[2024-04-16 18:08:56 INFO]: Environment info: ---------------------- ------------------------------------------------------------------------------------------------ System Linux Python 3.12.2 | packaged by Anaconda, Inc. | (main, Feb 27 2024, 17:35:02) [GCC 11.2.0] CPU Intel(R) Xeon(R) Platinum 8358 CPU @ 2.60GHz CUDA_HOME /n/home01/coco/cuda-12.1 NVCC Build cuda_12.1.r12.1/compiler.32688072_0 GPU 0 NVIDIA A100-SXM4-80GB PyTorch 2.2.1+cu121 @ /n/home01/coco/miniconda3/envs/r2-tuning/lib/python3.12/site-packages/torch PyTorch debug build False torchvision 0.17.1+cu121 @ /n/home01/coco/miniconda3/envs/r2-tuning/lib/python3.12/site-packages/torchvision torchvision arch flags sm_50, sm_60, sm_70, sm_75, sm_80, sm_86, sm_90 nncore 0.4.2 numpy 1.26.4 PIL 10.2.0 cv2 4.9.0 ---------------------- ------------------------------------------------------------------------------------------------ PyTorch built with: - GCC 9.3 - C++ Version: 201703 - Intel(R) oneAPI Math Kernel Library Version 2022.2-Product Build 20220804 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v3.3.2 (Git Hash 2dc95a2ad0841e29db8b22fbccaf3e5da7992b01) - OpenMP 201511 (a.k.a. OpenMP 4.5) - LAPACK is enabled (usually provided by MKL) - NNPACK is enabled - CPU capability usage: AVX512 - CUDA Runtime 12.1 - NVCC architecture flags: -gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_90,code=sm_90 - CuDNN 8.9.2 - Magma 2.6.1 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=12.1, CUDNN_VERSION=8.9.2, CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=0 -fabi-version=11 -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DLIBKINETO_NOROCTRACER -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-stringop-overflow -Wsuggest-override -Wno-psabi -Wno-error=pedantic -Wno-error=old-style-cast -Wno-missing-braces -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=2.2.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=1, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, USE_ROCM_KERNEL_ASSERT=OFF, [2024-04-16 18:08:56 INFO]: Launcher: None [2024-04-16 18:08:56 INFO]: Config: /n/home01/coco/r2-tuning-dev/configs/tvsum/r2_tuning_tvsum_pk.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='PK'), 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='PK')) 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 18:08:56 INFO]: Using random seed: 34262894 [2024-04-16 18:08:56 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 18:08:56 INFO]: Learnable Parameters: [2024-04-16 18:08:56 INFO]: module.coef - torch.Size([1]) [2024-04-16 18:08:56 INFO]: module.adapter.gate - torch.Size([3]) [2024-04-16 18:08:56 INFO]: module.adapter.scale - torch.Size([4]) [2024-04-16 18:08:56 INFO]: module.adapter.video_map.0.weight - torch.Size([768]) [2024-04-16 18:08:56 INFO]: module.adapter.video_map.0.bias - torch.Size([768]) [2024-04-16 18:08:56 INFO]: module.adapter.video_map.2.weight - torch.Size([256, 768]) [2024-04-16 18:08:56 INFO]: module.adapter.video_map.2.bias - torch.Size([256]) [2024-04-16 18:08:56 INFO]: module.adapter.video_map.4.weight - torch.Size([256]) [2024-04-16 18:08:56 INFO]: module.adapter.video_map.4.bias - torch.Size([256]) [2024-04-16 18:08:56 INFO]: module.adapter.video_map.6.weight - torch.Size([256, 256]) [2024-04-16 18:08:56 INFO]: module.adapter.video_map.6.bias - torch.Size([256]) [2024-04-16 18:08:56 INFO]: module.adapter.query_map.0.weight - torch.Size([512]) [2024-04-16 18:08:56 INFO]: module.adapter.query_map.0.bias - torch.Size([512]) [2024-04-16 18:08:56 INFO]: module.adapter.query_map.2.weight - torch.Size([256, 512]) [2024-04-16 18:08:56 INFO]: module.adapter.query_map.2.bias - torch.Size([256]) [2024-04-16 18:08:56 INFO]: module.adapter.query_map.4.weight - torch.Size([256]) [2024-04-16 18:08:56 INFO]: module.adapter.query_map.4.bias - torch.Size([256]) [2024-04-16 18:08:56 INFO]: module.adapter.query_map.6.weight - torch.Size([256, 256]) [2024-04-16 18:08:56 INFO]: module.adapter.query_map.6.bias - torch.Size([256]) [2024-04-16 18:08:56 INFO]: module.adapter.v_map.weight - torch.Size([256, 256]) [2024-04-16 18:08:56 INFO]: module.adapter.v_map.bias - torch.Size([256]) [2024-04-16 18:08:56 INFO]: module.adapter.q_map.weight - torch.Size([256, 256]) [2024-04-16 18:08:56 INFO]: module.adapter.q_map.bias - torch.Size([256]) [2024-04-16 18:08:56 INFO]: module.adapter.tem.cross_att.q.weight - torch.Size([256, 256]) [2024-04-16 18:08:56 INFO]: module.adapter.tem.cross_att.q.bias - torch.Size([256]) [2024-04-16 18:08:56 INFO]: module.adapter.tem.cross_att.k.weight - torch.Size([256, 256]) [2024-04-16 18:08:56 INFO]: module.adapter.tem.cross_att.k.bias - torch.Size([256]) [2024-04-16 18:08:56 INFO]: module.adapter.tem.cross_att.v.weight - torch.Size([256, 256]) [2024-04-16 18:08:56 INFO]: module.adapter.tem.cross_att.v.bias - torch.Size([256]) [2024-04-16 18:08:56 INFO]: module.adapter.tem.cross_att.m.weight - torch.Size([256, 256]) [2024-04-16 18:08:56 INFO]: module.adapter.tem.cross_att.m.bias - torch.Size([256]) [2024-04-16 18:08:56 INFO]: module.adapter.tem.cross_att_norm.weight - torch.Size([256]) [2024-04-16 18:08:56 INFO]: module.adapter.tem.cross_att_norm.bias - torch.Size([256]) [2024-04-16 18:08:56 INFO]: module.adapter.tem.self_att.q.weight - torch.Size([256, 256]) [2024-04-16 18:08:56 INFO]: module.adapter.tem.self_att.q.bias - torch.Size([256]) [2024-04-16 18:08:56 INFO]: module.adapter.tem.self_att.k.weight - torch.Size([256, 256]) [2024-04-16 18:08:56 INFO]: module.adapter.tem.self_att.k.bias - torch.Size([256]) [2024-04-16 18:08:56 INFO]: module.adapter.tem.self_att.v.weight - torch.Size([256, 256]) [2024-04-16 18:08:56 INFO]: module.adapter.tem.self_att.v.bias - torch.Size([256]) [2024-04-16 18:08:56 INFO]: module.adapter.tem.self_att.m.weight - torch.Size([256, 256]) [2024-04-16 18:08:56 INFO]: module.adapter.tem.self_att.m.bias - torch.Size([256]) [2024-04-16 18:08:56 INFO]: module.adapter.tem.self_att_norm.weight - torch.Size([256]) [2024-04-16 18:08:56 INFO]: module.adapter.tem.self_att_norm.bias - torch.Size([256]) [2024-04-16 18:08:56 INFO]: module.adapter.tem.ffn.mapping.0.weight - torch.Size([1024, 256]) [2024-04-16 18:08:56 INFO]: module.adapter.tem.ffn.mapping.0.bias - torch.Size([1024]) [2024-04-16 18:08:56 INFO]: module.adapter.tem.ffn.mapping.2.weight - torch.Size([256, 1024]) [2024-04-16 18:08:56 INFO]: module.adapter.tem.ffn.mapping.2.bias - torch.Size([256]) [2024-04-16 18:08:56 INFO]: module.adapter.tem.ffn_norm.weight - torch.Size([256]) [2024-04-16 18:08:56 INFO]: module.adapter.tem.ffn_norm.bias - torch.Size([256]) [2024-04-16 18:08:56 INFO]: module.pooling.att.weight - torch.Size([1, 256]) [2024-04-16 18:08:56 INFO]: module.class_head.module.1.weight - torch.Size([256, 256, 3]) [2024-04-16 18:08:56 INFO]: module.class_head.module.1.bias - torch.Size([256]) [2024-04-16 18:08:56 INFO]: module.class_head.module.3.weight - torch.Size([1, 256, 3]) [2024-04-16 18:08:56 INFO]: module.class_head.module.3.bias - torch.Size([1]) [2024-04-16 18:08:56 INFO]: Learnable Parameters: 1.761M (100.0%) [2024-04-16 18:08:56 INFO]: Auto Scale Batch Size: 1 GPU(s) * 4 Samples [2024-04-16 18:08:56 INFO]: Distributed: False, AMP: fp16, Debug: False [2024-04-16 18:08:56 INFO]: Launch engine, host: coco@holygpu8a29203.rc.fas.harvard.edu, work_dir: work_dirs/r2_tuning_tvsum_pk [2024-04-16 18:08:56 INFO]: Stage: 1, epochs: 500, optimizer: AdamW(lr: 0.0005, weight_decay: 0.0001) [2024-04-16 18:08:58 INFO]: Epoch [1][1/1] lr: 0.0, eta: 0:12:45, time: 0.727, data_time: 0.807, memory: 1213, loss_cls: 0.7331, loss_sal: 0.4774, loss_video_cal: 0.1783, loss_layer_cal: 0.1506, loss: 1.5394, scale: 65536.0000 [2024-04-16 18:08:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_1.pth... [2024-04-16 18:08:58 INFO]: Validating... [2024-04-16 18:08:58 INFO]: Epoch (val) [1][1] loss_cls: 0.7445, loss_sal: 0.5196, loss_video_cal: 0.0000, loss_layer_cal: 0.1608, loss: 1.4249, mAP: 0.5485, best_mAP: 0.5485 [2024-04-16 18:08:59 INFO]: Epoch [2][1/1] lr: 1e-05, eta: 0:11:03, time: 0.180, data_time: 0.356, memory: 1237, loss_cls: 0.7349, loss_sal: 0.4632, loss_video_cal: 0.1566, loss_layer_cal: 0.1362, loss: 1.4909, scale: 65536.0000 [2024-04-16 18:08:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_2.pth... [2024-04-16 18:08:59 INFO]: Validating... [2024-04-16 18:08:59 INFO]: Epoch (val) [2][1] loss_cls: 0.7370, loss_sal: 0.5198, loss_video_cal: 0.0000, loss_layer_cal: 0.1603, loss: 1.4171, mAP: 0.5363, best_mAP: 0.5485 [2024-04-16 18:09:00 INFO]: Epoch [3][1/1] lr: 2e-05, eta: 0:09:27, time: 0.049, data_time: 0.353, memory: 1237, loss_cls: 0.7244, loss_sal: 0.4496, loss_video_cal: 0.1877, loss_layer_cal: 0.1929, loss: 1.5545, scale: 65536.0000 [2024-04-16 18:09:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_3.pth... [2024-04-16 18:09:00 INFO]: Validating... [2024-04-16 18:09:00 INFO]: Epoch (val) [3][1] loss_cls: 0.7228, loss_sal: 0.5201, loss_video_cal: 0.0000, loss_layer_cal: 0.1591, loss: 1.4021, mAP: 0.5734, best_mAP: 0.5734 [2024-04-16 18:09:00 INFO]: Epoch [4][1/1] lr: 3e-05, eta: 0:08:38, time: 0.048, data_time: 0.351, memory: 1237, loss_cls: 0.7135, loss_sal: 0.4369, loss_video_cal: 0.1773, loss_layer_cal: 0.1528, loss: 1.4805, scale: 65536.0000 [2024-04-16 18:09:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_4.pth... [2024-04-16 18:09:01 INFO]: Validating... [2024-04-16 18:09:01 INFO]: Epoch (val) [4][1] loss_cls: 0.7028, loss_sal: 0.5202, loss_video_cal: 0.0000, loss_layer_cal: 0.1576, loss: 1.3806, mAP: 0.5644, best_mAP: 0.5734 [2024-04-16 18:09:01 INFO]: Epoch [5][1/1] lr: 4e-05, eta: 0:08:08, time: 0.050, data_time: 0.350, memory: 1237, loss_cls: 0.6939, loss_sal: 0.4363, loss_video_cal: 0.1572, loss_layer_cal: 0.1629, loss: 1.4504, scale: 65536.0000 [2024-04-16 18:09:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_5.pth... [2024-04-16 18:09:01 INFO]: Validating... [2024-04-16 18:09:02 INFO]: Epoch (val) [5][1] loss_cls: 0.6783, loss_sal: 0.5199, loss_video_cal: 0.0000, loss_layer_cal: 0.1554, loss: 1.3535, mAP: 0.5011, best_mAP: 0.5734 [2024-04-16 18:09:02 INFO]: Epoch [6][1/1] lr: 5e-05, eta: 0:07:46, time: 0.049, data_time: 0.338, memory: 1237, loss_cls: 0.6744, loss_sal: 0.4316, loss_video_cal: 0.1493, loss_layer_cal: 0.1260, loss: 1.3812, scale: 65536.0000 [2024-04-16 18:09:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_6.pth... [2024-04-16 18:09:02 INFO]: Validating... [2024-04-16 18:09:02 INFO]: Epoch (val) [6][1] loss_cls: 0.6498, loss_sal: 0.5200, loss_video_cal: 0.0000, loss_layer_cal: 0.1528, loss: 1.3226, mAP: 0.3680, best_mAP: 0.5734 [2024-04-16 18:09:03 INFO]: Epoch [7][1/1] lr: 6e-05, eta: 0:07:31, time: 0.048, data_time: 0.336, memory: 1237, loss_cls: 0.6360, loss_sal: 0.4570, loss_video_cal: 0.1645, loss_layer_cal: 0.1618, loss: 1.4193, scale: 65536.0000 [2024-04-16 18:09:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_7.pth... [2024-04-16 18:09:03 INFO]: Validating... [2024-04-16 18:09:03 INFO]: Epoch (val) [7][1] loss_cls: 0.6204, loss_sal: 0.5188, loss_video_cal: 0.0000, loss_layer_cal: 0.1500, loss: 1.2892, mAP: 0.3640, best_mAP: 0.5734 [2024-04-16 18:09:03 INFO]: Epoch [8][1/1] lr: 7e-05, eta: 0:07:21, time: 0.053, data_time: 0.359, memory: 1237, loss_cls: 0.6437, loss_sal: 0.4305, loss_video_cal: 0.1591, loss_layer_cal: 0.1425, loss: 1.3758, scale: 65536.0000 [2024-04-16 18:09:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_8.pth... [2024-04-16 18:09:04 INFO]: Validating... [2024-04-16 18:09:04 INFO]: Epoch (val) [8][1] loss_cls: 0.5936, loss_sal: 0.5181, loss_video_cal: 0.0000, loss_layer_cal: 0.1468, loss: 1.2585, mAP: 0.3640, best_mAP: 0.5734 [2024-04-16 18:09:04 INFO]: Epoch [9][1/1] lr: 8e-05, eta: 0:07:13, time: 0.050, data_time: 0.348, memory: 1237, loss_cls: 0.6046, loss_sal: 0.4544, loss_video_cal: 0.1451, loss_layer_cal: 0.1299, loss: 1.3340, scale: 65536.0000 [2024-04-16 18:09:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_9.pth... [2024-04-16 18:09:04 INFO]: Validating... [2024-04-16 18:09:05 INFO]: Epoch (val) [9][1] loss_cls: 0.5712, loss_sal: 0.5184, loss_video_cal: 0.0000, loss_layer_cal: 0.1432, loss: 1.2328, mAP: 0.3640, best_mAP: 0.5734 [2024-04-16 18:09:05 INFO]: Epoch [10][1/1] lr: 9e-05, eta: 0:07:05, time: 0.050, data_time: 0.341, memory: 1237, loss_cls: 0.6136, loss_sal: 0.5136, loss_video_cal: 0.1585, loss_layer_cal: 0.1528, loss: 1.4384, scale: 65536.0000 [2024-04-16 18:09:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_10.pth... [2024-04-16 18:09:05 INFO]: Validating... [2024-04-16 18:09:05 INFO]: Epoch (val) [10][1] loss_cls: 0.5543, loss_sal: 0.5203, loss_video_cal: 0.0000, loss_layer_cal: 0.1392, loss: 1.2138, mAP: 0.3640, best_mAP: 0.5734 [2024-04-16 18:09:06 INFO]: Epoch [11][1/1] lr: 0.0001, eta: 0:06:58, time: 0.049, data_time: 0.337, memory: 1237, loss_cls: 0.5703, loss_sal: 0.4888, loss_video_cal: 0.1729, loss_layer_cal: 0.1599, loss: 1.3918, scale: 65536.0000 [2024-04-16 18:09:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_11.pth... [2024-04-16 18:09:06 INFO]: Validating... [2024-04-16 18:09:06 INFO]: Epoch (val) [11][1] loss_cls: 0.5429, loss_sal: 0.5219, loss_video_cal: 0.0000, loss_layer_cal: 0.1349, loss: 1.1998, mAP: 0.3521, best_mAP: 0.5734 [2024-04-16 18:09:06 INFO]: Epoch [12][1/1] lr: 0.00011, eta: 0:06:53, time: 0.048, data_time: 0.337, memory: 1237, loss_cls: 0.5619, loss_sal: 0.4284, loss_video_cal: 0.1669, loss_layer_cal: 0.1564, loss: 1.3135, scale: 65536.0000 [2024-04-16 18:09:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_12.pth... [2024-04-16 18:09:07 INFO]: Validating... [2024-04-16 18:09:07 INFO]: Epoch (val) [12][1] loss_cls: 0.5367, loss_sal: 0.5227, loss_video_cal: 0.0000, loss_layer_cal: 0.1305, loss: 1.1899, mAP: 0.3521, best_mAP: 0.5734 [2024-04-16 18:09:07 INFO]: Epoch [13][1/1] lr: 0.00012, eta: 0:06:48, time: 0.049, data_time: 0.346, memory: 1237, loss_cls: 0.5584, loss_sal: 0.4488, loss_video_cal: 0.1434, loss_layer_cal: 0.1486, loss: 1.2991, scale: 65536.0000 [2024-04-16 18:09:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_13.pth... [2024-04-16 18:09:07 INFO]: Validating... [2024-04-16 18:09:08 INFO]: Epoch (val) [13][1] loss_cls: 0.5353, loss_sal: 0.5223, loss_video_cal: 0.0000, loss_layer_cal: 0.1258, loss: 1.1833, mAP: 0.3467, best_mAP: 0.5734 [2024-04-16 18:09:08 INFO]: Epoch [14][1/1] lr: 0.00013, eta: 0:06:45, time: 0.049, data_time: 0.354, memory: 1237, loss_cls: 0.5582, loss_sal: 0.4386, loss_video_cal: 0.1817, loss_layer_cal: 0.1735, loss: 1.3519, scale: 65536.0000 [2024-04-16 18:09:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_14.pth... [2024-04-16 18:09:08 INFO]: Validating... [2024-04-16 18:09:08 INFO]: Epoch (val) [14][1] loss_cls: 0.5376, loss_sal: 0.5223, loss_video_cal: 0.0000, loss_layer_cal: 0.1210, loss: 1.1809, mAP: 0.3467, best_mAP: 0.5734 [2024-04-16 18:09:09 INFO]: Epoch [15][1/1] lr: 0.00014, eta: 0:06:41, time: 0.048, data_time: 0.340, memory: 1237, loss_cls: 0.5651, loss_sal: 0.4286, loss_video_cal: 0.1283, loss_layer_cal: 0.1285, loss: 1.2505, scale: 65536.0000 [2024-04-16 18:09:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_15.pth... [2024-04-16 18:09:09 INFO]: Validating... [2024-04-16 18:09:09 INFO]: Epoch (val) [15][1] loss_cls: 0.5418, loss_sal: 0.5228, loss_video_cal: 0.0000, loss_layer_cal: 0.1165, loss: 1.1810, mAP: 0.3467, best_mAP: 0.5734 [2024-04-16 18:09:09 INFO]: Epoch [16][1/1] lr: 0.00015, eta: 0:06:38, time: 0.049, data_time: 0.354, memory: 1237, loss_cls: 0.5721, loss_sal: 0.4445, loss_video_cal: 0.1875, loss_layer_cal: 0.1480, loss: 1.3521, scale: 65536.0000 [2024-04-16 18:09:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_16.pth... [2024-04-16 18:09:10 INFO]: Validating... [2024-04-16 18:09:10 INFO]: Epoch (val) [16][1] loss_cls: 0.5455, loss_sal: 0.5227, loss_video_cal: 0.0000, loss_layer_cal: 0.1120, loss: 1.1802, mAP: 0.3467, best_mAP: 0.5734 [2024-04-16 18:09:10 INFO]: Epoch [17][1/1] lr: 0.00016, eta: 0:06:35, time: 0.050, data_time: 0.344, memory: 1237, loss_cls: 0.5766, loss_sal: 0.4329, loss_video_cal: 0.1676, loss_layer_cal: 0.1472, loss: 1.3243, scale: 65536.0000 [2024-04-16 18:09:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_17.pth... [2024-04-16 18:09:10 INFO]: Validating... [2024-04-16 18:09:11 INFO]: Epoch (val) [17][1] loss_cls: 0.5474, loss_sal: 0.5226, loss_video_cal: 0.0000, loss_layer_cal: 0.1077, loss: 1.1777, mAP: 0.3278, best_mAP: 0.5734 [2024-04-16 18:09:11 INFO]: Epoch [18][1/1] lr: 0.00017, eta: 0:06:33, time: 0.049, data_time: 0.364, memory: 1237, loss_cls: 0.5814, loss_sal: 0.4320, loss_video_cal: 0.1533, loss_layer_cal: 0.1604, loss: 1.3272, scale: 65536.0000 [2024-04-16 18:09:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_18.pth... [2024-04-16 18:09:11 INFO]: Validating... [2024-04-16 18:09:11 INFO]: Epoch (val) [18][1] loss_cls: 0.5471, loss_sal: 0.5234, loss_video_cal: 0.0000, loss_layer_cal: 0.1035, loss: 1.1741, mAP: 0.3278, best_mAP: 0.5734 [2024-04-16 18:09:12 INFO]: Epoch [19][1/1] lr: 0.00018, eta: 0:06:30, time: 0.049, data_time: 0.344, memory: 1237, loss_cls: 0.5783, loss_sal: 0.4440, loss_video_cal: 0.1505, loss_layer_cal: 0.1331, loss: 1.3060, scale: 65536.0000 [2024-04-16 18:09:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_19.pth... [2024-04-16 18:09:12 INFO]: Validating... [2024-04-16 18:09:12 INFO]: Epoch (val) [19][1] loss_cls: 0.5454, loss_sal: 0.5244, loss_video_cal: 0.0000, loss_layer_cal: 0.1001, loss: 1.1698, mAP: 0.3278, best_mAP: 0.5734 [2024-04-16 18:09:12 INFO]: Epoch [20][1/1] lr: 0.00019, eta: 0:06:28, time: 0.049, data_time: 0.348, memory: 1237, loss_cls: 0.5798, loss_sal: 0.4299, loss_video_cal: 0.1396, loss_layer_cal: 0.1316, loss: 1.2809, scale: 65536.0000 [2024-04-16 18:09:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_20.pth... [2024-04-16 18:09:13 INFO]: Validating... [2024-04-16 18:09:13 INFO]: Epoch (val) [20][1] loss_cls: 0.5425, loss_sal: 0.5245, loss_video_cal: 0.0000, loss_layer_cal: 0.0971, loss: 1.1641, mAP: 0.3521, best_mAP: 0.5734 [2024-04-16 18:09:13 INFO]: Epoch [21][1/1] lr: 0.0002, eta: 0:06:26, time: 0.049, data_time: 0.354, memory: 1237, loss_cls: 0.5739, loss_sal: 0.4387, loss_video_cal: 0.1729, loss_layer_cal: 0.1597, loss: 1.3452, scale: 65536.0000 [2024-04-16 18:09:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_21.pth... [2024-04-16 18:09:13 INFO]: Validating... [2024-04-16 18:09:14 INFO]: Epoch (val) [21][1] loss_cls: 0.5395, loss_sal: 0.5254, loss_video_cal: 0.0000, loss_layer_cal: 0.0947, loss: 1.1597, mAP: 0.3521, best_mAP: 0.5734 [2024-04-16 18:09:14 INFO]: Epoch [22][1/1] lr: 0.00021, eta: 0:06:24, time: 0.052, data_time: 0.362, memory: 1237, loss_cls: 0.5711, loss_sal: 0.4535, loss_video_cal: 0.1433, loss_layer_cal: 0.1319, loss: 1.2998, scale: 65536.0000 [2024-04-16 18:09:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_22.pth... [2024-04-16 18:09:14 INFO]: Validating... [2024-04-16 18:09:14 INFO]: Epoch (val) [22][1] loss_cls: 0.5370, loss_sal: 0.5261, loss_video_cal: 0.0000, loss_layer_cal: 0.0927, loss: 1.1559, mAP: 0.3223, best_mAP: 0.5734 [2024-04-16 18:09:15 INFO]: Epoch [23][1/1] lr: 0.00022, eta: 0:06:22, time: 0.048, data_time: 0.342, memory: 1237, loss_cls: 0.5657, loss_sal: 0.4215, loss_video_cal: 0.1449, loss_layer_cal: 0.1236, loss: 1.2557, scale: 65536.0000 [2024-04-16 18:09:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_23.pth... [2024-04-16 18:09:15 INFO]: Validating... [2024-04-16 18:09:15 INFO]: Epoch (val) [23][1] loss_cls: 0.5356, loss_sal: 0.5259, loss_video_cal: 0.0000, loss_layer_cal: 0.0909, loss: 1.1524, mAP: 0.3521, best_mAP: 0.5734 [2024-04-16 18:09:15 INFO]: Epoch [24][1/1] lr: 0.00023, eta: 0:06:20, time: 0.048, data_time: 0.333, memory: 1237, loss_cls: 0.5612, loss_sal: 0.4431, loss_video_cal: 0.1459, loss_layer_cal: 0.1264, loss: 1.2766, scale: 65536.0000 [2024-04-16 18:09:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_24.pth... [2024-04-16 18:09:16 INFO]: Validating... [2024-04-16 18:09:16 INFO]: Epoch (val) [24][1] loss_cls: 0.5355, loss_sal: 0.5255, loss_video_cal: 0.0000, loss_layer_cal: 0.0893, loss: 1.1504, mAP: 0.3323, best_mAP: 0.5734 [2024-04-16 18:09:16 INFO]: Epoch [25][1/1] lr: 0.00024, eta: 0:06:17, time: 0.045, data_time: 0.332, memory: 1237, loss_cls: 0.5581, loss_sal: 0.4435, loss_video_cal: 0.1611, loss_layer_cal: 0.1505, loss: 1.3132, scale: 65536.0000 [2024-04-16 18:09:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_25.pth... [2024-04-16 18:09:16 INFO]: Validating... [2024-04-16 18:09:16 INFO]: Epoch (val) [25][1] loss_cls: 0.5367, loss_sal: 0.5256, loss_video_cal: 0.0000, loss_layer_cal: 0.0881, loss: 1.1504, mAP: 0.3303, best_mAP: 0.5734 [2024-04-16 18:09:17 INFO]: Epoch [26][1/1] lr: 0.00025, eta: 0:06:15, time: 0.046, data_time: 0.324, memory: 1237, loss_cls: 0.5571, loss_sal: 0.4540, loss_video_cal: 0.1639, loss_layer_cal: 0.1361, loss: 1.3111, scale: 65536.0000 [2024-04-16 18:09:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_26.pth... [2024-04-16 18:09:17 INFO]: Validating... [2024-04-16 18:09:17 INFO]: Epoch (val) [26][1] loss_cls: 0.5390, loss_sal: 0.5252, loss_video_cal: 0.0000, loss_layer_cal: 0.0874, loss: 1.1516, mAP: 0.2803, best_mAP: 0.5734 [2024-04-16 18:09:18 INFO]: Epoch [27][1/1] lr: 0.00026, eta: 0:06:13, time: 0.050, data_time: 0.342, memory: 1237, loss_cls: 0.5578, loss_sal: 0.4623, loss_video_cal: 0.1317, loss_layer_cal: 0.1225, loss: 1.2743, scale: 65536.0000 [2024-04-16 18:09:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_27.pth... [2024-04-16 18:09:18 INFO]: Validating... [2024-04-16 18:09:18 INFO]: Epoch (val) [27][1] loss_cls: 0.5421, loss_sal: 0.5238, loss_video_cal: 0.0000, loss_layer_cal: 0.0867, loss: 1.1526, mAP: 0.2648, best_mAP: 0.5734 [2024-04-16 18:09:18 INFO]: Epoch [28][1/1] lr: 0.00027, eta: 0:06:12, time: 0.050, data_time: 0.352, memory: 1237, loss_cls: 0.5581, loss_sal: 0.4441, loss_video_cal: 0.1617, loss_layer_cal: 0.1297, loss: 1.2935, scale: 65536.0000 [2024-04-16 18:09:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_28.pth... [2024-04-16 18:09:18 INFO]: Validating... [2024-04-16 18:09:19 INFO]: Epoch (val) [28][1] loss_cls: 0.5453, loss_sal: 0.5236, loss_video_cal: 0.0000, loss_layer_cal: 0.0859, loss: 1.1548, mAP: 0.2567, best_mAP: 0.5734 [2024-04-16 18:09:19 INFO]: Epoch [29][1/1] lr: 0.00028, eta: 0:06:11, time: 0.050, data_time: 0.352, memory: 1237, loss_cls: 0.5606, loss_sal: 0.4227, loss_video_cal: 0.1508, loss_layer_cal: 0.1090, loss: 1.2432, scale: 65536.0000 [2024-04-16 18:09:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_29.pth... [2024-04-16 18:09:19 INFO]: Validating... [2024-04-16 18:09:19 INFO]: Epoch (val) [29][1] loss_cls: 0.5477, loss_sal: 0.5236, loss_video_cal: 0.0000, loss_layer_cal: 0.0852, loss: 1.1566, mAP: 0.2715, best_mAP: 0.5734 [2024-04-16 18:09:20 INFO]: Epoch [30][1/1] lr: 0.00029, eta: 0:06:10, time: 0.050, data_time: 0.348, memory: 1237, loss_cls: 0.5621, loss_sal: 0.4551, loss_video_cal: 0.1474, loss_layer_cal: 0.1147, loss: 1.2793, scale: 65536.0000 [2024-04-16 18:09:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_30.pth... [2024-04-16 18:09:20 INFO]: Validating... [2024-04-16 18:09:20 INFO]: Epoch (val) [30][1] loss_cls: 0.5484, loss_sal: 0.5228, loss_video_cal: 0.0000, loss_layer_cal: 0.0846, loss: 1.1558, mAP: 0.2715, best_mAP: 0.5734 [2024-04-16 18:09:21 INFO]: Epoch [31][1/1] lr: 0.0003, eta: 0:06:08, time: 0.052, data_time: 0.350, memory: 1237, loss_cls: 0.5616, loss_sal: 0.4365, loss_video_cal: 0.1475, loss_layer_cal: 0.1096, loss: 1.2552, scale: 65536.0000 [2024-04-16 18:09:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_31.pth... [2024-04-16 18:09:21 INFO]: Validating... [2024-04-16 18:09:21 INFO]: Epoch (val) [31][1] loss_cls: 0.5473, loss_sal: 0.5228, loss_video_cal: 0.0000, loss_layer_cal: 0.0840, loss: 1.1541, mAP: 0.2934, best_mAP: 0.5734 [2024-04-16 18:09:21 INFO]: Epoch [32][1/1] lr: 0.00031, eta: 0:06:07, time: 0.051, data_time: 0.357, memory: 1237, loss_cls: 0.5606, loss_sal: 0.4121, loss_video_cal: 0.1422, loss_layer_cal: 0.1146, loss: 1.2295, scale: 65536.0000 [2024-04-16 18:09:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_32.pth... [2024-04-16 18:09:21 INFO]: Validating... [2024-04-16 18:09:22 INFO]: Epoch (val) [32][1] loss_cls: 0.5452, loss_sal: 0.5230, loss_video_cal: 0.0000, loss_layer_cal: 0.0834, loss: 1.1516, mAP: 0.2934, best_mAP: 0.5734 [2024-04-16 18:09:22 INFO]: Epoch [33][1/1] lr: 0.00032, eta: 0:06:06, time: 0.051, data_time: 0.350, memory: 1237, loss_cls: 0.5591, loss_sal: 0.4289, loss_video_cal: 0.1068, loss_layer_cal: 0.0883, loss: 1.1831, scale: 65536.0000 [2024-04-16 18:09:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_33.pth... [2024-04-16 18:09:22 INFO]: Validating... [2024-04-16 18:09:23 INFO]: Epoch (val) [33][1] loss_cls: 0.5429, loss_sal: 0.5225, loss_video_cal: 0.0000, loss_layer_cal: 0.0828, loss: 1.1482, mAP: 0.2715, best_mAP: 0.5734 [2024-04-16 18:09:23 INFO]: Epoch [34][1/1] lr: 0.00033, eta: 0:06:05, time: 0.050, data_time: 0.363, memory: 1237, loss_cls: 0.5597, loss_sal: 0.4435, loss_video_cal: 0.1522, loss_layer_cal: 0.1394, loss: 1.2948, scale: 65536.0000 [2024-04-16 18:09:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_34.pth... [2024-04-16 18:09:23 INFO]: Validating... [2024-04-16 18:09:23 INFO]: Epoch (val) [34][1] loss_cls: 0.5404, loss_sal: 0.5228, loss_video_cal: 0.0000, loss_layer_cal: 0.0823, loss: 1.1455, mAP: 0.2715, best_mAP: 0.5734 [2024-04-16 18:09:24 INFO]: Epoch [35][1/1] lr: 0.00034, eta: 0:06:04, time: 0.052, data_time: 0.357, memory: 1237, loss_cls: 0.5571, loss_sal: 0.4512, loss_video_cal: 0.1505, loss_layer_cal: 0.1157, loss: 1.2745, scale: 65536.0000 [2024-04-16 18:09:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_35.pth... [2024-04-16 18:09:24 INFO]: Validating... [2024-04-16 18:09:24 INFO]: Epoch (val) [35][1] loss_cls: 0.5384, loss_sal: 0.5230, loss_video_cal: 0.0000, loss_layer_cal: 0.0820, loss: 1.1434, mAP: 0.2715, best_mAP: 0.5734 [2024-04-16 18:09:24 INFO]: Epoch [36][1/1] lr: 0.00035, eta: 0:06:03, time: 0.051, data_time: 0.354, memory: 1237, loss_cls: 0.5572, loss_sal: 0.4326, loss_video_cal: 0.1426, loss_layer_cal: 0.0970, loss: 1.2295, scale: 65536.0000 [2024-04-16 18:09:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_36.pth... [2024-04-16 18:09:25 INFO]: Validating... [2024-04-16 18:09:25 INFO]: Epoch (val) [36][1] loss_cls: 0.5369, loss_sal: 0.5230, loss_video_cal: 0.0000, loss_layer_cal: 0.0817, loss: 1.1416, mAP: 0.2715, best_mAP: 0.5734 [2024-04-16 18:09:25 INFO]: Epoch [37][1/1] lr: 0.00036, eta: 0:06:02, time: 0.051, data_time: 0.356, memory: 1237, loss_cls: 0.5567, loss_sal: 0.4508, loss_video_cal: 0.1326, loss_layer_cal: 0.1146, loss: 1.2547, scale: 65536.0000 [2024-04-16 18:09:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_37.pth... [2024-04-16 18:09:25 INFO]: Validating... [2024-04-16 18:09:26 INFO]: Epoch (val) [37][1] loss_cls: 0.5361, loss_sal: 0.5227, loss_video_cal: 0.0000, loss_layer_cal: 0.0814, loss: 1.1402, mAP: 0.2715, best_mAP: 0.5734 [2024-04-16 18:09:26 INFO]: Epoch [38][1/1] lr: 0.00037, eta: 0:06:01, time: 0.048, data_time: 0.350, memory: 1237, loss_cls: 0.5574, loss_sal: 0.4464, loss_video_cal: 0.1538, loss_layer_cal: 0.1127, loss: 1.2702, scale: 65536.0000 [2024-04-16 18:09:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_38.pth... [2024-04-16 18:09:26 INFO]: Validating... [2024-04-16 18:09:26 INFO]: Epoch (val) [38][1] loss_cls: 0.5357, loss_sal: 0.5223, loss_video_cal: 0.0000, loss_layer_cal: 0.0809, loss: 1.1389, mAP: 0.2715, best_mAP: 0.5734 [2024-04-16 18:09:27 INFO]: Epoch [39][1/1] lr: 0.00038, eta: 0:06:00, time: 0.049, data_time: 0.346, memory: 1237, loss_cls: 0.5575, loss_sal: 0.4577, loss_video_cal: 0.1389, loss_layer_cal: 0.0966, loss: 1.2507, scale: 65536.0000 [2024-04-16 18:09:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_39.pth... [2024-04-16 18:09:27 INFO]: Validating... [2024-04-16 18:09:27 INFO]: Epoch (val) [39][1] loss_cls: 0.5356, loss_sal: 0.5218, loss_video_cal: 0.0000, loss_layer_cal: 0.0803, loss: 1.1378, mAP: 0.2648, best_mAP: 0.5734 [2024-04-16 18:09:27 INFO]: Epoch [40][1/1] lr: 0.00039, eta: 0:05:59, time: 0.047, data_time: 0.346, memory: 1237, loss_cls: 0.5580, loss_sal: 0.4464, loss_video_cal: 0.1650, loss_layer_cal: 0.1152, loss: 1.2846, scale: 65536.0000 [2024-04-16 18:09:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_40.pth... [2024-04-16 18:09:28 INFO]: Validating... [2024-04-16 18:09:28 INFO]: Epoch (val) [40][1] loss_cls: 0.5356, loss_sal: 0.5220, loss_video_cal: 0.0000, loss_layer_cal: 0.0799, loss: 1.1375, mAP: 0.2648, best_mAP: 0.5734 [2024-04-16 18:09:28 INFO]: Epoch [41][1/1] lr: 0.0004, eta: 0:05:58, time: 0.053, data_time: 0.367, memory: 1237, loss_cls: 0.5578, loss_sal: 0.4415, loss_video_cal: 0.1474, loss_layer_cal: 0.0951, loss: 1.2419, scale: 65536.0000 [2024-04-16 18:09:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_41.pth... [2024-04-16 18:09:28 INFO]: Validating... [2024-04-16 18:09:29 INFO]: Epoch (val) [41][1] loss_cls: 0.5357, loss_sal: 0.5214, loss_video_cal: 0.0000, loss_layer_cal: 0.0792, loss: 1.1363, mAP: 0.2648, best_mAP: 0.5734 [2024-04-16 18:09:29 INFO]: Epoch [42][1/1] lr: 0.00041, eta: 0:05:57, time: 0.052, data_time: 0.360, memory: 1237, loss_cls: 0.5577, loss_sal: 0.4174, loss_video_cal: 0.1258, loss_layer_cal: 0.0842, loss: 1.1851, scale: 65536.0000 [2024-04-16 18:09:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_42.pth... [2024-04-16 18:09:29 INFO]: Validating... [2024-04-16 18:09:29 INFO]: Epoch (val) [42][1] loss_cls: 0.5357, loss_sal: 0.5204, loss_video_cal: 0.0000, loss_layer_cal: 0.0787, loss: 1.1348, mAP: 0.2603, best_mAP: 0.5734 [2024-04-16 18:09:30 INFO]: Epoch [43][1/1] lr: 0.00042, eta: 0:05:56, time: 0.050, data_time: 0.351, memory: 1237, loss_cls: 0.5573, loss_sal: 0.4130, loss_video_cal: 0.1417, loss_layer_cal: 0.0966, loss: 1.2085, scale: 65536.0000 [2024-04-16 18:09:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_43.pth... [2024-04-16 18:09:30 INFO]: Validating... [2024-04-16 18:09:30 INFO]: Epoch (val) [43][1] loss_cls: 0.5360, loss_sal: 0.5201, loss_video_cal: 0.0000, loss_layer_cal: 0.0783, loss: 1.1344, mAP: 0.2603, best_mAP: 0.5734 [2024-04-16 18:09:31 INFO]: Epoch [44][1/1] lr: 0.00043, eta: 0:05:55, time: 0.050, data_time: 0.355, memory: 1237, loss_cls: 0.5572, loss_sal: 0.4345, loss_video_cal: 0.1259, loss_layer_cal: 0.0892, loss: 1.2068, scale: 65536.0000 [2024-04-16 18:09:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_44.pth... [2024-04-16 18:09:31 INFO]: Validating... [2024-04-16 18:09:31 INFO]: Epoch (val) [44][1] loss_cls: 0.5366, loss_sal: 0.5199, loss_video_cal: 0.0000, loss_layer_cal: 0.0779, loss: 1.1343, mAP: 0.2603, best_mAP: 0.5734 [2024-04-16 18:09:31 INFO]: Epoch [45][1/1] lr: 0.00044, eta: 0:05:54, time: 0.049, data_time: 0.353, memory: 1237, loss_cls: 0.5570, loss_sal: 0.4422, loss_video_cal: 0.1381, loss_layer_cal: 0.1056, loss: 1.2429, scale: 65536.0000 [2024-04-16 18:09:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_45.pth... [2024-04-16 18:09:31 INFO]: Validating... [2024-04-16 18:09:32 INFO]: Epoch (val) [45][1] loss_cls: 0.5374, loss_sal: 0.5203, loss_video_cal: 0.0000, loss_layer_cal: 0.0773, loss: 1.1349, mAP: 0.2603, best_mAP: 0.5734 [2024-04-16 18:09:32 INFO]: Epoch [46][1/1] lr: 0.00045, eta: 0:05:53, time: 0.051, data_time: 0.347, memory: 1237, loss_cls: 0.5570, loss_sal: 0.4421, loss_video_cal: 0.1332, loss_layer_cal: 0.0894, loss: 1.2216, scale: 65536.0000 [2024-04-16 18:09:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_46.pth... [2024-04-16 18:09:32 INFO]: Validating... [2024-04-16 18:09:32 INFO]: Epoch (val) [46][1] loss_cls: 0.5381, loss_sal: 0.5211, loss_video_cal: 0.0000, loss_layer_cal: 0.0766, loss: 1.1358, mAP: 0.2715, best_mAP: 0.5734 [2024-04-16 18:09:33 INFO]: Epoch [47][1/1] lr: 0.00046, eta: 0:05:52, time: 0.049, data_time: 0.347, memory: 1237, loss_cls: 0.5571, loss_sal: 0.4498, loss_video_cal: 0.1147, loss_layer_cal: 0.0723, loss: 1.1939, scale: 65536.0000 [2024-04-16 18:09:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_47.pth... [2024-04-16 18:09:33 INFO]: Validating... [2024-04-16 18:09:33 INFO]: Epoch (val) [47][1] loss_cls: 0.5385, loss_sal: 0.5210, loss_video_cal: 0.0000, loss_layer_cal: 0.0758, loss: 1.1353, mAP: 0.2715, best_mAP: 0.5734 [2024-04-16 18:09:34 INFO]: Epoch [48][1/1] lr: 0.00047, eta: 0:05:51, time: 0.051, data_time: 0.348, memory: 1237, loss_cls: 0.5568, loss_sal: 0.4269, loss_video_cal: 0.1189, loss_layer_cal: 0.0989, loss: 1.2015, scale: 65536.0000 [2024-04-16 18:09:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_48.pth... [2024-04-16 18:09:34 INFO]: Validating... [2024-04-16 18:09:34 INFO]: Epoch (val) [48][1] loss_cls: 0.5387, loss_sal: 0.5195, loss_video_cal: 0.0000, loss_layer_cal: 0.0752, loss: 1.1333, mAP: 0.2715, best_mAP: 0.5734 [2024-04-16 18:09:34 INFO]: Epoch [49][1/1] lr: 0.00048, eta: 0:05:51, time: 0.049, data_time: 0.360, memory: 1237, loss_cls: 0.5569, loss_sal: 0.4062, loss_video_cal: 0.1172, loss_layer_cal: 0.0835, loss: 1.1638, scale: 65536.0000 [2024-04-16 18:09:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_49.pth... [2024-04-16 18:09:34 INFO]: Validating... [2024-04-16 18:09:35 INFO]: Epoch (val) [49][1] loss_cls: 0.5385, loss_sal: 0.5189, loss_video_cal: 0.0000, loss_layer_cal: 0.0747, loss: 1.1321, mAP: 0.2715, best_mAP: 0.5734 [2024-04-16 18:09:35 INFO]: Epoch [50][1/1] lr: 0.00049, eta: 0:05:50, time: 0.050, data_time: 0.350, memory: 1237, loss_cls: 0.5572, loss_sal: 0.4111, loss_video_cal: 0.1496, loss_layer_cal: 0.0988, loss: 1.2168, scale: 65536.0000 [2024-04-16 18:09:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_50.pth... [2024-04-16 18:09:35 INFO]: Validating... [2024-04-16 18:09:36 INFO]: Epoch (val) [50][1] loss_cls: 0.5382, loss_sal: 0.5192, loss_video_cal: 0.0000, loss_layer_cal: 0.0741, loss: 1.1315, mAP: 0.2715, best_mAP: 0.5734 [2024-04-16 18:09:36 INFO]: Epoch [51][1/1] lr: 0.0005, eta: 0:05:49, time: 0.048, data_time: 0.342, memory: 1237, loss_cls: 0.5567, loss_sal: 0.4360, loss_video_cal: 0.1375, loss_layer_cal: 0.0988, loss: 1.2290, scale: 65536.0000 [2024-04-16 18:09:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_51.pth... [2024-04-16 18:09:36 INFO]: Validating... [2024-04-16 18:09:36 INFO]: Epoch (val) [51][1] loss_cls: 0.5376, loss_sal: 0.5194, loss_video_cal: 0.0000, loss_layer_cal: 0.0732, loss: 1.1301, mAP: 0.2648, best_mAP: 0.5734 [2024-04-16 18:09:37 INFO]: Epoch [52][1/1] lr: 0.0005, eta: 0:05:47, time: 0.049, data_time: 0.336, memory: 1237, loss_cls: 0.5566, loss_sal: 0.4340, loss_video_cal: 0.1145, loss_layer_cal: 0.0793, loss: 1.1844, scale: 65536.0000 [2024-04-16 18:09:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_52.pth... [2024-04-16 18:09:37 INFO]: Validating... [2024-04-16 18:09:37 INFO]: Epoch (val) [52][1] loss_cls: 0.5371, loss_sal: 0.5191, loss_video_cal: 0.0000, loss_layer_cal: 0.0721, loss: 1.1283, mAP: 0.2715, best_mAP: 0.5734 [2024-04-16 18:09:37 INFO]: Epoch [53][1/1] lr: 0.0005, eta: 0:05:46, time: 0.049, data_time: 0.349, memory: 1237, loss_cls: 0.5568, loss_sal: 0.4506, loss_video_cal: 0.1436, loss_layer_cal: 0.0963, loss: 1.2472, scale: 65536.0000 [2024-04-16 18:09:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_53.pth... [2024-04-16 18:09:37 INFO]: Validating... [2024-04-16 18:09:38 INFO]: Epoch (val) [53][1] loss_cls: 0.5366, loss_sal: 0.5192, loss_video_cal: 0.0000, loss_layer_cal: 0.0710, loss: 1.1267, mAP: 0.2715, best_mAP: 0.5734 [2024-04-16 18:09:38 INFO]: Epoch [54][1/1] lr: 0.0005, eta: 0:05:45, time: 0.048, data_time: 0.340, memory: 1237, loss_cls: 0.5565, loss_sal: 0.4240, loss_video_cal: 0.1264, loss_layer_cal: 0.1077, loss: 1.2145, scale: 65536.0000 [2024-04-16 18:09:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_54.pth... [2024-04-16 18:09:38 INFO]: Validating... [2024-04-16 18:09:38 INFO]: Epoch (val) [54][1] loss_cls: 0.5363, loss_sal: 0.5186, loss_video_cal: 0.0000, loss_layer_cal: 0.0697, loss: 1.1245, mAP: 0.2715, best_mAP: 0.5734 [2024-04-16 18:09:39 INFO]: Epoch [55][1/1] lr: 0.0005, eta: 0:05:44, time: 0.048, data_time: 0.328, memory: 1237, loss_cls: 0.5567, loss_sal: 0.4354, loss_video_cal: 0.1167, loss_layer_cal: 0.1076, loss: 1.2165, scale: 65536.0000 [2024-04-16 18:09:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_55.pth... [2024-04-16 18:09:39 INFO]: Validating... [2024-04-16 18:09:39 INFO]: Epoch (val) [55][1] loss_cls: 0.5362, loss_sal: 0.5183, loss_video_cal: 0.0000, loss_layer_cal: 0.0681, loss: 1.1227, mAP: 0.2648, best_mAP: 0.5734 [2024-04-16 18:09:40 INFO]: Epoch [56][1/1] lr: 0.0005, eta: 0:05:43, time: 0.046, data_time: 0.337, memory: 1237, loss_cls: 0.5568, loss_sal: 0.4331, loss_video_cal: 0.1338, loss_layer_cal: 0.1098, loss: 1.2334, scale: 65536.0000 [2024-04-16 18:09:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_56.pth... [2024-04-16 18:09:40 INFO]: Validating... [2024-04-16 18:09:40 INFO]: Epoch (val) [56][1] loss_cls: 0.5363, loss_sal: 0.5187, loss_video_cal: 0.0000, loss_layer_cal: 0.0667, loss: 1.1217, mAP: 0.2690, best_mAP: 0.5734 [2024-04-16 18:09:40 INFO]: Epoch [57][1/1] lr: 0.0005, eta: 0:05:42, time: 0.046, data_time: 0.328, memory: 1237, loss_cls: 0.5563, loss_sal: 0.3944, loss_video_cal: 0.0996, loss_layer_cal: 0.0809, loss: 1.1312, scale: 65536.0000 [2024-04-16 18:09:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_57.pth... [2024-04-16 18:09:40 INFO]: Validating... [2024-04-16 18:09:41 INFO]: Epoch (val) [57][1] loss_cls: 0.5365, loss_sal: 0.5189, loss_video_cal: 0.0000, loss_layer_cal: 0.0654, loss: 1.1208, mAP: 0.2690, best_mAP: 0.5734 [2024-04-16 18:09:41 INFO]: Epoch [58][1/1] lr: 0.0005, eta: 0:05:40, time: 0.046, data_time: 0.330, memory: 1237, loss_cls: 0.5563, loss_sal: 0.4202, loss_video_cal: 0.1019, loss_layer_cal: 0.0829, loss: 1.1614, scale: 65536.0000 [2024-04-16 18:09:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_58.pth... [2024-04-16 18:09:41 INFO]: Validating... [2024-04-16 18:09:41 INFO]: Epoch (val) [58][1] loss_cls: 0.5366, loss_sal: 0.5186, loss_video_cal: 0.0000, loss_layer_cal: 0.0641, loss: 1.1193, mAP: 0.2883, best_mAP: 0.5734 [2024-04-16 18:09:42 INFO]: Epoch [59][1/1] lr: 0.0005, eta: 0:05:39, time: 0.047, data_time: 0.333, memory: 1237, loss_cls: 0.5567, loss_sal: 0.4297, loss_video_cal: 0.1045, loss_layer_cal: 0.0809, loss: 1.1719, scale: 65536.0000 [2024-04-16 18:09:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_59.pth... [2024-04-16 18:09:42 INFO]: Validating... [2024-04-16 18:09:42 INFO]: Epoch (val) [59][1] loss_cls: 0.5367, loss_sal: 0.5180, loss_video_cal: 0.0000, loss_layer_cal: 0.0629, loss: 1.1176, mAP: 0.2883, best_mAP: 0.5734 [2024-04-16 18:09:42 INFO]: Epoch [60][1/1] lr: 0.0005, eta: 0:05:38, time: 0.047, data_time: 0.339, memory: 1237, loss_cls: 0.5567, loss_sal: 0.4122, loss_video_cal: 0.1147, loss_layer_cal: 0.0867, loss: 1.1702, scale: 65536.0000 [2024-04-16 18:09:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_60.pth... [2024-04-16 18:09:43 INFO]: Validating... [2024-04-16 18:09:43 INFO]: Epoch (val) [60][1] loss_cls: 0.5366, loss_sal: 0.5172, loss_video_cal: 0.0000, loss_layer_cal: 0.0617, loss: 1.1155, mAP: 0.2883, best_mAP: 0.5734 [2024-04-16 18:09:43 INFO]: Epoch [61][1/1] lr: 0.0005, eta: 0:05:37, time: 0.049, data_time: 0.333, memory: 1237, loss_cls: 0.5569, loss_sal: 0.4427, loss_video_cal: 0.1258, loss_layer_cal: 0.0927, loss: 1.2181, scale: 65536.0000 [2024-04-16 18:09:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_61.pth... [2024-04-16 18:09:43 INFO]: Validating... [2024-04-16 18:09:44 INFO]: Epoch (val) [61][1] loss_cls: 0.5367, loss_sal: 0.5166, loss_video_cal: 0.0000, loss_layer_cal: 0.0606, loss: 1.1138, mAP: 0.2883, best_mAP: 0.5734 [2024-04-16 18:09:44 INFO]: Epoch [62][1/1] lr: 0.0005, eta: 0:05:36, time: 0.048, data_time: 0.347, memory: 1237, loss_cls: 0.5566, loss_sal: 0.4604, loss_video_cal: 0.1184, loss_layer_cal: 0.0824, loss: 1.2178, scale: 65536.0000 [2024-04-16 18:09:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_62.pth... [2024-04-16 18:09:44 INFO]: Validating... [2024-04-16 18:09:44 INFO]: Epoch (val) [62][1] loss_cls: 0.5368, loss_sal: 0.5152, loss_video_cal: 0.0000, loss_layer_cal: 0.0596, loss: 1.1116, mAP: 0.2883, best_mAP: 0.5734 [2024-04-16 18:09:45 INFO]: Epoch [63][1/1] lr: 0.0005, eta: 0:05:35, time: 0.051, data_time: 0.354, memory: 1237, loss_cls: 0.5564, loss_sal: 0.4300, loss_video_cal: 0.0784, loss_layer_cal: 0.0760, loss: 1.1409, scale: 65536.0000 [2024-04-16 18:09:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_63.pth... [2024-04-16 18:09:45 INFO]: Validating... [2024-04-16 18:09:45 INFO]: Epoch (val) [63][1] loss_cls: 0.5369, loss_sal: 0.5129, loss_video_cal: 0.0000, loss_layer_cal: 0.0588, loss: 1.1087, mAP: 0.2883, best_mAP: 0.5734 [2024-04-16 18:09:45 INFO]: Epoch [64][1/1] lr: 0.0005, eta: 0:05:34, time: 0.049, data_time: 0.344, memory: 1237, loss_cls: 0.5564, loss_sal: 0.4299, loss_video_cal: 0.1012, loss_layer_cal: 0.0817, loss: 1.1692, scale: 65536.0000 [2024-04-16 18:09:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_64.pth... [2024-04-16 18:09:45 INFO]: Validating... [2024-04-16 18:09:46 INFO]: Epoch (val) [64][1] loss_cls: 0.5371, loss_sal: 0.5125, loss_video_cal: 0.0000, loss_layer_cal: 0.0580, loss: 1.1077, mAP: 0.2883, best_mAP: 0.5734 [2024-04-16 18:09:46 INFO]: Epoch [65][1/1] lr: 0.0005, eta: 0:05:33, time: 0.052, data_time: 0.351, memory: 1237, loss_cls: 0.5565, loss_sal: 0.4151, loss_video_cal: 0.1187, loss_layer_cal: 0.0957, loss: 1.1860, scale: 65536.0000 [2024-04-16 18:09:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_65.pth... [2024-04-16 18:09:46 INFO]: Validating... [2024-04-16 18:09:47 INFO]: Epoch (val) [65][1] loss_cls: 0.5369, loss_sal: 0.5117, loss_video_cal: 0.0000, loss_layer_cal: 0.0571, loss: 1.1057, mAP: 0.2883, best_mAP: 0.5734 [2024-04-16 18:09:47 INFO]: Epoch [66][1/1] lr: 0.0005, eta: 0:05:33, time: 0.053, data_time: 0.355, memory: 1237, loss_cls: 0.5564, loss_sal: 0.4241, loss_video_cal: 0.1136, loss_layer_cal: 0.0870, loss: 1.1810, scale: 65536.0000 [2024-04-16 18:09:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_66.pth... [2024-04-16 18:09:47 INFO]: Validating... [2024-04-16 18:09:47 INFO]: Epoch (val) [66][1] loss_cls: 0.5367, loss_sal: 0.5115, loss_video_cal: 0.0000, loss_layer_cal: 0.0560, loss: 1.1042, mAP: 0.2883, best_mAP: 0.5734 [2024-04-16 18:09:48 INFO]: Epoch [67][1/1] lr: 0.0005, eta: 0:05:32, time: 0.053, data_time: 0.367, memory: 1237, loss_cls: 0.5565, loss_sal: 0.4227, loss_video_cal: 0.1123, loss_layer_cal: 0.0871, loss: 1.1785, scale: 65536.0000 [2024-04-16 18:09:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_67.pth... [2024-04-16 18:09:48 INFO]: Validating... [2024-04-16 18:09:48 INFO]: Epoch (val) [67][1] loss_cls: 0.5368, loss_sal: 0.5106, loss_video_cal: 0.0000, loss_layer_cal: 0.0550, loss: 1.1024, mAP: 0.2883, best_mAP: 0.5734 [2024-04-16 18:09:49 INFO]: Epoch [68][1/1] lr: 0.0005, eta: 0:05:31, time: 0.054, data_time: 0.366, memory: 1237, loss_cls: 0.5566, loss_sal: 0.4156, loss_video_cal: 0.1064, loss_layer_cal: 0.0797, loss: 1.1582, scale: 65536.0000 [2024-04-16 18:09:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_68.pth... [2024-04-16 18:09:49 INFO]: Validating... [2024-04-16 18:09:49 INFO]: Epoch (val) [68][1] loss_cls: 0.5366, loss_sal: 0.5088, loss_video_cal: 0.0000, loss_layer_cal: 0.0541, loss: 1.0995, mAP: 0.2743, best_mAP: 0.5734 [2024-04-16 18:09:49 INFO]: Epoch [69][1/1] lr: 0.0005, eta: 0:05:31, time: 0.053, data_time: 0.364, memory: 1237, loss_cls: 0.5564, loss_sal: 0.4004, loss_video_cal: 0.0832, loss_layer_cal: 0.0751, loss: 1.1151, scale: 65536.0000 [2024-04-16 18:09:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_69.pth... [2024-04-16 18:09:49 INFO]: Validating... [2024-04-16 18:09:50 INFO]: Epoch (val) [69][1] loss_cls: 0.5364, loss_sal: 0.5066, loss_video_cal: 0.0000, loss_layer_cal: 0.0531, loss: 1.0961, mAP: 0.2743, best_mAP: 0.5734 [2024-04-16 18:09:50 INFO]: Epoch [70][1/1] lr: 0.0005, eta: 0:05:30, time: 0.055, data_time: 0.367, memory: 1237, loss_cls: 0.5565, loss_sal: 0.4366, loss_video_cal: 0.1041, loss_layer_cal: 0.0898, loss: 1.1870, scale: 65536.0000 [2024-04-16 18:09:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_70.pth... [2024-04-16 18:09:50 INFO]: Validating... [2024-04-16 18:09:50 INFO]: Epoch (val) [70][1] loss_cls: 0.5364, loss_sal: 0.5044, loss_video_cal: 0.0000, loss_layer_cal: 0.0522, loss: 1.0930, mAP: 0.2743, best_mAP: 0.5734 [2024-04-16 18:09:51 INFO]: Epoch [71][1/1] lr: 0.0005, eta: 0:05:30, time: 0.053, data_time: 0.363, memory: 1237, loss_cls: 0.5566, loss_sal: 0.4326, loss_video_cal: 0.0921, loss_layer_cal: 0.0785, loss: 1.1598, scale: 65536.0000 [2024-04-16 18:09:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_71.pth... [2024-04-16 18:09:51 INFO]: Validating... [2024-04-16 18:09:51 INFO]: Epoch (val) [71][1] loss_cls: 0.5365, loss_sal: 0.5030, loss_video_cal: 0.0000, loss_layer_cal: 0.0511, loss: 1.0906, mAP: 0.2883, best_mAP: 0.5734 [2024-04-16 18:09:52 INFO]: Epoch [72][1/1] lr: 0.0005, eta: 0:05:29, time: 0.050, data_time: 0.342, memory: 1237, loss_cls: 0.5565, loss_sal: 0.4128, loss_video_cal: 0.0895, loss_layer_cal: 0.0768, loss: 1.1355, scale: 65536.0000 [2024-04-16 18:09:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_72.pth... [2024-04-16 18:09:52 INFO]: Validating... [2024-04-16 18:09:52 INFO]: Epoch (val) [72][1] loss_cls: 0.5363, loss_sal: 0.5014, loss_video_cal: 0.0000, loss_layer_cal: 0.0499, loss: 1.0876, mAP: 0.2883, best_mAP: 0.5734 [2024-04-16 18:09:52 INFO]: Epoch [73][1/1] lr: 0.0005, eta: 0:05:28, time: 0.053, data_time: 0.359, memory: 1237, loss_cls: 0.5566, loss_sal: 0.4247, loss_video_cal: 0.0895, loss_layer_cal: 0.0668, loss: 1.1376, scale: 65536.0000 [2024-04-16 18:09:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_73.pth... [2024-04-16 18:09:53 INFO]: Validating... [2024-04-16 18:09:53 INFO]: Epoch (val) [73][1] loss_cls: 0.5360, loss_sal: 0.4987, loss_video_cal: 0.0000, loss_layer_cal: 0.0488, loss: 1.0835, mAP: 0.2743, best_mAP: 0.5734 [2024-04-16 18:09:53 INFO]: Epoch [74][1/1] lr: 0.0005, eta: 0:05:27, time: 0.052, data_time: 0.362, memory: 1237, loss_cls: 0.5563, loss_sal: 0.3805, loss_video_cal: 0.0814, loss_layer_cal: 0.0767, loss: 1.0949, scale: 65536.0000 [2024-04-16 18:09:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_74.pth... [2024-04-16 18:09:53 INFO]: Validating... [2024-04-16 18:09:54 INFO]: Epoch (val) [74][1] loss_cls: 0.5358, loss_sal: 0.4956, loss_video_cal: 0.0000, loss_layer_cal: 0.0475, loss: 1.0789, mAP: 0.2743, best_mAP: 0.5734 [2024-04-16 18:09:54 INFO]: Epoch [75][1/1] lr: 0.0005, eta: 0:05:27, time: 0.052, data_time: 0.360, memory: 1237, loss_cls: 0.5564, loss_sal: 0.4371, loss_video_cal: 0.0997, loss_layer_cal: 0.1045, loss: 1.1977, scale: 65536.0000 [2024-04-16 18:09:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_75.pth... [2024-04-16 18:09:54 INFO]: Validating... [2024-04-16 18:09:54 INFO]: Epoch (val) [75][1] loss_cls: 0.5355, loss_sal: 0.4940, loss_video_cal: 0.0000, loss_layer_cal: 0.0464, loss: 1.0759, mAP: 0.2743, best_mAP: 0.5734 [2024-04-16 18:09:55 INFO]: Epoch [76][1/1] lr: 0.0005, eta: 0:05:26, time: 0.054, data_time: 0.365, memory: 1237, loss_cls: 0.5563, loss_sal: 0.4403, loss_video_cal: 0.0690, loss_layer_cal: 0.0691, loss: 1.1348, scale: 65536.0000 [2024-04-16 18:09:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_76.pth... [2024-04-16 18:09:55 INFO]: Validating... [2024-04-16 18:09:55 INFO]: Epoch (val) [76][1] loss_cls: 0.5357, loss_sal: 0.4929, loss_video_cal: 0.0000, loss_layer_cal: 0.0453, loss: 1.0739, mAP: 0.2743, best_mAP: 0.5734 [2024-04-16 18:09:56 INFO]: Epoch [77][1/1] lr: 0.0005, eta: 0:05:25, time: 0.053, data_time: 0.372, memory: 1237, loss_cls: 0.5561, loss_sal: 0.4049, loss_video_cal: 0.0913, loss_layer_cal: 0.0804, loss: 1.1327, scale: 65536.0000 [2024-04-16 18:09:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_77.pth... [2024-04-16 18:09:56 INFO]: Validating... [2024-04-16 18:09:56 INFO]: Epoch (val) [77][1] loss_cls: 0.5362, loss_sal: 0.4898, loss_video_cal: 0.0000, loss_layer_cal: 0.0443, loss: 1.0703, mAP: 0.2743, best_mAP: 0.5734 [2024-04-16 18:09:56 INFO]: Epoch [78][1/1] lr: 0.0005, eta: 0:05:25, time: 0.056, data_time: 0.367, memory: 1237, loss_cls: 0.5561, loss_sal: 0.4000, loss_video_cal: 0.0733, loss_layer_cal: 0.0714, loss: 1.1008, scale: 65536.0000 [2024-04-16 18:09:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_78.pth... [2024-04-16 18:09:56 INFO]: Validating... [2024-04-16 18:09:57 INFO]: Epoch (val) [78][1] loss_cls: 0.5367, loss_sal: 0.4875, loss_video_cal: 0.0000, loss_layer_cal: 0.0433, loss: 1.0675, mAP: 0.2743, best_mAP: 0.5734 [2024-04-16 18:09:57 INFO]: Epoch [79][1/1] lr: 0.0005, eta: 0:05:24, time: 0.054, data_time: 0.376, memory: 1237, loss_cls: 0.5560, loss_sal: 0.4443, loss_video_cal: 0.0803, loss_layer_cal: 0.0812, loss: 1.1617, scale: 65536.0000 [2024-04-16 18:09:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_79.pth... [2024-04-16 18:09:57 INFO]: Validating... [2024-04-16 18:09:58 INFO]: Epoch (val) [79][1] loss_cls: 0.5365, loss_sal: 0.4859, loss_video_cal: 0.0000, loss_layer_cal: 0.0424, loss: 1.0649, mAP: 0.2743, best_mAP: 0.5734 [2024-04-16 18:09:58 INFO]: Epoch [80][1/1] lr: 0.0005, eta: 0:05:24, time: 0.055, data_time: 0.374, memory: 1237, loss_cls: 0.5561, loss_sal: 0.4276, loss_video_cal: 0.0790, loss_layer_cal: 0.0629, loss: 1.1256, scale: 65536.0000 [2024-04-16 18:09:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_80.pth... [2024-04-16 18:09:58 INFO]: Validating... [2024-04-16 18:09:58 INFO]: Epoch (val) [80][1] loss_cls: 0.5364, loss_sal: 0.4853, loss_video_cal: 0.0000, loss_layer_cal: 0.0413, loss: 1.0630, mAP: 0.2743, best_mAP: 0.5734 [2024-04-16 18:09:59 INFO]: Epoch [81][1/1] lr: 0.0005, eta: 0:05:23, time: 0.055, data_time: 0.386, memory: 1237, loss_cls: 0.5561, loss_sal: 0.3991, loss_video_cal: 0.0655, loss_layer_cal: 0.0737, loss: 1.0943, scale: 65536.0000 [2024-04-16 18:09:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_81.pth... [2024-04-16 18:09:59 INFO]: Validating... [2024-04-16 18:09:59 INFO]: Epoch (val) [81][1] loss_cls: 0.5362, loss_sal: 0.4840, loss_video_cal: 0.0000, loss_layer_cal: 0.0403, loss: 1.0604, mAP: 0.2933, best_mAP: 0.5734 [2024-04-16 18:10:00 INFO]: Epoch [82][1/1] lr: 0.0005, eta: 0:05:23, time: 0.056, data_time: 0.371, memory: 1237, loss_cls: 0.5560, loss_sal: 0.4206, loss_video_cal: 0.0764, loss_layer_cal: 0.0667, loss: 1.1197, scale: 65536.0000 [2024-04-16 18:10:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_82.pth... [2024-04-16 18:10:00 INFO]: Validating... [2024-04-16 18:10:00 INFO]: Epoch (val) [82][1] loss_cls: 0.5363, loss_sal: 0.4793, loss_video_cal: 0.0000, loss_layer_cal: 0.0395, loss: 1.0551, mAP: 0.2690, best_mAP: 0.5734 [2024-04-16 18:10:00 INFO]: Epoch [83][1/1] lr: 0.0005, eta: 0:05:22, time: 0.054, data_time: 0.368, memory: 1237, loss_cls: 0.5560, loss_sal: 0.4076, loss_video_cal: 0.0699, loss_layer_cal: 0.0586, loss: 1.0921, scale: 65536.0000 [2024-04-16 18:10:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_83.pth... [2024-04-16 18:10:01 INFO]: Validating... [2024-04-16 18:10:01 INFO]: Epoch (val) [83][1] loss_cls: 0.5365, loss_sal: 0.4736, loss_video_cal: 0.0000, loss_layer_cal: 0.0388, loss: 1.0489, mAP: 0.2933, best_mAP: 0.5734 [2024-04-16 18:10:01 INFO]: Epoch [84][1/1] lr: 0.0005, eta: 0:05:21, time: 0.052, data_time: 0.353, memory: 1237, loss_cls: 0.5564, loss_sal: 0.4141, loss_video_cal: 0.0759, loss_layer_cal: 0.0619, loss: 1.1082, scale: 65536.0000 [2024-04-16 18:10:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_84.pth... [2024-04-16 18:10:01 INFO]: Validating... [2024-04-16 18:10:02 INFO]: Epoch (val) [84][1] loss_cls: 0.5362, loss_sal: 0.4683, loss_video_cal: 0.0000, loss_layer_cal: 0.0382, loss: 1.0427, mAP: 0.2933, best_mAP: 0.5734 [2024-04-16 18:10:02 INFO]: Epoch [85][1/1] lr: 0.0005, eta: 0:05:20, time: 0.050, data_time: 0.356, memory: 1237, loss_cls: 0.5558, loss_sal: 0.4275, loss_video_cal: 0.0778, loss_layer_cal: 0.0618, loss: 1.1229, scale: 65536.0000 [2024-04-16 18:10:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_85.pth... [2024-04-16 18:10:02 INFO]: Validating... [2024-04-16 18:10:02 INFO]: Epoch (val) [85][1] loss_cls: 0.5355, loss_sal: 0.4628, loss_video_cal: 0.0000, loss_layer_cal: 0.0377, loss: 1.0360, mAP: 0.2862, best_mAP: 0.5734 [2024-04-16 18:10:03 INFO]: Epoch [86][1/1] lr: 0.0005, eta: 0:05:20, time: 0.051, data_time: 0.356, memory: 1237, loss_cls: 0.5552, loss_sal: 0.3604, loss_video_cal: 0.0643, loss_layer_cal: 0.0668, loss: 1.0467, scale: 65536.0000 [2024-04-16 18:10:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_86.pth... [2024-04-16 18:10:03 INFO]: Validating... [2024-04-16 18:10:03 INFO]: Epoch (val) [86][1] loss_cls: 0.5349, loss_sal: 0.4611, loss_video_cal: 0.0000, loss_layer_cal: 0.0372, loss: 1.0332, mAP: 0.2984, best_mAP: 0.5734 [2024-04-16 18:10:03 INFO]: Epoch [87][1/1] lr: 0.0005, eta: 0:05:19, time: 0.052, data_time: 0.357, memory: 1237, loss_cls: 0.5562, loss_sal: 0.3817, loss_video_cal: 0.0546, loss_layer_cal: 0.0678, loss: 1.0603, scale: 65536.0000 [2024-04-16 18:10:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_87.pth... [2024-04-16 18:10:04 INFO]: Validating... [2024-04-16 18:10:04 INFO]: Epoch (val) [87][1] loss_cls: 0.5345, loss_sal: 0.4578, loss_video_cal: 0.0000, loss_layer_cal: 0.0367, loss: 1.0290, mAP: 0.2793, best_mAP: 0.5734 [2024-04-16 18:10:04 INFO]: Epoch [88][1/1] lr: 0.0005, eta: 0:05:18, time: 0.052, data_time: 0.363, memory: 1237, loss_cls: 0.5565, loss_sal: 0.3844, loss_video_cal: 0.0615, loss_layer_cal: 0.0799, loss: 1.0822, scale: 65536.0000 [2024-04-16 18:10:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_88.pth... [2024-04-16 18:10:04 INFO]: Validating... [2024-04-16 18:10:05 INFO]: Epoch (val) [88][1] loss_cls: 0.5352, loss_sal: 0.4544, loss_video_cal: 0.0000, loss_layer_cal: 0.0360, loss: 1.0256, mAP: 0.3308, best_mAP: 0.5734 [2024-04-16 18:10:05 INFO]: Epoch [89][1/1] lr: 0.0005, eta: 0:05:17, time: 0.053, data_time: 0.350, memory: 1237, loss_cls: 0.5563, loss_sal: 0.3738, loss_video_cal: 0.0571, loss_layer_cal: 0.0503, loss: 1.0376, scale: 65536.0000 [2024-04-16 18:10:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_89.pth... [2024-04-16 18:10:05 INFO]: Validating... [2024-04-16 18:10:05 INFO]: Epoch (val) [89][1] loss_cls: 0.5364, loss_sal: 0.4488, loss_video_cal: 0.0000, loss_layer_cal: 0.0353, loss: 1.0205, mAP: 0.3308, best_mAP: 0.5734 [2024-04-16 18:10:06 INFO]: Epoch [90][1/1] lr: 0.0005, eta: 0:05:16, time: 0.053, data_time: 0.346, memory: 1237, loss_cls: 0.5557, loss_sal: 0.3273, loss_video_cal: 0.0573, loss_layer_cal: 0.0687, loss: 1.0090, scale: 65536.0000 [2024-04-16 18:10:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_90.pth... [2024-04-16 18:10:06 INFO]: Validating... [2024-04-16 18:10:06 INFO]: Epoch (val) [90][1] loss_cls: 0.5376, loss_sal: 0.4324, loss_video_cal: 0.0000, loss_layer_cal: 0.0345, loss: 1.0046, mAP: 0.3456, best_mAP: 0.5734 [2024-04-16 18:10:07 INFO]: Epoch [91][1/1] lr: 0.0005, eta: 0:05:16, time: 0.053, data_time: 0.377, memory: 1237, loss_cls: 0.5566, loss_sal: 0.3621, loss_video_cal: 0.0662, loss_layer_cal: 0.0677, loss: 1.0527, scale: 65536.0000 [2024-04-16 18:10:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_91.pth... [2024-04-16 18:10:07 INFO]: Validating... [2024-04-16 18:10:07 INFO]: Epoch (val) [91][1] loss_cls: 0.5366, loss_sal: 0.4164, loss_video_cal: 0.0000, loss_layer_cal: 0.0338, loss: 0.9867, mAP: 0.3308, best_mAP: 0.5734 [2024-04-16 18:10:07 INFO]: Epoch [92][1/1] lr: 0.0005, eta: 0:05:15, time: 0.055, data_time: 0.375, memory: 1237, loss_cls: 0.5564, loss_sal: 0.3667, loss_video_cal: 0.0609, loss_layer_cal: 0.0635, loss: 1.0476, scale: 65536.0000 [2024-04-16 18:10:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_92.pth... [2024-04-16 18:10:08 INFO]: Validating... [2024-04-16 18:10:08 INFO]: Epoch (val) [92][1] loss_cls: 0.5347, loss_sal: 0.3982, loss_video_cal: 0.0000, loss_layer_cal: 0.0329, loss: 0.9658, mAP: 0.3456, best_mAP: 0.5734 [2024-04-16 18:10:08 INFO]: Epoch [93][1/1] lr: 0.0005, eta: 0:05:14, time: 0.054, data_time: 0.379, memory: 1237, loss_cls: 0.5555, loss_sal: 0.3621, loss_video_cal: 0.0577, loss_layer_cal: 0.0764, loss: 1.0517, scale: 65536.0000 [2024-04-16 18:10:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_93.pth... [2024-04-16 18:10:08 INFO]: Validating... [2024-04-16 18:10:09 INFO]: Epoch (val) [93][1] loss_cls: 0.5353, loss_sal: 0.3962, loss_video_cal: 0.0000, loss_layer_cal: 0.0321, loss: 0.9637, mAP: 0.3308, best_mAP: 0.5734 [2024-04-16 18:10:09 INFO]: Epoch [94][1/1] lr: 0.0005, eta: 0:05:14, time: 0.055, data_time: 0.378, memory: 1237, loss_cls: 0.5545, loss_sal: 0.3383, loss_video_cal: 0.0663, loss_layer_cal: 0.0623, loss: 1.0213, scale: 65536.0000 [2024-04-16 18:10:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_94.pth... [2024-04-16 18:10:09 INFO]: Validating... [2024-04-16 18:10:09 INFO]: Epoch (val) [94][1] loss_cls: 0.5353, loss_sal: 0.4009, loss_video_cal: 0.0000, loss_layer_cal: 0.0315, loss: 0.9677, mAP: 0.3308, best_mAP: 0.5734 [2024-04-16 18:10:10 INFO]: Epoch [95][1/1] lr: 0.0005, eta: 0:05:13, time: 0.055, data_time: 0.378, memory: 1237, loss_cls: 0.5538, loss_sal: 0.3358, loss_video_cal: 0.0551, loss_layer_cal: 0.0616, loss: 1.0063, scale: 65536.0000 [2024-04-16 18:10:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_95.pth... [2024-04-16 18:10:10 INFO]: Validating... [2024-04-16 18:10:10 INFO]: Epoch (val) [95][1] loss_cls: 0.5335, loss_sal: 0.3907, loss_video_cal: 0.0000, loss_layer_cal: 0.0311, loss: 0.9553, mAP: 0.3308, best_mAP: 0.5734 [2024-04-16 18:10:11 INFO]: Epoch [96][1/1] lr: 0.0005, eta: 0:05:13, time: 0.054, data_time: 0.367, memory: 1237, loss_cls: 0.5551, loss_sal: 0.3182, loss_video_cal: 0.0461, loss_layer_cal: 0.0644, loss: 0.9837, scale: 65536.0000 [2024-04-16 18:10:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_96.pth... [2024-04-16 18:10:11 INFO]: Validating... [2024-04-16 18:10:11 INFO]: Epoch (val) [96][1] loss_cls: 0.5334, loss_sal: 0.3862, loss_video_cal: 0.0000, loss_layer_cal: 0.0306, loss: 0.9502, mAP: 0.3479, best_mAP: 0.5734 [2024-04-16 18:10:11 INFO]: Epoch [97][1/1] lr: 0.0005, eta: 0:05:12, time: 0.052, data_time: 0.354, memory: 1237, loss_cls: 0.5544, loss_sal: 0.3068, loss_video_cal: 0.0452, loss_layer_cal: 0.0520, loss: 0.9585, scale: 65536.0000 [2024-04-16 18:10:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_97.pth... [2024-04-16 18:10:12 INFO]: Validating... [2024-04-16 18:10:12 INFO]: Epoch (val) [97][1] loss_cls: 0.5322, loss_sal: 0.3911, loss_video_cal: 0.0000, loss_layer_cal: 0.0303, loss: 0.9536, mAP: 0.3948, best_mAP: 0.5734 [2024-04-16 18:10:12 INFO]: Epoch [98][1/1] lr: 0.0005, eta: 0:05:11, time: 0.051, data_time: 0.353, memory: 1237, loss_cls: 0.5557, loss_sal: 0.2601, loss_video_cal: 0.0445, loss_layer_cal: 0.0575, loss: 0.9177, scale: 65536.0000 [2024-04-16 18:10:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_98.pth... [2024-04-16 18:10:12 INFO]: Validating... [2024-04-16 18:10:13 INFO]: Epoch (val) [98][1] loss_cls: 0.5311, loss_sal: 0.3958, loss_video_cal: 0.0000, loss_layer_cal: 0.0300, loss: 0.9569, mAP: 0.3479, best_mAP: 0.5734 [2024-04-16 18:10:13 INFO]: Epoch [99][1/1] lr: 0.0005, eta: 0:05:10, time: 0.052, data_time: 0.359, memory: 1237, loss_cls: 0.5549, loss_sal: 0.2324, loss_video_cal: 0.0641, loss_layer_cal: 0.0585, loss: 0.9098, scale: 65536.0000 [2024-04-16 18:10:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_99.pth... [2024-04-16 18:10:13 INFO]: Validating... [2024-04-16 18:10:13 INFO]: Epoch (val) [99][1] loss_cls: 0.5304, loss_sal: 0.3944, loss_video_cal: 0.0000, loss_layer_cal: 0.0295, loss: 0.9542, mAP: 0.3469, best_mAP: 0.5734 [2024-04-16 18:10:14 INFO]: Epoch [100][1/1] lr: 0.0005, eta: 0:05:09, time: 0.052, data_time: 0.355, memory: 1237, loss_cls: 0.5558, loss_sal: 0.3276, loss_video_cal: 0.0634, loss_layer_cal: 0.0533, loss: 1.0002, scale: 65536.0000 [2024-04-16 18:10:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_100.pth... [2024-04-16 18:10:14 INFO]: Validating... [2024-04-16 18:10:14 INFO]: Epoch (val) [100][1] loss_cls: 0.5307, loss_sal: 0.4031, loss_video_cal: 0.0000, loss_layer_cal: 0.0290, loss: 0.9629, mAP: 0.3469, best_mAP: 0.5734 [2024-04-16 18:10:15 INFO]: Epoch [101][1/1] lr: 0.0005, eta: 0:05:09, time: 0.053, data_time: 0.357, memory: 1237, loss_cls: 0.5549, loss_sal: 0.2864, loss_video_cal: 0.0559, loss_layer_cal: 0.0516, loss: 0.9489, scale: 65536.0000 [2024-04-16 18:10:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_101.pth... [2024-04-16 18:10:15 INFO]: Validating... [2024-04-16 18:10:15 INFO]: Epoch (val) [101][1] loss_cls: 0.5320, loss_sal: 0.4305, loss_video_cal: 0.0000, loss_layer_cal: 0.0287, loss: 0.9912, mAP: 0.3445, best_mAP: 0.5734 [2024-04-16 18:10:15 INFO]: Epoch [102][1/1] lr: 0.0005, eta: 0:05:08, time: 0.050, data_time: 0.349, memory: 1237, loss_cls: 0.5547, loss_sal: 0.2385, loss_video_cal: 0.0516, loss_layer_cal: 0.0525, loss: 0.8973, scale: 65536.0000 [2024-04-16 18:10:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_102.pth... [2024-04-16 18:10:15 INFO]: Validating... [2024-04-16 18:10:16 INFO]: Epoch (val) [102][1] loss_cls: 0.5320, loss_sal: 0.4305, loss_video_cal: 0.0000, loss_layer_cal: 0.0287, loss: 0.9912, mAP: 0.3445, best_mAP: 0.5734 [2024-04-16 18:10:16 INFO]: Epoch [103][1/1] lr: 0.0005, eta: 0:05:07, time: 0.048, data_time: 0.343, memory: 1237, loss_cls: 0.5551, loss_sal: 0.1705, loss_video_cal: 0.0613, loss_layer_cal: 0.0679, loss: 0.8549, scale: 32768.0000 [2024-04-16 18:10:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_103.pth... [2024-04-16 18:10:16 INFO]: Validating... [2024-04-16 18:10:16 INFO]: Epoch (val) [103][1] loss_cls: 0.5338, loss_sal: 0.4485, loss_video_cal: 0.0000, loss_layer_cal: 0.0280, loss: 1.0104, mAP: 0.3445, best_mAP: 0.5734 [2024-04-16 18:10:17 INFO]: Epoch [104][1/1] lr: 0.0005, eta: 0:05:06, time: 0.049, data_time: 0.343, memory: 1237, loss_cls: 0.5559, loss_sal: 0.3421, loss_video_cal: 0.0770, loss_layer_cal: 0.0499, loss: 1.0249, scale: 32768.0000 [2024-04-16 18:10:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_104.pth... [2024-04-16 18:10:17 INFO]: Validating... [2024-04-16 18:10:17 INFO]: Epoch (val) [104][1] loss_cls: 0.5369, loss_sal: 0.4215, loss_video_cal: 0.0000, loss_layer_cal: 0.0272, loss: 0.9856, mAP: 0.3334, best_mAP: 0.5734 [2024-04-16 18:10:18 INFO]: Epoch [105][1/1] lr: 0.0005, eta: 0:05:05, time: 0.048, data_time: 0.342, memory: 1237, loss_cls: 0.5571, loss_sal: 0.3751, loss_video_cal: 0.0551, loss_layer_cal: 0.0556, loss: 1.0428, scale: 32768.0000 [2024-04-16 18:10:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_105.pth... [2024-04-16 18:10:18 INFO]: Validating... [2024-04-16 18:10:18 INFO]: Epoch (val) [105][1] loss_cls: 0.5357, loss_sal: 0.4107, loss_video_cal: 0.0000, loss_layer_cal: 0.0261, loss: 0.9726, mAP: 0.4504, best_mAP: 0.5734 [2024-04-16 18:10:18 INFO]: Epoch [106][1/1] lr: 0.0005, eta: 0:05:04, time: 0.050, data_time: 0.343, memory: 1237, loss_cls: 0.5575, loss_sal: 0.2341, loss_video_cal: 0.0431, loss_layer_cal: 0.0575, loss: 0.8923, scale: 32768.0000 [2024-04-16 18:10:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_106.pth... [2024-04-16 18:10:18 INFO]: Validating... [2024-04-16 18:10:19 INFO]: Epoch (val) [106][1] loss_cls: 0.5310, loss_sal: 0.4172, loss_video_cal: 0.0000, loss_layer_cal: 0.0252, loss: 0.9734, mAP: 0.4504, best_mAP: 0.5734 [2024-04-16 18:10:19 INFO]: Epoch [107][1/1] lr: 0.0005, eta: 0:05:03, time: 0.051, data_time: 0.359, memory: 1237, loss_cls: 0.5590, loss_sal: 0.3834, loss_video_cal: 0.0845, loss_layer_cal: 0.0632, loss: 1.0901, scale: 32768.0000 [2024-04-16 18:10:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_107.pth... [2024-04-16 18:10:19 INFO]: Validating... [2024-04-16 18:10:19 INFO]: Epoch (val) [107][1] loss_cls: 0.5280, loss_sal: 0.4172, loss_video_cal: 0.0000, loss_layer_cal: 0.0243, loss: 0.9695, mAP: 0.4504, best_mAP: 0.5734 [2024-04-16 18:10:20 INFO]: Epoch [108][1/1] lr: 0.0005, eta: 0:05:03, time: 0.052, data_time: 0.368, memory: 1237, loss_cls: 0.5566, loss_sal: 0.3169, loss_video_cal: 0.0434, loss_layer_cal: 0.0545, loss: 0.9716, scale: 32768.0000 [2024-04-16 18:10:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_108.pth... [2024-04-16 18:10:20 INFO]: Validating... [2024-04-16 18:10:20 INFO]: Epoch (val) [108][1] loss_cls: 0.5269, loss_sal: 0.4448, loss_video_cal: 0.0000, loss_layer_cal: 0.0234, loss: 0.9952, mAP: 0.4504, best_mAP: 0.5734 [2024-04-16 18:10:21 INFO]: Epoch [109][1/1] lr: 0.0005, eta: 0:05:02, time: 0.053, data_time: 0.368, memory: 1237, loss_cls: 0.5561, loss_sal: 0.3469, loss_video_cal: 0.0650, loss_layer_cal: 0.0566, loss: 1.0245, scale: 32768.0000 [2024-04-16 18:10:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_109.pth... [2024-04-16 18:10:21 INFO]: Validating... [2024-04-16 18:10:21 INFO]: Epoch (val) [109][1] loss_cls: 0.5226, loss_sal: 0.3304, loss_video_cal: 0.0000, loss_layer_cal: 0.0226, loss: 0.8756, mAP: 0.4626, best_mAP: 0.5734 [2024-04-16 18:10:21 INFO]: Epoch [110][1/1] lr: 0.0005, eta: 0:05:01, time: 0.052, data_time: 0.363, memory: 1237, loss_cls: 0.5549, loss_sal: 0.2322, loss_video_cal: 0.0492, loss_layer_cal: 0.0384, loss: 0.8747, scale: 32768.0000 [2024-04-16 18:10:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_110.pth... [2024-04-16 18:10:21 INFO]: Validating... [2024-04-16 18:10:22 INFO]: Epoch (val) [110][1] loss_cls: 0.5217, loss_sal: 0.2951, loss_video_cal: 0.0000, loss_layer_cal: 0.0219, loss: 0.8387, mAP: 0.4462, best_mAP: 0.5734 [2024-04-16 18:10:22 INFO]: Epoch [111][1/1] lr: 0.0005, eta: 0:05:00, time: 0.053, data_time: 0.364, memory: 1237, loss_cls: 0.5522, loss_sal: 0.2459, loss_video_cal: 0.0576, loss_layer_cal: 0.0565, loss: 0.9122, scale: 32768.0000 [2024-04-16 18:10:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_111.pth... [2024-04-16 18:10:22 INFO]: Validating... [2024-04-16 18:10:23 INFO]: Epoch (val) [111][1] loss_cls: 0.5205, loss_sal: 0.2858, loss_video_cal: 0.0000, loss_layer_cal: 0.0213, loss: 0.8275, mAP: 0.5469, best_mAP: 0.5734 [2024-04-16 18:10:23 INFO]: Epoch [112][1/1] lr: 0.0005, eta: 0:05:00, time: 0.052, data_time: 0.362, memory: 1237, loss_cls: 0.5537, loss_sal: 0.4819, loss_video_cal: 0.0852, loss_layer_cal: 0.0565, loss: 1.1774, scale: 32768.0000 [2024-04-16 18:10:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_112.pth... [2024-04-16 18:10:23 INFO]: Validating... [2024-04-16 18:10:23 INFO]: Epoch (val) [112][1] loss_cls: 0.5217, loss_sal: 0.2724, loss_video_cal: 0.0000, loss_layer_cal: 0.0205, loss: 0.8145, mAP: 0.5323, best_mAP: 0.5734 [2024-04-16 18:10:24 INFO]: Epoch [113][1/1] lr: 0.0005, eta: 0:04:59, time: 0.052, data_time: 0.373, memory: 1237, loss_cls: 0.5519, loss_sal: 0.2640, loss_video_cal: 0.0700, loss_layer_cal: 0.0467, loss: 0.9326, scale: 32768.0000 [2024-04-16 18:10:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_113.pth... [2024-04-16 18:10:24 INFO]: Validating... [2024-04-16 18:10:24 INFO]: Epoch (val) [113][1] loss_cls: 0.5238, loss_sal: 0.2759, loss_video_cal: 0.0000, loss_layer_cal: 0.0198, loss: 0.8194, mAP: 0.4476, best_mAP: 0.5734 [2024-04-16 18:10:25 INFO]: Epoch [114][1/1] lr: 0.0005, eta: 0:04:58, time: 0.054, data_time: 0.371, memory: 1237, loss_cls: 0.5537, loss_sal: 0.2894, loss_video_cal: 0.0626, loss_layer_cal: 0.0578, loss: 0.9635, scale: 32768.0000 [2024-04-16 18:10:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_114.pth... [2024-04-16 18:10:25 INFO]: Validating... [2024-04-16 18:10:25 INFO]: Epoch (val) [114][1] loss_cls: 0.5239, loss_sal: 0.2688, loss_video_cal: 0.0000, loss_layer_cal: 0.0191, loss: 0.8119, mAP: 0.4725, best_mAP: 0.5734 [2024-04-16 18:10:25 INFO]: Epoch [115][1/1] lr: 0.0005, eta: 0:04:58, time: 0.052, data_time: 0.365, memory: 1237, loss_cls: 0.5554, loss_sal: 0.2677, loss_video_cal: 0.0411, loss_layer_cal: 0.0469, loss: 0.9110, scale: 32768.0000 [2024-04-16 18:10:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_115.pth... [2024-04-16 18:10:25 INFO]: Validating... [2024-04-16 18:10:26 INFO]: Epoch (val) [115][1] loss_cls: 0.5230, loss_sal: 0.2662, loss_video_cal: 0.0000, loss_layer_cal: 0.0186, loss: 0.8078, mAP: 0.5474, best_mAP: 0.5734 [2024-04-16 18:10:26 INFO]: Epoch [116][1/1] lr: 0.0005, eta: 0:04:57, time: 0.054, data_time: 0.366, memory: 1237, loss_cls: 0.5558, loss_sal: 0.3307, loss_video_cal: 0.0394, loss_layer_cal: 0.0548, loss: 0.9808, scale: 32768.0000 [2024-04-16 18:10:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_116.pth... [2024-04-16 18:10:26 INFO]: Validating... [2024-04-16 18:10:26 INFO]: Epoch (val) [116][1] loss_cls: 0.5224, loss_sal: 0.2701, loss_video_cal: 0.0000, loss_layer_cal: 0.0181, loss: 0.8107, mAP: 0.5469, best_mAP: 0.5734 [2024-04-16 18:10:27 INFO]: Epoch [117][1/1] lr: 0.0005, eta: 0:04:56, time: 0.054, data_time: 0.372, memory: 1237, loss_cls: 0.5522, loss_sal: 0.2695, loss_video_cal: 0.0664, loss_layer_cal: 0.0520, loss: 0.9401, scale: 32768.0000 [2024-04-16 18:10:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_117.pth... [2024-04-16 18:10:27 INFO]: Validating... [2024-04-16 18:10:27 INFO]: Epoch (val) [117][1] loss_cls: 0.5228, loss_sal: 0.3012, loss_video_cal: 0.0000, loss_layer_cal: 0.0178, loss: 0.8418, mAP: 0.5699, best_mAP: 0.5734 [2024-04-16 18:10:28 INFO]: Epoch [118][1/1] lr: 0.0005, eta: 0:04:55, time: 0.053, data_time: 0.370, memory: 1237, loss_cls: 0.5571, loss_sal: 0.2841, loss_video_cal: 0.0543, loss_layer_cal: 0.0363, loss: 0.9318, scale: 32768.0000 [2024-04-16 18:10:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_118.pth... [2024-04-16 18:10:28 INFO]: Validating... [2024-04-16 18:10:28 INFO]: Epoch (val) [118][1] loss_cls: 0.5223, loss_sal: 0.3285, loss_video_cal: 0.0000, loss_layer_cal: 0.0177, loss: 0.8685, mAP: 0.6924, best_mAP: 0.6924 [2024-04-16 18:10:28 INFO]: Epoch [119][1/1] lr: 0.0005, eta: 0:04:55, time: 0.052, data_time: 0.364, memory: 1237, loss_cls: 0.5536, loss_sal: 0.1564, loss_video_cal: 0.0420, loss_layer_cal: 0.0421, loss: 0.7942, scale: 32768.0000 [2024-04-16 18:10:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_119.pth... [2024-04-16 18:10:29 INFO]: Validating... [2024-04-16 18:10:29 INFO]: Epoch (val) [119][1] loss_cls: 0.5226, loss_sal: 0.3872, loss_video_cal: 0.0000, loss_layer_cal: 0.0177, loss: 0.9275, mAP: 0.6812, best_mAP: 0.6924 [2024-04-16 18:10:29 INFO]: Epoch [120][1/1] lr: 0.0005, eta: 0:04:54, time: 0.053, data_time: 0.357, memory: 1237, loss_cls: 0.5537, loss_sal: 0.2526, loss_video_cal: 0.0334, loss_layer_cal: 0.0385, loss: 0.8782, scale: 32768.0000 [2024-04-16 18:10:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_120.pth... [2024-04-16 18:10:29 INFO]: Validating... [2024-04-16 18:10:30 INFO]: Epoch (val) [120][1] loss_cls: 0.5231, loss_sal: 0.4692, loss_video_cal: 0.0000, loss_layer_cal: 0.0179, loss: 1.0102, mAP: 0.6680, best_mAP: 0.6924 [2024-04-16 18:10:30 INFO]: Epoch [121][1/1] lr: 0.0005, eta: 0:04:53, time: 0.053, data_time: 0.351, memory: 1237, loss_cls: 0.5551, loss_sal: 0.2684, loss_video_cal: 0.0484, loss_layer_cal: 0.0396, loss: 0.9116, scale: 32768.0000 [2024-04-16 18:10:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_121.pth... [2024-04-16 18:10:30 INFO]: Validating... [2024-04-16 18:10:30 INFO]: Epoch (val) [121][1] loss_cls: 0.5240, loss_sal: 0.5263, loss_video_cal: 0.0000, loss_layer_cal: 0.0180, loss: 1.0683, mAP: 0.7187, best_mAP: 0.7187 [2024-04-16 18:10:31 INFO]: Epoch [122][1/1] lr: 0.0005, eta: 0:04:52, time: 0.051, data_time: 0.358, memory: 1237, loss_cls: 0.5540, loss_sal: 0.1546, loss_video_cal: 0.0350, loss_layer_cal: 0.0385, loss: 0.7821, scale: 32768.0000 [2024-04-16 18:10:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_122.pth... [2024-04-16 18:10:31 INFO]: Validating... [2024-04-16 18:10:31 INFO]: Epoch (val) [122][1] loss_cls: 0.5245, loss_sal: 0.5781, loss_video_cal: 0.0000, loss_layer_cal: 0.0179, loss: 1.1205, mAP: 0.7405, best_mAP: 0.7405 [2024-04-16 18:10:32 INFO]: Epoch [123][1/1] lr: 0.0005, eta: 0:04:52, time: 0.051, data_time: 0.361, memory: 1237, loss_cls: 0.5501, loss_sal: 0.1363, loss_video_cal: 0.0407, loss_layer_cal: 0.0489, loss: 0.7760, scale: 32768.0000 [2024-04-16 18:10:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_123.pth... [2024-04-16 18:10:32 INFO]: Validating... [2024-04-16 18:10:32 INFO]: Epoch (val) [123][1] loss_cls: 0.5255, loss_sal: 0.6358, loss_video_cal: 0.0000, loss_layer_cal: 0.0177, loss: 1.1790, mAP: 0.7326, best_mAP: 0.7405 [2024-04-16 18:10:32 INFO]: Epoch [124][1/1] lr: 0.0005, eta: 0:04:51, time: 0.053, data_time: 0.361, memory: 1237, loss_cls: 0.5546, loss_sal: 0.2756, loss_video_cal: 0.0335, loss_layer_cal: 0.0385, loss: 0.9022, scale: 32768.0000 [2024-04-16 18:10:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_124.pth... [2024-04-16 18:10:32 INFO]: Validating... [2024-04-16 18:10:33 INFO]: Epoch (val) [124][1] loss_cls: 0.5252, loss_sal: 0.5819, loss_video_cal: 0.0000, loss_layer_cal: 0.0174, loss: 1.1244, mAP: 0.7540, best_mAP: 0.7540 [2024-04-16 18:10:33 INFO]: Epoch [125][1/1] lr: 0.0005, eta: 0:04:50, time: 0.053, data_time: 0.375, memory: 1237, loss_cls: 0.5524, loss_sal: 0.2418, loss_video_cal: 0.0457, loss_layer_cal: 0.0372, loss: 0.8771, scale: 32768.0000 [2024-04-16 18:10:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_125.pth... [2024-04-16 18:10:33 INFO]: Validating... [2024-04-16 18:10:34 INFO]: Epoch (val) [125][1] loss_cls: 0.5262, loss_sal: 0.4950, loss_video_cal: 0.0000, loss_layer_cal: 0.0169, loss: 1.0380, mAP: 0.7326, best_mAP: 0.7540 [2024-04-16 18:10:34 INFO]: Epoch [126][1/1] lr: 0.0005, eta: 0:04:49, time: 0.052, data_time: 0.371, memory: 1237, loss_cls: 0.5519, loss_sal: 0.1095, loss_video_cal: 0.0490, loss_layer_cal: 0.0515, loss: 0.7619, scale: 32768.0000 [2024-04-16 18:10:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_126.pth... [2024-04-16 18:10:34 INFO]: Validating... [2024-04-16 18:10:34 INFO]: Epoch (val) [126][1] loss_cls: 0.5280, loss_sal: 0.4195, loss_video_cal: 0.0000, loss_layer_cal: 0.0164, loss: 0.9639, mAP: 0.7277, best_mAP: 0.7540 [2024-04-16 18:10:35 INFO]: Epoch [127][1/1] lr: 0.0005, eta: 0:04:49, time: 0.053, data_time: 0.363, memory: 1237, loss_cls: 0.5518, loss_sal: 0.1919, loss_video_cal: 0.0476, loss_layer_cal: 0.0594, loss: 0.8506, scale: 32768.0000 [2024-04-16 18:10:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_127.pth... [2024-04-16 18:10:35 INFO]: Validating... [2024-04-16 18:10:35 INFO]: Epoch (val) [127][1] loss_cls: 0.5296, loss_sal: 0.4018, loss_video_cal: 0.0000, loss_layer_cal: 0.0157, loss: 0.9471, mAP: 0.4814, best_mAP: 0.7540 [2024-04-16 18:10:36 INFO]: Epoch [128][1/1] lr: 0.0005, eta: 0:04:48, time: 0.052, data_time: 0.367, memory: 1237, loss_cls: 0.5535, loss_sal: 0.3186, loss_video_cal: 0.0414, loss_layer_cal: 0.0320, loss: 0.9455, scale: 32768.0000 [2024-04-16 18:10:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_128.pth... [2024-04-16 18:10:36 INFO]: Validating... [2024-04-16 18:10:36 INFO]: Epoch (val) [128][1] loss_cls: 0.5348, loss_sal: 0.4121, loss_video_cal: 0.0000, loss_layer_cal: 0.0153, loss: 0.9622, mAP: 0.3838, best_mAP: 0.7540 [2024-04-16 18:10:36 INFO]: Epoch [129][1/1] lr: 0.0005, eta: 0:04:47, time: 0.053, data_time: 0.368, memory: 1237, loss_cls: 0.5527, loss_sal: 0.1182, loss_video_cal: 0.0439, loss_layer_cal: 0.0504, loss: 0.7652, scale: 32768.0000 [2024-04-16 18:10:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_129.pth... [2024-04-16 18:10:36 INFO]: Validating... [2024-04-16 18:10:37 INFO]: Epoch (val) [129][1] loss_cls: 0.5385, loss_sal: 0.4138, loss_video_cal: 0.0000, loss_layer_cal: 0.0151, loss: 0.9675, mAP: 0.4022, best_mAP: 0.7540 [2024-04-16 18:10:37 INFO]: Epoch [130][1/1] lr: 0.0005, eta: 0:04:47, time: 0.053, data_time: 0.359, memory: 1237, loss_cls: 0.5533, loss_sal: 0.2718, loss_video_cal: 0.0607, loss_layer_cal: 0.0404, loss: 0.9262, scale: 32768.0000 [2024-04-16 18:10:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_130.pth... [2024-04-16 18:10:37 INFO]: Validating... [2024-04-16 18:10:37 INFO]: Epoch (val) [130][1] loss_cls: 0.5385, loss_sal: 0.4163, loss_video_cal: 0.0000, loss_layer_cal: 0.0147, loss: 0.9695, mAP: 0.4059, best_mAP: 0.7540 [2024-04-16 18:10:38 INFO]: Epoch [131][1/1] lr: 0.0005, eta: 0:04:46, time: 0.052, data_time: 0.361, memory: 1237, loss_cls: 0.5551, loss_sal: 0.1521, loss_video_cal: 0.0496, loss_layer_cal: 0.0335, loss: 0.7903, scale: 32768.0000 [2024-04-16 18:10:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_131.pth... [2024-04-16 18:10:38 INFO]: Validating... [2024-04-16 18:10:38 INFO]: Epoch (val) [131][1] loss_cls: 0.5342, loss_sal: 0.4010, loss_video_cal: 0.0000, loss_layer_cal: 0.0140, loss: 0.9491, mAP: 0.4049, best_mAP: 0.7540 [2024-04-16 18:10:39 INFO]: Epoch [132][1/1] lr: 0.0005, eta: 0:04:45, time: 0.051, data_time: 0.357, memory: 1237, loss_cls: 0.5514, loss_sal: 0.2402, loss_video_cal: 0.0572, loss_layer_cal: 0.0577, loss: 0.9065, scale: 32768.0000 [2024-04-16 18:10:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_132.pth... [2024-04-16 18:10:39 INFO]: Validating... [2024-04-16 18:10:39 INFO]: Epoch (val) [132][1] loss_cls: 0.5309, loss_sal: 0.3802, loss_video_cal: 0.0000, loss_layer_cal: 0.0133, loss: 0.9244, mAP: 0.4796, best_mAP: 0.7540 [2024-04-16 18:10:39 INFO]: Epoch [133][1/1] lr: 0.0005, eta: 0:04:44, time: 0.051, data_time: 0.350, memory: 1237, loss_cls: 0.5509, loss_sal: 0.1966, loss_video_cal: 0.0401, loss_layer_cal: 0.0473, loss: 0.8348, scale: 32768.0000 [2024-04-16 18:10:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_133.pth... [2024-04-16 18:10:40 INFO]: Validating... [2024-04-16 18:10:40 INFO]: Epoch (val) [133][1] loss_cls: 0.5282, loss_sal: 0.3634, loss_video_cal: 0.0000, loss_layer_cal: 0.0127, loss: 0.9043, mAP: 0.6712, best_mAP: 0.7540 [2024-04-16 18:10:40 INFO]: Epoch [134][1/1] lr: 0.0005, eta: 0:04:43, time: 0.054, data_time: 0.373, memory: 1237, loss_cls: 0.5524, loss_sal: 0.2116, loss_video_cal: 0.0274, loss_layer_cal: 0.0511, loss: 0.8426, scale: 32768.0000 [2024-04-16 18:10:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_134.pth... [2024-04-16 18:10:40 INFO]: Validating... [2024-04-16 18:10:41 INFO]: Epoch (val) [134][1] loss_cls: 0.5256, loss_sal: 0.3456, loss_video_cal: 0.0000, loss_layer_cal: 0.0121, loss: 0.8833, mAP: 0.7090, best_mAP: 0.7540 [2024-04-16 18:10:41 INFO]: Epoch [135][1/1] lr: 0.0005, eta: 0:04:43, time: 0.055, data_time: 0.367, memory: 1237, loss_cls: 0.5520, loss_sal: 0.1986, loss_video_cal: 0.0556, loss_layer_cal: 0.0314, loss: 0.8376, scale: 32768.0000 [2024-04-16 18:10:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_135.pth... [2024-04-16 18:10:41 INFO]: Validating... [2024-04-16 18:10:41 INFO]: Epoch (val) [135][1] loss_cls: 0.5237, loss_sal: 0.3432, loss_video_cal: 0.0000, loss_layer_cal: 0.0115, loss: 0.8785, mAP: 0.7082, best_mAP: 0.7540 [2024-04-16 18:10:42 INFO]: Epoch [136][1/1] lr: 0.0005, eta: 0:04:42, time: 0.055, data_time: 0.370, memory: 1237, loss_cls: 0.5537, loss_sal: 0.1949, loss_video_cal: 0.0286, loss_layer_cal: 0.0360, loss: 0.8132, scale: 32768.0000 [2024-04-16 18:10:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_136.pth... [2024-04-16 18:10:42 INFO]: Validating... [2024-04-16 18:10:42 INFO]: Epoch (val) [136][1] loss_cls: 0.5236, loss_sal: 0.3667, loss_video_cal: 0.0000, loss_layer_cal: 0.0109, loss: 0.9012, mAP: 0.7502, best_mAP: 0.7540 [2024-04-16 18:10:43 INFO]: Epoch [137][1/1] lr: 0.0005, eta: 0:04:41, time: 0.054, data_time: 0.362, memory: 1237, loss_cls: 0.5520, loss_sal: 0.1229, loss_video_cal: 0.0328, loss_layer_cal: 0.0372, loss: 0.7449, scale: 32768.0000 [2024-04-16 18:10:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_137.pth... [2024-04-16 18:10:43 INFO]: Validating... [2024-04-16 18:10:43 INFO]: Epoch (val) [137][1] loss_cls: 0.5251, loss_sal: 0.4477, loss_video_cal: 0.0000, loss_layer_cal: 0.0103, loss: 0.9831, mAP: 0.8113, best_mAP: 0.8113 [2024-04-16 18:10:43 INFO]: Epoch [138][1/1] lr: 0.0005, eta: 0:04:41, time: 0.052, data_time: 0.359, memory: 1237, loss_cls: 0.5519, loss_sal: 0.1151, loss_video_cal: 0.0383, loss_layer_cal: 0.0371, loss: 0.7424, scale: 32768.0000 [2024-04-16 18:10:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_138.pth... [2024-04-16 18:10:43 INFO]: Validating... [2024-04-16 18:10:44 INFO]: Epoch (val) [138][1] loss_cls: 0.5276, loss_sal: 0.5625, loss_video_cal: 0.0000, loss_layer_cal: 0.0096, loss: 1.0997, mAP: 0.7736, best_mAP: 0.8113 [2024-04-16 18:10:44 INFO]: Epoch [139][1/1] lr: 0.0005, eta: 0:04:40, time: 0.048, data_time: 0.348, memory: 1237, loss_cls: 0.5511, loss_sal: 0.1550, loss_video_cal: 0.0415, loss_layer_cal: 0.0443, loss: 0.7919, scale: 32768.0000 [2024-04-16 18:10:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_139.pth... [2024-04-16 18:10:44 INFO]: Validating... [2024-04-16 18:10:45 INFO]: Epoch (val) [139][1] loss_cls: 0.5299, loss_sal: 0.6126, loss_video_cal: 0.0000, loss_layer_cal: 0.0090, loss: 1.1515, mAP: 0.7736, best_mAP: 0.8113 [2024-04-16 18:10:45 INFO]: Epoch [140][1/1] lr: 0.0005, eta: 0:04:39, time: 0.051, data_time: 0.353, memory: 1237, loss_cls: 0.5511, loss_sal: 0.0709, loss_video_cal: 0.0363, loss_layer_cal: 0.0405, loss: 0.6988, scale: 32768.0000 [2024-04-16 18:10:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_140.pth... [2024-04-16 18:10:45 INFO]: Validating... [2024-04-16 18:10:45 INFO]: Epoch (val) [140][1] loss_cls: 0.5314, loss_sal: 0.6008, loss_video_cal: 0.0000, loss_layer_cal: 0.0084, loss: 1.1406, mAP: 0.8057, best_mAP: 0.8113 [2024-04-16 18:10:46 INFO]: Epoch [141][1/1] lr: 0.0005, eta: 0:04:38, time: 0.054, data_time: 0.361, memory: 1237, loss_cls: 0.5544, loss_sal: 0.1552, loss_video_cal: 0.0426, loss_layer_cal: 0.0370, loss: 0.7892, scale: 32768.0000 [2024-04-16 18:10:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_141.pth... [2024-04-16 18:10:46 INFO]: Validating... [2024-04-16 18:10:46 INFO]: Epoch (val) [141][1] loss_cls: 0.5318, loss_sal: 0.5106, loss_video_cal: 0.0000, loss_layer_cal: 0.0078, loss: 1.0501, mAP: 0.7937, best_mAP: 0.8113 [2024-04-16 18:10:46 INFO]: Epoch [142][1/1] lr: 0.0005, eta: 0:04:37, time: 0.055, data_time: 0.370, memory: 1237, loss_cls: 0.5533, loss_sal: 0.2560, loss_video_cal: 0.0466, loss_layer_cal: 0.0311, loss: 0.8871, scale: 32768.0000 [2024-04-16 18:10:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_142.pth... [2024-04-16 18:10:47 INFO]: Validating... [2024-04-16 18:10:47 INFO]: Epoch (val) [142][1] loss_cls: 0.5315, loss_sal: 0.5342, loss_video_cal: 0.0000, loss_layer_cal: 0.0072, loss: 1.0729, mAP: 0.7937, best_mAP: 0.8113 [2024-04-16 18:10:47 INFO]: Epoch [143][1/1] lr: 0.0005, eta: 0:04:37, time: 0.052, data_time: 0.370, memory: 1237, loss_cls: 0.5536, loss_sal: 0.1277, loss_video_cal: 0.0293, loss_layer_cal: 0.0344, loss: 0.7451, scale: 32768.0000 [2024-04-16 18:10:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_143.pth... [2024-04-16 18:10:47 INFO]: Validating... [2024-04-16 18:10:48 INFO]: Epoch (val) [143][1] loss_cls: 0.5307, loss_sal: 0.7640, loss_video_cal: 0.0000, loss_layer_cal: 0.0067, loss: 1.3014, mAP: 0.8105, best_mAP: 0.8113 [2024-04-16 18:10:48 INFO]: Epoch [144][1/1] lr: 0.0005, eta: 0:04:36, time: 0.053, data_time: 0.365, memory: 1237, loss_cls: 0.5528, loss_sal: 0.1004, loss_video_cal: 0.0289, loss_layer_cal: 0.0254, loss: 0.7075, scale: 32768.0000 [2024-04-16 18:10:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_144.pth... [2024-04-16 18:10:48 INFO]: Validating... [2024-04-16 18:10:48 INFO]: Epoch (val) [144][1] loss_cls: 0.5295, loss_sal: 0.8959, loss_video_cal: 0.0000, loss_layer_cal: 0.0064, loss: 1.4318, mAP: 0.7862, best_mAP: 0.8113 [2024-04-16 18:10:49 INFO]: Epoch [145][1/1] lr: 0.0005, eta: 0:04:35, time: 0.052, data_time: 0.351, memory: 1237, loss_cls: 0.5516, loss_sal: 0.1427, loss_video_cal: 0.0343, loss_layer_cal: 0.0358, loss: 0.7645, scale: 32768.0000 [2024-04-16 18:10:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_145.pth... [2024-04-16 18:10:49 INFO]: Validating... [2024-04-16 18:10:49 INFO]: Epoch (val) [145][1] loss_cls: 0.5265, loss_sal: 1.0065, loss_video_cal: 0.0000, loss_layer_cal: 0.0062, loss: 1.5391, mAP: 0.6860, best_mAP: 0.8113 [2024-04-16 18:10:50 INFO]: Epoch [146][1/1] lr: 0.0005, eta: 0:04:34, time: 0.050, data_time: 0.350, memory: 1237, loss_cls: 0.5497, loss_sal: 0.0502, loss_video_cal: 0.0409, loss_layer_cal: 0.0369, loss: 0.6776, scale: 32768.0000 [2024-04-16 18:10:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_146.pth... [2024-04-16 18:10:50 INFO]: Validating... [2024-04-16 18:10:50 INFO]: Epoch (val) [146][1] loss_cls: 0.5247, loss_sal: 1.0090, loss_video_cal: 0.0000, loss_layer_cal: 0.0059, loss: 1.5397, mAP: 0.6415, best_mAP: 0.8113 [2024-04-16 18:10:50 INFO]: Epoch [147][1/1] lr: 0.0005, eta: 0:04:33, time: 0.052, data_time: 0.355, memory: 1237, loss_cls: 0.5505, loss_sal: 0.0931, loss_video_cal: 0.0405, loss_layer_cal: 0.0334, loss: 0.7175, scale: 32768.0000 [2024-04-16 18:10:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_147.pth... [2024-04-16 18:10:50 INFO]: Validating... [2024-04-16 18:10:51 INFO]: Epoch (val) [147][1] loss_cls: 0.5236, loss_sal: 0.8702, loss_video_cal: 0.0000, loss_layer_cal: 0.0057, loss: 1.3995, mAP: 0.6644, best_mAP: 0.8113 [2024-04-16 18:10:51 INFO]: Epoch [148][1/1] lr: 0.0005, eta: 0:04:33, time: 0.050, data_time: 0.350, memory: 1237, loss_cls: 0.5502, loss_sal: 0.1196, loss_video_cal: 0.0330, loss_layer_cal: 0.0316, loss: 0.7344, scale: 32768.0000 [2024-04-16 18:10:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_148.pth... [2024-04-16 18:10:51 INFO]: Validating... [2024-04-16 18:10:51 INFO]: Epoch (val) [148][1] loss_cls: 0.5238, loss_sal: 0.4927, loss_video_cal: 0.0000, loss_layer_cal: 0.0056, loss: 1.0220, mAP: 0.5456, best_mAP: 0.8113 [2024-04-16 18:10:52 INFO]: Epoch [149][1/1] lr: 0.0005, eta: 0:04:32, time: 0.049, data_time: 0.356, memory: 1237, loss_cls: 0.5554, loss_sal: 0.2081, loss_video_cal: 0.0269, loss_layer_cal: 0.0433, loss: 0.8338, scale: 32768.0000 [2024-04-16 18:10:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_149.pth... [2024-04-16 18:10:52 INFO]: Validating... [2024-04-16 18:10:52 INFO]: Epoch (val) [149][1] loss_cls: 0.5236, loss_sal: 0.3799, loss_video_cal: 0.0000, loss_layer_cal: 0.0054, loss: 0.9089, mAP: 0.7012, best_mAP: 0.8113 [2024-04-16 18:10:53 INFO]: Epoch [150][1/1] lr: 0.0005, eta: 0:04:31, time: 0.049, data_time: 0.350, memory: 1237, loss_cls: 0.5504, loss_sal: 0.1109, loss_video_cal: 0.0269, loss_layer_cal: 0.0266, loss: 0.7148, scale: 32768.0000 [2024-04-16 18:10:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_150.pth... [2024-04-16 18:10:53 INFO]: Validating... [2024-04-16 18:10:53 INFO]: Epoch (val) [150][1] loss_cls: 0.5221, loss_sal: 0.3668, loss_video_cal: 0.0000, loss_layer_cal: 0.0052, loss: 0.8941, mAP: 0.6333, best_mAP: 0.8113 [2024-04-16 18:10:53 INFO]: Epoch [151][1/1] lr: 0.0005, eta: 0:04:30, time: 0.049, data_time: 0.359, memory: 1237, loss_cls: 0.5501, loss_sal: 0.1914, loss_video_cal: 0.0411, loss_layer_cal: 0.0246, loss: 0.8071, scale: 32768.0000 [2024-04-16 18:10:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_151.pth... [2024-04-16 18:10:54 INFO]: Validating... [2024-04-16 18:10:54 INFO]: Epoch (val) [151][1] loss_cls: 0.5202, loss_sal: 0.3865, loss_video_cal: 0.0000, loss_layer_cal: 0.0050, loss: 0.9117, mAP: 0.6196, best_mAP: 0.8113 [2024-04-16 18:10:54 INFO]: Epoch [152][1/1] lr: 0.0005, eta: 0:04:30, time: 0.050, data_time: 0.355, memory: 1237, loss_cls: 0.5511, loss_sal: 0.1806, loss_video_cal: 0.0286, loss_layer_cal: 0.0428, loss: 0.8031, scale: 32768.0000 [2024-04-16 18:10:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_152.pth... [2024-04-16 18:10:54 INFO]: Validating... [2024-04-16 18:10:55 INFO]: Epoch (val) [152][1] loss_cls: 0.5203, loss_sal: 0.4109, loss_video_cal: 0.0000, loss_layer_cal: 0.0048, loss: 0.9360, mAP: 0.6615, best_mAP: 0.8113 [2024-04-16 18:10:55 INFO]: Epoch [153][1/1] lr: 0.0005, eta: 0:04:29, time: 0.050, data_time: 0.348, memory: 1237, loss_cls: 0.5521, loss_sal: 0.1846, loss_video_cal: 0.0252, loss_layer_cal: 0.0224, loss: 0.7843, scale: 32768.0000 [2024-04-16 18:10:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_153.pth... [2024-04-16 18:10:55 INFO]: Validating... [2024-04-16 18:10:55 INFO]: Epoch (val) [153][1] loss_cls: 0.5223, loss_sal: 0.3859, loss_video_cal: 0.0000, loss_layer_cal: 0.0047, loss: 0.9129, mAP: 0.6623, best_mAP: 0.8113 [2024-04-16 18:10:56 INFO]: Epoch [154][1/1] lr: 0.0005, eta: 0:04:28, time: 0.050, data_time: 0.357, memory: 1237, loss_cls: 0.5579, loss_sal: 0.2288, loss_video_cal: 0.0258, loss_layer_cal: 0.0269, loss: 0.8394, scale: 32768.0000 [2024-04-16 18:10:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_154.pth... [2024-04-16 18:10:56 INFO]: Validating... [2024-04-16 18:10:56 INFO]: Epoch (val) [154][1] loss_cls: 0.5247, loss_sal: 0.3359, loss_video_cal: 0.0000, loss_layer_cal: 0.0044, loss: 0.8650, mAP: 0.6804, best_mAP: 0.8113 [2024-04-16 18:10:56 INFO]: Epoch [155][1/1] lr: 0.0005, eta: 0:04:27, time: 0.053, data_time: 0.360, memory: 1237, loss_cls: 0.5519, loss_sal: 0.2034, loss_video_cal: 0.0204, loss_layer_cal: 0.0405, loss: 0.8162, scale: 32768.0000 [2024-04-16 18:10:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_155.pth... [2024-04-16 18:10:57 INFO]: Validating... [2024-04-16 18:10:57 INFO]: Epoch (val) [155][1] loss_cls: 0.5306, loss_sal: 0.3134, loss_video_cal: 0.0000, loss_layer_cal: 0.0042, loss: 0.8482, mAP: 0.5658, best_mAP: 0.8113 [2024-04-16 18:10:57 INFO]: Epoch [156][1/1] lr: 0.0005, eta: 0:04:26, time: 0.050, data_time: 0.343, memory: 1237, loss_cls: 0.5540, loss_sal: 0.1378, loss_video_cal: 0.0264, loss_layer_cal: 0.0179, loss: 0.7362, scale: 32768.0000 [2024-04-16 18:10:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_156.pth... [2024-04-16 18:10:57 INFO]: Validating... [2024-04-16 18:10:58 INFO]: Epoch (val) [156][1] loss_cls: 0.5385, loss_sal: 0.3041, loss_video_cal: 0.0000, loss_layer_cal: 0.0040, loss: 0.8466, mAP: 0.4771, best_mAP: 0.8113 [2024-04-16 18:10:58 INFO]: Epoch [157][1/1] lr: 0.0005, eta: 0:04:25, time: 0.048, data_time: 0.339, memory: 1237, loss_cls: 0.5577, loss_sal: 0.2363, loss_video_cal: 0.0414, loss_layer_cal: 0.0258, loss: 0.8612, scale: 32768.0000 [2024-04-16 18:10:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_157.pth... [2024-04-16 18:10:58 INFO]: Validating... [2024-04-16 18:10:58 INFO]: Epoch (val) [157][1] loss_cls: 0.5420, loss_sal: 0.2996, loss_video_cal: 0.0000, loss_layer_cal: 0.0038, loss: 0.8455, mAP: 0.4637, best_mAP: 0.8113 [2024-04-16 18:10:59 INFO]: Epoch [158][1/1] lr: 0.0005, eta: 0:04:25, time: 0.052, data_time: 0.348, memory: 1237, loss_cls: 0.5541, loss_sal: 0.1557, loss_video_cal: 0.0295, loss_layer_cal: 0.0280, loss: 0.7673, scale: 32768.0000 [2024-04-16 18:10:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_158.pth... [2024-04-16 18:10:59 INFO]: Validating... [2024-04-16 18:10:59 INFO]: Epoch (val) [158][1] loss_cls: 0.5377, loss_sal: 0.3002, loss_video_cal: 0.0000, loss_layer_cal: 0.0037, loss: 0.8416, mAP: 0.4060, best_mAP: 0.8113 [2024-04-16 18:11:00 INFO]: Epoch [159][1/1] lr: 0.0005, eta: 0:04:24, time: 0.053, data_time: 0.371, memory: 1237, loss_cls: 0.5537, loss_sal: 0.1493, loss_video_cal: 0.0287, loss_layer_cal: 0.0270, loss: 0.7587, scale: 32768.0000 [2024-04-16 18:11:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_159.pth... [2024-04-16 18:11:00 INFO]: Validating... [2024-04-16 18:11:00 INFO]: Epoch (val) [159][1] loss_cls: 0.5299, loss_sal: 0.3098, loss_video_cal: 0.0000, loss_layer_cal: 0.0035, loss: 0.8432, mAP: 0.3948, best_mAP: 0.8113 [2024-04-16 18:11:00 INFO]: Epoch [160][1/1] lr: 0.0005, eta: 0:04:23, time: 0.052, data_time: 0.358, memory: 1237, loss_cls: 0.5509, loss_sal: 0.0936, loss_video_cal: 0.0294, loss_layer_cal: 0.0191, loss: 0.6930, scale: 32768.0000 [2024-04-16 18:11:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_160.pth... [2024-04-16 18:11:00 INFO]: Validating... [2024-04-16 18:11:01 INFO]: Epoch (val) [160][1] loss_cls: 0.5251, loss_sal: 0.3289, loss_video_cal: 0.0000, loss_layer_cal: 0.0033, loss: 0.8574, mAP: 0.3862, best_mAP: 0.8113 [2024-04-16 18:11:01 INFO]: Epoch [161][1/1] lr: 0.0005, eta: 0:04:22, time: 0.053, data_time: 0.363, memory: 1237, loss_cls: 0.5535, loss_sal: 0.0490, loss_video_cal: 0.0147, loss_layer_cal: 0.0238, loss: 0.6410, scale: 32768.0000 [2024-04-16 18:11:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_161.pth... [2024-04-16 18:11:01 INFO]: Validating... [2024-04-16 18:11:01 INFO]: Epoch (val) [161][1] loss_cls: 0.5247, loss_sal: 0.3697, loss_video_cal: 0.0000, loss_layer_cal: 0.0032, loss: 0.8976, mAP: 0.4557, best_mAP: 0.8113 [2024-04-16 18:11:02 INFO]: Epoch [162][1/1] lr: 0.0005, eta: 0:04:22, time: 0.050, data_time: 0.367, memory: 1237, loss_cls: 0.5523, loss_sal: 0.0949, loss_video_cal: 0.0328, loss_layer_cal: 0.0371, loss: 0.7170, scale: 32768.0000 [2024-04-16 18:11:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_162.pth... [2024-04-16 18:11:02 INFO]: Validating... [2024-04-16 18:11:02 INFO]: Epoch (val) [162][1] loss_cls: 0.5255, loss_sal: 0.4651, loss_video_cal: 0.0000, loss_layer_cal: 0.0030, loss: 0.9936, mAP: 0.4276, best_mAP: 0.8113 [2024-04-16 18:11:03 INFO]: Epoch [163][1/1] lr: 0.0005, eta: 0:04:21, time: 0.052, data_time: 0.352, memory: 1237, loss_cls: 0.5565, loss_sal: 0.0911, loss_video_cal: 0.0325, loss_layer_cal: 0.0420, loss: 0.7221, scale: 32768.0000 [2024-04-16 18:11:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_163.pth... [2024-04-16 18:11:03 INFO]: Validating... [2024-04-16 18:11:03 INFO]: Epoch (val) [163][1] loss_cls: 0.5250, loss_sal: 0.5517, loss_video_cal: 0.0000, loss_layer_cal: 0.0028, loss: 1.0796, mAP: 0.4276, best_mAP: 0.8113 [2024-04-16 18:11:03 INFO]: Epoch [164][1/1] lr: 0.0005, eta: 0:04:20, time: 0.050, data_time: 0.344, memory: 1237, loss_cls: 0.5551, loss_sal: 0.2681, loss_video_cal: 0.0381, loss_layer_cal: 0.0296, loss: 0.8909, scale: 32768.0000 [2024-04-16 18:11:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_164.pth... [2024-04-16 18:11:04 INFO]: Validating... [2024-04-16 18:11:04 INFO]: Epoch (val) [164][1] loss_cls: 0.5258, loss_sal: 0.7603, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 1.2887, mAP: 0.5507, best_mAP: 0.8113 [2024-04-16 18:11:04 INFO]: Epoch [165][1/1] lr: 0.0005, eta: 0:04:19, time: 0.050, data_time: 0.348, memory: 1237, loss_cls: 0.5525, loss_sal: 0.1557, loss_video_cal: 0.0240, loss_layer_cal: 0.0309, loss: 0.7631, scale: 32768.0000 [2024-04-16 18:11:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_165.pth... [2024-04-16 18:11:04 INFO]: Validating... [2024-04-16 18:11:05 INFO]: Epoch (val) [165][1] loss_cls: 0.5258, loss_sal: 0.7603, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 1.2887, mAP: 0.5507, best_mAP: 0.8113 [2024-04-16 18:11:05 INFO]: Epoch [166][1/1] lr: 0.0005, eta: 0:04:18, time: 0.049, data_time: 0.349, memory: 1237, loss_cls: 0.5530, loss_sal: 0.2579, loss_video_cal: 0.0435, loss_layer_cal: 0.0260, loss: 0.8804, scale: 16384.0000 [2024-04-16 18:11:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_166.pth... [2024-04-16 18:11:05 INFO]: Validating... [2024-04-16 18:11:05 INFO]: Epoch (val) [166][1] loss_cls: 0.5268, loss_sal: 0.8194, loss_video_cal: 0.0000, loss_layer_cal: 0.0025, loss: 1.3487, mAP: 0.5586, best_mAP: 0.8113 [2024-04-16 18:11:06 INFO]: Epoch [167][1/1] lr: 0.0005, eta: 0:04:18, time: 0.050, data_time: 0.343, memory: 1237, loss_cls: 0.5517, loss_sal: 0.1690, loss_video_cal: 0.0390, loss_layer_cal: 0.0220, loss: 0.7817, scale: 16384.0000 [2024-04-16 18:11:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_167.pth... [2024-04-16 18:11:06 INFO]: Validating... [2024-04-16 18:11:06 INFO]: Epoch (val) [167][1] loss_cls: 0.5293, loss_sal: 0.6115, loss_video_cal: 0.0000, loss_layer_cal: 0.0023, loss: 1.1431, mAP: 0.3930, best_mAP: 0.8113 [2024-04-16 18:11:06 INFO]: Epoch [168][1/1] lr: 0.0005, eta: 0:04:17, time: 0.049, data_time: 0.345, memory: 1237, loss_cls: 0.5530, loss_sal: 0.0844, loss_video_cal: 0.0263, loss_layer_cal: 0.0230, loss: 0.6868, scale: 16384.0000 [2024-04-16 18:11:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_168.pth... [2024-04-16 18:11:07 INFO]: Validating... [2024-04-16 18:11:07 INFO]: Epoch (val) [168][1] loss_cls: 0.5333, loss_sal: 0.3799, loss_video_cal: 0.0000, loss_layer_cal: 0.0022, loss: 0.9153, mAP: 0.3754, best_mAP: 0.8113 [2024-04-16 18:11:07 INFO]: Epoch [169][1/1] lr: 0.0005, eta: 0:04:16, time: 0.050, data_time: 0.341, memory: 1237, loss_cls: 0.5536, loss_sal: 0.1562, loss_video_cal: 0.0351, loss_layer_cal: 0.0305, loss: 0.7754, scale: 16384.0000 [2024-04-16 18:11:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_169.pth... [2024-04-16 18:11:07 INFO]: Validating... [2024-04-16 18:11:08 INFO]: Epoch (val) [169][1] loss_cls: 0.5400, loss_sal: 0.2544, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 0.7964, mAP: 0.3788, best_mAP: 0.8113 [2024-04-16 18:11:08 INFO]: Epoch [170][1/1] lr: 0.0005, eta: 0:04:15, time: 0.049, data_time: 0.341, memory: 1237, loss_cls: 0.5606, loss_sal: 0.1624, loss_video_cal: 0.0265, loss_layer_cal: 0.0216, loss: 0.7712, scale: 16384.0000 [2024-04-16 18:11:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_170.pth... [2024-04-16 18:11:08 INFO]: Validating... [2024-04-16 18:11:08 INFO]: Epoch (val) [170][1] loss_cls: 0.5408, loss_sal: 0.2743, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 0.8171, mAP: 0.3212, best_mAP: 0.8113 [2024-04-16 18:11:09 INFO]: Epoch [171][1/1] lr: 0.0005, eta: 0:04:14, time: 0.052, data_time: 0.354, memory: 1237, loss_cls: 0.5596, loss_sal: 0.1421, loss_video_cal: 0.0216, loss_layer_cal: 0.0247, loss: 0.7480, scale: 16384.0000 [2024-04-16 18:11:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_171.pth... [2024-04-16 18:11:09 INFO]: Validating... [2024-04-16 18:11:09 INFO]: Epoch (val) [171][1] loss_cls: 0.5353, loss_sal: 0.2789, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 0.8161, mAP: 0.3552, best_mAP: 0.8113 [2024-04-16 18:11:09 INFO]: Epoch [172][1/1] lr: 0.0005, eta: 0:04:13, time: 0.051, data_time: 0.363, memory: 1237, loss_cls: 0.5570, loss_sal: 0.1734, loss_video_cal: 0.0210, loss_layer_cal: 0.0250, loss: 0.7763, scale: 16384.0000 [2024-04-16 18:11:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_172.pth... [2024-04-16 18:11:10 INFO]: Validating... [2024-04-16 18:11:10 INFO]: Epoch (val) [172][1] loss_cls: 0.5282, loss_sal: 0.2653, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 0.7955, mAP: 0.4070, best_mAP: 0.8113 [2024-04-16 18:11:10 INFO]: Epoch [173][1/1] lr: 0.0005, eta: 0:04:13, time: 0.053, data_time: 0.369, memory: 1237, loss_cls: 0.5506, loss_sal: 0.1392, loss_video_cal: 0.0210, loss_layer_cal: 0.0257, loss: 0.7366, scale: 16384.0000 [2024-04-16 18:11:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_173.pth... [2024-04-16 18:11:10 INFO]: Validating... [2024-04-16 18:11:11 INFO]: Epoch (val) [173][1] loss_cls: 0.5243, loss_sal: 0.2511, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 0.7774, mAP: 0.4118, best_mAP: 0.8113 [2024-04-16 18:11:11 INFO]: Epoch [174][1/1] lr: 0.0005, eta: 0:04:12, time: 0.050, data_time: 0.358, memory: 1237, loss_cls: 0.5514, loss_sal: 0.1933, loss_video_cal: 0.0248, loss_layer_cal: 0.0199, loss: 0.7894, scale: 16384.0000 [2024-04-16 18:11:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_174.pth... [2024-04-16 18:11:11 INFO]: Validating... [2024-04-16 18:11:11 INFO]: Epoch (val) [174][1] loss_cls: 0.5249, loss_sal: 0.2443, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 0.7711, mAP: 0.4473, best_mAP: 0.8113 [2024-04-16 18:11:12 INFO]: Epoch [175][1/1] lr: 0.0005, eta: 0:04:11, time: 0.051, data_time: 0.360, memory: 1237, loss_cls: 0.5557, loss_sal: 0.1640, loss_video_cal: 0.0319, loss_layer_cal: 0.0192, loss: 0.7708, scale: 16384.0000 [2024-04-16 18:11:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_175.pth... [2024-04-16 18:11:12 INFO]: Validating... [2024-04-16 18:11:12 INFO]: Epoch (val) [175][1] loss_cls: 0.5272, loss_sal: 0.2479, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 0.7770, mAP: 0.4606, best_mAP: 0.8113 [2024-04-16 18:11:13 INFO]: Epoch [176][1/1] lr: 0.0005, eta: 0:04:10, time: 0.051, data_time: 0.350, memory: 1237, loss_cls: 0.5608, loss_sal: 0.0936, loss_video_cal: 0.0198, loss_layer_cal: 0.0187, loss: 0.6929, scale: 16384.0000 [2024-04-16 18:11:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_176.pth... [2024-04-16 18:11:13 INFO]: Validating... [2024-04-16 18:11:13 INFO]: Epoch (val) [176][1] loss_cls: 0.5287, loss_sal: 0.2699, loss_video_cal: 0.0000, loss_layer_cal: 0.0018, loss: 0.8005, mAP: 0.4600, best_mAP: 0.8113 [2024-04-16 18:11:13 INFO]: Epoch [177][1/1] lr: 0.0005, eta: 0:04:10, time: 0.050, data_time: 0.344, memory: 1237, loss_cls: 0.5576, loss_sal: 0.1821, loss_video_cal: 0.0410, loss_layer_cal: 0.0162, loss: 0.7968, scale: 16384.0000 [2024-04-16 18:11:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_177.pth... [2024-04-16 18:11:13 INFO]: Validating... [2024-04-16 18:11:14 INFO]: Epoch (val) [177][1] loss_cls: 0.5281, loss_sal: 0.2949, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 0.8248, mAP: 0.4833, best_mAP: 0.8113 [2024-04-16 18:11:14 INFO]: Epoch [178][1/1] lr: 0.0005, eta: 0:04:09, time: 0.049, data_time: 0.338, memory: 1237, loss_cls: 0.5540, loss_sal: 0.0748, loss_video_cal: 0.0316, loss_layer_cal: 0.0229, loss: 0.6833, scale: 16384.0000 [2024-04-16 18:11:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_178.pth... [2024-04-16 18:11:14 INFO]: Validating... [2024-04-16 18:11:14 INFO]: Epoch (val) [178][1] loss_cls: 0.5286, loss_sal: 0.3279, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 0.8581, mAP: 0.5208, best_mAP: 0.8113 [2024-04-16 18:11:15 INFO]: Epoch [179][1/1] lr: 0.0005, eta: 0:04:08, time: 0.049, data_time: 0.338, memory: 1237, loss_cls: 0.5534, loss_sal: 0.1693, loss_video_cal: 0.0252, loss_layer_cal: 0.0273, loss: 0.7751, scale: 16384.0000 [2024-04-16 18:11:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_179.pth... [2024-04-16 18:11:15 INFO]: Validating... [2024-04-16 18:11:15 INFO]: Epoch (val) [179][1] loss_cls: 0.5309, loss_sal: 0.3510, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 0.8835, mAP: 0.5037, best_mAP: 0.8113 [2024-04-16 18:11:15 INFO]: Epoch [180][1/1] lr: 0.0005, eta: 0:04:07, time: 0.050, data_time: 0.339, memory: 1237, loss_cls: 0.5531, loss_sal: 0.0862, loss_video_cal: 0.0236, loss_layer_cal: 0.0289, loss: 0.6917, scale: 16384.0000 [2024-04-16 18:11:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_180.pth... [2024-04-16 18:11:16 INFO]: Validating... [2024-04-16 18:11:16 INFO]: Epoch (val) [180][1] loss_cls: 0.5328, loss_sal: 0.3985, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 0.9328, mAP: 0.6367, best_mAP: 0.8113 [2024-04-16 18:11:16 INFO]: Epoch [181][1/1] lr: 0.0005, eta: 0:04:06, time: 0.050, data_time: 0.347, memory: 1237, loss_cls: 0.5541, loss_sal: 0.2113, loss_video_cal: 0.0187, loss_layer_cal: 0.0184, loss: 0.8025, scale: 16384.0000 [2024-04-16 18:11:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_181.pth... [2024-04-16 18:11:16 INFO]: Validating... [2024-04-16 18:11:17 INFO]: Epoch (val) [181][1] loss_cls: 0.5332, loss_sal: 0.4637, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 0.9982, mAP: 0.7247, best_mAP: 0.8113 [2024-04-16 18:11:17 INFO]: Epoch [182][1/1] lr: 0.0005, eta: 0:04:05, time: 0.048, data_time: 0.346, memory: 1237, loss_cls: 0.5566, loss_sal: 0.0726, loss_video_cal: 0.0260, loss_layer_cal: 0.0161, loss: 0.6713, scale: 16384.0000 [2024-04-16 18:11:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_182.pth... [2024-04-16 18:11:17 INFO]: Validating... [2024-04-16 18:11:17 INFO]: Epoch (val) [182][1] loss_cls: 0.5311, loss_sal: 0.5998, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.1321, mAP: 0.7563, best_mAP: 0.8113 [2024-04-16 18:11:18 INFO]: Epoch [183][1/1] lr: 0.0005, eta: 0:04:05, time: 0.050, data_time: 0.343, memory: 1237, loss_cls: 0.5532, loss_sal: 0.1998, loss_video_cal: 0.0267, loss_layer_cal: 0.0208, loss: 0.8006, scale: 16384.0000 [2024-04-16 18:11:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_183.pth... [2024-04-16 18:11:18 INFO]: Validating... [2024-04-16 18:11:18 INFO]: Epoch (val) [183][1] loss_cls: 0.5277, loss_sal: 0.5971, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.1260, mAP: 0.7294, best_mAP: 0.8113 [2024-04-16 18:11:18 INFO]: Epoch [184][1/1] lr: 0.0005, eta: 0:04:04, time: 0.048, data_time: 0.342, memory: 1237, loss_cls: 0.5482, loss_sal: 0.0963, loss_video_cal: 0.0155, loss_layer_cal: 0.0200, loss: 0.6800, scale: 16384.0000 [2024-04-16 18:11:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_184.pth... [2024-04-16 18:11:19 INFO]: Validating... [2024-04-16 18:11:19 INFO]: Epoch (val) [184][1] loss_cls: 0.5247, loss_sal: 0.4268, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.9526, mAP: 0.7721, best_mAP: 0.8113 [2024-04-16 18:11:19 INFO]: Epoch [185][1/1] lr: 0.0005, eta: 0:04:03, time: 0.048, data_time: 0.335, memory: 1237, loss_cls: 0.5570, loss_sal: 0.1239, loss_video_cal: 0.0267, loss_layer_cal: 0.0269, loss: 0.7346, scale: 16384.0000 [2024-04-16 18:11:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_185.pth... [2024-04-16 18:11:19 INFO]: Validating... [2024-04-16 18:11:20 INFO]: Epoch (val) [185][1] loss_cls: 0.5222, loss_sal: 0.3424, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.8656, mAP: 0.5937, best_mAP: 0.8113 [2024-04-16 18:11:20 INFO]: Epoch [186][1/1] lr: 0.0005, eta: 0:04:02, time: 0.048, data_time: 0.332, memory: 1237, loss_cls: 0.5506, loss_sal: 0.1192, loss_video_cal: 0.0364, loss_layer_cal: 0.0175, loss: 0.7238, scale: 16384.0000 [2024-04-16 18:11:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_186.pth... [2024-04-16 18:11:20 INFO]: Validating... [2024-04-16 18:11:20 INFO]: Epoch (val) [186][1] loss_cls: 0.5221, loss_sal: 0.3280, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.8511, mAP: 0.5937, best_mAP: 0.8113 [2024-04-16 18:11:21 INFO]: Epoch [187][1/1] lr: 0.0005, eta: 0:04:01, time: 0.047, data_time: 0.337, memory: 1237, loss_cls: 0.5567, loss_sal: 0.0865, loss_video_cal: 0.0320, loss_layer_cal: 0.0329, loss: 0.7081, scale: 16384.0000 [2024-04-16 18:11:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_187.pth... [2024-04-16 18:11:21 INFO]: Validating... [2024-04-16 18:11:21 INFO]: Epoch (val) [187][1] loss_cls: 0.5247, loss_sal: 0.3898, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9153, mAP: 0.5718, best_mAP: 0.8113 [2024-04-16 18:11:21 INFO]: Epoch [188][1/1] lr: 0.0005, eta: 0:04:00, time: 0.051, data_time: 0.346, memory: 1237, loss_cls: 0.5556, loss_sal: 0.0687, loss_video_cal: 0.0308, loss_layer_cal: 0.0141, loss: 0.6693, scale: 16384.0000 [2024-04-16 18:11:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_188.pth... [2024-04-16 18:11:22 INFO]: Validating... [2024-04-16 18:11:22 INFO]: Epoch (val) [188][1] loss_cls: 0.5307, loss_sal: 0.6995, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.2309, mAP: 0.7520, best_mAP: 0.8113 [2024-04-16 18:11:22 INFO]: Epoch [189][1/1] lr: 0.0005, eta: 0:04:00, time: 0.050, data_time: 0.350, memory: 1237, loss_cls: 0.5535, loss_sal: 0.0966, loss_video_cal: 0.0276, loss_layer_cal: 0.0185, loss: 0.6962, scale: 16384.0000 [2024-04-16 18:11:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_189.pth... [2024-04-16 18:11:22 INFO]: Validating... [2024-04-16 18:11:23 INFO]: Epoch (val) [189][1] loss_cls: 0.5356, loss_sal: 0.9876, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.5239, mAP: 0.7486, best_mAP: 0.8113 [2024-04-16 18:11:23 INFO]: Epoch [190][1/1] lr: 0.0005, eta: 0:03:59, time: 0.052, data_time: 0.355, memory: 1237, loss_cls: 0.5617, loss_sal: 0.0666, loss_video_cal: 0.0236, loss_layer_cal: 0.0254, loss: 0.6772, scale: 16384.0000 [2024-04-16 18:11:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_190.pth... [2024-04-16 18:11:23 INFO]: Validating... [2024-04-16 18:11:23 INFO]: Epoch (val) [190][1] loss_cls: 0.5356, loss_sal: 0.8885, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.4248, mAP: 0.7517, best_mAP: 0.8113 [2024-04-16 18:11:24 INFO]: Epoch [191][1/1] lr: 0.0005, eta: 0:03:58, time: 0.053, data_time: 0.367, memory: 1237, loss_cls: 0.5572, loss_sal: 0.0610, loss_video_cal: 0.0351, loss_layer_cal: 0.0153, loss: 0.6687, scale: 16384.0000 [2024-04-16 18:11:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_191.pth... [2024-04-16 18:11:24 INFO]: Validating... [2024-04-16 18:11:24 INFO]: Epoch (val) [191][1] loss_cls: 0.5329, loss_sal: 0.6755, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2089, mAP: 0.7563, best_mAP: 0.8113 [2024-04-16 18:11:25 INFO]: Epoch [192][1/1] lr: 0.0005, eta: 0:03:57, time: 0.052, data_time: 0.363, memory: 1237, loss_cls: 0.5537, loss_sal: 0.0257, loss_video_cal: 0.0214, loss_layer_cal: 0.0247, loss: 0.6255, scale: 16384.0000 [2024-04-16 18:11:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_192.pth... [2024-04-16 18:11:25 INFO]: Validating... [2024-04-16 18:11:25 INFO]: Epoch (val) [192][1] loss_cls: 0.5314, loss_sal: 0.5030, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0349, mAP: 0.7812, best_mAP: 0.8113 [2024-04-16 18:11:25 INFO]: Epoch [193][1/1] lr: 0.0005, eta: 0:03:57, time: 0.050, data_time: 0.361, memory: 1237, loss_cls: 0.5522, loss_sal: 0.0236, loss_video_cal: 0.0311, loss_layer_cal: 0.0285, loss: 0.6354, scale: 16384.0000 [2024-04-16 18:11:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_193.pth... [2024-04-16 18:11:25 INFO]: Validating... [2024-04-16 18:11:26 INFO]: Epoch (val) [193][1] loss_cls: 0.5331, loss_sal: 0.4819, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0155, mAP: 0.7454, best_mAP: 0.8113 [2024-04-16 18:11:26 INFO]: Epoch [194][1/1] lr: 0.0005, eta: 0:03:56, time: 0.054, data_time: 0.372, memory: 1237, loss_cls: 0.5517, loss_sal: 0.1294, loss_video_cal: 0.0231, loss_layer_cal: 0.0285, loss: 0.7328, scale: 16384.0000 [2024-04-16 18:11:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_194.pth... [2024-04-16 18:11:26 INFO]: Validating... [2024-04-16 18:11:26 INFO]: Epoch (val) [194][1] loss_cls: 0.5382, loss_sal: 0.4745, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0132, mAP: 0.4888, best_mAP: 0.8113 [2024-04-16 18:11:27 INFO]: Epoch [195][1/1] lr: 0.0005, eta: 0:03:55, time: 0.055, data_time: 0.369, memory: 1237, loss_cls: 0.5525, loss_sal: 0.0853, loss_video_cal: 0.0378, loss_layer_cal: 0.0244, loss: 0.6999, scale: 16384.0000 [2024-04-16 18:11:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_195.pth... [2024-04-16 18:11:27 INFO]: Validating... [2024-04-16 18:11:27 INFO]: Epoch (val) [195][1] loss_cls: 0.5449, loss_sal: 0.4522, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.9976, mAP: 0.4888, best_mAP: 0.8113 [2024-04-16 18:11:28 INFO]: Epoch [196][1/1] lr: 0.0005, eta: 0:03:54, time: 0.053, data_time: 0.368, memory: 1237, loss_cls: 0.5549, loss_sal: 0.1698, loss_video_cal: 0.0296, loss_layer_cal: 0.0184, loss: 0.7727, scale: 16384.0000 [2024-04-16 18:11:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_196.pth... [2024-04-16 18:11:28 INFO]: Validating... [2024-04-16 18:11:28 INFO]: Epoch (val) [196][1] loss_cls: 0.5501, loss_sal: 0.4273, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.9779, mAP: 0.4910, best_mAP: 0.8113 [2024-04-16 18:11:28 INFO]: Epoch [197][1/1] lr: 0.0005, eta: 0:03:54, time: 0.054, data_time: 0.370, memory: 1237, loss_cls: 0.5614, loss_sal: 0.0843, loss_video_cal: 0.0332, loss_layer_cal: 0.0237, loss: 0.7025, scale: 16384.0000 [2024-04-16 18:11:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_197.pth... [2024-04-16 18:11:29 INFO]: Validating... [2024-04-16 18:11:29 INFO]: Epoch (val) [197][1] loss_cls: 0.5513, loss_sal: 0.3989, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.9507, mAP: 0.4910, best_mAP: 0.8113 [2024-04-16 18:11:29 INFO]: Epoch [198][1/1] lr: 0.0005, eta: 0:03:53, time: 0.053, data_time: 0.370, memory: 1237, loss_cls: 0.5608, loss_sal: 0.2439, loss_video_cal: 0.0330, loss_layer_cal: 0.0149, loss: 0.8526, scale: 16384.0000 [2024-04-16 18:11:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_198.pth... [2024-04-16 18:11:29 INFO]: Validating... [2024-04-16 18:11:30 INFO]: Epoch (val) [198][1] loss_cls: 0.5490, loss_sal: 0.3641, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.9136, mAP: 0.4803, best_mAP: 0.8113 [2024-04-16 18:11:30 INFO]: Epoch [199][1/1] lr: 0.0005, eta: 0:03:52, time: 0.055, data_time: 0.370, memory: 1237, loss_cls: 0.5587, loss_sal: 0.0291, loss_video_cal: 0.0128, loss_layer_cal: 0.0188, loss: 0.6194, scale: 16384.0000 [2024-04-16 18:11:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_199.pth... [2024-04-16 18:11:30 INFO]: Validating... [2024-04-16 18:11:30 INFO]: Epoch (val) [199][1] loss_cls: 0.5436, loss_sal: 0.3384, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.8824, mAP: 0.4834, best_mAP: 0.8113 [2024-04-16 18:11:31 INFO]: Epoch [200][1/1] lr: 0.0005, eta: 0:03:51, time: 0.054, data_time: 0.380, memory: 1237, loss_cls: 0.5541, loss_sal: 0.0842, loss_video_cal: 0.0285, loss_layer_cal: 0.0135, loss: 0.6804, scale: 16384.0000 [2024-04-16 18:11:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_200.pth... [2024-04-16 18:11:31 INFO]: Validating... [2024-04-16 18:11:31 INFO]: Epoch (val) [200][1] loss_cls: 0.5397, loss_sal: 0.2899, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.8300, mAP: 0.4794, best_mAP: 0.8113 [2024-04-16 18:11:32 INFO]: Epoch [201][1/1] lr: 0.0005, eta: 0:03:51, time: 0.054, data_time: 0.370, memory: 1237, loss_cls: 0.5517, loss_sal: 0.1320, loss_video_cal: 0.0241, loss_layer_cal: 0.0194, loss: 0.7272, scale: 16384.0000 [2024-04-16 18:11:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_201.pth... [2024-04-16 18:11:32 INFO]: Validating... [2024-04-16 18:11:32 INFO]: Epoch (val) [201][1] loss_cls: 0.5361, loss_sal: 0.2622, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.7987, mAP: 0.4794, best_mAP: 0.8113 [2024-04-16 18:11:32 INFO]: Epoch [202][1/1] lr: 0.0005, eta: 0:03:50, time: 0.053, data_time: 0.363, memory: 1237, loss_cls: 0.5525, loss_sal: 0.2248, loss_video_cal: 0.0204, loss_layer_cal: 0.0184, loss: 0.8160, scale: 16384.0000 [2024-04-16 18:11:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_202.pth... [2024-04-16 18:11:33 INFO]: Validating... [2024-04-16 18:11:33 INFO]: Epoch (val) [202][1] loss_cls: 0.5321, loss_sal: 0.2633, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.7959, mAP: 0.4762, best_mAP: 0.8113 [2024-04-16 18:11:33 INFO]: Epoch [203][1/1] lr: 0.0005, eta: 0:03:49, time: 0.054, data_time: 0.368, memory: 1237, loss_cls: 0.5501, loss_sal: 0.0377, loss_video_cal: 0.0318, loss_layer_cal: 0.0180, loss: 0.6377, scale: 16384.0000 [2024-04-16 18:11:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_203.pth... [2024-04-16 18:11:33 INFO]: Validating... [2024-04-16 18:11:34 INFO]: Epoch (val) [203][1] loss_cls: 0.5289, loss_sal: 0.2553, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.7847, mAP: 0.4813, best_mAP: 0.8113 [2024-04-16 18:11:34 INFO]: Epoch [204][1/1] lr: 0.0005, eta: 0:03:49, time: 0.053, data_time: 0.368, memory: 1237, loss_cls: 0.5505, loss_sal: 0.0904, loss_video_cal: 0.0188, loss_layer_cal: 0.0147, loss: 0.6745, scale: 16384.0000 [2024-04-16 18:11:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_204.pth... [2024-04-16 18:11:34 INFO]: Validating... [2024-04-16 18:11:34 INFO]: Epoch (val) [204][1] loss_cls: 0.5253, loss_sal: 0.2524, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.7782, mAP: 0.6918, best_mAP: 0.8113 [2024-04-16 18:11:35 INFO]: Epoch [205][1/1] lr: 0.0005, eta: 0:03:48, time: 0.053, data_time: 0.374, memory: 1237, loss_cls: 0.5512, loss_sal: 0.1310, loss_video_cal: 0.0195, loss_layer_cal: 0.0151, loss: 0.7168, scale: 16384.0000 [2024-04-16 18:11:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_205.pth... [2024-04-16 18:11:35 INFO]: Validating... [2024-04-16 18:11:35 INFO]: Epoch (val) [205][1] loss_cls: 0.5228, loss_sal: 0.2541, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.7774, mAP: 0.7068, best_mAP: 0.8113 [2024-04-16 18:11:36 INFO]: Epoch [206][1/1] lr: 0.0005, eta: 0:03:47, time: 0.054, data_time: 0.372, memory: 1237, loss_cls: 0.5565, loss_sal: 0.0542, loss_video_cal: 0.0270, loss_layer_cal: 0.0235, loss: 0.6611, scale: 16384.0000 [2024-04-16 18:11:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_206.pth... [2024-04-16 18:11:36 INFO]: Validating... [2024-04-16 18:11:36 INFO]: Epoch (val) [206][1] loss_cls: 0.5217, loss_sal: 0.2576, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.7798, mAP: 0.6896, best_mAP: 0.8113 [2024-04-16 18:11:36 INFO]: Epoch [207][1/1] lr: 0.0005, eta: 0:03:46, time: 0.051, data_time: 0.365, memory: 1237, loss_cls: 0.5505, loss_sal: 0.1527, loss_video_cal: 0.0380, loss_layer_cal: 0.0114, loss: 0.7525, scale: 16384.0000 [2024-04-16 18:11:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_207.pth... [2024-04-16 18:11:37 INFO]: Validating... [2024-04-16 18:11:37 INFO]: Epoch (val) [207][1] loss_cls: 0.5210, loss_sal: 0.2648, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.7863, mAP: 0.6649, best_mAP: 0.8113 [2024-04-16 18:11:37 INFO]: Epoch [208][1/1] lr: 0.0005, eta: 0:03:46, time: 0.052, data_time: 0.368, memory: 1237, loss_cls: 0.5499, loss_sal: 0.1211, loss_video_cal: 0.0278, loss_layer_cal: 0.0100, loss: 0.7087, scale: 16384.0000 [2024-04-16 18:11:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_208.pth... [2024-04-16 18:11:37 INFO]: Validating... [2024-04-16 18:11:38 INFO]: Epoch (val) [208][1] loss_cls: 0.5205, loss_sal: 0.2754, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.7963, mAP: 0.6649, best_mAP: 0.8113 [2024-04-16 18:11:38 INFO]: Epoch [209][1/1] lr: 0.0005, eta: 0:03:45, time: 0.051, data_time: 0.368, memory: 1237, loss_cls: 0.5497, loss_sal: 0.1398, loss_video_cal: 0.0176, loss_layer_cal: 0.0129, loss: 0.7200, scale: 16384.0000 [2024-04-16 18:11:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_209.pth... [2024-04-16 18:11:38 INFO]: Validating... [2024-04-16 18:11:38 INFO]: Epoch (val) [209][1] loss_cls: 0.5204, loss_sal: 0.2910, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.8118, mAP: 0.6967, best_mAP: 0.8113 [2024-04-16 18:11:39 INFO]: Epoch [210][1/1] lr: 0.0005, eta: 0:03:44, time: 0.051, data_time: 0.359, memory: 1237, loss_cls: 0.5494, loss_sal: 0.0264, loss_video_cal: 0.0151, loss_layer_cal: 0.0159, loss: 0.6068, scale: 16384.0000 [2024-04-16 18:11:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_210.pth... [2024-04-16 18:11:39 INFO]: Validating... [2024-04-16 18:11:39 INFO]: Epoch (val) [210][1] loss_cls: 0.5208, loss_sal: 0.3161, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.8373, mAP: 0.6735, best_mAP: 0.8113 [2024-04-16 18:11:40 INFO]: Epoch [211][1/1] lr: 0.0005, eta: 0:03:43, time: 0.050, data_time: 0.353, memory: 1237, loss_cls: 0.5498, loss_sal: 0.1028, loss_video_cal: 0.0232, loss_layer_cal: 0.0115, loss: 0.6874, scale: 16384.0000 [2024-04-16 18:11:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_211.pth... [2024-04-16 18:11:40 INFO]: Validating... [2024-04-16 18:11:40 INFO]: Epoch (val) [211][1] loss_cls: 0.5210, loss_sal: 0.3418, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.8631, mAP: 0.7176, best_mAP: 0.8113 [2024-04-16 18:11:40 INFO]: Epoch [212][1/1] lr: 0.0005, eta: 0:03:42, time: 0.051, data_time: 0.356, memory: 1237, loss_cls: 0.5507, loss_sal: 0.0697, loss_video_cal: 0.0229, loss_layer_cal: 0.0136, loss: 0.6570, scale: 16384.0000 [2024-04-16 18:11:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_212.pth... [2024-04-16 18:11:40 INFO]: Validating... [2024-04-16 18:11:41 INFO]: Epoch (val) [212][1] loss_cls: 0.5209, loss_sal: 0.3946, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9158, mAP: 0.7193, best_mAP: 0.8113 [2024-04-16 18:11:41 INFO]: Epoch [213][1/1] lr: 0.0005, eta: 0:03:42, time: 0.050, data_time: 0.349, memory: 1237, loss_cls: 0.5482, loss_sal: 0.0228, loss_video_cal: 0.0233, loss_layer_cal: 0.0123, loss: 0.6066, scale: 16384.0000 [2024-04-16 18:11:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_213.pth... [2024-04-16 18:11:41 INFO]: Validating... [2024-04-16 18:11:41 INFO]: Epoch (val) [213][1] loss_cls: 0.5208, loss_sal: 0.5117, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0327, mAP: 0.7309, best_mAP: 0.8113 [2024-04-16 18:11:42 INFO]: Epoch [214][1/1] lr: 0.0005, eta: 0:03:41, time: 0.051, data_time: 0.354, memory: 1237, loss_cls: 0.5486, loss_sal: 0.0272, loss_video_cal: 0.0250, loss_layer_cal: 0.0117, loss: 0.6125, scale: 16384.0000 [2024-04-16 18:11:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_214.pth... [2024-04-16 18:11:42 INFO]: Validating... [2024-04-16 18:11:42 INFO]: Epoch (val) [214][1] loss_cls: 0.5212, loss_sal: 0.6946, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2161, mAP: 0.7230, best_mAP: 0.8113 [2024-04-16 18:11:43 INFO]: Epoch [215][1/1] lr: 0.0005, eta: 0:03:40, time: 0.051, data_time: 0.358, memory: 1237, loss_cls: 0.5493, loss_sal: 0.0943, loss_video_cal: 0.0096, loss_layer_cal: 0.0114, loss: 0.6646, scale: 16384.0000 [2024-04-16 18:11:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_215.pth... [2024-04-16 18:11:43 INFO]: Validating... [2024-04-16 18:11:43 INFO]: Epoch (val) [215][1] loss_cls: 0.5238, loss_sal: 0.7479, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2720, mAP: 0.7490, best_mAP: 0.8113 [2024-04-16 18:11:43 INFO]: Epoch [216][1/1] lr: 0.0005, eta: 0:03:39, time: 0.052, data_time: 0.358, memory: 1237, loss_cls: 0.5509, loss_sal: 0.0161, loss_video_cal: 0.0243, loss_layer_cal: 0.0077, loss: 0.5991, scale: 16384.0000 [2024-04-16 18:11:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_216.pth... [2024-04-16 18:11:44 INFO]: Validating... [2024-04-16 18:11:44 INFO]: Epoch (val) [216][1] loss_cls: 0.5270, loss_sal: 0.6038, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1311, mAP: 0.7494, best_mAP: 0.8113 [2024-04-16 18:11:44 INFO]: Epoch [217][1/1] lr: 0.0005, eta: 0:03:39, time: 0.053, data_time: 0.358, memory: 1237, loss_cls: 0.5515, loss_sal: 0.0097, loss_video_cal: 0.0236, loss_layer_cal: 0.0142, loss: 0.5989, scale: 16384.0000 [2024-04-16 18:11:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_217.pth... [2024-04-16 18:11:44 INFO]: Validating... [2024-04-16 18:11:45 INFO]: Epoch (val) [217][1] loss_cls: 0.5305, loss_sal: 0.4707, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0015, mAP: 0.7494, best_mAP: 0.8113 [2024-04-16 18:11:45 INFO]: Epoch [218][1/1] lr: 0.0005, eta: 0:03:38, time: 0.050, data_time: 0.351, memory: 1237, loss_cls: 0.5512, loss_sal: 0.1129, loss_video_cal: 0.0263, loss_layer_cal: 0.0090, loss: 0.6994, scale: 16384.0000 [2024-04-16 18:11:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_218.pth... [2024-04-16 18:11:45 INFO]: Validating... [2024-04-16 18:11:45 INFO]: Epoch (val) [218][1] loss_cls: 0.5337, loss_sal: 0.4140, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9479, mAP: 0.7494, best_mAP: 0.8113 [2024-04-16 18:11:46 INFO]: Epoch [219][1/1] lr: 0.0005, eta: 0:03:37, time: 0.051, data_time: 0.359, memory: 1237, loss_cls: 0.5542, loss_sal: 0.0643, loss_video_cal: 0.0099, loss_layer_cal: 0.0091, loss: 0.6375, scale: 16384.0000 [2024-04-16 18:11:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_219.pth... [2024-04-16 18:11:46 INFO]: Validating... [2024-04-16 18:11:46 INFO]: Epoch (val) [219][1] loss_cls: 0.5349, loss_sal: 0.3942, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9294, mAP: 0.7494, best_mAP: 0.8113 [2024-04-16 18:11:47 INFO]: Epoch [220][1/1] lr: 0.0005, eta: 0:03:36, time: 0.053, data_time: 0.371, memory: 1237, loss_cls: 0.5567, loss_sal: 0.0642, loss_video_cal: 0.0260, loss_layer_cal: 0.0258, loss: 0.6727, scale: 16384.0000 [2024-04-16 18:11:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_220.pth... [2024-04-16 18:11:47 INFO]: Validating... [2024-04-16 18:11:47 INFO]: Epoch (val) [220][1] loss_cls: 0.5332, loss_sal: 0.3875, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9209, mAP: 0.7473, best_mAP: 0.8113 [2024-04-16 18:11:47 INFO]: Epoch [221][1/1] lr: 0.0005, eta: 0:03:35, time: 0.054, data_time: 0.376, memory: 1237, loss_cls: 0.5517, loss_sal: 0.1425, loss_video_cal: 0.0449, loss_layer_cal: 0.0163, loss: 0.7554, scale: 16384.0000 [2024-04-16 18:11:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_221.pth... [2024-04-16 18:11:47 INFO]: Validating... [2024-04-16 18:11:48 INFO]: Epoch (val) [221][1] loss_cls: 0.5308, loss_sal: 0.3811, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9121, mAP: 0.7510, best_mAP: 0.8113 [2024-04-16 18:11:48 INFO]: Epoch [222][1/1] lr: 0.0005, eta: 0:03:35, time: 0.056, data_time: 0.376, memory: 1237, loss_cls: 0.5528, loss_sal: 0.0990, loss_video_cal: 0.0143, loss_layer_cal: 0.0127, loss: 0.6788, scale: 16384.0000 [2024-04-16 18:11:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_222.pth... [2024-04-16 18:11:48 INFO]: Validating... [2024-04-16 18:11:49 INFO]: Epoch (val) [222][1] loss_cls: 0.5281, loss_sal: 0.3922, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9205, mAP: 0.7904, best_mAP: 0.8113 [2024-04-16 18:11:49 INFO]: Epoch [223][1/1] lr: 0.0005, eta: 0:03:34, time: 0.052, data_time: 0.366, memory: 1237, loss_cls: 0.5601, loss_sal: 0.1117, loss_video_cal: 0.0162, loss_layer_cal: 0.0132, loss: 0.7011, scale: 16384.0000 [2024-04-16 18:11:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_223.pth... [2024-04-16 18:11:49 INFO]: Validating... [2024-04-16 18:11:49 INFO]: Epoch (val) [223][1] loss_cls: 0.5255, loss_sal: 0.4234, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9491, mAP: 0.7925, best_mAP: 0.8113 [2024-04-16 18:11:50 INFO]: Epoch [224][1/1] lr: 0.0005, eta: 0:03:33, time: 0.054, data_time: 0.374, memory: 1237, loss_cls: 0.5485, loss_sal: 0.0485, loss_video_cal: 0.0150, loss_layer_cal: 0.0093, loss: 0.6212, scale: 16384.0000 [2024-04-16 18:11:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_224.pth... [2024-04-16 18:11:50 INFO]: Validating... [2024-04-16 18:11:50 INFO]: Epoch (val) [224][1] loss_cls: 0.5239, loss_sal: 0.4593, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9833, mAP: 0.7925, best_mAP: 0.8113 [2024-04-16 18:11:51 INFO]: Epoch [225][1/1] lr: 0.0005, eta: 0:03:33, time: 0.056, data_time: 0.380, memory: 1237, loss_cls: 0.5501, loss_sal: 0.1612, loss_video_cal: 0.0377, loss_layer_cal: 0.0279, loss: 0.7769, scale: 16384.0000 [2024-04-16 18:11:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_225.pth... [2024-04-16 18:11:51 INFO]: Validating... [2024-04-16 18:11:51 INFO]: Epoch (val) [225][1] loss_cls: 0.5214, loss_sal: 0.3922, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9137, mAP: 0.6958, best_mAP: 0.8113 [2024-04-16 18:11:51 INFO]: Epoch [226][1/1] lr: 0.0005, eta: 0:03:32, time: 0.056, data_time: 0.386, memory: 1237, loss_cls: 0.5472, loss_sal: 0.0363, loss_video_cal: 0.0267, loss_layer_cal: 0.0082, loss: 0.6185, scale: 16384.0000 [2024-04-16 18:11:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_226.pth... [2024-04-16 18:11:52 INFO]: Validating... [2024-04-16 18:11:52 INFO]: Epoch (val) [226][1] loss_cls: 0.5231, loss_sal: 0.3337, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8569, mAP: 0.6542, best_mAP: 0.8113 [2024-04-16 18:11:52 INFO]: Epoch [227][1/1] lr: 0.0005, eta: 0:03:31, time: 0.057, data_time: 0.384, memory: 1237, loss_cls: 0.5486, loss_sal: 0.0343, loss_video_cal: 0.0231, loss_layer_cal: 0.0108, loss: 0.6168, scale: 16384.0000 [2024-04-16 18:11:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_227.pth... [2024-04-16 18:11:52 INFO]: Validating... [2024-04-16 18:11:53 INFO]: Epoch (val) [227][1] loss_cls: 0.5284, loss_sal: 0.3235, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8520, mAP: 0.6569, best_mAP: 0.8113 [2024-04-16 18:11:53 INFO]: Epoch [228][1/1] lr: 0.0005, eta: 0:03:30, time: 0.056, data_time: 0.378, memory: 1237, loss_cls: 0.5525, loss_sal: 0.1157, loss_video_cal: 0.0113, loss_layer_cal: 0.0115, loss: 0.6911, scale: 16384.0000 [2024-04-16 18:11:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_228.pth... [2024-04-16 18:11:53 INFO]: Validating... [2024-04-16 18:11:53 INFO]: Epoch (val) [228][1] loss_cls: 0.5314, loss_sal: 0.3261, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8576, mAP: 0.7370, best_mAP: 0.8113 [2024-04-16 18:11:54 INFO]: Epoch [229][1/1] lr: 0.0005, eta: 0:03:30, time: 0.057, data_time: 0.385, memory: 1237, loss_cls: 0.5496, loss_sal: 0.1025, loss_video_cal: 0.0376, loss_layer_cal: 0.0160, loss: 0.7057, scale: 16384.0000 [2024-04-16 18:11:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_229.pth... [2024-04-16 18:11:54 INFO]: Validating... [2024-04-16 18:11:54 INFO]: Epoch (val) [229][1] loss_cls: 0.5308, loss_sal: 0.3283, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8593, mAP: 0.7081, best_mAP: 0.8113 [2024-04-16 18:11:55 INFO]: Epoch [230][1/1] lr: 0.0005, eta: 0:03:29, time: 0.056, data_time: 0.377, memory: 1237, loss_cls: 0.5499, loss_sal: 0.1133, loss_video_cal: 0.0120, loss_layer_cal: 0.0211, loss: 0.6963, scale: 16384.0000 [2024-04-16 18:11:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_230.pth... [2024-04-16 18:11:55 INFO]: Validating... [2024-04-16 18:11:55 INFO]: Epoch (val) [230][1] loss_cls: 0.5285, loss_sal: 0.3280, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8566, mAP: 0.7081, best_mAP: 0.8113 [2024-04-16 18:11:56 INFO]: Epoch [231][1/1] lr: 0.0005, eta: 0:03:28, time: 0.057, data_time: 0.382, memory: 1237, loss_cls: 0.5523, loss_sal: 0.0503, loss_video_cal: 0.0136, loss_layer_cal: 0.0177, loss: 0.6340, scale: 16384.0000 [2024-04-16 18:11:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_231.pth... [2024-04-16 18:11:56 INFO]: Validating... [2024-04-16 18:11:56 INFO]: Epoch (val) [231][1] loss_cls: 0.5265, loss_sal: 0.3283, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8550, mAP: 0.6838, best_mAP: 0.8113 [2024-04-16 18:11:56 INFO]: Epoch [232][1/1] lr: 0.0005, eta: 0:03:28, time: 0.054, data_time: 0.381, memory: 1237, loss_cls: 0.5537, loss_sal: 0.0810, loss_video_cal: 0.0139, loss_layer_cal: 0.0108, loss: 0.6594, scale: 16384.0000 [2024-04-16 18:11:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_232.pth... [2024-04-16 18:11:56 INFO]: Validating... [2024-04-16 18:11:57 INFO]: Epoch (val) [232][1] loss_cls: 0.5249, loss_sal: 0.3297, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8548, mAP: 0.6581, best_mAP: 0.8113 [2024-04-16 18:11:57 INFO]: Epoch [233][1/1] lr: 0.0005, eta: 0:03:27, time: 0.056, data_time: 0.388, memory: 1237, loss_cls: 0.5499, loss_sal: 0.0295, loss_video_cal: 0.0120, loss_layer_cal: 0.0157, loss: 0.6071, scale: 16384.0000 [2024-04-16 18:11:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_233.pth... [2024-04-16 18:11:57 INFO]: Validating... [2024-04-16 18:11:58 INFO]: Epoch (val) [233][1] loss_cls: 0.5245, loss_sal: 0.3343, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8589, mAP: 0.6401, best_mAP: 0.8113 [2024-04-16 18:11:58 INFO]: Epoch [234][1/1] lr: 0.0005, eta: 0:03:26, time: 0.056, data_time: 0.383, memory: 1237, loss_cls: 0.5504, loss_sal: 0.0515, loss_video_cal: 0.0189, loss_layer_cal: 0.0072, loss: 0.6280, scale: 16384.0000 [2024-04-16 18:11:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_234.pth... [2024-04-16 18:11:58 INFO]: Validating... [2024-04-16 18:11:58 INFO]: Epoch (val) [234][1] loss_cls: 0.5227, loss_sal: 0.3541, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8769, mAP: 0.6414, best_mAP: 0.8113 [2024-04-16 18:11:59 INFO]: Epoch [235][1/1] lr: 0.0005, eta: 0:03:25, time: 0.054, data_time: 0.382, memory: 1237, loss_cls: 0.5502, loss_sal: 0.0815, loss_video_cal: 0.0256, loss_layer_cal: 0.0158, loss: 0.6731, scale: 16384.0000 [2024-04-16 18:11:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_235.pth... [2024-04-16 18:11:59 INFO]: Validating... [2024-04-16 18:11:59 INFO]: Epoch (val) [235][1] loss_cls: 0.5207, loss_sal: 0.4092, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9301, mAP: 0.6120, best_mAP: 0.8113 [2024-04-16 18:12:00 INFO]: Epoch [236][1/1] lr: 0.0005, eta: 0:03:25, time: 0.055, data_time: 0.379, memory: 1237, loss_cls: 0.5517, loss_sal: 0.0683, loss_video_cal: 0.0234, loss_layer_cal: 0.0139, loss: 0.6572, scale: 16384.0000 [2024-04-16 18:12:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_236.pth... [2024-04-16 18:12:00 INFO]: Validating... [2024-04-16 18:12:00 INFO]: Epoch (val) [236][1] loss_cls: 0.5214, loss_sal: 0.4979, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0194, mAP: 0.6135, best_mAP: 0.8113 [2024-04-16 18:12:00 INFO]: Epoch [237][1/1] lr: 0.0005, eta: 0:03:24, time: 0.054, data_time: 0.383, memory: 1237, loss_cls: 0.5508, loss_sal: 0.1035, loss_video_cal: 0.0119, loss_layer_cal: 0.0071, loss: 0.6733, scale: 16384.0000 [2024-04-16 18:12:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_237.pth... [2024-04-16 18:12:01 INFO]: Validating... [2024-04-16 18:12:01 INFO]: Epoch (val) [237][1] loss_cls: 0.5251, loss_sal: 0.5450, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0703, mAP: 0.6135, best_mAP: 0.8113 [2024-04-16 18:12:01 INFO]: Epoch [238][1/1] lr: 0.0005, eta: 0:03:23, time: 0.054, data_time: 0.370, memory: 1237, loss_cls: 0.5486, loss_sal: 0.0292, loss_video_cal: 0.0139, loss_layer_cal: 0.0085, loss: 0.6001, scale: 16384.0000 [2024-04-16 18:12:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_238.pth... [2024-04-16 18:12:01 INFO]: Validating... [2024-04-16 18:12:02 INFO]: Epoch (val) [238][1] loss_cls: 0.5303, loss_sal: 0.6025, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1330, mAP: 0.6449, best_mAP: 0.8113 [2024-04-16 18:12:02 INFO]: Epoch [239][1/1] lr: 0.0005, eta: 0:03:22, time: 0.053, data_time: 0.365, memory: 1237, loss_cls: 0.5504, loss_sal: 0.1823, loss_video_cal: 0.0213, loss_layer_cal: 0.0128, loss: 0.7668, scale: 16384.0000 [2024-04-16 18:12:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_239.pth... [2024-04-16 18:12:02 INFO]: Validating... [2024-04-16 18:12:02 INFO]: Epoch (val) [239][1] loss_cls: 0.5390, loss_sal: 0.5926, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1318, mAP: 0.6319, best_mAP: 0.8113 [2024-04-16 18:12:03 INFO]: Epoch [240][1/1] lr: 0.0005, eta: 0:03:22, time: 0.054, data_time: 0.367, memory: 1237, loss_cls: 0.5522, loss_sal: 0.0250, loss_video_cal: 0.0129, loss_layer_cal: 0.0056, loss: 0.5957, scale: 16384.0000 [2024-04-16 18:12:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_240.pth... [2024-04-16 18:12:03 INFO]: Validating... [2024-04-16 18:12:03 INFO]: Epoch (val) [240][1] loss_cls: 0.5462, loss_sal: 0.5667, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1131, mAP: 0.4356, best_mAP: 0.8113 [2024-04-16 18:12:04 INFO]: Epoch [241][1/1] lr: 0.0005, eta: 0:03:21, time: 0.053, data_time: 0.369, memory: 1237, loss_cls: 0.5534, loss_sal: 0.0610, loss_video_cal: 0.0137, loss_layer_cal: 0.0068, loss: 0.6350, scale: 16384.0000 [2024-04-16 18:12:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_241.pth... [2024-04-16 18:12:04 INFO]: Validating... [2024-04-16 18:12:04 INFO]: Epoch (val) [241][1] loss_cls: 0.5493, loss_sal: 0.5157, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0652, mAP: 0.4253, best_mAP: 0.8113 [2024-04-16 18:12:04 INFO]: Epoch [242][1/1] lr: 0.0005, eta: 0:03:20, time: 0.053, data_time: 0.378, memory: 1237, loss_cls: 0.5571, loss_sal: 0.0419, loss_video_cal: 0.0172, loss_layer_cal: 0.0102, loss: 0.6264, scale: 16384.0000 [2024-04-16 18:12:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_242.pth... [2024-04-16 18:12:05 INFO]: Validating... [2024-04-16 18:12:05 INFO]: Epoch (val) [242][1] loss_cls: 0.5477, loss_sal: 0.4832, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0311, mAP: 0.4356, best_mAP: 0.8113 [2024-04-16 18:12:05 INFO]: Epoch [243][1/1] lr: 0.0005, eta: 0:03:19, time: 0.053, data_time: 0.375, memory: 1237, loss_cls: 0.5559, loss_sal: 0.0410, loss_video_cal: 0.0170, loss_layer_cal: 0.0108, loss: 0.6248, scale: 16384.0000 [2024-04-16 18:12:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_243.pth... [2024-04-16 18:12:05 INFO]: Validating... [2024-04-16 18:12:06 INFO]: Epoch (val) [243][1] loss_cls: 0.5425, loss_sal: 0.4529, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9955, mAP: 0.4356, best_mAP: 0.8113 [2024-04-16 18:12:06 INFO]: Epoch [244][1/1] lr: 0.0005, eta: 0:03:19, time: 0.053, data_time: 0.370, memory: 1237, loss_cls: 0.5538, loss_sal: 0.0395, loss_video_cal: 0.0197, loss_layer_cal: 0.0118, loss: 0.6249, scale: 16384.0000 [2024-04-16 18:12:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_244.pth... [2024-04-16 18:12:06 INFO]: Validating... [2024-04-16 18:12:06 INFO]: Epoch (val) [244][1] loss_cls: 0.5362, loss_sal: 0.4139, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9502, mAP: 0.4548, best_mAP: 0.8113 [2024-04-16 18:12:07 INFO]: Epoch [245][1/1] lr: 0.0005, eta: 0:03:18, time: 0.051, data_time: 0.363, memory: 1237, loss_cls: 0.5504, loss_sal: 0.0562, loss_video_cal: 0.0163, loss_layer_cal: 0.0113, loss: 0.6342, scale: 16384.0000 [2024-04-16 18:12:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_245.pth... [2024-04-16 18:12:07 INFO]: Validating... [2024-04-16 18:12:07 INFO]: Epoch (val) [245][1] loss_cls: 0.5311, loss_sal: 0.3915, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9227, mAP: 0.4754, best_mAP: 0.8113 [2024-04-16 18:12:08 INFO]: Epoch [246][1/1] lr: 0.0005, eta: 0:03:17, time: 0.053, data_time: 0.361, memory: 1237, loss_cls: 0.5498, loss_sal: 0.0303, loss_video_cal: 0.0175, loss_layer_cal: 0.0165, loss: 0.6141, scale: 16384.0000 [2024-04-16 18:12:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_246.pth... [2024-04-16 18:12:08 INFO]: Validating... [2024-04-16 18:12:08 INFO]: Epoch (val) [246][1] loss_cls: 0.5272, loss_sal: 0.3760, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9033, mAP: 0.4754, best_mAP: 0.8113 [2024-04-16 18:12:08 INFO]: Epoch [247][1/1] lr: 0.0005, eta: 0:03:16, time: 0.050, data_time: 0.357, memory: 1237, loss_cls: 0.5526, loss_sal: 0.0509, loss_video_cal: 0.0182, loss_layer_cal: 0.0161, loss: 0.6378, scale: 16384.0000 [2024-04-16 18:12:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_247.pth... [2024-04-16 18:12:09 INFO]: Validating... [2024-04-16 18:12:09 INFO]: Epoch (val) [247][1] loss_cls: 0.5253, loss_sal: 0.3593, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8848, mAP: 0.5026, best_mAP: 0.8113 [2024-04-16 18:12:09 INFO]: Epoch [248][1/1] lr: 0.0005, eta: 0:03:16, time: 0.054, data_time: 0.356, memory: 1237, loss_cls: 0.5550, loss_sal: 0.0687, loss_video_cal: 0.0271, loss_layer_cal: 0.0089, loss: 0.6596, scale: 16384.0000 [2024-04-16 18:12:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_248.pth... [2024-04-16 18:12:09 INFO]: Validating... [2024-04-16 18:12:10 INFO]: Epoch (val) [248][1] loss_cls: 0.5262, loss_sal: 0.3192, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8456, mAP: 0.4807, best_mAP: 0.8113 [2024-04-16 18:12:10 INFO]: Epoch [249][1/1] lr: 0.0005, eta: 0:03:15, time: 0.051, data_time: 0.364, memory: 1237, loss_cls: 0.5544, loss_sal: 0.0884, loss_video_cal: 0.0191, loss_layer_cal: 0.0064, loss: 0.6682, scale: 16384.0000 [2024-04-16 18:12:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_249.pth... [2024-04-16 18:12:10 INFO]: Validating... [2024-04-16 18:12:10 INFO]: Epoch (val) [249][1] loss_cls: 0.5294, loss_sal: 0.3057, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8352, mAP: 0.4608, best_mAP: 0.8113 [2024-04-16 18:12:11 INFO]: Epoch [250][1/1] lr: 0.0005, eta: 0:03:14, time: 0.052, data_time: 0.357, memory: 1237, loss_cls: 0.5508, loss_sal: 0.0854, loss_video_cal: 0.0250, loss_layer_cal: 0.0157, loss: 0.6769, scale: 16384.0000 [2024-04-16 18:12:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_250.pth... [2024-04-16 18:12:11 INFO]: Validating... [2024-04-16 18:12:11 INFO]: Epoch (val) [250][1] loss_cls: 0.5331, loss_sal: 0.3071, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8403, mAP: 0.5918, best_mAP: 0.8113 [2024-04-16 18:12:12 INFO]: Epoch [251][1/1] lr: 0.0005, eta: 0:03:13, time: 0.053, data_time: 0.357, memory: 1237, loss_cls: 0.5492, loss_sal: 0.0619, loss_video_cal: 0.0102, loss_layer_cal: 0.0062, loss: 0.6275, scale: 16384.0000 [2024-04-16 18:12:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_251.pth... [2024-04-16 18:12:12 INFO]: Validating... [2024-04-16 18:12:12 INFO]: Epoch (val) [251][1] loss_cls: 0.5362, loss_sal: 0.3085, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8449, mAP: 0.6392, best_mAP: 0.8113 [2024-04-16 18:12:12 INFO]: Epoch [252][1/1] lr: 0.0005, eta: 0:03:12, time: 0.054, data_time: 0.357, memory: 1237, loss_cls: 0.5491, loss_sal: 0.0235, loss_video_cal: 0.0109, loss_layer_cal: 0.0121, loss: 0.5956, scale: 16384.0000 [2024-04-16 18:12:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_252.pth... [2024-04-16 18:12:12 INFO]: Validating... [2024-04-16 18:12:13 INFO]: Epoch (val) [252][1] loss_cls: 0.5388, loss_sal: 0.3081, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8470, mAP: 0.6267, best_mAP: 0.8113 [2024-04-16 18:12:13 INFO]: Epoch [253][1/1] lr: 0.0005, eta: 0:03:12, time: 0.053, data_time: 0.369, memory: 1237, loss_cls: 0.5493, loss_sal: 0.0601, loss_video_cal: 0.0099, loss_layer_cal: 0.0135, loss: 0.6328, scale: 16384.0000 [2024-04-16 18:12:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_253.pth... [2024-04-16 18:12:13 INFO]: Validating... [2024-04-16 18:12:14 INFO]: Epoch (val) [253][1] loss_cls: 0.5394, loss_sal: 0.3038, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8434, mAP: 0.6220, best_mAP: 0.8113 [2024-04-16 18:12:14 INFO]: Epoch [254][1/1] lr: 0.0005, eta: 0:03:11, time: 0.051, data_time: 0.355, memory: 1237, loss_cls: 0.5480, loss_sal: 0.0574, loss_video_cal: 0.0131, loss_layer_cal: 0.0088, loss: 0.6272, scale: 16384.0000 [2024-04-16 18:12:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_254.pth... [2024-04-16 18:12:14 INFO]: Validating... [2024-04-16 18:12:14 INFO]: Epoch (val) [254][1] loss_cls: 0.5386, loss_sal: 0.3018, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8405, mAP: 0.6330, best_mAP: 0.8113 [2024-04-16 18:12:15 INFO]: Epoch [255][1/1] lr: 0.0005, eta: 0:03:10, time: 0.051, data_time: 0.357, memory: 1237, loss_cls: 0.5486, loss_sal: 0.0376, loss_video_cal: 0.0309, loss_layer_cal: 0.0134, loss: 0.6306, scale: 16384.0000 [2024-04-16 18:12:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_255.pth... [2024-04-16 18:12:15 INFO]: Validating... [2024-04-16 18:12:15 INFO]: Epoch (val) [255][1] loss_cls: 0.5354, loss_sal: 0.3090, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8446, mAP: 0.6435, best_mAP: 0.8113 [2024-04-16 18:12:15 INFO]: Epoch [256][1/1] lr: 0.0005, eta: 0:03:09, time: 0.052, data_time: 0.350, memory: 1237, loss_cls: 0.5507, loss_sal: 0.0834, loss_video_cal: 0.0167, loss_layer_cal: 0.0093, loss: 0.6601, scale: 16384.0000 [2024-04-16 18:12:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_256.pth... [2024-04-16 18:12:16 INFO]: Validating... [2024-04-16 18:12:16 INFO]: Epoch (val) [256][1] loss_cls: 0.5356, loss_sal: 0.3002, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8360, mAP: 0.6351, best_mAP: 0.8113 [2024-04-16 18:12:16 INFO]: Epoch [257][1/1] lr: 0.0005, eta: 0:03:09, time: 0.052, data_time: 0.356, memory: 1237, loss_cls: 0.5491, loss_sal: 0.0524, loss_video_cal: 0.0095, loss_layer_cal: 0.0080, loss: 0.6191, scale: 16384.0000 [2024-04-16 18:12:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_257.pth... [2024-04-16 18:12:16 INFO]: Validating... [2024-04-16 18:12:17 INFO]: Epoch (val) [257][1] loss_cls: 0.5364, loss_sal: 0.2874, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8239, mAP: 0.5602, best_mAP: 0.8113 [2024-04-16 18:12:17 INFO]: Epoch [258][1/1] lr: 0.0005, eta: 0:03:08, time: 0.051, data_time: 0.352, memory: 1237, loss_cls: 0.5504, loss_sal: 0.0306, loss_video_cal: 0.0068, loss_layer_cal: 0.0194, loss: 0.6071, scale: 16384.0000 [2024-04-16 18:12:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_258.pth... [2024-04-16 18:12:17 INFO]: Validating... [2024-04-16 18:12:17 INFO]: Epoch (val) [258][1] loss_cls: 0.5359, loss_sal: 0.2744, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8104, mAP: 0.5379, best_mAP: 0.8113 [2024-04-16 18:12:18 INFO]: Epoch [259][1/1] lr: 0.0005, eta: 0:03:07, time: 0.052, data_time: 0.354, memory: 1237, loss_cls: 0.5502, loss_sal: 0.0468, loss_video_cal: 0.0143, loss_layer_cal: 0.0066, loss: 0.6179, scale: 16384.0000 [2024-04-16 18:12:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_259.pth... [2024-04-16 18:12:18 INFO]: Validating... [2024-04-16 18:12:18 INFO]: Epoch (val) [259][1] loss_cls: 0.5329, loss_sal: 0.2647, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.7977, mAP: 0.6900, best_mAP: 0.8113 [2024-04-16 18:12:19 INFO]: Epoch [260][1/1] lr: 0.0005, eta: 0:03:06, time: 0.052, data_time: 0.358, memory: 1237, loss_cls: 0.5512, loss_sal: 0.0615, loss_video_cal: 0.0183, loss_layer_cal: 0.0121, loss: 0.6432, scale: 16384.0000 [2024-04-16 18:12:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_260.pth... [2024-04-16 18:12:19 INFO]: Validating... [2024-04-16 18:12:19 INFO]: Epoch (val) [260][1] loss_cls: 0.5290, loss_sal: 0.2556, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.7847, mAP: 0.7253, best_mAP: 0.8113 [2024-04-16 18:12:19 INFO]: Epoch [261][1/1] lr: 0.0005, eta: 0:03:05, time: 0.053, data_time: 0.370, memory: 1237, loss_cls: 0.5491, loss_sal: 0.0765, loss_video_cal: 0.0183, loss_layer_cal: 0.0120, loss: 0.6559, scale: 16384.0000 [2024-04-16 18:12:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_261.pth... [2024-04-16 18:12:19 INFO]: Validating... [2024-04-16 18:12:20 INFO]: Epoch (val) [261][1] loss_cls: 0.5256, loss_sal: 0.2488, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.7745, mAP: 0.7522, best_mAP: 0.8113 [2024-04-16 18:12:20 INFO]: Epoch [262][1/1] lr: 0.0005, eta: 0:03:05, time: 0.053, data_time: 0.368, memory: 1237, loss_cls: 0.5507, loss_sal: 0.0599, loss_video_cal: 0.0131, loss_layer_cal: 0.0041, loss: 0.6278, scale: 16384.0000 [2024-04-16 18:12:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_262.pth... [2024-04-16 18:12:20 INFO]: Validating... [2024-04-16 18:12:21 INFO]: Epoch (val) [262][1] loss_cls: 0.5243, loss_sal: 0.2431, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.7675, mAP: 0.7497, best_mAP: 0.8113 [2024-04-16 18:12:21 INFO]: Epoch [263][1/1] lr: 0.0005, eta: 0:03:04, time: 0.054, data_time: 0.373, memory: 1237, loss_cls: 0.5509, loss_sal: 0.0356, loss_video_cal: 0.0072, loss_layer_cal: 0.0111, loss: 0.6048, scale: 16384.0000 [2024-04-16 18:12:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_263.pth... [2024-04-16 18:12:21 INFO]: Validating... [2024-04-16 18:12:21 INFO]: Epoch (val) [263][1] loss_cls: 0.5244, loss_sal: 0.2399, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.7645, mAP: 0.7497, best_mAP: 0.8113 [2024-04-16 18:12:22 INFO]: Epoch [264][1/1] lr: 0.0005, eta: 0:03:03, time: 0.055, data_time: 0.372, memory: 1237, loss_cls: 0.5523, loss_sal: 0.2093, loss_video_cal: 0.0211, loss_layer_cal: 0.0124, loss: 0.7951, scale: 16384.0000 [2024-04-16 18:12:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_264.pth... [2024-04-16 18:12:22 INFO]: Validating... [2024-04-16 18:12:22 INFO]: Epoch (val) [264][1] loss_cls: 0.5247, loss_sal: 0.2341, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.7589, mAP: 0.7380, best_mAP: 0.8113 [2024-04-16 18:12:23 INFO]: Epoch [265][1/1] lr: 0.0005, eta: 0:03:02, time: 0.056, data_time: 0.378, memory: 1237, loss_cls: 0.5505, loss_sal: 0.0893, loss_video_cal: 0.0108, loss_layer_cal: 0.0062, loss: 0.6568, scale: 16384.0000 [2024-04-16 18:12:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_265.pth... [2024-04-16 18:12:23 INFO]: Validating... [2024-04-16 18:12:23 INFO]: Epoch (val) [265][1] loss_cls: 0.5252, loss_sal: 0.2316, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.7569, mAP: 0.7254, best_mAP: 0.8113 [2024-04-16 18:12:23 INFO]: Epoch [266][1/1] lr: 0.0005, eta: 0:03:02, time: 0.053, data_time: 0.383, memory: 1237, loss_cls: 0.5503, loss_sal: 0.0919, loss_video_cal: 0.0219, loss_layer_cal: 0.0075, loss: 0.6716, scale: 16384.0000 [2024-04-16 18:12:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_266.pth... [2024-04-16 18:12:23 INFO]: Validating... [2024-04-16 18:12:24 INFO]: Epoch (val) [266][1] loss_cls: 0.5260, loss_sal: 0.2312, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.7573, mAP: 0.7121, best_mAP: 0.8113 [2024-04-16 18:12:24 INFO]: Epoch [267][1/1] lr: 0.0005, eta: 0:03:01, time: 0.054, data_time: 0.373, memory: 1237, loss_cls: 0.5496, loss_sal: 0.0495, loss_video_cal: 0.0209, loss_layer_cal: 0.0051, loss: 0.6251, scale: 16384.0000 [2024-04-16 18:12:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_267.pth... [2024-04-16 18:12:24 INFO]: Validating... [2024-04-16 18:12:25 INFO]: Epoch (val) [267][1] loss_cls: 0.5273, loss_sal: 0.2359, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.7632, mAP: 0.7121, best_mAP: 0.8113 [2024-04-16 18:12:25 INFO]: Epoch [268][1/1] lr: 0.0005, eta: 0:03:00, time: 0.055, data_time: 0.381, memory: 1237, loss_cls: 0.5502, loss_sal: 0.0804, loss_video_cal: 0.0267, loss_layer_cal: 0.0075, loss: 0.6647, scale: 16384.0000 [2024-04-16 18:12:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_268.pth... [2024-04-16 18:12:25 INFO]: Validating... [2024-04-16 18:12:25 INFO]: Epoch (val) [268][1] loss_cls: 0.5285, loss_sal: 0.2450, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.7736, mAP: 0.7121, best_mAP: 0.8113 [2024-04-16 18:12:26 INFO]: Epoch [269][1/1] lr: 0.0005, eta: 0:02:59, time: 0.054, data_time: 0.376, memory: 1237, loss_cls: 0.5508, loss_sal: 0.0388, loss_video_cal: 0.0190, loss_layer_cal: 0.0090, loss: 0.6176, scale: 16384.0000 [2024-04-16 18:12:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_269.pth... [2024-04-16 18:12:26 INFO]: Validating... [2024-04-16 18:12:26 INFO]: Epoch (val) [269][1] loss_cls: 0.5289, loss_sal: 0.2629, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.7919, mAP: 0.7159, best_mAP: 0.8113 [2024-04-16 18:12:27 INFO]: Epoch [270][1/1] lr: 0.0005, eta: 0:02:59, time: 0.054, data_time: 0.368, memory: 1237, loss_cls: 0.5509, loss_sal: 0.1117, loss_video_cal: 0.0109, loss_layer_cal: 0.0072, loss: 0.6807, scale: 16384.0000 [2024-04-16 18:12:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_270.pth... [2024-04-16 18:12:27 INFO]: Validating... [2024-04-16 18:12:27 INFO]: Epoch (val) [270][1] loss_cls: 0.5287, loss_sal: 0.3128, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8416, mAP: 0.6878, best_mAP: 0.8113 [2024-04-16 18:12:27 INFO]: Epoch [271][1/1] lr: 0.0005, eta: 0:02:58, time: 0.053, data_time: 0.369, memory: 1237, loss_cls: 0.5491, loss_sal: 0.0595, loss_video_cal: 0.0119, loss_layer_cal: 0.0088, loss: 0.6293, scale: 16384.0000 [2024-04-16 18:12:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_271.pth... [2024-04-16 18:12:28 INFO]: Validating... [2024-04-16 18:12:28 INFO]: Epoch (val) [271][1] loss_cls: 0.5281, loss_sal: 0.3792, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9074, mAP: 0.6840, best_mAP: 0.8113 [2024-04-16 18:12:28 INFO]: Epoch [272][1/1] lr: 0.0005, eta: 0:02:57, time: 0.053, data_time: 0.364, memory: 1237, loss_cls: 0.5507, loss_sal: 0.1016, loss_video_cal: 0.0104, loss_layer_cal: 0.0055, loss: 0.6682, scale: 16384.0000 [2024-04-16 18:12:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_272.pth... [2024-04-16 18:12:28 INFO]: Validating... [2024-04-16 18:12:29 INFO]: Epoch (val) [272][1] loss_cls: 0.5282, loss_sal: 0.3993, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9276, mAP: 0.6740, best_mAP: 0.8113 [2024-04-16 18:12:29 INFO]: Epoch [273][1/1] lr: 0.0005, eta: 0:02:56, time: 0.052, data_time: 0.358, memory: 1237, loss_cls: 0.5477, loss_sal: 0.0546, loss_video_cal: 0.0125, loss_layer_cal: 0.0056, loss: 0.6205, scale: 16384.0000 [2024-04-16 18:12:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_273.pth... [2024-04-16 18:12:29 INFO]: Validating... [2024-04-16 18:12:29 INFO]: Epoch (val) [273][1] loss_cls: 0.5278, loss_sal: 0.3833, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9111, mAP: 0.6623, best_mAP: 0.8113 [2024-04-16 18:12:30 INFO]: Epoch [274][1/1] lr: 0.0005, eta: 0:02:56, time: 0.052, data_time: 0.363, memory: 1237, loss_cls: 0.5504, loss_sal: 0.0722, loss_video_cal: 0.0111, loss_layer_cal: 0.0081, loss: 0.6418, scale: 16384.0000 [2024-04-16 18:12:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_274.pth... [2024-04-16 18:12:30 INFO]: Validating... [2024-04-16 18:12:30 INFO]: Epoch (val) [274][1] loss_cls: 0.5263, loss_sal: 0.3699, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8964, mAP: 0.6583, best_mAP: 0.8113 [2024-04-16 18:12:31 INFO]: Epoch [275][1/1] lr: 0.0005, eta: 0:02:55, time: 0.055, data_time: 0.366, memory: 1237, loss_cls: 0.5481, loss_sal: 0.0851, loss_video_cal: 0.0100, loss_layer_cal: 0.0075, loss: 0.6506, scale: 16384.0000 [2024-04-16 18:12:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_275.pth... [2024-04-16 18:12:31 INFO]: Validating... [2024-04-16 18:12:31 INFO]: Epoch (val) [275][1] loss_cls: 0.5247, loss_sal: 0.3608, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8856, mAP: 0.6246, best_mAP: 0.8113 [2024-04-16 18:12:31 INFO]: Epoch [276][1/1] lr: 0.0005, eta: 0:02:54, time: 0.054, data_time: 0.373, memory: 1237, loss_cls: 0.5473, loss_sal: 0.0613, loss_video_cal: 0.0102, loss_layer_cal: 0.0065, loss: 0.6252, scale: 16384.0000 [2024-04-16 18:12:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_276.pth... [2024-04-16 18:12:31 INFO]: Validating... [2024-04-16 18:12:32 INFO]: Epoch (val) [276][1] loss_cls: 0.5235, loss_sal: 0.3572, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8808, mAP: 0.6649, best_mAP: 0.8113 [2024-04-16 18:12:32 INFO]: Epoch [277][1/1] lr: 0.0005, eta: 0:02:53, time: 0.052, data_time: 0.366, memory: 1237, loss_cls: 0.5485, loss_sal: 0.0864, loss_video_cal: 0.0156, loss_layer_cal: 0.0083, loss: 0.6588, scale: 16384.0000 [2024-04-16 18:12:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_277.pth... [2024-04-16 18:12:32 INFO]: Validating... [2024-04-16 18:12:33 INFO]: Epoch (val) [277][1] loss_cls: 0.5230, loss_sal: 0.3448, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8678, mAP: 0.6378, best_mAP: 0.8113 [2024-04-16 18:12:33 INFO]: Epoch [278][1/1] lr: 0.0005, eta: 0:02:53, time: 0.052, data_time: 0.360, memory: 1237, loss_cls: 0.5472, loss_sal: 0.1032, loss_video_cal: 0.0189, loss_layer_cal: 0.0063, loss: 0.6757, scale: 16384.0000 [2024-04-16 18:12:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_278.pth... [2024-04-16 18:12:33 INFO]: Validating... [2024-04-16 18:12:33 INFO]: Epoch (val) [278][1] loss_cls: 0.5228, loss_sal: 0.3264, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8493, mAP: 0.6697, best_mAP: 0.8113 [2024-04-16 18:12:34 INFO]: Epoch [279][1/1] lr: 0.0005, eta: 0:02:52, time: 0.053, data_time: 0.369, memory: 1237, loss_cls: 0.5491, loss_sal: 0.0768, loss_video_cal: 0.0259, loss_layer_cal: 0.0041, loss: 0.6559, scale: 16384.0000 [2024-04-16 18:12:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_279.pth... [2024-04-16 18:12:34 INFO]: Validating... [2024-04-16 18:12:34 INFO]: Epoch (val) [279][1] loss_cls: 0.5231, loss_sal: 0.3011, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8243, mAP: 0.6697, best_mAP: 0.8113 [2024-04-16 18:12:35 INFO]: Epoch [280][1/1] lr: 0.0005, eta: 0:02:51, time: 0.053, data_time: 0.358, memory: 1237, loss_cls: 0.5499, loss_sal: 0.0685, loss_video_cal: 0.0108, loss_layer_cal: 0.0089, loss: 0.6382, scale: 16384.0000 [2024-04-16 18:12:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_280.pth... [2024-04-16 18:12:35 INFO]: Validating... [2024-04-16 18:12:35 INFO]: Epoch (val) [280][1] loss_cls: 0.5240, loss_sal: 0.2870, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8111, mAP: 0.6840, best_mAP: 0.8113 [2024-04-16 18:12:35 INFO]: Epoch [281][1/1] lr: 0.0005, eta: 0:02:50, time: 0.051, data_time: 0.359, memory: 1237, loss_cls: 0.5495, loss_sal: 0.1271, loss_video_cal: 0.0126, loss_layer_cal: 0.0092, loss: 0.6983, scale: 16384.0000 [2024-04-16 18:12:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_281.pth... [2024-04-16 18:12:35 INFO]: Validating... [2024-04-16 18:12:36 INFO]: Epoch (val) [281][1] loss_cls: 0.5254, loss_sal: 0.2744, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.7998, mAP: 0.6703, best_mAP: 0.8113 [2024-04-16 18:12:36 INFO]: Epoch [282][1/1] lr: 0.0005, eta: 0:02:49, time: 0.051, data_time: 0.357, memory: 1237, loss_cls: 0.5455, loss_sal: 0.0346, loss_video_cal: 0.0144, loss_layer_cal: 0.0128, loss: 0.6074, scale: 16384.0000 [2024-04-16 18:12:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_282.pth... [2024-04-16 18:12:36 INFO]: Validating... [2024-04-16 18:12:36 INFO]: Epoch (val) [282][1] loss_cls: 0.5270, loss_sal: 0.2696, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.7966, mAP: 0.6703, best_mAP: 0.8113 [2024-04-16 18:12:37 INFO]: Epoch [283][1/1] lr: 0.0005, eta: 0:02:49, time: 0.051, data_time: 0.360, memory: 1237, loss_cls: 0.5485, loss_sal: 0.0820, loss_video_cal: 0.0148, loss_layer_cal: 0.0104, loss: 0.6556, scale: 16384.0000 [2024-04-16 18:12:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_283.pth... [2024-04-16 18:12:37 INFO]: Validating... [2024-04-16 18:12:37 INFO]: Epoch (val) [283][1] loss_cls: 0.5278, loss_sal: 0.2685, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.7964, mAP: 0.6777, best_mAP: 0.8113 [2024-04-16 18:12:38 INFO]: Epoch [284][1/1] lr: 0.0005, eta: 0:02:48, time: 0.050, data_time: 0.356, memory: 1237, loss_cls: 0.5485, loss_sal: 0.0501, loss_video_cal: 0.0133, loss_layer_cal: 0.0064, loss: 0.6183, scale: 16384.0000 [2024-04-16 18:12:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_284.pth... [2024-04-16 18:12:38 INFO]: Validating... [2024-04-16 18:12:38 INFO]: Epoch (val) [284][1] loss_cls: 0.5263, loss_sal: 0.2679, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.7942, mAP: 0.6777, best_mAP: 0.8113 [2024-04-16 18:12:38 INFO]: Epoch [285][1/1] lr: 0.0005, eta: 0:02:47, time: 0.049, data_time: 0.348, memory: 1237, loss_cls: 0.5471, loss_sal: 0.0797, loss_video_cal: 0.0118, loss_layer_cal: 0.0084, loss: 0.6471, scale: 16384.0000 [2024-04-16 18:12:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_285.pth... [2024-04-16 18:12:38 INFO]: Validating... [2024-04-16 18:12:39 INFO]: Epoch (val) [285][1] loss_cls: 0.5248, loss_sal: 0.2720, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.7969, mAP: 0.6658, best_mAP: 0.8113 [2024-04-16 18:12:39 INFO]: Epoch [286][1/1] lr: 0.0005, eta: 0:02:46, time: 0.050, data_time: 0.346, memory: 1237, loss_cls: 0.5482, loss_sal: 0.0459, loss_video_cal: 0.0096, loss_layer_cal: 0.0134, loss: 0.6171, scale: 16384.0000 [2024-04-16 18:12:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_286.pth... [2024-04-16 18:12:39 INFO]: Validating... [2024-04-16 18:12:40 INFO]: Epoch (val) [286][1] loss_cls: 0.5236, loss_sal: 0.2948, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8186, mAP: 0.7646, best_mAP: 0.8113 [2024-04-16 18:12:40 INFO]: Epoch [287][1/1] lr: 0.0005, eta: 0:02:45, time: 0.049, data_time: 0.348, memory: 1237, loss_cls: 0.5466, loss_sal: 0.1536, loss_video_cal: 0.0245, loss_layer_cal: 0.0139, loss: 0.7386, scale: 16384.0000 [2024-04-16 18:12:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_287.pth... [2024-04-16 18:12:40 INFO]: Validating... [2024-04-16 18:12:40 INFO]: Epoch (val) [287][1] loss_cls: 0.5234, loss_sal: 0.3403, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8637, mAP: 0.7254, best_mAP: 0.8113 [2024-04-16 18:12:41 INFO]: Epoch [288][1/1] lr: 0.0005, eta: 0:02:45, time: 0.052, data_time: 0.357, memory: 1237, loss_cls: 0.5474, loss_sal: 0.0320, loss_video_cal: 0.0102, loss_layer_cal: 0.0054, loss: 0.5949, scale: 16384.0000 [2024-04-16 18:12:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_288.pth... [2024-04-16 18:12:41 INFO]: Validating... [2024-04-16 18:12:41 INFO]: Epoch (val) [288][1] loss_cls: 0.5241, loss_sal: 0.4512, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9753, mAP: 0.6608, best_mAP: 0.8113 [2024-04-16 18:12:41 INFO]: Epoch [289][1/1] lr: 0.0005, eta: 0:02:44, time: 0.050, data_time: 0.360, memory: 1237, loss_cls: 0.5462, loss_sal: 0.0468, loss_video_cal: 0.0140, loss_layer_cal: 0.0095, loss: 0.6166, scale: 16384.0000 [2024-04-16 18:12:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_289.pth... [2024-04-16 18:12:42 INFO]: Validating... [2024-04-16 18:12:42 INFO]: Epoch (val) [289][1] loss_cls: 0.5254, loss_sal: 0.5370, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0625, mAP: 0.6473, best_mAP: 0.8113 [2024-04-16 18:12:42 INFO]: Epoch [290][1/1] lr: 0.0005, eta: 0:02:43, time: 0.050, data_time: 0.350, memory: 1237, loss_cls: 0.5478, loss_sal: 0.0349, loss_video_cal: 0.0100, loss_layer_cal: 0.0071, loss: 0.5997, scale: 16384.0000 [2024-04-16 18:12:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_290.pth... [2024-04-16 18:12:42 INFO]: Validating... [2024-04-16 18:12:43 INFO]: Epoch (val) [290][1] loss_cls: 0.5267, loss_sal: 0.6191, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1459, mAP: 0.6279, best_mAP: 0.8113 [2024-04-16 18:12:43 INFO]: Epoch [291][1/1] lr: 0.0005, eta: 0:02:42, time: 0.051, data_time: 0.361, memory: 1237, loss_cls: 0.5478, loss_sal: 0.1441, loss_video_cal: 0.0118, loss_layer_cal: 0.0096, loss: 0.7132, scale: 16384.0000 [2024-04-16 18:12:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_291.pth... [2024-04-16 18:12:43 INFO]: Validating... [2024-04-16 18:12:43 INFO]: Epoch (val) [291][1] loss_cls: 0.5277, loss_sal: 0.6507, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1784, mAP: 0.5322, best_mAP: 0.8113 [2024-04-16 18:12:44 INFO]: Epoch [292][1/1] lr: 0.0005, eta: 0:02:42, time: 0.051, data_time: 0.368, memory: 1237, loss_cls: 0.5483, loss_sal: 0.0314, loss_video_cal: 0.0111, loss_layer_cal: 0.0114, loss: 0.6022, scale: 16384.0000 [2024-04-16 18:12:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_292.pth... [2024-04-16 18:12:44 INFO]: Validating... [2024-04-16 18:12:44 INFO]: Epoch (val) [292][1] loss_cls: 0.5283, loss_sal: 0.5347, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0630, mAP: 0.4836, best_mAP: 0.8113 [2024-04-16 18:12:45 INFO]: Epoch [293][1/1] lr: 0.0005, eta: 0:02:41, time: 0.054, data_time: 0.376, memory: 1237, loss_cls: 0.5471, loss_sal: 0.0296, loss_video_cal: 0.0144, loss_layer_cal: 0.0102, loss: 0.6012, scale: 16384.0000 [2024-04-16 18:12:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_293.pth... [2024-04-16 18:12:45 INFO]: Validating... [2024-04-16 18:12:45 INFO]: Epoch (val) [293][1] loss_cls: 0.5286, loss_sal: 0.3712, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8999, mAP: 0.5118, best_mAP: 0.8113 [2024-04-16 18:12:45 INFO]: Epoch [294][1/1] lr: 0.0005, eta: 0:02:40, time: 0.055, data_time: 0.370, memory: 1237, loss_cls: 0.5486, loss_sal: 0.1011, loss_video_cal: 0.0133, loss_layer_cal: 0.0109, loss: 0.6739, scale: 16384.0000 [2024-04-16 18:12:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_294.pth... [2024-04-16 18:12:45 INFO]: Validating... [2024-04-16 18:12:46 INFO]: Epoch (val) [294][1] loss_cls: 0.5280, loss_sal: 0.3004, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8285, mAP: 0.5976, best_mAP: 0.8113 [2024-04-16 18:12:46 INFO]: Epoch [295][1/1] lr: 0.0005, eta: 0:02:39, time: 0.053, data_time: 0.370, memory: 1237, loss_cls: 0.5496, loss_sal: 0.0828, loss_video_cal: 0.0086, loss_layer_cal: 0.0091, loss: 0.6501, scale: 16384.0000 [2024-04-16 18:12:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_295.pth... [2024-04-16 18:12:46 INFO]: Validating... [2024-04-16 18:12:47 INFO]: Epoch (val) [295][1] loss_cls: 0.5267, loss_sal: 0.2980, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8247, mAP: 0.6438, best_mAP: 0.8113 [2024-04-16 18:12:47 INFO]: Epoch [296][1/1] lr: 0.0005, eta: 0:02:38, time: 0.053, data_time: 0.356, memory: 1237, loss_cls: 0.5494, loss_sal: 0.0888, loss_video_cal: 0.0203, loss_layer_cal: 0.0063, loss: 0.6647, scale: 16384.0000 [2024-04-16 18:12:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_296.pth... [2024-04-16 18:12:47 INFO]: Validating... [2024-04-16 18:12:47 INFO]: Epoch (val) [296][1] loss_cls: 0.5257, loss_sal: 0.3306, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8563, mAP: 0.6313, best_mAP: 0.8113 [2024-04-16 18:12:48 INFO]: Epoch [297][1/1] lr: 0.0005, eta: 0:02:38, time: 0.055, data_time: 0.370, memory: 1237, loss_cls: 0.5488, loss_sal: 0.0890, loss_video_cal: 0.0110, loss_layer_cal: 0.0081, loss: 0.6569, scale: 16384.0000 [2024-04-16 18:12:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_297.pth... [2024-04-16 18:12:48 INFO]: Validating... [2024-04-16 18:12:48 INFO]: Epoch (val) [297][1] loss_cls: 0.5255, loss_sal: 0.3957, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9213, mAP: 0.6698, best_mAP: 0.8113 [2024-04-16 18:12:49 INFO]: Epoch [298][1/1] lr: 0.0005, eta: 0:02:37, time: 0.056, data_time: 0.383, memory: 1237, loss_cls: 0.5490, loss_sal: 0.1426, loss_video_cal: 0.0184, loss_layer_cal: 0.0073, loss: 0.7174, scale: 16384.0000 [2024-04-16 18:12:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_298.pth... [2024-04-16 18:12:49 INFO]: Validating... [2024-04-16 18:12:49 INFO]: Epoch (val) [298][1] loss_cls: 0.5259, loss_sal: 0.3836, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9095, mAP: 0.6958, best_mAP: 0.8113 [2024-04-16 18:12:49 INFO]: Epoch [299][1/1] lr: 0.0005, eta: 0:02:36, time: 0.054, data_time: 0.373, memory: 1237, loss_cls: 0.5487, loss_sal: 0.1299, loss_video_cal: 0.0080, loss_layer_cal: 0.0082, loss: 0.6948, scale: 16384.0000 [2024-04-16 18:12:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_299.pth... [2024-04-16 18:12:49 INFO]: Validating... [2024-04-16 18:12:50 INFO]: Epoch (val) [299][1] loss_cls: 0.5271, loss_sal: 0.3226, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8497, mAP: 0.7915, best_mAP: 0.8113 [2024-04-16 18:12:50 INFO]: Epoch [300][1/1] lr: 0.0005, eta: 0:02:35, time: 0.055, data_time: 0.373, memory: 1237, loss_cls: 0.5487, loss_sal: 0.1347, loss_video_cal: 0.0110, loss_layer_cal: 0.0104, loss: 0.7047, scale: 16384.0000 [2024-04-16 18:12:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_300.pth... [2024-04-16 18:12:50 INFO]: Validating... [2024-04-16 18:12:51 INFO]: Epoch (val) [300][1] loss_cls: 0.5290, loss_sal: 0.2635, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.7926, mAP: 0.7575, best_mAP: 0.8113 [2024-04-16 18:12:51 INFO]: Epoch [301][1/1] lr: 0.0005, eta: 0:02:35, time: 0.054, data_time: 0.363, memory: 1237, loss_cls: 0.5498, loss_sal: 0.1911, loss_video_cal: 0.0090, loss_layer_cal: 0.0056, loss: 0.7555, scale: 16384.0000 [2024-04-16 18:12:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_301.pth... [2024-04-16 18:12:51 INFO]: Validating... [2024-04-16 18:12:51 INFO]: Epoch (val) [301][1] loss_cls: 0.5307, loss_sal: 0.2418, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.7725, mAP: 0.6256, best_mAP: 0.8113 [2024-04-16 18:12:52 INFO]: Epoch [302][1/1] lr: 0.0005, eta: 0:02:34, time: 0.051, data_time: 0.364, memory: 1237, loss_cls: 0.5478, loss_sal: 0.0521, loss_video_cal: 0.0340, loss_layer_cal: 0.0182, loss: 0.6521, scale: 16384.0000 [2024-04-16 18:12:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_302.pth... [2024-04-16 18:12:52 INFO]: Validating... [2024-04-16 18:12:52 INFO]: Epoch (val) [302][1] loss_cls: 0.5317, loss_sal: 0.2262, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.7579, mAP: 0.7193, best_mAP: 0.8113 [2024-04-16 18:12:53 INFO]: Epoch [303][1/1] lr: 0.0005, eta: 0:02:33, time: 0.051, data_time: 0.366, memory: 1237, loss_cls: 0.5491, loss_sal: 0.0745, loss_video_cal: 0.0100, loss_layer_cal: 0.0053, loss: 0.6388, scale: 16384.0000 [2024-04-16 18:12:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_303.pth... [2024-04-16 18:12:53 INFO]: Validating... [2024-04-16 18:12:53 INFO]: Epoch (val) [303][1] loss_cls: 0.5315, loss_sal: 0.2136, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.7452, mAP: 0.7575, best_mAP: 0.8113 [2024-04-16 18:12:53 INFO]: Epoch [304][1/1] lr: 0.0005, eta: 0:02:32, time: 0.052, data_time: 0.362, memory: 1237, loss_cls: 0.5499, loss_sal: 0.1240, loss_video_cal: 0.0138, loss_layer_cal: 0.0062, loss: 0.6939, scale: 16384.0000 [2024-04-16 18:12:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_304.pth... [2024-04-16 18:12:53 INFO]: Validating... [2024-04-16 18:12:54 INFO]: Epoch (val) [304][1] loss_cls: 0.5300, loss_sal: 0.2059, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.7360, mAP: 0.7575, best_mAP: 0.8113 [2024-04-16 18:12:54 INFO]: Epoch [305][1/1] lr: 0.0005, eta: 0:02:32, time: 0.049, data_time: 0.364, memory: 1237, loss_cls: 0.5492, loss_sal: 0.1062, loss_video_cal: 0.0148, loss_layer_cal: 0.0107, loss: 0.6810, scale: 16384.0000 [2024-04-16 18:12:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_305.pth... [2024-04-16 18:12:54 INFO]: Validating... [2024-04-16 18:12:54 INFO]: Epoch (val) [305][1] loss_cls: 0.5282, loss_sal: 0.2033, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.7315, mAP: 0.7575, best_mAP: 0.8113 [2024-04-16 18:12:55 INFO]: Epoch [306][1/1] lr: 0.0005, eta: 0:02:31, time: 0.053, data_time: 0.379, memory: 1237, loss_cls: 0.5502, loss_sal: 0.0457, loss_video_cal: 0.0089, loss_layer_cal: 0.0077, loss: 0.6126, scale: 16384.0000 [2024-04-16 18:12:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_306.pth... [2024-04-16 18:12:55 INFO]: Validating... [2024-04-16 18:12:55 INFO]: Epoch (val) [306][1] loss_cls: 0.5265, loss_sal: 0.2094, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.7359, mAP: 0.7823, best_mAP: 0.8113 [2024-04-16 18:12:56 INFO]: Epoch [307][1/1] lr: 0.0005, eta: 0:02:30, time: 0.054, data_time: 0.374, memory: 1237, loss_cls: 0.5481, loss_sal: 0.0689, loss_video_cal: 0.0142, loss_layer_cal: 0.0061, loss: 0.6372, scale: 16384.0000 [2024-04-16 18:12:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_307.pth... [2024-04-16 18:12:56 INFO]: Validating... [2024-04-16 18:12:56 INFO]: Epoch (val) [307][1] loss_cls: 0.5256, loss_sal: 0.2188, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.7445, mAP: 0.8062, best_mAP: 0.8113 [2024-04-16 18:12:56 INFO]: Epoch [308][1/1] lr: 0.0005, eta: 0:02:29, time: 0.051, data_time: 0.366, memory: 1237, loss_cls: 0.5490, loss_sal: 0.0644, loss_video_cal: 0.0155, loss_layer_cal: 0.0122, loss: 0.6411, scale: 16384.0000 [2024-04-16 18:12:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_308.pth... [2024-04-16 18:12:57 INFO]: Validating... [2024-04-16 18:12:57 INFO]: Epoch (val) [308][1] loss_cls: 0.5250, loss_sal: 0.2358, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.7609, mAP: 0.8062, best_mAP: 0.8113 [2024-04-16 18:12:57 INFO]: Epoch [309][1/1] lr: 0.0005, eta: 0:02:28, time: 0.053, data_time: 0.369, memory: 1237, loss_cls: 0.5492, loss_sal: 0.0572, loss_video_cal: 0.0149, loss_layer_cal: 0.0088, loss: 0.6301, scale: 16384.0000 [2024-04-16 18:12:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_309.pth... [2024-04-16 18:12:57 INFO]: Validating... [2024-04-16 18:12:58 INFO]: Epoch (val) [309][1] loss_cls: 0.5246, loss_sal: 0.2482, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.7729, mAP: 0.8062, best_mAP: 0.8113 [2024-04-16 18:12:58 INFO]: Epoch [310][1/1] lr: 0.0005, eta: 0:02:28, time: 0.056, data_time: 0.371, memory: 1237, loss_cls: 0.5540, loss_sal: 0.0518, loss_video_cal: 0.0086, loss_layer_cal: 0.0162, loss: 0.6305, scale: 16384.0000 [2024-04-16 18:12:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_310.pth... [2024-04-16 18:12:58 INFO]: Validating... [2024-04-16 18:12:58 INFO]: Epoch (val) [310][1] loss_cls: 0.5250, loss_sal: 0.2621, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.7872, mAP: 0.8185, best_mAP: 0.8185 [2024-04-16 18:12:59 INFO]: Epoch [311][1/1] lr: 0.0005, eta: 0:02:27, time: 0.051, data_time: 0.369, memory: 1237, loss_cls: 0.5514, loss_sal: 0.0475, loss_video_cal: 0.0141, loss_layer_cal: 0.0038, loss: 0.6168, scale: 16384.0000 [2024-04-16 18:12:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_311.pth... [2024-04-16 18:12:59 INFO]: Validating... [2024-04-16 18:12:59 INFO]: Epoch (val) [311][1] loss_cls: 0.5269, loss_sal: 0.2745, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8015, mAP: 0.8185, best_mAP: 0.8185 [2024-04-16 18:13:00 INFO]: Epoch [312][1/1] lr: 0.0005, eta: 0:02:26, time: 0.052, data_time: 0.350, memory: 1237, loss_cls: 0.5479, loss_sal: 0.0244, loss_video_cal: 0.0159, loss_layer_cal: 0.0110, loss: 0.5993, scale: 16384.0000 [2024-04-16 18:13:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_312.pth... [2024-04-16 18:13:00 INFO]: Validating... [2024-04-16 18:13:00 INFO]: Epoch (val) [312][1] loss_cls: 0.5305, loss_sal: 0.2854, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8159, mAP: 0.8185, best_mAP: 0.8185 [2024-04-16 18:13:00 INFO]: Epoch [313][1/1] lr: 0.0005, eta: 0:02:25, time: 0.051, data_time: 0.364, memory: 1237, loss_cls: 0.5493, loss_sal: 0.0691, loss_video_cal: 0.0117, loss_layer_cal: 0.0097, loss: 0.6399, scale: 16384.0000 [2024-04-16 18:13:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_313.pth... [2024-04-16 18:13:01 INFO]: Validating... [2024-04-16 18:13:01 INFO]: Epoch (val) [313][1] loss_cls: 0.5349, loss_sal: 0.3011, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8360, mAP: 0.8185, best_mAP: 0.8185 [2024-04-16 18:13:01 INFO]: Epoch [314][1/1] lr: 0.0005, eta: 0:02:25, time: 0.049, data_time: 0.350, memory: 1237, loss_cls: 0.5488, loss_sal: 0.0429, loss_video_cal: 0.0097, loss_layer_cal: 0.0163, loss: 0.6179, scale: 16384.0000 [2024-04-16 18:13:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_314.pth... [2024-04-16 18:13:01 INFO]: Validating... [2024-04-16 18:13:02 INFO]: Epoch (val) [314][1] loss_cls: 0.5379, loss_sal: 0.3276, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8656, mAP: 0.8185, best_mAP: 0.8185 [2024-04-16 18:13:02 INFO]: Epoch [315][1/1] lr: 0.0005, eta: 0:02:24, time: 0.050, data_time: 0.347, memory: 1237, loss_cls: 0.5491, loss_sal: 0.0180, loss_video_cal: 0.0217, loss_layer_cal: 0.0146, loss: 0.6034, scale: 16384.0000 [2024-04-16 18:13:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_315.pth... [2024-04-16 18:13:02 INFO]: Validating... [2024-04-16 18:13:02 INFO]: Epoch (val) [315][1] loss_cls: 0.5401, loss_sal: 0.3614, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9016, mAP: 0.8185, best_mAP: 0.8185 [2024-04-16 18:13:03 INFO]: Epoch [316][1/1] lr: 0.0005, eta: 0:02:23, time: 0.054, data_time: 0.367, memory: 1237, loss_cls: 0.5511, loss_sal: 0.0268, loss_video_cal: 0.0126, loss_layer_cal: 0.0124, loss: 0.6030, scale: 16384.0000 [2024-04-16 18:13:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_316.pth... [2024-04-16 18:13:03 INFO]: Validating... [2024-04-16 18:13:03 INFO]: Epoch (val) [316][1] loss_cls: 0.5399, loss_sal: 0.3847, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9247, mAP: 0.8185, best_mAP: 0.8185 [2024-04-16 18:13:04 INFO]: Epoch [317][1/1] lr: 0.0005, eta: 0:02:22, time: 0.053, data_time: 0.372, memory: 1237, loss_cls: 0.5532, loss_sal: 0.0232, loss_video_cal: 0.0233, loss_layer_cal: 0.0112, loss: 0.6109, scale: 16384.0000 [2024-04-16 18:13:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_317.pth... [2024-04-16 18:13:04 INFO]: Validating... [2024-04-16 18:13:04 INFO]: Epoch (val) [317][1] loss_cls: 0.5375, loss_sal: 0.3983, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9359, mAP: 0.8185, best_mAP: 0.8185 [2024-04-16 18:13:04 INFO]: Epoch [318][1/1] lr: 0.0005, eta: 0:02:21, time: 0.052, data_time: 0.360, memory: 1237, loss_cls: 0.5496, loss_sal: 0.0315, loss_video_cal: 0.0159, loss_layer_cal: 0.0145, loss: 0.6115, scale: 16384.0000 [2024-04-16 18:13:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_318.pth... [2024-04-16 18:13:04 INFO]: Validating... [2024-04-16 18:13:05 INFO]: Epoch (val) [318][1] loss_cls: 0.5359, loss_sal: 0.3648, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9007, mAP: 0.8185, best_mAP: 0.8185 [2024-04-16 18:13:05 INFO]: Epoch [319][1/1] lr: 0.0005, eta: 0:02:21, time: 0.050, data_time: 0.359, memory: 1237, loss_cls: 0.5496, loss_sal: 0.2110, loss_video_cal: 0.0192, loss_layer_cal: 0.0061, loss: 0.7859, scale: 16384.0000 [2024-04-16 18:13:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_319.pth... [2024-04-16 18:13:05 INFO]: Validating... [2024-04-16 18:13:05 INFO]: Epoch (val) [319][1] loss_cls: 0.5352, loss_sal: 0.3145, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8498, mAP: 0.8185, best_mAP: 0.8185 [2024-04-16 18:13:06 INFO]: Epoch [320][1/1] lr: 0.0005, eta: 0:02:20, time: 0.048, data_time: 0.352, memory: 1237, loss_cls: 0.5484, loss_sal: 0.0457, loss_video_cal: 0.0134, loss_layer_cal: 0.0074, loss: 0.6148, scale: 16384.0000 [2024-04-16 18:13:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_320.pth... [2024-04-16 18:13:06 INFO]: Validating... [2024-04-16 18:13:06 INFO]: Epoch (val) [320][1] loss_cls: 0.5339, loss_sal: 0.2848, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8188, mAP: 0.7894, best_mAP: 0.8185 [2024-04-16 18:13:07 INFO]: Epoch [321][1/1] lr: 0.0005, eta: 0:02:19, time: 0.050, data_time: 0.343, memory: 1237, loss_cls: 0.5503, loss_sal: 0.0321, loss_video_cal: 0.0095, loss_layer_cal: 0.0063, loss: 0.5982, scale: 16384.0000 [2024-04-16 18:13:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_321.pth... [2024-04-16 18:13:07 INFO]: Validating... [2024-04-16 18:13:07 INFO]: Epoch (val) [321][1] loss_cls: 0.5326, loss_sal: 0.2671, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.7998, mAP: 0.7894, best_mAP: 0.8185 [2024-04-16 18:13:07 INFO]: Epoch [322][1/1] lr: 0.0005, eta: 0:02:18, time: 0.048, data_time: 0.351, memory: 1237, loss_cls: 0.5494, loss_sal: 0.0764, loss_video_cal: 0.0110, loss_layer_cal: 0.0104, loss: 0.6471, scale: 16384.0000 [2024-04-16 18:13:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_322.pth... [2024-04-16 18:13:07 INFO]: Validating... [2024-04-16 18:13:08 INFO]: Epoch (val) [322][1] loss_cls: 0.5309, loss_sal: 0.2601, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.7912, mAP: 0.7600, best_mAP: 0.8185 [2024-04-16 18:13:08 INFO]: Epoch [323][1/1] lr: 0.0005, eta: 0:02:18, time: 0.050, data_time: 0.357, memory: 1237, loss_cls: 0.5512, loss_sal: 0.0542, loss_video_cal: 0.0100, loss_layer_cal: 0.0069, loss: 0.6223, scale: 16384.0000 [2024-04-16 18:13:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_323.pth... [2024-04-16 18:13:08 INFO]: Validating... [2024-04-16 18:13:09 INFO]: Epoch (val) [323][1] loss_cls: 0.5286, loss_sal: 0.2592, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.7879, mAP: 0.7600, best_mAP: 0.8185 [2024-04-16 18:13:09 INFO]: Epoch [324][1/1] lr: 0.0005, eta: 0:02:17, time: 0.052, data_time: 0.360, memory: 1237, loss_cls: 0.5543, loss_sal: 0.0389, loss_video_cal: 0.0114, loss_layer_cal: 0.0055, loss: 0.6101, scale: 16384.0000 [2024-04-16 18:13:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_324.pth... [2024-04-16 18:13:09 INFO]: Validating... [2024-04-16 18:13:09 INFO]: Epoch (val) [324][1] loss_cls: 0.5260, loss_sal: 0.2630, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.7891, mAP: 0.7600, best_mAP: 0.8185 [2024-04-16 18:13:10 INFO]: Epoch [325][1/1] lr: 0.0005, eta: 0:02:16, time: 0.052, data_time: 0.368, memory: 1237, loss_cls: 0.5530, loss_sal: 0.0905, loss_video_cal: 0.0062, loss_layer_cal: 0.0104, loss: 0.6601, scale: 16384.0000 [2024-04-16 18:13:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_325.pth... [2024-04-16 18:13:10 INFO]: Validating... [2024-04-16 18:13:10 INFO]: Epoch (val) [325][1] loss_cls: 0.5245, loss_sal: 0.2649, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.7894, mAP: 0.7600, best_mAP: 0.8185 [2024-04-16 18:13:11 INFO]: Epoch [326][1/1] lr: 0.0005, eta: 0:02:15, time: 0.053, data_time: 0.366, memory: 1237, loss_cls: 0.5546, loss_sal: 0.0608, loss_video_cal: 0.0154, loss_layer_cal: 0.0076, loss: 0.6383, scale: 16384.0000 [2024-04-16 18:13:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_326.pth... [2024-04-16 18:13:11 INFO]: Validating... [2024-04-16 18:13:11 INFO]: Epoch (val) [326][1] loss_cls: 0.5241, loss_sal: 0.2697, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.7939, mAP: 0.7600, best_mAP: 0.8185 [2024-04-16 18:13:11 INFO]: Epoch [327][1/1] lr: 0.0005, eta: 0:02:14, time: 0.052, data_time: 0.360, memory: 1237, loss_cls: 0.5509, loss_sal: 0.0650, loss_video_cal: 0.0167, loss_layer_cal: 0.0102, loss: 0.6428, scale: 16384.0000 [2024-04-16 18:13:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_327.pth... [2024-04-16 18:13:11 INFO]: Validating... [2024-04-16 18:13:12 INFO]: Epoch (val) [327][1] loss_cls: 0.5237, loss_sal: 0.2802, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8040, mAP: 0.7894, best_mAP: 0.8185 [2024-04-16 18:13:12 INFO]: Epoch [328][1/1] lr: 0.0005, eta: 0:02:14, time: 0.052, data_time: 0.355, memory: 1237, loss_cls: 0.5520, loss_sal: 0.0688, loss_video_cal: 0.0145, loss_layer_cal: 0.0190, loss: 0.6542, scale: 16384.0000 [2024-04-16 18:13:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_328.pth... [2024-04-16 18:13:12 INFO]: Validating... [2024-04-16 18:13:12 INFO]: Epoch (val) [328][1] loss_cls: 0.5241, loss_sal: 0.2926, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8168, mAP: 0.7894, best_mAP: 0.8185 [2024-04-16 18:13:13 INFO]: Epoch [329][1/1] lr: 0.0005, eta: 0:02:13, time: 0.051, data_time: 0.344, memory: 1237, loss_cls: 0.5512, loss_sal: 0.0161, loss_video_cal: 0.0060, loss_layer_cal: 0.0066, loss: 0.5800, scale: 16384.0000 [2024-04-16 18:13:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_329.pth... [2024-04-16 18:13:13 INFO]: Validating... [2024-04-16 18:13:13 INFO]: Epoch (val) [329][1] loss_cls: 0.5254, loss_sal: 0.3052, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8306, mAP: 0.7894, best_mAP: 0.8185 [2024-04-16 18:13:14 INFO]: Epoch [330][1/1] lr: 0.0005, eta: 0:02:12, time: 0.051, data_time: 0.361, memory: 1237, loss_cls: 0.5477, loss_sal: 0.0144, loss_video_cal: 0.0233, loss_layer_cal: 0.0119, loss: 0.5973, scale: 16384.0000 [2024-04-16 18:13:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_330.pth... [2024-04-16 18:13:14 INFO]: Validating... [2024-04-16 18:13:14 INFO]: Epoch (val) [330][1] loss_cls: 0.5274, loss_sal: 0.3177, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8451, mAP: 0.7894, best_mAP: 0.8185 [2024-04-16 18:13:14 INFO]: Epoch [331][1/1] lr: 0.0005, eta: 0:02:11, time: 0.052, data_time: 0.366, memory: 1237, loss_cls: 0.5488, loss_sal: 0.0320, loss_video_cal: 0.0167, loss_layer_cal: 0.0074, loss: 0.6049, scale: 16384.0000 [2024-04-16 18:13:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_331.pth... [2024-04-16 18:13:14 INFO]: Validating... [2024-04-16 18:13:15 INFO]: Epoch (val) [331][1] loss_cls: 0.5290, loss_sal: 0.3386, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8677, mAP: 0.7894, best_mAP: 0.8185 [2024-04-16 18:13:15 INFO]: Epoch [332][1/1] lr: 0.0005, eta: 0:02:11, time: 0.051, data_time: 0.357, memory: 1237, loss_cls: 0.5479, loss_sal: 0.0205, loss_video_cal: 0.0102, loss_layer_cal: 0.0136, loss: 0.5923, scale: 16384.0000 [2024-04-16 18:13:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_332.pth... [2024-04-16 18:13:15 INFO]: Validating... [2024-04-16 18:13:16 INFO]: Epoch (val) [332][1] loss_cls: 0.5304, loss_sal: 0.3585, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8890, mAP: 0.7894, best_mAP: 0.8185 [2024-04-16 18:13:16 INFO]: Epoch [333][1/1] lr: 0.0005, eta: 0:02:10, time: 0.050, data_time: 0.360, memory: 1237, loss_cls: 0.5476, loss_sal: 0.0138, loss_video_cal: 0.0113, loss_layer_cal: 0.0075, loss: 0.5802, scale: 16384.0000 [2024-04-16 18:13:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_333.pth... [2024-04-16 18:13:16 INFO]: Validating... [2024-04-16 18:13:16 INFO]: Epoch (val) [333][1] loss_cls: 0.5310, loss_sal: 0.3816, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9126, mAP: 0.7894, best_mAP: 0.8185 [2024-04-16 18:13:17 INFO]: Epoch [334][1/1] lr: 0.0005, eta: 0:02:09, time: 0.050, data_time: 0.352, memory: 1237, loss_cls: 0.5491, loss_sal: 0.0251, loss_video_cal: 0.0064, loss_layer_cal: 0.0087, loss: 0.5892, scale: 16384.0000 [2024-04-16 18:13:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_334.pth... [2024-04-16 18:13:17 INFO]: Validating... [2024-04-16 18:13:17 INFO]: Epoch (val) [334][1] loss_cls: 0.5317, loss_sal: 0.4011, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9328, mAP: 0.8185, best_mAP: 0.8185 [2024-04-16 18:13:17 INFO]: Epoch [335][1/1] lr: 0.0005, eta: 0:02:08, time: 0.050, data_time: 0.362, memory: 1237, loss_cls: 0.5480, loss_sal: 0.0322, loss_video_cal: 0.0123, loss_layer_cal: 0.0044, loss: 0.5969, scale: 16384.0000 [2024-04-16 18:13:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_335.pth... [2024-04-16 18:13:18 INFO]: Validating... [2024-04-16 18:13:18 INFO]: Epoch (val) [335][1] loss_cls: 0.5333, loss_sal: 0.4093, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9427, mAP: 0.8185, best_mAP: 0.8185 [2024-04-16 18:13:18 INFO]: Epoch [336][1/1] lr: 0.0005, eta: 0:02:07, time: 0.051, data_time: 0.370, memory: 1237, loss_cls: 0.5486, loss_sal: 0.0119, loss_video_cal: 0.0074, loss_layer_cal: 0.0078, loss: 0.5757, scale: 16384.0000 [2024-04-16 18:13:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_336.pth... [2024-04-16 18:13:18 INFO]: Validating... [2024-04-16 18:13:19 INFO]: Epoch (val) [336][1] loss_cls: 0.5346, loss_sal: 0.4031, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9378, mAP: 0.7497, best_mAP: 0.8185 [2024-04-16 18:13:19 INFO]: Epoch [337][1/1] lr: 0.0005, eta: 0:02:07, time: 0.050, data_time: 0.368, memory: 1237, loss_cls: 0.5486, loss_sal: 0.0614, loss_video_cal: 0.0103, loss_layer_cal: 0.0127, loss: 0.6331, scale: 16384.0000 [2024-04-16 18:13:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_337.pth... [2024-04-16 18:13:19 INFO]: Validating... [2024-04-16 18:13:20 INFO]: Epoch (val) [337][1] loss_cls: 0.5349, loss_sal: 0.3757, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9107, mAP: 0.7474, best_mAP: 0.8185 [2024-04-16 18:13:20 INFO]: Epoch [338][1/1] lr: 0.0005, eta: 0:02:06, time: 0.052, data_time: 0.495, memory: 1237, loss_cls: 0.5492, loss_sal: 0.0319, loss_video_cal: 0.0053, loss_layer_cal: 0.0044, loss: 0.5909, scale: 16384.0000 [2024-04-16 18:13:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_338.pth... [2024-04-16 18:13:20 INFO]: Validating... [2024-04-16 18:13:20 INFO]: Epoch (val) [338][1] loss_cls: 0.5334, loss_sal: 0.3580, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8915, mAP: 0.6426, best_mAP: 0.8185 [2024-04-16 18:13:21 INFO]: Epoch [339][1/1] lr: 0.0005, eta: 0:02:05, time: 0.052, data_time: 0.357, memory: 1237, loss_cls: 0.5491, loss_sal: 0.0100, loss_video_cal: 0.0102, loss_layer_cal: 0.0058, loss: 0.5751, scale: 16384.0000 [2024-04-16 18:13:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_339.pth... [2024-04-16 18:13:21 INFO]: Validating... [2024-04-16 18:13:21 INFO]: Epoch (val) [339][1] loss_cls: 0.5303, loss_sal: 0.3522, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8826, mAP: 0.5878, best_mAP: 0.8185 [2024-04-16 18:13:22 INFO]: Epoch [340][1/1] lr: 0.0005, eta: 0:02:04, time: 0.052, data_time: 0.369, memory: 1237, loss_cls: 0.5493, loss_sal: 0.0255, loss_video_cal: 0.0070, loss_layer_cal: 0.0054, loss: 0.5873, scale: 16384.0000 [2024-04-16 18:13:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_340.pth... [2024-04-16 18:13:22 INFO]: Validating... [2024-04-16 18:13:22 INFO]: Epoch (val) [340][1] loss_cls: 0.5270, loss_sal: 0.3476, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8747, mAP: 0.5878, best_mAP: 0.8185 [2024-04-16 18:13:22 INFO]: Epoch [341][1/1] lr: 0.0005, eta: 0:02:04, time: 0.050, data_time: 0.354, memory: 1237, loss_cls: 0.5502, loss_sal: 0.0715, loss_video_cal: 0.0154, loss_layer_cal: 0.0093, loss: 0.6463, scale: 16384.0000 [2024-04-16 18:13:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_341.pth... [2024-04-16 18:13:22 INFO]: Validating... [2024-04-16 18:13:23 INFO]: Epoch (val) [341][1] loss_cls: 0.5244, loss_sal: 0.3409, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8654, mAP: 0.5878, best_mAP: 0.8185 [2024-04-16 18:13:23 INFO]: Epoch [342][1/1] lr: 0.0005, eta: 0:02:03, time: 0.049, data_time: 0.347, memory: 1237, loss_cls: 0.5476, loss_sal: 0.0341, loss_video_cal: 0.0041, loss_layer_cal: 0.0092, loss: 0.5949, scale: 16384.0000 [2024-04-16 18:13:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_342.pth... [2024-04-16 18:13:23 INFO]: Validating... [2024-04-16 18:13:23 INFO]: Epoch (val) [342][1] loss_cls: 0.5229, loss_sal: 0.3370, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8599, mAP: 0.5817, best_mAP: 0.8185 [2024-04-16 18:13:24 INFO]: Epoch [343][1/1] lr: 0.0005, eta: 0:02:02, time: 0.049, data_time: 0.339, memory: 1237, loss_cls: 0.5481, loss_sal: 0.0203, loss_video_cal: 0.0059, loss_layer_cal: 0.0062, loss: 0.5805, scale: 16384.0000 [2024-04-16 18:13:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_343.pth... [2024-04-16 18:13:24 INFO]: Validating... [2024-04-16 18:13:24 INFO]: Epoch (val) [343][1] loss_cls: 0.5221, loss_sal: 0.3330, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8551, mAP: 0.6192, best_mAP: 0.8185 [2024-04-16 18:13:25 INFO]: Epoch [344][1/1] lr: 0.0005, eta: 0:02:01, time: 0.048, data_time: 0.351, memory: 1237, loss_cls: 0.5488, loss_sal: 0.0273, loss_video_cal: 0.0139, loss_layer_cal: 0.0070, loss: 0.5971, scale: 16384.0000 [2024-04-16 18:13:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_344.pth... [2024-04-16 18:13:25 INFO]: Validating... [2024-04-16 18:13:25 INFO]: Epoch (val) [344][1] loss_cls: 0.5219, loss_sal: 0.3437, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8656, mAP: 0.6164, best_mAP: 0.8185 [2024-04-16 18:13:25 INFO]: Epoch [345][1/1] lr: 0.0005, eta: 0:02:00, time: 0.049, data_time: 0.339, memory: 1237, loss_cls: 0.5464, loss_sal: 0.0486, loss_video_cal: 0.0158, loss_layer_cal: 0.0068, loss: 0.6175, scale: 16384.0000 [2024-04-16 18:13:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_345.pth... [2024-04-16 18:13:25 INFO]: Validating... [2024-04-16 18:13:26 INFO]: Epoch (val) [345][1] loss_cls: 0.5221, loss_sal: 0.3552, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8774, mAP: 0.6164, best_mAP: 0.8185 [2024-04-16 18:13:26 INFO]: Epoch [346][1/1] lr: 0.0005, eta: 0:02:00, time: 0.050, data_time: 0.344, memory: 1237, loss_cls: 0.5458, loss_sal: 0.0707, loss_video_cal: 0.0185, loss_layer_cal: 0.0126, loss: 0.6476, scale: 16384.0000 [2024-04-16 18:13:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_346.pth... [2024-04-16 18:13:26 INFO]: Validating... [2024-04-16 18:13:26 INFO]: Epoch (val) [346][1] loss_cls: 0.5224, loss_sal: 0.4013, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9238, mAP: 0.6594, best_mAP: 0.8185 [2024-04-16 18:13:27 INFO]: Epoch [347][1/1] lr: 0.0005, eta: 0:01:59, time: 0.050, data_time: 0.344, memory: 1237, loss_cls: 0.5474, loss_sal: 0.0737, loss_video_cal: 0.0104, loss_layer_cal: 0.0051, loss: 0.6366, scale: 16384.0000 [2024-04-16 18:13:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_347.pth... [2024-04-16 18:13:27 INFO]: Validating... [2024-04-16 18:13:27 INFO]: Epoch (val) [347][1] loss_cls: 0.5233, loss_sal: 0.4688, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9921, mAP: 0.8185, best_mAP: 0.8185 [2024-04-16 18:13:28 INFO]: Epoch [348][1/1] lr: 0.0005, eta: 0:01:58, time: 0.052, data_time: 0.357, memory: 1237, loss_cls: 0.5480, loss_sal: 0.0222, loss_video_cal: 0.0061, loss_layer_cal: 0.0067, loss: 0.5830, scale: 16384.0000 [2024-04-16 18:13:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_348.pth... [2024-04-16 18:13:28 INFO]: Validating... [2024-04-16 18:13:28 INFO]: Epoch (val) [348][1] loss_cls: 0.5246, loss_sal: 0.5396, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0642, mAP: 0.7721, best_mAP: 0.8185 [2024-04-16 18:13:28 INFO]: Epoch [349][1/1] lr: 0.0005, eta: 0:01:57, time: 0.051, data_time: 0.353, memory: 1237, loss_cls: 0.5478, loss_sal: 0.0488, loss_video_cal: 0.0115, loss_layer_cal: 0.0059, loss: 0.6141, scale: 16384.0000 [2024-04-16 18:13:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_349.pth... [2024-04-16 18:13:28 INFO]: Validating... [2024-04-16 18:13:29 INFO]: Epoch (val) [349][1] loss_cls: 0.5258, loss_sal: 0.5929, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1188, mAP: 0.7721, best_mAP: 0.8185 [2024-04-16 18:13:29 INFO]: Epoch [350][1/1] lr: 0.0005, eta: 0:01:56, time: 0.051, data_time: 0.356, memory: 1237, loss_cls: 0.5500, loss_sal: 0.0905, loss_video_cal: 0.0127, loss_layer_cal: 0.0038, loss: 0.6570, scale: 16384.0000 [2024-04-16 18:13:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_350.pth... [2024-04-16 18:13:29 INFO]: Validating... [2024-04-16 18:13:29 INFO]: Epoch (val) [350][1] loss_cls: 0.5267, loss_sal: 0.6060, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1328, mAP: 0.8185, best_mAP: 0.8185 [2024-04-16 18:13:30 INFO]: Epoch [351][1/1] lr: 0.0005, eta: 0:01:56, time: 0.050, data_time: 0.349, memory: 1237, loss_cls: 0.5496, loss_sal: 0.0207, loss_video_cal: 0.0148, loss_layer_cal: 0.0064, loss: 0.5914, scale: 16384.0000 [2024-04-16 18:13:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_351.pth... [2024-04-16 18:13:30 INFO]: Validating... [2024-04-16 18:13:30 INFO]: Epoch (val) [351][1] loss_cls: 0.5276, loss_sal: 0.5752, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1028, mAP: 0.7497, best_mAP: 0.8185 [2024-04-16 18:13:31 INFO]: Epoch [352][1/1] lr: 0.0005, eta: 0:01:55, time: 0.053, data_time: 0.356, memory: 1237, loss_cls: 0.5507, loss_sal: 0.0137, loss_video_cal: 0.0159, loss_layer_cal: 0.0048, loss: 0.5852, scale: 16384.0000 [2024-04-16 18:13:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_352.pth... [2024-04-16 18:13:31 INFO]: Validating... [2024-04-16 18:13:31 INFO]: Epoch (val) [352][1] loss_cls: 0.5283, loss_sal: 0.5447, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0731, mAP: 0.7497, best_mAP: 0.8185 [2024-04-16 18:13:31 INFO]: Epoch [353][1/1] lr: 0.0005, eta: 0:01:54, time: 0.053, data_time: 0.374, memory: 1237, loss_cls: 0.5500, loss_sal: 0.0203, loss_video_cal: 0.0108, loss_layer_cal: 0.0098, loss: 0.5907, scale: 16384.0000 [2024-04-16 18:13:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_353.pth... [2024-04-16 18:13:32 INFO]: Validating... [2024-04-16 18:13:32 INFO]: Epoch (val) [353][1] loss_cls: 0.5285, loss_sal: 0.5427, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0713, mAP: 0.7497, best_mAP: 0.8185 [2024-04-16 18:13:32 INFO]: Epoch [354][1/1] lr: 0.0005, eta: 0:01:53, time: 0.054, data_time: 0.372, memory: 1237, loss_cls: 0.5481, loss_sal: 0.0787, loss_video_cal: 0.0160, loss_layer_cal: 0.0084, loss: 0.6511, scale: 16384.0000 [2024-04-16 18:13:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_354.pth... [2024-04-16 18:13:32 INFO]: Validating... [2024-04-16 18:13:33 INFO]: Epoch (val) [354][1] loss_cls: 0.5282, loss_sal: 0.5526, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0809, mAP: 0.7497, best_mAP: 0.8185 [2024-04-16 18:13:33 INFO]: Epoch [355][1/1] lr: 0.0005, eta: 0:01:53, time: 0.056, data_time: 0.377, memory: 1237, loss_cls: 0.5488, loss_sal: 0.0174, loss_video_cal: 0.0061, loss_layer_cal: 0.0062, loss: 0.5785, scale: 16384.0000 [2024-04-16 18:13:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_355.pth... [2024-04-16 18:13:33 INFO]: Validating... [2024-04-16 18:13:33 INFO]: Epoch (val) [355][1] loss_cls: 0.5280, loss_sal: 0.5634, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0914, mAP: 0.7497, best_mAP: 0.8185 [2024-04-16 18:13:34 INFO]: Epoch [356][1/1] lr: 0.0005, eta: 0:01:52, time: 0.057, data_time: 0.376, memory: 1237, loss_cls: 0.5502, loss_sal: 0.0351, loss_video_cal: 0.0053, loss_layer_cal: 0.0050, loss: 0.5956, scale: 16384.0000 [2024-04-16 18:13:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_356.pth... [2024-04-16 18:13:34 INFO]: Validating... [2024-04-16 18:13:34 INFO]: Epoch (val) [356][1] loss_cls: 0.5273, loss_sal: 0.5805, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1079, mAP: 0.7497, best_mAP: 0.8185 [2024-04-16 18:13:35 INFO]: Epoch [357][1/1] lr: 0.0005, eta: 0:01:51, time: 0.054, data_time: 0.367, memory: 1237, loss_cls: 0.5508, loss_sal: 0.1006, loss_video_cal: 0.0123, loss_layer_cal: 0.0065, loss: 0.6701, scale: 16384.0000 [2024-04-16 18:13:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_357.pth... [2024-04-16 18:13:35 INFO]: Validating... [2024-04-16 18:13:35 INFO]: Epoch (val) [357][1] loss_cls: 0.5265, loss_sal: 0.6187, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1452, mAP: 0.7497, best_mAP: 0.8185 [2024-04-16 18:13:35 INFO]: Epoch [358][1/1] lr: 0.0005, eta: 0:01:50, time: 0.051, data_time: 0.362, memory: 1237, loss_cls: 0.5500, loss_sal: 0.0276, loss_video_cal: 0.0223, loss_layer_cal: 0.0034, loss: 0.6033, scale: 16384.0000 [2024-04-16 18:13:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_358.pth... [2024-04-16 18:13:36 INFO]: Validating... [2024-04-16 18:13:36 INFO]: Epoch (val) [358][1] loss_cls: 0.5264, loss_sal: 0.6744, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2008, mAP: 0.8185, best_mAP: 0.8185 [2024-04-16 18:13:36 INFO]: Epoch [359][1/1] lr: 0.0005, eta: 0:01:49, time: 0.052, data_time: 0.370, memory: 1237, loss_cls: 0.5483, loss_sal: 0.0049, loss_video_cal: 0.0103, loss_layer_cal: 0.0043, loss: 0.5679, scale: 16384.0000 [2024-04-16 18:13:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_359.pth... [2024-04-16 18:13:36 INFO]: Validating... [2024-04-16 18:13:37 INFO]: Epoch (val) [359][1] loss_cls: 0.5267, loss_sal: 0.7081, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2349, mAP: 0.8185, best_mAP: 0.8185 [2024-04-16 18:13:37 INFO]: Epoch [360][1/1] lr: 0.0005, eta: 0:01:49, time: 0.050, data_time: 0.360, memory: 1237, loss_cls: 0.5493, loss_sal: 0.0030, loss_video_cal: 0.0152, loss_layer_cal: 0.0065, loss: 0.5740, scale: 16384.0000 [2024-04-16 18:13:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_360.pth... [2024-04-16 18:13:37 INFO]: Validating... [2024-04-16 18:13:37 INFO]: Epoch (val) [360][1] loss_cls: 0.5271, loss_sal: 0.7267, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2539, mAP: 0.8072, best_mAP: 0.8185 [2024-04-16 18:13:38 INFO]: Epoch [361][1/1] lr: 0.0005, eta: 0:01:48, time: 0.052, data_time: 0.358, memory: 1237, loss_cls: 0.5494, loss_sal: 0.0130, loss_video_cal: 0.0210, loss_layer_cal: 0.0062, loss: 0.5897, scale: 16384.0000 [2024-04-16 18:13:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_361.pth... [2024-04-16 18:13:38 INFO]: Validating... [2024-04-16 18:13:38 INFO]: Epoch (val) [361][1] loss_cls: 0.5274, loss_sal: 0.7376, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2650, mAP: 0.8072, best_mAP: 0.8185 [2024-04-16 18:13:39 INFO]: Epoch [362][1/1] lr: 0.0005, eta: 0:01:47, time: 0.052, data_time: 0.357, memory: 1237, loss_cls: 0.5485, loss_sal: 0.0294, loss_video_cal: 0.0122, loss_layer_cal: 0.0071, loss: 0.5971, scale: 16384.0000 [2024-04-16 18:13:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_362.pth... [2024-04-16 18:13:39 INFO]: Validating... [2024-04-16 18:13:39 INFO]: Epoch (val) [362][1] loss_cls: 0.5278, loss_sal: 0.7298, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2576, mAP: 0.8072, best_mAP: 0.8185 [2024-04-16 18:13:39 INFO]: Epoch [363][1/1] lr: 0.0005, eta: 0:01:46, time: 0.052, data_time: 0.356, memory: 1237, loss_cls: 0.5497, loss_sal: 0.0684, loss_video_cal: 0.0069, loss_layer_cal: 0.0069, loss: 0.6319, scale: 16384.0000 [2024-04-16 18:13:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_363.pth... [2024-04-16 18:13:39 INFO]: Validating... [2024-04-16 18:13:40 INFO]: Epoch (val) [363][1] loss_cls: 0.5285, loss_sal: 0.7192, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2478, mAP: 0.8072, best_mAP: 0.8185 [2024-04-16 18:13:40 INFO]: Epoch [364][1/1] lr: 0.0005, eta: 0:01:46, time: 0.051, data_time: 0.352, memory: 1237, loss_cls: 0.5490, loss_sal: 0.0195, loss_video_cal: 0.0070, loss_layer_cal: 0.0041, loss: 0.5796, scale: 16384.0000 [2024-04-16 18:13:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_364.pth... [2024-04-16 18:13:40 INFO]: Validating... [2024-04-16 18:13:40 INFO]: Epoch (val) [364][1] loss_cls: 0.5296, loss_sal: 0.6754, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2051, mAP: 0.8072, best_mAP: 0.8185 [2024-04-16 18:13:41 INFO]: Epoch [365][1/1] lr: 0.0005, eta: 0:01:45, time: 0.048, data_time: 0.349, memory: 1237, loss_cls: 0.5489, loss_sal: 0.0189, loss_video_cal: 0.0124, loss_layer_cal: 0.0112, loss: 0.5914, scale: 16384.0000 [2024-04-16 18:13:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_365.pth... [2024-04-16 18:13:41 INFO]: Validating... [2024-04-16 18:13:41 INFO]: Epoch (val) [365][1] loss_cls: 0.5315, loss_sal: 0.6723, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2039, mAP: 0.8072, best_mAP: 0.8185 [2024-04-16 18:13:42 INFO]: Epoch [366][1/1] lr: 0.0005, eta: 0:01:44, time: 0.049, data_time: 0.348, memory: 1237, loss_cls: 0.5493, loss_sal: 0.0313, loss_video_cal: 0.0160, loss_layer_cal: 0.0050, loss: 0.6015, scale: 16384.0000 [2024-04-16 18:13:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_366.pth... [2024-04-16 18:13:42 INFO]: Validating... [2024-04-16 18:13:42 INFO]: Epoch (val) [366][1] loss_cls: 0.5339, loss_sal: 0.6585, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1924, mAP: 0.7894, best_mAP: 0.8185 [2024-04-16 18:13:42 INFO]: Epoch [367][1/1] lr: 0.0005, eta: 0:01:43, time: 0.051, data_time: 0.352, memory: 1237, loss_cls: 0.5496, loss_sal: 0.1045, loss_video_cal: 0.0081, loss_layer_cal: 0.0025, loss: 0.6647, scale: 16384.0000 [2024-04-16 18:13:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_367.pth... [2024-04-16 18:13:42 INFO]: Validating... [2024-04-16 18:13:43 INFO]: Epoch (val) [367][1] loss_cls: 0.5377, loss_sal: 0.5463, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0840, mAP: 0.7894, best_mAP: 0.8185 [2024-04-16 18:13:43 INFO]: Epoch [368][1/1] lr: 0.0005, eta: 0:01:42, time: 0.051, data_time: 0.364, memory: 1237, loss_cls: 0.5487, loss_sal: 0.0538, loss_video_cal: 0.0119, loss_layer_cal: 0.0089, loss: 0.6233, scale: 16384.0000 [2024-04-16 18:13:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_368.pth... [2024-04-16 18:13:43 INFO]: Validating... [2024-04-16 18:13:44 INFO]: Epoch (val) [368][1] loss_cls: 0.5405, loss_sal: 0.4674, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0079, mAP: 0.7519, best_mAP: 0.8185 [2024-04-16 18:13:44 INFO]: Epoch [369][1/1] lr: 0.0005, eta: 0:01:42, time: 0.051, data_time: 0.359, memory: 1237, loss_cls: 0.5502, loss_sal: 0.0588, loss_video_cal: 0.0077, loss_layer_cal: 0.0064, loss: 0.6231, scale: 16384.0000 [2024-04-16 18:13:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_369.pth... [2024-04-16 18:13:44 INFO]: Validating... [2024-04-16 18:13:44 INFO]: Epoch (val) [369][1] loss_cls: 0.5399, loss_sal: 0.4161, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9561, mAP: 0.6977, best_mAP: 0.8185 [2024-04-16 18:13:45 INFO]: Epoch [370][1/1] lr: 0.0005, eta: 0:01:41, time: 0.050, data_time: 0.343, memory: 1237, loss_cls: 0.5496, loss_sal: 0.0405, loss_video_cal: 0.0148, loss_layer_cal: 0.0065, loss: 0.6114, scale: 16384.0000 [2024-04-16 18:13:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_370.pth... [2024-04-16 18:13:45 INFO]: Validating... [2024-04-16 18:13:45 INFO]: Epoch (val) [370][1] loss_cls: 0.5374, loss_sal: 0.3841, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9215, mAP: 0.6977, best_mAP: 0.8185 [2024-04-16 18:13:45 INFO]: Epoch [371][1/1] lr: 0.0005, eta: 0:01:40, time: 0.051, data_time: 0.364, memory: 1237, loss_cls: 0.5481, loss_sal: 0.0601, loss_video_cal: 0.0188, loss_layer_cal: 0.0041, loss: 0.6311, scale: 16384.0000 [2024-04-16 18:13:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_371.pth... [2024-04-16 18:13:46 INFO]: Validating... [2024-04-16 18:13:46 INFO]: Epoch (val) [371][1] loss_cls: 0.5323, loss_sal: 0.3789, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9112, mAP: 0.6977, best_mAP: 0.8185 [2024-04-16 18:13:46 INFO]: Epoch [372][1/1] lr: 0.0005, eta: 0:01:39, time: 0.050, data_time: 0.357, memory: 1237, loss_cls: 0.5484, loss_sal: 0.0252, loss_video_cal: 0.0056, loss_layer_cal: 0.0033, loss: 0.5825, scale: 16384.0000 [2024-04-16 18:13:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_372.pth... [2024-04-16 18:13:46 INFO]: Validating... [2024-04-16 18:13:47 INFO]: Epoch (val) [372][1] loss_cls: 0.5276, loss_sal: 0.3825, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9101, mAP: 0.6977, best_mAP: 0.8185 [2024-04-16 18:13:47 INFO]: Epoch [373][1/1] lr: 0.0005, eta: 0:01:38, time: 0.051, data_time: 0.352, memory: 1237, loss_cls: 0.5494, loss_sal: 0.0646, loss_video_cal: 0.0066, loss_layer_cal: 0.0122, loss: 0.6327, scale: 16384.0000 [2024-04-16 18:13:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_373.pth... [2024-04-16 18:13:47 INFO]: Validating... [2024-04-16 18:13:47 INFO]: Epoch (val) [373][1] loss_cls: 0.5253, loss_sal: 0.3816, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9070, mAP: 0.7094, best_mAP: 0.8185 [2024-04-16 18:13:48 INFO]: Epoch [374][1/1] lr: 0.0005, eta: 0:01:38, time: 0.051, data_time: 0.348, memory: 1237, loss_cls: 0.5479, loss_sal: 0.0109, loss_video_cal: 0.0108, loss_layer_cal: 0.0037, loss: 0.5733, scale: 16384.0000 [2024-04-16 18:13:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_374.pth... [2024-04-16 18:13:48 INFO]: Validating... [2024-04-16 18:13:48 INFO]: Epoch (val) [374][1] loss_cls: 0.5240, loss_sal: 0.3911, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9151, mAP: 0.7372, best_mAP: 0.8185 [2024-04-16 18:13:49 INFO]: Epoch [375][1/1] lr: 0.0005, eta: 0:01:37, time: 0.051, data_time: 0.363, memory: 1237, loss_cls: 0.5500, loss_sal: 0.0377, loss_video_cal: 0.0122, loss_layer_cal: 0.0069, loss: 0.6067, scale: 16384.0000 [2024-04-16 18:13:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_375.pth... [2024-04-16 18:13:49 INFO]: Validating... [2024-04-16 18:13:49 INFO]: Epoch (val) [375][1] loss_cls: 0.5237, loss_sal: 0.4021, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9258, mAP: 0.7372, best_mAP: 0.8185 [2024-04-16 18:13:49 INFO]: Epoch [376][1/1] lr: 0.0005, eta: 0:01:36, time: 0.049, data_time: 0.358, memory: 1237, loss_cls: 0.5477, loss_sal: 0.0198, loss_video_cal: 0.0194, loss_layer_cal: 0.0024, loss: 0.5893, scale: 16384.0000 [2024-04-16 18:13:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_376.pth... [2024-04-16 18:13:49 INFO]: Validating... [2024-04-16 18:13:50 INFO]: Epoch (val) [376][1] loss_cls: 0.5237, loss_sal: 0.4239, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9477, mAP: 0.7372, best_mAP: 0.8185 [2024-04-16 18:13:50 INFO]: Epoch [377][1/1] lr: 0.0005, eta: 0:01:35, time: 0.049, data_time: 0.349, memory: 1237, loss_cls: 0.5476, loss_sal: 0.0317, loss_video_cal: 0.0094, loss_layer_cal: 0.0081, loss: 0.5969, scale: 16384.0000 [2024-04-16 18:13:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_377.pth... [2024-04-16 18:13:50 INFO]: Validating... [2024-04-16 18:13:50 INFO]: Epoch (val) [377][1] loss_cls: 0.5240, loss_sal: 0.4553, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9794, mAP: 0.7372, best_mAP: 0.8185 [2024-04-16 18:13:51 INFO]: Epoch [378][1/1] lr: 0.0005, eta: 0:01:35, time: 0.050, data_time: 0.339, memory: 1237, loss_cls: 0.5478, loss_sal: 0.0503, loss_video_cal: 0.0115, loss_layer_cal: 0.0017, loss: 0.6112, scale: 16384.0000 [2024-04-16 18:13:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_378.pth... [2024-04-16 18:13:51 INFO]: Validating... [2024-04-16 18:13:51 INFO]: Epoch (val) [378][1] loss_cls: 0.5247, loss_sal: 0.4869, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0116, mAP: 0.7372, best_mAP: 0.8185 [2024-04-16 18:13:52 INFO]: Epoch [379][1/1] lr: 0.0005, eta: 0:01:34, time: 0.048, data_time: 0.350, memory: 1237, loss_cls: 0.5474, loss_sal: 0.0346, loss_video_cal: 0.0098, loss_layer_cal: 0.0018, loss: 0.5936, scale: 16384.0000 [2024-04-16 18:13:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_379.pth... [2024-04-16 18:13:52 INFO]: Validating... [2024-04-16 18:13:52 INFO]: Epoch (val) [379][1] loss_cls: 0.5265, loss_sal: 0.5100, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0366, mAP: 0.7254, best_mAP: 0.8185 [2024-04-16 18:13:52 INFO]: Epoch [380][1/1] lr: 0.0005, eta: 0:01:33, time: 0.051, data_time: 0.365, memory: 1237, loss_cls: 0.5468, loss_sal: 0.0071, loss_video_cal: 0.0123, loss_layer_cal: 0.0051, loss: 0.5713, scale: 16384.0000 [2024-04-16 18:13:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_380.pth... [2024-04-16 18:13:52 INFO]: Validating... [2024-04-16 18:13:53 INFO]: Epoch (val) [380][1] loss_cls: 0.5283, loss_sal: 0.5370, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0653, mAP: 0.7305, best_mAP: 0.8185 [2024-04-16 18:13:53 INFO]: Epoch [381][1/1] lr: 0.0005, eta: 0:01:32, time: 0.053, data_time: 0.357, memory: 1237, loss_cls: 0.5450, loss_sal: 0.0402, loss_video_cal: 0.0123, loss_layer_cal: 0.0070, loss: 0.6045, scale: 16384.0000 [2024-04-16 18:13:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_381.pth... [2024-04-16 18:13:53 INFO]: Validating... [2024-04-16 18:13:53 INFO]: Epoch (val) [381][1] loss_cls: 0.5294, loss_sal: 0.5483, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0777, mAP: 0.7183, best_mAP: 0.8185 [2024-04-16 18:13:54 INFO]: Epoch [382][1/1] lr: 0.0005, eta: 0:01:31, time: 0.052, data_time: 0.367, memory: 1237, loss_cls: 0.5473, loss_sal: 0.0142, loss_video_cal: 0.0066, loss_layer_cal: 0.0117, loss: 0.5797, scale: 16384.0000 [2024-04-16 18:13:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_382.pth... [2024-04-16 18:13:54 INFO]: Validating... [2024-04-16 18:13:54 INFO]: Epoch (val) [382][1] loss_cls: 0.5299, loss_sal: 0.5533, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0832, mAP: 0.7183, best_mAP: 0.8185 [2024-04-16 18:13:55 INFO]: Epoch [383][1/1] lr: 0.0005, eta: 0:01:31, time: 0.051, data_time: 0.354, memory: 1237, loss_cls: 0.5485, loss_sal: 0.0333, loss_video_cal: 0.0095, loss_layer_cal: 0.0050, loss: 0.5963, scale: 16384.0000 [2024-04-16 18:13:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_383.pth... [2024-04-16 18:13:55 INFO]: Validating... [2024-04-16 18:13:55 INFO]: Epoch (val) [383][1] loss_cls: 0.5292, loss_sal: 0.5396, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0688, mAP: 0.7183, best_mAP: 0.8185 [2024-04-16 18:13:55 INFO]: Epoch [384][1/1] lr: 0.0005, eta: 0:01:30, time: 0.050, data_time: 0.355, memory: 1237, loss_cls: 0.5476, loss_sal: 0.0263, loss_video_cal: 0.0064, loss_layer_cal: 0.0038, loss: 0.5841, scale: 16384.0000 [2024-04-16 18:13:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_384.pth... [2024-04-16 18:13:56 INFO]: Validating... [2024-04-16 18:13:56 INFO]: Epoch (val) [384][1] loss_cls: 0.5275, loss_sal: 0.5175, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0451, mAP: 0.7259, best_mAP: 0.8185 [2024-04-16 18:13:56 INFO]: Epoch [385][1/1] lr: 0.0005, eta: 0:01:29, time: 0.049, data_time: 0.352, memory: 1237, loss_cls: 0.5492, loss_sal: 0.0747, loss_video_cal: 0.0063, loss_layer_cal: 0.0043, loss: 0.6346, scale: 16384.0000 [2024-04-16 18:13:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_385.pth... [2024-04-16 18:13:56 INFO]: Validating... [2024-04-16 18:13:57 INFO]: Epoch (val) [385][1] loss_cls: 0.5257, loss_sal: 0.4752, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0010, mAP: 0.7754, best_mAP: 0.8185 [2024-04-16 18:13:57 INFO]: Epoch [386][1/1] lr: 0.0005, eta: 0:01:28, time: 0.050, data_time: 0.339, memory: 1237, loss_cls: 0.5491, loss_sal: 0.0707, loss_video_cal: 0.0150, loss_layer_cal: 0.0057, loss: 0.6405, scale: 16384.0000 [2024-04-16 18:13:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_386.pth... [2024-04-16 18:13:57 INFO]: Validating... [2024-04-16 18:13:57 INFO]: Epoch (val) [386][1] loss_cls: 0.5240, loss_sal: 0.4232, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9473, mAP: 0.7754, best_mAP: 0.8185 [2024-04-16 18:13:58 INFO]: Epoch [387][1/1] lr: 0.0005, eta: 0:01:28, time: 0.049, data_time: 0.344, memory: 1237, loss_cls: 0.5472, loss_sal: 0.0221, loss_video_cal: 0.0114, loss_layer_cal: 0.0082, loss: 0.5888, scale: 16384.0000 [2024-04-16 18:13:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_387.pth... [2024-04-16 18:13:58 INFO]: Validating... [2024-04-16 18:13:58 INFO]: Epoch (val) [387][1] loss_cls: 0.5233, loss_sal: 0.3734, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8967, mAP: 0.7796, best_mAP: 0.8185 [2024-04-16 18:13:58 INFO]: Epoch [388][1/1] lr: 0.0005, eta: 0:01:27, time: 0.049, data_time: 0.345, memory: 1237, loss_cls: 0.5468, loss_sal: 0.1913, loss_video_cal: 0.0084, loss_layer_cal: 0.0031, loss: 0.7496, scale: 16384.0000 [2024-04-16 18:13:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_388.pth... [2024-04-16 18:13:59 INFO]: Validating... [2024-04-16 18:13:59 INFO]: Epoch (val) [388][1] loss_cls: 0.5227, loss_sal: 0.3374, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8601, mAP: 0.7796, best_mAP: 0.8185 [2024-04-16 18:13:59 INFO]: Epoch [389][1/1] lr: 0.0005, eta: 0:01:26, time: 0.048, data_time: 0.333, memory: 1237, loss_cls: 0.5485, loss_sal: 0.0413, loss_video_cal: 0.0112, loss_layer_cal: 0.0075, loss: 0.6085, scale: 16384.0000 [2024-04-16 18:13:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_389.pth... [2024-04-16 18:13:59 INFO]: Validating... [2024-04-16 18:13:59 INFO]: Epoch (val) [389][1] loss_cls: 0.5222, loss_sal: 0.3170, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8393, mAP: 0.7497, best_mAP: 0.8185 [2024-04-16 18:14:00 INFO]: Epoch [390][1/1] lr: 0.0005, eta: 0:01:25, time: 0.047, data_time: 0.337, memory: 1237, loss_cls: 0.5481, loss_sal: 0.0245, loss_video_cal: 0.0056, loss_layer_cal: 0.0035, loss: 0.5816, scale: 16384.0000 [2024-04-16 18:14:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_390.pth... [2024-04-16 18:14:00 INFO]: Validating... [2024-04-16 18:14:00 INFO]: Epoch (val) [390][1] loss_cls: 0.5220, loss_sal: 0.3150, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8370, mAP: 0.7497, best_mAP: 0.8185 [2024-04-16 18:14:01 INFO]: Epoch [391][1/1] lr: 0.0005, eta: 0:01:24, time: 0.048, data_time: 0.341, memory: 1237, loss_cls: 0.5476, loss_sal: 0.0477, loss_video_cal: 0.0100, loss_layer_cal: 0.0047, loss: 0.6100, scale: 16384.0000 [2024-04-16 18:14:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_391.pth... [2024-04-16 18:14:01 INFO]: Validating... [2024-04-16 18:14:01 INFO]: Epoch (val) [391][1] loss_cls: 0.5220, loss_sal: 0.3275, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8496, mAP: 0.6935, best_mAP: 0.8185 [2024-04-16 18:14:01 INFO]: Epoch [392][1/1] lr: 0.0005, eta: 0:01:24, time: 0.048, data_time: 0.348, memory: 1237, loss_cls: 0.5449, loss_sal: 0.0574, loss_video_cal: 0.0074, loss_layer_cal: 0.0069, loss: 0.6166, scale: 16384.0000 [2024-04-16 18:14:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_392.pth... [2024-04-16 18:14:01 INFO]: Validating... [2024-04-16 18:14:02 INFO]: Epoch (val) [392][1] loss_cls: 0.5222, loss_sal: 0.3513, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8735, mAP: 0.7094, best_mAP: 0.8185 [2024-04-16 18:14:02 INFO]: Epoch [393][1/1] lr: 0.0005, eta: 0:01:23, time: 0.049, data_time: 0.342, memory: 1237, loss_cls: 0.5494, loss_sal: 0.0528, loss_video_cal: 0.0109, loss_layer_cal: 0.0073, loss: 0.6205, scale: 16384.0000 [2024-04-16 18:14:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_393.pth... [2024-04-16 18:14:02 INFO]: Validating... [2024-04-16 18:14:02 INFO]: Epoch (val) [393][1] loss_cls: 0.5227, loss_sal: 0.3912, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9140, mAP: 0.7044, best_mAP: 0.8185 [2024-04-16 18:14:03 INFO]: Epoch [394][1/1] lr: 0.0005, eta: 0:01:22, time: 0.051, data_time: 0.361, memory: 1237, loss_cls: 0.5465, loss_sal: 0.0513, loss_video_cal: 0.0095, loss_layer_cal: 0.0055, loss: 0.6129, scale: 16384.0000 [2024-04-16 18:14:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_394.pth... [2024-04-16 18:14:03 INFO]: Validating... [2024-04-16 18:14:03 INFO]: Epoch (val) [394][1] loss_cls: 0.5235, loss_sal: 0.4383, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9618, mAP: 0.7044, best_mAP: 0.8185 [2024-04-16 18:14:04 INFO]: Epoch [395][1/1] lr: 0.0005, eta: 0:01:21, time: 0.053, data_time: 0.354, memory: 1237, loss_cls: 0.5454, loss_sal: 0.0175, loss_video_cal: 0.0091, loss_layer_cal: 0.0043, loss: 0.5763, scale: 16384.0000 [2024-04-16 18:14:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_395.pth... [2024-04-16 18:14:04 INFO]: Validating... [2024-04-16 18:14:04 INFO]: Epoch (val) [395][1] loss_cls: 0.5245, loss_sal: 0.4899, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0144, mAP: 0.7044, best_mAP: 0.8185 [2024-04-16 18:14:04 INFO]: Epoch [396][1/1] lr: 0.0005, eta: 0:01:20, time: 0.046, data_time: 0.335, memory: 1237, loss_cls: 0.5451, loss_sal: 0.0502, loss_video_cal: 0.0040, loss_layer_cal: 0.0076, loss: 0.6069, scale: 16384.0000 [2024-04-16 18:14:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_396.pth... [2024-04-16 18:14:04 INFO]: Validating... [2024-04-16 18:14:05 INFO]: Epoch (val) [396][1] loss_cls: 0.5257, loss_sal: 0.5547, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0805, mAP: 0.7746, best_mAP: 0.8185 [2024-04-16 18:14:05 INFO]: Epoch [397][1/1] lr: 0.0005, eta: 0:01:20, time: 0.046, data_time: 0.335, memory: 1237, loss_cls: 0.5450, loss_sal: 0.0264, loss_video_cal: 0.0060, loss_layer_cal: 0.0025, loss: 0.5799, scale: 16384.0000 [2024-04-16 18:14:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_397.pth... [2024-04-16 18:14:05 INFO]: Validating... [2024-04-16 18:14:05 INFO]: Epoch (val) [397][1] loss_cls: 0.5272, loss_sal: 0.6181, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1453, mAP: 0.7746, best_mAP: 0.8185 [2024-04-16 18:14:06 INFO]: Epoch [398][1/1] lr: 0.0005, eta: 0:01:19, time: 0.047, data_time: 0.329, memory: 1237, loss_cls: 0.5465, loss_sal: 0.1041, loss_video_cal: 0.0121, loss_layer_cal: 0.0028, loss: 0.6655, scale: 16384.0000 [2024-04-16 18:14:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_398.pth... [2024-04-16 18:14:06 INFO]: Validating... [2024-04-16 18:14:06 INFO]: Epoch (val) [398][1] loss_cls: 0.5292, loss_sal: 0.6349, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1641, mAP: 0.7746, best_mAP: 0.8185 [2024-04-16 18:14:07 INFO]: Epoch [399][1/1] lr: 0.0005, eta: 0:01:18, time: 0.050, data_time: 0.345, memory: 1237, loss_cls: 0.5470, loss_sal: 0.0057, loss_video_cal: 0.0056, loss_layer_cal: 0.0029, loss: 0.5612, scale: 16384.0000 [2024-04-16 18:14:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_399.pth... [2024-04-16 18:14:07 INFO]: Validating... [2024-04-16 18:14:07 INFO]: Epoch (val) [399][1] loss_cls: 0.5305, loss_sal: 0.6493, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1798, mAP: 0.7746, best_mAP: 0.8185 [2024-04-16 18:14:07 INFO]: Epoch [400][1/1] lr: 0.0005, eta: 0:01:17, time: 0.050, data_time: 0.349, memory: 1237, loss_cls: 0.5472, loss_sal: 0.0252, loss_video_cal: 0.0094, loss_layer_cal: 0.0035, loss: 0.5854, scale: 16384.0000 [2024-04-16 18:14:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_400.pth... [2024-04-16 18:14:07 INFO]: Validating... [2024-04-16 18:14:08 INFO]: Epoch (val) [400][1] loss_cls: 0.5301, loss_sal: 0.6730, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2031, mAP: 0.7746, best_mAP: 0.8185 [2024-04-16 18:14:08 INFO]: Epoch [401][1/1] lr: 0.0005, eta: 0:01:16, time: 0.050, data_time: 0.346, memory: 1237, loss_cls: 0.5469, loss_sal: 0.0739, loss_video_cal: 0.0124, loss_layer_cal: 0.0056, loss: 0.6387, scale: 16384.0000 [2024-04-16 18:14:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_401.pth... [2024-04-16 18:14:08 INFO]: Validating... [2024-04-16 18:14:08 INFO]: Epoch (val) [401][1] loss_cls: 0.5286, loss_sal: 0.7148, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2434, mAP: 0.7746, best_mAP: 0.8185 [2024-04-16 18:14:09 INFO]: Epoch [402][1/1] lr: 0.0005, eta: 0:01:16, time: 0.053, data_time: 0.365, memory: 1237, loss_cls: 0.5466, loss_sal: 0.0812, loss_video_cal: 0.0063, loss_layer_cal: 0.0041, loss: 0.6381, scale: 16384.0000 [2024-04-16 18:14:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_402.pth... [2024-04-16 18:14:09 INFO]: Validating... [2024-04-16 18:14:09 INFO]: Epoch (val) [402][1] loss_cls: 0.5269, loss_sal: 0.7785, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.3054, mAP: 0.7746, best_mAP: 0.8185 [2024-04-16 18:14:10 INFO]: Epoch [403][1/1] lr: 0.0005, eta: 0:01:15, time: 0.053, data_time: 0.376, memory: 1237, loss_cls: 0.5477, loss_sal: 0.0515, loss_video_cal: 0.0022, loss_layer_cal: 0.0051, loss: 0.6066, scale: 16384.0000 [2024-04-16 18:14:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_403.pth... [2024-04-16 18:14:10 INFO]: Validating... [2024-04-16 18:14:10 INFO]: Epoch (val) [403][1] loss_cls: 0.5256, loss_sal: 0.8259, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.3516, mAP: 0.7545, best_mAP: 0.8185 [2024-04-16 18:14:10 INFO]: Epoch [404][1/1] lr: 0.0005, eta: 0:01:14, time: 0.056, data_time: 0.376, memory: 1237, loss_cls: 0.5475, loss_sal: 0.0487, loss_video_cal: 0.0022, loss_layer_cal: 0.0040, loss: 0.6023, scale: 16384.0000 [2024-04-16 18:14:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_404.pth... [2024-04-16 18:14:11 INFO]: Validating... [2024-04-16 18:14:11 INFO]: Epoch (val) [404][1] loss_cls: 0.5251, loss_sal: 0.8446, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.3697, mAP: 0.7545, best_mAP: 0.8185 [2024-04-16 18:14:11 INFO]: Epoch [405][1/1] lr: 0.0005, eta: 0:01:13, time: 0.054, data_time: 0.376, memory: 1237, loss_cls: 0.5484, loss_sal: 0.0192, loss_video_cal: 0.0040, loss_layer_cal: 0.0056, loss: 0.5772, scale: 16384.0000 [2024-04-16 18:14:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_405.pth... [2024-04-16 18:14:11 INFO]: Validating... [2024-04-16 18:14:12 INFO]: Epoch (val) [405][1] loss_cls: 0.5247, loss_sal: 0.8522, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.3769, mAP: 0.7545, best_mAP: 0.8185 [2024-04-16 18:14:12 INFO]: Epoch [406][1/1] lr: 0.0005, eta: 0:01:13, time: 0.052, data_time: 0.359, memory: 1237, loss_cls: 0.5461, loss_sal: 0.0197, loss_video_cal: 0.0217, loss_layer_cal: 0.0059, loss: 0.5934, scale: 16384.0000 [2024-04-16 18:14:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_406.pth... [2024-04-16 18:14:12 INFO]: Validating... [2024-04-16 18:14:12 INFO]: Epoch (val) [406][1] loss_cls: 0.5247, loss_sal: 0.8609, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.3856, mAP: 0.7545, best_mAP: 0.8185 [2024-04-16 18:14:13 INFO]: Epoch [407][1/1] lr: 0.0005, eta: 0:01:12, time: 0.050, data_time: 0.357, memory: 1237, loss_cls: 0.5482, loss_sal: 0.0083, loss_video_cal: 0.0115, loss_layer_cal: 0.0053, loss: 0.5733, scale: 16384.0000 [2024-04-16 18:14:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_407.pth... [2024-04-16 18:14:13 INFO]: Validating... [2024-04-16 18:14:13 INFO]: Epoch (val) [407][1] loss_cls: 0.5248, loss_sal: 0.8698, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.3946, mAP: 0.7545, best_mAP: 0.8185 [2024-04-16 18:14:14 INFO]: Epoch [408][1/1] lr: 0.0005, eta: 0:01:11, time: 0.051, data_time: 0.348, memory: 1237, loss_cls: 0.5464, loss_sal: 0.0103, loss_video_cal: 0.0069, loss_layer_cal: 0.0089, loss: 0.5725, scale: 16384.0000 [2024-04-16 18:14:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_408.pth... [2024-04-16 18:14:14 INFO]: Validating... [2024-04-16 18:14:14 INFO]: Epoch (val) [408][1] loss_cls: 0.5252, loss_sal: 0.8746, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.3998, mAP: 0.7545, best_mAP: 0.8185 [2024-04-16 18:14:14 INFO]: Epoch [409][1/1] lr: 0.0005, eta: 0:01:10, time: 0.053, data_time: 0.366, memory: 1237, loss_cls: 0.5470, loss_sal: 0.0211, loss_video_cal: 0.0082, loss_layer_cal: 0.0028, loss: 0.5791, scale: 16384.0000 [2024-04-16 18:14:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_409.pth... [2024-04-16 18:14:14 INFO]: Validating... [2024-04-16 18:14:15 INFO]: Epoch (val) [409][1] loss_cls: 0.5258, loss_sal: 0.9278, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.4536, mAP: 0.7545, best_mAP: 0.8185 [2024-04-16 18:14:15 INFO]: Epoch [410][1/1] lr: 0.0005, eta: 0:01:09, time: 0.049, data_time: 0.348, memory: 1237, loss_cls: 0.5470, loss_sal: 0.0202, loss_video_cal: 0.0090, loss_layer_cal: 0.0029, loss: 0.5792, scale: 16384.0000 [2024-04-16 18:14:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_410.pth... [2024-04-16 18:14:15 INFO]: Validating... [2024-04-16 18:14:15 INFO]: Epoch (val) [410][1] loss_cls: 0.5268, loss_sal: 0.9502, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.4770, mAP: 0.7545, best_mAP: 0.8185 [2024-04-16 18:14:16 INFO]: Epoch [411][1/1] lr: 0.0005, eta: 0:01:09, time: 0.052, data_time: 0.353, memory: 1237, loss_cls: 0.5459, loss_sal: 0.0344, loss_video_cal: 0.0050, loss_layer_cal: 0.0062, loss: 0.5916, scale: 16384.0000 [2024-04-16 18:14:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_411.pth... [2024-04-16 18:14:16 INFO]: Validating... [2024-04-16 18:14:16 INFO]: Epoch (val) [411][1] loss_cls: 0.5277, loss_sal: 0.9774, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.5051, mAP: 0.7545, best_mAP: 0.8185 [2024-04-16 18:14:17 INFO]: Epoch [412][1/1] lr: 0.0005, eta: 0:01:08, time: 0.054, data_time: 0.363, memory: 1237, loss_cls: 0.5459, loss_sal: 0.0489, loss_video_cal: 0.0029, loss_layer_cal: 0.0104, loss: 0.6081, scale: 16384.0000 [2024-04-16 18:14:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_412.pth... [2024-04-16 18:14:17 INFO]: Validating... [2024-04-16 18:14:17 INFO]: Epoch (val) [412][1] loss_cls: 0.5287, loss_sal: 0.9891, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.5178, mAP: 0.7545, best_mAP: 0.8185 [2024-04-16 18:14:17 INFO]: Epoch [413][1/1] lr: 0.0005, eta: 0:01:07, time: 0.052, data_time: 0.364, memory: 1237, loss_cls: 0.5458, loss_sal: 0.0159, loss_video_cal: 0.0124, loss_layer_cal: 0.0029, loss: 0.5770, scale: 16384.0000 [2024-04-16 18:14:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_413.pth... [2024-04-16 18:14:18 INFO]: Validating... [2024-04-16 18:14:18 INFO]: Epoch (val) [413][1] loss_cls: 0.5292, loss_sal: 0.9931, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.5224, mAP: 0.7545, best_mAP: 0.8185 [2024-04-16 18:14:18 INFO]: Epoch [414][1/1] lr: 0.0005, eta: 0:01:06, time: 0.053, data_time: 0.365, memory: 1237, loss_cls: 0.5473, loss_sal: 0.0661, loss_video_cal: 0.0081, loss_layer_cal: 0.0089, loss: 0.6304, scale: 16384.0000 [2024-04-16 18:14:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_414.pth... [2024-04-16 18:14:18 INFO]: Validating... [2024-04-16 18:14:19 INFO]: Epoch (val) [414][1] loss_cls: 0.5300, loss_sal: 0.9511, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.4811, mAP: 0.7545, best_mAP: 0.8185 [2024-04-16 18:14:19 INFO]: Epoch [415][1/1] lr: 0.0005, eta: 0:01:06, time: 0.055, data_time: 0.378, memory: 1237, loss_cls: 0.5462, loss_sal: 0.0150, loss_video_cal: 0.0171, loss_layer_cal: 0.0038, loss: 0.5820, scale: 16384.0000 [2024-04-16 18:14:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_415.pth... [2024-04-16 18:14:19 INFO]: Validating... [2024-04-16 18:14:19 INFO]: Epoch (val) [415][1] loss_cls: 0.5302, loss_sal: 0.8919, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.4221, mAP: 0.7545, best_mAP: 0.8185 [2024-04-16 18:14:20 INFO]: Epoch [416][1/1] lr: 0.0005, eta: 0:01:05, time: 0.052, data_time: 0.371, memory: 1237, loss_cls: 0.5468, loss_sal: 0.0097, loss_video_cal: 0.0096, loss_layer_cal: 0.0063, loss: 0.5723, scale: 16384.0000 [2024-04-16 18:14:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_416.pth... [2024-04-16 18:14:20 INFO]: Validating... [2024-04-16 18:14:20 INFO]: Epoch (val) [416][1] loss_cls: 0.5300, loss_sal: 0.8252, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.3552, mAP: 0.7545, best_mAP: 0.8185 [2024-04-16 18:14:21 INFO]: Epoch [417][1/1] lr: 0.0005, eta: 0:01:04, time: 0.053, data_time: 0.358, memory: 1237, loss_cls: 0.5470, loss_sal: 0.0033, loss_video_cal: 0.0080, loss_layer_cal: 0.0061, loss: 0.5644, scale: 16384.0000 [2024-04-16 18:14:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_417.pth... [2024-04-16 18:14:21 INFO]: Validating... [2024-04-16 18:14:21 INFO]: Epoch (val) [417][1] loss_cls: 0.5288, loss_sal: 0.7591, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2879, mAP: 0.7545, best_mAP: 0.8185 [2024-04-16 18:14:21 INFO]: Epoch [418][1/1] lr: 0.0005, eta: 0:01:03, time: 0.051, data_time: 0.352, memory: 1237, loss_cls: 0.5476, loss_sal: 0.0266, loss_video_cal: 0.0092, loss_layer_cal: 0.0052, loss: 0.5886, scale: 16384.0000 [2024-04-16 18:14:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_418.pth... [2024-04-16 18:14:22 INFO]: Validating... [2024-04-16 18:14:22 INFO]: Epoch (val) [418][1] loss_cls: 0.5268, loss_sal: 0.7009, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2277, mAP: 0.7552, best_mAP: 0.8185 [2024-04-16 18:14:22 INFO]: Epoch [419][1/1] lr: 0.0005, eta: 0:01:03, time: 0.052, data_time: 0.351, memory: 1237, loss_cls: 0.5452, loss_sal: 0.0361, loss_video_cal: 0.0128, loss_layer_cal: 0.0025, loss: 0.5966, scale: 16384.0000 [2024-04-16 18:14:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_419.pth... [2024-04-16 18:14:22 INFO]: Validating... [2024-04-16 18:14:23 INFO]: Epoch (val) [419][1] loss_cls: 0.5254, loss_sal: 0.5913, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1168, mAP: 0.7677, best_mAP: 0.8185 [2024-04-16 18:14:23 INFO]: Epoch [420][1/1] lr: 0.0005, eta: 0:01:02, time: 0.053, data_time: 0.353, memory: 1237, loss_cls: 0.5468, loss_sal: 0.0105, loss_video_cal: 0.0023, loss_layer_cal: 0.0041, loss: 0.5637, scale: 16384.0000 [2024-04-16 18:14:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_420.pth... [2024-04-16 18:14:23 INFO]: Validating... [2024-04-16 18:14:23 INFO]: Epoch (val) [420][1] loss_cls: 0.5248, loss_sal: 0.4855, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0104, mAP: 0.7677, best_mAP: 0.8185 [2024-04-16 18:14:24 INFO]: Epoch [421][1/1] lr: 0.0005, eta: 0:01:01, time: 0.053, data_time: 0.372, memory: 1237, loss_cls: 0.5490, loss_sal: 0.0420, loss_video_cal: 0.0054, loss_layer_cal: 0.0031, loss: 0.5995, scale: 16384.0000 [2024-04-16 18:14:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_421.pth... [2024-04-16 18:14:24 INFO]: Validating... [2024-04-16 18:14:24 INFO]: Epoch (val) [421][1] loss_cls: 0.5243, loss_sal: 0.4310, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9553, mAP: 0.7677, best_mAP: 0.8185 [2024-04-16 18:14:25 INFO]: Epoch [422][1/1] lr: 0.0005, eta: 0:01:00, time: 0.051, data_time: 0.352, memory: 1237, loss_cls: 0.5455, loss_sal: 0.0311, loss_video_cal: 0.0028, loss_layer_cal: 0.0018, loss: 0.5814, scale: 16384.0000 [2024-04-16 18:14:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_422.pth... [2024-04-16 18:14:25 INFO]: Validating... [2024-04-16 18:14:25 INFO]: Epoch (val) [422][1] loss_cls: 0.5244, loss_sal: 0.3848, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9092, mAP: 0.7677, best_mAP: 0.8185 [2024-04-16 18:14:25 INFO]: Epoch [423][1/1] lr: 0.0005, eta: 0:00:59, time: 0.052, data_time: 0.348, memory: 1237, loss_cls: 0.5468, loss_sal: 0.0323, loss_video_cal: 0.0208, loss_layer_cal: 0.0071, loss: 0.6070, scale: 16384.0000 [2024-04-16 18:14:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_423.pth... [2024-04-16 18:14:25 INFO]: Validating... [2024-04-16 18:14:26 INFO]: Epoch (val) [423][1] loss_cls: 0.5257, loss_sal: 0.3584, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8841, mAP: 0.8282, best_mAP: 0.8282 [2024-04-16 18:14:26 INFO]: Epoch [424][1/1] lr: 0.0005, eta: 0:00:59, time: 0.054, data_time: 0.359, memory: 1237, loss_cls: 0.5472, loss_sal: 0.0458, loss_video_cal: 0.0272, loss_layer_cal: 0.0039, loss: 0.6242, scale: 16384.0000 [2024-04-16 18:14:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_424.pth... [2024-04-16 18:14:26 INFO]: Validating... [2024-04-16 18:14:26 INFO]: Epoch (val) [424][1] loss_cls: 0.5262, loss_sal: 0.3379, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8642, mAP: 0.8282, best_mAP: 0.8282 [2024-04-16 18:14:27 INFO]: Epoch [425][1/1] lr: 0.0005, eta: 0:00:58, time: 0.052, data_time: 0.358, memory: 1237, loss_cls: 0.5462, loss_sal: 0.0600, loss_video_cal: 0.0055, loss_layer_cal: 0.0069, loss: 0.6185, scale: 16384.0000 [2024-04-16 18:14:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_425.pth... [2024-04-16 18:14:27 INFO]: Validating... [2024-04-16 18:14:27 INFO]: Epoch (val) [425][1] loss_cls: 0.5268, loss_sal: 0.3172, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8440, mAP: 0.8185, best_mAP: 0.8282 [2024-04-16 18:14:28 INFO]: Epoch [426][1/1] lr: 0.0005, eta: 0:00:57, time: 0.051, data_time: 0.356, memory: 1237, loss_cls: 0.5459, loss_sal: 0.0444, loss_video_cal: 0.0128, loss_layer_cal: 0.0044, loss: 0.6076, scale: 16384.0000 [2024-04-16 18:14:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_426.pth... [2024-04-16 18:14:28 INFO]: Validating... [2024-04-16 18:14:28 INFO]: Epoch (val) [426][1] loss_cls: 0.5274, loss_sal: 0.3091, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8365, mAP: 0.8062, best_mAP: 0.8282 [2024-04-16 18:14:28 INFO]: Epoch [427][1/1] lr: 0.0005, eta: 0:00:56, time: 0.051, data_time: 0.348, memory: 1237, loss_cls: 0.5468, loss_sal: 0.0142, loss_video_cal: 0.0062, loss_layer_cal: 0.0036, loss: 0.5708, scale: 16384.0000 [2024-04-16 18:14:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_427.pth... [2024-04-16 18:14:28 INFO]: Validating... [2024-04-16 18:14:29 INFO]: Epoch (val) [427][1] loss_cls: 0.5271, loss_sal: 0.3076, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8348, mAP: 0.8062, best_mAP: 0.8282 [2024-04-16 18:14:29 INFO]: Epoch [428][1/1] lr: 0.0005, eta: 0:00:55, time: 0.053, data_time: 0.353, memory: 1237, loss_cls: 0.5472, loss_sal: 0.0068, loss_video_cal: 0.0188, loss_layer_cal: 0.0032, loss: 0.5760, scale: 16384.0000 [2024-04-16 18:14:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_428.pth... [2024-04-16 18:14:29 INFO]: Validating... [2024-04-16 18:14:29 INFO]: Epoch (val) [428][1] loss_cls: 0.5273, loss_sal: 0.3104, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8377, mAP: 0.8083, best_mAP: 0.8282 [2024-04-16 18:14:30 INFO]: Epoch [429][1/1] lr: 0.0005, eta: 0:00:55, time: 0.051, data_time: 0.357, memory: 1237, loss_cls: 0.5469, loss_sal: 0.0213, loss_video_cal: 0.0045, loss_layer_cal: 0.0096, loss: 0.5823, scale: 16384.0000 [2024-04-16 18:14:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_429.pth... [2024-04-16 18:14:30 INFO]: Validating... [2024-04-16 18:14:30 INFO]: Epoch (val) [429][1] loss_cls: 0.5283, loss_sal: 0.3108, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8391, mAP: 0.8083, best_mAP: 0.8282 [2024-04-16 18:14:31 INFO]: Epoch [430][1/1] lr: 0.0005, eta: 0:00:54, time: 0.050, data_time: 0.350, memory: 1237, loss_cls: 0.5471, loss_sal: 0.0547, loss_video_cal: 0.0159, loss_layer_cal: 0.0060, loss: 0.6236, scale: 16384.0000 [2024-04-16 18:14:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_430.pth... [2024-04-16 18:14:31 INFO]: Validating... [2024-04-16 18:14:31 INFO]: Epoch (val) [430][1] loss_cls: 0.5286, loss_sal: 0.3130, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8416, mAP: 0.7823, best_mAP: 0.8282 [2024-04-16 18:14:31 INFO]: Epoch [431][1/1] lr: 0.0005, eta: 0:00:53, time: 0.051, data_time: 0.353, memory: 1237, loss_cls: 0.5472, loss_sal: 0.0345, loss_video_cal: 0.0057, loss_layer_cal: 0.0061, loss: 0.5936, scale: 16384.0000 [2024-04-16 18:14:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_431.pth... [2024-04-16 18:14:31 INFO]: Validating... [2024-04-16 18:14:32 INFO]: Epoch (val) [431][1] loss_cls: 0.5273, loss_sal: 0.3215, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8488, mAP: 0.7823, best_mAP: 0.8282 [2024-04-16 18:14:32 INFO]: Epoch [432][1/1] lr: 0.0005, eta: 0:00:52, time: 0.051, data_time: 0.360, memory: 1237, loss_cls: 0.5480, loss_sal: 0.0392, loss_video_cal: 0.0047, loss_layer_cal: 0.0033, loss: 0.5952, scale: 16384.0000 [2024-04-16 18:14:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_432.pth... [2024-04-16 18:14:32 INFO]: Validating... [2024-04-16 18:14:33 INFO]: Epoch (val) [432][1] loss_cls: 0.5266, loss_sal: 0.3280, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8546, mAP: 0.7802, best_mAP: 0.8282 [2024-04-16 18:14:33 INFO]: Epoch [433][1/1] lr: 0.0005, eta: 0:00:52, time: 0.053, data_time: 0.372, memory: 1237, loss_cls: 0.5496, loss_sal: 0.0586, loss_video_cal: 0.0031, loss_layer_cal: 0.0033, loss: 0.6146, scale: 16384.0000 [2024-04-16 18:14:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_433.pth... [2024-04-16 18:14:33 INFO]: Validating... [2024-04-16 18:14:33 INFO]: Epoch (val) [433][1] loss_cls: 0.5259, loss_sal: 0.3460, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8719, mAP: 0.7802, best_mAP: 0.8282 [2024-04-16 18:14:34 INFO]: Epoch [434][1/1] lr: 0.0005, eta: 0:00:51, time: 0.052, data_time: 0.369, memory: 1237, loss_cls: 0.5469, loss_sal: 0.0052, loss_video_cal: 0.0022, loss_layer_cal: 0.0090, loss: 0.5634, scale: 16384.0000 [2024-04-16 18:14:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_434.pth... [2024-04-16 18:14:34 INFO]: Validating... [2024-04-16 18:14:34 INFO]: Epoch (val) [434][1] loss_cls: 0.5255, loss_sal: 0.3634, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8889, mAP: 0.7802, best_mAP: 0.8282 [2024-04-16 18:14:35 INFO]: Epoch [435][1/1] lr: 0.0005, eta: 0:00:50, time: 0.054, data_time: 0.375, memory: 1237, loss_cls: 0.5477, loss_sal: 0.0141, loss_video_cal: 0.0037, loss_layer_cal: 0.0062, loss: 0.5718, scale: 16384.0000 [2024-04-16 18:14:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_435.pth... [2024-04-16 18:14:35 INFO]: Validating... [2024-04-16 18:14:35 INFO]: Epoch (val) [435][1] loss_cls: 0.5256, loss_sal: 0.3822, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9078, mAP: 0.7802, best_mAP: 0.8282 [2024-04-16 18:14:35 INFO]: Epoch [436][1/1] lr: 0.0005, eta: 0:00:49, time: 0.052, data_time: 0.359, memory: 1237, loss_cls: 0.5474, loss_sal: 0.0549, loss_video_cal: 0.0124, loss_layer_cal: 0.0033, loss: 0.6179, scale: 16384.0000 [2024-04-16 18:14:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_436.pth... [2024-04-16 18:14:35 INFO]: Validating... [2024-04-16 18:14:36 INFO]: Epoch (val) [436][1] loss_cls: 0.5253, loss_sal: 0.3798, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9051, mAP: 0.7802, best_mAP: 0.8282 [2024-04-16 18:14:36 INFO]: Epoch [437][1/1] lr: 0.0005, eta: 0:00:48, time: 0.050, data_time: 0.356, memory: 1237, loss_cls: 0.5482, loss_sal: 0.0196, loss_video_cal: 0.0029, loss_layer_cal: 0.0053, loss: 0.5760, scale: 16384.0000 [2024-04-16 18:14:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_437.pth... [2024-04-16 18:14:36 INFO]: Validating... [2024-04-16 18:14:37 INFO]: Epoch (val) [437][1] loss_cls: 0.5252, loss_sal: 0.3715, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8968, mAP: 0.7802, best_mAP: 0.8282 [2024-04-16 18:14:37 INFO]: Epoch [438][1/1] lr: 0.0005, eta: 0:00:48, time: 0.051, data_time: 0.350, memory: 1237, loss_cls: 0.5480, loss_sal: 0.0474, loss_video_cal: 0.0043, loss_layer_cal: 0.0033, loss: 0.6030, scale: 16384.0000 [2024-04-16 18:14:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_438.pth... [2024-04-16 18:14:37 INFO]: Validating... [2024-04-16 18:14:37 INFO]: Epoch (val) [438][1] loss_cls: 0.5257, loss_sal: 0.3638, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8896, mAP: 0.7802, best_mAP: 0.8282 [2024-04-16 18:14:38 INFO]: Epoch [439][1/1] lr: 0.0005, eta: 0:00:47, time: 0.051, data_time: 0.359, memory: 1237, loss_cls: 0.5453, loss_sal: 0.0107, loss_video_cal: 0.0044, loss_layer_cal: 0.0038, loss: 0.5642, scale: 16384.0000 [2024-04-16 18:14:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_439.pth... [2024-04-16 18:14:38 INFO]: Validating... [2024-04-16 18:14:38 INFO]: Epoch (val) [439][1] loss_cls: 0.5266, loss_sal: 0.3475, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8741, mAP: 0.8062, best_mAP: 0.8282 [2024-04-16 18:14:38 INFO]: Epoch [440][1/1] lr: 0.0005, eta: 0:00:46, time: 0.052, data_time: 0.353, memory: 1237, loss_cls: 0.5457, loss_sal: 0.0075, loss_video_cal: 0.0030, loss_layer_cal: 0.0038, loss: 0.5600, scale: 16384.0000 [2024-04-16 18:14:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_440.pth... [2024-04-16 18:14:39 INFO]: Validating... [2024-04-16 18:14:39 INFO]: Epoch (val) [440][1] loss_cls: 0.5271, loss_sal: 0.3376, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8646, mAP: 0.8062, best_mAP: 0.8282 [2024-04-16 18:14:39 INFO]: Epoch [441][1/1] lr: 0.0005, eta: 0:00:45, time: 0.052, data_time: 0.361, memory: 1237, loss_cls: 0.5455, loss_sal: 0.0128, loss_video_cal: 0.0052, loss_layer_cal: 0.0040, loss: 0.5674, scale: 16384.0000 [2024-04-16 18:14:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_441.pth... [2024-04-16 18:14:39 INFO]: Validating... [2024-04-16 18:14:40 INFO]: Epoch (val) [441][1] loss_cls: 0.5275, loss_sal: 0.3250, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8524, mAP: 0.8062, best_mAP: 0.8282 [2024-04-16 18:14:40 INFO]: Epoch [442][1/1] lr: 0.0005, eta: 0:00:45, time: 0.050, data_time: 0.350, memory: 1237, loss_cls: 0.5450, loss_sal: 0.0183, loss_video_cal: 0.0054, loss_layer_cal: 0.0076, loss: 0.5763, scale: 16384.0000 [2024-04-16 18:14:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_442.pth... [2024-04-16 18:14:40 INFO]: Validating... [2024-04-16 18:14:40 INFO]: Epoch (val) [442][1] loss_cls: 0.5284, loss_sal: 0.3079, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8363, mAP: 0.8062, best_mAP: 0.8282 [2024-04-16 18:14:41 INFO]: Epoch [443][1/1] lr: 0.0005, eta: 0:00:44, time: 0.049, data_time: 0.345, memory: 1237, loss_cls: 0.5449, loss_sal: 0.0609, loss_video_cal: 0.0102, loss_layer_cal: 0.0085, loss: 0.6246, scale: 16384.0000 [2024-04-16 18:14:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_443.pth... [2024-04-16 18:14:41 INFO]: Validating... [2024-04-16 18:14:41 INFO]: Epoch (val) [443][1] loss_cls: 0.5288, loss_sal: 0.2996, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8283, mAP: 0.8062, best_mAP: 0.8282 [2024-04-16 18:14:41 INFO]: Epoch [444][1/1] lr: 0.0005, eta: 0:00:43, time: 0.049, data_time: 0.340, memory: 1237, loss_cls: 0.5449, loss_sal: 0.0535, loss_video_cal: 0.0126, loss_layer_cal: 0.0111, loss: 0.6221, scale: 16384.0000 [2024-04-16 18:14:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_444.pth... [2024-04-16 18:14:42 INFO]: Validating... [2024-04-16 18:14:42 INFO]: Epoch (val) [444][1] loss_cls: 0.5267, loss_sal: 0.2986, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8253, mAP: 0.8169, best_mAP: 0.8282 [2024-04-16 18:14:42 INFO]: Epoch [445][1/1] lr: 0.0005, eta: 0:00:42, time: 0.051, data_time: 0.358, memory: 1237, loss_cls: 0.5450, loss_sal: 0.0145, loss_video_cal: 0.0040, loss_layer_cal: 0.0046, loss: 0.5681, scale: 16384.0000 [2024-04-16 18:14:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_445.pth... [2024-04-16 18:14:42 INFO]: Validating... [2024-04-16 18:14:43 INFO]: Epoch (val) [445][1] loss_cls: 0.5245, loss_sal: 0.3006, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8251, mAP: 0.8169, best_mAP: 0.8282 [2024-04-16 18:14:43 INFO]: Epoch [446][1/1] lr: 0.0005, eta: 0:00:41, time: 0.051, data_time: 0.362, memory: 1237, loss_cls: 0.5434, loss_sal: 0.0131, loss_video_cal: 0.0051, loss_layer_cal: 0.0046, loss: 0.5662, scale: 16384.0000 [2024-04-16 18:14:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_446.pth... [2024-04-16 18:14:43 INFO]: Validating... [2024-04-16 18:14:43 INFO]: Epoch (val) [446][1] loss_cls: 0.5229, loss_sal: 0.3043, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8272, mAP: 0.8169, best_mAP: 0.8282 [2024-04-16 18:14:44 INFO]: Epoch [447][1/1] lr: 0.0005, eta: 0:00:41, time: 0.049, data_time: 0.353, memory: 1237, loss_cls: 0.5439, loss_sal: 0.0147, loss_video_cal: 0.0065, loss_layer_cal: 0.0083, loss: 0.5735, scale: 16384.0000 [2024-04-16 18:14:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_447.pth... [2024-04-16 18:14:44 INFO]: Validating... [2024-04-16 18:14:44 INFO]: Epoch (val) [447][1] loss_cls: 0.5225, loss_sal: 0.3036, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8261, mAP: 0.8169, best_mAP: 0.8282 [2024-04-16 18:14:45 INFO]: Epoch [448][1/1] lr: 0.0005, eta: 0:00:40, time: 0.051, data_time: 0.347, memory: 1237, loss_cls: 0.5458, loss_sal: 0.0334, loss_video_cal: 0.0069, loss_layer_cal: 0.0055, loss: 0.5916, scale: 16384.0000 [2024-04-16 18:14:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_448.pth... [2024-04-16 18:14:45 INFO]: Validating... [2024-04-16 18:14:45 INFO]: Epoch (val) [448][1] loss_cls: 0.5226, loss_sal: 0.3078, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8304, mAP: 0.8169, best_mAP: 0.8282 [2024-04-16 18:14:45 INFO]: Epoch [449][1/1] lr: 0.0005, eta: 0:00:39, time: 0.049, data_time: 0.349, memory: 1237, loss_cls: 0.5473, loss_sal: 0.0306, loss_video_cal: 0.0057, loss_layer_cal: 0.0044, loss: 0.5879, scale: 16384.0000 [2024-04-16 18:14:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_449.pth... [2024-04-16 18:14:45 INFO]: Validating... [2024-04-16 18:14:46 INFO]: Epoch (val) [449][1] loss_cls: 0.5233, loss_sal: 0.3143, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8376, mAP: 0.8169, best_mAP: 0.8282 [2024-04-16 18:14:46 INFO]: Epoch [450][1/1] lr: 0.0005, eta: 0:00:38, time: 0.050, data_time: 0.352, memory: 1237, loss_cls: 0.5471, loss_sal: 0.0440, loss_video_cal: 0.0114, loss_layer_cal: 0.0025, loss: 0.6050, scale: 16384.0000 [2024-04-16 18:14:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_450.pth... [2024-04-16 18:14:46 INFO]: Validating... [2024-04-16 18:14:46 INFO]: Epoch (val) [450][1] loss_cls: 0.5250, loss_sal: 0.3153, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8403, mAP: 0.8169, best_mAP: 0.8282 [2024-04-16 18:14:47 INFO]: Epoch [451][1/1] lr: 0.0005, eta: 0:00:38, time: 0.048, data_time: 0.338, memory: 1237, loss_cls: 0.5450, loss_sal: 0.0358, loss_video_cal: 0.0047, loss_layer_cal: 0.0035, loss: 0.5890, scale: 16384.0000 [2024-04-16 18:14:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_451.pth... [2024-04-16 18:14:47 INFO]: Validating... [2024-04-16 18:14:47 INFO]: Epoch (val) [451][1] loss_cls: 0.5269, loss_sal: 0.3214, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8482, mAP: 0.8169, best_mAP: 0.8282 [2024-04-16 18:14:48 INFO]: Epoch [452][1/1] lr: 0.0005, eta: 0:00:37, time: 0.050, data_time: 0.344, memory: 1237, loss_cls: 0.5440, loss_sal: 0.1233, loss_video_cal: 0.0143, loss_layer_cal: 0.0046, loss: 0.6863, scale: 16384.0000 [2024-04-16 18:14:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_452.pth... [2024-04-16 18:14:48 INFO]: Validating... [2024-04-16 18:14:48 INFO]: Epoch (val) [452][1] loss_cls: 0.5313, loss_sal: 0.3157, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8469, mAP: 0.8169, best_mAP: 0.8282 [2024-04-16 18:14:48 INFO]: Epoch [453][1/1] lr: 0.0005, eta: 0:00:36, time: 0.052, data_time: 0.356, memory: 1237, loss_cls: 0.5445, loss_sal: 0.0198, loss_video_cal: 0.0064, loss_layer_cal: 0.0033, loss: 0.5740, scale: 16384.0000 [2024-04-16 18:14:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_453.pth... [2024-04-16 18:14:48 INFO]: Validating... [2024-04-16 18:14:49 INFO]: Epoch (val) [453][1] loss_cls: 0.5349, loss_sal: 0.3116, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8465, mAP: 0.8169, best_mAP: 0.8282 [2024-04-16 18:14:49 INFO]: Epoch [454][1/1] lr: 0.0005, eta: 0:00:35, time: 0.053, data_time: 0.361, memory: 1237, loss_cls: 0.5438, loss_sal: 0.0147, loss_video_cal: 0.0073, loss_layer_cal: 0.0025, loss: 0.5683, scale: 16384.0000 [2024-04-16 18:14:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_454.pth... [2024-04-16 18:14:49 INFO]: Validating... [2024-04-16 18:14:49 INFO]: Epoch (val) [454][1] loss_cls: 0.5352, loss_sal: 0.3112, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8464, mAP: 0.7983, best_mAP: 0.8282 [2024-04-16 18:14:50 INFO]: Epoch [455][1/1] lr: 0.0005, eta: 0:00:34, time: 0.054, data_time: 0.361, memory: 1237, loss_cls: 0.5440, loss_sal: 0.0097, loss_video_cal: 0.0039, loss_layer_cal: 0.0032, loss: 0.5608, scale: 16384.0000 [2024-04-16 18:14:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_455.pth... [2024-04-16 18:14:50 INFO]: Validating... [2024-04-16 18:14:50 INFO]: Epoch (val) [455][1] loss_cls: 0.5320, loss_sal: 0.3149, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8469, mAP: 0.7983, best_mAP: 0.8282 [2024-04-16 18:14:51 INFO]: Epoch [456][1/1] lr: 0.0005, eta: 0:00:34, time: 0.052, data_time: 0.367, memory: 1237, loss_cls: 0.5433, loss_sal: 0.0161, loss_video_cal: 0.0185, loss_layer_cal: 0.0030, loss: 0.5808, scale: 16384.0000 [2024-04-16 18:14:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_456.pth... [2024-04-16 18:14:51 INFO]: Validating... [2024-04-16 18:14:51 INFO]: Epoch (val) [456][1] loss_cls: 0.5271, loss_sal: 0.3291, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8562, mAP: 0.7902, best_mAP: 0.8282 [2024-04-16 18:14:51 INFO]: Epoch [457][1/1] lr: 0.0005, eta: 0:00:33, time: 0.050, data_time: 0.347, memory: 1237, loss_cls: 0.5426, loss_sal: 0.0084, loss_video_cal: 0.0082, loss_layer_cal: 0.0030, loss: 0.5622, scale: 16384.0000 [2024-04-16 18:14:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_457.pth... [2024-04-16 18:14:52 INFO]: Validating... [2024-04-16 18:14:52 INFO]: Epoch (val) [457][1] loss_cls: 0.5234, loss_sal: 0.3422, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8655, mAP: 0.7902, best_mAP: 0.8282 [2024-04-16 18:14:52 INFO]: Epoch [458][1/1] lr: 0.0005, eta: 0:00:32, time: 0.047, data_time: 0.339, memory: 1237, loss_cls: 0.5425, loss_sal: 0.0331, loss_video_cal: 0.0159, loss_layer_cal: 0.0038, loss: 0.5953, scale: 16384.0000 [2024-04-16 18:14:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_458.pth... [2024-04-16 18:14:52 INFO]: Validating... [2024-04-16 18:14:53 INFO]: Epoch (val) [458][1] loss_cls: 0.5214, loss_sal: 0.3652, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8866, mAP: 0.7902, best_mAP: 0.8282 [2024-04-16 18:14:53 INFO]: Epoch [459][1/1] lr: 0.0005, eta: 0:00:31, time: 0.046, data_time: 0.330, memory: 1237, loss_cls: 0.5450, loss_sal: 0.0142, loss_video_cal: 0.0047, loss_layer_cal: 0.0035, loss: 0.5674, scale: 16384.0000 [2024-04-16 18:14:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_459.pth... [2024-04-16 18:14:53 INFO]: Validating... [2024-04-16 18:14:53 INFO]: Epoch (val) [459][1] loss_cls: 0.5205, loss_sal: 0.3928, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9133, mAP: 0.7983, best_mAP: 0.8282 [2024-04-16 18:14:54 INFO]: Epoch [460][1/1] lr: 0.0005, eta: 0:00:31, time: 0.048, data_time: 0.336, memory: 1237, loss_cls: 0.5446, loss_sal: 0.0103, loss_video_cal: 0.0062, loss_layer_cal: 0.0051, loss: 0.5661, scale: 16384.0000 [2024-04-16 18:14:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_460.pth... [2024-04-16 18:14:54 INFO]: Validating... [2024-04-16 18:14:54 INFO]: Epoch (val) [460][1] loss_cls: 0.5202, loss_sal: 0.4086, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9288, mAP: 0.7983, best_mAP: 0.8282 [2024-04-16 18:14:54 INFO]: Epoch [461][1/1] lr: 0.0005, eta: 0:00:30, time: 0.051, data_time: 0.349, memory: 1237, loss_cls: 0.5428, loss_sal: 0.0296, loss_video_cal: 0.0062, loss_layer_cal: 0.0038, loss: 0.5824, scale: 16384.0000 [2024-04-16 18:14:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_461.pth... [2024-04-16 18:14:54 INFO]: Validating... [2024-04-16 18:14:55 INFO]: Epoch (val) [461][1] loss_cls: 0.5204, loss_sal: 0.4139, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9343, mAP: 0.8169, best_mAP: 0.8282 [2024-04-16 18:14:55 INFO]: Epoch [462][1/1] lr: 0.0005, eta: 0:00:29, time: 0.049, data_time: 0.343, memory: 1237, loss_cls: 0.5442, loss_sal: 0.0099, loss_video_cal: 0.0096, loss_layer_cal: 0.0032, loss: 0.5669, scale: 16384.0000 [2024-04-16 18:14:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_462.pth... [2024-04-16 18:14:55 INFO]: Validating... [2024-04-16 18:14:55 INFO]: Epoch (val) [462][1] loss_cls: 0.5212, loss_sal: 0.4130, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9343, mAP: 0.8169, best_mAP: 0.8282 [2024-04-16 18:14:56 INFO]: Epoch [463][1/1] lr: 0.0005, eta: 0:00:28, time: 0.048, data_time: 0.337, memory: 1237, loss_cls: 0.5447, loss_sal: 0.0128, loss_video_cal: 0.0068, loss_layer_cal: 0.0029, loss: 0.5672, scale: 16384.0000 [2024-04-16 18:14:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_463.pth... [2024-04-16 18:14:56 INFO]: Validating... [2024-04-16 18:14:56 INFO]: Epoch (val) [463][1] loss_cls: 0.5226, loss_sal: 0.4155, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9381, mAP: 0.8008, best_mAP: 0.8282 [2024-04-16 18:14:57 INFO]: Epoch [464][1/1] lr: 0.0005, eta: 0:00:27, time: 0.048, data_time: 0.339, memory: 1237, loss_cls: 0.5432, loss_sal: 0.0414, loss_video_cal: 0.0037, loss_layer_cal: 0.0058, loss: 0.5941, scale: 16384.0000 [2024-04-16 18:14:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_464.pth... [2024-04-16 18:14:57 INFO]: Validating... [2024-04-16 18:14:57 INFO]: Epoch (val) [464][1] loss_cls: 0.5244, loss_sal: 0.4179, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9424, mAP: 0.8008, best_mAP: 0.8282 [2024-04-16 18:14:57 INFO]: Epoch [465][1/1] lr: 0.0005, eta: 0:00:27, time: 0.048, data_time: 0.335, memory: 1237, loss_cls: 0.5430, loss_sal: 0.0440, loss_video_cal: 0.0058, loss_layer_cal: 0.0030, loss: 0.5958, scale: 16384.0000 [2024-04-16 18:14:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_465.pth... [2024-04-16 18:14:57 INFO]: Validating... [2024-04-16 18:14:58 INFO]: Epoch (val) [465][1] loss_cls: 0.5263, loss_sal: 0.4090, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9354, mAP: 0.8008, best_mAP: 0.8282 [2024-04-16 18:14:58 INFO]: Epoch [466][1/1] lr: 0.0005, eta: 0:00:26, time: 0.050, data_time: 0.345, memory: 1237, loss_cls: 0.5448, loss_sal: 0.0574, loss_video_cal: 0.0054, loss_layer_cal: 0.0032, loss: 0.6107, scale: 16384.0000 [2024-04-16 18:14:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_466.pth... [2024-04-16 18:14:58 INFO]: Validating... [2024-04-16 18:14:58 INFO]: Epoch (val) [466][1] loss_cls: 0.5273, loss_sal: 0.4191, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9464, mAP: 0.8008, best_mAP: 0.8282 [2024-04-16 18:14:59 INFO]: Epoch [467][1/1] lr: 0.0005, eta: 0:00:25, time: 0.049, data_time: 0.350, memory: 1237, loss_cls: 0.5442, loss_sal: 0.0361, loss_video_cal: 0.0043, loss_layer_cal: 0.0057, loss: 0.5904, scale: 16384.0000 [2024-04-16 18:14:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_467.pth... [2024-04-16 18:14:59 INFO]: Validating... [2024-04-16 18:14:59 INFO]: Epoch (val) [467][1] loss_cls: 0.5270, loss_sal: 0.4303, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9574, mAP: 0.8008, best_mAP: 0.8282 [2024-04-16 18:15:00 INFO]: Epoch [468][1/1] lr: 0.0005, eta: 0:00:24, time: 0.054, data_time: 0.351, memory: 1237, loss_cls: 0.5439, loss_sal: 0.0317, loss_video_cal: 0.0075, loss_layer_cal: 0.0027, loss: 0.5858, scale: 16384.0000 [2024-04-16 18:15:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_468.pth... [2024-04-16 18:15:00 INFO]: Validating... [2024-04-16 18:15:00 INFO]: Epoch (val) [468][1] loss_cls: 0.5256, loss_sal: 0.4447, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9703, mAP: 0.8008, best_mAP: 0.8282 [2024-04-16 18:15:00 INFO]: Epoch [469][1/1] lr: 0.0005, eta: 0:00:24, time: 0.056, data_time: 0.377, memory: 1237, loss_cls: 0.5435, loss_sal: 0.0489, loss_video_cal: 0.0151, loss_layer_cal: 0.0033, loss: 0.6108, scale: 16384.0000 [2024-04-16 18:15:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_469.pth... [2024-04-16 18:15:00 INFO]: Validating... [2024-04-16 18:15:01 INFO]: Epoch (val) [469][1] loss_cls: 0.5233, loss_sal: 0.4590, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9823, mAP: 0.8008, best_mAP: 0.8282 [2024-04-16 18:15:01 INFO]: Epoch [470][1/1] lr: 0.0005, eta: 0:00:23, time: 0.056, data_time: 0.377, memory: 1237, loss_cls: 0.5429, loss_sal: 0.0069, loss_video_cal: 0.0043, loss_layer_cal: 0.0030, loss: 0.5572, scale: 16384.0000 [2024-04-16 18:15:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_470.pth... [2024-04-16 18:15:01 INFO]: Validating... [2024-04-16 18:15:02 INFO]: Epoch (val) [470][1] loss_cls: 0.5211, loss_sal: 0.4768, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9979, mAP: 0.7545, best_mAP: 0.8282 [2024-04-16 18:15:02 INFO]: Epoch [471][1/1] lr: 0.0005, eta: 0:00:22, time: 0.055, data_time: 0.387, memory: 1237, loss_cls: 0.5434, loss_sal: 0.0100, loss_video_cal: 0.0054, loss_layer_cal: 0.0032, loss: 0.5620, scale: 16384.0000 [2024-04-16 18:15:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_471.pth... [2024-04-16 18:15:02 INFO]: Validating... [2024-04-16 18:15:02 INFO]: Epoch (val) [471][1] loss_cls: 0.5196, loss_sal: 0.4896, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0092, mAP: 0.7545, best_mAP: 0.8282 [2024-04-16 18:15:03 INFO]: Epoch [472][1/1] lr: 0.0005, eta: 0:00:21, time: 0.055, data_time: 0.372, memory: 1237, loss_cls: 0.5447, loss_sal: 0.0097, loss_video_cal: 0.0083, loss_layer_cal: 0.0030, loss: 0.5656, scale: 16384.0000 [2024-04-16 18:15:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_472.pth... [2024-04-16 18:15:03 INFO]: Validating... [2024-04-16 18:15:03 INFO]: Epoch (val) [472][1] loss_cls: 0.5191, loss_sal: 0.4962, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0153, mAP: 0.7545, best_mAP: 0.8282 [2024-04-16 18:15:04 INFO]: Epoch [473][1/1] lr: 0.0005, eta: 0:00:20, time: 0.055, data_time: 0.381, memory: 1237, loss_cls: 0.5434, loss_sal: 0.0394, loss_video_cal: 0.0023, loss_layer_cal: 0.0023, loss: 0.5874, scale: 16384.0000 [2024-04-16 18:15:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_473.pth... [2024-04-16 18:15:04 INFO]: Validating... [2024-04-16 18:15:04 INFO]: Epoch (val) [473][1] loss_cls: 0.5190, loss_sal: 0.5127, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0317, mAP: 0.7545, best_mAP: 0.8282 [2024-04-16 18:15:04 INFO]: Epoch [474][1/1] lr: 0.0005, eta: 0:00:20, time: 0.056, data_time: 0.375, memory: 1237, loss_cls: 0.5448, loss_sal: 0.0229, loss_video_cal: 0.0042, loss_layer_cal: 0.0025, loss: 0.5744, scale: 16384.0000 [2024-04-16 18:15:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_474.pth... [2024-04-16 18:15:05 INFO]: Validating... [2024-04-16 18:15:05 INFO]: Epoch (val) [474][1] loss_cls: 0.5192, loss_sal: 0.5295, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0487, mAP: 0.7545, best_mAP: 0.8282 [2024-04-16 18:15:05 INFO]: Epoch [475][1/1] lr: 0.0005, eta: 0:00:19, time: 0.052, data_time: 0.362, memory: 1237, loss_cls: 0.5446, loss_sal: 0.0128, loss_video_cal: 0.0063, loss_layer_cal: 0.0043, loss: 0.5680, scale: 16384.0000 [2024-04-16 18:15:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_475.pth... [2024-04-16 18:15:05 INFO]: Validating... [2024-04-16 18:15:06 INFO]: Epoch (val) [475][1] loss_cls: 0.5197, loss_sal: 0.5397, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0594, mAP: 0.7545, best_mAP: 0.8282 [2024-04-16 18:15:06 INFO]: Epoch [476][1/1] lr: 0.0005, eta: 0:00:18, time: 0.052, data_time: 0.352, memory: 1237, loss_cls: 0.5441, loss_sal: 0.0429, loss_video_cal: 0.0151, loss_layer_cal: 0.0044, loss: 0.6066, scale: 16384.0000 [2024-04-16 18:15:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_476.pth... [2024-04-16 18:15:06 INFO]: Validating... [2024-04-16 18:15:06 INFO]: Epoch (val) [476][1] loss_cls: 0.5209, loss_sal: 0.5509, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0718, mAP: 0.7545, best_mAP: 0.8282 [2024-04-16 18:15:07 INFO]: Epoch [477][1/1] lr: 0.0005, eta: 0:00:17, time: 0.052, data_time: 0.351, memory: 1237, loss_cls: 0.5448, loss_sal: 0.0387, loss_video_cal: 0.0058, loss_layer_cal: 0.0023, loss: 0.5916, scale: 16384.0000 [2024-04-16 18:15:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_477.pth... [2024-04-16 18:15:07 INFO]: Validating... [2024-04-16 18:15:07 INFO]: Epoch (val) [477][1] loss_cls: 0.5228, loss_sal: 0.5635, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0863, mAP: 0.7552, best_mAP: 0.8282 [2024-04-16 18:15:08 INFO]: Epoch [478][1/1] lr: 0.0005, eta: 0:00:17, time: 0.050, data_time: 0.347, memory: 1237, loss_cls: 0.5439, loss_sal: 0.0355, loss_video_cal: 0.0035, loss_layer_cal: 0.0026, loss: 0.5856, scale: 16384.0000 [2024-04-16 18:15:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_478.pth... [2024-04-16 18:15:08 INFO]: Validating... [2024-04-16 18:15:08 INFO]: Epoch (val) [478][1] loss_cls: 0.5246, loss_sal: 0.5759, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1005, mAP: 0.7677, best_mAP: 0.8282 [2024-04-16 18:15:08 INFO]: Epoch [479][1/1] lr: 0.0005, eta: 0:00:16, time: 0.050, data_time: 0.345, memory: 1237, loss_cls: 0.5440, loss_sal: 0.0250, loss_video_cal: 0.0040, loss_layer_cal: 0.0052, loss: 0.5782, scale: 16384.0000 [2024-04-16 18:15:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_479.pth... [2024-04-16 18:15:08 INFO]: Validating... [2024-04-16 18:15:09 INFO]: Epoch (val) [479][1] loss_cls: 0.5255, loss_sal: 0.5848, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1103, mAP: 0.7677, best_mAP: 0.8282 [2024-04-16 18:15:09 INFO]: Epoch [480][1/1] lr: 0.0005, eta: 0:00:15, time: 0.049, data_time: 0.348, memory: 1237, loss_cls: 0.5460, loss_sal: 0.0296, loss_video_cal: 0.0058, loss_layer_cal: 0.0059, loss: 0.5873, scale: 16384.0000 [2024-04-16 18:15:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_480.pth... [2024-04-16 18:15:09 INFO]: Validating... [2024-04-16 18:15:09 INFO]: Epoch (val) [480][1] loss_cls: 0.5258, loss_sal: 0.5868, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1126, mAP: 0.7552, best_mAP: 0.8282 [2024-04-16 18:15:10 INFO]: Epoch [481][1/1] lr: 0.0005, eta: 0:00:14, time: 0.053, data_time: 0.359, memory: 1237, loss_cls: 0.5444, loss_sal: 0.0111, loss_video_cal: 0.0079, loss_layer_cal: 0.0037, loss: 0.5672, scale: 16384.0000 [2024-04-16 18:15:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_481.pth... [2024-04-16 18:15:10 INFO]: Validating... [2024-04-16 18:15:10 INFO]: Epoch (val) [481][1] loss_cls: 0.5250, loss_sal: 0.6049, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1299, mAP: 0.7552, best_mAP: 0.8282 [2024-04-16 18:15:11 INFO]: Epoch [482][1/1] lr: 0.0005, eta: 0:00:13, time: 0.051, data_time: 0.349, memory: 1237, loss_cls: 0.5436, loss_sal: 0.0332, loss_video_cal: 0.0145, loss_layer_cal: 0.0073, loss: 0.5987, scale: 16384.0000 [2024-04-16 18:15:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_482.pth... [2024-04-16 18:15:11 INFO]: Validating... [2024-04-16 18:15:11 INFO]: Epoch (val) [482][1] loss_cls: 0.5237, loss_sal: 0.6219, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1456, mAP: 0.7552, best_mAP: 0.8282 [2024-04-16 18:15:11 INFO]: Epoch [483][1/1] lr: 0.0005, eta: 0:00:13, time: 0.049, data_time: 0.347, memory: 1237, loss_cls: 0.5435, loss_sal: 0.0387, loss_video_cal: 0.0094, loss_layer_cal: 0.0049, loss: 0.5965, scale: 16384.0000 [2024-04-16 18:15:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_483.pth... [2024-04-16 18:15:11 INFO]: Validating... [2024-04-16 18:15:12 INFO]: Epoch (val) [483][1] loss_cls: 0.5221, loss_sal: 0.6358, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1579, mAP: 0.7552, best_mAP: 0.8282 [2024-04-16 18:15:12 INFO]: Epoch [484][1/1] lr: 0.0005, eta: 0:00:12, time: 0.048, data_time: 0.338, memory: 1237, loss_cls: 0.5424, loss_sal: 0.0909, loss_video_cal: 0.0078, loss_layer_cal: 0.0078, loss: 0.6488, scale: 16384.0000 [2024-04-16 18:15:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_484.pth... [2024-04-16 18:15:12 INFO]: Validating... [2024-04-16 18:15:12 INFO]: Epoch (val) [484][1] loss_cls: 0.5211, loss_sal: 0.5869, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1080, mAP: 0.7545, best_mAP: 0.8282 [2024-04-16 18:15:13 INFO]: Epoch [485][1/1] lr: 0.0005, eta: 0:00:11, time: 0.051, data_time: 0.354, memory: 1237, loss_cls: 0.5440, loss_sal: 0.0179, loss_video_cal: 0.0025, loss_layer_cal: 0.0058, loss: 0.5702, scale: 16384.0000 [2024-04-16 18:15:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_485.pth... [2024-04-16 18:15:13 INFO]: Validating... [2024-04-16 18:15:13 INFO]: Epoch (val) [485][1] loss_cls: 0.5207, loss_sal: 0.5367, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0574, mAP: 0.7545, best_mAP: 0.8282 [2024-04-16 18:15:14 INFO]: Epoch [486][1/1] lr: 0.0005, eta: 0:00:10, time: 0.051, data_time: 0.350, memory: 1237, loss_cls: 0.5435, loss_sal: 0.0176, loss_video_cal: 0.0154, loss_layer_cal: 0.0061, loss: 0.5826, scale: 16384.0000 [2024-04-16 18:15:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_486.pth... [2024-04-16 18:15:14 INFO]: Validating... [2024-04-16 18:15:14 INFO]: Epoch (val) [486][1] loss_cls: 0.5210, loss_sal: 0.4868, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0078, mAP: 0.7714, best_mAP: 0.8282 [2024-04-16 18:15:14 INFO]: Epoch [487][1/1] lr: 0.0005, eta: 0:00:10, time: 0.051, data_time: 0.354, memory: 1237, loss_cls: 0.5439, loss_sal: 0.0053, loss_video_cal: 0.0044, loss_layer_cal: 0.0023, loss: 0.5560, scale: 16384.0000 [2024-04-16 18:15:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_487.pth... [2024-04-16 18:15:14 INFO]: Validating... [2024-04-16 18:15:15 INFO]: Epoch (val) [487][1] loss_cls: 0.5230, loss_sal: 0.4397, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9627, mAP: 0.8169, best_mAP: 0.8282 [2024-04-16 18:15:15 INFO]: Epoch [488][1/1] lr: 0.0005, eta: 0:00:09, time: 0.052, data_time: 0.363, memory: 1237, loss_cls: 0.5439, loss_sal: 0.0034, loss_video_cal: 0.0026, loss_layer_cal: 0.0038, loss: 0.5537, scale: 16384.0000 [2024-04-16 18:15:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_488.pth... [2024-04-16 18:15:15 INFO]: Validating... [2024-04-16 18:15:16 INFO]: Epoch (val) [488][1] loss_cls: 0.5267, loss_sal: 0.4032, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9300, mAP: 0.7533, best_mAP: 0.8282 [2024-04-16 18:15:16 INFO]: Epoch [489][1/1] lr: 0.0005, eta: 0:00:08, time: 0.052, data_time: 0.358, memory: 1237, loss_cls: 0.5460, loss_sal: 0.0649, loss_video_cal: 0.0174, loss_layer_cal: 0.0025, loss: 0.6307, scale: 16384.0000 [2024-04-16 18:15:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_489.pth... [2024-04-16 18:15:16 INFO]: Validating... [2024-04-16 18:15:16 INFO]: Epoch (val) [489][1] loss_cls: 0.5287, loss_sal: 0.3818, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9106, mAP: 0.7533, best_mAP: 0.8282 [2024-04-16 18:15:17 INFO]: Epoch [490][1/1] lr: 0.0005, eta: 0:00:07, time: 0.050, data_time: 0.355, memory: 1237, loss_cls: 0.5424, loss_sal: 0.0243, loss_video_cal: 0.0044, loss_layer_cal: 0.0048, loss: 0.5759, scale: 16384.0000 [2024-04-16 18:15:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_490.pth... [2024-04-16 18:15:17 INFO]: Validating... [2024-04-16 18:15:17 INFO]: Epoch (val) [490][1] loss_cls: 0.5302, loss_sal: 0.3674, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8976, mAP: 0.7533, best_mAP: 0.8282 [2024-04-16 18:15:17 INFO]: Epoch [491][1/1] lr: 0.0005, eta: 0:00:06, time: 0.051, data_time: 0.354, memory: 1237, loss_cls: 0.5428, loss_sal: 0.0213, loss_video_cal: 0.0069, loss_layer_cal: 0.0021, loss: 0.5731, scale: 16384.0000 [2024-04-16 18:15:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_491.pth... [2024-04-16 18:15:18 INFO]: Validating... [2024-04-16 18:15:18 INFO]: Epoch (val) [491][1] loss_cls: 0.5307, loss_sal: 0.3583, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8891, mAP: 0.7533, best_mAP: 0.8282 [2024-04-16 18:15:18 INFO]: Epoch [492][1/1] lr: 0.0005, eta: 0:00:06, time: 0.051, data_time: 0.351, memory: 1237, loss_cls: 0.5435, loss_sal: 0.0446, loss_video_cal: 0.0321, loss_layer_cal: 0.0117, loss: 0.6319, scale: 16384.0000 [2024-04-16 18:15:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_492.pth... [2024-04-16 18:15:18 INFO]: Validating... [2024-04-16 18:15:19 INFO]: Epoch (val) [492][1] loss_cls: 0.5281, loss_sal: 0.3600, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8881, mAP: 0.7743, best_mAP: 0.8282 [2024-04-16 18:15:19 INFO]: Epoch [493][1/1] lr: 0.0005, eta: 0:00:05, time: 0.052, data_time: 0.350, memory: 1237, loss_cls: 0.5434, loss_sal: 0.0241, loss_video_cal: 0.0064, loss_layer_cal: 0.0025, loss: 0.5763, scale: 16384.0000 [2024-04-16 18:15:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_493.pth... [2024-04-16 18:15:19 INFO]: Validating... [2024-04-16 18:15:19 INFO]: Epoch (val) [493][1] loss_cls: 0.5261, loss_sal: 0.3643, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8904, mAP: 0.7743, best_mAP: 0.8282 [2024-04-16 18:15:20 INFO]: Epoch [494][1/1] lr: 0.0005, eta: 0:00:04, time: 0.052, data_time: 0.358, memory: 1237, loss_cls: 0.5438, loss_sal: 0.0489, loss_video_cal: 0.0148, loss_layer_cal: 0.0025, loss: 0.6100, scale: 16384.0000 [2024-04-16 18:15:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_494.pth... [2024-04-16 18:15:20 INFO]: Validating... [2024-04-16 18:15:20 INFO]: Epoch (val) [494][1] loss_cls: 0.5227, loss_sal: 0.3871, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9098, mAP: 0.8169, best_mAP: 0.8282 [2024-04-16 18:15:21 INFO]: Epoch [495][1/1] lr: 0.0005, eta: 0:00:03, time: 0.051, data_time: 0.347, memory: 1237, loss_cls: 0.5443, loss_sal: 0.0155, loss_video_cal: 0.0116, loss_layer_cal: 0.0028, loss: 0.5742, scale: 16384.0000 [2024-04-16 18:15:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_495.pth... [2024-04-16 18:15:21 INFO]: Validating... [2024-04-16 18:15:21 INFO]: Epoch (val) [495][1] loss_cls: 0.5212, loss_sal: 0.4092, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9304, mAP: 0.8169, best_mAP: 0.8282 [2024-04-16 18:15:21 INFO]: Epoch [496][1/1] lr: 0.0005, eta: 0:00:03, time: 0.051, data_time: 0.352, memory: 1237, loss_cls: 0.5484, loss_sal: 0.0132, loss_video_cal: 0.0044, loss_layer_cal: 0.0031, loss: 0.5692, scale: 16384.0000 [2024-04-16 18:15:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_496.pth... [2024-04-16 18:15:21 INFO]: Validating... [2024-04-16 18:15:22 INFO]: Epoch (val) [496][1] loss_cls: 0.5219, loss_sal: 0.4289, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9508, mAP: 0.8169, best_mAP: 0.8282 [2024-04-16 18:15:22 INFO]: Epoch [497][1/1] lr: 0.0005, eta: 0:00:02, time: 0.050, data_time: 0.359, memory: 1237, loss_cls: 0.5440, loss_sal: 0.0345, loss_video_cal: 0.0081, loss_layer_cal: 0.0019, loss: 0.5885, scale: 16384.0000 [2024-04-16 18:15:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_497.pth... [2024-04-16 18:15:22 INFO]: Validating... [2024-04-16 18:15:22 INFO]: Epoch (val) [497][1] loss_cls: 0.5235, loss_sal: 0.4410, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9645, mAP: 0.8169, best_mAP: 0.8282 [2024-04-16 18:15:23 INFO]: Epoch [498][1/1] lr: 0.0005, eta: 0:00:01, time: 0.052, data_time: 0.350, memory: 1237, loss_cls: 0.5438, loss_sal: 0.0051, loss_video_cal: 0.0079, loss_layer_cal: 0.0033, loss: 0.5601, scale: 16384.0000 [2024-04-16 18:15:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_498.pth... [2024-04-16 18:15:23 INFO]: Validating... [2024-04-16 18:15:23 INFO]: Epoch (val) [498][1] loss_cls: 0.5265, loss_sal: 0.4434, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9699, mAP: 0.8219, best_mAP: 0.8282 [2024-04-16 18:15:24 INFO]: Epoch [499][1/1] lr: 0.0005, eta: 0:00:00, time: 0.051, data_time: 0.348, memory: 1237, loss_cls: 0.5419, loss_sal: 0.0163, loss_video_cal: 0.0030, loss_layer_cal: 0.0018, loss: 0.5631, scale: 16384.0000 [2024-04-16 18:15:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_499.pth... [2024-04-16 18:15:24 INFO]: Validating... [2024-04-16 18:15:24 INFO]: Epoch (val) [499][1] loss_cls: 0.5289, loss_sal: 0.4547, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9836, mAP: 0.8219, best_mAP: 0.8282 [2024-04-16 18:15:24 INFO]: Epoch [500][1/1] lr: 0.0005, eta: 0:00:00, time: 0.051, data_time: 0.356, memory: 1237, loss_cls: 0.5450, loss_sal: 0.0512, loss_video_cal: 0.0051, loss_layer_cal: 0.0020, loss: 0.6032, scale: 16384.0000 [2024-04-16 18:15:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_pk/epoch_500.pth... [2024-04-16 18:15:24 INFO]: Validating... [2024-04-16 18:15:25 INFO]: Epoch (val) [500][1] loss_cls: 0.5300, loss_sal: 0.4682, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9983, mAP: 0.8219, best_mAP: 0.8282 [2024-04-16 18:15:25 INFO]: Overall training speed: 500 iterations in 0:00:26 (0.0530 s/it) [2024-04-16 18:15:25 INFO]: Done running in 0:06:28 (0:05:45 on hooks)