[2024-04-16 10:58:36 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 10:58:36 INFO]: Launcher: None [2024-04-16 10:58:36 INFO]: Config: /n/home01/coco/r2-tuning-dev/configs/tvsum/r2_tuning_tvsum_bt.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='BT'), 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='BT')) 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 10:58:36 INFO]: Using random seed: 97212852 [2024-04-16 10:58:36 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 10:58:36 INFO]: Learnable Parameters: [2024-04-16 10:58:36 INFO]: module.coef - torch.Size([1]) [2024-04-16 10:58:36 INFO]: module.adapter.gate - torch.Size([3]) [2024-04-16 10:58:36 INFO]: module.adapter.scale - torch.Size([4]) [2024-04-16 10:58:36 INFO]: module.adapter.video_map.0.weight - torch.Size([768]) [2024-04-16 10:58:36 INFO]: module.adapter.video_map.0.bias - torch.Size([768]) [2024-04-16 10:58:36 INFO]: module.adapter.video_map.2.weight - torch.Size([256, 768]) [2024-04-16 10:58:36 INFO]: module.adapter.video_map.2.bias - torch.Size([256]) [2024-04-16 10:58:36 INFO]: module.adapter.video_map.4.weight - torch.Size([256]) [2024-04-16 10:58:36 INFO]: module.adapter.video_map.4.bias - torch.Size([256]) [2024-04-16 10:58:36 INFO]: module.adapter.video_map.6.weight - torch.Size([256, 256]) [2024-04-16 10:58:36 INFO]: module.adapter.video_map.6.bias - torch.Size([256]) [2024-04-16 10:58:36 INFO]: module.adapter.query_map.0.weight - torch.Size([512]) [2024-04-16 10:58:36 INFO]: module.adapter.query_map.0.bias - torch.Size([512]) [2024-04-16 10:58:36 INFO]: module.adapter.query_map.2.weight - torch.Size([256, 512]) [2024-04-16 10:58:36 INFO]: module.adapter.query_map.2.bias - torch.Size([256]) [2024-04-16 10:58:36 INFO]: module.adapter.query_map.4.weight - torch.Size([256]) [2024-04-16 10:58:36 INFO]: module.adapter.query_map.4.bias - torch.Size([256]) [2024-04-16 10:58:36 INFO]: module.adapter.query_map.6.weight - torch.Size([256, 256]) [2024-04-16 10:58:36 INFO]: module.adapter.query_map.6.bias - torch.Size([256]) [2024-04-16 10:58:36 INFO]: module.adapter.v_map.weight - torch.Size([256, 256]) [2024-04-16 10:58:36 INFO]: module.adapter.v_map.bias - torch.Size([256]) [2024-04-16 10:58:36 INFO]: module.adapter.q_map.weight - torch.Size([256, 256]) [2024-04-16 10:58:36 INFO]: module.adapter.q_map.bias - torch.Size([256]) [2024-04-16 10:58:36 INFO]: module.adapter.tem.cross_att.q.weight - torch.Size([256, 256]) [2024-04-16 10:58:36 INFO]: module.adapter.tem.cross_att.q.bias - torch.Size([256]) [2024-04-16 10:58:36 INFO]: module.adapter.tem.cross_att.k.weight - torch.Size([256, 256]) [2024-04-16 10:58:36 INFO]: module.adapter.tem.cross_att.k.bias - torch.Size([256]) [2024-04-16 10:58:36 INFO]: module.adapter.tem.cross_att.v.weight - torch.Size([256, 256]) [2024-04-16 10:58:36 INFO]: module.adapter.tem.cross_att.v.bias - torch.Size([256]) [2024-04-16 10:58:36 INFO]: module.adapter.tem.cross_att.m.weight - torch.Size([256, 256]) [2024-04-16 10:58:36 INFO]: module.adapter.tem.cross_att.m.bias - torch.Size([256]) [2024-04-16 10:58:36 INFO]: module.adapter.tem.cross_att_norm.weight - torch.Size([256]) [2024-04-16 10:58:36 INFO]: module.adapter.tem.cross_att_norm.bias - torch.Size([256]) [2024-04-16 10:58:36 INFO]: module.adapter.tem.self_att.q.weight - torch.Size([256, 256]) [2024-04-16 10:58:36 INFO]: module.adapter.tem.self_att.q.bias - torch.Size([256]) [2024-04-16 10:58:36 INFO]: module.adapter.tem.self_att.k.weight - torch.Size([256, 256]) [2024-04-16 10:58:36 INFO]: module.adapter.tem.self_att.k.bias - torch.Size([256]) [2024-04-16 10:58:36 INFO]: module.adapter.tem.self_att.v.weight - torch.Size([256, 256]) [2024-04-16 10:58:36 INFO]: module.adapter.tem.self_att.v.bias - torch.Size([256]) [2024-04-16 10:58:36 INFO]: module.adapter.tem.self_att.m.weight - torch.Size([256, 256]) [2024-04-16 10:58:36 INFO]: module.adapter.tem.self_att.m.bias - torch.Size([256]) [2024-04-16 10:58:36 INFO]: module.adapter.tem.self_att_norm.weight - torch.Size([256]) [2024-04-16 10:58:36 INFO]: module.adapter.tem.self_att_norm.bias - torch.Size([256]) [2024-04-16 10:58:36 INFO]: module.adapter.tem.ffn.mapping.0.weight - torch.Size([1024, 256]) [2024-04-16 10:58:36 INFO]: module.adapter.tem.ffn.mapping.0.bias - torch.Size([1024]) [2024-04-16 10:58:36 INFO]: module.adapter.tem.ffn.mapping.2.weight - torch.Size([256, 1024]) [2024-04-16 10:58:36 INFO]: module.adapter.tem.ffn.mapping.2.bias - torch.Size([256]) [2024-04-16 10:58:36 INFO]: module.adapter.tem.ffn_norm.weight - torch.Size([256]) [2024-04-16 10:58:36 INFO]: module.adapter.tem.ffn_norm.bias - torch.Size([256]) [2024-04-16 10:58:36 INFO]: module.pooling.att.weight - torch.Size([1, 256]) [2024-04-16 10:58:36 INFO]: module.class_head.module.1.weight - torch.Size([256, 256, 3]) [2024-04-16 10:58:36 INFO]: module.class_head.module.1.bias - torch.Size([256]) [2024-04-16 10:58:36 INFO]: module.class_head.module.3.weight - torch.Size([1, 256, 3]) [2024-04-16 10:58:36 INFO]: module.class_head.module.3.bias - torch.Size([1]) [2024-04-16 10:58:36 INFO]: Learnable Parameters: 1.761M (100.0%) [2024-04-16 10:58:36 INFO]: Auto Scale Batch Size: 1 GPU(s) * 4 Samples [2024-04-16 10:58:36 INFO]: Distributed: False, AMP: fp16, Debug: False [2024-04-16 10:58:36 INFO]: Launch engine, host: coco@holygpu8a29203.rc.fas.harvard.edu, work_dir: work_dirs/r2_tuning_tvsum_bt [2024-04-16 10:58:36 INFO]: Stage: 1, epochs: 500, optimizer: AdamW(lr: 0.0005, weight_decay: 0.0001) [2024-04-16 10:58:38 INFO]: Epoch [1][1/1] lr: 0.0, eta: 0:13:39, time: 0.671, data_time: 0.972, memory: 1175, loss_cls: 0.7247, loss_sal: 0.4417, loss_video_cal: 0.1803, loss_layer_cal: 0.1625, loss: 1.5091, scale: 65536.0000 [2024-04-16 10:58:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_1.pth... [2024-04-16 10:58:38 INFO]: Validating... [2024-04-16 10:58:38 INFO]: Epoch (val) [1][1] loss_cls: 0.7019, loss_sal: 0.4010, loss_video_cal: 0.0000, loss_layer_cal: 0.1515, loss: 1.2544, mAP: 0.4798, best_mAP: 0.4798 [2024-04-16 10:58:38 INFO]: Epoch [2][1/1] lr: 1e-05, eta: 0:09:58, time: 0.051, data_time: 0.294, memory: 1195, loss_cls: 0.7500, loss_sal: 0.4583, loss_video_cal: 0.1589, loss_layer_cal: 0.1659, loss: 1.5331, scale: 65536.0000 [2024-04-16 10:58:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_2.pth... [2024-04-16 10:58:39 INFO]: Validating... [2024-04-16 10:58:39 INFO]: Epoch (val) [2][1] loss_cls: 0.6946, loss_sal: 0.4005, loss_video_cal: 0.0000, loss_layer_cal: 0.1512, loss: 1.2463, mAP: 0.4798, best_mAP: 0.4798 [2024-04-16 10:58:39 INFO]: Epoch [3][1/1] lr: 2e-05, eta: 0:08:20, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.7088, loss_sal: 0.4190, loss_video_cal: 0.1692, loss_layer_cal: 0.1681, loss: 1.4650, scale: 65536.0000 [2024-04-16 10:58:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_3.pth... [2024-04-16 10:58:39 INFO]: Validating... [2024-04-16 10:58:39 INFO]: Epoch (val) [3][1] loss_cls: 0.6812, loss_sal: 0.4004, loss_video_cal: 0.0000, loss_layer_cal: 0.1505, loss: 1.2320, mAP: 0.4767, best_mAP: 0.4798 [2024-04-16 10:58:40 INFO]: Epoch [4][1/1] lr: 3e-05, eta: 0:07:24, time: 0.045, data_time: 0.270, memory: 1195, loss_cls: 0.7181, loss_sal: 0.3987, loss_video_cal: 0.1622, loss_layer_cal: 0.1488, loss: 1.4278, scale: 65536.0000 [2024-04-16 10:58:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_4.pth... [2024-04-16 10:58:40 INFO]: Validating... [2024-04-16 10:58:40 INFO]: Epoch (val) [4][1] loss_cls: 0.6624, loss_sal: 0.3997, loss_video_cal: 0.0000, loss_layer_cal: 0.1496, loss: 1.2117, mAP: 0.4162, best_mAP: 0.4798 [2024-04-16 10:58:40 INFO]: Epoch [5][1/1] lr: 4e-05, eta: 0:06:46, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.6788, loss_sal: 0.4363, loss_video_cal: 0.1414, loss_layer_cal: 0.1245, loss: 1.3810, scale: 65536.0000 [2024-04-16 10:58:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_5.pth... [2024-04-16 10:58:40 INFO]: Validating... [2024-04-16 10:58:40 INFO]: Epoch (val) [5][1] loss_cls: 0.6406, loss_sal: 0.3990, loss_video_cal: 0.0000, loss_layer_cal: 0.1484, loss: 1.1880, mAP: 0.3645, best_mAP: 0.4798 [2024-04-16 10:58:41 INFO]: Epoch [6][1/1] lr: 5e-05, eta: 0:06:21, time: 0.045, data_time: 0.271, memory: 1195, loss_cls: 0.6759, loss_sal: 0.4493, loss_video_cal: 0.1781, loss_layer_cal: 0.1704, loss: 1.4737, scale: 65536.0000 [2024-04-16 10:58:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_6.pth... [2024-04-16 10:58:41 INFO]: Validating... [2024-04-16 10:58:41 INFO]: Epoch (val) [6][1] loss_cls: 0.6183, loss_sal: 0.3972, loss_video_cal: 0.0000, loss_layer_cal: 0.1471, loss: 1.1627, mAP: 0.3642, best_mAP: 0.4798 [2024-04-16 10:58:41 INFO]: Epoch [7][1/1] lr: 6e-05, eta: 0:06:04, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.6369, loss_sal: 0.4279, loss_video_cal: 0.1683, loss_layer_cal: 0.1542, loss: 1.3874, scale: 65536.0000 [2024-04-16 10:58:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_7.pth... [2024-04-16 10:58:41 INFO]: Validating... [2024-04-16 10:58:41 INFO]: Epoch (val) [7][1] loss_cls: 0.5983, loss_sal: 0.3961, loss_video_cal: 0.0000, loss_layer_cal: 0.1455, loss: 1.1399, mAP: 0.3461, best_mAP: 0.4798 [2024-04-16 10:58:42 INFO]: Epoch [8][1/1] lr: 7e-05, eta: 0:05:51, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.6166, loss_sal: 0.4210, loss_video_cal: 0.1192, loss_layer_cal: 0.1255, loss: 1.2823, scale: 65536.0000 [2024-04-16 10:58:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_8.pth... [2024-04-16 10:58:42 INFO]: Validating... [2024-04-16 10:58:42 INFO]: Epoch (val) [8][1] loss_cls: 0.5814, loss_sal: 0.3944, loss_video_cal: 0.0000, loss_layer_cal: 0.1436, loss: 1.1194, mAP: 0.3357, best_mAP: 0.4798 [2024-04-16 10:58:42 INFO]: Epoch [9][1/1] lr: 8e-05, eta: 0:05:40, time: 0.045, data_time: 0.271, memory: 1195, loss_cls: 0.6029, loss_sal: 0.3952, loss_video_cal: 0.1382, loss_layer_cal: 0.1558, loss: 1.2921, scale: 65536.0000 [2024-04-16 10:58:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_9.pth... [2024-04-16 10:58:42 INFO]: Validating... [2024-04-16 10:58:43 INFO]: Epoch (val) [9][1] loss_cls: 0.5676, loss_sal: 0.3948, loss_video_cal: 0.0000, loss_layer_cal: 0.1416, loss: 1.1040, mAP: 0.3357, best_mAP: 0.4798 [2024-04-16 10:58:43 INFO]: Epoch [10][1/1] lr: 9e-05, eta: 0:05:31, time: 0.045, data_time: 0.271, memory: 1195, loss_cls: 0.5891, loss_sal: 0.3894, loss_video_cal: 0.1322, loss_layer_cal: 0.1471, loss: 1.2579, scale: 65536.0000 [2024-04-16 10:58:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_10.pth... [2024-04-16 10:58:43 INFO]: Validating... [2024-04-16 10:58:43 INFO]: Epoch (val) [10][1] loss_cls: 0.5575, loss_sal: 0.3971, loss_video_cal: 0.0000, loss_layer_cal: 0.1397, loss: 1.0943, mAP: 0.3357, best_mAP: 0.4798 [2024-04-16 10:58:43 INFO]: Epoch [11][1/1] lr: 0.0001, eta: 0:05:24, time: 0.044, data_time: 0.268, memory: 1195, loss_cls: 0.5666, loss_sal: 0.4244, loss_video_cal: 0.1546, loss_layer_cal: 0.1369, loss: 1.2824, scale: 65536.0000 [2024-04-16 10:58:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_11.pth... [2024-04-16 10:58:43 INFO]: Validating... [2024-04-16 10:58:44 INFO]: Epoch (val) [11][1] loss_cls: 0.5517, loss_sal: 0.3985, loss_video_cal: 0.0000, loss_layer_cal: 0.1377, loss: 1.0879, mAP: 0.3739, best_mAP: 0.4798 [2024-04-16 10:58:44 INFO]: Epoch [12][1/1] lr: 0.00011, eta: 0:05:18, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5589, loss_sal: 0.4147, loss_video_cal: 0.1443, loss_layer_cal: 0.1439, loss: 1.2619, scale: 65536.0000 [2024-04-16 10:58:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_12.pth... [2024-04-16 10:58:44 INFO]: Validating... [2024-04-16 10:58:44 INFO]: Epoch (val) [12][1] loss_cls: 0.5498, loss_sal: 0.3995, loss_video_cal: 0.0000, loss_layer_cal: 0.1354, loss: 1.0848, mAP: 0.3739, best_mAP: 0.4798 [2024-04-16 10:58:44 INFO]: Epoch [13][1/1] lr: 0.00012, eta: 0:05:12, time: 0.046, data_time: 0.277, memory: 1195, loss_cls: 0.5575, loss_sal: 0.3886, loss_video_cal: 0.1590, loss_layer_cal: 0.1325, loss: 1.2376, scale: 65536.0000 [2024-04-16 10:58:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_13.pth... [2024-04-16 10:58:45 INFO]: Validating... [2024-04-16 10:58:45 INFO]: Epoch (val) [13][1] loss_cls: 0.5517, loss_sal: 0.4010, loss_video_cal: 0.0000, loss_layer_cal: 0.1330, loss: 1.0856, mAP: 0.3473, best_mAP: 0.4798 [2024-04-16 10:58:45 INFO]: Epoch [14][1/1] lr: 0.00013, eta: 0:05:08, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5532, loss_sal: 0.4163, loss_video_cal: 0.1543, loss_layer_cal: 0.1514, loss: 1.2752, scale: 65536.0000 [2024-04-16 10:58:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_14.pth... [2024-04-16 10:58:45 INFO]: Validating... [2024-04-16 10:58:45 INFO]: Epoch (val) [14][1] loss_cls: 0.5568, loss_sal: 0.4011, loss_video_cal: 0.0000, loss_layer_cal: 0.1307, loss: 1.0885, mAP: 0.3428, best_mAP: 0.4798 [2024-04-16 10:58:46 INFO]: Epoch [15][1/1] lr: 0.00014, eta: 0:05:04, time: 0.045, data_time: 0.274, memory: 1195, loss_cls: 0.5539, loss_sal: 0.4241, loss_video_cal: 0.1575, loss_layer_cal: 0.1547, loss: 1.2902, scale: 65536.0000 [2024-04-16 10:58:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_15.pth... [2024-04-16 10:58:46 INFO]: Validating... [2024-04-16 10:58:46 INFO]: Epoch (val) [15][1] loss_cls: 0.5640, loss_sal: 0.4015, loss_video_cal: 0.0000, loss_layer_cal: 0.1283, loss: 1.0938, mAP: 0.3428, best_mAP: 0.4798 [2024-04-16 10:58:46 INFO]: Epoch [16][1/1] lr: 0.00015, eta: 0:05:00, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5610, loss_sal: 0.4275, loss_video_cal: 0.1607, loss_layer_cal: 0.1495, loss: 1.2987, scale: 65536.0000 [2024-04-16 10:58:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_16.pth... [2024-04-16 10:58:46 INFO]: Validating... [2024-04-16 10:58:46 INFO]: Epoch (val) [16][1] loss_cls: 0.5710, loss_sal: 0.4017, loss_video_cal: 0.0000, loss_layer_cal: 0.1259, loss: 1.0986, mAP: 0.3428, best_mAP: 0.4798 [2024-04-16 10:58:47 INFO]: Epoch [17][1/1] lr: 0.00016, eta: 0:04:57, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.5660, loss_sal: 0.4092, loss_video_cal: 0.1399, loss_layer_cal: 0.1513, loss: 1.2663, scale: 65536.0000 [2024-04-16 10:58:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_17.pth... [2024-04-16 10:58:47 INFO]: Validating... [2024-04-16 10:58:47 INFO]: Epoch (val) [17][1] loss_cls: 0.5761, loss_sal: 0.4021, loss_video_cal: 0.0000, loss_layer_cal: 0.1237, loss: 1.1019, mAP: 0.3428, best_mAP: 0.4798 [2024-04-16 10:58:47 INFO]: Epoch [18][1/1] lr: 0.00017, eta: 0:04:54, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.5688, loss_sal: 0.3935, loss_video_cal: 0.1357, loss_layer_cal: 0.1149, loss: 1.2128, scale: 65536.0000 [2024-04-16 10:58:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_18.pth... [2024-04-16 10:58:47 INFO]: Validating... [2024-04-16 10:58:47 INFO]: Epoch (val) [18][1] loss_cls: 0.5786, loss_sal: 0.4030, loss_video_cal: 0.0000, loss_layer_cal: 0.1215, loss: 1.1030, mAP: 0.3413, best_mAP: 0.4798 [2024-04-16 10:58:48 INFO]: Epoch [19][1/1] lr: 0.00018, eta: 0:04:51, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5780, loss_sal: 0.4054, loss_video_cal: 0.1655, loss_layer_cal: 0.1518, loss: 1.3007, scale: 65536.0000 [2024-04-16 10:58:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_19.pth... [2024-04-16 10:58:48 INFO]: Validating... [2024-04-16 10:58:48 INFO]: Epoch (val) [19][1] loss_cls: 0.5776, loss_sal: 0.4033, loss_video_cal: 0.0000, loss_layer_cal: 0.1192, loss: 1.1001, mAP: 0.3413, best_mAP: 0.4798 [2024-04-16 10:58:48 INFO]: Epoch [20][1/1] lr: 0.00019, eta: 0:04:49, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5763, loss_sal: 0.4314, loss_video_cal: 0.1465, loss_layer_cal: 0.1391, loss: 1.2933, scale: 65536.0000 [2024-04-16 10:58:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_20.pth... [2024-04-16 10:58:48 INFO]: Validating... [2024-04-16 10:58:48 INFO]: Epoch (val) [20][1] loss_cls: 0.5737, loss_sal: 0.4038, loss_video_cal: 0.0000, loss_layer_cal: 0.1169, loss: 1.0943, mAP: 0.3413, best_mAP: 0.4798 [2024-04-16 10:58:49 INFO]: Epoch [21][1/1] lr: 0.0002, eta: 0:04:47, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.5774, loss_sal: 0.4029, loss_video_cal: 0.1663, loss_layer_cal: 0.1744, loss: 1.3209, scale: 65536.0000 [2024-04-16 10:58:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_21.pth... [2024-04-16 10:58:49 INFO]: Validating... [2024-04-16 10:58:49 INFO]: Epoch (val) [21][1] loss_cls: 0.5676, loss_sal: 0.4036, loss_video_cal: 0.0000, loss_layer_cal: 0.1146, loss: 1.0859, mAP: 0.3413, best_mAP: 0.4798 [2024-04-16 10:58:49 INFO]: Epoch [22][1/1] lr: 0.00021, eta: 0:04:45, time: 0.044, data_time: 0.276, memory: 1195, loss_cls: 0.5676, loss_sal: 0.4053, loss_video_cal: 0.1368, loss_layer_cal: 0.1356, loss: 1.2452, scale: 65536.0000 [2024-04-16 10:58:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_22.pth... [2024-04-16 10:58:49 INFO]: Validating... [2024-04-16 10:58:49 INFO]: Epoch (val) [22][1] loss_cls: 0.5610, loss_sal: 0.4027, loss_video_cal: 0.0000, loss_layer_cal: 0.1123, loss: 1.0759, mAP: 0.3413, best_mAP: 0.4798 [2024-04-16 10:58:50 INFO]: Epoch [23][1/1] lr: 0.00022, eta: 0:04:43, time: 0.046, data_time: 0.271, memory: 1195, loss_cls: 0.5637, loss_sal: 0.4360, loss_video_cal: 0.1510, loss_layer_cal: 0.1331, loss: 1.2837, scale: 65536.0000 [2024-04-16 10:58:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_23.pth... [2024-04-16 10:58:50 INFO]: Validating... [2024-04-16 10:58:50 INFO]: Epoch (val) [23][1] loss_cls: 0.5547, loss_sal: 0.4020, loss_video_cal: 0.0000, loss_layer_cal: 0.1100, loss: 1.0667, mAP: 0.3656, best_mAP: 0.4798 [2024-04-16 10:58:50 INFO]: Epoch [24][1/1] lr: 0.00023, eta: 0:04:41, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5607, loss_sal: 0.4458, loss_video_cal: 0.1208, loss_layer_cal: 0.1062, loss: 1.2334, scale: 65536.0000 [2024-04-16 10:58:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_24.pth... [2024-04-16 10:58:50 INFO]: Validating... [2024-04-16 10:58:50 INFO]: Epoch (val) [24][1] loss_cls: 0.5506, loss_sal: 0.4007, loss_video_cal: 0.0000, loss_layer_cal: 0.1079, loss: 1.0591, mAP: 0.3656, best_mAP: 0.4798 [2024-04-16 10:58:51 INFO]: Epoch [25][1/1] lr: 0.00024, eta: 0:04:39, time: 0.044, data_time: 0.268, memory: 1195, loss_cls: 0.5556, loss_sal: 0.4169, loss_video_cal: 0.1384, loss_layer_cal: 0.1163, loss: 1.2272, scale: 65536.0000 [2024-04-16 10:58:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_25.pth... [2024-04-16 10:58:51 INFO]: Validating... [2024-04-16 10:58:51 INFO]: Epoch (val) [25][1] loss_cls: 0.5488, loss_sal: 0.4002, loss_video_cal: 0.0000, loss_layer_cal: 0.1058, loss: 1.0548, mAP: 0.3656, best_mAP: 0.4798 [2024-04-16 10:58:51 INFO]: Epoch [26][1/1] lr: 0.00025, eta: 0:04:37, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5521, loss_sal: 0.4111, loss_video_cal: 0.1345, loss_layer_cal: 0.1333, loss: 1.2310, scale: 65536.0000 [2024-04-16 10:58:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_26.pth... [2024-04-16 10:58:51 INFO]: Validating... [2024-04-16 10:58:52 INFO]: Epoch (val) [26][1] loss_cls: 0.5492, loss_sal: 0.4007, loss_video_cal: 0.0000, loss_layer_cal: 0.1040, loss: 1.0539, mAP: 0.3656, best_mAP: 0.4798 [2024-04-16 10:58:52 INFO]: Epoch [27][1/1] lr: 0.00026, eta: 0:04:36, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5515, loss_sal: 0.4027, loss_video_cal: 0.1627, loss_layer_cal: 0.1242, loss: 1.2411, scale: 65536.0000 [2024-04-16 10:58:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_27.pth... [2024-04-16 10:58:52 INFO]: Validating... [2024-04-16 10:58:52 INFO]: Epoch (val) [27][1] loss_cls: 0.5511, loss_sal: 0.4015, loss_video_cal: 0.0000, loss_layer_cal: 0.1022, loss: 1.0548, mAP: 0.3656, best_mAP: 0.4798 [2024-04-16 10:58:52 INFO]: Epoch [28][1/1] lr: 0.00027, eta: 0:04:34, time: 0.044, data_time: 0.276, memory: 1195, loss_cls: 0.5525, loss_sal: 0.4134, loss_video_cal: 0.1448, loss_layer_cal: 0.1156, loss: 1.2263, scale: 65536.0000 [2024-04-16 10:58:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_28.pth... [2024-04-16 10:58:52 INFO]: Validating... [2024-04-16 10:58:53 INFO]: Epoch (val) [28][1] loss_cls: 0.5539, loss_sal: 0.4024, loss_video_cal: 0.0000, loss_layer_cal: 0.1006, loss: 1.0569, mAP: 0.3656, best_mAP: 0.4798 [2024-04-16 10:58:53 INFO]: Epoch [29][1/1] lr: 0.00028, eta: 0:04:33, time: 0.045, data_time: 0.273, memory: 1195, loss_cls: 0.5554, loss_sal: 0.4217, loss_video_cal: 0.1648, loss_layer_cal: 0.1406, loss: 1.2825, scale: 65536.0000 [2024-04-16 10:58:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_29.pth... [2024-04-16 10:58:53 INFO]: Validating... [2024-04-16 10:58:53 INFO]: Epoch (val) [29][1] loss_cls: 0.5563, loss_sal: 0.4025, loss_video_cal: 0.0000, loss_layer_cal: 0.0989, loss: 1.0576, mAP: 0.3656, best_mAP: 0.4798 [2024-04-16 10:58:53 INFO]: Epoch [30][1/1] lr: 0.00029, eta: 0:04:32, time: 0.044, data_time: 0.275, memory: 1195, loss_cls: 0.5589, loss_sal: 0.4086, loss_video_cal: 0.1409, loss_layer_cal: 0.1251, loss: 1.2336, scale: 65536.0000 [2024-04-16 10:58:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_30.pth... [2024-04-16 10:58:54 INFO]: Validating... [2024-04-16 10:58:54 INFO]: Epoch (val) [30][1] loss_cls: 0.5573, loss_sal: 0.4025, loss_video_cal: 0.0000, loss_layer_cal: 0.0972, loss: 1.0570, mAP: 0.3413, best_mAP: 0.4798 [2024-04-16 10:58:54 INFO]: Epoch [31][1/1] lr: 0.0003, eta: 0:04:31, time: 0.045, data_time: 0.275, memory: 1195, loss_cls: 0.5570, loss_sal: 0.4212, loss_video_cal: 0.1678, loss_layer_cal: 0.1485, loss: 1.2945, scale: 65536.0000 [2024-04-16 10:58:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_31.pth... [2024-04-16 10:58:54 INFO]: Validating... [2024-04-16 10:58:54 INFO]: Epoch (val) [31][1] loss_cls: 0.5568, loss_sal: 0.4029, loss_video_cal: 0.0000, loss_layer_cal: 0.0958, loss: 1.0555, mAP: 0.3656, best_mAP: 0.4798 [2024-04-16 10:58:55 INFO]: Epoch [32][1/1] lr: 0.00031, eta: 0:04:29, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5604, loss_sal: 0.4182, loss_video_cal: 0.1347, loss_layer_cal: 0.1130, loss: 1.2263, scale: 65536.0000 [2024-04-16 10:58:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_32.pth... [2024-04-16 10:58:55 INFO]: Validating... [2024-04-16 10:58:55 INFO]: Epoch (val) [32][1] loss_cls: 0.5552, loss_sal: 0.4024, loss_video_cal: 0.0000, loss_layer_cal: 0.0944, loss: 1.0520, mAP: 0.3413, best_mAP: 0.4798 [2024-04-16 10:58:55 INFO]: Epoch [33][1/1] lr: 0.00032, eta: 0:04:28, time: 0.043, data_time: 0.270, memory: 1195, loss_cls: 0.5566, loss_sal: 0.4154, loss_video_cal: 0.1230, loss_layer_cal: 0.1280, loss: 1.2231, scale: 65536.0000 [2024-04-16 10:58:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_33.pth... [2024-04-16 10:58:55 INFO]: Validating... [2024-04-16 10:58:55 INFO]: Epoch (val) [33][1] loss_cls: 0.5528, loss_sal: 0.4026, loss_video_cal: 0.0000, loss_layer_cal: 0.0930, loss: 1.0484, mAP: 0.3413, best_mAP: 0.4798 [2024-04-16 10:58:56 INFO]: Epoch [34][1/1] lr: 0.00033, eta: 0:04:27, time: 0.044, data_time: 0.271, memory: 1195, loss_cls: 0.5534, loss_sal: 0.4196, loss_video_cal: 0.1504, loss_layer_cal: 0.1456, loss: 1.2690, scale: 65536.0000 [2024-04-16 10:58:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_34.pth... [2024-04-16 10:58:56 INFO]: Validating... [2024-04-16 10:58:56 INFO]: Epoch (val) [34][1] loss_cls: 0.5506, loss_sal: 0.4029, loss_video_cal: 0.0000, loss_layer_cal: 0.0917, loss: 1.0452, mAP: 0.3413, best_mAP: 0.4798 [2024-04-16 10:58:56 INFO]: Epoch [35][1/1] lr: 0.00034, eta: 0:04:25, time: 0.044, data_time: 0.271, memory: 1195, loss_cls: 0.5523, loss_sal: 0.4301, loss_video_cal: 0.1481, loss_layer_cal: 0.1244, loss: 1.2549, scale: 65536.0000 [2024-04-16 10:58:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_35.pth... [2024-04-16 10:58:56 INFO]: Validating... [2024-04-16 10:58:56 INFO]: Epoch (val) [35][1] loss_cls: 0.5492, loss_sal: 0.4031, loss_video_cal: 0.0000, loss_layer_cal: 0.0903, loss: 1.0426, mAP: 0.3413, best_mAP: 0.4798 [2024-04-16 10:58:57 INFO]: Epoch [36][1/1] lr: 0.00035, eta: 0:04:24, time: 0.045, data_time: 0.269, memory: 1195, loss_cls: 0.5515, loss_sal: 0.4342, loss_video_cal: 0.1201, loss_layer_cal: 0.1189, loss: 1.2247, scale: 65536.0000 [2024-04-16 10:58:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_36.pth... [2024-04-16 10:58:57 INFO]: Validating... [2024-04-16 10:58:57 INFO]: Epoch (val) [36][1] loss_cls: 0.5487, loss_sal: 0.4026, loss_video_cal: 0.0000, loss_layer_cal: 0.0891, loss: 1.0404, mAP: 0.3656, best_mAP: 0.4798 [2024-04-16 10:58:57 INFO]: Epoch [37][1/1] lr: 0.00036, eta: 0:04:23, time: 0.043, data_time: 0.269, memory: 1195, loss_cls: 0.5518, loss_sal: 0.3914, loss_video_cal: 0.1266, loss_layer_cal: 0.1071, loss: 1.1768, scale: 65536.0000 [2024-04-16 10:58:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_37.pth... [2024-04-16 10:58:57 INFO]: Validating... [2024-04-16 10:58:57 INFO]: Epoch (val) [37][1] loss_cls: 0.5489, loss_sal: 0.4027, loss_video_cal: 0.0000, loss_layer_cal: 0.0880, loss: 1.0396, mAP: 0.3656, best_mAP: 0.4798 [2024-04-16 10:58:58 INFO]: Epoch [38][1/1] lr: 0.00037, eta: 0:04:22, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5523, loss_sal: 0.4155, loss_video_cal: 0.1456, loss_layer_cal: 0.1422, loss: 1.2556, scale: 65536.0000 [2024-04-16 10:58:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_38.pth... [2024-04-16 10:58:58 INFO]: Validating... [2024-04-16 10:58:58 INFO]: Epoch (val) [38][1] loss_cls: 0.5494, loss_sal: 0.4022, loss_video_cal: 0.0000, loss_layer_cal: 0.0869, loss: 1.0384, mAP: 0.3413, best_mAP: 0.4798 [2024-04-16 10:58:58 INFO]: Epoch [39][1/1] lr: 0.00038, eta: 0:04:21, time: 0.043, data_time: 0.274, memory: 1195, loss_cls: 0.5527, loss_sal: 0.4054, loss_video_cal: 0.1128, loss_layer_cal: 0.0976, loss: 1.1685, scale: 65536.0000 [2024-04-16 10:58:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_39.pth... [2024-04-16 10:58:58 INFO]: Validating... [2024-04-16 10:58:58 INFO]: Epoch (val) [39][1] loss_cls: 0.5496, loss_sal: 0.4022, loss_video_cal: 0.0000, loss_layer_cal: 0.0857, loss: 1.0375, mAP: 0.3656, best_mAP: 0.4798 [2024-04-16 10:58:59 INFO]: Epoch [40][1/1] lr: 0.00039, eta: 0:04:20, time: 0.045, data_time: 0.274, memory: 1195, loss_cls: 0.5536, loss_sal: 0.3919, loss_video_cal: 0.1365, loss_layer_cal: 0.1150, loss: 1.1970, scale: 65536.0000 [2024-04-16 10:58:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_40.pth... [2024-04-16 10:58:59 INFO]: Validating... [2024-04-16 10:58:59 INFO]: Epoch (val) [40][1] loss_cls: 0.5494, loss_sal: 0.4028, loss_video_cal: 0.0000, loss_layer_cal: 0.0848, loss: 1.0369, mAP: 0.3656, best_mAP: 0.4798 [2024-04-16 10:58:59 INFO]: Epoch [41][1/1] lr: 0.0004, eta: 0:04:19, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5531, loss_sal: 0.4292, loss_video_cal: 0.1313, loss_layer_cal: 0.1051, loss: 1.2186, scale: 65536.0000 [2024-04-16 10:58:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_41.pth... [2024-04-16 10:58:59 INFO]: Validating... [2024-04-16 10:58:59 INFO]: Epoch (val) [41][1] loss_cls: 0.5490, loss_sal: 0.4027, loss_video_cal: 0.0000, loss_layer_cal: 0.0838, loss: 1.0355, mAP: 0.3656, best_mAP: 0.4798 [2024-04-16 10:59:00 INFO]: Epoch [42][1/1] lr: 0.00041, eta: 0:04:18, time: 0.044, data_time: 0.269, memory: 1195, loss_cls: 0.5528, loss_sal: 0.4336, loss_video_cal: 0.1270, loss_layer_cal: 0.1233, loss: 1.2368, scale: 65536.0000 [2024-04-16 10:59:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_42.pth... [2024-04-16 10:59:00 INFO]: Validating... [2024-04-16 10:59:00 INFO]: Epoch (val) [42][1] loss_cls: 0.5487, loss_sal: 0.4023, loss_video_cal: 0.0000, loss_layer_cal: 0.0829, loss: 1.0338, mAP: 0.3656, best_mAP: 0.4798 [2024-04-16 10:59:00 INFO]: Epoch [43][1/1] lr: 0.00042, eta: 0:04:17, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5514, loss_sal: 0.3921, loss_video_cal: 0.1252, loss_layer_cal: 0.0967, loss: 1.1655, scale: 65536.0000 [2024-04-16 10:59:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_43.pth... [2024-04-16 10:59:00 INFO]: Validating... [2024-04-16 10:59:01 INFO]: Epoch (val) [43][1] loss_cls: 0.5488, loss_sal: 0.4019, loss_video_cal: 0.0000, loss_layer_cal: 0.0820, loss: 1.0327, mAP: 0.3656, best_mAP: 0.4798 [2024-04-16 10:59:01 INFO]: Epoch [44][1/1] lr: 0.00043, eta: 0:04:16, time: 0.045, data_time: 0.273, memory: 1195, loss_cls: 0.5514, loss_sal: 0.4115, loss_video_cal: 0.1226, loss_layer_cal: 0.1093, loss: 1.1948, scale: 65536.0000 [2024-04-16 10:59:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_44.pth... [2024-04-16 10:59:01 INFO]: Validating... [2024-04-16 10:59:01 INFO]: Epoch (val) [44][1] loss_cls: 0.5494, loss_sal: 0.4015, loss_video_cal: 0.0000, loss_layer_cal: 0.0811, loss: 1.0320, mAP: 0.3656, best_mAP: 0.4798 [2024-04-16 10:59:01 INFO]: Epoch [45][1/1] lr: 0.00044, eta: 0:04:15, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5511, loss_sal: 0.4167, loss_video_cal: 0.1304, loss_layer_cal: 0.1092, loss: 1.2074, scale: 65536.0000 [2024-04-16 10:59:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_45.pth... [2024-04-16 10:59:01 INFO]: Validating... [2024-04-16 10:59:02 INFO]: Epoch (val) [45][1] loss_cls: 0.5503, loss_sal: 0.4012, loss_video_cal: 0.0000, loss_layer_cal: 0.0802, loss: 1.0317, mAP: 0.3656, best_mAP: 0.4798 [2024-04-16 10:59:02 INFO]: Epoch [46][1/1] lr: 0.00045, eta: 0:04:14, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5512, loss_sal: 0.4041, loss_video_cal: 0.1070, loss_layer_cal: 0.1098, loss: 1.1721, scale: 65536.0000 [2024-04-16 10:59:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_46.pth... [2024-04-16 10:59:02 INFO]: Validating... [2024-04-16 10:59:02 INFO]: Epoch (val) [46][1] loss_cls: 0.5509, loss_sal: 0.4007, loss_video_cal: 0.0000, loss_layer_cal: 0.0794, loss: 1.0310, mAP: 0.3656, best_mAP: 0.4798 [2024-04-16 10:59:02 INFO]: Epoch [47][1/1] lr: 0.00046, eta: 0:04:13, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5522, loss_sal: 0.3947, loss_video_cal: 0.1094, loss_layer_cal: 0.0989, loss: 1.1552, scale: 65536.0000 [2024-04-16 10:59:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_47.pth... [2024-04-16 10:59:03 INFO]: Validating... [2024-04-16 10:59:03 INFO]: Epoch (val) [47][1] loss_cls: 0.5510, loss_sal: 0.4001, loss_video_cal: 0.0000, loss_layer_cal: 0.0787, loss: 1.0297, mAP: 0.3656, best_mAP: 0.4798 [2024-04-16 10:59:03 INFO]: Epoch [48][1/1] lr: 0.00047, eta: 0:04:12, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5521, loss_sal: 0.4060, loss_video_cal: 0.0955, loss_layer_cal: 0.0912, loss: 1.1447, scale: 65536.0000 [2024-04-16 10:59:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_48.pth... [2024-04-16 10:59:03 INFO]: Validating... [2024-04-16 10:59:03 INFO]: Epoch (val) [48][1] loss_cls: 0.5505, loss_sal: 0.4005, loss_video_cal: 0.0000, loss_layer_cal: 0.0780, loss: 1.0290, mAP: 0.3656, best_mAP: 0.4798 [2024-04-16 10:59:03 INFO]: Epoch [49][1/1] lr: 0.00048, eta: 0:04:12, time: 0.045, data_time: 0.274, memory: 1195, loss_cls: 0.5514, loss_sal: 0.4266, loss_video_cal: 0.1096, loss_layer_cal: 0.0973, loss: 1.1850, scale: 65536.0000 [2024-04-16 10:59:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_49.pth... [2024-04-16 10:59:04 INFO]: Validating... [2024-04-16 10:59:04 INFO]: Epoch (val) [49][1] loss_cls: 0.5497, loss_sal: 0.4007, loss_video_cal: 0.0000, loss_layer_cal: 0.0773, loss: 1.0277, mAP: 0.3656, best_mAP: 0.4798 [2024-04-16 10:59:04 INFO]: Epoch [50][1/1] lr: 0.00049, eta: 0:04:11, time: 0.044, data_time: 0.280, memory: 1195, loss_cls: 0.5516, loss_sal: 0.3978, loss_video_cal: 0.1074, loss_layer_cal: 0.1117, loss: 1.1685, scale: 65536.0000 [2024-04-16 10:59:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_50.pth... [2024-04-16 10:59:04 INFO]: Validating... [2024-04-16 10:59:04 INFO]: Epoch (val) [50][1] loss_cls: 0.5488, loss_sal: 0.4003, loss_video_cal: 0.0000, loss_layer_cal: 0.0767, loss: 1.0258, mAP: 0.3642, best_mAP: 0.4798 [2024-04-16 10:59:05 INFO]: Epoch [51][1/1] lr: 0.0005, eta: 0:04:10, time: 0.045, data_time: 0.271, memory: 1195, loss_cls: 0.5511, loss_sal: 0.4064, loss_video_cal: 0.1455, loss_layer_cal: 0.1068, loss: 1.2097, scale: 65536.0000 [2024-04-16 10:59:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_51.pth... [2024-04-16 10:59:05 INFO]: Validating... [2024-04-16 10:59:05 INFO]: Epoch (val) [51][1] loss_cls: 0.5483, loss_sal: 0.4004, loss_video_cal: 0.0000, loss_layer_cal: 0.0760, loss: 1.0247, mAP: 0.3642, best_mAP: 0.4798 [2024-04-16 10:59:05 INFO]: Epoch [52][1/1] lr: 0.0005, eta: 0:04:09, time: 0.044, data_time: 0.277, memory: 1195, loss_cls: 0.5504, loss_sal: 0.4029, loss_video_cal: 0.0789, loss_layer_cal: 0.0751, loss: 1.1074, scale: 65536.0000 [2024-04-16 10:59:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_52.pth... [2024-04-16 10:59:05 INFO]: Validating... [2024-04-16 10:59:05 INFO]: Epoch (val) [52][1] loss_cls: 0.5481, loss_sal: 0.3997, loss_video_cal: 0.0000, loss_layer_cal: 0.0754, loss: 1.0232, mAP: 0.3642, best_mAP: 0.4798 [2024-04-16 10:59:06 INFO]: Epoch [53][1/1] lr: 0.0005, eta: 0:04:09, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5506, loss_sal: 0.4204, loss_video_cal: 0.1058, loss_layer_cal: 0.1085, loss: 1.1853, scale: 65536.0000 [2024-04-16 10:59:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_53.pth... [2024-04-16 10:59:06 INFO]: Validating... [2024-04-16 10:59:06 INFO]: Epoch (val) [53][1] loss_cls: 0.5481, loss_sal: 0.3987, loss_video_cal: 0.0000, loss_layer_cal: 0.0748, loss: 1.0216, mAP: 0.3642, best_mAP: 0.4798 [2024-04-16 10:59:06 INFO]: Epoch [54][1/1] lr: 0.0005, eta: 0:04:08, time: 0.045, data_time: 0.270, memory: 1195, loss_cls: 0.5513, loss_sal: 0.3867, loss_video_cal: 0.1086, loss_layer_cal: 0.1055, loss: 1.1521, scale: 65536.0000 [2024-04-16 10:59:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_54.pth... [2024-04-16 10:59:06 INFO]: Validating... [2024-04-16 10:59:06 INFO]: Epoch (val) [54][1] loss_cls: 0.5482, loss_sal: 0.3981, loss_video_cal: 0.0000, loss_layer_cal: 0.0741, loss: 1.0204, mAP: 0.3020, best_mAP: 0.4798 [2024-04-16 10:59:07 INFO]: Epoch [55][1/1] lr: 0.0005, eta: 0:04:07, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.5510, loss_sal: 0.3838, loss_video_cal: 0.1044, loss_layer_cal: 0.0866, loss: 1.1258, scale: 65536.0000 [2024-04-16 10:59:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_55.pth... [2024-04-16 10:59:07 INFO]: Validating... [2024-04-16 10:59:07 INFO]: Epoch (val) [55][1] loss_cls: 0.5481, loss_sal: 0.3976, loss_video_cal: 0.0000, loss_layer_cal: 0.0735, loss: 1.0191, mAP: 0.3020, best_mAP: 0.4798 [2024-04-16 10:59:07 INFO]: Epoch [56][1/1] lr: 0.0005, eta: 0:04:06, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5511, loss_sal: 0.3918, loss_video_cal: 0.1076, loss_layer_cal: 0.1114, loss: 1.1620, scale: 65536.0000 [2024-04-16 10:59:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_56.pth... [2024-04-16 10:59:07 INFO]: Validating... [2024-04-16 10:59:07 INFO]: Epoch (val) [56][1] loss_cls: 0.5478, loss_sal: 0.3978, loss_video_cal: 0.0000, loss_layer_cal: 0.0729, loss: 1.0186, mAP: 0.3020, best_mAP: 0.4798 [2024-04-16 10:59:08 INFO]: Epoch [57][1/1] lr: 0.0005, eta: 0:04:05, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5501, loss_sal: 0.3910, loss_video_cal: 0.0832, loss_layer_cal: 0.1002, loss: 1.1245, scale: 65536.0000 [2024-04-16 10:59:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_57.pth... [2024-04-16 10:59:08 INFO]: Validating... [2024-04-16 10:59:08 INFO]: Epoch (val) [57][1] loss_cls: 0.5481, loss_sal: 0.3980, loss_video_cal: 0.0000, loss_layer_cal: 0.0724, loss: 1.0185, mAP: 0.3020, best_mAP: 0.4798 [2024-04-16 10:59:08 INFO]: Epoch [58][1/1] lr: 0.0005, eta: 0:04:05, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5495, loss_sal: 0.3970, loss_video_cal: 0.1014, loss_layer_cal: 0.1054, loss: 1.1534, scale: 65536.0000 [2024-04-16 10:59:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_58.pth... [2024-04-16 10:59:08 INFO]: Validating... [2024-04-16 10:59:08 INFO]: Epoch (val) [58][1] loss_cls: 0.5489, loss_sal: 0.3971, loss_video_cal: 0.0000, loss_layer_cal: 0.0719, loss: 1.0179, mAP: 0.3340, best_mAP: 0.4798 [2024-04-16 10:59:09 INFO]: Epoch [59][1/1] lr: 0.0005, eta: 0:04:04, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5504, loss_sal: 0.4138, loss_video_cal: 0.1013, loss_layer_cal: 0.0773, loss: 1.1428, scale: 65536.0000 [2024-04-16 10:59:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_59.pth... [2024-04-16 10:59:09 INFO]: Validating... [2024-04-16 10:59:09 INFO]: Epoch (val) [59][1] loss_cls: 0.5495, loss_sal: 0.3955, loss_video_cal: 0.0000, loss_layer_cal: 0.0714, loss: 1.0163, mAP: 0.3794, best_mAP: 0.4798 [2024-04-16 10:59:09 INFO]: Epoch [60][1/1] lr: 0.0005, eta: 0:04:03, time: 0.045, data_time: 0.274, memory: 1195, loss_cls: 0.5494, loss_sal: 0.3946, loss_video_cal: 0.0879, loss_layer_cal: 0.0853, loss: 1.1172, scale: 65536.0000 [2024-04-16 10:59:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_60.pth... [2024-04-16 10:59:09 INFO]: Validating... [2024-04-16 10:59:10 INFO]: Epoch (val) [60][1] loss_cls: 0.5497, loss_sal: 0.3937, loss_video_cal: 0.0000, loss_layer_cal: 0.0708, loss: 1.0142, mAP: 0.3194, best_mAP: 0.4798 [2024-04-16 10:59:10 INFO]: Epoch [61][1/1] lr: 0.0005, eta: 0:04:03, time: 0.045, data_time: 0.273, memory: 1195, loss_cls: 0.5498, loss_sal: 0.3892, loss_video_cal: 0.1029, loss_layer_cal: 0.0812, loss: 1.1230, scale: 65536.0000 [2024-04-16 10:59:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_61.pth... [2024-04-16 10:59:10 INFO]: Validating... [2024-04-16 10:59:10 INFO]: Epoch (val) [61][1] loss_cls: 0.5492, loss_sal: 0.3931, loss_video_cal: 0.0000, loss_layer_cal: 0.0702, loss: 1.0125, mAP: 0.3194, best_mAP: 0.4798 [2024-04-16 10:59:10 INFO]: Epoch [62][1/1] lr: 0.0005, eta: 0:04:02, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5494, loss_sal: 0.4430, loss_video_cal: 0.0878, loss_layer_cal: 0.0730, loss: 1.1533, scale: 65536.0000 [2024-04-16 10:59:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_62.pth... [2024-04-16 10:59:10 INFO]: Validating... [2024-04-16 10:59:11 INFO]: Epoch (val) [62][1] loss_cls: 0.5481, loss_sal: 0.3927, loss_video_cal: 0.0000, loss_layer_cal: 0.0696, loss: 1.0103, mAP: 0.3194, best_mAP: 0.4798 [2024-04-16 10:59:11 INFO]: Epoch [63][1/1] lr: 0.0005, eta: 0:04:01, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5488, loss_sal: 0.3892, loss_video_cal: 0.1160, loss_layer_cal: 0.0961, loss: 1.1501, scale: 65536.0000 [2024-04-16 10:59:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_63.pth... [2024-04-16 10:59:11 INFO]: Validating... [2024-04-16 10:59:11 INFO]: Epoch (val) [63][1] loss_cls: 0.5473, loss_sal: 0.3911, loss_video_cal: 0.0000, loss_layer_cal: 0.0689, loss: 1.0072, mAP: 0.3299, best_mAP: 0.4798 [2024-04-16 10:59:11 INFO]: Epoch [64][1/1] lr: 0.0005, eta: 0:04:01, time: 0.045, data_time: 0.275, memory: 1195, loss_cls: 0.5476, loss_sal: 0.3714, loss_video_cal: 0.0908, loss_layer_cal: 0.0972, loss: 1.1070, scale: 65536.0000 [2024-04-16 10:59:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_64.pth... [2024-04-16 10:59:12 INFO]: Validating... [2024-04-16 10:59:12 INFO]: Epoch (val) [64][1] loss_cls: 0.5465, loss_sal: 0.3907, loss_video_cal: 0.0000, loss_layer_cal: 0.0682, loss: 1.0054, mAP: 0.3299, best_mAP: 0.4798 [2024-04-16 10:59:12 INFO]: Epoch [65][1/1] lr: 0.0005, eta: 0:04:00, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5478, loss_sal: 0.3487, loss_video_cal: 0.0882, loss_layer_cal: 0.0949, loss: 1.0796, scale: 65536.0000 [2024-04-16 10:59:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_65.pth... [2024-04-16 10:59:12 INFO]: Validating... [2024-04-16 10:59:12 INFO]: Epoch (val) [65][1] loss_cls: 0.5455, loss_sal: 0.3881, loss_video_cal: 0.0000, loss_layer_cal: 0.0674, loss: 1.0010, mAP: 0.3299, best_mAP: 0.4798 [2024-04-16 10:59:13 INFO]: Epoch [66][1/1] lr: 0.0005, eta: 0:03:59, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.5474, loss_sal: 0.4007, loss_video_cal: 0.0927, loss_layer_cal: 0.0789, loss: 1.1197, scale: 65536.0000 [2024-04-16 10:59:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_66.pth... [2024-04-16 10:59:13 INFO]: Validating... [2024-04-16 10:59:13 INFO]: Epoch (val) [66][1] loss_cls: 0.5448, loss_sal: 0.3881, loss_video_cal: 0.0000, loss_layer_cal: 0.0667, loss: 0.9995, mAP: 0.3928, best_mAP: 0.4798 [2024-04-16 10:59:13 INFO]: Epoch [67][1/1] lr: 0.0005, eta: 0:03:58, time: 0.045, data_time: 0.269, memory: 1195, loss_cls: 0.5484, loss_sal: 0.3444, loss_video_cal: 0.0835, loss_layer_cal: 0.0808, loss: 1.0571, scale: 65536.0000 [2024-04-16 10:59:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_67.pth... [2024-04-16 10:59:13 INFO]: Validating... [2024-04-16 10:59:13 INFO]: Epoch (val) [67][1] loss_cls: 0.5439, loss_sal: 0.3887, loss_video_cal: 0.0000, loss_layer_cal: 0.0659, loss: 0.9984, mAP: 0.3740, best_mAP: 0.4798 [2024-04-16 10:59:14 INFO]: Epoch [68][1/1] lr: 0.0005, eta: 0:03:58, time: 0.044, data_time: 0.268, memory: 1195, loss_cls: 0.5460, loss_sal: 0.3515, loss_video_cal: 0.0780, loss_layer_cal: 0.0766, loss: 1.0521, scale: 65536.0000 [2024-04-16 10:59:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_68.pth... [2024-04-16 10:59:14 INFO]: Validating... [2024-04-16 10:59:14 INFO]: Epoch (val) [68][1] loss_cls: 0.5443, loss_sal: 0.3899, loss_video_cal: 0.0000, loss_layer_cal: 0.0651, loss: 0.9993, mAP: 0.3740, best_mAP: 0.4798 [2024-04-16 10:59:14 INFO]: Epoch [69][1/1] lr: 0.0005, eta: 0:03:57, time: 0.044, data_time: 0.268, memory: 1195, loss_cls: 0.5425, loss_sal: 0.3454, loss_video_cal: 0.0717, loss_layer_cal: 0.0868, loss: 1.0464, scale: 65536.0000 [2024-04-16 10:59:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_69.pth... [2024-04-16 10:59:14 INFO]: Validating... [2024-04-16 10:59:14 INFO]: Epoch (val) [69][1] loss_cls: 0.5447, loss_sal: 0.3950, loss_video_cal: 0.0000, loss_layer_cal: 0.0644, loss: 1.0041, mAP: 0.3525, best_mAP: 0.4798 [2024-04-16 10:59:15 INFO]: Epoch [70][1/1] lr: 0.0005, eta: 0:03:57, time: 0.045, data_time: 0.270, memory: 1195, loss_cls: 0.5437, loss_sal: 0.3361, loss_video_cal: 0.0688, loss_layer_cal: 0.0880, loss: 1.0366, scale: 65536.0000 [2024-04-16 10:59:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_70.pth... [2024-04-16 10:59:15 INFO]: Validating... [2024-04-16 10:59:15 INFO]: Epoch (val) [70][1] loss_cls: 0.5438, loss_sal: 0.3917, loss_video_cal: 0.0000, loss_layer_cal: 0.0637, loss: 0.9993, mAP: 0.3525, best_mAP: 0.4798 [2024-04-16 10:59:15 INFO]: Epoch [71][1/1] lr: 0.0005, eta: 0:03:56, time: 0.045, data_time: 0.275, memory: 1195, loss_cls: 0.5425, loss_sal: 0.3105, loss_video_cal: 0.0581, loss_layer_cal: 0.0841, loss: 0.9953, scale: 65536.0000 [2024-04-16 10:59:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_71.pth... [2024-04-16 10:59:15 INFO]: Validating... [2024-04-16 10:59:15 INFO]: Epoch (val) [71][1] loss_cls: 0.5445, loss_sal: 0.3883, loss_video_cal: 0.0000, loss_layer_cal: 0.0630, loss: 0.9957, mAP: 0.3275, best_mAP: 0.4798 [2024-04-16 10:59:16 INFO]: Epoch [72][1/1] lr: 0.0005, eta: 0:03:55, time: 0.044, data_time: 0.277, memory: 1195, loss_cls: 0.5417, loss_sal: 0.2792, loss_video_cal: 0.0759, loss_layer_cal: 0.1013, loss: 0.9981, scale: 65536.0000 [2024-04-16 10:59:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_72.pth... [2024-04-16 10:59:16 INFO]: Validating... [2024-04-16 10:59:16 INFO]: Epoch (val) [72][1] loss_cls: 0.5401, loss_sal: 0.3869, loss_video_cal: 0.0000, loss_layer_cal: 0.0624, loss: 0.9894, mAP: 0.3379, best_mAP: 0.4798 [2024-04-16 10:59:16 INFO]: Epoch [73][1/1] lr: 0.0005, eta: 0:03:54, time: 0.045, data_time: 0.273, memory: 1195, loss_cls: 0.5428, loss_sal: 0.3290, loss_video_cal: 0.0820, loss_layer_cal: 0.0896, loss: 1.0434, scale: 65536.0000 [2024-04-16 10:59:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_73.pth... [2024-04-16 10:59:16 INFO]: Validating... [2024-04-16 10:59:16 INFO]: Epoch (val) [73][1] loss_cls: 0.5384, loss_sal: 0.3790, loss_video_cal: 0.0000, loss_layer_cal: 0.0617, loss: 0.9791, mAP: 0.3918, best_mAP: 0.4798 [2024-04-16 10:59:17 INFO]: Epoch [74][1/1] lr: 0.0005, eta: 0:03:54, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.5370, loss_sal: 0.3262, loss_video_cal: 0.0749, loss_layer_cal: 0.0904, loss: 1.0284, scale: 65536.0000 [2024-04-16 10:59:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_74.pth... [2024-04-16 10:59:17 INFO]: Validating... [2024-04-16 10:59:17 INFO]: Epoch (val) [74][1] loss_cls: 0.5349, loss_sal: 0.3731, loss_video_cal: 0.0000, loss_layer_cal: 0.0610, loss: 0.9689, mAP: 0.3649, best_mAP: 0.4798 [2024-04-16 10:59:17 INFO]: Epoch [75][1/1] lr: 0.0005, eta: 0:03:53, time: 0.045, data_time: 0.278, memory: 1195, loss_cls: 0.5364, loss_sal: 0.3387, loss_video_cal: 0.0650, loss_layer_cal: 0.0919, loss: 1.0319, scale: 65536.0000 [2024-04-16 10:59:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_75.pth... [2024-04-16 10:59:17 INFO]: Validating... [2024-04-16 10:59:18 INFO]: Epoch (val) [75][1] loss_cls: 0.5312, loss_sal: 0.4020, loss_video_cal: 0.0000, loss_layer_cal: 0.0602, loss: 0.9934, mAP: 0.4529, best_mAP: 0.4798 [2024-04-16 10:59:18 INFO]: Epoch [76][1/1] lr: 0.0005, eta: 0:03:53, time: 0.045, data_time: 0.279, memory: 1195, loss_cls: 0.5369, loss_sal: 0.2961, loss_video_cal: 0.0577, loss_layer_cal: 0.0892, loss: 0.9800, scale: 65536.0000 [2024-04-16 10:59:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_76.pth... [2024-04-16 10:59:18 INFO]: Validating... [2024-04-16 10:59:18 INFO]: Epoch (val) [76][1] loss_cls: 0.5289, loss_sal: 0.4534, loss_video_cal: 0.0000, loss_layer_cal: 0.0596, loss: 1.0419, mAP: 0.5203, best_mAP: 0.5203 [2024-04-16 10:59:18 INFO]: Epoch [77][1/1] lr: 0.0005, eta: 0:03:52, time: 0.044, data_time: 0.276, memory: 1195, loss_cls: 0.5383, loss_sal: 0.3257, loss_video_cal: 0.0728, loss_layer_cal: 0.0771, loss: 1.0139, scale: 65536.0000 [2024-04-16 10:59:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_77.pth... [2024-04-16 10:59:19 INFO]: Validating... [2024-04-16 10:59:19 INFO]: Epoch (val) [77][1] loss_cls: 0.5290, loss_sal: 0.4718, loss_video_cal: 0.0000, loss_layer_cal: 0.0590, loss: 1.0598, mAP: 0.5831, best_mAP: 0.5831 [2024-04-16 10:59:19 INFO]: Epoch [78][1/1] lr: 0.0005, eta: 0:03:51, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5368, loss_sal: 0.3793, loss_video_cal: 0.0856, loss_layer_cal: 0.0836, loss: 1.0853, scale: 65536.0000 [2024-04-16 10:59:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_78.pth... [2024-04-16 10:59:19 INFO]: Validating... [2024-04-16 10:59:19 INFO]: Epoch (val) [78][1] loss_cls: 0.5460, loss_sal: 0.3909, loss_video_cal: 0.0000, loss_layer_cal: 0.0584, loss: 0.9954, mAP: 0.6152, best_mAP: 0.6152 [2024-04-16 10:59:19 INFO]: Epoch [79][1/1] lr: 0.0005, eta: 0:03:51, time: 0.045, data_time: 0.273, memory: 1195, loss_cls: 0.5325, loss_sal: 0.2546, loss_video_cal: 0.0620, loss_layer_cal: 0.0817, loss: 0.9308, scale: 65536.0000 [2024-04-16 10:59:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_79.pth... [2024-04-16 10:59:20 INFO]: Validating... [2024-04-16 10:59:20 INFO]: Epoch (val) [79][1] loss_cls: 0.5382, loss_sal: 0.4260, loss_video_cal: 0.0000, loss_layer_cal: 0.0579, loss: 1.0220, mAP: 0.5967, best_mAP: 0.6152 [2024-04-16 10:59:20 INFO]: Epoch [80][1/1] lr: 0.0005, eta: 0:03:50, time: 0.045, data_time: 0.268, memory: 1195, loss_cls: 0.5343, loss_sal: 0.3073, loss_video_cal: 0.0532, loss_layer_cal: 0.0835, loss: 0.9784, scale: 65536.0000 [2024-04-16 10:59:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_80.pth... [2024-04-16 10:59:20 INFO]: Validating... [2024-04-16 10:59:20 INFO]: Epoch (val) [80][1] loss_cls: 0.5357, loss_sal: 0.4356, loss_video_cal: 0.0000, loss_layer_cal: 0.0573, loss: 1.0287, mAP: 0.5959, best_mAP: 0.6152 [2024-04-16 10:59:21 INFO]: Epoch [81][1/1] lr: 0.0005, eta: 0:03:49, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5299, loss_sal: 0.2527, loss_video_cal: 0.0585, loss_layer_cal: 0.0737, loss: 0.9147, scale: 65536.0000 [2024-04-16 10:59:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_81.pth... [2024-04-16 10:59:21 INFO]: Validating... [2024-04-16 10:59:21 INFO]: Epoch (val) [81][1] loss_cls: 0.5288, loss_sal: 0.4890, loss_video_cal: 0.0000, loss_layer_cal: 0.0568, loss: 1.0747, mAP: 0.6115, best_mAP: 0.6152 [2024-04-16 10:59:21 INFO]: Epoch [82][1/1] lr: 0.0005, eta: 0:03:49, time: 0.045, data_time: 0.273, memory: 1195, loss_cls: 0.5340, loss_sal: 0.3021, loss_video_cal: 0.0547, loss_layer_cal: 0.0529, loss: 0.9437, scale: 65536.0000 [2024-04-16 10:59:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_82.pth... [2024-04-16 10:59:21 INFO]: Validating... [2024-04-16 10:59:21 INFO]: Epoch (val) [82][1] loss_cls: 0.5271, loss_sal: 0.5739, loss_video_cal: 0.0000, loss_layer_cal: 0.0563, loss: 1.1573, mAP: 0.6115, best_mAP: 0.6152 [2024-04-16 10:59:22 INFO]: Epoch [83][1/1] lr: 0.0005, eta: 0:03:48, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5358, loss_sal: 0.2421, loss_video_cal: 0.0333, loss_layer_cal: 0.0745, loss: 0.8857, scale: 65536.0000 [2024-04-16 10:59:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_83.pth... [2024-04-16 10:59:22 INFO]: Validating... [2024-04-16 10:59:22 INFO]: Epoch (val) [83][1] loss_cls: 0.5278, loss_sal: 0.6143, loss_video_cal: 0.0000, loss_layer_cal: 0.0558, loss: 1.1978, mAP: 0.5999, best_mAP: 0.6152 [2024-04-16 10:59:22 INFO]: Epoch [84][1/1] lr: 0.0005, eta: 0:03:48, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5376, loss_sal: 0.3653, loss_video_cal: 0.0759, loss_layer_cal: 0.0830, loss: 1.0618, scale: 65536.0000 [2024-04-16 10:59:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_84.pth... [2024-04-16 10:59:22 INFO]: Validating... [2024-04-16 10:59:22 INFO]: Epoch (val) [84][1] loss_cls: 0.5346, loss_sal: 0.5806, loss_video_cal: 0.0000, loss_layer_cal: 0.0551, loss: 1.1703, mAP: 0.5831, best_mAP: 0.6152 [2024-04-16 10:59:23 INFO]: Epoch [85][1/1] lr: 0.0005, eta: 0:03:47, time: 0.044, data_time: 0.271, memory: 1195, loss_cls: 0.5338, loss_sal: 0.1861, loss_video_cal: 0.0328, loss_layer_cal: 0.0601, loss: 0.8128, scale: 65536.0000 [2024-04-16 10:59:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_85.pth... [2024-04-16 10:59:23 INFO]: Validating... [2024-04-16 10:59:23 INFO]: Epoch (val) [85][1] loss_cls: 0.5393, loss_sal: 0.5367, loss_video_cal: 0.0000, loss_layer_cal: 0.0544, loss: 1.1304, mAP: 0.4708, best_mAP: 0.6152 [2024-04-16 10:59:23 INFO]: Epoch [86][1/1] lr: 0.0005, eta: 0:03:46, time: 0.045, data_time: 0.274, memory: 1195, loss_cls: 0.5338, loss_sal: 0.2212, loss_video_cal: 0.0367, loss_layer_cal: 0.0769, loss: 0.8686, scale: 65536.0000 [2024-04-16 10:59:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_86.pth... [2024-04-16 10:59:23 INFO]: Validating... [2024-04-16 10:59:23 INFO]: Epoch (val) [86][1] loss_cls: 0.5362, loss_sal: 0.5051, loss_video_cal: 0.0000, loss_layer_cal: 0.0538, loss: 1.0951, mAP: 0.4119, best_mAP: 0.6152 [2024-04-16 10:59:24 INFO]: Epoch [87][1/1] lr: 0.0005, eta: 0:03:46, time: 0.044, data_time: 0.276, memory: 1195, loss_cls: 0.5391, loss_sal: 0.3269, loss_video_cal: 0.0551, loss_layer_cal: 0.0816, loss: 1.0026, scale: 65536.0000 [2024-04-16 10:59:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_87.pth... [2024-04-16 10:59:24 INFO]: Validating... [2024-04-16 10:59:24 INFO]: Epoch (val) [87][1] loss_cls: 0.5337, loss_sal: 0.5090, loss_video_cal: 0.0000, loss_layer_cal: 0.0530, loss: 1.0958, mAP: 0.3578, best_mAP: 0.6152 [2024-04-16 10:59:24 INFO]: Epoch [88][1/1] lr: 0.0005, eta: 0:03:45, time: 0.044, data_time: 0.276, memory: 1195, loss_cls: 0.5298, loss_sal: 0.3652, loss_video_cal: 0.0360, loss_layer_cal: 0.0749, loss: 1.0059, scale: 65536.0000 [2024-04-16 10:59:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_88.pth... [2024-04-16 10:59:24 INFO]: Validating... [2024-04-16 10:59:25 INFO]: Epoch (val) [88][1] loss_cls: 0.5307, loss_sal: 0.5017, loss_video_cal: 0.0000, loss_layer_cal: 0.0522, loss: 1.0846, mAP: 0.3578, best_mAP: 0.6152 [2024-04-16 10:59:25 INFO]: Epoch [89][1/1] lr: 0.0005, eta: 0:03:45, time: 0.044, data_time: 0.269, memory: 1195, loss_cls: 0.5334, loss_sal: 0.3250, loss_video_cal: 0.0690, loss_layer_cal: 0.0941, loss: 1.0215, scale: 65536.0000 [2024-04-16 10:59:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_89.pth... [2024-04-16 10:59:25 INFO]: Validating... [2024-04-16 10:59:25 INFO]: Epoch (val) [89][1] loss_cls: 0.5263, loss_sal: 0.4981, loss_video_cal: 0.0000, loss_layer_cal: 0.0513, loss: 1.0757, mAP: 0.4387, best_mAP: 0.6152 [2024-04-16 10:59:25 INFO]: Epoch [90][1/1] lr: 0.0005, eta: 0:03:44, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.5279, loss_sal: 0.3946, loss_video_cal: 0.0379, loss_layer_cal: 0.0803, loss: 1.0407, scale: 65536.0000 [2024-04-16 10:59:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_90.pth... [2024-04-16 10:59:25 INFO]: Validating... [2024-04-16 10:59:26 INFO]: Epoch (val) [90][1] loss_cls: 0.5318, loss_sal: 0.4346, loss_video_cal: 0.0000, loss_layer_cal: 0.0505, loss: 1.0169, mAP: 0.5404, best_mAP: 0.6152 [2024-04-16 10:59:26 INFO]: Epoch [91][1/1] lr: 0.0005, eta: 0:03:43, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.5309, loss_sal: 0.3196, loss_video_cal: 0.0730, loss_layer_cal: 0.0843, loss: 1.0078, scale: 65536.0000 [2024-04-16 10:59:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_91.pth... [2024-04-16 10:59:26 INFO]: Validating... [2024-04-16 10:59:26 INFO]: Epoch (val) [91][1] loss_cls: 0.5416, loss_sal: 0.3873, loss_video_cal: 0.0000, loss_layer_cal: 0.0498, loss: 0.9787, mAP: 0.5544, best_mAP: 0.6152 [2024-04-16 10:59:26 INFO]: Epoch [92][1/1] lr: 0.0005, eta: 0:03:43, time: 0.045, data_time: 0.275, memory: 1195, loss_cls: 0.5274, loss_sal: 0.3338, loss_video_cal: 0.0464, loss_layer_cal: 0.0546, loss: 0.9622, scale: 65536.0000 [2024-04-16 10:59:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_92.pth... [2024-04-16 10:59:26 INFO]: Validating... [2024-04-16 10:59:27 INFO]: Epoch (val) [92][1] loss_cls: 0.5439, loss_sal: 0.3679, loss_video_cal: 0.0000, loss_layer_cal: 0.0490, loss: 0.9608, mAP: 0.5412, best_mAP: 0.6152 [2024-04-16 10:59:27 INFO]: Epoch [93][1/1] lr: 0.0005, eta: 0:03:42, time: 0.045, data_time: 0.271, memory: 1195, loss_cls: 0.5337, loss_sal: 0.2870, loss_video_cal: 0.0598, loss_layer_cal: 0.0748, loss: 0.9553, scale: 65536.0000 [2024-04-16 10:59:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_93.pth... [2024-04-16 10:59:27 INFO]: Validating... [2024-04-16 10:59:27 INFO]: Epoch (val) [93][1] loss_cls: 0.5315, loss_sal: 0.3630, loss_video_cal: 0.0000, loss_layer_cal: 0.0482, loss: 0.9427, mAP: 0.3507, best_mAP: 0.6152 [2024-04-16 10:59:27 INFO]: Epoch [94][1/1] lr: 0.0005, eta: 0:03:41, time: 0.045, data_time: 0.274, memory: 1195, loss_cls: 0.5261, loss_sal: 0.2687, loss_video_cal: 0.0291, loss_layer_cal: 0.0592, loss: 0.8831, scale: 65536.0000 [2024-04-16 10:59:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_94.pth... [2024-04-16 10:59:28 INFO]: Validating... [2024-04-16 10:59:28 INFO]: Epoch (val) [94][1] loss_cls: 0.5213, loss_sal: 0.3681, loss_video_cal: 0.0000, loss_layer_cal: 0.0472, loss: 0.9366, mAP: 0.3301, best_mAP: 0.6152 [2024-04-16 10:59:28 INFO]: Epoch [95][1/1] lr: 0.0005, eta: 0:03:41, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5265, loss_sal: 0.3117, loss_video_cal: 0.0298, loss_layer_cal: 0.0618, loss: 0.9299, scale: 65536.0000 [2024-04-16 10:59:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_95.pth... [2024-04-16 10:59:28 INFO]: Validating... [2024-04-16 10:59:28 INFO]: Epoch (val) [95][1] loss_cls: 0.5192, loss_sal: 0.4052, loss_video_cal: 0.0000, loss_layer_cal: 0.0463, loss: 0.9707, mAP: 0.3673, best_mAP: 0.6152 [2024-04-16 10:59:29 INFO]: Epoch [96][1/1] lr: 0.0005, eta: 0:03:40, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.5322, loss_sal: 0.2809, loss_video_cal: 0.0314, loss_layer_cal: 0.0797, loss: 0.9242, scale: 65536.0000 [2024-04-16 10:59:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_96.pth... [2024-04-16 10:59:29 INFO]: Validating... [2024-04-16 10:59:29 INFO]: Epoch (val) [96][1] loss_cls: 0.5207, loss_sal: 0.4360, loss_video_cal: 0.0000, loss_layer_cal: 0.0451, loss: 1.0018, mAP: 0.5263, best_mAP: 0.6152 [2024-04-16 10:59:29 INFO]: Epoch [97][1/1] lr: 0.0005, eta: 0:03:40, time: 0.043, data_time: 0.277, memory: 1195, loss_cls: 0.5332, loss_sal: 0.2465, loss_video_cal: 0.0276, loss_layer_cal: 0.0672, loss: 0.8744, scale: 65536.0000 [2024-04-16 10:59:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_97.pth... [2024-04-16 10:59:29 INFO]: Validating... [2024-04-16 10:59:29 INFO]: Epoch (val) [97][1] loss_cls: 0.5182, loss_sal: 0.4765, loss_video_cal: 0.0000, loss_layer_cal: 0.0441, loss: 1.0388, mAP: 0.8474, best_mAP: 0.8474 [2024-04-16 10:59:30 INFO]: Epoch [98][1/1] lr: 0.0005, eta: 0:03:39, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5226, loss_sal: 0.2082, loss_video_cal: 0.0326, loss_layer_cal: 0.0775, loss: 0.8408, scale: 65536.0000 [2024-04-16 10:59:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_98.pth... [2024-04-16 10:59:30 INFO]: Validating... [2024-04-16 10:59:30 INFO]: Epoch (val) [98][1] loss_cls: 0.5180, loss_sal: 0.5565, loss_video_cal: 0.0000, loss_layer_cal: 0.0430, loss: 1.1174, mAP: 0.7741, best_mAP: 0.8474 [2024-04-16 10:59:30 INFO]: Epoch [99][1/1] lr: 0.0005, eta: 0:03:38, time: 0.044, data_time: 0.275, memory: 1195, loss_cls: 0.5338, loss_sal: 0.4423, loss_video_cal: 0.0563, loss_layer_cal: 0.0636, loss: 1.0959, scale: 65536.0000 [2024-04-16 10:59:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_99.pth... [2024-04-16 10:59:30 INFO]: Validating... [2024-04-16 10:59:30 INFO]: Epoch (val) [99][1] loss_cls: 0.5251, loss_sal: 0.5263, loss_video_cal: 0.0000, loss_layer_cal: 0.0420, loss: 1.0934, mAP: 0.6428, best_mAP: 0.8474 [2024-04-16 10:59:31 INFO]: Epoch [100][1/1] lr: 0.0005, eta: 0:03:38, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5378, loss_sal: 0.2667, loss_video_cal: 0.0430, loss_layer_cal: 0.0737, loss: 0.9212, scale: 65536.0000 [2024-04-16 10:59:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_100.pth... [2024-04-16 10:59:31 INFO]: Validating... [2024-04-16 10:59:31 INFO]: Epoch (val) [100][1] loss_cls: 0.5364, loss_sal: 0.4561, loss_video_cal: 0.0000, loss_layer_cal: 0.0410, loss: 1.0335, mAP: 0.6428, best_mAP: 0.8474 [2024-04-16 10:59:31 INFO]: Epoch [101][1/1] lr: 0.0005, eta: 0:03:37, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.5353, loss_sal: 0.2856, loss_video_cal: 0.0387, loss_layer_cal: 0.0660, loss: 0.9256, scale: 65536.0000 [2024-04-16 10:59:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_101.pth... [2024-04-16 10:59:31 INFO]: Validating... [2024-04-16 10:59:31 INFO]: Epoch (val) [101][1] loss_cls: 0.5354, loss_sal: 0.4287, loss_video_cal: 0.0000, loss_layer_cal: 0.0399, loss: 1.0040, mAP: 0.6273, best_mAP: 0.8474 [2024-04-16 10:59:32 INFO]: Epoch [102][1/1] lr: 0.0005, eta: 0:03:36, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5262, loss_sal: 0.2074, loss_video_cal: 0.0324, loss_layer_cal: 0.0764, loss: 0.8424, scale: 65536.0000 [2024-04-16 10:59:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_102.pth... [2024-04-16 10:59:32 INFO]: Validating... [2024-04-16 10:59:32 INFO]: Epoch (val) [102][1] loss_cls: 0.5281, loss_sal: 0.4148, loss_video_cal: 0.0000, loss_layer_cal: 0.0387, loss: 0.9815, mAP: 0.5224, best_mAP: 0.8474 [2024-04-16 10:59:32 INFO]: Epoch [103][1/1] lr: 0.0005, eta: 0:03:36, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5245, loss_sal: 0.3163, loss_video_cal: 0.0576, loss_layer_cal: 0.0666, loss: 0.9651, scale: 65536.0000 [2024-04-16 10:59:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_103.pth... [2024-04-16 10:59:32 INFO]: Validating... [2024-04-16 10:59:32 INFO]: Epoch (val) [103][1] loss_cls: 0.5299, loss_sal: 0.3957, loss_video_cal: 0.0000, loss_layer_cal: 0.0376, loss: 0.9632, mAP: 0.5286, best_mAP: 0.8474 [2024-04-16 10:59:33 INFO]: Epoch [104][1/1] lr: 0.0005, eta: 0:03:35, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5271, loss_sal: 0.4268, loss_video_cal: 0.1095, loss_layer_cal: 0.0725, loss: 1.1359, scale: 65536.0000 [2024-04-16 10:59:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_104.pth... [2024-04-16 10:59:33 INFO]: Validating... [2024-04-16 10:59:33 INFO]: Epoch (val) [104][1] loss_cls: 0.5363, loss_sal: 0.3788, loss_video_cal: 0.0000, loss_layer_cal: 0.0368, loss: 0.9518, mAP: 0.5528, best_mAP: 0.8474 [2024-04-16 10:59:33 INFO]: Epoch [105][1/1] lr: 0.0005, eta: 0:03:35, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5278, loss_sal: 0.2224, loss_video_cal: 0.0362, loss_layer_cal: 0.0700, loss: 0.8564, scale: 65536.0000 [2024-04-16 10:59:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_105.pth... [2024-04-16 10:59:33 INFO]: Validating... [2024-04-16 10:59:34 INFO]: Epoch (val) [105][1] loss_cls: 0.5393, loss_sal: 0.3762, loss_video_cal: 0.0000, loss_layer_cal: 0.0358, loss: 0.9512, mAP: 0.5071, best_mAP: 0.8474 [2024-04-16 10:59:34 INFO]: Epoch [106][1/1] lr: 0.0005, eta: 0:03:34, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.5255, loss_sal: 0.3982, loss_video_cal: 0.0705, loss_layer_cal: 0.0505, loss: 1.0447, scale: 65536.0000 [2024-04-16 10:59:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_106.pth... [2024-04-16 10:59:34 INFO]: Validating... [2024-04-16 10:59:34 INFO]: Epoch (val) [106][1] loss_cls: 0.5450, loss_sal: 0.3721, loss_video_cal: 0.0000, loss_layer_cal: 0.0350, loss: 0.9521, mAP: 0.4847, best_mAP: 0.8474 [2024-04-16 10:59:34 INFO]: Epoch [107][1/1] lr: 0.0005, eta: 0:03:33, time: 0.045, data_time: 0.270, memory: 1195, loss_cls: 0.5262, loss_sal: 0.2819, loss_video_cal: 0.0486, loss_layer_cal: 0.0651, loss: 0.9218, scale: 65536.0000 [2024-04-16 10:59:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_107.pth... [2024-04-16 10:59:34 INFO]: Validating... [2024-04-16 10:59:35 INFO]: Epoch (val) [107][1] loss_cls: 0.5504, loss_sal: 0.3718, loss_video_cal: 0.0000, loss_layer_cal: 0.0340, loss: 0.9563, mAP: 0.5083, best_mAP: 0.8474 [2024-04-16 10:59:35 INFO]: Epoch [108][1/1] lr: 0.0005, eta: 0:03:33, time: 0.044, data_time: 0.275, memory: 1195, loss_cls: 0.5370, loss_sal: 0.2900, loss_video_cal: 0.0464, loss_layer_cal: 0.0626, loss: 0.9360, scale: 65536.0000 [2024-04-16 10:59:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_108.pth... [2024-04-16 10:59:35 INFO]: Validating... [2024-04-16 10:59:35 INFO]: Epoch (val) [108][1] loss_cls: 0.5486, loss_sal: 0.3719, loss_video_cal: 0.0000, loss_layer_cal: 0.0331, loss: 0.9535, mAP: 0.5435, best_mAP: 0.8474 [2024-04-16 10:59:35 INFO]: Epoch [109][1/1] lr: 0.0005, eta: 0:03:32, time: 0.045, data_time: 0.270, memory: 1195, loss_cls: 0.5237, loss_sal: 0.3298, loss_video_cal: 0.0431, loss_layer_cal: 0.0790, loss: 0.9757, scale: 65536.0000 [2024-04-16 10:59:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_109.pth... [2024-04-16 10:59:35 INFO]: Validating... [2024-04-16 10:59:36 INFO]: Epoch (val) [109][1] loss_cls: 0.5486, loss_sal: 0.3719, loss_video_cal: 0.0000, loss_layer_cal: 0.0331, loss: 0.9535, mAP: 0.5435, best_mAP: 0.8474 [2024-04-16 10:59:36 INFO]: Epoch [110][1/1] lr: 0.0005, eta: 0:03:32, time: 0.045, data_time: 0.271, memory: 1195, loss_cls: 0.5273, loss_sal: 0.2675, loss_video_cal: 0.0477, loss_layer_cal: 0.0632, loss: 0.9057, scale: 32768.0000 [2024-04-16 10:59:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_110.pth... [2024-04-16 10:59:36 INFO]: Validating... [2024-04-16 10:59:36 INFO]: Epoch (val) [110][1] loss_cls: 0.5402, loss_sal: 0.3746, loss_video_cal: 0.0000, loss_layer_cal: 0.0322, loss: 0.9469, mAP: 0.5470, best_mAP: 0.8474 [2024-04-16 10:59:36 INFO]: Epoch [111][1/1] lr: 0.0005, eta: 0:03:31, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5290, loss_sal: 0.2433, loss_video_cal: 0.0334, loss_layer_cal: 0.0523, loss: 0.8580, scale: 32768.0000 [2024-04-16 10:59:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_111.pth... [2024-04-16 10:59:37 INFO]: Validating... [2024-04-16 10:59:37 INFO]: Epoch (val) [111][1] loss_cls: 0.5311, loss_sal: 0.3864, loss_video_cal: 0.0000, loss_layer_cal: 0.0312, loss: 0.9487, mAP: 0.5380, best_mAP: 0.8474 [2024-04-16 10:59:37 INFO]: Epoch [112][1/1] lr: 0.0005, eta: 0:03:30, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5256, loss_sal: 0.2249, loss_video_cal: 0.0359, loss_layer_cal: 0.0425, loss: 0.8290, scale: 32768.0000 [2024-04-16 10:59:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_112.pth... [2024-04-16 10:59:37 INFO]: Validating... [2024-04-16 10:59:37 INFO]: Epoch (val) [112][1] loss_cls: 0.5240, loss_sal: 0.4206, loss_video_cal: 0.0000, loss_layer_cal: 0.0303, loss: 0.9749, mAP: 0.5380, best_mAP: 0.8474 [2024-04-16 10:59:38 INFO]: Epoch [113][1/1] lr: 0.0005, eta: 0:03:30, time: 0.043, data_time: 0.269, memory: 1195, loss_cls: 0.5231, loss_sal: 0.2301, loss_video_cal: 0.0289, loss_layer_cal: 0.0641, loss: 0.8461, scale: 32768.0000 [2024-04-16 10:59:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_113.pth... [2024-04-16 10:59:38 INFO]: Validating... [2024-04-16 10:59:38 INFO]: Epoch (val) [113][1] loss_cls: 0.5182, loss_sal: 0.4948, loss_video_cal: 0.0000, loss_layer_cal: 0.0294, loss: 1.0423, mAP: 0.7553, best_mAP: 0.8474 [2024-04-16 10:59:38 INFO]: Epoch [114][1/1] lr: 0.0005, eta: 0:03:29, time: 0.044, data_time: 0.268, memory: 1195, loss_cls: 0.5341, loss_sal: 0.2658, loss_video_cal: 0.0515, loss_layer_cal: 0.0649, loss: 0.9163, scale: 32768.0000 [2024-04-16 10:59:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_114.pth... [2024-04-16 10:59:38 INFO]: Validating... [2024-04-16 10:59:38 INFO]: Epoch (val) [114][1] loss_cls: 0.5202, loss_sal: 0.5268, loss_video_cal: 0.0000, loss_layer_cal: 0.0286, loss: 1.0755, mAP: 0.8012, best_mAP: 0.8474 [2024-04-16 10:59:39 INFO]: Epoch [115][1/1] lr: 0.0005, eta: 0:03:29, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5269, loss_sal: 0.3338, loss_video_cal: 0.0425, loss_layer_cal: 0.0483, loss: 0.9515, scale: 32768.0000 [2024-04-16 10:59:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_115.pth... [2024-04-16 10:59:39 INFO]: Validating... [2024-04-16 10:59:39 INFO]: Epoch (val) [115][1] loss_cls: 0.5227, loss_sal: 0.5463, loss_video_cal: 0.0000, loss_layer_cal: 0.0278, loss: 1.0968, mAP: 0.8131, best_mAP: 0.8474 [2024-04-16 10:59:39 INFO]: Epoch [116][1/1] lr: 0.0005, eta: 0:03:28, time: 0.045, data_time: 0.270, memory: 1195, loss_cls: 0.5285, loss_sal: 0.1539, loss_video_cal: 0.0377, loss_layer_cal: 0.0646, loss: 0.7847, scale: 32768.0000 [2024-04-16 10:59:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_116.pth... [2024-04-16 10:59:39 INFO]: Validating... [2024-04-16 10:59:39 INFO]: Epoch (val) [116][1] loss_cls: 0.5229, loss_sal: 0.6151, loss_video_cal: 0.0000, loss_layer_cal: 0.0270, loss: 1.1650, mAP: 0.8131, best_mAP: 0.8474 [2024-04-16 10:59:40 INFO]: Epoch [117][1/1] lr: 0.0005, eta: 0:03:27, time: 0.045, data_time: 0.273, memory: 1195, loss_cls: 0.5220, loss_sal: 0.2868, loss_video_cal: 0.0375, loss_layer_cal: 0.0498, loss: 0.8961, scale: 32768.0000 [2024-04-16 10:59:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_117.pth... [2024-04-16 10:59:40 INFO]: Validating... [2024-04-16 10:59:40 INFO]: Epoch (val) [117][1] loss_cls: 0.5207, loss_sal: 0.7357, loss_video_cal: 0.0000, loss_layer_cal: 0.0260, loss: 1.2823, mAP: 0.8034, best_mAP: 0.8474 [2024-04-16 10:59:40 INFO]: Epoch [118][1/1] lr: 0.0005, eta: 0:03:27, time: 0.045, data_time: 0.273, memory: 1195, loss_cls: 0.5318, loss_sal: 0.1979, loss_video_cal: 0.0448, loss_layer_cal: 0.0560, loss: 0.8304, scale: 32768.0000 [2024-04-16 10:59:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_118.pth... [2024-04-16 10:59:40 INFO]: Validating... [2024-04-16 10:59:40 INFO]: Epoch (val) [118][1] loss_cls: 0.5213, loss_sal: 0.8585, loss_video_cal: 0.0000, loss_layer_cal: 0.0252, loss: 1.4050, mAP: 0.7314, best_mAP: 0.8474 [2024-04-16 10:59:41 INFO]: Epoch [119][1/1] lr: 0.0005, eta: 0:03:26, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5320, loss_sal: 0.3244, loss_video_cal: 0.0436, loss_layer_cal: 0.0620, loss: 0.9620, scale: 32768.0000 [2024-04-16 10:59:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_119.pth... [2024-04-16 10:59:41 INFO]: Validating... [2024-04-16 10:59:41 INFO]: Epoch (val) [119][1] loss_cls: 0.5253, loss_sal: 0.8711, loss_video_cal: 0.0000, loss_layer_cal: 0.0244, loss: 1.4209, mAP: 0.8034, best_mAP: 0.8474 [2024-04-16 10:59:41 INFO]: Epoch [120][1/1] lr: 0.0005, eta: 0:03:26, time: 0.044, data_time: 0.269, memory: 1195, loss_cls: 0.5298, loss_sal: 0.2424, loss_video_cal: 0.0344, loss_layer_cal: 0.0543, loss: 0.8609, scale: 32768.0000 [2024-04-16 10:59:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_120.pth... [2024-04-16 10:59:41 INFO]: Validating... [2024-04-16 10:59:41 INFO]: Epoch (val) [120][1] loss_cls: 0.5257, loss_sal: 0.9169, loss_video_cal: 0.0000, loss_layer_cal: 0.0236, loss: 1.4662, mAP: 0.5616, best_mAP: 0.8474 [2024-04-16 10:59:42 INFO]: Epoch [121][1/1] lr: 0.0005, eta: 0:03:25, time: 0.045, data_time: 0.271, memory: 1195, loss_cls: 0.5288, loss_sal: 0.2907, loss_video_cal: 0.0521, loss_layer_cal: 0.0709, loss: 0.9425, scale: 32768.0000 [2024-04-16 10:59:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_121.pth... [2024-04-16 10:59:42 INFO]: Validating... [2024-04-16 10:59:42 INFO]: Epoch (val) [121][1] loss_cls: 0.5267, loss_sal: 0.9090, loss_video_cal: 0.0000, loss_layer_cal: 0.0228, loss: 1.4585, mAP: 0.5497, best_mAP: 0.8474 [2024-04-16 10:59:42 INFO]: Epoch [122][1/1] lr: 0.0005, eta: 0:03:25, time: 0.045, data_time: 0.277, memory: 1195, loss_cls: 0.5311, loss_sal: 0.2080, loss_video_cal: 0.0207, loss_layer_cal: 0.0561, loss: 0.8159, scale: 32768.0000 [2024-04-16 10:59:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_122.pth... [2024-04-16 10:59:42 INFO]: Validating... [2024-04-16 10:59:42 INFO]: Epoch (val) [122][1] loss_cls: 0.5260, loss_sal: 0.9121, loss_video_cal: 0.0000, loss_layer_cal: 0.0218, loss: 1.4598, mAP: 0.5616, best_mAP: 0.8474 [2024-04-16 10:59:43 INFO]: Epoch [123][1/1] lr: 0.0005, eta: 0:03:24, time: 0.045, data_time: 0.276, memory: 1195, loss_cls: 0.5341, loss_sal: 0.1874, loss_video_cal: 0.0237, loss_layer_cal: 0.0647, loss: 0.8099, scale: 32768.0000 [2024-04-16 10:59:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_123.pth... [2024-04-16 10:59:43 INFO]: Validating... [2024-04-16 10:59:43 INFO]: Epoch (val) [123][1] loss_cls: 0.5230, loss_sal: 0.9276, loss_video_cal: 0.0000, loss_layer_cal: 0.0207, loss: 1.4712, mAP: 0.5470, best_mAP: 0.8474 [2024-04-16 10:59:43 INFO]: Epoch [124][1/1] lr: 0.0005, eta: 0:03:23, time: 0.045, data_time: 0.274, memory: 1195, loss_cls: 0.5286, loss_sal: 0.2489, loss_video_cal: 0.0198, loss_layer_cal: 0.0441, loss: 0.8414, scale: 32768.0000 [2024-04-16 10:59:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_124.pth... [2024-04-16 10:59:43 INFO]: Validating... [2024-04-16 10:59:44 INFO]: Epoch (val) [124][1] loss_cls: 0.5196, loss_sal: 0.9229, loss_video_cal: 0.0000, loss_layer_cal: 0.0198, loss: 1.4624, mAP: 0.7554, best_mAP: 0.8474 [2024-04-16 10:59:44 INFO]: Epoch [125][1/1] lr: 0.0005, eta: 0:03:23, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5295, loss_sal: 0.4037, loss_video_cal: 0.0635, loss_layer_cal: 0.0586, loss: 1.0553, scale: 32768.0000 [2024-04-16 10:59:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_125.pth... [2024-04-16 10:59:44 INFO]: Validating... [2024-04-16 10:59:44 INFO]: Epoch (val) [125][1] loss_cls: 0.5195, loss_sal: 0.7306, loss_video_cal: 0.0000, loss_layer_cal: 0.0190, loss: 1.2691, mAP: 0.8537, best_mAP: 0.8537 [2024-04-16 10:59:44 INFO]: Epoch [126][1/1] lr: 0.0005, eta: 0:03:22, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5310, loss_sal: 0.1693, loss_video_cal: 0.0277, loss_layer_cal: 0.0397, loss: 0.7677, scale: 32768.0000 [2024-04-16 10:59:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_126.pth... [2024-04-16 10:59:44 INFO]: Validating... [2024-04-16 10:59:45 INFO]: Epoch (val) [126][1] loss_cls: 0.5222, loss_sal: 0.5196, loss_video_cal: 0.0000, loss_layer_cal: 0.0181, loss: 1.0599, mAP: 0.8178, best_mAP: 0.8537 [2024-04-16 10:59:45 INFO]: Epoch [127][1/1] lr: 0.0005, eta: 0:03:22, time: 0.045, data_time: 0.274, memory: 1195, loss_cls: 0.5261, loss_sal: 0.2213, loss_video_cal: 0.0296, loss_layer_cal: 0.0463, loss: 0.8233, scale: 32768.0000 [2024-04-16 10:59:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_127.pth... [2024-04-16 10:59:45 INFO]: Validating... [2024-04-16 10:59:45 INFO]: Epoch (val) [127][1] loss_cls: 0.5180, loss_sal: 0.4476, loss_video_cal: 0.0000, loss_layer_cal: 0.0173, loss: 0.9830, mAP: 0.8517, best_mAP: 0.8537 [2024-04-16 10:59:45 INFO]: Epoch [128][1/1] lr: 0.0005, eta: 0:03:21, time: 0.044, data_time: 0.277, memory: 1195, loss_cls: 0.5240, loss_sal: 0.2471, loss_video_cal: 0.0168, loss_layer_cal: 0.0388, loss: 0.8268, scale: 32768.0000 [2024-04-16 10:59:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_128.pth... [2024-04-16 10:59:46 INFO]: Validating... [2024-04-16 10:59:46 INFO]: Epoch (val) [128][1] loss_cls: 0.5123, loss_sal: 0.4322, loss_video_cal: 0.0000, loss_layer_cal: 0.0166, loss: 0.9611, mAP: 0.8517, best_mAP: 0.8537 [2024-04-16 10:59:46 INFO]: Epoch [129][1/1] lr: 0.0005, eta: 0:03:21, time: 0.043, data_time: 0.271, memory: 1195, loss_cls: 0.5248, loss_sal: 0.1755, loss_video_cal: 0.0220, loss_layer_cal: 0.0553, loss: 0.7777, scale: 32768.0000 [2024-04-16 10:59:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_129.pth... [2024-04-16 10:59:46 INFO]: Validating... [2024-04-16 10:59:46 INFO]: Epoch (val) [129][1] loss_cls: 0.5073, loss_sal: 0.4498, loss_video_cal: 0.0000, loss_layer_cal: 0.0160, loss: 0.9731, mAP: 0.8517, best_mAP: 0.8537 [2024-04-16 10:59:47 INFO]: Epoch [130][1/1] lr: 0.0005, eta: 0:03:20, time: 0.045, data_time: 0.271, memory: 1195, loss_cls: 0.5416, loss_sal: 0.1739, loss_video_cal: 0.0263, loss_layer_cal: 0.0432, loss: 0.7851, scale: 32768.0000 [2024-04-16 10:59:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_130.pth... [2024-04-16 10:59:47 INFO]: Validating... [2024-04-16 10:59:47 INFO]: Epoch (val) [130][1] loss_cls: 0.5063, loss_sal: 0.5132, loss_video_cal: 0.0000, loss_layer_cal: 0.0155, loss: 1.0350, mAP: 0.8127, best_mAP: 0.8537 [2024-04-16 10:59:47 INFO]: Epoch [131][1/1] lr: 0.0005, eta: 0:03:19, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5493, loss_sal: 0.2408, loss_video_cal: 0.0207, loss_layer_cal: 0.0538, loss: 0.8645, scale: 32768.0000 [2024-04-16 10:59:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_131.pth... [2024-04-16 10:59:47 INFO]: Validating... [2024-04-16 10:59:47 INFO]: Epoch (val) [131][1] loss_cls: 0.5066, loss_sal: 0.6072, loss_video_cal: 0.0000, loss_layer_cal: 0.0150, loss: 1.1289, mAP: 0.8737, best_mAP: 0.8737 [2024-04-16 10:59:48 INFO]: Epoch [132][1/1] lr: 0.0005, eta: 0:03:19, time: 0.044, data_time: 0.271, memory: 1195, loss_cls: 0.5284, loss_sal: 0.2654, loss_video_cal: 0.0550, loss_layer_cal: 0.0578, loss: 0.9067, scale: 32768.0000 [2024-04-16 10:59:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_132.pth... [2024-04-16 10:59:48 INFO]: Validating... [2024-04-16 10:59:48 INFO]: Epoch (val) [132][1] loss_cls: 0.5122, loss_sal: 0.7159, loss_video_cal: 0.0000, loss_layer_cal: 0.0145, loss: 1.2426, mAP: 0.8607, best_mAP: 0.8737 [2024-04-16 10:59:48 INFO]: Epoch [133][1/1] lr: 0.0005, eta: 0:03:18, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5401, loss_sal: 0.1137, loss_video_cal: 0.0214, loss_layer_cal: 0.0495, loss: 0.7247, scale: 32768.0000 [2024-04-16 10:59:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_133.pth... [2024-04-16 10:59:48 INFO]: Validating... [2024-04-16 10:59:48 INFO]: Epoch (val) [133][1] loss_cls: 0.5148, loss_sal: 0.7056, loss_video_cal: 0.0000, loss_layer_cal: 0.0139, loss: 1.2343, mAP: 0.7567, best_mAP: 0.8737 [2024-04-16 10:59:49 INFO]: Epoch [134][1/1] lr: 0.0005, eta: 0:03:18, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5273, loss_sal: 0.1734, loss_video_cal: 0.0254, loss_layer_cal: 0.0510, loss: 0.7771, scale: 32768.0000 [2024-04-16 10:59:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_134.pth... [2024-04-16 10:59:49 INFO]: Validating... [2024-04-16 10:59:49 INFO]: Epoch (val) [134][1] loss_cls: 0.5227, loss_sal: 0.7064, loss_video_cal: 0.0000, loss_layer_cal: 0.0132, loss: 1.2423, mAP: 0.7567, best_mAP: 0.8737 [2024-04-16 10:59:49 INFO]: Epoch [135][1/1] lr: 0.0005, eta: 0:03:17, time: 0.045, data_time: 0.276, memory: 1195, loss_cls: 0.5270, loss_sal: 0.2533, loss_video_cal: 0.0271, loss_layer_cal: 0.0557, loss: 0.8630, scale: 32768.0000 [2024-04-16 10:59:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_135.pth... [2024-04-16 10:59:49 INFO]: Validating... [2024-04-16 10:59:49 INFO]: Epoch (val) [135][1] loss_cls: 0.5329, loss_sal: 0.7067, loss_video_cal: 0.0000, loss_layer_cal: 0.0126, loss: 1.2522, mAP: 0.6036, best_mAP: 0.8737 [2024-04-16 10:59:50 INFO]: Epoch [136][1/1] lr: 0.0005, eta: 0:03:17, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.5372, loss_sal: 0.2302, loss_video_cal: 0.0344, loss_layer_cal: 0.0372, loss: 0.8390, scale: 32768.0000 [2024-04-16 10:59:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_136.pth... [2024-04-16 10:59:50 INFO]: Validating... [2024-04-16 10:59:50 INFO]: Epoch (val) [136][1] loss_cls: 0.5355, loss_sal: 0.7146, loss_video_cal: 0.0000, loss_layer_cal: 0.0120, loss: 1.2621, mAP: 0.5468, best_mAP: 0.8737 [2024-04-16 10:59:50 INFO]: Epoch [137][1/1] lr: 0.0005, eta: 0:03:16, time: 0.046, data_time: 0.270, memory: 1195, loss_cls: 0.5384, loss_sal: 0.2987, loss_video_cal: 0.0446, loss_layer_cal: 0.0569, loss: 0.9385, scale: 32768.0000 [2024-04-16 10:59:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_137.pth... [2024-04-16 10:59:50 INFO]: Validating... [2024-04-16 10:59:50 INFO]: Epoch (val) [137][1] loss_cls: 0.5354, loss_sal: 0.7262, loss_video_cal: 0.0000, loss_layer_cal: 0.0114, loss: 1.2729, mAP: 0.5001, best_mAP: 0.8737 [2024-04-16 10:59:51 INFO]: Epoch [138][1/1] lr: 0.0005, eta: 0:03:15, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.5335, loss_sal: 0.2662, loss_video_cal: 0.0270, loss_layer_cal: 0.0390, loss: 0.8658, scale: 32768.0000 [2024-04-16 10:59:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_138.pth... [2024-04-16 10:59:51 INFO]: Validating... [2024-04-16 10:59:51 INFO]: Epoch (val) [138][1] loss_cls: 0.5324, loss_sal: 0.6975, loss_video_cal: 0.0000, loss_layer_cal: 0.0108, loss: 1.2407, mAP: 0.4887, best_mAP: 0.8737 [2024-04-16 10:59:51 INFO]: Epoch [139][1/1] lr: 0.0005, eta: 0:03:15, time: 0.044, data_time: 0.268, memory: 1195, loss_cls: 0.5377, loss_sal: 0.2297, loss_video_cal: 0.0152, loss_layer_cal: 0.0372, loss: 0.8197, scale: 32768.0000 [2024-04-16 10:59:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_139.pth... [2024-04-16 10:59:51 INFO]: Validating... [2024-04-16 10:59:52 INFO]: Epoch (val) [139][1] loss_cls: 0.5275, loss_sal: 0.6271, loss_video_cal: 0.0000, loss_layer_cal: 0.0102, loss: 1.1648, mAP: 0.6824, best_mAP: 0.8737 [2024-04-16 10:59:52 INFO]: Epoch [140][1/1] lr: 0.0005, eta: 0:03:14, time: 0.044, data_time: 0.271, memory: 1195, loss_cls: 0.5496, loss_sal: 0.2062, loss_video_cal: 0.0215, loss_layer_cal: 0.0333, loss: 0.8107, scale: 32768.0000 [2024-04-16 10:59:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_140.pth... [2024-04-16 10:59:52 INFO]: Validating... [2024-04-16 10:59:52 INFO]: Epoch (val) [140][1] loss_cls: 0.5222, loss_sal: 0.5772, loss_video_cal: 0.0000, loss_layer_cal: 0.0097, loss: 1.1091, mAP: 0.6824, best_mAP: 0.8737 [2024-04-16 10:59:52 INFO]: Epoch [141][1/1] lr: 0.0005, eta: 0:03:14, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5370, loss_sal: 0.3286, loss_video_cal: 0.0781, loss_layer_cal: 0.0347, loss: 0.9784, scale: 32768.0000 [2024-04-16 10:59:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_141.pth... [2024-04-16 10:59:52 INFO]: Validating... [2024-04-16 10:59:53 INFO]: Epoch (val) [141][1] loss_cls: 0.5204, loss_sal: 0.5444, loss_video_cal: 0.0000, loss_layer_cal: 0.0093, loss: 1.0741, mAP: 0.6824, best_mAP: 0.8737 [2024-04-16 10:59:53 INFO]: Epoch [142][1/1] lr: 0.0005, eta: 0:03:13, time: 0.045, data_time: 0.268, memory: 1195, loss_cls: 0.5316, loss_sal: 0.2160, loss_video_cal: 0.0176, loss_layer_cal: 0.0360, loss: 0.8012, scale: 32768.0000 [2024-04-16 10:59:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_142.pth... [2024-04-16 10:59:53 INFO]: Validating... [2024-04-16 10:59:53 INFO]: Epoch (val) [142][1] loss_cls: 0.5246, loss_sal: 0.5252, loss_video_cal: 0.0000, loss_layer_cal: 0.0089, loss: 1.0587, mAP: 0.7643, best_mAP: 0.8737 [2024-04-16 10:59:53 INFO]: Epoch [143][1/1] lr: 0.0005, eta: 0:03:13, time: 0.045, data_time: 0.274, memory: 1195, loss_cls: 0.5395, loss_sal: 0.2027, loss_video_cal: 0.0132, loss_layer_cal: 0.0359, loss: 0.7913, scale: 32768.0000 [2024-04-16 10:59:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_143.pth... [2024-04-16 10:59:53 INFO]: Validating... [2024-04-16 10:59:54 INFO]: Epoch (val) [143][1] loss_cls: 0.5296, loss_sal: 0.4961, loss_video_cal: 0.0000, loss_layer_cal: 0.0086, loss: 1.0342, mAP: 0.6210, best_mAP: 0.8737 [2024-04-16 10:59:54 INFO]: Epoch [144][1/1] lr: 0.0005, eta: 0:03:12, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5349, loss_sal: 0.2758, loss_video_cal: 0.0226, loss_layer_cal: 0.0347, loss: 0.8680, scale: 32768.0000 [2024-04-16 10:59:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_144.pth... [2024-04-16 10:59:54 INFO]: Validating... [2024-04-16 10:59:54 INFO]: Epoch (val) [144][1] loss_cls: 0.5276, loss_sal: 0.4608, loss_video_cal: 0.0000, loss_layer_cal: 0.0082, loss: 0.9966, mAP: 0.7616, best_mAP: 0.8737 [2024-04-16 10:59:54 INFO]: Epoch [145][1/1] lr: 0.0005, eta: 0:03:11, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.5358, loss_sal: 0.2195, loss_video_cal: 0.0351, loss_layer_cal: 0.0398, loss: 0.8302, scale: 32768.0000 [2024-04-16 10:59:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_145.pth... [2024-04-16 10:59:55 INFO]: Validating... [2024-04-16 10:59:55 INFO]: Epoch (val) [145][1] loss_cls: 0.5236, loss_sal: 0.4417, loss_video_cal: 0.0000, loss_layer_cal: 0.0078, loss: 0.9731, mAP: 0.7616, best_mAP: 0.8737 [2024-04-16 10:59:55 INFO]: Epoch [146][1/1] lr: 0.0005, eta: 0:03:11, time: 0.044, data_time: 0.277, memory: 1195, loss_cls: 0.5398, loss_sal: 0.1666, loss_video_cal: 0.0197, loss_layer_cal: 0.0337, loss: 0.7598, scale: 32768.0000 [2024-04-16 10:59:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_146.pth... [2024-04-16 10:59:55 INFO]: Validating... [2024-04-16 10:59:55 INFO]: Epoch (val) [146][1] loss_cls: 0.5200, loss_sal: 0.4402, loss_video_cal: 0.0000, loss_layer_cal: 0.0075, loss: 0.9676, mAP: 0.7567, best_mAP: 0.8737 [2024-04-16 10:59:56 INFO]: Epoch [147][1/1] lr: 0.0005, eta: 0:03:10, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5276, loss_sal: 0.3309, loss_video_cal: 0.0547, loss_layer_cal: 0.0273, loss: 0.9405, scale: 32768.0000 [2024-04-16 10:59:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_147.pth... [2024-04-16 10:59:56 INFO]: Validating... [2024-04-16 10:59:56 INFO]: Epoch (val) [147][1] loss_cls: 0.5223, loss_sal: 0.4203, loss_video_cal: 0.0000, loss_layer_cal: 0.0072, loss: 0.9498, mAP: 0.7567, best_mAP: 0.8737 [2024-04-16 10:59:56 INFO]: Epoch [148][1/1] lr: 0.0005, eta: 0:03:10, time: 0.045, data_time: 0.271, memory: 1195, loss_cls: 0.5333, loss_sal: 0.2144, loss_video_cal: 0.0158, loss_layer_cal: 0.0312, loss: 0.7947, scale: 32768.0000 [2024-04-16 10:59:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_148.pth... [2024-04-16 10:59:56 INFO]: Validating... [2024-04-16 10:59:56 INFO]: Epoch (val) [148][1] loss_cls: 0.5302, loss_sal: 0.4174, loss_video_cal: 0.0000, loss_layer_cal: 0.0068, loss: 0.9545, mAP: 0.7567, best_mAP: 0.8737 [2024-04-16 10:59:57 INFO]: Epoch [149][1/1] lr: 0.0005, eta: 0:03:09, time: 0.044, data_time: 0.278, memory: 1195, loss_cls: 0.5395, loss_sal: 0.2152, loss_video_cal: 0.0258, loss_layer_cal: 0.0310, loss: 0.8115, scale: 32768.0000 [2024-04-16 10:59:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_149.pth... [2024-04-16 10:59:57 INFO]: Validating... [2024-04-16 10:59:57 INFO]: Epoch (val) [149][1] loss_cls: 0.5315, loss_sal: 0.4330, loss_video_cal: 0.0000, loss_layer_cal: 0.0065, loss: 0.9710, mAP: 0.7439, best_mAP: 0.8737 [2024-04-16 10:59:57 INFO]: Epoch [150][1/1] lr: 0.0005, eta: 0:03:09, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.5420, loss_sal: 0.2215, loss_video_cal: 0.0257, loss_layer_cal: 0.0331, loss: 0.8224, scale: 32768.0000 [2024-04-16 10:59:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_150.pth... [2024-04-16 10:59:57 INFO]: Validating... [2024-04-16 10:59:57 INFO]: Epoch (val) [150][1] loss_cls: 0.5242, loss_sal: 0.4666, loss_video_cal: 0.0000, loss_layer_cal: 0.0063, loss: 0.9971, mAP: 0.8254, best_mAP: 0.8737 [2024-04-16 10:59:58 INFO]: Epoch [151][1/1] lr: 0.0005, eta: 0:03:08, time: 0.044, data_time: 0.271, memory: 1195, loss_cls: 0.5310, loss_sal: 0.1464, loss_video_cal: 0.0175, loss_layer_cal: 0.0254, loss: 0.7203, scale: 32768.0000 [2024-04-16 10:59:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_151.pth... [2024-04-16 10:59:58 INFO]: Validating... [2024-04-16 10:59:58 INFO]: Epoch (val) [151][1] loss_cls: 0.5186, loss_sal: 0.4832, loss_video_cal: 0.0000, loss_layer_cal: 0.0060, loss: 1.0079, mAP: 0.8269, best_mAP: 0.8737 [2024-04-16 10:59:58 INFO]: Epoch [152][1/1] lr: 0.0005, eta: 0:03:07, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5239, loss_sal: 0.2631, loss_video_cal: 0.0467, loss_layer_cal: 0.0327, loss: 0.8665, scale: 32768.0000 [2024-04-16 10:59:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_152.pth... [2024-04-16 10:59:58 INFO]: Validating... [2024-04-16 10:59:58 INFO]: Epoch (val) [152][1] loss_cls: 0.5147, loss_sal: 0.5189, loss_video_cal: 0.0000, loss_layer_cal: 0.0058, loss: 1.0393, mAP: 0.8269, best_mAP: 0.8737 [2024-04-16 10:59:59 INFO]: Epoch [153][1/1] lr: 0.0005, eta: 0:03:07, time: 0.044, data_time: 0.268, memory: 1195, loss_cls: 0.5245, loss_sal: 0.1786, loss_video_cal: 0.0257, loss_layer_cal: 0.0456, loss: 0.7743, scale: 32768.0000 [2024-04-16 10:59:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_153.pth... [2024-04-16 10:59:59 INFO]: Validating... [2024-04-16 10:59:59 INFO]: Epoch (val) [153][1] loss_cls: 0.5172, loss_sal: 0.4192, loss_video_cal: 0.0000, loss_layer_cal: 0.0055, loss: 0.9419, mAP: 0.8366, best_mAP: 0.8737 [2024-04-16 10:59:59 INFO]: Epoch [154][1/1] lr: 0.0005, eta: 0:03:06, time: 0.045, data_time: 0.271, memory: 1195, loss_cls: 0.5226, loss_sal: 0.2812, loss_video_cal: 0.0190, loss_layer_cal: 0.0176, loss: 0.8403, scale: 32768.0000 [2024-04-16 10:59:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_154.pth... [2024-04-16 10:59:59 INFO]: Validating... [2024-04-16 10:59:59 INFO]: Epoch (val) [154][1] loss_cls: 0.5163, loss_sal: 0.4947, loss_video_cal: 0.0000, loss_layer_cal: 0.0053, loss: 1.0164, mAP: 0.8366, best_mAP: 0.8737 [2024-04-16 11:00:00 INFO]: Epoch [155][1/1] lr: 0.0005, eta: 0:03:06, time: 0.043, data_time: 0.274, memory: 1195, loss_cls: 0.5254, loss_sal: 0.2273, loss_video_cal: 0.0162, loss_layer_cal: 0.0236, loss: 0.7925, scale: 32768.0000 [2024-04-16 11:00:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_155.pth... [2024-04-16 11:00:00 INFO]: Validating... [2024-04-16 11:00:00 INFO]: Epoch (val) [155][1] loss_cls: 0.5162, loss_sal: 0.6827, loss_video_cal: 0.0000, loss_layer_cal: 0.0052, loss: 1.2041, mAP: 0.8473, best_mAP: 0.8737 [2024-04-16 11:00:00 INFO]: Epoch [156][1/1] lr: 0.0005, eta: 0:03:05, time: 0.043, data_time: 0.273, memory: 1195, loss_cls: 0.5298, loss_sal: 0.2093, loss_video_cal: 0.0209, loss_layer_cal: 0.0172, loss: 0.7772, scale: 32768.0000 [2024-04-16 11:00:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_156.pth... [2024-04-16 11:00:00 INFO]: Validating... [2024-04-16 11:00:00 INFO]: Epoch (val) [156][1] loss_cls: 0.5233, loss_sal: 0.9180, loss_video_cal: 0.0000, loss_layer_cal: 0.0051, loss: 1.4464, mAP: 0.7224, best_mAP: 0.8737 [2024-04-16 11:00:01 INFO]: Epoch [157][1/1] lr: 0.0005, eta: 0:03:05, time: 0.043, data_time: 0.272, memory: 1195, loss_cls: 0.5304, loss_sal: 0.0408, loss_video_cal: 0.0126, loss_layer_cal: 0.0255, loss: 0.6093, scale: 32768.0000 [2024-04-16 11:00:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_157.pth... [2024-04-16 11:00:01 INFO]: Validating... [2024-04-16 11:00:01 INFO]: Epoch (val) [157][1] loss_cls: 0.5290, loss_sal: 0.9653, loss_video_cal: 0.0000, loss_layer_cal: 0.0050, loss: 1.4993, mAP: 0.5025, best_mAP: 0.8737 [2024-04-16 11:00:01 INFO]: Epoch [158][1/1] lr: 0.0005, eta: 0:03:04, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5275, loss_sal: 0.0903, loss_video_cal: 0.0318, loss_layer_cal: 0.0353, loss: 0.6848, scale: 32768.0000 [2024-04-16 11:00:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_158.pth... [2024-04-16 11:00:01 INFO]: Validating... [2024-04-16 11:00:02 INFO]: Epoch (val) [158][1] loss_cls: 0.5281, loss_sal: 0.9840, loss_video_cal: 0.0000, loss_layer_cal: 0.0048, loss: 1.5168, mAP: 0.5025, best_mAP: 0.8737 [2024-04-16 11:00:02 INFO]: Epoch [159][1/1] lr: 0.0005, eta: 0:03:03, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5312, loss_sal: 0.2499, loss_video_cal: 0.0132, loss_layer_cal: 0.0219, loss: 0.8162, scale: 32768.0000 [2024-04-16 11:00:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_159.pth... [2024-04-16 11:00:02 INFO]: Validating... [2024-04-16 11:00:02 INFO]: Epoch (val) [159][1] loss_cls: 0.5345, loss_sal: 0.9471, loss_video_cal: 0.0000, loss_layer_cal: 0.0046, loss: 1.4861, mAP: 0.4917, best_mAP: 0.8737 [2024-04-16 11:00:02 INFO]: Epoch [160][1/1] lr: 0.0005, eta: 0:03:03, time: 0.044, data_time: 0.276, memory: 1195, loss_cls: 0.5304, loss_sal: 0.2478, loss_video_cal: 0.0247, loss_layer_cal: 0.0281, loss: 0.8310, scale: 32768.0000 [2024-04-16 11:00:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_160.pth... [2024-04-16 11:00:02 INFO]: Validating... [2024-04-16 11:00:03 INFO]: Epoch (val) [160][1] loss_cls: 0.5437, loss_sal: 0.8708, loss_video_cal: 0.0000, loss_layer_cal: 0.0045, loss: 1.4189, mAP: 0.4898, best_mAP: 0.8737 [2024-04-16 11:00:03 INFO]: Epoch [161][1/1] lr: 0.0005, eta: 0:03:02, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5305, loss_sal: 0.2007, loss_video_cal: 0.0150, loss_layer_cal: 0.0230, loss: 0.7691, scale: 32768.0000 [2024-04-16 11:00:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_161.pth... [2024-04-16 11:00:03 INFO]: Validating... [2024-04-16 11:00:03 INFO]: Epoch (val) [161][1] loss_cls: 0.5613, loss_sal: 0.7735, loss_video_cal: 0.0000, loss_layer_cal: 0.0044, loss: 1.3392, mAP: 0.4579, best_mAP: 0.8737 [2024-04-16 11:00:03 INFO]: Epoch [162][1/1] lr: 0.0005, eta: 0:03:02, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5465, loss_sal: 0.2419, loss_video_cal: 0.0216, loss_layer_cal: 0.0332, loss: 0.8432, scale: 32768.0000 [2024-04-16 11:00:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_162.pth... [2024-04-16 11:00:04 INFO]: Validating... [2024-04-16 11:00:04 INFO]: Epoch (val) [162][1] loss_cls: 0.5700, loss_sal: 0.7251, loss_video_cal: 0.0000, loss_layer_cal: 0.0043, loss: 1.2994, mAP: 0.3778, best_mAP: 0.8737 [2024-04-16 11:00:04 INFO]: Epoch [163][1/1] lr: 0.0005, eta: 0:03:01, time: 0.044, data_time: 0.269, memory: 1195, loss_cls: 0.5406, loss_sal: 0.3258, loss_video_cal: 0.0287, loss_layer_cal: 0.0317, loss: 0.9268, scale: 32768.0000 [2024-04-16 11:00:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_163.pth... [2024-04-16 11:00:04 INFO]: Validating... [2024-04-16 11:00:04 INFO]: Epoch (val) [163][1] loss_cls: 0.5776, loss_sal: 0.6373, loss_video_cal: 0.0000, loss_layer_cal: 0.0042, loss: 1.2191, mAP: 0.3553, best_mAP: 0.8737 [2024-04-16 11:00:05 INFO]: Epoch [164][1/1] lr: 0.0005, eta: 0:03:01, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5417, loss_sal: 0.2378, loss_video_cal: 0.0364, loss_layer_cal: 0.0392, loss: 0.8552, scale: 32768.0000 [2024-04-16 11:00:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_164.pth... [2024-04-16 11:00:05 INFO]: Validating... [2024-04-16 11:00:05 INFO]: Epoch (val) [164][1] loss_cls: 0.5747, loss_sal: 0.5892, loss_video_cal: 0.0000, loss_layer_cal: 0.0041, loss: 1.1680, mAP: 0.3175, best_mAP: 0.8737 [2024-04-16 11:00:05 INFO]: Epoch [165][1/1] lr: 0.0005, eta: 0:03:00, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.5451, loss_sal: 0.2431, loss_video_cal: 0.0158, loss_layer_cal: 0.0293, loss: 0.8332, scale: 32768.0000 [2024-04-16 11:00:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_165.pth... [2024-04-16 11:00:05 INFO]: Validating... [2024-04-16 11:00:05 INFO]: Epoch (val) [165][1] loss_cls: 0.5606, loss_sal: 0.5755, loss_video_cal: 0.0000, loss_layer_cal: 0.0040, loss: 1.1402, mAP: 0.3064, best_mAP: 0.8737 [2024-04-16 11:00:06 INFO]: Epoch [166][1/1] lr: 0.0005, eta: 0:03:00, time: 0.044, data_time: 0.267, memory: 1195, loss_cls: 0.5352, loss_sal: 0.2663, loss_video_cal: 0.0367, loss_layer_cal: 0.0374, loss: 0.8755, scale: 32768.0000 [2024-04-16 11:00:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_166.pth... [2024-04-16 11:00:06 INFO]: Validating... [2024-04-16 11:00:06 INFO]: Epoch (val) [166][1] loss_cls: 0.5578, loss_sal: 0.4598, loss_video_cal: 0.0000, loss_layer_cal: 0.0039, loss: 1.0215, mAP: 0.2483, best_mAP: 0.8737 [2024-04-16 11:00:06 INFO]: Epoch [167][1/1] lr: 0.0005, eta: 0:02:59, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5332, loss_sal: 0.2668, loss_video_cal: 0.0166, loss_layer_cal: 0.0221, loss: 0.8387, scale: 32768.0000 [2024-04-16 11:00:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_167.pth... [2024-04-16 11:00:06 INFO]: Validating... [2024-04-16 11:00:06 INFO]: Epoch (val) [167][1] loss_cls: 0.5537, loss_sal: 0.4096, loss_video_cal: 0.0000, loss_layer_cal: 0.0037, loss: 0.9671, mAP: 0.2490, best_mAP: 0.8737 [2024-04-16 11:00:07 INFO]: Epoch [168][1/1] lr: 0.0005, eta: 0:02:58, time: 0.044, data_time: 0.271, memory: 1195, loss_cls: 0.5237, loss_sal: 0.2834, loss_video_cal: 0.0248, loss_layer_cal: 0.0263, loss: 0.8582, scale: 32768.0000 [2024-04-16 11:00:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_168.pth... [2024-04-16 11:00:07 INFO]: Validating... [2024-04-16 11:00:07 INFO]: Epoch (val) [168][1] loss_cls: 0.5470, loss_sal: 0.3976, loss_video_cal: 0.0000, loss_layer_cal: 0.0036, loss: 0.9482, mAP: 0.2594, best_mAP: 0.8737 [2024-04-16 11:00:07 INFO]: Epoch [169][1/1] lr: 0.0005, eta: 0:02:58, time: 0.043, data_time: 0.276, memory: 1195, loss_cls: 0.5334, loss_sal: 0.1724, loss_video_cal: 0.0224, loss_layer_cal: 0.0404, loss: 0.7687, scale: 32768.0000 [2024-04-16 11:00:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_169.pth... [2024-04-16 11:00:07 INFO]: Validating... [2024-04-16 11:00:07 INFO]: Epoch (val) [169][1] loss_cls: 0.5456, loss_sal: 0.3932, loss_video_cal: 0.0000, loss_layer_cal: 0.0035, loss: 0.9423, mAP: 0.2647, best_mAP: 0.8737 [2024-04-16 11:00:08 INFO]: Epoch [170][1/1] lr: 0.0005, eta: 0:02:57, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5327, loss_sal: 0.3175, loss_video_cal: 0.0829, loss_layer_cal: 0.0242, loss: 0.9573, scale: 32768.0000 [2024-04-16 11:00:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_170.pth... [2024-04-16 11:00:08 INFO]: Validating... [2024-04-16 11:00:08 INFO]: Epoch (val) [170][1] loss_cls: 0.5506, loss_sal: 0.3742, loss_video_cal: 0.0000, loss_layer_cal: 0.0034, loss: 0.9282, mAP: 0.2594, best_mAP: 0.8737 [2024-04-16 11:00:08 INFO]: Epoch [171][1/1] lr: 0.0005, eta: 0:02:57, time: 0.045, data_time: 0.277, memory: 1195, loss_cls: 0.5257, loss_sal: 0.1856, loss_video_cal: 0.0285, loss_layer_cal: 0.0205, loss: 0.7603, scale: 32768.0000 [2024-04-16 11:00:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_171.pth... [2024-04-16 11:00:08 INFO]: Validating... [2024-04-16 11:00:08 INFO]: Epoch (val) [171][1] loss_cls: 0.5547, loss_sal: 0.3577, loss_video_cal: 0.0000, loss_layer_cal: 0.0032, loss: 0.9156, mAP: 0.2587, best_mAP: 0.8737 [2024-04-16 11:00:09 INFO]: Epoch [172][1/1] lr: 0.0005, eta: 0:02:56, time: 0.044, data_time: 0.277, memory: 1195, loss_cls: 0.5340, loss_sal: 0.2622, loss_video_cal: 0.0206, loss_layer_cal: 0.0276, loss: 0.8444, scale: 32768.0000 [2024-04-16 11:00:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_172.pth... [2024-04-16 11:00:09 INFO]: Validating... [2024-04-16 11:00:09 INFO]: Epoch (val) [172][1] loss_cls: 0.5496, loss_sal: 0.3936, loss_video_cal: 0.0000, loss_layer_cal: 0.0031, loss: 0.9463, mAP: 0.2475, best_mAP: 0.8737 [2024-04-16 11:00:09 INFO]: Epoch [173][1/1] lr: 0.0005, eta: 0:02:56, time: 0.044, data_time: 0.277, memory: 1195, loss_cls: 0.5214, loss_sal: 0.2745, loss_video_cal: 0.0214, loss_layer_cal: 0.0224, loss: 0.8397, scale: 32768.0000 [2024-04-16 11:00:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_173.pth... [2024-04-16 11:00:09 INFO]: Validating... [2024-04-16 11:00:10 INFO]: Epoch (val) [173][1] loss_cls: 0.5432, loss_sal: 0.6302, loss_video_cal: 0.0000, loss_layer_cal: 0.0028, loss: 1.1762, mAP: 0.2844, best_mAP: 0.8737 [2024-04-16 11:00:10 INFO]: Epoch [174][1/1] lr: 0.0005, eta: 0:02:55, time: 0.045, data_time: 0.276, memory: 1195, loss_cls: 0.5330, loss_sal: 0.2064, loss_video_cal: 0.0364, loss_layer_cal: 0.0250, loss: 0.8008, scale: 32768.0000 [2024-04-16 11:00:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_174.pth... [2024-04-16 11:00:10 INFO]: Validating... [2024-04-16 11:00:10 INFO]: Epoch (val) [174][1] loss_cls: 0.5409, loss_sal: 0.8351, loss_video_cal: 0.0000, loss_layer_cal: 0.0027, loss: 1.3786, mAP: 0.3074, best_mAP: 0.8737 [2024-04-16 11:00:10 INFO]: Epoch [175][1/1] lr: 0.0005, eta: 0:02:55, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5457, loss_sal: 0.1673, loss_video_cal: 0.0177, loss_layer_cal: 0.0186, loss: 0.7494, scale: 32768.0000 [2024-04-16 11:00:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_175.pth... [2024-04-16 11:00:10 INFO]: Validating... [2024-04-16 11:00:11 INFO]: Epoch (val) [175][1] loss_cls: 0.5321, loss_sal: 0.8034, loss_video_cal: 0.0000, loss_layer_cal: 0.0025, loss: 1.3380, mAP: 0.4419, best_mAP: 0.8737 [2024-04-16 11:00:11 INFO]: Epoch [176][1/1] lr: 0.0005, eta: 0:02:54, time: 0.044, data_time: 0.271, memory: 1195, loss_cls: 0.5368, loss_sal: 0.2073, loss_video_cal: 0.0219, loss_layer_cal: 0.0215, loss: 0.7876, scale: 32768.0000 [2024-04-16 11:00:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_176.pth... [2024-04-16 11:00:11 INFO]: Validating... [2024-04-16 11:00:11 INFO]: Epoch (val) [176][1] loss_cls: 0.5309, loss_sal: 0.6207, loss_video_cal: 0.0000, loss_layer_cal: 0.0024, loss: 1.1539, mAP: 0.8018, best_mAP: 0.8737 [2024-04-16 11:00:11 INFO]: Epoch [177][1/1] lr: 0.0005, eta: 0:02:54, time: 0.045, data_time: 0.271, memory: 1195, loss_cls: 0.5464, loss_sal: 0.1585, loss_video_cal: 0.0190, loss_layer_cal: 0.0211, loss: 0.7451, scale: 32768.0000 [2024-04-16 11:00:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_177.pth... [2024-04-16 11:00:12 INFO]: Validating... [2024-04-16 11:00:12 INFO]: Epoch (val) [177][1] loss_cls: 0.5350, loss_sal: 0.5540, loss_video_cal: 0.0000, loss_layer_cal: 0.0023, loss: 1.0912, mAP: 0.7071, best_mAP: 0.8737 [2024-04-16 11:00:12 INFO]: Epoch [178][1/1] lr: 0.0005, eta: 0:02:53, time: 0.045, data_time: 0.270, memory: 1195, loss_cls: 0.5528, loss_sal: 0.2217, loss_video_cal: 0.0223, loss_layer_cal: 0.0161, loss: 0.8128, scale: 32768.0000 [2024-04-16 11:00:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_178.pth... [2024-04-16 11:00:12 INFO]: Validating... [2024-04-16 11:00:12 INFO]: Epoch (val) [178][1] loss_cls: 0.5350, loss_sal: 0.5233, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 1.0604, mAP: 0.8871, best_mAP: 0.8871 [2024-04-16 11:00:13 INFO]: Epoch [179][1/1] lr: 0.0005, eta: 0:02:52, time: 0.045, data_time: 0.274, memory: 1195, loss_cls: 0.5325, loss_sal: 0.2353, loss_video_cal: 0.0270, loss_layer_cal: 0.0215, loss: 0.8162, scale: 32768.0000 [2024-04-16 11:00:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_179.pth... [2024-04-16 11:00:13 INFO]: Validating... [2024-04-16 11:00:13 INFO]: Epoch (val) [179][1] loss_cls: 0.5317, loss_sal: 0.5080, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 1.0417, mAP: 0.8581, best_mAP: 0.8871 [2024-04-16 11:00:13 INFO]: Epoch [180][1/1] lr: 0.0005, eta: 0:02:52, time: 0.045, data_time: 0.274, memory: 1195, loss_cls: 0.5270, loss_sal: 0.1122, loss_video_cal: 0.0257, loss_layer_cal: 0.0282, loss: 0.6930, scale: 32768.0000 [2024-04-16 11:00:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_180.pth... [2024-04-16 11:00:13 INFO]: Validating... [2024-04-16 11:00:13 INFO]: Epoch (val) [180][1] loss_cls: 0.5247, loss_sal: 0.6065, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 1.1330, mAP: 0.8971, best_mAP: 0.8971 [2024-04-16 11:00:14 INFO]: Epoch [181][1/1] lr: 0.0005, eta: 0:02:51, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5256, loss_sal: 0.2490, loss_video_cal: 0.0154, loss_layer_cal: 0.0124, loss: 0.8024, scale: 32768.0000 [2024-04-16 11:00:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_181.pth... [2024-04-16 11:00:14 INFO]: Validating... [2024-04-16 11:00:14 INFO]: Epoch (val) [181][1] loss_cls: 0.5238, loss_sal: 0.5977, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 1.1232, mAP: 0.8517, best_mAP: 0.8971 [2024-04-16 11:00:14 INFO]: Epoch [182][1/1] lr: 0.0005, eta: 0:02:51, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5260, loss_sal: 0.1304, loss_video_cal: 0.0168, loss_layer_cal: 0.0282, loss: 0.7014, scale: 32768.0000 [2024-04-16 11:00:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_182.pth... [2024-04-16 11:00:14 INFO]: Validating... [2024-04-16 11:00:14 INFO]: Epoch (val) [182][1] loss_cls: 0.5274, loss_sal: 0.5159, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.0450, mAP: 0.8675, best_mAP: 0.8971 [2024-04-16 11:00:15 INFO]: Epoch [183][1/1] lr: 0.0005, eta: 0:02:50, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5311, loss_sal: 0.0739, loss_video_cal: 0.0172, loss_layer_cal: 0.0176, loss: 0.6397, scale: 32768.0000 [2024-04-16 11:00:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_183.pth... [2024-04-16 11:00:15 INFO]: Validating... [2024-04-16 11:00:15 INFO]: Epoch (val) [183][1] loss_cls: 0.5352, loss_sal: 0.4718, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.0086, mAP: 0.8697, best_mAP: 0.8971 [2024-04-16 11:00:15 INFO]: Epoch [184][1/1] lr: 0.0005, eta: 0:02:50, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.5250, loss_sal: 0.1968, loss_video_cal: 0.0296, loss_layer_cal: 0.0272, loss: 0.7786, scale: 32768.0000 [2024-04-16 11:00:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_184.pth... [2024-04-16 11:00:15 INFO]: Validating... [2024-04-16 11:00:15 INFO]: Epoch (val) [184][1] loss_cls: 0.5406, loss_sal: 0.4903, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.0324, mAP: 0.8697, best_mAP: 0.8971 [2024-04-16 11:00:16 INFO]: Epoch [185][1/1] lr: 0.0005, eta: 0:02:49, time: 0.044, data_time: 0.278, memory: 1195, loss_cls: 0.5277, loss_sal: 0.2025, loss_video_cal: 0.0196, loss_layer_cal: 0.0246, loss: 0.7744, scale: 32768.0000 [2024-04-16 11:00:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_185.pth... [2024-04-16 11:00:16 INFO]: Validating... [2024-04-16 11:00:16 INFO]: Epoch (val) [185][1] loss_cls: 0.5437, loss_sal: 0.5427, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.0878, mAP: 0.8675, best_mAP: 0.8971 [2024-04-16 11:00:16 INFO]: Epoch [186][1/1] lr: 0.0005, eta: 0:02:49, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5258, loss_sal: 0.1413, loss_video_cal: 0.0133, loss_layer_cal: 0.0208, loss: 0.7012, scale: 32768.0000 [2024-04-16 11:00:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_186.pth... [2024-04-16 11:00:16 INFO]: Validating... [2024-04-16 11:00:17 INFO]: Epoch (val) [186][1] loss_cls: 0.5469, loss_sal: 0.5933, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.1416, mAP: 0.8675, best_mAP: 0.8971 [2024-04-16 11:00:17 INFO]: Epoch [187][1/1] lr: 0.0005, eta: 0:02:48, time: 0.044, data_time: 0.269, memory: 1195, loss_cls: 0.5293, loss_sal: 0.2773, loss_video_cal: 0.0132, loss_layer_cal: 0.0159, loss: 0.8357, scale: 32768.0000 [2024-04-16 11:00:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_187.pth... [2024-04-16 11:00:17 INFO]: Validating... [2024-04-16 11:00:17 INFO]: Epoch (val) [187][1] loss_cls: 0.5437, loss_sal: 0.6623, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.2072, mAP: 0.8675, best_mAP: 0.8971 [2024-04-16 11:00:17 INFO]: Epoch [188][1/1] lr: 0.0005, eta: 0:02:48, time: 0.044, data_time: 0.266, memory: 1195, loss_cls: 0.5336, loss_sal: 0.2048, loss_video_cal: 0.0206, loss_layer_cal: 0.0172, loss: 0.7761, scale: 32768.0000 [2024-04-16 11:00:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_188.pth... [2024-04-16 11:00:17 INFO]: Validating... [2024-04-16 11:00:18 INFO]: Epoch (val) [188][1] loss_cls: 0.5349, loss_sal: 0.7243, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.2605, mAP: 0.8675, best_mAP: 0.8971 [2024-04-16 11:00:18 INFO]: Epoch [189][1/1] lr: 0.0005, eta: 0:02:47, time: 0.044, data_time: 0.268, memory: 1195, loss_cls: 0.5306, loss_sal: 0.2398, loss_video_cal: 0.0182, loss_layer_cal: 0.0216, loss: 0.8102, scale: 32768.0000 [2024-04-16 11:00:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_189.pth... [2024-04-16 11:00:18 INFO]: Validating... [2024-04-16 11:00:18 INFO]: Epoch (val) [189][1] loss_cls: 0.5263, loss_sal: 0.7095, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.2370, mAP: 0.8854, best_mAP: 0.8971 [2024-04-16 11:00:18 INFO]: Epoch [190][1/1] lr: 0.0005, eta: 0:02:46, time: 0.044, data_time: 0.268, memory: 1195, loss_cls: 0.5350, loss_sal: 0.3034, loss_video_cal: 0.0241, loss_layer_cal: 0.0190, loss: 0.8815, scale: 32768.0000 [2024-04-16 11:00:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_190.pth... [2024-04-16 11:00:18 INFO]: Validating... [2024-04-16 11:00:19 INFO]: Epoch (val) [190][1] loss_cls: 0.5224, loss_sal: 0.6645, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.1880, mAP: 0.8348, best_mAP: 0.8971 [2024-04-16 11:00:19 INFO]: Epoch [191][1/1] lr: 0.0005, eta: 0:02:46, time: 0.045, data_time: 0.270, memory: 1195, loss_cls: 0.5321, loss_sal: 0.2754, loss_video_cal: 0.0165, loss_layer_cal: 0.0331, loss: 0.8571, scale: 32768.0000 [2024-04-16 11:00:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_191.pth... [2024-04-16 11:00:19 INFO]: Validating... [2024-04-16 11:00:19 INFO]: Epoch (val) [191][1] loss_cls: 0.5211, loss_sal: 0.6025, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.1246, mAP: 0.7733, best_mAP: 0.8971 [2024-04-16 11:00:19 INFO]: Epoch [192][1/1] lr: 0.0005, eta: 0:02:45, time: 0.045, data_time: 0.270, memory: 1195, loss_cls: 0.5349, loss_sal: 0.2239, loss_video_cal: 0.0139, loss_layer_cal: 0.0145, loss: 0.7872, scale: 32768.0000 [2024-04-16 11:00:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_192.pth... [2024-04-16 11:00:20 INFO]: Validating... [2024-04-16 11:00:20 INFO]: Epoch (val) [192][1] loss_cls: 0.5215, loss_sal: 0.5411, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.0635, mAP: 0.7733, best_mAP: 0.8971 [2024-04-16 11:00:20 INFO]: Epoch [193][1/1] lr: 0.0005, eta: 0:02:45, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5347, loss_sal: 0.3437, loss_video_cal: 0.0070, loss_layer_cal: 0.0219, loss: 0.9073, scale: 32768.0000 [2024-04-16 11:00:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_193.pth... [2024-04-16 11:00:20 INFO]: Validating... [2024-04-16 11:00:20 INFO]: Epoch (val) [193][1] loss_cls: 0.5257, loss_sal: 0.4717, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9982, mAP: 0.7733, best_mAP: 0.8971 [2024-04-16 11:00:20 INFO]: Epoch [194][1/1] lr: 0.0005, eta: 0:02:44, time: 0.045, data_time: 0.273, memory: 1195, loss_cls: 0.5323, loss_sal: 0.2120, loss_video_cal: 0.0081, loss_layer_cal: 0.0174, loss: 0.7699, scale: 32768.0000 [2024-04-16 11:00:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_194.pth... [2024-04-16 11:00:21 INFO]: Validating... [2024-04-16 11:00:21 INFO]: Epoch (val) [194][1] loss_cls: 0.5283, loss_sal: 0.4348, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9640, mAP: 0.7733, best_mAP: 0.8971 [2024-04-16 11:00:21 INFO]: Epoch [195][1/1] lr: 0.0005, eta: 0:02:44, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5298, loss_sal: 0.2211, loss_video_cal: 0.0126, loss_layer_cal: 0.0190, loss: 0.7825, scale: 32768.0000 [2024-04-16 11:00:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_195.pth... [2024-04-16 11:00:21 INFO]: Validating... [2024-04-16 11:00:21 INFO]: Epoch (val) [195][1] loss_cls: 0.5316, loss_sal: 0.4163, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9487, mAP: 0.7733, best_mAP: 0.8971 [2024-04-16 11:00:22 INFO]: Epoch [196][1/1] lr: 0.0005, eta: 0:02:43, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5247, loss_sal: 0.2554, loss_video_cal: 0.0119, loss_layer_cal: 0.0184, loss: 0.8104, scale: 32768.0000 [2024-04-16 11:00:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_196.pth... [2024-04-16 11:00:22 INFO]: Validating... [2024-04-16 11:00:22 INFO]: Epoch (val) [196][1] loss_cls: 0.5376, loss_sal: 0.4073, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9457, mAP: 0.7733, best_mAP: 0.8971 [2024-04-16 11:00:22 INFO]: Epoch [197][1/1] lr: 0.0005, eta: 0:02:43, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5277, loss_sal: 0.2359, loss_video_cal: 0.0098, loss_layer_cal: 0.0183, loss: 0.7918, scale: 32768.0000 [2024-04-16 11:00:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_197.pth... [2024-04-16 11:00:22 INFO]: Validating... [2024-04-16 11:00:22 INFO]: Epoch (val) [197][1] loss_cls: 0.5411, loss_sal: 0.3917, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9336, mAP: 0.8348, best_mAP: 0.8971 [2024-04-16 11:00:23 INFO]: Epoch [198][1/1] lr: 0.0005, eta: 0:02:42, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5307, loss_sal: 0.2312, loss_video_cal: 0.0200, loss_layer_cal: 0.0184, loss: 0.8003, scale: 32768.0000 [2024-04-16 11:00:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_198.pth... [2024-04-16 11:00:23 INFO]: Validating... [2024-04-16 11:00:23 INFO]: Epoch (val) [198][1] loss_cls: 0.5387, loss_sal: 0.3822, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9218, mAP: 0.8348, best_mAP: 0.8971 [2024-04-16 11:00:23 INFO]: Epoch [199][1/1] lr: 0.0005, eta: 0:02:41, time: 0.044, data_time: 0.278, memory: 1195, loss_cls: 0.5261, loss_sal: 0.2204, loss_video_cal: 0.0089, loss_layer_cal: 0.0122, loss: 0.7675, scale: 32768.0000 [2024-04-16 11:00:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_199.pth... [2024-04-16 11:00:23 INFO]: Validating... [2024-04-16 11:00:23 INFO]: Epoch (val) [199][1] loss_cls: 0.5307, loss_sal: 0.3788, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9103, mAP: 0.8348, best_mAP: 0.8971 [2024-04-16 11:00:24 INFO]: Epoch [200][1/1] lr: 0.0005, eta: 0:02:41, time: 0.045, data_time: 0.273, memory: 1195, loss_cls: 0.5261, loss_sal: 0.1977, loss_video_cal: 0.0141, loss_layer_cal: 0.0197, loss: 0.7576, scale: 32768.0000 [2024-04-16 11:00:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_200.pth... [2024-04-16 11:00:24 INFO]: Validating... [2024-04-16 11:00:24 INFO]: Epoch (val) [200][1] loss_cls: 0.5194, loss_sal: 0.3858, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9060, mAP: 0.8832, best_mAP: 0.8971 [2024-04-16 11:00:24 INFO]: Epoch [201][1/1] lr: 0.0005, eta: 0:02:40, time: 0.045, data_time: 0.269, memory: 1195, loss_cls: 0.5243, loss_sal: 0.3325, loss_video_cal: 0.0269, loss_layer_cal: 0.0126, loss: 0.8962, scale: 32768.0000 [2024-04-16 11:00:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_201.pth... [2024-04-16 11:00:24 INFO]: Validating... [2024-04-16 11:00:24 INFO]: Epoch (val) [201][1] loss_cls: 0.5181, loss_sal: 0.3831, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9021, mAP: 0.8971, best_mAP: 0.8971 [2024-04-16 11:00:25 INFO]: Epoch [202][1/1] lr: 0.0005, eta: 0:02:40, time: 0.044, data_time: 0.265, memory: 1195, loss_cls: 0.5297, loss_sal: 0.1891, loss_video_cal: 0.0181, loss_layer_cal: 0.0153, loss: 0.7522, scale: 32768.0000 [2024-04-16 11:00:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_202.pth... [2024-04-16 11:00:25 INFO]: Validating... [2024-04-16 11:00:25 INFO]: Epoch (val) [202][1] loss_cls: 0.5204, loss_sal: 0.3697, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.8911, mAP: 0.9110, best_mAP: 0.9110 [2024-04-16 11:00:25 INFO]: Epoch [203][1/1] lr: 0.0005, eta: 0:02:39, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5229, loss_sal: 0.1430, loss_video_cal: 0.0086, loss_layer_cal: 0.0134, loss: 0.6879, scale: 32768.0000 [2024-04-16 11:00:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_203.pth... [2024-04-16 11:00:25 INFO]: Validating... [2024-04-16 11:00:25 INFO]: Epoch (val) [203][1] loss_cls: 0.5248, loss_sal: 0.3522, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.8779, mAP: 0.8381, best_mAP: 0.9110 [2024-04-16 11:00:26 INFO]: Epoch [204][1/1] lr: 0.0005, eta: 0:02:39, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5234, loss_sal: 0.2203, loss_video_cal: 0.0460, loss_layer_cal: 0.0195, loss: 0.8091, scale: 32768.0000 [2024-04-16 11:00:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_204.pth... [2024-04-16 11:00:26 INFO]: Validating... [2024-04-16 11:00:26 INFO]: Epoch (val) [204][1] loss_cls: 0.5281, loss_sal: 0.3417, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.8708, mAP: 0.9110, best_mAP: 0.9110 [2024-04-16 11:00:26 INFO]: Epoch [205][1/1] lr: 0.0005, eta: 0:02:38, time: 0.044, data_time: 0.271, memory: 1195, loss_cls: 0.5301, loss_sal: 0.1471, loss_video_cal: 0.0145, loss_layer_cal: 0.0115, loss: 0.7032, scale: 32768.0000 [2024-04-16 11:00:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_205.pth... [2024-04-16 11:00:26 INFO]: Validating... [2024-04-16 11:00:27 INFO]: Epoch (val) [205][1] loss_cls: 0.5314, loss_sal: 0.3363, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.8688, mAP: 0.9075, best_mAP: 0.9110 [2024-04-16 11:00:27 INFO]: Epoch [206][1/1] lr: 0.0005, eta: 0:02:38, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5300, loss_sal: 0.1410, loss_video_cal: 0.0128, loss_layer_cal: 0.0133, loss: 0.6971, scale: 32768.0000 [2024-04-16 11:00:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_206.pth... [2024-04-16 11:00:27 INFO]: Validating... [2024-04-16 11:00:27 INFO]: Epoch (val) [206][1] loss_cls: 0.5365, loss_sal: 0.3356, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.8733, mAP: 0.8748, best_mAP: 0.9110 [2024-04-16 11:00:27 INFO]: Epoch [207][1/1] lr: 0.0005, eta: 0:02:37, time: 0.045, data_time: 0.271, memory: 1195, loss_cls: 0.5232, loss_sal: 0.3057, loss_video_cal: 0.0257, loss_layer_cal: 0.0264, loss: 0.8810, scale: 32768.0000 [2024-04-16 11:00:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_207.pth... [2024-04-16 11:00:27 INFO]: Validating... [2024-04-16 11:00:28 INFO]: Epoch (val) [207][1] loss_cls: 0.5435, loss_sal: 0.3353, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.8800, mAP: 0.8258, best_mAP: 0.9110 [2024-04-16 11:00:28 INFO]: Epoch [208][1/1] lr: 0.0005, eta: 0:02:36, time: 0.043, data_time: 0.272, memory: 1195, loss_cls: 0.5234, loss_sal: 0.1692, loss_video_cal: 0.0192, loss_layer_cal: 0.0204, loss: 0.7322, scale: 32768.0000 [2024-04-16 11:00:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_208.pth... [2024-04-16 11:00:28 INFO]: Validating... [2024-04-16 11:00:28 INFO]: Epoch (val) [208][1] loss_cls: 0.5424, loss_sal: 0.3414, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.8850, mAP: 0.8522, best_mAP: 0.9110 [2024-04-16 11:00:28 INFO]: Epoch [209][1/1] lr: 0.0005, eta: 0:02:36, time: 0.044, data_time: 0.267, memory: 1195, loss_cls: 0.5235, loss_sal: 0.1831, loss_video_cal: 0.0119, loss_layer_cal: 0.0152, loss: 0.7337, scale: 32768.0000 [2024-04-16 11:00:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_209.pth... [2024-04-16 11:00:28 INFO]: Validating... [2024-04-16 11:00:29 INFO]: Epoch (val) [209][1] loss_cls: 0.5445, loss_sal: 0.3498, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 0.8956, mAP: 0.8522, best_mAP: 0.9110 [2024-04-16 11:00:29 INFO]: Epoch [210][1/1] lr: 0.0005, eta: 0:02:35, time: 0.044, data_time: 0.271, memory: 1195, loss_cls: 0.5365, loss_sal: 0.2164, loss_video_cal: 0.0160, loss_layer_cal: 0.0172, loss: 0.7860, scale: 32768.0000 [2024-04-16 11:00:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_210.pth... [2024-04-16 11:00:29 INFO]: Validating... [2024-04-16 11:00:29 INFO]: Epoch (val) [210][1] loss_cls: 0.5360, loss_sal: 0.3686, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 0.9059, mAP: 0.8522, best_mAP: 0.9110 [2024-04-16 11:00:29 INFO]: Epoch [211][1/1] lr: 0.0005, eta: 0:02:35, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5229, loss_sal: 0.0673, loss_video_cal: 0.0091, loss_layer_cal: 0.0147, loss: 0.6140, scale: 32768.0000 [2024-04-16 11:00:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_211.pth... [2024-04-16 11:00:30 INFO]: Validating... [2024-04-16 11:00:30 INFO]: Epoch (val) [211][1] loss_cls: 0.5239, loss_sal: 0.4183, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 0.9436, mAP: 0.7772, best_mAP: 0.9110 [2024-04-16 11:00:30 INFO]: Epoch [212][1/1] lr: 0.0005, eta: 0:02:34, time: 0.045, data_time: 0.269, memory: 1195, loss_cls: 0.5298, loss_sal: 0.2833, loss_video_cal: 0.0484, loss_layer_cal: 0.0176, loss: 0.8791, scale: 32768.0000 [2024-04-16 11:00:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_212.pth... [2024-04-16 11:00:30 INFO]: Validating... [2024-04-16 11:00:30 INFO]: Epoch (val) [212][1] loss_cls: 0.5186, loss_sal: 0.4225, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 0.9425, mAP: 0.7772, best_mAP: 0.9110 [2024-04-16 11:00:31 INFO]: Epoch [213][1/1] lr: 0.0005, eta: 0:02:34, time: 0.045, data_time: 0.270, memory: 1195, loss_cls: 0.5301, loss_sal: 0.1387, loss_video_cal: 0.0098, loss_layer_cal: 0.0240, loss: 0.7027, scale: 32768.0000 [2024-04-16 11:00:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_213.pth... [2024-04-16 11:00:31 INFO]: Validating... [2024-04-16 11:00:31 INFO]: Epoch (val) [213][1] loss_cls: 0.5164, loss_sal: 0.4116, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 0.9294, mAP: 0.7772, best_mAP: 0.9110 [2024-04-16 11:00:31 INFO]: Epoch [214][1/1] lr: 0.0005, eta: 0:02:33, time: 0.044, data_time: 0.268, memory: 1195, loss_cls: 0.5263, loss_sal: 0.2333, loss_video_cal: 0.0171, loss_layer_cal: 0.0127, loss: 0.7895, scale: 32768.0000 [2024-04-16 11:00:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_214.pth... [2024-04-16 11:00:31 INFO]: Validating... [2024-04-16 11:00:31 INFO]: Epoch (val) [214][1] loss_cls: 0.5136, loss_sal: 0.4197, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 0.9348, mAP: 0.9235, best_mAP: 0.9235 [2024-04-16 11:00:32 INFO]: Epoch [215][1/1] lr: 0.0005, eta: 0:02:33, time: 0.044, data_time: 0.279, memory: 1195, loss_cls: 0.5224, loss_sal: 0.0720, loss_video_cal: 0.0094, loss_layer_cal: 0.0121, loss: 0.6159, scale: 32768.0000 [2024-04-16 11:00:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_215.pth... [2024-04-16 11:00:32 INFO]: Validating... [2024-04-16 11:00:32 INFO]: Epoch (val) [215][1] loss_cls: 0.5148, loss_sal: 0.4363, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 0.9526, mAP: 0.9133, best_mAP: 0.9235 [2024-04-16 11:00:32 INFO]: Epoch [216][1/1] lr: 0.0005, eta: 0:02:32, time: 0.045, data_time: 0.275, memory: 1195, loss_cls: 0.5303, loss_sal: 0.1715, loss_video_cal: 0.0047, loss_layer_cal: 0.0198, loss: 0.7263, scale: 32768.0000 [2024-04-16 11:00:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_216.pth... [2024-04-16 11:00:32 INFO]: Validating... [2024-04-16 11:00:32 INFO]: Epoch (val) [216][1] loss_cls: 0.5182, loss_sal: 0.4641, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 0.9839, mAP: 0.8936, best_mAP: 0.9235 [2024-04-16 11:00:33 INFO]: Epoch [217][1/1] lr: 0.0005, eta: 0:02:31, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.5347, loss_sal: 0.1158, loss_video_cal: 0.0064, loss_layer_cal: 0.0140, loss: 0.6709, scale: 32768.0000 [2024-04-16 11:00:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_217.pth... [2024-04-16 11:00:33 INFO]: Validating... [2024-04-16 11:00:33 INFO]: Epoch (val) [217][1] loss_cls: 0.5204, loss_sal: 0.4956, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.0175, mAP: 0.9011, best_mAP: 0.9235 [2024-04-16 11:00:33 INFO]: Epoch [218][1/1] lr: 0.0005, eta: 0:02:31, time: 0.045, data_time: 0.270, memory: 1195, loss_cls: 0.5279, loss_sal: 0.1296, loss_video_cal: 0.0111, loss_layer_cal: 0.0168, loss: 0.6852, scale: 32768.0000 [2024-04-16 11:00:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_218.pth... [2024-04-16 11:00:33 INFO]: Validating... [2024-04-16 11:00:33 INFO]: Epoch (val) [218][1] loss_cls: 0.5222, loss_sal: 0.5437, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.0675, mAP: 0.8518, best_mAP: 0.9235 [2024-04-16 11:00:34 INFO]: Epoch [219][1/1] lr: 0.0005, eta: 0:02:30, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5333, loss_sal: 0.1239, loss_video_cal: 0.0191, loss_layer_cal: 0.0162, loss: 0.6926, scale: 32768.0000 [2024-04-16 11:00:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_219.pth... [2024-04-16 11:00:34 INFO]: Validating... [2024-04-16 11:00:34 INFO]: Epoch (val) [219][1] loss_cls: 0.5201, loss_sal: 0.5989, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.1204, mAP: 0.8518, best_mAP: 0.9235 [2024-04-16 11:00:34 INFO]: Epoch [220][1/1] lr: 0.0005, eta: 0:02:30, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5248, loss_sal: 0.2073, loss_video_cal: 0.0115, loss_layer_cal: 0.0084, loss: 0.7519, scale: 32768.0000 [2024-04-16 11:00:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_220.pth... [2024-04-16 11:00:34 INFO]: Validating... [2024-04-16 11:00:34 INFO]: Epoch (val) [220][1] loss_cls: 0.5174, loss_sal: 0.6349, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.1537, mAP: 0.9011, best_mAP: 0.9235 [2024-04-16 11:00:35 INFO]: Epoch [221][1/1] lr: 0.0005, eta: 0:02:29, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5271, loss_sal: 0.0896, loss_video_cal: 0.0119, loss_layer_cal: 0.0151, loss: 0.6437, scale: 32768.0000 [2024-04-16 11:00:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_221.pth... [2024-04-16 11:00:35 INFO]: Validating... [2024-04-16 11:00:35 INFO]: Epoch (val) [221][1] loss_cls: 0.5176, loss_sal: 0.6465, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.1655, mAP: 0.8832, best_mAP: 0.9235 [2024-04-16 11:00:35 INFO]: Epoch [222][1/1] lr: 0.0005, eta: 0:02:29, time: 0.045, data_time: 0.275, memory: 1195, loss_cls: 0.5259, loss_sal: 0.1671, loss_video_cal: 0.0234, loss_layer_cal: 0.0069, loss: 0.7233, scale: 32768.0000 [2024-04-16 11:00:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_222.pth... [2024-04-16 11:00:35 INFO]: Validating... [2024-04-16 11:00:36 INFO]: Epoch (val) [222][1] loss_cls: 0.5179, loss_sal: 0.7056, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.2248, mAP: 0.8523, best_mAP: 0.9235 [2024-04-16 11:00:36 INFO]: Epoch [223][1/1] lr: 0.0005, eta: 0:02:28, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5234, loss_sal: 0.1109, loss_video_cal: 0.0119, loss_layer_cal: 0.0164, loss: 0.6626, scale: 32768.0000 [2024-04-16 11:00:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_223.pth... [2024-04-16 11:00:36 INFO]: Validating... [2024-04-16 11:00:36 INFO]: Epoch (val) [223][1] loss_cls: 0.5184, loss_sal: 0.7655, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.2851, mAP: 0.8523, best_mAP: 0.9235 [2024-04-16 11:00:36 INFO]: Epoch [224][1/1] lr: 0.0005, eta: 0:02:28, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5204, loss_sal: 0.2269, loss_video_cal: 0.0140, loss_layer_cal: 0.0130, loss: 0.7742, scale: 32768.0000 [2024-04-16 11:00:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_224.pth... [2024-04-16 11:00:36 INFO]: Validating... [2024-04-16 11:00:37 INFO]: Epoch (val) [224][1] loss_cls: 0.5181, loss_sal: 0.8153, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.3345, mAP: 0.8523, best_mAP: 0.9235 [2024-04-16 11:00:37 INFO]: Epoch [225][1/1] lr: 0.0005, eta: 0:02:27, time: 0.043, data_time: 0.276, memory: 1195, loss_cls: 0.5218, loss_sal: 0.1478, loss_video_cal: 0.0157, loss_layer_cal: 0.0116, loss: 0.6970, scale: 32768.0000 [2024-04-16 11:00:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_225.pth... [2024-04-16 11:00:37 INFO]: Validating... [2024-04-16 11:00:37 INFO]: Epoch (val) [225][1] loss_cls: 0.5174, loss_sal: 0.8596, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.3780, mAP: 0.7822, best_mAP: 0.9235 [2024-04-16 11:00:37 INFO]: Epoch [226][1/1] lr: 0.0005, eta: 0:02:27, time: 0.045, data_time: 0.270, memory: 1195, loss_cls: 0.5261, loss_sal: 0.1323, loss_video_cal: 0.0108, loss_layer_cal: 0.0094, loss: 0.6786, scale: 32768.0000 [2024-04-16 11:00:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_226.pth... [2024-04-16 11:00:38 INFO]: Validating... [2024-04-16 11:00:38 INFO]: Epoch (val) [226][1] loss_cls: 0.5172, loss_sal: 0.9027, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.4210, mAP: 0.7822, best_mAP: 0.9235 [2024-04-16 11:00:38 INFO]: Epoch [227][1/1] lr: 0.0005, eta: 0:02:26, time: 0.045, data_time: 0.273, memory: 1195, loss_cls: 0.5251, loss_sal: 0.0741, loss_video_cal: 0.0134, loss_layer_cal: 0.0126, loss: 0.6252, scale: 32768.0000 [2024-04-16 11:00:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_227.pth... [2024-04-16 11:00:38 INFO]: Validating... [2024-04-16 11:00:38 INFO]: Epoch (val) [227][1] loss_cls: 0.5169, loss_sal: 0.9488, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.4666, mAP: 0.7518, best_mAP: 0.9235 [2024-04-16 11:00:38 INFO]: Epoch [228][1/1] lr: 0.0005, eta: 0:02:26, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5197, loss_sal: 0.0679, loss_video_cal: 0.0159, loss_layer_cal: 0.0127, loss: 0.6162, scale: 32768.0000 [2024-04-16 11:00:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_228.pth... [2024-04-16 11:00:39 INFO]: Validating... [2024-04-16 11:00:39 INFO]: Epoch (val) [228][1] loss_cls: 0.5181, loss_sal: 0.9775, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.4965, mAP: 0.7310, best_mAP: 0.9235 [2024-04-16 11:00:39 INFO]: Epoch [229][1/1] lr: 0.0005, eta: 0:02:25, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5206, loss_sal: 0.2380, loss_video_cal: 0.0062, loss_layer_cal: 0.0085, loss: 0.7733, scale: 32768.0000 [2024-04-16 11:00:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_229.pth... [2024-04-16 11:00:39 INFO]: Validating... [2024-04-16 11:00:39 INFO]: Epoch (val) [229][1] loss_cls: 0.5157, loss_sal: 0.8691, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.3857, mAP: 0.7518, best_mAP: 0.9235 [2024-04-16 11:00:40 INFO]: Epoch [230][1/1] lr: 0.0005, eta: 0:02:24, time: 0.043, data_time: 0.268, memory: 1195, loss_cls: 0.5211, loss_sal: 0.1729, loss_video_cal: 0.0163, loss_layer_cal: 0.0153, loss: 0.7256, scale: 32768.0000 [2024-04-16 11:00:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_230.pth... [2024-04-16 11:00:40 INFO]: Validating... [2024-04-16 11:00:40 INFO]: Epoch (val) [230][1] loss_cls: 0.5179, loss_sal: 0.7662, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.2850, mAP: 0.7518, best_mAP: 0.9235 [2024-04-16 11:00:40 INFO]: Epoch [231][1/1] lr: 0.0005, eta: 0:02:24, time: 0.044, data_time: 0.269, memory: 1195, loss_cls: 0.5264, loss_sal: 0.0895, loss_video_cal: 0.0090, loss_layer_cal: 0.0120, loss: 0.6369, scale: 32768.0000 [2024-04-16 11:00:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_231.pth... [2024-04-16 11:00:40 INFO]: Validating... [2024-04-16 11:00:40 INFO]: Epoch (val) [231][1] loss_cls: 0.5184, loss_sal: 0.7136, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.2327, mAP: 0.7518, best_mAP: 0.9235 [2024-04-16 11:00:41 INFO]: Epoch [232][1/1] lr: 0.0005, eta: 0:02:23, time: 0.043, data_time: 0.270, memory: 1195, loss_cls: 0.5231, loss_sal: 0.0732, loss_video_cal: 0.0127, loss_layer_cal: 0.0084, loss: 0.6174, scale: 32768.0000 [2024-04-16 11:00:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_232.pth... [2024-04-16 11:00:41 INFO]: Validating... [2024-04-16 11:00:41 INFO]: Epoch (val) [232][1] loss_cls: 0.5170, loss_sal: 0.6826, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.2003, mAP: 0.7206, best_mAP: 0.9235 [2024-04-16 11:00:41 INFO]: Epoch [233][1/1] lr: 0.0005, eta: 0:02:23, time: 0.044, data_time: 0.269, memory: 1195, loss_cls: 0.5212, loss_sal: 0.1765, loss_video_cal: 0.0200, loss_layer_cal: 0.0059, loss: 0.7236, scale: 32768.0000 [2024-04-16 11:00:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_233.pth... [2024-04-16 11:00:41 INFO]: Validating... [2024-04-16 11:00:41 INFO]: Epoch (val) [233][1] loss_cls: 0.5174, loss_sal: 0.6681, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1862, mAP: 0.7518, best_mAP: 0.9235 [2024-04-16 11:00:42 INFO]: Epoch [234][1/1] lr: 0.0005, eta: 0:02:22, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5181, loss_sal: 0.0587, loss_video_cal: 0.0076, loss_layer_cal: 0.0094, loss: 0.5938, scale: 32768.0000 [2024-04-16 11:00:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_234.pth... [2024-04-16 11:00:42 INFO]: Validating... [2024-04-16 11:00:42 INFO]: Epoch (val) [234][1] loss_cls: 0.5172, loss_sal: 0.6874, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2053, mAP: 0.5331, best_mAP: 0.9235 [2024-04-16 11:00:42 INFO]: Epoch [235][1/1] lr: 0.0005, eta: 0:02:22, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5197, loss_sal: 0.1192, loss_video_cal: 0.0269, loss_layer_cal: 0.0095, loss: 0.6753, scale: 32768.0000 [2024-04-16 11:00:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_235.pth... [2024-04-16 11:00:42 INFO]: Validating... [2024-04-16 11:00:42 INFO]: Epoch (val) [235][1] loss_cls: 0.5187, loss_sal: 0.7196, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2389, mAP: 0.5331, best_mAP: 0.9235 [2024-04-16 11:00:43 INFO]: Epoch [236][1/1] lr: 0.0005, eta: 0:02:21, time: 0.044, data_time: 0.271, memory: 1195, loss_cls: 0.5211, loss_sal: 0.1570, loss_video_cal: 0.0106, loss_layer_cal: 0.0152, loss: 0.7039, scale: 32768.0000 [2024-04-16 11:00:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_236.pth... [2024-04-16 11:00:43 INFO]: Validating... [2024-04-16 11:00:43 INFO]: Epoch (val) [236][1] loss_cls: 0.5216, loss_sal: 0.7584, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2806, mAP: 0.5178, best_mAP: 0.9235 [2024-04-16 11:00:43 INFO]: Epoch [237][1/1] lr: 0.0005, eta: 0:02:21, time: 0.043, data_time: 0.272, memory: 1195, loss_cls: 0.5267, loss_sal: 0.1508, loss_video_cal: 0.0083, loss_layer_cal: 0.0075, loss: 0.6933, scale: 32768.0000 [2024-04-16 11:00:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_237.pth... [2024-04-16 11:00:43 INFO]: Validating... [2024-04-16 11:00:43 INFO]: Epoch (val) [237][1] loss_cls: 0.5239, loss_sal: 0.7960, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.3205, mAP: 0.5178, best_mAP: 0.9235 [2024-04-16 11:00:44 INFO]: Epoch [238][1/1] lr: 0.0005, eta: 0:02:20, time: 0.045, data_time: 0.273, memory: 1195, loss_cls: 0.5256, loss_sal: 0.2127, loss_video_cal: 0.0073, loss_layer_cal: 0.0092, loss: 0.7547, scale: 32768.0000 [2024-04-16 11:00:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_238.pth... [2024-04-16 11:00:44 INFO]: Validating... [2024-04-16 11:00:44 INFO]: Epoch (val) [238][1] loss_cls: 0.5216, loss_sal: 0.8399, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.3620, mAP: 0.5178, best_mAP: 0.9235 [2024-04-16 11:00:44 INFO]: Epoch [239][1/1] lr: 0.0005, eta: 0:02:20, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5166, loss_sal: 0.1436, loss_video_cal: 0.0104, loss_layer_cal: 0.0129, loss: 0.6836, scale: 32768.0000 [2024-04-16 11:00:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_239.pth... [2024-04-16 11:00:44 INFO]: Validating... [2024-04-16 11:00:45 INFO]: Epoch (val) [239][1] loss_cls: 0.5215, loss_sal: 0.8633, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.3854, mAP: 0.4733, best_mAP: 0.9235 [2024-04-16 11:00:45 INFO]: Epoch [240][1/1] lr: 0.0005, eta: 0:02:19, time: 0.043, data_time: 0.270, memory: 1195, loss_cls: 0.5181, loss_sal: 0.1676, loss_video_cal: 0.0195, loss_layer_cal: 0.0076, loss: 0.7127, scale: 32768.0000 [2024-04-16 11:00:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_240.pth... [2024-04-16 11:00:45 INFO]: Validating... [2024-04-16 11:00:45 INFO]: Epoch (val) [240][1] loss_cls: 0.5218, loss_sal: 0.8773, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.3996, mAP: 0.7144, best_mAP: 0.9235 [2024-04-16 11:00:45 INFO]: Epoch [241][1/1] lr: 0.0005, eta: 0:02:18, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5220, loss_sal: 0.1076, loss_video_cal: 0.0137, loss_layer_cal: 0.0076, loss: 0.6509, scale: 32768.0000 [2024-04-16 11:00:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_241.pth... [2024-04-16 11:00:45 INFO]: Validating... [2024-04-16 11:00:46 INFO]: Epoch (val) [241][1] loss_cls: 0.5233, loss_sal: 0.8936, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.4173, mAP: 0.4683, best_mAP: 0.9235 [2024-04-16 11:00:46 INFO]: Epoch [242][1/1] lr: 0.0005, eta: 0:02:18, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5181, loss_sal: 0.2015, loss_video_cal: 0.0174, loss_layer_cal: 0.0077, loss: 0.7448, scale: 32768.0000 [2024-04-16 11:00:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_242.pth... [2024-04-16 11:00:46 INFO]: Validating... [2024-04-16 11:00:46 INFO]: Epoch (val) [242][1] loss_cls: 0.5275, loss_sal: 0.8888, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.4168, mAP: 0.4229, best_mAP: 0.9235 [2024-04-16 11:00:46 INFO]: Epoch [243][1/1] lr: 0.0005, eta: 0:02:17, time: 0.045, data_time: 0.274, memory: 1195, loss_cls: 0.5188, loss_sal: 0.1269, loss_video_cal: 0.0241, loss_layer_cal: 0.0111, loss: 0.6809, scale: 32768.0000 [2024-04-16 11:00:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_243.pth... [2024-04-16 11:00:47 INFO]: Validating... [2024-04-16 11:00:47 INFO]: Epoch (val) [243][1] loss_cls: 0.5344, loss_sal: 0.8814, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.4163, mAP: 0.4000, best_mAP: 0.9235 [2024-04-16 11:00:47 INFO]: Epoch [244][1/1] lr: 0.0005, eta: 0:02:17, time: 0.044, data_time: 0.267, memory: 1195, loss_cls: 0.5154, loss_sal: 0.2136, loss_video_cal: 0.0136, loss_layer_cal: 0.0137, loss: 0.7562, scale: 32768.0000 [2024-04-16 11:00:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_244.pth... [2024-04-16 11:00:47 INFO]: Validating... [2024-04-16 11:00:47 INFO]: Epoch (val) [244][1] loss_cls: 0.5370, loss_sal: 0.8447, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.3822, mAP: 0.3399, best_mAP: 0.9235 [2024-04-16 11:00:47 INFO]: Epoch [245][1/1] lr: 0.0005, eta: 0:02:16, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5172, loss_sal: 0.0794, loss_video_cal: 0.0170, loss_layer_cal: 0.0094, loss: 0.6230, scale: 32768.0000 [2024-04-16 11:00:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_245.pth... [2024-04-16 11:00:48 INFO]: Validating... [2024-04-16 11:00:48 INFO]: Epoch (val) [245][1] loss_cls: 0.5381, loss_sal: 0.8202, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.3588, mAP: 0.3456, best_mAP: 0.9235 [2024-04-16 11:00:48 INFO]: Epoch [246][1/1] lr: 0.0005, eta: 0:02:16, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5173, loss_sal: 0.2225, loss_video_cal: 0.0216, loss_layer_cal: 0.0142, loss: 0.7756, scale: 32768.0000 [2024-04-16 11:00:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_246.pth... [2024-04-16 11:00:48 INFO]: Validating... [2024-04-16 11:00:48 INFO]: Epoch (val) [246][1] loss_cls: 0.5275, loss_sal: 0.6968, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.2247, mAP: 0.3806, best_mAP: 0.9235 [2024-04-16 11:00:49 INFO]: Epoch [247][1/1] lr: 0.0005, eta: 0:02:15, time: 0.045, data_time: 0.269, memory: 1195, loss_cls: 0.5219, loss_sal: 0.0998, loss_video_cal: 0.0180, loss_layer_cal: 0.0136, loss: 0.6533, scale: 32768.0000 [2024-04-16 11:00:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_247.pth... [2024-04-16 11:00:49 INFO]: Validating... [2024-04-16 11:00:49 INFO]: Epoch (val) [247][1] loss_cls: 0.5285, loss_sal: 0.6130, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.1420, mAP: 0.3343, best_mAP: 0.9235 [2024-04-16 11:00:49 INFO]: Epoch [248][1/1] lr: 0.0005, eta: 0:02:15, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.5218, loss_sal: 0.2255, loss_video_cal: 0.0075, loss_layer_cal: 0.0135, loss: 0.7683, scale: 32768.0000 [2024-04-16 11:00:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_248.pth... [2024-04-16 11:00:49 INFO]: Validating... [2024-04-16 11:00:49 INFO]: Epoch (val) [248][1] loss_cls: 0.5330, loss_sal: 0.5481, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0817, mAP: 0.3618, best_mAP: 0.9235 [2024-04-16 11:00:50 INFO]: Epoch [249][1/1] lr: 0.0005, eta: 0:02:14, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5231, loss_sal: 0.1143, loss_video_cal: 0.0099, loss_layer_cal: 0.0132, loss: 0.6604, scale: 32768.0000 [2024-04-16 11:00:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_249.pth... [2024-04-16 11:00:50 INFO]: Validating... [2024-04-16 11:00:50 INFO]: Epoch (val) [249][1] loss_cls: 0.5353, loss_sal: 0.5704, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.1063, mAP: 0.3743, best_mAP: 0.9235 [2024-04-16 11:00:50 INFO]: Epoch [250][1/1] lr: 0.0005, eta: 0:02:14, time: 0.045, data_time: 0.271, memory: 1195, loss_cls: 0.5276, loss_sal: 0.2367, loss_video_cal: 0.0070, loss_layer_cal: 0.0101, loss: 0.7814, scale: 32768.0000 [2024-04-16 11:00:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_250.pth... [2024-04-16 11:00:50 INFO]: Validating... [2024-04-16 11:00:50 INFO]: Epoch (val) [250][1] loss_cls: 0.5314, loss_sal: 0.6158, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.1478, mAP: 0.4115, best_mAP: 0.9235 [2024-04-16 11:00:51 INFO]: Epoch [251][1/1] lr: 0.0005, eta: 0:02:13, time: 0.044, data_time: 0.271, memory: 1195, loss_cls: 0.5283, loss_sal: 0.1428, loss_video_cal: 0.0132, loss_layer_cal: 0.0081, loss: 0.6924, scale: 32768.0000 [2024-04-16 11:00:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_251.pth... [2024-04-16 11:00:51 INFO]: Validating... [2024-04-16 11:00:51 INFO]: Epoch (val) [251][1] loss_cls: 0.5283, loss_sal: 0.6453, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.1742, mAP: 0.4442, best_mAP: 0.9235 [2024-04-16 11:00:51 INFO]: Epoch [252][1/1] lr: 0.0005, eta: 0:02:13, time: 0.045, data_time: 0.271, memory: 1195, loss_cls: 0.5295, loss_sal: 0.1718, loss_video_cal: 0.0194, loss_layer_cal: 0.0156, loss: 0.7363, scale: 32768.0000 [2024-04-16 11:00:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_252.pth... [2024-04-16 11:00:51 INFO]: Validating... [2024-04-16 11:00:52 INFO]: Epoch (val) [252][1] loss_cls: 0.5269, loss_sal: 0.6151, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.1427, mAP: 0.7354, best_mAP: 0.9235 [2024-04-16 11:00:52 INFO]: Epoch [253][1/1] lr: 0.0005, eta: 0:02:12, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5258, loss_sal: 0.1058, loss_video_cal: 0.0131, loss_layer_cal: 0.0144, loss: 0.6591, scale: 32768.0000 [2024-04-16 11:00:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_253.pth... [2024-04-16 11:00:52 INFO]: Validating... [2024-04-16 11:00:52 INFO]: Epoch (val) [253][1] loss_cls: 0.5270, loss_sal: 0.5665, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0941, mAP: 0.8898, best_mAP: 0.9235 [2024-04-16 11:00:52 INFO]: Epoch [254][1/1] lr: 0.0005, eta: 0:02:12, time: 0.044, data_time: 0.266, memory: 1195, loss_cls: 0.5168, loss_sal: 0.1106, loss_video_cal: 0.0091, loss_layer_cal: 0.0249, loss: 0.6614, scale: 32768.0000 [2024-04-16 11:00:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_254.pth... [2024-04-16 11:00:52 INFO]: Validating... [2024-04-16 11:00:53 INFO]: Epoch (val) [254][1] loss_cls: 0.5264, loss_sal: 0.4881, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0151, mAP: 0.8376, best_mAP: 0.9235 [2024-04-16 11:00:53 INFO]: Epoch [255][1/1] lr: 0.0005, eta: 0:02:11, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5215, loss_sal: 0.1568, loss_video_cal: 0.0130, loss_layer_cal: 0.0109, loss: 0.7022, scale: 32768.0000 [2024-04-16 11:00:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_255.pth... [2024-04-16 11:00:53 INFO]: Validating... [2024-04-16 11:00:53 INFO]: Epoch (val) [255][1] loss_cls: 0.5273, loss_sal: 0.2988, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.8268, mAP: 0.8368, best_mAP: 0.9235 [2024-04-16 11:00:53 INFO]: Epoch [256][1/1] lr: 0.0005, eta: 0:02:10, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5165, loss_sal: 0.1102, loss_video_cal: 0.0152, loss_layer_cal: 0.0090, loss: 0.6509, scale: 32768.0000 [2024-04-16 11:00:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_256.pth... [2024-04-16 11:00:54 INFO]: Validating... [2024-04-16 11:00:54 INFO]: Epoch (val) [256][1] loss_cls: 0.5322, loss_sal: 0.1830, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.7159, mAP: 0.6304, best_mAP: 0.9235 [2024-04-16 11:00:54 INFO]: Epoch [257][1/1] lr: 0.0005, eta: 0:02:10, time: 0.044, data_time: 0.267, memory: 1195, loss_cls: 0.5314, loss_sal: 0.1391, loss_video_cal: 0.0127, loss_layer_cal: 0.0150, loss: 0.6981, scale: 32768.0000 [2024-04-16 11:00:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_257.pth... [2024-04-16 11:00:54 INFO]: Validating... [2024-04-16 11:00:54 INFO]: Epoch (val) [257][1] loss_cls: 0.5262, loss_sal: 0.1940, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.7209, mAP: 0.6817, best_mAP: 0.9235 [2024-04-16 11:00:54 INFO]: Epoch [258][1/1] lr: 0.0005, eta: 0:02:09, time: 0.044, data_time: 0.269, memory: 1195, loss_cls: 0.5380, loss_sal: 0.2237, loss_video_cal: 0.0131, loss_layer_cal: 0.0092, loss: 0.7839, scale: 32768.0000 [2024-04-16 11:00:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_258.pth... [2024-04-16 11:00:55 INFO]: Validating... [2024-04-16 11:00:55 INFO]: Epoch (val) [258][1] loss_cls: 0.5207, loss_sal: 0.1900, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.7114, mAP: 0.7400, best_mAP: 0.9235 [2024-04-16 11:00:55 INFO]: Epoch [259][1/1] lr: 0.0005, eta: 0:02:09, time: 0.044, data_time: 0.268, memory: 1195, loss_cls: 0.5231, loss_sal: 0.2011, loss_video_cal: 0.0105, loss_layer_cal: 0.0087, loss: 0.7433, scale: 32768.0000 [2024-04-16 11:00:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_259.pth... [2024-04-16 11:00:55 INFO]: Validating... [2024-04-16 11:00:55 INFO]: Epoch (val) [259][1] loss_cls: 0.5189, loss_sal: 0.2161, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.7357, mAP: 0.7331, best_mAP: 0.9235 [2024-04-16 11:00:56 INFO]: Epoch [260][1/1] lr: 0.0005, eta: 0:02:08, time: 0.045, data_time: 0.273, memory: 1195, loss_cls: 0.5258, loss_sal: 0.1606, loss_video_cal: 0.0153, loss_layer_cal: 0.0095, loss: 0.7111, scale: 32768.0000 [2024-04-16 11:00:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_260.pth... [2024-04-16 11:00:56 INFO]: Validating... [2024-04-16 11:00:56 INFO]: Epoch (val) [260][1] loss_cls: 0.5187, loss_sal: 0.4143, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.9336, mAP: 0.7361, best_mAP: 0.9235 [2024-04-16 11:00:56 INFO]: Epoch [261][1/1] lr: 0.0005, eta: 0:02:08, time: 0.045, data_time: 0.270, memory: 1195, loss_cls: 0.5234, loss_sal: 0.0427, loss_video_cal: 0.0073, loss_layer_cal: 0.0087, loss: 0.5820, scale: 32768.0000 [2024-04-16 11:00:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_261.pth... [2024-04-16 11:00:56 INFO]: Validating... [2024-04-16 11:00:56 INFO]: Epoch (val) [261][1] loss_cls: 0.5207, loss_sal: 0.5478, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.0692, mAP: 0.7538, best_mAP: 0.9235 [2024-04-16 11:00:57 INFO]: Epoch [262][1/1] lr: 0.0005, eta: 0:02:07, time: 0.044, data_time: 0.269, memory: 1195, loss_cls: 0.5273, loss_sal: 0.0776, loss_video_cal: 0.0058, loss_layer_cal: 0.0128, loss: 0.6236, scale: 32768.0000 [2024-04-16 11:00:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_262.pth... [2024-04-16 11:00:57 INFO]: Validating... [2024-04-16 11:00:57 INFO]: Epoch (val) [262][1] loss_cls: 0.5229, loss_sal: 0.7666, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2901, mAP: 0.7542, best_mAP: 0.9235 [2024-04-16 11:00:57 INFO]: Epoch [263][1/1] lr: 0.0005, eta: 0:02:07, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5262, loss_sal: 0.2009, loss_video_cal: 0.0099, loss_layer_cal: 0.0082, loss: 0.7452, scale: 32768.0000 [2024-04-16 11:00:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_263.pth... [2024-04-16 11:00:57 INFO]: Validating... [2024-04-16 11:00:57 INFO]: Epoch (val) [263][1] loss_cls: 0.5235, loss_sal: 0.8904, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.4145, mAP: 0.4646, best_mAP: 0.9235 [2024-04-16 11:00:58 INFO]: Epoch [264][1/1] lr: 0.0005, eta: 0:02:06, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5247, loss_sal: 0.0702, loss_video_cal: 0.0216, loss_layer_cal: 0.0086, loss: 0.6252, scale: 32768.0000 [2024-04-16 11:00:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_264.pth... [2024-04-16 11:00:58 INFO]: Validating... [2024-04-16 11:00:58 INFO]: Epoch (val) [264][1] loss_cls: 0.5266, loss_sal: 0.9474, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.4746, mAP: 0.4970, best_mAP: 0.9235 [2024-04-16 11:00:58 INFO]: Epoch [265][1/1] lr: 0.0005, eta: 0:02:06, time: 0.045, data_time: 0.273, memory: 1195, loss_cls: 0.5269, loss_sal: 0.1528, loss_video_cal: 0.0140, loss_layer_cal: 0.0086, loss: 0.7022, scale: 32768.0000 [2024-04-16 11:00:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_265.pth... [2024-04-16 11:00:58 INFO]: Validating... [2024-04-16 11:00:58 INFO]: Epoch (val) [265][1] loss_cls: 0.5329, loss_sal: 0.9427, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.4762, mAP: 0.4814, best_mAP: 0.9235 [2024-04-16 11:00:59 INFO]: Epoch [266][1/1] lr: 0.0005, eta: 0:02:05, time: 0.045, data_time: 0.271, memory: 1195, loss_cls: 0.5304, loss_sal: 0.1889, loss_video_cal: 0.0063, loss_layer_cal: 0.0121, loss: 0.7378, scale: 32768.0000 [2024-04-16 11:00:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_266.pth... [2024-04-16 11:00:59 INFO]: Validating... [2024-04-16 11:00:59 INFO]: Epoch (val) [266][1] loss_cls: 0.5437, loss_sal: 0.9375, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.4818, mAP: 0.4483, best_mAP: 0.9235 [2024-04-16 11:00:59 INFO]: Epoch [267][1/1] lr: 0.0005, eta: 0:02:04, time: 0.043, data_time: 0.273, memory: 1195, loss_cls: 0.5303, loss_sal: 0.1419, loss_video_cal: 0.0073, loss_layer_cal: 0.0082, loss: 0.6876, scale: 32768.0000 [2024-04-16 11:00:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_267.pth... [2024-04-16 11:00:59 INFO]: Validating... [2024-04-16 11:00:59 INFO]: Epoch (val) [267][1] loss_cls: 0.5478, loss_sal: 0.8713, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.4197, mAP: 0.4483, best_mAP: 0.9235 [2024-04-16 11:01:00 INFO]: Epoch [268][1/1] lr: 0.0005, eta: 0:02:04, time: 0.043, data_time: 0.270, memory: 1195, loss_cls: 0.5288, loss_sal: 0.1738, loss_video_cal: 0.0082, loss_layer_cal: 0.0086, loss: 0.7193, scale: 32768.0000 [2024-04-16 11:01:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_268.pth... [2024-04-16 11:01:00 INFO]: Validating... [2024-04-16 11:01:00 INFO]: Epoch (val) [268][1] loss_cls: 0.5441, loss_sal: 0.8042, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.3490, mAP: 0.4483, best_mAP: 0.9235 [2024-04-16 11:01:00 INFO]: Epoch [269][1/1] lr: 0.0005, eta: 0:02:03, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5276, loss_sal: 0.1948, loss_video_cal: 0.0185, loss_layer_cal: 0.0083, loss: 0.7493, scale: 32768.0000 [2024-04-16 11:01:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_269.pth... [2024-04-16 11:01:00 INFO]: Validating... [2024-04-16 11:01:01 INFO]: Epoch (val) [269][1] loss_cls: 0.5347, loss_sal: 0.7295, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.2650, mAP: 0.4814, best_mAP: 0.9235 [2024-04-16 11:01:01 INFO]: Epoch [270][1/1] lr: 0.0005, eta: 0:02:03, time: 0.045, data_time: 0.273, memory: 1195, loss_cls: 0.5292, loss_sal: 0.1960, loss_video_cal: 0.0058, loss_layer_cal: 0.0135, loss: 0.7446, scale: 32768.0000 [2024-04-16 11:01:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_270.pth... [2024-04-16 11:01:01 INFO]: Validating... [2024-04-16 11:01:01 INFO]: Epoch (val) [270][1] loss_cls: 0.5276, loss_sal: 0.6629, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1913, mAP: 0.4814, best_mAP: 0.9235 [2024-04-16 11:01:01 INFO]: Epoch [271][1/1] lr: 0.0005, eta: 0:02:02, time: 0.044, data_time: 0.268, memory: 1195, loss_cls: 0.5227, loss_sal: 0.1167, loss_video_cal: 0.0135, loss_layer_cal: 0.0151, loss: 0.6679, scale: 32768.0000 [2024-04-16 11:01:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_271.pth... [2024-04-16 11:01:01 INFO]: Validating... [2024-04-16 11:01:02 INFO]: Epoch (val) [271][1] loss_cls: 0.5249, loss_sal: 0.6171, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.1427, mAP: 0.4483, best_mAP: 0.9235 [2024-04-16 11:01:02 INFO]: Epoch [272][1/1] lr: 0.0005, eta: 0:02:02, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5258, loss_sal: 0.1980, loss_video_cal: 0.0111, loss_layer_cal: 0.0093, loss: 0.7443, scale: 32768.0000 [2024-04-16 11:01:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_272.pth... [2024-04-16 11:01:02 INFO]: Validating... [2024-04-16 11:01:02 INFO]: Epoch (val) [272][1] loss_cls: 0.5250, loss_sal: 0.5697, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.0954, mAP: 0.4483, best_mAP: 0.9235 [2024-04-16 11:01:02 INFO]: Epoch [273][1/1] lr: 0.0005, eta: 0:02:01, time: 0.043, data_time: 0.267, memory: 1195, loss_cls: 0.5284, loss_sal: 0.1434, loss_video_cal: 0.0054, loss_layer_cal: 0.0158, loss: 0.6931, scale: 32768.0000 [2024-04-16 11:01:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_273.pth... [2024-04-16 11:01:02 INFO]: Validating... [2024-04-16 11:01:03 INFO]: Epoch (val) [273][1] loss_cls: 0.5252, loss_sal: 0.5639, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.0899, mAP: 0.4483, best_mAP: 0.9235 [2024-04-16 11:01:03 INFO]: Epoch [274][1/1] lr: 0.0005, eta: 0:02:01, time: 0.045, data_time: 0.274, memory: 1195, loss_cls: 0.5246, loss_sal: 0.2302, loss_video_cal: 0.0208, loss_layer_cal: 0.0124, loss: 0.7880, scale: 32768.0000 [2024-04-16 11:01:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_274.pth... [2024-04-16 11:01:03 INFO]: Validating... [2024-04-16 11:01:03 INFO]: Epoch (val) [274][1] loss_cls: 0.5246, loss_sal: 0.5611, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.0864, mAP: 0.4910, best_mAP: 0.9235 [2024-04-16 11:01:03 INFO]: Epoch [275][1/1] lr: 0.0005, eta: 0:02:00, time: 0.044, data_time: 0.271, memory: 1195, loss_cls: 0.5286, loss_sal: 0.1068, loss_video_cal: 0.0132, loss_layer_cal: 0.0087, loss: 0.6573, scale: 32768.0000 [2024-04-16 11:01:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_275.pth... [2024-04-16 11:01:04 INFO]: Validating... [2024-04-16 11:01:04 INFO]: Epoch (val) [275][1] loss_cls: 0.5199, loss_sal: 0.6081, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.1288, mAP: 0.4910, best_mAP: 0.9235 [2024-04-16 11:01:04 INFO]: Epoch [276][1/1] lr: 0.0005, eta: 0:02:00, time: 0.045, data_time: 0.273, memory: 1195, loss_cls: 0.5257, loss_sal: 0.1403, loss_video_cal: 0.0067, loss_layer_cal: 0.0092, loss: 0.6818, scale: 32768.0000 [2024-04-16 11:01:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_276.pth... [2024-04-16 11:01:04 INFO]: Validating... [2024-04-16 11:01:04 INFO]: Epoch (val) [276][1] loss_cls: 0.5225, loss_sal: 0.6893, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.2126, mAP: 0.5213, best_mAP: 0.9235 [2024-04-16 11:01:05 INFO]: Epoch [277][1/1] lr: 0.0005, eta: 0:01:59, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.5236, loss_sal: 0.0910, loss_video_cal: 0.0134, loss_layer_cal: 0.0054, loss: 0.6333, scale: 32768.0000 [2024-04-16 11:01:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_277.pth... [2024-04-16 11:01:05 INFO]: Validating... [2024-04-16 11:01:05 INFO]: Epoch (val) [277][1] loss_cls: 0.5312, loss_sal: 0.7805, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.3125, mAP: 0.5625, best_mAP: 0.9235 [2024-04-16 11:01:05 INFO]: Epoch [278][1/1] lr: 0.0005, eta: 0:01:58, time: 0.045, data_time: 0.270, memory: 1195, loss_cls: 0.5290, loss_sal: 0.1923, loss_video_cal: 0.0154, loss_layer_cal: 0.0125, loss: 0.7492, scale: 32768.0000 [2024-04-16 11:01:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_278.pth... [2024-04-16 11:01:05 INFO]: Validating... [2024-04-16 11:01:05 INFO]: Epoch (val) [278][1] loss_cls: 0.5325, loss_sal: 0.8409, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.3742, mAP: 0.5625, best_mAP: 0.9235 [2024-04-16 11:01:06 INFO]: Epoch [279][1/1] lr: 0.0005, eta: 0:01:58, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5320, loss_sal: 0.1843, loss_video_cal: 0.0148, loss_layer_cal: 0.0109, loss: 0.7419, scale: 32768.0000 [2024-04-16 11:01:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_279.pth... [2024-04-16 11:01:06 INFO]: Validating... [2024-04-16 11:01:06 INFO]: Epoch (val) [279][1] loss_cls: 0.5247, loss_sal: 0.8647, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.3902, mAP: 0.5990, best_mAP: 0.9235 [2024-04-16 11:01:06 INFO]: Epoch [280][1/1] lr: 0.0005, eta: 0:01:57, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5239, loss_sal: 0.0321, loss_video_cal: 0.0134, loss_layer_cal: 0.0098, loss: 0.5792, scale: 32768.0000 [2024-04-16 11:01:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_280.pth... [2024-04-16 11:01:06 INFO]: Validating... [2024-04-16 11:01:06 INFO]: Epoch (val) [280][1] loss_cls: 0.5187, loss_sal: 0.8826, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.4020, mAP: 0.7865, best_mAP: 0.9235 [2024-04-16 11:01:07 INFO]: Epoch [281][1/1] lr: 0.0005, eta: 0:01:57, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5226, loss_sal: 0.0745, loss_video_cal: 0.0172, loss_layer_cal: 0.0108, loss: 0.6251, scale: 32768.0000 [2024-04-16 11:01:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_281.pth... [2024-04-16 11:01:07 INFO]: Validating... [2024-04-16 11:01:07 INFO]: Epoch (val) [281][1] loss_cls: 0.5188, loss_sal: 0.8886, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.4081, mAP: 0.7865, best_mAP: 0.9235 [2024-04-16 11:01:07 INFO]: Epoch [282][1/1] lr: 0.0005, eta: 0:01:56, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.5239, loss_sal: 0.1798, loss_video_cal: 0.0135, loss_layer_cal: 0.0176, loss: 0.7347, scale: 32768.0000 [2024-04-16 11:01:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_282.pth... [2024-04-16 11:01:07 INFO]: Validating... [2024-04-16 11:01:07 INFO]: Epoch (val) [282][1] loss_cls: 0.5235, loss_sal: 0.8737, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.3978, mAP: 0.8144, best_mAP: 0.9235 [2024-04-16 11:01:08 INFO]: Epoch [283][1/1] lr: 0.0005, eta: 0:01:56, time: 0.044, data_time: 0.269, memory: 1195, loss_cls: 0.5221, loss_sal: 0.1061, loss_video_cal: 0.0247, loss_layer_cal: 0.0114, loss: 0.6642, scale: 32768.0000 [2024-04-16 11:01:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_283.pth... [2024-04-16 11:01:08 INFO]: Validating... [2024-04-16 11:01:08 INFO]: Epoch (val) [283][1] loss_cls: 0.5261, loss_sal: 0.8436, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.3703, mAP: 0.8959, best_mAP: 0.9235 [2024-04-16 11:01:08 INFO]: Epoch [284][1/1] lr: 0.0005, eta: 0:01:55, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5213, loss_sal: 0.0619, loss_video_cal: 0.0099, loss_layer_cal: 0.0126, loss: 0.6057, scale: 32768.0000 [2024-04-16 11:01:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_284.pth... [2024-04-16 11:01:08 INFO]: Validating... [2024-04-16 11:01:08 INFO]: Epoch (val) [284][1] loss_cls: 0.5265, loss_sal: 0.8054, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.3325, mAP: 0.7806, best_mAP: 0.9235 [2024-04-16 11:01:09 INFO]: Epoch [285][1/1] lr: 0.0005, eta: 0:01:55, time: 0.045, data_time: 0.270, memory: 1195, loss_cls: 0.5221, loss_sal: 0.0724, loss_video_cal: 0.0087, loss_layer_cal: 0.0138, loss: 0.6171, scale: 32768.0000 [2024-04-16 11:01:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_285.pth... [2024-04-16 11:01:09 INFO]: Validating... [2024-04-16 11:01:09 INFO]: Epoch (val) [285][1] loss_cls: 0.5256, loss_sal: 0.7689, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2951, mAP: 0.7494, best_mAP: 0.9235 [2024-04-16 11:01:09 INFO]: Epoch [286][1/1] lr: 0.0005, eta: 0:01:54, time: 0.045, data_time: 0.273, memory: 1195, loss_cls: 0.5226, loss_sal: 0.1381, loss_video_cal: 0.0083, loss_layer_cal: 0.0121, loss: 0.6811, scale: 32768.0000 [2024-04-16 11:01:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_286.pth... [2024-04-16 11:01:10 INFO]: Validating... [2024-04-16 11:01:10 INFO]: Epoch (val) [286][1] loss_cls: 0.5252, loss_sal: 0.6943, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2201, mAP: 0.7163, best_mAP: 0.9235 [2024-04-16 11:01:10 INFO]: Epoch [287][1/1] lr: 0.0005, eta: 0:01:54, time: 0.045, data_time: 0.268, memory: 1195, loss_cls: 0.5172, loss_sal: 0.0423, loss_video_cal: 0.0086, loss_layer_cal: 0.0151, loss: 0.5832, scale: 32768.0000 [2024-04-16 11:01:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_287.pth... [2024-04-16 11:01:10 INFO]: Validating... [2024-04-16 11:01:10 INFO]: Epoch (val) [287][1] loss_cls: 0.5280, loss_sal: 0.7169, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.2455, mAP: 0.8210, best_mAP: 0.9235 [2024-04-16 11:01:10 INFO]: Epoch [288][1/1] lr: 0.0005, eta: 0:01:53, time: 0.044, data_time: 0.269, memory: 1195, loss_cls: 0.5226, loss_sal: 0.1355, loss_video_cal: 0.0204, loss_layer_cal: 0.0118, loss: 0.6903, scale: 32768.0000 [2024-04-16 11:01:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_288.pth... [2024-04-16 11:01:11 INFO]: Validating... [2024-04-16 11:01:11 INFO]: Epoch (val) [288][1] loss_cls: 0.5339, loss_sal: 0.7095, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.2440, mAP: 0.8289, best_mAP: 0.9235 [2024-04-16 11:01:11 INFO]: Epoch [289][1/1] lr: 0.0005, eta: 0:01:53, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5194, loss_sal: 0.2361, loss_video_cal: 0.0136, loss_layer_cal: 0.0057, loss: 0.7748, scale: 32768.0000 [2024-04-16 11:01:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_289.pth... [2024-04-16 11:01:11 INFO]: Validating... [2024-04-16 11:01:11 INFO]: Epoch (val) [289][1] loss_cls: 0.5410, loss_sal: 0.7145, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.2559, mAP: 0.8129, best_mAP: 0.9235 [2024-04-16 11:01:12 INFO]: Epoch [290][1/1] lr: 0.0005, eta: 0:01:52, time: 0.044, data_time: 0.267, memory: 1195, loss_cls: 0.5252, loss_sal: 0.0311, loss_video_cal: 0.0077, loss_layer_cal: 0.0113, loss: 0.5752, scale: 32768.0000 [2024-04-16 11:01:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_290.pth... [2024-04-16 11:01:12 INFO]: Validating... [2024-04-16 11:01:12 INFO]: Epoch (val) [290][1] loss_cls: 0.5412, loss_sal: 0.6794, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.2211, mAP: 0.5129, best_mAP: 0.9235 [2024-04-16 11:01:12 INFO]: Epoch [291][1/1] lr: 0.0005, eta: 0:01:52, time: 0.044, data_time: 0.266, memory: 1195, loss_cls: 0.5385, loss_sal: 0.2422, loss_video_cal: 0.0190, loss_layer_cal: 0.0090, loss: 0.8087, scale: 32768.0000 [2024-04-16 11:01:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_291.pth... [2024-04-16 11:01:12 INFO]: Validating... [2024-04-16 11:01:12 INFO]: Epoch (val) [291][1] loss_cls: 0.5332, loss_sal: 0.6017, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.1353, mAP: 0.5324, best_mAP: 0.9235 [2024-04-16 11:01:13 INFO]: Epoch [292][1/1] lr: 0.0005, eta: 0:01:51, time: 0.044, data_time: 0.271, memory: 1195, loss_cls: 0.5232, loss_sal: 0.1456, loss_video_cal: 0.0085, loss_layer_cal: 0.0087, loss: 0.6860, scale: 32768.0000 [2024-04-16 11:01:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_292.pth... [2024-04-16 11:01:13 INFO]: Validating... [2024-04-16 11:01:13 INFO]: Epoch (val) [292][1] loss_cls: 0.5309, loss_sal: 0.5289, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0603, mAP: 0.7678, best_mAP: 0.9235 [2024-04-16 11:01:13 INFO]: Epoch [293][1/1] lr: 0.0005, eta: 0:01:50, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5235, loss_sal: 0.0470, loss_video_cal: 0.0093, loss_layer_cal: 0.0110, loss: 0.5909, scale: 32768.0000 [2024-04-16 11:01:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_293.pth... [2024-04-16 11:01:13 INFO]: Validating... [2024-04-16 11:01:13 INFO]: Epoch (val) [293][1] loss_cls: 0.5358, loss_sal: 0.4847, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0209, mAP: 0.6983, best_mAP: 0.9235 [2024-04-16 11:01:14 INFO]: Epoch [294][1/1] lr: 0.0005, eta: 0:01:50, time: 0.044, data_time: 0.275, memory: 1195, loss_cls: 0.5231, loss_sal: 0.0936, loss_video_cal: 0.0127, loss_layer_cal: 0.0074, loss: 0.6367, scale: 32768.0000 [2024-04-16 11:01:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_294.pth... [2024-04-16 11:01:14 INFO]: Validating... [2024-04-16 11:01:14 INFO]: Epoch (val) [294][1] loss_cls: 0.5388, loss_sal: 0.4787, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0179, mAP: 0.6912, best_mAP: 0.9235 [2024-04-16 11:01:14 INFO]: Epoch [295][1/1] lr: 0.0005, eta: 0:01:49, time: 0.044, data_time: 0.268, memory: 1195, loss_cls: 0.5244, loss_sal: 0.1045, loss_video_cal: 0.0074, loss_layer_cal: 0.0074, loss: 0.6438, scale: 32768.0000 [2024-04-16 11:01:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_295.pth... [2024-04-16 11:01:14 INFO]: Validating... [2024-04-16 11:01:14 INFO]: Epoch (val) [295][1] loss_cls: 0.5375, loss_sal: 0.5122, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0502, mAP: 0.8456, best_mAP: 0.9235 [2024-04-16 11:01:15 INFO]: Epoch [296][1/1] lr: 0.0005, eta: 0:01:49, time: 0.044, data_time: 0.271, memory: 1195, loss_cls: 0.5301, loss_sal: 0.2132, loss_video_cal: 0.0099, loss_layer_cal: 0.0084, loss: 0.7616, scale: 32768.0000 [2024-04-16 11:01:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_296.pth... [2024-04-16 11:01:15 INFO]: Validating... [2024-04-16 11:01:15 INFO]: Epoch (val) [296][1] loss_cls: 0.5410, loss_sal: 0.3492, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.8906, mAP: 0.5523, best_mAP: 0.9235 [2024-04-16 11:01:15 INFO]: Epoch [297][1/1] lr: 0.0005, eta: 0:01:48, time: 0.044, data_time: 0.269, memory: 1195, loss_cls: 0.5308, loss_sal: 0.1060, loss_video_cal: 0.0096, loss_layer_cal: 0.0083, loss: 0.6547, scale: 32768.0000 [2024-04-16 11:01:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_297.pth... [2024-04-16 11:01:15 INFO]: Validating... [2024-04-16 11:01:15 INFO]: Epoch (val) [297][1] loss_cls: 0.5373, loss_sal: 0.2792, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.8170, mAP: 0.5343, best_mAP: 0.9235 [2024-04-16 11:01:16 INFO]: Epoch [298][1/1] lr: 0.0005, eta: 0:01:48, time: 0.044, data_time: 0.269, memory: 1195, loss_cls: 0.5267, loss_sal: 0.1020, loss_video_cal: 0.0079, loss_layer_cal: 0.0045, loss: 0.6411, scale: 32768.0000 [2024-04-16 11:01:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_298.pth... [2024-04-16 11:01:16 INFO]: Validating... [2024-04-16 11:01:16 INFO]: Epoch (val) [298][1] loss_cls: 0.5307, loss_sal: 0.2717, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.8028, mAP: 0.7931, best_mAP: 0.9235 [2024-04-16 11:01:16 INFO]: Epoch [299][1/1] lr: 0.0005, eta: 0:01:47, time: 0.045, data_time: 0.274, memory: 1195, loss_cls: 0.5206, loss_sal: 0.2366, loss_video_cal: 0.0260, loss_layer_cal: 0.0113, loss: 0.7944, scale: 32768.0000 [2024-04-16 11:01:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_299.pth... [2024-04-16 11:01:16 INFO]: Validating... [2024-04-16 11:01:16 INFO]: Epoch (val) [299][1] loss_cls: 0.5307, loss_sal: 0.2107, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.7419, mAP: 0.5364, best_mAP: 0.9235 [2024-04-16 11:01:17 INFO]: Epoch [300][1/1] lr: 0.0005, eta: 0:01:47, time: 0.044, data_time: 0.269, memory: 1195, loss_cls: 0.5319, loss_sal: 0.0628, loss_video_cal: 0.0047, loss_layer_cal: 0.0117, loss: 0.6110, scale: 32768.0000 [2024-04-16 11:01:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_300.pth... [2024-04-16 11:01:17 INFO]: Validating... [2024-04-16 11:01:17 INFO]: Epoch (val) [300][1] loss_cls: 0.5295, loss_sal: 0.2116, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.7415, mAP: 0.5768, best_mAP: 0.9235 [2024-04-16 11:01:17 INFO]: Epoch [301][1/1] lr: 0.0005, eta: 0:01:46, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5261, loss_sal: 0.2129, loss_video_cal: 0.0106, loss_layer_cal: 0.0069, loss: 0.7566, scale: 32768.0000 [2024-04-16 11:01:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_301.pth... [2024-04-16 11:01:17 INFO]: Validating... [2024-04-16 11:01:18 INFO]: Epoch (val) [301][1] loss_cls: 0.5262, loss_sal: 0.2126, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.7394, mAP: 0.5819, best_mAP: 0.9235 [2024-04-16 11:01:18 INFO]: Epoch [302][1/1] lr: 0.0005, eta: 0:01:46, time: 0.044, data_time: 0.269, memory: 1195, loss_cls: 0.5229, loss_sal: 0.0885, loss_video_cal: 0.0140, loss_layer_cal: 0.0086, loss: 0.6340, scale: 32768.0000 [2024-04-16 11:01:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_302.pth... [2024-04-16 11:01:18 INFO]: Validating... [2024-04-16 11:01:18 INFO]: Epoch (val) [302][1] loss_cls: 0.5228, loss_sal: 0.2084, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.7317, mAP: 0.5542, best_mAP: 0.9235 [2024-04-16 11:01:18 INFO]: Epoch [303][1/1] lr: 0.0005, eta: 0:01:45, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.5240, loss_sal: 0.1976, loss_video_cal: 0.0074, loss_layer_cal: 0.0077, loss: 0.7368, scale: 32768.0000 [2024-04-16 11:01:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_303.pth... [2024-04-16 11:01:18 INFO]: Validating... [2024-04-16 11:01:19 INFO]: Epoch (val) [303][1] loss_cls: 0.5227, loss_sal: 0.1995, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.7227, mAP: 0.8047, best_mAP: 0.9235 [2024-04-16 11:01:19 INFO]: Epoch [304][1/1] lr: 0.0005, eta: 0:01:44, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5225, loss_sal: 0.1008, loss_video_cal: 0.0088, loss_layer_cal: 0.0079, loss: 0.6399, scale: 32768.0000 [2024-04-16 11:01:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_304.pth... [2024-04-16 11:01:19 INFO]: Validating... [2024-04-16 11:01:19 INFO]: Epoch (val) [304][1] loss_cls: 0.5277, loss_sal: 0.1937, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.7218, mAP: 0.7515, best_mAP: 0.9235 [2024-04-16 11:01:19 INFO]: Epoch [305][1/1] lr: 0.0005, eta: 0:01:44, time: 0.045, data_time: 0.279, memory: 1195, loss_cls: 0.5284, loss_sal: 0.0756, loss_video_cal: 0.0073, loss_layer_cal: 0.0114, loss: 0.6227, scale: 32768.0000 [2024-04-16 11:01:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_305.pth... [2024-04-16 11:01:20 INFO]: Validating... [2024-04-16 11:01:20 INFO]: Epoch (val) [305][1] loss_cls: 0.5304, loss_sal: 0.2432, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.7742, mAP: 0.7206, best_mAP: 0.9235 [2024-04-16 11:01:20 INFO]: Epoch [306][1/1] lr: 0.0005, eta: 0:01:43, time: 0.045, data_time: 0.279, memory: 1195, loss_cls: 0.5292, loss_sal: 0.1083, loss_video_cal: 0.0081, loss_layer_cal: 0.0109, loss: 0.6565, scale: 32768.0000 [2024-04-16 11:01:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_306.pth... [2024-04-16 11:01:20 INFO]: Validating... [2024-04-16 11:01:20 INFO]: Epoch (val) [306][1] loss_cls: 0.5276, loss_sal: 0.3359, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.8641, mAP: 0.5331, best_mAP: 0.9235 [2024-04-16 11:01:21 INFO]: Epoch [307][1/1] lr: 0.0005, eta: 0:01:43, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5300, loss_sal: 0.0881, loss_video_cal: 0.0068, loss_layer_cal: 0.0156, loss: 0.6404, scale: 32768.0000 [2024-04-16 11:01:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_307.pth... [2024-04-16 11:01:21 INFO]: Validating... [2024-04-16 11:01:21 INFO]: Epoch (val) [307][1] loss_cls: 0.5239, loss_sal: 0.3817, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.9061, mAP: 0.5331, best_mAP: 0.9235 [2024-04-16 11:01:21 INFO]: Epoch [308][1/1] lr: 0.0005, eta: 0:01:42, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5207, loss_sal: 0.0713, loss_video_cal: 0.0071, loss_layer_cal: 0.0067, loss: 0.6057, scale: 32768.0000 [2024-04-16 11:01:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_308.pth... [2024-04-16 11:01:21 INFO]: Validating... [2024-04-16 11:01:21 INFO]: Epoch (val) [308][1] loss_cls: 0.5256, loss_sal: 0.3897, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.9158, mAP: 0.5331, best_mAP: 0.9235 [2024-04-16 11:01:22 INFO]: Epoch [309][1/1] lr: 0.0005, eta: 0:01:42, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.5273, loss_sal: 0.1038, loss_video_cal: 0.0034, loss_layer_cal: 0.0116, loss: 0.6461, scale: 32768.0000 [2024-04-16 11:01:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_309.pth... [2024-04-16 11:01:22 INFO]: Validating... [2024-04-16 11:01:22 INFO]: Epoch (val) [309][1] loss_cls: 0.5315, loss_sal: 0.3926, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.9247, mAP: 0.5331, best_mAP: 0.9235 [2024-04-16 11:01:22 INFO]: Epoch [310][1/1] lr: 0.0005, eta: 0:01:41, time: 0.044, data_time: 0.269, memory: 1195, loss_cls: 0.5293, loss_sal: 0.2270, loss_video_cal: 0.0147, loss_layer_cal: 0.0207, loss: 0.7917, scale: 32768.0000 [2024-04-16 11:01:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_310.pth... [2024-04-16 11:01:22 INFO]: Validating... [2024-04-16 11:01:22 INFO]: Epoch (val) [310][1] loss_cls: 0.5431, loss_sal: 0.2988, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.8425, mAP: 0.7822, best_mAP: 0.9235 [2024-04-16 11:01:23 INFO]: Epoch [311][1/1] lr: 0.0005, eta: 0:01:41, time: 0.045, data_time: 0.271, memory: 1195, loss_cls: 0.5274, loss_sal: 0.0947, loss_video_cal: 0.0097, loss_layer_cal: 0.0123, loss: 0.6441, scale: 32768.0000 [2024-04-16 11:01:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_311.pth... [2024-04-16 11:01:23 INFO]: Validating... [2024-04-16 11:01:23 INFO]: Epoch (val) [311][1] loss_cls: 0.5522, loss_sal: 0.2633, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.8161, mAP: 0.8826, best_mAP: 0.9235 [2024-04-16 11:01:23 INFO]: Epoch [312][1/1] lr: 0.0005, eta: 0:01:40, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5364, loss_sal: 0.0367, loss_video_cal: 0.0079, loss_layer_cal: 0.0139, loss: 0.5948, scale: 32768.0000 [2024-04-16 11:01:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_312.pth... [2024-04-16 11:01:23 INFO]: Validating... [2024-04-16 11:01:23 INFO]: Epoch (val) [312][1] loss_cls: 0.5489, loss_sal: 0.2567, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.8062, mAP: 0.8326, best_mAP: 0.9235 [2024-04-16 11:01:24 INFO]: Epoch [313][1/1] lr: 0.0005, eta: 0:01:40, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5468, loss_sal: 0.0515, loss_video_cal: 0.0086, loss_layer_cal: 0.0168, loss: 0.6237, scale: 32768.0000 [2024-04-16 11:01:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_313.pth... [2024-04-16 11:01:24 INFO]: Validating... [2024-04-16 11:01:24 INFO]: Epoch (val) [313][1] loss_cls: 0.5334, loss_sal: 0.2594, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.7935, mAP: 0.8326, best_mAP: 0.9235 [2024-04-16 11:01:24 INFO]: Epoch [314][1/1] lr: 0.0005, eta: 0:01:39, time: 0.045, data_time: 0.274, memory: 1195, loss_cls: 0.5264, loss_sal: 0.0598, loss_video_cal: 0.0060, loss_layer_cal: 0.0109, loss: 0.6030, scale: 32768.0000 [2024-04-16 11:01:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_314.pth... [2024-04-16 11:01:24 INFO]: Validating... [2024-04-16 11:01:24 INFO]: Epoch (val) [314][1] loss_cls: 0.5214, loss_sal: 0.2613, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.7834, mAP: 0.8326, best_mAP: 0.9235 [2024-04-16 11:01:25 INFO]: Epoch [315][1/1] lr: 0.0005, eta: 0:01:39, time: 0.044, data_time: 0.271, memory: 1195, loss_cls: 0.5287, loss_sal: 0.1508, loss_video_cal: 0.0038, loss_layer_cal: 0.0091, loss: 0.6924, scale: 32768.0000 [2024-04-16 11:01:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_315.pth... [2024-04-16 11:01:25 INFO]: Validating... [2024-04-16 11:01:25 INFO]: Epoch (val) [315][1] loss_cls: 0.5171, loss_sal: 0.2636, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.7814, mAP: 0.8518, best_mAP: 0.9235 [2024-04-16 11:01:25 INFO]: Epoch [316][1/1] lr: 0.0005, eta: 0:01:38, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5200, loss_sal: 0.1908, loss_video_cal: 0.0065, loss_layer_cal: 0.0120, loss: 0.7293, scale: 32768.0000 [2024-04-16 11:01:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_316.pth... [2024-04-16 11:01:25 INFO]: Validating... [2024-04-16 11:01:26 INFO]: Epoch (val) [316][1] loss_cls: 0.5186, loss_sal: 0.2658, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.7852, mAP: 0.8518, best_mAP: 0.9235 [2024-04-16 11:01:26 INFO]: Epoch [317][1/1] lr: 0.0005, eta: 0:01:37, time: 0.044, data_time: 0.277, memory: 1195, loss_cls: 0.5307, loss_sal: 0.1858, loss_video_cal: 0.0127, loss_layer_cal: 0.0070, loss: 0.7362, scale: 32768.0000 [2024-04-16 11:01:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_317.pth... [2024-04-16 11:01:26 INFO]: Validating... [2024-04-16 11:01:26 INFO]: Epoch (val) [317][1] loss_cls: 0.5227, loss_sal: 0.2648, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.7883, mAP: 0.8518, best_mAP: 0.9235 [2024-04-16 11:01:26 INFO]: Epoch [318][1/1] lr: 0.0005, eta: 0:01:37, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.5462, loss_sal: 0.1291, loss_video_cal: 0.0209, loss_layer_cal: 0.0114, loss: 0.7077, scale: 32768.0000 [2024-04-16 11:01:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_318.pth... [2024-04-16 11:01:26 INFO]: Validating... [2024-04-16 11:01:27 INFO]: Epoch (val) [318][1] loss_cls: 0.5225, loss_sal: 0.2651, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.7884, mAP: 0.7865, best_mAP: 0.9235 [2024-04-16 11:01:27 INFO]: Epoch [319][1/1] lr: 0.0005, eta: 0:01:36, time: 0.044, data_time: 0.271, memory: 1195, loss_cls: 0.5300, loss_sal: 0.1702, loss_video_cal: 0.0168, loss_layer_cal: 0.0139, loss: 0.7309, scale: 32768.0000 [2024-04-16 11:01:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_319.pth... [2024-04-16 11:01:27 INFO]: Validating... [2024-04-16 11:01:27 INFO]: Epoch (val) [319][1] loss_cls: 0.5194, loss_sal: 0.2653, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.7856, mAP: 0.7822, best_mAP: 0.9235 [2024-04-16 11:01:27 INFO]: Epoch [320][1/1] lr: 0.0005, eta: 0:01:36, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5251, loss_sal: 0.1005, loss_video_cal: 0.0206, loss_layer_cal: 0.0235, loss: 0.6696, scale: 32768.0000 [2024-04-16 11:01:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_320.pth... [2024-04-16 11:01:27 INFO]: Validating... [2024-04-16 11:01:28 INFO]: Epoch (val) [320][1] loss_cls: 0.5181, loss_sal: 0.2722, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.7912, mAP: 0.7822, best_mAP: 0.9235 [2024-04-16 11:01:28 INFO]: Epoch [321][1/1] lr: 0.0005, eta: 0:01:35, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5229, loss_sal: 0.1341, loss_video_cal: 0.0060, loss_layer_cal: 0.0087, loss: 0.6717, scale: 32768.0000 [2024-04-16 11:01:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_321.pth... [2024-04-16 11:01:28 INFO]: Validating... [2024-04-16 11:01:28 INFO]: Epoch (val) [321][1] loss_cls: 0.5182, loss_sal: 0.2881, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.8073, mAP: 0.7518, best_mAP: 0.9235 [2024-04-16 11:01:28 INFO]: Epoch [322][1/1] lr: 0.0005, eta: 0:01:35, time: 0.043, data_time: 0.269, memory: 1195, loss_cls: 0.5266, loss_sal: 0.0675, loss_video_cal: 0.0088, loss_layer_cal: 0.0113, loss: 0.6142, scale: 32768.0000 [2024-04-16 11:01:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_322.pth... [2024-04-16 11:01:29 INFO]: Validating... [2024-04-16 11:01:29 INFO]: Epoch (val) [322][1] loss_cls: 0.5181, loss_sal: 0.3152, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.8343, mAP: 0.7518, best_mAP: 0.9235 [2024-04-16 11:01:29 INFO]: Epoch [323][1/1] lr: 0.0005, eta: 0:01:34, time: 0.044, data_time: 0.269, memory: 1195, loss_cls: 0.5251, loss_sal: 0.1065, loss_video_cal: 0.0066, loss_layer_cal: 0.0084, loss: 0.6467, scale: 32768.0000 [2024-04-16 11:01:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_323.pth... [2024-04-16 11:01:29 INFO]: Validating... [2024-04-16 11:01:29 INFO]: Epoch (val) [323][1] loss_cls: 0.5179, loss_sal: 0.3530, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.8719, mAP: 0.7518, best_mAP: 0.9235 [2024-04-16 11:01:30 INFO]: Epoch [324][1/1] lr: 0.0005, eta: 0:01:34, time: 0.043, data_time: 0.272, memory: 1195, loss_cls: 0.5239, loss_sal: 0.1066, loss_video_cal: 0.0060, loss_layer_cal: 0.0144, loss: 0.6510, scale: 32768.0000 [2024-04-16 11:01:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_324.pth... [2024-04-16 11:01:30 INFO]: Validating... [2024-04-16 11:01:30 INFO]: Epoch (val) [324][1] loss_cls: 0.5175, loss_sal: 0.3938, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.9123, mAP: 0.7206, best_mAP: 0.9235 [2024-04-16 11:01:30 INFO]: Epoch [325][1/1] lr: 0.0005, eta: 0:01:33, time: 0.043, data_time: 0.272, memory: 1195, loss_cls: 0.5233, loss_sal: 0.0856, loss_video_cal: 0.0076, loss_layer_cal: 0.0057, loss: 0.6222, scale: 32768.0000 [2024-04-16 11:01:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_325.pth... [2024-04-16 11:01:30 INFO]: Validating... [2024-04-16 11:01:30 INFO]: Epoch (val) [325][1] loss_cls: 0.5172, loss_sal: 0.4256, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.9439, mAP: 0.7206, best_mAP: 0.9235 [2024-04-16 11:01:31 INFO]: Epoch [326][1/1] lr: 0.0005, eta: 0:01:33, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5224, loss_sal: 0.1024, loss_video_cal: 0.0108, loss_layer_cal: 0.0067, loss: 0.6423, scale: 32768.0000 [2024-04-16 11:01:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_326.pth... [2024-04-16 11:01:31 INFO]: Validating... [2024-04-16 11:01:31 INFO]: Epoch (val) [326][1] loss_cls: 0.5167, loss_sal: 0.4685, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.9863, mAP: 0.7206, best_mAP: 0.9235 [2024-04-16 11:01:31 INFO]: Epoch [327][1/1] lr: 0.0005, eta: 0:01:32, time: 0.045, data_time: 0.271, memory: 1195, loss_cls: 0.5247, loss_sal: 0.0823, loss_video_cal: 0.0064, loss_layer_cal: 0.0199, loss: 0.6333, scale: 32768.0000 [2024-04-16 11:01:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_327.pth... [2024-04-16 11:01:31 INFO]: Validating... [2024-04-16 11:01:31 INFO]: Epoch (val) [327][1] loss_cls: 0.5167, loss_sal: 0.5131, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.0309, mAP: 0.7206, best_mAP: 0.9235 [2024-04-16 11:01:32 INFO]: Epoch [328][1/1] lr: 0.0005, eta: 0:01:32, time: 0.044, data_time: 0.280, memory: 1195, loss_cls: 0.5208, loss_sal: 0.1131, loss_video_cal: 0.0295, loss_layer_cal: 0.0176, loss: 0.6810, scale: 32768.0000 [2024-04-16 11:01:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_328.pth... [2024-04-16 11:01:32 INFO]: Validating... [2024-04-16 11:01:32 INFO]: Epoch (val) [328][1] loss_cls: 0.5164, loss_sal: 0.5642, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.0817, mAP: 0.7206, best_mAP: 0.9235 [2024-04-16 11:01:32 INFO]: Epoch [329][1/1] lr: 0.0005, eta: 0:01:31, time: 0.044, data_time: 0.281, memory: 1195, loss_cls: 0.5194, loss_sal: 0.0144, loss_video_cal: 0.0058, loss_layer_cal: 0.0189, loss: 0.5585, scale: 32768.0000 [2024-04-16 11:01:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_329.pth... [2024-04-16 11:01:32 INFO]: Validating... [2024-04-16 11:01:32 INFO]: Epoch (val) [329][1] loss_cls: 0.5165, loss_sal: 0.6184, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.1360, mAP: 0.7206, best_mAP: 0.9235 [2024-04-16 11:01:33 INFO]: Epoch [330][1/1] lr: 0.0005, eta: 0:01:30, time: 0.045, data_time: 0.275, memory: 1195, loss_cls: 0.5192, loss_sal: 0.1831, loss_video_cal: 0.0053, loss_layer_cal: 0.0129, loss: 0.7205, scale: 32768.0000 [2024-04-16 11:01:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_330.pth... [2024-04-16 11:01:33 INFO]: Validating... [2024-04-16 11:01:33 INFO]: Epoch (val) [330][1] loss_cls: 0.5144, loss_sal: 0.5826, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.0980, mAP: 0.8482, best_mAP: 0.9235 [2024-04-16 11:01:33 INFO]: Epoch [331][1/1] lr: 0.0005, eta: 0:01:30, time: 0.044, data_time: 0.269, memory: 1195, loss_cls: 0.5185, loss_sal: 0.0839, loss_video_cal: 0.0154, loss_layer_cal: 0.0067, loss: 0.6245, scale: 32768.0000 [2024-04-16 11:01:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_331.pth... [2024-04-16 11:01:33 INFO]: Validating... [2024-04-16 11:01:33 INFO]: Epoch (val) [331][1] loss_cls: 0.5138, loss_sal: 0.5679, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.0827, mAP: 0.8989, best_mAP: 0.9235 [2024-04-16 11:01:34 INFO]: Epoch [332][1/1] lr: 0.0005, eta: 0:01:29, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5189, loss_sal: 0.0878, loss_video_cal: 0.0044, loss_layer_cal: 0.0087, loss: 0.6199, scale: 32768.0000 [2024-04-16 11:01:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_332.pth... [2024-04-16 11:01:34 INFO]: Validating... [2024-04-16 11:01:34 INFO]: Epoch (val) [332][1] loss_cls: 0.5134, loss_sal: 0.5739, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.0882, mAP: 0.9011, best_mAP: 0.9235 [2024-04-16 11:01:34 INFO]: Epoch [333][1/1] lr: 0.0005, eta: 0:01:29, time: 0.045, data_time: 0.274, memory: 1195, loss_cls: 0.5231, loss_sal: 0.1411, loss_video_cal: 0.0067, loss_layer_cal: 0.0084, loss: 0.6793, scale: 32768.0000 [2024-04-16 11:01:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_333.pth... [2024-04-16 11:01:34 INFO]: Validating... [2024-04-16 11:01:35 INFO]: Epoch (val) [333][1] loss_cls: 0.5134, loss_sal: 0.6476, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.1619, mAP: 0.9011, best_mAP: 0.9235 [2024-04-16 11:01:35 INFO]: Epoch [334][1/1] lr: 0.0005, eta: 0:01:28, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5254, loss_sal: 0.1001, loss_video_cal: 0.0127, loss_layer_cal: 0.0129, loss: 0.6512, scale: 32768.0000 [2024-04-16 11:01:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_334.pth... [2024-04-16 11:01:35 INFO]: Validating... [2024-04-16 11:01:35 INFO]: Epoch (val) [334][1] loss_cls: 0.5142, loss_sal: 0.7289, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.2440, mAP: 0.9011, best_mAP: 0.9235 [2024-04-16 11:01:35 INFO]: Epoch [335][1/1] lr: 0.0005, eta: 0:01:28, time: 0.045, data_time: 0.279, memory: 1195, loss_cls: 0.5197, loss_sal: 0.1508, loss_video_cal: 0.0346, loss_layer_cal: 0.0091, loss: 0.7141, scale: 32768.0000 [2024-04-16 11:01:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_335.pth... [2024-04-16 11:01:35 INFO]: Validating... [2024-04-16 11:01:36 INFO]: Epoch (val) [335][1] loss_cls: 0.5151, loss_sal: 0.8287, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.3448, mAP: 0.9011, best_mAP: 0.9235 [2024-04-16 11:01:36 INFO]: Epoch [336][1/1] lr: 0.0005, eta: 0:01:27, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.5266, loss_sal: 0.1372, loss_video_cal: 0.0209, loss_layer_cal: 0.0085, loss: 0.6932, scale: 32768.0000 [2024-04-16 11:01:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_336.pth... [2024-04-16 11:01:36 INFO]: Validating... [2024-04-16 11:01:36 INFO]: Epoch (val) [336][1] loss_cls: 0.5158, loss_sal: 0.9006, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.4174, mAP: 0.9011, best_mAP: 0.9235 [2024-04-16 11:01:36 INFO]: Epoch [337][1/1] lr: 0.0005, eta: 0:01:27, time: 0.045, data_time: 0.274, memory: 1195, loss_cls: 0.5261, loss_sal: 0.0315, loss_video_cal: 0.0048, loss_layer_cal: 0.0093, loss: 0.5717, scale: 32768.0000 [2024-04-16 11:01:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_337.pth... [2024-04-16 11:01:37 INFO]: Validating... [2024-04-16 11:01:37 INFO]: Epoch (val) [337][1] loss_cls: 0.5155, loss_sal: 0.9444, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.4610, mAP: 0.7865, best_mAP: 0.9235 [2024-04-16 11:01:37 INFO]: Epoch [338][1/1] lr: 0.0005, eta: 0:01:26, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5215, loss_sal: 0.1219, loss_video_cal: 0.0127, loss_layer_cal: 0.0058, loss: 0.6618, scale: 32768.0000 [2024-04-16 11:01:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_338.pth... [2024-04-16 11:01:37 INFO]: Validating... [2024-04-16 11:01:37 INFO]: Epoch (val) [338][1] loss_cls: 0.5170, loss_sal: 0.9873, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.5054, mAP: 0.7822, best_mAP: 0.9235 [2024-04-16 11:01:37 INFO]: Epoch [339][1/1] lr: 0.0005, eta: 0:01:26, time: 0.045, data_time: 0.270, memory: 1195, loss_cls: 0.5203, loss_sal: 0.0213, loss_video_cal: 0.0101, loss_layer_cal: 0.0175, loss: 0.5693, scale: 32768.0000 [2024-04-16 11:01:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_339.pth... [2024-04-16 11:01:38 INFO]: Validating... [2024-04-16 11:01:38 INFO]: Epoch (val) [339][1] loss_cls: 0.5200, loss_sal: 1.0264, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.5474, mAP: 0.7518, best_mAP: 0.9235 [2024-04-16 11:01:38 INFO]: Epoch [340][1/1] lr: 0.0005, eta: 0:01:25, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5203, loss_sal: 0.1459, loss_video_cal: 0.0071, loss_layer_cal: 0.0096, loss: 0.6829, scale: 32768.0000 [2024-04-16 11:01:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_340.pth... [2024-04-16 11:01:38 INFO]: Validating... [2024-04-16 11:01:38 INFO]: Epoch (val) [340][1] loss_cls: 0.5252, loss_sal: 1.0088, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.5350, mAP: 0.7822, best_mAP: 0.9235 [2024-04-16 11:01:39 INFO]: Epoch [341][1/1] lr: 0.0005, eta: 0:01:25, time: 0.045, data_time: 0.277, memory: 1195, loss_cls: 0.5272, loss_sal: 0.0978, loss_video_cal: 0.0077, loss_layer_cal: 0.0093, loss: 0.6420, scale: 32768.0000 [2024-04-16 11:01:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_341.pth... [2024-04-16 11:01:39 INFO]: Validating... [2024-04-16 11:01:39 INFO]: Epoch (val) [341][1] loss_cls: 0.5252, loss_sal: 1.0088, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.5350, mAP: 0.7822, best_mAP: 0.9235 [2024-04-16 11:01:39 INFO]: Epoch [342][1/1] lr: 0.0005, eta: 0:01:24, time: 0.045, data_time: 0.277, memory: 1195, loss_cls: 0.5245, loss_sal: 0.0802, loss_video_cal: 0.0071, loss_layer_cal: 0.0068, loss: 0.6186, scale: 16384.0000 [2024-04-16 11:01:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_342.pth... [2024-04-16 11:01:39 INFO]: Validating... [2024-04-16 11:01:39 INFO]: Epoch (val) [342][1] loss_cls: 0.5289, loss_sal: 0.9870, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.5170, mAP: 0.7915, best_mAP: 0.9235 [2024-04-16 11:01:40 INFO]: Epoch [343][1/1] lr: 0.0005, eta: 0:01:24, time: 0.045, data_time: 0.274, memory: 1195, loss_cls: 0.5290, loss_sal: 0.1151, loss_video_cal: 0.0131, loss_layer_cal: 0.0085, loss: 0.6657, scale: 16384.0000 [2024-04-16 11:01:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_343.pth... [2024-04-16 11:01:40 INFO]: Validating... [2024-04-16 11:01:40 INFO]: Epoch (val) [343][1] loss_cls: 0.5277, loss_sal: 0.9851, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.5138, mAP: 0.7915, best_mAP: 0.9235 [2024-04-16 11:01:40 INFO]: Epoch [344][1/1] lr: 0.0005, eta: 0:01:23, time: 0.044, data_time: 0.269, memory: 1195, loss_cls: 0.5237, loss_sal: 0.0978, loss_video_cal: 0.0096, loss_layer_cal: 0.0105, loss: 0.6417, scale: 16384.0000 [2024-04-16 11:01:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_344.pth... [2024-04-16 11:01:40 INFO]: Validating... [2024-04-16 11:01:40 INFO]: Epoch (val) [344][1] loss_cls: 0.5235, loss_sal: 1.0031, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.5276, mAP: 0.7404, best_mAP: 0.9235 [2024-04-16 11:01:41 INFO]: Epoch [345][1/1] lr: 0.0005, eta: 0:01:22, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5236, loss_sal: 0.1098, loss_video_cal: 0.0079, loss_layer_cal: 0.0064, loss: 0.6477, scale: 16384.0000 [2024-04-16 11:01:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_345.pth... [2024-04-16 11:01:41 INFO]: Validating... [2024-04-16 11:01:41 INFO]: Epoch (val) [345][1] loss_cls: 0.5203, loss_sal: 0.9922, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.5136, mAP: 0.6185, best_mAP: 0.9235 [2024-04-16 11:01:41 INFO]: Epoch [346][1/1] lr: 0.0005, eta: 0:01:22, time: 0.045, data_time: 0.268, memory: 1195, loss_cls: 0.5200, loss_sal: 0.1620, loss_video_cal: 0.0092, loss_layer_cal: 0.0063, loss: 0.6974, scale: 16384.0000 [2024-04-16 11:01:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_346.pth... [2024-04-16 11:01:41 INFO]: Validating... [2024-04-16 11:01:41 INFO]: Epoch (val) [346][1] loss_cls: 0.5206, loss_sal: 0.8955, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.4173, mAP: 0.6185, best_mAP: 0.9235 [2024-04-16 11:01:42 INFO]: Epoch [347][1/1] lr: 0.0005, eta: 0:01:21, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.5204, loss_sal: 0.1607, loss_video_cal: 0.0114, loss_layer_cal: 0.0084, loss: 0.7009, scale: 16384.0000 [2024-04-16 11:01:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_347.pth... [2024-04-16 11:01:42 INFO]: Validating... [2024-04-16 11:01:42 INFO]: Epoch (val) [347][1] loss_cls: 0.5220, loss_sal: 0.7182, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.2413, mAP: 0.6185, best_mAP: 0.9235 [2024-04-16 11:01:42 INFO]: Epoch [348][1/1] lr: 0.0005, eta: 0:01:21, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5264, loss_sal: 0.1008, loss_video_cal: 0.0038, loss_layer_cal: 0.0113, loss: 0.6423, scale: 16384.0000 [2024-04-16 11:01:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_348.pth... [2024-04-16 11:01:42 INFO]: Validating... [2024-04-16 11:01:42 INFO]: Epoch (val) [348][1] loss_cls: 0.5223, loss_sal: 0.5498, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.0732, mAP: 0.6185, best_mAP: 0.9235 [2024-04-16 11:01:43 INFO]: Epoch [349][1/1] lr: 0.0005, eta: 0:01:20, time: 0.044, data_time: 0.275, memory: 1195, loss_cls: 0.5243, loss_sal: 0.0992, loss_video_cal: 0.0064, loss_layer_cal: 0.0100, loss: 0.6399, scale: 16384.0000 [2024-04-16 11:01:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_349.pth... [2024-04-16 11:01:43 INFO]: Validating... [2024-04-16 11:01:43 INFO]: Epoch (val) [349][1] loss_cls: 0.5220, loss_sal: 0.4506, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.9737, mAP: 0.6185, best_mAP: 0.9235 [2024-04-16 11:01:43 INFO]: Epoch [350][1/1] lr: 0.0005, eta: 0:01:20, time: 0.045, data_time: 0.273, memory: 1195, loss_cls: 0.5259, loss_sal: 0.1387, loss_video_cal: 0.0140, loss_layer_cal: 0.0074, loss: 0.6860, scale: 16384.0000 [2024-04-16 11:01:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_350.pth... [2024-04-16 11:01:43 INFO]: Validating... [2024-04-16 11:01:44 INFO]: Epoch (val) [350][1] loss_cls: 0.5215, loss_sal: 0.4214, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.9440, mAP: 0.6185, best_mAP: 0.9235 [2024-04-16 11:01:44 INFO]: Epoch [351][1/1] lr: 0.0005, eta: 0:01:19, time: 0.043, data_time: 0.271, memory: 1195, loss_cls: 0.5214, loss_sal: 0.2444, loss_video_cal: 0.0101, loss_layer_cal: 0.0064, loss: 0.7823, scale: 16384.0000 [2024-04-16 11:01:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_351.pth... [2024-04-16 11:01:44 INFO]: Validating... [2024-04-16 11:01:44 INFO]: Epoch (val) [351][1] loss_cls: 0.5223, loss_sal: 0.4306, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.9540, mAP: 0.5993, best_mAP: 0.9235 [2024-04-16 11:01:44 INFO]: Epoch [352][1/1] lr: 0.0005, eta: 0:01:19, time: 0.043, data_time: 0.272, memory: 1195, loss_cls: 0.5219, loss_sal: 0.1076, loss_video_cal: 0.0099, loss_layer_cal: 0.0089, loss: 0.6483, scale: 16384.0000 [2024-04-16 11:01:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_352.pth... [2024-04-16 11:01:44 INFO]: Validating... [2024-04-16 11:01:45 INFO]: Epoch (val) [352][1] loss_cls: 0.5244, loss_sal: 0.4803, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.0058, mAP: 0.6849, best_mAP: 0.9235 [2024-04-16 11:01:45 INFO]: Epoch [353][1/1] lr: 0.0005, eta: 0:01:18, time: 0.043, data_time: 0.269, memory: 1195, loss_cls: 0.5225, loss_sal: 0.1303, loss_video_cal: 0.0147, loss_layer_cal: 0.0071, loss: 0.6746, scale: 16384.0000 [2024-04-16 11:01:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_353.pth... [2024-04-16 11:01:45 INFO]: Validating... [2024-04-16 11:01:45 INFO]: Epoch (val) [353][1] loss_cls: 0.5294, loss_sal: 0.5502, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.0806, mAP: 0.7269, best_mAP: 0.9235 [2024-04-16 11:01:45 INFO]: Epoch [354][1/1] lr: 0.0005, eta: 0:01:18, time: 0.044, data_time: 0.271, memory: 1195, loss_cls: 0.5261, loss_sal: 0.2731, loss_video_cal: 0.0250, loss_layer_cal: 0.0114, loss: 0.8357, scale: 16384.0000 [2024-04-16 11:01:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_354.pth... [2024-04-16 11:01:46 INFO]: Validating... [2024-04-16 11:01:46 INFO]: Epoch (val) [354][1] loss_cls: 0.5328, loss_sal: 0.5680, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.1017, mAP: 0.7576, best_mAP: 0.9235 [2024-04-16 11:01:46 INFO]: Epoch [355][1/1] lr: 0.0005, eta: 0:01:17, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.5233, loss_sal: 0.1297, loss_video_cal: 0.0080, loss_layer_cal: 0.0078, loss: 0.6687, scale: 16384.0000 [2024-04-16 11:01:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_355.pth... [2024-04-16 11:01:46 INFO]: Validating... [2024-04-16 11:01:46 INFO]: Epoch (val) [355][1] loss_cls: 0.5322, loss_sal: 0.5796, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.1127, mAP: 0.6274, best_mAP: 0.9235 [2024-04-16 11:01:46 INFO]: Epoch [356][1/1] lr: 0.0005, eta: 0:01:17, time: 0.044, data_time: 0.275, memory: 1195, loss_cls: 0.5228, loss_sal: 0.0576, loss_video_cal: 0.0076, loss_layer_cal: 0.0064, loss: 0.5943, scale: 16384.0000 [2024-04-16 11:01:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_356.pth... [2024-04-16 11:01:47 INFO]: Validating... [2024-04-16 11:01:47 INFO]: Epoch (val) [356][1] loss_cls: 0.5276, loss_sal: 0.5950, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.1236, mAP: 0.6038, best_mAP: 0.9235 [2024-04-16 11:01:47 INFO]: Epoch [357][1/1] lr: 0.0005, eta: 0:01:16, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5164, loss_sal: 0.1488, loss_video_cal: 0.0109, loss_layer_cal: 0.0093, loss: 0.6854, scale: 16384.0000 [2024-04-16 11:01:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_357.pth... [2024-04-16 11:01:47 INFO]: Validating... [2024-04-16 11:01:47 INFO]: Epoch (val) [357][1] loss_cls: 0.5221, loss_sal: 0.6407, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.1637, mAP: 0.6017, best_mAP: 0.9235 [2024-04-16 11:01:48 INFO]: Epoch [358][1/1] lr: 0.0005, eta: 0:01:15, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.5184, loss_sal: 0.1705, loss_video_cal: 0.0150, loss_layer_cal: 0.0060, loss: 0.7099, scale: 16384.0000 [2024-04-16 11:01:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_358.pth... [2024-04-16 11:01:48 INFO]: Validating... [2024-04-16 11:01:48 INFO]: Epoch (val) [358][1] loss_cls: 0.5203, loss_sal: 0.6713, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.1926, mAP: 0.6212, best_mAP: 0.9235 [2024-04-16 11:01:48 INFO]: Epoch [359][1/1] lr: 0.0005, eta: 0:01:15, time: 0.045, data_time: 0.270, memory: 1195, loss_cls: 0.5208, loss_sal: 0.1625, loss_video_cal: 0.0214, loss_layer_cal: 0.0089, loss: 0.7137, scale: 16384.0000 [2024-04-16 11:01:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_359.pth... [2024-04-16 11:01:48 INFO]: Validating... [2024-04-16 11:01:48 INFO]: Epoch (val) [359][1] loss_cls: 0.5198, loss_sal: 0.6889, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.2096, mAP: 0.8344, best_mAP: 0.9235 [2024-04-16 11:01:49 INFO]: Epoch [360][1/1] lr: 0.0005, eta: 0:01:14, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.5177, loss_sal: 0.1234, loss_video_cal: 0.0074, loss_layer_cal: 0.0062, loss: 0.6546, scale: 16384.0000 [2024-04-16 11:01:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_360.pth... [2024-04-16 11:01:49 INFO]: Validating... [2024-04-16 11:01:49 INFO]: Epoch (val) [360][1] loss_cls: 0.5204, loss_sal: 0.6911, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.2124, mAP: 0.8380, best_mAP: 0.9235 [2024-04-16 11:01:49 INFO]: Epoch [361][1/1] lr: 0.0005, eta: 0:01:14, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5201, loss_sal: 0.0911, loss_video_cal: 0.0145, loss_layer_cal: 0.0081, loss: 0.6337, scale: 16384.0000 [2024-04-16 11:01:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_361.pth... [2024-04-16 11:01:49 INFO]: Validating... [2024-04-16 11:01:49 INFO]: Epoch (val) [361][1] loss_cls: 0.5210, loss_sal: 0.6986, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.2205, mAP: 0.8380, best_mAP: 0.9235 [2024-04-16 11:01:50 INFO]: Epoch [362][1/1] lr: 0.0005, eta: 0:01:13, time: 0.044, data_time: 0.271, memory: 1195, loss_cls: 0.5264, loss_sal: 0.0883, loss_video_cal: 0.0094, loss_layer_cal: 0.0140, loss: 0.6381, scale: 16384.0000 [2024-04-16 11:01:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_362.pth... [2024-04-16 11:01:50 INFO]: Validating... [2024-04-16 11:01:50 INFO]: Epoch (val) [362][1] loss_cls: 0.5212, loss_sal: 0.6903, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.2123, mAP: 0.8380, best_mAP: 0.9235 [2024-04-16 11:01:50 INFO]: Epoch [363][1/1] lr: 0.0005, eta: 0:01:13, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5267, loss_sal: 0.0704, loss_video_cal: 0.0051, loss_layer_cal: 0.0105, loss: 0.6127, scale: 16384.0000 [2024-04-16 11:01:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_363.pth... [2024-04-16 11:01:50 INFO]: Validating... [2024-04-16 11:01:50 INFO]: Epoch (val) [363][1] loss_cls: 0.5227, loss_sal: 0.6815, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.2051, mAP: 0.8616, best_mAP: 0.9235 [2024-04-16 11:01:51 INFO]: Epoch [364][1/1] lr: 0.0005, eta: 0:01:12, time: 0.044, data_time: 0.267, memory: 1195, loss_cls: 0.5185, loss_sal: 0.0530, loss_video_cal: 0.0084, loss_layer_cal: 0.0081, loss: 0.5880, scale: 16384.0000 [2024-04-16 11:01:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_364.pth... [2024-04-16 11:01:51 INFO]: Validating... [2024-04-16 11:01:51 INFO]: Epoch (val) [364][1] loss_cls: 0.5249, loss_sal: 0.6967, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.2225, mAP: 0.8337, best_mAP: 0.9235 [2024-04-16 11:01:51 INFO]: Epoch [365][1/1] lr: 0.0005, eta: 0:01:12, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5300, loss_sal: 0.1358, loss_video_cal: 0.0083, loss_layer_cal: 0.0080, loss: 0.6822, scale: 16384.0000 [2024-04-16 11:01:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_365.pth... [2024-04-16 11:01:51 INFO]: Validating... [2024-04-16 11:01:51 INFO]: Epoch (val) [365][1] loss_cls: 0.5249, loss_sal: 0.7262, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.2520, mAP: 0.8219, best_mAP: 0.9235 [2024-04-16 11:01:52 INFO]: Epoch [366][1/1] lr: 0.0005, eta: 0:01:11, time: 0.044, data_time: 0.269, memory: 1195, loss_cls: 0.5193, loss_sal: 0.0197, loss_video_cal: 0.0055, loss_layer_cal: 0.0078, loss: 0.5523, scale: 16384.0000 [2024-04-16 11:01:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_366.pth... [2024-04-16 11:01:52 INFO]: Validating... [2024-04-16 11:01:52 INFO]: Epoch (val) [366][1] loss_cls: 0.5245, loss_sal: 0.7597, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.2851, mAP: 0.8219, best_mAP: 0.9235 [2024-04-16 11:01:52 INFO]: Epoch [367][1/1] lr: 0.0005, eta: 0:01:11, time: 0.045, data_time: 0.276, memory: 1195, loss_cls: 0.5267, loss_sal: 0.1051, loss_video_cal: 0.0085, loss_layer_cal: 0.0084, loss: 0.6488, scale: 16384.0000 [2024-04-16 11:01:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_367.pth... [2024-04-16 11:01:52 INFO]: Validating... [2024-04-16 11:01:53 INFO]: Epoch (val) [367][1] loss_cls: 0.5229, loss_sal: 0.8080, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.3318, mAP: 0.7560, best_mAP: 0.9235 [2024-04-16 11:01:53 INFO]: Epoch [368][1/1] lr: 0.0005, eta: 0:01:10, time: 0.043, data_time: 0.271, memory: 1195, loss_cls: 0.5239, loss_sal: 0.0988, loss_video_cal: 0.0134, loss_layer_cal: 0.0050, loss: 0.6411, scale: 16384.0000 [2024-04-16 11:01:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_368.pth... [2024-04-16 11:01:53 INFO]: Validating... [2024-04-16 11:01:53 INFO]: Epoch (val) [368][1] loss_cls: 0.5222, loss_sal: 0.8351, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.3582, mAP: 0.7192, best_mAP: 0.9235 [2024-04-16 11:01:53 INFO]: Epoch [369][1/1] lr: 0.0005, eta: 0:01:10, time: 0.043, data_time: 0.272, memory: 1195, loss_cls: 0.5179, loss_sal: 0.0213, loss_video_cal: 0.0111, loss_layer_cal: 0.0094, loss: 0.5597, scale: 16384.0000 [2024-04-16 11:01:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_369.pth... [2024-04-16 11:01:53 INFO]: Validating... [2024-04-16 11:01:54 INFO]: Epoch (val) [369][1] loss_cls: 0.5232, loss_sal: 0.8811, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.4051, mAP: 0.7007, best_mAP: 0.9235 [2024-04-16 11:01:54 INFO]: Epoch [370][1/1] lr: 0.0005, eta: 0:01:09, time: 0.044, data_time: 0.269, memory: 1195, loss_cls: 0.5163, loss_sal: 0.0775, loss_video_cal: 0.0081, loss_layer_cal: 0.0096, loss: 0.6115, scale: 16384.0000 [2024-04-16 11:01:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_370.pth... [2024-04-16 11:01:54 INFO]: Validating... [2024-04-16 11:01:54 INFO]: Epoch (val) [370][1] loss_cls: 0.5260, loss_sal: 0.9416, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.4684, mAP: 0.6886, best_mAP: 0.9235 [2024-04-16 11:01:54 INFO]: Epoch [371][1/1] lr: 0.0005, eta: 0:01:08, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5193, loss_sal: 0.1885, loss_video_cal: 0.0154, loss_layer_cal: 0.0103, loss: 0.7335, scale: 16384.0000 [2024-04-16 11:01:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_371.pth... [2024-04-16 11:01:55 INFO]: Validating... [2024-04-16 11:01:55 INFO]: Epoch (val) [371][1] loss_cls: 0.5257, loss_sal: 0.9630, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.4895, mAP: 0.6984, best_mAP: 0.9235 [2024-04-16 11:01:55 INFO]: Epoch [372][1/1] lr: 0.0005, eta: 0:01:08, time: 0.044, data_time: 0.269, memory: 1195, loss_cls: 0.5196, loss_sal: 0.0790, loss_video_cal: 0.0183, loss_layer_cal: 0.0095, loss: 0.6265, scale: 16384.0000 [2024-04-16 11:01:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_372.pth... [2024-04-16 11:01:55 INFO]: Validating... [2024-04-16 11:01:55 INFO]: Epoch (val) [372][1] loss_cls: 0.5233, loss_sal: 0.9451, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.4691, mAP: 0.6949, best_mAP: 0.9235 [2024-04-16 11:01:55 INFO]: Epoch [373][1/1] lr: 0.0005, eta: 0:01:07, time: 0.045, data_time: 0.273, memory: 1195, loss_cls: 0.5173, loss_sal: 0.0846, loss_video_cal: 0.0090, loss_layer_cal: 0.0062, loss: 0.6172, scale: 16384.0000 [2024-04-16 11:01:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_373.pth... [2024-04-16 11:01:56 INFO]: Validating... [2024-04-16 11:01:56 INFO]: Epoch (val) [373][1] loss_cls: 0.5215, loss_sal: 0.9236, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.4458, mAP: 0.6949, best_mAP: 0.9235 [2024-04-16 11:01:56 INFO]: Epoch [374][1/1] lr: 0.0005, eta: 0:01:07, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5199, loss_sal: 0.1543, loss_video_cal: 0.0038, loss_layer_cal: 0.0092, loss: 0.6872, scale: 16384.0000 [2024-04-16 11:01:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_374.pth... [2024-04-16 11:01:56 INFO]: Validating... [2024-04-16 11:01:56 INFO]: Epoch (val) [374][1] loss_cls: 0.5199, loss_sal: 0.9039, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.4245, mAP: 0.6949, best_mAP: 0.9235 [2024-04-16 11:01:57 INFO]: Epoch [375][1/1] lr: 0.0005, eta: 0:01:06, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5173, loss_sal: 0.1544, loss_video_cal: 0.0137, loss_layer_cal: 0.0105, loss: 0.6959, scale: 16384.0000 [2024-04-16 11:01:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_375.pth... [2024-04-16 11:01:57 INFO]: Validating... [2024-04-16 11:01:57 INFO]: Epoch (val) [375][1] loss_cls: 0.5189, loss_sal: 0.8374, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.3570, mAP: 0.7313, best_mAP: 0.9235 [2024-04-16 11:01:57 INFO]: Epoch [376][1/1] lr: 0.0005, eta: 0:01:06, time: 0.045, data_time: 0.273, memory: 1195, loss_cls: 0.5194, loss_sal: 0.2048, loss_video_cal: 0.0063, loss_layer_cal: 0.0080, loss: 0.7385, scale: 16384.0000 [2024-04-16 11:01:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_376.pth... [2024-04-16 11:01:57 INFO]: Validating... [2024-04-16 11:01:57 INFO]: Epoch (val) [376][1] loss_cls: 0.5202, loss_sal: 0.7785, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.2994, mAP: 0.8091, best_mAP: 0.9235 [2024-04-16 11:01:58 INFO]: Epoch [377][1/1] lr: 0.0005, eta: 0:01:05, time: 0.043, data_time: 0.271, memory: 1195, loss_cls: 0.5368, loss_sal: 0.0898, loss_video_cal: 0.0050, loss_layer_cal: 0.0084, loss: 0.6401, scale: 16384.0000 [2024-04-16 11:01:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_377.pth... [2024-04-16 11:01:58 INFO]: Validating... [2024-04-16 11:01:58 INFO]: Epoch (val) [377][1] loss_cls: 0.5224, loss_sal: 0.7298, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.2529, mAP: 0.8091, best_mAP: 0.9235 [2024-04-16 11:01:58 INFO]: Epoch [378][1/1] lr: 0.0005, eta: 0:01:05, time: 0.043, data_time: 0.271, memory: 1195, loss_cls: 0.5372, loss_sal: 0.1681, loss_video_cal: 0.0148, loss_layer_cal: 0.0090, loss: 0.7291, scale: 16384.0000 [2024-04-16 11:01:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_378.pth... [2024-04-16 11:01:58 INFO]: Validating... [2024-04-16 11:01:58 INFO]: Epoch (val) [378][1] loss_cls: 0.5234, loss_sal: 0.6850, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2090, mAP: 0.8091, best_mAP: 0.9235 [2024-04-16 11:01:59 INFO]: Epoch [379][1/1] lr: 0.0005, eta: 0:01:04, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5210, loss_sal: 0.0692, loss_video_cal: 0.0052, loss_layer_cal: 0.0100, loss: 0.6053, scale: 16384.0000 [2024-04-16 11:01:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_379.pth... [2024-04-16 11:01:59 INFO]: Validating... [2024-04-16 11:01:59 INFO]: Epoch (val) [379][1] loss_cls: 0.5227, loss_sal: 0.6678, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.1911, mAP: 0.8091, best_mAP: 0.9235 [2024-04-16 11:01:59 INFO]: Epoch [380][1/1] lr: 0.0005, eta: 0:01:04, time: 0.043, data_time: 0.276, memory: 1195, loss_cls: 0.5442, loss_sal: 0.1321, loss_video_cal: 0.0126, loss_layer_cal: 0.0104, loss: 0.6992, scale: 16384.0000 [2024-04-16 11:01:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_380.pth... [2024-04-16 11:01:59 INFO]: Validating... [2024-04-16 11:01:59 INFO]: Epoch (val) [380][1] loss_cls: 0.5212, loss_sal: 0.6388, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.1606, mAP: 0.7521, best_mAP: 0.9235 [2024-04-16 11:02:00 INFO]: Epoch [381][1/1] lr: 0.0005, eta: 0:01:03, time: 0.044, data_time: 0.277, memory: 1195, loss_cls: 0.5406, loss_sal: 0.1614, loss_video_cal: 0.0084, loss_layer_cal: 0.0087, loss: 0.7191, scale: 16384.0000 [2024-04-16 11:02:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_381.pth... [2024-04-16 11:02:00 INFO]: Validating... [2024-04-16 11:02:00 INFO]: Epoch (val) [381][1] loss_cls: 0.5186, loss_sal: 0.6513, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.1705, mAP: 0.7470, best_mAP: 0.9235 [2024-04-16 11:02:00 INFO]: Epoch [382][1/1] lr: 0.0005, eta: 0:01:03, time: 0.044, data_time: 0.275, memory: 1195, loss_cls: 0.5266, loss_sal: 0.1076, loss_video_cal: 0.0043, loss_layer_cal: 0.0100, loss: 0.6485, scale: 16384.0000 [2024-04-16 11:02:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_382.pth... [2024-04-16 11:02:00 INFO]: Validating... [2024-04-16 11:02:00 INFO]: Epoch (val) [382][1] loss_cls: 0.5180, loss_sal: 0.6919, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2105, mAP: 0.7422, best_mAP: 0.9235 [2024-04-16 11:02:01 INFO]: Epoch [383][1/1] lr: 0.0005, eta: 0:01:02, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5184, loss_sal: 0.1441, loss_video_cal: 0.0052, loss_layer_cal: 0.0075, loss: 0.6752, scale: 16384.0000 [2024-04-16 11:02:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_383.pth... [2024-04-16 11:02:01 INFO]: Validating... [2024-04-16 11:02:01 INFO]: Epoch (val) [383][1] loss_cls: 0.5189, loss_sal: 0.7292, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2487, mAP: 0.7422, best_mAP: 0.9235 [2024-04-16 11:02:01 INFO]: Epoch [384][1/1] lr: 0.0005, eta: 0:01:01, time: 0.044, data_time: 0.271, memory: 1195, loss_cls: 0.5240, loss_sal: 0.1150, loss_video_cal: 0.0124, loss_layer_cal: 0.0068, loss: 0.6582, scale: 16384.0000 [2024-04-16 11:02:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_384.pth... [2024-04-16 11:02:01 INFO]: Validating... [2024-04-16 11:02:02 INFO]: Epoch (val) [384][1] loss_cls: 0.5211, loss_sal: 0.7677, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2894, mAP: 0.7157, best_mAP: 0.9235 [2024-04-16 11:02:02 INFO]: Epoch [385][1/1] lr: 0.0005, eta: 0:01:01, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5272, loss_sal: 0.2281, loss_video_cal: 0.0136, loss_layer_cal: 0.0118, loss: 0.7807, scale: 16384.0000 [2024-04-16 11:02:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_385.pth... [2024-04-16 11:02:02 INFO]: Validating... [2024-04-16 11:02:02 INFO]: Epoch (val) [385][1] loss_cls: 0.5242, loss_sal: 0.7101, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2349, mAP: 0.7426, best_mAP: 0.9235 [2024-04-16 11:02:02 INFO]: Epoch [386][1/1] lr: 0.0005, eta: 0:01:00, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5254, loss_sal: 0.0690, loss_video_cal: 0.0088, loss_layer_cal: 0.0058, loss: 0.6091, scale: 16384.0000 [2024-04-16 11:02:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_386.pth... [2024-04-16 11:02:02 INFO]: Validating... [2024-04-16 11:02:03 INFO]: Epoch (val) [386][1] loss_cls: 0.5286, loss_sal: 0.6568, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1861, mAP: 0.6240, best_mAP: 0.9235 [2024-04-16 11:02:03 INFO]: Epoch [387][1/1] lr: 0.0005, eta: 0:01:00, time: 0.044, data_time: 0.271, memory: 1195, loss_cls: 0.5273, loss_sal: 0.2723, loss_video_cal: 0.0237, loss_layer_cal: 0.0106, loss: 0.8339, scale: 16384.0000 [2024-04-16 11:02:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_387.pth... [2024-04-16 11:02:03 INFO]: Validating... [2024-04-16 11:02:03 INFO]: Epoch (val) [387][1] loss_cls: 0.5348, loss_sal: 0.6184, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1539, mAP: 0.6126, best_mAP: 0.9235 [2024-04-16 11:02:04 INFO]: Epoch [388][1/1] lr: 0.0005, eta: 0:00:59, time: 0.044, data_time: 0.271, memory: 1195, loss_cls: 0.5237, loss_sal: 0.0777, loss_video_cal: 0.0086, loss_layer_cal: 0.0081, loss: 0.6182, scale: 16384.0000 [2024-04-16 11:02:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_388.pth... [2024-04-16 11:02:04 INFO]: Validating... [2024-04-16 11:02:04 INFO]: Epoch (val) [388][1] loss_cls: 0.5418, loss_sal: 0.5893, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1317, mAP: 0.6126, best_mAP: 0.9235 [2024-04-16 11:02:04 INFO]: Epoch [389][1/1] lr: 0.0005, eta: 0:00:59, time: 0.045, data_time: 0.273, memory: 1195, loss_cls: 0.5295, loss_sal: 0.1697, loss_video_cal: 0.0104, loss_layer_cal: 0.0074, loss: 0.7171, scale: 16384.0000 [2024-04-16 11:02:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_389.pth... [2024-04-16 11:02:04 INFO]: Validating... [2024-04-16 11:02:04 INFO]: Epoch (val) [389][1] loss_cls: 0.5492, loss_sal: 0.5109, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0607, mAP: 0.6070, best_mAP: 0.9235 [2024-04-16 11:02:05 INFO]: Epoch [390][1/1] lr: 0.0005, eta: 0:00:58, time: 0.045, data_time: 0.275, memory: 1195, loss_cls: 0.5322, loss_sal: 0.1029, loss_video_cal: 0.0065, loss_layer_cal: 0.0098, loss: 0.6514, scale: 16384.0000 [2024-04-16 11:02:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_390.pth... [2024-04-16 11:02:05 INFO]: Validating... [2024-04-16 11:02:05 INFO]: Epoch (val) [390][1] loss_cls: 0.5524, loss_sal: 0.4526, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0058, mAP: 0.6185, best_mAP: 0.9235 [2024-04-16 11:02:05 INFO]: Epoch [391][1/1] lr: 0.0005, eta: 0:00:58, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.5444, loss_sal: 0.1852, loss_video_cal: 0.0099, loss_layer_cal: 0.0118, loss: 0.7514, scale: 16384.0000 [2024-04-16 11:02:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_391.pth... [2024-04-16 11:02:05 INFO]: Validating... [2024-04-16 11:02:05 INFO]: Epoch (val) [391][1] loss_cls: 0.5500, loss_sal: 0.4038, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9545, mAP: 0.6810, best_mAP: 0.9235 [2024-04-16 11:02:06 INFO]: Epoch [392][1/1] lr: 0.0005, eta: 0:00:57, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.5387, loss_sal: 0.1481, loss_video_cal: 0.0045, loss_layer_cal: 0.0077, loss: 0.6989, scale: 16384.0000 [2024-04-16 11:02:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_392.pth... [2024-04-16 11:02:06 INFO]: Validating... [2024-04-16 11:02:06 INFO]: Epoch (val) [392][1] loss_cls: 0.5421, loss_sal: 0.4000, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9428, mAP: 0.6070, best_mAP: 0.9235 [2024-04-16 11:02:06 INFO]: Epoch [393][1/1] lr: 0.0005, eta: 0:00:57, time: 0.043, data_time: 0.269, memory: 1195, loss_cls: 0.5301, loss_sal: 0.0866, loss_video_cal: 0.0086, loss_layer_cal: 0.0065, loss: 0.6319, scale: 16384.0000 [2024-04-16 11:02:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_393.pth... [2024-04-16 11:02:06 INFO]: Validating... [2024-04-16 11:02:06 INFO]: Epoch (val) [393][1] loss_cls: 0.5331, loss_sal: 0.4121, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9461, mAP: 0.5864, best_mAP: 0.9235 [2024-04-16 11:02:07 INFO]: Epoch [394][1/1] lr: 0.0005, eta: 0:00:56, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5277, loss_sal: 0.1391, loss_video_cal: 0.0180, loss_layer_cal: 0.0067, loss: 0.6916, scale: 16384.0000 [2024-04-16 11:02:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_394.pth... [2024-04-16 11:02:07 INFO]: Validating... [2024-04-16 11:02:07 INFO]: Epoch (val) [394][1] loss_cls: 0.5275, loss_sal: 0.4183, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9466, mAP: 0.5864, best_mAP: 0.9235 [2024-04-16 11:02:07 INFO]: Epoch [395][1/1] lr: 0.0005, eta: 0:00:56, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5258, loss_sal: 0.0866, loss_video_cal: 0.0080, loss_layer_cal: 0.0059, loss: 0.6262, scale: 16384.0000 [2024-04-16 11:02:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_395.pth... [2024-04-16 11:02:07 INFO]: Validating... [2024-04-16 11:02:07 INFO]: Epoch (val) [395][1] loss_cls: 0.5261, loss_sal: 0.3993, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.9263, mAP: 0.7239, best_mAP: 0.9235 [2024-04-16 11:02:08 INFO]: Epoch [396][1/1] lr: 0.0005, eta: 0:00:55, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5219, loss_sal: 0.0817, loss_video_cal: 0.0070, loss_layer_cal: 0.0086, loss: 0.6192, scale: 16384.0000 [2024-04-16 11:02:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_396.pth... [2024-04-16 11:02:08 INFO]: Validating... [2024-04-16 11:02:08 INFO]: Epoch (val) [396][1] loss_cls: 0.5276, loss_sal: 0.3736, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.9023, mAP: 0.7556, best_mAP: 0.9235 [2024-04-16 11:02:08 INFO]: Epoch [397][1/1] lr: 0.0005, eta: 0:00:55, time: 0.043, data_time: 0.270, memory: 1195, loss_cls: 0.5273, loss_sal: 0.1040, loss_video_cal: 0.0050, loss_layer_cal: 0.0045, loss: 0.6409, scale: 16384.0000 [2024-04-16 11:02:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_397.pth... [2024-04-16 11:02:08 INFO]: Validating... [2024-04-16 11:02:08 INFO]: Epoch (val) [397][1] loss_cls: 0.5300, loss_sal: 0.3533, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.8845, mAP: 0.7556, best_mAP: 0.9235 [2024-04-16 11:02:09 INFO]: Epoch [398][1/1] lr: 0.0005, eta: 0:00:54, time: 0.045, data_time: 0.267, memory: 1195, loss_cls: 0.5281, loss_sal: 0.1761, loss_video_cal: 0.0269, loss_layer_cal: 0.0101, loss: 0.7411, scale: 16384.0000 [2024-04-16 11:02:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_398.pth... [2024-04-16 11:02:09 INFO]: Validating... [2024-04-16 11:02:09 INFO]: Epoch (val) [398][1] loss_cls: 0.5315, loss_sal: 0.3480, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 0.8808, mAP: 0.7556, best_mAP: 0.9235 [2024-04-16 11:02:09 INFO]: Epoch [399][1/1] lr: 0.0005, eta: 0:00:53, time: 0.044, data_time: 0.269, memory: 1195, loss_cls: 0.5315, loss_sal: 0.0763, loss_video_cal: 0.0065, loss_layer_cal: 0.0126, loss: 0.6269, scale: 16384.0000 [2024-04-16 11:02:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_399.pth... [2024-04-16 11:02:09 INFO]: Validating... [2024-04-16 11:02:10 INFO]: Epoch (val) [399][1] loss_cls: 0.5311, loss_sal: 0.3598, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 0.8924, mAP: 0.7936, best_mAP: 0.9235 [2024-04-16 11:02:10 INFO]: Epoch [400][1/1] lr: 0.0005, eta: 0:00:53, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5350, loss_sal: 0.0953, loss_video_cal: 0.0055, loss_layer_cal: 0.0067, loss: 0.6425, scale: 16384.0000 [2024-04-16 11:02:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_400.pth... [2024-04-16 11:02:10 INFO]: Validating... [2024-04-16 11:02:10 INFO]: Epoch (val) [400][1] loss_cls: 0.5285, loss_sal: 0.3845, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 0.9147, mAP: 0.8358, best_mAP: 0.9235 [2024-04-16 11:02:10 INFO]: Epoch [401][1/1] lr: 0.0005, eta: 0:00:52, time: 0.045, data_time: 0.271, memory: 1195, loss_cls: 0.5252, loss_sal: 0.1189, loss_video_cal: 0.0072, loss_layer_cal: 0.0058, loss: 0.6570, scale: 16384.0000 [2024-04-16 11:02:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_401.pth... [2024-04-16 11:02:10 INFO]: Validating... [2024-04-16 11:02:11 INFO]: Epoch (val) [401][1] loss_cls: 0.5265, loss_sal: 0.4233, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 0.9518, mAP: 0.8358, best_mAP: 0.9235 [2024-04-16 11:02:11 INFO]: Epoch [402][1/1] lr: 0.0005, eta: 0:00:52, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5188, loss_sal: 0.1052, loss_video_cal: 0.0196, loss_layer_cal: 0.0104, loss: 0.6539, scale: 16384.0000 [2024-04-16 11:02:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_402.pth... [2024-04-16 11:02:11 INFO]: Validating... [2024-04-16 11:02:11 INFO]: Epoch (val) [402][1] loss_cls: 0.5263, loss_sal: 0.4968, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 1.0252, mAP: 0.8358, best_mAP: 0.9235 [2024-04-16 11:02:11 INFO]: Epoch [403][1/1] lr: 0.0005, eta: 0:00:51, time: 0.044, data_time: 0.271, memory: 1195, loss_cls: 0.5220, loss_sal: 0.0531, loss_video_cal: 0.0041, loss_layer_cal: 0.0102, loss: 0.5894, scale: 16384.0000 [2024-04-16 11:02:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_403.pth... [2024-04-16 11:02:11 INFO]: Validating... [2024-04-16 11:02:12 INFO]: Epoch (val) [403][1] loss_cls: 0.5265, loss_sal: 0.5820, loss_video_cal: 0.0000, loss_layer_cal: 0.0022, loss: 1.1108, mAP: 0.8358, best_mAP: 0.9235 [2024-04-16 11:02:12 INFO]: Epoch [404][1/1] lr: 0.0005, eta: 0:00:51, time: 0.044, data_time: 0.268, memory: 1195, loss_cls: 0.5225, loss_sal: 0.1631, loss_video_cal: 0.0043, loss_layer_cal: 0.0072, loss: 0.6971, scale: 16384.0000 [2024-04-16 11:02:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_404.pth... [2024-04-16 11:02:12 INFO]: Validating... [2024-04-16 11:02:12 INFO]: Epoch (val) [404][1] loss_cls: 0.5299, loss_sal: 0.5638, loss_video_cal: 0.0000, loss_layer_cal: 0.0023, loss: 1.0960, mAP: 0.8056, best_mAP: 0.9235 [2024-04-16 11:02:12 INFO]: Epoch [405][1/1] lr: 0.0005, eta: 0:00:50, time: 0.045, data_time: 0.273, memory: 1195, loss_cls: 0.5190, loss_sal: 0.0724, loss_video_cal: 0.0100, loss_layer_cal: 0.0089, loss: 0.6103, scale: 16384.0000 [2024-04-16 11:02:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_405.pth... [2024-04-16 11:02:13 INFO]: Validating... [2024-04-16 11:02:13 INFO]: Epoch (val) [405][1] loss_cls: 0.5337, loss_sal: 0.5441, loss_video_cal: 0.0000, loss_layer_cal: 0.0023, loss: 1.0802, mAP: 0.8333, best_mAP: 0.9235 [2024-04-16 11:02:13 INFO]: Epoch [406][1/1] lr: 0.0005, eta: 0:00:50, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5238, loss_sal: 0.1647, loss_video_cal: 0.0098, loss_layer_cal: 0.0062, loss: 0.7044, scale: 16384.0000 [2024-04-16 11:02:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_406.pth... [2024-04-16 11:02:13 INFO]: Validating... [2024-04-16 11:02:13 INFO]: Epoch (val) [406][1] loss_cls: 0.5339, loss_sal: 0.5397, loss_video_cal: 0.0000, loss_layer_cal: 0.0024, loss: 1.0759, mAP: 0.8112, best_mAP: 0.9235 [2024-04-16 11:02:14 INFO]: Epoch [407][1/1] lr: 0.0005, eta: 0:00:49, time: 0.045, data_time: 0.274, memory: 1195, loss_cls: 0.5230, loss_sal: 0.1032, loss_video_cal: 0.0052, loss_layer_cal: 0.0051, loss: 0.6365, scale: 16384.0000 [2024-04-16 11:02:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_407.pth... [2024-04-16 11:02:14 INFO]: Validating... [2024-04-16 11:02:14 INFO]: Epoch (val) [407][1] loss_cls: 0.5302, loss_sal: 0.5653, loss_video_cal: 0.0000, loss_layer_cal: 0.0024, loss: 1.0978, mAP: 0.8112, best_mAP: 0.9235 [2024-04-16 11:02:14 INFO]: Epoch [408][1/1] lr: 0.0005, eta: 0:00:49, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5214, loss_sal: 0.1083, loss_video_cal: 0.0192, loss_layer_cal: 0.0121, loss: 0.6611, scale: 16384.0000 [2024-04-16 11:02:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_408.pth... [2024-04-16 11:02:14 INFO]: Validating... [2024-04-16 11:02:14 INFO]: Epoch (val) [408][1] loss_cls: 0.5262, loss_sal: 0.5998, loss_video_cal: 0.0000, loss_layer_cal: 0.0024, loss: 1.1285, mAP: 0.7904, best_mAP: 0.9235 [2024-04-16 11:02:15 INFO]: Epoch [409][1/1] lr: 0.0005, eta: 0:00:48, time: 0.045, data_time: 0.275, memory: 1195, loss_cls: 0.5196, loss_sal: 0.0783, loss_video_cal: 0.0055, loss_layer_cal: 0.0061, loss: 0.6094, scale: 16384.0000 [2024-04-16 11:02:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_409.pth... [2024-04-16 11:02:15 INFO]: Validating... [2024-04-16 11:02:15 INFO]: Epoch (val) [409][1] loss_cls: 0.5232, loss_sal: 0.6439, loss_video_cal: 0.0000, loss_layer_cal: 0.0024, loss: 1.1695, mAP: 0.7556, best_mAP: 0.9235 [2024-04-16 11:02:15 INFO]: Epoch [410][1/1] lr: 0.0005, eta: 0:00:48, time: 0.045, data_time: 0.274, memory: 1195, loss_cls: 0.5178, loss_sal: 0.1944, loss_video_cal: 0.0127, loss_layer_cal: 0.0030, loss: 0.7279, scale: 16384.0000 [2024-04-16 11:02:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_410.pth... [2024-04-16 11:02:15 INFO]: Validating... [2024-04-16 11:02:15 INFO]: Epoch (val) [410][1] loss_cls: 0.5214, loss_sal: 0.6590, loss_video_cal: 0.0000, loss_layer_cal: 0.0025, loss: 1.1830, mAP: 0.7167, best_mAP: 0.9235 [2024-04-16 11:02:16 INFO]: Epoch [411][1/1] lr: 0.0005, eta: 0:00:47, time: 0.044, data_time: 0.269, memory: 1195, loss_cls: 0.5165, loss_sal: 0.0668, loss_video_cal: 0.0150, loss_layer_cal: 0.0096, loss: 0.6079, scale: 16384.0000 [2024-04-16 11:02:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_411.pth... [2024-04-16 11:02:16 INFO]: Validating... [2024-04-16 11:02:16 INFO]: Epoch (val) [411][1] loss_cls: 0.5203, loss_sal: 0.6553, loss_video_cal: 0.0000, loss_layer_cal: 0.0025, loss: 1.1781, mAP: 0.7167, best_mAP: 0.9235 [2024-04-16 11:02:16 INFO]: Epoch [412][1/1] lr: 0.0005, eta: 0:00:47, time: 0.045, data_time: 0.275, memory: 1195, loss_cls: 0.5171, loss_sal: 0.0755, loss_video_cal: 0.0134, loss_layer_cal: 0.0137, loss: 0.6197, scale: 16384.0000 [2024-04-16 11:02:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_412.pth... [2024-04-16 11:02:16 INFO]: Validating... [2024-04-16 11:02:16 INFO]: Epoch (val) [412][1] loss_cls: 0.5201, loss_sal: 0.6604, loss_video_cal: 0.0000, loss_layer_cal: 0.0025, loss: 1.1830, mAP: 0.7215, best_mAP: 0.9235 [2024-04-16 11:02:17 INFO]: Epoch [413][1/1] lr: 0.0005, eta: 0:00:46, time: 0.043, data_time: 0.271, memory: 1195, loss_cls: 0.5199, loss_sal: 0.0316, loss_video_cal: 0.0061, loss_layer_cal: 0.0074, loss: 0.5650, scale: 16384.0000 [2024-04-16 11:02:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_413.pth... [2024-04-16 11:02:17 INFO]: Validating... [2024-04-16 11:02:17 INFO]: Epoch (val) [413][1] loss_cls: 0.5210, loss_sal: 0.7082, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 1.2317, mAP: 0.7215, best_mAP: 0.9235 [2024-04-16 11:02:17 INFO]: Epoch [414][1/1] lr: 0.0005, eta: 0:00:45, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5215, loss_sal: 0.0654, loss_video_cal: 0.0093, loss_layer_cal: 0.0087, loss: 0.6050, scale: 16384.0000 [2024-04-16 11:02:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_414.pth... [2024-04-16 11:02:17 INFO]: Validating... [2024-04-16 11:02:17 INFO]: Epoch (val) [414][1] loss_cls: 0.5244, loss_sal: 0.8025, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 1.3295, mAP: 0.7015, best_mAP: 0.9235 [2024-04-16 11:02:18 INFO]: Epoch [415][1/1] lr: 0.0005, eta: 0:00:45, time: 0.045, data_time: 0.271, memory: 1195, loss_cls: 0.5363, loss_sal: 0.0463, loss_video_cal: 0.0131, loss_layer_cal: 0.0063, loss: 0.6019, scale: 16384.0000 [2024-04-16 11:02:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_415.pth... [2024-04-16 11:02:18 INFO]: Validating... [2024-04-16 11:02:18 INFO]: Epoch (val) [415][1] loss_cls: 0.5244, loss_sal: 0.8527, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 1.3798, mAP: 0.7420, best_mAP: 0.9235 [2024-04-16 11:02:18 INFO]: Epoch [416][1/1] lr: 0.0005, eta: 0:00:44, time: 0.045, data_time: 0.274, memory: 1195, loss_cls: 0.5228, loss_sal: 0.0750, loss_video_cal: 0.0119, loss_layer_cal: 0.0112, loss: 0.6209, scale: 16384.0000 [2024-04-16 11:02:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_416.pth... [2024-04-16 11:02:18 INFO]: Validating... [2024-04-16 11:02:18 INFO]: Epoch (val) [416][1] loss_cls: 0.5222, loss_sal: 0.8649, loss_video_cal: 0.0000, loss_layer_cal: 0.0027, loss: 1.3899, mAP: 0.7718, best_mAP: 0.9235 [2024-04-16 11:02:19 INFO]: Epoch [417][1/1] lr: 0.0005, eta: 0:00:44, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5217, loss_sal: 0.1130, loss_video_cal: 0.0056, loss_layer_cal: 0.0075, loss: 0.6478, scale: 16384.0000 [2024-04-16 11:02:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_417.pth... [2024-04-16 11:02:19 INFO]: Validating... [2024-04-16 11:02:19 INFO]: Epoch (val) [417][1] loss_cls: 0.5210, loss_sal: 0.7822, loss_video_cal: 0.0000, loss_layer_cal: 0.0028, loss: 1.3059, mAP: 0.7215, best_mAP: 0.9235 [2024-04-16 11:02:19 INFO]: Epoch [418][1/1] lr: 0.0005, eta: 0:00:43, time: 0.045, data_time: 0.269, memory: 1195, loss_cls: 0.5227, loss_sal: 0.1947, loss_video_cal: 0.0152, loss_layer_cal: 0.0112, loss: 0.7438, scale: 16384.0000 [2024-04-16 11:02:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_418.pth... [2024-04-16 11:02:19 INFO]: Validating... [2024-04-16 11:02:20 INFO]: Epoch (val) [418][1] loss_cls: 0.5227, loss_sal: 0.7442, loss_video_cal: 0.0000, loss_layer_cal: 0.0027, loss: 1.2697, mAP: 0.7251, best_mAP: 0.9235 [2024-04-16 11:02:20 INFO]: Epoch [419][1/1] lr: 0.0005, eta: 0:00:43, time: 0.045, data_time: 0.269, memory: 1195, loss_cls: 0.5257, loss_sal: 0.0493, loss_video_cal: 0.0124, loss_layer_cal: 0.0158, loss: 0.6032, scale: 16384.0000 [2024-04-16 11:02:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_419.pth... [2024-04-16 11:02:20 INFO]: Validating... [2024-04-16 11:02:20 INFO]: Epoch (val) [419][1] loss_cls: 0.5249, loss_sal: 0.7628, loss_video_cal: 0.0000, loss_layer_cal: 0.0027, loss: 1.2904, mAP: 0.8590, best_mAP: 0.9235 [2024-04-16 11:02:20 INFO]: Epoch [420][1/1] lr: 0.0005, eta: 0:00:42, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5180, loss_sal: 0.0537, loss_video_cal: 0.0068, loss_layer_cal: 0.0113, loss: 0.5898, scale: 16384.0000 [2024-04-16 11:02:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_420.pth... [2024-04-16 11:02:20 INFO]: Validating... [2024-04-16 11:02:21 INFO]: Epoch (val) [420][1] loss_cls: 0.5257, loss_sal: 0.8198, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 1.3481, mAP: 0.8449, best_mAP: 0.9235 [2024-04-16 11:02:21 INFO]: Epoch [421][1/1] lr: 0.0005, eta: 0:00:42, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5256, loss_sal: 0.1708, loss_video_cal: 0.0075, loss_layer_cal: 0.0102, loss: 0.7142, scale: 16384.0000 [2024-04-16 11:02:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_421.pth... [2024-04-16 11:02:21 INFO]: Validating... [2024-04-16 11:02:21 INFO]: Epoch (val) [421][1] loss_cls: 0.5236, loss_sal: 0.9391, loss_video_cal: 0.0000, loss_layer_cal: 0.0025, loss: 1.4652, mAP: 0.7521, best_mAP: 0.9235 [2024-04-16 11:02:21 INFO]: Epoch [422][1/1] lr: 0.0005, eta: 0:00:41, time: 0.044, data_time: 0.268, memory: 1195, loss_cls: 0.5224, loss_sal: 0.1484, loss_video_cal: 0.0060, loss_layer_cal: 0.0044, loss: 0.6812, scale: 16384.0000 [2024-04-16 11:02:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_422.pth... [2024-04-16 11:02:22 INFO]: Validating... [2024-04-16 11:02:22 INFO]: Epoch (val) [422][1] loss_cls: 0.5219, loss_sal: 1.0529, loss_video_cal: 0.0000, loss_layer_cal: 0.0023, loss: 1.5771, mAP: 0.7574, best_mAP: 0.9235 [2024-04-16 11:02:22 INFO]: Epoch [423][1/1] lr: 0.0005, eta: 0:00:41, time: 0.045, data_time: 0.268, memory: 1195, loss_cls: 0.5180, loss_sal: 0.0530, loss_video_cal: 0.0051, loss_layer_cal: 0.0064, loss: 0.5825, scale: 16384.0000 [2024-04-16 11:02:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_423.pth... [2024-04-16 11:02:22 INFO]: Validating... [2024-04-16 11:02:22 INFO]: Epoch (val) [423][1] loss_cls: 0.5209, loss_sal: 1.1697, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 1.6927, mAP: 0.7732, best_mAP: 0.9235 [2024-04-16 11:02:22 INFO]: Epoch [424][1/1] lr: 0.0005, eta: 0:00:40, time: 0.045, data_time: 0.274, memory: 1195, loss_cls: 0.5195, loss_sal: 0.1430, loss_video_cal: 0.0113, loss_layer_cal: 0.0086, loss: 0.6824, scale: 16384.0000 [2024-04-16 11:02:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_424.pth... [2024-04-16 11:02:23 INFO]: Validating... [2024-04-16 11:02:23 INFO]: Epoch (val) [424][1] loss_cls: 0.5208, loss_sal: 1.2548, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 1.7775, mAP: 0.7445, best_mAP: 0.9235 [2024-04-16 11:02:23 INFO]: Epoch [425][1/1] lr: 0.0005, eta: 0:00:40, time: 0.045, data_time: 0.270, memory: 1195, loss_cls: 0.5270, loss_sal: 0.0857, loss_video_cal: 0.0107, loss_layer_cal: 0.0068, loss: 0.6302, scale: 16384.0000 [2024-04-16 11:02:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_425.pth... [2024-04-16 11:02:23 INFO]: Validating... [2024-04-16 11:02:23 INFO]: Epoch (val) [425][1] loss_cls: 0.5215, loss_sal: 1.2869, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 1.8102, mAP: 0.7157, best_mAP: 0.9235 [2024-04-16 11:02:24 INFO]: Epoch [426][1/1] lr: 0.0005, eta: 0:00:39, time: 0.045, data_time: 0.271, memory: 1195, loss_cls: 0.5212, loss_sal: 0.0211, loss_video_cal: 0.0055, loss_layer_cal: 0.0065, loss: 0.5544, scale: 16384.0000 [2024-04-16 11:02:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_426.pth... [2024-04-16 11:02:24 INFO]: Validating... [2024-04-16 11:02:24 INFO]: Epoch (val) [426][1] loss_cls: 0.5233, loss_sal: 1.2841, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.8090, mAP: 0.7157, best_mAP: 0.9235 [2024-04-16 11:02:24 INFO]: Epoch [427][1/1] lr: 0.0005, eta: 0:00:38, time: 0.045, data_time: 0.269, memory: 1195, loss_cls: 0.5204, loss_sal: 0.1758, loss_video_cal: 0.0044, loss_layer_cal: 0.0039, loss: 0.7044, scale: 16384.0000 [2024-04-16 11:02:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_427.pth... [2024-04-16 11:02:24 INFO]: Validating... [2024-04-16 11:02:24 INFO]: Epoch (val) [427][1] loss_cls: 0.5259, loss_sal: 1.2733, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.8006, mAP: 0.7157, best_mAP: 0.9235 [2024-04-16 11:02:25 INFO]: Epoch [428][1/1] lr: 0.0005, eta: 0:00:38, time: 0.044, data_time: 0.269, memory: 1195, loss_cls: 0.5201, loss_sal: 0.1762, loss_video_cal: 0.0080, loss_layer_cal: 0.0057, loss: 0.7100, scale: 16384.0000 [2024-04-16 11:02:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_428.pth... [2024-04-16 11:02:25 INFO]: Validating... [2024-04-16 11:02:25 INFO]: Epoch (val) [428][1] loss_cls: 0.5306, loss_sal: 1.2433, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.7753, mAP: 0.7157, best_mAP: 0.9235 [2024-04-16 11:02:25 INFO]: Epoch [429][1/1] lr: 0.0005, eta: 0:00:37, time: 0.044, data_time: 0.269, memory: 1195, loss_cls: 0.5214, loss_sal: 0.1501, loss_video_cal: 0.0077, loss_layer_cal: 0.0073, loss: 0.6865, scale: 16384.0000 [2024-04-16 11:02:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_429.pth... [2024-04-16 11:02:25 INFO]: Validating... [2024-04-16 11:02:25 INFO]: Epoch (val) [429][1] loss_cls: 0.5342, loss_sal: 1.2308, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.7662, mAP: 0.7157, best_mAP: 0.9235 [2024-04-16 11:02:26 INFO]: Epoch [430][1/1] lr: 0.0005, eta: 0:00:37, time: 0.043, data_time: 0.272, memory: 1195, loss_cls: 0.5228, loss_sal: 0.1617, loss_video_cal: 0.0022, loss_layer_cal: 0.0057, loss: 0.6924, scale: 16384.0000 [2024-04-16 11:02:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_430.pth... [2024-04-16 11:02:26 INFO]: Validating... [2024-04-16 11:02:26 INFO]: Epoch (val) [430][1] loss_cls: 0.5372, loss_sal: 1.1886, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.7270, mAP: 0.7445, best_mAP: 0.9235 [2024-04-16 11:02:26 INFO]: Epoch [431][1/1] lr: 0.0005, eta: 0:00:36, time: 0.045, data_time: 0.273, memory: 1195, loss_cls: 0.5352, loss_sal: 0.1647, loss_video_cal: 0.0104, loss_layer_cal: 0.0061, loss: 0.7164, scale: 16384.0000 [2024-04-16 11:02:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_431.pth... [2024-04-16 11:02:26 INFO]: Validating... [2024-04-16 11:02:26 INFO]: Epoch (val) [431][1] loss_cls: 0.5346, loss_sal: 1.1200, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.6556, mAP: 0.7732, best_mAP: 0.9235 [2024-04-16 11:02:27 INFO]: Epoch [432][1/1] lr: 0.0005, eta: 0:00:36, time: 0.044, data_time: 0.267, memory: 1195, loss_cls: 0.5201, loss_sal: 0.1362, loss_video_cal: 0.0101, loss_layer_cal: 0.0076, loss: 0.6740, scale: 16384.0000 [2024-04-16 11:02:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_432.pth... [2024-04-16 11:02:27 INFO]: Validating... [2024-04-16 11:02:27 INFO]: Epoch (val) [432][1] loss_cls: 0.5304, loss_sal: 1.0151, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.5464, mAP: 0.7753, best_mAP: 0.9235 [2024-04-16 11:02:27 INFO]: Epoch [433][1/1] lr: 0.0005, eta: 0:00:35, time: 0.043, data_time: 0.272, memory: 1195, loss_cls: 0.5199, loss_sal: 0.0523, loss_video_cal: 0.0039, loss_layer_cal: 0.0096, loss: 0.5856, scale: 16384.0000 [2024-04-16 11:02:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_433.pth... [2024-04-16 11:02:27 INFO]: Validating... [2024-04-16 11:02:27 INFO]: Epoch (val) [433][1] loss_cls: 0.5244, loss_sal: 0.9373, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.4626, mAP: 0.7753, best_mAP: 0.9235 [2024-04-16 11:02:28 INFO]: Epoch [434][1/1] lr: 0.0005, eta: 0:00:35, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5167, loss_sal: 0.0439, loss_video_cal: 0.0082, loss_layer_cal: 0.0054, loss: 0.5743, scale: 16384.0000 [2024-04-16 11:02:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_434.pth... [2024-04-16 11:02:28 INFO]: Validating... [2024-04-16 11:02:28 INFO]: Epoch (val) [434][1] loss_cls: 0.5196, loss_sal: 0.8702, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.3906, mAP: 0.8965, best_mAP: 0.9235 [2024-04-16 11:02:28 INFO]: Epoch [435][1/1] lr: 0.0005, eta: 0:00:34, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5177, loss_sal: 0.0833, loss_video_cal: 0.0051, loss_layer_cal: 0.0037, loss: 0.6097, scale: 16384.0000 [2024-04-16 11:02:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_435.pth... [2024-04-16 11:02:28 INFO]: Validating... [2024-04-16 11:02:29 INFO]: Epoch (val) [435][1] loss_cls: 0.5175, loss_sal: 0.8331, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.3514, mAP: 0.8937, best_mAP: 0.9235 [2024-04-16 11:02:29 INFO]: Epoch [436][1/1] lr: 0.0005, eta: 0:00:34, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5170, loss_sal: 0.0396, loss_video_cal: 0.0034, loss_layer_cal: 0.0070, loss: 0.5670, scale: 16384.0000 [2024-04-16 11:02:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_436.pth... [2024-04-16 11:02:29 INFO]: Validating... [2024-04-16 11:02:29 INFO]: Epoch (val) [436][1] loss_cls: 0.5174, loss_sal: 0.8171, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.3354, mAP: 0.8937, best_mAP: 0.9235 [2024-04-16 11:02:29 INFO]: Epoch [437][1/1] lr: 0.0005, eta: 0:00:33, time: 0.045, data_time: 0.273, memory: 1195, loss_cls: 0.5194, loss_sal: 0.0985, loss_video_cal: 0.0064, loss_layer_cal: 0.0073, loss: 0.6316, scale: 16384.0000 [2024-04-16 11:02:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_437.pth... [2024-04-16 11:02:29 INFO]: Validating... [2024-04-16 11:02:30 INFO]: Epoch (val) [437][1] loss_cls: 0.5177, loss_sal: 0.8037, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.3222, mAP: 0.9029, best_mAP: 0.9235 [2024-04-16 11:02:30 INFO]: Epoch [438][1/1] lr: 0.0005, eta: 0:00:33, time: 0.045, data_time: 0.274, memory: 1195, loss_cls: 0.5167, loss_sal: 0.0216, loss_video_cal: 0.0136, loss_layer_cal: 0.0112, loss: 0.5630, scale: 16384.0000 [2024-04-16 11:02:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_438.pth... [2024-04-16 11:02:30 INFO]: Validating... [2024-04-16 11:02:30 INFO]: Epoch (val) [438][1] loss_cls: 0.5180, loss_sal: 0.7978, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.3167, mAP: 0.8654, best_mAP: 0.9235 [2024-04-16 11:02:30 INFO]: Epoch [439][1/1] lr: 0.0005, eta: 0:00:32, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5173, loss_sal: 0.0573, loss_video_cal: 0.0064, loss_layer_cal: 0.0049, loss: 0.5859, scale: 16384.0000 [2024-04-16 11:02:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_439.pth... [2024-04-16 11:02:31 INFO]: Validating... [2024-04-16 11:02:31 INFO]: Epoch (val) [439][1] loss_cls: 0.5182, loss_sal: 0.7966, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.3156, mAP: 0.8241, best_mAP: 0.9235 [2024-04-16 11:02:31 INFO]: Epoch [440][1/1] lr: 0.0005, eta: 0:00:32, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5185, loss_sal: 0.0928, loss_video_cal: 0.0082, loss_layer_cal: 0.0075, loss: 0.6271, scale: 16384.0000 [2024-04-16 11:02:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_440.pth... [2024-04-16 11:02:31 INFO]: Validating... [2024-04-16 11:02:31 INFO]: Epoch (val) [440][1] loss_cls: 0.5187, loss_sal: 0.7810, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.3005, mAP: 0.8241, best_mAP: 0.9235 [2024-04-16 11:02:31 INFO]: Epoch [441][1/1] lr: 0.0005, eta: 0:00:31, time: 0.045, data_time: 0.274, memory: 1195, loss_cls: 0.5195, loss_sal: 0.0385, loss_video_cal: 0.0032, loss_layer_cal: 0.0040, loss: 0.5651, scale: 16384.0000 [2024-04-16 11:02:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_441.pth... [2024-04-16 11:02:32 INFO]: Validating... [2024-04-16 11:02:32 INFO]: Epoch (val) [441][1] loss_cls: 0.5192, loss_sal: 0.7702, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.2902, mAP: 0.8241, best_mAP: 0.9235 [2024-04-16 11:02:32 INFO]: Epoch [442][1/1] lr: 0.0005, eta: 0:00:30, time: 0.045, data_time: 0.278, memory: 1195, loss_cls: 0.5157, loss_sal: 0.0170, loss_video_cal: 0.0049, loss_layer_cal: 0.0078, loss: 0.5454, scale: 16384.0000 [2024-04-16 11:02:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_442.pth... [2024-04-16 11:02:32 INFO]: Validating... [2024-04-16 11:02:32 INFO]: Epoch (val) [442][1] loss_cls: 0.5198, loss_sal: 0.7658, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.2864, mAP: 0.8654, best_mAP: 0.9235 [2024-04-16 11:02:33 INFO]: Epoch [443][1/1] lr: 0.0005, eta: 0:00:30, time: 0.044, data_time: 0.275, memory: 1195, loss_cls: 0.5136, loss_sal: 0.0713, loss_video_cal: 0.0044, loss_layer_cal: 0.0042, loss: 0.5935, scale: 16384.0000 [2024-04-16 11:02:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_443.pth... [2024-04-16 11:02:33 INFO]: Validating... [2024-04-16 11:02:33 INFO]: Epoch (val) [443][1] loss_cls: 0.5205, loss_sal: 0.7587, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.2800, mAP: 0.8654, best_mAP: 0.9235 [2024-04-16 11:02:33 INFO]: Epoch [444][1/1] lr: 0.0005, eta: 0:00:29, time: 0.044, data_time: 0.275, memory: 1195, loss_cls: 0.5162, loss_sal: 0.0267, loss_video_cal: 0.0052, loss_layer_cal: 0.0062, loss: 0.5543, scale: 16384.0000 [2024-04-16 11:02:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_444.pth... [2024-04-16 11:02:33 INFO]: Validating... [2024-04-16 11:02:33 INFO]: Epoch (val) [444][1] loss_cls: 0.5212, loss_sal: 0.7574, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.2795, mAP: 0.8586, best_mAP: 0.9235 [2024-04-16 11:02:34 INFO]: Epoch [445][1/1] lr: 0.0005, eta: 0:00:29, time: 0.045, data_time: 0.269, memory: 1195, loss_cls: 0.5143, loss_sal: 0.0773, loss_video_cal: 0.0112, loss_layer_cal: 0.0098, loss: 0.6127, scale: 16384.0000 [2024-04-16 11:02:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_445.pth... [2024-04-16 11:02:34 INFO]: Validating... [2024-04-16 11:02:34 INFO]: Epoch (val) [445][1] loss_cls: 0.5215, loss_sal: 0.7612, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.2836, mAP: 0.8546, best_mAP: 0.9235 [2024-04-16 11:02:34 INFO]: Epoch [446][1/1] lr: 0.0005, eta: 0:00:28, time: 0.045, data_time: 0.266, memory: 1195, loss_cls: 0.5146, loss_sal: 0.0061, loss_video_cal: 0.0025, loss_layer_cal: 0.0120, loss: 0.5353, scale: 16384.0000 [2024-04-16 11:02:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_446.pth... [2024-04-16 11:02:34 INFO]: Validating... [2024-04-16 11:02:34 INFO]: Epoch (val) [446][1] loss_cls: 0.5221, loss_sal: 0.7557, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.2787, mAP: 0.7829, best_mAP: 0.9235 [2024-04-16 11:02:35 INFO]: Epoch [447][1/1] lr: 0.0005, eta: 0:00:28, time: 0.044, data_time: 0.271, memory: 1195, loss_cls: 0.5191, loss_sal: 0.0644, loss_video_cal: 0.0046, loss_layer_cal: 0.0083, loss: 0.5964, scale: 16384.0000 [2024-04-16 11:02:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_447.pth... [2024-04-16 11:02:35 INFO]: Validating... [2024-04-16 11:02:35 INFO]: Epoch (val) [447][1] loss_cls: 0.5221, loss_sal: 0.7557, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.2787, mAP: 0.7829, best_mAP: 0.9235 [2024-04-16 11:02:35 INFO]: Epoch [448][1/1] lr: 0.0005, eta: 0:00:27, time: 0.046, data_time: 0.273, memory: 1195, loss_cls: 0.5143, loss_sal: 0.0261, loss_video_cal: 0.0104, loss_layer_cal: 0.0057, loss: 0.5564, scale: 8192.0000 [2024-04-16 11:02:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_448.pth... [2024-04-16 11:02:35 INFO]: Validating... [2024-04-16 11:02:35 INFO]: Epoch (val) [448][1] loss_cls: 0.5226, loss_sal: 0.7325, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.2559, mAP: 0.7612, best_mAP: 0.9235 [2024-04-16 11:02:36 INFO]: Epoch [449][1/1] lr: 0.0005, eta: 0:00:27, time: 0.044, data_time: 0.275, memory: 1195, loss_cls: 0.5144, loss_sal: 0.0571, loss_video_cal: 0.0085, loss_layer_cal: 0.0107, loss: 0.5907, scale: 8192.0000 [2024-04-16 11:02:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_449.pth... [2024-04-16 11:02:36 INFO]: Validating... [2024-04-16 11:02:36 INFO]: Epoch (val) [449][1] loss_cls: 0.5227, loss_sal: 0.7083, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.2319, mAP: 0.7612, best_mAP: 0.9235 [2024-04-16 11:02:36 INFO]: Epoch [450][1/1] lr: 0.0005, eta: 0:00:26, time: 0.044, data_time: 0.277, memory: 1195, loss_cls: 0.5149, loss_sal: 0.0684, loss_video_cal: 0.0035, loss_layer_cal: 0.0059, loss: 0.5927, scale: 8192.0000 [2024-04-16 11:02:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_450.pth... [2024-04-16 11:02:36 INFO]: Validating... [2024-04-16 11:02:36 INFO]: Epoch (val) [450][1] loss_cls: 0.5224, loss_sal: 0.6535, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.1768, mAP: 0.7612, best_mAP: 0.9235 [2024-04-16 11:02:37 INFO]: Epoch [451][1/1] lr: 0.0005, eta: 0:00:26, time: 0.044, data_time: 0.277, memory: 1195, loss_cls: 0.5122, loss_sal: 0.0589, loss_video_cal: 0.0180, loss_layer_cal: 0.0093, loss: 0.5984, scale: 8192.0000 [2024-04-16 11:02:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_451.pth... [2024-04-16 11:02:37 INFO]: Validating... [2024-04-16 11:02:37 INFO]: Epoch (val) [451][1] loss_cls: 0.5218, loss_sal: 0.6134, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.1360, mAP: 0.8073, best_mAP: 0.9235 [2024-04-16 11:02:37 INFO]: Epoch [452][1/1] lr: 0.0005, eta: 0:00:25, time: 0.043, data_time: 0.272, memory: 1195, loss_cls: 0.5194, loss_sal: 0.0134, loss_video_cal: 0.0043, loss_layer_cal: 0.0050, loss: 0.5422, scale: 8192.0000 [2024-04-16 11:02:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_452.pth... [2024-04-16 11:02:37 INFO]: Validating... [2024-04-16 11:02:38 INFO]: Epoch (val) [452][1] loss_cls: 0.5215, loss_sal: 0.5731, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.0955, mAP: 0.7730, best_mAP: 0.9235 [2024-04-16 11:02:38 INFO]: Epoch [453][1/1] lr: 0.0005, eta: 0:00:25, time: 0.044, data_time: 0.267, memory: 1195, loss_cls: 0.5177, loss_sal: 0.1926, loss_video_cal: 0.0049, loss_layer_cal: 0.0038, loss: 0.7191, scale: 8192.0000 [2024-04-16 11:02:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_453.pth... [2024-04-16 11:02:38 INFO]: Validating... [2024-04-16 11:02:38 INFO]: Epoch (val) [453][1] loss_cls: 0.5208, loss_sal: 0.5220, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.0437, mAP: 0.7940, best_mAP: 0.9235 [2024-04-16 11:02:38 INFO]: Epoch [454][1/1] lr: 0.0005, eta: 0:00:24, time: 0.044, data_time: 0.269, memory: 1195, loss_cls: 0.5158, loss_sal: 0.0393, loss_video_cal: 0.0069, loss_layer_cal: 0.0061, loss: 0.5681, scale: 8192.0000 [2024-04-16 11:02:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_454.pth... [2024-04-16 11:02:38 INFO]: Validating... [2024-04-16 11:02:39 INFO]: Epoch (val) [454][1] loss_cls: 0.5206, loss_sal: 0.4753, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9968, mAP: 0.7940, best_mAP: 0.9235 [2024-04-16 11:02:39 INFO]: Epoch [455][1/1] lr: 0.0005, eta: 0:00:24, time: 0.043, data_time: 0.270, memory: 1195, loss_cls: 0.5205, loss_sal: 0.0642, loss_video_cal: 0.0033, loss_layer_cal: 0.0078, loss: 0.5958, scale: 8192.0000 [2024-04-16 11:02:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_455.pth... [2024-04-16 11:02:39 INFO]: Validating... [2024-04-16 11:02:39 INFO]: Epoch (val) [455][1] loss_cls: 0.5208, loss_sal: 0.4308, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9526, mAP: 0.7940, best_mAP: 0.9235 [2024-04-16 11:02:39 INFO]: Epoch [456][1/1] lr: 0.0005, eta: 0:00:23, time: 0.045, data_time: 0.270, memory: 1195, loss_cls: 0.5194, loss_sal: 0.0232, loss_video_cal: 0.0077, loss_layer_cal: 0.0106, loss: 0.5609, scale: 8192.0000 [2024-04-16 11:02:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_456.pth... [2024-04-16 11:02:40 INFO]: Validating... [2024-04-16 11:02:40 INFO]: Epoch (val) [456][1] loss_cls: 0.5206, loss_sal: 0.4016, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9231, mAP: 0.8512, best_mAP: 0.9235 [2024-04-16 11:02:40 INFO]: Epoch [457][1/1] lr: 0.0005, eta: 0:00:22, time: 0.044, data_time: 0.271, memory: 1195, loss_cls: 0.5169, loss_sal: 0.0695, loss_video_cal: 0.0064, loss_layer_cal: 0.0054, loss: 0.5981, scale: 8192.0000 [2024-04-16 11:02:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_457.pth... [2024-04-16 11:02:40 INFO]: Validating... [2024-04-16 11:02:40 INFO]: Epoch (val) [457][1] loss_cls: 0.5216, loss_sal: 0.3836, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9061, mAP: 0.8663, best_mAP: 0.9235 [2024-04-16 11:02:40 INFO]: Epoch [458][1/1] lr: 0.0005, eta: 0:00:22, time: 0.045, data_time: 0.271, memory: 1195, loss_cls: 0.5206, loss_sal: 0.0108, loss_video_cal: 0.0029, loss_layer_cal: 0.0027, loss: 0.5370, scale: 8192.0000 [2024-04-16 11:02:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_458.pth... [2024-04-16 11:02:41 INFO]: Validating... [2024-04-16 11:02:41 INFO]: Epoch (val) [458][1] loss_cls: 0.5234, loss_sal: 0.3715, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.8958, mAP: 0.8616, best_mAP: 0.9235 [2024-04-16 11:02:41 INFO]: Epoch [459][1/1] lr: 0.0005, eta: 0:00:21, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5163, loss_sal: 0.0291, loss_video_cal: 0.0043, loss_layer_cal: 0.0060, loss: 0.5557, scale: 8192.0000 [2024-04-16 11:02:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_459.pth... [2024-04-16 11:02:41 INFO]: Validating... [2024-04-16 11:02:41 INFO]: Epoch (val) [459][1] loss_cls: 0.5272, loss_sal: 0.3692, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.8973, mAP: 0.7611, best_mAP: 0.9235 [2024-04-16 11:02:42 INFO]: Epoch [460][1/1] lr: 0.0005, eta: 0:00:21, time: 0.045, data_time: 0.273, memory: 1195, loss_cls: 0.5170, loss_sal: 0.0357, loss_video_cal: 0.0089, loss_layer_cal: 0.0031, loss: 0.5646, scale: 8192.0000 [2024-04-16 11:02:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_460.pth... [2024-04-16 11:02:42 INFO]: Validating... [2024-04-16 11:02:42 INFO]: Epoch (val) [460][1] loss_cls: 0.5334, loss_sal: 0.3636, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.8980, mAP: 0.7174, best_mAP: 0.9235 [2024-04-16 11:02:42 INFO]: Epoch [461][1/1] lr: 0.0005, eta: 0:00:20, time: 0.045, data_time: 0.266, memory: 1195, loss_cls: 0.5196, loss_sal: 0.0296, loss_video_cal: 0.0036, loss_layer_cal: 0.0052, loss: 0.5580, scale: 8192.0000 [2024-04-16 11:02:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_461.pth... [2024-04-16 11:02:42 INFO]: Validating... [2024-04-16 11:02:42 INFO]: Epoch (val) [461][1] loss_cls: 0.5375, loss_sal: 0.3680, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.9065, mAP: 0.7174, best_mAP: 0.9235 [2024-04-16 11:02:43 INFO]: Epoch [462][1/1] lr: 0.0005, eta: 0:00:20, time: 0.044, data_time: 0.271, memory: 1195, loss_cls: 0.5277, loss_sal: 0.0297, loss_video_cal: 0.0045, loss_layer_cal: 0.0056, loss: 0.5676, scale: 8192.0000 [2024-04-16 11:02:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_462.pth... [2024-04-16 11:02:43 INFO]: Validating... [2024-04-16 11:02:43 INFO]: Epoch (val) [462][1] loss_cls: 0.5348, loss_sal: 0.3780, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.9139, mAP: 0.7174, best_mAP: 0.9235 [2024-04-16 11:02:43 INFO]: Epoch [463][1/1] lr: 0.0005, eta: 0:00:19, time: 0.044, data_time: 0.275, memory: 1195, loss_cls: 0.5277, loss_sal: 0.0579, loss_video_cal: 0.0070, loss_layer_cal: 0.0080, loss: 0.6006, scale: 8192.0000 [2024-04-16 11:02:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_463.pth... [2024-04-16 11:02:43 INFO]: Validating... [2024-04-16 11:02:43 INFO]: Epoch (val) [463][1] loss_cls: 0.5268, loss_sal: 0.3918, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.9197, mAP: 0.7174, best_mAP: 0.9235 [2024-04-16 11:02:44 INFO]: Epoch [464][1/1] lr: 0.0005, eta: 0:00:19, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5173, loss_sal: 0.1328, loss_video_cal: 0.0072, loss_layer_cal: 0.0043, loss: 0.6616, scale: 8192.0000 [2024-04-16 11:02:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_464.pth... [2024-04-16 11:02:44 INFO]: Validating... [2024-04-16 11:02:44 INFO]: Epoch (val) [464][1] loss_cls: 0.5203, loss_sal: 0.4317, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.9532, mAP: 0.7873, best_mAP: 0.9235 [2024-04-16 11:02:44 INFO]: Epoch [465][1/1] lr: 0.0005, eta: 0:00:18, time: 0.043, data_time: 0.274, memory: 1195, loss_cls: 0.5114, loss_sal: 0.0805, loss_video_cal: 0.0047, loss_layer_cal: 0.0112, loss: 0.6077, scale: 8192.0000 [2024-04-16 11:02:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_465.pth... [2024-04-16 11:02:44 INFO]: Validating... [2024-04-16 11:02:44 INFO]: Epoch (val) [465][1] loss_cls: 0.5185, loss_sal: 0.4766, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.9963, mAP: 0.8616, best_mAP: 0.9235 [2024-04-16 11:02:45 INFO]: Epoch [466][1/1] lr: 0.0005, eta: 0:00:18, time: 0.044, data_time: 0.269, memory: 1195, loss_cls: 0.5153, loss_sal: 0.0508, loss_video_cal: 0.0060, loss_layer_cal: 0.0072, loss: 0.5793, scale: 8192.0000 [2024-04-16 11:02:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_466.pth... [2024-04-16 11:02:45 INFO]: Validating... [2024-04-16 11:02:45 INFO]: Epoch (val) [466][1] loss_cls: 0.5188, loss_sal: 0.5175, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.0376, mAP: 0.8237, best_mAP: 0.9235 [2024-04-16 11:02:45 INFO]: Epoch [467][1/1] lr: 0.0005, eta: 0:00:17, time: 0.044, data_time: 0.271, memory: 1195, loss_cls: 0.5178, loss_sal: 0.0377, loss_video_cal: 0.0020, loss_layer_cal: 0.0058, loss: 0.5633, scale: 8192.0000 [2024-04-16 11:02:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_467.pth... [2024-04-16 11:02:45 INFO]: Validating... [2024-04-16 11:02:46 INFO]: Epoch (val) [467][1] loss_cls: 0.5187, loss_sal: 0.5551, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.0751, mAP: 0.8431, best_mAP: 0.9235 [2024-04-16 11:02:46 INFO]: Epoch [468][1/1] lr: 0.0005, eta: 0:00:17, time: 0.044, data_time: 0.276, memory: 1195, loss_cls: 0.5191, loss_sal: 0.0308, loss_video_cal: 0.0048, loss_layer_cal: 0.0061, loss: 0.5608, scale: 8192.0000 [2024-04-16 11:02:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_468.pth... [2024-04-16 11:02:46 INFO]: Validating... [2024-04-16 11:02:46 INFO]: Epoch (val) [468][1] loss_cls: 0.5181, loss_sal: 0.5817, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.1012, mAP: 0.8344, best_mAP: 0.9235 [2024-04-16 11:02:46 INFO]: Epoch [469][1/1] lr: 0.0005, eta: 0:00:16, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5141, loss_sal: 0.0434, loss_video_cal: 0.0067, loss_layer_cal: 0.0043, loss: 0.5685, scale: 8192.0000 [2024-04-16 11:02:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_469.pth... [2024-04-16 11:02:47 INFO]: Validating... [2024-04-16 11:02:47 INFO]: Epoch (val) [469][1] loss_cls: 0.5179, loss_sal: 0.6009, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.1201, mAP: 0.8157, best_mAP: 0.9235 [2024-04-16 11:02:47 INFO]: Epoch [470][1/1] lr: 0.0005, eta: 0:00:16, time: 0.045, data_time: 0.270, memory: 1195, loss_cls: 0.5152, loss_sal: 0.0409, loss_video_cal: 0.0086, loss_layer_cal: 0.0075, loss: 0.5722, scale: 8192.0000 [2024-04-16 11:02:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_470.pth... [2024-04-16 11:02:47 INFO]: Validating... [2024-04-16 11:02:47 INFO]: Epoch (val) [470][1] loss_cls: 0.5185, loss_sal: 0.5980, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.1180, mAP: 0.8157, best_mAP: 0.9235 [2024-04-16 11:02:47 INFO]: Epoch [471][1/1] lr: 0.0005, eta: 0:00:15, time: 0.044, data_time: 0.268, memory: 1195, loss_cls: 0.5179, loss_sal: 0.0336, loss_video_cal: 0.0058, loss_layer_cal: 0.0042, loss: 0.5615, scale: 8192.0000 [2024-04-16 11:02:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_471.pth... [2024-04-16 11:02:48 INFO]: Validating... [2024-04-16 11:02:48 INFO]: Epoch (val) [471][1] loss_cls: 0.5211, loss_sal: 0.5835, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.1061, mAP: 0.8157, best_mAP: 0.9235 [2024-04-16 11:02:48 INFO]: Epoch [472][1/1] lr: 0.0005, eta: 0:00:14, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5133, loss_sal: 0.0946, loss_video_cal: 0.0073, loss_layer_cal: 0.0057, loss: 0.6210, scale: 8192.0000 [2024-04-16 11:02:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_472.pth... [2024-04-16 11:02:48 INFO]: Validating... [2024-04-16 11:02:48 INFO]: Epoch (val) [472][1] loss_cls: 0.5257, loss_sal: 0.5167, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.0440, mAP: 0.7515, best_mAP: 0.9235 [2024-04-16 11:02:49 INFO]: Epoch [473][1/1] lr: 0.0005, eta: 0:00:14, time: 0.044, data_time: 0.271, memory: 1195, loss_cls: 0.5183, loss_sal: 0.0453, loss_video_cal: 0.0042, loss_layer_cal: 0.0036, loss: 0.5713, scale: 8192.0000 [2024-04-16 11:02:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_473.pth... [2024-04-16 11:02:49 INFO]: Validating... [2024-04-16 11:02:49 INFO]: Epoch (val) [473][1] loss_cls: 0.5275, loss_sal: 0.4755, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.0047, mAP: 0.7329, best_mAP: 0.9235 [2024-04-16 11:02:49 INFO]: Epoch [474][1/1] lr: 0.0005, eta: 0:00:13, time: 0.044, data_time: 0.271, memory: 1195, loss_cls: 0.5147, loss_sal: 0.0657, loss_video_cal: 0.0078, loss_layer_cal: 0.0052, loss: 0.5934, scale: 8192.0000 [2024-04-16 11:02:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_474.pth... [2024-04-16 11:02:49 INFO]: Validating... [2024-04-16 11:02:49 INFO]: Epoch (val) [474][1] loss_cls: 0.5268, loss_sal: 0.4527, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 0.9812, mAP: 0.7329, best_mAP: 0.9235 [2024-04-16 11:02:50 INFO]: Epoch [475][1/1] lr: 0.0005, eta: 0:00:13, time: 0.044, data_time: 0.267, memory: 1195, loss_cls: 0.5152, loss_sal: 0.0601, loss_video_cal: 0.0043, loss_layer_cal: 0.0054, loss: 0.5850, scale: 8192.0000 [2024-04-16 11:02:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_475.pth... [2024-04-16 11:02:50 INFO]: Validating... [2024-04-16 11:02:50 INFO]: Epoch (val) [475][1] loss_cls: 0.5235, loss_sal: 0.4407, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 0.9659, mAP: 0.8106, best_mAP: 0.9235 [2024-04-16 11:02:50 INFO]: Epoch [476][1/1] lr: 0.0005, eta: 0:00:12, time: 0.044, data_time: 0.266, memory: 1195, loss_cls: 0.5140, loss_sal: 0.0266, loss_video_cal: 0.0040, loss_layer_cal: 0.0038, loss: 0.5484, scale: 8192.0000 [2024-04-16 11:02:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_476.pth... [2024-04-16 11:02:50 INFO]: Validating... [2024-04-16 11:02:50 INFO]: Epoch (val) [476][1] loss_cls: 0.5201, loss_sal: 0.4351, loss_video_cal: 0.0000, loss_layer_cal: 0.0018, loss: 0.9569, mAP: 0.8605, best_mAP: 0.9235 [2024-04-16 11:02:51 INFO]: Epoch [477][1/1] lr: 0.0005, eta: 0:00:12, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5129, loss_sal: 0.1141, loss_video_cal: 0.0168, loss_layer_cal: 0.0160, loss: 0.6597, scale: 8192.0000 [2024-04-16 11:02:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_477.pth... [2024-04-16 11:02:51 INFO]: Validating... [2024-04-16 11:02:51 INFO]: Epoch (val) [477][1] loss_cls: 0.5177, loss_sal: 0.4171, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 0.9365, mAP: 0.8681, best_mAP: 0.9235 [2024-04-16 11:02:51 INFO]: Epoch [478][1/1] lr: 0.0005, eta: 0:00:11, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5148, loss_sal: 0.0361, loss_video_cal: 0.0037, loss_layer_cal: 0.0068, loss: 0.5614, scale: 8192.0000 [2024-04-16 11:02:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_478.pth... [2024-04-16 11:02:51 INFO]: Validating... [2024-04-16 11:02:51 INFO]: Epoch (val) [478][1] loss_cls: 0.5165, loss_sal: 0.4116, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 0.9297, mAP: 0.8555, best_mAP: 0.9235 [2024-04-16 11:02:52 INFO]: Epoch [479][1/1] lr: 0.0005, eta: 0:00:11, time: 0.045, data_time: 0.270, memory: 1195, loss_cls: 0.5123, loss_sal: 0.0878, loss_video_cal: 0.0099, loss_layer_cal: 0.0045, loss: 0.6145, scale: 8192.0000 [2024-04-16 11:02:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_479.pth... [2024-04-16 11:02:52 INFO]: Validating... [2024-04-16 11:02:52 INFO]: Epoch (val) [479][1] loss_cls: 0.5167, loss_sal: 0.4164, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 0.9347, mAP: 0.8506, best_mAP: 0.9235 [2024-04-16 11:02:52 INFO]: Epoch [480][1/1] lr: 0.0005, eta: 0:00:10, time: 0.045, data_time: 0.272, memory: 1195, loss_cls: 0.5191, loss_sal: 0.0606, loss_video_cal: 0.0171, loss_layer_cal: 0.0041, loss: 0.6009, scale: 8192.0000 [2024-04-16 11:02:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_480.pth... [2024-04-16 11:02:52 INFO]: Validating... [2024-04-16 11:02:52 INFO]: Epoch (val) [480][1] loss_cls: 0.5180, loss_sal: 0.4396, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 0.9591, mAP: 0.8694, best_mAP: 0.9235 [2024-04-16 11:02:53 INFO]: Epoch [481][1/1] lr: 0.0005, eta: 0:00:10, time: 0.045, data_time: 0.275, memory: 1195, loss_cls: 0.5198, loss_sal: 0.1189, loss_video_cal: 0.0098, loss_layer_cal: 0.0056, loss: 0.6542, scale: 8192.0000 [2024-04-16 11:02:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_481.pth... [2024-04-16 11:02:53 INFO]: Validating... [2024-04-16 11:02:53 INFO]: Epoch (val) [481][1] loss_cls: 0.5189, loss_sal: 0.4762, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 0.9966, mAP: 0.6903, best_mAP: 0.9235 [2024-04-16 11:02:53 INFO]: Epoch [482][1/1] lr: 0.0005, eta: 0:00:09, time: 0.045, data_time: 0.273, memory: 1195, loss_cls: 0.5201, loss_sal: 0.0323, loss_video_cal: 0.0044, loss_layer_cal: 0.0061, loss: 0.5628, scale: 8192.0000 [2024-04-16 11:02:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_482.pth... [2024-04-16 11:02:53 INFO]: Validating... [2024-04-16 11:02:53 INFO]: Epoch (val) [482][1] loss_cls: 0.5192, loss_sal: 0.5185, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.0392, mAP: 0.6903, best_mAP: 0.9235 [2024-04-16 11:02:54 INFO]: Epoch [483][1/1] lr: 0.0005, eta: 0:00:09, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5136, loss_sal: 0.0295, loss_video_cal: 0.0056, loss_layer_cal: 0.0030, loss: 0.5518, scale: 8192.0000 [2024-04-16 11:02:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_483.pth... [2024-04-16 11:02:54 INFO]: Validating... [2024-04-16 11:02:54 INFO]: Epoch (val) [483][1] loss_cls: 0.5196, loss_sal: 0.5570, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.0781, mAP: 0.6903, best_mAP: 0.9235 [2024-04-16 11:02:54 INFO]: Epoch [484][1/1] lr: 0.0005, eta: 0:00:08, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5163, loss_sal: 0.0159, loss_video_cal: 0.0031, loss_layer_cal: 0.0032, loss: 0.5384, scale: 8192.0000 [2024-04-16 11:02:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_484.pth... [2024-04-16 11:02:54 INFO]: Validating... [2024-04-16 11:02:55 INFO]: Epoch (val) [484][1] loss_cls: 0.5202, loss_sal: 0.5940, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.1156, mAP: 0.7008, best_mAP: 0.9235 [2024-04-16 11:02:55 INFO]: Epoch [485][1/1] lr: 0.0005, eta: 0:00:08, time: 0.045, data_time: 0.274, memory: 1195, loss_cls: 0.5166, loss_sal: 0.0716, loss_video_cal: 0.0076, loss_layer_cal: 0.0070, loss: 0.6027, scale: 8192.0000 [2024-04-16 11:02:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_485.pth... [2024-04-16 11:02:55 INFO]: Validating... [2024-04-16 11:02:55 INFO]: Epoch (val) [485][1] loss_cls: 0.5210, loss_sal: 0.6129, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.1352, mAP: 0.7008, best_mAP: 0.9235 [2024-04-16 11:02:55 INFO]: Epoch [486][1/1] lr: 0.0005, eta: 0:00:07, time: 0.045, data_time: 0.274, memory: 1195, loss_cls: 0.5160, loss_sal: 0.0729, loss_video_cal: 0.0024, loss_layer_cal: 0.0074, loss: 0.5987, scale: 8192.0000 [2024-04-16 11:02:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_486.pth... [2024-04-16 11:02:55 INFO]: Validating... [2024-04-16 11:02:56 INFO]: Epoch (val) [486][1] loss_cls: 0.5221, loss_sal: 0.6636, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.1870, mAP: 0.7229, best_mAP: 0.9235 [2024-04-16 11:02:56 INFO]: Epoch [487][1/1] lr: 0.0005, eta: 0:00:06, time: 0.045, data_time: 0.274, memory: 1195, loss_cls: 0.5160, loss_sal: 0.1316, loss_video_cal: 0.0171, loss_layer_cal: 0.0090, loss: 0.6736, scale: 8192.0000 [2024-04-16 11:02:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_487.pth... [2024-04-16 11:02:56 INFO]: Validating... [2024-04-16 11:02:56 INFO]: Epoch (val) [487][1] loss_cls: 0.5222, loss_sal: 0.7379, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.2614, mAP: 0.7229, best_mAP: 0.9235 [2024-04-16 11:02:56 INFO]: Epoch [488][1/1] lr: 0.0005, eta: 0:00:06, time: 0.044, data_time: 0.269, memory: 1195, loss_cls: 0.5188, loss_sal: 0.0817, loss_video_cal: 0.0080, loss_layer_cal: 0.0094, loss: 0.6179, scale: 8192.0000 [2024-04-16 11:02:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_488.pth... [2024-04-16 11:02:57 INFO]: Validating... [2024-04-16 11:02:57 INFO]: Epoch (val) [488][1] loss_cls: 0.5223, loss_sal: 0.7407, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.2642, mAP: 0.7229, best_mAP: 0.9235 [2024-04-16 11:02:57 INFO]: Epoch [489][1/1] lr: 0.0005, eta: 0:00:05, time: 0.044, data_time: 0.271, memory: 1195, loss_cls: 0.5175, loss_sal: 0.1293, loss_video_cal: 0.0128, loss_layer_cal: 0.0049, loss: 0.6646, scale: 8192.0000 [2024-04-16 11:02:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_489.pth... [2024-04-16 11:02:57 INFO]: Validating... [2024-04-16 11:02:57 INFO]: Epoch (val) [489][1] loss_cls: 0.5221, loss_sal: 0.7299, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.2531, mAP: 0.7229, best_mAP: 0.9235 [2024-04-16 11:02:58 INFO]: Epoch [490][1/1] lr: 0.0005, eta: 0:00:05, time: 0.044, data_time: 0.271, memory: 1195, loss_cls: 0.5199, loss_sal: 0.1225, loss_video_cal: 0.0069, loss_layer_cal: 0.0033, loss: 0.6525, scale: 8192.0000 [2024-04-16 11:02:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_490.pth... [2024-04-16 11:02:58 INFO]: Validating... [2024-04-16 11:02:58 INFO]: Epoch (val) [490][1] loss_cls: 0.5213, loss_sal: 0.7136, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.2360, mAP: 0.7229, best_mAP: 0.9235 [2024-04-16 11:02:58 INFO]: Epoch [491][1/1] lr: 0.0005, eta: 0:00:04, time: 0.045, data_time: 0.273, memory: 1195, loss_cls: 0.5143, loss_sal: 0.0742, loss_video_cal: 0.0051, loss_layer_cal: 0.0049, loss: 0.5986, scale: 8192.0000 [2024-04-16 11:02:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_491.pth... [2024-04-16 11:02:58 INFO]: Validating... [2024-04-16 11:02:58 INFO]: Epoch (val) [491][1] loss_cls: 0.5207, loss_sal: 0.6787, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.2003, mAP: 0.7560, best_mAP: 0.9235 [2024-04-16 11:02:59 INFO]: Epoch [492][1/1] lr: 0.0005, eta: 0:00:04, time: 0.044, data_time: 0.270, memory: 1195, loss_cls: 0.5166, loss_sal: 0.1056, loss_video_cal: 0.0079, loss_layer_cal: 0.0034, loss: 0.6335, scale: 8192.0000 [2024-04-16 11:02:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_492.pth... [2024-04-16 11:02:59 INFO]: Validating... [2024-04-16 11:02:59 INFO]: Epoch (val) [492][1] loss_cls: 0.5203, loss_sal: 0.6482, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.1694, mAP: 0.7498, best_mAP: 0.9235 [2024-04-16 11:02:59 INFO]: Epoch [493][1/1] lr: 0.0005, eta: 0:00:03, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5167, loss_sal: 0.1409, loss_video_cal: 0.0258, loss_layer_cal: 0.0042, loss: 0.6876, scale: 8192.0000 [2024-04-16 11:02:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_493.pth... [2024-04-16 11:02:59 INFO]: Validating... [2024-04-16 11:02:59 INFO]: Epoch (val) [493][1] loss_cls: 0.5200, loss_sal: 0.6049, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.1258, mAP: 0.8659, best_mAP: 0.9235 [2024-04-16 11:03:00 INFO]: Epoch [494][1/1] lr: 0.0005, eta: 0:00:03, time: 0.044, data_time: 0.273, memory: 1195, loss_cls: 0.5144, loss_sal: 0.0912, loss_video_cal: 0.0095, loss_layer_cal: 0.0061, loss: 0.6213, scale: 8192.0000 [2024-04-16 11:03:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_494.pth... [2024-04-16 11:03:00 INFO]: Validating... [2024-04-16 11:03:00 INFO]: Epoch (val) [494][1] loss_cls: 0.5202, loss_sal: 0.5761, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.0971, mAP: 0.8659, best_mAP: 0.9235 [2024-04-16 11:03:00 INFO]: Epoch [495][1/1] lr: 0.0005, eta: 0:00:02, time: 0.044, data_time: 0.272, memory: 1195, loss_cls: 0.5128, loss_sal: 0.0826, loss_video_cal: 0.0053, loss_layer_cal: 0.0073, loss: 0.6080, scale: 8192.0000 [2024-04-16 11:03:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_495.pth... [2024-04-16 11:03:00 INFO]: Validating... [2024-04-16 11:03:00 INFO]: Epoch (val) [495][1] loss_cls: 0.5207, loss_sal: 0.5503, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.0718, mAP: 0.8749, best_mAP: 0.9235 [2024-04-16 11:03:01 INFO]: Epoch [496][1/1] lr: 0.0005, eta: 0:00:02, time: 0.045, data_time: 0.269, memory: 1195, loss_cls: 0.5134, loss_sal: 0.0356, loss_video_cal: 0.0089, loss_layer_cal: 0.0060, loss: 0.5640, scale: 8192.0000 [2024-04-16 11:03:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_496.pth... [2024-04-16 11:03:01 INFO]: Validating... [2024-04-16 11:03:01 INFO]: Epoch (val) [496][1] loss_cls: 0.5206, loss_sal: 0.5451, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.0665, mAP: 0.8302, best_mAP: 0.9235 [2024-04-16 11:03:01 INFO]: Epoch [497][1/1] lr: 0.0005, eta: 0:00:01, time: 0.045, data_time: 0.269, memory: 1195, loss_cls: 0.5149, loss_sal: 0.0580, loss_video_cal: 0.0039, loss_layer_cal: 0.0048, loss: 0.5817, scale: 8192.0000 [2024-04-16 11:03:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_497.pth... [2024-04-16 11:03:01 INFO]: Validating... [2024-04-16 11:03:01 INFO]: Epoch (val) [497][1] loss_cls: 0.5185, loss_sal: 0.5358, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.0550, mAP: 0.8536, best_mAP: 0.9235 [2024-04-16 11:03:02 INFO]: Epoch [498][1/1] lr: 0.0005, eta: 0:00:01, time: 0.044, data_time: 0.274, memory: 1195, loss_cls: 0.5176, loss_sal: 0.0575, loss_video_cal: 0.0042, loss_layer_cal: 0.0053, loss: 0.5847, scale: 8192.0000 [2024-04-16 11:03:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_498.pth... [2024-04-16 11:03:02 INFO]: Validating... [2024-04-16 11:03:02 INFO]: Epoch (val) [498][1] loss_cls: 0.5161, loss_sal: 0.5249, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0417, mAP: 0.8536, best_mAP: 0.9235 [2024-04-16 11:03:02 INFO]: Epoch [499][1/1] lr: 0.0005, eta: 0:00:00, time: 0.043, data_time: 0.272, memory: 1195, loss_cls: 0.5129, loss_sal: 0.0802, loss_video_cal: 0.0050, loss_layer_cal: 0.0043, loss: 0.6025, scale: 8192.0000 [2024-04-16 11:03:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_499.pth... [2024-04-16 11:03:02 INFO]: Validating... [2024-04-16 11:03:02 INFO]: Epoch (val) [499][1] loss_cls: 0.5152, loss_sal: 0.5229, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0388, mAP: 0.8063, best_mAP: 0.9235 [2024-04-16 11:03:03 INFO]: Epoch [500][1/1] lr: 0.0005, eta: 0:00:00, time: 0.043, data_time: 0.269, memory: 1195, loss_cls: 0.5188, loss_sal: 0.0673, loss_video_cal: 0.0066, loss_layer_cal: 0.0044, loss: 0.5971, scale: 8192.0000 [2024-04-16 11:03:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_bt/epoch_500.pth... [2024-04-16 11:03:03 INFO]: Validating... [2024-04-16 11:03:03 INFO]: Epoch (val) [500][1] loss_cls: 0.5173, loss_sal: 0.4983, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0164, mAP: 0.7657, best_mAP: 0.9235 [2024-04-16 11:03:03 INFO]: Overall training speed: 500 iterations in 0:00:22 (0.0456 s/it) [2024-04-16 11:03:03 INFO]: Done running in 0:04:26 (0:03:55 on hooks)