[2024-04-16 11:38:36 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 11:38:36 INFO]: Launcher: None [2024-04-16 11:38:36 INFO]: Config: /n/home01/coco/r2-tuning-dev/configs/tvsum/r2_tuning_tvsum_vt.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='VT'), 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='VT')) 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 11:38:36 INFO]: Using random seed: 82811643 [2024-04-16 11:38:36 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 11:38:36 INFO]: Learnable Parameters: [2024-04-16 11:38:36 INFO]: module.coef - torch.Size([1]) [2024-04-16 11:38:36 INFO]: module.adapter.gate - torch.Size([3]) [2024-04-16 11:38:36 INFO]: module.adapter.scale - torch.Size([4]) [2024-04-16 11:38:36 INFO]: module.adapter.video_map.0.weight - torch.Size([768]) [2024-04-16 11:38:36 INFO]: module.adapter.video_map.0.bias - torch.Size([768]) [2024-04-16 11:38:36 INFO]: module.adapter.video_map.2.weight - torch.Size([256, 768]) [2024-04-16 11:38:36 INFO]: module.adapter.video_map.2.bias - torch.Size([256]) [2024-04-16 11:38:36 INFO]: module.adapter.video_map.4.weight - torch.Size([256]) [2024-04-16 11:38:36 INFO]: module.adapter.video_map.4.bias - torch.Size([256]) [2024-04-16 11:38:36 INFO]: module.adapter.video_map.6.weight - torch.Size([256, 256]) [2024-04-16 11:38:36 INFO]: module.adapter.video_map.6.bias - torch.Size([256]) [2024-04-16 11:38:36 INFO]: module.adapter.query_map.0.weight - torch.Size([512]) [2024-04-16 11:38:36 INFO]: module.adapter.query_map.0.bias - torch.Size([512]) [2024-04-16 11:38:36 INFO]: module.adapter.query_map.2.weight - torch.Size([256, 512]) [2024-04-16 11:38:36 INFO]: module.adapter.query_map.2.bias - torch.Size([256]) [2024-04-16 11:38:36 INFO]: module.adapter.query_map.4.weight - torch.Size([256]) [2024-04-16 11:38:36 INFO]: module.adapter.query_map.4.bias - torch.Size([256]) [2024-04-16 11:38:36 INFO]: module.adapter.query_map.6.weight - torch.Size([256, 256]) [2024-04-16 11:38:36 INFO]: module.adapter.query_map.6.bias - torch.Size([256]) [2024-04-16 11:38:36 INFO]: module.adapter.v_map.weight - torch.Size([256, 256]) [2024-04-16 11:38:36 INFO]: module.adapter.v_map.bias - torch.Size([256]) [2024-04-16 11:38:36 INFO]: module.adapter.q_map.weight - torch.Size([256, 256]) [2024-04-16 11:38:36 INFO]: module.adapter.q_map.bias - torch.Size([256]) [2024-04-16 11:38:36 INFO]: module.adapter.tem.cross_att.q.weight - torch.Size([256, 256]) [2024-04-16 11:38:36 INFO]: module.adapter.tem.cross_att.q.bias - torch.Size([256]) [2024-04-16 11:38:36 INFO]: module.adapter.tem.cross_att.k.weight - torch.Size([256, 256]) [2024-04-16 11:38:36 INFO]: module.adapter.tem.cross_att.k.bias - torch.Size([256]) [2024-04-16 11:38:36 INFO]: module.adapter.tem.cross_att.v.weight - torch.Size([256, 256]) [2024-04-16 11:38:36 INFO]: module.adapter.tem.cross_att.v.bias - torch.Size([256]) [2024-04-16 11:38:36 INFO]: module.adapter.tem.cross_att.m.weight - torch.Size([256, 256]) [2024-04-16 11:38:36 INFO]: module.adapter.tem.cross_att.m.bias - torch.Size([256]) [2024-04-16 11:38:36 INFO]: module.adapter.tem.cross_att_norm.weight - torch.Size([256]) [2024-04-16 11:38:36 INFO]: module.adapter.tem.cross_att_norm.bias - torch.Size([256]) [2024-04-16 11:38:36 INFO]: module.adapter.tem.self_att.q.weight - torch.Size([256, 256]) [2024-04-16 11:38:36 INFO]: module.adapter.tem.self_att.q.bias - torch.Size([256]) [2024-04-16 11:38:36 INFO]: module.adapter.tem.self_att.k.weight - torch.Size([256, 256]) [2024-04-16 11:38:36 INFO]: module.adapter.tem.self_att.k.bias - torch.Size([256]) [2024-04-16 11:38:36 INFO]: module.adapter.tem.self_att.v.weight - torch.Size([256, 256]) [2024-04-16 11:38:36 INFO]: module.adapter.tem.self_att.v.bias - torch.Size([256]) [2024-04-16 11:38:36 INFO]: module.adapter.tem.self_att.m.weight - torch.Size([256, 256]) [2024-04-16 11:38:36 INFO]: module.adapter.tem.self_att.m.bias - torch.Size([256]) [2024-04-16 11:38:36 INFO]: module.adapter.tem.self_att_norm.weight - torch.Size([256]) [2024-04-16 11:38:36 INFO]: module.adapter.tem.self_att_norm.bias - torch.Size([256]) [2024-04-16 11:38:36 INFO]: module.adapter.tem.ffn.mapping.0.weight - torch.Size([1024, 256]) [2024-04-16 11:38:36 INFO]: module.adapter.tem.ffn.mapping.0.bias - torch.Size([1024]) [2024-04-16 11:38:36 INFO]: module.adapter.tem.ffn.mapping.2.weight - torch.Size([256, 1024]) [2024-04-16 11:38:36 INFO]: module.adapter.tem.ffn.mapping.2.bias - torch.Size([256]) [2024-04-16 11:38:36 INFO]: module.adapter.tem.ffn_norm.weight - torch.Size([256]) [2024-04-16 11:38:36 INFO]: module.adapter.tem.ffn_norm.bias - torch.Size([256]) [2024-04-16 11:38:36 INFO]: module.pooling.att.weight - torch.Size([1, 256]) [2024-04-16 11:38:36 INFO]: module.class_head.module.1.weight - torch.Size([256, 256, 3]) [2024-04-16 11:38:36 INFO]: module.class_head.module.1.bias - torch.Size([256]) [2024-04-16 11:38:36 INFO]: module.class_head.module.3.weight - torch.Size([1, 256, 3]) [2024-04-16 11:38:36 INFO]: module.class_head.module.3.bias - torch.Size([1]) [2024-04-16 11:38:36 INFO]: Learnable Parameters: 1.761M (100.0%) [2024-04-16 11:38:36 INFO]: Auto Scale Batch Size: 1 GPU(s) * 4 Samples [2024-04-16 11:38:36 INFO]: Distributed: False, AMP: fp16, Debug: False [2024-04-16 11:38:36 INFO]: Launch engine, host: coco@holygpu8a29203.rc.fas.harvard.edu, work_dir: work_dirs/r2_tuning_tvsum_vt [2024-04-16 11:38:36 INFO]: Stage: 1, epochs: 500, optimizer: AdamW(lr: 0.0005, weight_decay: 0.0001) [2024-04-16 11:38:38 INFO]: Epoch [1][1/1] lr: 0.0, eta: 0:15:19, time: 0.715, data_time: 1.129, memory: 1564, loss_cls: 0.7393, loss_sal: 0.4573, loss_video_cal: 0.1918, loss_layer_cal: 0.2183, loss: 1.6066, scale: 65536.0000 [2024-04-16 11:38:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_1.pth... [2024-04-16 11:38:39 INFO]: Validating... [2024-04-16 11:38:39 INFO]: Epoch (val) [1][1] loss_cls: 0.8171, loss_sal: 0.5160, loss_video_cal: 0.0000, loss_layer_cal: 0.1861, loss: 1.5191, mAP: 0.2515, best_mAP: 0.2515 [2024-04-16 11:38:39 INFO]: Epoch [2][1/1] lr: 1e-05, eta: 0:12:23, time: 0.053, data_time: 0.371, memory: 1588, loss_cls: 0.7568, loss_sal: 0.4562, loss_video_cal: 0.1443, loss_layer_cal: 0.1591, loss: 1.5164, scale: 65536.0000 [2024-04-16 11:38:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_2.pth... [2024-04-16 11:38:40 INFO]: Validating... [2024-04-16 11:38:40 INFO]: Epoch (val) [2][1] loss_cls: 0.8056, loss_sal: 0.5159, loss_video_cal: 0.0000, loss_layer_cal: 0.1855, loss: 1.5069, mAP: 0.2643, best_mAP: 0.2643 [2024-04-16 11:38:40 INFO]: Epoch [3][1/1] lr: 2e-05, eta: 0:10:29, time: 0.053, data_time: 0.342, memory: 1588, loss_cls: 0.7415, loss_sal: 0.4670, loss_video_cal: 0.1581, loss_layer_cal: 0.1319, loss: 1.4985, scale: 65536.0000 [2024-04-16 11:38:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_3.pth... [2024-04-16 11:38:40 INFO]: Validating... [2024-04-16 11:38:41 INFO]: Epoch (val) [3][1] loss_cls: 0.7833, loss_sal: 0.5156, loss_video_cal: 0.0000, loss_layer_cal: 0.1843, loss: 1.4832, mAP: 0.2643, best_mAP: 0.2643 [2024-04-16 11:38:41 INFO]: Epoch [4][1/1] lr: 3e-05, eta: 0:09:18, time: 0.052, data_time: 0.341, memory: 1588, loss_cls: 0.7347, loss_sal: 0.4332, loss_video_cal: 0.1888, loss_layer_cal: 0.1707, loss: 1.5274, scale: 65536.0000 [2024-04-16 11:38:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_4.pth... [2024-04-16 11:38:41 INFO]: Validating... [2024-04-16 11:38:41 INFO]: Epoch (val) [4][1] loss_cls: 0.7541, loss_sal: 0.5154, loss_video_cal: 0.0000, loss_layer_cal: 0.1831, loss: 1.4526, mAP: 0.2451, best_mAP: 0.2643 [2024-04-16 11:38:42 INFO]: Epoch [5][1/1] lr: 4e-05, eta: 0:08:36, time: 0.052, data_time: 0.341, memory: 1588, loss_cls: 0.7035, loss_sal: 0.4412, loss_video_cal: 0.1329, loss_layer_cal: 0.1584, loss: 1.4361, scale: 65536.0000 [2024-04-16 11:38:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_5.pth... [2024-04-16 11:38:42 INFO]: Validating... [2024-04-16 11:38:42 INFO]: Epoch (val) [5][1] loss_cls: 0.7193, loss_sal: 0.5162, loss_video_cal: 0.0000, loss_layer_cal: 0.1813, loss: 1.4168, mAP: 0.2487, best_mAP: 0.2643 [2024-04-16 11:38:42 INFO]: Epoch [6][1/1] lr: 5e-05, eta: 0:08:08, time: 0.052, data_time: 0.339, memory: 1588, loss_cls: 0.6913, loss_sal: 0.4400, loss_video_cal: 0.1563, loss_layer_cal: 0.1481, loss: 1.4357, scale: 65536.0000 [2024-04-16 11:38:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_6.pth... [2024-04-16 11:38:42 INFO]: Validating... [2024-04-16 11:38:43 INFO]: Epoch (val) [6][1] loss_cls: 0.6838, loss_sal: 0.5179, loss_video_cal: 0.0000, loss_layer_cal: 0.1784, loss: 1.3802, mAP: 0.2296, best_mAP: 0.2643 [2024-04-16 11:38:43 INFO]: Epoch [7][1/1] lr: 6e-05, eta: 0:07:47, time: 0.052, data_time: 0.341, memory: 1588, loss_cls: 0.6527, loss_sal: 0.4163, loss_video_cal: 0.1546, loss_layer_cal: 0.1648, loss: 1.3885, scale: 65536.0000 [2024-04-16 11:38:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_7.pth... [2024-04-16 11:38:43 INFO]: Validating... [2024-04-16 11:38:43 INFO]: Epoch (val) [7][1] loss_cls: 0.6487, loss_sal: 0.5180, loss_video_cal: 0.0000, loss_layer_cal: 0.1748, loss: 1.3415, mAP: 0.1916, best_mAP: 0.2643 [2024-04-16 11:38:44 INFO]: Epoch [8][1/1] lr: 7e-05, eta: 0:07:31, time: 0.053, data_time: 0.343, memory: 1588, loss_cls: 0.6401, loss_sal: 0.4253, loss_video_cal: 0.1638, loss_layer_cal: 0.1541, loss: 1.3833, scale: 65536.0000 [2024-04-16 11:38:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_8.pth... [2024-04-16 11:38:44 INFO]: Validating... [2024-04-16 11:38:44 INFO]: Epoch (val) [8][1] loss_cls: 0.6169, loss_sal: 0.5161, loss_video_cal: 0.0000, loss_layer_cal: 0.1709, loss: 1.3039, mAP: 0.1832, best_mAP: 0.2643 [2024-04-16 11:38:45 INFO]: Epoch [9][1/1] lr: 8e-05, eta: 0:07:19, time: 0.053, data_time: 0.346, memory: 1588, loss_cls: 0.6126, loss_sal: 0.4605, loss_video_cal: 0.1858, loss_layer_cal: 0.1879, loss: 1.4468, scale: 65536.0000 [2024-04-16 11:38:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_9.pth... [2024-04-16 11:38:45 INFO]: Validating... [2024-04-16 11:38:45 INFO]: Epoch (val) [9][1] loss_cls: 0.5886, loss_sal: 0.5139, loss_video_cal: 0.0000, loss_layer_cal: 0.1665, loss: 1.2690, mAP: 0.1457, best_mAP: 0.2643 [2024-04-16 11:38:45 INFO]: Epoch [10][1/1] lr: 9e-05, eta: 0:07:09, time: 0.052, data_time: 0.343, memory: 1588, loss_cls: 0.5918, loss_sal: 0.4443, loss_video_cal: 0.1695, loss_layer_cal: 0.1802, loss: 1.3859, scale: 65536.0000 [2024-04-16 11:38:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_10.pth... [2024-04-16 11:38:45 INFO]: Validating... [2024-04-16 11:38:46 INFO]: Epoch (val) [10][1] loss_cls: 0.5668, loss_sal: 0.5141, loss_video_cal: 0.0000, loss_layer_cal: 0.1621, loss: 1.2431, mAP: 0.1706, best_mAP: 0.2643 [2024-04-16 11:38:46 INFO]: Epoch [11][1/1] lr: 0.0001, eta: 0:07:00, time: 0.053, data_time: 0.341, memory: 1588, loss_cls: 0.5810, loss_sal: 0.4437, loss_video_cal: 0.1626, loss_layer_cal: 0.1497, loss: 1.3371, scale: 65536.0000 [2024-04-16 11:38:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_11.pth... [2024-04-16 11:38:46 INFO]: Validating... [2024-04-16 11:38:46 INFO]: Epoch (val) [11][1] loss_cls: 0.5520, loss_sal: 0.5129, loss_video_cal: 0.0000, loss_layer_cal: 0.1571, loss: 1.2220, mAP: 0.1457, best_mAP: 0.2643 [2024-04-16 11:38:47 INFO]: Epoch [12][1/1] lr: 0.00011, eta: 0:06:53, time: 0.052, data_time: 0.345, memory: 1588, loss_cls: 0.5714, loss_sal: 0.4486, loss_video_cal: 0.1501, loss_layer_cal: 0.1419, loss: 1.3121, scale: 65536.0000 [2024-04-16 11:38:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_12.pth... [2024-04-16 11:38:47 INFO]: Validating... [2024-04-16 11:38:47 INFO]: Epoch (val) [12][1] loss_cls: 0.5444, loss_sal: 0.5129, loss_video_cal: 0.0000, loss_layer_cal: 0.1518, loss: 1.2091, mAP: 0.1457, best_mAP: 0.2643 [2024-04-16 11:38:47 INFO]: Epoch [13][1/1] lr: 0.00012, eta: 0:06:47, time: 0.052, data_time: 0.339, memory: 1588, loss_cls: 0.5606, loss_sal: 0.4433, loss_video_cal: 0.1616, loss_layer_cal: 0.1617, loss: 1.3271, scale: 65536.0000 [2024-04-16 11:38:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_13.pth... [2024-04-16 11:38:47 INFO]: Validating... [2024-04-16 11:38:48 INFO]: Epoch (val) [13][1] loss_cls: 0.5428, loss_sal: 0.5128, loss_video_cal: 0.0000, loss_layer_cal: 0.1466, loss: 1.2022, mAP: 0.1650, best_mAP: 0.2643 [2024-04-16 11:38:48 INFO]: Epoch [14][1/1] lr: 0.00013, eta: 0:06:42, time: 0.053, data_time: 0.345, memory: 1588, loss_cls: 0.5608, loss_sal: 0.4374, loss_video_cal: 0.1532, loss_layer_cal: 0.1607, loss: 1.3121, scale: 65536.0000 [2024-04-16 11:38:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_14.pth... [2024-04-16 11:38:48 INFO]: Validating... [2024-04-16 11:38:48 INFO]: Epoch (val) [14][1] loss_cls: 0.5456, loss_sal: 0.5109, loss_video_cal: 0.0000, loss_layer_cal: 0.1415, loss: 1.1980, mAP: 0.1868, best_mAP: 0.2643 [2024-04-16 11:38:49 INFO]: Epoch [15][1/1] lr: 0.00014, eta: 0:06:37, time: 0.053, data_time: 0.340, memory: 1588, loss_cls: 0.5623, loss_sal: 0.4537, loss_video_cal: 0.1464, loss_layer_cal: 0.1422, loss: 1.3047, scale: 65536.0000 [2024-04-16 11:38:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_15.pth... [2024-04-16 11:38:49 INFO]: Validating... [2024-04-16 11:38:49 INFO]: Epoch (val) [15][1] loss_cls: 0.5511, loss_sal: 0.5106, loss_video_cal: 0.0000, loss_layer_cal: 0.1365, loss: 1.1982, mAP: 0.1650, best_mAP: 0.2643 [2024-04-16 11:38:49 INFO]: Epoch [16][1/1] lr: 0.00015, eta: 0:06:33, time: 0.051, data_time: 0.343, memory: 1588, loss_cls: 0.5666, loss_sal: 0.4510, loss_video_cal: 0.1701, loss_layer_cal: 0.1540, loss: 1.3418, scale: 65536.0000 [2024-04-16 11:38:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_16.pth... [2024-04-16 11:38:50 INFO]: Validating... [2024-04-16 11:38:50 INFO]: Epoch (val) [16][1] loss_cls: 0.5572, loss_sal: 0.5113, loss_video_cal: 0.0000, loss_layer_cal: 0.1318, loss: 1.2003, mAP: 0.1650, best_mAP: 0.2643 [2024-04-16 11:38:50 INFO]: Epoch [17][1/1] lr: 0.00016, eta: 0:06:29, time: 0.053, data_time: 0.342, memory: 1588, loss_cls: 0.5752, loss_sal: 0.4494, loss_video_cal: 0.1553, loss_layer_cal: 0.1467, loss: 1.3265, scale: 65536.0000 [2024-04-16 11:38:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_17.pth... [2024-04-16 11:38:50 INFO]: Validating... [2024-04-16 11:38:50 INFO]: Epoch (val) [17][1] loss_cls: 0.5616, loss_sal: 0.5117, loss_video_cal: 0.0000, loss_layer_cal: 0.1268, loss: 1.2001, mAP: 0.1650, best_mAP: 0.2643 [2024-04-16 11:38:51 INFO]: Epoch [18][1/1] lr: 0.00017, eta: 0:06:25, time: 0.052, data_time: 0.341, memory: 1588, loss_cls: 0.5760, loss_sal: 0.4645, loss_video_cal: 0.2019, loss_layer_cal: 0.1806, loss: 1.4230, scale: 65536.0000 [2024-04-16 11:38:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_18.pth... [2024-04-16 11:38:51 INFO]: Validating... [2024-04-16 11:38:51 INFO]: Epoch (val) [18][1] loss_cls: 0.5636, loss_sal: 0.5146, loss_video_cal: 0.0000, loss_layer_cal: 0.1218, loss: 1.2000, mAP: 0.1868, best_mAP: 0.2643 [2024-04-16 11:38:52 INFO]: Epoch [19][1/1] lr: 0.00018, eta: 0:06:22, time: 0.053, data_time: 0.343, memory: 1588, loss_cls: 0.5762, loss_sal: 0.4274, loss_video_cal: 0.1214, loss_layer_cal: 0.1211, loss: 1.2462, scale: 65536.0000 [2024-04-16 11:38:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_19.pth... [2024-04-16 11:38:52 INFO]: Validating... [2024-04-16 11:38:52 INFO]: Epoch (val) [19][1] loss_cls: 0.5631, loss_sal: 0.5191, loss_video_cal: 0.0000, loss_layer_cal: 0.1174, loss: 1.1996, mAP: 0.1557, best_mAP: 0.2643 [2024-04-16 11:38:52 INFO]: Epoch [20][1/1] lr: 0.00019, eta: 0:06:19, time: 0.052, data_time: 0.343, memory: 1588, loss_cls: 0.5824, loss_sal: 0.4348, loss_video_cal: 0.1745, loss_layer_cal: 0.1491, loss: 1.3408, scale: 65536.0000 [2024-04-16 11:38:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_20.pth... [2024-04-16 11:38:52 INFO]: Validating... [2024-04-16 11:38:53 INFO]: Epoch (val) [20][1] loss_cls: 0.5599, loss_sal: 0.5213, loss_video_cal: 0.0000, loss_layer_cal: 0.1133, loss: 1.1944, mAP: 0.1557, best_mAP: 0.2643 [2024-04-16 11:38:53 INFO]: Epoch [21][1/1] lr: 0.0002, eta: 0:06:17, time: 0.052, data_time: 0.344, memory: 1588, loss_cls: 0.5761, loss_sal: 0.4513, loss_video_cal: 0.1494, loss_layer_cal: 0.1369, loss: 1.3137, scale: 65536.0000 [2024-04-16 11:38:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_21.pth... [2024-04-16 11:38:53 INFO]: Validating... [2024-04-16 11:38:53 INFO]: Epoch (val) [21][1] loss_cls: 0.5553, loss_sal: 0.5222, loss_video_cal: 0.0000, loss_layer_cal: 0.1097, loss: 1.1873, mAP: 0.1557, best_mAP: 0.2643 [2024-04-16 11:38:54 INFO]: Epoch [22][1/1] lr: 0.00021, eta: 0:06:14, time: 0.052, data_time: 0.340, memory: 1588, loss_cls: 0.5777, loss_sal: 0.4258, loss_video_cal: 0.1393, loss_layer_cal: 0.1299, loss: 1.2728, scale: 65536.0000 [2024-04-16 11:38:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_22.pth... [2024-04-16 11:38:54 INFO]: Validating... [2024-04-16 11:38:54 INFO]: Epoch (val) [22][1] loss_cls: 0.5502, loss_sal: 0.5225, loss_video_cal: 0.0000, loss_layer_cal: 0.1066, loss: 1.1793, mAP: 0.1557, best_mAP: 0.2643 [2024-04-16 11:38:54 INFO]: Epoch [23][1/1] lr: 0.00022, eta: 0:06:12, time: 0.051, data_time: 0.344, memory: 1588, loss_cls: 0.5654, loss_sal: 0.4689, loss_video_cal: 0.1518, loss_layer_cal: 0.1147, loss: 1.3009, scale: 65536.0000 [2024-04-16 11:38:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_23.pth... [2024-04-16 11:38:55 INFO]: Validating... [2024-04-16 11:38:55 INFO]: Epoch (val) [23][1] loss_cls: 0.5463, loss_sal: 0.5223, loss_video_cal: 0.0000, loss_layer_cal: 0.1037, loss: 1.1724, mAP: 0.1575, best_mAP: 0.2643 [2024-04-16 11:38:55 INFO]: Epoch [24][1/1] lr: 0.00023, eta: 0:06:10, time: 0.052, data_time: 0.346, memory: 1588, loss_cls: 0.5644, loss_sal: 0.4396, loss_video_cal: 0.1554, loss_layer_cal: 0.1218, loss: 1.2811, scale: 65536.0000 [2024-04-16 11:38:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_24.pth... [2024-04-16 11:38:55 INFO]: Validating... [2024-04-16 11:38:55 INFO]: Epoch (val) [24][1] loss_cls: 0.5437, loss_sal: 0.5224, loss_video_cal: 0.0000, loss_layer_cal: 0.1014, loss: 1.1675, mAP: 0.1575, best_mAP: 0.2643 [2024-04-16 11:38:56 INFO]: Epoch [25][1/1] lr: 0.00024, eta: 0:06:07, time: 0.053, data_time: 0.342, memory: 1588, loss_cls: 0.5603, loss_sal: 0.4287, loss_video_cal: 0.1293, loss_layer_cal: 0.1098, loss: 1.2281, scale: 65536.0000 [2024-04-16 11:38:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_25.pth... [2024-04-16 11:38:56 INFO]: Validating... [2024-04-16 11:38:56 INFO]: Epoch (val) [25][1] loss_cls: 0.5430, loss_sal: 0.5226, loss_video_cal: 0.0000, loss_layer_cal: 0.0992, loss: 1.1649, mAP: 0.1575, best_mAP: 0.2643 [2024-04-16 11:38:57 INFO]: Epoch [26][1/1] lr: 0.00025, eta: 0:06:06, time: 0.051, data_time: 0.340, memory: 1588, loss_cls: 0.5592, loss_sal: 0.4228, loss_video_cal: 0.1747, loss_layer_cal: 0.1466, loss: 1.3033, scale: 65536.0000 [2024-04-16 11:38:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_26.pth... [2024-04-16 11:38:57 INFO]: Validating... [2024-04-16 11:38:57 INFO]: Epoch (val) [26][1] loss_cls: 0.5443, loss_sal: 0.5217, loss_video_cal: 0.0000, loss_layer_cal: 0.0973, loss: 1.1633, mAP: 0.1575, best_mAP: 0.2643 [2024-04-16 11:38:57 INFO]: Epoch [27][1/1] lr: 0.00026, eta: 0:06:04, time: 0.051, data_time: 0.343, memory: 1588, loss_cls: 0.5629, loss_sal: 0.4192, loss_video_cal: 0.1511, loss_layer_cal: 0.1339, loss: 1.2671, scale: 65536.0000 [2024-04-16 11:38:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_27.pth... [2024-04-16 11:38:57 INFO]: Validating... [2024-04-16 11:38:58 INFO]: Epoch (val) [27][1] loss_cls: 0.5470, loss_sal: 0.5208, loss_video_cal: 0.0000, loss_layer_cal: 0.0956, loss: 1.1634, mAP: 0.1575, best_mAP: 0.2643 [2024-04-16 11:38:58 INFO]: Epoch [28][1/1] lr: 0.00027, eta: 0:06:02, time: 0.053, data_time: 0.345, memory: 1588, loss_cls: 0.5605, loss_sal: 0.4321, loss_video_cal: 0.1572, loss_layer_cal: 0.1168, loss: 1.2666, scale: 65536.0000 [2024-04-16 11:38:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_28.pth... [2024-04-16 11:38:58 INFO]: Validating... [2024-04-16 11:38:58 INFO]: Epoch (val) [28][1] loss_cls: 0.5497, loss_sal: 0.5211, loss_video_cal: 0.0000, loss_layer_cal: 0.0943, loss: 1.1652, mAP: 0.1575, best_mAP: 0.2643 [2024-04-16 11:38:59 INFO]: Epoch [29][1/1] lr: 0.00028, eta: 0:06:00, time: 0.051, data_time: 0.344, memory: 1588, loss_cls: 0.5631, loss_sal: 0.4242, loss_video_cal: 0.1359, loss_layer_cal: 0.0960, loss: 1.2192, scale: 65536.0000 [2024-04-16 11:38:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_29.pth... [2024-04-16 11:38:59 INFO]: Validating... [2024-04-16 11:38:59 INFO]: Epoch (val) [29][1] loss_cls: 0.5514, loss_sal: 0.5208, loss_video_cal: 0.0000, loss_layer_cal: 0.0932, loss: 1.1654, mAP: 0.1575, best_mAP: 0.2643 [2024-04-16 11:38:59 INFO]: Epoch [30][1/1] lr: 0.00029, eta: 0:05:58, time: 0.053, data_time: 0.344, memory: 1588, loss_cls: 0.5682, loss_sal: 0.4413, loss_video_cal: 0.1351, loss_layer_cal: 0.1171, loss: 1.2617, scale: 65536.0000 [2024-04-16 11:38:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_30.pth... [2024-04-16 11:38:59 INFO]: Validating... [2024-04-16 11:39:00 INFO]: Epoch (val) [30][1] loss_cls: 0.5510, loss_sal: 0.5219, loss_video_cal: 0.0000, loss_layer_cal: 0.0922, loss: 1.1651, mAP: 0.1575, best_mAP: 0.2643 [2024-04-16 11:39:00 INFO]: Epoch [31][1/1] lr: 0.0003, eta: 0:05:57, time: 0.052, data_time: 0.342, memory: 1588, loss_cls: 0.5652, loss_sal: 0.4398, loss_video_cal: 0.1437, loss_layer_cal: 0.1254, loss: 1.2741, scale: 65536.0000 [2024-04-16 11:39:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_31.pth... [2024-04-16 11:39:00 INFO]: Validating... [2024-04-16 11:39:00 INFO]: Epoch (val) [31][1] loss_cls: 0.5493, loss_sal: 0.5229, loss_video_cal: 0.0000, loss_layer_cal: 0.0911, loss: 1.1633, mAP: 0.1575, best_mAP: 0.2643 [2024-04-16 11:39:01 INFO]: Epoch [32][1/1] lr: 0.00031, eta: 0:05:55, time: 0.052, data_time: 0.346, memory: 1588, loss_cls: 0.5632, loss_sal: 0.4554, loss_video_cal: 0.1660, loss_layer_cal: 0.1283, loss: 1.3129, scale: 65536.0000 [2024-04-16 11:39:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_32.pth... [2024-04-16 11:39:01 INFO]: Validating... [2024-04-16 11:39:01 INFO]: Epoch (val) [32][1] loss_cls: 0.5471, loss_sal: 0.5230, loss_video_cal: 0.0000, loss_layer_cal: 0.0899, loss: 1.1600, mAP: 0.1575, best_mAP: 0.2643 [2024-04-16 11:39:02 INFO]: Epoch [33][1/1] lr: 0.00032, eta: 0:05:54, time: 0.052, data_time: 0.344, memory: 1588, loss_cls: 0.5606, loss_sal: 0.4313, loss_video_cal: 0.1209, loss_layer_cal: 0.0882, loss: 1.2010, scale: 65536.0000 [2024-04-16 11:39:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_33.pth... [2024-04-16 11:39:02 INFO]: Validating... [2024-04-16 11:39:02 INFO]: Epoch (val) [33][1] loss_cls: 0.5448, loss_sal: 0.5231, loss_video_cal: 0.0000, loss_layer_cal: 0.0889, loss: 1.1568, mAP: 0.1575, best_mAP: 0.2643 [2024-04-16 11:39:02 INFO]: Epoch [34][1/1] lr: 0.00033, eta: 0:05:53, time: 0.053, data_time: 0.345, memory: 1588, loss_cls: 0.5592, loss_sal: 0.4318, loss_video_cal: 0.1258, loss_layer_cal: 0.1004, loss: 1.2173, scale: 65536.0000 [2024-04-16 11:39:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_34.pth... [2024-04-16 11:39:02 INFO]: Validating... [2024-04-16 11:39:03 INFO]: Epoch (val) [34][1] loss_cls: 0.5434, loss_sal: 0.5233, loss_video_cal: 0.0000, loss_layer_cal: 0.0880, loss: 1.1547, mAP: 0.1575, best_mAP: 0.2643 [2024-04-16 11:39:03 INFO]: Epoch [35][1/1] lr: 0.00034, eta: 0:05:51, time: 0.052, data_time: 0.341, memory: 1588, loss_cls: 0.5594, loss_sal: 0.4520, loss_video_cal: 0.1441, loss_layer_cal: 0.1113, loss: 1.2669, scale: 65536.0000 [2024-04-16 11:39:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_35.pth... [2024-04-16 11:39:03 INFO]: Validating... [2024-04-16 11:39:03 INFO]: Epoch (val) [35][1] loss_cls: 0.5428, loss_sal: 0.5233, loss_video_cal: 0.0000, loss_layer_cal: 0.0873, loss: 1.1533, mAP: 0.1575, best_mAP: 0.2643 [2024-04-16 11:39:04 INFO]: Epoch [36][1/1] lr: 0.00035, eta: 0:05:50, time: 0.052, data_time: 0.345, memory: 1588, loss_cls: 0.5605, loss_sal: 0.4265, loss_video_cal: 0.1526, loss_layer_cal: 0.1243, loss: 1.2640, scale: 65536.0000 [2024-04-16 11:39:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_36.pth... [2024-04-16 11:39:04 INFO]: Validating... [2024-04-16 11:39:04 INFO]: Epoch (val) [36][1] loss_cls: 0.5427, loss_sal: 0.5230, loss_video_cal: 0.0000, loss_layer_cal: 0.0868, loss: 1.1525, mAP: 0.1557, best_mAP: 0.2643 [2024-04-16 11:39:04 INFO]: Epoch [37][1/1] lr: 0.00036, eta: 0:05:48, time: 0.051, data_time: 0.345, memory: 1588, loss_cls: 0.5612, loss_sal: 0.4293, loss_video_cal: 0.1328, loss_layer_cal: 0.0923, loss: 1.2155, scale: 65536.0000 [2024-04-16 11:39:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_37.pth... [2024-04-16 11:39:04 INFO]: Validating... [2024-04-16 11:39:05 INFO]: Epoch (val) [37][1] loss_cls: 0.5426, loss_sal: 0.5225, loss_video_cal: 0.0000, loss_layer_cal: 0.0861, loss: 1.1512, mAP: 0.1557, best_mAP: 0.2643 [2024-04-16 11:39:05 INFO]: Epoch [38][1/1] lr: 0.00037, eta: 0:05:47, time: 0.052, data_time: 0.345, memory: 1588, loss_cls: 0.5606, loss_sal: 0.4368, loss_video_cal: 0.1321, loss_layer_cal: 0.1023, loss: 1.2317, scale: 65536.0000 [2024-04-16 11:39:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_38.pth... [2024-04-16 11:39:05 INFO]: Validating... [2024-04-16 11:39:05 INFO]: Epoch (val) [38][1] loss_cls: 0.5426, loss_sal: 0.5227, loss_video_cal: 0.0000, loss_layer_cal: 0.0855, loss: 1.1508, mAP: 0.1557, best_mAP: 0.2643 [2024-04-16 11:39:06 INFO]: Epoch [39][1/1] lr: 0.00038, eta: 0:05:46, time: 0.052, data_time: 0.343, memory: 1588, loss_cls: 0.5611, loss_sal: 0.4373, loss_video_cal: 0.1483, loss_layer_cal: 0.1060, loss: 1.2527, scale: 65536.0000 [2024-04-16 11:39:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_39.pth... [2024-04-16 11:39:06 INFO]: Validating... [2024-04-16 11:39:06 INFO]: Epoch (val) [39][1] loss_cls: 0.5426, loss_sal: 0.5227, loss_video_cal: 0.0000, loss_layer_cal: 0.0847, loss: 1.1500, mAP: 0.1557, best_mAP: 0.2643 [2024-04-16 11:39:07 INFO]: Epoch [40][1/1] lr: 0.00039, eta: 0:05:45, time: 0.052, data_time: 0.340, memory: 1588, loss_cls: 0.5602, loss_sal: 0.4360, loss_video_cal: 0.1268, loss_layer_cal: 0.1016, loss: 1.2246, scale: 65536.0000 [2024-04-16 11:39:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_40.pth... [2024-04-16 11:39:07 INFO]: Validating... [2024-04-16 11:39:07 INFO]: Epoch (val) [40][1] loss_cls: 0.5430, loss_sal: 0.5223, loss_video_cal: 0.0000, loss_layer_cal: 0.0839, loss: 1.1492, mAP: 0.1602, best_mAP: 0.2643 [2024-04-16 11:39:07 INFO]: Epoch [41][1/1] lr: 0.0004, eta: 0:05:44, time: 0.052, data_time: 0.340, memory: 1588, loss_cls: 0.5594, loss_sal: 0.4183, loss_video_cal: 0.1344, loss_layer_cal: 0.0789, loss: 1.1911, scale: 65536.0000 [2024-04-16 11:39:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_41.pth... [2024-04-16 11:39:07 INFO]: Validating... [2024-04-16 11:39:08 INFO]: Epoch (val) [41][1] loss_cls: 0.5439, loss_sal: 0.5208, loss_video_cal: 0.0000, loss_layer_cal: 0.0832, loss: 1.1479, mAP: 0.1602, best_mAP: 0.2643 [2024-04-16 11:39:08 INFO]: Epoch [42][1/1] lr: 0.00041, eta: 0:05:42, time: 0.052, data_time: 0.343, memory: 1588, loss_cls: 0.5591, loss_sal: 0.4359, loss_video_cal: 0.1361, loss_layer_cal: 0.1004, loss: 1.2315, scale: 65536.0000 [2024-04-16 11:39:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_42.pth... [2024-04-16 11:39:08 INFO]: Validating... [2024-04-16 11:39:08 INFO]: Epoch (val) [42][1] loss_cls: 0.5450, loss_sal: 0.5204, loss_video_cal: 0.0000, loss_layer_cal: 0.0826, loss: 1.1479, mAP: 0.1562, best_mAP: 0.2643 [2024-04-16 11:39:09 INFO]: Epoch [43][1/1] lr: 0.00042, eta: 0:05:41, time: 0.051, data_time: 0.340, memory: 1588, loss_cls: 0.5595, loss_sal: 0.4300, loss_video_cal: 0.1164, loss_layer_cal: 0.0892, loss: 1.1951, scale: 65536.0000 [2024-04-16 11:39:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_43.pth... [2024-04-16 11:39:09 INFO]: Validating... [2024-04-16 11:39:09 INFO]: Epoch (val) [43][1] loss_cls: 0.5459, loss_sal: 0.5198, loss_video_cal: 0.0000, loss_layer_cal: 0.0821, loss: 1.1478, mAP: 0.1562, best_mAP: 0.2643 [2024-04-16 11:39:09 INFO]: Epoch [44][1/1] lr: 0.00043, eta: 0:05:40, time: 0.051, data_time: 0.346, memory: 1588, loss_cls: 0.5597, loss_sal: 0.4285, loss_video_cal: 0.1356, loss_layer_cal: 0.0925, loss: 1.2163, scale: 65536.0000 [2024-04-16 11:39:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_44.pth... [2024-04-16 11:39:09 INFO]: Validating... [2024-04-16 11:39:10 INFO]: Epoch (val) [44][1] loss_cls: 0.5463, loss_sal: 0.5197, loss_video_cal: 0.0000, loss_layer_cal: 0.0814, loss: 1.1473, mAP: 0.1562, best_mAP: 0.2643 [2024-04-16 11:39:10 INFO]: Epoch [45][1/1] lr: 0.00044, eta: 0:05:39, time: 0.051, data_time: 0.344, memory: 1588, loss_cls: 0.5603, loss_sal: 0.4457, loss_video_cal: 0.1201, loss_layer_cal: 0.0754, loss: 1.2015, scale: 65536.0000 [2024-04-16 11:39:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_45.pth... [2024-04-16 11:39:10 INFO]: Validating... [2024-04-16 11:39:10 INFO]: Epoch (val) [45][1] loss_cls: 0.5455, loss_sal: 0.5198, loss_video_cal: 0.0000, loss_layer_cal: 0.0805, loss: 1.1458, mAP: 0.1562, best_mAP: 0.2643 [2024-04-16 11:39:11 INFO]: Epoch [46][1/1] lr: 0.00045, eta: 0:05:38, time: 0.051, data_time: 0.345, memory: 1588, loss_cls: 0.5590, loss_sal: 0.4264, loss_video_cal: 0.1385, loss_layer_cal: 0.1052, loss: 1.2291, scale: 65536.0000 [2024-04-16 11:39:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_46.pth... [2024-04-16 11:39:11 INFO]: Validating... [2024-04-16 11:39:11 INFO]: Epoch (val) [46][1] loss_cls: 0.5442, loss_sal: 0.5194, loss_video_cal: 0.0000, loss_layer_cal: 0.0796, loss: 1.1431, mAP: 0.1562, best_mAP: 0.2643 [2024-04-16 11:39:11 INFO]: Epoch [47][1/1] lr: 0.00046, eta: 0:05:37, time: 0.051, data_time: 0.344, memory: 1588, loss_cls: 0.5591, loss_sal: 0.4272, loss_video_cal: 0.1392, loss_layer_cal: 0.0933, loss: 1.2188, scale: 65536.0000 [2024-04-16 11:39:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_47.pth... [2024-04-16 11:39:12 INFO]: Validating... [2024-04-16 11:39:12 INFO]: Epoch (val) [47][1] loss_cls: 0.5429, loss_sal: 0.5183, loss_video_cal: 0.0000, loss_layer_cal: 0.0789, loss: 1.1401, mAP: 0.2187, best_mAP: 0.2643 [2024-04-16 11:39:12 INFO]: Epoch [48][1/1] lr: 0.00047, eta: 0:05:36, time: 0.051, data_time: 0.342, memory: 1588, loss_cls: 0.5588, loss_sal: 0.4373, loss_video_cal: 0.1320, loss_layer_cal: 0.0974, loss: 1.2254, scale: 65536.0000 [2024-04-16 11:39:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_48.pth... [2024-04-16 11:39:12 INFO]: Validating... [2024-04-16 11:39:12 INFO]: Epoch (val) [48][1] loss_cls: 0.5424, loss_sal: 0.5185, loss_video_cal: 0.0000, loss_layer_cal: 0.0781, loss: 1.1390, mAP: 0.2187, best_mAP: 0.2643 [2024-04-16 11:39:13 INFO]: Epoch [49][1/1] lr: 0.00048, eta: 0:05:34, time: 0.052, data_time: 0.343, memory: 1588, loss_cls: 0.5590, loss_sal: 0.4266, loss_video_cal: 0.1268, loss_layer_cal: 0.0876, loss: 1.2001, scale: 65536.0000 [2024-04-16 11:39:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_49.pth... [2024-04-16 11:39:13 INFO]: Validating... [2024-04-16 11:39:13 INFO]: Epoch (val) [49][1] loss_cls: 0.5422, loss_sal: 0.5177, loss_video_cal: 0.0000, loss_layer_cal: 0.0774, loss: 1.1373, mAP: 0.2187, best_mAP: 0.2643 [2024-04-16 11:39:14 INFO]: Epoch [50][1/1] lr: 0.00049, eta: 0:05:33, time: 0.052, data_time: 0.343, memory: 1588, loss_cls: 0.5590, loss_sal: 0.4393, loss_video_cal: 0.1369, loss_layer_cal: 0.0996, loss: 1.2348, scale: 65536.0000 [2024-04-16 11:39:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_50.pth... [2024-04-16 11:39:14 INFO]: Validating... [2024-04-16 11:39:14 INFO]: Epoch (val) [50][1] loss_cls: 0.5421, loss_sal: 0.5169, loss_video_cal: 0.0000, loss_layer_cal: 0.0766, loss: 1.1355, mAP: 0.2187, best_mAP: 0.2643 [2024-04-16 11:39:14 INFO]: Epoch [51][1/1] lr: 0.0005, eta: 0:05:32, time: 0.052, data_time: 0.341, memory: 1588, loss_cls: 0.5591, loss_sal: 0.4095, loss_video_cal: 0.1304, loss_layer_cal: 0.0897, loss: 1.1886, scale: 65536.0000 [2024-04-16 11:39:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_51.pth... [2024-04-16 11:39:14 INFO]: Validating... [2024-04-16 11:39:15 INFO]: Epoch (val) [51][1] loss_cls: 0.5424, loss_sal: 0.5170, loss_video_cal: 0.0000, loss_layer_cal: 0.0755, loss: 1.1349, mAP: 0.2187, best_mAP: 0.2643 [2024-04-16 11:39:15 INFO]: Epoch [52][1/1] lr: 0.0005, eta: 0:05:31, time: 0.052, data_time: 0.341, memory: 1588, loss_cls: 0.5579, loss_sal: 0.4309, loss_video_cal: 0.1208, loss_layer_cal: 0.0882, loss: 1.1978, scale: 65536.0000 [2024-04-16 11:39:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_52.pth... [2024-04-16 11:39:15 INFO]: Validating... [2024-04-16 11:39:15 INFO]: Epoch (val) [52][1] loss_cls: 0.5432, loss_sal: 0.5166, loss_video_cal: 0.0000, loss_layer_cal: 0.0744, loss: 1.1342, mAP: 0.2187, best_mAP: 0.2643 [2024-04-16 11:39:16 INFO]: Epoch [53][1/1] lr: 0.0005, eta: 0:05:30, time: 0.051, data_time: 0.346, memory: 1588, loss_cls: 0.5585, loss_sal: 0.4304, loss_video_cal: 0.1124, loss_layer_cal: 0.0869, loss: 1.1881, scale: 65536.0000 [2024-04-16 11:39:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_53.pth... [2024-04-16 11:39:16 INFO]: Validating... [2024-04-16 11:39:16 INFO]: Epoch (val) [53][1] loss_cls: 0.5441, loss_sal: 0.5163, loss_video_cal: 0.0000, loss_layer_cal: 0.0733, loss: 1.1336, mAP: 0.1965, best_mAP: 0.2643 [2024-04-16 11:39:16 INFO]: Epoch [54][1/1] lr: 0.0005, eta: 0:05:29, time: 0.051, data_time: 0.346, memory: 1588, loss_cls: 0.5576, loss_sal: 0.4583, loss_video_cal: 0.1389, loss_layer_cal: 0.0864, loss: 1.2412, scale: 65536.0000 [2024-04-16 11:39:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_54.pth... [2024-04-16 11:39:17 INFO]: Validating... [2024-04-16 11:39:17 INFO]: Epoch (val) [54][1] loss_cls: 0.5452, loss_sal: 0.5158, loss_video_cal: 0.0000, loss_layer_cal: 0.0722, loss: 1.1331, mAP: 0.2018, best_mAP: 0.2643 [2024-04-16 11:39:17 INFO]: Epoch [55][1/1] lr: 0.0005, eta: 0:05:28, time: 0.052, data_time: 0.341, memory: 1588, loss_cls: 0.5583, loss_sal: 0.4260, loss_video_cal: 0.1370, loss_layer_cal: 0.0806, loss: 1.2019, scale: 65536.0000 [2024-04-16 11:39:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_55.pth... [2024-04-16 11:39:17 INFO]: Validating... [2024-04-16 11:39:17 INFO]: Epoch (val) [55][1] loss_cls: 0.5457, loss_sal: 0.5158, loss_video_cal: 0.0000, loss_layer_cal: 0.0710, loss: 1.1324, mAP: 0.2278, best_mAP: 0.2643 [2024-04-16 11:39:18 INFO]: Epoch [56][1/1] lr: 0.0005, eta: 0:05:27, time: 0.052, data_time: 0.346, memory: 1588, loss_cls: 0.5589, loss_sal: 0.4218, loss_video_cal: 0.1436, loss_layer_cal: 0.0938, loss: 1.2182, scale: 65536.0000 [2024-04-16 11:39:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_56.pth... [2024-04-16 11:39:18 INFO]: Validating... [2024-04-16 11:39:18 INFO]: Epoch (val) [56][1] loss_cls: 0.5445, loss_sal: 0.5144, loss_video_cal: 0.0000, loss_layer_cal: 0.0698, loss: 1.1287, mAP: 0.2199, best_mAP: 0.2643 [2024-04-16 11:39:19 INFO]: Epoch [57][1/1] lr: 0.0005, eta: 0:05:26, time: 0.052, data_time: 0.346, memory: 1588, loss_cls: 0.5573, loss_sal: 0.3991, loss_video_cal: 0.1176, loss_layer_cal: 0.0877, loss: 1.1618, scale: 65536.0000 [2024-04-16 11:39:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_57.pth... [2024-04-16 11:39:19 INFO]: Validating... [2024-04-16 11:39:19 INFO]: Epoch (val) [57][1] loss_cls: 0.5429, loss_sal: 0.5135, loss_video_cal: 0.0000, loss_layer_cal: 0.0688, loss: 1.1252, mAP: 0.2278, best_mAP: 0.2643 [2024-04-16 11:39:19 INFO]: Epoch [58][1/1] lr: 0.0005, eta: 0:05:25, time: 0.052, data_time: 0.340, memory: 1588, loss_cls: 0.5570, loss_sal: 0.4387, loss_video_cal: 0.1048, loss_layer_cal: 0.0880, loss: 1.1884, scale: 65536.0000 [2024-04-16 11:39:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_58.pth... [2024-04-16 11:39:19 INFO]: Validating... [2024-04-16 11:39:20 INFO]: Epoch (val) [58][1] loss_cls: 0.5416, loss_sal: 0.5123, loss_video_cal: 0.0000, loss_layer_cal: 0.0676, loss: 1.1214, mAP: 0.2278, best_mAP: 0.2643 [2024-04-16 11:39:20 INFO]: Epoch [59][1/1] lr: 0.0005, eta: 0:05:24, time: 0.053, data_time: 0.343, memory: 1588, loss_cls: 0.5586, loss_sal: 0.4201, loss_video_cal: 0.1211, loss_layer_cal: 0.0889, loss: 1.1886, scale: 65536.0000 [2024-04-16 11:39:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_59.pth... [2024-04-16 11:39:20 INFO]: Validating... [2024-04-16 11:39:20 INFO]: Epoch (val) [59][1] loss_cls: 0.5415, loss_sal: 0.5107, loss_video_cal: 0.0000, loss_layer_cal: 0.0663, loss: 1.1186, mAP: 0.1833, best_mAP: 0.2643 [2024-04-16 11:39:21 INFO]: Epoch [60][1/1] lr: 0.0005, eta: 0:05:24, time: 0.053, data_time: 0.346, memory: 1588, loss_cls: 0.5570, loss_sal: 0.4139, loss_video_cal: 0.1060, loss_layer_cal: 0.0793, loss: 1.1561, scale: 65536.0000 [2024-04-16 11:39:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_60.pth... [2024-04-16 11:39:21 INFO]: Validating... [2024-04-16 11:39:21 INFO]: Epoch (val) [60][1] loss_cls: 0.5418, loss_sal: 0.5095, loss_video_cal: 0.0000, loss_layer_cal: 0.0652, loss: 1.1165, mAP: 0.2018, best_mAP: 0.2643 [2024-04-16 11:39:21 INFO]: Epoch [61][1/1] lr: 0.0005, eta: 0:05:23, time: 0.052, data_time: 0.345, memory: 1588, loss_cls: 0.5586, loss_sal: 0.4269, loss_video_cal: 0.0873, loss_layer_cal: 0.0563, loss: 1.1292, scale: 65536.0000 [2024-04-16 11:39:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_61.pth... [2024-04-16 11:39:21 INFO]: Validating... [2024-04-16 11:39:22 INFO]: Epoch (val) [61][1] loss_cls: 0.5430, loss_sal: 0.5084, loss_video_cal: 0.0000, loss_layer_cal: 0.0643, loss: 1.1157, mAP: 0.2018, best_mAP: 0.2643 [2024-04-16 11:39:22 INFO]: Epoch [62][1/1] lr: 0.0005, eta: 0:05:22, time: 0.053, data_time: 0.343, memory: 1588, loss_cls: 0.5570, loss_sal: 0.4006, loss_video_cal: 0.0920, loss_layer_cal: 0.0741, loss: 1.1236, scale: 65536.0000 [2024-04-16 11:39:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_62.pth... [2024-04-16 11:39:22 INFO]: Validating... [2024-04-16 11:39:22 INFO]: Epoch (val) [62][1] loss_cls: 0.5441, loss_sal: 0.5083, loss_video_cal: 0.0000, loss_layer_cal: 0.0636, loss: 1.1160, mAP: 0.1965, best_mAP: 0.2643 [2024-04-16 11:39:23 INFO]: Epoch [63][1/1] lr: 0.0005, eta: 0:05:21, time: 0.053, data_time: 0.349, memory: 1588, loss_cls: 0.5566, loss_sal: 0.4265, loss_video_cal: 0.0821, loss_layer_cal: 0.0727, loss: 1.1378, scale: 65536.0000 [2024-04-16 11:39:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_63.pth... [2024-04-16 11:39:23 INFO]: Validating... [2024-04-16 11:39:23 INFO]: Epoch (val) [63][1] loss_cls: 0.5445, loss_sal: 0.5069, loss_video_cal: 0.0000, loss_layer_cal: 0.0631, loss: 1.1144, mAP: 0.1965, best_mAP: 0.2643 [2024-04-16 11:39:24 INFO]: Epoch [64][1/1] lr: 0.0005, eta: 0:05:20, time: 0.052, data_time: 0.337, memory: 1588, loss_cls: 0.5564, loss_sal: 0.4263, loss_video_cal: 0.1187, loss_layer_cal: 0.0859, loss: 1.1874, scale: 65536.0000 [2024-04-16 11:39:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_64.pth... [2024-04-16 11:39:24 INFO]: Validating... [2024-04-16 11:39:24 INFO]: Epoch (val) [64][1] loss_cls: 0.5448, loss_sal: 0.5056, loss_video_cal: 0.0000, loss_layer_cal: 0.0629, loss: 1.1133, mAP: 0.1806, best_mAP: 0.2643 [2024-04-16 11:39:24 INFO]: Epoch [65][1/1] lr: 0.0005, eta: 0:05:19, time: 0.052, data_time: 0.346, memory: 1588, loss_cls: 0.5565, loss_sal: 0.4393, loss_video_cal: 0.1095, loss_layer_cal: 0.0745, loss: 1.1799, scale: 65536.0000 [2024-04-16 11:39:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_65.pth... [2024-04-16 11:39:24 INFO]: Validating... [2024-04-16 11:39:25 INFO]: Epoch (val) [65][1] loss_cls: 0.5437, loss_sal: 0.5041, loss_video_cal: 0.0000, loss_layer_cal: 0.0626, loss: 1.1104, mAP: 0.2171, best_mAP: 0.2643 [2024-04-16 11:39:25 INFO]: Epoch [66][1/1] lr: 0.0005, eta: 0:05:18, time: 0.051, data_time: 0.346, memory: 1588, loss_cls: 0.5558, loss_sal: 0.4073, loss_video_cal: 0.0982, loss_layer_cal: 0.0866, loss: 1.1479, scale: 65536.0000 [2024-04-16 11:39:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_66.pth... [2024-04-16 11:39:25 INFO]: Validating... [2024-04-16 11:39:25 INFO]: Epoch (val) [66][1] loss_cls: 0.5423, loss_sal: 0.5029, loss_video_cal: 0.0000, loss_layer_cal: 0.0622, loss: 1.1074, mAP: 0.2697, best_mAP: 0.2697 [2024-04-16 11:39:26 INFO]: Epoch [67][1/1] lr: 0.0005, eta: 0:05:17, time: 0.052, data_time: 0.346, memory: 1588, loss_cls: 0.5554, loss_sal: 0.3934, loss_video_cal: 0.0928, loss_layer_cal: 0.0640, loss: 1.1056, scale: 65536.0000 [2024-04-16 11:39:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_67.pth... [2024-04-16 11:39:26 INFO]: Validating... [2024-04-16 11:39:26 INFO]: Epoch (val) [67][1] loss_cls: 0.5408, loss_sal: 0.4999, loss_video_cal: 0.0000, loss_layer_cal: 0.0621, loss: 1.1028, mAP: 0.2607, best_mAP: 0.2697 [2024-04-16 11:39:26 INFO]: Epoch [68][1/1] lr: 0.0005, eta: 0:05:16, time: 0.053, data_time: 0.343, memory: 1588, loss_cls: 0.5552, loss_sal: 0.3979, loss_video_cal: 0.1068, loss_layer_cal: 0.0734, loss: 1.1332, scale: 65536.0000 [2024-04-16 11:39:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_68.pth... [2024-04-16 11:39:26 INFO]: Validating... [2024-04-16 11:39:27 INFO]: Epoch (val) [68][1] loss_cls: 0.5397, loss_sal: 0.4990, loss_video_cal: 0.0000, loss_layer_cal: 0.0619, loss: 1.1006, mAP: 0.2685, best_mAP: 0.2697 [2024-04-16 11:39:27 INFO]: Epoch [69][1/1] lr: 0.0005, eta: 0:05:15, time: 0.053, data_time: 0.344, memory: 1588, loss_cls: 0.5544, loss_sal: 0.4142, loss_video_cal: 0.1084, loss_layer_cal: 0.0777, loss: 1.1548, scale: 65536.0000 [2024-04-16 11:39:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_69.pth... [2024-04-16 11:39:27 INFO]: Validating... [2024-04-16 11:39:27 INFO]: Epoch (val) [69][1] loss_cls: 0.5398, loss_sal: 0.4967, loss_video_cal: 0.0000, loss_layer_cal: 0.0618, loss: 1.0983, mAP: 0.2888, best_mAP: 0.2888 [2024-04-16 11:39:28 INFO]: Epoch [70][1/1] lr: 0.0005, eta: 0:05:14, time: 0.052, data_time: 0.341, memory: 1588, loss_cls: 0.5539, loss_sal: 0.4157, loss_video_cal: 0.0784, loss_layer_cal: 0.0651, loss: 1.1130, scale: 65536.0000 [2024-04-16 11:39:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_70.pth... [2024-04-16 11:39:28 INFO]: Validating... [2024-04-16 11:39:28 INFO]: Epoch (val) [70][1] loss_cls: 0.5398, loss_sal: 0.4939, loss_video_cal: 0.0000, loss_layer_cal: 0.0617, loss: 1.0954, mAP: 0.2928, best_mAP: 0.2928 [2024-04-16 11:39:28 INFO]: Epoch [71][1/1] lr: 0.0005, eta: 0:05:14, time: 0.052, data_time: 0.341, memory: 1588, loss_cls: 0.5515, loss_sal: 0.4104, loss_video_cal: 0.1012, loss_layer_cal: 0.0625, loss: 1.1257, scale: 65536.0000 [2024-04-16 11:39:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_71.pth... [2024-04-16 11:39:29 INFO]: Validating... [2024-04-16 11:39:29 INFO]: Epoch (val) [71][1] loss_cls: 0.5407, loss_sal: 0.4904, loss_video_cal: 0.0000, loss_layer_cal: 0.0618, loss: 1.0929, mAP: 0.2607, best_mAP: 0.2928 [2024-04-16 11:39:29 INFO]: Epoch [72][1/1] lr: 0.0005, eta: 0:05:13, time: 0.053, data_time: 0.344, memory: 1588, loss_cls: 0.5502, loss_sal: 0.3756, loss_video_cal: 0.0905, loss_layer_cal: 0.0735, loss: 1.0899, scale: 65536.0000 [2024-04-16 11:39:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_72.pth... [2024-04-16 11:39:29 INFO]: Validating... [2024-04-16 11:39:29 INFO]: Epoch (val) [72][1] loss_cls: 0.5394, loss_sal: 0.4874, loss_video_cal: 0.0000, loss_layer_cal: 0.0615, loss: 1.0882, mAP: 0.3034, best_mAP: 0.3034 [2024-04-16 11:39:30 INFO]: Epoch [73][1/1] lr: 0.0005, eta: 0:05:12, time: 0.054, data_time: 0.345, memory: 1588, loss_cls: 0.5506, loss_sal: 0.4268, loss_video_cal: 0.0872, loss_layer_cal: 0.0743, loss: 1.1390, scale: 65536.0000 [2024-04-16 11:39:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_73.pth... [2024-04-16 11:39:30 INFO]: Validating... [2024-04-16 11:39:30 INFO]: Epoch (val) [73][1] loss_cls: 0.5389, loss_sal: 0.4841, loss_video_cal: 0.0000, loss_layer_cal: 0.0603, loss: 1.0833, mAP: 0.3034, best_mAP: 0.3034 [2024-04-16 11:39:31 INFO]: Epoch [74][1/1] lr: 0.0005, eta: 0:05:11, time: 0.052, data_time: 0.340, memory: 1588, loss_cls: 0.5478, loss_sal: 0.3176, loss_video_cal: 0.0575, loss_layer_cal: 0.0502, loss: 0.9732, scale: 65536.0000 [2024-04-16 11:39:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_74.pth... [2024-04-16 11:39:31 INFO]: Validating... [2024-04-16 11:39:31 INFO]: Epoch (val) [74][1] loss_cls: 0.5357, loss_sal: 0.4772, loss_video_cal: 0.0000, loss_layer_cal: 0.0587, loss: 1.0716, mAP: 0.3604, best_mAP: 0.3604 [2024-04-16 11:39:31 INFO]: Epoch [75][1/1] lr: 0.0005, eta: 0:05:10, time: 0.052, data_time: 0.340, memory: 1588, loss_cls: 0.5471, loss_sal: 0.3630, loss_video_cal: 0.0864, loss_layer_cal: 0.0558, loss: 1.0523, scale: 65536.0000 [2024-04-16 11:39:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_75.pth... [2024-04-16 11:39:31 INFO]: Validating... [2024-04-16 11:39:32 INFO]: Epoch (val) [75][1] loss_cls: 0.5349, loss_sal: 0.4686, loss_video_cal: 0.0000, loss_layer_cal: 0.0570, loss: 1.0606, mAP: 0.2885, best_mAP: 0.3604 [2024-04-16 11:39:32 INFO]: Epoch [76][1/1] lr: 0.0005, eta: 0:05:09, time: 0.052, data_time: 0.341, memory: 1588, loss_cls: 0.5448, loss_sal: 0.3668, loss_video_cal: 0.0657, loss_layer_cal: 0.0573, loss: 1.0346, scale: 65536.0000 [2024-04-16 11:39:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_76.pth... [2024-04-16 11:39:32 INFO]: Validating... [2024-04-16 11:39:32 INFO]: Epoch (val) [76][1] loss_cls: 0.5323, loss_sal: 0.4610, loss_video_cal: 0.0000, loss_layer_cal: 0.0554, loss: 1.0487, mAP: 0.3930, best_mAP: 0.3930 [2024-04-16 11:39:33 INFO]: Epoch [77][1/1] lr: 0.0005, eta: 0:05:09, time: 0.052, data_time: 0.344, memory: 1588, loss_cls: 0.5429, loss_sal: 0.3902, loss_video_cal: 0.0669, loss_layer_cal: 0.0600, loss: 1.0600, scale: 65536.0000 [2024-04-16 11:39:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_77.pth... [2024-04-16 11:39:33 INFO]: Validating... [2024-04-16 11:39:33 INFO]: Epoch (val) [77][1] loss_cls: 0.5334, loss_sal: 0.4551, loss_video_cal: 0.0000, loss_layer_cal: 0.0536, loss: 1.0421, mAP: 0.4165, best_mAP: 0.4165 [2024-04-16 11:39:33 INFO]: Epoch [78][1/1] lr: 0.0005, eta: 0:05:08, time: 0.052, data_time: 0.347, memory: 1588, loss_cls: 0.5397, loss_sal: 0.3469, loss_video_cal: 0.1024, loss_layer_cal: 0.0806, loss: 1.0695, scale: 65536.0000 [2024-04-16 11:39:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_78.pth... [2024-04-16 11:39:34 INFO]: Validating... [2024-04-16 11:39:34 INFO]: Epoch (val) [78][1] loss_cls: 0.5352, loss_sal: 0.4514, loss_video_cal: 0.0000, loss_layer_cal: 0.0520, loss: 1.0386, mAP: 0.6125, best_mAP: 0.6125 [2024-04-16 11:39:34 INFO]: Epoch [79][1/1] lr: 0.0005, eta: 0:05:07, time: 0.052, data_time: 0.347, memory: 1588, loss_cls: 0.5434, loss_sal: 0.3398, loss_video_cal: 0.0700, loss_layer_cal: 0.0792, loss: 1.0324, scale: 65536.0000 [2024-04-16 11:39:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_79.pth... [2024-04-16 11:39:34 INFO]: Validating... [2024-04-16 11:39:35 INFO]: Epoch (val) [79][1] loss_cls: 0.5199, loss_sal: 0.4438, loss_video_cal: 0.0000, loss_layer_cal: 0.0500, loss: 1.0137, mAP: 0.6607, best_mAP: 0.6607 [2024-04-16 11:39:35 INFO]: Epoch [80][1/1] lr: 0.0005, eta: 0:05:06, time: 0.053, data_time: 0.347, memory: 1588, loss_cls: 0.5347, loss_sal: 0.2985, loss_video_cal: 0.0669, loss_layer_cal: 0.0742, loss: 0.9743, scale: 65536.0000 [2024-04-16 11:39:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_80.pth... [2024-04-16 11:39:35 INFO]: Validating... [2024-04-16 11:39:35 INFO]: Epoch (val) [80][1] loss_cls: 0.5159, loss_sal: 0.4368, loss_video_cal: 0.0000, loss_layer_cal: 0.0481, loss: 1.0008, mAP: 0.5960, best_mAP: 0.6607 [2024-04-16 11:39:36 INFO]: Epoch [81][1/1] lr: 0.0005, eta: 0:05:06, time: 0.053, data_time: 0.343, memory: 1588, loss_cls: 0.5460, loss_sal: 0.3125, loss_video_cal: 0.0921, loss_layer_cal: 0.0617, loss: 1.0122, scale: 65536.0000 [2024-04-16 11:39:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_81.pth... [2024-04-16 11:39:36 INFO]: Validating... [2024-04-16 11:39:36 INFO]: Epoch (val) [81][1] loss_cls: 0.5146, loss_sal: 0.4310, loss_video_cal: 0.0000, loss_layer_cal: 0.0466, loss: 0.9922, mAP: 0.5960, best_mAP: 0.6607 [2024-04-16 11:39:36 INFO]: Epoch [82][1/1] lr: 0.0005, eta: 0:05:05, time: 0.053, data_time: 0.342, memory: 1588, loss_cls: 0.5425, loss_sal: 0.3818, loss_video_cal: 0.0821, loss_layer_cal: 0.0653, loss: 1.0718, scale: 65536.0000 [2024-04-16 11:39:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_82.pth... [2024-04-16 11:39:36 INFO]: Validating... [2024-04-16 11:39:37 INFO]: Epoch (val) [82][1] loss_cls: 0.5146, loss_sal: 0.4310, loss_video_cal: 0.0000, loss_layer_cal: 0.0466, loss: 0.9922, mAP: 0.5960, best_mAP: 0.6607 [2024-04-16 11:39:37 INFO]: Epoch [83][1/1] lr: 0.0005, eta: 0:05:04, time: 0.053, data_time: 0.343, memory: 1588, loss_cls: 0.5369, loss_sal: 0.3357, loss_video_cal: 0.0980, loss_layer_cal: 0.0759, loss: 1.0466, scale: 32768.0000 [2024-04-16 11:39:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_83.pth... [2024-04-16 11:39:37 INFO]: Validating... [2024-04-16 11:39:37 INFO]: Epoch (val) [83][1] loss_cls: 0.5116, loss_sal: 0.4280, loss_video_cal: 0.0000, loss_layer_cal: 0.0454, loss: 0.9851, mAP: 0.6043, best_mAP: 0.6607 [2024-04-16 11:39:38 INFO]: Epoch [84][1/1] lr: 0.0005, eta: 0:05:03, time: 0.053, data_time: 0.343, memory: 1588, loss_cls: 0.5423, loss_sal: 0.3322, loss_video_cal: 0.1002, loss_layer_cal: 0.0808, loss: 1.0555, scale: 32768.0000 [2024-04-16 11:39:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_84.pth... [2024-04-16 11:39:38 INFO]: Validating... [2024-04-16 11:39:38 INFO]: Epoch (val) [84][1] loss_cls: 0.5241, loss_sal: 0.4203, loss_video_cal: 0.0000, loss_layer_cal: 0.0444, loss: 0.9888, mAP: 0.5753, best_mAP: 0.6607 [2024-04-16 11:39:38 INFO]: Epoch [85][1/1] lr: 0.0005, eta: 0:05:02, time: 0.051, data_time: 0.342, memory: 1588, loss_cls: 0.5461, loss_sal: 0.3863, loss_video_cal: 0.0650, loss_layer_cal: 0.0507, loss: 1.0481, scale: 32768.0000 [2024-04-16 11:39:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_85.pth... [2024-04-16 11:39:39 INFO]: Validating... [2024-04-16 11:39:39 INFO]: Epoch (val) [85][1] loss_cls: 0.5415, loss_sal: 0.4242, loss_video_cal: 0.0000, loss_layer_cal: 0.0431, loss: 1.0089, mAP: 0.7167, best_mAP: 0.7167 [2024-04-16 11:39:39 INFO]: Epoch [86][1/1] lr: 0.0005, eta: 0:05:01, time: 0.053, data_time: 0.343, memory: 1588, loss_cls: 0.5440, loss_sal: 0.3985, loss_video_cal: 0.0817, loss_layer_cal: 0.0600, loss: 1.0841, scale: 32768.0000 [2024-04-16 11:39:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_86.pth... [2024-04-16 11:39:39 INFO]: Validating... [2024-04-16 11:39:40 INFO]: Epoch (val) [86][1] loss_cls: 0.5276, loss_sal: 0.4341, loss_video_cal: 0.0000, loss_layer_cal: 0.0420, loss: 1.0036, mAP: 0.7484, best_mAP: 0.7484 [2024-04-16 11:39:40 INFO]: Epoch [87][1/1] lr: 0.0005, eta: 0:05:01, time: 0.052, data_time: 0.346, memory: 1588, loss_cls: 0.5406, loss_sal: 0.2925, loss_video_cal: 0.0707, loss_layer_cal: 0.0539, loss: 0.9577, scale: 32768.0000 [2024-04-16 11:39:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_87.pth... [2024-04-16 11:39:40 INFO]: Validating... [2024-04-16 11:39:40 INFO]: Epoch (val) [87][1] loss_cls: 0.5223, loss_sal: 0.4486, loss_video_cal: 0.0000, loss_layer_cal: 0.0409, loss: 1.0118, mAP: 0.6972, best_mAP: 0.7484 [2024-04-16 11:39:41 INFO]: Epoch [88][1/1] lr: 0.0005, eta: 0:05:00, time: 0.052, data_time: 0.348, memory: 1588, loss_cls: 0.5405, loss_sal: 0.3348, loss_video_cal: 0.0967, loss_layer_cal: 0.0637, loss: 1.0357, scale: 32768.0000 [2024-04-16 11:39:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_88.pth... [2024-04-16 11:39:41 INFO]: Validating... [2024-04-16 11:39:41 INFO]: Epoch (val) [88][1] loss_cls: 0.5385, loss_sal: 0.4605, loss_video_cal: 0.0000, loss_layer_cal: 0.0400, loss: 1.0390, mAP: 0.3341, best_mAP: 0.7484 [2024-04-16 11:39:41 INFO]: Epoch [89][1/1] lr: 0.0005, eta: 0:04:59, time: 0.052, data_time: 0.339, memory: 1588, loss_cls: 0.5447, loss_sal: 0.3176, loss_video_cal: 0.0653, loss_layer_cal: 0.0720, loss: 0.9997, scale: 32768.0000 [2024-04-16 11:39:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_89.pth... [2024-04-16 11:39:41 INFO]: Validating... [2024-04-16 11:39:42 INFO]: Epoch (val) [89][1] loss_cls: 0.5423, loss_sal: 0.4670, loss_video_cal: 0.0000, loss_layer_cal: 0.0392, loss: 1.0485, mAP: 0.3216, best_mAP: 0.7484 [2024-04-16 11:39:42 INFO]: Epoch [90][1/1] lr: 0.0005, eta: 0:04:58, time: 0.052, data_time: 0.346, memory: 1588, loss_cls: 0.5535, loss_sal: 0.3472, loss_video_cal: 0.0666, loss_layer_cal: 0.0621, loss: 1.0294, scale: 32768.0000 [2024-04-16 11:39:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_90.pth... [2024-04-16 11:39:42 INFO]: Validating... [2024-04-16 11:39:42 INFO]: Epoch (val) [90][1] loss_cls: 0.5283, loss_sal: 0.4646, loss_video_cal: 0.0000, loss_layer_cal: 0.0388, loss: 1.0317, mAP: 0.3464, best_mAP: 0.7484 [2024-04-16 11:39:43 INFO]: Epoch [91][1/1] lr: 0.0005, eta: 0:04:57, time: 0.052, data_time: 0.345, memory: 1588, loss_cls: 0.5397, loss_sal: 0.2540, loss_video_cal: 0.0675, loss_layer_cal: 0.0575, loss: 0.9186, scale: 32768.0000 [2024-04-16 11:39:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_91.pth... [2024-04-16 11:39:43 INFO]: Validating... [2024-04-16 11:39:43 INFO]: Epoch (val) [91][1] loss_cls: 0.5224, loss_sal: 0.4598, loss_video_cal: 0.0000, loss_layer_cal: 0.0381, loss: 1.0203, mAP: 0.7814, best_mAP: 0.7814 [2024-04-16 11:39:43 INFO]: Epoch [92][1/1] lr: 0.0005, eta: 0:04:56, time: 0.051, data_time: 0.344, memory: 1588, loss_cls: 0.5442, loss_sal: 0.2418, loss_video_cal: 0.0557, loss_layer_cal: 0.0358, loss: 0.8775, scale: 32768.0000 [2024-04-16 11:39:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_92.pth... [2024-04-16 11:39:44 INFO]: Validating... [2024-04-16 11:39:44 INFO]: Epoch (val) [92][1] loss_cls: 0.5263, loss_sal: 0.4624, loss_video_cal: 0.0000, loss_layer_cal: 0.0370, loss: 1.0257, mAP: 0.7872, best_mAP: 0.7872 [2024-04-16 11:39:44 INFO]: Epoch [93][1/1] lr: 0.0005, eta: 0:04:56, time: 0.053, data_time: 0.345, memory: 1588, loss_cls: 0.5354, loss_sal: 0.3154, loss_video_cal: 0.0608, loss_layer_cal: 0.0546, loss: 0.9663, scale: 32768.0000 [2024-04-16 11:39:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_93.pth... [2024-04-16 11:39:44 INFO]: Validating... [2024-04-16 11:39:44 INFO]: Epoch (val) [93][1] loss_cls: 0.5251, loss_sal: 0.4789, loss_video_cal: 0.0000, loss_layer_cal: 0.0355, loss: 1.0395, mAP: 0.7787, best_mAP: 0.7872 [2024-04-16 11:39:45 INFO]: Epoch [94][1/1] lr: 0.0005, eta: 0:04:55, time: 0.052, data_time: 0.342, memory: 1588, loss_cls: 0.5405, loss_sal: 0.1907, loss_video_cal: 0.0643, loss_layer_cal: 0.0501, loss: 0.8455, scale: 32768.0000 [2024-04-16 11:39:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_94.pth... [2024-04-16 11:39:45 INFO]: Validating... [2024-04-16 11:39:45 INFO]: Epoch (val) [94][1] loss_cls: 0.5190, loss_sal: 0.5159, loss_video_cal: 0.0000, loss_layer_cal: 0.0333, loss: 1.0683, mAP: 0.7787, best_mAP: 0.7872 [2024-04-16 11:39:46 INFO]: Epoch [95][1/1] lr: 0.0005, eta: 0:04:54, time: 0.052, data_time: 0.346, memory: 1588, loss_cls: 0.5361, loss_sal: 0.5038, loss_video_cal: 0.0532, loss_layer_cal: 0.0628, loss: 1.1559, scale: 32768.0000 [2024-04-16 11:39:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_95.pth... [2024-04-16 11:39:46 INFO]: Validating... [2024-04-16 11:39:46 INFO]: Epoch (val) [95][1] loss_cls: 0.5200, loss_sal: 0.5081, loss_video_cal: 0.0000, loss_layer_cal: 0.0325, loss: 1.0605, mAP: 0.7892, best_mAP: 0.7892 [2024-04-16 11:39:46 INFO]: Epoch [96][1/1] lr: 0.0005, eta: 0:04:53, time: 0.052, data_time: 0.345, memory: 1588, loss_cls: 0.5413, loss_sal: 0.1944, loss_video_cal: 0.0563, loss_layer_cal: 0.0501, loss: 0.8421, scale: 32768.0000 [2024-04-16 11:39:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_96.pth... [2024-04-16 11:39:46 INFO]: Validating... [2024-04-16 11:39:47 INFO]: Epoch (val) [96][1] loss_cls: 0.5184, loss_sal: 0.5098, loss_video_cal: 0.0000, loss_layer_cal: 0.0317, loss: 1.0600, mAP: 0.8042, best_mAP: 0.8042 [2024-04-16 11:39:47 INFO]: Epoch [97][1/1] lr: 0.0005, eta: 0:04:52, time: 0.051, data_time: 0.345, memory: 1588, loss_cls: 0.5381, loss_sal: 0.3394, loss_video_cal: 0.0671, loss_layer_cal: 0.0658, loss: 1.0104, scale: 32768.0000 [2024-04-16 11:39:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_97.pth... [2024-04-16 11:39:47 INFO]: Validating... [2024-04-16 11:39:47 INFO]: Epoch (val) [97][1] loss_cls: 0.5254, loss_sal: 0.5085, loss_video_cal: 0.0000, loss_layer_cal: 0.0311, loss: 1.0650, mAP: 0.8042, best_mAP: 0.8042 [2024-04-16 11:39:48 INFO]: Epoch [98][1/1] lr: 0.0005, eta: 0:04:52, time: 0.052, data_time: 0.342, memory: 1588, loss_cls: 0.5328, loss_sal: 0.2714, loss_video_cal: 0.0615, loss_layer_cal: 0.0490, loss: 0.9147, scale: 32768.0000 [2024-04-16 11:39:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_98.pth... [2024-04-16 11:39:48 INFO]: Validating... [2024-04-16 11:39:48 INFO]: Epoch (val) [98][1] loss_cls: 0.5321, loss_sal: 0.5063, loss_video_cal: 0.0000, loss_layer_cal: 0.0300, loss: 1.0685, mAP: 0.8094, best_mAP: 0.8094 [2024-04-16 11:39:48 INFO]: Epoch [99][1/1] lr: 0.0005, eta: 0:04:51, time: 0.053, data_time: 0.350, memory: 1588, loss_cls: 0.5416, loss_sal: 0.2068, loss_video_cal: 0.0520, loss_layer_cal: 0.0422, loss: 0.8427, scale: 32768.0000 [2024-04-16 11:39:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_99.pth... [2024-04-16 11:39:48 INFO]: Validating... [2024-04-16 11:39:49 INFO]: Epoch (val) [99][1] loss_cls: 0.5242, loss_sal: 0.5145, loss_video_cal: 0.0000, loss_layer_cal: 0.0287, loss: 1.0674, mAP: 0.8237, best_mAP: 0.8237 [2024-04-16 11:39:49 INFO]: Epoch [100][1/1] lr: 0.0005, eta: 0:04:50, time: 0.053, data_time: 0.362, memory: 1588, loss_cls: 0.5354, loss_sal: 0.2617, loss_video_cal: 0.0476, loss_layer_cal: 0.0412, loss: 0.8860, scale: 32768.0000 [2024-04-16 11:39:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_100.pth... [2024-04-16 11:39:49 INFO]: Validating... [2024-04-16 11:39:49 INFO]: Epoch (val) [100][1] loss_cls: 0.5220, loss_sal: 0.5232, loss_video_cal: 0.0000, loss_layer_cal: 0.0274, loss: 1.0726, mAP: 0.8286, best_mAP: 0.8286 [2024-04-16 11:39:50 INFO]: Epoch [101][1/1] lr: 0.0005, eta: 0:04:49, time: 0.053, data_time: 0.366, memory: 1588, loss_cls: 0.5338, loss_sal: 0.2987, loss_video_cal: 0.0412, loss_layer_cal: 0.0504, loss: 0.9242, scale: 32768.0000 [2024-04-16 11:39:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_101.pth... [2024-04-16 11:39:50 INFO]: Validating... [2024-04-16 11:39:50 INFO]: Epoch (val) [101][1] loss_cls: 0.5225, loss_sal: 0.5387, loss_video_cal: 0.0000, loss_layer_cal: 0.0270, loss: 1.0882, mAP: 0.8357, best_mAP: 0.8357 [2024-04-16 11:39:51 INFO]: Epoch [102][1/1] lr: 0.0005, eta: 0:04:49, time: 0.053, data_time: 0.362, memory: 1588, loss_cls: 0.5315, loss_sal: 0.2742, loss_video_cal: 0.0406, loss_layer_cal: 0.0579, loss: 0.9042, scale: 32768.0000 [2024-04-16 11:39:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_102.pth... [2024-04-16 11:39:51 INFO]: Validating... [2024-04-16 11:39:51 INFO]: Epoch (val) [102][1] loss_cls: 0.5227, loss_sal: 0.5282, loss_video_cal: 0.0000, loss_layer_cal: 0.0265, loss: 1.0774, mAP: 0.8357, best_mAP: 0.8357 [2024-04-16 11:39:51 INFO]: Epoch [103][1/1] lr: 0.0005, eta: 0:04:48, time: 0.053, data_time: 0.361, memory: 1588, loss_cls: 0.5311, loss_sal: 0.2487, loss_video_cal: 0.0526, loss_layer_cal: 0.0536, loss: 0.8859, scale: 32768.0000 [2024-04-16 11:39:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_103.pth... [2024-04-16 11:39:51 INFO]: Validating... [2024-04-16 11:39:52 INFO]: Epoch (val) [103][1] loss_cls: 0.5187, loss_sal: 0.5209, loss_video_cal: 0.0000, loss_layer_cal: 0.0261, loss: 1.0658, mAP: 0.8357, best_mAP: 0.8357 [2024-04-16 11:39:52 INFO]: Epoch [104][1/1] lr: 0.0005, eta: 0:04:47, time: 0.052, data_time: 0.362, memory: 1588, loss_cls: 0.5325, loss_sal: 0.2601, loss_video_cal: 0.0392, loss_layer_cal: 0.0525, loss: 0.8843, scale: 32768.0000 [2024-04-16 11:39:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_104.pth... [2024-04-16 11:39:52 INFO]: Validating... [2024-04-16 11:39:52 INFO]: Epoch (val) [104][1] loss_cls: 0.5124, loss_sal: 0.5230, loss_video_cal: 0.0000, loss_layer_cal: 0.0258, loss: 1.0612, mAP: 0.8357, best_mAP: 0.8357 [2024-04-16 11:39:53 INFO]: Epoch [105][1/1] lr: 0.0005, eta: 0:04:47, time: 0.052, data_time: 0.363, memory: 1588, loss_cls: 0.5366, loss_sal: 0.2515, loss_video_cal: 0.0672, loss_layer_cal: 0.0367, loss: 0.8920, scale: 32768.0000 [2024-04-16 11:39:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_105.pth... [2024-04-16 11:39:53 INFO]: Validating... [2024-04-16 11:39:53 INFO]: Epoch (val) [105][1] loss_cls: 0.5110, loss_sal: 0.5277, loss_video_cal: 0.0000, loss_layer_cal: 0.0254, loss: 1.0641, mAP: 0.8543, best_mAP: 0.8543 [2024-04-16 11:39:54 INFO]: Epoch [106][1/1] lr: 0.0005, eta: 0:04:46, time: 0.053, data_time: 0.364, memory: 1588, loss_cls: 0.5308, loss_sal: 0.2216, loss_video_cal: 0.0422, loss_layer_cal: 0.0623, loss: 0.8570, scale: 32768.0000 [2024-04-16 11:39:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_106.pth... [2024-04-16 11:39:54 INFO]: Validating... [2024-04-16 11:39:54 INFO]: Epoch (val) [106][1] loss_cls: 0.5123, loss_sal: 0.5292, loss_video_cal: 0.0000, loss_layer_cal: 0.0250, loss: 1.0665, mAP: 0.8503, best_mAP: 0.8543 [2024-04-16 11:39:54 INFO]: Epoch [107][1/1] lr: 0.0005, eta: 0:04:45, time: 0.053, data_time: 0.350, memory: 1588, loss_cls: 0.5355, loss_sal: 0.2688, loss_video_cal: 0.0466, loss_layer_cal: 0.0496, loss: 0.9005, scale: 32768.0000 [2024-04-16 11:39:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_107.pth... [2024-04-16 11:39:54 INFO]: Validating... [2024-04-16 11:39:55 INFO]: Epoch (val) [107][1] loss_cls: 0.5127, loss_sal: 0.5302, loss_video_cal: 0.0000, loss_layer_cal: 0.0246, loss: 1.0675, mAP: 0.8503, best_mAP: 0.8543 [2024-04-16 11:39:55 INFO]: Epoch [108][1/1] lr: 0.0005, eta: 0:04:44, time: 0.053, data_time: 0.358, memory: 1588, loss_cls: 0.5452, loss_sal: 0.3525, loss_video_cal: 0.0627, loss_layer_cal: 0.0539, loss: 1.0142, scale: 32768.0000 [2024-04-16 11:39:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_108.pth... [2024-04-16 11:39:55 INFO]: Validating... [2024-04-16 11:39:55 INFO]: Epoch (val) [108][1] loss_cls: 0.5188, loss_sal: 0.5148, loss_video_cal: 0.0000, loss_layer_cal: 0.0245, loss: 1.0581, mAP: 0.8568, best_mAP: 0.8568 [2024-04-16 11:39:56 INFO]: Epoch [109][1/1] lr: 0.0005, eta: 0:04:44, time: 0.053, data_time: 0.360, memory: 1588, loss_cls: 0.5365, loss_sal: 0.2951, loss_video_cal: 0.0560, loss_layer_cal: 0.0510, loss: 0.9386, scale: 32768.0000 [2024-04-16 11:39:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_109.pth... [2024-04-16 11:39:56 INFO]: Validating... [2024-04-16 11:39:56 INFO]: Epoch (val) [109][1] loss_cls: 0.5392, loss_sal: 0.5055, loss_video_cal: 0.0000, loss_layer_cal: 0.0245, loss: 1.0692, mAP: 0.8579, best_mAP: 0.8579 [2024-04-16 11:39:56 INFO]: Epoch [110][1/1] lr: 0.0005, eta: 0:04:43, time: 0.053, data_time: 0.359, memory: 1588, loss_cls: 0.5326, loss_sal: 0.2529, loss_video_cal: 0.0354, loss_layer_cal: 0.0451, loss: 0.8659, scale: 32768.0000 [2024-04-16 11:39:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_110.pth... [2024-04-16 11:39:57 INFO]: Validating... [2024-04-16 11:39:57 INFO]: Epoch (val) [110][1] loss_cls: 0.5490, loss_sal: 0.4987, loss_video_cal: 0.0000, loss_layer_cal: 0.0242, loss: 1.0719, mAP: 0.8579, best_mAP: 0.8579 [2024-04-16 11:39:57 INFO]: Epoch [111][1/1] lr: 0.0005, eta: 0:04:42, time: 0.053, data_time: 0.364, memory: 1588, loss_cls: 0.5365, loss_sal: 0.2108, loss_video_cal: 0.0537, loss_layer_cal: 0.0493, loss: 0.8504, scale: 32768.0000 [2024-04-16 11:39:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_111.pth... [2024-04-16 11:39:57 INFO]: Validating... [2024-04-16 11:39:58 INFO]: Epoch (val) [111][1] loss_cls: 0.5494, loss_sal: 0.4979, loss_video_cal: 0.0000, loss_layer_cal: 0.0239, loss: 1.0712, mAP: 0.8578, best_mAP: 0.8579 [2024-04-16 11:39:58 INFO]: Epoch [112][1/1] lr: 0.0005, eta: 0:04:42, time: 0.053, data_time: 0.366, memory: 1588, loss_cls: 0.5374, loss_sal: 0.3034, loss_video_cal: 0.0433, loss_layer_cal: 0.0511, loss: 0.9352, scale: 32768.0000 [2024-04-16 11:39:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_112.pth... [2024-04-16 11:39:58 INFO]: Validating... [2024-04-16 11:39:58 INFO]: Epoch (val) [112][1] loss_cls: 0.5503, loss_sal: 0.4923, loss_video_cal: 0.0000, loss_layer_cal: 0.0237, loss: 1.0663, mAP: 0.8617, best_mAP: 0.8617 [2024-04-16 11:39:59 INFO]: Epoch [113][1/1] lr: 0.0005, eta: 0:04:41, time: 0.055, data_time: 0.366, memory: 1588, loss_cls: 0.5347, loss_sal: 0.2310, loss_video_cal: 0.0614, loss_layer_cal: 0.0538, loss: 0.8810, scale: 32768.0000 [2024-04-16 11:39:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_113.pth... [2024-04-16 11:39:59 INFO]: Validating... [2024-04-16 11:39:59 INFO]: Epoch (val) [113][1] loss_cls: 0.5461, loss_sal: 0.4836, loss_video_cal: 0.0000, loss_layer_cal: 0.0234, loss: 1.0531, mAP: 0.8803, best_mAP: 0.8803 [2024-04-16 11:39:59 INFO]: Epoch [114][1/1] lr: 0.0005, eta: 0:04:40, time: 0.052, data_time: 0.364, memory: 1588, loss_cls: 0.5417, loss_sal: 0.2847, loss_video_cal: 0.0384, loss_layer_cal: 0.0449, loss: 0.9097, scale: 32768.0000 [2024-04-16 11:39:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_114.pth... [2024-04-16 11:39:59 INFO]: Validating... [2024-04-16 11:40:00 INFO]: Epoch (val) [114][1] loss_cls: 0.5409, loss_sal: 0.4768, loss_video_cal: 0.0000, loss_layer_cal: 0.0229, loss: 1.0406, mAP: 0.8829, best_mAP: 0.8829 [2024-04-16 11:40:00 INFO]: Epoch [115][1/1] lr: 0.0005, eta: 0:04:40, time: 0.052, data_time: 0.363, memory: 1588, loss_cls: 0.5405, loss_sal: 0.2584, loss_video_cal: 0.0738, loss_layer_cal: 0.0372, loss: 0.9098, scale: 32768.0000 [2024-04-16 11:40:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_115.pth... [2024-04-16 11:40:00 INFO]: Validating... [2024-04-16 11:40:00 INFO]: Epoch (val) [115][1] loss_cls: 0.5458, loss_sal: 0.4662, loss_video_cal: 0.0000, loss_layer_cal: 0.0220, loss: 1.0341, mAP: 0.8406, best_mAP: 0.8829 [2024-04-16 11:40:01 INFO]: Epoch [116][1/1] lr: 0.0005, eta: 0:04:39, time: 0.052, data_time: 0.357, memory: 1588, loss_cls: 0.5308, loss_sal: 0.2212, loss_video_cal: 0.0503, loss_layer_cal: 0.0538, loss: 0.8561, scale: 32768.0000 [2024-04-16 11:40:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_116.pth... [2024-04-16 11:40:01 INFO]: Validating... [2024-04-16 11:40:01 INFO]: Epoch (val) [116][1] loss_cls: 0.5381, loss_sal: 0.4527, loss_video_cal: 0.0000, loss_layer_cal: 0.0210, loss: 1.0118, mAP: 0.8975, best_mAP: 0.8975 [2024-04-16 11:40:02 INFO]: Epoch [117][1/1] lr: 0.0005, eta: 0:04:38, time: 0.054, data_time: 0.371, memory: 1588, loss_cls: 0.5300, loss_sal: 0.2481, loss_video_cal: 0.0646, loss_layer_cal: 0.0509, loss: 0.8936, scale: 32768.0000 [2024-04-16 11:40:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_117.pth... [2024-04-16 11:40:02 INFO]: Validating... [2024-04-16 11:40:02 INFO]: Epoch (val) [117][1] loss_cls: 0.5192, loss_sal: 0.4543, loss_video_cal: 0.0000, loss_layer_cal: 0.0200, loss: 0.9935, mAP: 0.8975, best_mAP: 0.8975 [2024-04-16 11:40:02 INFO]: Epoch [118][1/1] lr: 0.0005, eta: 0:04:38, time: 0.055, data_time: 0.361, memory: 1588, loss_cls: 0.5332, loss_sal: 0.2114, loss_video_cal: 0.0476, loss_layer_cal: 0.0551, loss: 0.8473, scale: 32768.0000 [2024-04-16 11:40:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_118.pth... [2024-04-16 11:40:02 INFO]: Validating... [2024-04-16 11:40:03 INFO]: Epoch (val) [118][1] loss_cls: 0.5043, loss_sal: 0.4874, loss_video_cal: 0.0000, loss_layer_cal: 0.0186, loss: 1.0103, mAP: 0.8475, best_mAP: 0.8975 [2024-04-16 11:40:03 INFO]: Epoch [119][1/1] lr: 0.0005, eta: 0:04:37, time: 0.053, data_time: 0.371, memory: 1588, loss_cls: 0.5446, loss_sal: 0.2120, loss_video_cal: 0.0577, loss_layer_cal: 0.0447, loss: 0.8590, scale: 32768.0000 [2024-04-16 11:40:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_119.pth... [2024-04-16 11:40:03 INFO]: Validating... [2024-04-16 11:40:03 INFO]: Epoch (val) [119][1] loss_cls: 0.5071, loss_sal: 0.4792, loss_video_cal: 0.0000, loss_layer_cal: 0.0171, loss: 1.0034, mAP: 0.8593, best_mAP: 0.8975 [2024-04-16 11:40:04 INFO]: Epoch [120][1/1] lr: 0.0005, eta: 0:04:36, time: 0.053, data_time: 0.365, memory: 1588, loss_cls: 0.5435, loss_sal: 0.1398, loss_video_cal: 0.0446, loss_layer_cal: 0.0460, loss: 0.7739, scale: 32768.0000 [2024-04-16 11:40:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_120.pth... [2024-04-16 11:40:04 INFO]: Validating... [2024-04-16 11:40:04 INFO]: Epoch (val) [120][1] loss_cls: 0.5152, loss_sal: 0.4697, loss_video_cal: 0.0000, loss_layer_cal: 0.0157, loss: 1.0006, mAP: 0.8593, best_mAP: 0.8975 [2024-04-16 11:40:05 INFO]: Epoch [121][1/1] lr: 0.0005, eta: 0:04:35, time: 0.054, data_time: 0.355, memory: 1588, loss_cls: 0.5368, loss_sal: 0.3119, loss_video_cal: 0.0368, loss_layer_cal: 0.0399, loss: 0.9254, scale: 32768.0000 [2024-04-16 11:40:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_121.pth... [2024-04-16 11:40:05 INFO]: Validating... [2024-04-16 11:40:05 INFO]: Epoch (val) [121][1] loss_cls: 0.5257, loss_sal: 0.4764, loss_video_cal: 0.0000, loss_layer_cal: 0.0144, loss: 1.0165, mAP: 0.5379, best_mAP: 0.8975 [2024-04-16 11:40:05 INFO]: Epoch [122][1/1] lr: 0.0005, eta: 0:04:35, time: 0.053, data_time: 0.358, memory: 1588, loss_cls: 0.5297, loss_sal: 0.2404, loss_video_cal: 0.0419, loss_layer_cal: 0.0368, loss: 0.8488, scale: 32768.0000 [2024-04-16 11:40:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_122.pth... [2024-04-16 11:40:05 INFO]: Validating... [2024-04-16 11:40:06 INFO]: Epoch (val) [122][1] loss_cls: 0.5371, loss_sal: 0.4835, loss_video_cal: 0.0000, loss_layer_cal: 0.0133, loss: 1.0339, mAP: 0.5285, best_mAP: 0.8975 [2024-04-16 11:40:06 INFO]: Epoch [123][1/1] lr: 0.0005, eta: 0:04:34, time: 0.054, data_time: 0.368, memory: 1588, loss_cls: 0.5304, loss_sal: 0.4265, loss_video_cal: 0.0687, loss_layer_cal: 0.0768, loss: 1.1024, scale: 32768.0000 [2024-04-16 11:40:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_123.pth... [2024-04-16 11:40:06 INFO]: Validating... [2024-04-16 11:40:06 INFO]: Epoch (val) [123][1] loss_cls: 0.5553, loss_sal: 0.4854, loss_video_cal: 0.0000, loss_layer_cal: 0.0125, loss: 1.0532, mAP: 0.5049, best_mAP: 0.8975 [2024-04-16 11:40:07 INFO]: Epoch [124][1/1] lr: 0.0005, eta: 0:04:33, time: 0.052, data_time: 0.357, memory: 1588, loss_cls: 0.5371, loss_sal: 0.2377, loss_video_cal: 0.0533, loss_layer_cal: 0.0570, loss: 0.8851, scale: 32768.0000 [2024-04-16 11:40:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_124.pth... [2024-04-16 11:40:07 INFO]: Validating... [2024-04-16 11:40:07 INFO]: Epoch (val) [124][1] loss_cls: 0.5669, loss_sal: 0.4874, loss_video_cal: 0.0000, loss_layer_cal: 0.0118, loss: 1.0661, mAP: 0.4563, best_mAP: 0.8975 [2024-04-16 11:40:07 INFO]: Epoch [125][1/1] lr: 0.0005, eta: 0:04:32, time: 0.053, data_time: 0.347, memory: 1588, loss_cls: 0.5625, loss_sal: 0.1648, loss_video_cal: 0.0356, loss_layer_cal: 0.0558, loss: 0.8186, scale: 32768.0000 [2024-04-16 11:40:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_125.pth... [2024-04-16 11:40:08 INFO]: Validating... [2024-04-16 11:40:08 INFO]: Epoch (val) [125][1] loss_cls: 0.5602, loss_sal: 0.4854, loss_video_cal: 0.0000, loss_layer_cal: 0.0110, loss: 1.0566, mAP: 0.4956, best_mAP: 0.8975 [2024-04-16 11:40:08 INFO]: Epoch [126][1/1] lr: 0.0005, eta: 0:04:32, time: 0.053, data_time: 0.347, memory: 1588, loss_cls: 0.5583, loss_sal: 0.1898, loss_video_cal: 0.0284, loss_layer_cal: 0.0343, loss: 0.8108, scale: 32768.0000 [2024-04-16 11:40:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_126.pth... [2024-04-16 11:40:08 INFO]: Validating... [2024-04-16 11:40:08 INFO]: Epoch (val) [126][1] loss_cls: 0.5399, loss_sal: 0.4828, loss_video_cal: 0.0000, loss_layer_cal: 0.0103, loss: 1.0330, mAP: 0.5235, best_mAP: 0.8975 [2024-04-16 11:40:09 INFO]: Epoch [127][1/1] lr: 0.0005, eta: 0:04:31, time: 0.053, data_time: 0.352, memory: 1588, loss_cls: 0.5412, loss_sal: 0.1720, loss_video_cal: 0.0329, loss_layer_cal: 0.0477, loss: 0.7938, scale: 32768.0000 [2024-04-16 11:40:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_127.pth... [2024-04-16 11:40:09 INFO]: Validating... [2024-04-16 11:40:09 INFO]: Epoch (val) [127][1] loss_cls: 0.5183, loss_sal: 0.4858, loss_video_cal: 0.0000, loss_layer_cal: 0.0095, loss: 1.0136, mAP: 0.8464, best_mAP: 0.8975 [2024-04-16 11:40:10 INFO]: Epoch [128][1/1] lr: 0.0005, eta: 0:04:30, time: 0.053, data_time: 0.348, memory: 1588, loss_cls: 0.5294, loss_sal: 0.2324, loss_video_cal: 0.0410, loss_layer_cal: 0.0442, loss: 0.8470, scale: 32768.0000 [2024-04-16 11:40:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_128.pth... [2024-04-16 11:40:10 INFO]: Validating... [2024-04-16 11:40:10 INFO]: Epoch (val) [128][1] loss_cls: 0.5157, loss_sal: 0.4943, loss_video_cal: 0.0000, loss_layer_cal: 0.0087, loss: 1.0187, mAP: 0.8213, best_mAP: 0.8975 [2024-04-16 11:40:10 INFO]: Epoch [129][1/1] lr: 0.0005, eta: 0:04:29, time: 0.051, data_time: 0.350, memory: 1588, loss_cls: 0.5347, loss_sal: 0.1750, loss_video_cal: 0.0431, loss_layer_cal: 0.0349, loss: 0.7877, scale: 32768.0000 [2024-04-16 11:40:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_129.pth... [2024-04-16 11:40:10 INFO]: Validating... [2024-04-16 11:40:11 INFO]: Epoch (val) [129][1] loss_cls: 0.5300, loss_sal: 0.4977, loss_video_cal: 0.0000, loss_layer_cal: 0.0081, loss: 1.0357, mAP: 0.8167, best_mAP: 0.8975 [2024-04-16 11:40:11 INFO]: Epoch [130][1/1] lr: 0.0005, eta: 0:04:29, time: 0.052, data_time: 0.351, memory: 1588, loss_cls: 0.5544, loss_sal: 0.2212, loss_video_cal: 0.0405, loss_layer_cal: 0.0386, loss: 0.8546, scale: 32768.0000 [2024-04-16 11:40:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_130.pth... [2024-04-16 11:40:11 INFO]: Validating... [2024-04-16 11:40:11 INFO]: Epoch (val) [130][1] loss_cls: 0.5359, loss_sal: 0.4951, loss_video_cal: 0.0000, loss_layer_cal: 0.0077, loss: 1.0386, mAP: 0.8517, best_mAP: 0.8975 [2024-04-16 11:40:12 INFO]: Epoch [131][1/1] lr: 0.0005, eta: 0:04:28, time: 0.052, data_time: 0.353, memory: 1588, loss_cls: 0.5710, loss_sal: 0.1298, loss_video_cal: 0.0405, loss_layer_cal: 0.0443, loss: 0.7856, scale: 32768.0000 [2024-04-16 11:40:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_131.pth... [2024-04-16 11:40:12 INFO]: Validating... [2024-04-16 11:40:12 INFO]: Epoch (val) [131][1] loss_cls: 0.5285, loss_sal: 0.4945, loss_video_cal: 0.0000, loss_layer_cal: 0.0073, loss: 1.0302, mAP: 0.6974, best_mAP: 0.8975 [2024-04-16 11:40:12 INFO]: Epoch [132][1/1] lr: 0.0005, eta: 0:04:27, time: 0.053, data_time: 0.353, memory: 1588, loss_cls: 0.5507, loss_sal: 0.2116, loss_video_cal: 0.0393, loss_layer_cal: 0.0467, loss: 0.8483, scale: 32768.0000 [2024-04-16 11:40:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_132.pth... [2024-04-16 11:40:13 INFO]: Validating... [2024-04-16 11:40:13 INFO]: Epoch (val) [132][1] loss_cls: 0.5245, loss_sal: 0.4934, loss_video_cal: 0.0000, loss_layer_cal: 0.0070, loss: 1.0249, mAP: 0.6925, best_mAP: 0.8975 [2024-04-16 11:40:13 INFO]: Epoch [133][1/1] lr: 0.0005, eta: 0:04:26, time: 0.051, data_time: 0.345, memory: 1588, loss_cls: 0.5368, loss_sal: 0.2926, loss_video_cal: 0.0509, loss_layer_cal: 0.0417, loss: 0.9220, scale: 32768.0000 [2024-04-16 11:40:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_133.pth... [2024-04-16 11:40:13 INFO]: Validating... [2024-04-16 11:40:13 INFO]: Epoch (val) [133][1] loss_cls: 0.5337, loss_sal: 0.4983, loss_video_cal: 0.0000, loss_layer_cal: 0.0068, loss: 1.0389, mAP: 0.4541, best_mAP: 0.8975 [2024-04-16 11:40:14 INFO]: Epoch [134][1/1] lr: 0.0005, eta: 0:04:26, time: 0.051, data_time: 0.349, memory: 1588, loss_cls: 0.5386, loss_sal: 0.2141, loss_video_cal: 0.0440, loss_layer_cal: 0.0465, loss: 0.8433, scale: 32768.0000 [2024-04-16 11:40:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_134.pth... [2024-04-16 11:40:14 INFO]: Validating... [2024-04-16 11:40:14 INFO]: Epoch (val) [134][1] loss_cls: 0.5468, loss_sal: 0.4979, loss_video_cal: 0.0000, loss_layer_cal: 0.0064, loss: 1.0511, mAP: 0.5260, best_mAP: 0.8975 [2024-04-16 11:40:15 INFO]: Epoch [135][1/1] lr: 0.0005, eta: 0:04:25, time: 0.053, data_time: 0.365, memory: 1588, loss_cls: 0.5435, loss_sal: 0.4005, loss_video_cal: 0.0600, loss_layer_cal: 0.0291, loss: 1.0331, scale: 32768.0000 [2024-04-16 11:40:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_135.pth... [2024-04-16 11:40:15 INFO]: Validating... [2024-04-16 11:40:15 INFO]: Epoch (val) [135][1] loss_cls: 0.5630, loss_sal: 0.4999, loss_video_cal: 0.0000, loss_layer_cal: 0.0060, loss: 1.0689, mAP: 0.5352, best_mAP: 0.8975 [2024-04-16 11:40:15 INFO]: Epoch [136][1/1] lr: 0.0005, eta: 0:04:24, time: 0.052, data_time: 0.367, memory: 1588, loss_cls: 0.5494, loss_sal: 0.2882, loss_video_cal: 0.0354, loss_layer_cal: 0.0271, loss: 0.9002, scale: 32768.0000 [2024-04-16 11:40:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_136.pth... [2024-04-16 11:40:15 INFO]: Validating... [2024-04-16 11:40:16 INFO]: Epoch (val) [136][1] loss_cls: 0.5739, loss_sal: 0.4997, loss_video_cal: 0.0000, loss_layer_cal: 0.0058, loss: 1.0794, mAP: 0.4005, best_mAP: 0.8975 [2024-04-16 11:40:16 INFO]: Epoch [137][1/1] lr: 0.0005, eta: 0:04:23, time: 0.053, data_time: 0.361, memory: 1588, loss_cls: 0.5681, loss_sal: 0.2534, loss_video_cal: 0.0225, loss_layer_cal: 0.0237, loss: 0.8677, scale: 32768.0000 [2024-04-16 11:40:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_137.pth... [2024-04-16 11:40:16 INFO]: Validating... [2024-04-16 11:40:16 INFO]: Epoch (val) [137][1] loss_cls: 0.5715, loss_sal: 0.4987, loss_video_cal: 0.0000, loss_layer_cal: 0.0055, loss: 1.0757, mAP: 0.4005, best_mAP: 0.8975 [2024-04-16 11:40:17 INFO]: Epoch [138][1/1] lr: 0.0005, eta: 0:04:23, time: 0.054, data_time: 0.364, memory: 1588, loss_cls: 0.5638, loss_sal: 0.1373, loss_video_cal: 0.0155, loss_layer_cal: 0.0206, loss: 0.7372, scale: 32768.0000 [2024-04-16 11:40:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_138.pth... [2024-04-16 11:40:17 INFO]: Validating... [2024-04-16 11:40:17 INFO]: Epoch (val) [138][1] loss_cls: 0.5585, loss_sal: 0.4971, loss_video_cal: 0.0000, loss_layer_cal: 0.0052, loss: 1.0608, mAP: 0.4005, best_mAP: 0.8975 [2024-04-16 11:40:18 INFO]: Epoch [139][1/1] lr: 0.0005, eta: 0:04:22, time: 0.054, data_time: 0.362, memory: 1588, loss_cls: 0.5523, loss_sal: 0.2813, loss_video_cal: 0.0336, loss_layer_cal: 0.0240, loss: 0.8911, scale: 32768.0000 [2024-04-16 11:40:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_139.pth... [2024-04-16 11:40:18 INFO]: Validating... [2024-04-16 11:40:18 INFO]: Epoch (val) [139][1] loss_cls: 0.5414, loss_sal: 0.4950, loss_video_cal: 0.0000, loss_layer_cal: 0.0048, loss: 1.0412, mAP: 0.4206, best_mAP: 0.8975 [2024-04-16 11:40:18 INFO]: Epoch [140][1/1] lr: 0.0005, eta: 0:04:21, time: 0.053, data_time: 0.363, memory: 1588, loss_cls: 0.5417, loss_sal: 0.2331, loss_video_cal: 0.0419, loss_layer_cal: 0.0207, loss: 0.8375, scale: 32768.0000 [2024-04-16 11:40:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_140.pth... [2024-04-16 11:40:18 INFO]: Validating... [2024-04-16 11:40:19 INFO]: Epoch (val) [140][1] loss_cls: 0.5259, loss_sal: 0.4934, loss_video_cal: 0.0000, loss_layer_cal: 0.0045, loss: 1.0237, mAP: 0.7755, best_mAP: 0.8975 [2024-04-16 11:40:19 INFO]: Epoch [141][1/1] lr: 0.0005, eta: 0:04:21, time: 0.054, data_time: 0.368, memory: 1588, loss_cls: 0.5347, loss_sal: 0.1228, loss_video_cal: 0.0243, loss_layer_cal: 0.0230, loss: 0.7047, scale: 32768.0000 [2024-04-16 11:40:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_141.pth... [2024-04-16 11:40:19 INFO]: Validating... [2024-04-16 11:40:19 INFO]: Epoch (val) [141][1] loss_cls: 0.5173, loss_sal: 0.4995, loss_video_cal: 0.0000, loss_layer_cal: 0.0041, loss: 1.0209, mAP: 0.8275, best_mAP: 0.8975 [2024-04-16 11:40:20 INFO]: Epoch [142][1/1] lr: 0.0005, eta: 0:04:20, time: 0.052, data_time: 0.369, memory: 1588, loss_cls: 0.5389, loss_sal: 0.2280, loss_video_cal: 0.0367, loss_layer_cal: 0.0259, loss: 0.8294, scale: 32768.0000 [2024-04-16 11:40:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_142.pth... [2024-04-16 11:40:20 INFO]: Validating... [2024-04-16 11:40:20 INFO]: Epoch (val) [142][1] loss_cls: 0.5139, loss_sal: 0.5083, loss_video_cal: 0.0000, loss_layer_cal: 0.0038, loss: 1.0261, mAP: 0.7520, best_mAP: 0.8975 [2024-04-16 11:40:20 INFO]: Epoch [143][1/1] lr: 0.0005, eta: 0:04:19, time: 0.053, data_time: 0.367, memory: 1588, loss_cls: 0.5328, loss_sal: 0.2075, loss_video_cal: 0.0459, loss_layer_cal: 0.0166, loss: 0.8029, scale: 32768.0000 [2024-04-16 11:40:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_143.pth... [2024-04-16 11:40:21 INFO]: Validating... [2024-04-16 11:40:21 INFO]: Epoch (val) [143][1] loss_cls: 0.5101, loss_sal: 0.5187, loss_video_cal: 0.0000, loss_layer_cal: 0.0036, loss: 1.0325, mAP: 0.8145, best_mAP: 0.8975 [2024-04-16 11:40:21 INFO]: Epoch [144][1/1] lr: 0.0005, eta: 0:04:18, time: 0.053, data_time: 0.368, memory: 1588, loss_cls: 0.5294, loss_sal: 0.2049, loss_video_cal: 0.0433, loss_layer_cal: 0.0256, loss: 0.8032, scale: 32768.0000 [2024-04-16 11:40:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_144.pth... [2024-04-16 11:40:21 INFO]: Validating... [2024-04-16 11:40:22 INFO]: Epoch (val) [144][1] loss_cls: 0.5077, loss_sal: 0.5301, loss_video_cal: 0.0000, loss_layer_cal: 0.0034, loss: 1.0413, mAP: 0.8295, best_mAP: 0.8975 [2024-04-16 11:40:22 INFO]: Epoch [145][1/1] lr: 0.0005, eta: 0:04:18, time: 0.052, data_time: 0.358, memory: 1588, loss_cls: 0.5305, loss_sal: 0.2065, loss_video_cal: 0.0326, loss_layer_cal: 0.0240, loss: 0.7936, scale: 32768.0000 [2024-04-16 11:40:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_145.pth... [2024-04-16 11:40:22 INFO]: Validating... [2024-04-16 11:40:22 INFO]: Epoch (val) [145][1] loss_cls: 0.5064, loss_sal: 0.5395, loss_video_cal: 0.0000, loss_layer_cal: 0.0032, loss: 1.0491, mAP: 0.8425, best_mAP: 0.8975 [2024-04-16 11:40:23 INFO]: Epoch [146][1/1] lr: 0.0005, eta: 0:04:17, time: 0.051, data_time: 0.352, memory: 1588, loss_cls: 0.5318, loss_sal: 0.2563, loss_video_cal: 0.0186, loss_layer_cal: 0.0231, loss: 0.8298, scale: 32768.0000 [2024-04-16 11:40:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_146.pth... [2024-04-16 11:40:23 INFO]: Validating... [2024-04-16 11:40:23 INFO]: Epoch (val) [146][1] loss_cls: 0.5080, loss_sal: 0.5310, loss_video_cal: 0.0000, loss_layer_cal: 0.0030, loss: 1.0420, mAP: 0.8529, best_mAP: 0.8975 [2024-04-16 11:40:23 INFO]: Epoch [147][1/1] lr: 0.0005, eta: 0:04:16, time: 0.051, data_time: 0.352, memory: 1588, loss_cls: 0.5300, loss_sal: 0.2216, loss_video_cal: 0.0425, loss_layer_cal: 0.0294, loss: 0.8234, scale: 32768.0000 [2024-04-16 11:40:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_147.pth... [2024-04-16 11:40:23 INFO]: Validating... [2024-04-16 11:40:24 INFO]: Epoch (val) [147][1] loss_cls: 0.5106, loss_sal: 0.5248, loss_video_cal: 0.0000, loss_layer_cal: 0.0028, loss: 1.0383, mAP: 0.8807, best_mAP: 0.8975 [2024-04-16 11:40:24 INFO]: Epoch [148][1/1] lr: 0.0005, eta: 0:04:15, time: 0.051, data_time: 0.356, memory: 1588, loss_cls: 0.5325, loss_sal: 0.2441, loss_video_cal: 0.0367, loss_layer_cal: 0.0309, loss: 0.8442, scale: 32768.0000 [2024-04-16 11:40:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_148.pth... [2024-04-16 11:40:24 INFO]: Validating... [2024-04-16 11:40:24 INFO]: Epoch (val) [148][1] loss_cls: 0.5103, loss_sal: 0.5168, loss_video_cal: 0.0000, loss_layer_cal: 0.0027, loss: 1.0299, mAP: 0.8850, best_mAP: 0.8975 [2024-04-16 11:40:25 INFO]: Epoch [149][1/1] lr: 0.0005, eta: 0:04:15, time: 0.054, data_time: 0.351, memory: 1588, loss_cls: 0.5362, loss_sal: 0.1739, loss_video_cal: 0.0370, loss_layer_cal: 0.0208, loss: 0.7679, scale: 32768.0000 [2024-04-16 11:40:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_149.pth... [2024-04-16 11:40:25 INFO]: Validating... [2024-04-16 11:40:25 INFO]: Epoch (val) [149][1] loss_cls: 0.5100, loss_sal: 0.5137, loss_video_cal: 0.0000, loss_layer_cal: 0.0027, loss: 1.0264, mAP: 0.8565, best_mAP: 0.8975 [2024-04-16 11:40:26 INFO]: Epoch [150][1/1] lr: 0.0005, eta: 0:04:14, time: 0.052, data_time: 0.357, memory: 1588, loss_cls: 0.5376, loss_sal: 0.1893, loss_video_cal: 0.0389, loss_layer_cal: 0.0207, loss: 0.7864, scale: 32768.0000 [2024-04-16 11:40:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_150.pth... [2024-04-16 11:40:26 INFO]: Validating... [2024-04-16 11:40:26 INFO]: Epoch (val) [150][1] loss_cls: 0.5108, loss_sal: 0.5101, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 1.0235, mAP: 0.8565, best_mAP: 0.8975 [2024-04-16 11:40:26 INFO]: Epoch [151][1/1] lr: 0.0005, eta: 0:04:13, time: 0.053, data_time: 0.370, memory: 1588, loss_cls: 0.5442, loss_sal: 0.2153, loss_video_cal: 0.0379, loss_layer_cal: 0.0274, loss: 0.8249, scale: 32768.0000 [2024-04-16 11:40:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_151.pth... [2024-04-16 11:40:26 INFO]: Validating... [2024-04-16 11:40:27 INFO]: Epoch (val) [151][1] loss_cls: 0.5110, loss_sal: 0.5140, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 1.0275, mAP: 0.8593, best_mAP: 0.8975 [2024-04-16 11:40:27 INFO]: Epoch [152][1/1] lr: 0.0005, eta: 0:04:13, time: 0.051, data_time: 0.362, memory: 1588, loss_cls: 0.5297, loss_sal: 0.1213, loss_video_cal: 0.0191, loss_layer_cal: 0.0232, loss: 0.6932, scale: 32768.0000 [2024-04-16 11:40:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_152.pth... [2024-04-16 11:40:27 INFO]: Validating... [2024-04-16 11:40:27 INFO]: Epoch (val) [152][1] loss_cls: 0.5113, loss_sal: 0.5161, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 1.0299, mAP: 0.8524, best_mAP: 0.8975 [2024-04-16 11:40:28 INFO]: Epoch [153][1/1] lr: 0.0005, eta: 0:04:12, time: 0.052, data_time: 0.354, memory: 1588, loss_cls: 0.5414, loss_sal: 0.1203, loss_video_cal: 0.0232, loss_layer_cal: 0.0189, loss: 0.7038, scale: 32768.0000 [2024-04-16 11:40:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_153.pth... [2024-04-16 11:40:28 INFO]: Validating... [2024-04-16 11:40:28 INFO]: Epoch (val) [153][1] loss_cls: 0.5124, loss_sal: 0.5172, loss_video_cal: 0.0000, loss_layer_cal: 0.0025, loss: 1.0322, mAP: 0.8547, best_mAP: 0.8975 [2024-04-16 11:40:28 INFO]: Epoch [154][1/1] lr: 0.0005, eta: 0:04:11, time: 0.053, data_time: 0.351, memory: 1588, loss_cls: 0.5461, loss_sal: 0.1709, loss_video_cal: 0.0412, loss_layer_cal: 0.0262, loss: 0.7843, scale: 32768.0000 [2024-04-16 11:40:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_154.pth... [2024-04-16 11:40:29 INFO]: Validating... [2024-04-16 11:40:29 INFO]: Epoch (val) [154][1] loss_cls: 0.5141, loss_sal: 0.5114, loss_video_cal: 0.0000, loss_layer_cal: 0.0024, loss: 1.0280, mAP: 0.8547, best_mAP: 0.8975 [2024-04-16 11:40:29 INFO]: Epoch [155][1/1] lr: 0.0005, eta: 0:04:10, time: 0.052, data_time: 0.357, memory: 1588, loss_cls: 0.5419, loss_sal: 0.0815, loss_video_cal: 0.0432, loss_layer_cal: 0.0324, loss: 0.6990, scale: 32768.0000 [2024-04-16 11:40:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_155.pth... [2024-04-16 11:40:29 INFO]: Validating... [2024-04-16 11:40:29 INFO]: Epoch (val) [155][1] loss_cls: 0.5163, loss_sal: 0.5068, loss_video_cal: 0.0000, loss_layer_cal: 0.0023, loss: 1.0254, mAP: 0.8603, best_mAP: 0.8975 [2024-04-16 11:40:30 INFO]: Epoch [156][1/1] lr: 0.0005, eta: 0:04:10, time: 0.052, data_time: 0.353, memory: 1588, loss_cls: 0.5435, loss_sal: 0.2537, loss_video_cal: 0.0360, loss_layer_cal: 0.0240, loss: 0.8572, scale: 32768.0000 [2024-04-16 11:40:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_156.pth... [2024-04-16 11:40:30 INFO]: Validating... [2024-04-16 11:40:30 INFO]: Epoch (val) [156][1] loss_cls: 0.5200, loss_sal: 0.5077, loss_video_cal: 0.0000, loss_layer_cal: 0.0022, loss: 1.0299, mAP: 0.8547, best_mAP: 0.8975 [2024-04-16 11:40:31 INFO]: Epoch [157][1/1] lr: 0.0005, eta: 0:04:09, time: 0.052, data_time: 0.354, memory: 1588, loss_cls: 0.5399, loss_sal: 0.2150, loss_video_cal: 0.0247, loss_layer_cal: 0.0204, loss: 0.8001, scale: 32768.0000 [2024-04-16 11:40:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_157.pth... [2024-04-16 11:40:31 INFO]: Validating... [2024-04-16 11:40:31 INFO]: Epoch (val) [157][1] loss_cls: 0.5271, loss_sal: 0.5229, loss_video_cal: 0.0000, loss_layer_cal: 0.0022, loss: 1.0521, mAP: 0.8476, best_mAP: 0.8975 [2024-04-16 11:40:31 INFO]: Epoch [158][1/1] lr: 0.0005, eta: 0:04:08, time: 0.052, data_time: 0.352, memory: 1588, loss_cls: 0.5404, loss_sal: 0.0920, loss_video_cal: 0.0266, loss_layer_cal: 0.0134, loss: 0.6724, scale: 32768.0000 [2024-04-16 11:40:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_158.pth... [2024-04-16 11:40:31 INFO]: Validating... [2024-04-16 11:40:32 INFO]: Epoch (val) [158][1] loss_cls: 0.5276, loss_sal: 0.5560, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 1.0857, mAP: 0.8044, best_mAP: 0.8975 [2024-04-16 11:40:32 INFO]: Epoch [159][1/1] lr: 0.0005, eta: 0:04:07, time: 0.052, data_time: 0.358, memory: 1588, loss_cls: 0.5498, loss_sal: 0.1067, loss_video_cal: 0.0455, loss_layer_cal: 0.0181, loss: 0.7201, scale: 32768.0000 [2024-04-16 11:40:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_159.pth... [2024-04-16 11:40:32 INFO]: Validating... [2024-04-16 11:40:32 INFO]: Epoch (val) [159][1] loss_cls: 0.5144, loss_sal: 0.5886, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 1.1050, mAP: 0.8091, best_mAP: 0.8975 [2024-04-16 11:40:33 INFO]: Epoch [160][1/1] lr: 0.0005, eta: 0:04:07, time: 0.053, data_time: 0.361, memory: 1588, loss_cls: 0.5404, loss_sal: 0.2819, loss_video_cal: 0.0389, loss_layer_cal: 0.0170, loss: 0.8782, scale: 32768.0000 [2024-04-16 11:40:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_160.pth... [2024-04-16 11:40:33 INFO]: Validating... [2024-04-16 11:40:33 INFO]: Epoch (val) [160][1] loss_cls: 0.5056, loss_sal: 0.5720, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 1.0796, mAP: 0.8160, best_mAP: 0.8975 [2024-04-16 11:40:34 INFO]: Epoch [161][1/1] lr: 0.0005, eta: 0:04:06, time: 0.052, data_time: 0.358, memory: 1588, loss_cls: 0.5295, loss_sal: 0.1166, loss_video_cal: 0.0190, loss_layer_cal: 0.0100, loss: 0.6751, scale: 32768.0000 [2024-04-16 11:40:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_161.pth... [2024-04-16 11:40:34 INFO]: Validating... [2024-04-16 11:40:34 INFO]: Epoch (val) [161][1] loss_cls: 0.5050, loss_sal: 0.5404, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 1.0474, mAP: 0.8219, best_mAP: 0.8975 [2024-04-16 11:40:34 INFO]: Epoch [162][1/1] lr: 0.0005, eta: 0:04:05, time: 0.053, data_time: 0.355, memory: 1588, loss_cls: 0.5315, loss_sal: 0.1395, loss_video_cal: 0.0215, loss_layer_cal: 0.0219, loss: 0.7144, scale: 32768.0000 [2024-04-16 11:40:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_162.pth... [2024-04-16 11:40:34 INFO]: Validating... [2024-04-16 11:40:35 INFO]: Epoch (val) [162][1] loss_cls: 0.5113, loss_sal: 0.5084, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 1.0217, mAP: 0.8086, best_mAP: 0.8975 [2024-04-16 11:40:35 INFO]: Epoch [163][1/1] lr: 0.0005, eta: 0:04:04, time: 0.052, data_time: 0.353, memory: 1588, loss_cls: 0.5333, loss_sal: 0.1058, loss_video_cal: 0.0263, loss_layer_cal: 0.0163, loss: 0.6816, scale: 32768.0000 [2024-04-16 11:40:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_163.pth... [2024-04-16 11:40:35 INFO]: Validating... [2024-04-16 11:40:35 INFO]: Epoch (val) [163][1] loss_cls: 0.5154, loss_sal: 0.4883, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 1.0056, mAP: 0.8169, best_mAP: 0.8975 [2024-04-16 11:40:36 INFO]: Epoch [164][1/1] lr: 0.0005, eta: 0:04:04, time: 0.052, data_time: 0.358, memory: 1588, loss_cls: 0.5415, loss_sal: 0.1106, loss_video_cal: 0.0292, loss_layer_cal: 0.0293, loss: 0.7107, scale: 32768.0000 [2024-04-16 11:40:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_164.pth... [2024-04-16 11:40:36 INFO]: Validating... [2024-04-16 11:40:36 INFO]: Epoch (val) [164][1] loss_cls: 0.5131, loss_sal: 0.4785, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 0.9936, mAP: 0.8497, best_mAP: 0.8975 [2024-04-16 11:40:36 INFO]: Epoch [165][1/1] lr: 0.0005, eta: 0:04:03, time: 0.052, data_time: 0.359, memory: 1588, loss_cls: 0.5365, loss_sal: 0.2740, loss_video_cal: 0.0242, loss_layer_cal: 0.0172, loss: 0.8519, scale: 32768.0000 [2024-04-16 11:40:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_165.pth... [2024-04-16 11:40:36 INFO]: Validating... [2024-04-16 11:40:37 INFO]: Epoch (val) [165][1] loss_cls: 0.5096, loss_sal: 0.4700, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 0.9815, mAP: 0.8497, best_mAP: 0.8975 [2024-04-16 11:40:37 INFO]: Epoch [166][1/1] lr: 0.0005, eta: 0:04:02, time: 0.053, data_time: 0.370, memory: 1588, loss_cls: 0.5400, loss_sal: 0.1353, loss_video_cal: 0.0220, loss_layer_cal: 0.0269, loss: 0.7241, scale: 32768.0000 [2024-04-16 11:40:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_166.pth... [2024-04-16 11:40:37 INFO]: Validating... [2024-04-16 11:40:37 INFO]: Epoch (val) [166][1] loss_cls: 0.5146, loss_sal: 0.4635, loss_video_cal: 0.0000, loss_layer_cal: 0.0018, loss: 0.9798, mAP: 0.8497, best_mAP: 0.8975 [2024-04-16 11:40:38 INFO]: Epoch [167][1/1] lr: 0.0005, eta: 0:04:02, time: 0.054, data_time: 0.374, memory: 1588, loss_cls: 0.5326, loss_sal: 0.1673, loss_video_cal: 0.0265, loss_layer_cal: 0.0249, loss: 0.7513, scale: 32768.0000 [2024-04-16 11:40:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_167.pth... [2024-04-16 11:40:38 INFO]: Validating... [2024-04-16 11:40:38 INFO]: Epoch (val) [167][1] loss_cls: 0.5324, loss_sal: 0.4536, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 0.9877, mAP: 0.8497, best_mAP: 0.8975 [2024-04-16 11:40:39 INFO]: Epoch [168][1/1] lr: 0.0005, eta: 0:04:01, time: 0.053, data_time: 0.359, memory: 1588, loss_cls: 0.5315, loss_sal: 0.2429, loss_video_cal: 0.0192, loss_layer_cal: 0.0212, loss: 0.8148, scale: 32768.0000 [2024-04-16 11:40:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_168.pth... [2024-04-16 11:40:39 INFO]: Validating... [2024-04-16 11:40:39 INFO]: Epoch (val) [168][1] loss_cls: 0.5502, loss_sal: 0.4462, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 0.9981, mAP: 0.8593, best_mAP: 0.8975 [2024-04-16 11:40:39 INFO]: Epoch [169][1/1] lr: 0.0005, eta: 0:04:00, time: 0.053, data_time: 0.358, memory: 1588, loss_cls: 0.5407, loss_sal: 0.1580, loss_video_cal: 0.0207, loss_layer_cal: 0.0146, loss: 0.7339, scale: 32768.0000 [2024-04-16 11:40:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_169.pth... [2024-04-16 11:40:39 INFO]: Validating... [2024-04-16 11:40:40 INFO]: Epoch (val) [169][1] loss_cls: 0.5508, loss_sal: 0.4430, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 0.9953, mAP: 0.8643, best_mAP: 0.8975 [2024-04-16 11:40:40 INFO]: Epoch [170][1/1] lr: 0.0005, eta: 0:03:59, time: 0.054, data_time: 0.363, memory: 1588, loss_cls: 0.5441, loss_sal: 0.1888, loss_video_cal: 0.0307, loss_layer_cal: 0.0212, loss: 0.7848, scale: 32768.0000 [2024-04-16 11:40:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_170.pth... [2024-04-16 11:40:40 INFO]: Validating... [2024-04-16 11:40:40 INFO]: Epoch (val) [170][1] loss_cls: 0.5379, loss_sal: 0.4469, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 0.9865, mAP: 0.8542, best_mAP: 0.8975 [2024-04-16 11:40:41 INFO]: Epoch [171][1/1] lr: 0.0005, eta: 0:03:59, time: 0.053, data_time: 0.354, memory: 1588, loss_cls: 0.5331, loss_sal: 0.0934, loss_video_cal: 0.0296, loss_layer_cal: 0.0173, loss: 0.6734, scale: 32768.0000 [2024-04-16 11:40:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_171.pth... [2024-04-16 11:40:41 INFO]: Validating... [2024-04-16 11:40:41 INFO]: Epoch (val) [171][1] loss_cls: 0.5193, loss_sal: 0.4612, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 0.9821, mAP: 0.8945, best_mAP: 0.8975 [2024-04-16 11:40:42 INFO]: Epoch [172][1/1] lr: 0.0005, eta: 0:03:58, time: 0.052, data_time: 0.352, memory: 1588, loss_cls: 0.5333, loss_sal: 0.1555, loss_video_cal: 0.0267, loss_layer_cal: 0.0159, loss: 0.7314, scale: 32768.0000 [2024-04-16 11:40:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_172.pth... [2024-04-16 11:40:42 INFO]: Validating... [2024-04-16 11:40:42 INFO]: Epoch (val) [172][1] loss_cls: 0.5057, loss_sal: 0.4848, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 0.9922, mAP: 0.8773, best_mAP: 0.8975 [2024-04-16 11:40:42 INFO]: Epoch [173][1/1] lr: 0.0005, eta: 0:03:57, time: 0.053, data_time: 0.366, memory: 1588, loss_cls: 0.5411, loss_sal: 0.1081, loss_video_cal: 0.0345, loss_layer_cal: 0.0289, loss: 0.7126, scale: 32768.0000 [2024-04-16 11:40:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_173.pth... [2024-04-16 11:40:42 INFO]: Validating... [2024-04-16 11:40:43 INFO]: Epoch (val) [173][1] loss_cls: 0.5027, loss_sal: 0.5130, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.0173, mAP: 0.8917, best_mAP: 0.8975 [2024-04-16 11:40:43 INFO]: Epoch [174][1/1] lr: 0.0005, eta: 0:03:56, time: 0.052, data_time: 0.359, memory: 1588, loss_cls: 0.5457, loss_sal: 0.1262, loss_video_cal: 0.0307, loss_layer_cal: 0.0119, loss: 0.7145, scale: 32768.0000 [2024-04-16 11:40:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_174.pth... [2024-04-16 11:40:43 INFO]: Validating... [2024-04-16 11:40:43 INFO]: Epoch (val) [174][1] loss_cls: 0.5036, loss_sal: 0.5228, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.0281, mAP: 0.8773, best_mAP: 0.8975 [2024-04-16 11:40:44 INFO]: Epoch [175][1/1] lr: 0.0005, eta: 0:03:56, time: 0.054, data_time: 0.365, memory: 1588, loss_cls: 0.5513, loss_sal: 0.2102, loss_video_cal: 0.0269, loss_layer_cal: 0.0188, loss: 0.8072, scale: 32768.0000 [2024-04-16 11:40:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_175.pth... [2024-04-16 11:40:44 INFO]: Validating... [2024-04-16 11:40:44 INFO]: Epoch (val) [175][1] loss_cls: 0.5040, loss_sal: 0.5399, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.0456, mAP: 0.8931, best_mAP: 0.8975 [2024-04-16 11:40:44 INFO]: Epoch [176][1/1] lr: 0.0005, eta: 0:03:55, time: 0.054, data_time: 0.362, memory: 1588, loss_cls: 0.5405, loss_sal: 0.1345, loss_video_cal: 0.0191, loss_layer_cal: 0.0184, loss: 0.7124, scale: 32768.0000 [2024-04-16 11:40:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_176.pth... [2024-04-16 11:40:45 INFO]: Validating... [2024-04-16 11:40:45 INFO]: Epoch (val) [176][1] loss_cls: 0.5099, loss_sal: 0.5438, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.0554, mAP: 0.8890, best_mAP: 0.8975 [2024-04-16 11:40:45 INFO]: Epoch [177][1/1] lr: 0.0005, eta: 0:03:54, time: 0.053, data_time: 0.364, memory: 1588, loss_cls: 0.5336, loss_sal: 0.1227, loss_video_cal: 0.0280, loss_layer_cal: 0.0136, loss: 0.6978, scale: 32768.0000 [2024-04-16 11:40:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_177.pth... [2024-04-16 11:40:45 INFO]: Validating... [2024-04-16 11:40:46 INFO]: Epoch (val) [177][1] loss_cls: 0.5182, loss_sal: 0.5425, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.0624, mAP: 0.8919, best_mAP: 0.8975 [2024-04-16 11:40:46 INFO]: Epoch [178][1/1] lr: 0.0005, eta: 0:03:54, time: 0.053, data_time: 0.369, memory: 1588, loss_cls: 0.5363, loss_sal: 0.1530, loss_video_cal: 0.0208, loss_layer_cal: 0.0207, loss: 0.7309, scale: 32768.0000 [2024-04-16 11:40:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_178.pth... [2024-04-16 11:40:46 INFO]: Validating... [2024-04-16 11:40:46 INFO]: Epoch (val) [178][1] loss_cls: 0.5337, loss_sal: 0.5155, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.0508, mAP: 0.8183, best_mAP: 0.8975 [2024-04-16 11:40:47 INFO]: Epoch [179][1/1] lr: 0.0005, eta: 0:03:53, time: 0.052, data_time: 0.364, memory: 1588, loss_cls: 0.5414, loss_sal: 0.1292, loss_video_cal: 0.0186, loss_layer_cal: 0.0192, loss: 0.7084, scale: 32768.0000 [2024-04-16 11:40:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_179.pth... [2024-04-16 11:40:47 INFO]: Validating... [2024-04-16 11:40:47 INFO]: Epoch (val) [179][1] loss_cls: 0.5434, loss_sal: 0.5051, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.0501, mAP: 0.8183, best_mAP: 0.8975 [2024-04-16 11:40:47 INFO]: Epoch [180][1/1] lr: 0.0005, eta: 0:03:52, time: 0.053, data_time: 0.349, memory: 1588, loss_cls: 0.5389, loss_sal: 0.1908, loss_video_cal: 0.0285, loss_layer_cal: 0.0148, loss: 0.7730, scale: 32768.0000 [2024-04-16 11:40:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_180.pth... [2024-04-16 11:40:47 INFO]: Validating... [2024-04-16 11:40:48 INFO]: Epoch (val) [180][1] loss_cls: 0.5433, loss_sal: 0.5078, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.0525, mAP: 0.7915, best_mAP: 0.8975 [2024-04-16 11:40:48 INFO]: Epoch [181][1/1] lr: 0.0005, eta: 0:03:51, time: 0.053, data_time: 0.353, memory: 1588, loss_cls: 0.5368, loss_sal: 0.2280, loss_video_cal: 0.0244, loss_layer_cal: 0.0182, loss: 0.8073, scale: 32768.0000 [2024-04-16 11:40:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_181.pth... [2024-04-16 11:40:48 INFO]: Validating... [2024-04-16 11:40:48 INFO]: Epoch (val) [181][1] loss_cls: 0.5355, loss_sal: 0.5386, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.0755, mAP: 0.8567, best_mAP: 0.8975 [2024-04-16 11:40:49 INFO]: Epoch [182][1/1] lr: 0.0005, eta: 0:03:51, time: 0.051, data_time: 0.343, memory: 1588, loss_cls: 0.5336, loss_sal: 0.0883, loss_video_cal: 0.0332, loss_layer_cal: 0.0226, loss: 0.6777, scale: 32768.0000 [2024-04-16 11:40:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_182.pth... [2024-04-16 11:40:49 INFO]: Validating... [2024-04-16 11:40:49 INFO]: Epoch (val) [182][1] loss_cls: 0.5250, loss_sal: 0.5741, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.1004, mAP: 0.6844, best_mAP: 0.8975 [2024-04-16 11:40:50 INFO]: Epoch [183][1/1] lr: 0.0005, eta: 0:03:50, time: 0.052, data_time: 0.355, memory: 1588, loss_cls: 0.5301, loss_sal: 0.1197, loss_video_cal: 0.0189, loss_layer_cal: 0.0122, loss: 0.6810, scale: 32768.0000 [2024-04-16 11:40:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_183.pth... [2024-04-16 11:40:50 INFO]: Validating... [2024-04-16 11:40:50 INFO]: Epoch (val) [183][1] loss_cls: 0.5133, loss_sal: 0.6095, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.1241, mAP: 0.6837, best_mAP: 0.8975 [2024-04-16 11:40:50 INFO]: Epoch [184][1/1] lr: 0.0005, eta: 0:03:49, time: 0.051, data_time: 0.353, memory: 1588, loss_cls: 0.5344, loss_sal: 0.1563, loss_video_cal: 0.0192, loss_layer_cal: 0.0176, loss: 0.7275, scale: 32768.0000 [2024-04-16 11:40:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_184.pth... [2024-04-16 11:40:50 INFO]: Validating... [2024-04-16 11:40:51 INFO]: Epoch (val) [184][1] loss_cls: 0.5032, loss_sal: 0.6591, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.1636, mAP: 0.6978, best_mAP: 0.8975 [2024-04-16 11:40:51 INFO]: Epoch [185][1/1] lr: 0.0005, eta: 0:03:48, time: 0.053, data_time: 0.350, memory: 1588, loss_cls: 0.5300, loss_sal: 0.2070, loss_video_cal: 0.0337, loss_layer_cal: 0.0153, loss: 0.7860, scale: 32768.0000 [2024-04-16 11:40:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_185.pth... [2024-04-16 11:40:51 INFO]: Validating... [2024-04-16 11:40:51 INFO]: Epoch (val) [185][1] loss_cls: 0.4995, loss_sal: 0.7113, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.2121, mAP: 0.6975, best_mAP: 0.8975 [2024-04-16 11:40:52 INFO]: Epoch [186][1/1] lr: 0.0005, eta: 0:03:48, time: 0.052, data_time: 0.342, memory: 1588, loss_cls: 0.5336, loss_sal: 0.1346, loss_video_cal: 0.0325, loss_layer_cal: 0.0232, loss: 0.7239, scale: 32768.0000 [2024-04-16 11:40:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_186.pth... [2024-04-16 11:40:52 INFO]: Validating... [2024-04-16 11:40:52 INFO]: Epoch (val) [186][1] loss_cls: 0.4991, loss_sal: 0.7643, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.2646, mAP: 0.6766, best_mAP: 0.8975 [2024-04-16 11:40:52 INFO]: Epoch [187][1/1] lr: 0.0005, eta: 0:03:47, time: 0.052, data_time: 0.349, memory: 1588, loss_cls: 0.5331, loss_sal: 0.1295, loss_video_cal: 0.0150, loss_layer_cal: 0.0188, loss: 0.6963, scale: 32768.0000 [2024-04-16 11:40:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_187.pth... [2024-04-16 11:40:52 INFO]: Validating... [2024-04-16 11:40:53 INFO]: Epoch (val) [187][1] loss_cls: 0.5012, loss_sal: 0.8040, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.3063, mAP: 0.6676, best_mAP: 0.8975 [2024-04-16 11:40:53 INFO]: Epoch [188][1/1] lr: 0.0005, eta: 0:03:46, time: 0.052, data_time: 0.344, memory: 1588, loss_cls: 0.5524, loss_sal: 0.2488, loss_video_cal: 0.0181, loss_layer_cal: 0.0145, loss: 0.8338, scale: 32768.0000 [2024-04-16 11:40:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_188.pth... [2024-04-16 11:40:53 INFO]: Validating... [2024-04-16 11:40:53 INFO]: Epoch (val) [188][1] loss_cls: 0.4997, loss_sal: 0.6459, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.1467, mAP: 0.7169, best_mAP: 0.8975 [2024-04-16 11:40:54 INFO]: Epoch [189][1/1] lr: 0.0005, eta: 0:03:45, time: 0.053, data_time: 0.351, memory: 1588, loss_cls: 0.5320, loss_sal: 0.2934, loss_video_cal: 0.0231, loss_layer_cal: 0.0113, loss: 0.8597, scale: 32768.0000 [2024-04-16 11:40:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_189.pth... [2024-04-16 11:40:54 INFO]: Validating... [2024-04-16 11:40:54 INFO]: Epoch (val) [189][1] loss_cls: 0.4997, loss_sal: 0.6459, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.1467, mAP: 0.7169, best_mAP: 0.8975 [2024-04-16 11:40:54 INFO]: Epoch [190][1/1] lr: 0.0005, eta: 0:03:45, time: 0.052, data_time: 0.348, memory: 1588, loss_cls: 0.5362, loss_sal: 0.1813, loss_video_cal: 0.0229, loss_layer_cal: 0.0092, loss: 0.7496, scale: 16384.0000 [2024-04-16 11:40:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_190.pth... [2024-04-16 11:40:55 INFO]: Validating... [2024-04-16 11:40:55 INFO]: Epoch (val) [190][1] loss_cls: 0.5141, loss_sal: 0.5331, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.0482, mAP: 0.7046, best_mAP: 0.8975 [2024-04-16 11:40:55 INFO]: Epoch [191][1/1] lr: 0.0005, eta: 0:03:44, time: 0.053, data_time: 0.345, memory: 1588, loss_cls: 0.5290, loss_sal: 0.1551, loss_video_cal: 0.0395, loss_layer_cal: 0.0139, loss: 0.7375, scale: 16384.0000 [2024-04-16 11:40:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_191.pth... [2024-04-16 11:40:55 INFO]: Validating... [2024-04-16 11:40:55 INFO]: Epoch (val) [191][1] loss_cls: 0.5325, loss_sal: 0.4870, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.0205, mAP: 0.6803, best_mAP: 0.8975 [2024-04-16 11:40:56 INFO]: Epoch [192][1/1] lr: 0.0005, eta: 0:03:43, time: 0.052, data_time: 0.354, memory: 1588, loss_cls: 0.5351, loss_sal: 0.2666, loss_video_cal: 0.0111, loss_layer_cal: 0.0104, loss: 0.8231, scale: 16384.0000 [2024-04-16 11:40:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_192.pth... [2024-04-16 11:40:56 INFO]: Validating... [2024-04-16 11:40:56 INFO]: Epoch (val) [192][1] loss_cls: 0.5585, loss_sal: 0.4528, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.0122, mAP: 0.8180, best_mAP: 0.8975 [2024-04-16 11:40:57 INFO]: Epoch [193][1/1] lr: 0.0005, eta: 0:03:42, time: 0.053, data_time: 0.353, memory: 1588, loss_cls: 0.5382, loss_sal: 0.0942, loss_video_cal: 0.0163, loss_layer_cal: 0.0130, loss: 0.6617, scale: 16384.0000 [2024-04-16 11:40:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_193.pth... [2024-04-16 11:40:57 INFO]: Validating... [2024-04-16 11:40:57 INFO]: Epoch (val) [193][1] loss_cls: 0.5629, loss_sal: 0.4468, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.0105, mAP: 0.8180, best_mAP: 0.8975 [2024-04-16 11:40:57 INFO]: Epoch [194][1/1] lr: 0.0005, eta: 0:03:42, time: 0.053, data_time: 0.349, memory: 1588, loss_cls: 0.5396, loss_sal: 0.1199, loss_video_cal: 0.0251, loss_layer_cal: 0.0175, loss: 0.7020, scale: 16384.0000 [2024-04-16 11:40:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_194.pth... [2024-04-16 11:40:57 INFO]: Validating... [2024-04-16 11:40:58 INFO]: Epoch (val) [194][1] loss_cls: 0.5495, loss_sal: 0.4479, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9981, mAP: 0.8167, best_mAP: 0.8975 [2024-04-16 11:40:58 INFO]: Epoch [195][1/1] lr: 0.0005, eta: 0:03:41, time: 0.052, data_time: 0.350, memory: 1588, loss_cls: 0.5327, loss_sal: 0.1634, loss_video_cal: 0.0235, loss_layer_cal: 0.0213, loss: 0.7409, scale: 16384.0000 [2024-04-16 11:40:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_195.pth... [2024-04-16 11:40:58 INFO]: Validating... [2024-04-16 11:40:58 INFO]: Epoch (val) [195][1] loss_cls: 0.5285, loss_sal: 0.4530, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9823, mAP: 0.7730, best_mAP: 0.8975 [2024-04-16 11:40:59 INFO]: Epoch [196][1/1] lr: 0.0005, eta: 0:03:40, time: 0.051, data_time: 0.343, memory: 1588, loss_cls: 0.5312, loss_sal: 0.1644, loss_video_cal: 0.0351, loss_layer_cal: 0.0215, loss: 0.7522, scale: 16384.0000 [2024-04-16 11:40:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_196.pth... [2024-04-16 11:40:59 INFO]: Validating... [2024-04-16 11:40:59 INFO]: Epoch (val) [196][1] loss_cls: 0.5119, loss_sal: 0.4650, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9775, mAP: 0.8136, best_mAP: 0.8975 [2024-04-16 11:40:59 INFO]: Epoch [197][1/1] lr: 0.0005, eta: 0:03:39, time: 0.052, data_time: 0.349, memory: 1588, loss_cls: 0.5357, loss_sal: 0.2597, loss_video_cal: 0.0200, loss_layer_cal: 0.0108, loss: 0.8263, scale: 16384.0000 [2024-04-16 11:40:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_197.pth... [2024-04-16 11:41:00 INFO]: Validating... [2024-04-16 11:41:00 INFO]: Epoch (val) [197][1] loss_cls: 0.5050, loss_sal: 0.4815, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9871, mAP: 0.8561, best_mAP: 0.8975 [2024-04-16 11:41:00 INFO]: Epoch [198][1/1] lr: 0.0005, eta: 0:03:39, time: 0.052, data_time: 0.349, memory: 1588, loss_cls: 0.5357, loss_sal: 0.0970, loss_video_cal: 0.0140, loss_layer_cal: 0.0090, loss: 0.6557, scale: 16384.0000 [2024-04-16 11:41:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_198.pth... [2024-04-16 11:41:00 INFO]: Validating... [2024-04-16 11:41:00 INFO]: Epoch (val) [198][1] loss_cls: 0.5027, loss_sal: 0.5095, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.0129, mAP: 0.8394, best_mAP: 0.8975 [2024-04-16 11:41:01 INFO]: Epoch [199][1/1] lr: 0.0005, eta: 0:03:38, time: 0.052, data_time: 0.351, memory: 1588, loss_cls: 0.5406, loss_sal: 0.1764, loss_video_cal: 0.0132, loss_layer_cal: 0.0097, loss: 0.7400, scale: 16384.0000 [2024-04-16 11:41:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_199.pth... [2024-04-16 11:41:01 INFO]: Validating... [2024-04-16 11:41:01 INFO]: Epoch (val) [199][1] loss_cls: 0.5021, loss_sal: 0.5335, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.0362, mAP: 0.8893, best_mAP: 0.8975 [2024-04-16 11:41:02 INFO]: Epoch [200][1/1] lr: 0.0005, eta: 0:03:37, time: 0.053, data_time: 0.351, memory: 1588, loss_cls: 0.5339, loss_sal: 0.0656, loss_video_cal: 0.0194, loss_layer_cal: 0.0113, loss: 0.6301, scale: 16384.0000 [2024-04-16 11:41:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_200.pth... [2024-04-16 11:41:02 INFO]: Validating... [2024-04-16 11:41:02 INFO]: Epoch (val) [200][1] loss_cls: 0.5026, loss_sal: 0.5599, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0631, mAP: 0.8842, best_mAP: 0.8975 [2024-04-16 11:41:02 INFO]: Epoch [201][1/1] lr: 0.0005, eta: 0:03:36, time: 0.052, data_time: 0.354, memory: 1588, loss_cls: 0.5284, loss_sal: 0.2105, loss_video_cal: 0.0245, loss_layer_cal: 0.0118, loss: 0.7751, scale: 16384.0000 [2024-04-16 11:41:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_201.pth... [2024-04-16 11:41:02 INFO]: Validating... [2024-04-16 11:41:03 INFO]: Epoch (val) [201][1] loss_cls: 0.5049, loss_sal: 0.5825, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0878, mAP: 0.8842, best_mAP: 0.8975 [2024-04-16 11:41:03 INFO]: Epoch [202][1/1] lr: 0.0005, eta: 0:03:36, time: 0.051, data_time: 0.357, memory: 1588, loss_cls: 0.5249, loss_sal: 0.2015, loss_video_cal: 0.0181, loss_layer_cal: 0.0154, loss: 0.7599, scale: 16384.0000 [2024-04-16 11:41:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_202.pth... [2024-04-16 11:41:03 INFO]: Validating... [2024-04-16 11:41:03 INFO]: Epoch (val) [202][1] loss_cls: 0.5091, loss_sal: 0.5927, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.1023, mAP: 0.8823, best_mAP: 0.8975 [2024-04-16 11:41:04 INFO]: Epoch [203][1/1] lr: 0.0005, eta: 0:03:35, time: 0.051, data_time: 0.349, memory: 1588, loss_cls: 0.5277, loss_sal: 0.1317, loss_video_cal: 0.0287, loss_layer_cal: 0.0169, loss: 0.7049, scale: 16384.0000 [2024-04-16 11:41:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_203.pth... [2024-04-16 11:41:04 INFO]: Validating... [2024-04-16 11:41:04 INFO]: Epoch (val) [203][1] loss_cls: 0.5097, loss_sal: 0.6123, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.1225, mAP: 0.8821, best_mAP: 0.8975 [2024-04-16 11:41:04 INFO]: Epoch [204][1/1] lr: 0.0005, eta: 0:03:34, time: 0.053, data_time: 0.351, memory: 1588, loss_cls: 0.5271, loss_sal: 0.1396, loss_video_cal: 0.0205, loss_layer_cal: 0.0157, loss: 0.7029, scale: 16384.0000 [2024-04-16 11:41:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_204.pth... [2024-04-16 11:41:05 INFO]: Validating... [2024-04-16 11:41:05 INFO]: Epoch (val) [204][1] loss_cls: 0.5084, loss_sal: 0.6375, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1464, mAP: 0.8915, best_mAP: 0.8975 [2024-04-16 11:41:05 INFO]: Epoch [205][1/1] lr: 0.0005, eta: 0:03:33, time: 0.053, data_time: 0.351, memory: 1588, loss_cls: 0.5284, loss_sal: 0.1200, loss_video_cal: 0.0224, loss_layer_cal: 0.0170, loss: 0.6877, scale: 16384.0000 [2024-04-16 11:41:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_205.pth... [2024-04-16 11:41:05 INFO]: Validating... [2024-04-16 11:41:05 INFO]: Epoch (val) [205][1] loss_cls: 0.5058, loss_sal: 0.6710, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1773, mAP: 0.8821, best_mAP: 0.8975 [2024-04-16 11:41:06 INFO]: Epoch [206][1/1] lr: 0.0005, eta: 0:03:33, time: 0.053, data_time: 0.352, memory: 1588, loss_cls: 0.5269, loss_sal: 0.1496, loss_video_cal: 0.0184, loss_layer_cal: 0.0127, loss: 0.7076, scale: 16384.0000 [2024-04-16 11:41:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_206.pth... [2024-04-16 11:41:06 INFO]: Validating... [2024-04-16 11:41:06 INFO]: Epoch (val) [206][1] loss_cls: 0.5037, loss_sal: 0.6936, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1977, mAP: 0.8823, best_mAP: 0.8975 [2024-04-16 11:41:07 INFO]: Epoch [207][1/1] lr: 0.0005, eta: 0:03:32, time: 0.052, data_time: 0.352, memory: 1588, loss_cls: 0.5348, loss_sal: 0.1715, loss_video_cal: 0.0182, loss_layer_cal: 0.0059, loss: 0.7304, scale: 16384.0000 [2024-04-16 11:41:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_207.pth... [2024-04-16 11:41:07 INFO]: Validating... [2024-04-16 11:41:07 INFO]: Epoch (val) [207][1] loss_cls: 0.5029, loss_sal: 0.6773, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1807, mAP: 0.8823, best_mAP: 0.8975 [2024-04-16 11:41:07 INFO]: Epoch [208][1/1] lr: 0.0005, eta: 0:03:31, time: 0.053, data_time: 0.347, memory: 1588, loss_cls: 0.5339, loss_sal: 0.1941, loss_video_cal: 0.0290, loss_layer_cal: 0.0138, loss: 0.7708, scale: 16384.0000 [2024-04-16 11:41:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_208.pth... [2024-04-16 11:41:07 INFO]: Validating... [2024-04-16 11:41:08 INFO]: Epoch (val) [208][1] loss_cls: 0.5048, loss_sal: 0.6536, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1589, mAP: 0.8842, best_mAP: 0.8975 [2024-04-16 11:41:08 INFO]: Epoch [209][1/1] lr: 0.0005, eta: 0:03:30, time: 0.053, data_time: 0.356, memory: 1588, loss_cls: 0.5286, loss_sal: 0.1548, loss_video_cal: 0.0109, loss_layer_cal: 0.0141, loss: 0.7083, scale: 16384.0000 [2024-04-16 11:41:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_209.pth... [2024-04-16 11:41:08 INFO]: Validating... [2024-04-16 11:41:08 INFO]: Epoch (val) [209][1] loss_cls: 0.5115, loss_sal: 0.6191, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1311, mAP: 0.8648, best_mAP: 0.8975 [2024-04-16 11:41:09 INFO]: Epoch [210][1/1] lr: 0.0005, eta: 0:03:30, time: 0.052, data_time: 0.353, memory: 1588, loss_cls: 0.5287, loss_sal: 0.2034, loss_video_cal: 0.0247, loss_layer_cal: 0.0067, loss: 0.7635, scale: 16384.0000 [2024-04-16 11:41:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_210.pth... [2024-04-16 11:41:09 INFO]: Validating... [2024-04-16 11:41:09 INFO]: Epoch (val) [210][1] loss_cls: 0.5180, loss_sal: 0.5903, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1088, mAP: 0.8672, best_mAP: 0.8975 [2024-04-16 11:41:09 INFO]: Epoch [211][1/1] lr: 0.0005, eta: 0:03:29, time: 0.052, data_time: 0.354, memory: 1588, loss_cls: 0.5330, loss_sal: 0.2380, loss_video_cal: 0.0175, loss_layer_cal: 0.0101, loss: 0.7985, scale: 16384.0000 [2024-04-16 11:41:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_211.pth... [2024-04-16 11:41:09 INFO]: Validating... [2024-04-16 11:41:10 INFO]: Epoch (val) [211][1] loss_cls: 0.5174, loss_sal: 0.5751, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0930, mAP: 0.8741, best_mAP: 0.8975 [2024-04-16 11:41:10 INFO]: Epoch [212][1/1] lr: 0.0005, eta: 0:03:28, time: 0.052, data_time: 0.354, memory: 1588, loss_cls: 0.5271, loss_sal: 0.2077, loss_video_cal: 0.0304, loss_layer_cal: 0.0269, loss: 0.7920, scale: 16384.0000 [2024-04-16 11:41:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_212.pth... [2024-04-16 11:41:10 INFO]: Validating... [2024-04-16 11:41:10 INFO]: Epoch (val) [212][1] loss_cls: 0.5116, loss_sal: 0.5779, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0900, mAP: 0.8969, best_mAP: 0.8975 [2024-04-16 11:41:11 INFO]: Epoch [213][1/1] lr: 0.0005, eta: 0:03:27, time: 0.052, data_time: 0.348, memory: 1588, loss_cls: 0.5309, loss_sal: 0.1906, loss_video_cal: 0.0115, loss_layer_cal: 0.0075, loss: 0.7404, scale: 16384.0000 [2024-04-16 11:41:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_213.pth... [2024-04-16 11:41:11 INFO]: Validating... [2024-04-16 11:41:11 INFO]: Epoch (val) [213][1] loss_cls: 0.5037, loss_sal: 0.5995, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.1037, mAP: 0.8857, best_mAP: 0.8975 [2024-04-16 11:41:12 INFO]: Epoch [214][1/1] lr: 0.0005, eta: 0:03:27, time: 0.052, data_time: 0.348, memory: 1588, loss_cls: 0.5211, loss_sal: 0.1495, loss_video_cal: 0.0126, loss_layer_cal: 0.0204, loss: 0.7036, scale: 16384.0000 [2024-04-16 11:41:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_214.pth... [2024-04-16 11:41:12 INFO]: Validating... [2024-04-16 11:41:12 INFO]: Epoch (val) [214][1] loss_cls: 0.5011, loss_sal: 0.6303, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.1319, mAP: 0.8969, best_mAP: 0.8975 [2024-04-16 11:41:12 INFO]: Epoch [215][1/1] lr: 0.0005, eta: 0:03:26, time: 0.051, data_time: 0.349, memory: 1588, loss_cls: 0.5304, loss_sal: 0.0335, loss_video_cal: 0.0119, loss_layer_cal: 0.0138, loss: 0.5896, scale: 16384.0000 [2024-04-16 11:41:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_215.pth... [2024-04-16 11:41:12 INFO]: Validating... [2024-04-16 11:41:13 INFO]: Epoch (val) [215][1] loss_cls: 0.5046, loss_sal: 0.6522, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.1573, mAP: 0.7948, best_mAP: 0.8975 [2024-04-16 11:41:13 INFO]: Epoch [216][1/1] lr: 0.0005, eta: 0:03:25, time: 0.052, data_time: 0.351, memory: 1588, loss_cls: 0.5271, loss_sal: 0.2205, loss_video_cal: 0.0300, loss_layer_cal: 0.0156, loss: 0.7933, scale: 16384.0000 [2024-04-16 11:41:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_216.pth... [2024-04-16 11:41:13 INFO]: Validating... [2024-04-16 11:41:13 INFO]: Epoch (val) [216][1] loss_cls: 0.5086, loss_sal: 0.6692, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.1783, mAP: 0.7864, best_mAP: 0.8975 [2024-04-16 11:41:14 INFO]: Epoch [217][1/1] lr: 0.0005, eta: 0:03:24, time: 0.053, data_time: 0.353, memory: 1588, loss_cls: 0.5373, loss_sal: 0.0771, loss_video_cal: 0.0185, loss_layer_cal: 0.0109, loss: 0.6438, scale: 16384.0000 [2024-04-16 11:41:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_217.pth... [2024-04-16 11:41:14 INFO]: Validating... [2024-04-16 11:41:14 INFO]: Epoch (val) [217][1] loss_cls: 0.5105, loss_sal: 0.6742, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.1852, mAP: 0.7958, best_mAP: 0.8975 [2024-04-16 11:41:14 INFO]: Epoch [218][1/1] lr: 0.0005, eta: 0:03:24, time: 0.052, data_time: 0.347, memory: 1588, loss_cls: 0.5290, loss_sal: 0.0388, loss_video_cal: 0.0200, loss_layer_cal: 0.0092, loss: 0.5971, scale: 16384.0000 [2024-04-16 11:41:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_218.pth... [2024-04-16 11:41:14 INFO]: Validating... [2024-04-16 11:41:15 INFO]: Epoch (val) [218][1] loss_cls: 0.5101, loss_sal: 0.6725, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.1831, mAP: 0.7956, best_mAP: 0.8975 [2024-04-16 11:41:15 INFO]: Epoch [219][1/1] lr: 0.0005, eta: 0:03:23, time: 0.053, data_time: 0.352, memory: 1588, loss_cls: 0.5444, loss_sal: 0.1988, loss_video_cal: 0.0135, loss_layer_cal: 0.0165, loss: 0.7731, scale: 16384.0000 [2024-04-16 11:41:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_219.pth... [2024-04-16 11:41:15 INFO]: Validating... [2024-04-16 11:41:15 INFO]: Epoch (val) [219][1] loss_cls: 0.5057, loss_sal: 0.6461, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.1523, mAP: 0.7824, best_mAP: 0.8975 [2024-04-16 11:41:16 INFO]: Epoch [220][1/1] lr: 0.0005, eta: 0:03:22, time: 0.053, data_time: 0.351, memory: 1588, loss_cls: 0.5304, loss_sal: 0.1448, loss_video_cal: 0.0215, loss_layer_cal: 0.0159, loss: 0.7125, scale: 16384.0000 [2024-04-16 11:41:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_220.pth... [2024-04-16 11:41:16 INFO]: Validating... [2024-04-16 11:41:16 INFO]: Epoch (val) [220][1] loss_cls: 0.5046, loss_sal: 0.6219, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.1270, mAP: 0.7824, best_mAP: 0.8975 [2024-04-16 11:41:17 INFO]: Epoch [221][1/1] lr: 0.0005, eta: 0:03:22, time: 0.052, data_time: 0.355, memory: 1588, loss_cls: 0.5273, loss_sal: 0.1968, loss_video_cal: 0.0166, loss_layer_cal: 0.0177, loss: 0.7584, scale: 16384.0000 [2024-04-16 11:41:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_221.pth... [2024-04-16 11:41:17 INFO]: Validating... [2024-04-16 11:41:17 INFO]: Epoch (val) [221][1] loss_cls: 0.5085, loss_sal: 0.6103, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.1193, mAP: 0.7824, best_mAP: 0.8975 [2024-04-16 11:41:17 INFO]: Epoch [222][1/1] lr: 0.0005, eta: 0:03:21, time: 0.051, data_time: 0.350, memory: 1588, loss_cls: 0.5246, loss_sal: 0.0949, loss_video_cal: 0.0196, loss_layer_cal: 0.0132, loss: 0.6522, scale: 16384.0000 [2024-04-16 11:41:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_222.pth... [2024-04-16 11:41:17 INFO]: Validating... [2024-04-16 11:41:18 INFO]: Epoch (val) [222][1] loss_cls: 0.5151, loss_sal: 0.6022, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.1178, mAP: 0.8511, best_mAP: 0.8975 [2024-04-16 11:41:18 INFO]: Epoch [223][1/1] lr: 0.0005, eta: 0:03:20, time: 0.053, data_time: 0.353, memory: 1588, loss_cls: 0.5321, loss_sal: 0.1290, loss_video_cal: 0.0117, loss_layer_cal: 0.0059, loss: 0.6787, scale: 16384.0000 [2024-04-16 11:41:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_223.pth... [2024-04-16 11:41:18 INFO]: Validating... [2024-04-16 11:41:18 INFO]: Epoch (val) [223][1] loss_cls: 0.5198, loss_sal: 0.5954, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1157, mAP: 0.8629, best_mAP: 0.8975 [2024-04-16 11:41:19 INFO]: Epoch [224][1/1] lr: 0.0005, eta: 0:03:19, time: 0.051, data_time: 0.349, memory: 1588, loss_cls: 0.5376, loss_sal: 0.2414, loss_video_cal: 0.0182, loss_layer_cal: 0.0091, loss: 0.8064, scale: 16384.0000 [2024-04-16 11:41:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_224.pth... [2024-04-16 11:41:19 INFO]: Validating... [2024-04-16 11:41:19 INFO]: Epoch (val) [224][1] loss_cls: 0.5201, loss_sal: 0.5991, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1197, mAP: 0.8629, best_mAP: 0.8975 [2024-04-16 11:41:19 INFO]: Epoch [225][1/1] lr: 0.0005, eta: 0:03:19, time: 0.052, data_time: 0.348, memory: 1588, loss_cls: 0.5342, loss_sal: 0.0932, loss_video_cal: 0.0187, loss_layer_cal: 0.0142, loss: 0.6602, scale: 16384.0000 [2024-04-16 11:41:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_225.pth... [2024-04-16 11:41:19 INFO]: Validating... [2024-04-16 11:41:20 INFO]: Epoch (val) [225][1] loss_cls: 0.5161, loss_sal: 0.6204, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1370, mAP: 0.8629, best_mAP: 0.8975 [2024-04-16 11:41:20 INFO]: Epoch [226][1/1] lr: 0.0005, eta: 0:03:18, time: 0.052, data_time: 0.354, memory: 1588, loss_cls: 0.5324, loss_sal: 0.1150, loss_video_cal: 0.0278, loss_layer_cal: 0.0186, loss: 0.6938, scale: 16384.0000 [2024-04-16 11:41:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_226.pth... [2024-04-16 11:41:20 INFO]: Validating... [2024-04-16 11:41:20 INFO]: Epoch (val) [226][1] loss_cls: 0.5082, loss_sal: 0.6992, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.2078, mAP: 0.8511, best_mAP: 0.8975 [2024-04-16 11:41:21 INFO]: Epoch [227][1/1] lr: 0.0005, eta: 0:03:17, time: 0.052, data_time: 0.356, memory: 1588, loss_cls: 0.5261, loss_sal: 0.0883, loss_video_cal: 0.0149, loss_layer_cal: 0.0105, loss: 0.6398, scale: 16384.0000 [2024-04-16 11:41:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_227.pth... [2024-04-16 11:41:21 INFO]: Validating... [2024-04-16 11:41:21 INFO]: Epoch (val) [227][1] loss_cls: 0.5051, loss_sal: 0.7957, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.3012, mAP: 0.8643, best_mAP: 0.8975 [2024-04-16 11:41:22 INFO]: Epoch [228][1/1] lr: 0.0005, eta: 0:03:16, time: 0.052, data_time: 0.353, memory: 1588, loss_cls: 0.5244, loss_sal: 0.1561, loss_video_cal: 0.0133, loss_layer_cal: 0.0096, loss: 0.7033, scale: 16384.0000 [2024-04-16 11:41:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_228.pth... [2024-04-16 11:41:22 INFO]: Validating... [2024-04-16 11:41:22 INFO]: Epoch (val) [228][1] loss_cls: 0.5078, loss_sal: 0.8652, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.3733, mAP: 0.8643, best_mAP: 0.8975 [2024-04-16 11:41:22 INFO]: Epoch [229][1/1] lr: 0.0005, eta: 0:03:16, time: 0.052, data_time: 0.352, memory: 1588, loss_cls: 0.5299, loss_sal: 0.0856, loss_video_cal: 0.0191, loss_layer_cal: 0.0103, loss: 0.6449, scale: 16384.0000 [2024-04-16 11:41:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_229.pth... [2024-04-16 11:41:22 INFO]: Validating... [2024-04-16 11:41:23 INFO]: Epoch (val) [229][1] loss_cls: 0.5118, loss_sal: 0.9183, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.4306, mAP: 0.8801, best_mAP: 0.8975 [2024-04-16 11:41:23 INFO]: Epoch [230][1/1] lr: 0.0005, eta: 0:03:15, time: 0.053, data_time: 0.352, memory: 1588, loss_cls: 0.5283, loss_sal: 0.1875, loss_video_cal: 0.0129, loss_layer_cal: 0.0148, loss: 0.7435, scale: 16384.0000 [2024-04-16 11:41:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_230.pth... [2024-04-16 11:41:23 INFO]: Validating... [2024-04-16 11:41:23 INFO]: Epoch (val) [230][1] loss_cls: 0.5088, loss_sal: 0.9446, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.4538, mAP: 0.8023, best_mAP: 0.8975 [2024-04-16 11:41:24 INFO]: Epoch [231][1/1] lr: 0.0005, eta: 0:03:14, time: 0.053, data_time: 0.351, memory: 1588, loss_cls: 0.5251, loss_sal: 0.0865, loss_video_cal: 0.0223, loss_layer_cal: 0.0122, loss: 0.6461, scale: 16384.0000 [2024-04-16 11:41:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_231.pth... [2024-04-16 11:41:24 INFO]: Validating... [2024-04-16 11:41:24 INFO]: Epoch (val) [231][1] loss_cls: 0.5063, loss_sal: 0.8962, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.4029, mAP: 0.8051, best_mAP: 0.8975 [2024-04-16 11:41:24 INFO]: Epoch [232][1/1] lr: 0.0005, eta: 0:03:13, time: 0.053, data_time: 0.351, memory: 1588, loss_cls: 0.5247, loss_sal: 0.0722, loss_video_cal: 0.0119, loss_layer_cal: 0.0121, loss: 0.6209, scale: 16384.0000 [2024-04-16 11:41:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_232.pth... [2024-04-16 11:41:24 INFO]: Validating... [2024-04-16 11:41:25 INFO]: Epoch (val) [232][1] loss_cls: 0.5048, loss_sal: 0.8086, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.3137, mAP: 0.8598, best_mAP: 0.8975 [2024-04-16 11:41:25 INFO]: Epoch [233][1/1] lr: 0.0005, eta: 0:03:13, time: 0.052, data_time: 0.350, memory: 1588, loss_cls: 0.5258, loss_sal: 0.1085, loss_video_cal: 0.0163, loss_layer_cal: 0.0079, loss: 0.6585, scale: 16384.0000 [2024-04-16 11:41:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_233.pth... [2024-04-16 11:41:25 INFO]: Validating... [2024-04-16 11:41:25 INFO]: Epoch (val) [233][1] loss_cls: 0.5043, loss_sal: 0.6985, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.2031, mAP: 0.8103, best_mAP: 0.8975 [2024-04-16 11:41:26 INFO]: Epoch [234][1/1] lr: 0.0005, eta: 0:03:12, time: 0.052, data_time: 0.349, memory: 1588, loss_cls: 0.5239, loss_sal: 0.1011, loss_video_cal: 0.0225, loss_layer_cal: 0.0125, loss: 0.6601, scale: 16384.0000 [2024-04-16 11:41:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_234.pth... [2024-04-16 11:41:26 INFO]: Validating... [2024-04-16 11:41:26 INFO]: Epoch (val) [234][1] loss_cls: 0.5047, loss_sal: 0.6084, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1135, mAP: 0.7997, best_mAP: 0.8975 [2024-04-16 11:41:26 INFO]: Epoch [235][1/1] lr: 0.0005, eta: 0:03:11, time: 0.052, data_time: 0.351, memory: 1588, loss_cls: 0.5285, loss_sal: 0.1162, loss_video_cal: 0.0142, loss_layer_cal: 0.0077, loss: 0.6667, scale: 16384.0000 [2024-04-16 11:41:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_235.pth... [2024-04-16 11:41:27 INFO]: Validating... [2024-04-16 11:41:27 INFO]: Epoch (val) [235][1] loss_cls: 0.5056, loss_sal: 0.5657, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0717, mAP: 0.8069, best_mAP: 0.8975 [2024-04-16 11:41:27 INFO]: Epoch [236][1/1] lr: 0.0005, eta: 0:03:10, time: 0.052, data_time: 0.355, memory: 1588, loss_cls: 0.5222, loss_sal: 0.1243, loss_video_cal: 0.0164, loss_layer_cal: 0.0087, loss: 0.6715, scale: 16384.0000 [2024-04-16 11:41:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_236.pth... [2024-04-16 11:41:27 INFO]: Validating... [2024-04-16 11:41:28 INFO]: Epoch (val) [236][1] loss_cls: 0.5062, loss_sal: 0.5478, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0543, mAP: 0.8069, best_mAP: 0.8975 [2024-04-16 11:41:28 INFO]: Epoch [237][1/1] lr: 0.0005, eta: 0:03:10, time: 0.052, data_time: 0.348, memory: 1588, loss_cls: 0.5275, loss_sal: 0.0908, loss_video_cal: 0.0183, loss_layer_cal: 0.0098, loss: 0.6465, scale: 16384.0000 [2024-04-16 11:41:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_237.pth... [2024-04-16 11:41:28 INFO]: Validating... [2024-04-16 11:41:28 INFO]: Epoch (val) [237][1] loss_cls: 0.5061, loss_sal: 0.5461, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0525, mAP: 0.8069, best_mAP: 0.8975 [2024-04-16 11:41:29 INFO]: Epoch [238][1/1] lr: 0.0005, eta: 0:03:09, time: 0.051, data_time: 0.352, memory: 1588, loss_cls: 0.5245, loss_sal: 0.0663, loss_video_cal: 0.0134, loss_layer_cal: 0.0076, loss: 0.6117, scale: 16384.0000 [2024-04-16 11:41:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_238.pth... [2024-04-16 11:41:29 INFO]: Validating... [2024-04-16 11:41:29 INFO]: Epoch (val) [238][1] loss_cls: 0.5051, loss_sal: 0.5458, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0512, mAP: 0.8069, best_mAP: 0.8975 [2024-04-16 11:41:29 INFO]: Epoch [239][1/1] lr: 0.0005, eta: 0:03:08, time: 0.051, data_time: 0.350, memory: 1588, loss_cls: 0.5202, loss_sal: 0.0723, loss_video_cal: 0.0170, loss_layer_cal: 0.0116, loss: 0.6211, scale: 16384.0000 [2024-04-16 11:41:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_239.pth... [2024-04-16 11:41:29 INFO]: Validating... [2024-04-16 11:41:30 INFO]: Epoch (val) [239][1] loss_cls: 0.5041, loss_sal: 0.5523, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0567, mAP: 0.8069, best_mAP: 0.8975 [2024-04-16 11:41:30 INFO]: Epoch [240][1/1] lr: 0.0005, eta: 0:03:08, time: 0.052, data_time: 0.346, memory: 1588, loss_cls: 0.5256, loss_sal: 0.0284, loss_video_cal: 0.0126, loss_layer_cal: 0.0064, loss: 0.5729, scale: 16384.0000 [2024-04-16 11:41:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_240.pth... [2024-04-16 11:41:30 INFO]: Validating... [2024-04-16 11:41:30 INFO]: Epoch (val) [240][1] loss_cls: 0.5042, loss_sal: 0.5546, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0591, mAP: 0.8069, best_mAP: 0.8975 [2024-04-16 11:41:31 INFO]: Epoch [241][1/1] lr: 0.0005, eta: 0:03:07, time: 0.052, data_time: 0.347, memory: 1588, loss_cls: 0.5214, loss_sal: 0.0625, loss_video_cal: 0.0080, loss_layer_cal: 0.0128, loss: 0.6047, scale: 16384.0000 [2024-04-16 11:41:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_241.pth... [2024-04-16 11:41:31 INFO]: Validating... [2024-04-16 11:41:31 INFO]: Epoch (val) [241][1] loss_cls: 0.5059, loss_sal: 0.5525, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0587, mAP: 0.7957, best_mAP: 0.8975 [2024-04-16 11:41:31 INFO]: Epoch [242][1/1] lr: 0.0005, eta: 0:03:06, time: 0.052, data_time: 0.348, memory: 1588, loss_cls: 0.5274, loss_sal: 0.1208, loss_video_cal: 0.0149, loss_layer_cal: 0.0098, loss: 0.6729, scale: 16384.0000 [2024-04-16 11:41:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_242.pth... [2024-04-16 11:41:32 INFO]: Validating... [2024-04-16 11:41:32 INFO]: Epoch (val) [242][1] loss_cls: 0.5062, loss_sal: 0.5740, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0805, mAP: 0.8069, best_mAP: 0.8975 [2024-04-16 11:41:32 INFO]: Epoch [243][1/1] lr: 0.0005, eta: 0:03:05, time: 0.052, data_time: 0.345, memory: 1588, loss_cls: 0.5287, loss_sal: 0.2591, loss_video_cal: 0.0245, loss_layer_cal: 0.0103, loss: 0.8226, scale: 16384.0000 [2024-04-16 11:41:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_243.pth... [2024-04-16 11:41:32 INFO]: Validating... [2024-04-16 11:41:33 INFO]: Epoch (val) [243][1] loss_cls: 0.5036, loss_sal: 0.5844, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0883, mAP: 0.8010, best_mAP: 0.8975 [2024-04-16 11:41:33 INFO]: Epoch [244][1/1] lr: 0.0005, eta: 0:03:05, time: 0.052, data_time: 0.349, memory: 1588, loss_cls: 0.5241, loss_sal: 0.1260, loss_video_cal: 0.0132, loss_layer_cal: 0.0077, loss: 0.6711, scale: 16384.0000 [2024-04-16 11:41:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_244.pth... [2024-04-16 11:41:33 INFO]: Validating... [2024-04-16 11:41:33 INFO]: Epoch (val) [244][1] loss_cls: 0.5048, loss_sal: 0.5914, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0965, mAP: 0.7935, best_mAP: 0.8975 [2024-04-16 11:41:34 INFO]: Epoch [245][1/1] lr: 0.0005, eta: 0:03:04, time: 0.052, data_time: 0.349, memory: 1588, loss_cls: 0.5248, loss_sal: 0.1066, loss_video_cal: 0.0134, loss_layer_cal: 0.0081, loss: 0.6529, scale: 16384.0000 [2024-04-16 11:41:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_245.pth... [2024-04-16 11:41:34 INFO]: Validating... [2024-04-16 11:41:34 INFO]: Epoch (val) [245][1] loss_cls: 0.5079, loss_sal: 0.5944, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1027, mAP: 0.8104, best_mAP: 0.8975 [2024-04-16 11:41:34 INFO]: Epoch [246][1/1] lr: 0.0005, eta: 0:03:03, time: 0.052, data_time: 0.351, memory: 1588, loss_cls: 0.5300, loss_sal: 0.2084, loss_video_cal: 0.0284, loss_layer_cal: 0.0106, loss: 0.7774, scale: 16384.0000 [2024-04-16 11:41:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_246.pth... [2024-04-16 11:41:34 INFO]: Validating... [2024-04-16 11:41:35 INFO]: Epoch (val) [246][1] loss_cls: 0.5079, loss_sal: 0.6068, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1150, mAP: 0.8016, best_mAP: 0.8975 [2024-04-16 11:41:35 INFO]: Epoch [247][1/1] lr: 0.0005, eta: 0:03:02, time: 0.051, data_time: 0.351, memory: 1588, loss_cls: 0.5273, loss_sal: 0.1339, loss_video_cal: 0.0189, loss_layer_cal: 0.0049, loss: 0.6850, scale: 16384.0000 [2024-04-16 11:41:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_247.pth... [2024-04-16 11:41:35 INFO]: Validating... [2024-04-16 11:41:35 INFO]: Epoch (val) [247][1] loss_cls: 0.5049, loss_sal: 0.6380, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1431, mAP: 0.7016, best_mAP: 0.8975 [2024-04-16 11:41:36 INFO]: Epoch [248][1/1] lr: 0.0005, eta: 0:03:02, time: 0.053, data_time: 0.351, memory: 1588, loss_cls: 0.5245, loss_sal: 0.1226, loss_video_cal: 0.0202, loss_layer_cal: 0.0094, loss: 0.6766, scale: 16384.0000 [2024-04-16 11:41:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_248.pth... [2024-04-16 11:41:36 INFO]: Validating... [2024-04-16 11:41:36 INFO]: Epoch (val) [248][1] loss_cls: 0.5027, loss_sal: 0.6804, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1834, mAP: 0.8016, best_mAP: 0.8975 [2024-04-16 11:41:36 INFO]: Epoch [249][1/1] lr: 0.0005, eta: 0:03:01, time: 0.052, data_time: 0.350, memory: 1588, loss_cls: 0.5227, loss_sal: 0.0545, loss_video_cal: 0.0141, loss_layer_cal: 0.0049, loss: 0.5962, scale: 16384.0000 [2024-04-16 11:41:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_249.pth... [2024-04-16 11:41:37 INFO]: Validating... [2024-04-16 11:41:37 INFO]: Epoch (val) [249][1] loss_cls: 0.5040, loss_sal: 0.7248, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2290, mAP: 0.8371, best_mAP: 0.8975 [2024-04-16 11:41:37 INFO]: Epoch [250][1/1] lr: 0.0005, eta: 0:03:00, time: 0.052, data_time: 0.352, memory: 1588, loss_cls: 0.5206, loss_sal: 0.1754, loss_video_cal: 0.0190, loss_layer_cal: 0.0121, loss: 0.7271, scale: 16384.0000 [2024-04-16 11:41:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_250.pth... [2024-04-16 11:41:37 INFO]: Validating... [2024-04-16 11:41:37 INFO]: Epoch (val) [250][1] loss_cls: 0.5068, loss_sal: 0.7254, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2325, mAP: 0.7487, best_mAP: 0.8975 [2024-04-16 11:41:38 INFO]: Epoch [251][1/1] lr: 0.0005, eta: 0:02:59, time: 0.052, data_time: 0.352, memory: 1588, loss_cls: 0.5366, loss_sal: 0.1271, loss_video_cal: 0.0145, loss_layer_cal: 0.0103, loss: 0.6885, scale: 16384.0000 [2024-04-16 11:41:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_251.pth... [2024-04-16 11:41:38 INFO]: Validating... [2024-04-16 11:41:38 INFO]: Epoch (val) [251][1] loss_cls: 0.5056, loss_sal: 0.7113, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2172, mAP: 0.7422, best_mAP: 0.8975 [2024-04-16 11:41:39 INFO]: Epoch [252][1/1] lr: 0.0005, eta: 0:02:59, time: 0.052, data_time: 0.350, memory: 1588, loss_cls: 0.5265, loss_sal: 0.1125, loss_video_cal: 0.0194, loss_layer_cal: 0.0094, loss: 0.6678, scale: 16384.0000 [2024-04-16 11:41:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_252.pth... [2024-04-16 11:41:39 INFO]: Validating... [2024-04-16 11:41:39 INFO]: Epoch (val) [252][1] loss_cls: 0.5039, loss_sal: 0.6976, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2018, mAP: 0.7422, best_mAP: 0.8975 [2024-04-16 11:41:39 INFO]: Epoch [253][1/1] lr: 0.0005, eta: 0:02:58, time: 0.051, data_time: 0.353, memory: 1588, loss_cls: 0.5216, loss_sal: 0.2130, loss_video_cal: 0.0231, loss_layer_cal: 0.0099, loss: 0.7676, scale: 16384.0000 [2024-04-16 11:41:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_253.pth... [2024-04-16 11:41:39 INFO]: Validating... [2024-04-16 11:41:40 INFO]: Epoch (val) [253][1] loss_cls: 0.5041, loss_sal: 0.6636, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1679, mAP: 0.7487, best_mAP: 0.8975 [2024-04-16 11:41:40 INFO]: Epoch [254][1/1] lr: 0.0005, eta: 0:02:57, time: 0.052, data_time: 0.347, memory: 1588, loss_cls: 0.5260, loss_sal: 0.1372, loss_video_cal: 0.0080, loss_layer_cal: 0.0089, loss: 0.6801, scale: 16384.0000 [2024-04-16 11:41:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_254.pth... [2024-04-16 11:41:40 INFO]: Validating... [2024-04-16 11:41:40 INFO]: Epoch (val) [254][1] loss_cls: 0.5070, loss_sal: 0.6264, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1337, mAP: 0.7314, best_mAP: 0.8975 [2024-04-16 11:41:41 INFO]: Epoch [255][1/1] lr: 0.0005, eta: 0:02:57, time: 0.052, data_time: 0.352, memory: 1588, loss_cls: 0.5237, loss_sal: 0.1490, loss_video_cal: 0.0255, loss_layer_cal: 0.0100, loss: 0.7083, scale: 16384.0000 [2024-04-16 11:41:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_255.pth... [2024-04-16 11:41:41 INFO]: Validating... [2024-04-16 11:41:41 INFO]: Epoch (val) [255][1] loss_cls: 0.5112, loss_sal: 0.6051, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1166, mAP: 0.7315, best_mAP: 0.8975 [2024-04-16 11:41:41 INFO]: Epoch [256][1/1] lr: 0.0005, eta: 0:02:56, time: 0.051, data_time: 0.350, memory: 1588, loss_cls: 0.5247, loss_sal: 0.1330, loss_video_cal: 0.0169, loss_layer_cal: 0.0156, loss: 0.6902, scale: 16384.0000 [2024-04-16 11:41:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_256.pth... [2024-04-16 11:41:42 INFO]: Validating... [2024-04-16 11:41:42 INFO]: Epoch (val) [256][1] loss_cls: 0.5123, loss_sal: 0.5966, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1092, mAP: 0.7315, best_mAP: 0.8975 [2024-04-16 11:41:42 INFO]: Epoch [257][1/1] lr: 0.0005, eta: 0:02:55, time: 0.052, data_time: 0.349, memory: 1588, loss_cls: 0.5326, loss_sal: 0.1342, loss_video_cal: 0.0169, loss_layer_cal: 0.0111, loss: 0.6947, scale: 16384.0000 [2024-04-16 11:41:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_257.pth... [2024-04-16 11:41:42 INFO]: Validating... [2024-04-16 11:41:42 INFO]: Epoch (val) [257][1] loss_cls: 0.5089, loss_sal: 0.6006, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1098, mAP: 0.7315, best_mAP: 0.8975 [2024-04-16 11:41:43 INFO]: Epoch [258][1/1] lr: 0.0005, eta: 0:02:54, time: 0.053, data_time: 0.350, memory: 1588, loss_cls: 0.5269, loss_sal: 0.1393, loss_video_cal: 0.0156, loss_layer_cal: 0.0022, loss: 0.6840, scale: 16384.0000 [2024-04-16 11:41:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_258.pth... [2024-04-16 11:41:43 INFO]: Validating... [2024-04-16 11:41:43 INFO]: Epoch (val) [258][1] loss_cls: 0.5060, loss_sal: 0.6174, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1237, mAP: 0.7315, best_mAP: 0.8975 [2024-04-16 11:41:44 INFO]: Epoch [259][1/1] lr: 0.0005, eta: 0:02:54, time: 0.053, data_time: 0.350, memory: 1588, loss_cls: 0.5205, loss_sal: 0.1025, loss_video_cal: 0.0163, loss_layer_cal: 0.0104, loss: 0.6499, scale: 16384.0000 [2024-04-16 11:41:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_259.pth... [2024-04-16 11:41:44 INFO]: Validating... [2024-04-16 11:41:44 INFO]: Epoch (val) [259][1] loss_cls: 0.5067, loss_sal: 0.6367, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1436, mAP: 0.7315, best_mAP: 0.8975 [2024-04-16 11:41:44 INFO]: Epoch [260][1/1] lr: 0.0005, eta: 0:02:53, time: 0.052, data_time: 0.352, memory: 1588, loss_cls: 0.5228, loss_sal: 0.0765, loss_video_cal: 0.0111, loss_layer_cal: 0.0095, loss: 0.6200, scale: 16384.0000 [2024-04-16 11:41:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_260.pth... [2024-04-16 11:41:44 INFO]: Validating... [2024-04-16 11:41:45 INFO]: Epoch (val) [260][1] loss_cls: 0.5117, loss_sal: 0.6424, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1543, mAP: 0.7315, best_mAP: 0.8975 [2024-04-16 11:41:45 INFO]: Epoch [261][1/1] lr: 0.0005, eta: 0:02:52, time: 0.052, data_time: 0.352, memory: 1588, loss_cls: 0.5336, loss_sal: 0.1159, loss_video_cal: 0.0172, loss_layer_cal: 0.0106, loss: 0.6774, scale: 16384.0000 [2024-04-16 11:41:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_261.pth... [2024-04-16 11:41:45 INFO]: Validating... [2024-04-16 11:41:45 INFO]: Epoch (val) [261][1] loss_cls: 0.5151, loss_sal: 0.6638, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1792, mAP: 0.7315, best_mAP: 0.8975 [2024-04-16 11:41:46 INFO]: Epoch [262][1/1] lr: 0.0005, eta: 0:02:51, time: 0.052, data_time: 0.347, memory: 1588, loss_cls: 0.5310, loss_sal: 0.0646, loss_video_cal: 0.0067, loss_layer_cal: 0.0064, loss: 0.6088, scale: 16384.0000 [2024-04-16 11:41:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_262.pth... [2024-04-16 11:41:46 INFO]: Validating... [2024-04-16 11:41:46 INFO]: Epoch (val) [262][1] loss_cls: 0.5160, loss_sal: 0.6955, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2118, mAP: 0.7419, best_mAP: 0.8975 [2024-04-16 11:41:46 INFO]: Epoch [263][1/1] lr: 0.0005, eta: 0:02:51, time: 0.053, data_time: 0.351, memory: 1588, loss_cls: 0.5413, loss_sal: 0.0574, loss_video_cal: 0.0132, loss_layer_cal: 0.0071, loss: 0.6191, scale: 16384.0000 [2024-04-16 11:41:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_263.pth... [2024-04-16 11:41:47 INFO]: Validating... [2024-04-16 11:41:47 INFO]: Epoch (val) [263][1] loss_cls: 0.5115, loss_sal: 0.7093, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2211, mAP: 0.7907, best_mAP: 0.8975 [2024-04-16 11:41:47 INFO]: Epoch [264][1/1] lr: 0.0005, eta: 0:02:50, time: 0.054, data_time: 0.354, memory: 1588, loss_cls: 0.5268, loss_sal: 0.0863, loss_video_cal: 0.0158, loss_layer_cal: 0.0055, loss: 0.6344, scale: 16384.0000 [2024-04-16 11:41:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_264.pth... [2024-04-16 11:41:47 INFO]: Validating... [2024-04-16 11:41:47 INFO]: Epoch (val) [264][1] loss_cls: 0.5078, loss_sal: 0.7251, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2332, mAP: 0.8017, best_mAP: 0.8975 [2024-04-16 11:41:48 INFO]: Epoch [265][1/1] lr: 0.0005, eta: 0:02:49, time: 0.052, data_time: 0.348, memory: 1588, loss_cls: 0.5225, loss_sal: 0.1525, loss_video_cal: 0.0181, loss_layer_cal: 0.0111, loss: 0.7043, scale: 16384.0000 [2024-04-16 11:41:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_265.pth... [2024-04-16 11:41:48 INFO]: Validating... [2024-04-16 11:41:48 INFO]: Epoch (val) [265][1] loss_cls: 0.5055, loss_sal: 0.7171, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2229, mAP: 0.8022, best_mAP: 0.8975 [2024-04-16 11:41:49 INFO]: Epoch [266][1/1] lr: 0.0005, eta: 0:02:48, time: 0.053, data_time: 0.353, memory: 1588, loss_cls: 0.5281, loss_sal: 0.0434, loss_video_cal: 0.0136, loss_layer_cal: 0.0102, loss: 0.5953, scale: 16384.0000 [2024-04-16 11:41:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_266.pth... [2024-04-16 11:41:49 INFO]: Validating... [2024-04-16 11:41:49 INFO]: Epoch (val) [266][1] loss_cls: 0.5074, loss_sal: 0.6923, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2000, mAP: 0.8022, best_mAP: 0.8975 [2024-04-16 11:41:49 INFO]: Epoch [267][1/1] lr: 0.0005, eta: 0:02:48, time: 0.053, data_time: 0.346, memory: 1588, loss_cls: 0.5224, loss_sal: 0.1729, loss_video_cal: 0.0143, loss_layer_cal: 0.0080, loss: 0.7177, scale: 16384.0000 [2024-04-16 11:41:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_267.pth... [2024-04-16 11:41:49 INFO]: Validating... [2024-04-16 11:41:50 INFO]: Epoch (val) [267][1] loss_cls: 0.5103, loss_sal: 0.7222, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2328, mAP: 0.8017, best_mAP: 0.8975 [2024-04-16 11:41:50 INFO]: Epoch [268][1/1] lr: 0.0005, eta: 0:02:47, time: 0.053, data_time: 0.353, memory: 1588, loss_cls: 0.5224, loss_sal: 0.1357, loss_video_cal: 0.0160, loss_layer_cal: 0.0090, loss: 0.6831, scale: 16384.0000 [2024-04-16 11:41:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_268.pth... [2024-04-16 11:41:50 INFO]: Validating... [2024-04-16 11:41:50 INFO]: Epoch (val) [268][1] loss_cls: 0.5117, loss_sal: 0.7600, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2719, mAP: 0.8277, best_mAP: 0.8975 [2024-04-16 11:41:51 INFO]: Epoch [269][1/1] lr: 0.0005, eta: 0:02:46, time: 0.053, data_time: 0.350, memory: 1588, loss_cls: 0.5269, loss_sal: 0.1185, loss_video_cal: 0.0167, loss_layer_cal: 0.0072, loss: 0.6693, scale: 16384.0000 [2024-04-16 11:41:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_269.pth... [2024-04-16 11:41:51 INFO]: Validating... [2024-04-16 11:41:51 INFO]: Epoch (val) [269][1] loss_cls: 0.5090, loss_sal: 0.8018, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.3112, mAP: 0.8340, best_mAP: 0.8975 [2024-04-16 11:41:51 INFO]: Epoch [270][1/1] lr: 0.0005, eta: 0:02:46, time: 0.052, data_time: 0.350, memory: 1588, loss_cls: 0.5287, loss_sal: 0.0963, loss_video_cal: 0.0120, loss_layer_cal: 0.0070, loss: 0.6441, scale: 16384.0000 [2024-04-16 11:41:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_270.pth... [2024-04-16 11:41:51 INFO]: Validating... [2024-04-16 11:41:52 INFO]: Epoch (val) [270][1] loss_cls: 0.5052, loss_sal: 0.8303, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.3358, mAP: 0.8340, best_mAP: 0.8975 [2024-04-16 11:41:52 INFO]: Epoch [271][1/1] lr: 0.0005, eta: 0:02:45, time: 0.053, data_time: 0.352, memory: 1588, loss_cls: 0.5268, loss_sal: 0.1558, loss_video_cal: 0.0167, loss_layer_cal: 0.0041, loss: 0.7034, scale: 16384.0000 [2024-04-16 11:41:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_271.pth... [2024-04-16 11:41:52 INFO]: Validating... [2024-04-16 11:41:52 INFO]: Epoch (val) [271][1] loss_cls: 0.5041, loss_sal: 0.8276, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.3319, mAP: 0.8726, best_mAP: 0.8975 [2024-04-16 11:41:53 INFO]: Epoch [272][1/1] lr: 0.0005, eta: 0:02:44, time: 0.051, data_time: 0.351, memory: 1588, loss_cls: 0.5228, loss_sal: 0.2631, loss_video_cal: 0.0120, loss_layer_cal: 0.0059, loss: 0.8037, scale: 16384.0000 [2024-04-16 11:41:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_272.pth... [2024-04-16 11:41:53 INFO]: Validating... [2024-04-16 11:41:53 INFO]: Epoch (val) [272][1] loss_cls: 0.5078, loss_sal: 0.7292, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2374, mAP: 0.8072, best_mAP: 0.8975 [2024-04-16 11:41:54 INFO]: Epoch [273][1/1] lr: 0.0005, eta: 0:02:43, time: 0.053, data_time: 0.352, memory: 1588, loss_cls: 0.5215, loss_sal: 0.0559, loss_video_cal: 0.0244, loss_layer_cal: 0.0067, loss: 0.6086, scale: 16384.0000 [2024-04-16 11:41:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_273.pth... [2024-04-16 11:41:54 INFO]: Validating... [2024-04-16 11:41:54 INFO]: Epoch (val) [273][1] loss_cls: 0.5149, loss_sal: 0.6263, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1415, mAP: 0.8172, best_mAP: 0.8975 [2024-04-16 11:41:54 INFO]: Epoch [274][1/1] lr: 0.0005, eta: 0:02:43, time: 0.052, data_time: 0.348, memory: 1588, loss_cls: 0.5310, loss_sal: 0.2029, loss_video_cal: 0.0217, loss_layer_cal: 0.0057, loss: 0.7613, scale: 16384.0000 [2024-04-16 11:41:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_274.pth... [2024-04-16 11:41:54 INFO]: Validating... [2024-04-16 11:41:55 INFO]: Epoch (val) [274][1] loss_cls: 0.5114, loss_sal: 0.6436, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1553, mAP: 0.8068, best_mAP: 0.8975 [2024-04-16 11:41:55 INFO]: Epoch [275][1/1] lr: 0.0005, eta: 0:02:42, time: 0.051, data_time: 0.352, memory: 1588, loss_cls: 0.5260, loss_sal: 0.1379, loss_video_cal: 0.0112, loss_layer_cal: 0.0084, loss: 0.6835, scale: 16384.0000 [2024-04-16 11:41:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_275.pth... [2024-04-16 11:41:55 INFO]: Validating... [2024-04-16 11:41:55 INFO]: Epoch (val) [275][1] loss_cls: 0.5055, loss_sal: 0.6945, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2004, mAP: 0.8085, best_mAP: 0.8975 [2024-04-16 11:41:56 INFO]: Epoch [276][1/1] lr: 0.0005, eta: 0:02:41, time: 0.052, data_time: 0.353, memory: 1588, loss_cls: 0.5232, loss_sal: 0.0759, loss_video_cal: 0.0152, loss_layer_cal: 0.0110, loss: 0.6253, scale: 16384.0000 [2024-04-16 11:41:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_276.pth... [2024-04-16 11:41:56 INFO]: Validating... [2024-04-16 11:41:56 INFO]: Epoch (val) [276][1] loss_cls: 0.5034, loss_sal: 0.7068, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2105, mAP: 0.8153, best_mAP: 0.8975 [2024-04-16 11:41:56 INFO]: Epoch [277][1/1] lr: 0.0005, eta: 0:02:40, time: 0.052, data_time: 0.352, memory: 1588, loss_cls: 0.5192, loss_sal: 0.1055, loss_video_cal: 0.0083, loss_layer_cal: 0.0069, loss: 0.6401, scale: 16384.0000 [2024-04-16 11:41:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_277.pth... [2024-04-16 11:41:56 INFO]: Validating... [2024-04-16 11:41:57 INFO]: Epoch (val) [277][1] loss_cls: 0.5030, loss_sal: 0.6983, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2016, mAP: 0.8153, best_mAP: 0.8975 [2024-04-16 11:41:57 INFO]: Epoch [278][1/1] lr: 0.0005, eta: 0:02:40, time: 0.052, data_time: 0.353, memory: 1588, loss_cls: 0.5202, loss_sal: 0.1006, loss_video_cal: 0.0140, loss_layer_cal: 0.0095, loss: 0.6443, scale: 16384.0000 [2024-04-16 11:41:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_278.pth... [2024-04-16 11:41:57 INFO]: Validating... [2024-04-16 11:41:57 INFO]: Epoch (val) [278][1] loss_cls: 0.5029, loss_sal: 0.6761, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1794, mAP: 0.8179, best_mAP: 0.8975 [2024-04-16 11:41:58 INFO]: Epoch [279][1/1] lr: 0.0005, eta: 0:02:39, time: 0.051, data_time: 0.354, memory: 1588, loss_cls: 0.5230, loss_sal: 0.1702, loss_video_cal: 0.0125, loss_layer_cal: 0.0122, loss: 0.7178, scale: 16384.0000 [2024-04-16 11:41:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_279.pth... [2024-04-16 11:41:58 INFO]: Validating... [2024-04-16 11:41:58 INFO]: Epoch (val) [279][1] loss_cls: 0.5032, loss_sal: 0.6497, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1532, mAP: 0.7999, best_mAP: 0.8975 [2024-04-16 11:41:59 INFO]: Epoch [280][1/1] lr: 0.0005, eta: 0:02:38, time: 0.052, data_time: 0.351, memory: 1588, loss_cls: 0.5214, loss_sal: 0.1400, loss_video_cal: 0.0208, loss_layer_cal: 0.0069, loss: 0.6891, scale: 16384.0000 [2024-04-16 11:41:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_280.pth... [2024-04-16 11:41:59 INFO]: Validating... [2024-04-16 11:41:59 INFO]: Epoch (val) [280][1] loss_cls: 0.5038, loss_sal: 0.6130, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1171, mAP: 0.8033, best_mAP: 0.8975 [2024-04-16 11:41:59 INFO]: Epoch [281][1/1] lr: 0.0005, eta: 0:02:38, time: 0.053, data_time: 0.353, memory: 1588, loss_cls: 0.5257, loss_sal: 0.1602, loss_video_cal: 0.0079, loss_layer_cal: 0.0061, loss: 0.6999, scale: 16384.0000 [2024-04-16 11:41:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_281.pth... [2024-04-16 11:41:59 INFO]: Validating... [2024-04-16 11:42:00 INFO]: Epoch (val) [281][1] loss_cls: 0.5055, loss_sal: 0.5934, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0992, mAP: 0.8010, best_mAP: 0.8975 [2024-04-16 11:42:00 INFO]: Epoch [282][1/1] lr: 0.0005, eta: 0:02:37, time: 0.051, data_time: 0.353, memory: 1588, loss_cls: 0.5270, loss_sal: 0.2736, loss_video_cal: 0.0117, loss_layer_cal: 0.0060, loss: 0.8183, scale: 16384.0000 [2024-04-16 11:42:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_282.pth... [2024-04-16 11:42:00 INFO]: Validating... [2024-04-16 11:42:00 INFO]: Epoch (val) [282][1] loss_cls: 0.5098, loss_sal: 0.5683, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0785, mAP: 0.8010, best_mAP: 0.8975 [2024-04-16 11:42:01 INFO]: Epoch [283][1/1] lr: 0.0005, eta: 0:02:36, time: 0.054, data_time: 0.352, memory: 1588, loss_cls: 0.5312, loss_sal: 0.0897, loss_video_cal: 0.0056, loss_layer_cal: 0.0043, loss: 0.6307, scale: 16384.0000 [2024-04-16 11:42:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_283.pth... [2024-04-16 11:42:01 INFO]: Validating... [2024-04-16 11:42:01 INFO]: Epoch (val) [283][1] loss_cls: 0.5134, loss_sal: 0.5556, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0693, mAP: 0.8033, best_mAP: 0.8975 [2024-04-16 11:42:01 INFO]: Epoch [284][1/1] lr: 0.0005, eta: 0:02:35, time: 0.053, data_time: 0.351, memory: 1588, loss_cls: 0.5298, loss_sal: 0.1398, loss_video_cal: 0.0056, loss_layer_cal: 0.0045, loss: 0.6797, scale: 16384.0000 [2024-04-16 11:42:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_284.pth... [2024-04-16 11:42:01 INFO]: Validating... [2024-04-16 11:42:02 INFO]: Epoch (val) [284][1] loss_cls: 0.5119, loss_sal: 0.5464, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0586, mAP: 0.8033, best_mAP: 0.8975 [2024-04-16 11:42:02 INFO]: Epoch [285][1/1] lr: 0.0005, eta: 0:02:35, time: 0.053, data_time: 0.352, memory: 1588, loss_cls: 0.5304, loss_sal: 0.1110, loss_video_cal: 0.0107, loss_layer_cal: 0.0042, loss: 0.6564, scale: 16384.0000 [2024-04-16 11:42:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_285.pth... [2024-04-16 11:42:02 INFO]: Validating... [2024-04-16 11:42:02 INFO]: Epoch (val) [285][1] loss_cls: 0.5061, loss_sal: 0.5445, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0509, mAP: 0.8446, best_mAP: 0.8975 [2024-04-16 11:42:03 INFO]: Epoch [286][1/1] lr: 0.0005, eta: 0:02:34, time: 0.053, data_time: 0.354, memory: 1588, loss_cls: 0.5259, loss_sal: 0.1435, loss_video_cal: 0.0142, loss_layer_cal: 0.0085, loss: 0.6921, scale: 16384.0000 [2024-04-16 11:42:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_286.pth... [2024-04-16 11:42:03 INFO]: Validating... [2024-04-16 11:42:03 INFO]: Epoch (val) [286][1] loss_cls: 0.5052, loss_sal: 0.5494, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0549, mAP: 0.8518, best_mAP: 0.8975 [2024-04-16 11:42:04 INFO]: Epoch [287][1/1] lr: 0.0005, eta: 0:02:33, time: 0.051, data_time: 0.353, memory: 1588, loss_cls: 0.5248, loss_sal: 0.1042, loss_video_cal: 0.0106, loss_layer_cal: 0.0065, loss: 0.6461, scale: 16384.0000 [2024-04-16 11:42:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_287.pth... [2024-04-16 11:42:04 INFO]: Validating... [2024-04-16 11:42:04 INFO]: Epoch (val) [287][1] loss_cls: 0.5098, loss_sal: 0.5575, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0676, mAP: 0.8464, best_mAP: 0.8975 [2024-04-16 11:42:04 INFO]: Epoch [288][1/1] lr: 0.0005, eta: 0:02:32, time: 0.053, data_time: 0.354, memory: 1588, loss_cls: 0.5273, loss_sal: 0.1327, loss_video_cal: 0.0056, loss_layer_cal: 0.0079, loss: 0.6734, scale: 16384.0000 [2024-04-16 11:42:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_288.pth... [2024-04-16 11:42:04 INFO]: Validating... [2024-04-16 11:42:05 INFO]: Epoch (val) [288][1] loss_cls: 0.5143, loss_sal: 0.5739, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0885, mAP: 0.8464, best_mAP: 0.8975 [2024-04-16 11:42:05 INFO]: Epoch [289][1/1] lr: 0.0005, eta: 0:02:32, time: 0.052, data_time: 0.347, memory: 1588, loss_cls: 0.5338, loss_sal: 0.1188, loss_video_cal: 0.0082, loss_layer_cal: 0.0074, loss: 0.6682, scale: 16384.0000 [2024-04-16 11:42:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_289.pth... [2024-04-16 11:42:05 INFO]: Validating... [2024-04-16 11:42:05 INFO]: Epoch (val) [289][1] loss_cls: 0.5122, loss_sal: 0.6015, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1141, mAP: 0.8518, best_mAP: 0.8975 [2024-04-16 11:42:06 INFO]: Epoch [290][1/1] lr: 0.0005, eta: 0:02:31, time: 0.052, data_time: 0.346, memory: 1588, loss_cls: 0.5338, loss_sal: 0.0771, loss_video_cal: 0.0133, loss_layer_cal: 0.0075, loss: 0.6317, scale: 16384.0000 [2024-04-16 11:42:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_290.pth... [2024-04-16 11:42:06 INFO]: Validating... [2024-04-16 11:42:06 INFO]: Epoch (val) [290][1] loss_cls: 0.5060, loss_sal: 0.6362, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1425, mAP: 0.8383, best_mAP: 0.8975 [2024-04-16 11:42:06 INFO]: Epoch [291][1/1] lr: 0.0005, eta: 0:02:30, time: 0.052, data_time: 0.349, memory: 1588, loss_cls: 0.5250, loss_sal: 0.1084, loss_video_cal: 0.0082, loss_layer_cal: 0.0083, loss: 0.6498, scale: 16384.0000 [2024-04-16 11:42:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_291.pth... [2024-04-16 11:42:06 INFO]: Validating... [2024-04-16 11:42:07 INFO]: Epoch (val) [291][1] loss_cls: 0.5026, loss_sal: 0.6789, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1818, mAP: 0.8375, best_mAP: 0.8975 [2024-04-16 11:42:07 INFO]: Epoch [292][1/1] lr: 0.0005, eta: 0:02:30, time: 0.051, data_time: 0.354, memory: 1588, loss_cls: 0.5192, loss_sal: 0.0588, loss_video_cal: 0.0125, loss_layer_cal: 0.0094, loss: 0.5999, scale: 16384.0000 [2024-04-16 11:42:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_292.pth... [2024-04-16 11:42:07 INFO]: Validating... [2024-04-16 11:42:07 INFO]: Epoch (val) [292][1] loss_cls: 0.5019, loss_sal: 0.7244, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2266, mAP: 0.7798, best_mAP: 0.8975 [2024-04-16 11:42:08 INFO]: Epoch [293][1/1] lr: 0.0005, eta: 0:02:29, time: 0.051, data_time: 0.352, memory: 1588, loss_cls: 0.5221, loss_sal: 0.1107, loss_video_cal: 0.0128, loss_layer_cal: 0.0131, loss: 0.6587, scale: 16384.0000 [2024-04-16 11:42:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_293.pth... [2024-04-16 11:42:08 INFO]: Validating... [2024-04-16 11:42:08 INFO]: Epoch (val) [293][1] loss_cls: 0.5029, loss_sal: 0.7577, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2609, mAP: 0.7849, best_mAP: 0.8975 [2024-04-16 11:42:09 INFO]: Epoch [294][1/1] lr: 0.0005, eta: 0:02:28, time: 0.052, data_time: 0.347, memory: 1588, loss_cls: 0.5240, loss_sal: 0.0748, loss_video_cal: 0.0043, loss_layer_cal: 0.0089, loss: 0.6120, scale: 16384.0000 [2024-04-16 11:42:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_294.pth... [2024-04-16 11:42:09 INFO]: Validating... [2024-04-16 11:42:09 INFO]: Epoch (val) [294][1] loss_cls: 0.5039, loss_sal: 0.7660, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2702, mAP: 0.7849, best_mAP: 0.8975 [2024-04-16 11:42:09 INFO]: Epoch [295][1/1] lr: 0.0005, eta: 0:02:27, time: 0.052, data_time: 0.353, memory: 1588, loss_cls: 0.5196, loss_sal: 0.0938, loss_video_cal: 0.0163, loss_layer_cal: 0.0086, loss: 0.6382, scale: 16384.0000 [2024-04-16 11:42:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_295.pth... [2024-04-16 11:42:09 INFO]: Validating... [2024-04-16 11:42:10 INFO]: Epoch (val) [295][1] loss_cls: 0.5052, loss_sal: 0.7880, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2935, mAP: 0.7849, best_mAP: 0.8975 [2024-04-16 11:42:10 INFO]: Epoch [296][1/1] lr: 0.0005, eta: 0:02:27, time: 0.052, data_time: 0.348, memory: 1588, loss_cls: 0.5224, loss_sal: 0.0589, loss_video_cal: 0.0129, loss_layer_cal: 0.0072, loss: 0.6014, scale: 16384.0000 [2024-04-16 11:42:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_296.pth... [2024-04-16 11:42:10 INFO]: Validating... [2024-04-16 11:42:10 INFO]: Epoch (val) [296][1] loss_cls: 0.5048, loss_sal: 0.8005, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.3056, mAP: 0.8022, best_mAP: 0.8975 [2024-04-16 11:42:11 INFO]: Epoch [297][1/1] lr: 0.0005, eta: 0:02:26, time: 0.053, data_time: 0.347, memory: 1588, loss_cls: 0.5203, loss_sal: 0.0784, loss_video_cal: 0.0123, loss_layer_cal: 0.0045, loss: 0.6155, scale: 16384.0000 [2024-04-16 11:42:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_297.pth... [2024-04-16 11:42:11 INFO]: Validating... [2024-04-16 11:42:11 INFO]: Epoch (val) [297][1] loss_cls: 0.5043, loss_sal: 0.7610, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2656, mAP: 0.8030, best_mAP: 0.8975 [2024-04-16 11:42:11 INFO]: Epoch [298][1/1] lr: 0.0005, eta: 0:02:25, time: 0.053, data_time: 0.352, memory: 1588, loss_cls: 0.5205, loss_sal: 0.1035, loss_video_cal: 0.0265, loss_layer_cal: 0.0045, loss: 0.6549, scale: 16384.0000 [2024-04-16 11:42:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_298.pth... [2024-04-16 11:42:11 INFO]: Validating... [2024-04-16 11:42:12 INFO]: Epoch (val) [298][1] loss_cls: 0.5034, loss_sal: 0.7593, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2630, mAP: 0.8012, best_mAP: 0.8975 [2024-04-16 11:42:12 INFO]: Epoch [299][1/1] lr: 0.0005, eta: 0:02:24, time: 0.052, data_time: 0.354, memory: 1588, loss_cls: 0.5207, loss_sal: 0.1001, loss_video_cal: 0.0209, loss_layer_cal: 0.0075, loss: 0.6492, scale: 16384.0000 [2024-04-16 11:42:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_299.pth... [2024-04-16 11:42:12 INFO]: Validating... [2024-04-16 11:42:12 INFO]: Epoch (val) [299][1] loss_cls: 0.5030, loss_sal: 0.7601, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2635, mAP: 0.7745, best_mAP: 0.8975 [2024-04-16 11:42:13 INFO]: Epoch [300][1/1] lr: 0.0005, eta: 0:02:24, time: 0.053, data_time: 0.354, memory: 1588, loss_cls: 0.5186, loss_sal: 0.0289, loss_video_cal: 0.0117, loss_layer_cal: 0.0058, loss: 0.5650, scale: 16384.0000 [2024-04-16 11:42:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_300.pth... [2024-04-16 11:42:13 INFO]: Validating... [2024-04-16 11:42:13 INFO]: Epoch (val) [300][1] loss_cls: 0.5028, loss_sal: 0.7489, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.2521, mAP: 0.7745, best_mAP: 0.8975 [2024-04-16 11:42:14 INFO]: Epoch [301][1/1] lr: 0.0005, eta: 0:02:23, time: 0.052, data_time: 0.352, memory: 1588, loss_cls: 0.5197, loss_sal: 0.0360, loss_video_cal: 0.0062, loss_layer_cal: 0.0043, loss: 0.5662, scale: 16384.0000 [2024-04-16 11:42:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_301.pth... [2024-04-16 11:42:14 INFO]: Validating... [2024-04-16 11:42:14 INFO]: Epoch (val) [301][1] loss_cls: 0.5029, loss_sal: 0.7297, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.2330, mAP: 0.7745, best_mAP: 0.8975 [2024-04-16 11:42:14 INFO]: Epoch [302][1/1] lr: 0.0005, eta: 0:02:22, time: 0.053, data_time: 0.353, memory: 1588, loss_cls: 0.5228, loss_sal: 0.1379, loss_video_cal: 0.0092, loss_layer_cal: 0.0037, loss: 0.6737, scale: 16384.0000 [2024-04-16 11:42:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_302.pth... [2024-04-16 11:42:14 INFO]: Validating... [2024-04-16 11:42:15 INFO]: Epoch (val) [302][1] loss_cls: 0.5033, loss_sal: 0.6907, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1944, mAP: 0.8341, best_mAP: 0.8975 [2024-04-16 11:42:15 INFO]: Epoch [303][1/1] lr: 0.0005, eta: 0:02:22, time: 0.052, data_time: 0.353, memory: 1588, loss_cls: 0.5258, loss_sal: 0.0622, loss_video_cal: 0.0105, loss_layer_cal: 0.0130, loss: 0.6115, scale: 16384.0000 [2024-04-16 11:42:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_303.pth... [2024-04-16 11:42:15 INFO]: Validating... [2024-04-16 11:42:15 INFO]: Epoch (val) [303][1] loss_cls: 0.5032, loss_sal: 0.6595, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1631, mAP: 0.8690, best_mAP: 0.8975 [2024-04-16 11:42:16 INFO]: Epoch [304][1/1] lr: 0.0005, eta: 0:02:21, time: 0.052, data_time: 0.347, memory: 1588, loss_cls: 0.5243, loss_sal: 0.1790, loss_video_cal: 0.0097, loss_layer_cal: 0.0063, loss: 0.7193, scale: 16384.0000 [2024-04-16 11:42:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_304.pth... [2024-04-16 11:42:16 INFO]: Validating... [2024-04-16 11:42:16 INFO]: Epoch (val) [304][1] loss_cls: 0.5031, loss_sal: 0.6352, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1387, mAP: 0.8607, best_mAP: 0.8975 [2024-04-16 11:42:16 INFO]: Epoch [305][1/1] lr: 0.0005, eta: 0:02:20, time: 0.052, data_time: 0.350, memory: 1588, loss_cls: 0.5262, loss_sal: 0.0645, loss_video_cal: 0.0062, loss_layer_cal: 0.0071, loss: 0.6039, scale: 16384.0000 [2024-04-16 11:42:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_305.pth... [2024-04-16 11:42:16 INFO]: Validating... [2024-04-16 11:42:17 INFO]: Epoch (val) [305][1] loss_cls: 0.5033, loss_sal: 0.6080, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1118, mAP: 0.8499, best_mAP: 0.8975 [2024-04-16 11:42:17 INFO]: Epoch [306][1/1] lr: 0.0005, eta: 0:02:19, time: 0.053, data_time: 0.348, memory: 1588, loss_cls: 0.5253, loss_sal: 0.0762, loss_video_cal: 0.0088, loss_layer_cal: 0.0060, loss: 0.6164, scale: 16384.0000 [2024-04-16 11:42:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_306.pth... [2024-04-16 11:42:17 INFO]: Validating... [2024-04-16 11:42:17 INFO]: Epoch (val) [306][1] loss_cls: 0.5044, loss_sal: 0.5881, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0930, mAP: 0.8499, best_mAP: 0.8975 [2024-04-16 11:42:18 INFO]: Epoch [307][1/1] lr: 0.0005, eta: 0:02:19, time: 0.052, data_time: 0.347, memory: 1588, loss_cls: 0.5215, loss_sal: 0.1096, loss_video_cal: 0.0073, loss_layer_cal: 0.0054, loss: 0.6437, scale: 16384.0000 [2024-04-16 11:42:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_307.pth... [2024-04-16 11:42:18 INFO]: Validating... [2024-04-16 11:42:18 INFO]: Epoch (val) [307][1] loss_cls: 0.5062, loss_sal: 0.5753, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0820, mAP: 0.8424, best_mAP: 0.8975 [2024-04-16 11:42:18 INFO]: Epoch [308][1/1] lr: 0.0005, eta: 0:02:18, time: 0.052, data_time: 0.348, memory: 1588, loss_cls: 0.5200, loss_sal: 0.0572, loss_video_cal: 0.0095, loss_layer_cal: 0.0047, loss: 0.5914, scale: 16384.0000 [2024-04-16 11:42:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_308.pth... [2024-04-16 11:42:19 INFO]: Validating... [2024-04-16 11:42:19 INFO]: Epoch (val) [308][1] loss_cls: 0.5086, loss_sal: 0.5779, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0869, mAP: 0.8060, best_mAP: 0.8975 [2024-04-16 11:42:19 INFO]: Epoch [309][1/1] lr: 0.0005, eta: 0:02:17, time: 0.051, data_time: 0.353, memory: 1588, loss_cls: 0.5228, loss_sal: 0.0521, loss_video_cal: 0.0060, loss_layer_cal: 0.0040, loss: 0.5850, scale: 16384.0000 [2024-04-16 11:42:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_309.pth... [2024-04-16 11:42:19 INFO]: Validating... [2024-04-16 11:42:20 INFO]: Epoch (val) [309][1] loss_cls: 0.5107, loss_sal: 0.5867, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0979, mAP: 0.8060, best_mAP: 0.8975 [2024-04-16 11:42:20 INFO]: Epoch [310][1/1] lr: 0.0005, eta: 0:02:16, time: 0.054, data_time: 0.353, memory: 1588, loss_cls: 0.5218, loss_sal: 0.0714, loss_video_cal: 0.0045, loss_layer_cal: 0.0053, loss: 0.6030, scale: 16384.0000 [2024-04-16 11:42:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_310.pth... [2024-04-16 11:42:20 INFO]: Validating... [2024-04-16 11:42:20 INFO]: Epoch (val) [310][1] loss_cls: 0.5114, loss_sal: 0.5945, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1063, mAP: 0.8051, best_mAP: 0.8975 [2024-04-16 11:42:21 INFO]: Epoch [311][1/1] lr: 0.0005, eta: 0:02:16, time: 0.053, data_time: 0.353, memory: 1588, loss_cls: 0.5233, loss_sal: 0.0638, loss_video_cal: 0.0052, loss_layer_cal: 0.0071, loss: 0.5994, scale: 16384.0000 [2024-04-16 11:42:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_311.pth... [2024-04-16 11:42:21 INFO]: Validating... [2024-04-16 11:42:21 INFO]: Epoch (val) [311][1] loss_cls: 0.5092, loss_sal: 0.6023, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1119, mAP: 0.7960, best_mAP: 0.8975 [2024-04-16 11:42:21 INFO]: Epoch [312][1/1] lr: 0.0005, eta: 0:02:15, time: 0.052, data_time: 0.353, memory: 1588, loss_cls: 0.5228, loss_sal: 0.0769, loss_video_cal: 0.0106, loss_layer_cal: 0.0078, loss: 0.6182, scale: 16384.0000 [2024-04-16 11:42:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_312.pth... [2024-04-16 11:42:21 INFO]: Validating... [2024-04-16 11:42:22 INFO]: Epoch (val) [312][1] loss_cls: 0.5058, loss_sal: 0.5972, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1034, mAP: 0.7974, best_mAP: 0.8975 [2024-04-16 11:42:22 INFO]: Epoch [313][1/1] lr: 0.0005, eta: 0:02:14, time: 0.052, data_time: 0.355, memory: 1588, loss_cls: 0.5240, loss_sal: 0.0653, loss_video_cal: 0.0068, loss_layer_cal: 0.0049, loss: 0.6010, scale: 16384.0000 [2024-04-16 11:42:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_313.pth... [2024-04-16 11:42:22 INFO]: Validating... [2024-04-16 11:42:22 INFO]: Epoch (val) [313][1] loss_cls: 0.5038, loss_sal: 0.5942, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0984, mAP: 0.7928, best_mAP: 0.8975 [2024-04-16 11:42:23 INFO]: Epoch [314][1/1] lr: 0.0005, eta: 0:02:14, time: 0.052, data_time: 0.355, memory: 1588, loss_cls: 0.5224, loss_sal: 0.0273, loss_video_cal: 0.0133, loss_layer_cal: 0.0102, loss: 0.5732, scale: 16384.0000 [2024-04-16 11:42:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_314.pth... [2024-04-16 11:42:23 INFO]: Validating... [2024-04-16 11:42:23 INFO]: Epoch (val) [314][1] loss_cls: 0.5028, loss_sal: 0.5904, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0937, mAP: 0.7954, best_mAP: 0.8975 [2024-04-16 11:42:23 INFO]: Epoch [315][1/1] lr: 0.0005, eta: 0:02:13, time: 0.052, data_time: 0.361, memory: 1588, loss_cls: 0.5221, loss_sal: 0.0877, loss_video_cal: 0.0143, loss_layer_cal: 0.0052, loss: 0.6294, scale: 16384.0000 [2024-04-16 11:42:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_315.pth... [2024-04-16 11:42:24 INFO]: Validating... [2024-04-16 11:42:24 INFO]: Epoch (val) [315][1] loss_cls: 0.5026, loss_sal: 0.5954, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0984, mAP: 0.7954, best_mAP: 0.8975 [2024-04-16 11:42:24 INFO]: Epoch [316][1/1] lr: 0.0005, eta: 0:02:12, time: 0.052, data_time: 0.350, memory: 1588, loss_cls: 0.5192, loss_sal: 0.0784, loss_video_cal: 0.0176, loss_layer_cal: 0.0030, loss: 0.6183, scale: 16384.0000 [2024-04-16 11:42:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_316.pth... [2024-04-16 11:42:24 INFO]: Validating... [2024-04-16 11:42:25 INFO]: Epoch (val) [316][1] loss_cls: 0.5026, loss_sal: 0.5960, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0990, mAP: 0.8165, best_mAP: 0.8975 [2024-04-16 11:42:25 INFO]: Epoch [317][1/1] lr: 0.0005, eta: 0:02:11, time: 0.052, data_time: 0.354, memory: 1588, loss_cls: 0.5206, loss_sal: 0.0368, loss_video_cal: 0.0098, loss_layer_cal: 0.0051, loss: 0.5723, scale: 16384.0000 [2024-04-16 11:42:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_317.pth... [2024-04-16 11:42:25 INFO]: Validating... [2024-04-16 11:42:25 INFO]: Epoch (val) [317][1] loss_cls: 0.5028, loss_sal: 0.5867, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0899, mAP: 0.8165, best_mAP: 0.8975 [2024-04-16 11:42:26 INFO]: Epoch [318][1/1] lr: 0.0005, eta: 0:02:11, time: 0.052, data_time: 0.351, memory: 1588, loss_cls: 0.5166, loss_sal: 0.0735, loss_video_cal: 0.0168, loss_layer_cal: 0.0080, loss: 0.6150, scale: 16384.0000 [2024-04-16 11:42:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_318.pth... [2024-04-16 11:42:26 INFO]: Validating... [2024-04-16 11:42:26 INFO]: Epoch (val) [318][1] loss_cls: 0.5030, loss_sal: 0.6005, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1040, mAP: 0.8058, best_mAP: 0.8975 [2024-04-16 11:42:26 INFO]: Epoch [319][1/1] lr: 0.0005, eta: 0:02:10, time: 0.053, data_time: 0.350, memory: 1588, loss_cls: 0.5247, loss_sal: 0.1339, loss_video_cal: 0.0112, loss_layer_cal: 0.0066, loss: 0.6763, scale: 16384.0000 [2024-04-16 11:42:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_319.pth... [2024-04-16 11:42:26 INFO]: Validating... [2024-04-16 11:42:27 INFO]: Epoch (val) [319][1] loss_cls: 0.5024, loss_sal: 0.6163, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1192, mAP: 0.8351, best_mAP: 0.8975 [2024-04-16 11:42:27 INFO]: Epoch [320][1/1] lr: 0.0005, eta: 0:02:09, time: 0.053, data_time: 0.355, memory: 1588, loss_cls: 0.5189, loss_sal: 0.0681, loss_video_cal: 0.0096, loss_layer_cal: 0.0055, loss: 0.6020, scale: 16384.0000 [2024-04-16 11:42:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_320.pth... [2024-04-16 11:42:27 INFO]: Validating... [2024-04-16 11:42:27 INFO]: Epoch (val) [320][1] loss_cls: 0.5020, loss_sal: 0.6314, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1338, mAP: 0.8351, best_mAP: 0.8975 [2024-04-16 11:42:28 INFO]: Epoch [321][1/1] lr: 0.0005, eta: 0:02:08, time: 0.053, data_time: 0.357, memory: 1588, loss_cls: 0.5206, loss_sal: 0.1086, loss_video_cal: 0.0068, loss_layer_cal: 0.0051, loss: 0.6411, scale: 16384.0000 [2024-04-16 11:42:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_321.pth... [2024-04-16 11:42:28 INFO]: Validating... [2024-04-16 11:42:28 INFO]: Epoch (val) [321][1] loss_cls: 0.5022, loss_sal: 0.6448, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1475, mAP: 0.8393, best_mAP: 0.8975 [2024-04-16 11:42:28 INFO]: Epoch [322][1/1] lr: 0.0005, eta: 0:02:08, time: 0.052, data_time: 0.354, memory: 1588, loss_cls: 0.5207, loss_sal: 0.0937, loss_video_cal: 0.0156, loss_layer_cal: 0.0079, loss: 0.6378, scale: 16384.0000 [2024-04-16 11:42:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_322.pth... [2024-04-16 11:42:29 INFO]: Validating... [2024-04-16 11:42:29 INFO]: Epoch (val) [322][1] loss_cls: 0.5044, loss_sal: 0.6428, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1477, mAP: 0.8032, best_mAP: 0.8975 [2024-04-16 11:42:29 INFO]: Epoch [323][1/1] lr: 0.0005, eta: 0:02:07, time: 0.053, data_time: 0.353, memory: 1588, loss_cls: 0.5204, loss_sal: 0.0784, loss_video_cal: 0.0065, loss_layer_cal: 0.0049, loss: 0.6102, scale: 16384.0000 [2024-04-16 11:42:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_323.pth... [2024-04-16 11:42:29 INFO]: Validating... [2024-04-16 11:42:30 INFO]: Epoch (val) [323][1] loss_cls: 0.5075, loss_sal: 0.6370, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1448, mAP: 0.7224, best_mAP: 0.8975 [2024-04-16 11:42:30 INFO]: Epoch [324][1/1] lr: 0.0005, eta: 0:02:06, time: 0.052, data_time: 0.354, memory: 1588, loss_cls: 0.5206, loss_sal: 0.0691, loss_video_cal: 0.0081, loss_layer_cal: 0.0041, loss: 0.6018, scale: 16384.0000 [2024-04-16 11:42:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_324.pth... [2024-04-16 11:42:30 INFO]: Validating... [2024-04-16 11:42:30 INFO]: Epoch (val) [324][1] loss_cls: 0.5095, loss_sal: 0.6161, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1260, mAP: 0.7397, best_mAP: 0.8975 [2024-04-16 11:42:31 INFO]: Epoch [325][1/1] lr: 0.0005, eta: 0:02:06, time: 0.051, data_time: 0.353, memory: 1588, loss_cls: 0.5248, loss_sal: 0.1256, loss_video_cal: 0.0105, loss_layer_cal: 0.0032, loss: 0.6641, scale: 16384.0000 [2024-04-16 11:42:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_325.pth... [2024-04-16 11:42:31 INFO]: Validating... [2024-04-16 11:42:31 INFO]: Epoch (val) [325][1] loss_cls: 0.5083, loss_sal: 0.5962, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1049, mAP: 0.7484, best_mAP: 0.8975 [2024-04-16 11:42:31 INFO]: Epoch [326][1/1] lr: 0.0005, eta: 0:02:05, time: 0.052, data_time: 0.349, memory: 1588, loss_cls: 0.5223, loss_sal: 0.1040, loss_video_cal: 0.0106, loss_layer_cal: 0.0061, loss: 0.6430, scale: 16384.0000 [2024-04-16 11:42:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_326.pth... [2024-04-16 11:42:31 INFO]: Validating... [2024-04-16 11:42:32 INFO]: Epoch (val) [326][1] loss_cls: 0.5067, loss_sal: 0.5823, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0894, mAP: 0.8203, best_mAP: 0.8975 [2024-04-16 11:42:32 INFO]: Epoch [327][1/1] lr: 0.0005, eta: 0:02:04, time: 0.053, data_time: 0.357, memory: 1588, loss_cls: 0.5234, loss_sal: 0.1333, loss_video_cal: 0.0084, loss_layer_cal: 0.0048, loss: 0.6699, scale: 16384.0000 [2024-04-16 11:42:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_327.pth... [2024-04-16 11:42:32 INFO]: Validating... [2024-04-16 11:42:32 INFO]: Epoch (val) [327][1] loss_cls: 0.5042, loss_sal: 0.5714, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0760, mAP: 0.8203, best_mAP: 0.8975 [2024-04-16 11:42:33 INFO]: Epoch [328][1/1] lr: 0.0005, eta: 0:02:03, time: 0.052, data_time: 0.348, memory: 1588, loss_cls: 0.5184, loss_sal: 0.0804, loss_video_cal: 0.0098, loss_layer_cal: 0.0041, loss: 0.6126, scale: 16384.0000 [2024-04-16 11:42:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_328.pth... [2024-04-16 11:42:33 INFO]: Validating... [2024-04-16 11:42:33 INFO]: Epoch (val) [328][1] loss_cls: 0.5029, loss_sal: 0.5695, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0728, mAP: 0.8642, best_mAP: 0.8975 [2024-04-16 11:42:33 INFO]: Epoch [329][1/1] lr: 0.0005, eta: 0:02:03, time: 0.053, data_time: 0.355, memory: 1588, loss_cls: 0.5189, loss_sal: 0.1114, loss_video_cal: 0.0087, loss_layer_cal: 0.0068, loss: 0.6458, scale: 16384.0000 [2024-04-16 11:42:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_329.pth... [2024-04-16 11:42:34 INFO]: Validating... [2024-04-16 11:42:34 INFO]: Epoch (val) [329][1] loss_cls: 0.5032, loss_sal: 0.5704, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0740, mAP: 0.8658, best_mAP: 0.8975 [2024-04-16 11:42:34 INFO]: Epoch [330][1/1] lr: 0.0005, eta: 0:02:02, time: 0.052, data_time: 0.352, memory: 1588, loss_cls: 0.5193, loss_sal: 0.1238, loss_video_cal: 0.0174, loss_layer_cal: 0.0026, loss: 0.6630, scale: 16384.0000 [2024-04-16 11:42:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_330.pth... [2024-04-16 11:42:34 INFO]: Validating... [2024-04-16 11:42:35 INFO]: Epoch (val) [330][1] loss_cls: 0.5037, loss_sal: 0.5735, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0775, mAP: 0.8777, best_mAP: 0.8975 [2024-04-16 11:42:35 INFO]: Epoch [331][1/1] lr: 0.0005, eta: 0:02:01, time: 0.052, data_time: 0.346, memory: 1588, loss_cls: 0.5193, loss_sal: 0.0941, loss_video_cal: 0.0056, loss_layer_cal: 0.0048, loss: 0.6238, scale: 16384.0000 [2024-04-16 11:42:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_331.pth... [2024-04-16 11:42:35 INFO]: Validating... [2024-04-16 11:42:35 INFO]: Epoch (val) [331][1] loss_cls: 0.5032, loss_sal: 0.5758, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0793, mAP: 0.8466, best_mAP: 0.8975 [2024-04-16 11:42:36 INFO]: Epoch [332][1/1] lr: 0.0005, eta: 0:02:01, time: 0.053, data_time: 0.352, memory: 1588, loss_cls: 0.5280, loss_sal: 0.0652, loss_video_cal: 0.0177, loss_layer_cal: 0.0138, loss: 0.6247, scale: 16384.0000 [2024-04-16 11:42:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_332.pth... [2024-04-16 11:42:36 INFO]: Validating... [2024-04-16 11:42:36 INFO]: Epoch (val) [332][1] loss_cls: 0.5026, loss_sal: 0.5746, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0775, mAP: 0.8449, best_mAP: 0.8975 [2024-04-16 11:42:36 INFO]: Epoch [333][1/1] lr: 0.0005, eta: 0:02:00, time: 0.051, data_time: 0.347, memory: 1588, loss_cls: 0.5173, loss_sal: 0.1141, loss_video_cal: 0.0134, loss_layer_cal: 0.0097, loss: 0.6545, scale: 16384.0000 [2024-04-16 11:42:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_333.pth... [2024-04-16 11:42:36 INFO]: Validating... [2024-04-16 11:42:37 INFO]: Epoch (val) [333][1] loss_cls: 0.5024, loss_sal: 0.5732, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0759, mAP: 0.8449, best_mAP: 0.8975 [2024-04-16 11:42:37 INFO]: Epoch [334][1/1] lr: 0.0005, eta: 0:01:59, time: 0.052, data_time: 0.351, memory: 1588, loss_cls: 0.5198, loss_sal: 0.1237, loss_video_cal: 0.0061, loss_layer_cal: 0.0071, loss: 0.6567, scale: 16384.0000 [2024-04-16 11:42:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_334.pth... [2024-04-16 11:42:37 INFO]: Validating... [2024-04-16 11:42:37 INFO]: Epoch (val) [334][1] loss_cls: 0.5026, loss_sal: 0.5713, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0743, mAP: 0.8500, best_mAP: 0.8975 [2024-04-16 11:42:38 INFO]: Epoch [335][1/1] lr: 0.0005, eta: 0:01:58, time: 0.052, data_time: 0.348, memory: 1588, loss_cls: 0.5174, loss_sal: 0.0702, loss_video_cal: 0.0078, loss_layer_cal: 0.0086, loss: 0.6040, scale: 16384.0000 [2024-04-16 11:42:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_335.pth... [2024-04-16 11:42:38 INFO]: Validating... [2024-04-16 11:42:38 INFO]: Epoch (val) [335][1] loss_cls: 0.5025, loss_sal: 0.5725, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0754, mAP: 0.8500, best_mAP: 0.8975 [2024-04-16 11:42:38 INFO]: Epoch [336][1/1] lr: 0.0005, eta: 0:01:58, time: 0.053, data_time: 0.352, memory: 1588, loss_cls: 0.5185, loss_sal: 0.0412, loss_video_cal: 0.0052, loss_layer_cal: 0.0053, loss: 0.5702, scale: 16384.0000 [2024-04-16 11:42:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_336.pth... [2024-04-16 11:42:39 INFO]: Validating... [2024-04-16 11:42:39 INFO]: Epoch (val) [336][1] loss_cls: 0.5027, loss_sal: 0.5725, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0756, mAP: 0.8500, best_mAP: 0.8975 [2024-04-16 11:42:39 INFO]: Epoch [337][1/1] lr: 0.0005, eta: 0:01:57, time: 0.052, data_time: 0.349, memory: 1588, loss_cls: 0.5169, loss_sal: 0.0760, loss_video_cal: 0.0066, loss_layer_cal: 0.0056, loss: 0.6051, scale: 16384.0000 [2024-04-16 11:42:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_337.pth... [2024-04-16 11:42:39 INFO]: Validating... [2024-04-16 11:42:39 INFO]: Epoch (val) [337][1] loss_cls: 0.5042, loss_sal: 0.5753, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0799, mAP: 0.8520, best_mAP: 0.8975 [2024-04-16 11:42:40 INFO]: Epoch [338][1/1] lr: 0.0005, eta: 0:01:56, time: 0.052, data_time: 0.349, memory: 1588, loss_cls: 0.5233, loss_sal: 0.0140, loss_video_cal: 0.0056, loss_layer_cal: 0.0053, loss: 0.5482, scale: 16384.0000 [2024-04-16 11:42:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_338.pth... [2024-04-16 11:42:40 INFO]: Validating... [2024-04-16 11:42:40 INFO]: Epoch (val) [338][1] loss_cls: 0.5048, loss_sal: 0.5734, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0786, mAP: 0.8393, best_mAP: 0.8975 [2024-04-16 11:42:41 INFO]: Epoch [339][1/1] lr: 0.0005, eta: 0:01:55, time: 0.053, data_time: 0.355, memory: 1588, loss_cls: 0.5249, loss_sal: 0.2131, loss_video_cal: 0.0117, loss_layer_cal: 0.0039, loss: 0.7535, scale: 16384.0000 [2024-04-16 11:42:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_339.pth... [2024-04-16 11:42:41 INFO]: Validating... [2024-04-16 11:42:41 INFO]: Epoch (val) [339][1] loss_cls: 0.5033, loss_sal: 0.5745, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0782, mAP: 0.8258, best_mAP: 0.8975 [2024-04-16 11:42:41 INFO]: Epoch [340][1/1] lr: 0.0005, eta: 0:01:55, time: 0.052, data_time: 0.354, memory: 1588, loss_cls: 0.5179, loss_sal: 0.0975, loss_video_cal: 0.0138, loss_layer_cal: 0.0045, loss: 0.6337, scale: 16384.0000 [2024-04-16 11:42:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_340.pth... [2024-04-16 11:42:41 INFO]: Validating... [2024-04-16 11:42:42 INFO]: Epoch (val) [340][1] loss_cls: 0.5034, loss_sal: 0.5727, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0764, mAP: 0.8742, best_mAP: 0.8975 [2024-04-16 11:42:42 INFO]: Epoch [341][1/1] lr: 0.0005, eta: 0:01:54, time: 0.052, data_time: 0.348, memory: 1588, loss_cls: 0.5180, loss_sal: 0.0681, loss_video_cal: 0.0109, loss_layer_cal: 0.0073, loss: 0.6043, scale: 16384.0000 [2024-04-16 11:42:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_341.pth... [2024-04-16 11:42:42 INFO]: Validating... [2024-04-16 11:42:42 INFO]: Epoch (val) [341][1] loss_cls: 0.5061, loss_sal: 0.5685, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0750, mAP: 0.8737, best_mAP: 0.8975 [2024-04-16 11:42:43 INFO]: Epoch [342][1/1] lr: 0.0005, eta: 0:01:53, time: 0.052, data_time: 0.351, memory: 1588, loss_cls: 0.5210, loss_sal: 0.1619, loss_video_cal: 0.0097, loss_layer_cal: 0.0041, loss: 0.6967, scale: 16384.0000 [2024-04-16 11:42:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_342.pth... [2024-04-16 11:42:43 INFO]: Validating... [2024-04-16 11:42:43 INFO]: Epoch (val) [342][1] loss_cls: 0.5129, loss_sal: 0.5641, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0773, mAP: 0.8689, best_mAP: 0.8975 [2024-04-16 11:42:43 INFO]: Epoch [343][1/1] lr: 0.0005, eta: 0:01:53, time: 0.052, data_time: 0.351, memory: 1588, loss_cls: 0.5264, loss_sal: 0.1017, loss_video_cal: 0.0094, loss_layer_cal: 0.0060, loss: 0.6433, scale: 16384.0000 [2024-04-16 11:42:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_343.pth... [2024-04-16 11:42:44 INFO]: Validating... [2024-04-16 11:42:44 INFO]: Epoch (val) [343][1] loss_cls: 0.5167, loss_sal: 0.5792, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0963, mAP: 0.8777, best_mAP: 0.8975 [2024-04-16 11:42:44 INFO]: Epoch [344][1/1] lr: 0.0005, eta: 0:01:52, time: 0.052, data_time: 0.346, memory: 1588, loss_cls: 0.5270, loss_sal: 0.1274, loss_video_cal: 0.0085, loss_layer_cal: 0.0043, loss: 0.6672, scale: 16384.0000 [2024-04-16 11:42:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_344.pth... [2024-04-16 11:42:44 INFO]: Validating... [2024-04-16 11:42:45 INFO]: Epoch (val) [344][1] loss_cls: 0.5158, loss_sal: 0.6054, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1214, mAP: 0.8969, best_mAP: 0.8975 [2024-04-16 11:42:45 INFO]: Epoch [345][1/1] lr: 0.0005, eta: 0:01:51, time: 0.051, data_time: 0.354, memory: 1588, loss_cls: 0.5278, loss_sal: 0.1226, loss_video_cal: 0.0122, loss_layer_cal: 0.0109, loss: 0.6734, scale: 16384.0000 [2024-04-16 11:42:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_345.pth... [2024-04-16 11:42:45 INFO]: Validating... [2024-04-16 11:42:45 INFO]: Epoch (val) [345][1] loss_cls: 0.5105, loss_sal: 0.6315, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1422, mAP: 0.8969, best_mAP: 0.8975 [2024-04-16 11:42:46 INFO]: Epoch [346][1/1] lr: 0.0005, eta: 0:01:50, time: 0.053, data_time: 0.350, memory: 1588, loss_cls: 0.5297, loss_sal: 0.0706, loss_video_cal: 0.0062, loss_layer_cal: 0.0055, loss: 0.6120, scale: 16384.0000 [2024-04-16 11:42:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_346.pth... [2024-04-16 11:42:46 INFO]: Validating... [2024-04-16 11:42:46 INFO]: Epoch (val) [346][1] loss_cls: 0.5030, loss_sal: 0.6676, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1708, mAP: 0.8949, best_mAP: 0.8975 [2024-04-16 11:42:46 INFO]: Epoch [347][1/1] lr: 0.0005, eta: 0:01:50, time: 0.052, data_time: 0.347, memory: 1588, loss_cls: 0.5212, loss_sal: 0.1156, loss_video_cal: 0.0053, loss_layer_cal: 0.0058, loss: 0.6478, scale: 16384.0000 [2024-04-16 11:42:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_347.pth... [2024-04-16 11:42:46 INFO]: Validating... [2024-04-16 11:42:47 INFO]: Epoch (val) [347][1] loss_cls: 0.5011, loss_sal: 0.7059, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2073, mAP: 0.8949, best_mAP: 0.8975 [2024-04-16 11:42:47 INFO]: Epoch [348][1/1] lr: 0.0005, eta: 0:01:49, time: 0.052, data_time: 0.355, memory: 1588, loss_cls: 0.5167, loss_sal: 0.0581, loss_video_cal: 0.0050, loss_layer_cal: 0.0059, loss: 0.5856, scale: 16384.0000 [2024-04-16 11:42:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_348.pth... [2024-04-16 11:42:47 INFO]: Validating... [2024-04-16 11:42:47 INFO]: Epoch (val) [348][1] loss_cls: 0.5082, loss_sal: 0.7407, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2492, mAP: 0.8949, best_mAP: 0.8975 [2024-04-16 11:42:48 INFO]: Epoch [349][1/1] lr: 0.0005, eta: 0:01:48, time: 0.052, data_time: 0.354, memory: 1588, loss_cls: 0.5327, loss_sal: 0.2631, loss_video_cal: 0.0089, loss_layer_cal: 0.0050, loss: 0.8097, scale: 16384.0000 [2024-04-16 11:42:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_349.pth... [2024-04-16 11:42:48 INFO]: Validating... [2024-04-16 11:42:48 INFO]: Epoch (val) [349][1] loss_cls: 0.5057, loss_sal: 0.7192, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2252, mAP: 0.8841, best_mAP: 0.8975 [2024-04-16 11:42:48 INFO]: Epoch [350][1/1] lr: 0.0005, eta: 0:01:47, time: 0.052, data_time: 0.352, memory: 1588, loss_cls: 0.5290, loss_sal: 0.0522, loss_video_cal: 0.0055, loss_layer_cal: 0.0091, loss: 0.5958, scale: 16384.0000 [2024-04-16 11:42:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_350.pth... [2024-04-16 11:42:49 INFO]: Validating... [2024-04-16 11:42:49 INFO]: Epoch (val) [350][1] loss_cls: 0.5020, loss_sal: 0.6773, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1795, mAP: 0.8841, best_mAP: 0.8975 [2024-04-16 11:42:49 INFO]: Epoch [351][1/1] lr: 0.0005, eta: 0:01:47, time: 0.052, data_time: 0.354, memory: 1588, loss_cls: 0.5218, loss_sal: 0.1123, loss_video_cal: 0.0050, loss_layer_cal: 0.0129, loss: 0.6519, scale: 16384.0000 [2024-04-16 11:42:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_351.pth... [2024-04-16 11:42:49 INFO]: Validating... [2024-04-16 11:42:50 INFO]: Epoch (val) [351][1] loss_cls: 0.5030, loss_sal: 0.6345, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1378, mAP: 0.8123, best_mAP: 0.8975 [2024-04-16 11:42:50 INFO]: Epoch [352][1/1] lr: 0.0005, eta: 0:01:46, time: 0.053, data_time: 0.353, memory: 1588, loss_cls: 0.5191, loss_sal: 0.0975, loss_video_cal: 0.0088, loss_layer_cal: 0.0063, loss: 0.6318, scale: 16384.0000 [2024-04-16 11:42:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_352.pth... [2024-04-16 11:42:50 INFO]: Validating... [2024-04-16 11:42:50 INFO]: Epoch (val) [352][1] loss_cls: 0.5084, loss_sal: 0.5901, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0987, mAP: 0.8123, best_mAP: 0.8975 [2024-04-16 11:42:51 INFO]: Epoch [353][1/1] lr: 0.0005, eta: 0:01:45, time: 0.053, data_time: 0.353, memory: 1588, loss_cls: 0.5186, loss_sal: 0.0628, loss_video_cal: 0.0036, loss_layer_cal: 0.0055, loss: 0.5906, scale: 16384.0000 [2024-04-16 11:42:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_353.pth... [2024-04-16 11:42:51 INFO]: Validating... [2024-04-16 11:42:51 INFO]: Epoch (val) [353][1] loss_cls: 0.5148, loss_sal: 0.5657, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0808, mAP: 0.8230, best_mAP: 0.8975 [2024-04-16 11:42:51 INFO]: Epoch [354][1/1] lr: 0.0005, eta: 0:01:45, time: 0.053, data_time: 0.354, memory: 1588, loss_cls: 0.5239, loss_sal: 0.1067, loss_video_cal: 0.0050, loss_layer_cal: 0.0075, loss: 0.6431, scale: 16384.0000 [2024-04-16 11:42:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_354.pth... [2024-04-16 11:42:51 INFO]: Validating... [2024-04-16 11:42:52 INFO]: Epoch (val) [354][1] loss_cls: 0.5162, loss_sal: 0.5633, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0797, mAP: 0.8230, best_mAP: 0.8975 [2024-04-16 11:42:52 INFO]: Epoch [355][1/1] lr: 0.0005, eta: 0:01:44, time: 0.053, data_time: 0.356, memory: 1588, loss_cls: 0.5208, loss_sal: 0.0583, loss_video_cal: 0.0064, loss_layer_cal: 0.0041, loss: 0.5897, scale: 16384.0000 [2024-04-16 11:42:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_355.pth... [2024-04-16 11:42:52 INFO]: Validating... [2024-04-16 11:42:52 INFO]: Epoch (val) [355][1] loss_cls: 0.5142, loss_sal: 0.5711, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0855, mAP: 0.8949, best_mAP: 0.8975 [2024-04-16 11:42:53 INFO]: Epoch [356][1/1] lr: 0.0005, eta: 0:01:43, time: 0.052, data_time: 0.356, memory: 1588, loss_cls: 0.5227, loss_sal: 0.0561, loss_video_cal: 0.0081, loss_layer_cal: 0.0058, loss: 0.5928, scale: 16384.0000 [2024-04-16 11:42:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_356.pth... [2024-04-16 11:42:53 INFO]: Validating... [2024-04-16 11:42:53 INFO]: Epoch (val) [356][1] loss_cls: 0.5106, loss_sal: 0.5794, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0902, mAP: 0.8981, best_mAP: 0.8981 [2024-04-16 11:42:54 INFO]: Epoch [357][1/1] lr: 0.0005, eta: 0:01:42, time: 0.053, data_time: 0.358, memory: 1588, loss_cls: 0.5166, loss_sal: 0.0780, loss_video_cal: 0.0105, loss_layer_cal: 0.0078, loss: 0.6129, scale: 16384.0000 [2024-04-16 11:42:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_357.pth... [2024-04-16 11:42:54 INFO]: Validating... [2024-04-16 11:42:54 INFO]: Epoch (val) [357][1] loss_cls: 0.5079, loss_sal: 0.5718, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0799, mAP: 0.8976, best_mAP: 0.8981 [2024-04-16 11:42:54 INFO]: Epoch [358][1/1] lr: 0.0005, eta: 0:01:42, time: 0.053, data_time: 0.350, memory: 1588, loss_cls: 0.5195, loss_sal: 0.0811, loss_video_cal: 0.0049, loss_layer_cal: 0.0084, loss: 0.6139, scale: 16384.0000 [2024-04-16 11:42:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_358.pth... [2024-04-16 11:42:54 INFO]: Validating... [2024-04-16 11:42:55 INFO]: Epoch (val) [358][1] loss_cls: 0.5068, loss_sal: 0.5575, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0644, mAP: 0.8485, best_mAP: 0.8981 [2024-04-16 11:42:55 INFO]: Epoch [359][1/1] lr: 0.0005, eta: 0:01:41, time: 0.053, data_time: 0.351, memory: 1588, loss_cls: 0.5204, loss_sal: 0.0384, loss_video_cal: 0.0136, loss_layer_cal: 0.0044, loss: 0.5767, scale: 16384.0000 [2024-04-16 11:42:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_359.pth... [2024-04-16 11:42:55 INFO]: Validating... [2024-04-16 11:42:55 INFO]: Epoch (val) [359][1] loss_cls: 0.5068, loss_sal: 0.5473, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0544, mAP: 0.8485, best_mAP: 0.8981 [2024-04-16 11:42:56 INFO]: Epoch [360][1/1] lr: 0.0005, eta: 0:01:40, time: 0.052, data_time: 0.354, memory: 1588, loss_cls: 0.5221, loss_sal: 0.2159, loss_video_cal: 0.0089, loss_layer_cal: 0.0091, loss: 0.7560, scale: 16384.0000 [2024-04-16 11:42:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_360.pth... [2024-04-16 11:42:56 INFO]: Validating... [2024-04-16 11:42:56 INFO]: Epoch (val) [360][1] loss_cls: 0.5070, loss_sal: 0.5471, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0543, mAP: 0.8485, best_mAP: 0.8981 [2024-04-16 11:42:56 INFO]: Epoch [361][1/1] lr: 0.0005, eta: 0:01:40, time: 0.052, data_time: 0.349, memory: 1588, loss_cls: 0.5251, loss_sal: 0.1371, loss_video_cal: 0.0089, loss_layer_cal: 0.0077, loss: 0.6788, scale: 16384.0000 [2024-04-16 11:42:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_361.pth... [2024-04-16 11:42:56 INFO]: Validating... [2024-04-16 11:42:57 INFO]: Epoch (val) [361][1] loss_cls: 0.5072, loss_sal: 0.5427, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0502, mAP: 0.8454, best_mAP: 0.8981 [2024-04-16 11:42:57 INFO]: Epoch [362][1/1] lr: 0.0005, eta: 0:01:39, time: 0.051, data_time: 0.350, memory: 1588, loss_cls: 0.5235, loss_sal: 0.0990, loss_video_cal: 0.0049, loss_layer_cal: 0.0031, loss: 0.6304, scale: 16384.0000 [2024-04-16 11:42:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_362.pth... [2024-04-16 11:42:57 INFO]: Validating... [2024-04-16 11:42:57 INFO]: Epoch (val) [362][1] loss_cls: 0.5066, loss_sal: 0.5450, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0518, mAP: 0.8510, best_mAP: 0.8981 [2024-04-16 11:42:58 INFO]: Epoch [363][1/1] lr: 0.0005, eta: 0:01:38, time: 0.053, data_time: 0.351, memory: 1588, loss_cls: 0.5228, loss_sal: 0.0661, loss_video_cal: 0.0079, loss_layer_cal: 0.0025, loss: 0.5993, scale: 16384.0000 [2024-04-16 11:42:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_363.pth... [2024-04-16 11:42:58 INFO]: Validating... [2024-04-16 11:42:58 INFO]: Epoch (val) [363][1] loss_cls: 0.5063, loss_sal: 0.5557, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0622, mAP: 0.8383, best_mAP: 0.8981 [2024-04-16 11:42:58 INFO]: Epoch [364][1/1] lr: 0.0005, eta: 0:01:37, time: 0.052, data_time: 0.346, memory: 1588, loss_cls: 0.5220, loss_sal: 0.0889, loss_video_cal: 0.0058, loss_layer_cal: 0.0027, loss: 0.6193, scale: 16384.0000 [2024-04-16 11:42:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_364.pth... [2024-04-16 11:42:59 INFO]: Validating... [2024-04-16 11:42:59 INFO]: Epoch (val) [364][1] loss_cls: 0.5074, loss_sal: 0.5696, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0772, mAP: 0.8232, best_mAP: 0.8981 [2024-04-16 11:42:59 INFO]: Epoch [365][1/1] lr: 0.0005, eta: 0:01:37, time: 0.053, data_time: 0.350, memory: 1588, loss_cls: 0.5211, loss_sal: 0.0259, loss_video_cal: 0.0151, loss_layer_cal: 0.0062, loss: 0.5684, scale: 16384.0000 [2024-04-16 11:42:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_365.pth... [2024-04-16 11:42:59 INFO]: Validating... [2024-04-16 11:42:59 INFO]: Epoch (val) [365][1] loss_cls: 0.5088, loss_sal: 0.5757, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0846, mAP: 0.8232, best_mAP: 0.8981 [2024-04-16 11:43:00 INFO]: Epoch [366][1/1] lr: 0.0005, eta: 0:01:36, time: 0.051, data_time: 0.351, memory: 1588, loss_cls: 0.5230, loss_sal: 0.0806, loss_video_cal: 0.0063, loss_layer_cal: 0.0077, loss: 0.6175, scale: 16384.0000 [2024-04-16 11:43:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_366.pth... [2024-04-16 11:43:00 INFO]: Validating... [2024-04-16 11:43:00 INFO]: Epoch (val) [366][1] loss_cls: 0.5079, loss_sal: 0.5820, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0901, mAP: 0.8232, best_mAP: 0.8981 [2024-04-16 11:43:01 INFO]: Epoch [367][1/1] lr: 0.0005, eta: 0:01:35, time: 0.053, data_time: 0.353, memory: 1588, loss_cls: 0.5210, loss_sal: 0.0383, loss_video_cal: 0.0066, loss_layer_cal: 0.0073, loss: 0.5732, scale: 16384.0000 [2024-04-16 11:43:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_367.pth... [2024-04-16 11:43:01 INFO]: Validating... [2024-04-16 11:43:01 INFO]: Epoch (val) [367][1] loss_cls: 0.5061, loss_sal: 0.5818, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0881, mAP: 0.8232, best_mAP: 0.8981 [2024-04-16 11:43:01 INFO]: Epoch [368][1/1] lr: 0.0005, eta: 0:01:34, time: 0.053, data_time: 0.351, memory: 1588, loss_cls: 0.5217, loss_sal: 0.1014, loss_video_cal: 0.0033, loss_layer_cal: 0.0052, loss: 0.6316, scale: 16384.0000 [2024-04-16 11:43:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_368.pth... [2024-04-16 11:43:01 INFO]: Validating... [2024-04-16 11:43:02 INFO]: Epoch (val) [368][1] loss_cls: 0.5042, loss_sal: 0.5741, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0785, mAP: 0.8251, best_mAP: 0.8981 [2024-04-16 11:43:02 INFO]: Epoch [369][1/1] lr: 0.0005, eta: 0:01:34, time: 0.053, data_time: 0.352, memory: 1588, loss_cls: 0.5234, loss_sal: 0.1317, loss_video_cal: 0.0124, loss_layer_cal: 0.0040, loss: 0.6715, scale: 16384.0000 [2024-04-16 11:43:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_369.pth... [2024-04-16 11:43:02 INFO]: Validating... [2024-04-16 11:43:02 INFO]: Epoch (val) [369][1] loss_cls: 0.5041, loss_sal: 0.5648, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0690, mAP: 0.8385, best_mAP: 0.8981 [2024-04-16 11:43:03 INFO]: Epoch [370][1/1] lr: 0.0005, eta: 0:01:33, time: 0.052, data_time: 0.351, memory: 1588, loss_cls: 0.5161, loss_sal: 0.1713, loss_video_cal: 0.0056, loss_layer_cal: 0.0053, loss: 0.6983, scale: 16384.0000 [2024-04-16 11:43:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_370.pth... [2024-04-16 11:43:03 INFO]: Validating... [2024-04-16 11:43:03 INFO]: Epoch (val) [370][1] loss_cls: 0.5047, loss_sal: 0.5823, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0871, mAP: 0.8162, best_mAP: 0.8981 [2024-04-16 11:43:03 INFO]: Epoch [371][1/1] lr: 0.0005, eta: 0:01:32, time: 0.052, data_time: 0.357, memory: 1588, loss_cls: 0.5181, loss_sal: 0.0443, loss_video_cal: 0.0117, loss_layer_cal: 0.0051, loss: 0.5792, scale: 16384.0000 [2024-04-16 11:43:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_371.pth... [2024-04-16 11:43:04 INFO]: Validating... [2024-04-16 11:43:04 INFO]: Epoch (val) [371][1] loss_cls: 0.5053, loss_sal: 0.6026, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1081, mAP: 0.8773, best_mAP: 0.8981 [2024-04-16 11:43:04 INFO]: Epoch [372][1/1] lr: 0.0005, eta: 0:01:32, time: 0.052, data_time: 0.356, memory: 1588, loss_cls: 0.5168, loss_sal: 0.0658, loss_video_cal: 0.0086, loss_layer_cal: 0.0044, loss: 0.5957, scale: 16384.0000 [2024-04-16 11:43:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_372.pth... [2024-04-16 11:43:04 INFO]: Validating... [2024-04-16 11:43:04 INFO]: Epoch (val) [372][1] loss_cls: 0.5049, loss_sal: 0.6307, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1358, mAP: 0.8428, best_mAP: 0.8981 [2024-04-16 11:43:05 INFO]: Epoch [373][1/1] lr: 0.0005, eta: 0:01:31, time: 0.052, data_time: 0.355, memory: 1588, loss_cls: 0.5180, loss_sal: 0.0977, loss_video_cal: 0.0152, loss_layer_cal: 0.0082, loss: 0.6391, scale: 16384.0000 [2024-04-16 11:43:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_373.pth... [2024-04-16 11:43:05 INFO]: Validating... [2024-04-16 11:43:05 INFO]: Epoch (val) [373][1] loss_cls: 0.5049, loss_sal: 0.6608, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1659, mAP: 0.8026, best_mAP: 0.8981 [2024-04-16 11:43:06 INFO]: Epoch [374][1/1] lr: 0.0005, eta: 0:01:30, time: 0.052, data_time: 0.350, memory: 1588, loss_cls: 0.5220, loss_sal: 0.0666, loss_video_cal: 0.0097, loss_layer_cal: 0.0032, loss: 0.6015, scale: 16384.0000 [2024-04-16 11:43:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_374.pth... [2024-04-16 11:43:06 INFO]: Validating... [2024-04-16 11:43:06 INFO]: Epoch (val) [374][1] loss_cls: 0.5060, loss_sal: 0.6851, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1913, mAP: 0.7887, best_mAP: 0.8981 [2024-04-16 11:43:06 INFO]: Epoch [375][1/1] lr: 0.0005, eta: 0:01:29, time: 0.053, data_time: 0.354, memory: 1588, loss_cls: 0.5204, loss_sal: 0.1106, loss_video_cal: 0.0068, loss_layer_cal: 0.0028, loss: 0.6407, scale: 16384.0000 [2024-04-16 11:43:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_375.pth... [2024-04-16 11:43:06 INFO]: Validating... [2024-04-16 11:43:07 INFO]: Epoch (val) [375][1] loss_cls: 0.5075, loss_sal: 0.6982, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2059, mAP: 0.8026, best_mAP: 0.8981 [2024-04-16 11:43:07 INFO]: Epoch [376][1/1] lr: 0.0005, eta: 0:01:29, time: 0.053, data_time: 0.352, memory: 1588, loss_cls: 0.5251, loss_sal: 0.0263, loss_video_cal: 0.0061, loss_layer_cal: 0.0042, loss: 0.5616, scale: 16384.0000 [2024-04-16 11:43:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_376.pth... [2024-04-16 11:43:07 INFO]: Validating... [2024-04-16 11:43:07 INFO]: Epoch (val) [376][1] loss_cls: 0.5065, loss_sal: 0.7030, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2097, mAP: 0.7886, best_mAP: 0.8981 [2024-04-16 11:43:08 INFO]: Epoch [377][1/1] lr: 0.0005, eta: 0:01:28, time: 0.051, data_time: 0.353, memory: 1588, loss_cls: 0.5177, loss_sal: 0.2569, loss_video_cal: 0.0181, loss_layer_cal: 0.0056, loss: 0.7983, scale: 16384.0000 [2024-04-16 11:43:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_377.pth... [2024-04-16 11:43:08 INFO]: Validating... [2024-04-16 11:43:08 INFO]: Epoch (val) [377][1] loss_cls: 0.5043, loss_sal: 0.7089, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2134, mAP: 0.7780, best_mAP: 0.8981 [2024-04-16 11:43:08 INFO]: Epoch [378][1/1] lr: 0.0005, eta: 0:01:27, time: 0.052, data_time: 0.348, memory: 1588, loss_cls: 0.5158, loss_sal: 0.0994, loss_video_cal: 0.0128, loss_layer_cal: 0.0049, loss: 0.6329, scale: 16384.0000 [2024-04-16 11:43:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_378.pth... [2024-04-16 11:43:09 INFO]: Validating... [2024-04-16 11:43:09 INFO]: Epoch (val) [378][1] loss_cls: 0.5034, loss_sal: 0.7055, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2091, mAP: 0.8018, best_mAP: 0.8981 [2024-04-16 11:43:09 INFO]: Epoch [379][1/1] lr: 0.0005, eta: 0:01:27, time: 0.052, data_time: 0.351, memory: 1588, loss_cls: 0.5165, loss_sal: 0.0777, loss_video_cal: 0.0047, loss_layer_cal: 0.0033, loss: 0.6022, scale: 16384.0000 [2024-04-16 11:43:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_379.pth... [2024-04-16 11:43:09 INFO]: Validating... [2024-04-16 11:43:09 INFO]: Epoch (val) [379][1] loss_cls: 0.5034, loss_sal: 0.6874, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1910, mAP: 0.8093, best_mAP: 0.8981 [2024-04-16 11:43:10 INFO]: Epoch [380][1/1] lr: 0.0005, eta: 0:01:26, time: 0.052, data_time: 0.352, memory: 1588, loss_cls: 0.5198, loss_sal: 0.0702, loss_video_cal: 0.0074, loss_layer_cal: 0.0040, loss: 0.6014, scale: 16384.0000 [2024-04-16 11:43:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_380.pth... [2024-04-16 11:43:10 INFO]: Validating... [2024-04-16 11:43:10 INFO]: Epoch (val) [380][1] loss_cls: 0.5046, loss_sal: 0.6643, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1691, mAP: 0.8346, best_mAP: 0.8981 [2024-04-16 11:43:11 INFO]: Epoch [381][1/1] lr: 0.0005, eta: 0:01:25, time: 0.053, data_time: 0.348, memory: 1588, loss_cls: 0.5168, loss_sal: 0.1010, loss_video_cal: 0.0068, loss_layer_cal: 0.0074, loss: 0.6320, scale: 16384.0000 [2024-04-16 11:43:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_381.pth... [2024-04-16 11:43:11 INFO]: Validating... [2024-04-16 11:43:11 INFO]: Epoch (val) [381][1] loss_cls: 0.5069, loss_sal: 0.6358, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1429, mAP: 0.8163, best_mAP: 0.8981 [2024-04-16 11:43:11 INFO]: Epoch [382][1/1] lr: 0.0005, eta: 0:01:24, time: 0.053, data_time: 0.352, memory: 1588, loss_cls: 0.5163, loss_sal: 0.0495, loss_video_cal: 0.0076, loss_layer_cal: 0.0083, loss: 0.5816, scale: 16384.0000 [2024-04-16 11:43:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_382.pth... [2024-04-16 11:43:11 INFO]: Validating... [2024-04-16 11:43:12 INFO]: Epoch (val) [382][1] loss_cls: 0.5098, loss_sal: 0.6161, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1261, mAP: 0.8521, best_mAP: 0.8981 [2024-04-16 11:43:12 INFO]: Epoch [383][1/1] lr: 0.0005, eta: 0:01:24, time: 0.053, data_time: 0.355, memory: 1588, loss_cls: 0.5212, loss_sal: 0.1003, loss_video_cal: 0.0089, loss_layer_cal: 0.0050, loss: 0.6354, scale: 16384.0000 [2024-04-16 11:43:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_383.pth... [2024-04-16 11:43:12 INFO]: Validating... [2024-04-16 11:43:12 INFO]: Epoch (val) [383][1] loss_cls: 0.5107, loss_sal: 0.5959, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1068, mAP: 0.8408, best_mAP: 0.8981 [2024-04-16 11:43:13 INFO]: Epoch [384][1/1] lr: 0.0005, eta: 0:01:23, time: 0.053, data_time: 0.356, memory: 1588, loss_cls: 0.5222, loss_sal: 0.0743, loss_video_cal: 0.0117, loss_layer_cal: 0.0055, loss: 0.6137, scale: 16384.0000 [2024-04-16 11:43:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_384.pth... [2024-04-16 11:43:13 INFO]: Validating... [2024-04-16 11:43:13 INFO]: Epoch (val) [384][1] loss_cls: 0.5091, loss_sal: 0.5826, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0919, mAP: 0.8408, best_mAP: 0.8981 [2024-04-16 11:43:13 INFO]: Epoch [385][1/1] lr: 0.0005, eta: 0:01:22, time: 0.053, data_time: 0.351, memory: 1588, loss_cls: 0.5183, loss_sal: 0.0625, loss_video_cal: 0.0060, loss_layer_cal: 0.0026, loss: 0.5894, scale: 16384.0000 [2024-04-16 11:43:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_385.pth... [2024-04-16 11:43:14 INFO]: Validating... [2024-04-16 11:43:14 INFO]: Epoch (val) [385][1] loss_cls: 0.5078, loss_sal: 0.5745, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0825, mAP: 0.8269, best_mAP: 0.8981 [2024-04-16 11:43:14 INFO]: Epoch [386][1/1] lr: 0.0005, eta: 0:01:22, time: 0.054, data_time: 0.352, memory: 1588, loss_cls: 0.5188, loss_sal: 0.0636, loss_video_cal: 0.0057, loss_layer_cal: 0.0031, loss: 0.5912, scale: 16384.0000 [2024-04-16 11:43:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_386.pth... [2024-04-16 11:43:14 INFO]: Validating... [2024-04-16 11:43:14 INFO]: Epoch (val) [386][1] loss_cls: 0.5067, loss_sal: 0.5702, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0772, mAP: 0.8269, best_mAP: 0.8981 [2024-04-16 11:43:15 INFO]: Epoch [387][1/1] lr: 0.0005, eta: 0:01:21, time: 0.053, data_time: 0.353, memory: 1588, loss_cls: 0.5192, loss_sal: 0.0474, loss_video_cal: 0.0089, loss_layer_cal: 0.0033, loss: 0.5789, scale: 16384.0000 [2024-04-16 11:43:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_387.pth... [2024-04-16 11:43:15 INFO]: Validating... [2024-04-16 11:43:15 INFO]: Epoch (val) [387][1] loss_cls: 0.5061, loss_sal: 0.5677, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0741, mAP: 0.8269, best_mAP: 0.8981 [2024-04-16 11:43:16 INFO]: Epoch [388][1/1] lr: 0.0005, eta: 0:01:20, time: 0.052, data_time: 0.352, memory: 1588, loss_cls: 0.5230, loss_sal: 0.1656, loss_video_cal: 0.0037, loss_layer_cal: 0.0087, loss: 0.7010, scale: 16384.0000 [2024-04-16 11:43:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_388.pth... [2024-04-16 11:43:16 INFO]: Validating... [2024-04-16 11:43:16 INFO]: Epoch (val) [388][1] loss_cls: 0.5058, loss_sal: 0.5817, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0877, mAP: 0.8408, best_mAP: 0.8981 [2024-04-16 11:43:16 INFO]: Epoch [389][1/1] lr: 0.0005, eta: 0:01:19, time: 0.052, data_time: 0.353, memory: 1588, loss_cls: 0.5205, loss_sal: 0.0423, loss_video_cal: 0.0069, loss_layer_cal: 0.0038, loss: 0.5735, scale: 16384.0000 [2024-04-16 11:43:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_389.pth... [2024-04-16 11:43:16 INFO]: Validating... [2024-04-16 11:43:17 INFO]: Epoch (val) [389][1] loss_cls: 0.5056, loss_sal: 0.6017, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1075, mAP: 0.8158, best_mAP: 0.8981 [2024-04-16 11:43:17 INFO]: Epoch [390][1/1] lr: 0.0005, eta: 0:01:19, time: 0.051, data_time: 0.353, memory: 1588, loss_cls: 0.5204, loss_sal: 0.0679, loss_video_cal: 0.0068, loss_layer_cal: 0.0032, loss: 0.5982, scale: 16384.0000 [2024-04-16 11:43:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_390.pth... [2024-04-16 11:43:17 INFO]: Validating... [2024-04-16 11:43:17 INFO]: Epoch (val) [390][1] loss_cls: 0.5050, loss_sal: 0.6320, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1372, mAP: 0.8188, best_mAP: 0.8981 [2024-04-16 11:43:18 INFO]: Epoch [391][1/1] lr: 0.0005, eta: 0:01:18, time: 0.052, data_time: 0.351, memory: 1588, loss_cls: 0.5200, loss_sal: 0.1069, loss_video_cal: 0.0050, loss_layer_cal: 0.0038, loss: 0.6357, scale: 16384.0000 [2024-04-16 11:43:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_391.pth... [2024-04-16 11:43:18 INFO]: Validating... [2024-04-16 11:43:18 INFO]: Epoch (val) [391][1] loss_cls: 0.5043, loss_sal: 0.6697, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1742, mAP: 0.8265, best_mAP: 0.8981 [2024-04-16 11:43:18 INFO]: Epoch [392][1/1] lr: 0.0005, eta: 0:01:17, time: 0.052, data_time: 0.352, memory: 1588, loss_cls: 0.5201, loss_sal: 0.0208, loss_video_cal: 0.0047, loss_layer_cal: 0.0052, loss: 0.5508, scale: 16384.0000 [2024-04-16 11:43:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_392.pth... [2024-04-16 11:43:19 INFO]: Validating... [2024-04-16 11:43:19 INFO]: Epoch (val) [392][1] loss_cls: 0.5051, loss_sal: 0.7064, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2117, mAP: 0.8265, best_mAP: 0.8981 [2024-04-16 11:43:19 INFO]: Epoch [393][1/1] lr: 0.0005, eta: 0:01:16, time: 0.053, data_time: 0.351, memory: 1588, loss_cls: 0.5227, loss_sal: 0.0552, loss_video_cal: 0.0184, loss_layer_cal: 0.0061, loss: 0.6024, scale: 16384.0000 [2024-04-16 11:43:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_393.pth... [2024-04-16 11:43:19 INFO]: Validating... [2024-04-16 11:43:19 INFO]: Epoch (val) [393][1] loss_cls: 0.5088, loss_sal: 0.7435, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2525, mAP: 0.8163, best_mAP: 0.8981 [2024-04-16 11:43:20 INFO]: Epoch [394][1/1] lr: 0.0005, eta: 0:01:16, time: 0.051, data_time: 0.349, memory: 1588, loss_cls: 0.5165, loss_sal: 0.0477, loss_video_cal: 0.0104, loss_layer_cal: 0.0038, loss: 0.5784, scale: 16384.0000 [2024-04-16 11:43:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_394.pth... [2024-04-16 11:43:20 INFO]: Validating... [2024-04-16 11:43:20 INFO]: Epoch (val) [394][1] loss_cls: 0.5142, loss_sal: 0.7799, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2943, mAP: 0.8163, best_mAP: 0.8981 [2024-04-16 11:43:21 INFO]: Epoch [395][1/1] lr: 0.0005, eta: 0:01:15, time: 0.053, data_time: 0.349, memory: 1588, loss_cls: 0.5198, loss_sal: 0.0638, loss_video_cal: 0.0063, loss_layer_cal: 0.0041, loss: 0.5939, scale: 16384.0000 [2024-04-16 11:43:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_395.pth... [2024-04-16 11:43:21 INFO]: Validating... [2024-04-16 11:43:21 INFO]: Epoch (val) [395][1] loss_cls: 0.5193, loss_sal: 0.8098, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3293, mAP: 0.8285, best_mAP: 0.8981 [2024-04-16 11:43:21 INFO]: Epoch [396][1/1] lr: 0.0005, eta: 0:01:14, time: 0.052, data_time: 0.349, memory: 1588, loss_cls: 0.5279, loss_sal: 0.0512, loss_video_cal: 0.0075, loss_layer_cal: 0.0056, loss: 0.5922, scale: 16384.0000 [2024-04-16 11:43:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_396.pth... [2024-04-16 11:43:21 INFO]: Validating... [2024-04-16 11:43:22 INFO]: Epoch (val) [396][1] loss_cls: 0.5167, loss_sal: 0.8234, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3402, mAP: 0.7887, best_mAP: 0.8981 [2024-04-16 11:43:22 INFO]: Epoch [397][1/1] lr: 0.0005, eta: 0:01:14, time: 0.052, data_time: 0.349, memory: 1588, loss_cls: 0.5205, loss_sal: 0.0343, loss_video_cal: 0.0134, loss_layer_cal: 0.0048, loss: 0.5730, scale: 16384.0000 [2024-04-16 11:43:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_397.pth... [2024-04-16 11:43:22 INFO]: Validating... [2024-04-16 11:43:22 INFO]: Epoch (val) [397][1] loss_cls: 0.5130, loss_sal: 0.8247, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3379, mAP: 0.7782, best_mAP: 0.8981 [2024-04-16 11:43:23 INFO]: Epoch [398][1/1] lr: 0.0005, eta: 0:01:13, time: 0.052, data_time: 0.352, memory: 1588, loss_cls: 0.5236, loss_sal: 0.3151, loss_video_cal: 0.0097, loss_layer_cal: 0.0066, loss: 0.8551, scale: 16384.0000 [2024-04-16 11:43:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_398.pth... [2024-04-16 11:43:23 INFO]: Validating... [2024-04-16 11:43:23 INFO]: Epoch (val) [398][1] loss_cls: 0.5049, loss_sal: 0.8161, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3213, mAP: 0.7524, best_mAP: 0.8981 [2024-04-16 11:43:23 INFO]: Epoch [399][1/1] lr: 0.0005, eta: 0:01:12, time: 0.053, data_time: 0.351, memory: 1588, loss_cls: 0.5170, loss_sal: 0.0472, loss_video_cal: 0.0068, loss_layer_cal: 0.0054, loss: 0.5764, scale: 16384.0000 [2024-04-16 11:43:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_399.pth... [2024-04-16 11:43:24 INFO]: Validating... [2024-04-16 11:43:24 INFO]: Epoch (val) [399][1] loss_cls: 0.5048, loss_sal: 0.7600, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2650, mAP: 0.7720, best_mAP: 0.8981 [2024-04-16 11:43:24 INFO]: Epoch [400][1/1] lr: 0.0005, eta: 0:01:11, time: 0.051, data_time: 0.351, memory: 1588, loss_cls: 0.5348, loss_sal: 0.0743, loss_video_cal: 0.0070, loss_layer_cal: 0.0032, loss: 0.6194, scale: 16384.0000 [2024-04-16 11:43:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_400.pth... [2024-04-16 11:43:24 INFO]: Validating... [2024-04-16 11:43:24 INFO]: Epoch (val) [400][1] loss_cls: 0.5063, loss_sal: 0.7086, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2152, mAP: 0.7345, best_mAP: 0.8981 [2024-04-16 11:43:25 INFO]: Epoch [401][1/1] lr: 0.0005, eta: 0:01:11, time: 0.052, data_time: 0.350, memory: 1588, loss_cls: 0.5185, loss_sal: 0.0582, loss_video_cal: 0.0109, loss_layer_cal: 0.0027, loss: 0.5904, scale: 16384.0000 [2024-04-16 11:43:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_401.pth... [2024-04-16 11:43:25 INFO]: Validating... [2024-04-16 11:43:25 INFO]: Epoch (val) [401][1] loss_cls: 0.5068, loss_sal: 0.6737, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1807, mAP: 0.7249, best_mAP: 0.8981 [2024-04-16 11:43:26 INFO]: Epoch [402][1/1] lr: 0.0005, eta: 0:01:10, time: 0.053, data_time: 0.350, memory: 1588, loss_cls: 0.5207, loss_sal: 0.0689, loss_video_cal: 0.0179, loss_layer_cal: 0.0039, loss: 0.6114, scale: 16384.0000 [2024-04-16 11:43:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_402.pth... [2024-04-16 11:43:26 INFO]: Validating... [2024-04-16 11:43:26 INFO]: Epoch (val) [402][1] loss_cls: 0.5058, loss_sal: 0.6473, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1533, mAP: 0.7709, best_mAP: 0.8981 [2024-04-16 11:43:26 INFO]: Epoch [403][1/1] lr: 0.0005, eta: 0:01:09, time: 0.052, data_time: 0.349, memory: 1588, loss_cls: 0.5176, loss_sal: 0.2395, loss_video_cal: 0.0103, loss_layer_cal: 0.0082, loss: 0.7756, scale: 16384.0000 [2024-04-16 11:43:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_403.pth... [2024-04-16 11:43:26 INFO]: Validating... [2024-04-16 11:43:27 INFO]: Epoch (val) [403][1] loss_cls: 0.5053, loss_sal: 0.6290, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1345, mAP: 0.7490, best_mAP: 0.8981 [2024-04-16 11:43:27 INFO]: Epoch [404][1/1] lr: 0.0005, eta: 0:01:09, time: 0.052, data_time: 0.352, memory: 1588, loss_cls: 0.5161, loss_sal: 0.1126, loss_video_cal: 0.0101, loss_layer_cal: 0.0071, loss: 0.6460, scale: 16384.0000 [2024-04-16 11:43:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_404.pth... [2024-04-16 11:43:27 INFO]: Validating... [2024-04-16 11:43:27 INFO]: Epoch (val) [404][1] loss_cls: 0.5070, loss_sal: 0.6217, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1289, mAP: 0.7535, best_mAP: 0.8981 [2024-04-16 11:43:28 INFO]: Epoch [405][1/1] lr: 0.0005, eta: 0:01:08, time: 0.052, data_time: 0.351, memory: 1588, loss_cls: 0.5182, loss_sal: 0.1381, loss_video_cal: 0.0103, loss_layer_cal: 0.0067, loss: 0.6732, scale: 16384.0000 [2024-04-16 11:43:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_405.pth... [2024-04-16 11:43:28 INFO]: Validating... [2024-04-16 11:43:28 INFO]: Epoch (val) [405][1] loss_cls: 0.5134, loss_sal: 0.6067, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1204, mAP: 0.7167, best_mAP: 0.8981 [2024-04-16 11:43:28 INFO]: Epoch [406][1/1] lr: 0.0005, eta: 0:01:07, time: 0.052, data_time: 0.353, memory: 1588, loss_cls: 0.5251, loss_sal: 0.0800, loss_video_cal: 0.0057, loss_layer_cal: 0.0046, loss: 0.6153, scale: 16384.0000 [2024-04-16 11:43:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_406.pth... [2024-04-16 11:43:29 INFO]: Validating... [2024-04-16 11:43:29 INFO]: Epoch (val) [406][1] loss_cls: 0.5182, loss_sal: 0.5988, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1172, mAP: 0.7167, best_mAP: 0.8981 [2024-04-16 11:43:29 INFO]: Epoch [407][1/1] lr: 0.0005, eta: 0:01:06, time: 0.052, data_time: 0.349, memory: 1588, loss_cls: 0.5265, loss_sal: 0.0961, loss_video_cal: 0.0116, loss_layer_cal: 0.0025, loss: 0.6367, scale: 16384.0000 [2024-04-16 11:43:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_407.pth... [2024-04-16 11:43:29 INFO]: Validating... [2024-04-16 11:43:29 INFO]: Epoch (val) [407][1] loss_cls: 0.5169, loss_sal: 0.5900, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1071, mAP: 0.7412, best_mAP: 0.8981 [2024-04-16 11:43:30 INFO]: Epoch [408][1/1] lr: 0.0005, eta: 0:01:06, time: 0.052, data_time: 0.346, memory: 1588, loss_cls: 0.5301, loss_sal: 0.1337, loss_video_cal: 0.0153, loss_layer_cal: 0.0039, loss: 0.6830, scale: 16384.0000 [2024-04-16 11:43:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_408.pth... [2024-04-16 11:43:30 INFO]: Validating... [2024-04-16 11:43:30 INFO]: Epoch (val) [408][1] loss_cls: 0.5135, loss_sal: 0.5877, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1014, mAP: 0.7624, best_mAP: 0.8981 [2024-04-16 11:43:31 INFO]: Epoch [409][1/1] lr: 0.0005, eta: 0:01:05, time: 0.051, data_time: 0.352, memory: 1588, loss_cls: 0.5230, loss_sal: 0.1003, loss_video_cal: 0.0089, loss_layer_cal: 0.0044, loss: 0.6366, scale: 16384.0000 [2024-04-16 11:43:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_409.pth... [2024-04-16 11:43:31 INFO]: Validating... [2024-04-16 11:43:31 INFO]: Epoch (val) [409][1] loss_cls: 0.5105, loss_sal: 0.5847, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0955, mAP: 0.7790, best_mAP: 0.8981 [2024-04-16 11:43:31 INFO]: Epoch [410][1/1] lr: 0.0005, eta: 0:01:04, time: 0.052, data_time: 0.348, memory: 1588, loss_cls: 0.5221, loss_sal: 0.0239, loss_video_cal: 0.0045, loss_layer_cal: 0.0072, loss: 0.5577, scale: 16384.0000 [2024-04-16 11:43:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_410.pth... [2024-04-16 11:43:31 INFO]: Validating... [2024-04-16 11:43:32 INFO]: Epoch (val) [410][1] loss_cls: 0.5088, loss_sal: 0.5834, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0924, mAP: 0.7790, best_mAP: 0.8981 [2024-04-16 11:43:32 INFO]: Epoch [411][1/1] lr: 0.0005, eta: 0:01:03, time: 0.052, data_time: 0.349, memory: 1588, loss_cls: 0.5235, loss_sal: 0.1408, loss_video_cal: 0.0102, loss_layer_cal: 0.0028, loss: 0.6772, scale: 16384.0000 [2024-04-16 11:43:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_411.pth... [2024-04-16 11:43:32 INFO]: Validating... [2024-04-16 11:43:32 INFO]: Epoch (val) [411][1] loss_cls: 0.5083, loss_sal: 0.5962, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1047, mAP: 0.7790, best_mAP: 0.8981 [2024-04-16 11:43:33 INFO]: Epoch [412][1/1] lr: 0.0005, eta: 0:01:03, time: 0.053, data_time: 0.356, memory: 1588, loss_cls: 0.5240, loss_sal: 0.1275, loss_video_cal: 0.0076, loss_layer_cal: 0.0037, loss: 0.6627, scale: 16384.0000 [2024-04-16 11:43:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_412.pth... [2024-04-16 11:43:33 INFO]: Validating... [2024-04-16 11:43:33 INFO]: Epoch (val) [412][1] loss_cls: 0.5099, loss_sal: 0.6071, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1172, mAP: 0.7929, best_mAP: 0.8981 [2024-04-16 11:43:33 INFO]: Epoch [413][1/1] lr: 0.0005, eta: 0:01:02, time: 0.051, data_time: 0.352, memory: 1588, loss_cls: 0.5269, loss_sal: 0.0785, loss_video_cal: 0.0056, loss_layer_cal: 0.0055, loss: 0.6165, scale: 16384.0000 [2024-04-16 11:43:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_413.pth... [2024-04-16 11:43:33 INFO]: Validating... [2024-04-16 11:43:34 INFO]: Epoch (val) [413][1] loss_cls: 0.5115, loss_sal: 0.6389, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1506, mAP: 0.8398, best_mAP: 0.8981 [2024-04-16 11:43:34 INFO]: Epoch [414][1/1] lr: 0.0005, eta: 0:01:01, time: 0.052, data_time: 0.348, memory: 1588, loss_cls: 0.5274, loss_sal: 0.1112, loss_video_cal: 0.0076, loss_layer_cal: 0.0079, loss: 0.6541, scale: 16384.0000 [2024-04-16 11:43:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_414.pth... [2024-04-16 11:43:34 INFO]: Validating... [2024-04-16 11:43:34 INFO]: Epoch (val) [414][1] loss_cls: 0.5108, loss_sal: 0.6879, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1989, mAP: 0.8124, best_mAP: 0.8981 [2024-04-16 11:43:35 INFO]: Epoch [415][1/1] lr: 0.0005, eta: 0:01:01, time: 0.053, data_time: 0.349, memory: 1588, loss_cls: 0.5225, loss_sal: 0.0279, loss_video_cal: 0.0062, loss_layer_cal: 0.0062, loss: 0.5628, scale: 16384.0000 [2024-04-16 11:43:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_415.pth... [2024-04-16 11:43:35 INFO]: Validating... [2024-04-16 11:43:35 INFO]: Epoch (val) [415][1] loss_cls: 0.5081, loss_sal: 0.7334, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2417, mAP: 0.8124, best_mAP: 0.8981 [2024-04-16 11:43:36 INFO]: Epoch [416][1/1] lr: 0.0005, eta: 0:01:00, time: 0.052, data_time: 0.353, memory: 1588, loss_cls: 0.5250, loss_sal: 0.0665, loss_video_cal: 0.0045, loss_layer_cal: 0.0051, loss: 0.6010, scale: 16384.0000 [2024-04-16 11:43:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_416.pth... [2024-04-16 11:43:36 INFO]: Validating... [2024-04-16 11:43:36 INFO]: Epoch (val) [416][1] loss_cls: 0.5054, loss_sal: 0.7768, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2824, mAP: 0.8201, best_mAP: 0.8981 [2024-04-16 11:43:36 INFO]: Epoch [417][1/1] lr: 0.0005, eta: 0:00:59, time: 0.053, data_time: 0.352, memory: 1588, loss_cls: 0.5184, loss_sal: 0.0923, loss_video_cal: 0.0073, loss_layer_cal: 0.0075, loss: 0.6254, scale: 16384.0000 [2024-04-16 11:43:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_417.pth... [2024-04-16 11:43:36 INFO]: Validating... [2024-04-16 11:43:37 INFO]: Epoch (val) [417][1] loss_cls: 0.5067, loss_sal: 0.8149, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3218, mAP: 0.8201, best_mAP: 0.8981 [2024-04-16 11:43:37 INFO]: Epoch [418][1/1] lr: 0.0005, eta: 0:00:58, time: 0.051, data_time: 0.353, memory: 1588, loss_cls: 0.5214, loss_sal: 0.1198, loss_video_cal: 0.0072, loss_layer_cal: 0.0040, loss: 0.6524, scale: 16384.0000 [2024-04-16 11:43:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_418.pth... [2024-04-16 11:43:37 INFO]: Validating... [2024-04-16 11:43:37 INFO]: Epoch (val) [418][1] loss_cls: 0.5102, loss_sal: 0.8227, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3331, mAP: 0.8201, best_mAP: 0.8981 [2024-04-16 11:43:38 INFO]: Epoch [419][1/1] lr: 0.0005, eta: 0:00:58, time: 0.052, data_time: 0.355, memory: 1588, loss_cls: 0.5205, loss_sal: 0.0856, loss_video_cal: 0.0067, loss_layer_cal: 0.0068, loss: 0.6196, scale: 16384.0000 [2024-04-16 11:43:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_419.pth... [2024-04-16 11:43:38 INFO]: Validating... [2024-04-16 11:43:38 INFO]: Epoch (val) [419][1] loss_cls: 0.5133, loss_sal: 0.8180, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3315, mAP: 0.8201, best_mAP: 0.8981 [2024-04-16 11:43:38 INFO]: Epoch [420][1/1] lr: 0.0005, eta: 0:00:57, time: 0.051, data_time: 0.350, memory: 1588, loss_cls: 0.5266, loss_sal: 0.0361, loss_video_cal: 0.0087, loss_layer_cal: 0.0050, loss: 0.5764, scale: 16384.0000 [2024-04-16 11:43:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_420.pth... [2024-04-16 11:43:38 INFO]: Validating... [2024-04-16 11:43:39 INFO]: Epoch (val) [420][1] loss_cls: 0.5117, loss_sal: 0.8093, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3212, mAP: 0.8201, best_mAP: 0.8981 [2024-04-16 11:43:39 INFO]: Epoch [421][1/1] lr: 0.0005, eta: 0:00:56, time: 0.052, data_time: 0.349, memory: 1588, loss_cls: 0.5277, loss_sal: 0.0817, loss_video_cal: 0.0092, loss_layer_cal: 0.0042, loss: 0.6228, scale: 16384.0000 [2024-04-16 11:43:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_421.pth... [2024-04-16 11:43:39 INFO]: Validating... [2024-04-16 11:43:39 INFO]: Epoch (val) [421][1] loss_cls: 0.5073, loss_sal: 0.7832, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2907, mAP: 0.8607, best_mAP: 0.8981 [2024-04-16 11:43:40 INFO]: Epoch [422][1/1] lr: 0.0005, eta: 0:00:56, time: 0.053, data_time: 0.350, memory: 1588, loss_cls: 0.5199, loss_sal: 0.0830, loss_video_cal: 0.0041, loss_layer_cal: 0.0062, loss: 0.6133, scale: 16384.0000 [2024-04-16 11:43:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_422.pth... [2024-04-16 11:43:40 INFO]: Validating... [2024-04-16 11:43:40 INFO]: Epoch (val) [422][1] loss_cls: 0.5048, loss_sal: 0.7702, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2752, mAP: 0.8704, best_mAP: 0.8981 [2024-04-16 11:43:41 INFO]: Epoch [423][1/1] lr: 0.0005, eta: 0:00:55, time: 0.051, data_time: 0.349, memory: 1588, loss_cls: 0.5179, loss_sal: 0.0844, loss_video_cal: 0.0050, loss_layer_cal: 0.0069, loss: 0.6141, scale: 16384.0000 [2024-04-16 11:43:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_423.pth... [2024-04-16 11:43:41 INFO]: Validating... [2024-04-16 11:43:41 INFO]: Epoch (val) [423][1] loss_cls: 0.5059, loss_sal: 0.7542, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2603, mAP: 0.8235, best_mAP: 0.8981 [2024-04-16 11:43:41 INFO]: Epoch [424][1/1] lr: 0.0005, eta: 0:00:54, time: 0.053, data_time: 0.347, memory: 1588, loss_cls: 0.5236, loss_sal: 0.1168, loss_video_cal: 0.0084, loss_layer_cal: 0.0084, loss: 0.6571, scale: 16384.0000 [2024-04-16 11:43:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_424.pth... [2024-04-16 11:43:41 INFO]: Validating... [2024-04-16 11:43:42 INFO]: Epoch (val) [424][1] loss_cls: 0.5093, loss_sal: 0.7274, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2369, mAP: 0.8138, best_mAP: 0.8981 [2024-04-16 11:43:42 INFO]: Epoch [425][1/1] lr: 0.0005, eta: 0:00:53, time: 0.052, data_time: 0.348, memory: 1588, loss_cls: 0.5215, loss_sal: 0.1068, loss_video_cal: 0.0092, loss_layer_cal: 0.0052, loss: 0.6428, scale: 16384.0000 [2024-04-16 11:43:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_425.pth... [2024-04-16 11:43:42 INFO]: Validating... [2024-04-16 11:43:42 INFO]: Epoch (val) [425][1] loss_cls: 0.5124, loss_sal: 0.7026, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2153, mAP: 0.8138, best_mAP: 0.8981 [2024-04-16 11:43:43 INFO]: Epoch [426][1/1] lr: 0.0005, eta: 0:00:53, time: 0.051, data_time: 0.354, memory: 1588, loss_cls: 0.5272, loss_sal: 0.1043, loss_video_cal: 0.0120, loss_layer_cal: 0.0053, loss: 0.6488, scale: 16384.0000 [2024-04-16 11:43:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_426.pth... [2024-04-16 11:43:43 INFO]: Validating... [2024-04-16 11:43:43 INFO]: Epoch (val) [426][1] loss_cls: 0.5111, loss_sal: 0.6974, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2088, mAP: 0.8057, best_mAP: 0.8981 [2024-04-16 11:43:43 INFO]: Epoch [427][1/1] lr: 0.0005, eta: 0:00:52, time: 0.052, data_time: 0.349, memory: 1588, loss_cls: 0.5292, loss_sal: 0.0556, loss_video_cal: 0.0045, loss_layer_cal: 0.0036, loss: 0.5928, scale: 16384.0000 [2024-04-16 11:43:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_427.pth... [2024-04-16 11:43:43 INFO]: Validating... [2024-04-16 11:43:44 INFO]: Epoch (val) [427][1] loss_cls: 0.5068, loss_sal: 0.7024, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2095, mAP: 0.8138, best_mAP: 0.8981 [2024-04-16 11:43:44 INFO]: Epoch [428][1/1] lr: 0.0005, eta: 0:00:51, time: 0.053, data_time: 0.349, memory: 1588, loss_cls: 0.5218, loss_sal: 0.2366, loss_video_cal: 0.0078, loss_layer_cal: 0.0040, loss: 0.7702, scale: 16384.0000 [2024-04-16 11:43:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_428.pth... [2024-04-16 11:43:44 INFO]: Validating... [2024-04-16 11:43:44 INFO]: Epoch (val) [428][1] loss_cls: 0.5042, loss_sal: 0.7314, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2358, mAP: 0.8261, best_mAP: 0.8981 [2024-04-16 11:43:45 INFO]: Epoch [429][1/1] lr: 0.0005, eta: 0:00:51, time: 0.052, data_time: 0.353, memory: 1588, loss_cls: 0.5158, loss_sal: 0.0796, loss_video_cal: 0.0049, loss_layer_cal: 0.0047, loss: 0.6050, scale: 16384.0000 [2024-04-16 11:43:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_429.pth... [2024-04-16 11:43:45 INFO]: Validating... [2024-04-16 11:43:45 INFO]: Epoch (val) [429][1] loss_cls: 0.5039, loss_sal: 0.7543, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2583, mAP: 0.8761, best_mAP: 0.8981 [2024-04-16 11:43:46 INFO]: Epoch [430][1/1] lr: 0.0005, eta: 0:00:50, time: 0.051, data_time: 0.354, memory: 1588, loss_cls: 0.5176, loss_sal: 0.0159, loss_video_cal: 0.0072, loss_layer_cal: 0.0046, loss: 0.5453, scale: 16384.0000 [2024-04-16 11:43:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_430.pth... [2024-04-16 11:43:46 INFO]: Validating... [2024-04-16 11:43:46 INFO]: Epoch (val) [430][1] loss_cls: 0.5053, loss_sal: 0.7822, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2876, mAP: 0.8678, best_mAP: 0.8981 [2024-04-16 11:43:46 INFO]: Epoch [431][1/1] lr: 0.0005, eta: 0:00:49, time: 0.052, data_time: 0.352, memory: 1588, loss_cls: 0.5192, loss_sal: 0.0558, loss_video_cal: 0.0050, loss_layer_cal: 0.0039, loss: 0.5839, scale: 16384.0000 [2024-04-16 11:43:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_431.pth... [2024-04-16 11:43:46 INFO]: Validating... [2024-04-16 11:43:47 INFO]: Epoch (val) [431][1] loss_cls: 0.5063, loss_sal: 0.8049, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3113, mAP: 0.8680, best_mAP: 0.8981 [2024-04-16 11:43:47 INFO]: Epoch [432][1/1] lr: 0.0005, eta: 0:00:48, time: 0.052, data_time: 0.352, memory: 1588, loss_cls: 0.5180, loss_sal: 0.0514, loss_video_cal: 0.0125, loss_layer_cal: 0.0042, loss: 0.5861, scale: 16384.0000 [2024-04-16 11:43:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_432.pth... [2024-04-16 11:43:47 INFO]: Validating... [2024-04-16 11:43:47 INFO]: Epoch (val) [432][1] loss_cls: 0.5079, loss_sal: 0.8331, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3412, mAP: 0.8224, best_mAP: 0.8981 [2024-04-16 11:43:48 INFO]: Epoch [433][1/1] lr: 0.0005, eta: 0:00:48, time: 0.052, data_time: 0.349, memory: 1588, loss_cls: 0.5199, loss_sal: 0.0699, loss_video_cal: 0.0074, loss_layer_cal: 0.0072, loss: 0.6043, scale: 16384.0000 [2024-04-16 11:43:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_433.pth... [2024-04-16 11:43:48 INFO]: Validating... [2024-04-16 11:43:48 INFO]: Epoch (val) [433][1] loss_cls: 0.5075, loss_sal: 0.8492, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3569, mAP: 0.8494, best_mAP: 0.8981 [2024-04-16 11:43:48 INFO]: Epoch [434][1/1] lr: 0.0005, eta: 0:00:47, time: 0.052, data_time: 0.351, memory: 1588, loss_cls: 0.5167, loss_sal: 0.0935, loss_video_cal: 0.0056, loss_layer_cal: 0.0068, loss: 0.6226, scale: 16384.0000 [2024-04-16 11:43:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_434.pth... [2024-04-16 11:43:48 INFO]: Validating... [2024-04-16 11:43:49 INFO]: Epoch (val) [434][1] loss_cls: 0.5081, loss_sal: 0.8588, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3671, mAP: 0.8185, best_mAP: 0.8981 [2024-04-16 11:43:49 INFO]: Epoch [435][1/1] lr: 0.0005, eta: 0:00:46, time: 0.053, data_time: 0.353, memory: 1588, loss_cls: 0.5217, loss_sal: 0.0796, loss_video_cal: 0.0069, loss_layer_cal: 0.0058, loss: 0.6141, scale: 16384.0000 [2024-04-16 11:43:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_435.pth... [2024-04-16 11:43:49 INFO]: Validating... [2024-04-16 11:43:49 INFO]: Epoch (val) [435][1] loss_cls: 0.5062, loss_sal: 0.8296, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3360, mAP: 0.8494, best_mAP: 0.8981 [2024-04-16 11:43:50 INFO]: Epoch [436][1/1] lr: 0.0005, eta: 0:00:45, time: 0.051, data_time: 0.350, memory: 1588, loss_cls: 0.5191, loss_sal: 0.1135, loss_video_cal: 0.0083, loss_layer_cal: 0.0043, loss: 0.6452, scale: 16384.0000 [2024-04-16 11:43:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_436.pth... [2024-04-16 11:43:50 INFO]: Validating... [2024-04-16 11:43:50 INFO]: Epoch (val) [436][1] loss_cls: 0.5049, loss_sal: 0.8096, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3146, mAP: 0.8321, best_mAP: 0.8981 [2024-04-16 11:43:51 INFO]: Epoch [437][1/1] lr: 0.0005, eta: 0:00:45, time: 0.052, data_time: 0.353, memory: 1588, loss_cls: 0.5178, loss_sal: 0.0566, loss_video_cal: 0.0049, loss_layer_cal: 0.0038, loss: 0.5831, scale: 16384.0000 [2024-04-16 11:43:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_437.pth... [2024-04-16 11:43:51 INFO]: Validating... [2024-04-16 11:43:51 INFO]: Epoch (val) [437][1] loss_cls: 0.5045, loss_sal: 0.8034, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3081, mAP: 0.8494, best_mAP: 0.8981 [2024-04-16 11:43:51 INFO]: Epoch [438][1/1] lr: 0.0005, eta: 0:00:44, time: 0.053, data_time: 0.351, memory: 1588, loss_cls: 0.5157, loss_sal: 0.0565, loss_video_cal: 0.0076, loss_layer_cal: 0.0061, loss: 0.5859, scale: 16384.0000 [2024-04-16 11:43:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_438.pth... [2024-04-16 11:43:51 INFO]: Validating... [2024-04-16 11:43:52 INFO]: Epoch (val) [438][1] loss_cls: 0.5050, loss_sal: 0.8042, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3093, mAP: 0.8494, best_mAP: 0.8981 [2024-04-16 11:43:52 INFO]: Epoch [439][1/1] lr: 0.0005, eta: 0:00:43, time: 0.051, data_time: 0.349, memory: 1588, loss_cls: 0.5171, loss_sal: 0.0746, loss_video_cal: 0.0061, loss_layer_cal: 0.0067, loss: 0.6045, scale: 16384.0000 [2024-04-16 11:43:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_439.pth... [2024-04-16 11:43:52 INFO]: Validating... [2024-04-16 11:43:52 INFO]: Epoch (val) [439][1] loss_cls: 0.5050, loss_sal: 0.7836, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2888, mAP: 0.8445, best_mAP: 0.8981 [2024-04-16 11:43:53 INFO]: Epoch [440][1/1] lr: 0.0005, eta: 0:00:43, time: 0.053, data_time: 0.352, memory: 1588, loss_cls: 0.5179, loss_sal: 0.2060, loss_video_cal: 0.0064, loss_layer_cal: 0.0050, loss: 0.7353, scale: 16384.0000 [2024-04-16 11:43:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_440.pth... [2024-04-16 11:43:53 INFO]: Validating... [2024-04-16 11:43:53 INFO]: Epoch (val) [440][1] loss_cls: 0.5064, loss_sal: 0.7357, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2422, mAP: 0.8244, best_mAP: 0.8981 [2024-04-16 11:43:53 INFO]: Epoch [441][1/1] lr: 0.0005, eta: 0:00:42, time: 0.053, data_time: 0.355, memory: 1588, loss_cls: 0.5171, loss_sal: 0.0640, loss_video_cal: 0.0045, loss_layer_cal: 0.0030, loss: 0.5886, scale: 16384.0000 [2024-04-16 11:43:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_441.pth... [2024-04-16 11:43:53 INFO]: Validating... [2024-04-16 11:43:54 INFO]: Epoch (val) [441][1] loss_cls: 0.5072, loss_sal: 0.6816, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1890, mAP: 0.8169, best_mAP: 0.8981 [2024-04-16 11:43:54 INFO]: Epoch [442][1/1] lr: 0.0005, eta: 0:00:41, time: 0.053, data_time: 0.353, memory: 1588, loss_cls: 0.5193, loss_sal: 0.0244, loss_video_cal: 0.0048, loss_layer_cal: 0.0087, loss: 0.5571, scale: 16384.0000 [2024-04-16 11:43:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_442.pth... [2024-04-16 11:43:54 INFO]: Validating... [2024-04-16 11:43:54 INFO]: Epoch (val) [442][1] loss_cls: 0.5068, loss_sal: 0.6446, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1516, mAP: 0.8341, best_mAP: 0.8981 [2024-04-16 11:43:55 INFO]: Epoch [443][1/1] lr: 0.0005, eta: 0:00:40, time: 0.053, data_time: 0.351, memory: 1588, loss_cls: 0.5207, loss_sal: 0.0757, loss_video_cal: 0.0071, loss_layer_cal: 0.0039, loss: 0.6074, scale: 16384.0000 [2024-04-16 11:43:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_443.pth... [2024-04-16 11:43:55 INFO]: Validating... [2024-04-16 11:43:55 INFO]: Epoch (val) [443][1] loss_cls: 0.5063, loss_sal: 0.6150, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1215, mAP: 0.7837, best_mAP: 0.8981 [2024-04-16 11:43:56 INFO]: Epoch [444][1/1] lr: 0.0005, eta: 0:00:40, time: 0.052, data_time: 0.353, memory: 1588, loss_cls: 0.5173, loss_sal: 0.0668, loss_video_cal: 0.0045, loss_layer_cal: 0.0064, loss: 0.5951, scale: 16384.0000 [2024-04-16 11:43:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_444.pth... [2024-04-16 11:43:56 INFO]: Validating... [2024-04-16 11:43:56 INFO]: Epoch (val) [444][1] loss_cls: 0.5049, loss_sal: 0.6013, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1064, mAP: 0.7751, best_mAP: 0.8981 [2024-04-16 11:43:56 INFO]: Epoch [445][1/1] lr: 0.0005, eta: 0:00:39, time: 0.053, data_time: 0.353, memory: 1588, loss_cls: 0.5187, loss_sal: 0.0382, loss_video_cal: 0.0061, loss_layer_cal: 0.0040, loss: 0.5670, scale: 16384.0000 [2024-04-16 11:43:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_445.pth... [2024-04-16 11:43:56 INFO]: Validating... [2024-04-16 11:43:57 INFO]: Epoch (val) [445][1] loss_cls: 0.5048, loss_sal: 0.5954, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1004, mAP: 0.7151, best_mAP: 0.8981 [2024-04-16 11:43:57 INFO]: Epoch [446][1/1] lr: 0.0005, eta: 0:00:38, time: 0.052, data_time: 0.351, memory: 1588, loss_cls: 0.5146, loss_sal: 0.0448, loss_video_cal: 0.0045, loss_layer_cal: 0.0036, loss: 0.5674, scale: 16384.0000 [2024-04-16 11:43:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_446.pth... [2024-04-16 11:43:57 INFO]: Validating... [2024-04-16 11:43:57 INFO]: Epoch (val) [446][1] loss_cls: 0.5066, loss_sal: 0.5935, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1004, mAP: 0.7151, best_mAP: 0.8981 [2024-04-16 11:43:58 INFO]: Epoch [447][1/1] lr: 0.0005, eta: 0:00:38, time: 0.052, data_time: 0.350, memory: 1588, loss_cls: 0.5261, loss_sal: 0.0557, loss_video_cal: 0.0059, loss_layer_cal: 0.0027, loss: 0.5904, scale: 16384.0000 [2024-04-16 11:43:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_447.pth... [2024-04-16 11:43:58 INFO]: Validating... [2024-04-16 11:43:58 INFO]: Epoch (val) [447][1] loss_cls: 0.5086, loss_sal: 0.5915, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1003, mAP: 0.7151, best_mAP: 0.8981 [2024-04-16 11:43:58 INFO]: Epoch [448][1/1] lr: 0.0005, eta: 0:00:37, time: 0.051, data_time: 0.354, memory: 1588, loss_cls: 0.5172, loss_sal: 0.1041, loss_video_cal: 0.0030, loss_layer_cal: 0.0066, loss: 0.6309, scale: 16384.0000 [2024-04-16 11:43:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_448.pth... [2024-04-16 11:43:58 INFO]: Validating... [2024-04-16 11:43:59 INFO]: Epoch (val) [448][1] loss_cls: 0.5112, loss_sal: 0.6041, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1155, mAP: 0.7362, best_mAP: 0.8981 [2024-04-16 11:43:59 INFO]: Epoch [449][1/1] lr: 0.0005, eta: 0:00:36, time: 0.052, data_time: 0.355, memory: 1588, loss_cls: 0.5287, loss_sal: 0.1502, loss_video_cal: 0.0073, loss_layer_cal: 0.0058, loss: 0.6919, scale: 16384.0000 [2024-04-16 11:43:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_449.pth... [2024-04-16 11:43:59 INFO]: Validating... [2024-04-16 11:43:59 INFO]: Epoch (val) [449][1] loss_cls: 0.5085, loss_sal: 0.6119, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1207, mAP: 0.7362, best_mAP: 0.8981 [2024-04-16 11:44:00 INFO]: Epoch [450][1/1] lr: 0.0005, eta: 0:00:35, time: 0.052, data_time: 0.352, memory: 1588, loss_cls: 0.5184, loss_sal: 0.0522, loss_video_cal: 0.0039, loss_layer_cal: 0.0037, loss: 0.5782, scale: 16384.0000 [2024-04-16 11:44:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_450.pth... [2024-04-16 11:44:00 INFO]: Validating... [2024-04-16 11:44:00 INFO]: Epoch (val) [450][1] loss_cls: 0.5062, loss_sal: 0.6250, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1314, mAP: 0.7706, best_mAP: 0.8981 [2024-04-16 11:44:01 INFO]: Epoch [451][1/1] lr: 0.0005, eta: 0:00:35, time: 0.053, data_time: 0.350, memory: 1588, loss_cls: 0.5182, loss_sal: 0.0433, loss_video_cal: 0.0084, loss_layer_cal: 0.0029, loss: 0.5729, scale: 16384.0000 [2024-04-16 11:44:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_451.pth... [2024-04-16 11:44:01 INFO]: Validating... [2024-04-16 11:44:01 INFO]: Epoch (val) [451][1] loss_cls: 0.5056, loss_sal: 0.6462, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1520, mAP: 0.7706, best_mAP: 0.8981 [2024-04-16 11:44:01 INFO]: Epoch [452][1/1] lr: 0.0005, eta: 0:00:34, time: 0.053, data_time: 0.350, memory: 1588, loss_cls: 0.5168, loss_sal: 0.0493, loss_video_cal: 0.0041, loss_layer_cal: 0.0056, loss: 0.5758, scale: 16384.0000 [2024-04-16 11:44:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_452.pth... [2024-04-16 11:44:01 INFO]: Validating... [2024-04-16 11:44:02 INFO]: Epoch (val) [452][1] loss_cls: 0.5062, loss_sal: 0.6730, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1794, mAP: 0.7924, best_mAP: 0.8981 [2024-04-16 11:44:02 INFO]: Epoch [453][1/1] lr: 0.0005, eta: 0:00:33, time: 0.052, data_time: 0.351, memory: 1588, loss_cls: 0.5189, loss_sal: 0.0873, loss_video_cal: 0.0061, loss_layer_cal: 0.0032, loss: 0.6155, scale: 16384.0000 [2024-04-16 11:44:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_453.pth... [2024-04-16 11:44:02 INFO]: Validating... [2024-04-16 11:44:02 INFO]: Epoch (val) [453][1] loss_cls: 0.5067, loss_sal: 0.7090, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2159, mAP: 0.8163, best_mAP: 0.8981 [2024-04-16 11:44:03 INFO]: Epoch [454][1/1] lr: 0.0005, eta: 0:00:33, time: 0.052, data_time: 0.350, memory: 1588, loss_cls: 0.5168, loss_sal: 0.1458, loss_video_cal: 0.0081, loss_layer_cal: 0.0034, loss: 0.6741, scale: 16384.0000 [2024-04-16 11:44:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_454.pth... [2024-04-16 11:44:03 INFO]: Validating... [2024-04-16 11:44:03 INFO]: Epoch (val) [454][1] loss_cls: 0.5072, loss_sal: 0.7455, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2529, mAP: 0.8163, best_mAP: 0.8981 [2024-04-16 11:44:03 INFO]: Epoch [455][1/1] lr: 0.0005, eta: 0:00:32, time: 0.054, data_time: 0.354, memory: 1588, loss_cls: 0.5175, loss_sal: 0.0852, loss_video_cal: 0.0097, loss_layer_cal: 0.0061, loss: 0.6186, scale: 16384.0000 [2024-04-16 11:44:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_455.pth... [2024-04-16 11:44:03 INFO]: Validating... [2024-04-16 11:44:04 INFO]: Epoch (val) [455][1] loss_cls: 0.5078, loss_sal: 0.7834, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2914, mAP: 0.8256, best_mAP: 0.8981 [2024-04-16 11:44:04 INFO]: Epoch [456][1/1] lr: 0.0005, eta: 0:00:31, time: 0.052, data_time: 0.352, memory: 1588, loss_cls: 0.5179, loss_sal: 0.0922, loss_video_cal: 0.0048, loss_layer_cal: 0.0057, loss: 0.6206, scale: 16384.0000 [2024-04-16 11:44:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_456.pth... [2024-04-16 11:44:04 INFO]: Validating... [2024-04-16 11:44:04 INFO]: Epoch (val) [456][1] loss_cls: 0.5100, loss_sal: 0.8135, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3237, mAP: 0.8256, best_mAP: 0.8981 [2024-04-16 11:44:05 INFO]: Epoch [457][1/1] lr: 0.0005, eta: 0:00:30, time: 0.052, data_time: 0.352, memory: 1588, loss_cls: 0.5206, loss_sal: 0.0356, loss_video_cal: 0.0047, loss_layer_cal: 0.0068, loss: 0.5676, scale: 16384.0000 [2024-04-16 11:44:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_457.pth... [2024-04-16 11:44:05 INFO]: Validating... [2024-04-16 11:44:05 INFO]: Epoch (val) [457][1] loss_cls: 0.5133, loss_sal: 0.8309, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3444, mAP: 0.8499, best_mAP: 0.8981 [2024-04-16 11:44:05 INFO]: Epoch [458][1/1] lr: 0.0005, eta: 0:00:30, time: 0.051, data_time: 0.354, memory: 1588, loss_cls: 0.5181, loss_sal: 0.0555, loss_video_cal: 0.0068, loss_layer_cal: 0.0037, loss: 0.5841, scale: 16384.0000 [2024-04-16 11:44:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_458.pth... [2024-04-16 11:44:06 INFO]: Validating... [2024-04-16 11:44:06 INFO]: Epoch (val) [458][1] loss_cls: 0.5171, loss_sal: 0.8467, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3640, mAP: 0.8499, best_mAP: 0.8981 [2024-04-16 11:44:06 INFO]: Epoch [459][1/1] lr: 0.0005, eta: 0:00:29, time: 0.052, data_time: 0.349, memory: 1588, loss_cls: 0.5197, loss_sal: 0.0476, loss_video_cal: 0.0079, loss_layer_cal: 0.0026, loss: 0.5779, scale: 16384.0000 [2024-04-16 11:44:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_459.pth... [2024-04-16 11:44:06 INFO]: Validating... [2024-04-16 11:44:07 INFO]: Epoch (val) [459][1] loss_cls: 0.5191, loss_sal: 0.8710, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3903, mAP: 0.8256, best_mAP: 0.8981 [2024-04-16 11:44:07 INFO]: Epoch [460][1/1] lr: 0.0005, eta: 0:00:28, time: 0.052, data_time: 0.352, memory: 1588, loss_cls: 0.5205, loss_sal: 0.0335, loss_video_cal: 0.0076, loss_layer_cal: 0.0056, loss: 0.5672, scale: 16384.0000 [2024-04-16 11:44:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_460.pth... [2024-04-16 11:44:07 INFO]: Validating... [2024-04-16 11:44:07 INFO]: Epoch (val) [460][1] loss_cls: 0.5179, loss_sal: 0.8978, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4159, mAP: 0.8353, best_mAP: 0.8981 [2024-04-16 11:44:08 INFO]: Epoch [461][1/1] lr: 0.0005, eta: 0:00:28, time: 0.053, data_time: 0.353, memory: 1588, loss_cls: 0.5238, loss_sal: 0.0777, loss_video_cal: 0.0044, loss_layer_cal: 0.0033, loss: 0.6092, scale: 16384.0000 [2024-04-16 11:44:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_461.pth... [2024-04-16 11:44:08 INFO]: Validating... [2024-04-16 11:44:08 INFO]: Epoch (val) [461][1] loss_cls: 0.5132, loss_sal: 0.9226, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4361, mAP: 0.8353, best_mAP: 0.8981 [2024-04-16 11:44:08 INFO]: Epoch [462][1/1] lr: 0.0005, eta: 0:00:27, time: 0.052, data_time: 0.490, memory: 1588, loss_cls: 0.5171, loss_sal: 0.0448, loss_video_cal: 0.0059, loss_layer_cal: 0.0057, loss: 0.5735, scale: 16384.0000 [2024-04-16 11:44:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_462.pth... [2024-04-16 11:44:09 INFO]: Validating... [2024-04-16 11:44:09 INFO]: Epoch (val) [462][1] loss_cls: 0.5098, loss_sal: 0.9283, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4383, mAP: 0.8297, best_mAP: 0.8981 [2024-04-16 11:44:09 INFO]: Epoch [463][1/1] lr: 0.0005, eta: 0:00:26, time: 0.051, data_time: 0.349, memory: 1588, loss_cls: 0.5179, loss_sal: 0.0735, loss_video_cal: 0.0067, loss_layer_cal: 0.0018, loss: 0.6000, scale: 16384.0000 [2024-04-16 11:44:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_463.pth... [2024-04-16 11:44:09 INFO]: Validating... [2024-04-16 11:44:09 INFO]: Epoch (val) [463][1] loss_cls: 0.5084, loss_sal: 0.9215, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4301, mAP: 0.8353, best_mAP: 0.8981 [2024-04-16 11:44:10 INFO]: Epoch [464][1/1] lr: 0.0005, eta: 0:00:25, time: 0.052, data_time: 0.354, memory: 1588, loss_cls: 0.5184, loss_sal: 0.0501, loss_video_cal: 0.0105, loss_layer_cal: 0.0029, loss: 0.5819, scale: 16384.0000 [2024-04-16 11:44:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_464.pth... [2024-04-16 11:44:10 INFO]: Validating... [2024-04-16 11:44:10 INFO]: Epoch (val) [464][1] loss_cls: 0.5080, loss_sal: 0.9103, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4185, mAP: 0.8408, best_mAP: 0.8981 [2024-04-16 11:44:11 INFO]: Epoch [465][1/1] lr: 0.0005, eta: 0:00:25, time: 0.052, data_time: 0.352, memory: 1588, loss_cls: 0.5196, loss_sal: 0.0260, loss_video_cal: 0.0075, loss_layer_cal: 0.0022, loss: 0.5553, scale: 16384.0000 [2024-04-16 11:44:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_465.pth... [2024-04-16 11:44:11 INFO]: Validating... [2024-04-16 11:44:11 INFO]: Epoch (val) [465][1] loss_cls: 0.5084, loss_sal: 0.9037, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4123, mAP: 0.8408, best_mAP: 0.8981 [2024-04-16 11:44:11 INFO]: Epoch [466][1/1] lr: 0.0005, eta: 0:00:24, time: 0.053, data_time: 0.351, memory: 1588, loss_cls: 0.5169, loss_sal: 0.0256, loss_video_cal: 0.0091, loss_layer_cal: 0.0040, loss: 0.5556, scale: 16384.0000 [2024-04-16 11:44:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_466.pth... [2024-04-16 11:44:11 INFO]: Validating... [2024-04-16 11:44:12 INFO]: Epoch (val) [466][1] loss_cls: 0.5092, loss_sal: 0.9036, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4130, mAP: 0.8408, best_mAP: 0.8981 [2024-04-16 11:44:12 INFO]: Epoch [467][1/1] lr: 0.0005, eta: 0:00:23, time: 0.052, data_time: 0.347, memory: 1588, loss_cls: 0.5176, loss_sal: 0.1459, loss_video_cal: 0.0092, loss_layer_cal: 0.0026, loss: 0.6752, scale: 16384.0000 [2024-04-16 11:44:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_467.pth... [2024-04-16 11:44:12 INFO]: Validating... [2024-04-16 11:44:12 INFO]: Epoch (val) [467][1] loss_cls: 0.5097, loss_sal: 0.9469, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4568, mAP: 0.7038, best_mAP: 0.8981 [2024-04-16 11:44:13 INFO]: Epoch [468][1/1] lr: 0.0005, eta: 0:00:22, time: 0.052, data_time: 0.354, memory: 1588, loss_cls: 0.5158, loss_sal: 0.1267, loss_video_cal: 0.0054, loss_layer_cal: 0.0060, loss: 0.6540, scale: 16384.0000 [2024-04-16 11:44:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_468.pth... [2024-04-16 11:44:13 INFO]: Validating... [2024-04-16 11:44:13 INFO]: Epoch (val) [468][1] loss_cls: 0.5093, loss_sal: 0.9884, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4978, mAP: 0.6822, best_mAP: 0.8981 [2024-04-16 11:44:13 INFO]: Epoch [469][1/1] lr: 0.0005, eta: 0:00:22, time: 0.053, data_time: 0.351, memory: 1588, loss_cls: 0.5174, loss_sal: 0.0771, loss_video_cal: 0.0089, loss_layer_cal: 0.0033, loss: 0.6068, scale: 16384.0000 [2024-04-16 11:44:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_469.pth... [2024-04-16 11:44:14 INFO]: Validating... [2024-04-16 11:44:14 INFO]: Epoch (val) [469][1] loss_cls: 0.5080, loss_sal: 1.0090, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5172, mAP: 0.6625, best_mAP: 0.8981 [2024-04-16 11:44:14 INFO]: Epoch [470][1/1] lr: 0.0005, eta: 0:00:21, time: 0.052, data_time: 0.351, memory: 1588, loss_cls: 0.5147, loss_sal: 0.0865, loss_video_cal: 0.0068, loss_layer_cal: 0.0036, loss: 0.6115, scale: 16384.0000 [2024-04-16 11:44:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_470.pth... [2024-04-16 11:44:14 INFO]: Validating... [2024-04-16 11:44:14 INFO]: Epoch (val) [470][1] loss_cls: 0.5074, loss_sal: 1.0161, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5237, mAP: 0.5028, best_mAP: 0.8981 [2024-04-16 11:44:15 INFO]: Epoch [471][1/1] lr: 0.0005, eta: 0:00:20, time: 0.052, data_time: 0.354, memory: 1588, loss_cls: 0.5167, loss_sal: 0.0576, loss_video_cal: 0.0065, loss_layer_cal: 0.0064, loss: 0.5872, scale: 16384.0000 [2024-04-16 11:44:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_471.pth... [2024-04-16 11:44:15 INFO]: Validating... [2024-04-16 11:44:15 INFO]: Epoch (val) [471][1] loss_cls: 0.5075, loss_sal: 1.0126, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5203, mAP: 0.5028, best_mAP: 0.8981 [2024-04-16 11:44:16 INFO]: Epoch [472][1/1] lr: 0.0005, eta: 0:00:20, time: 0.052, data_time: 0.348, memory: 1588, loss_cls: 0.5179, loss_sal: 0.0690, loss_video_cal: 0.0060, loss_layer_cal: 0.0053, loss: 0.5982, scale: 16384.0000 [2024-04-16 11:44:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_472.pth... [2024-04-16 11:44:16 INFO]: Validating... [2024-04-16 11:44:16 INFO]: Epoch (val) [472][1] loss_cls: 0.5077, loss_sal: 0.9891, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4970, mAP: 0.6900, best_mAP: 0.8981 [2024-04-16 11:44:16 INFO]: Epoch [473][1/1] lr: 0.0005, eta: 0:00:19, time: 0.052, data_time: 0.354, memory: 1588, loss_cls: 0.5185, loss_sal: 0.0956, loss_video_cal: 0.0060, loss_layer_cal: 0.0033, loss: 0.6233, scale: 16384.0000 [2024-04-16 11:44:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_473.pth... [2024-04-16 11:44:16 INFO]: Validating... [2024-04-16 11:44:17 INFO]: Epoch (val) [473][1] loss_cls: 0.5074, loss_sal: 0.9809, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4886, mAP: 0.7462, best_mAP: 0.8981 [2024-04-16 11:44:17 INFO]: Epoch [474][1/1] lr: 0.0005, eta: 0:00:18, time: 0.053, data_time: 0.353, memory: 1588, loss_cls: 0.5178, loss_sal: 0.0482, loss_video_cal: 0.0048, loss_layer_cal: 0.0035, loss: 0.5743, scale: 16384.0000 [2024-04-16 11:44:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_474.pth... [2024-04-16 11:44:17 INFO]: Validating... [2024-04-16 11:44:17 INFO]: Epoch (val) [474][1] loss_cls: 0.5078, loss_sal: 0.9694, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4775, mAP: 0.7161, best_mAP: 0.8981 [2024-04-16 11:44:18 INFO]: Epoch [475][1/1] lr: 0.0005, eta: 0:00:17, time: 0.052, data_time: 0.352, memory: 1588, loss_cls: 0.5169, loss_sal: 0.0398, loss_video_cal: 0.0065, loss_layer_cal: 0.0105, loss: 0.5737, scale: 16384.0000 [2024-04-16 11:44:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_475.pth... [2024-04-16 11:44:18 INFO]: Validating... [2024-04-16 11:44:18 INFO]: Epoch (val) [475][1] loss_cls: 0.5074, loss_sal: 0.9561, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4638, mAP: 0.7152, best_mAP: 0.8981 [2024-04-16 11:44:18 INFO]: Epoch [476][1/1] lr: 0.0005, eta: 0:00:17, time: 0.051, data_time: 0.353, memory: 1588, loss_cls: 0.5162, loss_sal: 0.0639, loss_video_cal: 0.0047, loss_layer_cal: 0.0046, loss: 0.5893, scale: 16384.0000 [2024-04-16 11:44:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_476.pth... [2024-04-16 11:44:19 INFO]: Validating... [2024-04-16 11:44:19 INFO]: Epoch (val) [476][1] loss_cls: 0.5075, loss_sal: 0.9504, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.4581, mAP: 0.7152, best_mAP: 0.8981 [2024-04-16 11:44:19 INFO]: Epoch [477][1/1] lr: 0.0005, eta: 0:00:16, time: 0.053, data_time: 0.351, memory: 1588, loss_cls: 0.5166, loss_sal: 0.0870, loss_video_cal: 0.0069, loss_layer_cal: 0.0056, loss: 0.6161, scale: 16384.0000 [2024-04-16 11:44:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_477.pth... [2024-04-16 11:44:19 INFO]: Validating... [2024-04-16 11:44:20 INFO]: Epoch (val) [477][1] loss_cls: 0.5067, loss_sal: 0.9002, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4071, mAP: 0.7488, best_mAP: 0.8981 [2024-04-16 11:44:20 INFO]: Epoch [478][1/1] lr: 0.0005, eta: 0:00:15, time: 0.052, data_time: 0.355, memory: 1588, loss_cls: 0.5190, loss_sal: 0.0937, loss_video_cal: 0.0077, loss_layer_cal: 0.0027, loss: 0.6232, scale: 16384.0000 [2024-04-16 11:44:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_478.pth... [2024-04-16 11:44:20 INFO]: Validating... [2024-04-16 11:44:20 INFO]: Epoch (val) [478][1] loss_cls: 0.5068, loss_sal: 0.8713, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3784, mAP: 0.4654, best_mAP: 0.8981 [2024-04-16 11:44:21 INFO]: Epoch [479][1/1] lr: 0.0005, eta: 0:00:15, time: 0.054, data_time: 0.353, memory: 1588, loss_cls: 0.5203, loss_sal: 0.1215, loss_video_cal: 0.0042, loss_layer_cal: 0.0024, loss: 0.6484, scale: 16384.0000 [2024-04-16 11:44:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_479.pth... [2024-04-16 11:44:21 INFO]: Validating... [2024-04-16 11:44:21 INFO]: Epoch (val) [479][1] loss_cls: 0.5072, loss_sal: 0.8716, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3790, mAP: 0.4859, best_mAP: 0.8981 [2024-04-16 11:44:21 INFO]: Epoch [480][1/1] lr: 0.0005, eta: 0:00:14, time: 0.052, data_time: 0.356, memory: 1588, loss_cls: 0.5191, loss_sal: 0.0654, loss_video_cal: 0.0065, loss_layer_cal: 0.0032, loss: 0.5942, scale: 16384.0000 [2024-04-16 11:44:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_480.pth... [2024-04-16 11:44:21 INFO]: Validating... [2024-04-16 11:44:22 INFO]: Epoch (val) [480][1] loss_cls: 0.5080, loss_sal: 0.8995, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.4077, mAP: 0.6346, best_mAP: 0.8981 [2024-04-16 11:44:22 INFO]: Epoch [481][1/1] lr: 0.0005, eta: 0:00:13, time: 0.053, data_time: 0.354, memory: 1588, loss_cls: 0.5192, loss_sal: 0.0790, loss_video_cal: 0.0064, loss_layer_cal: 0.0027, loss: 0.6073, scale: 16384.0000 [2024-04-16 11:44:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_481.pth... [2024-04-16 11:44:22 INFO]: Validating... [2024-04-16 11:44:22 INFO]: Epoch (val) [481][1] loss_cls: 0.5113, loss_sal: 0.9419, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.4535, mAP: 0.6616, best_mAP: 0.8981 [2024-04-16 11:44:23 INFO]: Epoch [482][1/1] lr: 0.0005, eta: 0:00:12, time: 0.051, data_time: 0.349, memory: 1588, loss_cls: 0.5205, loss_sal: 0.0409, loss_video_cal: 0.0096, loss_layer_cal: 0.0029, loss: 0.5739, scale: 16384.0000 [2024-04-16 11:44:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_482.pth... [2024-04-16 11:44:23 INFO]: Validating... [2024-04-16 11:44:23 INFO]: Epoch (val) [482][1] loss_cls: 0.5162, loss_sal: 0.9574, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.4738, mAP: 0.7910, best_mAP: 0.8981 [2024-04-16 11:44:23 INFO]: Epoch [483][1/1] lr: 0.0005, eta: 0:00:12, time: 0.052, data_time: 0.348, memory: 1588, loss_cls: 0.5167, loss_sal: 0.0756, loss_video_cal: 0.0171, loss_layer_cal: 0.0063, loss: 0.6156, scale: 16384.0000 [2024-04-16 11:44:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_483.pth... [2024-04-16 11:44:24 INFO]: Validating... [2024-04-16 11:44:24 INFO]: Epoch (val) [483][1] loss_cls: 0.5204, loss_sal: 0.9337, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.4544, mAP: 0.8001, best_mAP: 0.8981 [2024-04-16 11:44:24 INFO]: Epoch [484][1/1] lr: 0.0005, eta: 0:00:11, time: 0.053, data_time: 0.351, memory: 1588, loss_cls: 0.5212, loss_sal: 0.0225, loss_video_cal: 0.0064, loss_layer_cal: 0.0049, loss: 0.5549, scale: 16384.0000 [2024-04-16 11:44:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_484.pth... [2024-04-16 11:44:24 INFO]: Validating... [2024-04-16 11:44:25 INFO]: Epoch (val) [484][1] loss_cls: 0.5202, loss_sal: 0.8927, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.4131, mAP: 0.8228, best_mAP: 0.8981 [2024-04-16 11:44:25 INFO]: Epoch [485][1/1] lr: 0.0005, eta: 0:00:10, time: 0.052, data_time: 0.354, memory: 1588, loss_cls: 0.5162, loss_sal: 0.0442, loss_video_cal: 0.0029, loss_layer_cal: 0.0052, loss: 0.5685, scale: 16384.0000 [2024-04-16 11:44:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_485.pth... [2024-04-16 11:44:25 INFO]: Validating... [2024-04-16 11:44:25 INFO]: Epoch (val) [485][1] loss_cls: 0.5179, loss_sal: 0.8409, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.3590, mAP: 0.8186, best_mAP: 0.8981 [2024-04-16 11:44:26 INFO]: Epoch [486][1/1] lr: 0.0005, eta: 0:00:10, time: 0.052, data_time: 0.352, memory: 1588, loss_cls: 0.5244, loss_sal: 0.0617, loss_video_cal: 0.0063, loss_layer_cal: 0.0062, loss: 0.5987, scale: 16384.0000 [2024-04-16 11:44:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_486.pth... [2024-04-16 11:44:26 INFO]: Validating... [2024-04-16 11:44:26 INFO]: Epoch (val) [486][1] loss_cls: 0.5129, loss_sal: 0.7866, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2998, mAP: 0.8249, best_mAP: 0.8981 [2024-04-16 11:44:26 INFO]: Epoch [487][1/1] lr: 0.0005, eta: 0:00:09, time: 0.052, data_time: 0.353, memory: 1588, loss_cls: 0.5178, loss_sal: 0.0929, loss_video_cal: 0.0039, loss_layer_cal: 0.0040, loss: 0.6186, scale: 16384.0000 [2024-04-16 11:44:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_487.pth... [2024-04-16 11:44:26 INFO]: Validating... [2024-04-16 11:44:27 INFO]: Epoch (val) [487][1] loss_cls: 0.5095, loss_sal: 0.7591, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2689, mAP: 0.8240, best_mAP: 0.8981 [2024-04-16 11:44:27 INFO]: Epoch [488][1/1] lr: 0.0005, eta: 0:00:08, time: 0.052, data_time: 0.349, memory: 1588, loss_cls: 0.5180, loss_sal: 0.0593, loss_video_cal: 0.0037, loss_layer_cal: 0.0019, loss: 0.5829, scale: 16384.0000 [2024-04-16 11:44:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_488.pth... [2024-04-16 11:44:27 INFO]: Validating... [2024-04-16 11:44:27 INFO]: Epoch (val) [488][1] loss_cls: 0.5082, loss_sal: 0.7326, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2411, mAP: 0.8240, best_mAP: 0.8981 [2024-04-16 11:44:28 INFO]: Epoch [489][1/1] lr: 0.0005, eta: 0:00:07, time: 0.053, data_time: 0.351, memory: 1588, loss_cls: 0.5183, loss_sal: 0.0307, loss_video_cal: 0.0033, loss_layer_cal: 0.0064, loss: 0.5588, scale: 16384.0000 [2024-04-16 11:44:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_489.pth... [2024-04-16 11:44:28 INFO]: Validating... [2024-04-16 11:44:28 INFO]: Epoch (val) [489][1] loss_cls: 0.5083, loss_sal: 0.7126, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2212, mAP: 0.8249, best_mAP: 0.8981 [2024-04-16 11:44:28 INFO]: Epoch [490][1/1] lr: 0.0005, eta: 0:00:07, time: 0.051, data_time: 0.353, memory: 1588, loss_cls: 0.5172, loss_sal: 0.0615, loss_video_cal: 0.0059, loss_layer_cal: 0.0063, loss: 0.5908, scale: 16384.0000 [2024-04-16 11:44:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_490.pth... [2024-04-16 11:44:29 INFO]: Validating... [2024-04-16 11:44:29 INFO]: Epoch (val) [490][1] loss_cls: 0.5086, loss_sal: 0.7000, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2089, mAP: 0.8249, best_mAP: 0.8981 [2024-04-16 11:44:29 INFO]: Epoch [491][1/1] lr: 0.0005, eta: 0:00:06, time: 0.052, data_time: 0.353, memory: 1588, loss_cls: 0.5179, loss_sal: 0.0768, loss_video_cal: 0.0044, loss_layer_cal: 0.0045, loss: 0.6036, scale: 16384.0000 [2024-04-16 11:44:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_491.pth... [2024-04-16 11:44:29 INFO]: Validating... [2024-04-16 11:44:30 INFO]: Epoch (val) [491][1] loss_cls: 0.5086, loss_sal: 0.7022, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2111, mAP: 0.8249, best_mAP: 0.8981 [2024-04-16 11:44:30 INFO]: Epoch [492][1/1] lr: 0.0005, eta: 0:00:05, time: 0.053, data_time: 0.351, memory: 1588, loss_cls: 0.5177, loss_sal: 0.0296, loss_video_cal: 0.0106, loss_layer_cal: 0.0048, loss: 0.5627, scale: 16384.0000 [2024-04-16 11:44:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_492.pth... [2024-04-16 11:44:30 INFO]: Validating... [2024-04-16 11:44:30 INFO]: Epoch (val) [492][1] loss_cls: 0.5112, loss_sal: 0.6543, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1657, mAP: 0.8249, best_mAP: 0.8981 [2024-04-16 11:44:31 INFO]: Epoch [493][1/1] lr: 0.0005, eta: 0:00:05, time: 0.053, data_time: 0.351, memory: 1588, loss_cls: 0.5178, loss_sal: 0.0929, loss_video_cal: 0.0105, loss_layer_cal: 0.0046, loss: 0.6258, scale: 16384.0000 [2024-04-16 11:44:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_493.pth... [2024-04-16 11:44:31 INFO]: Validating... [2024-04-16 11:44:31 INFO]: Epoch (val) [493][1] loss_cls: 0.5149, loss_sal: 0.6336, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1488, mAP: 0.8249, best_mAP: 0.8981 [2024-04-16 11:44:31 INFO]: Epoch [494][1/1] lr: 0.0005, eta: 0:00:04, time: 0.053, data_time: 0.349, memory: 1588, loss_cls: 0.5178, loss_sal: 0.1448, loss_video_cal: 0.0091, loss_layer_cal: 0.0058, loss: 0.6775, scale: 16384.0000 [2024-04-16 11:44:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_494.pth... [2024-04-16 11:44:31 INFO]: Validating... [2024-04-16 11:44:32 INFO]: Epoch (val) [494][1] loss_cls: 0.5235, loss_sal: 0.6170, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1408, mAP: 0.8361, best_mAP: 0.8981 [2024-04-16 11:44:32 INFO]: Epoch [495][1/1] lr: 0.0005, eta: 0:00:03, time: 0.052, data_time: 0.353, memory: 1588, loss_cls: 0.5168, loss_sal: 0.0840, loss_video_cal: 0.0092, loss_layer_cal: 0.0039, loss: 0.6139, scale: 16384.0000 [2024-04-16 11:44:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_495.pth... [2024-04-16 11:44:32 INFO]: Validating... [2024-04-16 11:44:32 INFO]: Epoch (val) [495][1] loss_cls: 0.5318, loss_sal: 0.6159, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1479, mAP: 0.8328, best_mAP: 0.8981 [2024-04-16 11:44:33 INFO]: Epoch [496][1/1] lr: 0.0005, eta: 0:00:02, time: 0.053, data_time: 0.355, memory: 1588, loss_cls: 0.5267, loss_sal: 0.0660, loss_video_cal: 0.0024, loss_layer_cal: 0.0032, loss: 0.5984, scale: 16384.0000 [2024-04-16 11:44:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_496.pth... [2024-04-16 11:44:33 INFO]: Validating... [2024-04-16 11:44:33 INFO]: Epoch (val) [496][1] loss_cls: 0.5277, loss_sal: 0.6335, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1615, mAP: 0.8456, best_mAP: 0.8981 [2024-04-16 11:44:33 INFO]: Epoch [497][1/1] lr: 0.0005, eta: 0:00:02, time: 0.052, data_time: 0.352, memory: 1588, loss_cls: 0.5271, loss_sal: 0.0857, loss_video_cal: 0.0049, loss_layer_cal: 0.0030, loss: 0.6206, scale: 16384.0000 [2024-04-16 11:44:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_497.pth... [2024-04-16 11:44:34 INFO]: Validating... [2024-04-16 11:44:34 INFO]: Epoch (val) [497][1] loss_cls: 0.5192, loss_sal: 0.6426, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1620, mAP: 0.8349, best_mAP: 0.8981 [2024-04-16 11:44:34 INFO]: Epoch [498][1/1] lr: 0.0005, eta: 0:00:01, time: 0.051, data_time: 0.353, memory: 1588, loss_cls: 0.5160, loss_sal: 0.0328, loss_video_cal: 0.0070, loss_layer_cal: 0.0015, loss: 0.5573, scale: 16384.0000 [2024-04-16 11:44:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_498.pth... [2024-04-16 11:44:34 INFO]: Validating... [2024-04-16 11:44:35 INFO]: Epoch (val) [498][1] loss_cls: 0.5146, loss_sal: 0.6409, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1558, mAP: 0.8474, best_mAP: 0.8981 [2024-04-16 11:44:35 INFO]: Epoch [499][1/1] lr: 0.0005, eta: 0:00:00, time: 0.052, data_time: 0.343, memory: 1588, loss_cls: 0.5133, loss_sal: 0.0363, loss_video_cal: 0.0041, loss_layer_cal: 0.0065, loss: 0.5602, scale: 16384.0000 [2024-04-16 11:44:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_499.pth... [2024-04-16 11:44:35 INFO]: Validating... [2024-04-16 11:44:35 INFO]: Epoch (val) [499][1] loss_cls: 0.5117, loss_sal: 0.6364, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1483, mAP: 0.8523, best_mAP: 0.8981 [2024-04-16 11:44:36 INFO]: Epoch [500][1/1] lr: 0.0005, eta: 0:00:00, time: 0.053, data_time: 0.352, memory: 1588, loss_cls: 0.5167, loss_sal: 0.0476, loss_video_cal: 0.0116, loss_layer_cal: 0.0021, loss: 0.5780, scale: 16384.0000 [2024-04-16 11:44:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vt/epoch_500.pth... [2024-04-16 11:44:36 INFO]: Validating... [2024-04-16 11:44:36 INFO]: Epoch (val) [500][1] loss_cls: 0.5112, loss_sal: 0.6353, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1467, mAP: 0.8523, best_mAP: 0.8981 [2024-04-16 11:44:36 INFO]: Overall training speed: 500 iterations in 0:00:26 (0.0536 s/it) [2024-04-16 11:44:36 INFO]: Done running in 0:05:59 (0:05:18 on hooks)