9123 +[2024-04-16 10:00:03 INFO]: Epoch [436][1/1] lr: 0.0005, eta: 0:00:40, time: 0.054, data_time: 0.350, memory: 1673, loss_cls: 0.5314, loss_sal: 0.1075, loss_video_cal: 0.0034, loss_layer_cal: 0.0050, loss: 0.6473, scale: 16384.0000 +[2024-04-16 10:00:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_436.pth... +[2024-04-16 10:00:03 INFO]: Validating... +[2024-04-16 10:00:03 INFO]: Epoch (val) [436][1] loss_cls: 0.5152, loss_sal: 1.1646, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.6798, mAP: 0.8125, best_mAP: 0.9123 +[2024-04-16 10:00:03 INFO]: Epoch [437][1/1] lr: 0.0005, eta: 0:00:39, time: 0.054, data_time: 0.344, memory: 1673, loss_cls: 0.5325, loss_sal: 0.0610, loss_video_cal: 0.0041, loss_layer_cal: 0.0051, loss: 0.6027, scale: 16384.0000 +[2024-04-16 10:00:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_437.pth... +[2024-04-16 10:00:03 INFO]: Validating... +[2024-04-16 10:00:04 INFO]: Epoch (val) [437][1] loss_cls: 0.5153, loss_sal: 1.1512, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.6665, mAP: 0.8125, best_mAP: 0.9123 +[2024-04-16 10:00:04 INFO]: Epoch [438][1/1] lr: 0.0005, eta: 0:00:38, time: 0.054, data_time: 0.351, memory: 1673, loss_cls: 0.5309, loss_sal: 0.0227, loss_video_cal: 0.0085, loss_layer_cal: 0.0044, loss: 0.5664, scale: 16384.0000 +[2024-04-16 10:00:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_438.pth... +[2024-04-16 10:00:04 INFO]: Validating... +[2024-04-16 10:00:04 INFO]: Epoch (val) [438][1] loss_cls: 0.5162, loss_sal: 1.1373, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.6535, mAP: 0.8125, best_mAP: 0.9123 +[2024-04-16 10:00:05 INFO]: Epoch [439][1/1] lr: 0.0005, eta: 0:00:38, time: 0.054, data_time: 0.349, memory: 1673, loss_cls: 0.5334, loss_sal: 0.2554, loss_video_cal: 0.0170, loss_layer_cal: 0.0049, loss: 0.8108, scale: 16384.0000 +[2024-04-16 10:00:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_439.pth... +[2024-04-16 10:00:05 INFO]: Validating... +[2024-04-16 10:00:05 INFO]: Epoch (val) [439][1] loss_cls: 0.5183, loss_sal: 0.9612, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.4796, mAP: 0.7937, best_mAP: 0.9123 +[2024-04-16 10:00:05 INFO]: Epoch [440][1/1] lr: 0.0005, eta: 0:00:37, time: 0.056, data_time: 0.351, memory: 1673, loss_cls: 0.5314, loss_sal: 0.2457, loss_video_cal: 0.0060, loss_layer_cal: 0.0024, loss: 0.7855, scale: 16384.0000 +[2024-04-16 10:00:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_440.pth... +[2024-04-16 10:00:05 INFO]: Validating... +[2024-04-16 10:00:05 INFO]: Epoch (val) [440][1] loss_cls: 0.5199, loss_sal: 0.7494, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2693, mAP: 0.7599, best_mAP: 0.9123 +[2024-04-16 10:00:06 INFO]: Epoch [441][1/1] lr: 0.0005, eta: 0:00:37, time: 0.055, data_time: 0.351, memory: 1673, loss_cls: 0.5301, loss_sal: 0.0737, loss_video_cal: 0.0042, loss_layer_cal: 0.0023, loss: 0.6103, scale: 16384.0000 +[2024-04-16 10:00:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_441.pth... +[2024-04-16 10:00:06 INFO]: Validating... +[2024-04-16 10:00:06 INFO]: Epoch (val) [441][1] loss_cls: 0.5211, loss_sal: 0.6124, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1336, mAP: 0.7599, best_mAP: 0.9123 +[2024-04-16 10:00:06 INFO]: Epoch [442][1/1] lr: 0.0005, eta: 0:00:36, time: 0.055, data_time: 0.352, memory: 1673, loss_cls: 0.5313, loss_sal: 0.1265, loss_video_cal: 0.0067, loss_layer_cal: 0.0034, loss: 0.6679, scale: 16384.0000 +[2024-04-16 10:00:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_442.pth... +[2024-04-16 10:00:07 INFO]: Validating... +[2024-04-16 10:00:07 INFO]: Epoch (val) [442][1] loss_cls: 0.5212, loss_sal: 0.5327, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0539, mAP: 0.7599, best_mAP: 0.9123 +[2024-04-16 10:00:07 INFO]: Epoch [443][1/1] lr: 0.0005, eta: 0:00:35, time: 0.055, data_time: 0.364, memory: 1673, loss_cls: 0.5338, loss_sal: 0.0979, loss_video_cal: 0.0103, loss_layer_cal: 0.0034, loss: 0.6455, scale: 16384.0000 +[2024-04-16 10:00:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_443.pth... +[2024-04-16 10:00:07 INFO]: Validating... +[2024-04-16 10:00:07 INFO]: Epoch (val) [443][1] loss_cls: 0.5207, loss_sal: 0.4831, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0039, mAP: 0.7599, best_mAP: 0.9123 +[2024-04-16 10:00:08 INFO]: Epoch [444][1/1] lr: 0.0005, eta: 0:00:35, time: 0.056, data_time: 0.349, memory: 1673, loss_cls: 0.5334, loss_sal: 0.1250, loss_video_cal: 0.0051, loss_layer_cal: 0.0050, loss: 0.6685, scale: 16384.0000 +[2024-04-16 10:00:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_444.pth... +[2024-04-16 10:00:08 INFO]: Validating... +[2024-04-16 10:00:08 INFO]: Epoch (val) [444][1] loss_cls: 0.5202, loss_sal: 0.4532, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9735, mAP: 0.6036, best_mAP: 0.9123 +[2024-04-16 10:00:08 INFO]: Epoch [445][1/1] lr: 0.0005, eta: 0:00:34, time: 0.056, data_time: 0.346, memory: 1673, loss_cls: 0.5333, loss_sal: 0.0996, loss_video_cal: 0.0083, loss_layer_cal: 0.0035, loss: 0.6447, scale: 16384.0000 +[2024-04-16 10:00:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_445.pth... +[2024-04-16 10:00:08 INFO]: Validating... +[2024-04-16 10:00:09 INFO]: Epoch (val) [445][1] loss_cls: 0.5197, loss_sal: 0.4459, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9656, mAP: 0.6092, best_mAP: 0.9123 +[2024-04-16 10:00:09 INFO]: Epoch [446][1/1] lr: 0.0005, eta: 0:00:33, time: 0.053, data_time: 0.347, memory: 1673, loss_cls: 0.5341, loss_sal: 0.1895, loss_video_cal: 0.0110, loss_layer_cal: 0.0043, loss: 0.7388, scale: 16384.0000 +[2024-04-16 10:00:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_446.pth... +[2024-04-16 10:00:09 INFO]: Validating... +[2024-04-16 10:00:09 INFO]: Epoch (val) [446][1] loss_cls: 0.5195, loss_sal: 0.4258, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9454, mAP: 0.6092, best_mAP: 0.9123 +[2024-04-16 10:00:10 INFO]: Epoch [447][1/1] lr: 0.0005, eta: 0:00:33, time: 0.054, data_time: 0.351, memory: 1673, loss_cls: 0.5319, loss_sal: 0.0843, loss_video_cal: 0.0032, loss_layer_cal: 0.0034, loss: 0.6228, scale: 16384.0000 +[2024-04-16 10:00:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_447.pth... +[2024-04-16 10:00:10 INFO]: Validating... +[2024-04-16 10:00:10 INFO]: Epoch (val) [447][1] loss_cls: 0.5211, loss_sal: 0.4231, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9443, mAP: 0.6191, best_mAP: 0.9123 +[2024-04-16 10:00:10 INFO]: Epoch [448][1/1] lr: 0.0005, eta: 0:00:32, time: 0.054, data_time: 0.344, memory: 1673, loss_cls: 0.5323, loss_sal: 0.1176, loss_video_cal: 0.0054, loss_layer_cal: 0.0048, loss: 0.6601, scale: 16384.0000 +[2024-04-16 10:00:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_448.pth... +[2024-04-16 10:00:10 INFO]: Validating... +[2024-04-16 10:00:10 INFO]: Epoch (val) [448][1] loss_cls: 0.5239, loss_sal: 0.4363, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9603, mAP: 0.5960, best_mAP: 0.9123 +[2024-04-16 10:00:11 INFO]: Epoch [449][1/1] lr: 0.0005, eta: 0:00:32, time: 0.054, data_time: 0.348, memory: 1673, loss_cls: 0.5326, loss_sal: 0.0942, loss_video_cal: 0.0136, loss_layer_cal: 0.0069, loss: 0.6474, scale: 16384.0000 +[2024-04-16 10:00:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_449.pth... +[2024-04-16 10:00:11 INFO]: Validating... +[2024-04-16 10:00:11 INFO]: Epoch (val) [449][1] loss_cls: 0.5268, loss_sal: 0.4635, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9903, mAP: 0.5960, best_mAP: 0.9123 +[2024-04-16 10:00:11 INFO]: Epoch [450][1/1] lr: 0.0005, eta: 0:00:31, time: 0.055, data_time: 0.346, memory: 1673, loss_cls: 0.5309, loss_sal: 0.0862, loss_video_cal: 0.0028, loss_layer_cal: 0.0035, loss: 0.6234, scale: 16384.0000 +[2024-04-16 10:00:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_450.pth... +[2024-04-16 10:00:12 INFO]: Validating... +[2024-04-16 10:00:12 INFO]: Epoch (val) [450][1] loss_cls: 0.5274, loss_sal: 0.5021, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0295, mAP: 0.5744, best_mAP: 0.9123 +[2024-04-16 10:00:12 INFO]: Epoch [451][1/1] lr: 0.0005, eta: 0:00:30, time: 0.055, data_time: 0.347, memory: 1673, loss_cls: 0.5329, loss_sal: 0.0827, loss_video_cal: 0.0090, loss_layer_cal: 0.0047, loss: 0.6293, scale: 16384.0000 +[2024-04-16 10:00:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_451.pth... +[2024-04-16 10:00:12 INFO]: Validating... +[2024-04-16 10:00:12 INFO]: Epoch (val) [451][1] loss_cls: 0.5278, loss_sal: 0.5663, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0941, mAP: 0.5512, best_mAP: 0.9123 +[2024-04-16 10:00:13 INFO]: Epoch [452][1/1] lr: 0.0005, eta: 0:00:30, time: 0.054, data_time: 0.351, memory: 1673, loss_cls: 0.5331, loss_sal: 0.0857, loss_video_cal: 0.0093, loss_layer_cal: 0.0057, loss: 0.6339, scale: 16384.0000 +[2024-04-16 10:00:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_452.pth... +[2024-04-16 10:00:13 INFO]: Validating... +[2024-04-16 10:00:13 INFO]: Epoch (val) [452][1] loss_cls: 0.5272, loss_sal: 0.6357, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1630, mAP: 0.5636, best_mAP: 0.9123 +[2024-04-16 10:00:13 INFO]: Epoch [453][1/1] lr: 0.0005, eta: 0:00:29, time: 0.056, data_time: 0.350, memory: 1673, loss_cls: 0.5343, loss_sal: 0.1062, loss_video_cal: 0.0041, loss_layer_cal: 0.0031, loss: 0.6478, scale: 16384.0000 +[2024-04-16 10:00:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_453.pth... +[2024-04-16 10:00:13 INFO]: Validating... +[2024-04-16 10:00:14 INFO]: Epoch (val) [453][1] loss_cls: 0.5212, loss_sal: 0.7278, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2490, mAP: 0.5456, best_mAP: 0.9123 +[2024-04-16 10:00:14 INFO]: Epoch [454][1/1] lr: 0.0005, eta: 0:00:28, time: 0.055, data_time: 0.353, memory: 1673, loss_cls: 0.5329, loss_sal: 0.1226, loss_video_cal: 0.0057, loss_layer_cal: 0.0024, loss: 0.6636, scale: 16384.0000 +[2024-04-16 10:00:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_454.pth... +[2024-04-16 10:00:14 INFO]: Validating... +[2024-04-16 10:00:14 INFO]: Epoch (val) [454][1] loss_cls: 0.5174, loss_sal: 0.8051, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.3226, mAP: 0.5490, best_mAP: 0.9123 +[2024-04-16 10:00:15 INFO]: Epoch [455][1/1] lr: 0.0005, eta: 0:00:28, time: 0.056, data_time: 0.348, memory: 1673, loss_cls: 0.5348, loss_sal: 0.0982, loss_video_cal: 0.0044, loss_layer_cal: 0.0029, loss: 0.6404, scale: 16384.0000 +[2024-04-16 10:00:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_455.pth... +[2024-04-16 10:00:15 INFO]: Validating... +[2024-04-16 10:00:15 INFO]: Epoch (val) [455][1] loss_cls: 0.5158, loss_sal: 0.8621, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.3779, mAP: 0.5938, best_mAP: 0.9123 +[2024-04-16 10:00:15 INFO]: Epoch [456][1/1] lr: 0.0005, eta: 0:00:27, time: 0.054, data_time: 0.344, memory: 1673, loss_cls: 0.5360, loss_sal: 0.0673, loss_video_cal: 0.0030, loss_layer_cal: 0.0019, loss: 0.6083, scale: 16384.0000 +[2024-04-16 10:00:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_456.pth... +[2024-04-16 10:00:15 INFO]: Validating... +[2024-04-16 10:00:15 INFO]: Epoch (val) [456][1] loss_cls: 0.5164, loss_sal: 0.9082, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.4246, mAP: 0.5938, best_mAP: 0.9123 +[2024-04-16 10:00:16 INFO]: Epoch [457][1/1] lr: 0.0005, eta: 0:00:27, time: 0.055, data_time: 0.344, memory: 1673, loss_cls: 0.5316, loss_sal: 0.1159, loss_video_cal: 0.0043, loss_layer_cal: 0.0062, loss: 0.6581, scale: 16384.0000 +[2024-04-16 10:00:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_457.pth... +[2024-04-16 10:00:16 INFO]: Validating... +[2024-04-16 10:00:16 INFO]: Epoch (val) [457][1] loss_cls: 0.5201, loss_sal: 0.9411, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.4612, mAP: 0.5938, best_mAP: 0.9123 +[2024-04-16 10:00:16 INFO]: Epoch [458][1/1] lr: 0.0005, eta: 0:00:26, time: 0.055, data_time: 0.348, memory: 1673, loss_cls: 0.5343, loss_sal: 0.0460, loss_video_cal: 0.0074, loss_layer_cal: 0.0057, loss: 0.5934, scale: 16384.0000 +[2024-04-16 10:00:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_458.pth... +[2024-04-16 10:00:17 INFO]: Validating... +[2024-04-16 10:00:17 INFO]: Epoch (val) [458][1] loss_cls: 0.5306, loss_sal: 0.9774, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.5080, mAP: 0.6316, best_mAP: 0.9123 +[2024-04-16 10:00:17 INFO]: Epoch [459][1/1] lr: 0.0005, eta: 0:00:25, time: 0.055, data_time: 0.350, memory: 1673, loss_cls: 0.5371, loss_sal: 0.0955, loss_video_cal: 0.0144, loss_layer_cal: 0.0050, loss: 0.6519, scale: 16384.0000 +[2024-04-16 10:00:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_459.pth... +[2024-04-16 10:00:17 INFO]: Validating... +[2024-04-16 10:00:17 INFO]: Epoch (val) [459][1] loss_cls: 0.5362, loss_sal: 1.0101, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.5463, mAP: 0.6252, best_mAP: 0.9123 +[2024-04-16 10:00:18 INFO]: Epoch [460][1/1] lr: 0.0005, eta: 0:00:25, time: 0.055, data_time: 0.352, memory: 1673, loss_cls: 0.5345, loss_sal: 0.1033, loss_video_cal: 0.0182, loss_layer_cal: 0.0096, loss: 0.6656, scale: 16384.0000 +[2024-04-16 10:00:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_460.pth... +[2024-04-16 10:00:18 INFO]: Validating... +[2024-04-16 10:00:18 INFO]: Epoch (val) [460][1] loss_cls: 0.5379, loss_sal: 1.0385, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.5764, mAP: 0.5935, best_mAP: 0.9123 +[2024-04-16 10:00:18 INFO]: Epoch [461][1/1] lr: 0.0005, eta: 0:00:24, time: 0.054, data_time: 0.352, memory: 1673, loss_cls: 0.5370, loss_sal: 0.2098, loss_video_cal: 0.0158, loss_layer_cal: 0.0071, loss: 0.7698, scale: 16384.0000 +[2024-04-16 10:00:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_461.pth... +[2024-04-16 10:00:18 INFO]: Validating... +[2024-04-16 10:00:19 INFO]: Epoch (val) [461][1] loss_cls: 0.5364, loss_sal: 1.0615, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.5979, mAP: 0.5935, best_mAP: 0.9123 +[2024-04-16 10:00:19 INFO]: Epoch [462][1/1] lr: 0.0005, eta: 0:00:23, time: 0.054, data_time: 0.346, memory: 1673, loss_cls: 0.5356, loss_sal: 0.0535, loss_video_cal: 0.0062, loss_layer_cal: 0.0036, loss: 0.5989, scale: 16384.0000 +[2024-04-16 10:00:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_462.pth... +[2024-04-16 10:00:19 INFO]: Validating... +[2024-04-16 10:00:19 INFO]: Epoch (val) [462][1] loss_cls: 0.5299, loss_sal: 1.0867, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.6166, mAP: 0.5549, best_mAP: 0.9123 +[2024-04-16 10:00:20 INFO]: Epoch [463][1/1] lr: 0.0005, eta: 0:00:23, time: 0.055, data_time: 0.345, memory: 1673, loss_cls: 0.5340, loss_sal: 0.0310, loss_video_cal: 0.0029, loss_layer_cal: 0.0063, loss: 0.5741, scale: 16384.0000 +[2024-04-16 10:00:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_463.pth... +[2024-04-16 10:00:20 INFO]: Validating... +[2024-04-16 10:00:20 INFO]: Epoch (val) [463][1] loss_cls: 0.5270, loss_sal: 1.1009, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.6280, mAP: 0.5417, best_mAP: 0.9123 +[2024-04-16 10:00:20 INFO]: Epoch [464][1/1] lr: 0.0005, eta: 0:00:22, time: 0.054, data_time: 0.346, memory: 1673, loss_cls: 0.5348, loss_sal: 0.1060, loss_video_cal: 0.0090, loss_layer_cal: 0.0050, loss: 0.6547, scale: 16384.0000 +[2024-04-16 10:00:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_464.pth... +[2024-04-16 10:00:20 INFO]: Validating... +[2024-04-16 10:00:20 INFO]: Epoch (val) [464][1] loss_cls: 0.5256, loss_sal: 1.1156, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.6412, mAP: 0.5604, best_mAP: 0.9123 +[2024-04-16 10:00:21 INFO]: Epoch [465][1/1] lr: 0.0005, eta: 0:00:21, time: 0.055, data_time: 0.349, memory: 1673, loss_cls: 0.5365, loss_sal: 0.1658, loss_video_cal: 0.0091, loss_layer_cal: 0.0036, loss: 0.7150, scale: 16384.0000 +[2024-04-16 10:00:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_465.pth... +[2024-04-16 10:00:21 INFO]: Validating... +[2024-04-16 10:00:21 INFO]: Epoch (val) [465][1] loss_cls: 0.5242, loss_sal: 1.0827, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.6070, mAP: 0.6876, best_mAP: 0.9123 +[2024-04-16 10:00:21 INFO]: Epoch [466][1/1] lr: 0.0005, eta: 0:00:21, time: 0.055, data_time: 0.347, memory: 1673, loss_cls: 0.5339, loss_sal: 0.1262, loss_video_cal: 0.0140, loss_layer_cal: 0.0068, loss: 0.6809, scale: 16384.0000 +[2024-04-16 10:00:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_466.pth... +[2024-04-16 10:00:22 INFO]: Validating... +[2024-04-16 10:00:22 INFO]: Epoch (val) [466][1] loss_cls: 0.5246, loss_sal: 1.0347, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.5594, mAP: 0.4869, best_mAP: 0.9123 +[2024-04-16 10:00:22 INFO]: Epoch [467][1/1] lr: 0.0005, eta: 0:00:20, time: 0.056, data_time: 0.350, memory: 1673, loss_cls: 0.5337, loss_sal: 0.1776, loss_video_cal: 0.0084, loss_layer_cal: 0.0051, loss: 0.7248, scale: 16384.0000 +[2024-04-16 10:00:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_467.pth... +[2024-04-16 10:00:22 INFO]: Validating... +[2024-04-16 10:00:22 INFO]: Epoch (val) [467][1] loss_cls: 0.5257, loss_sal: 0.9448, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.4705, mAP: 0.5421, best_mAP: 0.9123 +[2024-04-16 10:00:23 INFO]: Epoch [468][1/1] lr: 0.0005, eta: 0:00:20, time: 0.055, data_time: 0.346, memory: 1673, loss_cls: 0.5345, loss_sal: 0.1120, loss_video_cal: 0.0081, loss_layer_cal: 0.0052, loss: 0.6597, scale: 16384.0000 +[2024-04-16 10:00:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_468.pth... +[2024-04-16 10:00:23 INFO]: Validating... +[2024-04-16 10:00:23 INFO]: Epoch (val) [468][1] loss_cls: 0.5275, loss_sal: 0.7788, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3063, mAP: 0.5532, best_mAP: 0.9123 +[2024-04-16 10:00:23 INFO]: Epoch [469][1/1] lr: 0.0005, eta: 0:00:19, time: 0.055, data_time: 0.349, memory: 1673, loss_cls: 0.5359, loss_sal: 0.1635, loss_video_cal: 0.0035, loss_layer_cal: 0.0057, loss: 0.7086, scale: 16384.0000 +[2024-04-16 10:00:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_469.pth... +[2024-04-16 10:00:23 INFO]: Validating... +[2024-04-16 10:00:24 INFO]: Epoch (val) [469][1] loss_cls: 0.5309, loss_sal: 0.5902, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1212, mAP: 0.5532, best_mAP: 0.9123 +[2024-04-16 10:00:24 INFO]: Epoch [470][1/1] lr: 0.0005, eta: 0:00:18, time: 0.055, data_time: 0.347, memory: 1673, loss_cls: 0.5331, loss_sal: 0.0857, loss_video_cal: 0.0092, loss_layer_cal: 0.0073, loss: 0.6353, scale: 16384.0000 +[2024-04-16 10:00:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_470.pth... +[2024-04-16 10:00:24 INFO]: Validating... +[2024-04-16 10:00:24 INFO]: Epoch (val) [470][1] loss_cls: 0.5332, loss_sal: 0.4644, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9977, mAP: 0.5856, best_mAP: 0.9123 +[2024-04-16 10:00:25 INFO]: Epoch [471][1/1] lr: 0.0005, eta: 0:00:18, time: 0.055, data_time: 0.350, memory: 1673, loss_cls: 0.5368, loss_sal: 0.0708, loss_video_cal: 0.0015, loss_layer_cal: 0.0058, loss: 0.6150, scale: 16384.0000 +[2024-04-16 10:00:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_471.pth... +[2024-04-16 10:00:25 INFO]: Validating... +[2024-04-16 10:00:25 INFO]: Epoch (val) [471][1] loss_cls: 0.5368, loss_sal: 0.4097, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9466, mAP: 0.6035, best_mAP: 0.9123 +[2024-04-16 10:00:25 INFO]: Epoch [472][1/1] lr: 0.0005, eta: 0:00:17, time: 0.054, data_time: 0.349, memory: 1673, loss_cls: 0.5431, loss_sal: 0.2249, loss_video_cal: 0.0074, loss_layer_cal: 0.0059, loss: 0.7812, scale: 16384.0000 +[2024-04-16 10:00:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_472.pth... +[2024-04-16 10:00:25 INFO]: Validating... +[2024-04-16 10:00:25 INFO]: Epoch (val) [472][1] loss_cls: 0.5359, loss_sal: 0.3902, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9262, mAP: 0.5999, best_mAP: 0.9123 +[2024-04-16 10:00:26 INFO]: Epoch [473][1/1] lr: 0.0005, eta: 0:00:16, time: 0.055, data_time: 0.348, memory: 1673, loss_cls: 0.5370, loss_sal: 0.2183, loss_video_cal: 0.0165, loss_layer_cal: 0.0057, loss: 0.7775, scale: 16384.0000 +[2024-04-16 10:00:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_473.pth... +[2024-04-16 10:00:26 INFO]: Validating... +[2024-04-16 10:00:26 INFO]: Epoch (val) [473][1] loss_cls: 0.5336, loss_sal: 0.3867, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9204, mAP: 0.5999, best_mAP: 0.9123 +[2024-04-16 10:00:26 INFO]: Epoch [474][1/1] lr: 0.0005, eta: 0:00:16, time: 0.054, data_time: 0.347, memory: 1673, loss_cls: 0.5350, loss_sal: 0.1388, loss_video_cal: 0.0072, loss_layer_cal: 0.0070, loss: 0.6879, scale: 16384.0000 +[2024-04-16 10:00:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_474.pth... +[2024-04-16 10:00:27 INFO]: Validating... +[2024-04-16 10:00:27 INFO]: Epoch (val) [474][1] loss_cls: 0.5308, loss_sal: 0.3811, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9120, mAP: 0.6035, best_mAP: 0.9123 +[2024-04-16 10:00:27 INFO]: Epoch [475][1/1] lr: 0.0005, eta: 0:00:15, time: 0.054, data_time: 0.348, memory: 1673, loss_cls: 0.5378, loss_sal: 0.1891, loss_video_cal: 0.0173, loss_layer_cal: 0.0083, loss: 0.7524, scale: 16384.0000 +[2024-04-16 10:00:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_475.pth... +[2024-04-16 10:00:27 INFO]: Validating... +[2024-04-16 10:00:27 INFO]: Epoch (val) [475][1] loss_cls: 0.5293, loss_sal: 0.3756, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9050, mAP: 0.6035, best_mAP: 0.9123 +[2024-04-16 10:00:28 INFO]: Epoch [476][1/1] lr: 0.0005, eta: 0:00:15, time: 0.054, data_time: 0.347, memory: 1673, loss_cls: 0.5371, loss_sal: 0.1321, loss_video_cal: 0.0124, loss_layer_cal: 0.0042, loss: 0.6857, scale: 16384.0000 +[2024-04-16 10:00:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_476.pth... +[2024-04-16 10:00:28 INFO]: Validating... +[2024-04-16 10:00:28 INFO]: Epoch (val) [476][1] loss_cls: 0.5283, loss_sal: 0.3783, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9067, mAP: 0.5651, best_mAP: 0.9123 +[2024-04-16 10:00:28 INFO]: Epoch [477][1/1] lr: 0.0005, eta: 0:00:14, time: 0.054, data_time: 0.348, memory: 1673, loss_cls: 0.5392, loss_sal: 0.1613, loss_video_cal: 0.0081, loss_layer_cal: 0.0047, loss: 0.7134, scale: 16384.0000 +[2024-04-16 10:00:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_477.pth... +[2024-04-16 10:00:28 INFO]: Validating... +[2024-04-16 10:00:29 INFO]: Epoch (val) [477][1] loss_cls: 0.5277, loss_sal: 0.3806, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9084, mAP: 0.5758, best_mAP: 0.9123 +[2024-04-16 10:00:29 INFO]: Epoch [478][1/1] lr: 0.0005, eta: 0:00:13, time: 0.054, data_time: 0.351, memory: 1673, loss_cls: 0.5362, loss_sal: 0.0975, loss_video_cal: 0.0092, loss_layer_cal: 0.0044, loss: 0.6472, scale: 16384.0000 +[2024-04-16 10:00:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_478.pth... +[2024-04-16 10:00:29 INFO]: Validating... +[2024-04-16 10:00:29 INFO]: Epoch (val) [478][1] loss_cls: 0.5296, loss_sal: 0.3880, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9176, mAP: 0.5758, best_mAP: 0.9123 +[2024-04-16 10:00:30 INFO]: Epoch [479][1/1] lr: 0.0005, eta: 0:00:13, time: 0.055, data_time: 0.343, memory: 1673, loss_cls: 0.5338, loss_sal: 0.0910, loss_video_cal: 0.0032, loss_layer_cal: 0.0040, loss: 0.6319, scale: 16384.0000 +[2024-04-16 10:00:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_479.pth... +[2024-04-16 10:00:30 INFO]: Validating... +[2024-04-16 10:00:30 INFO]: Epoch (val) [479][1] loss_cls: 0.5343, loss_sal: 0.3955, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9299, mAP: 0.5792, best_mAP: 0.9123 +[2024-04-16 10:00:30 INFO]: Epoch [480][1/1] lr: 0.0005, eta: 0:00:12, time: 0.056, data_time: 0.350, memory: 1673, loss_cls: 0.5330, loss_sal: 0.1420, loss_video_cal: 0.0043, loss_layer_cal: 0.0050, loss: 0.6844, scale: 16384.0000 +[2024-04-16 10:00:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_480.pth... +[2024-04-16 10:00:30 INFO]: Validating... +[2024-04-16 10:00:30 INFO]: Epoch (val) [480][1] loss_cls: 0.5412, loss_sal: 0.4105, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9518, mAP: 0.5608, best_mAP: 0.9123 +[2024-04-16 10:00:31 INFO]: Epoch [481][1/1] lr: 0.0005, eta: 0:00:11, time: 0.055, data_time: 0.351, memory: 1673, loss_cls: 0.5341, loss_sal: 0.0917, loss_video_cal: 0.0029, loss_layer_cal: 0.0024, loss: 0.6311, scale: 16384.0000 +[2024-04-16 10:00:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_481.pth... +[2024-04-16 10:00:31 INFO]: Validating... +[2024-04-16 10:00:31 INFO]: Epoch (val) [481][1] loss_cls: 0.5493, loss_sal: 0.4213, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9707, mAP: 0.5606, best_mAP: 0.9123 +[2024-04-16 10:00:31 INFO]: Epoch [482][1/1] lr: 0.0005, eta: 0:00:11, time: 0.056, data_time: 0.348, memory: 1673, loss_cls: 0.5362, loss_sal: 0.1037, loss_video_cal: 0.0035, loss_layer_cal: 0.0038, loss: 0.6472, scale: 16384.0000 +[2024-04-16 10:00:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_482.pth... +[2024-04-16 10:00:32 INFO]: Validating... +[2024-04-16 10:00:32 INFO]: Epoch (val) [482][1] loss_cls: 0.5491, loss_sal: 0.4304, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9796, mAP: 0.5606, best_mAP: 0.9123 +[2024-04-16 10:00:32 INFO]: Epoch [483][1/1] lr: 0.0005, eta: 0:00:10, time: 0.055, data_time: 0.343, memory: 1673, loss_cls: 0.5319, loss_sal: 0.0570, loss_video_cal: 0.0083, loss_layer_cal: 0.0050, loss: 0.6021, scale: 16384.0000 +[2024-04-16 10:00:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_483.pth... +[2024-04-16 10:00:32 INFO]: Validating... +[2024-04-16 10:00:32 INFO]: Epoch (val) [483][1] loss_cls: 0.5434, loss_sal: 0.4724, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0158, mAP: 0.5785, best_mAP: 0.9123 +[2024-04-16 10:00:33 INFO]: Epoch [484][1/1] lr: 0.0005, eta: 0:00:10, time: 0.054, data_time: 0.348, memory: 1673, loss_cls: 0.5328, loss_sal: 0.0242, loss_video_cal: 0.0060, loss_layer_cal: 0.0052, loss: 0.5682, scale: 16384.0000 +[2024-04-16 10:00:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_484.pth... +[2024-04-16 10:00:33 INFO]: Validating... +[2024-04-16 10:00:33 INFO]: Epoch (val) [484][1] loss_cls: 0.5361, loss_sal: 0.5195, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0557, mAP: 0.6049, best_mAP: 0.9123 +[2024-04-16 10:00:33 INFO]: Epoch [485][1/1] lr: 0.0005, eta: 0:00:09, time: 0.055, data_time: 0.350, memory: 1673, loss_cls: 0.5342, loss_sal: 0.0361, loss_video_cal: 0.0049, loss_layer_cal: 0.0038, loss: 0.5789, scale: 16384.0000 +[2024-04-16 10:00:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_485.pth... +[2024-04-16 10:00:33 INFO]: Validating... +[2024-04-16 10:00:34 INFO]: Epoch (val) [485][1] loss_cls: 0.5283, loss_sal: 0.5722, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1005, mAP: 0.5733, best_mAP: 0.9123 +[2024-04-16 10:00:34 INFO]: Epoch [486][1/1] lr: 0.0005, eta: 0:00:08, time: 0.055, data_time: 0.352, memory: 1673, loss_cls: 0.5333, loss_sal: 0.0240, loss_video_cal: 0.0036, loss_layer_cal: 0.0023, loss: 0.5632, scale: 16384.0000 +[2024-04-16 10:00:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_486.pth... +[2024-04-16 10:00:34 INFO]: Validating... +[2024-04-16 10:00:34 INFO]: Epoch (val) [486][1] loss_cls: 0.5248, loss_sal: 0.6328, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1576, mAP: 0.5733, best_mAP: 0.9123 +[2024-04-16 10:00:35 INFO]: Epoch [487][1/1] lr: 0.0005, eta: 0:00:08, time: 0.055, data_time: 0.350, memory: 1673, loss_cls: 0.5355, loss_sal: 0.2063, loss_video_cal: 0.0242, loss_layer_cal: 0.0046, loss: 0.7707, scale: 16384.0000 +[2024-04-16 10:00:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_487.pth... +[2024-04-16 10:00:35 INFO]: Validating... +[2024-04-16 10:00:35 INFO]: Epoch (val) [487][1] loss_cls: 0.5262, loss_sal: 0.6957, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2220, mAP: 0.5993, best_mAP: 0.9123 +[2024-04-16 10:00:35 INFO]: Epoch [488][1/1] lr: 0.0005, eta: 0:00:07, time: 0.056, data_time: 0.348, memory: 1673, loss_cls: 0.5347, loss_sal: 0.0955, loss_video_cal: 0.0045, loss_layer_cal: 0.0024, loss: 0.6371, scale: 16384.0000 +[2024-04-16 10:00:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_488.pth... +[2024-04-16 10:00:35 INFO]: Validating... +[2024-04-16 10:00:35 INFO]: Epoch (val) [488][1] loss_cls: 0.5252, loss_sal: 0.7519, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2772, mAP: 0.5957, best_mAP: 0.9123 +[2024-04-16 10:00:36 INFO]: Epoch [489][1/1] lr: 0.0005, eta: 0:00:06, time: 0.054, data_time: 0.352, memory: 1673, loss_cls: 0.5361, loss_sal: 0.0753, loss_video_cal: 0.0039, loss_layer_cal: 0.0036, loss: 0.6189, scale: 16384.0000 +[2024-04-16 10:00:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_489.pth... +[2024-04-16 10:00:36 INFO]: Validating... +[2024-04-16 10:00:36 INFO]: Epoch (val) [489][1] loss_cls: 0.5281, loss_sal: 0.7807, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.3087, mAP: 0.5957, best_mAP: 0.9123 +[2024-04-16 10:00:36 INFO]: Epoch [490][1/1] lr: 0.0005, eta: 0:00:06, time: 0.054, data_time: 0.351, memory: 1673, loss_cls: 0.5328, loss_sal: 0.1189, loss_video_cal: 0.0122, loss_layer_cal: 0.0052, loss: 0.6691, scale: 16384.0000 +[2024-04-16 10:00:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_490.pth... +[2024-04-16 10:00:37 INFO]: Validating... +[2024-04-16 10:00:37 INFO]: Epoch (val) [490][1] loss_cls: 0.5315, loss_sal: 0.8062, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.3378, mAP: 0.5733, best_mAP: 0.9123 +[2024-04-16 10:00:37 INFO]: Epoch [491][1/1] lr: 0.0005, eta: 0:00:05, time: 0.055, data_time: 0.346, memory: 1673, loss_cls: 0.5323, loss_sal: 0.1801, loss_video_cal: 0.0052, loss_layer_cal: 0.0030, loss: 0.7206, scale: 16384.0000 +[2024-04-16 10:00:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_491.pth... +[2024-04-16 10:00:37 INFO]: Validating... +[2024-04-16 10:00:37 INFO]: Epoch (val) [491][1] loss_cls: 0.5342, loss_sal: 0.7650, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2992, mAP: 0.5528, best_mAP: 0.9123 +[2024-04-16 10:00:38 INFO]: Epoch [492][1/1] lr: 0.0005, eta: 0:00:05, time: 0.055, data_time: 0.346, memory: 1673, loss_cls: 0.5329, loss_sal: 0.1209, loss_video_cal: 0.0102, loss_layer_cal: 0.0025, loss: 0.6664, scale: 16384.0000 +[2024-04-16 10:00:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_492.pth... +[2024-04-16 10:00:38 INFO]: Validating... +[2024-04-16 10:00:38 INFO]: Epoch (val) [492][1] loss_cls: 0.5362, loss_sal: 0.7145, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2508, mAP: 0.5528, best_mAP: 0.9123 +[2024-04-16 10:00:38 INFO]: Epoch [493][1/1] lr: 0.0005, eta: 0:00:04, time: 0.055, data_time: 0.354, memory: 1673, loss_cls: 0.5353, loss_sal: 0.0754, loss_video_cal: 0.0033, loss_layer_cal: 0.0044, loss: 0.6184, scale: 16384.0000 +[2024-04-16 10:00:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_493.pth... +[2024-04-16 10:00:38 INFO]: Validating... +[2024-04-16 10:00:39 INFO]: Epoch (val) [493][1] loss_cls: 0.5354, loss_sal: 0.6696, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2051, mAP: 0.5528, best_mAP: 0.9123 +[2024-04-16 10:00:39 INFO]: Epoch [494][1/1] lr: 0.0005, eta: 0:00:03, time: 0.054, data_time: 0.350, memory: 1673, loss_cls: 0.5347, loss_sal: 0.1500, loss_video_cal: 0.0118, loss_layer_cal: 0.0030, loss: 0.6994, scale: 16384.0000 +[2024-04-16 10:00:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_494.pth... +[2024-04-16 10:00:39 INFO]: Validating... +[2024-04-16 10:00:39 INFO]: Epoch (val) [494][1] loss_cls: 0.5337, loss_sal: 0.6090, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1427, mAP: 0.5528, best_mAP: 0.9123 +[2024-04-16 10:00:40 INFO]: Epoch [495][1/1] lr: 0.0005, eta: 0:00:03, time: 0.055, data_time: 0.345, memory: 1673, loss_cls: 0.5342, loss_sal: 0.0575, loss_video_cal: 0.0069, loss_layer_cal: 0.0045, loss: 0.6031, scale: 16384.0000 +[2024-04-16 10:00:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_495.pth... +[2024-04-16 10:00:40 INFO]: Validating... +[2024-04-16 10:00:40 INFO]: Epoch (val) [495][1] loss_cls: 0.5313, loss_sal: 0.5614, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0927, mAP: 0.5699, best_mAP: 0.9123 +[2024-04-16 10:00:40 INFO]: Epoch [496][1/1] lr: 0.0005, eta: 0:00:02, time: 0.054, data_time: 0.347, memory: 1673, loss_cls: 0.5330, loss_sal: 0.1155, loss_video_cal: 0.0085, loss_layer_cal: 0.0053, loss: 0.6623, scale: 16384.0000 +[2024-04-16 10:00:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_496.pth... +[2024-04-16 10:00:40 INFO]: Validating... +[2024-04-16 10:00:40 INFO]: Epoch (val) [496][1] loss_cls: 0.5303, loss_sal: 0.5288, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0591, mAP: 0.5699, best_mAP: 0.9123 +[2024-04-16 10:00:41 INFO]: Epoch [497][1/1] lr: 0.0005, eta: 0:00:01, time: 0.055, data_time: 0.345, memory: 1673, loss_cls: 0.5337, loss_sal: 0.1521, loss_video_cal: 0.0124, loss_layer_cal: 0.0154, loss: 0.7136, scale: 16384.0000 +[2024-04-16 10:00:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_497.pth... +[2024-04-16 10:00:41 INFO]: Validating... +[2024-04-16 10:00:41 INFO]: Epoch (val) [497][1] loss_cls: 0.5302, loss_sal: 0.4934, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0236, mAP: 0.5699, best_mAP: 0.9123 +[2024-04-16 10:00:41 INFO]: Epoch [498][1/1] lr: 0.0005, eta: 0:00:01, time: 0.056, data_time: 0.351, memory: 1673, loss_cls: 0.5326, loss_sal: 0.1271, loss_video_cal: 0.0041, loss_layer_cal: 0.0031, loss: 0.6669, scale: 16384.0000 +[2024-04-16 10:00:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_498.pth... +[2024-04-16 10:00:42 INFO]: Validating... +[2024-04-16 10:00:42 INFO]: Epoch (val) [498][1] loss_cls: 0.5302, loss_sal: 0.4692, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9995, mAP: 0.5476, best_mAP: 0.9123 +[2024-04-16 10:00:42 INFO]: Epoch [499][1/1] lr: 0.0005, eta: 0:00:00, time: 0.054, data_time: 0.351, memory: 1673, loss_cls: 0.5352, loss_sal: 0.0954, loss_video_cal: 0.0031, loss_layer_cal: 0.0031, loss: 0.6369, scale: 16384.0000 +[2024-04-16 10:00:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_499.pth... +[2024-04-16 10:00:42 INFO]: Validating... +[2024-04-16 10:00:42 INFO]: Epoch (val) [499][1] loss_cls: 0.5300, loss_sal: 0.4478, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9778, mAP: 0.5618, best_mAP: 0.9123 +[2024-04-16 10:00:43 INFO]: Epoch [500][1/1] lr: 0.0005, eta: 0:00:00, time: 0.056, data_time: 0.347, memory: 1673, loss_cls: 0.5313, loss_sal: 0.0503, loss_video_cal: 0.0134, loss_layer_cal: 0.0062, loss: 0.6011, scale: 16384.0000 +[2024-04-16 10:00:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bk/epoch_500.pth... +[2024-04-16 10:00:43 INFO]: Validating... +[2024-04-16 10:00:43 INFO]: Epoch (val) [500][1] loss_cls: 0.5301, loss_sal: 0.4382, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9683, mAP: 0.5618, best_mAP: 0.9123 +[2024-04-16 10:00:43 INFO]: Overall training speed: 500 iterations in 0:00:28 (0.0561 s/it) +[2024-04-16 10:00:43 INFO]: Done running in 0:05:14 (0:04:37 on hooks)