[2024-04-16 18:15:54 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 18:15:54 INFO]: Launcher: None [2024-04-16 18:15:54 INFO]: Config: /n/home01/coco/r2-tuning-dev/configs/tvsum/r2_tuning_tvsum_pr.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='PR'), 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='PR')) 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 18:15:54 INFO]: Using random seed: 97847817 [2024-04-16 18:15:55 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 18:15:55 INFO]: Learnable Parameters: [2024-04-16 18:15:55 INFO]: module.coef - torch.Size([1]) [2024-04-16 18:15:55 INFO]: module.adapter.gate - torch.Size([3]) [2024-04-16 18:15:55 INFO]: module.adapter.scale - torch.Size([4]) [2024-04-16 18:15:55 INFO]: module.adapter.video_map.0.weight - torch.Size([768]) [2024-04-16 18:15:55 INFO]: module.adapter.video_map.0.bias - torch.Size([768]) [2024-04-16 18:15:55 INFO]: module.adapter.video_map.2.weight - torch.Size([256, 768]) [2024-04-16 18:15:55 INFO]: module.adapter.video_map.2.bias - torch.Size([256]) [2024-04-16 18:15:55 INFO]: module.adapter.video_map.4.weight - torch.Size([256]) [2024-04-16 18:15:55 INFO]: module.adapter.video_map.4.bias - torch.Size([256]) [2024-04-16 18:15:55 INFO]: module.adapter.video_map.6.weight - torch.Size([256, 256]) [2024-04-16 18:15:55 INFO]: module.adapter.video_map.6.bias - torch.Size([256]) [2024-04-16 18:15:55 INFO]: module.adapter.query_map.0.weight - torch.Size([512]) [2024-04-16 18:15:55 INFO]: module.adapter.query_map.0.bias - torch.Size([512]) [2024-04-16 18:15:55 INFO]: module.adapter.query_map.2.weight - torch.Size([256, 512]) [2024-04-16 18:15:55 INFO]: module.adapter.query_map.2.bias - torch.Size([256]) [2024-04-16 18:15:55 INFO]: module.adapter.query_map.4.weight - torch.Size([256]) [2024-04-16 18:15:55 INFO]: module.adapter.query_map.4.bias - torch.Size([256]) [2024-04-16 18:15:55 INFO]: module.adapter.query_map.6.weight - torch.Size([256, 256]) [2024-04-16 18:15:55 INFO]: module.adapter.query_map.6.bias - torch.Size([256]) [2024-04-16 18:15:55 INFO]: module.adapter.v_map.weight - torch.Size([256, 256]) [2024-04-16 18:15:55 INFO]: module.adapter.v_map.bias - torch.Size([256]) [2024-04-16 18:15:55 INFO]: module.adapter.q_map.weight - torch.Size([256, 256]) [2024-04-16 18:15:55 INFO]: module.adapter.q_map.bias - torch.Size([256]) [2024-04-16 18:15:55 INFO]: module.adapter.tem.cross_att.q.weight - torch.Size([256, 256]) [2024-04-16 18:15:55 INFO]: module.adapter.tem.cross_att.q.bias - torch.Size([256]) [2024-04-16 18:15:55 INFO]: module.adapter.tem.cross_att.k.weight - torch.Size([256, 256]) [2024-04-16 18:15:55 INFO]: module.adapter.tem.cross_att.k.bias - torch.Size([256]) [2024-04-16 18:15:55 INFO]: module.adapter.tem.cross_att.v.weight - torch.Size([256, 256]) [2024-04-16 18:15:55 INFO]: module.adapter.tem.cross_att.v.bias - torch.Size([256]) [2024-04-16 18:15:55 INFO]: module.adapter.tem.cross_att.m.weight - torch.Size([256, 256]) [2024-04-16 18:15:55 INFO]: module.adapter.tem.cross_att.m.bias - torch.Size([256]) [2024-04-16 18:15:55 INFO]: module.adapter.tem.cross_att_norm.weight - torch.Size([256]) [2024-04-16 18:15:55 INFO]: module.adapter.tem.cross_att_norm.bias - torch.Size([256]) [2024-04-16 18:15:55 INFO]: module.adapter.tem.self_att.q.weight - torch.Size([256, 256]) [2024-04-16 18:15:55 INFO]: module.adapter.tem.self_att.q.bias - torch.Size([256]) [2024-04-16 18:15:55 INFO]: module.adapter.tem.self_att.k.weight - torch.Size([256, 256]) [2024-04-16 18:15:55 INFO]: module.adapter.tem.self_att.k.bias - torch.Size([256]) [2024-04-16 18:15:55 INFO]: module.adapter.tem.self_att.v.weight - torch.Size([256, 256]) [2024-04-16 18:15:55 INFO]: module.adapter.tem.self_att.v.bias - torch.Size([256]) [2024-04-16 18:15:55 INFO]: module.adapter.tem.self_att.m.weight - torch.Size([256, 256]) [2024-04-16 18:15:55 INFO]: module.adapter.tem.self_att.m.bias - torch.Size([256]) [2024-04-16 18:15:55 INFO]: module.adapter.tem.self_att_norm.weight - torch.Size([256]) [2024-04-16 18:15:55 INFO]: module.adapter.tem.self_att_norm.bias - torch.Size([256]) [2024-04-16 18:15:55 INFO]: module.adapter.tem.ffn.mapping.0.weight - torch.Size([1024, 256]) [2024-04-16 18:15:55 INFO]: module.adapter.tem.ffn.mapping.0.bias - torch.Size([1024]) [2024-04-16 18:15:55 INFO]: module.adapter.tem.ffn.mapping.2.weight - torch.Size([256, 1024]) [2024-04-16 18:15:55 INFO]: module.adapter.tem.ffn.mapping.2.bias - torch.Size([256]) [2024-04-16 18:15:55 INFO]: module.adapter.tem.ffn_norm.weight - torch.Size([256]) [2024-04-16 18:15:55 INFO]: module.adapter.tem.ffn_norm.bias - torch.Size([256]) [2024-04-16 18:15:55 INFO]: module.pooling.att.weight - torch.Size([1, 256]) [2024-04-16 18:15:55 INFO]: module.class_head.module.1.weight - torch.Size([256, 256, 3]) [2024-04-16 18:15:55 INFO]: module.class_head.module.1.bias - torch.Size([256]) [2024-04-16 18:15:55 INFO]: module.class_head.module.3.weight - torch.Size([1, 256, 3]) [2024-04-16 18:15:55 INFO]: module.class_head.module.3.bias - torch.Size([1]) [2024-04-16 18:15:55 INFO]: Learnable Parameters: 1.761M (100.0%) [2024-04-16 18:15:55 INFO]: Auto Scale Batch Size: 1 GPU(s) * 4 Samples [2024-04-16 18:15:55 INFO]: Distributed: False, AMP: fp16, Debug: False [2024-04-16 18:15:55 INFO]: Launch engine, host: coco@holygpu8a29203.rc.fas.harvard.edu, work_dir: work_dirs/r2_tuning_tvsum_pr [2024-04-16 18:15:55 INFO]: Stage: 1, epochs: 500, optimizer: AdamW(lr: 0.0005, weight_decay: 0.0001) [2024-04-16 18:15:56 INFO]: Epoch [1][1/1] lr: 0.0, eta: 0:12:59, time: 0.747, data_time: 0.816, memory: 1594, loss_cls: 0.6430, loss_sal: 0.4048, loss_video_cal: 0.1564, loss_layer_cal: 0.1525, loss: 1.3567, scale: 65536.0000 [2024-04-16 18:15:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_1.pth... [2024-04-16 18:15:56 INFO]: Validating... [2024-04-16 18:15:57 INFO]: Epoch (val) [1][1] loss_cls: 0.6542, loss_sal: 0.5584, loss_video_cal: 0.0000, loss_layer_cal: 0.1401, loss: 1.3527, mAP: 0.0862, best_mAP: 0.0862 [2024-04-16 18:15:57 INFO]: Epoch [2][1/1] lr: 1e-05, eta: 0:10:54, time: 0.059, data_time: 0.420, memory: 1619, loss_cls: 0.6421, loss_sal: 0.4701, loss_video_cal: 0.1876, loss_layer_cal: 0.1752, loss: 1.4750, scale: 65536.0000 [2024-04-16 18:15:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_2.pth... [2024-04-16 18:15:58 INFO]: Validating... [2024-04-16 18:15:58 INFO]: Epoch (val) [2][1] loss_cls: 0.6496, loss_sal: 0.5584, loss_video_cal: 0.0000, loss_layer_cal: 0.1397, loss: 1.3477, mAP: 0.0862, best_mAP: 0.0862 [2024-04-16 18:15:58 INFO]: Epoch [3][1/1] lr: 2e-05, eta: 0:09:48, time: 0.062, data_time: 0.402, memory: 1619, loss_cls: 0.6444, loss_sal: 0.4383, loss_video_cal: 0.2029, loss_layer_cal: 0.1638, loss: 1.4494, scale: 65536.0000 [2024-04-16 18:15:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_3.pth... [2024-04-16 18:15:58 INFO]: Validating... [2024-04-16 18:15:59 INFO]: Epoch (val) [3][1] loss_cls: 0.6417, loss_sal: 0.5588, loss_video_cal: 0.0000, loss_layer_cal: 0.1391, loss: 1.3395, mAP: 0.0862, best_mAP: 0.0862 [2024-04-16 18:15:59 INFO]: Epoch [4][1/1] lr: 3e-05, eta: 0:09:04, time: 0.059, data_time: 0.408, memory: 1619, loss_cls: 0.6280, loss_sal: 0.4261, loss_video_cal: 0.1515, loss_layer_cal: 0.1534, loss: 1.3589, scale: 65536.0000 [2024-04-16 18:15:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_4.pth... [2024-04-16 18:15:59 INFO]: Validating... [2024-04-16 18:15:59 INFO]: Epoch (val) [4][1] loss_cls: 0.6309, loss_sal: 0.5589, loss_video_cal: 0.0000, loss_layer_cal: 0.1381, loss: 1.3280, mAP: 0.0890, best_mAP: 0.0890 [2024-04-16 18:16:00 INFO]: Epoch [5][1/1] lr: 4e-05, eta: 0:08:37, time: 0.062, data_time: 0.410, memory: 1619, loss_cls: 0.6209, loss_sal: 0.4426, loss_video_cal: 0.1699, loss_layer_cal: 0.1595, loss: 1.3929, scale: 65536.0000 [2024-04-16 18:16:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_5.pth... [2024-04-16 18:16:00 INFO]: Validating... [2024-04-16 18:16:00 INFO]: Epoch (val) [5][1] loss_cls: 0.6178, loss_sal: 0.5585, loss_video_cal: 0.0000, loss_layer_cal: 0.1371, loss: 1.3134, mAP: 0.1150, best_mAP: 0.1150 [2024-04-16 18:16:01 INFO]: Epoch [6][1/1] lr: 5e-05, eta: 0:08:19, time: 0.061, data_time: 0.418, memory: 1619, loss_cls: 0.6050, loss_sal: 0.4141, loss_video_cal: 0.1567, loss_layer_cal: 0.1653, loss: 1.3411, scale: 65536.0000 [2024-04-16 18:16:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_6.pth... [2024-04-16 18:16:01 INFO]: Validating... [2024-04-16 18:16:01 INFO]: Epoch (val) [6][1] loss_cls: 0.6035, loss_sal: 0.5587, loss_video_cal: 0.0000, loss_layer_cal: 0.1359, loss: 1.2981, mAP: 0.1150, best_mAP: 0.1150 [2024-04-16 18:16:02 INFO]: Epoch [7][1/1] lr: 6e-05, eta: 0:08:06, time: 0.059, data_time: 0.418, memory: 1619, loss_cls: 0.5957, loss_sal: 0.4389, loss_video_cal: 0.1785, loss_layer_cal: 0.1458, loss: 1.3589, scale: 65536.0000 [2024-04-16 18:16:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_7.pth... [2024-04-16 18:16:02 INFO]: Validating... [2024-04-16 18:16:02 INFO]: Epoch (val) [7][1] loss_cls: 0.5889, loss_sal: 0.5578, loss_video_cal: 0.0000, loss_layer_cal: 0.1347, loss: 1.2814, mAP: 0.1150, best_mAP: 0.1150 [2024-04-16 18:16:02 INFO]: Epoch [8][1/1] lr: 7e-05, eta: 0:07:55, time: 0.058, data_time: 0.411, memory: 1619, loss_cls: 0.5784, loss_sal: 0.4099, loss_video_cal: 0.1422, loss_layer_cal: 0.1273, loss: 1.2579, scale: 65536.0000 [2024-04-16 18:16:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_8.pth... [2024-04-16 18:16:03 INFO]: Validating... [2024-04-16 18:16:03 INFO]: Epoch (val) [8][1] loss_cls: 0.5763, loss_sal: 0.5570, loss_video_cal: 0.0000, loss_layer_cal: 0.1332, loss: 1.2665, mAP: 0.1150, best_mAP: 0.1150 [2024-04-16 18:16:03 INFO]: Epoch [9][1/1] lr: 8e-05, eta: 0:07:47, time: 0.059, data_time: 0.412, memory: 1619, loss_cls: 0.5717, loss_sal: 0.4634, loss_video_cal: 0.1436, loss_layer_cal: 0.1566, loss: 1.3353, scale: 65536.0000 [2024-04-16 18:16:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_9.pth... [2024-04-16 18:16:03 INFO]: Validating... [2024-04-16 18:16:04 INFO]: Epoch (val) [9][1] loss_cls: 0.5669, loss_sal: 0.5570, loss_video_cal: 0.0000, loss_layer_cal: 0.1317, loss: 1.2556, mAP: 0.1150, best_mAP: 0.1150 [2024-04-16 18:16:04 INFO]: Epoch [10][1/1] lr: 9e-05, eta: 0:07:40, time: 0.062, data_time: 0.417, memory: 1619, loss_cls: 0.5594, loss_sal: 0.4347, loss_video_cal: 0.1794, loss_layer_cal: 0.1568, loss: 1.3303, scale: 65536.0000 [2024-04-16 18:16:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_10.pth... [2024-04-16 18:16:04 INFO]: Validating... [2024-04-16 18:16:04 INFO]: Epoch (val) [10][1] loss_cls: 0.5622, loss_sal: 0.5563, loss_video_cal: 0.0000, loss_layer_cal: 0.1300, loss: 1.2485, mAP: 0.1806, best_mAP: 0.1806 [2024-04-16 18:16:05 INFO]: Epoch [11][1/1] lr: 0.0001, eta: 0:07:36, time: 0.061, data_time: 0.423, memory: 1619, loss_cls: 0.5571, loss_sal: 0.4223, loss_video_cal: 0.1412, loss_layer_cal: 0.1411, loss: 1.2617, scale: 65536.0000 [2024-04-16 18:16:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_11.pth... [2024-04-16 18:16:05 INFO]: Validating... [2024-04-16 18:16:05 INFO]: Epoch (val) [11][1] loss_cls: 0.5618, loss_sal: 0.5560, loss_video_cal: 0.0000, loss_layer_cal: 0.1284, loss: 1.2462, mAP: 0.1806, best_mAP: 0.1806 [2024-04-16 18:16:06 INFO]: Epoch [12][1/1] lr: 0.00011, eta: 0:07:32, time: 0.063, data_time: 0.422, memory: 1619, loss_cls: 0.5572, loss_sal: 0.4497, loss_video_cal: 0.1466, loss_layer_cal: 0.1460, loss: 1.2996, scale: 65536.0000 [2024-04-16 18:16:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_12.pth... [2024-04-16 18:16:06 INFO]: Validating... [2024-04-16 18:16:06 INFO]: Epoch (val) [12][1] loss_cls: 0.5650, loss_sal: 0.5569, loss_video_cal: 0.0000, loss_layer_cal: 0.1267, loss: 1.2486, mAP: 0.1806, best_mAP: 0.1806 [2024-04-16 18:16:07 INFO]: Epoch [13][1/1] lr: 0.00012, eta: 0:07:28, time: 0.062, data_time: 0.424, memory: 1619, loss_cls: 0.5604, loss_sal: 0.4267, loss_video_cal: 0.1421, loss_layer_cal: 0.1329, loss: 1.2621, scale: 65536.0000 [2024-04-16 18:16:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_13.pth... [2024-04-16 18:16:07 INFO]: Validating... [2024-04-16 18:16:07 INFO]: Epoch (val) [13][1] loss_cls: 0.5701, loss_sal: 0.5578, loss_video_cal: 0.0000, loss_layer_cal: 0.1248, loss: 1.2526, mAP: 0.1806, best_mAP: 0.1806 [2024-04-16 18:16:07 INFO]: Epoch [14][1/1] lr: 0.00013, eta: 0:07:25, time: 0.059, data_time: 0.418, memory: 1619, loss_cls: 0.5620, loss_sal: 0.4730, loss_video_cal: 0.1333, loss_layer_cal: 0.1368, loss: 1.3052, scale: 65536.0000 [2024-04-16 18:16:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_14.pth... [2024-04-16 18:16:08 INFO]: Validating... [2024-04-16 18:16:08 INFO]: Epoch (val) [14][1] loss_cls: 0.5755, loss_sal: 0.5588, loss_video_cal: 0.0000, loss_layer_cal: 0.1231, loss: 1.2574, mAP: 0.1806, best_mAP: 0.1806 [2024-04-16 18:16:08 INFO]: Epoch [15][1/1] lr: 0.00014, eta: 0:07:21, time: 0.060, data_time: 0.422, memory: 1619, loss_cls: 0.5695, loss_sal: 0.4152, loss_video_cal: 0.1421, loss_layer_cal: 0.1332, loss: 1.2601, scale: 65536.0000 [2024-04-16 18:16:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_15.pth... [2024-04-16 18:16:08 INFO]: Validating... [2024-04-16 18:16:09 INFO]: Epoch (val) [15][1] loss_cls: 0.5797, loss_sal: 0.5595, loss_video_cal: 0.0000, loss_layer_cal: 0.1213, loss: 1.2605, mAP: 0.1806, best_mAP: 0.1806 [2024-04-16 18:16:09 INFO]: Epoch [16][1/1] lr: 0.00015, eta: 0:07:17, time: 0.060, data_time: 0.410, memory: 1619, loss_cls: 0.5700, loss_sal: 0.4185, loss_video_cal: 0.1409, loss_layer_cal: 0.1228, loss: 1.2523, scale: 65536.0000 [2024-04-16 18:16:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_16.pth... [2024-04-16 18:16:09 INFO]: Validating... [2024-04-16 18:16:10 INFO]: Epoch (val) [16][1] loss_cls: 0.5812, loss_sal: 0.5601, loss_video_cal: 0.0000, loss_layer_cal: 0.1196, loss: 1.2609, mAP: 0.1806, best_mAP: 0.1806 [2024-04-16 18:16:10 INFO]: Epoch [17][1/1] lr: 0.00016, eta: 0:07:14, time: 0.059, data_time: 0.412, memory: 1619, loss_cls: 0.5710, loss_sal: 0.4217, loss_video_cal: 0.1125, loss_layer_cal: 0.1270, loss: 1.2322, scale: 65536.0000 [2024-04-16 18:16:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_17.pth... [2024-04-16 18:16:10 INFO]: Validating... [2024-04-16 18:16:10 INFO]: Epoch (val) [17][1] loss_cls: 0.5792, loss_sal: 0.5595, loss_video_cal: 0.0000, loss_layer_cal: 0.1182, loss: 1.2569, mAP: 0.1713, best_mAP: 0.1806 [2024-04-16 18:16:11 INFO]: Epoch [18][1/1] lr: 0.00017, eta: 0:07:11, time: 0.056, data_time: 0.410, memory: 1619, loss_cls: 0.5646, loss_sal: 0.4261, loss_video_cal: 0.1964, loss_layer_cal: 0.1756, loss: 1.3627, scale: 65536.0000 [2024-04-16 18:16:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_18.pth... [2024-04-16 18:16:11 INFO]: Validating... [2024-04-16 18:16:11 INFO]: Epoch (val) [18][1] loss_cls: 0.5751, loss_sal: 0.5603, loss_video_cal: 0.0000, loss_layer_cal: 0.1168, loss: 1.2522, mAP: 0.1713, best_mAP: 0.1806 [2024-04-16 18:16:12 INFO]: Epoch [19][1/1] lr: 0.00018, eta: 0:07:08, time: 0.060, data_time: 0.411, memory: 1619, loss_cls: 0.5665, loss_sal: 0.4362, loss_video_cal: 0.1646, loss_layer_cal: 0.1512, loss: 1.3185, scale: 65536.0000 [2024-04-16 18:16:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_19.pth... [2024-04-16 18:16:12 INFO]: Validating... [2024-04-16 18:16:12 INFO]: Epoch (val) [19][1] loss_cls: 0.5702, loss_sal: 0.5612, loss_video_cal: 0.0000, loss_layer_cal: 0.1155, loss: 1.2469, mAP: 0.1713, best_mAP: 0.1806 [2024-04-16 18:16:12 INFO]: Epoch [20][1/1] lr: 0.00019, eta: 0:07:05, time: 0.058, data_time: 0.402, memory: 1619, loss_cls: 0.5602, loss_sal: 0.4561, loss_video_cal: 0.1812, loss_layer_cal: 0.1411, loss: 1.3385, scale: 65536.0000 [2024-04-16 18:16:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_20.pth... [2024-04-16 18:16:12 INFO]: Validating... [2024-04-16 18:16:13 INFO]: Epoch (val) [20][1] loss_cls: 0.5656, loss_sal: 0.5624, loss_video_cal: 0.0000, loss_layer_cal: 0.1140, loss: 1.2420, mAP: 0.1713, best_mAP: 0.1806 [2024-04-16 18:16:13 INFO]: Epoch [21][1/1] lr: 0.0002, eta: 0:07:02, time: 0.060, data_time: 0.413, memory: 1619, loss_cls: 0.5575, loss_sal: 0.4308, loss_video_cal: 0.1560, loss_layer_cal: 0.1312, loss: 1.2755, scale: 65536.0000 [2024-04-16 18:16:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_21.pth... [2024-04-16 18:16:13 INFO]: Validating... [2024-04-16 18:16:14 INFO]: Epoch (val) [21][1] loss_cls: 0.5624, loss_sal: 0.5628, loss_video_cal: 0.0000, loss_layer_cal: 0.1128, loss: 1.2380, mAP: 0.1713, best_mAP: 0.1806 [2024-04-16 18:16:14 INFO]: Epoch [22][1/1] lr: 0.00021, eta: 0:07:00, time: 0.058, data_time: 0.404, memory: 1619, loss_cls: 0.5563, loss_sal: 0.4321, loss_video_cal: 0.1579, loss_layer_cal: 0.1311, loss: 1.2775, scale: 65536.0000 [2024-04-16 18:16:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_22.pth... [2024-04-16 18:16:14 INFO]: Validating... [2024-04-16 18:16:14 INFO]: Epoch (val) [22][1] loss_cls: 0.5613, loss_sal: 0.5632, loss_video_cal: 0.0000, loss_layer_cal: 0.1118, loss: 1.2363, mAP: 0.1713, best_mAP: 0.1806 [2024-04-16 18:16:15 INFO]: Epoch [23][1/1] lr: 0.00022, eta: 0:06:58, time: 0.060, data_time: 0.414, memory: 1619, loss_cls: 0.5570, loss_sal: 0.4270, loss_video_cal: 0.1557, loss_layer_cal: 0.1222, loss: 1.2618, scale: 65536.0000 [2024-04-16 18:16:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_23.pth... [2024-04-16 18:16:15 INFO]: Validating... [2024-04-16 18:16:15 INFO]: Epoch (val) [23][1] loss_cls: 0.5618, loss_sal: 0.5636, loss_video_cal: 0.0000, loss_layer_cal: 0.1106, loss: 1.2359, mAP: 0.1713, best_mAP: 0.1806 [2024-04-16 18:16:16 INFO]: Epoch [24][1/1] lr: 0.00023, eta: 0:06:56, time: 0.061, data_time: 0.412, memory: 1619, loss_cls: 0.5610, loss_sal: 0.4389, loss_video_cal: 0.1612, loss_layer_cal: 0.1359, loss: 1.2971, scale: 65536.0000 [2024-04-16 18:16:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_24.pth... [2024-04-16 18:16:16 INFO]: Validating... [2024-04-16 18:16:16 INFO]: Epoch (val) [24][1] loss_cls: 0.5628, loss_sal: 0.5636, loss_video_cal: 0.0000, loss_layer_cal: 0.1097, loss: 1.2360, mAP: 0.1677, best_mAP: 0.1806 [2024-04-16 18:16:16 INFO]: Epoch [25][1/1] lr: 0.00024, eta: 0:06:54, time: 0.062, data_time: 0.412, memory: 1619, loss_cls: 0.5608, loss_sal: 0.4489, loss_video_cal: 0.1291, loss_layer_cal: 0.1142, loss: 1.2530, scale: 65536.0000 [2024-04-16 18:16:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_25.pth... [2024-04-16 18:16:17 INFO]: Validating... [2024-04-16 18:16:17 INFO]: Epoch (val) [25][1] loss_cls: 0.5633, loss_sal: 0.5629, loss_video_cal: 0.0000, loss_layer_cal: 0.1085, loss: 1.2347, mAP: 0.1677, best_mAP: 0.1806 [2024-04-16 18:16:17 INFO]: Epoch [26][1/1] lr: 0.00025, eta: 0:06:52, time: 0.059, data_time: 0.413, memory: 1619, loss_cls: 0.5603, loss_sal: 0.4262, loss_video_cal: 0.1469, loss_layer_cal: 0.1435, loss: 1.2768, scale: 65536.0000 [2024-04-16 18:16:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_26.pth... [2024-04-16 18:16:17 INFO]: Validating... [2024-04-16 18:16:18 INFO]: Epoch (val) [26][1] loss_cls: 0.5629, loss_sal: 0.5629, loss_video_cal: 0.0000, loss_layer_cal: 0.1072, loss: 1.2331, mAP: 0.1677, best_mAP: 0.1806 [2024-04-16 18:16:18 INFO]: Epoch [27][1/1] lr: 0.00026, eta: 0:06:51, time: 0.062, data_time: 0.428, memory: 1619, loss_cls: 0.5599, loss_sal: 0.4148, loss_video_cal: 0.1413, loss_layer_cal: 0.1403, loss: 1.2563, scale: 65536.0000 [2024-04-16 18:16:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_27.pth... [2024-04-16 18:16:18 INFO]: Validating... [2024-04-16 18:16:19 INFO]: Epoch (val) [27][1] loss_cls: 0.5618, loss_sal: 0.5629, loss_video_cal: 0.0000, loss_layer_cal: 0.1061, loss: 1.2307, mAP: 0.1706, best_mAP: 0.1806 [2024-04-16 18:16:19 INFO]: Epoch [28][1/1] lr: 0.00027, eta: 0:06:50, time: 0.060, data_time: 0.416, memory: 1619, loss_cls: 0.5578, loss_sal: 0.4355, loss_video_cal: 0.1404, loss_layer_cal: 0.1286, loss: 1.2624, scale: 65536.0000 [2024-04-16 18:16:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_28.pth... [2024-04-16 18:16:19 INFO]: Validating... [2024-04-16 18:16:19 INFO]: Epoch (val) [28][1] loss_cls: 0.5611, loss_sal: 0.5626, loss_video_cal: 0.0000, loss_layer_cal: 0.1045, loss: 1.2282, mAP: 0.1706, best_mAP: 0.1806 [2024-04-16 18:16:20 INFO]: Epoch [29][1/1] lr: 0.00028, eta: 0:06:48, time: 0.058, data_time: 0.417, memory: 1619, loss_cls: 0.5573, loss_sal: 0.4308, loss_video_cal: 0.1501, loss_layer_cal: 0.1259, loss: 1.2642, scale: 65536.0000 [2024-04-16 18:16:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_29.pth... [2024-04-16 18:16:20 INFO]: Validating... [2024-04-16 18:16:20 INFO]: Epoch (val) [29][1] loss_cls: 0.5614, loss_sal: 0.5630, loss_video_cal: 0.0000, loss_layer_cal: 0.1032, loss: 1.2276, mAP: 0.1753, best_mAP: 0.1806 [2024-04-16 18:16:21 INFO]: Epoch [30][1/1] lr: 0.00029, eta: 0:06:47, time: 0.061, data_time: 0.415, memory: 1619, loss_cls: 0.5561, loss_sal: 0.4192, loss_video_cal: 0.1709, loss_layer_cal: 0.1385, loss: 1.2846, scale: 65536.0000 [2024-04-16 18:16:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_30.pth... [2024-04-16 18:16:21 INFO]: Validating... [2024-04-16 18:16:21 INFO]: Epoch (val) [30][1] loss_cls: 0.5627, loss_sal: 0.5628, loss_video_cal: 0.0000, loss_layer_cal: 0.1019, loss: 1.2274, mAP: 0.1863, best_mAP: 0.1863 [2024-04-16 18:16:21 INFO]: Epoch [31][1/1] lr: 0.0003, eta: 0:06:45, time: 0.058, data_time: 0.428, memory: 1619, loss_cls: 0.5560, loss_sal: 0.4457, loss_video_cal: 0.1546, loss_layer_cal: 0.1252, loss: 1.2815, scale: 65536.0000 [2024-04-16 18:16:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_31.pth... [2024-04-16 18:16:22 INFO]: Validating... [2024-04-16 18:16:22 INFO]: Epoch (val) [31][1] loss_cls: 0.5643, loss_sal: 0.5629, loss_video_cal: 0.0000, loss_layer_cal: 0.1006, loss: 1.2278, mAP: 0.2125, best_mAP: 0.2125 [2024-04-16 18:16:22 INFO]: Epoch [32][1/1] lr: 0.00031, eta: 0:06:44, time: 0.058, data_time: 0.404, memory: 1619, loss_cls: 0.5568, loss_sal: 0.4441, loss_video_cal: 0.1409, loss_layer_cal: 0.1414, loss: 1.2832, scale: 65536.0000 [2024-04-16 18:16:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_32.pth... [2024-04-16 18:16:22 INFO]: Validating... [2024-04-16 18:16:23 INFO]: Epoch (val) [32][1] loss_cls: 0.5659, loss_sal: 0.5636, loss_video_cal: 0.0000, loss_layer_cal: 0.0995, loss: 1.2289, mAP: 0.1863, best_mAP: 0.2125 [2024-04-16 18:16:23 INFO]: Epoch [33][1/1] lr: 0.00032, eta: 0:06:42, time: 0.062, data_time: 0.421, memory: 1619, loss_cls: 0.5598, loss_sal: 0.4309, loss_video_cal: 0.1129, loss_layer_cal: 0.1037, loss: 1.2073, scale: 65536.0000 [2024-04-16 18:16:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_33.pth... [2024-04-16 18:16:23 INFO]: Validating... [2024-04-16 18:16:24 INFO]: Epoch (val) [33][1] loss_cls: 0.5665, loss_sal: 0.5640, loss_video_cal: 0.0000, loss_layer_cal: 0.0984, loss: 1.2288, mAP: 0.1605, best_mAP: 0.2125 [2024-04-16 18:16:24 INFO]: Epoch [34][1/1] lr: 0.00033, eta: 0:06:41, time: 0.059, data_time: 0.404, memory: 1619, loss_cls: 0.5590, loss_sal: 0.4381, loss_video_cal: 0.1230, loss_layer_cal: 0.0868, loss: 1.2069, scale: 65536.0000 [2024-04-16 18:16:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_34.pth... [2024-04-16 18:16:24 INFO]: Validating... [2024-04-16 18:16:24 INFO]: Epoch (val) [34][1] loss_cls: 0.5657, loss_sal: 0.5638, loss_video_cal: 0.0000, loss_layer_cal: 0.0972, loss: 1.2267, mAP: 0.1705, best_mAP: 0.2125 [2024-04-16 18:16:25 INFO]: Epoch [35][1/1] lr: 0.00034, eta: 0:06:39, time: 0.056, data_time: 0.396, memory: 1619, loss_cls: 0.5581, loss_sal: 0.4389, loss_video_cal: 0.1308, loss_layer_cal: 0.1175, loss: 1.2453, scale: 65536.0000 [2024-04-16 18:16:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_35.pth... [2024-04-16 18:16:25 INFO]: Validating... [2024-04-16 18:16:25 INFO]: Epoch (val) [35][1] loss_cls: 0.5643, loss_sal: 0.5640, loss_video_cal: 0.0000, loss_layer_cal: 0.0960, loss: 1.2243, mAP: 0.1515, best_mAP: 0.2125 [2024-04-16 18:16:26 INFO]: Epoch [36][1/1] lr: 0.00035, eta: 0:06:38, time: 0.057, data_time: 0.403, memory: 1619, loss_cls: 0.5568, loss_sal: 0.4062, loss_video_cal: 0.1389, loss_layer_cal: 0.1005, loss: 1.2024, scale: 65536.0000 [2024-04-16 18:16:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_36.pth... [2024-04-16 18:16:26 INFO]: Validating... [2024-04-16 18:16:26 INFO]: Epoch (val) [36][1] loss_cls: 0.5625, loss_sal: 0.5638, loss_video_cal: 0.0000, loss_layer_cal: 0.0948, loss: 1.2211, mAP: 0.1515, best_mAP: 0.2125 [2024-04-16 18:16:26 INFO]: Epoch [37][1/1] lr: 0.00036, eta: 0:06:36, time: 0.057, data_time: 0.390, memory: 1619, loss_cls: 0.5559, loss_sal: 0.4430, loss_video_cal: 0.1377, loss_layer_cal: 0.0995, loss: 1.2361, scale: 65536.0000 [2024-04-16 18:16:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_37.pth... [2024-04-16 18:16:26 INFO]: Validating... [2024-04-16 18:16:27 INFO]: Epoch (val) [37][1] loss_cls: 0.5613, loss_sal: 0.5639, loss_video_cal: 0.0000, loss_layer_cal: 0.0940, loss: 1.2192, mAP: 0.1515, best_mAP: 0.2125 [2024-04-16 18:16:27 INFO]: Epoch [38][1/1] lr: 0.00037, eta: 0:06:34, time: 0.060, data_time: 0.413, memory: 1619, loss_cls: 0.5555, loss_sal: 0.4468, loss_video_cal: 0.1327, loss_layer_cal: 0.0931, loss: 1.2281, scale: 65536.0000 [2024-04-16 18:16:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_38.pth... [2024-04-16 18:16:27 INFO]: Validating... [2024-04-16 18:16:28 INFO]: Epoch (val) [38][1] loss_cls: 0.5611, loss_sal: 0.5641, loss_video_cal: 0.0000, loss_layer_cal: 0.0932, loss: 1.2183, mAP: 0.1515, best_mAP: 0.2125 [2024-04-16 18:16:28 INFO]: Epoch [39][1/1] lr: 0.00038, eta: 0:06:33, time: 0.059, data_time: 0.396, memory: 1619, loss_cls: 0.5560, loss_sal: 0.4356, loss_video_cal: 0.1530, loss_layer_cal: 0.1150, loss: 1.2596, scale: 65536.0000 [2024-04-16 18:16:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_39.pth... [2024-04-16 18:16:28 INFO]: Validating... [2024-04-16 18:16:28 INFO]: Epoch (val) [39][1] loss_cls: 0.5613, loss_sal: 0.5643, loss_video_cal: 0.0000, loss_layer_cal: 0.0925, loss: 1.2181, mAP: 0.1587, best_mAP: 0.2125 [2024-04-16 18:16:29 INFO]: Epoch [40][1/1] lr: 0.00039, eta: 0:06:31, time: 0.056, data_time: 0.404, memory: 1619, loss_cls: 0.5572, loss_sal: 0.4281, loss_video_cal: 0.1250, loss_layer_cal: 0.0956, loss: 1.2060, scale: 65536.0000 [2024-04-16 18:16:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_40.pth... [2024-04-16 18:16:29 INFO]: Validating... [2024-04-16 18:16:29 INFO]: Epoch (val) [40][1] loss_cls: 0.5613, loss_sal: 0.5648, loss_video_cal: 0.0000, loss_layer_cal: 0.0916, loss: 1.2177, mAP: 0.1587, best_mAP: 0.2125 [2024-04-16 18:16:30 INFO]: Epoch [41][1/1] lr: 0.0004, eta: 0:06:30, time: 0.059, data_time: 0.399, memory: 1619, loss_cls: 0.5565, loss_sal: 0.4428, loss_video_cal: 0.1424, loss_layer_cal: 0.0969, loss: 1.2385, scale: 65536.0000 [2024-04-16 18:16:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_41.pth... [2024-04-16 18:16:30 INFO]: Validating... [2024-04-16 18:16:30 INFO]: Epoch (val) [41][1] loss_cls: 0.5611, loss_sal: 0.5653, loss_video_cal: 0.0000, loss_layer_cal: 0.0905, loss: 1.2169, mAP: 0.1587, best_mAP: 0.2125 [2024-04-16 18:16:30 INFO]: Epoch [42][1/1] lr: 0.00041, eta: 0:06:29, time: 0.057, data_time: 0.398, memory: 1619, loss_cls: 0.5564, loss_sal: 0.4498, loss_video_cal: 0.1314, loss_layer_cal: 0.0908, loss: 1.2284, scale: 65536.0000 [2024-04-16 18:16:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_42.pth... [2024-04-16 18:16:30 INFO]: Validating... [2024-04-16 18:16:31 INFO]: Epoch (val) [42][1] loss_cls: 0.5611, loss_sal: 0.5656, loss_video_cal: 0.0000, loss_layer_cal: 0.0890, loss: 1.2158, mAP: 0.1555, best_mAP: 0.2125 [2024-04-16 18:16:31 INFO]: Epoch [43][1/1] lr: 0.00042, eta: 0:06:27, time: 0.058, data_time: 0.405, memory: 1619, loss_cls: 0.5568, loss_sal: 0.4316, loss_video_cal: 0.1347, loss_layer_cal: 0.0924, loss: 1.2155, scale: 65536.0000 [2024-04-16 18:16:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_43.pth... [2024-04-16 18:16:31 INFO]: Validating... [2024-04-16 18:16:32 INFO]: Epoch (val) [43][1] loss_cls: 0.5620, loss_sal: 0.5652, loss_video_cal: 0.0000, loss_layer_cal: 0.0875, loss: 1.2148, mAP: 0.1587, best_mAP: 0.2125 [2024-04-16 18:16:32 INFO]: Epoch [44][1/1] lr: 0.00043, eta: 0:06:26, time: 0.060, data_time: 0.411, memory: 1619, loss_cls: 0.5552, loss_sal: 0.4282, loss_video_cal: 0.1110, loss_layer_cal: 0.0868, loss: 1.1811, scale: 65536.0000 [2024-04-16 18:16:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_44.pth... [2024-04-16 18:16:32 INFO]: Validating... [2024-04-16 18:16:32 INFO]: Epoch (val) [44][1] loss_cls: 0.5639, loss_sal: 0.5652, loss_video_cal: 0.0000, loss_layer_cal: 0.0856, loss: 1.2148, mAP: 0.1515, best_mAP: 0.2125 [2024-04-16 18:16:33 INFO]: Epoch [45][1/1] lr: 0.00044, eta: 0:06:25, time: 0.056, data_time: 0.397, memory: 1619, loss_cls: 0.5563, loss_sal: 0.4343, loss_video_cal: 0.1114, loss_layer_cal: 0.0725, loss: 1.1745, scale: 65536.0000 [2024-04-16 18:16:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_45.pth... [2024-04-16 18:16:33 INFO]: Validating... [2024-04-16 18:16:33 INFO]: Epoch (val) [45][1] loss_cls: 0.5652, loss_sal: 0.5652, loss_video_cal: 0.0000, loss_layer_cal: 0.0836, loss: 1.2141, mAP: 0.1555, best_mAP: 0.2125 [2024-04-16 18:16:34 INFO]: Epoch [46][1/1] lr: 0.00045, eta: 0:06:23, time: 0.056, data_time: 0.394, memory: 1619, loss_cls: 0.5565, loss_sal: 0.4405, loss_video_cal: 0.1238, loss_layer_cal: 0.0886, loss: 1.2095, scale: 65536.0000 [2024-04-16 18:16:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_46.pth... [2024-04-16 18:16:34 INFO]: Validating... [2024-04-16 18:16:34 INFO]: Epoch (val) [46][1] loss_cls: 0.5650, loss_sal: 0.5653, loss_video_cal: 0.0000, loss_layer_cal: 0.0820, loss: 1.2123, mAP: 0.1555, best_mAP: 0.2125 [2024-04-16 18:16:34 INFO]: Epoch [47][1/1] lr: 0.00046, eta: 0:06:22, time: 0.056, data_time: 0.392, memory: 1619, loss_cls: 0.5561, loss_sal: 0.4102, loss_video_cal: 0.0988, loss_layer_cal: 0.0874, loss: 1.1524, scale: 65536.0000 [2024-04-16 18:16:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_47.pth... [2024-04-16 18:16:34 INFO]: Validating... [2024-04-16 18:16:35 INFO]: Epoch (val) [47][1] loss_cls: 0.5637, loss_sal: 0.5655, loss_video_cal: 0.0000, loss_layer_cal: 0.0803, loss: 1.2094, mAP: 0.1526, best_mAP: 0.2125 [2024-04-16 18:16:35 INFO]: Epoch [48][1/1] lr: 0.00047, eta: 0:06:21, time: 0.059, data_time: 0.402, memory: 1619, loss_cls: 0.5550, loss_sal: 0.4306, loss_video_cal: 0.1172, loss_layer_cal: 0.0768, loss: 1.1796, scale: 65536.0000 [2024-04-16 18:16:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_48.pth... [2024-04-16 18:16:35 INFO]: Validating... [2024-04-16 18:16:36 INFO]: Epoch (val) [48][1] loss_cls: 0.5621, loss_sal: 0.5648, loss_video_cal: 0.0000, loss_layer_cal: 0.0789, loss: 1.2058, mAP: 0.1607, best_mAP: 0.2125 [2024-04-16 18:16:36 INFO]: Epoch [49][1/1] lr: 0.00048, eta: 0:06:20, time: 0.062, data_time: 0.418, memory: 1619, loss_cls: 0.5552, loss_sal: 0.4221, loss_video_cal: 0.1307, loss_layer_cal: 0.0851, loss: 1.1932, scale: 65536.0000 [2024-04-16 18:16:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_49.pth... [2024-04-16 18:16:36 INFO]: Validating... [2024-04-16 18:16:36 INFO]: Epoch (val) [49][1] loss_cls: 0.5611, loss_sal: 0.5648, loss_video_cal: 0.0000, loss_layer_cal: 0.0769, loss: 1.2029, mAP: 0.1607, best_mAP: 0.2125 [2024-04-16 18:16:37 INFO]: Epoch [50][1/1] lr: 0.00049, eta: 0:06:19, time: 0.060, data_time: 0.407, memory: 1619, loss_cls: 0.5554, loss_sal: 0.4286, loss_video_cal: 0.1242, loss_layer_cal: 0.0850, loss: 1.1933, scale: 65536.0000 [2024-04-16 18:16:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_50.pth... [2024-04-16 18:16:37 INFO]: Validating... [2024-04-16 18:16:37 INFO]: Epoch (val) [50][1] loss_cls: 0.5611, loss_sal: 0.5653, loss_video_cal: 0.0000, loss_layer_cal: 0.0752, loss: 1.2015, mAP: 0.1717, best_mAP: 0.2125 [2024-04-16 18:16:38 INFO]: Epoch [51][1/1] lr: 0.0005, eta: 0:06:17, time: 0.060, data_time: 0.412, memory: 1619, loss_cls: 0.5554, loss_sal: 0.4257, loss_video_cal: 0.1269, loss_layer_cal: 0.0947, loss: 1.2027, scale: 65536.0000 [2024-04-16 18:16:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_51.pth... [2024-04-16 18:16:38 INFO]: Validating... [2024-04-16 18:16:38 INFO]: Epoch (val) [51][1] loss_cls: 0.5610, loss_sal: 0.5650, loss_video_cal: 0.0000, loss_layer_cal: 0.0736, loss: 1.1995, mAP: 0.1717, best_mAP: 0.2125 [2024-04-16 18:16:38 INFO]: Epoch [52][1/1] lr: 0.0005, eta: 0:06:17, time: 0.061, data_time: 0.424, memory: 1619, loss_cls: 0.5556, loss_sal: 0.4234, loss_video_cal: 0.1151, loss_layer_cal: 0.0873, loss: 1.1814, scale: 65536.0000 [2024-04-16 18:16:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_52.pth... [2024-04-16 18:16:39 INFO]: Validating... [2024-04-16 18:16:39 INFO]: Epoch (val) [52][1] loss_cls: 0.5610, loss_sal: 0.5651, loss_video_cal: 0.0000, loss_layer_cal: 0.0722, loss: 1.1983, mAP: 0.1747, best_mAP: 0.2125 [2024-04-16 18:16:39 INFO]: Epoch [53][1/1] lr: 0.0005, eta: 0:06:16, time: 0.060, data_time: 0.413, memory: 1619, loss_cls: 0.5551, loss_sal: 0.4281, loss_video_cal: 0.1055, loss_layer_cal: 0.0824, loss: 1.1712, scale: 65536.0000 [2024-04-16 18:16:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_53.pth... [2024-04-16 18:16:39 INFO]: Validating... [2024-04-16 18:16:40 INFO]: Epoch (val) [53][1] loss_cls: 0.5618, loss_sal: 0.5652, loss_video_cal: 0.0000, loss_layer_cal: 0.0710, loss: 1.1980, mAP: 0.1799, best_mAP: 0.2125 [2024-04-16 18:16:40 INFO]: Epoch [54][1/1] lr: 0.0005, eta: 0:06:15, time: 0.060, data_time: 0.426, memory: 1619, loss_cls: 0.5556, loss_sal: 0.4250, loss_video_cal: 0.1046, loss_layer_cal: 0.0953, loss: 1.1806, scale: 65536.0000 [2024-04-16 18:16:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_54.pth... [2024-04-16 18:16:40 INFO]: Validating... [2024-04-16 18:16:40 INFO]: Epoch (val) [54][1] loss_cls: 0.5636, loss_sal: 0.5658, loss_video_cal: 0.0000, loss_layer_cal: 0.0699, loss: 1.1993, mAP: 0.1747, best_mAP: 0.2125 [2024-04-16 18:16:41 INFO]: Epoch [55][1/1] lr: 0.0005, eta: 0:06:14, time: 0.064, data_time: 0.431, memory: 1619, loss_cls: 0.5554, loss_sal: 0.4020, loss_video_cal: 0.1109, loss_layer_cal: 0.0725, loss: 1.1408, scale: 65536.0000 [2024-04-16 18:16:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_55.pth... [2024-04-16 18:16:41 INFO]: Validating... [2024-04-16 18:16:41 INFO]: Epoch (val) [55][1] loss_cls: 0.5652, loss_sal: 0.5653, loss_video_cal: 0.0000, loss_layer_cal: 0.0687, loss: 1.1991, mAP: 0.1956, best_mAP: 0.2125 [2024-04-16 18:16:42 INFO]: Epoch [56][1/1] lr: 0.0005, eta: 0:06:13, time: 0.062, data_time: 0.434, memory: 1619, loss_cls: 0.5570, loss_sal: 0.4213, loss_video_cal: 0.1219, loss_layer_cal: 0.0873, loss: 1.1875, scale: 65536.0000 [2024-04-16 18:16:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_56.pth... [2024-04-16 18:16:42 INFO]: Validating... [2024-04-16 18:16:42 INFO]: Epoch (val) [56][1] loss_cls: 0.5643, loss_sal: 0.5654, loss_video_cal: 0.0000, loss_layer_cal: 0.0673, loss: 1.1970, mAP: 0.2007, best_mAP: 0.2125 [2024-04-16 18:16:43 INFO]: Epoch [57][1/1] lr: 0.0005, eta: 0:06:13, time: 0.065, data_time: 0.446, memory: 1619, loss_cls: 0.5559, loss_sal: 0.4217, loss_video_cal: 0.1062, loss_layer_cal: 0.0674, loss: 1.1512, scale: 65536.0000 [2024-04-16 18:16:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_57.pth... [2024-04-16 18:16:43 INFO]: Validating... [2024-04-16 18:16:43 INFO]: Epoch (val) [57][1] loss_cls: 0.5625, loss_sal: 0.5660, loss_video_cal: 0.0000, loss_layer_cal: 0.0661, loss: 1.1946, mAP: 0.2007, best_mAP: 0.2125 [2024-04-16 18:16:44 INFO]: Epoch [58][1/1] lr: 0.0005, eta: 0:06:12, time: 0.062, data_time: 0.428, memory: 1619, loss_cls: 0.5544, loss_sal: 0.4271, loss_video_cal: 0.1170, loss_layer_cal: 0.0820, loss: 1.1806, scale: 65536.0000 [2024-04-16 18:16:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_58.pth... [2024-04-16 18:16:44 INFO]: Validating... [2024-04-16 18:16:44 INFO]: Epoch (val) [58][1] loss_cls: 0.5613, loss_sal: 0.5657, loss_video_cal: 0.0000, loss_layer_cal: 0.0649, loss: 1.1920, mAP: 0.2007, best_mAP: 0.2125 [2024-04-16 18:16:44 INFO]: Epoch [59][1/1] lr: 0.0005, eta: 0:06:11, time: 0.061, data_time: 0.422, memory: 1619, loss_cls: 0.5544, loss_sal: 0.4226, loss_video_cal: 0.1014, loss_layer_cal: 0.0821, loss: 1.1605, scale: 65536.0000 [2024-04-16 18:16:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_59.pth... [2024-04-16 18:16:45 INFO]: Validating... [2024-04-16 18:16:45 INFO]: Epoch (val) [59][1] loss_cls: 0.5608, loss_sal: 0.5657, loss_video_cal: 0.0000, loss_layer_cal: 0.0639, loss: 1.1903, mAP: 0.1956, best_mAP: 0.2125 [2024-04-16 18:16:45 INFO]: Epoch [60][1/1] lr: 0.0005, eta: 0:06:10, time: 0.059, data_time: 0.411, memory: 1619, loss_cls: 0.5554, loss_sal: 0.4336, loss_video_cal: 0.0978, loss_layer_cal: 0.0664, loss: 1.1532, scale: 65536.0000 [2024-04-16 18:16:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_60.pth... [2024-04-16 18:16:45 INFO]: Validating... [2024-04-16 18:16:46 INFO]: Epoch (val) [60][1] loss_cls: 0.5609, loss_sal: 0.5657, loss_video_cal: 0.0000, loss_layer_cal: 0.0629, loss: 1.1894, mAP: 0.1956, best_mAP: 0.2125 [2024-04-16 18:16:46 INFO]: Epoch [61][1/1] lr: 0.0005, eta: 0:06:09, time: 0.058, data_time: 0.404, memory: 1619, loss_cls: 0.5557, loss_sal: 0.4150, loss_video_cal: 0.0994, loss_layer_cal: 0.0773, loss: 1.1475, scale: 65536.0000 [2024-04-16 18:16:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_61.pth... [2024-04-16 18:16:46 INFO]: Validating... [2024-04-16 18:16:46 INFO]: Epoch (val) [61][1] loss_cls: 0.5611, loss_sal: 0.5655, loss_video_cal: 0.0000, loss_layer_cal: 0.0619, loss: 1.1885, mAP: 0.1633, best_mAP: 0.2125 [2024-04-16 18:16:47 INFO]: Epoch [62][1/1] lr: 0.0005, eta: 0:06:08, time: 0.058, data_time: 0.402, memory: 1619, loss_cls: 0.5543, loss_sal: 0.4005, loss_video_cal: 0.0991, loss_layer_cal: 0.0799, loss: 1.1338, scale: 65536.0000 [2024-04-16 18:16:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_62.pth... [2024-04-16 18:16:47 INFO]: Validating... [2024-04-16 18:16:47 INFO]: Epoch (val) [62][1] loss_cls: 0.5619, loss_sal: 0.5656, loss_video_cal: 0.0000, loss_layer_cal: 0.0610, loss: 1.1885, mAP: 0.1633, best_mAP: 0.2125 [2024-04-16 18:16:48 INFO]: Epoch [63][1/1] lr: 0.0005, eta: 0:06:07, time: 0.058, data_time: 0.397, memory: 1619, loss_cls: 0.5544, loss_sal: 0.4276, loss_video_cal: 0.0795, loss_layer_cal: 0.0745, loss: 1.1360, scale: 65536.0000 [2024-04-16 18:16:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_63.pth... [2024-04-16 18:16:48 INFO]: Validating... [2024-04-16 18:16:48 INFO]: Epoch (val) [63][1] loss_cls: 0.5630, loss_sal: 0.5653, loss_video_cal: 0.0000, loss_layer_cal: 0.0600, loss: 1.1883, mAP: 0.1956, best_mAP: 0.2125 [2024-04-16 18:16:48 INFO]: Epoch [64][1/1] lr: 0.0005, eta: 0:06:06, time: 0.061, data_time: 0.415, memory: 1619, loss_cls: 0.5541, loss_sal: 0.4202, loss_video_cal: 0.0972, loss_layer_cal: 0.0853, loss: 1.1568, scale: 65536.0000 [2024-04-16 18:16:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_64.pth... [2024-04-16 18:16:49 INFO]: Validating... [2024-04-16 18:16:49 INFO]: Epoch (val) [64][1] loss_cls: 0.5631, loss_sal: 0.5644, loss_video_cal: 0.0000, loss_layer_cal: 0.0590, loss: 1.1865, mAP: 0.1956, best_mAP: 0.2125 [2024-04-16 18:16:49 INFO]: Epoch [65][1/1] lr: 0.0005, eta: 0:06:05, time: 0.063, data_time: 0.435, memory: 1619, loss_cls: 0.5540, loss_sal: 0.4198, loss_video_cal: 0.0866, loss_layer_cal: 0.0584, loss: 1.1188, scale: 65536.0000 [2024-04-16 18:16:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_65.pth... [2024-04-16 18:16:49 INFO]: Validating... [2024-04-16 18:16:50 INFO]: Epoch (val) [65][1] loss_cls: 0.5626, loss_sal: 0.5640, loss_video_cal: 0.0000, loss_layer_cal: 0.0580, loss: 1.1847, mAP: 0.2007, best_mAP: 0.2125 [2024-04-16 18:16:50 INFO]: Epoch [66][1/1] lr: 0.0005, eta: 0:06:04, time: 0.059, data_time: 0.407, memory: 1619, loss_cls: 0.5556, loss_sal: 0.4154, loss_video_cal: 0.0950, loss_layer_cal: 0.0529, loss: 1.1189, scale: 65536.0000 [2024-04-16 18:16:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_66.pth... [2024-04-16 18:16:50 INFO]: Validating... [2024-04-16 18:16:50 INFO]: Epoch (val) [66][1] loss_cls: 0.5611, loss_sal: 0.5655, loss_video_cal: 0.0000, loss_layer_cal: 0.0571, loss: 1.1837, mAP: 0.2007, best_mAP: 0.2125 [2024-04-16 18:16:51 INFO]: Epoch [67][1/1] lr: 0.0005, eta: 0:06:03, time: 0.061, data_time: 0.411, memory: 1619, loss_cls: 0.5547, loss_sal: 0.4108, loss_video_cal: 0.0960, loss_layer_cal: 0.0676, loss: 1.1291, scale: 65536.0000 [2024-04-16 18:16:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_67.pth... [2024-04-16 18:16:51 INFO]: Validating... [2024-04-16 18:16:51 INFO]: Epoch (val) [67][1] loss_cls: 0.5604, loss_sal: 0.5665, loss_video_cal: 0.0000, loss_layer_cal: 0.0563, loss: 1.1832, mAP: 0.1750, best_mAP: 0.2125 [2024-04-16 18:16:52 INFO]: Epoch [68][1/1] lr: 0.0005, eta: 0:06:02, time: 0.060, data_time: 0.420, memory: 1619, loss_cls: 0.5542, loss_sal: 0.3986, loss_video_cal: 0.0862, loss_layer_cal: 0.0624, loss: 1.1014, scale: 65536.0000 [2024-04-16 18:16:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_68.pth... [2024-04-16 18:16:52 INFO]: Validating... [2024-04-16 18:16:52 INFO]: Epoch (val) [68][1] loss_cls: 0.5604, loss_sal: 0.5663, loss_video_cal: 0.0000, loss_layer_cal: 0.0553, loss: 1.1820, mAP: 0.1633, best_mAP: 0.2125 [2024-04-16 18:16:53 INFO]: Epoch [69][1/1] lr: 0.0005, eta: 0:06:01, time: 0.062, data_time: 0.428, memory: 1619, loss_cls: 0.5551, loss_sal: 0.4082, loss_video_cal: 0.0827, loss_layer_cal: 0.0733, loss: 1.1192, scale: 65536.0000 [2024-04-16 18:16:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_69.pth... [2024-04-16 18:16:53 INFO]: Validating... [2024-04-16 18:16:53 INFO]: Epoch (val) [69][1] loss_cls: 0.5615, loss_sal: 0.5647, loss_video_cal: 0.0000, loss_layer_cal: 0.0544, loss: 1.1806, mAP: 0.1833, best_mAP: 0.2125 [2024-04-16 18:16:53 INFO]: Epoch [70][1/1] lr: 0.0005, eta: 0:06:01, time: 0.062, data_time: 0.416, memory: 1619, loss_cls: 0.5534, loss_sal: 0.3987, loss_video_cal: 0.0799, loss_layer_cal: 0.0679, loss: 1.0999, scale: 65536.0000 [2024-04-16 18:16:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_70.pth... [2024-04-16 18:16:54 INFO]: Validating... [2024-04-16 18:16:54 INFO]: Epoch (val) [70][1] loss_cls: 0.5639, loss_sal: 0.5637, loss_video_cal: 0.0000, loss_layer_cal: 0.0535, loss: 1.1811, mAP: 0.1467, best_mAP: 0.2125 [2024-04-16 18:16:54 INFO]: Epoch [71][1/1] lr: 0.0005, eta: 0:06:00, time: 0.063, data_time: 0.428, memory: 1619, loss_cls: 0.5541, loss_sal: 0.3909, loss_video_cal: 0.1009, loss_layer_cal: 0.0610, loss: 1.1068, scale: 65536.0000 [2024-04-16 18:16:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_71.pth... [2024-04-16 18:16:54 INFO]: Validating... [2024-04-16 18:16:55 INFO]: Epoch (val) [71][1] loss_cls: 0.5664, loss_sal: 0.5630, loss_video_cal: 0.0000, loss_layer_cal: 0.0527, loss: 1.1821, mAP: 0.1674, best_mAP: 0.2125 [2024-04-16 18:16:55 INFO]: Epoch [72][1/1] lr: 0.0005, eta: 0:05:59, time: 0.062, data_time: 0.415, memory: 1619, loss_cls: 0.5545, loss_sal: 0.3856, loss_video_cal: 0.1028, loss_layer_cal: 0.0805, loss: 1.1234, scale: 65536.0000 [2024-04-16 18:16:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_72.pth... [2024-04-16 18:16:55 INFO]: Validating... [2024-04-16 18:16:56 INFO]: Epoch (val) [72][1] loss_cls: 0.5647, loss_sal: 0.5630, loss_video_cal: 0.0000, loss_layer_cal: 0.0519, loss: 1.1796, mAP: 0.1583, best_mAP: 0.2125 [2024-04-16 18:16:56 INFO]: Epoch [73][1/1] lr: 0.0005, eta: 0:05:58, time: 0.064, data_time: 0.433, memory: 1619, loss_cls: 0.5535, loss_sal: 0.3959, loss_video_cal: 0.0855, loss_layer_cal: 0.0657, loss: 1.1005, scale: 65536.0000 [2024-04-16 18:16:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_73.pth... [2024-04-16 18:16:56 INFO]: Validating... [2024-04-16 18:16:56 INFO]: Epoch (val) [73][1] loss_cls: 0.5617, loss_sal: 0.5626, loss_video_cal: 0.0000, loss_layer_cal: 0.0511, loss: 1.1754, mAP: 0.1606, best_mAP: 0.2125 [2024-04-16 18:16:57 INFO]: Epoch [74][1/1] lr: 0.0005, eta: 0:05:57, time: 0.063, data_time: 0.425, memory: 1619, loss_cls: 0.5548, loss_sal: 0.4192, loss_video_cal: 0.0715, loss_layer_cal: 0.0560, loss: 1.1015, scale: 65536.0000 [2024-04-16 18:16:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_74.pth... [2024-04-16 18:16:57 INFO]: Validating... [2024-04-16 18:16:57 INFO]: Epoch (val) [74][1] loss_cls: 0.5608, loss_sal: 0.5633, loss_video_cal: 0.0000, loss_layer_cal: 0.0501, loss: 1.1742, mAP: 0.1515, best_mAP: 0.2125 [2024-04-16 18:16:58 INFO]: Epoch [75][1/1] lr: 0.0005, eta: 0:05:57, time: 0.062, data_time: 0.427, memory: 1619, loss_cls: 0.5530, loss_sal: 0.4279, loss_video_cal: 0.1044, loss_layer_cal: 0.0704, loss: 1.1556, scale: 65536.0000 [2024-04-16 18:16:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_75.pth... [2024-04-16 18:16:58 INFO]: Validating... [2024-04-16 18:16:58 INFO]: Epoch (val) [75][1] loss_cls: 0.5602, loss_sal: 0.5622, loss_video_cal: 0.0000, loss_layer_cal: 0.0490, loss: 1.1714, mAP: 0.1674, best_mAP: 0.2125 [2024-04-16 18:16:59 INFO]: Epoch [76][1/1] lr: 0.0005, eta: 0:05:56, time: 0.061, data_time: 0.428, memory: 1619, loss_cls: 0.5530, loss_sal: 0.4401, loss_video_cal: 0.0839, loss_layer_cal: 0.0572, loss: 1.1342, scale: 65536.0000 [2024-04-16 18:16:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_76.pth... [2024-04-16 18:16:59 INFO]: Validating... [2024-04-16 18:16:59 INFO]: Epoch (val) [76][1] loss_cls: 0.5602, loss_sal: 0.5631, loss_video_cal: 0.0000, loss_layer_cal: 0.0478, loss: 1.1711, mAP: 0.1340, best_mAP: 0.2125 [2024-04-16 18:16:59 INFO]: Epoch [77][1/1] lr: 0.0005, eta: 0:05:55, time: 0.063, data_time: 0.432, memory: 1619, loss_cls: 0.5531, loss_sal: 0.3649, loss_video_cal: 0.0984, loss_layer_cal: 0.0752, loss: 1.0915, scale: 65536.0000 [2024-04-16 18:16:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_77.pth... [2024-04-16 18:17:00 INFO]: Validating... [2024-04-16 18:17:00 INFO]: Epoch (val) [77][1] loss_cls: 0.5612, loss_sal: 0.5640, loss_video_cal: 0.0000, loss_layer_cal: 0.0466, loss: 1.1718, mAP: 0.1271, best_mAP: 0.2125 [2024-04-16 18:17:00 INFO]: Epoch [78][1/1] lr: 0.0005, eta: 0:05:54, time: 0.064, data_time: 0.435, memory: 1619, loss_cls: 0.5548, loss_sal: 0.4153, loss_video_cal: 0.0781, loss_layer_cal: 0.0626, loss: 1.1109, scale: 65536.0000 [2024-04-16 18:17:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_78.pth... [2024-04-16 18:17:00 INFO]: Validating... [2024-04-16 18:17:01 INFO]: Epoch (val) [78][1] loss_cls: 0.5584, loss_sal: 0.5622, loss_video_cal: 0.0000, loss_layer_cal: 0.0454, loss: 1.1659, mAP: 0.2396, best_mAP: 0.2396 [2024-04-16 18:17:01 INFO]: Epoch [79][1/1] lr: 0.0005, eta: 0:05:53, time: 0.061, data_time: 0.415, memory: 1619, loss_cls: 0.5517, loss_sal: 0.3450, loss_video_cal: 0.0595, loss_layer_cal: 0.0667, loss: 1.0229, scale: 65536.0000 [2024-04-16 18:17:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_79.pth... [2024-04-16 18:17:01 INFO]: Validating... [2024-04-16 18:17:01 INFO]: Epoch (val) [79][1] loss_cls: 0.5581, loss_sal: 0.5599, loss_video_cal: 0.0000, loss_layer_cal: 0.0440, loss: 1.1620, mAP: 0.2229, best_mAP: 0.2396 [2024-04-16 18:17:02 INFO]: Epoch [80][1/1] lr: 0.0005, eta: 0:05:52, time: 0.061, data_time: 0.403, memory: 1619, loss_cls: 0.5538, loss_sal: 0.4052, loss_video_cal: 0.0599, loss_layer_cal: 0.0492, loss: 1.0680, scale: 65536.0000 [2024-04-16 18:17:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_80.pth... [2024-04-16 18:17:02 INFO]: Validating... [2024-04-16 18:17:02 INFO]: Epoch (val) [80][1] loss_cls: 0.5578, loss_sal: 0.5572, loss_video_cal: 0.0000, loss_layer_cal: 0.0425, loss: 1.1576, mAP: 0.2404, best_mAP: 0.2404 [2024-04-16 18:17:03 INFO]: Epoch [81][1/1] lr: 0.0005, eta: 0:05:52, time: 0.062, data_time: 0.422, memory: 1619, loss_cls: 0.5535, loss_sal: 0.3586, loss_video_cal: 0.0969, loss_layer_cal: 0.0689, loss: 1.0779, scale: 65536.0000 [2024-04-16 18:17:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_81.pth... [2024-04-16 18:17:03 INFO]: Validating... [2024-04-16 18:17:03 INFO]: Epoch (val) [81][1] loss_cls: 0.5563, loss_sal: 0.5546, loss_video_cal: 0.0000, loss_layer_cal: 0.0412, loss: 1.1520, mAP: 0.2396, best_mAP: 0.2404 [2024-04-16 18:17:04 INFO]: Epoch [82][1/1] lr: 0.0005, eta: 0:05:51, time: 0.058, data_time: 0.420, memory: 1619, loss_cls: 0.5497, loss_sal: 0.3916, loss_video_cal: 0.0841, loss_layer_cal: 0.0599, loss: 1.0853, scale: 65536.0000 [2024-04-16 18:17:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_82.pth... [2024-04-16 18:17:04 INFO]: Validating... [2024-04-16 18:17:04 INFO]: Epoch (val) [82][1] loss_cls: 0.5586, loss_sal: 0.5492, loss_video_cal: 0.0000, loss_layer_cal: 0.0398, loss: 1.1476, mAP: 0.2824, best_mAP: 0.2824 [2024-04-16 18:17:04 INFO]: Epoch [83][1/1] lr: 0.0005, eta: 0:05:50, time: 0.063, data_time: 0.423, memory: 1619, loss_cls: 0.5529, loss_sal: 0.3755, loss_video_cal: 0.0547, loss_layer_cal: 0.0639, loss: 1.0470, scale: 65536.0000 [2024-04-16 18:17:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_83.pth... [2024-04-16 18:17:05 INFO]: Validating... [2024-04-16 18:17:05 INFO]: Epoch (val) [83][1] loss_cls: 0.5594, loss_sal: 0.5492, loss_video_cal: 0.0000, loss_layer_cal: 0.0385, loss: 1.1470, mAP: 0.2824, best_mAP: 0.2824 [2024-04-16 18:17:05 INFO]: Epoch [84][1/1] lr: 0.0005, eta: 0:05:49, time: 0.063, data_time: 0.442, memory: 1619, loss_cls: 0.5514, loss_sal: 0.3685, loss_video_cal: 0.0693, loss_layer_cal: 0.0627, loss: 1.0520, scale: 65536.0000 [2024-04-16 18:17:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_84.pth... [2024-04-16 18:17:05 INFO]: Validating... [2024-04-16 18:17:06 INFO]: Epoch (val) [84][1] loss_cls: 0.5549, loss_sal: 0.5499, loss_video_cal: 0.0000, loss_layer_cal: 0.0373, loss: 1.1421, mAP: 0.2542, best_mAP: 0.2824 [2024-04-16 18:17:06 INFO]: Epoch [85][1/1] lr: 0.0005, eta: 0:05:48, time: 0.063, data_time: 0.427, memory: 1619, loss_cls: 0.5492, loss_sal: 0.3126, loss_video_cal: 0.0513, loss_layer_cal: 0.0590, loss: 0.9721, scale: 65536.0000 [2024-04-16 18:17:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_85.pth... [2024-04-16 18:17:06 INFO]: Validating... [2024-04-16 18:17:07 INFO]: Epoch (val) [85][1] loss_cls: 0.5540, loss_sal: 0.5484, loss_video_cal: 0.0000, loss_layer_cal: 0.0362, loss: 1.1386, mAP: 0.2606, best_mAP: 0.2824 [2024-04-16 18:17:07 INFO]: Epoch [86][1/1] lr: 0.0005, eta: 0:05:48, time: 0.059, data_time: 0.408, memory: 1619, loss_cls: 0.5492, loss_sal: 0.2812, loss_video_cal: 0.0508, loss_layer_cal: 0.0530, loss: 0.9342, scale: 65536.0000 [2024-04-16 18:17:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_86.pth... [2024-04-16 18:17:07 INFO]: Validating... [2024-04-16 18:17:07 INFO]: Epoch (val) [86][1] loss_cls: 0.5560, loss_sal: 0.5511, loss_video_cal: 0.0000, loss_layer_cal: 0.0352, loss: 1.1423, mAP: 0.2606, best_mAP: 0.2824 [2024-04-16 18:17:08 INFO]: Epoch [87][1/1] lr: 0.0005, eta: 0:05:47, time: 0.060, data_time: 0.405, memory: 1619, loss_cls: 0.5481, loss_sal: 0.3233, loss_video_cal: 0.0737, loss_layer_cal: 0.0514, loss: 0.9966, scale: 65536.0000 [2024-04-16 18:17:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_87.pth... [2024-04-16 18:17:08 INFO]: Validating... [2024-04-16 18:17:08 INFO]: Epoch (val) [87][1] loss_cls: 0.5610, loss_sal: 0.5483, loss_video_cal: 0.0000, loss_layer_cal: 0.0344, loss: 1.1437, mAP: 0.2333, best_mAP: 0.2824 [2024-04-16 18:17:09 INFO]: Epoch [88][1/1] lr: 0.0005, eta: 0:05:46, time: 0.059, data_time: 0.402, memory: 1619, loss_cls: 0.5520, loss_sal: 0.2935, loss_video_cal: 0.0482, loss_layer_cal: 0.0553, loss: 0.9490, scale: 65536.0000 [2024-04-16 18:17:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_88.pth... [2024-04-16 18:17:09 INFO]: Validating... [2024-04-16 18:17:09 INFO]: Epoch (val) [88][1] loss_cls: 0.5549, loss_sal: 0.5417, loss_video_cal: 0.0000, loss_layer_cal: 0.0336, loss: 1.1302, mAP: 0.2576, best_mAP: 0.2824 [2024-04-16 18:17:09 INFO]: Epoch [89][1/1] lr: 0.0005, eta: 0:05:45, time: 0.062, data_time: 0.399, memory: 1619, loss_cls: 0.5490, loss_sal: 0.3118, loss_video_cal: 0.0608, loss_layer_cal: 0.0428, loss: 0.9644, scale: 65536.0000 [2024-04-16 18:17:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_89.pth... [2024-04-16 18:17:10 INFO]: Validating... [2024-04-16 18:17:10 INFO]: Epoch (val) [89][1] loss_cls: 0.5537, loss_sal: 0.5391, loss_video_cal: 0.0000, loss_layer_cal: 0.0328, loss: 1.1257, mAP: 0.2626, best_mAP: 0.2824 [2024-04-16 18:17:10 INFO]: Epoch [90][1/1] lr: 0.0005, eta: 0:05:44, time: 0.061, data_time: 0.411, memory: 1619, loss_cls: 0.5496, loss_sal: 0.2645, loss_video_cal: 0.0561, loss_layer_cal: 0.0515, loss: 0.9217, scale: 65536.0000 [2024-04-16 18:17:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_90.pth... [2024-04-16 18:17:10 INFO]: Validating... [2024-04-16 18:17:11 INFO]: Epoch (val) [90][1] loss_cls: 0.5531, loss_sal: 0.5365, loss_video_cal: 0.0000, loss_layer_cal: 0.0320, loss: 1.1217, mAP: 0.2481, best_mAP: 0.2824 [2024-04-16 18:17:11 INFO]: Epoch [91][1/1] lr: 0.0005, eta: 0:05:43, time: 0.061, data_time: 0.422, memory: 1619, loss_cls: 0.5473, loss_sal: 0.2057, loss_video_cal: 0.0492, loss_layer_cal: 0.0537, loss: 0.8559, scale: 65536.0000 [2024-04-16 18:17:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_91.pth... [2024-04-16 18:17:11 INFO]: Validating... [2024-04-16 18:17:11 INFO]: Epoch (val) [91][1] loss_cls: 0.5566, loss_sal: 0.5345, loss_video_cal: 0.0000, loss_layer_cal: 0.0316, loss: 1.1227, mAP: 0.2626, best_mAP: 0.2824 [2024-04-16 18:17:12 INFO]: Epoch [92][1/1] lr: 0.0005, eta: 0:05:42, time: 0.061, data_time: 0.427, memory: 1619, loss_cls: 0.5505, loss_sal: 0.3325, loss_video_cal: 0.0528, loss_layer_cal: 0.0689, loss: 1.0047, scale: 65536.0000 [2024-04-16 18:17:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_92.pth... [2024-04-16 18:17:12 INFO]: Validating... [2024-04-16 18:17:12 INFO]: Epoch (val) [92][1] loss_cls: 0.5624, loss_sal: 0.5385, loss_video_cal: 0.0000, loss_layer_cal: 0.0310, loss: 1.1318, mAP: 0.2905, best_mAP: 0.2905 [2024-04-16 18:17:13 INFO]: Epoch [93][1/1] lr: 0.0005, eta: 0:05:41, time: 0.061, data_time: 0.407, memory: 1619, loss_cls: 0.5489, loss_sal: 0.2585, loss_video_cal: 0.0505, loss_layer_cal: 0.0493, loss: 0.9072, scale: 65536.0000 [2024-04-16 18:17:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_93.pth... [2024-04-16 18:17:13 INFO]: Validating... [2024-04-16 18:17:13 INFO]: Epoch (val) [93][1] loss_cls: 0.5656, loss_sal: 0.5404, loss_video_cal: 0.0000, loss_layer_cal: 0.0305, loss: 1.1365, mAP: 0.2946, best_mAP: 0.2946 [2024-04-16 18:17:14 INFO]: Epoch [94][1/1] lr: 0.0005, eta: 0:05:40, time: 0.066, data_time: 0.433, memory: 1619, loss_cls: 0.5514, loss_sal: 0.2245, loss_video_cal: 0.0333, loss_layer_cal: 0.0376, loss: 0.8467, scale: 65536.0000 [2024-04-16 18:17:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_94.pth... [2024-04-16 18:17:14 INFO]: Validating... [2024-04-16 18:17:14 INFO]: Epoch (val) [94][1] loss_cls: 0.5519, loss_sal: 0.5274, loss_video_cal: 0.0000, loss_layer_cal: 0.0300, loss: 1.1093, mAP: 0.2780, best_mAP: 0.2946 [2024-04-16 18:17:14 INFO]: Epoch [95][1/1] lr: 0.0005, eta: 0:05:40, time: 0.057, data_time: 0.421, memory: 1619, loss_cls: 0.5477, loss_sal: 0.2028, loss_video_cal: 0.0671, loss_layer_cal: 0.0618, loss: 0.8793, scale: 65536.0000 [2024-04-16 18:17:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_95.pth... [2024-04-16 18:17:15 INFO]: Validating... [2024-04-16 18:17:15 INFO]: Epoch (val) [95][1] loss_cls: 0.5495, loss_sal: 0.5182, loss_video_cal: 0.0000, loss_layer_cal: 0.0295, loss: 1.0972, mAP: 0.2808, best_mAP: 0.2946 [2024-04-16 18:17:15 INFO]: Epoch [96][1/1] lr: 0.0005, eta: 0:05:38, time: 0.060, data_time: 0.395, memory: 1619, loss_cls: 0.5492, loss_sal: 0.3139, loss_video_cal: 0.0419, loss_layer_cal: 0.0520, loss: 0.9571, scale: 65536.0000 [2024-04-16 18:17:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_96.pth... [2024-04-16 18:17:15 INFO]: Validating... [2024-04-16 18:17:16 INFO]: Epoch (val) [96][1] loss_cls: 0.5497, loss_sal: 0.5142, loss_video_cal: 0.0000, loss_layer_cal: 0.0290, loss: 1.0929, mAP: 0.2830, best_mAP: 0.2946 [2024-04-16 18:17:16 INFO]: Epoch [97][1/1] lr: 0.0005, eta: 0:05:38, time: 0.061, data_time: 0.419, memory: 1619, loss_cls: 0.5460, loss_sal: 0.3121, loss_video_cal: 0.0662, loss_layer_cal: 0.0561, loss: 0.9805, scale: 65536.0000 [2024-04-16 18:17:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_97.pth... [2024-04-16 18:17:16 INFO]: Validating... [2024-04-16 18:17:16 INFO]: Epoch (val) [97][1] loss_cls: 0.5510, loss_sal: 0.5036, loss_video_cal: 0.0000, loss_layer_cal: 0.0284, loss: 1.0830, mAP: 0.2954, best_mAP: 0.2954 [2024-04-16 18:17:17 INFO]: Epoch [98][1/1] lr: 0.0005, eta: 0:05:37, time: 0.059, data_time: 0.404, memory: 1619, loss_cls: 0.5496, loss_sal: 0.2584, loss_video_cal: 0.0434, loss_layer_cal: 0.0431, loss: 0.8946, scale: 65536.0000 [2024-04-16 18:17:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_98.pth... [2024-04-16 18:17:17 INFO]: Validating... [2024-04-16 18:17:17 INFO]: Epoch (val) [98][1] loss_cls: 0.5492, loss_sal: 0.4928, loss_video_cal: 0.0000, loss_layer_cal: 0.0280, loss: 1.0700, mAP: 0.2932, best_mAP: 0.2954 [2024-04-16 18:17:18 INFO]: Epoch [99][1/1] lr: 0.0005, eta: 0:05:36, time: 0.059, data_time: 0.430, memory: 1619, loss_cls: 0.5477, loss_sal: 0.3144, loss_video_cal: 0.0526, loss_layer_cal: 0.0487, loss: 0.9634, scale: 65536.0000 [2024-04-16 18:17:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_99.pth... [2024-04-16 18:17:18 INFO]: Validating... [2024-04-16 18:17:18 INFO]: Epoch (val) [99][1] loss_cls: 0.5509, loss_sal: 0.5019, loss_video_cal: 0.0000, loss_layer_cal: 0.0273, loss: 1.0801, mAP: 0.2993, best_mAP: 0.2993 [2024-04-16 18:17:19 INFO]: Epoch [100][1/1] lr: 0.0005, eta: 0:05:35, time: 0.057, data_time: 0.402, memory: 1619, loss_cls: 0.5492, loss_sal: 0.2476, loss_video_cal: 0.0522, loss_layer_cal: 0.0624, loss: 0.9113, scale: 65536.0000 [2024-04-16 18:17:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_100.pth... [2024-04-16 18:17:19 INFO]: Validating... [2024-04-16 18:17:19 INFO]: Epoch (val) [100][1] loss_cls: 0.5525, loss_sal: 0.5080, loss_video_cal: 0.0000, loss_layer_cal: 0.0267, loss: 1.0872, mAP: 0.3263, best_mAP: 0.3263 [2024-04-16 18:17:19 INFO]: Epoch [101][1/1] lr: 0.0005, eta: 0:05:34, time: 0.057, data_time: 0.398, memory: 1619, loss_cls: 0.5495, loss_sal: 0.2175, loss_video_cal: 0.0272, loss_layer_cal: 0.0411, loss: 0.8354, scale: 65536.0000 [2024-04-16 18:17:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_101.pth... [2024-04-16 18:17:19 INFO]: Validating... [2024-04-16 18:17:20 INFO]: Epoch (val) [101][1] loss_cls: 0.5535, loss_sal: 0.5114, loss_video_cal: 0.0000, loss_layer_cal: 0.0262, loss: 1.0911, mAP: 0.3403, best_mAP: 0.3403 [2024-04-16 18:17:20 INFO]: Epoch [102][1/1] lr: 0.0005, eta: 0:05:33, time: 0.056, data_time: 0.390, memory: 1619, loss_cls: 0.5582, loss_sal: 0.1892, loss_video_cal: 0.0441, loss_layer_cal: 0.0588, loss: 0.8502, scale: 65536.0000 [2024-04-16 18:17:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_102.pth... [2024-04-16 18:17:20 INFO]: Validating... [2024-04-16 18:17:20 INFO]: Epoch (val) [102][1] loss_cls: 0.5597, loss_sal: 0.5162, loss_video_cal: 0.0000, loss_layer_cal: 0.0256, loss: 1.1014, mAP: 0.3403, best_mAP: 0.3403 [2024-04-16 18:17:21 INFO]: Epoch [103][1/1] lr: 0.0005, eta: 0:05:32, time: 0.057, data_time: 0.408, memory: 1619, loss_cls: 0.5470, loss_sal: 0.2541, loss_video_cal: 0.0665, loss_layer_cal: 0.0482, loss: 0.9158, scale: 65536.0000 [2024-04-16 18:17:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_103.pth... [2024-04-16 18:17:21 INFO]: Validating... [2024-04-16 18:17:21 INFO]: Epoch (val) [103][1] loss_cls: 0.5743, loss_sal: 0.5184, loss_video_cal: 0.0000, loss_layer_cal: 0.0251, loss: 1.1178, mAP: 0.3454, best_mAP: 0.3454 [2024-04-16 18:17:22 INFO]: Epoch [104][1/1] lr: 0.0005, eta: 0:05:31, time: 0.058, data_time: 0.405, memory: 1619, loss_cls: 0.5563, loss_sal: 0.2843, loss_video_cal: 0.0358, loss_layer_cal: 0.0510, loss: 0.9275, scale: 65536.0000 [2024-04-16 18:17:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_104.pth... [2024-04-16 18:17:22 INFO]: Validating... [2024-04-16 18:17:22 INFO]: Epoch (val) [104][1] loss_cls: 0.5796, loss_sal: 0.5171, loss_video_cal: 0.0000, loss_layer_cal: 0.0246, loss: 1.1213, mAP: 0.3403, best_mAP: 0.3454 [2024-04-16 18:17:23 INFO]: Epoch [105][1/1] lr: 0.0005, eta: 0:05:30, time: 0.056, data_time: 0.394, memory: 1619, loss_cls: 0.5582, loss_sal: 0.1940, loss_video_cal: 0.0441, loss_layer_cal: 0.0538, loss: 0.8502, scale: 65536.0000 [2024-04-16 18:17:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_105.pth... [2024-04-16 18:17:23 INFO]: Validating... [2024-04-16 18:17:23 INFO]: Epoch (val) [105][1] loss_cls: 0.5709, loss_sal: 0.5143, loss_video_cal: 0.0000, loss_layer_cal: 0.0243, loss: 1.1095, mAP: 0.2977, best_mAP: 0.3454 [2024-04-16 18:17:23 INFO]: Epoch [106][1/1] lr: 0.0005, eta: 0:05:29, time: 0.058, data_time: 0.398, memory: 1619, loss_cls: 0.5504, loss_sal: 0.1904, loss_video_cal: 0.0260, loss_layer_cal: 0.0383, loss: 0.8051, scale: 65536.0000 [2024-04-16 18:17:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_106.pth... [2024-04-16 18:17:23 INFO]: Validating... [2024-04-16 18:17:24 INFO]: Epoch (val) [106][1] loss_cls: 0.5585, loss_sal: 0.5096, loss_video_cal: 0.0000, loss_layer_cal: 0.0240, loss: 1.0920, mAP: 0.3223, best_mAP: 0.3454 [2024-04-16 18:17:24 INFO]: Epoch [107][1/1] lr: 0.0005, eta: 0:05:28, time: 0.059, data_time: 0.411, memory: 1619, loss_cls: 0.5458, loss_sal: 0.2990, loss_video_cal: 0.0520, loss_layer_cal: 0.0491, loss: 0.9459, scale: 65536.0000 [2024-04-16 18:17:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_107.pth... [2024-04-16 18:17:24 INFO]: Validating... [2024-04-16 18:17:24 INFO]: Epoch (val) [107][1] loss_cls: 0.5559, loss_sal: 0.5029, loss_video_cal: 0.0000, loss_layer_cal: 0.0237, loss: 1.0825, mAP: 0.3459, best_mAP: 0.3459 [2024-04-16 18:17:25 INFO]: Epoch [108][1/1] lr: 0.0005, eta: 0:05:27, time: 0.059, data_time: 0.408, memory: 1619, loss_cls: 0.5505, loss_sal: 0.1510, loss_video_cal: 0.0547, loss_layer_cal: 0.0542, loss: 0.8104, scale: 65536.0000 [2024-04-16 18:17:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_108.pth... [2024-04-16 18:17:25 INFO]: Validating... [2024-04-16 18:17:25 INFO]: Epoch (val) [108][1] loss_cls: 0.5609, loss_sal: 0.5001, loss_video_cal: 0.0000, loss_layer_cal: 0.0235, loss: 1.0845, mAP: 0.3756, best_mAP: 0.3756 [2024-04-16 18:17:26 INFO]: Epoch [109][1/1] lr: 0.0005, eta: 0:05:26, time: 0.059, data_time: 0.422, memory: 1619, loss_cls: 0.5576, loss_sal: 0.2163, loss_video_cal: 0.0445, loss_layer_cal: 0.0513, loss: 0.8697, scale: 65536.0000 [2024-04-16 18:17:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_109.pth... [2024-04-16 18:17:26 INFO]: Validating... [2024-04-16 18:17:26 INFO]: Epoch (val) [109][1] loss_cls: 0.5609, loss_sal: 0.5001, loss_video_cal: 0.0000, loss_layer_cal: 0.0235, loss: 1.0845, mAP: 0.3756, best_mAP: 0.3756 [2024-04-16 18:17:27 INFO]: Epoch [110][1/1] lr: 0.0005, eta: 0:05:25, time: 0.062, data_time: 0.416, memory: 1619, loss_cls: 0.5592, loss_sal: 0.1673, loss_video_cal: 0.0326, loss_layer_cal: 0.0478, loss: 0.8070, scale: 32768.0000 [2024-04-16 18:17:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_110.pth... [2024-04-16 18:17:27 INFO]: Validating... [2024-04-16 18:17:27 INFO]: Epoch (val) [110][1] loss_cls: 0.5604, loss_sal: 0.4959, loss_video_cal: 0.0000, loss_layer_cal: 0.0234, loss: 1.0797, mAP: 0.2981, best_mAP: 0.3756 [2024-04-16 18:17:27 INFO]: Epoch [111][1/1] lr: 0.0005, eta: 0:05:25, time: 0.061, data_time: 0.429, memory: 1619, loss_cls: 0.5590, loss_sal: 0.3650, loss_video_cal: 0.0446, loss_layer_cal: 0.0402, loss: 1.0089, scale: 32768.0000 [2024-04-16 18:17:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_111.pth... [2024-04-16 18:17:28 INFO]: Validating... [2024-04-16 18:17:28 INFO]: Epoch (val) [111][1] loss_cls: 0.5552, loss_sal: 0.4935, loss_video_cal: 0.0000, loss_layer_cal: 0.0232, loss: 1.0719, mAP: 0.2795, best_mAP: 0.3756 [2024-04-16 18:17:28 INFO]: Epoch [112][1/1] lr: 0.0005, eta: 0:05:24, time: 0.060, data_time: 0.424, memory: 1619, loss_cls: 0.5556, loss_sal: 0.2848, loss_video_cal: 0.0465, loss_layer_cal: 0.0354, loss: 0.9223, scale: 32768.0000 [2024-04-16 18:17:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_112.pth... [2024-04-16 18:17:28 INFO]: Validating... [2024-04-16 18:17:29 INFO]: Epoch (val) [112][1] loss_cls: 0.5554, loss_sal: 0.4906, loss_video_cal: 0.0000, loss_layer_cal: 0.0230, loss: 1.0690, mAP: 0.2799, best_mAP: 0.3756 [2024-04-16 18:17:29 INFO]: Epoch [113][1/1] lr: 0.0005, eta: 0:05:23, time: 0.060, data_time: 0.427, memory: 1619, loss_cls: 0.5488, loss_sal: 0.2528, loss_video_cal: 0.0601, loss_layer_cal: 0.0418, loss: 0.9036, scale: 32768.0000 [2024-04-16 18:17:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_113.pth... [2024-04-16 18:17:29 INFO]: Validating... [2024-04-16 18:17:30 INFO]: Epoch (val) [113][1] loss_cls: 0.5632, loss_sal: 0.4751, loss_video_cal: 0.0000, loss_layer_cal: 0.0228, loss: 1.0611, mAP: 0.3342, best_mAP: 0.3756 [2024-04-16 18:17:30 INFO]: Epoch [114][1/1] lr: 0.0005, eta: 0:05:22, time: 0.062, data_time: 0.427, memory: 1619, loss_cls: 0.5511, loss_sal: 0.2894, loss_video_cal: 0.0462, loss_layer_cal: 0.0393, loss: 0.9259, scale: 32768.0000 [2024-04-16 18:17:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_114.pth... [2024-04-16 18:17:30 INFO]: Validating... [2024-04-16 18:17:30 INFO]: Epoch (val) [114][1] loss_cls: 0.5726, loss_sal: 0.4616, loss_video_cal: 0.0000, loss_layer_cal: 0.0224, loss: 1.0567, mAP: 0.2669, best_mAP: 0.3756 [2024-04-16 18:17:31 INFO]: Epoch [115][1/1] lr: 0.0005, eta: 0:05:21, time: 0.060, data_time: 0.416, memory: 1619, loss_cls: 0.5572, loss_sal: 0.2554, loss_video_cal: 0.0494, loss_layer_cal: 0.0508, loss: 0.9128, scale: 32768.0000 [2024-04-16 18:17:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_115.pth... [2024-04-16 18:17:31 INFO]: Validating... [2024-04-16 18:17:31 INFO]: Epoch (val) [115][1] loss_cls: 0.5777, loss_sal: 0.4705, loss_video_cal: 0.0000, loss_layer_cal: 0.0221, loss: 1.0704, mAP: 0.1642, best_mAP: 0.3756 [2024-04-16 18:17:32 INFO]: Epoch [116][1/1] lr: 0.0005, eta: 0:05:21, time: 0.058, data_time: 0.408, memory: 1619, loss_cls: 0.5620, loss_sal: 0.1702, loss_video_cal: 0.0262, loss_layer_cal: 0.0414, loss: 0.7999, scale: 32768.0000 [2024-04-16 18:17:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_116.pth... [2024-04-16 18:17:32 INFO]: Validating... [2024-04-16 18:17:32 INFO]: Epoch (val) [116][1] loss_cls: 0.5752, loss_sal: 0.4841, loss_video_cal: 0.0000, loss_layer_cal: 0.0219, loss: 1.0811, mAP: 0.1663, best_mAP: 0.3756 [2024-04-16 18:17:32 INFO]: Epoch [117][1/1] lr: 0.0005, eta: 0:05:20, time: 0.058, data_time: 0.403, memory: 1619, loss_cls: 0.5655, loss_sal: 0.1949, loss_video_cal: 0.0443, loss_layer_cal: 0.0340, loss: 0.8386, scale: 32768.0000 [2024-04-16 18:17:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_117.pth... [2024-04-16 18:17:33 INFO]: Validating... [2024-04-16 18:17:33 INFO]: Epoch (val) [117][1] loss_cls: 0.5640, loss_sal: 0.4928, loss_video_cal: 0.0000, loss_layer_cal: 0.0216, loss: 1.0784, mAP: 0.1985, best_mAP: 0.3756 [2024-04-16 18:17:33 INFO]: Epoch [118][1/1] lr: 0.0005, eta: 0:05:19, time: 0.058, data_time: 0.406, memory: 1619, loss_cls: 0.5518, loss_sal: 0.4229, loss_video_cal: 0.0543, loss_layer_cal: 0.0446, loss: 1.0737, scale: 32768.0000 [2024-04-16 18:17:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_118.pth... [2024-04-16 18:17:33 INFO]: Validating... [2024-04-16 18:17:34 INFO]: Epoch (val) [118][1] loss_cls: 0.5546, loss_sal: 0.5034, loss_video_cal: 0.0000, loss_layer_cal: 0.0210, loss: 1.0789, mAP: 0.1983, best_mAP: 0.3756 [2024-04-16 18:17:34 INFO]: Epoch [119][1/1] lr: 0.0005, eta: 0:05:18, time: 0.060, data_time: 0.409, memory: 1619, loss_cls: 0.5477, loss_sal: 0.1963, loss_video_cal: 0.0210, loss_layer_cal: 0.0424, loss: 0.8073, scale: 32768.0000 [2024-04-16 18:17:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_119.pth... [2024-04-16 18:17:34 INFO]: Validating... [2024-04-16 18:17:34 INFO]: Epoch (val) [119][1] loss_cls: 0.5525, loss_sal: 0.5032, loss_video_cal: 0.0000, loss_layer_cal: 0.0204, loss: 1.0761, mAP: 0.2474, best_mAP: 0.3756 [2024-04-16 18:17:35 INFO]: Epoch [120][1/1] lr: 0.0005, eta: 0:05:17, time: 0.064, data_time: 0.434, memory: 1619, loss_cls: 0.5510, loss_sal: 0.2293, loss_video_cal: 0.0423, loss_layer_cal: 0.0324, loss: 0.8551, scale: 32768.0000 [2024-04-16 18:17:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_120.pth... [2024-04-16 18:17:35 INFO]: Validating... [2024-04-16 18:17:35 INFO]: Epoch (val) [120][1] loss_cls: 0.5583, loss_sal: 0.4953, loss_video_cal: 0.0000, loss_layer_cal: 0.0198, loss: 1.0734, mAP: 0.2732, best_mAP: 0.3756 [2024-04-16 18:17:36 INFO]: Epoch [121][1/1] lr: 0.0005, eta: 0:05:16, time: 0.063, data_time: 0.443, memory: 1619, loss_cls: 0.5553, loss_sal: 0.2364, loss_video_cal: 0.0524, loss_layer_cal: 0.0434, loss: 0.8875, scale: 32768.0000 [2024-04-16 18:17:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_121.pth... [2024-04-16 18:17:36 INFO]: Validating... [2024-04-16 18:17:36 INFO]: Epoch (val) [121][1] loss_cls: 0.5600, loss_sal: 0.4876, loss_video_cal: 0.0000, loss_layer_cal: 0.0192, loss: 1.0667, mAP: 0.3392, best_mAP: 0.3756 [2024-04-16 18:17:37 INFO]: Epoch [122][1/1] lr: 0.0005, eta: 0:05:16, time: 0.064, data_time: 0.434, memory: 1619, loss_cls: 0.5570, loss_sal: 0.1957, loss_video_cal: 0.0347, loss_layer_cal: 0.0313, loss: 0.8186, scale: 32768.0000 [2024-04-16 18:17:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_122.pth... [2024-04-16 18:17:37 INFO]: Validating... [2024-04-16 18:17:37 INFO]: Epoch (val) [122][1] loss_cls: 0.5565, loss_sal: 0.4809, loss_video_cal: 0.0000, loss_layer_cal: 0.0186, loss: 1.0560, mAP: 0.3698, best_mAP: 0.3756 [2024-04-16 18:17:38 INFO]: Epoch [123][1/1] lr: 0.0005, eta: 0:05:15, time: 0.060, data_time: 0.416, memory: 1619, loss_cls: 0.5527, loss_sal: 0.2202, loss_video_cal: 0.0357, loss_layer_cal: 0.0493, loss: 0.8579, scale: 32768.0000 [2024-04-16 18:17:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_123.pth... [2024-04-16 18:17:38 INFO]: Validating... [2024-04-16 18:17:38 INFO]: Epoch (val) [123][1] loss_cls: 0.5491, loss_sal: 0.4684, loss_video_cal: 0.0000, loss_layer_cal: 0.0178, loss: 1.0353, mAP: 0.3516, best_mAP: 0.3756 [2024-04-16 18:17:38 INFO]: Epoch [124][1/1] lr: 0.0005, eta: 0:05:14, time: 0.060, data_time: 0.411, memory: 1619, loss_cls: 0.5578, loss_sal: 0.2286, loss_video_cal: 0.0367, loss_layer_cal: 0.0375, loss: 0.8607, scale: 32768.0000 [2024-04-16 18:17:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_124.pth... [2024-04-16 18:17:38 INFO]: Validating... [2024-04-16 18:17:39 INFO]: Epoch (val) [124][1] loss_cls: 0.5457, loss_sal: 0.4520, loss_video_cal: 0.0000, loss_layer_cal: 0.0171, loss: 1.0148, mAP: 0.3428, best_mAP: 0.3756 [2024-04-16 18:17:39 INFO]: Epoch [125][1/1] lr: 0.0005, eta: 0:05:13, time: 0.057, data_time: 0.404, memory: 1619, loss_cls: 0.5532, loss_sal: 0.1920, loss_video_cal: 0.0651, loss_layer_cal: 0.0250, loss: 0.8354, scale: 32768.0000 [2024-04-16 18:17:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_125.pth... [2024-04-16 18:17:39 INFO]: Validating... [2024-04-16 18:17:40 INFO]: Epoch (val) [125][1] loss_cls: 0.5472, loss_sal: 0.4398, loss_video_cal: 0.0000, loss_layer_cal: 0.0166, loss: 1.0036, mAP: 0.3516, best_mAP: 0.3756 [2024-04-16 18:17:40 INFO]: Epoch [126][1/1] lr: 0.0005, eta: 0:05:12, time: 0.056, data_time: 0.395, memory: 1619, loss_cls: 0.5517, loss_sal: 0.2018, loss_video_cal: 0.0432, loss_layer_cal: 0.0267, loss: 0.8234, scale: 32768.0000 [2024-04-16 18:17:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_126.pth... [2024-04-16 18:17:40 INFO]: Validating... [2024-04-16 18:17:40 INFO]: Epoch (val) [126][1] loss_cls: 0.5522, loss_sal: 0.4277, loss_video_cal: 0.0000, loss_layer_cal: 0.0163, loss: 0.9962, mAP: 0.3840, best_mAP: 0.3840 [2024-04-16 18:17:41 INFO]: Epoch [127][1/1] lr: 0.0005, eta: 0:05:11, time: 0.063, data_time: 0.430, memory: 1619, loss_cls: 0.5513, loss_sal: 0.2531, loss_video_cal: 0.0476, loss_layer_cal: 0.0401, loss: 0.8920, scale: 32768.0000 [2024-04-16 18:17:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_127.pth... [2024-04-16 18:17:41 INFO]: Validating... [2024-04-16 18:17:41 INFO]: Epoch (val) [127][1] loss_cls: 0.5574, loss_sal: 0.4196, loss_video_cal: 0.0000, loss_layer_cal: 0.0158, loss: 0.9928, mAP: 0.4160, best_mAP: 0.4160 [2024-04-16 18:17:42 INFO]: Epoch [128][1/1] lr: 0.0005, eta: 0:05:10, time: 0.060, data_time: 0.419, memory: 1619, loss_cls: 0.5564, loss_sal: 0.2696, loss_video_cal: 0.0479, loss_layer_cal: 0.0318, loss: 0.9057, scale: 32768.0000 [2024-04-16 18:17:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_128.pth... [2024-04-16 18:17:42 INFO]: Validating... [2024-04-16 18:17:42 INFO]: Epoch (val) [128][1] loss_cls: 0.5602, loss_sal: 0.4066, loss_video_cal: 0.0000, loss_layer_cal: 0.0151, loss: 0.9819, mAP: 0.4187, best_mAP: 0.4187 [2024-04-16 18:17:42 INFO]: Epoch [129][1/1] lr: 0.0005, eta: 0:05:09, time: 0.061, data_time: 0.420, memory: 1619, loss_cls: 0.5619, loss_sal: 0.2590, loss_video_cal: 0.0291, loss_layer_cal: 0.0257, loss: 0.8757, scale: 32768.0000 [2024-04-16 18:17:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_129.pth... [2024-04-16 18:17:43 INFO]: Validating... [2024-04-16 18:17:43 INFO]: Epoch (val) [129][1] loss_cls: 0.5559, loss_sal: 0.3963, loss_video_cal: 0.0000, loss_layer_cal: 0.0145, loss: 0.9667, mAP: 0.4635, best_mAP: 0.4635 [2024-04-16 18:17:43 INFO]: Epoch [130][1/1] lr: 0.0005, eta: 0:05:09, time: 0.058, data_time: 0.402, memory: 1619, loss_cls: 0.5617, loss_sal: 0.1983, loss_video_cal: 0.0312, loss_layer_cal: 0.0363, loss: 0.8275, scale: 32768.0000 [2024-04-16 18:17:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_130.pth... [2024-04-16 18:17:43 INFO]: Validating... [2024-04-16 18:17:44 INFO]: Epoch (val) [130][1] loss_cls: 0.5473, loss_sal: 0.3798, loss_video_cal: 0.0000, loss_layer_cal: 0.0138, loss: 0.9410, mAP: 0.4635, best_mAP: 0.4635 [2024-04-16 18:17:44 INFO]: Epoch [131][1/1] lr: 0.0005, eta: 0:05:08, time: 0.057, data_time: 0.403, memory: 1619, loss_cls: 0.5553, loss_sal: 0.1202, loss_video_cal: 0.0398, loss_layer_cal: 0.0294, loss: 0.7448, scale: 32768.0000 [2024-04-16 18:17:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_131.pth... [2024-04-16 18:17:44 INFO]: Validating... [2024-04-16 18:17:44 INFO]: Epoch (val) [131][1] loss_cls: 0.5388, loss_sal: 0.3581, loss_video_cal: 0.0000, loss_layer_cal: 0.0132, loss: 0.9101, mAP: 0.7862, best_mAP: 0.7862 [2024-04-16 18:17:45 INFO]: Epoch [132][1/1] lr: 0.0005, eta: 0:05:07, time: 0.058, data_time: 0.409, memory: 1619, loss_cls: 0.5486, loss_sal: 0.1200, loss_video_cal: 0.0465, loss_layer_cal: 0.0336, loss: 0.7487, scale: 32768.0000 [2024-04-16 18:17:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_132.pth... [2024-04-16 18:17:45 INFO]: Validating... [2024-04-16 18:17:45 INFO]: Epoch (val) [132][1] loss_cls: 0.5362, loss_sal: 0.3406, loss_video_cal: 0.0000, loss_layer_cal: 0.0128, loss: 0.8896, mAP: 0.7832, best_mAP: 0.7862 [2024-04-16 18:17:46 INFO]: Epoch [133][1/1] lr: 0.0005, eta: 0:05:06, time: 0.061, data_time: 0.409, memory: 1619, loss_cls: 0.5492, loss_sal: 0.2167, loss_video_cal: 0.0440, loss_layer_cal: 0.0234, loss: 0.8333, scale: 32768.0000 [2024-04-16 18:17:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_133.pth... [2024-04-16 18:17:46 INFO]: Validating... [2024-04-16 18:17:46 INFO]: Epoch (val) [133][1] loss_cls: 0.5370, loss_sal: 0.3247, loss_video_cal: 0.0000, loss_layer_cal: 0.0126, loss: 0.8743, mAP: 0.8454, best_mAP: 0.8454 [2024-04-16 18:17:47 INFO]: Epoch [134][1/1] lr: 0.0005, eta: 0:05:05, time: 0.057, data_time: 0.406, memory: 1619, loss_cls: 0.5509, loss_sal: 0.1049, loss_video_cal: 0.0225, loss_layer_cal: 0.0346, loss: 0.7129, scale: 32768.0000 [2024-04-16 18:17:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_134.pth... [2024-04-16 18:17:47 INFO]: Validating... [2024-04-16 18:17:47 INFO]: Epoch (val) [134][1] loss_cls: 0.5357, loss_sal: 0.3266, loss_video_cal: 0.0000, loss_layer_cal: 0.0122, loss: 0.8745, mAP: 0.8413, best_mAP: 0.8454 [2024-04-16 18:17:47 INFO]: Epoch [135][1/1] lr: 0.0005, eta: 0:05:04, time: 0.057, data_time: 0.393, memory: 1619, loss_cls: 0.5601, loss_sal: 0.1831, loss_video_cal: 0.0248, loss_layer_cal: 0.0279, loss: 0.7959, scale: 32768.0000 [2024-04-16 18:17:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_135.pth... [2024-04-16 18:17:47 INFO]: Validating... [2024-04-16 18:17:48 INFO]: Epoch (val) [135][1] loss_cls: 0.5287, loss_sal: 0.3547, loss_video_cal: 0.0000, loss_layer_cal: 0.0116, loss: 0.8951, mAP: 0.8399, best_mAP: 0.8454 [2024-04-16 18:17:48 INFO]: Epoch [136][1/1] lr: 0.0005, eta: 0:05:03, time: 0.059, data_time: 0.409, memory: 1619, loss_cls: 0.5498, loss_sal: 0.1717, loss_video_cal: 0.0431, loss_layer_cal: 0.0259, loss: 0.7904, scale: 32768.0000 [2024-04-16 18:17:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_136.pth... [2024-04-16 18:17:48 INFO]: Validating... [2024-04-16 18:17:48 INFO]: Epoch (val) [136][1] loss_cls: 0.5273, loss_sal: 0.3804, loss_video_cal: 0.0000, loss_layer_cal: 0.0110, loss: 0.9187, mAP: 0.6857, best_mAP: 0.8454 [2024-04-16 18:17:49 INFO]: Epoch [137][1/1] lr: 0.0005, eta: 0:05:02, time: 0.057, data_time: 0.402, memory: 1619, loss_cls: 0.5477, loss_sal: 0.1492, loss_video_cal: 0.0286, loss_layer_cal: 0.0247, loss: 0.7501, scale: 32768.0000 [2024-04-16 18:17:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_137.pth... [2024-04-16 18:17:49 INFO]: Validating... [2024-04-16 18:17:49 INFO]: Epoch (val) [137][1] loss_cls: 0.5290, loss_sal: 0.3872, loss_video_cal: 0.0000, loss_layer_cal: 0.0104, loss: 0.9267, mAP: 0.6162, best_mAP: 0.8454 [2024-04-16 18:17:50 INFO]: Epoch [138][1/1] lr: 0.0005, eta: 0:05:01, time: 0.057, data_time: 0.398, memory: 1619, loss_cls: 0.5493, loss_sal: 0.1685, loss_video_cal: 0.0391, loss_layer_cal: 0.0302, loss: 0.7872, scale: 32768.0000 [2024-04-16 18:17:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_138.pth... [2024-04-16 18:17:50 INFO]: Validating... [2024-04-16 18:17:50 INFO]: Epoch (val) [138][1] loss_cls: 0.5332, loss_sal: 0.3866, loss_video_cal: 0.0000, loss_layer_cal: 0.0103, loss: 0.9301, mAP: 0.6162, best_mAP: 0.8454 [2024-04-16 18:17:51 INFO]: Epoch [139][1/1] lr: 0.0005, eta: 0:05:00, time: 0.056, data_time: 0.399, memory: 1619, loss_cls: 0.5495, loss_sal: 0.1557, loss_video_cal: 0.0333, loss_layer_cal: 0.0335, loss: 0.7721, scale: 32768.0000 [2024-04-16 18:17:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_139.pth... [2024-04-16 18:17:51 INFO]: Validating... [2024-04-16 18:17:51 INFO]: Epoch (val) [139][1] loss_cls: 0.5376, loss_sal: 0.3746, loss_video_cal: 0.0000, loss_layer_cal: 0.0103, loss: 0.9225, mAP: 0.7533, best_mAP: 0.8454 [2024-04-16 18:17:51 INFO]: Epoch [140][1/1] lr: 0.0005, eta: 0:05:00, time: 0.058, data_time: 0.415, memory: 1619, loss_cls: 0.5455, loss_sal: 0.2513, loss_video_cal: 0.0283, loss_layer_cal: 0.0231, loss: 0.8481, scale: 32768.0000 [2024-04-16 18:17:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_140.pth... [2024-04-16 18:17:51 INFO]: Validating... [2024-04-16 18:17:52 INFO]: Epoch (val) [140][1] loss_cls: 0.5422, loss_sal: 0.3681, loss_video_cal: 0.0000, loss_layer_cal: 0.0103, loss: 0.9206, mAP: 0.8161, best_mAP: 0.8454 [2024-04-16 18:17:52 INFO]: Epoch [141][1/1] lr: 0.0005, eta: 0:04:59, time: 0.059, data_time: 0.413, memory: 1619, loss_cls: 0.5471, loss_sal: 0.0935, loss_video_cal: 0.0368, loss_layer_cal: 0.0245, loss: 0.7019, scale: 32768.0000 [2024-04-16 18:17:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_141.pth... [2024-04-16 18:17:52 INFO]: Validating... [2024-04-16 18:17:53 INFO]: Epoch (val) [141][1] loss_cls: 0.5465, loss_sal: 0.3708, loss_video_cal: 0.0000, loss_layer_cal: 0.0104, loss: 0.9277, mAP: 0.6727, best_mAP: 0.8454 [2024-04-16 18:17:53 INFO]: Epoch [142][1/1] lr: 0.0005, eta: 0:04:58, time: 0.060, data_time: 0.403, memory: 1619, loss_cls: 0.5505, loss_sal: 0.2246, loss_video_cal: 0.0351, loss_layer_cal: 0.0199, loss: 0.8300, scale: 32768.0000 [2024-04-16 18:17:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_142.pth... [2024-04-16 18:17:53 INFO]: Validating... [2024-04-16 18:17:53 INFO]: Epoch (val) [142][1] loss_cls: 0.5503, loss_sal: 0.3804, loss_video_cal: 0.0000, loss_layer_cal: 0.0104, loss: 0.9411, mAP: 0.4322, best_mAP: 0.8454 [2024-04-16 18:17:54 INFO]: Epoch [143][1/1] lr: 0.0005, eta: 0:04:57, time: 0.058, data_time: 0.412, memory: 1619, loss_cls: 0.5488, loss_sal: 0.3024, loss_video_cal: 0.0396, loss_layer_cal: 0.0244, loss: 0.9152, scale: 32768.0000 [2024-04-16 18:17:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_143.pth... [2024-04-16 18:17:54 INFO]: Validating... [2024-04-16 18:17:54 INFO]: Epoch (val) [143][1] loss_cls: 0.5541, loss_sal: 0.4124, loss_video_cal: 0.0000, loss_layer_cal: 0.0103, loss: 0.9767, mAP: 0.4341, best_mAP: 0.8454 [2024-04-16 18:17:55 INFO]: Epoch [144][1/1] lr: 0.0005, eta: 0:04:56, time: 0.058, data_time: 0.415, memory: 1619, loss_cls: 0.5519, loss_sal: 0.1123, loss_video_cal: 0.0229, loss_layer_cal: 0.0268, loss: 0.7139, scale: 32768.0000 [2024-04-16 18:17:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_144.pth... [2024-04-16 18:17:55 INFO]: Validating... [2024-04-16 18:17:55 INFO]: Epoch (val) [144][1] loss_cls: 0.5542, loss_sal: 0.4294, loss_video_cal: 0.0000, loss_layer_cal: 0.0100, loss: 0.9935, mAP: 0.4341, best_mAP: 0.8454 [2024-04-16 18:17:55 INFO]: Epoch [145][1/1] lr: 0.0005, eta: 0:04:55, time: 0.059, data_time: 0.420, memory: 1619, loss_cls: 0.5515, loss_sal: 0.2272, loss_video_cal: 0.0256, loss_layer_cal: 0.0240, loss: 0.8283, scale: 32768.0000 [2024-04-16 18:17:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_145.pth... [2024-04-16 18:17:56 INFO]: Validating... [2024-04-16 18:17:56 INFO]: Epoch (val) [145][1] loss_cls: 0.5532, loss_sal: 0.4332, loss_video_cal: 0.0000, loss_layer_cal: 0.0095, loss: 0.9959, mAP: 0.4341, best_mAP: 0.8454 [2024-04-16 18:17:56 INFO]: Epoch [146][1/1] lr: 0.0005, eta: 0:04:54, time: 0.059, data_time: 0.413, memory: 1619, loss_cls: 0.5506, loss_sal: 0.2248, loss_video_cal: 0.0486, loss_layer_cal: 0.0281, loss: 0.8521, scale: 32768.0000 [2024-04-16 18:17:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_146.pth... [2024-04-16 18:17:56 INFO]: Validating... [2024-04-16 18:17:57 INFO]: Epoch (val) [146][1] loss_cls: 0.5512, loss_sal: 0.4281, loss_video_cal: 0.0000, loss_layer_cal: 0.0090, loss: 0.9883, mAP: 0.4341, best_mAP: 0.8454 [2024-04-16 18:17:57 INFO]: Epoch [147][1/1] lr: 0.0005, eta: 0:04:54, time: 0.061, data_time: 0.422, memory: 1619, loss_cls: 0.5504, loss_sal: 0.1481, loss_video_cal: 0.0405, loss_layer_cal: 0.0282, loss: 0.7673, scale: 32768.0000 [2024-04-16 18:17:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_147.pth... [2024-04-16 18:17:57 INFO]: Validating... [2024-04-16 18:17:58 INFO]: Epoch (val) [147][1] loss_cls: 0.5492, loss_sal: 0.4148, loss_video_cal: 0.0000, loss_layer_cal: 0.0085, loss: 0.9725, mAP: 0.4547, best_mAP: 0.8454 [2024-04-16 18:17:58 INFO]: Epoch [148][1/1] lr: 0.0005, eta: 0:04:53, time: 0.061, data_time: 0.427, memory: 1619, loss_cls: 0.5496, loss_sal: 0.0847, loss_video_cal: 0.0143, loss_layer_cal: 0.0204, loss: 0.6690, scale: 32768.0000 [2024-04-16 18:17:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_148.pth... [2024-04-16 18:17:58 INFO]: Validating... [2024-04-16 18:17:58 INFO]: Epoch (val) [148][1] loss_cls: 0.5473, loss_sal: 0.4002, loss_video_cal: 0.0000, loss_layer_cal: 0.0081, loss: 0.9556, mAP: 0.4679, best_mAP: 0.8454 [2024-04-16 18:17:59 INFO]: Epoch [149][1/1] lr: 0.0005, eta: 0:04:52, time: 0.061, data_time: 0.424, memory: 1619, loss_cls: 0.5487, loss_sal: 0.2393, loss_video_cal: 0.0546, loss_layer_cal: 0.0173, loss: 0.8599, scale: 32768.0000 [2024-04-16 18:17:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_149.pth... [2024-04-16 18:17:59 INFO]: Validating... [2024-04-16 18:17:59 INFO]: Epoch (val) [149][1] loss_cls: 0.5458, loss_sal: 0.3927, loss_video_cal: 0.0000, loss_layer_cal: 0.0079, loss: 0.9464, mAP: 0.4679, best_mAP: 0.8454 [2024-04-16 18:18:00 INFO]: Epoch [150][1/1] lr: 0.0005, eta: 0:04:51, time: 0.063, data_time: 0.421, memory: 1619, loss_cls: 0.5481, loss_sal: 0.2903, loss_video_cal: 0.0556, loss_layer_cal: 0.0244, loss: 0.9183, scale: 32768.0000 [2024-04-16 18:18:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_150.pth... [2024-04-16 18:18:00 INFO]: Validating... [2024-04-16 18:18:00 INFO]: Epoch (val) [150][1] loss_cls: 0.5441, loss_sal: 0.3971, loss_video_cal: 0.0000, loss_layer_cal: 0.0078, loss: 0.9490, mAP: 0.4586, best_mAP: 0.8454 [2024-04-16 18:18:01 INFO]: Epoch [151][1/1] lr: 0.0005, eta: 0:04:50, time: 0.059, data_time: 0.424, memory: 1619, loss_cls: 0.5482, loss_sal: 0.1887, loss_video_cal: 0.0366, loss_layer_cal: 0.0234, loss: 0.7969, scale: 32768.0000 [2024-04-16 18:18:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_151.pth... [2024-04-16 18:18:01 INFO]: Validating... [2024-04-16 18:18:01 INFO]: Epoch (val) [151][1] loss_cls: 0.5427, loss_sal: 0.3905, loss_video_cal: 0.0000, loss_layer_cal: 0.0076, loss: 0.9408, mAP: 0.4897, best_mAP: 0.8454 [2024-04-16 18:18:01 INFO]: Epoch [152][1/1] lr: 0.0005, eta: 0:04:50, time: 0.061, data_time: 0.414, memory: 1619, loss_cls: 0.5464, loss_sal: 0.1785, loss_video_cal: 0.0340, loss_layer_cal: 0.0129, loss: 0.7719, scale: 32768.0000 [2024-04-16 18:18:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_152.pth... [2024-04-16 18:18:01 INFO]: Validating... [2024-04-16 18:18:02 INFO]: Epoch (val) [152][1] loss_cls: 0.5426, loss_sal: 0.3801, loss_video_cal: 0.0000, loss_layer_cal: 0.0075, loss: 0.9301, mAP: 0.4948, best_mAP: 0.8454 [2024-04-16 18:18:02 INFO]: Epoch [153][1/1] lr: 0.0005, eta: 0:04:49, time: 0.058, data_time: 0.418, memory: 1619, loss_cls: 0.5471, loss_sal: 0.2022, loss_video_cal: 0.0393, loss_layer_cal: 0.0235, loss: 0.8121, scale: 32768.0000 [2024-04-16 18:18:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_153.pth... [2024-04-16 18:18:02 INFO]: Validating... [2024-04-16 18:18:03 INFO]: Epoch (val) [153][1] loss_cls: 0.5407, loss_sal: 0.3627, loss_video_cal: 0.0000, loss_layer_cal: 0.0075, loss: 0.9108, mAP: 0.7103, best_mAP: 0.8454 [2024-04-16 18:18:03 INFO]: Epoch [154][1/1] lr: 0.0005, eta: 0:04:48, time: 0.059, data_time: 0.416, memory: 1619, loss_cls: 0.5466, loss_sal: 0.1111, loss_video_cal: 0.0306, loss_layer_cal: 0.0221, loss: 0.7104, scale: 32768.0000 [2024-04-16 18:18:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_154.pth... [2024-04-16 18:18:03 INFO]: Validating... [2024-04-16 18:18:03 INFO]: Epoch (val) [154][1] loss_cls: 0.5383, loss_sal: 0.3477, loss_video_cal: 0.0000, loss_layer_cal: 0.0076, loss: 0.8937, mAP: 0.8872, best_mAP: 0.8872 [2024-04-16 18:18:04 INFO]: Epoch [155][1/1] lr: 0.0005, eta: 0:04:47, time: 0.058, data_time: 0.418, memory: 1619, loss_cls: 0.5451, loss_sal: 0.2069, loss_video_cal: 0.0419, loss_layer_cal: 0.0178, loss: 0.8117, scale: 32768.0000 [2024-04-16 18:18:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_155.pth... [2024-04-16 18:18:04 INFO]: Validating... [2024-04-16 18:18:04 INFO]: Epoch (val) [155][1] loss_cls: 0.5376, loss_sal: 0.3359, loss_video_cal: 0.0000, loss_layer_cal: 0.0080, loss: 0.8815, mAP: 0.8872, best_mAP: 0.8872 [2024-04-16 18:18:05 INFO]: Epoch [156][1/1] lr: 0.0005, eta: 0:04:46, time: 0.060, data_time: 0.424, memory: 1619, loss_cls: 0.5462, loss_sal: 0.1238, loss_video_cal: 0.0239, loss_layer_cal: 0.0174, loss: 0.7113, scale: 32768.0000 [2024-04-16 18:18:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_156.pth... [2024-04-16 18:18:05 INFO]: Validating... [2024-04-16 18:18:05 INFO]: Epoch (val) [156][1] loss_cls: 0.5377, loss_sal: 0.3200, loss_video_cal: 0.0000, loss_layer_cal: 0.0082, loss: 0.8659, mAP: 0.9039, best_mAP: 0.9039 [2024-04-16 18:18:06 INFO]: Epoch [157][1/1] lr: 0.0005, eta: 0:04:45, time: 0.059, data_time: 0.414, memory: 1619, loss_cls: 0.5448, loss_sal: 0.1967, loss_video_cal: 0.0199, loss_layer_cal: 0.0226, loss: 0.7841, scale: 32768.0000 [2024-04-16 18:18:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_157.pth... [2024-04-16 18:18:06 INFO]: Validating... [2024-04-16 18:18:06 INFO]: Epoch (val) [157][1] loss_cls: 0.5373, loss_sal: 0.3137, loss_video_cal: 0.0000, loss_layer_cal: 0.0084, loss: 0.8594, mAP: 0.9039, best_mAP: 0.9039 [2024-04-16 18:18:06 INFO]: Epoch [158][1/1] lr: 0.0005, eta: 0:04:45, time: 0.057, data_time: 0.403, memory: 1619, loss_cls: 0.5460, loss_sal: 0.0799, loss_video_cal: 0.0245, loss_layer_cal: 0.0224, loss: 0.6728, scale: 32768.0000 [2024-04-16 18:18:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_158.pth... [2024-04-16 18:18:06 INFO]: Validating... [2024-04-16 18:18:07 INFO]: Epoch (val) [158][1] loss_cls: 0.5385, loss_sal: 0.3027, loss_video_cal: 0.0000, loss_layer_cal: 0.0086, loss: 0.8498, mAP: 0.8831, best_mAP: 0.9039 [2024-04-16 18:18:07 INFO]: Epoch [159][1/1] lr: 0.0005, eta: 0:04:44, time: 0.055, data_time: 0.405, memory: 1619, loss_cls: 0.5454, loss_sal: 0.0557, loss_video_cal: 0.0199, loss_layer_cal: 0.0174, loss: 0.6383, scale: 32768.0000 [2024-04-16 18:18:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_159.pth... [2024-04-16 18:18:07 INFO]: Validating... [2024-04-16 18:18:08 INFO]: Epoch (val) [159][1] loss_cls: 0.5411, loss_sal: 0.2983, loss_video_cal: 0.0000, loss_layer_cal: 0.0086, loss: 0.8481, mAP: 0.8943, best_mAP: 0.9039 [2024-04-16 18:18:08 INFO]: Epoch [160][1/1] lr: 0.0005, eta: 0:04:43, time: 0.059, data_time: 0.412, memory: 1619, loss_cls: 0.5467, loss_sal: 0.1332, loss_video_cal: 0.0397, loss_layer_cal: 0.0185, loss: 0.7382, scale: 32768.0000 [2024-04-16 18:18:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_160.pth... [2024-04-16 18:18:08 INFO]: Validating... [2024-04-16 18:18:08 INFO]: Epoch (val) [160][1] loss_cls: 0.5434, loss_sal: 0.2906, loss_video_cal: 0.0000, loss_layer_cal: 0.0085, loss: 0.8425, mAP: 0.7883, best_mAP: 0.9039 [2024-04-16 18:18:09 INFO]: Epoch [161][1/1] lr: 0.0005, eta: 0:04:42, time: 0.060, data_time: 0.427, memory: 1619, loss_cls: 0.5485, loss_sal: 0.3315, loss_video_cal: 0.0316, loss_layer_cal: 0.0097, loss: 0.9213, scale: 32768.0000 [2024-04-16 18:18:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_161.pth... [2024-04-16 18:18:09 INFO]: Validating... [2024-04-16 18:18:09 INFO]: Epoch (val) [161][1] loss_cls: 0.5521, loss_sal: 0.3053, loss_video_cal: 0.0000, loss_layer_cal: 0.0082, loss: 0.8656, mAP: 0.6920, best_mAP: 0.9039 [2024-04-16 18:18:10 INFO]: Epoch [162][1/1] lr: 0.0005, eta: 0:04:41, time: 0.058, data_time: 0.418, memory: 1619, loss_cls: 0.5487, loss_sal: 0.1280, loss_video_cal: 0.0505, loss_layer_cal: 0.0227, loss: 0.7499, scale: 32768.0000 [2024-04-16 18:18:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_162.pth... [2024-04-16 18:18:10 INFO]: Validating... [2024-04-16 18:18:10 INFO]: Epoch (val) [162][1] loss_cls: 0.5551, loss_sal: 0.3158, loss_video_cal: 0.0000, loss_layer_cal: 0.0079, loss: 0.8787, mAP: 0.6631, best_mAP: 0.9039 [2024-04-16 18:18:11 INFO]: Epoch [163][1/1] lr: 0.0005, eta: 0:04:40, time: 0.062, data_time: 0.432, memory: 1619, loss_cls: 0.5512, loss_sal: 0.1457, loss_video_cal: 0.0305, loss_layer_cal: 0.0172, loss: 0.7447, scale: 32768.0000 [2024-04-16 18:18:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_163.pth... [2024-04-16 18:18:11 INFO]: Validating... [2024-04-16 18:18:11 INFO]: Epoch (val) [163][1] loss_cls: 0.5486, loss_sal: 0.3143, loss_video_cal: 0.0000, loss_layer_cal: 0.0075, loss: 0.8704, mAP: 0.6607, best_mAP: 0.9039 [2024-04-16 18:18:11 INFO]: Epoch [164][1/1] lr: 0.0005, eta: 0:04:40, time: 0.061, data_time: 0.433, memory: 1619, loss_cls: 0.5461, loss_sal: 0.1268, loss_video_cal: 0.0167, loss_layer_cal: 0.0151, loss: 0.7048, scale: 32768.0000 [2024-04-16 18:18:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_164.pth... [2024-04-16 18:18:11 INFO]: Validating... [2024-04-16 18:18:12 INFO]: Epoch (val) [164][1] loss_cls: 0.5412, loss_sal: 0.3074, loss_video_cal: 0.0000, loss_layer_cal: 0.0073, loss: 0.8559, mAP: 0.6441, best_mAP: 0.9039 [2024-04-16 18:18:12 INFO]: Epoch [165][1/1] lr: 0.0005, eta: 0:04:39, time: 0.058, data_time: 0.419, memory: 1619, loss_cls: 0.5459, loss_sal: 0.0848, loss_video_cal: 0.0209, loss_layer_cal: 0.0204, loss: 0.6720, scale: 32768.0000 [2024-04-16 18:18:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_165.pth... [2024-04-16 18:18:12 INFO]: Validating... [2024-04-16 18:18:13 INFO]: Epoch (val) [165][1] loss_cls: 0.5376, loss_sal: 0.2882, loss_video_cal: 0.0000, loss_layer_cal: 0.0071, loss: 0.8329, mAP: 0.6783, best_mAP: 0.9039 [2024-04-16 18:18:13 INFO]: Epoch [166][1/1] lr: 0.0005, eta: 0:04:38, time: 0.057, data_time: 0.406, memory: 1619, loss_cls: 0.5459, loss_sal: 0.0523, loss_video_cal: 0.0257, loss_layer_cal: 0.0151, loss: 0.6390, scale: 32768.0000 [2024-04-16 18:18:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_166.pth... [2024-04-16 18:18:13 INFO]: Validating... [2024-04-16 18:18:13 INFO]: Epoch (val) [166][1] loss_cls: 0.5439, loss_sal: 0.2714, loss_video_cal: 0.0000, loss_layer_cal: 0.0070, loss: 0.8223, mAP: 0.6993, best_mAP: 0.9039 [2024-04-16 18:18:14 INFO]: Epoch [167][1/1] lr: 0.0005, eta: 0:04:37, time: 0.060, data_time: 0.404, memory: 1619, loss_cls: 0.5434, loss_sal: 0.1634, loss_video_cal: 0.0250, loss_layer_cal: 0.0155, loss: 0.7473, scale: 32768.0000 [2024-04-16 18:18:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_167.pth... [2024-04-16 18:18:14 INFO]: Validating... [2024-04-16 18:18:14 INFO]: Epoch (val) [167][1] loss_cls: 0.5583, loss_sal: 0.2744, loss_video_cal: 0.0000, loss_layer_cal: 0.0070, loss: 0.8398, mAP: 0.6413, best_mAP: 0.9039 [2024-04-16 18:18:15 INFO]: Epoch [168][1/1] lr: 0.0005, eta: 0:04:36, time: 0.061, data_time: 0.430, memory: 1619, loss_cls: 0.5529, loss_sal: 0.1223, loss_video_cal: 0.0355, loss_layer_cal: 0.0155, loss: 0.7262, scale: 32768.0000 [2024-04-16 18:18:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_168.pth... [2024-04-16 18:18:15 INFO]: Validating... [2024-04-16 18:18:15 INFO]: Epoch (val) [168][1] loss_cls: 0.5650, loss_sal: 0.2922, loss_video_cal: 0.0000, loss_layer_cal: 0.0071, loss: 0.8643, mAP: 0.5881, best_mAP: 0.9039 [2024-04-16 18:18:16 INFO]: Epoch [169][1/1] lr: 0.0005, eta: 0:04:35, time: 0.065, data_time: 0.419, memory: 1619, loss_cls: 0.5550, loss_sal: 0.0141, loss_video_cal: 0.0216, loss_layer_cal: 0.0229, loss: 0.6136, scale: 32768.0000 [2024-04-16 18:18:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_169.pth... [2024-04-16 18:18:16 INFO]: Validating... [2024-04-16 18:18:16 INFO]: Epoch (val) [169][1] loss_cls: 0.5626, loss_sal: 0.3223, loss_video_cal: 0.0000, loss_layer_cal: 0.0072, loss: 0.8922, mAP: 0.4723, best_mAP: 0.9039 [2024-04-16 18:18:16 INFO]: Epoch [170][1/1] lr: 0.0005, eta: 0:04:35, time: 0.060, data_time: 0.430, memory: 1619, loss_cls: 0.5478, loss_sal: 0.1278, loss_video_cal: 0.0226, loss_layer_cal: 0.0170, loss: 0.7153, scale: 32768.0000 [2024-04-16 18:18:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_170.pth... [2024-04-16 18:18:16 INFO]: Validating... [2024-04-16 18:18:17 INFO]: Epoch (val) [170][1] loss_cls: 0.5550, loss_sal: 0.3301, loss_video_cal: 0.0000, loss_layer_cal: 0.0072, loss: 0.8923, mAP: 0.4362, best_mAP: 0.9039 [2024-04-16 18:18:17 INFO]: Epoch [171][1/1] lr: 0.0005, eta: 0:04:34, time: 0.060, data_time: 0.412, memory: 1619, loss_cls: 0.5480, loss_sal: 0.1125, loss_video_cal: 0.0276, loss_layer_cal: 0.0196, loss: 0.7078, scale: 32768.0000 [2024-04-16 18:18:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_171.pth... [2024-04-16 18:18:17 INFO]: Validating... [2024-04-16 18:18:18 INFO]: Epoch (val) [171][1] loss_cls: 0.5508, loss_sal: 0.3293, loss_video_cal: 0.0000, loss_layer_cal: 0.0073, loss: 0.8873, mAP: 0.3685, best_mAP: 0.9039 [2024-04-16 18:18:18 INFO]: Epoch [172][1/1] lr: 0.0005, eta: 0:04:33, time: 0.058, data_time: 0.414, memory: 1619, loss_cls: 0.5470, loss_sal: 0.0942, loss_video_cal: 0.0250, loss_layer_cal: 0.0144, loss: 0.6806, scale: 32768.0000 [2024-04-16 18:18:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_172.pth... [2024-04-16 18:18:18 INFO]: Validating... [2024-04-16 18:18:18 INFO]: Epoch (val) [172][1] loss_cls: 0.5485, loss_sal: 0.3209, loss_video_cal: 0.0000, loss_layer_cal: 0.0073, loss: 0.8767, mAP: 0.4754, best_mAP: 0.9039 [2024-04-16 18:18:19 INFO]: Epoch [173][1/1] lr: 0.0005, eta: 0:04:32, time: 0.059, data_time: 0.415, memory: 1619, loss_cls: 0.5493, loss_sal: 0.2135, loss_video_cal: 0.0292, loss_layer_cal: 0.0175, loss: 0.8095, scale: 32768.0000 [2024-04-16 18:18:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_173.pth... [2024-04-16 18:18:19 INFO]: Validating... [2024-04-16 18:18:19 INFO]: Epoch (val) [173][1] loss_cls: 0.5500, loss_sal: 0.3181, loss_video_cal: 0.0000, loss_layer_cal: 0.0074, loss: 0.8756, mAP: 0.4754, best_mAP: 0.9039 [2024-04-16 18:18:20 INFO]: Epoch [174][1/1] lr: 0.0005, eta: 0:04:31, time: 0.057, data_time: 0.424, memory: 1619, loss_cls: 0.5464, loss_sal: 0.1276, loss_video_cal: 0.0329, loss_layer_cal: 0.0146, loss: 0.7214, scale: 32768.0000 [2024-04-16 18:18:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_174.pth... [2024-04-16 18:18:20 INFO]: Validating... [2024-04-16 18:18:20 INFO]: Epoch (val) [174][1] loss_cls: 0.5503, loss_sal: 0.3051, loss_video_cal: 0.0000, loss_layer_cal: 0.0076, loss: 0.8629, mAP: 0.5133, best_mAP: 0.9039 [2024-04-16 18:18:21 INFO]: Epoch [175][1/1] lr: 0.0005, eta: 0:04:30, time: 0.060, data_time: 0.417, memory: 1619, loss_cls: 0.5537, loss_sal: 0.0899, loss_video_cal: 0.0252, loss_layer_cal: 0.0128, loss: 0.6816, scale: 32768.0000 [2024-04-16 18:18:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_175.pth... [2024-04-16 18:18:21 INFO]: Validating... [2024-04-16 18:18:21 INFO]: Epoch (val) [175][1] loss_cls: 0.5472, loss_sal: 0.2804, loss_video_cal: 0.0000, loss_layer_cal: 0.0077, loss: 0.8353, mAP: 0.5133, best_mAP: 0.9039 [2024-04-16 18:18:21 INFO]: Epoch [176][1/1] lr: 0.0005, eta: 0:04:30, time: 0.058, data_time: 0.413, memory: 1619, loss_cls: 0.5496, loss_sal: 0.0640, loss_video_cal: 0.0332, loss_layer_cal: 0.0136, loss: 0.6603, scale: 32768.0000 [2024-04-16 18:18:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_176.pth... [2024-04-16 18:18:21 INFO]: Validating... [2024-04-16 18:18:22 INFO]: Epoch (val) [176][1] loss_cls: 0.5443, loss_sal: 0.2657, loss_video_cal: 0.0000, loss_layer_cal: 0.0079, loss: 0.8179, mAP: 0.5572, best_mAP: 0.9039 [2024-04-16 18:18:22 INFO]: Epoch [177][1/1] lr: 0.0005, eta: 0:04:29, time: 0.061, data_time: 0.429, memory: 1619, loss_cls: 0.5454, loss_sal: 0.2167, loss_video_cal: 0.0247, loss_layer_cal: 0.0151, loss: 0.8018, scale: 32768.0000 [2024-04-16 18:18:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_177.pth... [2024-04-16 18:18:22 INFO]: Validating... [2024-04-16 18:18:23 INFO]: Epoch (val) [177][1] loss_cls: 0.5456, loss_sal: 0.2712, loss_video_cal: 0.0000, loss_layer_cal: 0.0081, loss: 0.8249, mAP: 0.5690, best_mAP: 0.9039 [2024-04-16 18:18:23 INFO]: Epoch [178][1/1] lr: 0.0005, eta: 0:04:28, time: 0.060, data_time: 0.426, memory: 1619, loss_cls: 0.5441, loss_sal: 0.0566, loss_video_cal: 0.0218, loss_layer_cal: 0.0204, loss: 0.6428, scale: 32768.0000 [2024-04-16 18:18:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_178.pth... [2024-04-16 18:18:23 INFO]: Validating... [2024-04-16 18:18:23 INFO]: Epoch (val) [178][1] loss_cls: 0.5516, loss_sal: 0.2877, loss_video_cal: 0.0000, loss_layer_cal: 0.0084, loss: 0.8477, mAP: 0.5197, best_mAP: 0.9039 [2024-04-16 18:18:24 INFO]: Epoch [179][1/1] lr: 0.0005, eta: 0:04:27, time: 0.060, data_time: 0.415, memory: 1619, loss_cls: 0.5502, loss_sal: 0.0312, loss_video_cal: 0.0148, loss_layer_cal: 0.0094, loss: 0.6057, scale: 32768.0000 [2024-04-16 18:18:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_179.pth... [2024-04-16 18:18:24 INFO]: Validating... [2024-04-16 18:18:24 INFO]: Epoch (val) [179][1] loss_cls: 0.5545, loss_sal: 0.3049, loss_video_cal: 0.0000, loss_layer_cal: 0.0086, loss: 0.8680, mAP: 0.4935, best_mAP: 0.9039 [2024-04-16 18:18:25 INFO]: Epoch [180][1/1] lr: 0.0005, eta: 0:04:26, time: 0.059, data_time: 0.416, memory: 1619, loss_cls: 0.5452, loss_sal: 0.1652, loss_video_cal: 0.0227, loss_layer_cal: 0.0097, loss: 0.7428, scale: 32768.0000 [2024-04-16 18:18:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_180.pth... [2024-04-16 18:18:25 INFO]: Validating... [2024-04-16 18:18:25 INFO]: Epoch (val) [180][1] loss_cls: 0.5540, loss_sal: 0.3112, loss_video_cal: 0.0000, loss_layer_cal: 0.0089, loss: 0.8741, mAP: 0.4344, best_mAP: 0.9039 [2024-04-16 18:18:25 INFO]: Epoch [181][1/1] lr: 0.0005, eta: 0:04:25, time: 0.056, data_time: 0.401, memory: 1619, loss_cls: 0.5506, loss_sal: 0.0983, loss_video_cal: 0.0213, loss_layer_cal: 0.0184, loss: 0.6886, scale: 32768.0000 [2024-04-16 18:18:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_181.pth... [2024-04-16 18:18:26 INFO]: Validating... [2024-04-16 18:18:26 INFO]: Epoch (val) [181][1] loss_cls: 0.5490, loss_sal: 0.3144, loss_video_cal: 0.0000, loss_layer_cal: 0.0092, loss: 0.8726, mAP: 0.4001, best_mAP: 0.9039 [2024-04-16 18:18:26 INFO]: Epoch [182][1/1] lr: 0.0005, eta: 0:04:24, time: 0.056, data_time: 0.400, memory: 1619, loss_cls: 0.5474, loss_sal: 0.1607, loss_video_cal: 0.0340, loss_layer_cal: 0.0119, loss: 0.7540, scale: 32768.0000 [2024-04-16 18:18:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_182.pth... [2024-04-16 18:18:26 INFO]: Validating... [2024-04-16 18:18:27 INFO]: Epoch (val) [182][1] loss_cls: 0.5461, loss_sal: 0.2945, loss_video_cal: 0.0000, loss_layer_cal: 0.0091, loss: 0.8497, mAP: 0.4023, best_mAP: 0.9039 [2024-04-16 18:18:27 INFO]: Epoch [183][1/1] lr: 0.0005, eta: 0:04:24, time: 0.056, data_time: 0.403, memory: 1619, loss_cls: 0.5466, loss_sal: 0.1944, loss_video_cal: 0.0292, loss_layer_cal: 0.0086, loss: 0.7788, scale: 32768.0000 [2024-04-16 18:18:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_183.pth... [2024-04-16 18:18:27 INFO]: Validating... [2024-04-16 18:18:27 INFO]: Epoch (val) [183][1] loss_cls: 0.5470, loss_sal: 0.2776, loss_video_cal: 0.0000, loss_layer_cal: 0.0091, loss: 0.8337, mAP: 0.4321, best_mAP: 0.9039 [2024-04-16 18:18:28 INFO]: Epoch [184][1/1] lr: 0.0005, eta: 0:04:23, time: 0.060, data_time: 0.405, memory: 1619, loss_cls: 0.5456, loss_sal: 0.2176, loss_video_cal: 0.0287, loss_layer_cal: 0.0146, loss: 0.8065, scale: 32768.0000 [2024-04-16 18:18:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_184.pth... [2024-04-16 18:18:28 INFO]: Validating... [2024-04-16 18:18:28 INFO]: Epoch (val) [184][1] loss_cls: 0.5505, loss_sal: 0.2833, loss_video_cal: 0.0000, loss_layer_cal: 0.0091, loss: 0.8429, mAP: 0.3265, best_mAP: 0.9039 [2024-04-16 18:18:29 INFO]: Epoch [185][1/1] lr: 0.0005, eta: 0:04:22, time: 0.063, data_time: 0.435, memory: 1619, loss_cls: 0.5485, loss_sal: 0.1074, loss_video_cal: 0.0239, loss_layer_cal: 0.0079, loss: 0.6877, scale: 32768.0000 [2024-04-16 18:18:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_185.pth... [2024-04-16 18:18:29 INFO]: Validating... [2024-04-16 18:18:29 INFO]: Epoch (val) [185][1] loss_cls: 0.5525, loss_sal: 0.2874, loss_video_cal: 0.0000, loss_layer_cal: 0.0092, loss: 0.8491, mAP: 0.3223, best_mAP: 0.9039 [2024-04-16 18:18:30 INFO]: Epoch [186][1/1] lr: 0.0005, eta: 0:04:21, time: 0.063, data_time: 0.438, memory: 1619, loss_cls: 0.5458, loss_sal: 0.2786, loss_video_cal: 0.0366, loss_layer_cal: 0.0129, loss: 0.8739, scale: 32768.0000 [2024-04-16 18:18:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_186.pth... [2024-04-16 18:18:30 INFO]: Validating... [2024-04-16 18:18:30 INFO]: Epoch (val) [186][1] loss_cls: 0.5549, loss_sal: 0.2913, loss_video_cal: 0.0000, loss_layer_cal: 0.0094, loss: 0.8556, mAP: 0.3223, best_mAP: 0.9039 [2024-04-16 18:18:30 INFO]: Epoch [187][1/1] lr: 0.0005, eta: 0:04:20, time: 0.063, data_time: 0.439, memory: 1619, loss_cls: 0.5488, loss_sal: 0.1366, loss_video_cal: 0.0197, loss_layer_cal: 0.0115, loss: 0.7167, scale: 32768.0000 [2024-04-16 18:18:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_187.pth... [2024-04-16 18:18:31 INFO]: Validating... [2024-04-16 18:18:31 INFO]: Epoch (val) [187][1] loss_cls: 0.5531, loss_sal: 0.3130, loss_video_cal: 0.0000, loss_layer_cal: 0.0095, loss: 0.8756, mAP: 0.3265, best_mAP: 0.9039 [2024-04-16 18:18:31 INFO]: Epoch [188][1/1] lr: 0.0005, eta: 0:04:20, time: 0.061, data_time: 0.428, memory: 1619, loss_cls: 0.5515, loss_sal: 0.1680, loss_video_cal: 0.0291, loss_layer_cal: 0.0083, loss: 0.7569, scale: 32768.0000 [2024-04-16 18:18:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_188.pth... [2024-04-16 18:18:31 INFO]: Validating... [2024-04-16 18:18:32 INFO]: Epoch (val) [188][1] loss_cls: 0.5503, loss_sal: 0.3255, loss_video_cal: 0.0000, loss_layer_cal: 0.0098, loss: 0.8856, mAP: 0.3265, best_mAP: 0.9039 [2024-04-16 18:18:32 INFO]: Epoch [189][1/1] lr: 0.0005, eta: 0:04:19, time: 0.059, data_time: 0.423, memory: 1619, loss_cls: 0.5477, loss_sal: 0.1422, loss_video_cal: 0.0314, loss_layer_cal: 0.0100, loss: 0.7314, scale: 32768.0000 [2024-04-16 18:18:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_189.pth... [2024-04-16 18:18:32 INFO]: Validating... [2024-04-16 18:18:33 INFO]: Epoch (val) [189][1] loss_cls: 0.5466, loss_sal: 0.3200, loss_video_cal: 0.0000, loss_layer_cal: 0.0102, loss: 0.8768, mAP: 0.3265, best_mAP: 0.9039 [2024-04-16 18:18:33 INFO]: Epoch [190][1/1] lr: 0.0005, eta: 0:04:18, time: 0.062, data_time: 0.420, memory: 1619, loss_cls: 0.5469, loss_sal: 0.0900, loss_video_cal: 0.0259, loss_layer_cal: 0.0135, loss: 0.6763, scale: 32768.0000 [2024-04-16 18:18:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_190.pth... [2024-04-16 18:18:33 INFO]: Validating... [2024-04-16 18:18:33 INFO]: Epoch (val) [190][1] loss_cls: 0.5435, loss_sal: 0.3065, loss_video_cal: 0.0000, loss_layer_cal: 0.0104, loss: 0.8603, mAP: 0.4074, best_mAP: 0.9039 [2024-04-16 18:18:34 INFO]: Epoch [191][1/1] lr: 0.0005, eta: 0:04:17, time: 0.063, data_time: 0.438, memory: 1619, loss_cls: 0.5475, loss_sal: 0.1656, loss_video_cal: 0.0205, loss_layer_cal: 0.0101, loss: 0.7438, scale: 32768.0000 [2024-04-16 18:18:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_191.pth... [2024-04-16 18:18:34 INFO]: Validating... [2024-04-16 18:18:34 INFO]: Epoch (val) [191][1] loss_cls: 0.5419, loss_sal: 0.3147, loss_video_cal: 0.0000, loss_layer_cal: 0.0106, loss: 0.8671, mAP: 0.4496, best_mAP: 0.9039 [2024-04-16 18:18:35 INFO]: Epoch [192][1/1] lr: 0.0005, eta: 0:04:16, time: 0.066, data_time: 0.444, memory: 1619, loss_cls: 0.5468, loss_sal: 0.0497, loss_video_cal: 0.0150, loss_layer_cal: 0.0136, loss: 0.6252, scale: 32768.0000 [2024-04-16 18:18:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_192.pth... [2024-04-16 18:18:35 INFO]: Validating... [2024-04-16 18:18:35 INFO]: Epoch (val) [192][1] loss_cls: 0.5399, loss_sal: 0.3114, loss_video_cal: 0.0000, loss_layer_cal: 0.0109, loss: 0.8622, mAP: 0.4435, best_mAP: 0.9039 [2024-04-16 18:18:36 INFO]: Epoch [193][1/1] lr: 0.0005, eta: 0:04:16, time: 0.067, data_time: 0.451, memory: 1619, loss_cls: 0.5505, loss_sal: 0.1066, loss_video_cal: 0.0237, loss_layer_cal: 0.0132, loss: 0.6940, scale: 32768.0000 [2024-04-16 18:18:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_193.pth... [2024-04-16 18:18:36 INFO]: Validating... [2024-04-16 18:18:36 INFO]: Epoch (val) [193][1] loss_cls: 0.5376, loss_sal: 0.3057, loss_video_cal: 0.0000, loss_layer_cal: 0.0113, loss: 0.8545, mAP: 0.4623, best_mAP: 0.9039 [2024-04-16 18:18:37 INFO]: Epoch [194][1/1] lr: 0.0005, eta: 0:04:15, time: 0.062, data_time: 0.448, memory: 1619, loss_cls: 0.5512, loss_sal: 0.1726, loss_video_cal: 0.0153, loss_layer_cal: 0.0181, loss: 0.7573, scale: 32768.0000 [2024-04-16 18:18:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_194.pth... [2024-04-16 18:18:37 INFO]: Validating... [2024-04-16 18:18:37 INFO]: Epoch (val) [194][1] loss_cls: 0.5366, loss_sal: 0.3078, loss_video_cal: 0.0000, loss_layer_cal: 0.0113, loss: 0.8556, mAP: 0.4960, best_mAP: 0.9039 [2024-04-16 18:18:37 INFO]: Epoch [195][1/1] lr: 0.0005, eta: 0:04:14, time: 0.066, data_time: 0.436, memory: 1619, loss_cls: 0.5454, loss_sal: 0.0793, loss_video_cal: 0.0163, loss_layer_cal: 0.0110, loss: 0.6519, scale: 32768.0000 [2024-04-16 18:18:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_195.pth... [2024-04-16 18:18:38 INFO]: Validating... [2024-04-16 18:18:38 INFO]: Epoch (val) [195][1] loss_cls: 0.5363, loss_sal: 0.3034, loss_video_cal: 0.0000, loss_layer_cal: 0.0113, loss: 0.8511, mAP: 0.4991, best_mAP: 0.9039 [2024-04-16 18:18:38 INFO]: Epoch [196][1/1] lr: 0.0005, eta: 0:04:13, time: 0.063, data_time: 0.431, memory: 1619, loss_cls: 0.5460, loss_sal: 0.0395, loss_video_cal: 0.0124, loss_layer_cal: 0.0190, loss: 0.6169, scale: 32768.0000 [2024-04-16 18:18:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_196.pth... [2024-04-16 18:18:38 INFO]: Validating... [2024-04-16 18:18:39 INFO]: Epoch (val) [196][1] loss_cls: 0.5359, loss_sal: 0.2944, loss_video_cal: 0.0000, loss_layer_cal: 0.0111, loss: 0.8414, mAP: 0.4693, best_mAP: 0.9039 [2024-04-16 18:18:39 INFO]: Epoch [197][1/1] lr: 0.0005, eta: 0:04:12, time: 0.062, data_time: 0.425, memory: 1619, loss_cls: 0.5509, loss_sal: 0.3505, loss_video_cal: 0.0349, loss_layer_cal: 0.0187, loss: 0.9550, scale: 32768.0000 [2024-04-16 18:18:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_197.pth... [2024-04-16 18:18:39 INFO]: Validating... [2024-04-16 18:18:40 INFO]: Epoch (val) [197][1] loss_cls: 0.5359, loss_sal: 0.2925, loss_video_cal: 0.0000, loss_layer_cal: 0.0104, loss: 0.8388, mAP: 0.4693, best_mAP: 0.9039 [2024-04-16 18:18:40 INFO]: Epoch [198][1/1] lr: 0.0005, eta: 0:04:12, time: 0.063, data_time: 0.434, memory: 1619, loss_cls: 0.5476, loss_sal: 0.0842, loss_video_cal: 0.0290, loss_layer_cal: 0.0138, loss: 0.6746, scale: 32768.0000 [2024-04-16 18:18:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_198.pth... [2024-04-16 18:18:40 INFO]: Validating... [2024-04-16 18:18:40 INFO]: Epoch (val) [198][1] loss_cls: 0.5371, loss_sal: 0.2967, loss_video_cal: 0.0000, loss_layer_cal: 0.0098, loss: 0.8437, mAP: 0.4693, best_mAP: 0.9039 [2024-04-16 18:18:41 INFO]: Epoch [199][1/1] lr: 0.0005, eta: 0:04:11, time: 0.059, data_time: 0.418, memory: 1619, loss_cls: 0.5463, loss_sal: 0.1811, loss_video_cal: 0.0317, loss_layer_cal: 0.0128, loss: 0.7719, scale: 32768.0000 [2024-04-16 18:18:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_199.pth... [2024-04-16 18:18:41 INFO]: Validating... [2024-04-16 18:18:41 INFO]: Epoch (val) [199][1] loss_cls: 0.5371, loss_sal: 0.2967, loss_video_cal: 0.0000, loss_layer_cal: 0.0098, loss: 0.8437, mAP: 0.4693, best_mAP: 0.9039 [2024-04-16 18:18:42 INFO]: Epoch [200][1/1] lr: 0.0005, eta: 0:04:10, time: 0.057, data_time: 0.404, memory: 1619, loss_cls: 0.5448, loss_sal: 0.0848, loss_video_cal: 0.0178, loss_layer_cal: 0.0117, loss: 0.6592, scale: 16384.0000 [2024-04-16 18:18:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_200.pth... [2024-04-16 18:18:42 INFO]: Validating... [2024-04-16 18:18:42 INFO]: Epoch (val) [200][1] loss_cls: 0.5377, loss_sal: 0.2973, loss_video_cal: 0.0000, loss_layer_cal: 0.0095, loss: 0.8444, mAP: 0.4556, best_mAP: 0.9039 [2024-04-16 18:18:42 INFO]: Epoch [201][1/1] lr: 0.0005, eta: 0:04:09, time: 0.057, data_time: 0.409, memory: 1619, loss_cls: 0.5467, loss_sal: 0.5059, loss_video_cal: 0.0466, loss_layer_cal: 0.0083, loss: 1.1075, scale: 16384.0000 [2024-04-16 18:18:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_201.pth... [2024-04-16 18:18:43 INFO]: Validating... [2024-04-16 18:18:43 INFO]: Epoch (val) [201][1] loss_cls: 0.5600, loss_sal: 0.4041, loss_video_cal: 0.0000, loss_layer_cal: 0.0073, loss: 0.9714, mAP: 0.4860, best_mAP: 0.9039 [2024-04-16 18:18:43 INFO]: Epoch [202][1/1] lr: 0.0005, eta: 0:04:08, time: 0.058, data_time: 0.411, memory: 1619, loss_cls: 0.5538, loss_sal: 0.2298, loss_video_cal: 0.0586, loss_layer_cal: 0.0142, loss: 0.8564, scale: 16384.0000 [2024-04-16 18:18:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_202.pth... [2024-04-16 18:18:43 INFO]: Validating... [2024-04-16 18:18:44 INFO]: Epoch (val) [202][1] loss_cls: 0.5780, loss_sal: 0.4498, loss_video_cal: 0.0000, loss_layer_cal: 0.0058, loss: 1.0336, mAP: 0.4906, best_mAP: 0.9039 [2024-04-16 18:18:44 INFO]: Epoch [203][1/1] lr: 0.0005, eta: 0:04:07, time: 0.061, data_time: 0.426, memory: 1619, loss_cls: 0.5641, loss_sal: 0.1267, loss_video_cal: 0.0148, loss_layer_cal: 0.0174, loss: 0.7231, scale: 16384.0000 [2024-04-16 18:18:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_203.pth... [2024-04-16 18:18:44 INFO]: Validating... [2024-04-16 18:18:45 INFO]: Epoch (val) [203][1] loss_cls: 0.5687, loss_sal: 0.4626, loss_video_cal: 0.0000, loss_layer_cal: 0.0049, loss: 1.0361, mAP: 0.4070, best_mAP: 0.9039 [2024-04-16 18:18:45 INFO]: Epoch [204][1/1] lr: 0.0005, eta: 0:04:07, time: 0.061, data_time: 0.431, memory: 1619, loss_cls: 0.5585, loss_sal: 0.1709, loss_video_cal: 0.0206, loss_layer_cal: 0.0098, loss: 0.7598, scale: 16384.0000 [2024-04-16 18:18:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_204.pth... [2024-04-16 18:18:45 INFO]: Validating... [2024-04-16 18:18:45 INFO]: Epoch (val) [204][1] loss_cls: 0.5538, loss_sal: 0.4655, loss_video_cal: 0.0000, loss_layer_cal: 0.0043, loss: 1.0236, mAP: 0.2899, best_mAP: 0.9039 [2024-04-16 18:18:46 INFO]: Epoch [205][1/1] lr: 0.0005, eta: 0:04:06, time: 0.061, data_time: 0.424, memory: 1619, loss_cls: 0.5516, loss_sal: 0.2362, loss_video_cal: 0.0135, loss_layer_cal: 0.0066, loss: 0.8079, scale: 16384.0000 [2024-04-16 18:18:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_205.pth... [2024-04-16 18:18:46 INFO]: Validating... [2024-04-16 18:18:46 INFO]: Epoch (val) [205][1] loss_cls: 0.5464, loss_sal: 0.4653, loss_video_cal: 0.0000, loss_layer_cal: 0.0040, loss: 1.0157, mAP: 0.3140, best_mAP: 0.9039 [2024-04-16 18:18:47 INFO]: Epoch [206][1/1] lr: 0.0005, eta: 0:04:05, time: 0.060, data_time: 0.412, memory: 1619, loss_cls: 0.5456, loss_sal: 0.2035, loss_video_cal: 0.0304, loss_layer_cal: 0.0110, loss: 0.7905, scale: 16384.0000 [2024-04-16 18:18:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_206.pth... [2024-04-16 18:18:47 INFO]: Validating... [2024-04-16 18:18:47 INFO]: Epoch (val) [206][1] loss_cls: 0.5522, loss_sal: 0.4601, loss_video_cal: 0.0000, loss_layer_cal: 0.0039, loss: 1.0162, mAP: 0.3140, best_mAP: 0.9039 [2024-04-16 18:18:47 INFO]: Epoch [207][1/1] lr: 0.0005, eta: 0:04:04, time: 0.057, data_time: 0.406, memory: 1619, loss_cls: 0.5492, loss_sal: 0.1899, loss_video_cal: 0.0259, loss_layer_cal: 0.0152, loss: 0.7802, scale: 16384.0000 [2024-04-16 18:18:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_207.pth... [2024-04-16 18:18:48 INFO]: Validating... [2024-04-16 18:18:48 INFO]: Epoch (val) [207][1] loss_cls: 0.5674, loss_sal: 0.4594, loss_video_cal: 0.0000, loss_layer_cal: 0.0038, loss: 1.0307, mAP: 0.3140, best_mAP: 0.9039 [2024-04-16 18:18:48 INFO]: Epoch [208][1/1] lr: 0.0005, eta: 0:04:03, time: 0.056, data_time: 0.407, memory: 1619, loss_cls: 0.5602, loss_sal: 0.1705, loss_video_cal: 0.0113, loss_layer_cal: 0.0201, loss: 0.7620, scale: 16384.0000 [2024-04-16 18:18:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_208.pth... [2024-04-16 18:18:48 INFO]: Validating... [2024-04-16 18:18:49 INFO]: Epoch (val) [208][1] loss_cls: 0.5763, loss_sal: 0.4581, loss_video_cal: 0.0000, loss_layer_cal: 0.0039, loss: 1.0382, mAP: 0.3202, best_mAP: 0.9039 [2024-04-16 18:18:49 INFO]: Epoch [209][1/1] lr: 0.0005, eta: 0:04:02, time: 0.062, data_time: 0.424, memory: 1619, loss_cls: 0.5572, loss_sal: 0.1155, loss_video_cal: 0.0121, loss_layer_cal: 0.0156, loss: 0.7003, scale: 16384.0000 [2024-04-16 18:18:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_209.pth... [2024-04-16 18:18:49 INFO]: Validating... [2024-04-16 18:18:50 INFO]: Epoch (val) [209][1] loss_cls: 0.5749, loss_sal: 0.4571, loss_video_cal: 0.0000, loss_layer_cal: 0.0040, loss: 1.0359, mAP: 0.3202, best_mAP: 0.9039 [2024-04-16 18:18:50 INFO]: Epoch [210][1/1] lr: 0.0005, eta: 0:04:02, time: 0.062, data_time: 0.435, memory: 1619, loss_cls: 0.5630, loss_sal: 0.1837, loss_video_cal: 0.0212, loss_layer_cal: 0.0082, loss: 0.7760, scale: 16384.0000 [2024-04-16 18:18:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_210.pth... [2024-04-16 18:18:50 INFO]: Validating... [2024-04-16 18:18:50 INFO]: Epoch (val) [210][1] loss_cls: 0.5639, loss_sal: 0.4485, loss_video_cal: 0.0000, loss_layer_cal: 0.0041, loss: 1.0165, mAP: 0.3202, best_mAP: 0.9039 [2024-04-16 18:18:51 INFO]: Epoch [211][1/1] lr: 0.0005, eta: 0:04:01, time: 0.063, data_time: 0.440, memory: 1619, loss_cls: 0.5516, loss_sal: 0.1034, loss_video_cal: 0.0203, loss_layer_cal: 0.0131, loss: 0.6883, scale: 16384.0000 [2024-04-16 18:18:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_211.pth... [2024-04-16 18:18:51 INFO]: Validating... [2024-04-16 18:18:51 INFO]: Epoch (val) [211][1] loss_cls: 0.5546, loss_sal: 0.4398, loss_video_cal: 0.0000, loss_layer_cal: 0.0042, loss: 0.9986, mAP: 0.3275, best_mAP: 0.9039 [2024-04-16 18:18:52 INFO]: Epoch [212][1/1] lr: 0.0005, eta: 0:04:00, time: 0.062, data_time: 0.441, memory: 1619, loss_cls: 0.5490, loss_sal: 0.1469, loss_video_cal: 0.0143, loss_layer_cal: 0.0082, loss: 0.7185, scale: 16384.0000 [2024-04-16 18:18:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_212.pth... [2024-04-16 18:18:52 INFO]: Validating... [2024-04-16 18:18:52 INFO]: Epoch (val) [212][1] loss_cls: 0.5501, loss_sal: 0.4316, loss_video_cal: 0.0000, loss_layer_cal: 0.0044, loss: 0.9861, mAP: 0.3275, best_mAP: 0.9039 [2024-04-16 18:18:53 INFO]: Epoch [213][1/1] lr: 0.0005, eta: 0:03:59, time: 0.057, data_time: 0.414, memory: 1619, loss_cls: 0.5454, loss_sal: 0.1451, loss_video_cal: 0.0169, loss_layer_cal: 0.0102, loss: 0.7176, scale: 16384.0000 [2024-04-16 18:18:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_213.pth... [2024-04-16 18:18:53 INFO]: Validating... [2024-04-16 18:18:53 INFO]: Epoch (val) [213][1] loss_cls: 0.5506, loss_sal: 0.4251, loss_video_cal: 0.0000, loss_layer_cal: 0.0046, loss: 0.9802, mAP: 0.3298, best_mAP: 0.9039 [2024-04-16 18:18:53 INFO]: Epoch [214][1/1] lr: 0.0005, eta: 0:03:58, time: 0.054, data_time: 0.399, memory: 1619, loss_cls: 0.5469, loss_sal: 0.2699, loss_video_cal: 0.0158, loss_layer_cal: 0.0126, loss: 0.8451, scale: 16384.0000 [2024-04-16 18:18:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_214.pth... [2024-04-16 18:18:53 INFO]: Validating... [2024-04-16 18:18:54 INFO]: Epoch (val) [214][1] loss_cls: 0.5537, loss_sal: 0.4143, loss_video_cal: 0.0000, loss_layer_cal: 0.0048, loss: 0.9728, mAP: 0.2966, best_mAP: 0.9039 [2024-04-16 18:18:54 INFO]: Epoch [215][1/1] lr: 0.0005, eta: 0:03:57, time: 0.054, data_time: 0.380, memory: 1619, loss_cls: 0.5502, loss_sal: 0.1203, loss_video_cal: 0.0169, loss_layer_cal: 0.0079, loss: 0.6953, scale: 16384.0000 [2024-04-16 18:18:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_215.pth... [2024-04-16 18:18:54 INFO]: Validating... [2024-04-16 18:18:54 INFO]: Epoch (val) [215][1] loss_cls: 0.5551, loss_sal: 0.4070, loss_video_cal: 0.0000, loss_layer_cal: 0.0049, loss: 0.9671, mAP: 0.3228, best_mAP: 0.9039 [2024-04-16 18:18:55 INFO]: Epoch [216][1/1] lr: 0.0005, eta: 0:03:56, time: 0.054, data_time: 0.387, memory: 1619, loss_cls: 0.5486, loss_sal: 0.0935, loss_video_cal: 0.0135, loss_layer_cal: 0.0187, loss: 0.6744, scale: 16384.0000 [2024-04-16 18:18:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_216.pth... [2024-04-16 18:18:55 INFO]: Validating... [2024-04-16 18:18:55 INFO]: Epoch (val) [216][1] loss_cls: 0.5526, loss_sal: 0.4058, loss_video_cal: 0.0000, loss_layer_cal: 0.0051, loss: 0.9635, mAP: 0.3831, best_mAP: 0.9039 [2024-04-16 18:18:56 INFO]: Epoch [217][1/1] lr: 0.0005, eta: 0:03:56, time: 0.054, data_time: 0.380, memory: 1619, loss_cls: 0.5493, loss_sal: 0.0888, loss_video_cal: 0.0185, loss_layer_cal: 0.0122, loss: 0.6688, scale: 16384.0000 [2024-04-16 18:18:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_217.pth... [2024-04-16 18:18:56 INFO]: Validating... [2024-04-16 18:18:56 INFO]: Epoch (val) [217][1] loss_cls: 0.5473, loss_sal: 0.4059, loss_video_cal: 0.0000, loss_layer_cal: 0.0053, loss: 0.9584, mAP: 0.4651, best_mAP: 0.9039 [2024-04-16 18:18:56 INFO]: Epoch [218][1/1] lr: 0.0005, eta: 0:03:55, time: 0.055, data_time: 0.397, memory: 1619, loss_cls: 0.5437, loss_sal: 0.1701, loss_video_cal: 0.0259, loss_layer_cal: 0.0088, loss: 0.7484, scale: 16384.0000 [2024-04-16 18:18:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_218.pth... [2024-04-16 18:18:57 INFO]: Validating... [2024-04-16 18:18:57 INFO]: Epoch (val) [218][1] loss_cls: 0.5433, loss_sal: 0.4083, loss_video_cal: 0.0000, loss_layer_cal: 0.0053, loss: 0.9569, mAP: 0.4272, best_mAP: 0.9039 [2024-04-16 18:18:57 INFO]: Epoch [219][1/1] lr: 0.0005, eta: 0:03:54, time: 0.057, data_time: 0.398, memory: 1619, loss_cls: 0.5444, loss_sal: 0.0574, loss_video_cal: 0.0154, loss_layer_cal: 0.0187, loss: 0.6358, scale: 16384.0000 [2024-04-16 18:18:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_219.pth... [2024-04-16 18:18:57 INFO]: Validating... [2024-04-16 18:18:58 INFO]: Epoch (val) [219][1] loss_cls: 0.5424, loss_sal: 0.4141, loss_video_cal: 0.0000, loss_layer_cal: 0.0055, loss: 0.9619, mAP: 0.4551, best_mAP: 0.9039 [2024-04-16 18:18:58 INFO]: Epoch [220][1/1] lr: 0.0005, eta: 0:03:53, time: 0.059, data_time: 0.400, memory: 1619, loss_cls: 0.5428, loss_sal: 0.1651, loss_video_cal: 0.0106, loss_layer_cal: 0.0098, loss: 0.7283, scale: 16384.0000 [2024-04-16 18:18:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_220.pth... [2024-04-16 18:18:58 INFO]: Validating... [2024-04-16 18:18:58 INFO]: Epoch (val) [220][1] loss_cls: 0.5430, loss_sal: 0.4041, loss_video_cal: 0.0000, loss_layer_cal: 0.0057, loss: 0.9527, mAP: 0.4508, best_mAP: 0.9039 [2024-04-16 18:18:59 INFO]: Epoch [221][1/1] lr: 0.0005, eta: 0:03:52, time: 0.062, data_time: 0.414, memory: 1619, loss_cls: 0.5445, loss_sal: 0.2214, loss_video_cal: 0.0350, loss_layer_cal: 0.0103, loss: 0.8111, scale: 16384.0000 [2024-04-16 18:18:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_221.pth... [2024-04-16 18:18:59 INFO]: Validating... [2024-04-16 18:18:59 INFO]: Epoch (val) [221][1] loss_cls: 0.5468, loss_sal: 0.4131, loss_video_cal: 0.0000, loss_layer_cal: 0.0060, loss: 0.9658, mAP: 0.4485, best_mAP: 0.9039 [2024-04-16 18:19:00 INFO]: Epoch [222][1/1] lr: 0.0005, eta: 0:03:51, time: 0.062, data_time: 0.429, memory: 1619, loss_cls: 0.5418, loss_sal: 0.0885, loss_video_cal: 0.0260, loss_layer_cal: 0.0138, loss: 0.6701, scale: 16384.0000 [2024-04-16 18:19:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_222.pth... [2024-04-16 18:19:00 INFO]: Validating... [2024-04-16 18:19:00 INFO]: Epoch (val) [222][1] loss_cls: 0.5508, loss_sal: 0.4274, loss_video_cal: 0.0000, loss_layer_cal: 0.0062, loss: 0.9843, mAP: 0.4631, best_mAP: 0.9039 [2024-04-16 18:19:01 INFO]: Epoch [223][1/1] lr: 0.0005, eta: 0:03:50, time: 0.060, data_time: 0.409, memory: 1619, loss_cls: 0.5441, loss_sal: 0.3609, loss_video_cal: 0.0191, loss_layer_cal: 0.0102, loss: 0.9343, scale: 16384.0000 [2024-04-16 18:19:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_223.pth... [2024-04-16 18:19:01 INFO]: Validating... [2024-04-16 18:19:01 INFO]: Epoch (val) [223][1] loss_cls: 0.5390, loss_sal: 0.4056, loss_video_cal: 0.0000, loss_layer_cal: 0.0063, loss: 0.9510, mAP: 0.4541, best_mAP: 0.9039 [2024-04-16 18:19:01 INFO]: Epoch [224][1/1] lr: 0.0005, eta: 0:03:50, time: 0.060, data_time: 0.413, memory: 1619, loss_cls: 0.5390, loss_sal: 0.1002, loss_video_cal: 0.0139, loss_layer_cal: 0.0143, loss: 0.6674, scale: 16384.0000 [2024-04-16 18:19:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_224.pth... [2024-04-16 18:19:01 INFO]: Validating... [2024-04-16 18:19:02 INFO]: Epoch (val) [224][1] loss_cls: 0.5348, loss_sal: 0.4050, loss_video_cal: 0.0000, loss_layer_cal: 0.0065, loss: 0.9463, mAP: 0.4509, best_mAP: 0.9039 [2024-04-16 18:19:02 INFO]: Epoch [225][1/1] lr: 0.0005, eta: 0:03:49, time: 0.059, data_time: 0.423, memory: 1619, loss_cls: 0.5436, loss_sal: 0.1113, loss_video_cal: 0.0144, loss_layer_cal: 0.0104, loss: 0.6796, scale: 16384.0000 [2024-04-16 18:19:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_225.pth... [2024-04-16 18:19:02 INFO]: Validating... [2024-04-16 18:19:03 INFO]: Epoch (val) [225][1] loss_cls: 0.5341, loss_sal: 0.4081, loss_video_cal: 0.0000, loss_layer_cal: 0.0067, loss: 0.9489, mAP: 0.4489, best_mAP: 0.9039 [2024-04-16 18:19:03 INFO]: Epoch [226][1/1] lr: 0.0005, eta: 0:03:48, time: 0.059, data_time: 0.407, memory: 1619, loss_cls: 0.5437, loss_sal: 0.1348, loss_video_cal: 0.0236, loss_layer_cal: 0.0128, loss: 0.7150, scale: 16384.0000 [2024-04-16 18:19:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_226.pth... [2024-04-16 18:19:03 INFO]: Validating... [2024-04-16 18:19:03 INFO]: Epoch (val) [226][1] loss_cls: 0.5349, loss_sal: 0.4137, loss_video_cal: 0.0000, loss_layer_cal: 0.0067, loss: 0.9553, mAP: 0.4489, best_mAP: 0.9039 [2024-04-16 18:19:04 INFO]: Epoch [227][1/1] lr: 0.0005, eta: 0:03:47, time: 0.059, data_time: 0.414, memory: 1619, loss_cls: 0.5418, loss_sal: 0.1170, loss_video_cal: 0.0114, loss_layer_cal: 0.0121, loss: 0.6823, scale: 16384.0000 [2024-04-16 18:19:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_227.pth... [2024-04-16 18:19:04 INFO]: Validating... [2024-04-16 18:19:04 INFO]: Epoch (val) [227][1] loss_cls: 0.5367, loss_sal: 0.4190, loss_video_cal: 0.0000, loss_layer_cal: 0.0068, loss: 0.9626, mAP: 0.4489, best_mAP: 0.9039 [2024-04-16 18:19:05 INFO]: Epoch [228][1/1] lr: 0.0005, eta: 0:03:46, time: 0.061, data_time: 0.420, memory: 1619, loss_cls: 0.5439, loss_sal: 0.1083, loss_video_cal: 0.0302, loss_layer_cal: 0.0099, loss: 0.6923, scale: 16384.0000 [2024-04-16 18:19:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_228.pth... [2024-04-16 18:19:05 INFO]: Validating... [2024-04-16 18:19:05 INFO]: Epoch (val) [228][1] loss_cls: 0.5428, loss_sal: 0.4241, loss_video_cal: 0.0000, loss_layer_cal: 0.0068, loss: 0.9738, mAP: 0.4489, best_mAP: 0.9039 [2024-04-16 18:19:05 INFO]: Epoch [229][1/1] lr: 0.0005, eta: 0:03:45, time: 0.058, data_time: 0.415, memory: 1619, loss_cls: 0.5436, loss_sal: 0.3252, loss_video_cal: 0.0392, loss_layer_cal: 0.0125, loss: 0.9205, scale: 16384.0000 [2024-04-16 18:19:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_229.pth... [2024-04-16 18:19:06 INFO]: Validating... [2024-04-16 18:19:06 INFO]: Epoch (val) [229][1] loss_cls: 0.5449, loss_sal: 0.4284, loss_video_cal: 0.0000, loss_layer_cal: 0.0068, loss: 0.9801, mAP: 0.4489, best_mAP: 0.9039 [2024-04-16 18:19:06 INFO]: Epoch [230][1/1] lr: 0.0005, eta: 0:03:44, time: 0.057, data_time: 0.409, memory: 1619, loss_cls: 0.5468, loss_sal: 0.0952, loss_video_cal: 0.0318, loss_layer_cal: 0.0075, loss: 0.6814, scale: 16384.0000 [2024-04-16 18:19:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_230.pth... [2024-04-16 18:19:06 INFO]: Validating... [2024-04-16 18:19:07 INFO]: Epoch (val) [230][1] loss_cls: 0.5444, loss_sal: 0.4314, loss_video_cal: 0.0000, loss_layer_cal: 0.0067, loss: 0.9825, mAP: 0.4489, best_mAP: 0.9039 [2024-04-16 18:19:07 INFO]: Epoch [231][1/1] lr: 0.0005, eta: 0:03:44, time: 0.060, data_time: 0.430, memory: 1619, loss_cls: 0.5444, loss_sal: 0.1182, loss_video_cal: 0.0152, loss_layer_cal: 0.0098, loss: 0.6876, scale: 16384.0000 [2024-04-16 18:19:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_231.pth... [2024-04-16 18:19:07 INFO]: Validating... [2024-04-16 18:19:08 INFO]: Epoch (val) [231][1] loss_cls: 0.5424, loss_sal: 0.4330, loss_video_cal: 0.0000, loss_layer_cal: 0.0067, loss: 0.9821, mAP: 0.4489, best_mAP: 0.9039 [2024-04-16 18:19:08 INFO]: Epoch [232][1/1] lr: 0.0005, eta: 0:03:43, time: 0.060, data_time: 0.403, memory: 1619, loss_cls: 0.5410, loss_sal: 0.1252, loss_video_cal: 0.0261, loss_layer_cal: 0.0172, loss: 0.7095, scale: 16384.0000 [2024-04-16 18:19:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_232.pth... [2024-04-16 18:19:08 INFO]: Validating... [2024-04-16 18:19:08 INFO]: Epoch (val) [232][1] loss_cls: 0.5416, loss_sal: 0.4410, loss_video_cal: 0.0000, loss_layer_cal: 0.0067, loss: 0.9892, mAP: 0.4489, best_mAP: 0.9039 [2024-04-16 18:19:09 INFO]: Epoch [233][1/1] lr: 0.0005, eta: 0:03:42, time: 0.058, data_time: 0.416, memory: 1619, loss_cls: 0.5408, loss_sal: 0.2330, loss_video_cal: 0.0179, loss_layer_cal: 0.0084, loss: 0.8001, scale: 16384.0000 [2024-04-16 18:19:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_233.pth... [2024-04-16 18:19:09 INFO]: Validating... [2024-04-16 18:19:09 INFO]: Epoch (val) [233][1] loss_cls: 0.5419, loss_sal: 0.4472, loss_video_cal: 0.0000, loss_layer_cal: 0.0067, loss: 0.9958, mAP: 0.4489, best_mAP: 0.9039 [2024-04-16 18:19:10 INFO]: Epoch [234][1/1] lr: 0.0005, eta: 0:03:41, time: 0.062, data_time: 0.419, memory: 1619, loss_cls: 0.5428, loss_sal: 0.0947, loss_video_cal: 0.0224, loss_layer_cal: 0.0131, loss: 0.6729, scale: 16384.0000 [2024-04-16 18:19:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_234.pth... [2024-04-16 18:19:10 INFO]: Validating... [2024-04-16 18:19:10 INFO]: Epoch (val) [234][1] loss_cls: 0.5422, loss_sal: 0.4538, loss_video_cal: 0.0000, loss_layer_cal: 0.0067, loss: 1.0027, mAP: 0.4489, best_mAP: 0.9039 [2024-04-16 18:19:10 INFO]: Epoch [235][1/1] lr: 0.0005, eta: 0:03:40, time: 0.062, data_time: 0.415, memory: 1619, loss_cls: 0.5434, loss_sal: 0.2397, loss_video_cal: 0.0310, loss_layer_cal: 0.0114, loss: 0.8256, scale: 16384.0000 [2024-04-16 18:19:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_235.pth... [2024-04-16 18:19:11 INFO]: Validating... [2024-04-16 18:19:11 INFO]: Epoch (val) [235][1] loss_cls: 0.5421, loss_sal: 0.4614, loss_video_cal: 0.0000, loss_layer_cal: 0.0067, loss: 1.0102, mAP: 0.4582, best_mAP: 0.9039 [2024-04-16 18:19:11 INFO]: Epoch [236][1/1] lr: 0.0005, eta: 0:03:39, time: 0.062, data_time: 0.420, memory: 1619, loss_cls: 0.5401, loss_sal: 0.0290, loss_video_cal: 0.0173, loss_layer_cal: 0.0091, loss: 0.5956, scale: 16384.0000 [2024-04-16 18:19:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_236.pth... [2024-04-16 18:19:11 INFO]: Validating... [2024-04-16 18:19:12 INFO]: Epoch (val) [236][1] loss_cls: 0.5421, loss_sal: 0.4727, loss_video_cal: 0.0000, loss_layer_cal: 0.0066, loss: 1.0213, mAP: 0.4582, best_mAP: 0.9039 [2024-04-16 18:19:12 INFO]: Epoch [237][1/1] lr: 0.0005, eta: 0:03:39, time: 0.062, data_time: 0.425, memory: 1619, loss_cls: 0.5439, loss_sal: 0.0798, loss_video_cal: 0.0147, loss_layer_cal: 0.0113, loss: 0.6497, scale: 16384.0000 [2024-04-16 18:19:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_237.pth... [2024-04-16 18:19:12 INFO]: Validating... [2024-04-16 18:19:13 INFO]: Epoch (val) [237][1] loss_cls: 0.5438, loss_sal: 0.4872, loss_video_cal: 0.0000, loss_layer_cal: 0.0066, loss: 1.0376, mAP: 0.4256, best_mAP: 0.9039 [2024-04-16 18:19:13 INFO]: Epoch [238][1/1] lr: 0.0005, eta: 0:03:38, time: 0.062, data_time: 0.424, memory: 1619, loss_cls: 0.5426, loss_sal: 0.2346, loss_video_cal: 0.0366, loss_layer_cal: 0.0092, loss: 0.8230, scale: 16384.0000 [2024-04-16 18:19:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_238.pth... [2024-04-16 18:19:13 INFO]: Validating... [2024-04-16 18:19:13 INFO]: Epoch (val) [238][1] loss_cls: 0.5442, loss_sal: 0.4839, loss_video_cal: 0.0000, loss_layer_cal: 0.0065, loss: 1.0346, mAP: 0.4706, best_mAP: 0.9039 [2024-04-16 18:19:14 INFO]: Epoch [239][1/1] lr: 0.0005, eta: 0:03:37, time: 0.061, data_time: 0.427, memory: 1619, loss_cls: 0.5410, loss_sal: 0.0678, loss_video_cal: 0.0204, loss_layer_cal: 0.0200, loss: 0.6492, scale: 16384.0000 [2024-04-16 18:19:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_239.pth... [2024-04-16 18:19:14 INFO]: Validating... [2024-04-16 18:19:14 INFO]: Epoch (val) [239][1] loss_cls: 0.5446, loss_sal: 0.4806, loss_video_cal: 0.0000, loss_layer_cal: 0.0065, loss: 1.0316, mAP: 0.4706, best_mAP: 0.9039 [2024-04-16 18:19:15 INFO]: Epoch [240][1/1] lr: 0.0005, eta: 0:03:36, time: 0.062, data_time: 0.429, memory: 1619, loss_cls: 0.5441, loss_sal: 0.0808, loss_video_cal: 0.0232, loss_layer_cal: 0.0075, loss: 0.6556, scale: 16384.0000 [2024-04-16 18:19:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_240.pth... [2024-04-16 18:19:15 INFO]: Validating... [2024-04-16 18:19:15 INFO]: Epoch (val) [240][1] loss_cls: 0.5455, loss_sal: 0.4821, loss_video_cal: 0.0000, loss_layer_cal: 0.0064, loss: 1.0341, mAP: 0.4706, best_mAP: 0.9039 [2024-04-16 18:19:16 INFO]: Epoch [241][1/1] lr: 0.0005, eta: 0:03:35, time: 0.062, data_time: 0.436, memory: 1619, loss_cls: 0.5422, loss_sal: 0.0521, loss_video_cal: 0.0197, loss_layer_cal: 0.0052, loss: 0.6192, scale: 16384.0000 [2024-04-16 18:19:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_241.pth... [2024-04-16 18:19:16 INFO]: Validating... [2024-04-16 18:19:16 INFO]: Epoch (val) [241][1] loss_cls: 0.5441, loss_sal: 0.4815, loss_video_cal: 0.0000, loss_layer_cal: 0.0064, loss: 1.0320, mAP: 0.4706, best_mAP: 0.9039 [2024-04-16 18:19:16 INFO]: Epoch [242][1/1] lr: 0.0005, eta: 0:03:35, time: 0.061, data_time: 0.434, memory: 1619, loss_cls: 0.5394, loss_sal: 0.0644, loss_video_cal: 0.0113, loss_layer_cal: 0.0089, loss: 0.6240, scale: 16384.0000 [2024-04-16 18:19:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_242.pth... [2024-04-16 18:19:17 INFO]: Validating... [2024-04-16 18:19:17 INFO]: Epoch (val) [242][1] loss_cls: 0.5432, loss_sal: 0.4827, loss_video_cal: 0.0000, loss_layer_cal: 0.0064, loss: 1.0323, mAP: 0.4256, best_mAP: 0.9039 [2024-04-16 18:19:17 INFO]: Epoch [243][1/1] lr: 0.0005, eta: 0:03:34, time: 0.062, data_time: 0.439, memory: 1619, loss_cls: 0.5478, loss_sal: 0.0648, loss_video_cal: 0.0210, loss_layer_cal: 0.0082, loss: 0.6417, scale: 16384.0000 [2024-04-16 18:19:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_243.pth... [2024-04-16 18:19:17 INFO]: Validating... [2024-04-16 18:19:18 INFO]: Epoch (val) [243][1] loss_cls: 0.5418, loss_sal: 0.4827, loss_video_cal: 0.0000, loss_layer_cal: 0.0064, loss: 1.0309, mAP: 0.4603, best_mAP: 0.9039 [2024-04-16 18:19:18 INFO]: Epoch [244][1/1] lr: 0.0005, eta: 0:03:33, time: 0.061, data_time: 0.423, memory: 1619, loss_cls: 0.5458, loss_sal: 0.1602, loss_video_cal: 0.0304, loss_layer_cal: 0.0129, loss: 0.7493, scale: 16384.0000 [2024-04-16 18:19:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_244.pth... [2024-04-16 18:19:18 INFO]: Validating... [2024-04-16 18:19:18 INFO]: Epoch (val) [244][1] loss_cls: 0.5433, loss_sal: 0.4868, loss_video_cal: 0.0000, loss_layer_cal: 0.0064, loss: 1.0365, mAP: 0.4603, best_mAP: 0.9039 [2024-04-16 18:19:19 INFO]: Epoch [245][1/1] lr: 0.0005, eta: 0:03:32, time: 0.057, data_time: 0.404, memory: 1619, loss_cls: 0.5466, loss_sal: 0.0353, loss_video_cal: 0.0161, loss_layer_cal: 0.0061, loss: 0.6041, scale: 16384.0000 [2024-04-16 18:19:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_245.pth... [2024-04-16 18:19:19 INFO]: Validating... [2024-04-16 18:19:19 INFO]: Epoch (val) [245][1] loss_cls: 0.5453, loss_sal: 0.4976, loss_video_cal: 0.0000, loss_layer_cal: 0.0064, loss: 1.0493, mAP: 0.4603, best_mAP: 0.9039 [2024-04-16 18:19:20 INFO]: Epoch [246][1/1] lr: 0.0005, eta: 0:03:31, time: 0.057, data_time: 0.410, memory: 1619, loss_cls: 0.5409, loss_sal: 0.0486, loss_video_cal: 0.0106, loss_layer_cal: 0.0093, loss: 0.6093, scale: 16384.0000 [2024-04-16 18:19:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_246.pth... [2024-04-16 18:19:20 INFO]: Validating... [2024-04-16 18:19:20 INFO]: Epoch (val) [246][1] loss_cls: 0.5458, loss_sal: 0.5079, loss_video_cal: 0.0000, loss_layer_cal: 0.0065, loss: 1.0603, mAP: 0.4256, best_mAP: 0.9039 [2024-04-16 18:19:21 INFO]: Epoch [247][1/1] lr: 0.0005, eta: 0:03:30, time: 0.054, data_time: 0.389, memory: 1619, loss_cls: 0.5452, loss_sal: 0.0322, loss_video_cal: 0.0086, loss_layer_cal: 0.0064, loss: 0.5924, scale: 16384.0000 [2024-04-16 18:19:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_247.pth... [2024-04-16 18:19:21 INFO]: Validating... [2024-04-16 18:19:21 INFO]: Epoch (val) [247][1] loss_cls: 0.5447, loss_sal: 0.5208, loss_video_cal: 0.0000, loss_layer_cal: 0.0067, loss: 1.0723, mAP: 0.4256, best_mAP: 0.9039 [2024-04-16 18:19:21 INFO]: Epoch [248][1/1] lr: 0.0005, eta: 0:03:29, time: 0.059, data_time: 0.401, memory: 1619, loss_cls: 0.5416, loss_sal: 0.0964, loss_video_cal: 0.0223, loss_layer_cal: 0.0123, loss: 0.6726, scale: 16384.0000 [2024-04-16 18:19:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_248.pth... [2024-04-16 18:19:21 INFO]: Validating... [2024-04-16 18:19:22 INFO]: Epoch (val) [248][1] loss_cls: 0.5449, loss_sal: 0.5267, loss_video_cal: 0.0000, loss_layer_cal: 0.0068, loss: 1.0784, mAP: 0.4387, best_mAP: 0.9039 [2024-04-16 18:19:22 INFO]: Epoch [249][1/1] lr: 0.0005, eta: 0:03:29, time: 0.064, data_time: 0.418, memory: 1619, loss_cls: 0.5409, loss_sal: 0.0150, loss_video_cal: 0.0069, loss_layer_cal: 0.0073, loss: 0.5700, scale: 16384.0000 [2024-04-16 18:19:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_249.pth... [2024-04-16 18:19:22 INFO]: Validating... [2024-04-16 18:19:23 INFO]: Epoch (val) [249][1] loss_cls: 0.5474, loss_sal: 0.5237, loss_video_cal: 0.0000, loss_layer_cal: 0.0070, loss: 1.0782, mAP: 0.4762, best_mAP: 0.9039 [2024-04-16 18:19:23 INFO]: Epoch [250][1/1] lr: 0.0005, eta: 0:03:28, time: 0.065, data_time: 0.436, memory: 1619, loss_cls: 0.5421, loss_sal: 0.0712, loss_video_cal: 0.0262, loss_layer_cal: 0.0088, loss: 0.6483, scale: 16384.0000 [2024-04-16 18:19:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_250.pth... [2024-04-16 18:19:23 INFO]: Validating... [2024-04-16 18:19:23 INFO]: Epoch (val) [250][1] loss_cls: 0.5498, loss_sal: 0.5137, loss_video_cal: 0.0000, loss_layer_cal: 0.0071, loss: 1.0706, mAP: 0.4773, best_mAP: 0.9039 [2024-04-16 18:19:24 INFO]: Epoch [251][1/1] lr: 0.0005, eta: 0:03:27, time: 0.063, data_time: 0.438, memory: 1619, loss_cls: 0.5448, loss_sal: 0.0471, loss_video_cal: 0.0083, loss_layer_cal: 0.0112, loss: 0.6114, scale: 16384.0000 [2024-04-16 18:19:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_251.pth... [2024-04-16 18:19:24 INFO]: Validating... [2024-04-16 18:19:24 INFO]: Epoch (val) [251][1] loss_cls: 0.5504, loss_sal: 0.5015, loss_video_cal: 0.0000, loss_layer_cal: 0.0072, loss: 1.0592, mAP: 0.4773, best_mAP: 0.9039 [2024-04-16 18:19:25 INFO]: Epoch [252][1/1] lr: 0.0005, eta: 0:03:26, time: 0.062, data_time: 0.435, memory: 1619, loss_cls: 0.5442, loss_sal: 0.0713, loss_video_cal: 0.0167, loss_layer_cal: 0.0073, loss: 0.6395, scale: 16384.0000 [2024-04-16 18:19:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_252.pth... [2024-04-16 18:19:25 INFO]: Validating... [2024-04-16 18:19:25 INFO]: Epoch (val) [252][1] loss_cls: 0.5480, loss_sal: 0.5056, loss_video_cal: 0.0000, loss_layer_cal: 0.0072, loss: 1.0608, mAP: 0.4773, best_mAP: 0.9039 [2024-04-16 18:19:26 INFO]: Epoch [253][1/1] lr: 0.0005, eta: 0:03:25, time: 0.062, data_time: 0.414, memory: 1619, loss_cls: 0.5425, loss_sal: 0.2669, loss_video_cal: 0.0332, loss_layer_cal: 0.0072, loss: 0.8498, scale: 16384.0000 [2024-04-16 18:19:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_253.pth... [2024-04-16 18:19:26 INFO]: Validating... [2024-04-16 18:19:26 INFO]: Epoch (val) [253][1] loss_cls: 0.5443, loss_sal: 0.5255, loss_video_cal: 0.0000, loss_layer_cal: 0.0071, loss: 1.0769, mAP: 0.4387, best_mAP: 0.9039 [2024-04-16 18:19:26 INFO]: Epoch [254][1/1] lr: 0.0005, eta: 0:03:25, time: 0.059, data_time: 0.419, memory: 1619, loss_cls: 0.5485, loss_sal: 0.0651, loss_video_cal: 0.0165, loss_layer_cal: 0.0116, loss: 0.6418, scale: 16384.0000 [2024-04-16 18:19:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_254.pth... [2024-04-16 18:19:27 INFO]: Validating... [2024-04-16 18:19:27 INFO]: Epoch (val) [254][1] loss_cls: 0.5446, loss_sal: 0.4997, loss_video_cal: 0.0000, loss_layer_cal: 0.0072, loss: 1.0515, mAP: 0.4256, best_mAP: 0.9039 [2024-04-16 18:19:27 INFO]: Epoch [255][1/1] lr: 0.0005, eta: 0:03:24, time: 0.063, data_time: 0.423, memory: 1619, loss_cls: 0.5408, loss_sal: 0.1101, loss_video_cal: 0.0185, loss_layer_cal: 0.0075, loss: 0.6769, scale: 16384.0000 [2024-04-16 18:19:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_255.pth... [2024-04-16 18:19:27 INFO]: Validating... [2024-04-16 18:19:28 INFO]: Epoch (val) [255][1] loss_cls: 0.5462, loss_sal: 0.4671, loss_video_cal: 0.0000, loss_layer_cal: 0.0072, loss: 1.0205, mAP: 0.4256, best_mAP: 0.9039 [2024-04-16 18:19:28 INFO]: Epoch [256][1/1] lr: 0.0005, eta: 0:03:23, time: 0.065, data_time: 0.432, memory: 1619, loss_cls: 0.5389, loss_sal: 0.0516, loss_video_cal: 0.0183, loss_layer_cal: 0.0115, loss: 0.6204, scale: 16384.0000 [2024-04-16 18:19:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_256.pth... [2024-04-16 18:19:28 INFO]: Validating... [2024-04-16 18:19:29 INFO]: Epoch (val) [256][1] loss_cls: 0.5478, loss_sal: 0.4442, loss_video_cal: 0.0000, loss_layer_cal: 0.0072, loss: 0.9993, mAP: 0.4256, best_mAP: 0.9039 [2024-04-16 18:19:29 INFO]: Epoch [257][1/1] lr: 0.0005, eta: 0:03:22, time: 0.063, data_time: 0.428, memory: 1619, loss_cls: 0.5400, loss_sal: 0.0589, loss_video_cal: 0.0153, loss_layer_cal: 0.0117, loss: 0.6259, scale: 16384.0000 [2024-04-16 18:19:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_257.pth... [2024-04-16 18:19:29 INFO]: Validating... [2024-04-16 18:19:29 INFO]: Epoch (val) [257][1] loss_cls: 0.5497, loss_sal: 0.4370, loss_video_cal: 0.0000, loss_layer_cal: 0.0072, loss: 0.9940, mAP: 0.4256, best_mAP: 0.9039 [2024-04-16 18:19:30 INFO]: Epoch [258][1/1] lr: 0.0005, eta: 0:03:21, time: 0.060, data_time: 0.427, memory: 1619, loss_cls: 0.5402, loss_sal: 0.0751, loss_video_cal: 0.0198, loss_layer_cal: 0.0065, loss: 0.6416, scale: 16384.0000 [2024-04-16 18:19:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_258.pth... [2024-04-16 18:19:30 INFO]: Validating... [2024-04-16 18:19:30 INFO]: Epoch (val) [258][1] loss_cls: 0.5490, loss_sal: 0.4320, loss_video_cal: 0.0000, loss_layer_cal: 0.0072, loss: 0.9882, mAP: 0.4387, best_mAP: 0.9039 [2024-04-16 18:19:31 INFO]: Epoch [259][1/1] lr: 0.0005, eta: 0:03:21, time: 0.060, data_time: 0.426, memory: 1619, loss_cls: 0.5385, loss_sal: 0.1375, loss_video_cal: 0.0291, loss_layer_cal: 0.0114, loss: 0.7165, scale: 16384.0000 [2024-04-16 18:19:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_259.pth... [2024-04-16 18:19:31 INFO]: Validating... [2024-04-16 18:19:31 INFO]: Epoch (val) [259][1] loss_cls: 0.5467, loss_sal: 0.4226, loss_video_cal: 0.0000, loss_layer_cal: 0.0072, loss: 0.9764, mAP: 0.4387, best_mAP: 0.9039 [2024-04-16 18:19:32 INFO]: Epoch [260][1/1] lr: 0.0005, eta: 0:03:20, time: 0.060, data_time: 0.416, memory: 1619, loss_cls: 0.5405, loss_sal: 0.0503, loss_video_cal: 0.0122, loss_layer_cal: 0.0079, loss: 0.6109, scale: 16384.0000 [2024-04-16 18:19:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_260.pth... [2024-04-16 18:19:32 INFO]: Validating... [2024-04-16 18:19:32 INFO]: Epoch (val) [260][1] loss_cls: 0.5416, loss_sal: 0.4172, loss_video_cal: 0.0000, loss_layer_cal: 0.0070, loss: 0.9657, mAP: 0.4387, best_mAP: 0.9039 [2024-04-16 18:19:32 INFO]: Epoch [261][1/1] lr: 0.0005, eta: 0:03:19, time: 0.060, data_time: 0.419, memory: 1619, loss_cls: 0.5387, loss_sal: 0.1830, loss_video_cal: 0.0157, loss_layer_cal: 0.0131, loss: 0.7504, scale: 16384.0000 [2024-04-16 18:19:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_261.pth... [2024-04-16 18:19:32 INFO]: Validating... [2024-04-16 18:19:33 INFO]: Epoch (val) [261][1] loss_cls: 0.5415, loss_sal: 0.4018, loss_video_cal: 0.0000, loss_layer_cal: 0.0070, loss: 0.9503, mAP: 0.4398, best_mAP: 0.9039 [2024-04-16 18:19:33 INFO]: Epoch [262][1/1] lr: 0.0005, eta: 0:03:18, time: 0.059, data_time: 0.416, memory: 1619, loss_cls: 0.5372, loss_sal: 0.0878, loss_video_cal: 0.0173, loss_layer_cal: 0.0091, loss: 0.6515, scale: 16384.0000 [2024-04-16 18:19:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_262.pth... [2024-04-16 18:19:33 INFO]: Validating... [2024-04-16 18:19:34 INFO]: Epoch (val) [262][1] loss_cls: 0.5418, loss_sal: 0.3947, loss_video_cal: 0.0000, loss_layer_cal: 0.0071, loss: 0.9435, mAP: 0.4398, best_mAP: 0.9039 [2024-04-16 18:19:34 INFO]: Epoch [263][1/1] lr: 0.0005, eta: 0:03:17, time: 0.057, data_time: 0.409, memory: 1619, loss_cls: 0.5377, loss_sal: 0.0347, loss_video_cal: 0.0140, loss_layer_cal: 0.0134, loss: 0.5998, scale: 16384.0000 [2024-04-16 18:19:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_263.pth... [2024-04-16 18:19:34 INFO]: Validating... [2024-04-16 18:19:34 INFO]: Epoch (val) [263][1] loss_cls: 0.5423, loss_sal: 0.3927, loss_video_cal: 0.0000, loss_layer_cal: 0.0071, loss: 0.9421, mAP: 0.4290, best_mAP: 0.9039 [2024-04-16 18:19:35 INFO]: Epoch [264][1/1] lr: 0.0005, eta: 0:03:16, time: 0.057, data_time: 0.395, memory: 1619, loss_cls: 0.5410, loss_sal: 0.0586, loss_video_cal: 0.0124, loss_layer_cal: 0.0105, loss: 0.6225, scale: 16384.0000 [2024-04-16 18:19:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_264.pth... [2024-04-16 18:19:35 INFO]: Validating... [2024-04-16 18:19:35 INFO]: Epoch (val) [264][1] loss_cls: 0.5437, loss_sal: 0.3919, loss_video_cal: 0.0000, loss_layer_cal: 0.0071, loss: 0.9427, mAP: 0.4290, best_mAP: 0.9039 [2024-04-16 18:19:36 INFO]: Epoch [265][1/1] lr: 0.0005, eta: 0:03:15, time: 0.055, data_time: 0.394, memory: 1619, loss_cls: 0.5381, loss_sal: 0.0301, loss_video_cal: 0.0072, loss_layer_cal: 0.0106, loss: 0.5860, scale: 16384.0000 [2024-04-16 18:19:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_265.pth... [2024-04-16 18:19:36 INFO]: Validating... [2024-04-16 18:19:36 INFO]: Epoch (val) [265][1] loss_cls: 0.5438, loss_sal: 0.3939, loss_video_cal: 0.0000, loss_layer_cal: 0.0072, loss: 0.9449, mAP: 0.4665, best_mAP: 0.9039 [2024-04-16 18:19:36 INFO]: Epoch [266][1/1] lr: 0.0005, eta: 0:03:15, time: 0.060, data_time: 0.417, memory: 1619, loss_cls: 0.5409, loss_sal: 0.0785, loss_video_cal: 0.0159, loss_layer_cal: 0.0100, loss: 0.6453, scale: 16384.0000 [2024-04-16 18:19:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_266.pth... [2024-04-16 18:19:37 INFO]: Validating... [2024-04-16 18:19:37 INFO]: Epoch (val) [266][1] loss_cls: 0.5448, loss_sal: 0.3872, loss_video_cal: 0.0000, loss_layer_cal: 0.0072, loss: 0.9391, mAP: 0.5158, best_mAP: 0.9039 [2024-04-16 18:19:37 INFO]: Epoch [267][1/1] lr: 0.0005, eta: 0:03:14, time: 0.057, data_time: 0.404, memory: 1619, loss_cls: 0.5431, loss_sal: 0.0405, loss_video_cal: 0.0073, loss_layer_cal: 0.0073, loss: 0.5981, scale: 16384.0000 [2024-04-16 18:19:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_267.pth... [2024-04-16 18:19:37 INFO]: Validating... [2024-04-16 18:19:38 INFO]: Epoch (val) [267][1] loss_cls: 0.5440, loss_sal: 0.3782, loss_video_cal: 0.0000, loss_layer_cal: 0.0071, loss: 0.9292, mAP: 0.5114, best_mAP: 0.9039 [2024-04-16 18:19:38 INFO]: Epoch [268][1/1] lr: 0.0005, eta: 0:03:13, time: 0.059, data_time: 0.419, memory: 1619, loss_cls: 0.5442, loss_sal: 0.0533, loss_video_cal: 0.0087, loss_layer_cal: 0.0065, loss: 0.6127, scale: 16384.0000 [2024-04-16 18:19:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_268.pth... [2024-04-16 18:19:38 INFO]: Validating... [2024-04-16 18:19:38 INFO]: Epoch (val) [268][1] loss_cls: 0.5432, loss_sal: 0.3734, loss_video_cal: 0.0000, loss_layer_cal: 0.0070, loss: 0.9236, mAP: 0.5415, best_mAP: 0.9039 [2024-04-16 18:19:39 INFO]: Epoch [269][1/1] lr: 0.0005, eta: 0:03:12, time: 0.061, data_time: 0.424, memory: 1619, loss_cls: 0.5471, loss_sal: 0.0266, loss_video_cal: 0.0195, loss_layer_cal: 0.0057, loss: 0.5989, scale: 16384.0000 [2024-04-16 18:19:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_269.pth... [2024-04-16 18:19:39 INFO]: Validating... [2024-04-16 18:19:39 INFO]: Epoch (val) [269][1] loss_cls: 0.5424, loss_sal: 0.3718, loss_video_cal: 0.0000, loss_layer_cal: 0.0069, loss: 0.9212, mAP: 0.5415, best_mAP: 0.9039 [2024-04-16 18:19:40 INFO]: Epoch [270][1/1] lr: 0.0005, eta: 0:03:11, time: 0.059, data_time: 0.418, memory: 1619, loss_cls: 0.5425, loss_sal: 0.0712, loss_video_cal: 0.0181, loss_layer_cal: 0.0049, loss: 0.6367, scale: 16384.0000 [2024-04-16 18:19:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_270.pth... [2024-04-16 18:19:40 INFO]: Validating... [2024-04-16 18:19:40 INFO]: Epoch (val) [270][1] loss_cls: 0.5429, loss_sal: 0.3742, loss_video_cal: 0.0000, loss_layer_cal: 0.0068, loss: 0.9239, mAP: 0.5492, best_mAP: 0.9039 [2024-04-16 18:19:41 INFO]: Epoch [271][1/1] lr: 0.0005, eta: 0:03:10, time: 0.057, data_time: 0.411, memory: 1619, loss_cls: 0.5379, loss_sal: 0.1159, loss_video_cal: 0.0137, loss_layer_cal: 0.0090, loss: 0.6765, scale: 16384.0000 [2024-04-16 18:19:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_271.pth... [2024-04-16 18:19:41 INFO]: Validating... [2024-04-16 18:19:41 INFO]: Epoch (val) [271][1] loss_cls: 0.5439, loss_sal: 0.3717, loss_video_cal: 0.0000, loss_layer_cal: 0.0065, loss: 0.9222, mAP: 0.5117, best_mAP: 0.9039 [2024-04-16 18:19:41 INFO]: Epoch [272][1/1] lr: 0.0005, eta: 0:03:10, time: 0.057, data_time: 0.395, memory: 1619, loss_cls: 0.5382, loss_sal: 0.0355, loss_video_cal: 0.0130, loss_layer_cal: 0.0078, loss: 0.5944, scale: 16384.0000 [2024-04-16 18:19:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_272.pth... [2024-04-16 18:19:41 INFO]: Validating... [2024-04-16 18:19:42 INFO]: Epoch (val) [272][1] loss_cls: 0.5450, loss_sal: 0.3716, loss_video_cal: 0.0000, loss_layer_cal: 0.0063, loss: 0.9230, mAP: 0.5315, best_mAP: 0.9039 [2024-04-16 18:19:42 INFO]: Epoch [273][1/1] lr: 0.0005, eta: 0:03:09, time: 0.057, data_time: 0.406, memory: 1619, loss_cls: 0.5411, loss_sal: 0.0122, loss_video_cal: 0.0077, loss_layer_cal: 0.0053, loss: 0.5664, scale: 16384.0000 [2024-04-16 18:19:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_273.pth... [2024-04-16 18:19:42 INFO]: Validating... [2024-04-16 18:19:43 INFO]: Epoch (val) [273][1] loss_cls: 0.5434, loss_sal: 0.3764, loss_video_cal: 0.0000, loss_layer_cal: 0.0061, loss: 0.9258, mAP: 0.4998, best_mAP: 0.9039 [2024-04-16 18:19:43 INFO]: Epoch [274][1/1] lr: 0.0005, eta: 0:03:08, time: 0.056, data_time: 0.402, memory: 1619, loss_cls: 0.5369, loss_sal: 0.0672, loss_video_cal: 0.0095, loss_layer_cal: 0.0117, loss: 0.6253, scale: 16384.0000 [2024-04-16 18:19:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_274.pth... [2024-04-16 18:19:43 INFO]: Validating... [2024-04-16 18:19:43 INFO]: Epoch (val) [274][1] loss_cls: 0.5410, loss_sal: 0.3837, loss_video_cal: 0.0000, loss_layer_cal: 0.0059, loss: 0.9305, mAP: 0.5396, best_mAP: 0.9039 [2024-04-16 18:19:44 INFO]: Epoch [275][1/1] lr: 0.0005, eta: 0:03:07, time: 0.057, data_time: 0.395, memory: 1619, loss_cls: 0.5393, loss_sal: 0.1287, loss_video_cal: 0.0184, loss_layer_cal: 0.0095, loss: 0.6960, scale: 16384.0000 [2024-04-16 18:19:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_275.pth... [2024-04-16 18:19:44 INFO]: Validating... [2024-04-16 18:19:44 INFO]: Epoch (val) [275][1] loss_cls: 0.5379, loss_sal: 0.3902, loss_video_cal: 0.0000, loss_layer_cal: 0.0056, loss: 0.9337, mAP: 0.5396, best_mAP: 0.9039 [2024-04-16 18:19:45 INFO]: Epoch [276][1/1] lr: 0.0005, eta: 0:03:06, time: 0.060, data_time: 0.423, memory: 1619, loss_cls: 0.5376, loss_sal: 0.0801, loss_video_cal: 0.0115, loss_layer_cal: 0.0075, loss: 0.6366, scale: 16384.0000 [2024-04-16 18:19:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_276.pth... [2024-04-16 18:19:45 INFO]: Validating... [2024-04-16 18:19:45 INFO]: Epoch (val) [276][1] loss_cls: 0.5354, loss_sal: 0.3885, loss_video_cal: 0.0000, loss_layer_cal: 0.0054, loss: 0.9293, mAP: 0.5373, best_mAP: 0.9039 [2024-04-16 18:19:45 INFO]: Epoch [277][1/1] lr: 0.0005, eta: 0:03:05, time: 0.062, data_time: 0.431, memory: 1619, loss_cls: 0.5395, loss_sal: 0.0592, loss_video_cal: 0.0175, loss_layer_cal: 0.0098, loss: 0.6260, scale: 16384.0000 [2024-04-16 18:19:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_277.pth... [2024-04-16 18:19:46 INFO]: Validating... [2024-04-16 18:19:46 INFO]: Epoch (val) [277][1] loss_cls: 0.5333, loss_sal: 0.3772, loss_video_cal: 0.0000, loss_layer_cal: 0.0053, loss: 0.9158, mAP: 0.5690, best_mAP: 0.9039 [2024-04-16 18:19:46 INFO]: Epoch [278][1/1] lr: 0.0005, eta: 0:03:04, time: 0.058, data_time: 0.418, memory: 1619, loss_cls: 0.5400, loss_sal: 0.0905, loss_video_cal: 0.0237, loss_layer_cal: 0.0057, loss: 0.6599, scale: 16384.0000 [2024-04-16 18:19:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_278.pth... [2024-04-16 18:19:46 INFO]: Validating... [2024-04-16 18:19:47 INFO]: Epoch (val) [278][1] loss_cls: 0.5314, loss_sal: 0.3453, loss_video_cal: 0.0000, loss_layer_cal: 0.0052, loss: 0.8818, mAP: 0.5868, best_mAP: 0.9039 [2024-04-16 18:19:47 INFO]: Epoch [279][1/1] lr: 0.0005, eta: 0:03:04, time: 0.061, data_time: 0.430, memory: 1619, loss_cls: 0.5405, loss_sal: 0.0541, loss_video_cal: 0.0136, loss_layer_cal: 0.0076, loss: 0.6159, scale: 16384.0000 [2024-04-16 18:19:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_279.pth... [2024-04-16 18:19:47 INFO]: Validating... [2024-04-16 18:19:47 INFO]: Epoch (val) [279][1] loss_cls: 0.5311, loss_sal: 0.3229, loss_video_cal: 0.0000, loss_layer_cal: 0.0050, loss: 0.8590, mAP: 0.6142, best_mAP: 0.9039 [2024-04-16 18:19:48 INFO]: Epoch [280][1/1] lr: 0.0005, eta: 0:03:03, time: 0.058, data_time: 0.424, memory: 1619, loss_cls: 0.5386, loss_sal: 0.1263, loss_video_cal: 0.0258, loss_layer_cal: 0.0049, loss: 0.6957, scale: 16384.0000 [2024-04-16 18:19:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_280.pth... [2024-04-16 18:19:48 INFO]: Validating... [2024-04-16 18:19:48 INFO]: Epoch (val) [280][1] loss_cls: 0.5325, loss_sal: 0.3162, loss_video_cal: 0.0000, loss_layer_cal: 0.0050, loss: 0.8538, mAP: 0.5328, best_mAP: 0.9039 [2024-04-16 18:19:49 INFO]: Epoch [281][1/1] lr: 0.0005, eta: 0:03:02, time: 0.055, data_time: 0.413, memory: 1619, loss_cls: 0.5376, loss_sal: 0.0174, loss_video_cal: 0.0075, loss_layer_cal: 0.0090, loss: 0.5715, scale: 16384.0000 [2024-04-16 18:19:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_281.pth... [2024-04-16 18:19:49 INFO]: Validating... [2024-04-16 18:19:49 INFO]: Epoch (val) [281][1] loss_cls: 0.5333, loss_sal: 0.3168, loss_video_cal: 0.0000, loss_layer_cal: 0.0050, loss: 0.8551, mAP: 0.5328, best_mAP: 0.9039 [2024-04-16 18:19:50 INFO]: Epoch [282][1/1] lr: 0.0005, eta: 0:03:01, time: 0.058, data_time: 0.420, memory: 1619, loss_cls: 0.5463, loss_sal: 0.0535, loss_video_cal: 0.0144, loss_layer_cal: 0.0086, loss: 0.6229, scale: 16384.0000 [2024-04-16 18:19:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_282.pth... [2024-04-16 18:19:50 INFO]: Validating... [2024-04-16 18:19:50 INFO]: Epoch (val) [282][1] loss_cls: 0.5315, loss_sal: 0.3178, loss_video_cal: 0.0000, loss_layer_cal: 0.0051, loss: 0.8544, mAP: 0.5147, best_mAP: 0.9039 [2024-04-16 18:19:50 INFO]: Epoch [283][1/1] lr: 0.0005, eta: 0:03:00, time: 0.059, data_time: 0.432, memory: 1619, loss_cls: 0.5420, loss_sal: 0.0790, loss_video_cal: 0.0185, loss_layer_cal: 0.0121, loss: 0.6516, scale: 16384.0000 [2024-04-16 18:19:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_283.pth... [2024-04-16 18:19:51 INFO]: Validating... [2024-04-16 18:19:51 INFO]: Epoch (val) [283][1] loss_cls: 0.5308, loss_sal: 0.3230, loss_video_cal: 0.0000, loss_layer_cal: 0.0052, loss: 0.8591, mAP: 0.5147, best_mAP: 0.9039 [2024-04-16 18:19:51 INFO]: Epoch [284][1/1] lr: 0.0005, eta: 0:02:59, time: 0.058, data_time: 0.402, memory: 1619, loss_cls: 0.5431, loss_sal: 0.0792, loss_video_cal: 0.0204, loss_layer_cal: 0.0039, loss: 0.6466, scale: 16384.0000 [2024-04-16 18:19:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_284.pth... [2024-04-16 18:19:51 INFO]: Validating... [2024-04-16 18:19:52 INFO]: Epoch (val) [284][1] loss_cls: 0.5328, loss_sal: 0.3421, loss_video_cal: 0.0000, loss_layer_cal: 0.0054, loss: 0.8802, mAP: 0.5308, best_mAP: 0.9039 [2024-04-16 18:19:52 INFO]: Epoch [285][1/1] lr: 0.0005, eta: 0:02:59, time: 0.058, data_time: 0.404, memory: 1619, loss_cls: 0.5419, loss_sal: 0.0650, loss_video_cal: 0.0105, loss_layer_cal: 0.0111, loss: 0.6285, scale: 16384.0000 [2024-04-16 18:19:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_285.pth... [2024-04-16 18:19:52 INFO]: Validating... [2024-04-16 18:19:52 INFO]: Epoch (val) [285][1] loss_cls: 0.5350, loss_sal: 0.3751, loss_video_cal: 0.0000, loss_layer_cal: 0.0055, loss: 0.9157, mAP: 0.5644, best_mAP: 0.9039 [2024-04-16 18:19:53 INFO]: Epoch [286][1/1] lr: 0.0005, eta: 0:02:58, time: 0.059, data_time: 0.424, memory: 1619, loss_cls: 0.5450, loss_sal: 0.1014, loss_video_cal: 0.0221, loss_layer_cal: 0.0066, loss: 0.6751, scale: 16384.0000 [2024-04-16 18:19:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_286.pth... [2024-04-16 18:19:53 INFO]: Validating... [2024-04-16 18:19:53 INFO]: Epoch (val) [286][1] loss_cls: 0.5356, loss_sal: 0.4146, loss_video_cal: 0.0000, loss_layer_cal: 0.0056, loss: 0.9558, mAP: 0.6075, best_mAP: 0.9039 [2024-04-16 18:19:54 INFO]: Epoch [287][1/1] lr: 0.0005, eta: 0:02:57, time: 0.057, data_time: 0.404, memory: 1619, loss_cls: 0.5457, loss_sal: 0.0335, loss_video_cal: 0.0053, loss_layer_cal: 0.0050, loss: 0.5896, scale: 16384.0000 [2024-04-16 18:19:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_287.pth... [2024-04-16 18:19:54 INFO]: Validating... [2024-04-16 18:19:54 INFO]: Epoch (val) [287][1] loss_cls: 0.5365, loss_sal: 0.4315, loss_video_cal: 0.0000, loss_layer_cal: 0.0056, loss: 0.9736, mAP: 0.5858, best_mAP: 0.9039 [2024-04-16 18:19:55 INFO]: Epoch [288][1/1] lr: 0.0005, eta: 0:02:56, time: 0.057, data_time: 0.395, memory: 1619, loss_cls: 0.5412, loss_sal: 0.0964, loss_video_cal: 0.0157, loss_layer_cal: 0.0051, loss: 0.6584, scale: 16384.0000 [2024-04-16 18:19:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_288.pth... [2024-04-16 18:19:55 INFO]: Validating... [2024-04-16 18:19:55 INFO]: Epoch (val) [288][1] loss_cls: 0.5389, loss_sal: 0.4199, loss_video_cal: 0.0000, loss_layer_cal: 0.0053, loss: 0.9641, mAP: 0.5786, best_mAP: 0.9039 [2024-04-16 18:19:55 INFO]: Epoch [289][1/1] lr: 0.0005, eta: 0:02:55, time: 0.057, data_time: 0.405, memory: 1619, loss_cls: 0.5396, loss_sal: 0.1283, loss_video_cal: 0.0183, loss_layer_cal: 0.0062, loss: 0.6924, scale: 16384.0000 [2024-04-16 18:19:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_289.pth... [2024-04-16 18:19:55 INFO]: Validating... [2024-04-16 18:19:56 INFO]: Epoch (val) [289][1] loss_cls: 0.5413, loss_sal: 0.4004, loss_video_cal: 0.0000, loss_layer_cal: 0.0051, loss: 0.9468, mAP: 0.5580, best_mAP: 0.9039 [2024-04-16 18:19:56 INFO]: Epoch [290][1/1] lr: 0.0005, eta: 0:02:54, time: 0.059, data_time: 0.402, memory: 1619, loss_cls: 0.5462, loss_sal: 0.1023, loss_video_cal: 0.0132, loss_layer_cal: 0.0078, loss: 0.6696, scale: 16384.0000 [2024-04-16 18:19:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_290.pth... [2024-04-16 18:19:56 INFO]: Validating... [2024-04-16 18:19:56 INFO]: Epoch (val) [290][1] loss_cls: 0.5408, loss_sal: 0.3883, loss_video_cal: 0.0000, loss_layer_cal: 0.0050, loss: 0.9341, mAP: 0.5587, best_mAP: 0.9039 [2024-04-16 18:19:57 INFO]: Epoch [291][1/1] lr: 0.0005, eta: 0:02:53, time: 0.057, data_time: 0.403, memory: 1619, loss_cls: 0.5439, loss_sal: 0.0743, loss_video_cal: 0.0081, loss_layer_cal: 0.0160, loss: 0.6423, scale: 16384.0000 [2024-04-16 18:19:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_291.pth... [2024-04-16 18:19:57 INFO]: Validating... [2024-04-16 18:19:57 INFO]: Epoch (val) [291][1] loss_cls: 0.5382, loss_sal: 0.3827, loss_video_cal: 0.0000, loss_layer_cal: 0.0050, loss: 0.9258, mAP: 0.5580, best_mAP: 0.9039 [2024-04-16 18:19:58 INFO]: Epoch [292][1/1] lr: 0.0005, eta: 0:02:53, time: 0.060, data_time: 0.411, memory: 1619, loss_cls: 0.5427, loss_sal: 0.2450, loss_video_cal: 0.0130, loss_layer_cal: 0.0107, loss: 0.8115, scale: 16384.0000 [2024-04-16 18:19:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_292.pth... [2024-04-16 18:19:58 INFO]: Validating... [2024-04-16 18:19:58 INFO]: Epoch (val) [292][1] loss_cls: 0.5368, loss_sal: 0.3881, loss_video_cal: 0.0000, loss_layer_cal: 0.0049, loss: 0.9299, mAP: 0.5420, best_mAP: 0.9039 [2024-04-16 18:19:59 INFO]: Epoch [293][1/1] lr: 0.0005, eta: 0:02:52, time: 0.058, data_time: 0.423, memory: 1619, loss_cls: 0.5430, loss_sal: 0.2212, loss_video_cal: 0.0422, loss_layer_cal: 0.0078, loss: 0.8141, scale: 16384.0000 [2024-04-16 18:19:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_293.pth... [2024-04-16 18:19:59 INFO]: Validating... [2024-04-16 18:19:59 INFO]: Epoch (val) [293][1] loss_cls: 0.5367, loss_sal: 0.3892, loss_video_cal: 0.0000, loss_layer_cal: 0.0049, loss: 0.9308, mAP: 0.5326, best_mAP: 0.9039 [2024-04-16 18:19:59 INFO]: Epoch [294][1/1] lr: 0.0005, eta: 0:02:51, time: 0.061, data_time: 0.421, memory: 1619, loss_cls: 0.5413, loss_sal: 0.1206, loss_video_cal: 0.0170, loss_layer_cal: 0.0084, loss: 0.6873, scale: 16384.0000 [2024-04-16 18:19:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_294.pth... [2024-04-16 18:19:59 INFO]: Validating... [2024-04-16 18:20:00 INFO]: Epoch (val) [294][1] loss_cls: 0.5382, loss_sal: 0.3889, loss_video_cal: 0.0000, loss_layer_cal: 0.0048, loss: 0.9320, mAP: 0.5795, best_mAP: 0.9039 [2024-04-16 18:20:00 INFO]: Epoch [295][1/1] lr: 0.0005, eta: 0:02:50, time: 0.058, data_time: 0.424, memory: 1619, loss_cls: 0.5397, loss_sal: 0.0201, loss_video_cal: 0.0105, loss_layer_cal: 0.0068, loss: 0.5772, scale: 16384.0000 [2024-04-16 18:20:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_295.pth... [2024-04-16 18:20:00 INFO]: Validating... [2024-04-16 18:20:01 INFO]: Epoch (val) [295][1] loss_cls: 0.5403, loss_sal: 0.3877, loss_video_cal: 0.0000, loss_layer_cal: 0.0048, loss: 0.9328, mAP: 0.5756, best_mAP: 0.9039 [2024-04-16 18:20:01 INFO]: Epoch [296][1/1] lr: 0.0005, eta: 0:02:49, time: 0.060, data_time: 0.414, memory: 1619, loss_cls: 0.5420, loss_sal: 0.0342, loss_video_cal: 0.0074, loss_layer_cal: 0.0059, loss: 0.5894, scale: 16384.0000 [2024-04-16 18:20:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_296.pth... [2024-04-16 18:20:01 INFO]: Validating... [2024-04-16 18:20:01 INFO]: Epoch (val) [296][1] loss_cls: 0.5417, loss_sal: 0.3869, loss_video_cal: 0.0000, loss_layer_cal: 0.0048, loss: 0.9334, mAP: 0.5911, best_mAP: 0.9039 [2024-04-16 18:20:02 INFO]: Epoch [297][1/1] lr: 0.0005, eta: 0:02:48, time: 0.059, data_time: 0.413, memory: 1619, loss_cls: 0.5457, loss_sal: 0.0675, loss_video_cal: 0.0103, loss_layer_cal: 0.0087, loss: 0.6322, scale: 16384.0000 [2024-04-16 18:20:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_297.pth... [2024-04-16 18:20:02 INFO]: Validating... [2024-04-16 18:20:02 INFO]: Epoch (val) [297][1] loss_cls: 0.5396, loss_sal: 0.3837, loss_video_cal: 0.0000, loss_layer_cal: 0.0049, loss: 0.9282, mAP: 0.5795, best_mAP: 0.9039 [2024-04-16 18:20:03 INFO]: Epoch [298][1/1] lr: 0.0005, eta: 0:02:48, time: 0.059, data_time: 0.407, memory: 1619, loss_cls: 0.5420, loss_sal: 0.0229, loss_video_cal: 0.0091, loss_layer_cal: 0.0076, loss: 0.5816, scale: 16384.0000 [2024-04-16 18:20:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_298.pth... [2024-04-16 18:20:03 INFO]: Validating... [2024-04-16 18:20:03 INFO]: Epoch (val) [298][1] loss_cls: 0.5364, loss_sal: 0.3814, loss_video_cal: 0.0000, loss_layer_cal: 0.0049, loss: 0.9227, mAP: 0.5795, best_mAP: 0.9039 [2024-04-16 18:20:04 INFO]: Epoch [299][1/1] lr: 0.0005, eta: 0:02:47, time: 0.060, data_time: 0.426, memory: 1619, loss_cls: 0.5422, loss_sal: 0.1205, loss_video_cal: 0.0117, loss_layer_cal: 0.0094, loss: 0.6839, scale: 16384.0000 [2024-04-16 18:20:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_299.pth... [2024-04-16 18:20:04 INFO]: Validating... [2024-04-16 18:20:04 INFO]: Epoch (val) [299][1] loss_cls: 0.5365, loss_sal: 0.4120, loss_video_cal: 0.0000, loss_layer_cal: 0.0053, loss: 0.9538, mAP: 0.5063, best_mAP: 0.9039 [2024-04-16 18:20:04 INFO]: Epoch [300][1/1] lr: 0.0005, eta: 0:02:46, time: 0.059, data_time: 0.422, memory: 1619, loss_cls: 0.5368, loss_sal: 0.0638, loss_video_cal: 0.0144, loss_layer_cal: 0.0102, loss: 0.6252, scale: 16384.0000 [2024-04-16 18:20:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_300.pth... [2024-04-16 18:20:04 INFO]: Validating... [2024-04-16 18:20:05 INFO]: Epoch (val) [300][1] loss_cls: 0.5368, loss_sal: 0.4346, loss_video_cal: 0.0000, loss_layer_cal: 0.0058, loss: 0.9772, mAP: 0.4762, best_mAP: 0.9039 [2024-04-16 18:20:05 INFO]: Epoch [301][1/1] lr: 0.0005, eta: 0:02:45, time: 0.058, data_time: 0.416, memory: 1619, loss_cls: 0.5378, loss_sal: 0.2257, loss_video_cal: 0.0270, loss_layer_cal: 0.0080, loss: 0.7985, scale: 16384.0000 [2024-04-16 18:20:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_301.pth... [2024-04-16 18:20:05 INFO]: Validating... [2024-04-16 18:20:06 INFO]: Epoch (val) [301][1] loss_cls: 0.5382, loss_sal: 0.4400, loss_video_cal: 0.0000, loss_layer_cal: 0.0060, loss: 0.9842, mAP: 0.4762, best_mAP: 0.9039 [2024-04-16 18:20:06 INFO]: Epoch [302][1/1] lr: 0.0005, eta: 0:02:44, time: 0.057, data_time: 0.411, memory: 1619, loss_cls: 0.5367, loss_sal: 0.1831, loss_video_cal: 0.0334, loss_layer_cal: 0.0110, loss: 0.7641, scale: 16384.0000 [2024-04-16 18:20:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_302.pth... [2024-04-16 18:20:06 INFO]: Validating... [2024-04-16 18:20:06 INFO]: Epoch (val) [302][1] loss_cls: 0.5426, loss_sal: 0.4389, loss_video_cal: 0.0000, loss_layer_cal: 0.0060, loss: 0.9875, mAP: 0.4773, best_mAP: 0.9039 [2024-04-16 18:20:07 INFO]: Epoch [303][1/1] lr: 0.0005, eta: 0:02:43, time: 0.059, data_time: 0.399, memory: 1619, loss_cls: 0.5366, loss_sal: 0.0384, loss_video_cal: 0.0054, loss_layer_cal: 0.0060, loss: 0.5864, scale: 16384.0000 [2024-04-16 18:20:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_303.pth... [2024-04-16 18:20:07 INFO]: Validating... [2024-04-16 18:20:07 INFO]: Epoch (val) [303][1] loss_cls: 0.5466, loss_sal: 0.4386, loss_video_cal: 0.0000, loss_layer_cal: 0.0060, loss: 0.9911, mAP: 0.4631, best_mAP: 0.9039 [2024-04-16 18:20:08 INFO]: Epoch [304][1/1] lr: 0.0005, eta: 0:02:43, time: 0.059, data_time: 0.418, memory: 1619, loss_cls: 0.5360, loss_sal: 0.2395, loss_video_cal: 0.0163, loss_layer_cal: 0.0062, loss: 0.7980, scale: 16384.0000 [2024-04-16 18:20:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_304.pth... [2024-04-16 18:20:08 INFO]: Validating... [2024-04-16 18:20:08 INFO]: Epoch (val) [304][1] loss_cls: 0.5502, loss_sal: 0.4407, loss_video_cal: 0.0000, loss_layer_cal: 0.0059, loss: 0.9968, mAP: 0.4631, best_mAP: 0.9039 [2024-04-16 18:20:08 INFO]: Epoch [305][1/1] lr: 0.0005, eta: 0:02:42, time: 0.058, data_time: 0.425, memory: 1619, loss_cls: 0.5369, loss_sal: 0.1134, loss_video_cal: 0.0079, loss_layer_cal: 0.0073, loss: 0.6656, scale: 16384.0000 [2024-04-16 18:20:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_305.pth... [2024-04-16 18:20:09 INFO]: Validating... [2024-04-16 18:20:09 INFO]: Epoch (val) [305][1] loss_cls: 0.5491, loss_sal: 0.4384, loss_video_cal: 0.0000, loss_layer_cal: 0.0056, loss: 0.9931, mAP: 0.4631, best_mAP: 0.9039 [2024-04-16 18:20:09 INFO]: Epoch [306][1/1] lr: 0.0005, eta: 0:02:41, time: 0.062, data_time: 0.425, memory: 1619, loss_cls: 0.5397, loss_sal: 0.1146, loss_video_cal: 0.0291, loss_layer_cal: 0.0178, loss: 0.7012, scale: 16384.0000 [2024-04-16 18:20:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_306.pth... [2024-04-16 18:20:09 INFO]: Validating... [2024-04-16 18:20:10 INFO]: Epoch (val) [306][1] loss_cls: 0.5481, loss_sal: 0.4325, loss_video_cal: 0.0000, loss_layer_cal: 0.0054, loss: 0.9860, mAP: 0.4719, best_mAP: 0.9039 [2024-04-16 18:20:10 INFO]: Epoch [307][1/1] lr: 0.0005, eta: 0:02:40, time: 0.061, data_time: 0.430, memory: 1619, loss_cls: 0.5365, loss_sal: 0.0576, loss_video_cal: 0.0117, loss_layer_cal: 0.0042, loss: 0.6099, scale: 16384.0000 [2024-04-16 18:20:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_307.pth... [2024-04-16 18:20:10 INFO]: Validating... [2024-04-16 18:20:11 INFO]: Epoch (val) [307][1] loss_cls: 0.5461, loss_sal: 0.4288, loss_video_cal: 0.0000, loss_layer_cal: 0.0051, loss: 0.9800, mAP: 0.4719, best_mAP: 0.9039 [2024-04-16 18:20:11 INFO]: Epoch [308][1/1] lr: 0.0005, eta: 0:02:39, time: 0.060, data_time: 0.425, memory: 1619, loss_cls: 0.5429, loss_sal: 0.0871, loss_video_cal: 0.0117, loss_layer_cal: 0.0071, loss: 0.6488, scale: 16384.0000 [2024-04-16 18:20:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_308.pth... [2024-04-16 18:20:11 INFO]: Validating... [2024-04-16 18:20:11 INFO]: Epoch (val) [308][1] loss_cls: 0.5456, loss_sal: 0.4237, loss_video_cal: 0.0000, loss_layer_cal: 0.0049, loss: 0.9743, mAP: 0.4934, best_mAP: 0.9039 [2024-04-16 18:20:12 INFO]: Epoch [309][1/1] lr: 0.0005, eta: 0:02:38, time: 0.060, data_time: 0.418, memory: 1619, loss_cls: 0.5382, loss_sal: 0.0367, loss_video_cal: 0.0063, loss_layer_cal: 0.0107, loss: 0.5920, scale: 16384.0000 [2024-04-16 18:20:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_309.pth... [2024-04-16 18:20:12 INFO]: Validating... [2024-04-16 18:20:12 INFO]: Epoch (val) [309][1] loss_cls: 0.5452, loss_sal: 0.4177, loss_video_cal: 0.0000, loss_layer_cal: 0.0047, loss: 0.9676, mAP: 0.4934, best_mAP: 0.9039 [2024-04-16 18:20:13 INFO]: Epoch [310][1/1] lr: 0.0005, eta: 0:02:38, time: 0.057, data_time: 0.406, memory: 1619, loss_cls: 0.5488, loss_sal: 0.2073, loss_video_cal: 0.0172, loss_layer_cal: 0.0069, loss: 0.7802, scale: 16384.0000 [2024-04-16 18:20:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_310.pth... [2024-04-16 18:20:13 INFO]: Validating... [2024-04-16 18:20:13 INFO]: Epoch (val) [310][1] loss_cls: 0.5454, loss_sal: 0.4217, loss_video_cal: 0.0000, loss_layer_cal: 0.0044, loss: 0.9715, mAP: 0.5015, best_mAP: 0.9039 [2024-04-16 18:20:13 INFO]: Epoch [311][1/1] lr: 0.0005, eta: 0:02:37, time: 0.055, data_time: 0.395, memory: 1619, loss_cls: 0.5443, loss_sal: 0.0914, loss_video_cal: 0.0189, loss_layer_cal: 0.0042, loss: 0.6588, scale: 16384.0000 [2024-04-16 18:20:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_311.pth... [2024-04-16 18:20:14 INFO]: Validating... [2024-04-16 18:20:14 INFO]: Epoch (val) [311][1] loss_cls: 0.5498, loss_sal: 0.4283, loss_video_cal: 0.0000, loss_layer_cal: 0.0042, loss: 0.9823, mAP: 0.4963, best_mAP: 0.9039 [2024-04-16 18:20:14 INFO]: Epoch [312][1/1] lr: 0.0005, eta: 0:02:36, time: 0.060, data_time: 0.410, memory: 1619, loss_cls: 0.5392, loss_sal: 0.3238, loss_video_cal: 0.0244, loss_layer_cal: 0.0081, loss: 0.8954, scale: 16384.0000 [2024-04-16 18:20:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_312.pth... [2024-04-16 18:20:14 INFO]: Validating... [2024-04-16 18:20:15 INFO]: Epoch (val) [312][1] loss_cls: 0.5561, loss_sal: 0.4454, loss_video_cal: 0.0000, loss_layer_cal: 0.0039, loss: 1.0054, mAP: 0.4776, best_mAP: 0.9039 [2024-04-16 18:20:15 INFO]: Epoch [313][1/1] lr: 0.0005, eta: 0:02:35, time: 0.055, data_time: 0.403, memory: 1619, loss_cls: 0.5439, loss_sal: 0.1577, loss_video_cal: 0.0248, loss_layer_cal: 0.0077, loss: 0.7341, scale: 16384.0000 [2024-04-16 18:20:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_313.pth... [2024-04-16 18:20:15 INFO]: Validating... [2024-04-16 18:20:15 INFO]: Epoch (val) [313][1] loss_cls: 0.5615, loss_sal: 0.4577, loss_video_cal: 0.0000, loss_layer_cal: 0.0036, loss: 1.0229, mAP: 0.4387, best_mAP: 0.9039 [2024-04-16 18:20:16 INFO]: Epoch [314][1/1] lr: 0.0005, eta: 0:02:34, time: 0.060, data_time: 0.411, memory: 1619, loss_cls: 0.5469, loss_sal: 0.2651, loss_video_cal: 0.0217, loss_layer_cal: 0.0066, loss: 0.8403, scale: 16384.0000 [2024-04-16 18:20:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_314.pth... [2024-04-16 18:20:16 INFO]: Validating... [2024-04-16 18:20:16 INFO]: Epoch (val) [314][1] loss_cls: 0.5634, loss_sal: 0.4672, loss_video_cal: 0.0000, loss_layer_cal: 0.0034, loss: 1.0340, mAP: 0.2937, best_mAP: 0.9039 [2024-04-16 18:20:17 INFO]: Epoch [315][1/1] lr: 0.0005, eta: 0:02:33, time: 0.061, data_time: 0.424, memory: 1619, loss_cls: 0.5483, loss_sal: 0.2508, loss_video_cal: 0.0212, loss_layer_cal: 0.0031, loss: 0.8233, scale: 16384.0000 [2024-04-16 18:20:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_315.pth... [2024-04-16 18:20:17 INFO]: Validating... [2024-04-16 18:20:17 INFO]: Epoch (val) [315][1] loss_cls: 0.5629, loss_sal: 0.4682, loss_video_cal: 0.0000, loss_layer_cal: 0.0030, loss: 1.0342, mAP: 0.3488, best_mAP: 0.9039 [2024-04-16 18:20:18 INFO]: Epoch [316][1/1] lr: 0.0005, eta: 0:02:33, time: 0.063, data_time: 0.440, memory: 1619, loss_cls: 0.5448, loss_sal: 0.2018, loss_video_cal: 0.0207, loss_layer_cal: 0.0096, loss: 0.7769, scale: 16384.0000 [2024-04-16 18:20:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_316.pth... [2024-04-16 18:20:18 INFO]: Validating... [2024-04-16 18:20:18 INFO]: Epoch (val) [316][1] loss_cls: 0.5606, loss_sal: 0.4627, loss_video_cal: 0.0000, loss_layer_cal: 0.0028, loss: 1.0261, mAP: 0.3488, best_mAP: 0.9039 [2024-04-16 18:20:18 INFO]: Epoch [317][1/1] lr: 0.0005, eta: 0:02:32, time: 0.062, data_time: 0.430, memory: 1619, loss_cls: 0.5502, loss_sal: 0.1167, loss_video_cal: 0.0069, loss_layer_cal: 0.0061, loss: 0.6799, scale: 16384.0000 [2024-04-16 18:20:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_317.pth... [2024-04-16 18:20:19 INFO]: Validating... [2024-04-16 18:20:19 INFO]: Epoch (val) [317][1] loss_cls: 0.5555, loss_sal: 0.4537, loss_video_cal: 0.0000, loss_layer_cal: 0.0025, loss: 1.0118, mAP: 0.3488, best_mAP: 0.9039 [2024-04-16 18:20:19 INFO]: Epoch [318][1/1] lr: 0.0005, eta: 0:02:31, time: 0.062, data_time: 0.433, memory: 1619, loss_cls: 0.5473, loss_sal: 0.1476, loss_video_cal: 0.0110, loss_layer_cal: 0.0073, loss: 0.7132, scale: 16384.0000 [2024-04-16 18:20:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_318.pth... [2024-04-16 18:20:19 INFO]: Validating... [2024-04-16 18:20:20 INFO]: Epoch (val) [318][1] loss_cls: 0.5506, loss_sal: 0.4414, loss_video_cal: 0.0000, loss_layer_cal: 0.0024, loss: 0.9944, mAP: 0.3238, best_mAP: 0.9039 [2024-04-16 18:20:20 INFO]: Epoch [319][1/1] lr: 0.0005, eta: 0:02:30, time: 0.061, data_time: 0.435, memory: 1619, loss_cls: 0.5406, loss_sal: 0.2530, loss_video_cal: 0.0187, loss_layer_cal: 0.0069, loss: 0.8192, scale: 16384.0000 [2024-04-16 18:20:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_319.pth... [2024-04-16 18:20:20 INFO]: Validating... [2024-04-16 18:20:21 INFO]: Epoch (val) [319][1] loss_cls: 0.5473, loss_sal: 0.4247, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 0.9741, mAP: 0.3488, best_mAP: 0.9039 [2024-04-16 18:20:21 INFO]: Epoch [320][1/1] lr: 0.0005, eta: 0:02:29, time: 0.061, data_time: 0.434, memory: 1619, loss_cls: 0.5403, loss_sal: 0.1144, loss_video_cal: 0.0106, loss_layer_cal: 0.0030, loss: 0.6684, scale: 16384.0000 [2024-04-16 18:20:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_320.pth... [2024-04-16 18:20:21 INFO]: Validating... [2024-04-16 18:20:21 INFO]: Epoch (val) [320][1] loss_cls: 0.5439, loss_sal: 0.4005, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 0.9465, mAP: 0.3849, best_mAP: 0.9039 [2024-04-16 18:20:22 INFO]: Epoch [321][1/1] lr: 0.0005, eta: 0:02:29, time: 0.060, data_time: 0.430, memory: 1619, loss_cls: 0.5426, loss_sal: 0.1131, loss_video_cal: 0.0114, loss_layer_cal: 0.0056, loss: 0.6726, scale: 16384.0000 [2024-04-16 18:20:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_321.pth... [2024-04-16 18:20:22 INFO]: Validating... [2024-04-16 18:20:22 INFO]: Epoch (val) [321][1] loss_cls: 0.5413, loss_sal: 0.3803, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 0.9235, mAP: 0.4751, best_mAP: 0.9039 [2024-04-16 18:20:23 INFO]: Epoch [322][1/1] lr: 0.0005, eta: 0:02:28, time: 0.056, data_time: 0.413, memory: 1619, loss_cls: 0.5383, loss_sal: 0.1638, loss_video_cal: 0.0123, loss_layer_cal: 0.0045, loss: 0.7189, scale: 16384.0000 [2024-04-16 18:20:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_322.pth... [2024-04-16 18:20:23 INFO]: Validating... [2024-04-16 18:20:23 INFO]: Epoch (val) [322][1] loss_cls: 0.5393, loss_sal: 0.3633, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 0.9045, mAP: 0.4518, best_mAP: 0.9039 [2024-04-16 18:20:24 INFO]: Epoch [323][1/1] lr: 0.0005, eta: 0:02:27, time: 0.058, data_time: 0.404, memory: 1619, loss_cls: 0.5450, loss_sal: 0.0621, loss_video_cal: 0.0138, loss_layer_cal: 0.0050, loss: 0.6259, scale: 16384.0000 [2024-04-16 18:20:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_323.pth... [2024-04-16 18:20:24 INFO]: Validating... [2024-04-16 18:20:24 INFO]: Epoch (val) [323][1] loss_cls: 0.5394, loss_sal: 0.3527, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 0.8939, mAP: 0.5244, best_mAP: 0.9039 [2024-04-16 18:20:24 INFO]: Epoch [324][1/1] lr: 0.0005, eta: 0:02:26, time: 0.059, data_time: 0.407, memory: 1619, loss_cls: 0.5360, loss_sal: 0.1040, loss_video_cal: 0.0162, loss_layer_cal: 0.0058, loss: 0.6620, scale: 16384.0000 [2024-04-16 18:20:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_324.pth... [2024-04-16 18:20:24 INFO]: Validating... [2024-04-16 18:20:25 INFO]: Epoch (val) [324][1] loss_cls: 0.5415, loss_sal: 0.3484, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 0.8918, mAP: 0.5582, best_mAP: 0.9039 [2024-04-16 18:20:25 INFO]: Epoch [325][1/1] lr: 0.0005, eta: 0:02:25, time: 0.061, data_time: 0.424, memory: 1619, loss_cls: 0.5360, loss_sal: 0.1676, loss_video_cal: 0.0213, loss_layer_cal: 0.0084, loss: 0.7332, scale: 16384.0000 [2024-04-16 18:20:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_325.pth... [2024-04-16 18:20:25 INFO]: Validating... [2024-04-16 18:20:26 INFO]: Epoch (val) [325][1] loss_cls: 0.5458, loss_sal: 0.3473, loss_video_cal: 0.0000, loss_layer_cal: 0.0018, loss: 0.8949, mAP: 0.5244, best_mAP: 0.9039 [2024-04-16 18:20:26 INFO]: Epoch [326][1/1] lr: 0.0005, eta: 0:02:24, time: 0.057, data_time: 0.414, memory: 1619, loss_cls: 0.5395, loss_sal: 0.0682, loss_video_cal: 0.0100, loss_layer_cal: 0.0077, loss: 0.6253, scale: 16384.0000 [2024-04-16 18:20:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_326.pth... [2024-04-16 18:20:26 INFO]: Validating... [2024-04-16 18:20:26 INFO]: Epoch (val) [326][1] loss_cls: 0.5473, loss_sal: 0.3454, loss_video_cal: 0.0000, loss_layer_cal: 0.0018, loss: 0.8945, mAP: 0.5783, best_mAP: 0.9039 [2024-04-16 18:20:27 INFO]: Epoch [327][1/1] lr: 0.0005, eta: 0:02:23, time: 0.058, data_time: 0.414, memory: 1619, loss_cls: 0.5409, loss_sal: 0.0433, loss_video_cal: 0.0117, loss_layer_cal: 0.0049, loss: 0.6007, scale: 16384.0000 [2024-04-16 18:20:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_327.pth... [2024-04-16 18:20:27 INFO]: Validating... [2024-04-16 18:20:27 INFO]: Epoch (val) [327][1] loss_cls: 0.5452, loss_sal: 0.3458, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 0.8927, mAP: 0.7613, best_mAP: 0.9039 [2024-04-16 18:20:28 INFO]: Epoch [328][1/1] lr: 0.0005, eta: 0:02:23, time: 0.057, data_time: 0.402, memory: 1619, loss_cls: 0.5376, loss_sal: 0.0266, loss_video_cal: 0.0075, loss_layer_cal: 0.0071, loss: 0.5788, scale: 16384.0000 [2024-04-16 18:20:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_328.pth... [2024-04-16 18:20:28 INFO]: Validating... [2024-04-16 18:20:28 INFO]: Epoch (val) [328][1] loss_cls: 0.5435, loss_sal: 0.3605, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 0.9057, mAP: 0.5863, best_mAP: 0.9039 [2024-04-16 18:20:28 INFO]: Epoch [329][1/1] lr: 0.0005, eta: 0:02:22, time: 0.060, data_time: 0.409, memory: 1619, loss_cls: 0.5401, loss_sal: 0.0344, loss_video_cal: 0.0045, loss_layer_cal: 0.0045, loss: 0.5836, scale: 16384.0000 [2024-04-16 18:20:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_329.pth... [2024-04-16 18:20:29 INFO]: Validating... [2024-04-16 18:20:29 INFO]: Epoch (val) [329][1] loss_cls: 0.5414, loss_sal: 0.4075, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 0.9506, mAP: 0.5460, best_mAP: 0.9039 [2024-04-16 18:20:29 INFO]: Epoch [330][1/1] lr: 0.0005, eta: 0:02:21, time: 0.059, data_time: 0.405, memory: 1619, loss_cls: 0.5354, loss_sal: 0.0623, loss_video_cal: 0.0203, loss_layer_cal: 0.0071, loss: 0.6251, scale: 16384.0000 [2024-04-16 18:20:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_330.pth... [2024-04-16 18:20:29 INFO]: Validating... [2024-04-16 18:20:30 INFO]: Epoch (val) [330][1] loss_cls: 0.5410, loss_sal: 0.5043, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 1.0469, mAP: 0.5137, best_mAP: 0.9039 [2024-04-16 18:20:30 INFO]: Epoch [331][1/1] lr: 0.0005, eta: 0:02:20, time: 0.055, data_time: 0.387, memory: 1619, loss_cls: 0.5348, loss_sal: 0.0421, loss_video_cal: 0.0091, loss_layer_cal: 0.0063, loss: 0.5924, scale: 16384.0000 [2024-04-16 18:20:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_331.pth... [2024-04-16 18:20:30 INFO]: Validating... [2024-04-16 18:20:30 INFO]: Epoch (val) [331][1] loss_cls: 0.5417, loss_sal: 0.6504, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 1.1938, mAP: 0.4852, best_mAP: 0.9039 [2024-04-16 18:20:31 INFO]: Epoch [332][1/1] lr: 0.0005, eta: 0:02:19, time: 0.058, data_time: 0.393, memory: 1619, loss_cls: 0.5400, loss_sal: 0.0445, loss_video_cal: 0.0093, loss_layer_cal: 0.0091, loss: 0.6028, scale: 16384.0000 [2024-04-16 18:20:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_332.pth... [2024-04-16 18:20:31 INFO]: Validating... [2024-04-16 18:20:31 INFO]: Epoch (val) [332][1] loss_cls: 0.5431, loss_sal: 0.7238, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 1.2687, mAP: 0.4836, best_mAP: 0.9039 [2024-04-16 18:20:32 INFO]: Epoch [333][1/1] lr: 0.0005, eta: 0:02:18, time: 0.060, data_time: 0.429, memory: 1619, loss_cls: 0.5371, loss_sal: 0.0099, loss_video_cal: 0.0080, loss_layer_cal: 0.0074, loss: 0.5625, scale: 16384.0000 [2024-04-16 18:20:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_333.pth... [2024-04-16 18:20:32 INFO]: Validating... [2024-04-16 18:20:32 INFO]: Epoch (val) [333][1] loss_cls: 0.5440, loss_sal: 0.7056, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 1.2513, mAP: 0.4743, best_mAP: 0.9039 [2024-04-16 18:20:33 INFO]: Epoch [334][1/1] lr: 0.0005, eta: 0:02:18, time: 0.063, data_time: 0.433, memory: 1619, loss_cls: 0.5382, loss_sal: 0.1883, loss_video_cal: 0.0253, loss_layer_cal: 0.0082, loss: 0.7599, scale: 16384.0000 [2024-04-16 18:20:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_334.pth... [2024-04-16 18:20:33 INFO]: Validating... [2024-04-16 18:20:33 INFO]: Epoch (val) [334][1] loss_cls: 0.5454, loss_sal: 0.6719, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 1.2190, mAP: 0.4723, best_mAP: 0.9039 [2024-04-16 18:20:33 INFO]: Epoch [335][1/1] lr: 0.0005, eta: 0:02:17, time: 0.065, data_time: 0.438, memory: 1619, loss_cls: 0.5428, loss_sal: 0.0100, loss_video_cal: 0.0088, loss_layer_cal: 0.0035, loss: 0.5651, scale: 16384.0000 [2024-04-16 18:20:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_335.pth... [2024-04-16 18:20:33 INFO]: Validating... [2024-04-16 18:20:34 INFO]: Epoch (val) [335][1] loss_cls: 0.5472, loss_sal: 0.6270, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 1.1759, mAP: 0.4723, best_mAP: 0.9039 [2024-04-16 18:20:34 INFO]: Epoch [336][1/1] lr: 0.0005, eta: 0:02:16, time: 0.062, data_time: 0.425, memory: 1619, loss_cls: 0.5421, loss_sal: 0.2630, loss_video_cal: 0.0196, loss_layer_cal: 0.0051, loss: 0.8298, scale: 16384.0000 [2024-04-16 18:20:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_336.pth... [2024-04-16 18:20:34 INFO]: Validating... [2024-04-16 18:20:35 INFO]: Epoch (val) [336][1] loss_cls: 0.5472, loss_sal: 0.7707, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.3195, mAP: 0.4373, best_mAP: 0.9039 [2024-04-16 18:20:35 INFO]: Epoch [337][1/1] lr: 0.0005, eta: 0:02:15, time: 0.064, data_time: 0.430, memory: 1619, loss_cls: 0.5428, loss_sal: 0.0698, loss_video_cal: 0.0121, loss_layer_cal: 0.0082, loss: 0.6329, scale: 16384.0000 [2024-04-16 18:20:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_337.pth... [2024-04-16 18:20:35 INFO]: Validating... [2024-04-16 18:20:35 INFO]: Epoch (val) [337][1] loss_cls: 0.5506, loss_sal: 0.3887, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 0.9409, mAP: 0.5548, best_mAP: 0.9039 [2024-04-16 18:20:36 INFO]: Epoch [338][1/1] lr: 0.0005, eta: 0:02:14, time: 0.065, data_time: 0.446, memory: 1619, loss_cls: 0.5445, loss_sal: 0.0692, loss_video_cal: 0.0107, loss_layer_cal: 0.0033, loss: 0.6276, scale: 16384.0000 [2024-04-16 18:20:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_338.pth... [2024-04-16 18:20:36 INFO]: Validating... [2024-04-16 18:20:36 INFO]: Epoch (val) [338][1] loss_cls: 0.5520, loss_sal: 0.4283, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 0.9820, mAP: 0.2501, best_mAP: 0.9039 [2024-04-16 18:20:37 INFO]: Epoch [339][1/1] lr: 0.0005, eta: 0:02:14, time: 0.064, data_time: 0.437, memory: 1619, loss_cls: 0.5445, loss_sal: 0.1173, loss_video_cal: 0.0088, loss_layer_cal: 0.0049, loss: 0.6755, scale: 16384.0000 [2024-04-16 18:20:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_339.pth... [2024-04-16 18:20:37 INFO]: Validating... [2024-04-16 18:20:37 INFO]: Epoch (val) [339][1] loss_cls: 0.5481, loss_sal: 0.4449, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 0.9948, mAP: 0.2544, best_mAP: 0.9039 [2024-04-16 18:20:38 INFO]: Epoch [340][1/1] lr: 0.0005, eta: 0:02:13, time: 0.064, data_time: 0.439, memory: 1619, loss_cls: 0.5431, loss_sal: 0.1815, loss_video_cal: 0.0178, loss_layer_cal: 0.0094, loss: 0.7518, scale: 16384.0000 [2024-04-16 18:20:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_340.pth... [2024-04-16 18:20:38 INFO]: Validating... [2024-04-16 18:20:38 INFO]: Epoch (val) [340][1] loss_cls: 0.5404, loss_sal: 0.4494, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 0.9917, mAP: 0.4584, best_mAP: 0.9039 [2024-04-16 18:20:39 INFO]: Epoch [341][1/1] lr: 0.0005, eta: 0:02:12, time: 0.061, data_time: 0.434, memory: 1619, loss_cls: 0.5457, loss_sal: 0.3967, loss_video_cal: 0.0211, loss_layer_cal: 0.0191, loss: 0.9826, scale: 16384.0000 [2024-04-16 18:20:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_341.pth... [2024-04-16 18:20:39 INFO]: Validating... [2024-04-16 18:20:39 INFO]: Epoch (val) [341][1] loss_cls: 0.5365, loss_sal: 0.4429, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 0.9815, mAP: 0.4706, best_mAP: 0.9039 [2024-04-16 18:20:39 INFO]: Epoch [342][1/1] lr: 0.0005, eta: 0:02:11, time: 0.063, data_time: 0.424, memory: 1619, loss_cls: 0.5440, loss_sal: 0.1555, loss_video_cal: 0.0145, loss_layer_cal: 0.0086, loss: 0.7226, scale: 16384.0000 [2024-04-16 18:20:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_342.pth... [2024-04-16 18:20:40 INFO]: Validating... [2024-04-16 18:20:40 INFO]: Epoch (val) [342][1] loss_cls: 0.5368, loss_sal: 0.4406, loss_video_cal: 0.0000, loss_layer_cal: 0.0022, loss: 0.9795, mAP: 0.4800, best_mAP: 0.9039 [2024-04-16 18:20:40 INFO]: Epoch [343][1/1] lr: 0.0005, eta: 0:02:10, time: 0.065, data_time: 0.446, memory: 1619, loss_cls: 0.5441, loss_sal: 0.1576, loss_video_cal: 0.0092, loss_layer_cal: 0.0047, loss: 0.7156, scale: 16384.0000 [2024-04-16 18:20:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_343.pth... [2024-04-16 18:20:40 INFO]: Validating... [2024-04-16 18:20:41 INFO]: Epoch (val) [343][1] loss_cls: 0.5387, loss_sal: 0.4413, loss_video_cal: 0.0000, loss_layer_cal: 0.0023, loss: 0.9823, mAP: 0.4800, best_mAP: 0.9039 [2024-04-16 18:20:41 INFO]: Epoch [344][1/1] lr: 0.0005, eta: 0:02:09, time: 0.064, data_time: 0.439, memory: 1619, loss_cls: 0.5381, loss_sal: 0.1178, loss_video_cal: 0.0162, loss_layer_cal: 0.0082, loss: 0.6803, scale: 16384.0000 [2024-04-16 18:20:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_344.pth... [2024-04-16 18:20:41 INFO]: Validating... [2024-04-16 18:20:42 INFO]: Epoch (val) [344][1] loss_cls: 0.5407, loss_sal: 0.4427, loss_video_cal: 0.0000, loss_layer_cal: 0.0024, loss: 0.9858, mAP: 0.4800, best_mAP: 0.9039 [2024-04-16 18:20:42 INFO]: Epoch [345][1/1] lr: 0.0005, eta: 0:02:09, time: 0.063, data_time: 0.436, memory: 1619, loss_cls: 0.5392, loss_sal: 0.1432, loss_video_cal: 0.0159, loss_layer_cal: 0.0055, loss: 0.7038, scale: 16384.0000 [2024-04-16 18:20:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_345.pth... [2024-04-16 18:20:42 INFO]: Validating... [2024-04-16 18:20:42 INFO]: Epoch (val) [345][1] loss_cls: 0.5417, loss_sal: 0.4469, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 0.9912, mAP: 0.4800, best_mAP: 0.9039 [2024-04-16 18:20:43 INFO]: Epoch [346][1/1] lr: 0.0005, eta: 0:02:08, time: 0.061, data_time: 0.407, memory: 1619, loss_cls: 0.5354, loss_sal: 0.1473, loss_video_cal: 0.0075, loss_layer_cal: 0.0100, loss: 0.7002, scale: 16384.0000 [2024-04-16 18:20:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_346.pth... [2024-04-16 18:20:43 INFO]: Validating... [2024-04-16 18:20:43 INFO]: Epoch (val) [346][1] loss_cls: 0.5417, loss_sal: 0.4507, loss_video_cal: 0.0000, loss_layer_cal: 0.0028, loss: 0.9952, mAP: 0.4800, best_mAP: 0.9039 [2024-04-16 18:20:44 INFO]: Epoch [347][1/1] lr: 0.0005, eta: 0:02:07, time: 0.065, data_time: 0.436, memory: 1619, loss_cls: 0.5359, loss_sal: 0.0854, loss_video_cal: 0.0105, loss_layer_cal: 0.0069, loss: 0.6386, scale: 16384.0000 [2024-04-16 18:20:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_347.pth... [2024-04-16 18:20:44 INFO]: Validating... [2024-04-16 18:20:44 INFO]: Epoch (val) [347][1] loss_cls: 0.5417, loss_sal: 0.4524, loss_video_cal: 0.0000, loss_layer_cal: 0.0030, loss: 0.9971, mAP: 0.4706, best_mAP: 0.9039 [2024-04-16 18:20:45 INFO]: Epoch [348][1/1] lr: 0.0005, eta: 0:02:06, time: 0.062, data_time: 0.437, memory: 1619, loss_cls: 0.5350, loss_sal: 0.1127, loss_video_cal: 0.0218, loss_layer_cal: 0.0063, loss: 0.6759, scale: 16384.0000 [2024-04-16 18:20:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_348.pth... [2024-04-16 18:20:45 INFO]: Validating... [2024-04-16 18:20:45 INFO]: Epoch (val) [348][1] loss_cls: 0.5417, loss_sal: 0.4516, loss_video_cal: 0.0000, loss_layer_cal: 0.0032, loss: 0.9965, mAP: 0.4800, best_mAP: 0.9039 [2024-04-16 18:20:45 INFO]: Epoch [349][1/1] lr: 0.0005, eta: 0:02:05, time: 0.062, data_time: 0.428, memory: 1619, loss_cls: 0.5422, loss_sal: 0.1336, loss_video_cal: 0.0100, loss_layer_cal: 0.0090, loss: 0.6949, scale: 16384.0000 [2024-04-16 18:20:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_349.pth... [2024-04-16 18:20:46 INFO]: Validating... [2024-04-16 18:20:46 INFO]: Epoch (val) [349][1] loss_cls: 0.5403, loss_sal: 0.4504, loss_video_cal: 0.0000, loss_layer_cal: 0.0033, loss: 0.9941, mAP: 0.4800, best_mAP: 0.9039 [2024-04-16 18:20:46 INFO]: Epoch [350][1/1] lr: 0.0005, eta: 0:02:04, time: 0.062, data_time: 0.432, memory: 1619, loss_cls: 0.5396, loss_sal: 0.1424, loss_video_cal: 0.0087, loss_layer_cal: 0.0042, loss: 0.6948, scale: 16384.0000 [2024-04-16 18:20:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_350.pth... [2024-04-16 18:20:46 INFO]: Validating... [2024-04-16 18:20:47 INFO]: Epoch (val) [350][1] loss_cls: 0.5393, loss_sal: 0.4477, loss_video_cal: 0.0000, loss_layer_cal: 0.0034, loss: 0.9904, mAP: 0.4791, best_mAP: 0.9039 [2024-04-16 18:20:47 INFO]: Epoch [351][1/1] lr: 0.0005, eta: 0:02:04, time: 0.064, data_time: 0.438, memory: 1619, loss_cls: 0.5374, loss_sal: 0.1100, loss_video_cal: 0.0160, loss_layer_cal: 0.0081, loss: 0.6715, scale: 16384.0000 [2024-04-16 18:20:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_351.pth... [2024-04-16 18:20:47 INFO]: Validating... [2024-04-16 18:20:48 INFO]: Epoch (val) [351][1] loss_cls: 0.5386, loss_sal: 0.4425, loss_video_cal: 0.0000, loss_layer_cal: 0.0035, loss: 0.9846, mAP: 0.4791, best_mAP: 0.9039 [2024-04-16 18:20:48 INFO]: Epoch [352][1/1] lr: 0.0005, eta: 0:02:03, time: 0.066, data_time: 0.443, memory: 1619, loss_cls: 0.5403, loss_sal: 0.0696, loss_video_cal: 0.0221, loss_layer_cal: 0.0051, loss: 0.6371, scale: 16384.0000 [2024-04-16 18:20:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_352.pth... [2024-04-16 18:20:48 INFO]: Validating... [2024-04-16 18:20:48 INFO]: Epoch (val) [352][1] loss_cls: 0.5388, loss_sal: 0.4378, loss_video_cal: 0.0000, loss_layer_cal: 0.0036, loss: 0.9802, mAP: 0.4791, best_mAP: 0.9039 [2024-04-16 18:20:49 INFO]: Epoch [353][1/1] lr: 0.0005, eta: 0:02:02, time: 0.065, data_time: 0.445, memory: 1619, loss_cls: 0.5378, loss_sal: 0.0426, loss_video_cal: 0.0169, loss_layer_cal: 0.0057, loss: 0.6029, scale: 16384.0000 [2024-04-16 18:20:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_353.pth... [2024-04-16 18:20:49 INFO]: Validating... [2024-04-16 18:20:49 INFO]: Epoch (val) [353][1] loss_cls: 0.5370, loss_sal: 0.4314, loss_video_cal: 0.0000, loss_layer_cal: 0.0037, loss: 0.9721, mAP: 0.4791, best_mAP: 0.9039 [2024-04-16 18:20:50 INFO]: Epoch [354][1/1] lr: 0.0005, eta: 0:02:01, time: 0.060, data_time: 0.439, memory: 1619, loss_cls: 0.5366, loss_sal: 0.0080, loss_video_cal: 0.0068, loss_layer_cal: 0.0059, loss: 0.5573, scale: 16384.0000 [2024-04-16 18:20:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_354.pth... [2024-04-16 18:20:50 INFO]: Validating... [2024-04-16 18:20:50 INFO]: Epoch (val) [354][1] loss_cls: 0.5356, loss_sal: 0.4271, loss_video_cal: 0.0000, loss_layer_cal: 0.0037, loss: 0.9664, mAP: 0.4791, best_mAP: 0.9039 [2024-04-16 18:20:51 INFO]: Epoch [355][1/1] lr: 0.0005, eta: 0:02:00, time: 0.060, data_time: 0.414, memory: 1619, loss_cls: 0.5496, loss_sal: 0.0703, loss_video_cal: 0.0042, loss_layer_cal: 0.0039, loss: 0.6280, scale: 16384.0000 [2024-04-16 18:20:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_355.pth... [2024-04-16 18:20:51 INFO]: Validating... [2024-04-16 18:20:51 INFO]: Epoch (val) [355][1] loss_cls: 0.5369, loss_sal: 0.4230, loss_video_cal: 0.0000, loss_layer_cal: 0.0038, loss: 0.9636, mAP: 0.4791, best_mAP: 0.9039 [2024-04-16 18:20:51 INFO]: Epoch [356][1/1] lr: 0.0005, eta: 0:02:00, time: 0.060, data_time: 0.407, memory: 1619, loss_cls: 0.5344, loss_sal: 0.0246, loss_video_cal: 0.0209, loss_layer_cal: 0.0072, loss: 0.5870, scale: 16384.0000 [2024-04-16 18:20:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_356.pth... [2024-04-16 18:20:52 INFO]: Validating... [2024-04-16 18:20:52 INFO]: Epoch (val) [356][1] loss_cls: 0.5413, loss_sal: 0.4185, loss_video_cal: 0.0000, loss_layer_cal: 0.0038, loss: 0.9636, mAP: 0.4719, best_mAP: 0.9039 [2024-04-16 18:20:52 INFO]: Epoch [357][1/1] lr: 0.0005, eta: 0:01:59, time: 0.058, data_time: 0.400, memory: 1619, loss_cls: 0.5388, loss_sal: 0.1699, loss_video_cal: 0.0141, loss_layer_cal: 0.0095, loss: 0.7323, scale: 16384.0000 [2024-04-16 18:20:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_357.pth... [2024-04-16 18:20:52 INFO]: Validating... [2024-04-16 18:20:53 INFO]: Epoch (val) [357][1] loss_cls: 0.5427, loss_sal: 0.4017, loss_video_cal: 0.0000, loss_layer_cal: 0.0037, loss: 0.9481, mAP: 0.4631, best_mAP: 0.9039 [2024-04-16 18:20:53 INFO]: Epoch [358][1/1] lr: 0.0005, eta: 0:01:58, time: 0.059, data_time: 0.414, memory: 1619, loss_cls: 0.5411, loss_sal: 0.1047, loss_video_cal: 0.0190, loss_layer_cal: 0.0071, loss: 0.6720, scale: 16384.0000 [2024-04-16 18:20:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_358.pth... [2024-04-16 18:20:53 INFO]: Validating... [2024-04-16 18:20:53 INFO]: Epoch (val) [358][1] loss_cls: 0.5375, loss_sal: 0.3809, loss_video_cal: 0.0000, loss_layer_cal: 0.0037, loss: 0.9221, mAP: 0.4631, best_mAP: 0.9039 [2024-04-16 18:20:54 INFO]: Epoch [359][1/1] lr: 0.0005, eta: 0:01:57, time: 0.057, data_time: 0.400, memory: 1619, loss_cls: 0.5350, loss_sal: 0.1187, loss_video_cal: 0.0167, loss_layer_cal: 0.0073, loss: 0.6777, scale: 16384.0000 [2024-04-16 18:20:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_359.pth... [2024-04-16 18:20:54 INFO]: Validating... [2024-04-16 18:20:54 INFO]: Epoch (val) [359][1] loss_cls: 0.5307, loss_sal: 0.3740, loss_video_cal: 0.0000, loss_layer_cal: 0.0037, loss: 0.9084, mAP: 0.4772, best_mAP: 0.9039 [2024-04-16 18:20:55 INFO]: Epoch [360][1/1] lr: 0.0005, eta: 0:01:56, time: 0.063, data_time: 0.417, memory: 1619, loss_cls: 0.5427, loss_sal: 0.0155, loss_video_cal: 0.0097, loss_layer_cal: 0.0068, loss: 0.5747, scale: 16384.0000 [2024-04-16 18:20:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_360.pth... [2024-04-16 18:20:55 INFO]: Validating... [2024-04-16 18:20:55 INFO]: Epoch (val) [360][1] loss_cls: 0.5294, loss_sal: 0.3690, loss_video_cal: 0.0000, loss_layer_cal: 0.0037, loss: 0.9020, mAP: 0.4719, best_mAP: 0.9039 [2024-04-16 18:20:56 INFO]: Epoch [361][1/1] lr: 0.0005, eta: 0:01:55, time: 0.061, data_time: 0.423, memory: 1619, loss_cls: 0.5401, loss_sal: 0.0920, loss_video_cal: 0.0322, loss_layer_cal: 0.0078, loss: 0.6722, scale: 16384.0000 [2024-04-16 18:20:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_361.pth... [2024-04-16 18:20:56 INFO]: Validating... [2024-04-16 18:20:56 INFO]: Epoch (val) [361][1] loss_cls: 0.5317, loss_sal: 0.3653, loss_video_cal: 0.0000, loss_layer_cal: 0.0036, loss: 0.9006, mAP: 0.4719, best_mAP: 0.9039 [2024-04-16 18:20:56 INFO]: Epoch [362][1/1] lr: 0.0005, eta: 0:01:55, time: 0.066, data_time: 0.438, memory: 1619, loss_cls: 0.5421, loss_sal: 0.1412, loss_video_cal: 0.0110, loss_layer_cal: 0.0133, loss: 0.7076, scale: 16384.0000 [2024-04-16 18:20:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_362.pth... [2024-04-16 18:20:57 INFO]: Validating... [2024-04-16 18:20:57 INFO]: Epoch (val) [362][1] loss_cls: 0.5324, loss_sal: 0.3636, loss_video_cal: 0.0000, loss_layer_cal: 0.0036, loss: 0.8996, mAP: 0.4719, best_mAP: 0.9039 [2024-04-16 18:20:57 INFO]: Epoch [363][1/1] lr: 0.0005, eta: 0:01:54, time: 0.062, data_time: 0.429, memory: 1619, loss_cls: 0.5378, loss_sal: 0.0743, loss_video_cal: 0.0105, loss_layer_cal: 0.0080, loss: 0.6307, scale: 16384.0000 [2024-04-16 18:20:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_363.pth... [2024-04-16 18:20:57 INFO]: Validating... [2024-04-16 18:20:58 INFO]: Epoch (val) [363][1] loss_cls: 0.5333, loss_sal: 0.3659, loss_video_cal: 0.0000, loss_layer_cal: 0.0036, loss: 0.9029, mAP: 0.4719, best_mAP: 0.9039 [2024-04-16 18:20:58 INFO]: Epoch [364][1/1] lr: 0.0005, eta: 0:01:53, time: 0.063, data_time: 0.435, memory: 1619, loss_cls: 0.5429, loss_sal: 0.0445, loss_video_cal: 0.0091, loss_layer_cal: 0.0067, loss: 0.6032, scale: 16384.0000 [2024-04-16 18:20:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_364.pth... [2024-04-16 18:20:58 INFO]: Validating... [2024-04-16 18:20:59 INFO]: Epoch (val) [364][1] loss_cls: 0.5356, loss_sal: 0.3739, loss_video_cal: 0.0000, loss_layer_cal: 0.0037, loss: 0.9132, mAP: 0.4719, best_mAP: 0.9039 [2024-04-16 18:20:59 INFO]: Epoch [365][1/1] lr: 0.0005, eta: 0:01:52, time: 0.063, data_time: 0.422, memory: 1619, loss_cls: 0.5414, loss_sal: 0.0617, loss_video_cal: 0.0144, loss_layer_cal: 0.0073, loss: 0.6249, scale: 16384.0000 [2024-04-16 18:20:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_365.pth... [2024-04-16 18:20:59 INFO]: Validating... [2024-04-16 18:20:59 INFO]: Epoch (val) [365][1] loss_cls: 0.5402, loss_sal: 0.3883, loss_video_cal: 0.0000, loss_layer_cal: 0.0037, loss: 0.9322, mAP: 0.4810, best_mAP: 0.9039 [2024-04-16 18:21:00 INFO]: Epoch [366][1/1] lr: 0.0005, eta: 0:01:51, time: 0.065, data_time: 0.428, memory: 1619, loss_cls: 0.5409, loss_sal: 0.0314, loss_video_cal: 0.0134, loss_layer_cal: 0.0091, loss: 0.5949, scale: 16384.0000 [2024-04-16 18:21:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_366.pth... [2024-04-16 18:21:00 INFO]: Validating... [2024-04-16 18:21:00 INFO]: Epoch (val) [366][1] loss_cls: 0.5429, loss_sal: 0.3950, loss_video_cal: 0.0000, loss_layer_cal: 0.0037, loss: 0.9416, mAP: 0.4810, best_mAP: 0.9039 [2024-04-16 18:21:01 INFO]: Epoch [367][1/1] lr: 0.0005, eta: 0:01:50, time: 0.065, data_time: 0.442, memory: 1619, loss_cls: 0.5410, loss_sal: 0.1818, loss_video_cal: 0.0078, loss_layer_cal: 0.0060, loss: 0.7367, scale: 16384.0000 [2024-04-16 18:21:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_367.pth... [2024-04-16 18:21:01 INFO]: Validating... [2024-04-16 18:21:01 INFO]: Epoch (val) [367][1] loss_cls: 0.5480, loss_sal: 0.3693, loss_video_cal: 0.0000, loss_layer_cal: 0.0035, loss: 0.9209, mAP: 0.4719, best_mAP: 0.9039 [2024-04-16 18:21:02 INFO]: Epoch [368][1/1] lr: 0.0005, eta: 0:01:50, time: 0.064, data_time: 0.444, memory: 1619, loss_cls: 0.5433, loss_sal: 0.1024, loss_video_cal: 0.0136, loss_layer_cal: 0.0055, loss: 0.6648, scale: 16384.0000 [2024-04-16 18:21:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_368.pth... [2024-04-16 18:21:02 INFO]: Validating... [2024-04-16 18:21:02 INFO]: Epoch (val) [368][1] loss_cls: 0.5478, loss_sal: 0.3545, loss_video_cal: 0.0000, loss_layer_cal: 0.0034, loss: 0.9057, mAP: 0.4538, best_mAP: 0.9039 [2024-04-16 18:21:02 INFO]: Epoch [369][1/1] lr: 0.0005, eta: 0:01:49, time: 0.064, data_time: 0.440, memory: 1619, loss_cls: 0.5444, loss_sal: 0.1264, loss_video_cal: 0.0136, loss_layer_cal: 0.0058, loss: 0.6902, scale: 16384.0000 [2024-04-16 18:21:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_369.pth... [2024-04-16 18:21:03 INFO]: Validating... [2024-04-16 18:21:03 INFO]: Epoch (val) [369][1] loss_cls: 0.5436, loss_sal: 0.3422, loss_video_cal: 0.0000, loss_layer_cal: 0.0032, loss: 0.8890, mAP: 0.4538, best_mAP: 0.9039 [2024-04-16 18:21:03 INFO]: Epoch [370][1/1] lr: 0.0005, eta: 0:01:48, time: 0.065, data_time: 0.454, memory: 1619, loss_cls: 0.5445, loss_sal: 0.1279, loss_video_cal: 0.0103, loss_layer_cal: 0.0075, loss: 0.6901, scale: 16384.0000 [2024-04-16 18:21:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_370.pth... [2024-04-16 18:21:03 INFO]: Validating... [2024-04-16 18:21:04 INFO]: Epoch (val) [370][1] loss_cls: 0.5365, loss_sal: 0.3387, loss_video_cal: 0.0000, loss_layer_cal: 0.0031, loss: 0.8783, mAP: 0.4538, best_mAP: 0.9039 [2024-04-16 18:21:04 INFO]: Epoch [371][1/1] lr: 0.0005, eta: 0:01:47, time: 0.066, data_time: 0.436, memory: 1619, loss_cls: 0.5393, loss_sal: 0.0414, loss_video_cal: 0.0058, loss_layer_cal: 0.0080, loss: 0.5944, scale: 16384.0000 [2024-04-16 18:21:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_371.pth... [2024-04-16 18:21:04 INFO]: Validating... [2024-04-16 18:21:05 INFO]: Epoch (val) [371][1] loss_cls: 0.5317, loss_sal: 0.3373, loss_video_cal: 0.0000, loss_layer_cal: 0.0031, loss: 0.8721, mAP: 0.4719, best_mAP: 0.9039 [2024-04-16 18:21:05 INFO]: Epoch [372][1/1] lr: 0.0005, eta: 0:01:46, time: 0.062, data_time: 0.445, memory: 1619, loss_cls: 0.5424, loss_sal: 0.1761, loss_video_cal: 0.0178, loss_layer_cal: 0.0048, loss: 0.7411, scale: 16384.0000 [2024-04-16 18:21:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_372.pth... [2024-04-16 18:21:05 INFO]: Validating... [2024-04-16 18:21:06 INFO]: Epoch (val) [372][1] loss_cls: 0.5324, loss_sal: 0.3328, loss_video_cal: 0.0000, loss_layer_cal: 0.0030, loss: 0.8681, mAP: 0.4719, best_mAP: 0.9039 [2024-04-16 18:21:06 INFO]: Epoch [373][1/1] lr: 0.0005, eta: 0:01:45, time: 0.063, data_time: 0.431, memory: 1619, loss_cls: 0.5375, loss_sal: 0.0684, loss_video_cal: 0.0102, loss_layer_cal: 0.0064, loss: 0.6226, scale: 16384.0000 [2024-04-16 18:21:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_373.pth... [2024-04-16 18:21:06 INFO]: Validating... [2024-04-16 18:21:06 INFO]: Epoch (val) [373][1] loss_cls: 0.5367, loss_sal: 0.3287, loss_video_cal: 0.0000, loss_layer_cal: 0.0028, loss: 0.8682, mAP: 0.4791, best_mAP: 0.9039 [2024-04-16 18:21:07 INFO]: Epoch [374][1/1] lr: 0.0005, eta: 0:01:45, time: 0.061, data_time: 0.415, memory: 1619, loss_cls: 0.5427, loss_sal: 0.0427, loss_video_cal: 0.0068, loss_layer_cal: 0.0081, loss: 0.6003, scale: 16384.0000 [2024-04-16 18:21:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_374.pth... [2024-04-16 18:21:07 INFO]: Validating... [2024-04-16 18:21:07 INFO]: Epoch (val) [374][1] loss_cls: 0.5410, loss_sal: 0.3267, loss_video_cal: 0.0000, loss_layer_cal: 0.0027, loss: 0.8705, mAP: 0.4791, best_mAP: 0.9039 [2024-04-16 18:21:08 INFO]: Epoch [375][1/1] lr: 0.0005, eta: 0:01:44, time: 0.062, data_time: 0.425, memory: 1619, loss_cls: 0.5453, loss_sal: 0.0303, loss_video_cal: 0.0113, loss_layer_cal: 0.0069, loss: 0.5937, scale: 16384.0000 [2024-04-16 18:21:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_375.pth... [2024-04-16 18:21:08 INFO]: Validating... [2024-04-16 18:21:08 INFO]: Epoch (val) [375][1] loss_cls: 0.5415, loss_sal: 0.3299, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 0.8741, mAP: 0.4744, best_mAP: 0.9039 [2024-04-16 18:21:08 INFO]: Epoch [376][1/1] lr: 0.0005, eta: 0:01:43, time: 0.063, data_time: 0.416, memory: 1619, loss_cls: 0.5391, loss_sal: 0.0729, loss_video_cal: 0.0118, loss_layer_cal: 0.0089, loss: 0.6327, scale: 16384.0000 [2024-04-16 18:21:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_376.pth... [2024-04-16 18:21:09 INFO]: Validating... [2024-04-16 18:21:09 INFO]: Epoch (val) [376][1] loss_cls: 0.5406, loss_sal: 0.3368, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 0.8800, mAP: 0.4785, best_mAP: 0.9039 [2024-04-16 18:21:09 INFO]: Epoch [377][1/1] lr: 0.0005, eta: 0:01:42, time: 0.063, data_time: 0.436, memory: 1619, loss_cls: 0.5405, loss_sal: 0.0623, loss_video_cal: 0.0121, loss_layer_cal: 0.0137, loss: 0.6286, scale: 16384.0000 [2024-04-16 18:21:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_377.pth... [2024-04-16 18:21:09 INFO]: Validating... [2024-04-16 18:21:10 INFO]: Epoch (val) [377][1] loss_cls: 0.5404, loss_sal: 0.3536, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 0.8966, mAP: 0.4913, best_mAP: 0.9039 [2024-04-16 18:21:10 INFO]: Epoch [378][1/1] lr: 0.0005, eta: 0:01:41, time: 0.062, data_time: 0.434, memory: 1619, loss_cls: 0.5390, loss_sal: 0.0951, loss_video_cal: 0.0135, loss_layer_cal: 0.0061, loss: 0.6537, scale: 16384.0000 [2024-04-16 18:21:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_378.pth... [2024-04-16 18:21:10 INFO]: Validating... [2024-04-16 18:21:11 INFO]: Epoch (val) [378][1] loss_cls: 0.5407, loss_sal: 0.3630, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 0.9063, mAP: 0.4913, best_mAP: 0.9039 [2024-04-16 18:21:11 INFO]: Epoch [379][1/1] lr: 0.0005, eta: 0:01:41, time: 0.063, data_time: 0.439, memory: 1619, loss_cls: 0.5412, loss_sal: 0.0795, loss_video_cal: 0.0107, loss_layer_cal: 0.0040, loss: 0.6354, scale: 16384.0000 [2024-04-16 18:21:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_379.pth... [2024-04-16 18:21:11 INFO]: Validating... [2024-04-16 18:21:11 INFO]: Epoch (val) [379][1] loss_cls: 0.5415, loss_sal: 0.3610, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 0.9051, mAP: 0.5101, best_mAP: 0.9039 [2024-04-16 18:21:12 INFO]: Epoch [380][1/1] lr: 0.0005, eta: 0:01:40, time: 0.061, data_time: 0.429, memory: 1619, loss_cls: 0.5415, loss_sal: 0.1025, loss_video_cal: 0.0205, loss_layer_cal: 0.0097, loss: 0.6742, scale: 16384.0000 [2024-04-16 18:21:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_380.pth... [2024-04-16 18:21:12 INFO]: Validating... [2024-04-16 18:21:12 INFO]: Epoch (val) [380][1] loss_cls: 0.5422, loss_sal: 0.3487, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 0.8935, mAP: 0.5306, best_mAP: 0.9039 [2024-04-16 18:21:13 INFO]: Epoch [381][1/1] lr: 0.0005, eta: 0:01:39, time: 0.064, data_time: 0.428, memory: 1619, loss_cls: 0.5387, loss_sal: 0.0407, loss_video_cal: 0.0160, loss_layer_cal: 0.0069, loss: 0.6023, scale: 16384.0000 [2024-04-16 18:21:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_381.pth... [2024-04-16 18:21:13 INFO]: Validating... [2024-04-16 18:21:13 INFO]: Epoch (val) [381][1] loss_cls: 0.5422, loss_sal: 0.3390, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 0.8838, mAP: 0.5246, best_mAP: 0.9039 [2024-04-16 18:21:14 INFO]: Epoch [382][1/1] lr: 0.0005, eta: 0:01:38, time: 0.063, data_time: 0.451, memory: 1619, loss_cls: 0.5433, loss_sal: 0.0446, loss_video_cal: 0.0129, loss_layer_cal: 0.0087, loss: 0.6094, scale: 16384.0000 [2024-04-16 18:21:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_382.pth... [2024-04-16 18:21:14 INFO]: Validating... [2024-04-16 18:21:14 INFO]: Epoch (val) [382][1] loss_cls: 0.5403, loss_sal: 0.3299, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 0.8728, mAP: 0.5267, best_mAP: 0.9039 [2024-04-16 18:21:15 INFO]: Epoch [383][1/1] lr: 0.0005, eta: 0:01:37, time: 0.061, data_time: 0.427, memory: 1619, loss_cls: 0.5372, loss_sal: 0.1195, loss_video_cal: 0.0174, loss_layer_cal: 0.0065, loss: 0.6805, scale: 16384.0000 [2024-04-16 18:21:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_383.pth... [2024-04-16 18:21:15 INFO]: Validating... [2024-04-16 18:21:15 INFO]: Epoch (val) [383][1] loss_cls: 0.5385, loss_sal: 0.3228, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 0.8639, mAP: 0.5267, best_mAP: 0.9039 [2024-04-16 18:21:15 INFO]: Epoch [384][1/1] lr: 0.0005, eta: 0:01:36, time: 0.060, data_time: 0.397, memory: 1619, loss_cls: 0.5352, loss_sal: 0.0454, loss_video_cal: 0.0168, loss_layer_cal: 0.0053, loss: 0.6026, scale: 16384.0000 [2024-04-16 18:21:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_384.pth... [2024-04-16 18:21:15 INFO]: Validating... [2024-04-16 18:21:16 INFO]: Epoch (val) [384][1] loss_cls: 0.5366, loss_sal: 0.3168, loss_video_cal: 0.0000, loss_layer_cal: 0.0027, loss: 0.8561, mAP: 0.5058, best_mAP: 0.9039 [2024-04-16 18:21:16 INFO]: Epoch [385][1/1] lr: 0.0005, eta: 0:01:36, time: 0.061, data_time: 0.408, memory: 1619, loss_cls: 0.5389, loss_sal: 0.1272, loss_video_cal: 0.0148, loss_layer_cal: 0.0074, loss: 0.6883, scale: 16384.0000 [2024-04-16 18:21:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_385.pth... [2024-04-16 18:21:16 INFO]: Validating... [2024-04-16 18:21:17 INFO]: Epoch (val) [385][1] loss_cls: 0.5357, loss_sal: 0.3098, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 0.8481, mAP: 0.4985, best_mAP: 0.9039 [2024-04-16 18:21:17 INFO]: Epoch [386][1/1] lr: 0.0005, eta: 0:01:35, time: 0.062, data_time: 0.423, memory: 1619, loss_cls: 0.5362, loss_sal: 0.1678, loss_video_cal: 0.0172, loss_layer_cal: 0.0076, loss: 0.7289, scale: 16384.0000 [2024-04-16 18:21:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_386.pth... [2024-04-16 18:21:17 INFO]: Validating... [2024-04-16 18:21:17 INFO]: Epoch (val) [386][1] loss_cls: 0.5355, loss_sal: 0.3112, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 0.8493, mAP: 0.4985, best_mAP: 0.9039 [2024-04-16 18:21:18 INFO]: Epoch [387][1/1] lr: 0.0005, eta: 0:01:34, time: 0.062, data_time: 0.437, memory: 1619, loss_cls: 0.5345, loss_sal: 0.0206, loss_video_cal: 0.0087, loss_layer_cal: 0.0072, loss: 0.5709, scale: 16384.0000 [2024-04-16 18:21:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_387.pth... [2024-04-16 18:21:18 INFO]: Validating... [2024-04-16 18:21:18 INFO]: Epoch (val) [387][1] loss_cls: 0.5361, loss_sal: 0.3136, loss_video_cal: 0.0000, loss_layer_cal: 0.0025, loss: 0.8522, mAP: 0.4934, best_mAP: 0.9039 [2024-04-16 18:21:19 INFO]: Epoch [388][1/1] lr: 0.0005, eta: 0:01:33, time: 0.061, data_time: 0.414, memory: 1619, loss_cls: 0.5351, loss_sal: 0.0536, loss_video_cal: 0.0078, loss_layer_cal: 0.0092, loss: 0.6056, scale: 16384.0000 [2024-04-16 18:21:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_388.pth... [2024-04-16 18:21:19 INFO]: Validating... [2024-04-16 18:21:19 INFO]: Epoch (val) [388][1] loss_cls: 0.5368, loss_sal: 0.3159, loss_video_cal: 0.0000, loss_layer_cal: 0.0025, loss: 0.8552, mAP: 0.4810, best_mAP: 0.9039 [2024-04-16 18:21:20 INFO]: Epoch [389][1/1] lr: 0.0005, eta: 0:01:32, time: 0.062, data_time: 0.427, memory: 1619, loss_cls: 0.5374, loss_sal: 0.0750, loss_video_cal: 0.0157, loss_layer_cal: 0.0062, loss: 0.6344, scale: 16384.0000 [2024-04-16 18:21:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_389.pth... [2024-04-16 18:21:20 INFO]: Validating... [2024-04-16 18:21:20 INFO]: Epoch (val) [389][1] loss_cls: 0.5378, loss_sal: 0.3164, loss_video_cal: 0.0000, loss_layer_cal: 0.0025, loss: 0.8567, mAP: 0.4810, best_mAP: 0.9039 [2024-04-16 18:21:20 INFO]: Epoch [390][1/1] lr: 0.0005, eta: 0:01:31, time: 0.062, data_time: 0.429, memory: 1619, loss_cls: 0.5354, loss_sal: 0.0419, loss_video_cal: 0.0230, loss_layer_cal: 0.0098, loss: 0.6102, scale: 16384.0000 [2024-04-16 18:21:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_390.pth... [2024-04-16 18:21:20 INFO]: Validating... [2024-04-16 18:21:21 INFO]: Epoch (val) [390][1] loss_cls: 0.5387, loss_sal: 0.3138, loss_video_cal: 0.0000, loss_layer_cal: 0.0025, loss: 0.8550, mAP: 0.4810, best_mAP: 0.9039 [2024-04-16 18:21:21 INFO]: Epoch [391][1/1] lr: 0.0005, eta: 0:01:31, time: 0.066, data_time: 0.439, memory: 1619, loss_cls: 0.5345, loss_sal: 0.0414, loss_video_cal: 0.0093, loss_layer_cal: 0.0064, loss: 0.5916, scale: 16384.0000 [2024-04-16 18:21:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_391.pth... [2024-04-16 18:21:21 INFO]: Validating... [2024-04-16 18:21:22 INFO]: Epoch (val) [391][1] loss_cls: 0.5408, loss_sal: 0.3118, loss_video_cal: 0.0000, loss_layer_cal: 0.0024, loss: 0.8550, mAP: 0.5015, best_mAP: 0.9039 [2024-04-16 18:21:22 INFO]: Epoch [392][1/1] lr: 0.0005, eta: 0:01:30, time: 0.065, data_time: 0.445, memory: 1619, loss_cls: 0.5330, loss_sal: 0.1058, loss_video_cal: 0.0142, loss_layer_cal: 0.0073, loss: 0.6603, scale: 16384.0000 [2024-04-16 18:21:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_392.pth... [2024-04-16 18:21:22 INFO]: Validating... [2024-04-16 18:21:23 INFO]: Epoch (val) [392][1] loss_cls: 0.5448, loss_sal: 0.3136, loss_video_cal: 0.0000, loss_layer_cal: 0.0023, loss: 0.8608, mAP: 0.5015, best_mAP: 0.9039 [2024-04-16 18:21:23 INFO]: Epoch [393][1/1] lr: 0.0005, eta: 0:01:29, time: 0.061, data_time: 0.436, memory: 1619, loss_cls: 0.5341, loss_sal: 0.1044, loss_video_cal: 0.0155, loss_layer_cal: 0.0038, loss: 0.6579, scale: 16384.0000 [2024-04-16 18:21:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_393.pth... [2024-04-16 18:21:23 INFO]: Validating... [2024-04-16 18:21:23 INFO]: Epoch (val) [393][1] loss_cls: 0.5503, loss_sal: 0.3197, loss_video_cal: 0.0000, loss_layer_cal: 0.0022, loss: 0.8722, mAP: 0.5235, best_mAP: 0.9039 [2024-04-16 18:21:24 INFO]: Epoch [394][1/1] lr: 0.0005, eta: 0:01:28, time: 0.062, data_time: 0.419, memory: 1619, loss_cls: 0.5362, loss_sal: 0.0518, loss_video_cal: 0.0086, loss_layer_cal: 0.0041, loss: 0.6008, scale: 16384.0000 [2024-04-16 18:21:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_394.pth... [2024-04-16 18:21:24 INFO]: Validating... [2024-04-16 18:21:24 INFO]: Epoch (val) [394][1] loss_cls: 0.5547, loss_sal: 0.3209, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 0.8777, mAP: 0.5277, best_mAP: 0.9039 [2024-04-16 18:21:25 INFO]: Epoch [395][1/1] lr: 0.0005, eta: 0:01:27, time: 0.062, data_time: 0.429, memory: 1619, loss_cls: 0.5366, loss_sal: 0.0630, loss_video_cal: 0.0076, loss_layer_cal: 0.0040, loss: 0.6111, scale: 16384.0000 [2024-04-16 18:21:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_395.pth... [2024-04-16 18:21:25 INFO]: Validating... [2024-04-16 18:21:25 INFO]: Epoch (val) [395][1] loss_cls: 0.5542, loss_sal: 0.3182, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 0.8744, mAP: 0.5475, best_mAP: 0.9039 [2024-04-16 18:21:26 INFO]: Epoch [396][1/1] lr: 0.0005, eta: 0:01:26, time: 0.061, data_time: 0.423, memory: 1619, loss_cls: 0.5389, loss_sal: 0.0147, loss_video_cal: 0.0063, loss_layer_cal: 0.0056, loss: 0.5655, scale: 16384.0000 [2024-04-16 18:21:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_396.pth... [2024-04-16 18:21:26 INFO]: Validating... [2024-04-16 18:21:26 INFO]: Epoch (val) [396][1] loss_cls: 0.5491, loss_sal: 0.3135, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 0.8645, mAP: 0.5475, best_mAP: 0.9039 [2024-04-16 18:21:26 INFO]: Epoch [397][1/1] lr: 0.0005, eta: 0:01:26, time: 0.063, data_time: 0.429, memory: 1619, loss_cls: 0.5353, loss_sal: 0.1137, loss_video_cal: 0.0100, loss_layer_cal: 0.0088, loss: 0.6678, scale: 16384.0000 [2024-04-16 18:21:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_397.pth... [2024-04-16 18:21:26 INFO]: Validating... [2024-04-16 18:21:27 INFO]: Epoch (val) [397][1] loss_cls: 0.5455, loss_sal: 0.3101, loss_video_cal: 0.0000, loss_layer_cal: 0.0018, loss: 0.8574, mAP: 0.5475, best_mAP: 0.9039 [2024-04-16 18:21:27 INFO]: Epoch [398][1/1] lr: 0.0005, eta: 0:01:25, time: 0.060, data_time: 0.412, memory: 1619, loss_cls: 0.5350, loss_sal: 0.0708, loss_video_cal: 0.0087, loss_layer_cal: 0.0031, loss: 0.6176, scale: 16384.0000 [2024-04-16 18:21:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_398.pth... [2024-04-16 18:21:27 INFO]: Validating... [2024-04-16 18:21:28 INFO]: Epoch (val) [398][1] loss_cls: 0.5422, loss_sal: 0.3091, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 0.8530, mAP: 0.5288, best_mAP: 0.9039 [2024-04-16 18:21:28 INFO]: Epoch [399][1/1] lr: 0.0005, eta: 0:01:24, time: 0.065, data_time: 0.438, memory: 1619, loss_cls: 0.5355, loss_sal: 0.0182, loss_video_cal: 0.0055, loss_layer_cal: 0.0046, loss: 0.5637, scale: 16384.0000 [2024-04-16 18:21:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_399.pth... [2024-04-16 18:21:28 INFO]: Validating... [2024-04-16 18:21:28 INFO]: Epoch (val) [399][1] loss_cls: 0.5399, loss_sal: 0.3138, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 0.8554, mAP: 0.6404, best_mAP: 0.9039 [2024-04-16 18:21:29 INFO]: Epoch [400][1/1] lr: 0.0005, eta: 0:01:23, time: 0.062, data_time: 0.431, memory: 1619, loss_cls: 0.5353, loss_sal: 0.0495, loss_video_cal: 0.0073, loss_layer_cal: 0.0048, loss: 0.5970, scale: 16384.0000 [2024-04-16 18:21:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_400.pth... [2024-04-16 18:21:29 INFO]: Validating... [2024-04-16 18:21:29 INFO]: Epoch (val) [400][1] loss_cls: 0.5390, loss_sal: 0.3210, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 0.8616, mAP: 0.6690, best_mAP: 0.9039 [2024-04-16 18:21:30 INFO]: Epoch [401][1/1] lr: 0.0005, eta: 0:01:22, time: 0.062, data_time: 0.428, memory: 1619, loss_cls: 0.5379, loss_sal: 0.1633, loss_video_cal: 0.0096, loss_layer_cal: 0.0054, loss: 0.7162, scale: 16384.0000 [2024-04-16 18:21:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_401.pth... [2024-04-16 18:21:30 INFO]: Validating... [2024-04-16 18:21:30 INFO]: Epoch (val) [401][1] loss_cls: 0.5409, loss_sal: 0.3184, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 0.8609, mAP: 0.6568, best_mAP: 0.9039 [2024-04-16 18:21:31 INFO]: Epoch [402][1/1] lr: 0.0005, eta: 0:01:21, time: 0.064, data_time: 0.435, memory: 1619, loss_cls: 0.5424, loss_sal: 0.0314, loss_video_cal: 0.0136, loss_layer_cal: 0.0065, loss: 0.5939, scale: 16384.0000 [2024-04-16 18:21:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_402.pth... [2024-04-16 18:21:31 INFO]: Validating... [2024-04-16 18:21:31 INFO]: Epoch (val) [402][1] loss_cls: 0.5442, loss_sal: 0.3193, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 0.8652, mAP: 0.6712, best_mAP: 0.9039 [2024-04-16 18:21:32 INFO]: Epoch [403][1/1] lr: 0.0005, eta: 0:01:21, time: 0.063, data_time: 0.432, memory: 1619, loss_cls: 0.5360, loss_sal: 0.0286, loss_video_cal: 0.0149, loss_layer_cal: 0.0031, loss: 0.5826, scale: 16384.0000 [2024-04-16 18:21:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_403.pth... [2024-04-16 18:21:32 INFO]: Validating... [2024-04-16 18:21:32 INFO]: Epoch (val) [403][1] loss_cls: 0.5483, loss_sal: 0.3267, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 0.8766, mAP: 0.6449, best_mAP: 0.9039 [2024-04-16 18:21:32 INFO]: Epoch [404][1/1] lr: 0.0005, eta: 0:01:20, time: 0.065, data_time: 0.435, memory: 1619, loss_cls: 0.5366, loss_sal: 0.0409, loss_video_cal: 0.0129, loss_layer_cal: 0.0036, loss: 0.5939, scale: 16384.0000 [2024-04-16 18:21:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_404.pth... [2024-04-16 18:21:32 INFO]: Validating... [2024-04-16 18:21:33 INFO]: Epoch (val) [404][1] loss_cls: 0.5518, loss_sal: 0.3297, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 0.8832, mAP: 0.6847, best_mAP: 0.9039 [2024-04-16 18:21:33 INFO]: Epoch [405][1/1] lr: 0.0005, eta: 0:01:19, time: 0.064, data_time: 0.444, memory: 1619, loss_cls: 0.5364, loss_sal: 0.0889, loss_video_cal: 0.0042, loss_layer_cal: 0.0041, loss: 0.6335, scale: 16384.0000 [2024-04-16 18:21:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_405.pth... [2024-04-16 18:21:33 INFO]: Validating... [2024-04-16 18:21:34 INFO]: Epoch (val) [405][1] loss_cls: 0.5529, loss_sal: 0.3295, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 0.8841, mAP: 0.6978, best_mAP: 0.9039 [2024-04-16 18:21:34 INFO]: Epoch [406][1/1] lr: 0.0005, eta: 0:01:18, time: 0.061, data_time: 0.439, memory: 1619, loss_cls: 0.5386, loss_sal: 0.0052, loss_video_cal: 0.0052, loss_layer_cal: 0.0041, loss: 0.5532, scale: 16384.0000 [2024-04-16 18:21:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_406.pth... [2024-04-16 18:21:34 INFO]: Validating... [2024-04-16 18:21:35 INFO]: Epoch (val) [406][1] loss_cls: 0.5503, loss_sal: 0.3306, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 0.8825, mAP: 0.5304, best_mAP: 0.9039 [2024-04-16 18:21:35 INFO]: Epoch [407][1/1] lr: 0.0005, eta: 0:01:17, time: 0.064, data_time: 0.429, memory: 1619, loss_cls: 0.5379, loss_sal: 0.0692, loss_video_cal: 0.0107, loss_layer_cal: 0.0072, loss: 0.6251, scale: 16384.0000 [2024-04-16 18:21:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_407.pth... [2024-04-16 18:21:35 INFO]: Validating... [2024-04-16 18:21:35 INFO]: Epoch (val) [407][1] loss_cls: 0.5460, loss_sal: 0.3288, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 0.8764, mAP: 0.5431, best_mAP: 0.9039 [2024-04-16 18:21:36 INFO]: Epoch [408][1/1] lr: 0.0005, eta: 0:01:16, time: 0.061, data_time: 0.415, memory: 1619, loss_cls: 0.5384, loss_sal: 0.0260, loss_video_cal: 0.0086, loss_layer_cal: 0.0063, loss: 0.5792, scale: 16384.0000 [2024-04-16 18:21:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_408.pth... [2024-04-16 18:21:36 INFO]: Validating... [2024-04-16 18:21:36 INFO]: Epoch (val) [408][1] loss_cls: 0.5416, loss_sal: 0.3251, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 0.8682, mAP: 0.5431, best_mAP: 0.9039 [2024-04-16 18:21:37 INFO]: Epoch [409][1/1] lr: 0.0005, eta: 0:01:16, time: 0.066, data_time: 0.440, memory: 1619, loss_cls: 0.5366, loss_sal: 0.0546, loss_video_cal: 0.0127, loss_layer_cal: 0.0076, loss: 0.6115, scale: 16384.0000 [2024-04-16 18:21:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_409.pth... [2024-04-16 18:21:37 INFO]: Validating... [2024-04-16 18:21:37 INFO]: Epoch (val) [409][1] loss_cls: 0.5387, loss_sal: 0.3267, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 0.8669, mAP: 0.5431, best_mAP: 0.9039 [2024-04-16 18:21:38 INFO]: Epoch [410][1/1] lr: 0.0005, eta: 0:01:15, time: 0.064, data_time: 0.437, memory: 1619, loss_cls: 0.5447, loss_sal: 0.0650, loss_video_cal: 0.0056, loss_layer_cal: 0.0041, loss: 0.6194, scale: 16384.0000 [2024-04-16 18:21:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_410.pth... [2024-04-16 18:21:38 INFO]: Validating... [2024-04-16 18:21:38 INFO]: Epoch (val) [410][1] loss_cls: 0.5386, loss_sal: 0.3290, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 0.8691, mAP: 0.5431, best_mAP: 0.9039 [2024-04-16 18:21:38 INFO]: Epoch [411][1/1] lr: 0.0005, eta: 0:01:14, time: 0.067, data_time: 0.457, memory: 1619, loss_cls: 0.5359, loss_sal: 0.0146, loss_video_cal: 0.0054, loss_layer_cal: 0.0087, loss: 0.5646, scale: 16384.0000 [2024-04-16 18:21:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_411.pth... [2024-04-16 18:21:39 INFO]: Validating... [2024-04-16 18:21:39 INFO]: Epoch (val) [411][1] loss_cls: 0.5395, loss_sal: 0.3330, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 0.8740, mAP: 0.5431, best_mAP: 0.9039 [2024-04-16 18:21:39 INFO]: Epoch [412][1/1] lr: 0.0005, eta: 0:01:13, time: 0.064, data_time: 0.432, memory: 1619, loss_cls: 0.5340, loss_sal: 0.0595, loss_video_cal: 0.0071, loss_layer_cal: 0.0051, loss: 0.6056, scale: 16384.0000 [2024-04-16 18:21:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_412.pth... [2024-04-16 18:21:39 INFO]: Validating... [2024-04-16 18:21:40 INFO]: Epoch (val) [412][1] loss_cls: 0.5417, loss_sal: 0.3251, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 0.8683, mAP: 0.5431, best_mAP: 0.9039 [2024-04-16 18:21:40 INFO]: Epoch [413][1/1] lr: 0.0005, eta: 0:01:12, time: 0.060, data_time: 0.424, memory: 1619, loss_cls: 0.5339, loss_sal: 0.0583, loss_video_cal: 0.0065, loss_layer_cal: 0.0043, loss: 0.6030, scale: 16384.0000 [2024-04-16 18:21:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_413.pth... [2024-04-16 18:21:40 INFO]: Validating... [2024-04-16 18:21:41 INFO]: Epoch (val) [413][1] loss_cls: 0.5444, loss_sal: 0.3235, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 0.8694, mAP: 0.5567, best_mAP: 0.9039 [2024-04-16 18:21:41 INFO]: Epoch [414][1/1] lr: 0.0005, eta: 0:01:11, time: 0.059, data_time: 0.412, memory: 1619, loss_cls: 0.5334, loss_sal: 0.1283, loss_video_cal: 0.0090, loss_layer_cal: 0.0073, loss: 0.6780, scale: 16384.0000 [2024-04-16 18:21:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_414.pth... [2024-04-16 18:21:41 INFO]: Validating... [2024-04-16 18:21:41 INFO]: Epoch (val) [414][1] loss_cls: 0.5450, loss_sal: 0.3175, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 0.8639, mAP: 0.5431, best_mAP: 0.9039 [2024-04-16 18:21:42 INFO]: Epoch [415][1/1] lr: 0.0005, eta: 0:01:11, time: 0.059, data_time: 0.405, memory: 1619, loss_cls: 0.5319, loss_sal: 0.0864, loss_video_cal: 0.0118, loss_layer_cal: 0.0045, loss: 0.6347, scale: 16384.0000 [2024-04-16 18:21:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_415.pth... [2024-04-16 18:21:42 INFO]: Validating... [2024-04-16 18:21:42 INFO]: Epoch (val) [415][1] loss_cls: 0.5442, loss_sal: 0.3126, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 0.8581, mAP: 0.5431, best_mAP: 0.9039 [2024-04-16 18:21:43 INFO]: Epoch [416][1/1] lr: 0.0005, eta: 0:01:10, time: 0.059, data_time: 0.408, memory: 1619, loss_cls: 0.5376, loss_sal: 0.0232, loss_video_cal: 0.0046, loss_layer_cal: 0.0043, loss: 0.5698, scale: 16384.0000 [2024-04-16 18:21:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_416.pth... [2024-04-16 18:21:43 INFO]: Validating... [2024-04-16 18:21:43 INFO]: Epoch (val) [416][1] loss_cls: 0.5424, loss_sal: 0.3143, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.8580, mAP: 0.5290, best_mAP: 0.9039 [2024-04-16 18:21:43 INFO]: Epoch [417][1/1] lr: 0.0005, eta: 0:01:09, time: 0.056, data_time: 0.397, memory: 1619, loss_cls: 0.5324, loss_sal: 0.0040, loss_video_cal: 0.0060, loss_layer_cal: 0.0094, loss: 0.5518, scale: 16384.0000 [2024-04-16 18:21:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_417.pth... [2024-04-16 18:21:44 INFO]: Validating... [2024-04-16 18:21:44 INFO]: Epoch (val) [417][1] loss_cls: 0.5397, loss_sal: 0.3144, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.8552, mAP: 0.5290, best_mAP: 0.9039 [2024-04-16 18:21:44 INFO]: Epoch [418][1/1] lr: 0.0005, eta: 0:01:08, time: 0.058, data_time: 0.400, memory: 1619, loss_cls: 0.5317, loss_sal: 0.0442, loss_video_cal: 0.0049, loss_layer_cal: 0.0041, loss: 0.5850, scale: 16384.0000 [2024-04-16 18:21:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_418.pth... [2024-04-16 18:21:44 INFO]: Validating... [2024-04-16 18:21:45 INFO]: Epoch (val) [418][1] loss_cls: 0.5359, loss_sal: 0.3150, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.8520, mAP: 0.5290, best_mAP: 0.9039 [2024-04-16 18:21:45 INFO]: Epoch [419][1/1] lr: 0.0005, eta: 0:01:07, time: 0.058, data_time: 0.405, memory: 1619, loss_cls: 0.5326, loss_sal: 0.0802, loss_video_cal: 0.0103, loss_layer_cal: 0.0060, loss: 0.6291, scale: 16384.0000 [2024-04-16 18:21:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_419.pth... [2024-04-16 18:21:45 INFO]: Validating... [2024-04-16 18:21:45 INFO]: Epoch (val) [419][1] loss_cls: 0.5343, loss_sal: 0.3161, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.8515, mAP: 0.5290, best_mAP: 0.9039 [2024-04-16 18:21:46 INFO]: Epoch [420][1/1] lr: 0.0005, eta: 0:01:06, time: 0.059, data_time: 0.415, memory: 1619, loss_cls: 0.5402, loss_sal: 0.0511, loss_video_cal: 0.0106, loss_layer_cal: 0.0047, loss: 0.6066, scale: 16384.0000 [2024-04-16 18:21:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_420.pth... [2024-04-16 18:21:46 INFO]: Validating... [2024-04-16 18:21:46 INFO]: Epoch (val) [420][1] loss_cls: 0.5376, loss_sal: 0.3181, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.8568, mAP: 0.4986, best_mAP: 0.9039 [2024-04-16 18:21:47 INFO]: Epoch [421][1/1] lr: 0.0005, eta: 0:01:06, time: 0.061, data_time: 0.417, memory: 1619, loss_cls: 0.5356, loss_sal: 0.0669, loss_video_cal: 0.0040, loss_layer_cal: 0.0073, loss: 0.6138, scale: 16384.0000 [2024-04-16 18:21:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_421.pth... [2024-04-16 18:21:47 INFO]: Validating... [2024-04-16 18:21:47 INFO]: Epoch (val) [421][1] loss_cls: 0.5433, loss_sal: 0.3204, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.8647, mAP: 0.4880, best_mAP: 0.9039 [2024-04-16 18:21:48 INFO]: Epoch [422][1/1] lr: 0.0005, eta: 0:01:05, time: 0.060, data_time: 0.413, memory: 1619, loss_cls: 0.5357, loss_sal: 0.0507, loss_video_cal: 0.0047, loss_layer_cal: 0.0079, loss: 0.5990, scale: 16384.0000 [2024-04-16 18:21:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_422.pth... [2024-04-16 18:21:48 INFO]: Validating... [2024-04-16 18:21:48 INFO]: Epoch (val) [422][1] loss_cls: 0.5510, loss_sal: 0.3222, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.8743, mAP: 0.4880, best_mAP: 0.9039 [2024-04-16 18:21:48 INFO]: Epoch [423][1/1] lr: 0.0005, eta: 0:01:04, time: 0.059, data_time: 0.419, memory: 1619, loss_cls: 0.5334, loss_sal: 0.0148, loss_video_cal: 0.0062, loss_layer_cal: 0.0050, loss: 0.5595, scale: 16384.0000 [2024-04-16 18:21:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_423.pth... [2024-04-16 18:21:48 INFO]: Validating... [2024-04-16 18:21:49 INFO]: Epoch (val) [423][1] loss_cls: 0.5549, loss_sal: 0.3230, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.8789, mAP: 0.4772, best_mAP: 0.9039 [2024-04-16 18:21:49 INFO]: Epoch [424][1/1] lr: 0.0005, eta: 0:01:03, time: 0.058, data_time: 0.409, memory: 1619, loss_cls: 0.5336, loss_sal: 0.0631, loss_video_cal: 0.0098, loss_layer_cal: 0.0044, loss: 0.6109, scale: 16384.0000 [2024-04-16 18:21:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_424.pth... [2024-04-16 18:21:49 INFO]: Validating... [2024-04-16 18:21:50 INFO]: Epoch (val) [424][1] loss_cls: 0.5579, loss_sal: 0.3211, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.8799, mAP: 0.5241, best_mAP: 0.9039 [2024-04-16 18:21:50 INFO]: Epoch [425][1/1] lr: 0.0005, eta: 0:01:02, time: 0.057, data_time: 0.412, memory: 1619, loss_cls: 0.5340, loss_sal: 0.1229, loss_video_cal: 0.0158, loss_layer_cal: 0.0063, loss: 0.6789, scale: 16384.0000 [2024-04-16 18:21:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_425.pth... [2024-04-16 18:21:50 INFO]: Validating... [2024-04-16 18:21:50 INFO]: Epoch (val) [425][1] loss_cls: 0.5587, loss_sal: 0.3180, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.8776, mAP: 0.5480, best_mAP: 0.9039 [2024-04-16 18:21:51 INFO]: Epoch [426][1/1] lr: 0.0005, eta: 0:01:01, time: 0.062, data_time: 0.421, memory: 1619, loss_cls: 0.5423, loss_sal: 0.0683, loss_video_cal: 0.0107, loss_layer_cal: 0.0079, loss: 0.6292, scale: 16384.0000 [2024-04-16 18:21:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_426.pth... [2024-04-16 18:21:51 INFO]: Validating... [2024-04-16 18:21:51 INFO]: Epoch (val) [426][1] loss_cls: 0.5537, loss_sal: 0.3172, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.8718, mAP: 0.5480, best_mAP: 0.9039 [2024-04-16 18:21:52 INFO]: Epoch [427][1/1] lr: 0.0005, eta: 0:01:01, time: 0.063, data_time: 0.430, memory: 1619, loss_cls: 0.5370, loss_sal: 0.0500, loss_video_cal: 0.0080, loss_layer_cal: 0.0060, loss: 0.6011, scale: 16384.0000 [2024-04-16 18:21:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_427.pth... [2024-04-16 18:21:52 INFO]: Validating... [2024-04-16 18:21:52 INFO]: Epoch (val) [427][1] loss_cls: 0.5448, loss_sal: 0.3159, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.8615, mAP: 0.5213, best_mAP: 0.9039 [2024-04-16 18:21:52 INFO]: Epoch [428][1/1] lr: 0.0005, eta: 0:01:00, time: 0.059, data_time: 0.423, memory: 1619, loss_cls: 0.5307, loss_sal: 0.0573, loss_video_cal: 0.0111, loss_layer_cal: 0.0050, loss: 0.6042, scale: 16384.0000 [2024-04-16 18:21:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_428.pth... [2024-04-16 18:21:53 INFO]: Validating... [2024-04-16 18:21:53 INFO]: Epoch (val) [428][1] loss_cls: 0.5363, loss_sal: 0.3102, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.8473, mAP: 0.5320, best_mAP: 0.9039 [2024-04-16 18:21:53 INFO]: Epoch [429][1/1] lr: 0.0005, eta: 0:00:59, time: 0.057, data_time: 0.403, memory: 1619, loss_cls: 0.5329, loss_sal: 0.0142, loss_video_cal: 0.0078, loss_layer_cal: 0.0042, loss: 0.5591, scale: 16384.0000 [2024-04-16 18:21:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_429.pth... [2024-04-16 18:21:53 INFO]: Validating... [2024-04-16 18:21:54 INFO]: Epoch (val) [429][1] loss_cls: 0.5318, loss_sal: 0.3052, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.8379, mAP: 0.5600, best_mAP: 0.9039 [2024-04-16 18:21:54 INFO]: Epoch [430][1/1] lr: 0.0005, eta: 0:00:58, time: 0.058, data_time: 0.407, memory: 1619, loss_cls: 0.5316, loss_sal: 0.0380, loss_video_cal: 0.0094, loss_layer_cal: 0.0066, loss: 0.5856, scale: 16384.0000 [2024-04-16 18:21:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_430.pth... [2024-04-16 18:21:54 INFO]: Validating... [2024-04-16 18:21:54 INFO]: Epoch (val) [430][1] loss_cls: 0.5293, loss_sal: 0.3026, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.8327, mAP: 0.5897, best_mAP: 0.9039 [2024-04-16 18:21:55 INFO]: Epoch [431][1/1] lr: 0.0005, eta: 0:00:57, time: 0.056, data_time: 0.404, memory: 1619, loss_cls: 0.5310, loss_sal: 0.0927, loss_video_cal: 0.0099, loss_layer_cal: 0.0065, loss: 0.6401, scale: 16384.0000 [2024-04-16 18:21:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_431.pth... [2024-04-16 18:21:55 INFO]: Validating... [2024-04-16 18:21:55 INFO]: Epoch (val) [431][1] loss_cls: 0.5292, loss_sal: 0.3026, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.8326, mAP: 0.5858, best_mAP: 0.9039 [2024-04-16 18:21:56 INFO]: Epoch [432][1/1] lr: 0.0005, eta: 0:00:56, time: 0.058, data_time: 0.405, memory: 1619, loss_cls: 0.5382, loss_sal: 0.0536, loss_video_cal: 0.0067, loss_layer_cal: 0.0052, loss: 0.6037, scale: 16384.0000 [2024-04-16 18:21:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_432.pth... [2024-04-16 18:21:56 INFO]: Validating... [2024-04-16 18:21:56 INFO]: Epoch (val) [432][1] loss_cls: 0.5302, loss_sal: 0.3077, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.8387, mAP: 0.5858, best_mAP: 0.9039 [2024-04-16 18:21:57 INFO]: Epoch [433][1/1] lr: 0.0005, eta: 0:00:55, time: 0.059, data_time: 0.412, memory: 1619, loss_cls: 0.5394, loss_sal: 0.0162, loss_video_cal: 0.0115, loss_layer_cal: 0.0062, loss: 0.5734, scale: 16384.0000 [2024-04-16 18:21:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_433.pth... [2024-04-16 18:21:57 INFO]: Validating... [2024-04-16 18:21:57 INFO]: Epoch (val) [433][1] loss_cls: 0.5317, loss_sal: 0.3182, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.8507, mAP: 0.5858, best_mAP: 0.9039 [2024-04-16 18:21:57 INFO]: Epoch [434][1/1] lr: 0.0005, eta: 0:00:55, time: 0.059, data_time: 0.426, memory: 1619, loss_cls: 0.5319, loss_sal: 0.0307, loss_video_cal: 0.0056, loss_layer_cal: 0.0069, loss: 0.5750, scale: 16384.0000 [2024-04-16 18:21:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_434.pth... [2024-04-16 18:21:58 INFO]: Validating... [2024-04-16 18:21:58 INFO]: Epoch (val) [434][1] loss_cls: 0.5337, loss_sal: 0.3310, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.8655, mAP: 0.5836, best_mAP: 0.9039 [2024-04-16 18:21:58 INFO]: Epoch [435][1/1] lr: 0.0005, eta: 0:00:54, time: 0.058, data_time: 0.423, memory: 1619, loss_cls: 0.5333, loss_sal: 0.0219, loss_video_cal: 0.0056, loss_layer_cal: 0.0053, loss: 0.5662, scale: 16384.0000 [2024-04-16 18:21:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_435.pth... [2024-04-16 18:21:58 INFO]: Validating... [2024-04-16 18:21:59 INFO]: Epoch (val) [435][1] loss_cls: 0.5363, loss_sal: 0.3422, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.8794, mAP: 0.5836, best_mAP: 0.9039 [2024-04-16 18:21:59 INFO]: Epoch [436][1/1] lr: 0.0005, eta: 0:00:53, time: 0.057, data_time: 0.405, memory: 1619, loss_cls: 0.5314, loss_sal: 0.0362, loss_video_cal: 0.0082, loss_layer_cal: 0.0028, loss: 0.5786, scale: 16384.0000 [2024-04-16 18:21:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_436.pth... [2024-04-16 18:21:59 INFO]: Validating... [2024-04-16 18:21:59 INFO]: Epoch (val) [436][1] loss_cls: 0.5392, loss_sal: 0.3467, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.8867, mAP: 0.5858, best_mAP: 0.9039 [2024-04-16 18:22:00 INFO]: Epoch [437][1/1] lr: 0.0005, eta: 0:00:52, time: 0.055, data_time: 0.404, memory: 1619, loss_cls: 0.5337, loss_sal: 0.0223, loss_video_cal: 0.0078, loss_layer_cal: 0.0052, loss: 0.5691, scale: 16384.0000 [2024-04-16 18:22:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_437.pth... [2024-04-16 18:22:00 INFO]: Validating... [2024-04-16 18:22:00 INFO]: Epoch (val) [437][1] loss_cls: 0.5413, loss_sal: 0.3504, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.8926, mAP: 0.5567, best_mAP: 0.9039 [2024-04-16 18:22:01 INFO]: Epoch [438][1/1] lr: 0.0005, eta: 0:00:51, time: 0.057, data_time: 0.406, memory: 1619, loss_cls: 0.5333, loss_sal: 0.0382, loss_video_cal: 0.0079, loss_layer_cal: 0.0034, loss: 0.5828, scale: 16384.0000 [2024-04-16 18:22:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_438.pth... [2024-04-16 18:22:01 INFO]: Validating... [2024-04-16 18:22:01 INFO]: Epoch (val) [438][1] loss_cls: 0.5416, loss_sal: 0.3574, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.8999, mAP: 0.5431, best_mAP: 0.9039 [2024-04-16 18:22:01 INFO]: Epoch [439][1/1] lr: 0.0005, eta: 0:00:50, time: 0.058, data_time: 0.409, memory: 1619, loss_cls: 0.5359, loss_sal: 0.0089, loss_video_cal: 0.0087, loss_layer_cal: 0.0044, loss: 0.5577, scale: 16384.0000 [2024-04-16 18:22:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_439.pth... [2024-04-16 18:22:02 INFO]: Validating... [2024-04-16 18:22:02 INFO]: Epoch (val) [439][1] loss_cls: 0.5407, loss_sal: 0.3654, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9071, mAP: 0.5431, best_mAP: 0.9039 [2024-04-16 18:22:02 INFO]: Epoch [440][1/1] lr: 0.0005, eta: 0:00:50, time: 0.060, data_time: 0.416, memory: 1619, loss_cls: 0.5390, loss_sal: 0.0561, loss_video_cal: 0.0062, loss_layer_cal: 0.0047, loss: 0.6060, scale: 16384.0000 [2024-04-16 18:22:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_440.pth... [2024-04-16 18:22:02 INFO]: Validating... [2024-04-16 18:22:03 INFO]: Epoch (val) [440][1] loss_cls: 0.5389, loss_sal: 0.3759, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9157, mAP: 0.5431, best_mAP: 0.9039 [2024-04-16 18:22:03 INFO]: Epoch [441][1/1] lr: 0.0005, eta: 0:00:49, time: 0.058, data_time: 0.424, memory: 1619, loss_cls: 0.5352, loss_sal: 0.0418, loss_video_cal: 0.0056, loss_layer_cal: 0.0050, loss: 0.5876, scale: 16384.0000 [2024-04-16 18:22:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_441.pth... [2024-04-16 18:22:03 INFO]: Validating... [2024-04-16 18:22:04 INFO]: Epoch (val) [441][1] loss_cls: 0.5372, loss_sal: 0.3835, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9216, mAP: 0.5183, best_mAP: 0.9039 [2024-04-16 18:22:04 INFO]: Epoch [442][1/1] lr: 0.0005, eta: 0:00:48, time: 0.059, data_time: 0.426, memory: 1619, loss_cls: 0.5338, loss_sal: 0.1928, loss_video_cal: 0.0160, loss_layer_cal: 0.0045, loss: 0.7471, scale: 16384.0000 [2024-04-16 18:22:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_442.pth... [2024-04-16 18:22:04 INFO]: Validating... [2024-04-16 18:22:04 INFO]: Epoch (val) [442][1] loss_cls: 0.5363, loss_sal: 0.3810, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9182, mAP: 0.5160, best_mAP: 0.9039 [2024-04-16 18:22:05 INFO]: Epoch [443][1/1] lr: 0.0005, eta: 0:00:47, time: 0.059, data_time: 0.421, memory: 1619, loss_cls: 0.5325, loss_sal: 0.0629, loss_video_cal: 0.0119, loss_layer_cal: 0.0040, loss: 0.6113, scale: 16384.0000 [2024-04-16 18:22:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_443.pth... [2024-04-16 18:22:05 INFO]: Validating... [2024-04-16 18:22:05 INFO]: Epoch (val) [443][1] loss_cls: 0.5357, loss_sal: 0.3785, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9151, mAP: 0.5158, best_mAP: 0.9039 [2024-04-16 18:22:06 INFO]: Epoch [444][1/1] lr: 0.0005, eta: 0:00:46, time: 0.058, data_time: 0.409, memory: 1619, loss_cls: 0.5334, loss_sal: 0.0227, loss_video_cal: 0.0051, loss_layer_cal: 0.0039, loss: 0.5652, scale: 16384.0000 [2024-04-16 18:22:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_444.pth... [2024-04-16 18:22:06 INFO]: Validating... [2024-04-16 18:22:06 INFO]: Epoch (val) [444][1] loss_cls: 0.5346, loss_sal: 0.3756, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9111, mAP: 0.5158, best_mAP: 0.9039 [2024-04-16 18:22:06 INFO]: Epoch [445][1/1] lr: 0.0005, eta: 0:00:45, time: 0.057, data_time: 0.408, memory: 1619, loss_cls: 0.5325, loss_sal: 0.0619, loss_video_cal: 0.0050, loss_layer_cal: 0.0070, loss: 0.6064, scale: 16384.0000 [2024-04-16 18:22:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_445.pth... [2024-04-16 18:22:07 INFO]: Validating... [2024-04-16 18:22:07 INFO]: Epoch (val) [445][1] loss_cls: 0.5335, loss_sal: 0.3734, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9078, mAP: 0.5158, best_mAP: 0.9039 [2024-04-16 18:22:07 INFO]: Epoch [446][1/1] lr: 0.0005, eta: 0:00:45, time: 0.059, data_time: 0.419, memory: 1619, loss_cls: 0.5355, loss_sal: 0.0421, loss_video_cal: 0.0086, loss_layer_cal: 0.0069, loss: 0.5931, scale: 16384.0000 [2024-04-16 18:22:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_446.pth... [2024-04-16 18:22:07 INFO]: Validating... [2024-04-16 18:22:08 INFO]: Epoch (val) [446][1] loss_cls: 0.5322, loss_sal: 0.3726, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9056, mAP: 0.5190, best_mAP: 0.9039 [2024-04-16 18:22:08 INFO]: Epoch [447][1/1] lr: 0.0005, eta: 0:00:44, time: 0.060, data_time: 0.429, memory: 1619, loss_cls: 0.5371, loss_sal: 0.0192, loss_video_cal: 0.0120, loss_layer_cal: 0.0051, loss: 0.5733, scale: 16384.0000 [2024-04-16 18:22:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_447.pth... [2024-04-16 18:22:08 INFO]: Validating... [2024-04-16 18:22:08 INFO]: Epoch (val) [447][1] loss_cls: 0.5313, loss_sal: 0.3701, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9023, mAP: 0.5190, best_mAP: 0.9039 [2024-04-16 18:22:09 INFO]: Epoch [448][1/1] lr: 0.0005, eta: 0:00:43, time: 0.061, data_time: 0.427, memory: 1619, loss_cls: 0.5366, loss_sal: 0.0320, loss_video_cal: 0.0064, loss_layer_cal: 0.0065, loss: 0.5816, scale: 16384.0000 [2024-04-16 18:22:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_448.pth... [2024-04-16 18:22:09 INFO]: Validating... [2024-04-16 18:22:09 INFO]: Epoch (val) [448][1] loss_cls: 0.5313, loss_sal: 0.3686, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9007, mAP: 0.5190, best_mAP: 0.9039 [2024-04-16 18:22:10 INFO]: Epoch [449][1/1] lr: 0.0005, eta: 0:00:42, time: 0.059, data_time: 0.416, memory: 1619, loss_cls: 0.5311, loss_sal: 0.0174, loss_video_cal: 0.0067, loss_layer_cal: 0.0034, loss: 0.5586, scale: 16384.0000 [2024-04-16 18:22:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_449.pth... [2024-04-16 18:22:10 INFO]: Validating... [2024-04-16 18:22:10 INFO]: Epoch (val) [449][1] loss_cls: 0.5316, loss_sal: 0.3687, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9012, mAP: 0.5190, best_mAP: 0.9039 [2024-04-16 18:22:11 INFO]: Epoch [450][1/1] lr: 0.0005, eta: 0:00:41, time: 0.059, data_time: 0.417, memory: 1619, loss_cls: 0.5323, loss_sal: 0.0575, loss_video_cal: 0.0312, loss_layer_cal: 0.0074, loss: 0.6284, scale: 16384.0000 [2024-04-16 18:22:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_450.pth... [2024-04-16 18:22:11 INFO]: Validating... [2024-04-16 18:22:11 INFO]: Epoch (val) [450][1] loss_cls: 0.5323, loss_sal: 0.3718, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.9050, mAP: 0.5399, best_mAP: 0.9039 [2024-04-16 18:22:11 INFO]: Epoch [451][1/1] lr: 0.0005, eta: 0:00:40, time: 0.061, data_time: 0.427, memory: 1619, loss_cls: 0.5318, loss_sal: 0.1059, loss_video_cal: 0.0087, loss_layer_cal: 0.0033, loss: 0.6498, scale: 16384.0000 [2024-04-16 18:22:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_451.pth... [2024-04-16 18:22:12 INFO]: Validating... [2024-04-16 18:22:12 INFO]: Epoch (val) [451][1] loss_cls: 0.5324, loss_sal: 0.3676, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.9010, mAP: 0.5523, best_mAP: 0.9039 [2024-04-16 18:22:12 INFO]: Epoch [452][1/1] lr: 0.0005, eta: 0:00:40, time: 0.059, data_time: 0.426, memory: 1619, loss_cls: 0.5320, loss_sal: 0.0463, loss_video_cal: 0.0065, loss_layer_cal: 0.0042, loss: 0.5890, scale: 16384.0000 [2024-04-16 18:22:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_452.pth... [2024-04-16 18:22:12 INFO]: Validating... [2024-04-16 18:22:13 INFO]: Epoch (val) [452][1] loss_cls: 0.5327, loss_sal: 0.3661, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.8998, mAP: 0.5523, best_mAP: 0.9039 [2024-04-16 18:22:13 INFO]: Epoch [453][1/1] lr: 0.0005, eta: 0:00:39, time: 0.060, data_time: 0.421, memory: 1619, loss_cls: 0.5353, loss_sal: 0.0488, loss_video_cal: 0.0084, loss_layer_cal: 0.0047, loss: 0.5973, scale: 16384.0000 [2024-04-16 18:22:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_453.pth... [2024-04-16 18:22:13 INFO]: Validating... [2024-04-16 18:22:14 INFO]: Epoch (val) [453][1] loss_cls: 0.5331, loss_sal: 0.3649, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.8991, mAP: 0.5523, best_mAP: 0.9039 [2024-04-16 18:22:14 INFO]: Epoch [454][1/1] lr: 0.0005, eta: 0:00:38, time: 0.058, data_time: 0.424, memory: 1619, loss_cls: 0.5325, loss_sal: 0.0577, loss_video_cal: 0.0155, loss_layer_cal: 0.0020, loss: 0.6077, scale: 16384.0000 [2024-04-16 18:22:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_454.pth... [2024-04-16 18:22:14 INFO]: Validating... [2024-04-16 18:22:14 INFO]: Epoch (val) [454][1] loss_cls: 0.5335, loss_sal: 0.3634, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.8980, mAP: 0.5564, best_mAP: 0.9039 [2024-04-16 18:22:15 INFO]: Epoch [455][1/1] lr: 0.0005, eta: 0:00:37, time: 0.060, data_time: 0.421, memory: 1619, loss_cls: 0.5357, loss_sal: 0.1350, loss_video_cal: 0.0165, loss_layer_cal: 0.0052, loss: 0.6924, scale: 16384.0000 [2024-04-16 18:22:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_455.pth... [2024-04-16 18:22:15 INFO]: Validating... [2024-04-16 18:22:15 INFO]: Epoch (val) [455][1] loss_cls: 0.5331, loss_sal: 0.3587, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.8929, mAP: 0.5741, best_mAP: 0.9039 [2024-04-16 18:22:16 INFO]: Epoch [456][1/1] lr: 0.0005, eta: 0:00:36, time: 0.058, data_time: 0.416, memory: 1619, loss_cls: 0.5320, loss_sal: 0.0130, loss_video_cal: 0.0109, loss_layer_cal: 0.0085, loss: 0.5645, scale: 16384.0000 [2024-04-16 18:22:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_456.pth... [2024-04-16 18:22:16 INFO]: Validating... [2024-04-16 18:22:16 INFO]: Epoch (val) [456][1] loss_cls: 0.5327, loss_sal: 0.3545, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.8883, mAP: 0.5972, best_mAP: 0.9039 [2024-04-16 18:22:16 INFO]: Epoch [457][1/1] lr: 0.0005, eta: 0:00:35, time: 0.056, data_time: 0.409, memory: 1619, loss_cls: 0.5321, loss_sal: 0.0216, loss_video_cal: 0.0099, loss_layer_cal: 0.0083, loss: 0.5718, scale: 16384.0000 [2024-04-16 18:22:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_457.pth... [2024-04-16 18:22:17 INFO]: Validating... [2024-04-16 18:22:17 INFO]: Epoch (val) [457][1] loss_cls: 0.5329, loss_sal: 0.3516, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.8856, mAP: 0.6117, best_mAP: 0.9039 [2024-04-16 18:22:17 INFO]: Epoch [458][1/1] lr: 0.0005, eta: 0:00:35, time: 0.057, data_time: 0.411, memory: 1619, loss_cls: 0.5315, loss_sal: 0.0425, loss_video_cal: 0.0080, loss_layer_cal: 0.0055, loss: 0.5875, scale: 16384.0000 [2024-04-16 18:22:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_458.pth... [2024-04-16 18:22:17 INFO]: Validating... [2024-04-16 18:22:18 INFO]: Epoch (val) [458][1] loss_cls: 0.5330, loss_sal: 0.3499, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.8839, mAP: 0.6492, best_mAP: 0.9039 [2024-04-16 18:22:18 INFO]: Epoch [459][1/1] lr: 0.0005, eta: 0:00:34, time: 0.061, data_time: 0.422, memory: 1619, loss_cls: 0.5328, loss_sal: 0.0673, loss_video_cal: 0.0105, loss_layer_cal: 0.0039, loss: 0.6145, scale: 16384.0000 [2024-04-16 18:22:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_459.pth... [2024-04-16 18:22:18 INFO]: Validating... [2024-04-16 18:22:18 INFO]: Epoch (val) [459][1] loss_cls: 0.5335, loss_sal: 0.3506, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.8851, mAP: 0.6162, best_mAP: 0.9039 [2024-04-16 18:22:19 INFO]: Epoch [460][1/1] lr: 0.0005, eta: 0:00:33, time: 0.059, data_time: 0.428, memory: 1619, loss_cls: 0.5322, loss_sal: 0.0594, loss_video_cal: 0.0096, loss_layer_cal: 0.0033, loss: 0.6044, scale: 16384.0000 [2024-04-16 18:22:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_460.pth... [2024-04-16 18:22:19 INFO]: Validating... [2024-04-16 18:22:19 INFO]: Epoch (val) [460][1] loss_cls: 0.5343, loss_sal: 0.3531, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.8884, mAP: 0.6162, best_mAP: 0.9039 [2024-04-16 18:22:20 INFO]: Epoch [461][1/1] lr: 0.0005, eta: 0:00:32, time: 0.058, data_time: 0.423, memory: 1619, loss_cls: 0.5345, loss_sal: 0.0277, loss_video_cal: 0.0093, loss_layer_cal: 0.0037, loss: 0.5752, scale: 16384.0000 [2024-04-16 18:22:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_461.pth... [2024-04-16 18:22:20 INFO]: Validating... [2024-04-16 18:22:20 INFO]: Epoch (val) [461][1] loss_cls: 0.5352, loss_sal: 0.3571, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.8933, mAP: 0.6559, best_mAP: 0.9039 [2024-04-16 18:22:21 INFO]: Epoch [462][1/1] lr: 0.0005, eta: 0:00:31, time: 0.058, data_time: 0.587, memory: 1619, loss_cls: 0.5312, loss_sal: 0.0254, loss_video_cal: 0.0065, loss_layer_cal: 0.0048, loss: 0.5679, scale: 16384.0000 [2024-04-16 18:22:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_462.pth... [2024-04-16 18:22:21 INFO]: Validating... [2024-04-16 18:22:21 INFO]: Epoch (val) [462][1] loss_cls: 0.5360, loss_sal: 0.3598, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.8968, mAP: 0.6649, best_mAP: 0.9039 [2024-04-16 18:22:22 INFO]: Epoch [463][1/1] lr: 0.0005, eta: 0:00:30, time: 0.061, data_time: 0.442, memory: 1619, loss_cls: 0.5307, loss_sal: 0.0453, loss_video_cal: 0.0115, loss_layer_cal: 0.0045, loss: 0.5921, scale: 16384.0000 [2024-04-16 18:22:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_463.pth... [2024-04-16 18:22:22 INFO]: Validating... [2024-04-16 18:22:22 INFO]: Epoch (val) [463][1] loss_cls: 0.5362, loss_sal: 0.3627, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.8999, mAP: 0.6649, best_mAP: 0.9039 [2024-04-16 18:22:23 INFO]: Epoch [464][1/1] lr: 0.0005, eta: 0:00:30, time: 0.060, data_time: 0.440, memory: 1619, loss_cls: 0.5312, loss_sal: 0.0258, loss_video_cal: 0.0060, loss_layer_cal: 0.0050, loss: 0.5680, scale: 16384.0000 [2024-04-16 18:22:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_464.pth... [2024-04-16 18:22:23 INFO]: Validating... [2024-04-16 18:22:23 INFO]: Epoch (val) [464][1] loss_cls: 0.5356, loss_sal: 0.3650, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.9016, mAP: 0.6649, best_mAP: 0.9039 [2024-04-16 18:22:23 INFO]: Epoch [465][1/1] lr: 0.0005, eta: 0:00:29, time: 0.061, data_time: 0.428, memory: 1619, loss_cls: 0.5311, loss_sal: 0.0597, loss_video_cal: 0.0051, loss_layer_cal: 0.0043, loss: 0.6002, scale: 16384.0000 [2024-04-16 18:22:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_465.pth... [2024-04-16 18:22:23 INFO]: Validating... [2024-04-16 18:22:24 INFO]: Epoch (val) [465][1] loss_cls: 0.5341, loss_sal: 0.3675, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.9026, mAP: 0.6649, best_mAP: 0.9039 [2024-04-16 18:22:24 INFO]: Epoch [466][1/1] lr: 0.0005, eta: 0:00:28, time: 0.059, data_time: 0.428, memory: 1619, loss_cls: 0.5320, loss_sal: 0.0207, loss_video_cal: 0.0081, loss_layer_cal: 0.0059, loss: 0.5667, scale: 16384.0000 [2024-04-16 18:22:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_466.pth... [2024-04-16 18:22:24 INFO]: Validating... [2024-04-16 18:22:25 INFO]: Epoch (val) [466][1] loss_cls: 0.5319, loss_sal: 0.3730, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.9058, mAP: 0.6805, best_mAP: 0.9039 [2024-04-16 18:22:25 INFO]: Epoch [467][1/1] lr: 0.0005, eta: 0:00:27, time: 0.058, data_time: 0.425, memory: 1619, loss_cls: 0.5323, loss_sal: 0.0263, loss_video_cal: 0.0038, loss_layer_cal: 0.0028, loss: 0.5651, scale: 16384.0000 [2024-04-16 18:22:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_467.pth... [2024-04-16 18:22:25 INFO]: Validating... [2024-04-16 18:22:25 INFO]: Epoch (val) [467][1] loss_cls: 0.5302, loss_sal: 0.3803, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.9115, mAP: 0.6805, best_mAP: 0.9039 [2024-04-16 18:22:26 INFO]: Epoch [468][1/1] lr: 0.0005, eta: 0:00:26, time: 0.059, data_time: 0.426, memory: 1619, loss_cls: 0.5309, loss_sal: 0.0227, loss_video_cal: 0.0107, loss_layer_cal: 0.0050, loss: 0.5694, scale: 16384.0000 [2024-04-16 18:22:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_468.pth... [2024-04-16 18:22:26 INFO]: Validating... [2024-04-16 18:22:26 INFO]: Epoch (val) [468][1] loss_cls: 0.5299, loss_sal: 0.3879, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.9188, mAP: 0.6825, best_mAP: 0.9039 [2024-04-16 18:22:27 INFO]: Epoch [469][1/1] lr: 0.0005, eta: 0:00:25, time: 0.057, data_time: 0.416, memory: 1619, loss_cls: 0.5359, loss_sal: 0.0259, loss_video_cal: 0.0107, loss_layer_cal: 0.0044, loss: 0.5769, scale: 16384.0000 [2024-04-16 18:22:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_469.pth... [2024-04-16 18:22:27 INFO]: Validating... [2024-04-16 18:22:27 INFO]: Epoch (val) [469][1] loss_cls: 0.5311, loss_sal: 0.3988, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.9309, mAP: 0.6825, best_mAP: 0.9039 [2024-04-16 18:22:28 INFO]: Epoch [470][1/1] lr: 0.0005, eta: 0:00:25, time: 0.057, data_time: 0.419, memory: 1619, loss_cls: 0.5319, loss_sal: 0.1062, loss_video_cal: 0.0097, loss_layer_cal: 0.0059, loss: 0.6537, scale: 16384.0000 [2024-04-16 18:22:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_470.pth... [2024-04-16 18:22:28 INFO]: Validating... [2024-04-16 18:22:28 INFO]: Epoch (val) [470][1] loss_cls: 0.5318, loss_sal: 0.3897, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.9225, mAP: 0.6649, best_mAP: 0.9039 [2024-04-16 18:22:28 INFO]: Epoch [471][1/1] lr: 0.0005, eta: 0:00:24, time: 0.056, data_time: 0.402, memory: 1619, loss_cls: 0.5314, loss_sal: 0.0259, loss_video_cal: 0.0071, loss_layer_cal: 0.0036, loss: 0.5680, scale: 16384.0000 [2024-04-16 18:22:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_471.pth... [2024-04-16 18:22:28 INFO]: Validating... [2024-04-16 18:22:29 INFO]: Epoch (val) [471][1] loss_cls: 0.5322, loss_sal: 0.3841, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.9174, mAP: 0.6701, best_mAP: 0.9039 [2024-04-16 18:22:29 INFO]: Epoch [472][1/1] lr: 0.0005, eta: 0:00:23, time: 0.054, data_time: 0.398, memory: 1619, loss_cls: 0.5305, loss_sal: 0.0211, loss_video_cal: 0.0171, loss_layer_cal: 0.0040, loss: 0.5726, scale: 16384.0000 [2024-04-16 18:22:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_472.pth... [2024-04-16 18:22:29 INFO]: Validating... [2024-04-16 18:22:30 INFO]: Epoch (val) [472][1] loss_cls: 0.5322, loss_sal: 0.3851, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.9184, mAP: 0.6504, best_mAP: 0.9039 [2024-04-16 18:22:30 INFO]: Epoch [473][1/1] lr: 0.0005, eta: 0:00:22, time: 0.055, data_time: 0.401, memory: 1619, loss_cls: 0.5301, loss_sal: 0.0277, loss_video_cal: 0.0043, loss_layer_cal: 0.0034, loss: 0.5656, scale: 16384.0000 [2024-04-16 18:22:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_473.pth... [2024-04-16 18:22:30 INFO]: Validating... [2024-04-16 18:22:30 INFO]: Epoch (val) [473][1] loss_cls: 0.5317, loss_sal: 0.3904, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.9232, mAP: 0.6452, best_mAP: 0.9039 [2024-04-16 18:22:31 INFO]: Epoch [474][1/1] lr: 0.0005, eta: 0:00:21, time: 0.056, data_time: 0.385, memory: 1619, loss_cls: 0.5295, loss_sal: 0.0765, loss_video_cal: 0.0170, loss_layer_cal: 0.0038, loss: 0.6268, scale: 16384.0000 [2024-04-16 18:22:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_474.pth... [2024-04-16 18:22:31 INFO]: Validating... [2024-04-16 18:22:31 INFO]: Epoch (val) [474][1] loss_cls: 0.5302, loss_sal: 0.4011, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.9324, mAP: 0.6860, best_mAP: 0.9039 [2024-04-16 18:22:32 INFO]: Epoch [475][1/1] lr: 0.0005, eta: 0:00:20, time: 0.055, data_time: 0.399, memory: 1619, loss_cls: 0.5298, loss_sal: 0.0283, loss_video_cal: 0.0068, loss_layer_cal: 0.0030, loss: 0.5680, scale: 16384.0000 [2024-04-16 18:22:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_475.pth... [2024-04-16 18:22:32 INFO]: Validating... [2024-04-16 18:22:32 INFO]: Epoch (val) [475][1] loss_cls: 0.5284, loss_sal: 0.4113, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.9408, mAP: 0.6791, best_mAP: 0.9039 [2024-04-16 18:22:32 INFO]: Epoch [476][1/1] lr: 0.0005, eta: 0:00:20, time: 0.057, data_time: 0.401, memory: 1619, loss_cls: 0.5305, loss_sal: 0.0574, loss_video_cal: 0.0083, loss_layer_cal: 0.0053, loss: 0.6015, scale: 16384.0000 [2024-04-16 18:22:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_476.pth... [2024-04-16 18:22:32 INFO]: Validating... [2024-04-16 18:22:33 INFO]: Epoch (val) [476][1] loss_cls: 0.5271, loss_sal: 0.4336, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.9618, mAP: 0.6791, best_mAP: 0.9039 [2024-04-16 18:22:33 INFO]: Epoch [477][1/1] lr: 0.0005, eta: 0:00:19, time: 0.058, data_time: 0.423, memory: 1619, loss_cls: 0.5315, loss_sal: 0.0080, loss_video_cal: 0.0092, loss_layer_cal: 0.0045, loss: 0.5532, scale: 16384.0000 [2024-04-16 18:22:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_477.pth... [2024-04-16 18:22:33 INFO]: Validating... [2024-04-16 18:22:34 INFO]: Epoch (val) [477][1] loss_cls: 0.5268, loss_sal: 0.4510, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.9789, mAP: 0.5416, best_mAP: 0.9039 [2024-04-16 18:22:34 INFO]: Epoch [478][1/1] lr: 0.0005, eta: 0:00:18, time: 0.063, data_time: 0.448, memory: 1619, loss_cls: 0.5295, loss_sal: 0.0919, loss_video_cal: 0.0110, loss_layer_cal: 0.0060, loss: 0.6384, scale: 16384.0000 [2024-04-16 18:22:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_478.pth... [2024-04-16 18:22:34 INFO]: Validating... [2024-04-16 18:22:34 INFO]: Epoch (val) [478][1] loss_cls: 0.5273, loss_sal: 0.4610, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.9894, mAP: 0.5146, best_mAP: 0.9039 [2024-04-16 18:22:35 INFO]: Epoch [479][1/1] lr: 0.0005, eta: 0:00:17, time: 0.063, data_time: 0.432, memory: 1619, loss_cls: 0.5313, loss_sal: 0.0102, loss_video_cal: 0.0083, loss_layer_cal: 0.0027, loss: 0.5525, scale: 16384.0000 [2024-04-16 18:22:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_479.pth... [2024-04-16 18:22:35 INFO]: Validating... [2024-04-16 18:22:35 INFO]: Epoch (val) [479][1] loss_cls: 0.5286, loss_sal: 0.4699, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.9996, mAP: 0.5343, best_mAP: 0.9039 [2024-04-16 18:22:36 INFO]: Epoch [480][1/1] lr: 0.0005, eta: 0:00:16, time: 0.063, data_time: 0.435, memory: 1619, loss_cls: 0.5306, loss_sal: 0.0170, loss_video_cal: 0.0041, loss_layer_cal: 0.0029, loss: 0.5546, scale: 16384.0000 [2024-04-16 18:22:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_480.pth... [2024-04-16 18:22:36 INFO]: Validating... [2024-04-16 18:22:36 INFO]: Epoch (val) [480][1] loss_cls: 0.5307, loss_sal: 0.4711, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.0029, mAP: 0.5343, best_mAP: 0.9039 [2024-04-16 18:22:37 INFO]: Epoch [481][1/1] lr: 0.0005, eta: 0:00:15, time: 0.063, data_time: 0.437, memory: 1619, loss_cls: 0.5304, loss_sal: 0.0239, loss_video_cal: 0.0047, loss_layer_cal: 0.0041, loss: 0.5632, scale: 16384.0000 [2024-04-16 18:22:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_481.pth... [2024-04-16 18:22:37 INFO]: Validating... [2024-04-16 18:22:37 INFO]: Epoch (val) [481][1] loss_cls: 0.5331, loss_sal: 0.4739, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.0081, mAP: 0.5343, best_mAP: 0.9039 [2024-04-16 18:22:37 INFO]: Epoch [482][1/1] lr: 0.0005, eta: 0:00:15, time: 0.060, data_time: 0.428, memory: 1619, loss_cls: 0.5309, loss_sal: 0.0123, loss_video_cal: 0.0077, loss_layer_cal: 0.0054, loss: 0.5563, scale: 16384.0000 [2024-04-16 18:22:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_482.pth... [2024-04-16 18:22:38 INFO]: Validating... [2024-04-16 18:22:38 INFO]: Epoch (val) [482][1] loss_cls: 0.5334, loss_sal: 0.4817, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.0162, mAP: 0.5343, best_mAP: 0.9039 [2024-04-16 18:22:38 INFO]: Epoch [483][1/1] lr: 0.0005, eta: 0:00:14, time: 0.064, data_time: 0.440, memory: 1619, loss_cls: 0.5316, loss_sal: 0.0081, loss_video_cal: 0.0075, loss_layer_cal: 0.0037, loss: 0.5509, scale: 16384.0000 [2024-04-16 18:22:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_483.pth... [2024-04-16 18:22:38 INFO]: Validating... [2024-04-16 18:22:39 INFO]: Epoch (val) [483][1] loss_cls: 0.5327, loss_sal: 0.4907, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.0245, mAP: 0.5343, best_mAP: 0.9039 [2024-04-16 18:22:39 INFO]: Epoch [484][1/1] lr: 0.0005, eta: 0:00:13, time: 0.062, data_time: 0.427, memory: 1619, loss_cls: 0.5314, loss_sal: 0.0174, loss_video_cal: 0.0055, loss_layer_cal: 0.0034, loss: 0.5576, scale: 16384.0000 [2024-04-16 18:22:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_484.pth... [2024-04-16 18:22:39 INFO]: Validating... [2024-04-16 18:22:40 INFO]: Epoch (val) [484][1] loss_cls: 0.5302, loss_sal: 0.5093, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.0406, mAP: 0.5343, best_mAP: 0.9039 [2024-04-16 18:22:40 INFO]: Epoch [485][1/1] lr: 0.0005, eta: 0:00:12, time: 0.062, data_time: 0.429, memory: 1619, loss_cls: 0.5297, loss_sal: 0.0620, loss_video_cal: 0.0075, loss_layer_cal: 0.0015, loss: 0.6007, scale: 16384.0000 [2024-04-16 18:22:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_485.pth... [2024-04-16 18:22:40 INFO]: Validating... [2024-04-16 18:22:40 INFO]: Epoch (val) [485][1] loss_cls: 0.5284, loss_sal: 0.5443, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.0737, mAP: 0.5343, best_mAP: 0.9039 [2024-04-16 18:22:41 INFO]: Epoch [486][1/1] lr: 0.0005, eta: 0:00:11, time: 0.060, data_time: 0.414, memory: 1619, loss_cls: 0.5315, loss_sal: 0.0680, loss_video_cal: 0.0053, loss_layer_cal: 0.0040, loss: 0.6087, scale: 16384.0000 [2024-04-16 18:22:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_486.pth... [2024-04-16 18:22:41 INFO]: Validating... [2024-04-16 18:22:41 INFO]: Epoch (val) [486][1] loss_cls: 0.5267, loss_sal: 0.5497, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.0774, mAP: 0.5343, best_mAP: 0.9039 [2024-04-16 18:22:42 INFO]: Epoch [487][1/1] lr: 0.0005, eta: 0:00:10, time: 0.060, data_time: 0.412, memory: 1619, loss_cls: 0.5267, loss_sal: 0.0056, loss_video_cal: 0.0114, loss_layer_cal: 0.0034, loss: 0.5470, scale: 16384.0000 [2024-04-16 18:22:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_487.pth... [2024-04-16 18:22:42 INFO]: Validating... [2024-04-16 18:22:42 INFO]: Epoch (val) [487][1] loss_cls: 0.5258, loss_sal: 0.5473, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.0741, mAP: 0.5343, best_mAP: 0.9039 [2024-04-16 18:22:43 INFO]: Epoch [488][1/1] lr: 0.0005, eta: 0:00:10, time: 0.057, data_time: 0.414, memory: 1619, loss_cls: 0.5345, loss_sal: 0.0049, loss_video_cal: 0.0040, loss_layer_cal: 0.0142, loss: 0.5576, scale: 16384.0000 [2024-04-16 18:22:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_488.pth... [2024-04-16 18:22:43 INFO]: Validating... [2024-04-16 18:22:43 INFO]: Epoch (val) [488][1] loss_cls: 0.5260, loss_sal: 0.5400, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.0670, mAP: 0.5343, best_mAP: 0.9039 [2024-04-16 18:22:43 INFO]: Epoch [489][1/1] lr: 0.0005, eta: 0:00:09, time: 0.057, data_time: 0.414, memory: 1619, loss_cls: 0.5322, loss_sal: 0.1304, loss_video_cal: 0.0093, loss_layer_cal: 0.0052, loss: 0.6771, scale: 16384.0000 [2024-04-16 18:22:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_489.pth... [2024-04-16 18:22:43 INFO]: Validating... [2024-04-16 18:22:44 INFO]: Epoch (val) [489][1] loss_cls: 0.5284, loss_sal: 0.4034, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.9328, mAP: 0.5190, best_mAP: 0.9039 [2024-04-16 18:22:44 INFO]: Epoch [490][1/1] lr: 0.0005, eta: 0:00:08, time: 0.057, data_time: 0.414, memory: 1619, loss_cls: 0.5298, loss_sal: 0.0484, loss_video_cal: 0.0070, loss_layer_cal: 0.0030, loss: 0.5882, scale: 16384.0000 [2024-04-16 18:22:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_490.pth... [2024-04-16 18:22:44 INFO]: Validating... [2024-04-16 18:22:45 INFO]: Epoch (val) [490][1] loss_cls: 0.5315, loss_sal: 0.3531, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.8855, mAP: 0.5355, best_mAP: 0.9039 [2024-04-16 18:22:45 INFO]: Epoch [491][1/1] lr: 0.0005, eta: 0:00:07, time: 0.057, data_time: 0.411, memory: 1619, loss_cls: 0.5300, loss_sal: 0.0651, loss_video_cal: 0.0037, loss_layer_cal: 0.0031, loss: 0.6019, scale: 16384.0000 [2024-04-16 18:22:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_491.pth... [2024-04-16 18:22:45 INFO]: Validating... [2024-04-16 18:22:45 INFO]: Epoch (val) [491][1] loss_cls: 0.5355, loss_sal: 0.3323, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.8686, mAP: 0.5594, best_mAP: 0.9039 [2024-04-16 18:22:46 INFO]: Epoch [492][1/1] lr: 0.0005, eta: 0:00:06, time: 0.059, data_time: 0.409, memory: 1619, loss_cls: 0.5294, loss_sal: 0.1094, loss_video_cal: 0.0107, loss_layer_cal: 0.0036, loss: 0.6531, scale: 16384.0000 [2024-04-16 18:22:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_492.pth... [2024-04-16 18:22:46 INFO]: Validating... [2024-04-16 18:22:46 INFO]: Epoch (val) [492][1] loss_cls: 0.5391, loss_sal: 0.3148, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.8547, mAP: 0.5594, best_mAP: 0.9039 [2024-04-16 18:22:47 INFO]: Epoch [493][1/1] lr: 0.0005, eta: 0:00:05, time: 0.057, data_time: 0.416, memory: 1619, loss_cls: 0.5315, loss_sal: 0.1169, loss_video_cal: 0.0113, loss_layer_cal: 0.0039, loss: 0.6635, scale: 16384.0000 [2024-04-16 18:22:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_493.pth... [2024-04-16 18:22:47 INFO]: Validating... [2024-04-16 18:22:47 INFO]: Epoch (val) [493][1] loss_cls: 0.5383, loss_sal: 0.2939, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.8330, mAP: 0.5594, best_mAP: 0.9039 [2024-04-16 18:22:47 INFO]: Epoch [494][1/1] lr: 0.0005, eta: 0:00:05, time: 0.060, data_time: 0.417, memory: 1619, loss_cls: 0.5328, loss_sal: 0.0235, loss_video_cal: 0.0066, loss_layer_cal: 0.0044, loss: 0.5674, scale: 16384.0000 [2024-04-16 18:22:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_494.pth... [2024-04-16 18:22:48 INFO]: Validating... [2024-04-16 18:22:48 INFO]: Epoch (val) [494][1] loss_cls: 0.5349, loss_sal: 0.2877, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.8234, mAP: 0.5126, best_mAP: 0.9039 [2024-04-16 18:22:48 INFO]: Epoch [495][1/1] lr: 0.0005, eta: 0:00:04, time: 0.058, data_time: 0.413, memory: 1619, loss_cls: 0.5291, loss_sal: 0.0190, loss_video_cal: 0.0055, loss_layer_cal: 0.0036, loss: 0.5572, scale: 16384.0000 [2024-04-16 18:22:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_495.pth... [2024-04-16 18:22:48 INFO]: Validating... [2024-04-16 18:22:49 INFO]: Epoch (val) [495][1] loss_cls: 0.5308, loss_sal: 0.2897, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.8213, mAP: 0.5499, best_mAP: 0.9039 [2024-04-16 18:22:49 INFO]: Epoch [496][1/1] lr: 0.0005, eta: 0:00:03, time: 0.059, data_time: 0.416, memory: 1619, loss_cls: 0.5312, loss_sal: 0.0474, loss_video_cal: 0.0068, loss_layer_cal: 0.0039, loss: 0.5893, scale: 16384.0000 [2024-04-16 18:22:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_496.pth... [2024-04-16 18:22:49 INFO]: Validating... [2024-04-16 18:22:49 INFO]: Epoch (val) [496][1] loss_cls: 0.5266, loss_sal: 0.2920, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.8194, mAP: 0.5348, best_mAP: 0.9039 [2024-04-16 18:22:50 INFO]: Epoch [497][1/1] lr: 0.0005, eta: 0:00:02, time: 0.062, data_time: 0.431, memory: 1619, loss_cls: 0.5299, loss_sal: 0.0370, loss_video_cal: 0.0056, loss_layer_cal: 0.0028, loss: 0.5753, scale: 16384.0000 [2024-04-16 18:22:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_497.pth... [2024-04-16 18:22:50 INFO]: Validating... [2024-04-16 18:22:50 INFO]: Epoch (val) [497][1] loss_cls: 0.5235, loss_sal: 0.2945, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.8187, mAP: 0.4960, best_mAP: 0.9039 [2024-04-16 18:22:51 INFO]: Epoch [498][1/1] lr: 0.0005, eta: 0:00:01, time: 0.059, data_time: 0.423, memory: 1619, loss_cls: 0.5297, loss_sal: 0.0252, loss_video_cal: 0.0059, loss_layer_cal: 0.0029, loss: 0.5637, scale: 16384.0000 [2024-04-16 18:22:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_498.pth... [2024-04-16 18:22:51 INFO]: Validating... [2024-04-16 18:22:51 INFO]: Epoch (val) [498][1] loss_cls: 0.5226, loss_sal: 0.2975, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.8208, mAP: 0.4960, best_mAP: 0.9039 [2024-04-16 18:22:52 INFO]: Epoch [499][1/1] lr: 0.0005, eta: 0:00:00, time: 0.058, data_time: 0.412, memory: 1619, loss_cls: 0.5292, loss_sal: 0.0927, loss_video_cal: 0.0247, loss_layer_cal: 0.0029, loss: 0.6495, scale: 16384.0000 [2024-04-16 18:22:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_499.pth... [2024-04-16 18:22:52 INFO]: Validating... [2024-04-16 18:22:52 INFO]: Epoch (val) [499][1] loss_cls: 0.5223, loss_sal: 0.2970, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.8200, mAP: 0.5083, best_mAP: 0.9039 [2024-04-16 18:22:52 INFO]: Epoch [500][1/1] lr: 0.0005, eta: 0:00:00, time: 0.059, data_time: 0.416, memory: 1619, loss_cls: 0.5293, loss_sal: 0.0831, loss_video_cal: 0.0043, loss_layer_cal: 0.0031, loss: 0.6198, scale: 16384.0000 [2024-04-16 18:22:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pr/epoch_500.pth... [2024-04-16 18:22:53 INFO]: Validating... [2024-04-16 18:22:53 INFO]: Epoch (val) [500][1] loss_cls: 0.5229, loss_sal: 0.2943, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.8179, mAP: 0.5167, best_mAP: 0.9039 [2024-04-16 18:22:53 INFO]: Overall training speed: 500 iterations in 0:00:30 (0.0613 s/it) [2024-04-16 18:22:53 INFO]: Done running in 0:06:58 (0:06:12 on hooks)