[2024-04-16 12:41:56 INFO]: Environment info: ---------------------- ------------------------------------------------------------------------------------------------ System Linux Python 3.12.2 | packaged by Anaconda, Inc. | (main, Feb 27 2024, 17:35:02) [GCC 11.2.0] CPU Intel(R) Xeon(R) Platinum 8358 CPU @ 2.60GHz CUDA_HOME /n/home01/coco/cuda-12.1 NVCC Build cuda_12.1.r12.1/compiler.32688072_0 GPU 0 NVIDIA A100-SXM4-80GB PyTorch 2.2.1+cu121 @ /n/home01/coco/miniconda3/envs/r2-tuning/lib/python3.12/site-packages/torch PyTorch debug build False torchvision 0.17.1+cu121 @ /n/home01/coco/miniconda3/envs/r2-tuning/lib/python3.12/site-packages/torchvision torchvision arch flags sm_50, sm_60, sm_70, sm_75, sm_80, sm_86, sm_90 nncore 0.4.2 numpy 1.26.4 PIL 10.2.0 cv2 4.9.0 ---------------------- ------------------------------------------------------------------------------------------------ PyTorch built with: - GCC 9.3 - C++ Version: 201703 - Intel(R) oneAPI Math Kernel Library Version 2022.2-Product Build 20220804 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v3.3.2 (Git Hash 2dc95a2ad0841e29db8b22fbccaf3e5da7992b01) - OpenMP 201511 (a.k.a. OpenMP 4.5) - LAPACK is enabled (usually provided by MKL) - NNPACK is enabled - CPU capability usage: AVX512 - CUDA Runtime 12.1 - NVCC architecture flags: -gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_90,code=sm_90 - CuDNN 8.9.2 - Magma 2.6.1 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=12.1, CUDNN_VERSION=8.9.2, CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=0 -fabi-version=11 -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DLIBKINETO_NOROCTRACER -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-stringop-overflow -Wsuggest-override -Wno-psabi -Wno-error=pedantic -Wno-error=old-style-cast -Wno-missing-braces -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=2.2.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=1, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, USE_ROCM_KERNEL_ASSERT=OFF, [2024-04-16 12:41:56 INFO]: Launcher: None [2024-04-16 12:41:56 INFO]: Config: /n/home01/coco/r2-tuning-dev/configs/tvsum/r2_tuning_tvsum_vu.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='VU'), 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='VU')) 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 12:41:56 INFO]: Using random seed: 76299967 [2024-04-16 12:41:56 INFO]: Model architecture: R2Tuning( (adapter): R2Block( (video_map): Sequential( (0): LayerNorm((768,), eps=1e-05, elementwise_affine=True) (1): Dropout(p=0.5, inplace=False) (2): Linear(in_features=768, out_features=256, bias=True) (3): ReLU(inplace=True) (4): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (5): Dropout(p=0.5, inplace=False) (6): Linear(in_features=256, out_features=256, bias=True) ) (query_map): Sequential( (0): LayerNorm((512,), eps=1e-05, elementwise_affine=True) (1): Dropout(p=0.5, inplace=False) (2): Linear(in_features=512, out_features=256, bias=True) (3): ReLU(inplace=True) (4): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (5): Dropout(p=0.5, inplace=False) (6): Linear(in_features=256, out_features=256, bias=True) ) (v_map): Linear(in_features=256, out_features=256, bias=True) (q_map): Linear(in_features=256, out_features=256, bias=True) (pos): PositionalEncoding(dims=256, temperature=10000, normalize=True, scale=6.283185307179586, offset=0.0) (tem): TransformerDecoderLayer( (cross_att): MultiHeadAttention(q_dims=256, k_dims=256, v_dims=256, h_dims=256, o_dims=256, heads=8, att_dropout=0.0, out_dropout=0.0, bias=True) (cross_att_norm): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (self_att): MultiHeadAttention(q_dims=256, k_dims=256, v_dims=256, h_dims=256, o_dims=256, heads=8, att_dropout=0.0, out_dropout=0.0, bias=True) (self_att_norm): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (ffn): FeedForwardNetwork(dims=256, ratio=4, ffn_dropout=0.0, out_dropout=0.0) (ffn_norm): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (droppath): DropPath(p=0.1) ) ) (pyramid): ConvPyramid( (blocks): ModuleList( (0): ReLU(inplace=True) ) ) (pooling): AdaPooling( (att): Linear(in_features=256, out_features=1, bias=False) ) (class_head): ConvHead( (module): Sequential( (0): Permute() (1): Conv1d(256, 256, kernel_size=(3,), stride=(1,), padding=(1,)) (2): ReLU(inplace=True) (3): Conv1d(256, 1, kernel_size=(3,), stride=(1,), padding=(1,)) (4): Permute() ) ) (generator): PointGenerator( (buffer_points): BufferList() ) (loss): BundleLoss( (_loss_cls): DynamicBCELoss(reduction='mean', pos_weight=None, loss_weight=1.0) (_loss_sal): SampledNCELoss(temperature=0.07, max_scale=100, learnable=False, direction=('row',), loss_weight=0.1) (_loss_video_cal): InfoNCELoss(temperature=0.07, max_scale=100, learnable=False, dist=False, loss_weight=0.1) (_loss_layer_cal): InfoNCELoss(temperature=0.07, max_scale=100, learnable=False, dist=False, loss_weight=0.1) ) ) [2024-04-16 12:41:56 INFO]: Learnable Parameters: [2024-04-16 12:41:56 INFO]: module.coef - torch.Size([1]) [2024-04-16 12:41:56 INFO]: module.adapter.gate - torch.Size([3]) [2024-04-16 12:41:56 INFO]: module.adapter.scale - torch.Size([4]) [2024-04-16 12:41:56 INFO]: module.adapter.video_map.0.weight - torch.Size([768]) [2024-04-16 12:41:56 INFO]: module.adapter.video_map.0.bias - torch.Size([768]) [2024-04-16 12:41:56 INFO]: module.adapter.video_map.2.weight - torch.Size([256, 768]) [2024-04-16 12:41:56 INFO]: module.adapter.video_map.2.bias - torch.Size([256]) [2024-04-16 12:41:56 INFO]: module.adapter.video_map.4.weight - torch.Size([256]) [2024-04-16 12:41:56 INFO]: module.adapter.video_map.4.bias - torch.Size([256]) [2024-04-16 12:41:56 INFO]: module.adapter.video_map.6.weight - torch.Size([256, 256]) [2024-04-16 12:41:56 INFO]: module.adapter.video_map.6.bias - torch.Size([256]) [2024-04-16 12:41:56 INFO]: module.adapter.query_map.0.weight - torch.Size([512]) [2024-04-16 12:41:56 INFO]: module.adapter.query_map.0.bias - torch.Size([512]) [2024-04-16 12:41:56 INFO]: module.adapter.query_map.2.weight - torch.Size([256, 512]) [2024-04-16 12:41:56 INFO]: module.adapter.query_map.2.bias - torch.Size([256]) [2024-04-16 12:41:56 INFO]: module.adapter.query_map.4.weight - torch.Size([256]) [2024-04-16 12:41:56 INFO]: module.adapter.query_map.4.bias - torch.Size([256]) [2024-04-16 12:41:56 INFO]: module.adapter.query_map.6.weight - torch.Size([256, 256]) [2024-04-16 12:41:56 INFO]: module.adapter.query_map.6.bias - torch.Size([256]) [2024-04-16 12:41:56 INFO]: module.adapter.v_map.weight - torch.Size([256, 256]) [2024-04-16 12:41:56 INFO]: module.adapter.v_map.bias - torch.Size([256]) [2024-04-16 12:41:56 INFO]: module.adapter.q_map.weight - torch.Size([256, 256]) [2024-04-16 12:41:56 INFO]: module.adapter.q_map.bias - torch.Size([256]) [2024-04-16 12:41:56 INFO]: module.adapter.tem.cross_att.q.weight - torch.Size([256, 256]) [2024-04-16 12:41:56 INFO]: module.adapter.tem.cross_att.q.bias - torch.Size([256]) [2024-04-16 12:41:56 INFO]: module.adapter.tem.cross_att.k.weight - torch.Size([256, 256]) [2024-04-16 12:41:56 INFO]: module.adapter.tem.cross_att.k.bias - torch.Size([256]) [2024-04-16 12:41:56 INFO]: module.adapter.tem.cross_att.v.weight - torch.Size([256, 256]) [2024-04-16 12:41:56 INFO]: module.adapter.tem.cross_att.v.bias - torch.Size([256]) [2024-04-16 12:41:56 INFO]: module.adapter.tem.cross_att.m.weight - torch.Size([256, 256]) [2024-04-16 12:41:56 INFO]: module.adapter.tem.cross_att.m.bias - torch.Size([256]) [2024-04-16 12:41:56 INFO]: module.adapter.tem.cross_att_norm.weight - torch.Size([256]) [2024-04-16 12:41:56 INFO]: module.adapter.tem.cross_att_norm.bias - torch.Size([256]) [2024-04-16 12:41:56 INFO]: module.adapter.tem.self_att.q.weight - torch.Size([256, 256]) [2024-04-16 12:41:56 INFO]: module.adapter.tem.self_att.q.bias - torch.Size([256]) [2024-04-16 12:41:56 INFO]: module.adapter.tem.self_att.k.weight - torch.Size([256, 256]) [2024-04-16 12:41:56 INFO]: module.adapter.tem.self_att.k.bias - torch.Size([256]) [2024-04-16 12:41:56 INFO]: module.adapter.tem.self_att.v.weight - torch.Size([256, 256]) [2024-04-16 12:41:56 INFO]: module.adapter.tem.self_att.v.bias - torch.Size([256]) [2024-04-16 12:41:56 INFO]: module.adapter.tem.self_att.m.weight - torch.Size([256, 256]) [2024-04-16 12:41:56 INFO]: module.adapter.tem.self_att.m.bias - torch.Size([256]) [2024-04-16 12:41:56 INFO]: module.adapter.tem.self_att_norm.weight - torch.Size([256]) [2024-04-16 12:41:56 INFO]: module.adapter.tem.self_att_norm.bias - torch.Size([256]) [2024-04-16 12:41:56 INFO]: module.adapter.tem.ffn.mapping.0.weight - torch.Size([1024, 256]) [2024-04-16 12:41:56 INFO]: module.adapter.tem.ffn.mapping.0.bias - torch.Size([1024]) [2024-04-16 12:41:56 INFO]: module.adapter.tem.ffn.mapping.2.weight - torch.Size([256, 1024]) [2024-04-16 12:41:56 INFO]: module.adapter.tem.ffn.mapping.2.bias - torch.Size([256]) [2024-04-16 12:41:56 INFO]: module.adapter.tem.ffn_norm.weight - torch.Size([256]) [2024-04-16 12:41:56 INFO]: module.adapter.tem.ffn_norm.bias - torch.Size([256]) [2024-04-16 12:41:56 INFO]: module.pooling.att.weight - torch.Size([1, 256]) [2024-04-16 12:41:56 INFO]: module.class_head.module.1.weight - torch.Size([256, 256, 3]) [2024-04-16 12:41:56 INFO]: module.class_head.module.1.bias - torch.Size([256]) [2024-04-16 12:41:56 INFO]: module.class_head.module.3.weight - torch.Size([1, 256, 3]) [2024-04-16 12:41:56 INFO]: module.class_head.module.3.bias - torch.Size([1]) [2024-04-16 12:41:56 INFO]: Learnable Parameters: 1.761M (100.0%) [2024-04-16 12:41:56 INFO]: Auto Scale Batch Size: 1 GPU(s) * 4 Samples [2024-04-16 12:41:56 INFO]: Distributed: False, AMP: fp16, Debug: False [2024-04-16 12:41:56 INFO]: Launch engine, host: coco@holygpu8a29203.rc.fas.harvard.edu, work_dir: work_dirs/r2_tuning_tvsum_vu [2024-04-16 12:41:56 INFO]: Stage: 1, epochs: 500, optimizer: AdamW(lr: 0.0005, weight_decay: 0.0001) [2024-04-16 12:41:58 INFO]: Epoch [1][1/1] lr: 0.0, eta: 0:12:29, time: 0.699, data_time: 0.803, memory: 1458, loss_cls: 0.6878, loss_sal: 0.4705, loss_video_cal: 0.1816, loss_layer_cal: 0.1880, loss: 1.5278, scale: 65536.0000 [2024-04-16 12:41:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_1.pth... [2024-04-16 12:41:58 INFO]: Validating... [2024-04-16 12:41:58 INFO]: Epoch (val) [1][1] loss_cls: 0.7060, loss_sal: 0.4197, loss_video_cal: 0.0000, loss_layer_cal: 0.1710, loss: 1.2968, mAP: 0.6976, best_mAP: 0.6976 [2024-04-16 12:41:59 INFO]: Epoch [2][1/1] lr: 1e-05, eta: 0:09:19, time: 0.050, data_time: 0.338, memory: 1482, loss_cls: 0.6924, loss_sal: 0.4340, loss_video_cal: 0.1737, loss_layer_cal: 0.1553, loss: 1.4554, scale: 65536.0000 [2024-04-16 12:41:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_2.pth... [2024-04-16 12:41:59 INFO]: Validating... [2024-04-16 12:41:59 INFO]: Epoch (val) [2][1] loss_cls: 0.6988, loss_sal: 0.4196, loss_video_cal: 0.0000, loss_layer_cal: 0.1709, loss: 1.2893, mAP: 0.6976, best_mAP: 0.6976 [2024-04-16 12:41:59 INFO]: Epoch [3][1/1] lr: 2e-05, eta: 0:08:04, time: 0.051, data_time: 0.318, memory: 1482, loss_cls: 0.7072, loss_sal: 0.4559, loss_video_cal: 0.1479, loss_layer_cal: 0.1324, loss: 1.4435, scale: 65536.0000 [2024-04-16 12:41:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_3.pth... [2024-04-16 12:41:59 INFO]: Validating... [2024-04-16 12:41:59 INFO]: Epoch (val) [3][1] loss_cls: 0.6852, loss_sal: 0.4191, loss_video_cal: 0.0000, loss_layer_cal: 0.1706, loss: 1.2749, mAP: 0.6822, best_mAP: 0.6976 [2024-04-16 12:42:00 INFO]: Epoch [4][1/1] lr: 3e-05, eta: 0:07:15, time: 0.050, data_time: 0.321, memory: 1482, loss_cls: 0.6828, loss_sal: 0.4836, loss_video_cal: 0.1393, loss_layer_cal: 0.1267, loss: 1.4323, scale: 65536.0000 [2024-04-16 12:42:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_4.pth... [2024-04-16 12:42:00 INFO]: Validating... [2024-04-16 12:42:00 INFO]: Epoch (val) [4][1] loss_cls: 0.6667, loss_sal: 0.4185, loss_video_cal: 0.0000, loss_layer_cal: 0.1701, loss: 1.2553, mAP: 0.8036, best_mAP: 0.8036 [2024-04-16 12:42:00 INFO]: Epoch [5][1/1] lr: 4e-05, eta: 0:06:44, time: 0.049, data_time: 0.318, memory: 1482, loss_cls: 0.6564, loss_sal: 0.4548, loss_video_cal: 0.1870, loss_layer_cal: 0.1709, loss: 1.4691, scale: 65536.0000 [2024-04-16 12:42:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_5.pth... [2024-04-16 12:42:00 INFO]: Validating... [2024-04-16 12:42:01 INFO]: Epoch (val) [5][1] loss_cls: 0.6456, loss_sal: 0.4182, loss_video_cal: 0.0000, loss_layer_cal: 0.1693, loss: 1.2331, mAP: 0.6424, best_mAP: 0.8036 [2024-04-16 12:42:01 INFO]: Epoch [6][1/1] lr: 5e-05, eta: 0:06:24, time: 0.050, data_time: 0.317, memory: 1482, loss_cls: 0.6415, loss_sal: 0.4736, loss_video_cal: 0.1677, loss_layer_cal: 0.1582, loss: 1.4410, scale: 65536.0000 [2024-04-16 12:42:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_6.pth... [2024-04-16 12:42:01 INFO]: Validating... [2024-04-16 12:42:01 INFO]: Epoch (val) [6][1] loss_cls: 0.6236, loss_sal: 0.4167, loss_video_cal: 0.0000, loss_layer_cal: 0.1683, loss: 1.2086, mAP: 0.5600, best_mAP: 0.8036 [2024-04-16 12:42:02 INFO]: Epoch [7][1/1] lr: 6e-05, eta: 0:06:09, time: 0.048, data_time: 0.318, memory: 1482, loss_cls: 0.6243, loss_sal: 0.4536, loss_video_cal: 0.1566, loss_layer_cal: 0.1568, loss: 1.3913, scale: 65536.0000 [2024-04-16 12:42:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_7.pth... [2024-04-16 12:42:02 INFO]: Validating... [2024-04-16 12:42:02 INFO]: Epoch (val) [7][1] loss_cls: 0.6030, loss_sal: 0.4163, loss_video_cal: 0.0000, loss_layer_cal: 0.1667, loss: 1.1861, mAP: 0.5661, best_mAP: 0.8036 [2024-04-16 12:42:02 INFO]: Epoch [8][1/1] lr: 7e-05, eta: 0:05:57, time: 0.048, data_time: 0.317, memory: 1482, loss_cls: 0.6185, loss_sal: 0.4315, loss_video_cal: 0.1380, loss_layer_cal: 0.1464, loss: 1.3344, scale: 65536.0000 [2024-04-16 12:42:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_8.pth... [2024-04-16 12:42:02 INFO]: Validating... [2024-04-16 12:42:02 INFO]: Epoch (val) [8][1] loss_cls: 0.5849, loss_sal: 0.4156, loss_video_cal: 0.0000, loss_layer_cal: 0.1649, loss: 1.1654, mAP: 0.5635, best_mAP: 0.8036 [2024-04-16 12:42:03 INFO]: Epoch [9][1/1] lr: 8e-05, eta: 0:05:48, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.6027, loss_sal: 0.4704, loss_video_cal: 0.1579, loss_layer_cal: 0.1375, loss: 1.3684, scale: 65536.0000 [2024-04-16 12:42:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_9.pth... [2024-04-16 12:42:03 INFO]: Validating... [2024-04-16 12:42:03 INFO]: Epoch (val) [9][1] loss_cls: 0.5693, loss_sal: 0.4140, loss_video_cal: 0.0000, loss_layer_cal: 0.1629, loss: 1.1462, mAP: 0.5413, best_mAP: 0.8036 [2024-04-16 12:42:03 INFO]: Epoch [10][1/1] lr: 9e-05, eta: 0:05:41, time: 0.048, data_time: 0.318, memory: 1482, loss_cls: 0.5764, loss_sal: 0.4604, loss_video_cal: 0.1889, loss_layer_cal: 0.1873, loss: 1.4130, scale: 65536.0000 [2024-04-16 12:42:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_10.pth... [2024-04-16 12:42:03 INFO]: Validating... [2024-04-16 12:42:04 INFO]: Epoch (val) [10][1] loss_cls: 0.5576, loss_sal: 0.4123, loss_video_cal: 0.0000, loss_layer_cal: 0.1607, loss: 1.1306, mAP: 0.5413, best_mAP: 0.8036 [2024-04-16 12:42:04 INFO]: Epoch [11][1/1] lr: 0.0001, eta: 0:05:35, time: 0.048, data_time: 0.317, memory: 1482, loss_cls: 0.5586, loss_sal: 0.4550, loss_video_cal: 0.1611, loss_layer_cal: 0.1719, loss: 1.3467, scale: 65536.0000 [2024-04-16 12:42:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_11.pth... [2024-04-16 12:42:04 INFO]: Validating... [2024-04-16 12:42:04 INFO]: Epoch (val) [11][1] loss_cls: 0.5505, loss_sal: 0.4110, loss_video_cal: 0.0000, loss_layer_cal: 0.1584, loss: 1.1200, mAP: 0.5622, best_mAP: 0.8036 [2024-04-16 12:42:04 INFO]: Epoch [12][1/1] lr: 0.00011, eta: 0:05:30, time: 0.049, data_time: 0.312, memory: 1482, loss_cls: 0.5592, loss_sal: 0.4736, loss_video_cal: 0.1579, loss_layer_cal: 0.1513, loss: 1.3420, scale: 65536.0000 [2024-04-16 12:42:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_12.pth... [2024-04-16 12:42:05 INFO]: Validating... [2024-04-16 12:42:05 INFO]: Epoch (val) [12][1] loss_cls: 0.5481, loss_sal: 0.4108, loss_video_cal: 0.0000, loss_layer_cal: 0.1560, loss: 1.1148, mAP: 0.5622, best_mAP: 0.8036 [2024-04-16 12:42:05 INFO]: Epoch [13][1/1] lr: 0.00012, eta: 0:05:25, time: 0.048, data_time: 0.315, memory: 1482, loss_cls: 0.5528, loss_sal: 0.4488, loss_video_cal: 0.1627, loss_layer_cal: 0.1623, loss: 1.3266, scale: 65536.0000 [2024-04-16 12:42:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_13.pth... [2024-04-16 12:42:05 INFO]: Validating... [2024-04-16 12:42:05 INFO]: Epoch (val) [13][1] loss_cls: 0.5499, loss_sal: 0.4125, loss_video_cal: 0.0000, loss_layer_cal: 0.1534, loss: 1.1158, mAP: 0.5661, best_mAP: 0.8036 [2024-04-16 12:42:06 INFO]: Epoch [14][1/1] lr: 0.00013, eta: 0:05:21, time: 0.049, data_time: 0.313, memory: 1482, loss_cls: 0.5549, loss_sal: 0.4695, loss_video_cal: 0.1650, loss_layer_cal: 0.1468, loss: 1.3362, scale: 65536.0000 [2024-04-16 12:42:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_14.pth... [2024-04-16 12:42:06 INFO]: Validating... [2024-04-16 12:42:06 INFO]: Epoch (val) [14][1] loss_cls: 0.5550, loss_sal: 0.4140, loss_video_cal: 0.0000, loss_layer_cal: 0.1506, loss: 1.1196, mAP: 0.5661, best_mAP: 0.8036 [2024-04-16 12:42:06 INFO]: Epoch [15][1/1] lr: 0.00014, eta: 0:05:17, time: 0.048, data_time: 0.309, memory: 1482, loss_cls: 0.5582, loss_sal: 0.4413, loss_video_cal: 0.1400, loss_layer_cal: 0.1229, loss: 1.2623, scale: 65536.0000 [2024-04-16 12:42:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_15.pth... [2024-04-16 12:42:06 INFO]: Validating... [2024-04-16 12:42:06 INFO]: Epoch (val) [15][1] loss_cls: 0.5615, loss_sal: 0.4150, loss_video_cal: 0.0000, loss_layer_cal: 0.1478, loss: 1.1243, mAP: 0.2911, best_mAP: 0.8036 [2024-04-16 12:42:07 INFO]: Epoch [16][1/1] lr: 0.00015, eta: 0:05:14, time: 0.049, data_time: 0.316, memory: 1482, loss_cls: 0.5668, loss_sal: 0.4586, loss_video_cal: 0.1541, loss_layer_cal: 0.1553, loss: 1.3349, scale: 65536.0000 [2024-04-16 12:42:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_16.pth... [2024-04-16 12:42:07 INFO]: Validating... [2024-04-16 12:42:07 INFO]: Epoch (val) [16][1] loss_cls: 0.5674, loss_sal: 0.4154, loss_video_cal: 0.0000, loss_layer_cal: 0.1453, loss: 1.1282, mAP: 0.2911, best_mAP: 0.8036 [2024-04-16 12:42:07 INFO]: Epoch [17][1/1] lr: 0.00016, eta: 0:05:11, time: 0.049, data_time: 0.316, memory: 1482, loss_cls: 0.5736, loss_sal: 0.4444, loss_video_cal: 0.1789, loss_layer_cal: 0.1646, loss: 1.3615, scale: 65536.0000 [2024-04-16 12:42:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_17.pth... [2024-04-16 12:42:07 INFO]: Validating... [2024-04-16 12:42:08 INFO]: Epoch (val) [17][1] loss_cls: 0.5711, loss_sal: 0.4156, loss_video_cal: 0.0000, loss_layer_cal: 0.1426, loss: 1.1292, mAP: 0.2911, best_mAP: 0.8036 [2024-04-16 12:42:08 INFO]: Epoch [18][1/1] lr: 0.00017, eta: 0:05:09, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5759, loss_sal: 0.4512, loss_video_cal: 0.1644, loss_layer_cal: 0.1672, loss: 1.3587, scale: 65536.0000 [2024-04-16 12:42:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_18.pth... [2024-04-16 12:42:08 INFO]: Validating... [2024-04-16 12:42:08 INFO]: Epoch (val) [18][1] loss_cls: 0.5719, loss_sal: 0.4155, loss_video_cal: 0.0000, loss_layer_cal: 0.1395, loss: 1.1270, mAP: 0.2911, best_mAP: 0.8036 [2024-04-16 12:42:08 INFO]: Epoch [19][1/1] lr: 0.00018, eta: 0:05:06, time: 0.048, data_time: 0.308, memory: 1482, loss_cls: 0.5759, loss_sal: 0.4342, loss_video_cal: 0.1912, loss_layer_cal: 0.1795, loss: 1.3808, scale: 65536.0000 [2024-04-16 12:42:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_19.pth... [2024-04-16 12:42:09 INFO]: Validating... [2024-04-16 12:42:09 INFO]: Epoch (val) [19][1] loss_cls: 0.5701, loss_sal: 0.4144, loss_video_cal: 0.0000, loss_layer_cal: 0.1364, loss: 1.1209, mAP: 0.2911, best_mAP: 0.8036 [2024-04-16 12:42:09 INFO]: Epoch [20][1/1] lr: 0.00019, eta: 0:05:04, time: 0.048, data_time: 0.310, memory: 1482, loss_cls: 0.5733, loss_sal: 0.4620, loss_video_cal: 0.1396, loss_layer_cal: 0.1418, loss: 1.3166, scale: 65536.0000 [2024-04-16 12:42:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_20.pth... [2024-04-16 12:42:09 INFO]: Validating... [2024-04-16 12:42:09 INFO]: Epoch (val) [20][1] loss_cls: 0.5663, loss_sal: 0.4140, loss_video_cal: 0.0000, loss_layer_cal: 0.1333, loss: 1.1136, mAP: 0.3350, best_mAP: 0.8036 [2024-04-16 12:42:10 INFO]: Epoch [21][1/1] lr: 0.0002, eta: 0:05:02, time: 0.048, data_time: 0.310, memory: 1482, loss_cls: 0.5651, loss_sal: 0.4625, loss_video_cal: 0.1368, loss_layer_cal: 0.1377, loss: 1.3020, scale: 65536.0000 [2024-04-16 12:42:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_21.pth... [2024-04-16 12:42:10 INFO]: Validating... [2024-04-16 12:42:10 INFO]: Epoch (val) [21][1] loss_cls: 0.5618, loss_sal: 0.4136, loss_video_cal: 0.0000, loss_layer_cal: 0.1299, loss: 1.1052, mAP: 0.3350, best_mAP: 0.8036 [2024-04-16 12:42:10 INFO]: Epoch [22][1/1] lr: 0.00021, eta: 0:05:00, time: 0.049, data_time: 0.315, memory: 1482, loss_cls: 0.5646, loss_sal: 0.4630, loss_video_cal: 0.1380, loss_layer_cal: 0.1426, loss: 1.3082, scale: 65536.0000 [2024-04-16 12:42:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_22.pth... [2024-04-16 12:42:10 INFO]: Validating... [2024-04-16 12:42:10 INFO]: Epoch (val) [22][1] loss_cls: 0.5568, loss_sal: 0.4130, loss_video_cal: 0.0000, loss_layer_cal: 0.1265, loss: 1.0963, mAP: 0.3350, best_mAP: 0.8036 [2024-04-16 12:42:11 INFO]: Epoch [23][1/1] lr: 0.00022, eta: 0:04:58, time: 0.047, data_time: 0.312, memory: 1482, loss_cls: 0.5583, loss_sal: 0.4525, loss_video_cal: 0.1562, loss_layer_cal: 0.1386, loss: 1.3056, scale: 65536.0000 [2024-04-16 12:42:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_23.pth... [2024-04-16 12:42:11 INFO]: Validating... [2024-04-16 12:42:11 INFO]: Epoch (val) [23][1] loss_cls: 0.5524, loss_sal: 0.4121, loss_video_cal: 0.0000, loss_layer_cal: 0.1235, loss: 1.0879, mAP: 0.2911, best_mAP: 0.8036 [2024-04-16 12:42:11 INFO]: Epoch [24][1/1] lr: 0.00023, eta: 0:04:56, time: 0.048, data_time: 0.317, memory: 1482, loss_cls: 0.5530, loss_sal: 0.4442, loss_video_cal: 0.1531, loss_layer_cal: 0.1416, loss: 1.2919, scale: 65536.0000 [2024-04-16 12:42:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_24.pth... [2024-04-16 12:42:11 INFO]: Validating... [2024-04-16 12:42:11 INFO]: Epoch (val) [24][1] loss_cls: 0.5497, loss_sal: 0.4123, loss_video_cal: 0.0000, loss_layer_cal: 0.1205, loss: 1.0825, mAP: 0.2911, best_mAP: 0.8036 [2024-04-16 12:42:12 INFO]: Epoch [25][1/1] lr: 0.00024, eta: 0:04:54, time: 0.049, data_time: 0.311, memory: 1482, loss_cls: 0.5519, loss_sal: 0.4775, loss_video_cal: 0.1406, loss_layer_cal: 0.1115, loss: 1.2815, scale: 65536.0000 [2024-04-16 12:42:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_25.pth... [2024-04-16 12:42:12 INFO]: Validating... [2024-04-16 12:42:12 INFO]: Epoch (val) [25][1] loss_cls: 0.5487, loss_sal: 0.4127, loss_video_cal: 0.0000, loss_layer_cal: 0.1176, loss: 1.0790, mAP: 0.2911, best_mAP: 0.8036 [2024-04-16 12:42:12 INFO]: Epoch [26][1/1] lr: 0.00025, eta: 0:04:53, time: 0.049, data_time: 0.312, memory: 1482, loss_cls: 0.5513, loss_sal: 0.4555, loss_video_cal: 0.1207, loss_layer_cal: 0.1304, loss: 1.2579, scale: 65536.0000 [2024-04-16 12:42:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_26.pth... [2024-04-16 12:42:13 INFO]: Validating... [2024-04-16 12:42:13 INFO]: Epoch (val) [26][1] loss_cls: 0.5491, loss_sal: 0.4123, loss_video_cal: 0.0000, loss_layer_cal: 0.1146, loss: 1.0760, mAP: 0.2911, best_mAP: 0.8036 [2024-04-16 12:42:13 INFO]: Epoch [27][1/1] lr: 0.00026, eta: 0:04:51, time: 0.049, data_time: 0.310, memory: 1482, loss_cls: 0.5518, loss_sal: 0.4472, loss_video_cal: 0.1246, loss_layer_cal: 0.1355, loss: 1.2591, scale: 65536.0000 [2024-04-16 12:42:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_27.pth... [2024-04-16 12:42:13 INFO]: Validating... [2024-04-16 12:42:13 INFO]: Epoch (val) [27][1] loss_cls: 0.5505, loss_sal: 0.4116, loss_video_cal: 0.0000, loss_layer_cal: 0.1118, loss: 1.0739, mAP: 0.2911, best_mAP: 0.8036 [2024-04-16 12:42:14 INFO]: Epoch [28][1/1] lr: 0.00027, eta: 0:04:50, time: 0.047, data_time: 0.316, memory: 1482, loss_cls: 0.5544, loss_sal: 0.4492, loss_video_cal: 0.1134, loss_layer_cal: 0.1108, loss: 1.2278, scale: 65536.0000 [2024-04-16 12:42:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_28.pth... [2024-04-16 12:42:14 INFO]: Validating... [2024-04-16 12:42:14 INFO]: Epoch (val) [28][1] loss_cls: 0.5520, loss_sal: 0.4100, loss_video_cal: 0.0000, loss_layer_cal: 0.1092, loss: 1.0712, mAP: 0.3002, best_mAP: 0.8036 [2024-04-16 12:42:14 INFO]: Epoch [29][1/1] lr: 0.00028, eta: 0:04:49, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5545, loss_sal: 0.4576, loss_video_cal: 0.1532, loss_layer_cal: 0.1463, loss: 1.3116, scale: 65536.0000 [2024-04-16 12:42:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_29.pth... [2024-04-16 12:42:14 INFO]: Validating... [2024-04-16 12:42:14 INFO]: Epoch (val) [29][1] loss_cls: 0.5531, loss_sal: 0.4105, loss_video_cal: 0.0000, loss_layer_cal: 0.1067, loss: 1.0703, mAP: 0.3354, best_mAP: 0.8036 [2024-04-16 12:42:15 INFO]: Epoch [30][1/1] lr: 0.00029, eta: 0:04:47, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5555, loss_sal: 0.4449, loss_video_cal: 0.1241, loss_layer_cal: 0.1120, loss: 1.2365, scale: 65536.0000 [2024-04-16 12:42:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_30.pth... [2024-04-16 12:42:15 INFO]: Validating... [2024-04-16 12:42:15 INFO]: Epoch (val) [30][1] loss_cls: 0.5531, loss_sal: 0.4110, loss_video_cal: 0.0000, loss_layer_cal: 0.1044, loss: 1.0686, mAP: 0.3354, best_mAP: 0.8036 [2024-04-16 12:42:15 INFO]: Epoch [31][1/1] lr: 0.0003, eta: 0:04:46, time: 0.047, data_time: 0.313, memory: 1482, loss_cls: 0.5564, loss_sal: 0.4654, loss_video_cal: 0.1307, loss_layer_cal: 0.1261, loss: 1.2785, scale: 65536.0000 [2024-04-16 12:42:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_31.pth... [2024-04-16 12:42:15 INFO]: Validating... [2024-04-16 12:42:15 INFO]: Epoch (val) [31][1] loss_cls: 0.5522, loss_sal: 0.4113, loss_video_cal: 0.0000, loss_layer_cal: 0.1021, loss: 1.0656, mAP: 0.3354, best_mAP: 0.8036 [2024-04-16 12:42:16 INFO]: Epoch [32][1/1] lr: 0.00031, eta: 0:04:45, time: 0.047, data_time: 0.311, memory: 1482, loss_cls: 0.5552, loss_sal: 0.4487, loss_video_cal: 0.1287, loss_layer_cal: 0.1441, loss: 1.2766, scale: 65536.0000 [2024-04-16 12:42:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_32.pth... [2024-04-16 12:42:16 INFO]: Validating... [2024-04-16 12:42:16 INFO]: Epoch (val) [32][1] loss_cls: 0.5509, loss_sal: 0.4117, loss_video_cal: 0.0000, loss_layer_cal: 0.1000, loss: 1.0626, mAP: 0.2911, best_mAP: 0.8036 [2024-04-16 12:42:16 INFO]: Epoch [33][1/1] lr: 0.00032, eta: 0:04:44, time: 0.049, data_time: 0.313, memory: 1482, loss_cls: 0.5535, loss_sal: 0.4351, loss_video_cal: 0.1175, loss_layer_cal: 0.1144, loss: 1.2206, scale: 65536.0000 [2024-04-16 12:42:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_33.pth... [2024-04-16 12:42:16 INFO]: Validating... [2024-04-16 12:42:17 INFO]: Epoch (val) [33][1] loss_cls: 0.5496, loss_sal: 0.4115, loss_video_cal: 0.0000, loss_layer_cal: 0.0980, loss: 1.0591, mAP: 0.2911, best_mAP: 0.8036 [2024-04-16 12:42:17 INFO]: Epoch [34][1/1] lr: 0.00033, eta: 0:04:42, time: 0.049, data_time: 0.313, memory: 1482, loss_cls: 0.5521, loss_sal: 0.4127, loss_video_cal: 0.1300, loss_layer_cal: 0.1126, loss: 1.2075, scale: 65536.0000 [2024-04-16 12:42:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_34.pth... [2024-04-16 12:42:17 INFO]: Validating... [2024-04-16 12:42:17 INFO]: Epoch (val) [34][1] loss_cls: 0.5489, loss_sal: 0.4113, loss_video_cal: 0.0000, loss_layer_cal: 0.0962, loss: 1.0565, mAP: 0.2911, best_mAP: 0.8036 [2024-04-16 12:42:18 INFO]: Epoch [35][1/1] lr: 0.00034, eta: 0:04:41, time: 0.048, data_time: 0.315, memory: 1482, loss_cls: 0.5511, loss_sal: 0.4522, loss_video_cal: 0.1333, loss_layer_cal: 0.1121, loss: 1.2487, scale: 65536.0000 [2024-04-16 12:42:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_35.pth... [2024-04-16 12:42:18 INFO]: Validating... [2024-04-16 12:42:18 INFO]: Epoch (val) [35][1] loss_cls: 0.5490, loss_sal: 0.4119, loss_video_cal: 0.0000, loss_layer_cal: 0.0944, loss: 1.0553, mAP: 0.2911, best_mAP: 0.8036 [2024-04-16 12:42:18 INFO]: Epoch [36][1/1] lr: 0.00035, eta: 0:04:40, time: 0.049, data_time: 0.315, memory: 1482, loss_cls: 0.5512, loss_sal: 0.4437, loss_video_cal: 0.1393, loss_layer_cal: 0.1210, loss: 1.2552, scale: 65536.0000 [2024-04-16 12:42:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_36.pth... [2024-04-16 12:42:18 INFO]: Validating... [2024-04-16 12:42:18 INFO]: Epoch (val) [36][1] loss_cls: 0.5496, loss_sal: 0.4118, loss_video_cal: 0.0000, loss_layer_cal: 0.0927, loss: 1.0541, mAP: 0.2911, best_mAP: 0.8036 [2024-04-16 12:42:19 INFO]: Epoch [37][1/1] lr: 0.00036, eta: 0:04:39, time: 0.048, data_time: 0.311, memory: 1482, loss_cls: 0.5511, loss_sal: 0.4340, loss_video_cal: 0.1268, loss_layer_cal: 0.0970, loss: 1.2090, scale: 65536.0000 [2024-04-16 12:42:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_37.pth... [2024-04-16 12:42:19 INFO]: Validating... [2024-04-16 12:42:19 INFO]: Epoch (val) [37][1] loss_cls: 0.5506, loss_sal: 0.4112, loss_video_cal: 0.0000, loss_layer_cal: 0.0911, loss: 1.0529, mAP: 0.2911, best_mAP: 0.8036 [2024-04-16 12:42:19 INFO]: Epoch [38][1/1] lr: 0.00037, eta: 0:04:38, time: 0.048, data_time: 0.317, memory: 1482, loss_cls: 0.5520, loss_sal: 0.4486, loss_video_cal: 0.1215, loss_layer_cal: 0.1101, loss: 1.2322, scale: 65536.0000 [2024-04-16 12:42:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_38.pth... [2024-04-16 12:42:19 INFO]: Validating... [2024-04-16 12:42:19 INFO]: Epoch (val) [38][1] loss_cls: 0.5514, loss_sal: 0.4115, loss_video_cal: 0.0000, loss_layer_cal: 0.0896, loss: 1.0524, mAP: 0.2911, best_mAP: 0.8036 [2024-04-16 12:42:20 INFO]: Epoch [39][1/1] lr: 0.00038, eta: 0:04:37, time: 0.047, data_time: 0.316, memory: 1482, loss_cls: 0.5529, loss_sal: 0.4267, loss_video_cal: 0.1367, loss_layer_cal: 0.1189, loss: 1.2352, scale: 65536.0000 [2024-04-16 12:42:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_39.pth... [2024-04-16 12:42:20 INFO]: Validating... [2024-04-16 12:42:20 INFO]: Epoch (val) [39][1] loss_cls: 0.5516, loss_sal: 0.4110, loss_video_cal: 0.0000, loss_layer_cal: 0.0883, loss: 1.0509, mAP: 0.2911, best_mAP: 0.8036 [2024-04-16 12:42:20 INFO]: Epoch [40][1/1] lr: 0.00039, eta: 0:04:36, time: 0.048, data_time: 0.314, memory: 1482, loss_cls: 0.5542, loss_sal: 0.4586, loss_video_cal: 0.0978, loss_layer_cal: 0.1029, loss: 1.2135, scale: 65536.0000 [2024-04-16 12:42:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_40.pth... [2024-04-16 12:42:20 INFO]: Validating... [2024-04-16 12:42:21 INFO]: Epoch (val) [40][1] loss_cls: 0.5511, loss_sal: 0.4108, loss_video_cal: 0.0000, loss_layer_cal: 0.0870, loss: 1.0489, mAP: 0.2911, best_mAP: 0.8036 [2024-04-16 12:42:21 INFO]: Epoch [41][1/1] lr: 0.0004, eta: 0:04:35, time: 0.049, data_time: 0.311, memory: 1482, loss_cls: 0.5528, loss_sal: 0.4473, loss_video_cal: 0.1367, loss_layer_cal: 0.1303, loss: 1.2672, scale: 65536.0000 [2024-04-16 12:42:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_41.pth... [2024-04-16 12:42:21 INFO]: Validating... [2024-04-16 12:42:21 INFO]: Epoch (val) [41][1] loss_cls: 0.5504, loss_sal: 0.4113, loss_video_cal: 0.0000, loss_layer_cal: 0.0860, loss: 1.0476, mAP: 0.2911, best_mAP: 0.8036 [2024-04-16 12:42:22 INFO]: Epoch [42][1/1] lr: 0.00041, eta: 0:04:34, time: 0.047, data_time: 0.318, memory: 1482, loss_cls: 0.5524, loss_sal: 0.4457, loss_video_cal: 0.1309, loss_layer_cal: 0.1126, loss: 1.2416, scale: 65536.0000 [2024-04-16 12:42:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_42.pth... [2024-04-16 12:42:22 INFO]: Validating... [2024-04-16 12:42:22 INFO]: Epoch (val) [42][1] loss_cls: 0.5495, loss_sal: 0.4117, loss_video_cal: 0.0000, loss_layer_cal: 0.0850, loss: 1.0462, mAP: 0.2911, best_mAP: 0.8036 [2024-04-16 12:42:22 INFO]: Epoch [43][1/1] lr: 0.00042, eta: 0:04:33, time: 0.047, data_time: 0.311, memory: 1482, loss_cls: 0.5510, loss_sal: 0.4502, loss_video_cal: 0.1231, loss_layer_cal: 0.1049, loss: 1.2292, scale: 65536.0000 [2024-04-16 12:42:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_43.pth... [2024-04-16 12:42:22 INFO]: Validating... [2024-04-16 12:42:22 INFO]: Epoch (val) [43][1] loss_cls: 0.5490, loss_sal: 0.4118, loss_video_cal: 0.0000, loss_layer_cal: 0.0840, loss: 1.0448, mAP: 0.2911, best_mAP: 0.8036 [2024-04-16 12:42:23 INFO]: Epoch [44][1/1] lr: 0.00043, eta: 0:04:33, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5511, loss_sal: 0.4648, loss_video_cal: 0.1218, loss_layer_cal: 0.1154, loss: 1.2531, scale: 65536.0000 [2024-04-16 12:42:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_44.pth... [2024-04-16 12:42:23 INFO]: Validating... [2024-04-16 12:42:23 INFO]: Epoch (val) [44][1] loss_cls: 0.5489, loss_sal: 0.4120, loss_video_cal: 0.0000, loss_layer_cal: 0.0830, loss: 1.0439, mAP: 0.2983, best_mAP: 0.8036 [2024-04-16 12:42:23 INFO]: Epoch [45][1/1] lr: 0.00044, eta: 0:04:32, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5508, loss_sal: 0.4402, loss_video_cal: 0.1025, loss_layer_cal: 0.1154, loss: 1.2088, scale: 65536.0000 [2024-04-16 12:42:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_45.pth... [2024-04-16 12:42:23 INFO]: Validating... [2024-04-16 12:42:23 INFO]: Epoch (val) [45][1] loss_cls: 0.5491, loss_sal: 0.4114, loss_video_cal: 0.0000, loss_layer_cal: 0.0820, loss: 1.0425, mAP: 0.3002, best_mAP: 0.8036 [2024-04-16 12:42:24 INFO]: Epoch [46][1/1] lr: 0.00045, eta: 0:04:31, time: 0.049, data_time: 0.312, memory: 1482, loss_cls: 0.5517, loss_sal: 0.4232, loss_video_cal: 0.1056, loss_layer_cal: 0.1086, loss: 1.1892, scale: 65536.0000 [2024-04-16 12:42:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_46.pth... [2024-04-16 12:42:24 INFO]: Validating... [2024-04-16 12:42:24 INFO]: Epoch (val) [46][1] loss_cls: 0.5494, loss_sal: 0.4109, loss_video_cal: 0.0000, loss_layer_cal: 0.0810, loss: 1.0413, mAP: 0.3002, best_mAP: 0.8036 [2024-04-16 12:42:24 INFO]: Epoch [47][1/1] lr: 0.00046, eta: 0:04:30, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5520, loss_sal: 0.4473, loss_video_cal: 0.0983, loss_layer_cal: 0.1127, loss: 1.2104, scale: 65536.0000 [2024-04-16 12:42:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_47.pth... [2024-04-16 12:42:24 INFO]: Validating... [2024-04-16 12:42:25 INFO]: Epoch (val) [47][1] loss_cls: 0.5495, loss_sal: 0.4111, loss_video_cal: 0.0000, loss_layer_cal: 0.0799, loss: 1.0405, mAP: 0.3002, best_mAP: 0.8036 [2024-04-16 12:42:25 INFO]: Epoch [48][1/1] lr: 0.00047, eta: 0:04:29, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5520, loss_sal: 0.4239, loss_video_cal: 0.0967, loss_layer_cal: 0.0832, loss: 1.1557, scale: 65536.0000 [2024-04-16 12:42:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_48.pth... [2024-04-16 12:42:25 INFO]: Validating... [2024-04-16 12:42:25 INFO]: Epoch (val) [48][1] loss_cls: 0.5494, loss_sal: 0.4112, loss_video_cal: 0.0000, loss_layer_cal: 0.0787, loss: 1.0393, mAP: 0.3002, best_mAP: 0.8036 [2024-04-16 12:42:25 INFO]: Epoch [49][1/1] lr: 0.00048, eta: 0:04:28, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5520, loss_sal: 0.4253, loss_video_cal: 0.0870, loss_layer_cal: 0.1017, loss: 1.1659, scale: 65536.0000 [2024-04-16 12:42:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_49.pth... [2024-04-16 12:42:26 INFO]: Validating... [2024-04-16 12:42:26 INFO]: Epoch (val) [49][1] loss_cls: 0.5491, loss_sal: 0.4114, loss_video_cal: 0.0000, loss_layer_cal: 0.0776, loss: 1.0381, mAP: 0.3002, best_mAP: 0.8036 [2024-04-16 12:42:26 INFO]: Epoch [50][1/1] lr: 0.00049, eta: 0:04:27, time: 0.048, data_time: 0.314, memory: 1482, loss_cls: 0.5510, loss_sal: 0.4386, loss_video_cal: 0.0998, loss_layer_cal: 0.0932, loss: 1.1826, scale: 65536.0000 [2024-04-16 12:42:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_50.pth... [2024-04-16 12:42:26 INFO]: Validating... [2024-04-16 12:42:26 INFO]: Epoch (val) [50][1] loss_cls: 0.5490, loss_sal: 0.4115, loss_video_cal: 0.0000, loss_layer_cal: 0.0767, loss: 1.0372, mAP: 0.3002, best_mAP: 0.8036 [2024-04-16 12:42:27 INFO]: Epoch [51][1/1] lr: 0.0005, eta: 0:04:26, time: 0.047, data_time: 0.317, memory: 1482, loss_cls: 0.5509, loss_sal: 0.4407, loss_video_cal: 0.1004, loss_layer_cal: 0.0897, loss: 1.1818, scale: 65536.0000 [2024-04-16 12:42:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_51.pth... [2024-04-16 12:42:27 INFO]: Validating... [2024-04-16 12:42:27 INFO]: Epoch (val) [51][1] loss_cls: 0.5492, loss_sal: 0.4114, loss_video_cal: 0.0000, loss_layer_cal: 0.0758, loss: 1.0365, mAP: 0.3002, best_mAP: 0.8036 [2024-04-16 12:42:27 INFO]: Epoch [52][1/1] lr: 0.0005, eta: 0:04:26, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5508, loss_sal: 0.4243, loss_video_cal: 0.1019, loss_layer_cal: 0.0908, loss: 1.1678, scale: 65536.0000 [2024-04-16 12:42:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_52.pth... [2024-04-16 12:42:27 INFO]: Validating... [2024-04-16 12:42:27 INFO]: Epoch (val) [52][1] loss_cls: 0.5498, loss_sal: 0.4116, loss_video_cal: 0.0000, loss_layer_cal: 0.0751, loss: 1.0365, mAP: 0.3344, best_mAP: 0.8036 [2024-04-16 12:42:28 INFO]: Epoch [53][1/1] lr: 0.0005, eta: 0:04:25, time: 0.047, data_time: 0.312, memory: 1482, loss_cls: 0.5509, loss_sal: 0.4457, loss_video_cal: 0.1038, loss_layer_cal: 0.1033, loss: 1.2036, scale: 65536.0000 [2024-04-16 12:42:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_53.pth... [2024-04-16 12:42:28 INFO]: Validating... [2024-04-16 12:42:28 INFO]: Epoch (val) [53][1] loss_cls: 0.5502, loss_sal: 0.4115, loss_video_cal: 0.0000, loss_layer_cal: 0.0743, loss: 1.0359, mAP: 0.3344, best_mAP: 0.8036 [2024-04-16 12:42:28 INFO]: Epoch [54][1/1] lr: 0.0005, eta: 0:04:24, time: 0.047, data_time: 0.312, memory: 1482, loss_cls: 0.5515, loss_sal: 0.4544, loss_video_cal: 0.0799, loss_layer_cal: 0.0861, loss: 1.1719, scale: 65536.0000 [2024-04-16 12:42:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_54.pth... [2024-04-16 12:42:28 INFO]: Validating... [2024-04-16 12:42:29 INFO]: Epoch (val) [54][1] loss_cls: 0.5501, loss_sal: 0.4111, loss_video_cal: 0.0000, loss_layer_cal: 0.0738, loss: 1.0350, mAP: 0.3344, best_mAP: 0.8036 [2024-04-16 12:42:29 INFO]: Epoch [55][1/1] lr: 0.0005, eta: 0:04:23, time: 0.047, data_time: 0.312, memory: 1482, loss_cls: 0.5513, loss_sal: 0.4510, loss_video_cal: 0.0956, loss_layer_cal: 0.0882, loss: 1.1861, scale: 65536.0000 [2024-04-16 12:42:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_55.pth... [2024-04-16 12:42:29 INFO]: Validating... [2024-04-16 12:42:29 INFO]: Epoch (val) [55][1] loss_cls: 0.5497, loss_sal: 0.4109, loss_video_cal: 0.0000, loss_layer_cal: 0.0732, loss: 1.0339, mAP: 0.3344, best_mAP: 0.8036 [2024-04-16 12:42:29 INFO]: Epoch [56][1/1] lr: 0.0005, eta: 0:04:22, time: 0.048, data_time: 0.311, memory: 1482, loss_cls: 0.5510, loss_sal: 0.4274, loss_video_cal: 0.0768, loss_layer_cal: 0.0720, loss: 1.1271, scale: 65536.0000 [2024-04-16 12:42:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_56.pth... [2024-04-16 12:42:30 INFO]: Validating... [2024-04-16 12:42:30 INFO]: Epoch (val) [56][1] loss_cls: 0.5493, loss_sal: 0.4109, loss_video_cal: 0.0000, loss_layer_cal: 0.0726, loss: 1.0328, mAP: 0.3344, best_mAP: 0.8036 [2024-04-16 12:42:30 INFO]: Epoch [57][1/1] lr: 0.0005, eta: 0:04:22, time: 0.047, data_time: 0.316, memory: 1482, loss_cls: 0.5506, loss_sal: 0.4101, loss_video_cal: 0.0806, loss_layer_cal: 0.0845, loss: 1.1259, scale: 65536.0000 [2024-04-16 12:42:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_57.pth... [2024-04-16 12:42:30 INFO]: Validating... [2024-04-16 12:42:30 INFO]: Epoch (val) [57][1] loss_cls: 0.5492, loss_sal: 0.4114, loss_video_cal: 0.0000, loss_layer_cal: 0.0719, loss: 1.0325, mAP: 0.3002, best_mAP: 0.8036 [2024-04-16 12:42:31 INFO]: Epoch [58][1/1] lr: 0.0005, eta: 0:04:21, time: 0.047, data_time: 0.309, memory: 1482, loss_cls: 0.5505, loss_sal: 0.4299, loss_video_cal: 0.0971, loss_layer_cal: 0.0902, loss: 1.1678, scale: 65536.0000 [2024-04-16 12:42:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_58.pth... [2024-04-16 12:42:31 INFO]: Validating... [2024-04-16 12:42:31 INFO]: Epoch (val) [58][1] loss_cls: 0.5493, loss_sal: 0.4112, loss_video_cal: 0.0000, loss_layer_cal: 0.0711, loss: 1.0317, mAP: 0.3002, best_mAP: 0.8036 [2024-04-16 12:42:31 INFO]: Epoch [59][1/1] lr: 0.0005, eta: 0:04:20, time: 0.050, data_time: 0.308, memory: 1482, loss_cls: 0.5506, loss_sal: 0.4645, loss_video_cal: 0.0835, loss_layer_cal: 0.0865, loss: 1.1851, scale: 65536.0000 [2024-04-16 12:42:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_59.pth... [2024-04-16 12:42:31 INFO]: Validating... [2024-04-16 12:42:31 INFO]: Epoch (val) [59][1] loss_cls: 0.5497, loss_sal: 0.4096, loss_video_cal: 0.0000, loss_layer_cal: 0.0705, loss: 1.0297, mAP: 0.3038, best_mAP: 0.8036 [2024-04-16 12:42:32 INFO]: Epoch [60][1/1] lr: 0.0005, eta: 0:04:19, time: 0.048, data_time: 0.308, memory: 1482, loss_cls: 0.5510, loss_sal: 0.4319, loss_video_cal: 0.0816, loss_layer_cal: 0.0806, loss: 1.1451, scale: 65536.0000 [2024-04-16 12:42:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_60.pth... [2024-04-16 12:42:32 INFO]: Validating... [2024-04-16 12:42:32 INFO]: Epoch (val) [60][1] loss_cls: 0.5496, loss_sal: 0.4094, loss_video_cal: 0.0000, loss_layer_cal: 0.0699, loss: 1.0288, mAP: 0.3002, best_mAP: 0.8036 [2024-04-16 12:42:32 INFO]: Epoch [61][1/1] lr: 0.0005, eta: 0:04:19, time: 0.048, data_time: 0.310, memory: 1482, loss_cls: 0.5507, loss_sal: 0.4347, loss_video_cal: 0.0783, loss_layer_cal: 0.0761, loss: 1.1399, scale: 65536.0000 [2024-04-16 12:42:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_61.pth... [2024-04-16 12:42:32 INFO]: Validating... [2024-04-16 12:42:33 INFO]: Epoch (val) [61][1] loss_cls: 0.5493, loss_sal: 0.4091, loss_video_cal: 0.0000, loss_layer_cal: 0.0692, loss: 1.0276, mAP: 0.3002, best_mAP: 0.8036 [2024-04-16 12:42:33 INFO]: Epoch [62][1/1] lr: 0.0005, eta: 0:04:18, time: 0.048, data_time: 0.307, memory: 1482, loss_cls: 0.5503, loss_sal: 0.4150, loss_video_cal: 0.0755, loss_layer_cal: 0.0760, loss: 1.1168, scale: 65536.0000 [2024-04-16 12:42:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_62.pth... [2024-04-16 12:42:33 INFO]: Validating... [2024-04-16 12:42:33 INFO]: Epoch (val) [62][1] loss_cls: 0.5492, loss_sal: 0.4086, loss_video_cal: 0.0000, loss_layer_cal: 0.0684, loss: 1.0262, mAP: 0.3344, best_mAP: 0.8036 [2024-04-16 12:42:33 INFO]: Epoch [63][1/1] lr: 0.0005, eta: 0:04:17, time: 0.047, data_time: 0.317, memory: 1482, loss_cls: 0.5502, loss_sal: 0.4245, loss_video_cal: 0.0811, loss_layer_cal: 0.0714, loss: 1.1272, scale: 65536.0000 [2024-04-16 12:42:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_63.pth... [2024-04-16 12:42:34 INFO]: Validating... [2024-04-16 12:42:34 INFO]: Epoch (val) [63][1] loss_cls: 0.5492, loss_sal: 0.4076, loss_video_cal: 0.0000, loss_layer_cal: 0.0676, loss: 1.0244, mAP: 0.3344, best_mAP: 0.8036 [2024-04-16 12:42:34 INFO]: Epoch [64][1/1] lr: 0.0005, eta: 0:04:16, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5505, loss_sal: 0.4341, loss_video_cal: 0.0942, loss_layer_cal: 0.0867, loss: 1.1655, scale: 65536.0000 [2024-04-16 12:42:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_64.pth... [2024-04-16 12:42:34 INFO]: Validating... [2024-04-16 12:42:34 INFO]: Epoch (val) [64][1] loss_cls: 0.5493, loss_sal: 0.4072, loss_video_cal: 0.0000, loss_layer_cal: 0.0668, loss: 1.0233, mAP: 0.2983, best_mAP: 0.8036 [2024-04-16 12:42:35 INFO]: Epoch [65][1/1] lr: 0.0005, eta: 0:04:16, time: 0.048, data_time: 0.318, memory: 1482, loss_cls: 0.5505, loss_sal: 0.4219, loss_video_cal: 0.0661, loss_layer_cal: 0.0768, loss: 1.1152, scale: 65536.0000 [2024-04-16 12:42:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_65.pth... [2024-04-16 12:42:35 INFO]: Validating... [2024-04-16 12:42:35 INFO]: Epoch (val) [65][1] loss_cls: 0.5494, loss_sal: 0.4069, loss_video_cal: 0.0000, loss_layer_cal: 0.0659, loss: 1.0222, mAP: 0.2983, best_mAP: 0.8036 [2024-04-16 12:42:35 INFO]: Epoch [66][1/1] lr: 0.0005, eta: 0:04:15, time: 0.047, data_time: 0.316, memory: 1482, loss_cls: 0.5505, loss_sal: 0.4175, loss_video_cal: 0.0693, loss_layer_cal: 0.0668, loss: 1.1040, scale: 65536.0000 [2024-04-16 12:42:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_66.pth... [2024-04-16 12:42:35 INFO]: Validating... [2024-04-16 12:42:35 INFO]: Epoch (val) [66][1] loss_cls: 0.5494, loss_sal: 0.4055, loss_video_cal: 0.0000, loss_layer_cal: 0.0650, loss: 1.0199, mAP: 0.2947, best_mAP: 0.8036 [2024-04-16 12:42:36 INFO]: Epoch [67][1/1] lr: 0.0005, eta: 0:04:14, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5502, loss_sal: 0.4152, loss_video_cal: 0.0873, loss_layer_cal: 0.0873, loss: 1.1398, scale: 65536.0000 [2024-04-16 12:42:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_67.pth... [2024-04-16 12:42:36 INFO]: Validating... [2024-04-16 12:42:36 INFO]: Epoch (val) [67][1] loss_cls: 0.5495, loss_sal: 0.4034, loss_video_cal: 0.0000, loss_layer_cal: 0.0639, loss: 1.0168, mAP: 0.2947, best_mAP: 0.8036 [2024-04-16 12:42:36 INFO]: Epoch [68][1/1] lr: 0.0005, eta: 0:04:14, time: 0.047, data_time: 0.312, memory: 1482, loss_cls: 0.5501, loss_sal: 0.3987, loss_video_cal: 0.0816, loss_layer_cal: 0.0825, loss: 1.1129, scale: 65536.0000 [2024-04-16 12:42:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_68.pth... [2024-04-16 12:42:36 INFO]: Validating... [2024-04-16 12:42:37 INFO]: Epoch (val) [68][1] loss_cls: 0.5495, loss_sal: 0.4017, loss_video_cal: 0.0000, loss_layer_cal: 0.0628, loss: 1.0140, mAP: 0.2947, best_mAP: 0.8036 [2024-04-16 12:42:37 INFO]: Epoch [69][1/1] lr: 0.0005, eta: 0:04:13, time: 0.047, data_time: 0.312, memory: 1482, loss_cls: 0.5504, loss_sal: 0.4133, loss_video_cal: 0.0780, loss_layer_cal: 0.0828, loss: 1.1244, scale: 65536.0000 [2024-04-16 12:42:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_69.pth... [2024-04-16 12:42:37 INFO]: Validating... [2024-04-16 12:42:37 INFO]: Epoch (val) [69][1] loss_cls: 0.5495, loss_sal: 0.3997, loss_video_cal: 0.0000, loss_layer_cal: 0.0618, loss: 1.0110, mAP: 0.3059, best_mAP: 0.8036 [2024-04-16 12:42:37 INFO]: Epoch [70][1/1] lr: 0.0005, eta: 0:04:12, time: 0.049, data_time: 0.312, memory: 1482, loss_cls: 0.5503, loss_sal: 0.4213, loss_video_cal: 0.0643, loss_layer_cal: 0.0814, loss: 1.1172, scale: 65536.0000 [2024-04-16 12:42:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_70.pth... [2024-04-16 12:42:38 INFO]: Validating... [2024-04-16 12:42:38 INFO]: Epoch (val) [70][1] loss_cls: 0.5496, loss_sal: 0.3983, loss_video_cal: 0.0000, loss_layer_cal: 0.0607, loss: 1.0086, mAP: 0.3059, best_mAP: 0.8036 [2024-04-16 12:42:38 INFO]: Epoch [71][1/1] lr: 0.0005, eta: 0:04:11, time: 0.047, data_time: 0.313, memory: 1482, loss_cls: 0.5507, loss_sal: 0.4169, loss_video_cal: 0.0700, loss_layer_cal: 0.0727, loss: 1.1103, scale: 65536.0000 [2024-04-16 12:42:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_71.pth... [2024-04-16 12:42:38 INFO]: Validating... [2024-04-16 12:42:38 INFO]: Epoch (val) [71][1] loss_cls: 0.5496, loss_sal: 0.3958, loss_video_cal: 0.0000, loss_layer_cal: 0.0597, loss: 1.0051, mAP: 0.3059, best_mAP: 0.8036 [2024-04-16 12:42:39 INFO]: Epoch [72][1/1] lr: 0.0005, eta: 0:04:11, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5508, loss_sal: 0.3797, loss_video_cal: 0.0580, loss_layer_cal: 0.0738, loss: 1.0623, scale: 65536.0000 [2024-04-16 12:42:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_72.pth... [2024-04-16 12:42:39 INFO]: Validating... [2024-04-16 12:42:39 INFO]: Epoch (val) [72][1] loss_cls: 0.5492, loss_sal: 0.3923, loss_video_cal: 0.0000, loss_layer_cal: 0.0589, loss: 1.0004, mAP: 0.3544, best_mAP: 0.8036 [2024-04-16 12:42:39 INFO]: Epoch [73][1/1] lr: 0.0005, eta: 0:04:10, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5499, loss_sal: 0.3713, loss_video_cal: 0.0661, loss_layer_cal: 0.0757, loss: 1.0631, scale: 65536.0000 [2024-04-16 12:42:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_73.pth... [2024-04-16 12:42:39 INFO]: Validating... [2024-04-16 12:42:39 INFO]: Epoch (val) [73][1] loss_cls: 0.5486, loss_sal: 0.3867, loss_video_cal: 0.0000, loss_layer_cal: 0.0580, loss: 0.9934, mAP: 0.3544, best_mAP: 0.8036 [2024-04-16 12:42:40 INFO]: Epoch [74][1/1] lr: 0.0005, eta: 0:04:09, time: 0.047, data_time: 0.311, memory: 1482, loss_cls: 0.5501, loss_sal: 0.3529, loss_video_cal: 0.0555, loss_layer_cal: 0.0756, loss: 1.0341, scale: 65536.0000 [2024-04-16 12:42:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_74.pth... [2024-04-16 12:42:40 INFO]: Validating... [2024-04-16 12:42:40 INFO]: Epoch (val) [74][1] loss_cls: 0.5483, loss_sal: 0.3801, loss_video_cal: 0.0000, loss_layer_cal: 0.0572, loss: 0.9856, mAP: 0.3344, best_mAP: 0.8036 [2024-04-16 12:42:40 INFO]: Epoch [75][1/1] lr: 0.0005, eta: 0:04:09, time: 0.047, data_time: 0.313, memory: 1482, loss_cls: 0.5507, loss_sal: 0.3976, loss_video_cal: 0.0718, loss_layer_cal: 0.1038, loss: 1.1239, scale: 65536.0000 [2024-04-16 12:42:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_75.pth... [2024-04-16 12:42:40 INFO]: Validating... [2024-04-16 12:42:41 INFO]: Epoch (val) [75][1] loss_cls: 0.5480, loss_sal: 0.3737, loss_video_cal: 0.0000, loss_layer_cal: 0.0566, loss: 0.9783, mAP: 0.3344, best_mAP: 0.8036 [2024-04-16 12:42:41 INFO]: Epoch [76][1/1] lr: 0.0005, eta: 0:04:08, time: 0.048, data_time: 0.315, memory: 1482, loss_cls: 0.5500, loss_sal: 0.3835, loss_video_cal: 0.0644, loss_layer_cal: 0.0727, loss: 1.0706, scale: 65536.0000 [2024-04-16 12:42:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_76.pth... [2024-04-16 12:42:41 INFO]: Validating... [2024-04-16 12:42:41 INFO]: Epoch (val) [76][1] loss_cls: 0.5478, loss_sal: 0.3654, loss_video_cal: 0.0000, loss_layer_cal: 0.0557, loss: 0.9689, mAP: 0.3344, best_mAP: 0.8036 [2024-04-16 12:42:41 INFO]: Epoch [77][1/1] lr: 0.0005, eta: 0:04:07, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5493, loss_sal: 0.3597, loss_video_cal: 0.0609, loss_layer_cal: 0.0689, loss: 1.0388, scale: 65536.0000 [2024-04-16 12:42:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_77.pth... [2024-04-16 12:42:42 INFO]: Validating... [2024-04-16 12:42:42 INFO]: Epoch (val) [77][1] loss_cls: 0.5483, loss_sal: 0.3597, loss_video_cal: 0.0000, loss_layer_cal: 0.0548, loss: 0.9627, mAP: 0.3384, best_mAP: 0.8036 [2024-04-16 12:42:42 INFO]: Epoch [78][1/1] lr: 0.0005, eta: 0:04:07, time: 0.047, data_time: 0.317, memory: 1482, loss_cls: 0.5490, loss_sal: 0.3253, loss_video_cal: 0.0542, loss_layer_cal: 0.0811, loss: 1.0096, scale: 65536.0000 [2024-04-16 12:42:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_78.pth... [2024-04-16 12:42:42 INFO]: Validating... [2024-04-16 12:42:42 INFO]: Epoch (val) [78][1] loss_cls: 0.5479, loss_sal: 0.3584, loss_video_cal: 0.0000, loss_layer_cal: 0.0540, loss: 0.9602, mAP: 0.3384, best_mAP: 0.8036 [2024-04-16 12:42:43 INFO]: Epoch [79][1/1] lr: 0.0005, eta: 0:04:06, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5493, loss_sal: 0.3139, loss_video_cal: 0.0519, loss_layer_cal: 0.0711, loss: 0.9861, scale: 65536.0000 [2024-04-16 12:42:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_79.pth... [2024-04-16 12:42:43 INFO]: Validating... [2024-04-16 12:42:43 INFO]: Epoch (val) [79][1] loss_cls: 0.5466, loss_sal: 0.3542, loss_video_cal: 0.0000, loss_layer_cal: 0.0533, loss: 0.9541, mAP: 0.3344, best_mAP: 0.8036 [2024-04-16 12:42:43 INFO]: Epoch [80][1/1] lr: 0.0005, eta: 0:04:05, time: 0.048, data_time: 0.315, memory: 1482, loss_cls: 0.5481, loss_sal: 0.3564, loss_video_cal: 0.0458, loss_layer_cal: 0.0760, loss: 1.0263, scale: 65536.0000 [2024-04-16 12:42:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_80.pth... [2024-04-16 12:42:43 INFO]: Validating... [2024-04-16 12:42:43 INFO]: Epoch (val) [80][1] loss_cls: 0.5457, loss_sal: 0.3509, loss_video_cal: 0.0000, loss_layer_cal: 0.0527, loss: 0.9493, mAP: 0.3344, best_mAP: 0.8036 [2024-04-16 12:42:44 INFO]: Epoch [81][1/1] lr: 0.0005, eta: 0:04:05, time: 0.049, data_time: 0.317, memory: 1482, loss_cls: 0.5491, loss_sal: 0.2983, loss_video_cal: 0.0560, loss_layer_cal: 0.0774, loss: 0.9808, scale: 65536.0000 [2024-04-16 12:42:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_81.pth... [2024-04-16 12:42:44 INFO]: Validating... [2024-04-16 12:42:44 INFO]: Epoch (val) [81][1] loss_cls: 0.5459, loss_sal: 0.3513, loss_video_cal: 0.0000, loss_layer_cal: 0.0523, loss: 0.9494, mAP: 0.3344, best_mAP: 0.8036 [2024-04-16 12:42:44 INFO]: Epoch [82][1/1] lr: 0.0005, eta: 0:04:04, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5498, loss_sal: 0.3823, loss_video_cal: 0.0618, loss_layer_cal: 0.0782, loss: 1.0721, scale: 65536.0000 [2024-04-16 12:42:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_82.pth... [2024-04-16 12:42:44 INFO]: Validating... [2024-04-16 12:42:44 INFO]: Epoch (val) [82][1] loss_cls: 0.5461, loss_sal: 0.3466, loss_video_cal: 0.0000, loss_layer_cal: 0.0518, loss: 0.9444, mAP: 0.3544, best_mAP: 0.8036 [2024-04-16 12:42:45 INFO]: Epoch [83][1/1] lr: 0.0005, eta: 0:04:03, time: 0.049, data_time: 0.311, memory: 1482, loss_cls: 0.5485, loss_sal: 0.3140, loss_video_cal: 0.0688, loss_layer_cal: 0.0927, loss: 1.0241, scale: 65536.0000 [2024-04-16 12:42:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_83.pth... [2024-04-16 12:42:45 INFO]: Validating... [2024-04-16 12:42:45 INFO]: Epoch (val) [83][1] loss_cls: 0.5471, loss_sal: 0.3392, loss_video_cal: 0.0000, loss_layer_cal: 0.0511, loss: 0.9374, mAP: 0.3384, best_mAP: 0.8036 [2024-04-16 12:42:45 INFO]: Epoch [84][1/1] lr: 0.0005, eta: 0:04:03, time: 0.049, data_time: 0.313, memory: 1482, loss_cls: 0.5482, loss_sal: 0.3354, loss_video_cal: 0.0612, loss_layer_cal: 0.0751, loss: 1.0199, scale: 65536.0000 [2024-04-16 12:42:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_84.pth... [2024-04-16 12:42:46 INFO]: Validating... [2024-04-16 12:42:46 INFO]: Epoch (val) [84][1] loss_cls: 0.5476, loss_sal: 0.3431, loss_video_cal: 0.0000, loss_layer_cal: 0.0503, loss: 0.9410, mAP: 0.3384, best_mAP: 0.8036 [2024-04-16 12:42:46 INFO]: Epoch [85][1/1] lr: 0.0005, eta: 0:04:02, time: 0.049, data_time: 0.309, memory: 1482, loss_cls: 0.5493, loss_sal: 0.3224, loss_video_cal: 0.0557, loss_layer_cal: 0.0668, loss: 0.9942, scale: 65536.0000 [2024-04-16 12:42:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_85.pth... [2024-04-16 12:42:46 INFO]: Validating... [2024-04-16 12:42:46 INFO]: Epoch (val) [85][1] loss_cls: 0.5471, loss_sal: 0.3464, loss_video_cal: 0.0000, loss_layer_cal: 0.0495, loss: 0.9430, mAP: 0.3354, best_mAP: 0.8036 [2024-04-16 12:42:47 INFO]: Epoch [86][1/1] lr: 0.0005, eta: 0:04:01, time: 0.048, data_time: 0.308, memory: 1482, loss_cls: 0.5485, loss_sal: 0.4005, loss_video_cal: 0.0460, loss_layer_cal: 0.0753, loss: 1.0702, scale: 65536.0000 [2024-04-16 12:42:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_86.pth... [2024-04-16 12:42:47 INFO]: Validating... [2024-04-16 12:42:47 INFO]: Epoch (val) [86][1] loss_cls: 0.5470, loss_sal: 0.3511, loss_video_cal: 0.0000, loss_layer_cal: 0.0486, loss: 0.9467, mAP: 0.3354, best_mAP: 0.8036 [2024-04-16 12:42:47 INFO]: Epoch [87][1/1] lr: 0.0005, eta: 0:04:01, time: 0.047, data_time: 0.313, memory: 1482, loss_cls: 0.5483, loss_sal: 0.3871, loss_video_cal: 0.0433, loss_layer_cal: 0.0682, loss: 1.0470, scale: 65536.0000 [2024-04-16 12:42:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_87.pth... [2024-04-16 12:42:47 INFO]: Validating... [2024-04-16 12:42:47 INFO]: Epoch (val) [87][1] loss_cls: 0.5473, loss_sal: 0.3582, loss_video_cal: 0.0000, loss_layer_cal: 0.0478, loss: 0.9533, mAP: 0.3354, best_mAP: 0.8036 [2024-04-16 12:42:48 INFO]: Epoch [88][1/1] lr: 0.0005, eta: 0:04:00, time: 0.048, data_time: 0.316, memory: 1482, loss_cls: 0.5485, loss_sal: 0.3724, loss_video_cal: 0.0366, loss_layer_cal: 0.0552, loss: 1.0127, scale: 65536.0000 [2024-04-16 12:42:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_88.pth... [2024-04-16 12:42:48 INFO]: Validating... [2024-04-16 12:42:48 INFO]: Epoch (val) [88][1] loss_cls: 0.5475, loss_sal: 0.3602, loss_video_cal: 0.0000, loss_layer_cal: 0.0470, loss: 0.9547, mAP: 0.3774, best_mAP: 0.8036 [2024-04-16 12:42:48 INFO]: Epoch [89][1/1] lr: 0.0005, eta: 0:03:59, time: 0.048, data_time: 0.314, memory: 1482, loss_cls: 0.5488, loss_sal: 0.4229, loss_video_cal: 0.0567, loss_layer_cal: 0.0531, loss: 1.0816, scale: 65536.0000 [2024-04-16 12:42:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_89.pth... [2024-04-16 12:42:48 INFO]: Validating... [2024-04-16 12:42:48 INFO]: Epoch (val) [89][1] loss_cls: 0.5473, loss_sal: 0.3599, loss_video_cal: 0.0000, loss_layer_cal: 0.0463, loss: 0.9535, mAP: 0.3774, best_mAP: 0.8036 [2024-04-16 12:42:49 INFO]: Epoch [90][1/1] lr: 0.0005, eta: 0:03:59, time: 0.047, data_time: 0.312, memory: 1482, loss_cls: 0.5473, loss_sal: 0.3670, loss_video_cal: 0.0550, loss_layer_cal: 0.0713, loss: 1.0407, scale: 65536.0000 [2024-04-16 12:42:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_90.pth... [2024-04-16 12:42:49 INFO]: Validating... [2024-04-16 12:42:49 INFO]: Epoch (val) [90][1] loss_cls: 0.5466, loss_sal: 0.3550, loss_video_cal: 0.0000, loss_layer_cal: 0.0456, loss: 0.9472, mAP: 0.4428, best_mAP: 0.8036 [2024-04-16 12:42:49 INFO]: Epoch [91][1/1] lr: 0.0005, eta: 0:03:58, time: 0.047, data_time: 0.316, memory: 1482, loss_cls: 0.5479, loss_sal: 0.3500, loss_video_cal: 0.0404, loss_layer_cal: 0.0535, loss: 0.9918, scale: 65536.0000 [2024-04-16 12:42:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_91.pth... [2024-04-16 12:42:50 INFO]: Validating... [2024-04-16 12:42:50 INFO]: Epoch (val) [91][1] loss_cls: 0.5464, loss_sal: 0.3480, loss_video_cal: 0.0000, loss_layer_cal: 0.0450, loss: 0.9394, mAP: 0.4401, best_mAP: 0.8036 [2024-04-16 12:42:50 INFO]: Epoch [92][1/1] lr: 0.0005, eta: 0:03:57, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5477, loss_sal: 0.3123, loss_video_cal: 0.0526, loss_layer_cal: 0.0822, loss: 0.9948, scale: 65536.0000 [2024-04-16 12:42:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_92.pth... [2024-04-16 12:42:50 INFO]: Validating... [2024-04-16 12:42:50 INFO]: Epoch (val) [92][1] loss_cls: 0.5475, loss_sal: 0.3377, loss_video_cal: 0.0000, loss_layer_cal: 0.0443, loss: 0.9296, mAP: 0.4234, best_mAP: 0.8036 [2024-04-16 12:42:51 INFO]: Epoch [93][1/1] lr: 0.0005, eta: 0:03:57, time: 0.047, data_time: 0.315, memory: 1482, loss_cls: 0.5473, loss_sal: 0.3117, loss_video_cal: 0.0515, loss_layer_cal: 0.0750, loss: 0.9854, scale: 65536.0000 [2024-04-16 12:42:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_93.pth... [2024-04-16 12:42:51 INFO]: Validating... [2024-04-16 12:42:51 INFO]: Epoch (val) [93][1] loss_cls: 0.5472, loss_sal: 0.3340, loss_video_cal: 0.0000, loss_layer_cal: 0.0436, loss: 0.9248, mAP: 0.4185, best_mAP: 0.8036 [2024-04-16 12:42:51 INFO]: Epoch [94][1/1] lr: 0.0005, eta: 0:03:56, time: 0.048, data_time: 0.316, memory: 1482, loss_cls: 0.5465, loss_sal: 0.3174, loss_video_cal: 0.0589, loss_layer_cal: 0.0602, loss: 0.9830, scale: 65536.0000 [2024-04-16 12:42:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_94.pth... [2024-04-16 12:42:51 INFO]: Validating... [2024-04-16 12:42:51 INFO]: Epoch (val) [94][1] loss_cls: 0.5441, loss_sal: 0.3286, loss_video_cal: 0.0000, loss_layer_cal: 0.0429, loss: 0.9156, mAP: 0.4228, best_mAP: 0.8036 [2024-04-16 12:42:52 INFO]: Epoch [95][1/1] lr: 0.0005, eta: 0:03:56, time: 0.048, data_time: 0.315, memory: 1482, loss_cls: 0.5467, loss_sal: 0.3228, loss_video_cal: 0.0546, loss_layer_cal: 0.0675, loss: 0.9916, scale: 65536.0000 [2024-04-16 12:42:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_95.pth... [2024-04-16 12:42:52 INFO]: Validating... [2024-04-16 12:42:52 INFO]: Epoch (val) [95][1] loss_cls: 0.5405, loss_sal: 0.3202, loss_video_cal: 0.0000, loss_layer_cal: 0.0422, loss: 0.9028, mAP: 0.4329, best_mAP: 0.8036 [2024-04-16 12:42:52 INFO]: Epoch [96][1/1] lr: 0.0005, eta: 0:03:55, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5478, loss_sal: 0.2502, loss_video_cal: 0.0391, loss_layer_cal: 0.0640, loss: 0.9011, scale: 65536.0000 [2024-04-16 12:42:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_96.pth... [2024-04-16 12:42:52 INFO]: Validating... [2024-04-16 12:42:52 INFO]: Epoch (val) [96][1] loss_cls: 0.5365, loss_sal: 0.2974, loss_video_cal: 0.0000, loss_layer_cal: 0.0416, loss: 0.8754, mAP: 0.4342, best_mAP: 0.8036 [2024-04-16 12:42:53 INFO]: Epoch [97][1/1] lr: 0.0005, eta: 0:03:54, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5497, loss_sal: 0.1900, loss_video_cal: 0.0214, loss_layer_cal: 0.0523, loss: 0.8135, scale: 65536.0000 [2024-04-16 12:42:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_97.pth... [2024-04-16 12:42:53 INFO]: Validating... [2024-04-16 12:42:53 INFO]: Epoch (val) [97][1] loss_cls: 0.5354, loss_sal: 0.2809, loss_video_cal: 0.0000, loss_layer_cal: 0.0411, loss: 0.8574, mAP: 0.4358, best_mAP: 0.8036 [2024-04-16 12:42:53 INFO]: Epoch [98][1/1] lr: 0.0005, eta: 0:03:54, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5452, loss_sal: 0.2233, loss_video_cal: 0.0366, loss_layer_cal: 0.0765, loss: 0.8815, scale: 65536.0000 [2024-04-16 12:42:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_98.pth... [2024-04-16 12:42:54 INFO]: Validating... [2024-04-16 12:42:54 INFO]: Epoch (val) [98][1] loss_cls: 0.5388, loss_sal: 0.2838, loss_video_cal: 0.0000, loss_layer_cal: 0.0406, loss: 0.8632, mAP: 0.4408, best_mAP: 0.8036 [2024-04-16 12:42:54 INFO]: Epoch [99][1/1] lr: 0.0005, eta: 0:03:53, time: 0.049, data_time: 0.314, memory: 1482, loss_cls: 0.5480, loss_sal: 0.1347, loss_video_cal: 0.0429, loss_layer_cal: 0.0714, loss: 0.7970, scale: 65536.0000 [2024-04-16 12:42:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_99.pth... [2024-04-16 12:42:54 INFO]: Validating... [2024-04-16 12:42:54 INFO]: Epoch (val) [99][1] loss_cls: 0.5395, loss_sal: 0.2784, loss_video_cal: 0.0000, loss_layer_cal: 0.0401, loss: 0.8581, mAP: 0.4624, best_mAP: 0.8036 [2024-04-16 12:42:55 INFO]: Epoch [100][1/1] lr: 0.0005, eta: 0:03:52, time: 0.047, data_time: 0.317, memory: 1482, loss_cls: 0.5502, loss_sal: 0.1643, loss_video_cal: 0.0358, loss_layer_cal: 0.0704, loss: 0.8207, scale: 65536.0000 [2024-04-16 12:42:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_100.pth... [2024-04-16 12:42:55 INFO]: Validating... [2024-04-16 12:42:55 INFO]: Epoch (val) [100][1] loss_cls: 0.5401, loss_sal: 0.2810, loss_video_cal: 0.0000, loss_layer_cal: 0.0396, loss: 0.8607, mAP: 0.4690, best_mAP: 0.8036 [2024-04-16 12:42:55 INFO]: Epoch [101][1/1] lr: 0.0005, eta: 0:03:52, time: 0.047, data_time: 0.313, memory: 1482, loss_cls: 0.5457, loss_sal: 0.2759, loss_video_cal: 0.0301, loss_layer_cal: 0.0564, loss: 0.9081, scale: 65536.0000 [2024-04-16 12:42:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_101.pth... [2024-04-16 12:42:55 INFO]: Validating... [2024-04-16 12:42:55 INFO]: Epoch (val) [101][1] loss_cls: 0.5420, loss_sal: 0.3071, loss_video_cal: 0.0000, loss_layer_cal: 0.0388, loss: 0.8879, mAP: 0.4773, best_mAP: 0.8036 [2024-04-16 12:42:56 INFO]: Epoch [102][1/1] lr: 0.0005, eta: 0:03:51, time: 0.048, data_time: 0.314, memory: 1482, loss_cls: 0.5470, loss_sal: 0.2613, loss_video_cal: 0.0501, loss_layer_cal: 0.0761, loss: 0.9345, scale: 65536.0000 [2024-04-16 12:42:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_102.pth... [2024-04-16 12:42:56 INFO]: Validating... [2024-04-16 12:42:56 INFO]: Epoch (val) [102][1] loss_cls: 0.5398, loss_sal: 0.2590, loss_video_cal: 0.0000, loss_layer_cal: 0.0378, loss: 0.8367, mAP: 0.4632, best_mAP: 0.8036 [2024-04-16 12:42:56 INFO]: Epoch [103][1/1] lr: 0.0005, eta: 0:03:51, time: 0.047, data_time: 0.312, memory: 1482, loss_cls: 0.5506, loss_sal: 0.2988, loss_video_cal: 0.0420, loss_layer_cal: 0.0537, loss: 0.9451, scale: 65536.0000 [2024-04-16 12:42:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_103.pth... [2024-04-16 12:42:56 INFO]: Validating... [2024-04-16 12:42:56 INFO]: Epoch (val) [103][1] loss_cls: 0.5411, loss_sal: 0.2522, loss_video_cal: 0.0000, loss_layer_cal: 0.0373, loss: 0.8306, mAP: 0.4632, best_mAP: 0.8036 [2024-04-16 12:42:57 INFO]: Epoch [104][1/1] lr: 0.0005, eta: 0:03:50, time: 0.048, data_time: 0.311, memory: 1482, loss_cls: 0.5482, loss_sal: 0.2233, loss_video_cal: 0.0373, loss_layer_cal: 0.0642, loss: 0.8731, scale: 65536.0000 [2024-04-16 12:42:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_104.pth... [2024-04-16 12:42:57 INFO]: Validating... [2024-04-16 12:42:57 INFO]: Epoch (val) [104][1] loss_cls: 0.5399, loss_sal: 0.2517, loss_video_cal: 0.0000, loss_layer_cal: 0.0368, loss: 0.8285, mAP: 0.4632, best_mAP: 0.8036 [2024-04-16 12:42:57 INFO]: Epoch [105][1/1] lr: 0.0005, eta: 0:03:49, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5457, loss_sal: 0.2240, loss_video_cal: 0.0529, loss_layer_cal: 0.0754, loss: 0.8980, scale: 65536.0000 [2024-04-16 12:42:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_105.pth... [2024-04-16 12:42:57 INFO]: Validating... [2024-04-16 12:42:58 INFO]: Epoch (val) [105][1] loss_cls: 0.5387, loss_sal: 0.2520, loss_video_cal: 0.0000, loss_layer_cal: 0.0362, loss: 0.8268, mAP: 0.4483, best_mAP: 0.8036 [2024-04-16 12:42:58 INFO]: Epoch [106][1/1] lr: 0.0005, eta: 0:03:49, time: 0.047, data_time: 0.309, memory: 1482, loss_cls: 0.5455, loss_sal: 0.1723, loss_video_cal: 0.0350, loss_layer_cal: 0.0583, loss: 0.8111, scale: 65536.0000 [2024-04-16 12:42:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_106.pth... [2024-04-16 12:42:58 INFO]: Validating... [2024-04-16 12:42:58 INFO]: Epoch (val) [106][1] loss_cls: 0.5379, loss_sal: 0.2496, loss_video_cal: 0.0000, loss_layer_cal: 0.0354, loss: 0.8229, mAP: 0.4346, best_mAP: 0.8036 [2024-04-16 12:42:59 INFO]: Epoch [107][1/1] lr: 0.0005, eta: 0:03:48, time: 0.047, data_time: 0.310, memory: 1482, loss_cls: 0.5486, loss_sal: 0.3841, loss_video_cal: 0.0367, loss_layer_cal: 0.0641, loss: 1.0336, scale: 65536.0000 [2024-04-16 12:42:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_107.pth... [2024-04-16 12:42:59 INFO]: Validating... [2024-04-16 12:42:59 INFO]: Epoch (val) [107][1] loss_cls: 0.5389, loss_sal: 0.2681, loss_video_cal: 0.0000, loss_layer_cal: 0.0348, loss: 0.8418, mAP: 0.4424, best_mAP: 0.8036 [2024-04-16 12:42:59 INFO]: Epoch [108][1/1] lr: 0.0005, eta: 0:03:47, time: 0.047, data_time: 0.318, memory: 1482, loss_cls: 0.5463, loss_sal: 0.2311, loss_video_cal: 0.0411, loss_layer_cal: 0.0736, loss: 0.8922, scale: 65536.0000 [2024-04-16 12:42:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_108.pth... [2024-04-16 12:42:59 INFO]: Validating... [2024-04-16 12:42:59 INFO]: Epoch (val) [108][1] loss_cls: 0.5392, loss_sal: 0.2711, loss_video_cal: 0.0000, loss_layer_cal: 0.0341, loss: 0.8444, mAP: 0.4461, best_mAP: 0.8036 [2024-04-16 12:43:00 INFO]: Epoch [109][1/1] lr: 0.0005, eta: 0:03:47, time: 0.047, data_time: 0.311, memory: 1482, loss_cls: 0.5471, loss_sal: 0.2852, loss_video_cal: 0.0354, loss_layer_cal: 0.0623, loss: 0.9301, scale: 65536.0000 [2024-04-16 12:43:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_109.pth... [2024-04-16 12:43:00 INFO]: Validating... [2024-04-16 12:43:00 INFO]: Epoch (val) [109][1] loss_cls: 0.5392, loss_sal: 0.2674, loss_video_cal: 0.0000, loss_layer_cal: 0.0333, loss: 0.8398, mAP: 0.4353, best_mAP: 0.8036 [2024-04-16 12:43:00 INFO]: Epoch [110][1/1] lr: 0.0005, eta: 0:03:46, time: 0.047, data_time: 0.315, memory: 1482, loss_cls: 0.5465, loss_sal: 0.2168, loss_video_cal: 0.0271, loss_layer_cal: 0.0630, loss: 0.8534, scale: 65536.0000 [2024-04-16 12:43:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_110.pth... [2024-04-16 12:43:00 INFO]: Validating... [2024-04-16 12:43:00 INFO]: Epoch (val) [110][1] loss_cls: 0.5385, loss_sal: 0.2516, loss_video_cal: 0.0000, loss_layer_cal: 0.0324, loss: 0.8225, mAP: 0.4198, best_mAP: 0.8036 [2024-04-16 12:43:01 INFO]: Epoch [111][1/1] lr: 0.0005, eta: 0:03:46, time: 0.048, data_time: 0.314, memory: 1482, loss_cls: 0.5446, loss_sal: 0.2091, loss_video_cal: 0.0348, loss_layer_cal: 0.0723, loss: 0.8608, scale: 65536.0000 [2024-04-16 12:43:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_111.pth... [2024-04-16 12:43:01 INFO]: Validating... [2024-04-16 12:43:01 INFO]: Epoch (val) [111][1] loss_cls: 0.5373, loss_sal: 0.2219, loss_video_cal: 0.0000, loss_layer_cal: 0.0314, loss: 0.7907, mAP: 0.4238, best_mAP: 0.8036 [2024-04-16 12:43:01 INFO]: Epoch [112][1/1] lr: 0.0005, eta: 0:03:45, time: 0.047, data_time: 0.313, memory: 1482, loss_cls: 0.5466, loss_sal: 0.2642, loss_video_cal: 0.0434, loss_layer_cal: 0.0600, loss: 0.9142, scale: 65536.0000 [2024-04-16 12:43:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_112.pth... [2024-04-16 12:43:01 INFO]: Validating... [2024-04-16 12:43:02 INFO]: Epoch (val) [112][1] loss_cls: 0.5369, loss_sal: 0.1952, loss_video_cal: 0.0000, loss_layer_cal: 0.0305, loss: 0.7625, mAP: 0.4238, best_mAP: 0.8036 [2024-04-16 12:43:02 INFO]: Epoch [113][1/1] lr: 0.0005, eta: 0:03:44, time: 0.049, data_time: 0.316, memory: 1482, loss_cls: 0.5472, loss_sal: 0.2740, loss_video_cal: 0.0345, loss_layer_cal: 0.0481, loss: 0.9038, scale: 65536.0000 [2024-04-16 12:43:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_113.pth... [2024-04-16 12:43:02 INFO]: Validating... [2024-04-16 12:43:02 INFO]: Epoch (val) [113][1] loss_cls: 0.5375, loss_sal: 0.1836, loss_video_cal: 0.0000, loss_layer_cal: 0.0294, loss: 0.7505, mAP: 0.4238, best_mAP: 0.8036 [2024-04-16 12:43:03 INFO]: Epoch [114][1/1] lr: 0.0005, eta: 0:03:44, time: 0.048, data_time: 0.311, memory: 1482, loss_cls: 0.5458, loss_sal: 0.1641, loss_video_cal: 0.0226, loss_layer_cal: 0.0429, loss: 0.7754, scale: 65536.0000 [2024-04-16 12:43:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_114.pth... [2024-04-16 12:43:03 INFO]: Validating... [2024-04-16 12:43:03 INFO]: Epoch (val) [114][1] loss_cls: 0.5364, loss_sal: 0.1582, loss_video_cal: 0.0000, loss_layer_cal: 0.0284, loss: 0.7231, mAP: 0.4198, best_mAP: 0.8036 [2024-04-16 12:43:03 INFO]: Epoch [115][1/1] lr: 0.0005, eta: 0:03:43, time: 0.047, data_time: 0.312, memory: 1482, loss_cls: 0.5434, loss_sal: 0.1181, loss_video_cal: 0.0385, loss_layer_cal: 0.0571, loss: 0.7571, scale: 65536.0000 [2024-04-16 12:43:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_115.pth... [2024-04-16 12:43:03 INFO]: Validating... [2024-04-16 12:43:03 INFO]: Epoch (val) [115][1] loss_cls: 0.5348, loss_sal: 0.1250, loss_video_cal: 0.0000, loss_layer_cal: 0.0274, loss: 0.6872, mAP: 0.4198, best_mAP: 0.8036 [2024-04-16 12:43:04 INFO]: Epoch [116][1/1] lr: 0.0005, eta: 0:03:42, time: 0.048, data_time: 0.310, memory: 1482, loss_cls: 0.5444, loss_sal: 0.2793, loss_video_cal: 0.0430, loss_layer_cal: 0.0478, loss: 0.9145, scale: 65536.0000 [2024-04-16 12:43:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_116.pth... [2024-04-16 12:43:04 INFO]: Validating... [2024-04-16 12:43:04 INFO]: Epoch (val) [116][1] loss_cls: 0.5334, loss_sal: 0.1180, loss_video_cal: 0.0000, loss_layer_cal: 0.0265, loss: 0.6779, mAP: 0.5573, best_mAP: 0.8036 [2024-04-16 12:43:04 INFO]: Epoch [117][1/1] lr: 0.0005, eta: 0:03:42, time: 0.048, data_time: 0.310, memory: 1482, loss_cls: 0.5440, loss_sal: 0.2771, loss_video_cal: 0.0353, loss_layer_cal: 0.0568, loss: 0.9133, scale: 65536.0000 [2024-04-16 12:43:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_117.pth... [2024-04-16 12:43:04 INFO]: Validating... [2024-04-16 12:43:04 INFO]: Epoch (val) [117][1] loss_cls: 0.5326, loss_sal: 0.1255, loss_video_cal: 0.0000, loss_layer_cal: 0.0256, loss: 0.6837, mAP: 0.5573, best_mAP: 0.8036 [2024-04-16 12:43:05 INFO]: Epoch [118][1/1] lr: 0.0005, eta: 0:03:41, time: 0.048, data_time: 0.314, memory: 1482, loss_cls: 0.5430, loss_sal: 0.1447, loss_video_cal: 0.0282, loss_layer_cal: 0.0563, loss: 0.7721, scale: 65536.0000 [2024-04-16 12:43:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_118.pth... [2024-04-16 12:43:05 INFO]: Validating... [2024-04-16 12:43:05 INFO]: Epoch (val) [118][1] loss_cls: 0.5329, loss_sal: 0.1121, loss_video_cal: 0.0000, loss_layer_cal: 0.0247, loss: 0.6698, mAP: 0.5613, best_mAP: 0.8036 [2024-04-16 12:43:05 INFO]: Epoch [119][1/1] lr: 0.0005, eta: 0:03:41, time: 0.047, data_time: 0.309, memory: 1482, loss_cls: 0.5451, loss_sal: 0.3142, loss_video_cal: 0.0330, loss_layer_cal: 0.0445, loss: 0.9369, scale: 65536.0000 [2024-04-16 12:43:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_119.pth... [2024-04-16 12:43:05 INFO]: Validating... [2024-04-16 12:43:06 INFO]: Epoch (val) [119][1] loss_cls: 0.5370, loss_sal: 0.1414, loss_video_cal: 0.0000, loss_layer_cal: 0.0238, loss: 0.7022, mAP: 0.4310, best_mAP: 0.8036 [2024-04-16 12:43:06 INFO]: Epoch [120][1/1] lr: 0.0005, eta: 0:03:40, time: 0.047, data_time: 0.311, memory: 1482, loss_cls: 0.5449, loss_sal: 0.2013, loss_video_cal: 0.0433, loss_layer_cal: 0.0580, loss: 0.8475, scale: 65536.0000 [2024-04-16 12:43:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_120.pth... [2024-04-16 12:43:06 INFO]: Validating... [2024-04-16 12:43:06 INFO]: Epoch (val) [120][1] loss_cls: 0.5403, loss_sal: 0.1844, loss_video_cal: 0.0000, loss_layer_cal: 0.0228, loss: 0.7475, mAP: 0.4203, best_mAP: 0.8036 [2024-04-16 12:43:06 INFO]: Epoch [121][1/1] lr: 0.0005, eta: 0:03:39, time: 0.047, data_time: 0.313, memory: 1482, loss_cls: 0.5437, loss_sal: 0.2006, loss_video_cal: 0.0395, loss_layer_cal: 0.0581, loss: 0.8419, scale: 65536.0000 [2024-04-16 12:43:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_121.pth... [2024-04-16 12:43:07 INFO]: Validating... [2024-04-16 12:43:07 INFO]: Epoch (val) [121][1] loss_cls: 0.5425, loss_sal: 0.2201, loss_video_cal: 0.0000, loss_layer_cal: 0.0220, loss: 0.7846, mAP: 0.4203, best_mAP: 0.8036 [2024-04-16 12:43:07 INFO]: Epoch [122][1/1] lr: 0.0005, eta: 0:03:39, time: 0.049, data_time: 0.315, memory: 1482, loss_cls: 0.5438, loss_sal: 0.2189, loss_video_cal: 0.0240, loss_layer_cal: 0.0420, loss: 0.8288, scale: 65536.0000 [2024-04-16 12:43:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_122.pth... [2024-04-16 12:43:07 INFO]: Validating... [2024-04-16 12:43:07 INFO]: Epoch (val) [122][1] loss_cls: 0.5443, loss_sal: 0.2370, loss_video_cal: 0.0000, loss_layer_cal: 0.0213, loss: 0.8026, mAP: 0.4414, best_mAP: 0.8036 [2024-04-16 12:43:08 INFO]: Epoch [123][1/1] lr: 0.0005, eta: 0:03:38, time: 0.048, data_time: 0.314, memory: 1482, loss_cls: 0.5440, loss_sal: 0.1665, loss_video_cal: 0.0237, loss_layer_cal: 0.0630, loss: 0.7972, scale: 65536.0000 [2024-04-16 12:43:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_123.pth... [2024-04-16 12:43:08 INFO]: Validating... [2024-04-16 12:43:08 INFO]: Epoch (val) [123][1] loss_cls: 0.5431, loss_sal: 0.2324, loss_video_cal: 0.0000, loss_layer_cal: 0.0206, loss: 0.7962, mAP: 0.4197, best_mAP: 0.8036 [2024-04-16 12:43:08 INFO]: Epoch [124][1/1] lr: 0.0005, eta: 0:03:37, time: 0.047, data_time: 0.312, memory: 1482, loss_cls: 0.5450, loss_sal: 0.3436, loss_video_cal: 0.0365, loss_layer_cal: 0.0461, loss: 0.9711, scale: 65536.0000 [2024-04-16 12:43:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_124.pth... [2024-04-16 12:43:08 INFO]: Validating... [2024-04-16 12:43:08 INFO]: Epoch (val) [124][1] loss_cls: 0.5431, loss_sal: 0.2324, loss_video_cal: 0.0000, loss_layer_cal: 0.0206, loss: 0.7962, mAP: 0.4197, best_mAP: 0.8036 [2024-04-16 12:43:09 INFO]: Epoch [125][1/1] lr: 0.0005, eta: 0:03:37, time: 0.048, data_time: 0.310, memory: 1482, loss_cls: 0.5435, loss_sal: 0.1776, loss_video_cal: 0.0370, loss_layer_cal: 0.0518, loss: 0.8099, scale: 32768.0000 [2024-04-16 12:43:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_125.pth... [2024-04-16 12:43:09 INFO]: Validating... [2024-04-16 12:43:09 INFO]: Epoch (val) [125][1] loss_cls: 0.5399, loss_sal: 0.2167, loss_video_cal: 0.0000, loss_layer_cal: 0.0201, loss: 0.7767, mAP: 0.4197, best_mAP: 0.8036 [2024-04-16 12:43:09 INFO]: Epoch [126][1/1] lr: 0.0005, eta: 0:03:36, time: 0.048, data_time: 0.311, memory: 1482, loss_cls: 0.5442, loss_sal: 0.2800, loss_video_cal: 0.0184, loss_layer_cal: 0.0461, loss: 0.8886, scale: 32768.0000 [2024-04-16 12:43:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_126.pth... [2024-04-16 12:43:09 INFO]: Validating... [2024-04-16 12:43:10 INFO]: Epoch (val) [126][1] loss_cls: 0.5378, loss_sal: 0.2125, loss_video_cal: 0.0000, loss_layer_cal: 0.0196, loss: 0.7700, mAP: 0.4449, best_mAP: 0.8036 [2024-04-16 12:43:10 INFO]: Epoch [127][1/1] lr: 0.0005, eta: 0:03:36, time: 0.048, data_time: 0.314, memory: 1482, loss_cls: 0.5430, loss_sal: 0.2573, loss_video_cal: 0.0339, loss_layer_cal: 0.0285, loss: 0.8627, scale: 32768.0000 [2024-04-16 12:43:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_127.pth... [2024-04-16 12:43:10 INFO]: Validating... [2024-04-16 12:43:10 INFO]: Epoch (val) [127][1] loss_cls: 0.5361, loss_sal: 0.2148, loss_video_cal: 0.0000, loss_layer_cal: 0.0192, loss: 0.7701, mAP: 0.4088, best_mAP: 0.8036 [2024-04-16 12:43:10 INFO]: Epoch [128][1/1] lr: 0.0005, eta: 0:03:35, time: 0.048, data_time: 0.311, memory: 1482, loss_cls: 0.5426, loss_sal: 0.1381, loss_video_cal: 0.0196, loss_layer_cal: 0.0445, loss: 0.7447, scale: 32768.0000 [2024-04-16 12:43:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_128.pth... [2024-04-16 12:43:11 INFO]: Validating... [2024-04-16 12:43:11 INFO]: Epoch (val) [128][1] loss_cls: 0.5343, loss_sal: 0.2091, loss_video_cal: 0.0000, loss_layer_cal: 0.0187, loss: 0.7620, mAP: 0.4214, best_mAP: 0.8036 [2024-04-16 12:43:11 INFO]: Epoch [129][1/1] lr: 0.0005, eta: 0:03:34, time: 0.048, data_time: 0.316, memory: 1482, loss_cls: 0.5433, loss_sal: 0.2531, loss_video_cal: 0.0283, loss_layer_cal: 0.0637, loss: 0.8884, scale: 32768.0000 [2024-04-16 12:43:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_129.pth... [2024-04-16 12:43:11 INFO]: Validating... [2024-04-16 12:43:11 INFO]: Epoch (val) [129][1] loss_cls: 0.5353, loss_sal: 0.2071, loss_video_cal: 0.0000, loss_layer_cal: 0.0182, loss: 0.7606, mAP: 0.4198, best_mAP: 0.8036 [2024-04-16 12:43:12 INFO]: Epoch [130][1/1] lr: 0.0005, eta: 0:03:34, time: 0.047, data_time: 0.317, memory: 1482, loss_cls: 0.5491, loss_sal: 0.1617, loss_video_cal: 0.0227, loss_layer_cal: 0.0418, loss: 0.7753, scale: 32768.0000 [2024-04-16 12:43:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_130.pth... [2024-04-16 12:43:12 INFO]: Validating... [2024-04-16 12:43:12 INFO]: Epoch (val) [130][1] loss_cls: 0.5389, loss_sal: 0.2072, loss_video_cal: 0.0000, loss_layer_cal: 0.0177, loss: 0.7638, mAP: 0.4346, best_mAP: 0.8036 [2024-04-16 12:43:12 INFO]: Epoch [131][1/1] lr: 0.0005, eta: 0:03:33, time: 0.047, data_time: 0.313, memory: 1482, loss_cls: 0.5423, loss_sal: 0.1462, loss_video_cal: 0.0221, loss_layer_cal: 0.0373, loss: 0.7479, scale: 32768.0000 [2024-04-16 12:43:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_131.pth... [2024-04-16 12:43:12 INFO]: Validating... [2024-04-16 12:43:12 INFO]: Epoch (val) [131][1] loss_cls: 0.5391, loss_sal: 0.2102, loss_video_cal: 0.0000, loss_layer_cal: 0.0172, loss: 0.7666, mAP: 0.4346, best_mAP: 0.8036 [2024-04-16 12:43:13 INFO]: Epoch [132][1/1] lr: 0.0005, eta: 0:03:33, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5421, loss_sal: 0.1375, loss_video_cal: 0.0235, loss_layer_cal: 0.0463, loss: 0.7494, scale: 32768.0000 [2024-04-16 12:43:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_132.pth... [2024-04-16 12:43:13 INFO]: Validating... [2024-04-16 12:43:13 INFO]: Epoch (val) [132][1] loss_cls: 0.5369, loss_sal: 0.2160, loss_video_cal: 0.0000, loss_layer_cal: 0.0167, loss: 0.7697, mAP: 0.4121, best_mAP: 0.8036 [2024-04-16 12:43:13 INFO]: Epoch [133][1/1] lr: 0.0005, eta: 0:03:32, time: 0.048, data_time: 0.318, memory: 1482, loss_cls: 0.5420, loss_sal: 0.1010, loss_video_cal: 0.0355, loss_layer_cal: 0.0528, loss: 0.7314, scale: 32768.0000 [2024-04-16 12:43:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_133.pth... [2024-04-16 12:43:13 INFO]: Validating... [2024-04-16 12:43:14 INFO]: Epoch (val) [133][1] loss_cls: 0.5377, loss_sal: 0.2239, loss_video_cal: 0.0000, loss_layer_cal: 0.0162, loss: 0.7778, mAP: 0.4121, best_mAP: 0.8036 [2024-04-16 12:43:14 INFO]: Epoch [134][1/1] lr: 0.0005, eta: 0:03:31, time: 0.047, data_time: 0.309, memory: 1482, loss_cls: 0.5429, loss_sal: 0.3083, loss_video_cal: 0.0321, loss_layer_cal: 0.0394, loss: 0.9226, scale: 32768.0000 [2024-04-16 12:43:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_134.pth... [2024-04-16 12:43:14 INFO]: Validating... [2024-04-16 12:43:14 INFO]: Epoch (val) [134][1] loss_cls: 0.5408, loss_sal: 0.2316, loss_video_cal: 0.0000, loss_layer_cal: 0.0157, loss: 0.7881, mAP: 0.4065, best_mAP: 0.8036 [2024-04-16 12:43:14 INFO]: Epoch [135][1/1] lr: 0.0005, eta: 0:03:31, time: 0.048, data_time: 0.309, memory: 1482, loss_cls: 0.5519, loss_sal: 0.1477, loss_video_cal: 0.0191, loss_layer_cal: 0.0408, loss: 0.7596, scale: 32768.0000 [2024-04-16 12:43:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_135.pth... [2024-04-16 12:43:15 INFO]: Validating... [2024-04-16 12:43:15 INFO]: Epoch (val) [135][1] loss_cls: 0.5464, loss_sal: 0.2245, loss_video_cal: 0.0000, loss_layer_cal: 0.0150, loss: 0.7860, mAP: 0.4075, best_mAP: 0.8036 [2024-04-16 12:43:15 INFO]: Epoch [136][1/1] lr: 0.0005, eta: 0:03:30, time: 0.048, data_time: 0.311, memory: 1482, loss_cls: 0.5424, loss_sal: 0.3490, loss_video_cal: 0.0371, loss_layer_cal: 0.0484, loss: 0.9769, scale: 32768.0000 [2024-04-16 12:43:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_136.pth... [2024-04-16 12:43:15 INFO]: Validating... [2024-04-16 12:43:15 INFO]: Epoch (val) [136][1] loss_cls: 0.5586, loss_sal: 0.2266, loss_video_cal: 0.0000, loss_layer_cal: 0.0145, loss: 0.7997, mAP: 0.4075, best_mAP: 0.8036 [2024-04-16 12:43:16 INFO]: Epoch [137][1/1] lr: 0.0005, eta: 0:03:30, time: 0.048, data_time: 0.314, memory: 1482, loss_cls: 0.5465, loss_sal: 0.2179, loss_video_cal: 0.0266, loss_layer_cal: 0.0506, loss: 0.8417, scale: 32768.0000 [2024-04-16 12:43:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_137.pth... [2024-04-16 12:43:16 INFO]: Validating... [2024-04-16 12:43:16 INFO]: Epoch (val) [137][1] loss_cls: 0.5623, loss_sal: 0.2383, loss_video_cal: 0.0000, loss_layer_cal: 0.0139, loss: 0.8145, mAP: 0.4109, best_mAP: 0.8036 [2024-04-16 12:43:16 INFO]: Epoch [138][1/1] lr: 0.0005, eta: 0:03:29, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5463, loss_sal: 0.3493, loss_video_cal: 0.0226, loss_layer_cal: 0.0477, loss: 0.9660, scale: 32768.0000 [2024-04-16 12:43:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_138.pth... [2024-04-16 12:43:16 INFO]: Validating... [2024-04-16 12:43:16 INFO]: Epoch (val) [138][1] loss_cls: 0.5570, loss_sal: 0.2440, loss_video_cal: 0.0000, loss_layer_cal: 0.0134, loss: 0.8144, mAP: 0.4263, best_mAP: 0.8036 [2024-04-16 12:43:17 INFO]: Epoch [139][1/1] lr: 0.0005, eta: 0:03:28, time: 0.048, data_time: 0.316, memory: 1482, loss_cls: 0.5446, loss_sal: 0.2685, loss_video_cal: 0.0238, loss_layer_cal: 0.0430, loss: 0.8799, scale: 32768.0000 [2024-04-16 12:43:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_139.pth... [2024-04-16 12:43:17 INFO]: Validating... [2024-04-16 12:43:17 INFO]: Epoch (val) [139][1] loss_cls: 0.5570, loss_sal: 0.2440, loss_video_cal: 0.0000, loss_layer_cal: 0.0134, loss: 0.8144, mAP: 0.4263, best_mAP: 0.8036 [2024-04-16 12:43:17 INFO]: Epoch [140][1/1] lr: 0.0005, eta: 0:03:28, time: 0.048, data_time: 0.317, memory: 1482, loss_cls: 0.5479, loss_sal: 0.1539, loss_video_cal: 0.0295, loss_layer_cal: 0.0329, loss: 0.7642, scale: 16384.0000 [2024-04-16 12:43:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_140.pth... [2024-04-16 12:43:17 INFO]: Validating... [2024-04-16 12:43:18 INFO]: Epoch (val) [140][1] loss_cls: 0.5475, loss_sal: 0.2526, loss_video_cal: 0.0000, loss_layer_cal: 0.0131, loss: 0.8132, mAP: 0.4216, best_mAP: 0.8036 [2024-04-16 12:43:18 INFO]: Epoch [141][1/1] lr: 0.0005, eta: 0:03:27, time: 0.048, data_time: 0.311, memory: 1482, loss_cls: 0.5422, loss_sal: 0.1641, loss_video_cal: 0.0242, loss_layer_cal: 0.0404, loss: 0.7709, scale: 16384.0000 [2024-04-16 12:43:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_141.pth... [2024-04-16 12:43:18 INFO]: Validating... [2024-04-16 12:43:18 INFO]: Epoch (val) [141][1] loss_cls: 0.5441, loss_sal: 0.2561, loss_video_cal: 0.0000, loss_layer_cal: 0.0128, loss: 0.8130, mAP: 0.4176, best_mAP: 0.8036 [2024-04-16 12:43:18 INFO]: Epoch [142][1/1] lr: 0.0005, eta: 0:03:27, time: 0.047, data_time: 0.314, memory: 1482, loss_cls: 0.5421, loss_sal: 0.1692, loss_video_cal: 0.0322, loss_layer_cal: 0.0429, loss: 0.7864, scale: 16384.0000 [2024-04-16 12:43:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_142.pth... [2024-04-16 12:43:19 INFO]: Validating... [2024-04-16 12:43:19 INFO]: Epoch (val) [142][1] loss_cls: 0.5449, loss_sal: 0.2572, loss_video_cal: 0.0000, loss_layer_cal: 0.0125, loss: 0.8147, mAP: 0.4176, best_mAP: 0.8036 [2024-04-16 12:43:19 INFO]: Epoch [143][1/1] lr: 0.0005, eta: 0:03:26, time: 0.047, data_time: 0.314, memory: 1482, loss_cls: 0.5497, loss_sal: 0.1596, loss_video_cal: 0.0325, loss_layer_cal: 0.0401, loss: 0.7819, scale: 16384.0000 [2024-04-16 12:43:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_143.pth... [2024-04-16 12:43:19 INFO]: Validating... [2024-04-16 12:43:19 INFO]: Epoch (val) [143][1] loss_cls: 0.5448, loss_sal: 0.2609, loss_video_cal: 0.0000, loss_layer_cal: 0.0123, loss: 0.8180, mAP: 0.4207, best_mAP: 0.8036 [2024-04-16 12:43:20 INFO]: Epoch [144][1/1] lr: 0.0005, eta: 0:03:25, time: 0.048, data_time: 0.317, memory: 1482, loss_cls: 0.5506, loss_sal: 0.2476, loss_video_cal: 0.0211, loss_layer_cal: 0.0452, loss: 0.8645, scale: 16384.0000 [2024-04-16 12:43:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_144.pth... [2024-04-16 12:43:20 INFO]: Validating... [2024-04-16 12:43:20 INFO]: Epoch (val) [144][1] loss_cls: 0.5422, loss_sal: 0.2633, loss_video_cal: 0.0000, loss_layer_cal: 0.0121, loss: 0.8176, mAP: 0.4034, best_mAP: 0.8036 [2024-04-16 12:43:20 INFO]: Epoch [145][1/1] lr: 0.0005, eta: 0:03:25, time: 0.049, data_time: 0.316, memory: 1482, loss_cls: 0.5500, loss_sal: 0.1589, loss_video_cal: 0.0253, loss_layer_cal: 0.0529, loss: 0.7871, scale: 16384.0000 [2024-04-16 12:43:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_145.pth... [2024-04-16 12:43:20 INFO]: Validating... [2024-04-16 12:43:20 INFO]: Epoch (val) [145][1] loss_cls: 0.5399, loss_sal: 0.2619, loss_video_cal: 0.0000, loss_layer_cal: 0.0120, loss: 0.8138, mAP: 0.4034, best_mAP: 0.8036 [2024-04-16 12:43:21 INFO]: Epoch [146][1/1] lr: 0.0005, eta: 0:03:24, time: 0.048, data_time: 0.314, memory: 1482, loss_cls: 0.5492, loss_sal: 0.1012, loss_video_cal: 0.0168, loss_layer_cal: 0.0356, loss: 0.7027, scale: 16384.0000 [2024-04-16 12:43:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_146.pth... [2024-04-16 12:43:21 INFO]: Validating... [2024-04-16 12:43:21 INFO]: Epoch (val) [146][1] loss_cls: 0.5414, loss_sal: 0.2623, loss_video_cal: 0.0000, loss_layer_cal: 0.0119, loss: 0.8156, mAP: 0.4034, best_mAP: 0.8036 [2024-04-16 12:43:21 INFO]: Epoch [147][1/1] lr: 0.0005, eta: 0:03:24, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5425, loss_sal: 0.2416, loss_video_cal: 0.0271, loss_layer_cal: 0.0307, loss: 0.8418, scale: 16384.0000 [2024-04-16 12:43:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_147.pth... [2024-04-16 12:43:21 INFO]: Validating... [2024-04-16 12:43:22 INFO]: Epoch (val) [147][1] loss_cls: 0.5465, loss_sal: 0.2618, loss_video_cal: 0.0000, loss_layer_cal: 0.0117, loss: 0.8200, mAP: 0.4050, best_mAP: 0.8036 [2024-04-16 12:43:22 INFO]: Epoch [148][1/1] lr: 0.0005, eta: 0:03:23, time: 0.047, data_time: 0.314, memory: 1482, loss_cls: 0.5444, loss_sal: 0.1676, loss_video_cal: 0.0237, loss_layer_cal: 0.0510, loss: 0.7867, scale: 16384.0000 [2024-04-16 12:43:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_148.pth... [2024-04-16 12:43:22 INFO]: Validating... [2024-04-16 12:43:22 INFO]: Epoch (val) [148][1] loss_cls: 0.5506, loss_sal: 0.2651, loss_video_cal: 0.0000, loss_layer_cal: 0.0114, loss: 0.8272, mAP: 0.4050, best_mAP: 0.8036 [2024-04-16 12:43:22 INFO]: Epoch [149][1/1] lr: 0.0005, eta: 0:03:22, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5468, loss_sal: 0.2079, loss_video_cal: 0.0213, loss_layer_cal: 0.0462, loss: 0.8223, scale: 16384.0000 [2024-04-16 12:43:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_149.pth... [2024-04-16 12:43:23 INFO]: Validating... [2024-04-16 12:43:23 INFO]: Epoch (val) [149][1] loss_cls: 0.5504, loss_sal: 0.2513, loss_video_cal: 0.0000, loss_layer_cal: 0.0113, loss: 0.8130, mAP: 0.4207, best_mAP: 0.8036 [2024-04-16 12:43:23 INFO]: Epoch [150][1/1] lr: 0.0005, eta: 0:03:22, time: 0.048, data_time: 0.318, memory: 1482, loss_cls: 0.5491, loss_sal: 0.2184, loss_video_cal: 0.0261, loss_layer_cal: 0.0416, loss: 0.8353, scale: 16384.0000 [2024-04-16 12:43:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_150.pth... [2024-04-16 12:43:23 INFO]: Validating... [2024-04-16 12:43:23 INFO]: Epoch (val) [150][1] loss_cls: 0.5466, loss_sal: 0.2339, loss_video_cal: 0.0000, loss_layer_cal: 0.0112, loss: 0.7917, mAP: 0.4230, best_mAP: 0.8036 [2024-04-16 12:43:24 INFO]: Epoch [151][1/1] lr: 0.0005, eta: 0:03:21, time: 0.047, data_time: 0.313, memory: 1482, loss_cls: 0.5468, loss_sal: 0.2431, loss_video_cal: 0.0259, loss_layer_cal: 0.0534, loss: 0.8691, scale: 16384.0000 [2024-04-16 12:43:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_151.pth... [2024-04-16 12:43:24 INFO]: Validating... [2024-04-16 12:43:24 INFO]: Epoch (val) [151][1] loss_cls: 0.5405, loss_sal: 0.2262, loss_video_cal: 0.0000, loss_layer_cal: 0.0110, loss: 0.7778, mAP: 0.4230, best_mAP: 0.8036 [2024-04-16 12:43:24 INFO]: Epoch [152][1/1] lr: 0.0005, eta: 0:03:21, time: 0.048, data_time: 0.316, memory: 1482, loss_cls: 0.5455, loss_sal: 0.1142, loss_video_cal: 0.0207, loss_layer_cal: 0.0368, loss: 0.7172, scale: 16384.0000 [2024-04-16 12:43:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_152.pth... [2024-04-16 12:43:24 INFO]: Validating... [2024-04-16 12:43:24 INFO]: Epoch (val) [152][1] loss_cls: 0.5340, loss_sal: 0.2189, loss_video_cal: 0.0000, loss_layer_cal: 0.0109, loss: 0.7638, mAP: 0.4230, best_mAP: 0.8036 [2024-04-16 12:43:25 INFO]: Epoch [153][1/1] lr: 0.0005, eta: 0:03:20, time: 0.049, data_time: 0.312, memory: 1482, loss_cls: 0.5422, loss_sal: 0.1904, loss_video_cal: 0.0110, loss_layer_cal: 0.0340, loss: 0.7776, scale: 16384.0000 [2024-04-16 12:43:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_153.pth... [2024-04-16 12:43:25 INFO]: Validating... [2024-04-16 12:43:25 INFO]: Epoch (val) [153][1] loss_cls: 0.5311, loss_sal: 0.2206, loss_video_cal: 0.0000, loss_layer_cal: 0.0107, loss: 0.7623, mAP: 0.4207, best_mAP: 0.8036 [2024-04-16 12:43:25 INFO]: Epoch [154][1/1] lr: 0.0005, eta: 0:03:19, time: 0.048, data_time: 0.316, memory: 1482, loss_cls: 0.5428, loss_sal: 0.1271, loss_video_cal: 0.0291, loss_layer_cal: 0.0486, loss: 0.7476, scale: 16384.0000 [2024-04-16 12:43:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_154.pth... [2024-04-16 12:43:25 INFO]: Validating... [2024-04-16 12:43:26 INFO]: Epoch (val) [154][1] loss_cls: 0.5312, loss_sal: 0.2264, loss_video_cal: 0.0000, loss_layer_cal: 0.0104, loss: 0.7680, mAP: 0.4249, best_mAP: 0.8036 [2024-04-16 12:43:26 INFO]: Epoch [155][1/1] lr: 0.0005, eta: 0:03:19, time: 0.049, data_time: 0.315, memory: 1482, loss_cls: 0.5422, loss_sal: 0.1930, loss_video_cal: 0.0287, loss_layer_cal: 0.0350, loss: 0.7988, scale: 16384.0000 [2024-04-16 12:43:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_155.pth... [2024-04-16 12:43:26 INFO]: Validating... [2024-04-16 12:43:26 INFO]: Epoch (val) [155][1] loss_cls: 0.5331, loss_sal: 0.2348, loss_video_cal: 0.0000, loss_layer_cal: 0.0101, loss: 0.7780, mAP: 0.4249, best_mAP: 0.8036 [2024-04-16 12:43:26 INFO]: Epoch [156][1/1] lr: 0.0005, eta: 0:03:18, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5482, loss_sal: 0.1707, loss_video_cal: 0.0290, loss_layer_cal: 0.0319, loss: 0.7799, scale: 16384.0000 [2024-04-16 12:43:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_156.pth... [2024-04-16 12:43:27 INFO]: Validating... [2024-04-16 12:43:27 INFO]: Epoch (val) [156][1] loss_cls: 0.5331, loss_sal: 0.2346, loss_video_cal: 0.0000, loss_layer_cal: 0.0098, loss: 0.7774, mAP: 0.4249, best_mAP: 0.8036 [2024-04-16 12:43:27 INFO]: Epoch [157][1/1] lr: 0.0005, eta: 0:03:18, time: 0.049, data_time: 0.317, memory: 1482, loss_cls: 0.5469, loss_sal: 0.1218, loss_video_cal: 0.0165, loss_layer_cal: 0.0342, loss: 0.7194, scale: 16384.0000 [2024-04-16 12:43:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_157.pth... [2024-04-16 12:43:27 INFO]: Validating... [2024-04-16 12:43:27 INFO]: Epoch (val) [157][1] loss_cls: 0.5334, loss_sal: 0.2354, loss_video_cal: 0.0000, loss_layer_cal: 0.0095, loss: 0.7782, mAP: 0.4249, best_mAP: 0.8036 [2024-04-16 12:43:28 INFO]: Epoch [158][1/1] lr: 0.0005, eta: 0:03:17, time: 0.048, data_time: 0.316, memory: 1482, loss_cls: 0.5458, loss_sal: 0.1544, loss_video_cal: 0.0133, loss_layer_cal: 0.0349, loss: 0.7485, scale: 16384.0000 [2024-04-16 12:43:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_158.pth... [2024-04-16 12:43:28 INFO]: Validating... [2024-04-16 12:43:28 INFO]: Epoch (val) [158][1] loss_cls: 0.5354, loss_sal: 0.2405, loss_video_cal: 0.0000, loss_layer_cal: 0.0092, loss: 0.7851, mAP: 0.4283, best_mAP: 0.8036 [2024-04-16 12:43:28 INFO]: Epoch [159][1/1] lr: 0.0005, eta: 0:03:17, time: 0.049, data_time: 0.317, memory: 1482, loss_cls: 0.5432, loss_sal: 0.1160, loss_video_cal: 0.0203, loss_layer_cal: 0.0338, loss: 0.7133, scale: 16384.0000 [2024-04-16 12:43:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_159.pth... [2024-04-16 12:43:28 INFO]: Validating... [2024-04-16 12:43:28 INFO]: Epoch (val) [159][1] loss_cls: 0.5388, loss_sal: 0.2568, loss_video_cal: 0.0000, loss_layer_cal: 0.0088, loss: 0.8044, mAP: 0.4283, best_mAP: 0.8036 [2024-04-16 12:43:29 INFO]: Epoch [160][1/1] lr: 0.0005, eta: 0:03:16, time: 0.048, data_time: 0.319, memory: 1482, loss_cls: 0.5434, loss_sal: 0.1563, loss_video_cal: 0.0149, loss_layer_cal: 0.0437, loss: 0.7583, scale: 16384.0000 [2024-04-16 12:43:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_160.pth... [2024-04-16 12:43:29 INFO]: Validating... [2024-04-16 12:43:29 INFO]: Epoch (val) [160][1] loss_cls: 0.5414, loss_sal: 0.2810, loss_video_cal: 0.0000, loss_layer_cal: 0.0084, loss: 0.8308, mAP: 0.4283, best_mAP: 0.8036 [2024-04-16 12:43:29 INFO]: Epoch [161][1/1] lr: 0.0005, eta: 0:03:15, time: 0.048, data_time: 0.320, memory: 1482, loss_cls: 0.5440, loss_sal: 0.1078, loss_video_cal: 0.0228, loss_layer_cal: 0.0332, loss: 0.7079, scale: 16384.0000 [2024-04-16 12:43:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_161.pth... [2024-04-16 12:43:29 INFO]: Validating... [2024-04-16 12:43:30 INFO]: Epoch (val) [161][1] loss_cls: 0.5433, loss_sal: 0.2957, loss_video_cal: 0.0000, loss_layer_cal: 0.0081, loss: 0.8471, mAP: 0.4252, best_mAP: 0.8036 [2024-04-16 12:43:30 INFO]: Epoch [162][1/1] lr: 0.0005, eta: 0:03:15, time: 0.049, data_time: 0.318, memory: 1482, loss_cls: 0.5436, loss_sal: 0.3201, loss_video_cal: 0.0291, loss_layer_cal: 0.0392, loss: 0.9320, scale: 16384.0000 [2024-04-16 12:43:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_162.pth... [2024-04-16 12:43:30 INFO]: Validating... [2024-04-16 12:43:30 INFO]: Epoch (val) [162][1] loss_cls: 0.5453, loss_sal: 0.2942, loss_video_cal: 0.0000, loss_layer_cal: 0.0077, loss: 0.8473, mAP: 0.4190, best_mAP: 0.8036 [2024-04-16 12:43:30 INFO]: Epoch [163][1/1] lr: 0.0005, eta: 0:03:14, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5449, loss_sal: 0.1696, loss_video_cal: 0.0186, loss_layer_cal: 0.0343, loss: 0.7673, scale: 16384.0000 [2024-04-16 12:43:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_163.pth... [2024-04-16 12:43:31 INFO]: Validating... [2024-04-16 12:43:31 INFO]: Epoch (val) [163][1] loss_cls: 0.5467, loss_sal: 0.2785, loss_video_cal: 0.0000, loss_layer_cal: 0.0074, loss: 0.8326, mAP: 0.4186, best_mAP: 0.8036 [2024-04-16 12:43:31 INFO]: Epoch [164][1/1] lr: 0.0005, eta: 0:03:14, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5438, loss_sal: 0.2189, loss_video_cal: 0.0161, loss_layer_cal: 0.0322, loss: 0.8111, scale: 16384.0000 [2024-04-16 12:43:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_164.pth... [2024-04-16 12:43:31 INFO]: Validating... [2024-04-16 12:43:31 INFO]: Epoch (val) [164][1] loss_cls: 0.5477, loss_sal: 0.2641, loss_video_cal: 0.0000, loss_layer_cal: 0.0072, loss: 0.8190, mAP: 0.4120, best_mAP: 0.8036 [2024-04-16 12:43:32 INFO]: Epoch [165][1/1] lr: 0.0005, eta: 0:03:13, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5436, loss_sal: 0.0936, loss_video_cal: 0.0219, loss_layer_cal: 0.0359, loss: 0.6950, scale: 16384.0000 [2024-04-16 12:43:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_165.pth... [2024-04-16 12:43:32 INFO]: Validating... [2024-04-16 12:43:32 INFO]: Epoch (val) [165][1] loss_cls: 0.5472, loss_sal: 0.2511, loss_video_cal: 0.0000, loss_layer_cal: 0.0070, loss: 0.8053, mAP: 0.4203, best_mAP: 0.8036 [2024-04-16 12:43:32 INFO]: Epoch [166][1/1] lr: 0.0005, eta: 0:03:12, time: 0.047, data_time: 0.314, memory: 1482, loss_cls: 0.5425, loss_sal: 0.1002, loss_video_cal: 0.0295, loss_layer_cal: 0.0340, loss: 0.7062, scale: 16384.0000 [2024-04-16 12:43:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_166.pth... [2024-04-16 12:43:32 INFO]: Validating... [2024-04-16 12:43:32 INFO]: Epoch (val) [166][1] loss_cls: 0.5456, loss_sal: 0.2387, loss_video_cal: 0.0000, loss_layer_cal: 0.0069, loss: 0.7912, mAP: 0.4203, best_mAP: 0.8036 [2024-04-16 12:43:33 INFO]: Epoch [167][1/1] lr: 0.0005, eta: 0:03:12, time: 0.048, data_time: 0.314, memory: 1482, loss_cls: 0.5418, loss_sal: 0.2051, loss_video_cal: 0.0252, loss_layer_cal: 0.0316, loss: 0.8038, scale: 16384.0000 [2024-04-16 12:43:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_167.pth... [2024-04-16 12:43:33 INFO]: Validating... [2024-04-16 12:43:33 INFO]: Epoch (val) [167][1] loss_cls: 0.5425, loss_sal: 0.2211, loss_video_cal: 0.0000, loss_layer_cal: 0.0068, loss: 0.7704, mAP: 0.4201, best_mAP: 0.8036 [2024-04-16 12:43:33 INFO]: Epoch [168][1/1] lr: 0.0005, eta: 0:03:11, time: 0.048, data_time: 0.310, memory: 1482, loss_cls: 0.5454, loss_sal: 0.1509, loss_video_cal: 0.0217, loss_layer_cal: 0.0334, loss: 0.7515, scale: 16384.0000 [2024-04-16 12:43:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_168.pth... [2024-04-16 12:43:33 INFO]: Validating... [2024-04-16 12:43:34 INFO]: Epoch (val) [168][1] loss_cls: 0.5391, loss_sal: 0.2095, loss_video_cal: 0.0000, loss_layer_cal: 0.0067, loss: 0.7553, mAP: 0.4201, best_mAP: 0.8036 [2024-04-16 12:43:34 INFO]: Epoch [169][1/1] lr: 0.0005, eta: 0:03:11, time: 0.048, data_time: 0.310, memory: 1482, loss_cls: 0.5409, loss_sal: 0.1835, loss_video_cal: 0.0123, loss_layer_cal: 0.0375, loss: 0.7741, scale: 16384.0000 [2024-04-16 12:43:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_169.pth... [2024-04-16 12:43:34 INFO]: Validating... [2024-04-16 12:43:34 INFO]: Epoch (val) [169][1] loss_cls: 0.5360, loss_sal: 0.2029, loss_video_cal: 0.0000, loss_layer_cal: 0.0067, loss: 0.7456, mAP: 0.4201, best_mAP: 0.8036 [2024-04-16 12:43:34 INFO]: Epoch [170][1/1] lr: 0.0005, eta: 0:03:10, time: 0.047, data_time: 0.313, memory: 1482, loss_cls: 0.5404, loss_sal: 0.1698, loss_video_cal: 0.0181, loss_layer_cal: 0.0412, loss: 0.7696, scale: 16384.0000 [2024-04-16 12:43:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_170.pth... [2024-04-16 12:43:35 INFO]: Validating... [2024-04-16 12:43:35 INFO]: Epoch (val) [170][1] loss_cls: 0.5347, loss_sal: 0.2003, loss_video_cal: 0.0000, loss_layer_cal: 0.0067, loss: 0.7417, mAP: 0.4201, best_mAP: 0.8036 [2024-04-16 12:43:35 INFO]: Epoch [171][1/1] lr: 0.0005, eta: 0:03:09, time: 0.047, data_time: 0.313, memory: 1482, loss_cls: 0.5403, loss_sal: 0.2313, loss_video_cal: 0.0195, loss_layer_cal: 0.0272, loss: 0.8182, scale: 16384.0000 [2024-04-16 12:43:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_171.pth... [2024-04-16 12:43:35 INFO]: Validating... [2024-04-16 12:43:35 INFO]: Epoch (val) [171][1] loss_cls: 0.5340, loss_sal: 0.1948, loss_video_cal: 0.0000, loss_layer_cal: 0.0067, loss: 0.7355, mAP: 0.4148, best_mAP: 0.8036 [2024-04-16 12:43:36 INFO]: Epoch [172][1/1] lr: 0.0005, eta: 0:03:09, time: 0.049, data_time: 0.319, memory: 1482, loss_cls: 0.5429, loss_sal: 0.1793, loss_video_cal: 0.0145, loss_layer_cal: 0.0240, loss: 0.7607, scale: 16384.0000 [2024-04-16 12:43:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_172.pth... [2024-04-16 12:43:36 INFO]: Validating... [2024-04-16 12:43:36 INFO]: Epoch (val) [172][1] loss_cls: 0.5340, loss_sal: 0.1888, loss_video_cal: 0.0000, loss_layer_cal: 0.0067, loss: 0.7296, mAP: 0.4141, best_mAP: 0.8036 [2024-04-16 12:43:36 INFO]: Epoch [173][1/1] lr: 0.0005, eta: 0:03:08, time: 0.048, data_time: 0.311, memory: 1482, loss_cls: 0.5430, loss_sal: 0.2282, loss_video_cal: 0.0233, loss_layer_cal: 0.0458, loss: 0.8403, scale: 16384.0000 [2024-04-16 12:43:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_173.pth... [2024-04-16 12:43:36 INFO]: Validating... [2024-04-16 12:43:36 INFO]: Epoch (val) [173][1] loss_cls: 0.5337, loss_sal: 0.1866, loss_video_cal: 0.0000, loss_layer_cal: 0.0067, loss: 0.7270, mAP: 0.4242, best_mAP: 0.8036 [2024-04-16 12:43:37 INFO]: Epoch [174][1/1] lr: 0.0005, eta: 0:03:08, time: 0.048, data_time: 0.318, memory: 1482, loss_cls: 0.5417, loss_sal: 0.1800, loss_video_cal: 0.0159, loss_layer_cal: 0.0188, loss: 0.7564, scale: 16384.0000 [2024-04-16 12:43:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_174.pth... [2024-04-16 12:43:37 INFO]: Validating... [2024-04-16 12:43:37 INFO]: Epoch (val) [174][1] loss_cls: 0.5337, loss_sal: 0.1842, loss_video_cal: 0.0000, loss_layer_cal: 0.0067, loss: 0.7246, mAP: 0.4256, best_mAP: 0.8036 [2024-04-16 12:43:37 INFO]: Epoch [175][1/1] lr: 0.0005, eta: 0:03:07, time: 0.047, data_time: 0.314, memory: 1482, loss_cls: 0.5421, loss_sal: 0.1567, loss_video_cal: 0.0172, loss_layer_cal: 0.0273, loss: 0.7434, scale: 16384.0000 [2024-04-16 12:43:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_175.pth... [2024-04-16 12:43:37 INFO]: Validating... [2024-04-16 12:43:38 INFO]: Epoch (val) [175][1] loss_cls: 0.5347, loss_sal: 0.1821, loss_video_cal: 0.0000, loss_layer_cal: 0.0066, loss: 0.7233, mAP: 0.4325, best_mAP: 0.8036 [2024-04-16 12:43:38 INFO]: Epoch [176][1/1] lr: 0.0005, eta: 0:03:06, time: 0.047, data_time: 0.316, memory: 1482, loss_cls: 0.5471, loss_sal: 0.1552, loss_video_cal: 0.0281, loss_layer_cal: 0.0238, loss: 0.7543, scale: 16384.0000 [2024-04-16 12:43:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_176.pth... [2024-04-16 12:43:38 INFO]: Validating... [2024-04-16 12:43:38 INFO]: Epoch (val) [176][1] loss_cls: 0.5361, loss_sal: 0.1758, loss_video_cal: 0.0000, loss_layer_cal: 0.0065, loss: 0.7183, mAP: 0.4379, best_mAP: 0.8036 [2024-04-16 12:43:38 INFO]: Epoch [177][1/1] lr: 0.0005, eta: 0:03:06, time: 0.047, data_time: 0.321, memory: 1482, loss_cls: 0.5418, loss_sal: 0.1587, loss_video_cal: 0.0193, loss_layer_cal: 0.0265, loss: 0.7463, scale: 16384.0000 [2024-04-16 12:43:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_177.pth... [2024-04-16 12:43:39 INFO]: Validating... [2024-04-16 12:43:39 INFO]: Epoch (val) [177][1] loss_cls: 0.5379, loss_sal: 0.1718, loss_video_cal: 0.0000, loss_layer_cal: 0.0064, loss: 0.7161, mAP: 0.4379, best_mAP: 0.8036 [2024-04-16 12:43:39 INFO]: Epoch [178][1/1] lr: 0.0005, eta: 0:03:05, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5437, loss_sal: 0.3329, loss_video_cal: 0.0210, loss_layer_cal: 0.0369, loss: 0.9345, scale: 16384.0000 [2024-04-16 12:43:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_178.pth... [2024-04-16 12:43:39 INFO]: Validating... [2024-04-16 12:43:39 INFO]: Epoch (val) [178][1] loss_cls: 0.5405, loss_sal: 0.1758, loss_video_cal: 0.0000, loss_layer_cal: 0.0063, loss: 0.7226, mAP: 0.4379, best_mAP: 0.8036 [2024-04-16 12:43:40 INFO]: Epoch [179][1/1] lr: 0.0005, eta: 0:03:05, time: 0.049, data_time: 0.313, memory: 1482, loss_cls: 0.5412, loss_sal: 0.1705, loss_video_cal: 0.0204, loss_layer_cal: 0.0339, loss: 0.7661, scale: 16384.0000 [2024-04-16 12:43:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_179.pth... [2024-04-16 12:43:40 INFO]: Validating... [2024-04-16 12:43:40 INFO]: Epoch (val) [179][1] loss_cls: 0.5423, loss_sal: 0.1748, loss_video_cal: 0.0000, loss_layer_cal: 0.0061, loss: 0.7232, mAP: 0.4379, best_mAP: 0.8036 [2024-04-16 12:43:40 INFO]: Epoch [180][1/1] lr: 0.0005, eta: 0:03:04, time: 0.048, data_time: 0.316, memory: 1482, loss_cls: 0.5422, loss_sal: 0.2098, loss_video_cal: 0.0336, loss_layer_cal: 0.0279, loss: 0.8135, scale: 16384.0000 [2024-04-16 12:43:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_180.pth... [2024-04-16 12:43:40 INFO]: Validating... [2024-04-16 12:43:40 INFO]: Epoch (val) [180][1] loss_cls: 0.5434, loss_sal: 0.1761, loss_video_cal: 0.0000, loss_layer_cal: 0.0060, loss: 0.7255, mAP: 0.4379, best_mAP: 0.8036 [2024-04-16 12:43:41 INFO]: Epoch [181][1/1] lr: 0.0005, eta: 0:03:04, time: 0.050, data_time: 0.317, memory: 1482, loss_cls: 0.5418, loss_sal: 0.2559, loss_video_cal: 0.0222, loss_layer_cal: 0.0206, loss: 0.8404, scale: 16384.0000 [2024-04-16 12:43:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_181.pth... [2024-04-16 12:43:41 INFO]: Validating... [2024-04-16 12:43:41 INFO]: Epoch (val) [181][1] loss_cls: 0.5443, loss_sal: 0.1794, loss_video_cal: 0.0000, loss_layer_cal: 0.0059, loss: 0.7296, mAP: 0.4379, best_mAP: 0.8036 [2024-04-16 12:43:41 INFO]: Epoch [182][1/1] lr: 0.0005, eta: 0:03:03, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5420, loss_sal: 0.1917, loss_video_cal: 0.0304, loss_layer_cal: 0.0340, loss: 0.7981, scale: 16384.0000 [2024-04-16 12:43:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_182.pth... [2024-04-16 12:43:41 INFO]: Validating... [2024-04-16 12:43:42 INFO]: Epoch (val) [182][1] loss_cls: 0.5456, loss_sal: 0.1829, loss_video_cal: 0.0000, loss_layer_cal: 0.0059, loss: 0.7344, mAP: 0.4379, best_mAP: 0.8036 [2024-04-16 12:43:42 INFO]: Epoch [183][1/1] lr: 0.0005, eta: 0:03:02, time: 0.049, data_time: 0.314, memory: 1482, loss_cls: 0.5444, loss_sal: 0.1278, loss_video_cal: 0.0130, loss_layer_cal: 0.0240, loss: 0.7092, scale: 16384.0000 [2024-04-16 12:43:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_183.pth... [2024-04-16 12:43:42 INFO]: Validating... [2024-04-16 12:43:42 INFO]: Epoch (val) [183][1] loss_cls: 0.5452, loss_sal: 0.1852, loss_video_cal: 0.0000, loss_layer_cal: 0.0058, loss: 0.7361, mAP: 0.4325, best_mAP: 0.8036 [2024-04-16 12:43:42 INFO]: Epoch [184][1/1] lr: 0.0005, eta: 0:03:02, time: 0.048, data_time: 0.314, memory: 1482, loss_cls: 0.5469, loss_sal: 0.1823, loss_video_cal: 0.0274, loss_layer_cal: 0.0353, loss: 0.7919, scale: 16384.0000 [2024-04-16 12:43:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_184.pth... [2024-04-16 12:43:43 INFO]: Validating... [2024-04-16 12:43:43 INFO]: Epoch (val) [184][1] loss_cls: 0.5443, loss_sal: 0.1824, loss_video_cal: 0.0000, loss_layer_cal: 0.0057, loss: 0.7324, mAP: 0.4256, best_mAP: 0.8036 [2024-04-16 12:43:43 INFO]: Epoch [185][1/1] lr: 0.0005, eta: 0:03:01, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5437, loss_sal: 0.1270, loss_video_cal: 0.0197, loss_layer_cal: 0.0264, loss: 0.7168, scale: 16384.0000 [2024-04-16 12:43:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_185.pth... [2024-04-16 12:43:43 INFO]: Validating... [2024-04-16 12:43:43 INFO]: Epoch (val) [185][1] loss_cls: 0.5414, loss_sal: 0.1741, loss_video_cal: 0.0000, loss_layer_cal: 0.0057, loss: 0.7213, mAP: 0.4269, best_mAP: 0.8036 [2024-04-16 12:43:44 INFO]: Epoch [186][1/1] lr: 0.0005, eta: 0:03:01, time: 0.048, data_time: 0.310, memory: 1482, loss_cls: 0.5456, loss_sal: 0.1845, loss_video_cal: 0.0202, loss_layer_cal: 0.0341, loss: 0.7843, scale: 16384.0000 [2024-04-16 12:43:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_186.pth... [2024-04-16 12:43:44 INFO]: Validating... [2024-04-16 12:43:44 INFO]: Epoch (val) [186][1] loss_cls: 0.5400, loss_sal: 0.1668, loss_video_cal: 0.0000, loss_layer_cal: 0.0058, loss: 0.7126, mAP: 0.4269, best_mAP: 0.8036 [2024-04-16 12:43:44 INFO]: Epoch [187][1/1] lr: 0.0005, eta: 0:03:00, time: 0.048, data_time: 0.315, memory: 1482, loss_cls: 0.5423, loss_sal: 0.1383, loss_video_cal: 0.0294, loss_layer_cal: 0.0284, loss: 0.7384, scale: 16384.0000 [2024-04-16 12:43:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_187.pth... [2024-04-16 12:43:44 INFO]: Validating... [2024-04-16 12:43:44 INFO]: Epoch (val) [187][1] loss_cls: 0.5380, loss_sal: 0.1596, loss_video_cal: 0.0000, loss_layer_cal: 0.0059, loss: 0.7036, mAP: 0.4256, best_mAP: 0.8036 [2024-04-16 12:43:45 INFO]: Epoch [188][1/1] lr: 0.0005, eta: 0:02:59, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5430, loss_sal: 0.0916, loss_video_cal: 0.0154, loss_layer_cal: 0.0281, loss: 0.6782, scale: 16384.0000 [2024-04-16 12:43:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_188.pth... [2024-04-16 12:43:45 INFO]: Validating... [2024-04-16 12:43:45 INFO]: Epoch (val) [188][1] loss_cls: 0.5355, loss_sal: 0.1515, loss_video_cal: 0.0000, loss_layer_cal: 0.0060, loss: 0.6930, mAP: 0.4256, best_mAP: 0.8036 [2024-04-16 12:43:45 INFO]: Epoch [189][1/1] lr: 0.0005, eta: 0:02:59, time: 0.047, data_time: 0.315, memory: 1482, loss_cls: 0.5432, loss_sal: 0.1822, loss_video_cal: 0.0228, loss_layer_cal: 0.0252, loss: 0.7734, scale: 16384.0000 [2024-04-16 12:43:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_189.pth... [2024-04-16 12:43:45 INFO]: Validating... [2024-04-16 12:43:46 INFO]: Epoch (val) [189][1] loss_cls: 0.5332, loss_sal: 0.1435, loss_video_cal: 0.0000, loss_layer_cal: 0.0060, loss: 0.6826, mAP: 0.4256, best_mAP: 0.8036 [2024-04-16 12:43:46 INFO]: Epoch [190][1/1] lr: 0.0005, eta: 0:02:58, time: 0.047, data_time: 0.316, memory: 1482, loss_cls: 0.5452, loss_sal: 0.1126, loss_video_cal: 0.0229, loss_layer_cal: 0.0240, loss: 0.7047, scale: 16384.0000 [2024-04-16 12:43:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_190.pth... [2024-04-16 12:43:46 INFO]: Validating... [2024-04-16 12:43:46 INFO]: Epoch (val) [190][1] loss_cls: 0.5301, loss_sal: 0.1351, loss_video_cal: 0.0000, loss_layer_cal: 0.0059, loss: 0.6712, mAP: 0.4256, best_mAP: 0.8036 [2024-04-16 12:43:46 INFO]: Epoch [191][1/1] lr: 0.0005, eta: 0:02:58, time: 0.048, data_time: 0.316, memory: 1482, loss_cls: 0.5432, loss_sal: 0.1688, loss_video_cal: 0.0194, loss_layer_cal: 0.0248, loss: 0.7561, scale: 16384.0000 [2024-04-16 12:43:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_191.pth... [2024-04-16 12:43:47 INFO]: Validating... [2024-04-16 12:43:47 INFO]: Epoch (val) [191][1] loss_cls: 0.5279, loss_sal: 0.1301, loss_video_cal: 0.0000, loss_layer_cal: 0.0059, loss: 0.6639, mAP: 0.4256, best_mAP: 0.8036 [2024-04-16 12:43:47 INFO]: Epoch [192][1/1] lr: 0.0005, eta: 0:02:57, time: 0.048, data_time: 0.316, memory: 1482, loss_cls: 0.5415, loss_sal: 0.1261, loss_video_cal: 0.0189, loss_layer_cal: 0.0230, loss: 0.7094, scale: 16384.0000 [2024-04-16 12:43:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_192.pth... [2024-04-16 12:43:47 INFO]: Validating... [2024-04-16 12:43:47 INFO]: Epoch (val) [192][1] loss_cls: 0.5272, loss_sal: 0.1287, loss_video_cal: 0.0000, loss_layer_cal: 0.0057, loss: 0.6615, mAP: 0.5596, best_mAP: 0.8036 [2024-04-16 12:43:48 INFO]: Epoch [193][1/1] lr: 0.0005, eta: 0:02:57, time: 0.048, data_time: 0.310, memory: 1482, loss_cls: 0.5435, loss_sal: 0.1462, loss_video_cal: 0.0240, loss_layer_cal: 0.0346, loss: 0.7483, scale: 16384.0000 [2024-04-16 12:43:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_193.pth... [2024-04-16 12:43:48 INFO]: Validating... [2024-04-16 12:43:48 INFO]: Epoch (val) [193][1] loss_cls: 0.5276, loss_sal: 0.1326, loss_video_cal: 0.0000, loss_layer_cal: 0.0055, loss: 0.6658, mAP: 0.6365, best_mAP: 0.8036 [2024-04-16 12:43:48 INFO]: Epoch [194][1/1] lr: 0.0005, eta: 0:02:56, time: 0.049, data_time: 0.314, memory: 1482, loss_cls: 0.5431, loss_sal: 0.0402, loss_video_cal: 0.0092, loss_layer_cal: 0.0318, loss: 0.6243, scale: 16384.0000 [2024-04-16 12:43:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_194.pth... [2024-04-16 12:43:48 INFO]: Validating... [2024-04-16 12:43:48 INFO]: Epoch (val) [194][1] loss_cls: 0.5288, loss_sal: 0.1448, loss_video_cal: 0.0000, loss_layer_cal: 0.0054, loss: 0.6789, mAP: 0.6421, best_mAP: 0.8036 [2024-04-16 12:43:49 INFO]: Epoch [195][1/1] lr: 0.0005, eta: 0:02:55, time: 0.049, data_time: 0.313, memory: 1482, loss_cls: 0.5432, loss_sal: 0.1724, loss_video_cal: 0.0092, loss_layer_cal: 0.0191, loss: 0.7438, scale: 16384.0000 [2024-04-16 12:43:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_195.pth... [2024-04-16 12:43:49 INFO]: Validating... [2024-04-16 12:43:49 INFO]: Epoch (val) [195][1] loss_cls: 0.5311, loss_sal: 0.1316, loss_video_cal: 0.0000, loss_layer_cal: 0.0052, loss: 0.6679, mAP: 0.6421, best_mAP: 0.8036 [2024-04-16 12:43:49 INFO]: Epoch [196][1/1] lr: 0.0005, eta: 0:02:55, time: 0.049, data_time: 0.310, memory: 1482, loss_cls: 0.5452, loss_sal: 0.1741, loss_video_cal: 0.0196, loss_layer_cal: 0.0302, loss: 0.7690, scale: 16384.0000 [2024-04-16 12:43:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_196.pth... [2024-04-16 12:43:49 INFO]: Validating... [2024-04-16 12:43:50 INFO]: Epoch (val) [196][1] loss_cls: 0.5365, loss_sal: 0.1304, loss_video_cal: 0.0000, loss_layer_cal: 0.0050, loss: 0.6719, mAP: 0.4379, best_mAP: 0.8036 [2024-04-16 12:43:50 INFO]: Epoch [197][1/1] lr: 0.0005, eta: 0:02:54, time: 0.049, data_time: 0.312, memory: 1482, loss_cls: 0.5456, loss_sal: 0.2507, loss_video_cal: 0.0108, loss_layer_cal: 0.0139, loss: 0.8210, scale: 16384.0000 [2024-04-16 12:43:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_197.pth... [2024-04-16 12:43:50 INFO]: Validating... [2024-04-16 12:43:50 INFO]: Epoch (val) [197][1] loss_cls: 0.5409, loss_sal: 0.1317, loss_video_cal: 0.0000, loss_layer_cal: 0.0049, loss: 0.6774, mAP: 0.4379, best_mAP: 0.8036 [2024-04-16 12:43:50 INFO]: Epoch [198][1/1] lr: 0.0005, eta: 0:02:54, time: 0.049, data_time: 0.316, memory: 1482, loss_cls: 0.5450, loss_sal: 0.0887, loss_video_cal: 0.0147, loss_layer_cal: 0.0146, loss: 0.6630, scale: 16384.0000 [2024-04-16 12:43:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_198.pth... [2024-04-16 12:43:51 INFO]: Validating... [2024-04-16 12:43:51 INFO]: Epoch (val) [198][1] loss_cls: 0.5424, loss_sal: 0.1324, loss_video_cal: 0.0000, loss_layer_cal: 0.0047, loss: 0.6794, mAP: 0.4379, best_mAP: 0.8036 [2024-04-16 12:43:51 INFO]: Epoch [199][1/1] lr: 0.0005, eta: 0:02:53, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5457, loss_sal: 0.2021, loss_video_cal: 0.0215, loss_layer_cal: 0.0219, loss: 0.7912, scale: 16384.0000 [2024-04-16 12:43:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_199.pth... [2024-04-16 12:43:51 INFO]: Validating... [2024-04-16 12:43:51 INFO]: Epoch (val) [199][1] loss_cls: 0.5496, loss_sal: 0.1562, loss_video_cal: 0.0000, loss_layer_cal: 0.0045, loss: 0.7103, mAP: 0.4325, best_mAP: 0.8036 [2024-04-16 12:43:52 INFO]: Epoch [200][1/1] lr: 0.0005, eta: 0:02:52, time: 0.049, data_time: 0.318, memory: 1482, loss_cls: 0.5454, loss_sal: 0.2211, loss_video_cal: 0.0223, loss_layer_cal: 0.0182, loss: 0.8068, scale: 16384.0000 [2024-04-16 12:43:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_200.pth... [2024-04-16 12:43:52 INFO]: Validating... [2024-04-16 12:43:52 INFO]: Epoch (val) [200][1] loss_cls: 0.5536, loss_sal: 0.1966, loss_video_cal: 0.0000, loss_layer_cal: 0.0043, loss: 0.7545, mAP: 0.4315, best_mAP: 0.8036 [2024-04-16 12:43:52 INFO]: Epoch [201][1/1] lr: 0.0005, eta: 0:02:52, time: 0.047, data_time: 0.320, memory: 1482, loss_cls: 0.5480, loss_sal: 0.1314, loss_video_cal: 0.0094, loss_layer_cal: 0.0215, loss: 0.7102, scale: 16384.0000 [2024-04-16 12:43:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_201.pth... [2024-04-16 12:43:52 INFO]: Validating... [2024-04-16 12:43:52 INFO]: Epoch (val) [201][1] loss_cls: 0.5495, loss_sal: 0.2271, loss_video_cal: 0.0000, loss_layer_cal: 0.0042, loss: 0.7807, mAP: 0.4185, best_mAP: 0.8036 [2024-04-16 12:43:53 INFO]: Epoch [202][1/1] lr: 0.0005, eta: 0:02:51, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5459, loss_sal: 0.2038, loss_video_cal: 0.0172, loss_layer_cal: 0.0154, loss: 0.7823, scale: 16384.0000 [2024-04-16 12:43:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_202.pth... [2024-04-16 12:43:53 INFO]: Validating... [2024-04-16 12:43:53 INFO]: Epoch (val) [202][1] loss_cls: 0.5455, loss_sal: 0.2463, loss_video_cal: 0.0000, loss_layer_cal: 0.0041, loss: 0.7959, mAP: 0.4133, best_mAP: 0.8036 [2024-04-16 12:43:53 INFO]: Epoch [203][1/1] lr: 0.0005, eta: 0:02:51, time: 0.047, data_time: 0.312, memory: 1482, loss_cls: 0.5434, loss_sal: 0.2056, loss_video_cal: 0.0106, loss_layer_cal: 0.0202, loss: 0.7797, scale: 16384.0000 [2024-04-16 12:43:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_203.pth... [2024-04-16 12:43:53 INFO]: Validating... [2024-04-16 12:43:54 INFO]: Epoch (val) [203][1] loss_cls: 0.5457, loss_sal: 0.2573, loss_video_cal: 0.0000, loss_layer_cal: 0.0040, loss: 0.8070, mAP: 0.4167, best_mAP: 0.8036 [2024-04-16 12:43:54 INFO]: Epoch [204][1/1] lr: 0.0005, eta: 0:02:50, time: 0.047, data_time: 0.316, memory: 1482, loss_cls: 0.5454, loss_sal: 0.2607, loss_video_cal: 0.0272, loss_layer_cal: 0.0168, loss: 0.8501, scale: 16384.0000 [2024-04-16 12:43:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_204.pth... [2024-04-16 12:43:54 INFO]: Validating... [2024-04-16 12:43:54 INFO]: Epoch (val) [204][1] loss_cls: 0.5486, loss_sal: 0.2607, loss_video_cal: 0.0000, loss_layer_cal: 0.0039, loss: 0.8132, mAP: 0.4196, best_mAP: 0.8036 [2024-04-16 12:43:54 INFO]: Epoch [205][1/1] lr: 0.0005, eta: 0:02:50, time: 0.049, data_time: 0.312, memory: 1482, loss_cls: 0.5478, loss_sal: 0.1725, loss_video_cal: 0.0172, loss_layer_cal: 0.0199, loss: 0.7574, scale: 16384.0000 [2024-04-16 12:43:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_205.pth... [2024-04-16 12:43:55 INFO]: Validating... [2024-04-16 12:43:55 INFO]: Epoch (val) [205][1] loss_cls: 0.5499, loss_sal: 0.2543, loss_video_cal: 0.0000, loss_layer_cal: 0.0039, loss: 0.8081, mAP: 0.4223, best_mAP: 0.8036 [2024-04-16 12:43:55 INFO]: Epoch [206][1/1] lr: 0.0005, eta: 0:02:49, time: 0.047, data_time: 0.310, memory: 1482, loss_cls: 0.5502, loss_sal: 0.2293, loss_video_cal: 0.0148, loss_layer_cal: 0.0163, loss: 0.8106, scale: 16384.0000 [2024-04-16 12:43:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_206.pth... [2024-04-16 12:43:55 INFO]: Validating... [2024-04-16 12:43:55 INFO]: Epoch (val) [206][1] loss_cls: 0.5479, loss_sal: 0.2479, loss_video_cal: 0.0000, loss_layer_cal: 0.0039, loss: 0.7997, mAP: 0.4223, best_mAP: 0.8036 [2024-04-16 12:43:56 INFO]: Epoch [207][1/1] lr: 0.0005, eta: 0:02:48, time: 0.047, data_time: 0.313, memory: 1482, loss_cls: 0.5464, loss_sal: 0.2085, loss_video_cal: 0.0132, loss_layer_cal: 0.0242, loss: 0.7923, scale: 16384.0000 [2024-04-16 12:43:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_207.pth... [2024-04-16 12:43:56 INFO]: Validating... [2024-04-16 12:43:56 INFO]: Epoch (val) [207][1] loss_cls: 0.5441, loss_sal: 0.2413, loss_video_cal: 0.0000, loss_layer_cal: 0.0039, loss: 0.7893, mAP: 0.4223, best_mAP: 0.8036 [2024-04-16 12:43:56 INFO]: Epoch [208][1/1] lr: 0.0005, eta: 0:02:48, time: 0.048, data_time: 0.316, memory: 1482, loss_cls: 0.5442, loss_sal: 0.1616, loss_video_cal: 0.0181, loss_layer_cal: 0.0152, loss: 0.7391, scale: 16384.0000 [2024-04-16 12:43:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_208.pth... [2024-04-16 12:43:56 INFO]: Validating... [2024-04-16 12:43:56 INFO]: Epoch (val) [208][1] loss_cls: 0.5398, loss_sal: 0.2296, loss_video_cal: 0.0000, loss_layer_cal: 0.0039, loss: 0.7734, mAP: 0.4280, best_mAP: 0.8036 [2024-04-16 12:43:57 INFO]: Epoch [209][1/1] lr: 0.0005, eta: 0:02:47, time: 0.049, data_time: 0.313, memory: 1482, loss_cls: 0.5433, loss_sal: 0.1483, loss_video_cal: 0.0162, loss_layer_cal: 0.0170, loss: 0.7248, scale: 16384.0000 [2024-04-16 12:43:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_209.pth... [2024-04-16 12:43:57 INFO]: Validating... [2024-04-16 12:43:57 INFO]: Epoch (val) [209][1] loss_cls: 0.5367, loss_sal: 0.2128, loss_video_cal: 0.0000, loss_layer_cal: 0.0039, loss: 0.7534, mAP: 0.4280, best_mAP: 0.8036 [2024-04-16 12:43:57 INFO]: Epoch [210][1/1] lr: 0.0005, eta: 0:02:47, time: 0.048, data_time: 0.316, memory: 1482, loss_cls: 0.5401, loss_sal: 0.0999, loss_video_cal: 0.0168, loss_layer_cal: 0.0171, loss: 0.6738, scale: 16384.0000 [2024-04-16 12:43:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_210.pth... [2024-04-16 12:43:57 INFO]: Validating... [2024-04-16 12:43:58 INFO]: Epoch (val) [210][1] loss_cls: 0.5345, loss_sal: 0.1977, loss_video_cal: 0.0000, loss_layer_cal: 0.0038, loss: 0.7360, mAP: 0.4280, best_mAP: 0.8036 [2024-04-16 12:43:58 INFO]: Epoch [211][1/1] lr: 0.0005, eta: 0:02:46, time: 0.049, data_time: 0.315, memory: 1482, loss_cls: 0.5427, loss_sal: 0.0929, loss_video_cal: 0.0175, loss_layer_cal: 0.0183, loss: 0.6715, scale: 16384.0000 [2024-04-16 12:43:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_211.pth... [2024-04-16 12:43:58 INFO]: Validating... [2024-04-16 12:43:58 INFO]: Epoch (val) [211][1] loss_cls: 0.5321, loss_sal: 0.1886, loss_video_cal: 0.0000, loss_layer_cal: 0.0038, loss: 0.7245, mAP: 0.4172, best_mAP: 0.8036 [2024-04-16 12:43:58 INFO]: Epoch [212][1/1] lr: 0.0005, eta: 0:02:45, time: 0.048, data_time: 0.310, memory: 1482, loss_cls: 0.5408, loss_sal: 0.1825, loss_video_cal: 0.0186, loss_layer_cal: 0.0226, loss: 0.7645, scale: 16384.0000 [2024-04-16 12:43:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_212.pth... [2024-04-16 12:43:59 INFO]: Validating... [2024-04-16 12:43:59 INFO]: Epoch (val) [212][1] loss_cls: 0.5307, loss_sal: 0.1930, loss_video_cal: 0.0000, loss_layer_cal: 0.0037, loss: 0.7274, mAP: 0.4310, best_mAP: 0.8036 [2024-04-16 12:43:59 INFO]: Epoch [213][1/1] lr: 0.0005, eta: 0:02:45, time: 0.048, data_time: 0.311, memory: 1482, loss_cls: 0.5397, loss_sal: 0.0808, loss_video_cal: 0.0152, loss_layer_cal: 0.0254, loss: 0.6612, scale: 16384.0000 [2024-04-16 12:43:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_213.pth... [2024-04-16 12:43:59 INFO]: Validating... [2024-04-16 12:43:59 INFO]: Epoch (val) [213][1] loss_cls: 0.5291, loss_sal: 0.1939, loss_video_cal: 0.0000, loss_layer_cal: 0.0037, loss: 0.7267, mAP: 0.4310, best_mAP: 0.8036 [2024-04-16 12:44:00 INFO]: Epoch [214][1/1] lr: 0.0005, eta: 0:02:44, time: 0.048, data_time: 0.311, memory: 1482, loss_cls: 0.5416, loss_sal: 0.1829, loss_video_cal: 0.0128, loss_layer_cal: 0.0215, loss: 0.7588, scale: 16384.0000 [2024-04-16 12:44:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_214.pth... [2024-04-16 12:44:00 INFO]: Validating... [2024-04-16 12:44:00 INFO]: Epoch (val) [214][1] loss_cls: 0.5300, loss_sal: 0.2150, loss_video_cal: 0.0000, loss_layer_cal: 0.0036, loss: 0.7486, mAP: 0.5711, best_mAP: 0.8036 [2024-04-16 12:44:00 INFO]: Epoch [215][1/1] lr: 0.0005, eta: 0:02:44, time: 0.048, data_time: 0.308, memory: 1482, loss_cls: 0.5444, loss_sal: 0.1210, loss_video_cal: 0.0193, loss_layer_cal: 0.0224, loss: 0.7070, scale: 16384.0000 [2024-04-16 12:44:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_215.pth... [2024-04-16 12:44:00 INFO]: Validating... [2024-04-16 12:44:00 INFO]: Epoch (val) [215][1] loss_cls: 0.5327, loss_sal: 0.2412, loss_video_cal: 0.0000, loss_layer_cal: 0.0036, loss: 0.7775, mAP: 0.4310, best_mAP: 0.8036 [2024-04-16 12:44:01 INFO]: Epoch [216][1/1] lr: 0.0005, eta: 0:02:43, time: 0.048, data_time: 0.317, memory: 1482, loss_cls: 0.5422, loss_sal: 0.1123, loss_video_cal: 0.0121, loss_layer_cal: 0.0203, loss: 0.6870, scale: 16384.0000 [2024-04-16 12:44:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_216.pth... [2024-04-16 12:44:01 INFO]: Validating... [2024-04-16 12:44:01 INFO]: Epoch (val) [216][1] loss_cls: 0.5326, loss_sal: 0.2126, loss_video_cal: 0.0000, loss_layer_cal: 0.0036, loss: 0.7488, mAP: 0.5685, best_mAP: 0.8036 [2024-04-16 12:44:01 INFO]: Epoch [217][1/1] lr: 0.0005, eta: 0:02:43, time: 0.047, data_time: 0.313, memory: 1482, loss_cls: 0.5436, loss_sal: 0.1524, loss_video_cal: 0.0092, loss_layer_cal: 0.0211, loss: 0.7264, scale: 16384.0000 [2024-04-16 12:44:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_217.pth... [2024-04-16 12:44:01 INFO]: Validating... [2024-04-16 12:44:02 INFO]: Epoch (val) [217][1] loss_cls: 0.5317, loss_sal: 0.1738, loss_video_cal: 0.0000, loss_layer_cal: 0.0036, loss: 0.7091, mAP: 0.7297, best_mAP: 0.8036 [2024-04-16 12:44:02 INFO]: Epoch [218][1/1] lr: 0.0005, eta: 0:02:42, time: 0.048, data_time: 0.316, memory: 1482, loss_cls: 0.5463, loss_sal: 0.0645, loss_video_cal: 0.0105, loss_layer_cal: 0.0167, loss: 0.6380, scale: 16384.0000 [2024-04-16 12:44:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_218.pth... [2024-04-16 12:44:02 INFO]: Validating... [2024-04-16 12:44:02 INFO]: Epoch (val) [218][1] loss_cls: 0.5283, loss_sal: 0.1669, loss_video_cal: 0.0000, loss_layer_cal: 0.0037, loss: 0.6988, mAP: 0.7297, best_mAP: 0.8036 [2024-04-16 12:44:02 INFO]: Epoch [219][1/1] lr: 0.0005, eta: 0:02:41, time: 0.048, data_time: 0.317, memory: 1482, loss_cls: 0.5452, loss_sal: 0.3896, loss_video_cal: 0.0150, loss_layer_cal: 0.0151, loss: 0.9649, scale: 16384.0000 [2024-04-16 12:44:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_219.pth... [2024-04-16 12:44:03 INFO]: Validating... [2024-04-16 12:44:03 INFO]: Epoch (val) [219][1] loss_cls: 0.5306, loss_sal: 0.1803, loss_video_cal: 0.0000, loss_layer_cal: 0.0041, loss: 0.7149, mAP: 0.6909, best_mAP: 0.8036 [2024-04-16 12:44:03 INFO]: Epoch [220][1/1] lr: 0.0005, eta: 0:02:41, time: 0.047, data_time: 0.309, memory: 1482, loss_cls: 0.5484, loss_sal: 0.1839, loss_video_cal: 0.0100, loss_layer_cal: 0.0148, loss: 0.7571, scale: 16384.0000 [2024-04-16 12:44:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_220.pth... [2024-04-16 12:44:03 INFO]: Validating... [2024-04-16 12:44:03 INFO]: Epoch (val) [220][1] loss_cls: 0.5389, loss_sal: 0.2477, loss_video_cal: 0.0000, loss_layer_cal: 0.0044, loss: 0.7910, mAP: 0.7077, best_mAP: 0.8036 [2024-04-16 12:44:04 INFO]: Epoch [221][1/1] lr: 0.0005, eta: 0:02:40, time: 0.047, data_time: 0.313, memory: 1482, loss_cls: 0.5533, loss_sal: 0.2234, loss_video_cal: 0.0094, loss_layer_cal: 0.0181, loss: 0.8042, scale: 16384.0000 [2024-04-16 12:44:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_221.pth... [2024-04-16 12:44:04 INFO]: Validating... [2024-04-16 12:44:04 INFO]: Epoch (val) [221][1] loss_cls: 0.5342, loss_sal: 0.2759, loss_video_cal: 0.0000, loss_layer_cal: 0.0048, loss: 0.8148, mAP: 0.7057, best_mAP: 0.8036 [2024-04-16 12:44:04 INFO]: Epoch [222][1/1] lr: 0.0005, eta: 0:02:40, time: 0.049, data_time: 0.311, memory: 1482, loss_cls: 0.5483, loss_sal: 0.2731, loss_video_cal: 0.0065, loss_layer_cal: 0.0214, loss: 0.8493, scale: 16384.0000 [2024-04-16 12:44:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_222.pth... [2024-04-16 12:44:04 INFO]: Validating... [2024-04-16 12:44:04 INFO]: Epoch (val) [222][1] loss_cls: 0.5292, loss_sal: 0.2817, loss_video_cal: 0.0000, loss_layer_cal: 0.0051, loss: 0.8159, mAP: 0.4203, best_mAP: 0.8036 [2024-04-16 12:44:05 INFO]: Epoch [223][1/1] lr: 0.0005, eta: 0:02:39, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5405, loss_sal: 0.2433, loss_video_cal: 0.0114, loss_layer_cal: 0.0163, loss: 0.8115, scale: 16384.0000 [2024-04-16 12:44:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_223.pth... [2024-04-16 12:44:05 INFO]: Validating... [2024-04-16 12:44:05 INFO]: Epoch (val) [223][1] loss_cls: 0.5352, loss_sal: 0.2742, loss_video_cal: 0.0000, loss_layer_cal: 0.0053, loss: 0.8147, mAP: 0.4301, best_mAP: 0.8036 [2024-04-16 12:44:05 INFO]: Epoch [224][1/1] lr: 0.0005, eta: 0:02:38, time: 0.049, data_time: 0.313, memory: 1482, loss_cls: 0.5439, loss_sal: 0.2372, loss_video_cal: 0.0154, loss_layer_cal: 0.0104, loss: 0.8069, scale: 16384.0000 [2024-04-16 12:44:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_224.pth... [2024-04-16 12:44:05 INFO]: Validating... [2024-04-16 12:44:06 INFO]: Epoch (val) [224][1] loss_cls: 0.5467, loss_sal: 0.2603, loss_video_cal: 0.0000, loss_layer_cal: 0.0055, loss: 0.8125, mAP: 0.4209, best_mAP: 0.8036 [2024-04-16 12:44:06 INFO]: Epoch [225][1/1] lr: 0.0005, eta: 0:02:38, time: 0.047, data_time: 0.311, memory: 1482, loss_cls: 0.5586, loss_sal: 0.2311, loss_video_cal: 0.0149, loss_layer_cal: 0.0199, loss: 0.8245, scale: 16384.0000 [2024-04-16 12:44:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_225.pth... [2024-04-16 12:44:06 INFO]: Validating... [2024-04-16 12:44:06 INFO]: Epoch (val) [225][1] loss_cls: 0.5493, loss_sal: 0.2431, loss_video_cal: 0.0000, loss_layer_cal: 0.0057, loss: 0.7981, mAP: 0.4223, best_mAP: 0.8036 [2024-04-16 12:44:06 INFO]: Epoch [226][1/1] lr: 0.0005, eta: 0:02:37, time: 0.049, data_time: 0.314, memory: 1482, loss_cls: 0.5576, loss_sal: 0.2244, loss_video_cal: 0.0090, loss_layer_cal: 0.0121, loss: 0.8031, scale: 16384.0000 [2024-04-16 12:44:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_226.pth... [2024-04-16 12:44:07 INFO]: Validating... [2024-04-16 12:44:07 INFO]: Epoch (val) [226][1] loss_cls: 0.5456, loss_sal: 0.2263, loss_video_cal: 0.0000, loss_layer_cal: 0.0059, loss: 0.7777, mAP: 0.4338, best_mAP: 0.8036 [2024-04-16 12:44:07 INFO]: Epoch [227][1/1] lr: 0.0005, eta: 0:02:37, time: 0.048, data_time: 0.310, memory: 1482, loss_cls: 0.5477, loss_sal: 0.1931, loss_video_cal: 0.0201, loss_layer_cal: 0.0189, loss: 0.7798, scale: 16384.0000 [2024-04-16 12:44:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_227.pth... [2024-04-16 12:44:07 INFO]: Validating... [2024-04-16 12:44:07 INFO]: Epoch (val) [227][1] loss_cls: 0.5445, loss_sal: 0.2065, loss_video_cal: 0.0000, loss_layer_cal: 0.0060, loss: 0.7570, mAP: 0.3283, best_mAP: 0.8036 [2024-04-16 12:44:08 INFO]: Epoch [228][1/1] lr: 0.0005, eta: 0:02:36, time: 0.048, data_time: 0.316, memory: 1482, loss_cls: 0.5428, loss_sal: 0.1571, loss_video_cal: 0.0190, loss_layer_cal: 0.0213, loss: 0.7402, scale: 16384.0000 [2024-04-16 12:44:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_228.pth... [2024-04-16 12:44:08 INFO]: Validating... [2024-04-16 12:44:08 INFO]: Epoch (val) [228][1] loss_cls: 0.5480, loss_sal: 0.1973, loss_video_cal: 0.0000, loss_layer_cal: 0.0060, loss: 0.7513, mAP: 0.3857, best_mAP: 0.8036 [2024-04-16 12:44:08 INFO]: Epoch [229][1/1] lr: 0.0005, eta: 0:02:36, time: 0.048, data_time: 0.314, memory: 1482, loss_cls: 0.5410, loss_sal: 0.1763, loss_video_cal: 0.0136, loss_layer_cal: 0.0096, loss: 0.7404, scale: 16384.0000 [2024-04-16 12:44:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_229.pth... [2024-04-16 12:44:08 INFO]: Validating... [2024-04-16 12:44:08 INFO]: Epoch (val) [229][1] loss_cls: 0.5534, loss_sal: 0.1970, loss_video_cal: 0.0000, loss_layer_cal: 0.0059, loss: 0.7563, mAP: 0.4658, best_mAP: 0.8036 [2024-04-16 12:44:09 INFO]: Epoch [230][1/1] lr: 0.0005, eta: 0:02:35, time: 0.048, data_time: 0.314, memory: 1482, loss_cls: 0.5466, loss_sal: 0.1481, loss_video_cal: 0.0161, loss_layer_cal: 0.0118, loss: 0.7226, scale: 16384.0000 [2024-04-16 12:44:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_230.pth... [2024-04-16 12:44:09 INFO]: Validating... [2024-04-16 12:44:09 INFO]: Epoch (val) [230][1] loss_cls: 0.5560, loss_sal: 0.1933, loss_video_cal: 0.0000, loss_layer_cal: 0.0058, loss: 0.7551, mAP: 0.4791, best_mAP: 0.8036 [2024-04-16 12:44:09 INFO]: Epoch [231][1/1] lr: 0.0005, eta: 0:02:34, time: 0.048, data_time: 0.310, memory: 1482, loss_cls: 0.5437, loss_sal: 0.1704, loss_video_cal: 0.0148, loss_layer_cal: 0.0182, loss: 0.7471, scale: 16384.0000 [2024-04-16 12:44:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_231.pth... [2024-04-16 12:44:09 INFO]: Validating... [2024-04-16 12:44:09 INFO]: Epoch (val) [231][1] loss_cls: 0.5563, loss_sal: 0.1908, loss_video_cal: 0.0000, loss_layer_cal: 0.0058, loss: 0.7528, mAP: 0.4791, best_mAP: 0.8036 [2024-04-16 12:44:10 INFO]: Epoch [232][1/1] lr: 0.0005, eta: 0:02:34, time: 0.048, data_time: 0.311, memory: 1482, loss_cls: 0.5498, loss_sal: 0.1625, loss_video_cal: 0.0145, loss_layer_cal: 0.0180, loss: 0.7449, scale: 16384.0000 [2024-04-16 12:44:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_232.pth... [2024-04-16 12:44:10 INFO]: Validating... [2024-04-16 12:44:10 INFO]: Epoch (val) [232][1] loss_cls: 0.5516, loss_sal: 0.1909, loss_video_cal: 0.0000, loss_layer_cal: 0.0057, loss: 0.7482, mAP: 0.4791, best_mAP: 0.8036 [2024-04-16 12:44:10 INFO]: Epoch [233][1/1] lr: 0.0005, eta: 0:02:33, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5497, loss_sal: 0.2547, loss_video_cal: 0.0120, loss_layer_cal: 0.0132, loss: 0.8297, scale: 16384.0000 [2024-04-16 12:44:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_233.pth... [2024-04-16 12:44:11 INFO]: Validating... [2024-04-16 12:44:11 INFO]: Epoch (val) [233][1] loss_cls: 0.5452, loss_sal: 0.1896, loss_video_cal: 0.0000, loss_layer_cal: 0.0058, loss: 0.7407, mAP: 0.4648, best_mAP: 0.8036 [2024-04-16 12:44:11 INFO]: Epoch [234][1/1] lr: 0.0005, eta: 0:02:33, time: 0.048, data_time: 0.309, memory: 1482, loss_cls: 0.5442, loss_sal: 0.1455, loss_video_cal: 0.0106, loss_layer_cal: 0.0140, loss: 0.7143, scale: 16384.0000 [2024-04-16 12:44:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_234.pth... [2024-04-16 12:44:11 INFO]: Validating... [2024-04-16 12:44:11 INFO]: Epoch (val) [234][1] loss_cls: 0.5402, loss_sal: 0.1932, loss_video_cal: 0.0000, loss_layer_cal: 0.0059, loss: 0.7393, mAP: 0.4565, best_mAP: 0.8036 [2024-04-16 12:44:12 INFO]: Epoch [235][1/1] lr: 0.0005, eta: 0:02:32, time: 0.047, data_time: 0.316, memory: 1482, loss_cls: 0.5419, loss_sal: 0.1343, loss_video_cal: 0.0105, loss_layer_cal: 0.0157, loss: 0.7024, scale: 16384.0000 [2024-04-16 12:44:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_235.pth... [2024-04-16 12:44:12 INFO]: Validating... [2024-04-16 12:44:12 INFO]: Epoch (val) [235][1] loss_cls: 0.5368, loss_sal: 0.1946, loss_video_cal: 0.0000, loss_layer_cal: 0.0060, loss: 0.7375, mAP: 0.4565, best_mAP: 0.8036 [2024-04-16 12:44:12 INFO]: Epoch [236][1/1] lr: 0.0005, eta: 0:02:31, time: 0.048, data_time: 0.314, memory: 1482, loss_cls: 0.5422, loss_sal: 0.1390, loss_video_cal: 0.0113, loss_layer_cal: 0.0110, loss: 0.7035, scale: 16384.0000 [2024-04-16 12:44:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_236.pth... [2024-04-16 12:44:12 INFO]: Validating... [2024-04-16 12:44:12 INFO]: Epoch (val) [236][1] loss_cls: 0.5348, loss_sal: 0.1902, loss_video_cal: 0.0000, loss_layer_cal: 0.0061, loss: 0.7312, mAP: 0.4565, best_mAP: 0.8036 [2024-04-16 12:44:13 INFO]: Epoch [237][1/1] lr: 0.0005, eta: 0:02:31, time: 0.048, data_time: 0.311, memory: 1482, loss_cls: 0.5415, loss_sal: 0.1510, loss_video_cal: 0.0214, loss_layer_cal: 0.0117, loss: 0.7256, scale: 16384.0000 [2024-04-16 12:44:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_237.pth... [2024-04-16 12:44:13 INFO]: Validating... [2024-04-16 12:44:13 INFO]: Epoch (val) [237][1] loss_cls: 0.5335, loss_sal: 0.1829, loss_video_cal: 0.0000, loss_layer_cal: 0.0061, loss: 0.7226, mAP: 0.4565, best_mAP: 0.8036 [2024-04-16 12:44:13 INFO]: Epoch [238][1/1] lr: 0.0005, eta: 0:02:30, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5408, loss_sal: 0.1645, loss_video_cal: 0.0116, loss_layer_cal: 0.0112, loss: 0.7281, scale: 16384.0000 [2024-04-16 12:44:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_238.pth... [2024-04-16 12:44:13 INFO]: Validating... [2024-04-16 12:44:13 INFO]: Epoch (val) [238][1] loss_cls: 0.5309, loss_sal: 0.1828, loss_video_cal: 0.0000, loss_layer_cal: 0.0061, loss: 0.7198, mAP: 0.4483, best_mAP: 0.8036 [2024-04-16 12:44:14 INFO]: Epoch [239][1/1] lr: 0.0005, eta: 0:02:30, time: 0.049, data_time: 0.312, memory: 1482, loss_cls: 0.5461, loss_sal: 0.1566, loss_video_cal: 0.0106, loss_layer_cal: 0.0160, loss: 0.7293, scale: 16384.0000 [2024-04-16 12:44:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_239.pth... [2024-04-16 12:44:14 INFO]: Validating... [2024-04-16 12:44:14 INFO]: Epoch (val) [239][1] loss_cls: 0.5291, loss_sal: 0.1874, loss_video_cal: 0.0000, loss_layer_cal: 0.0061, loss: 0.7225, mAP: 0.5685, best_mAP: 0.8036 [2024-04-16 12:44:14 INFO]: Epoch [240][1/1] lr: 0.0005, eta: 0:02:29, time: 0.049, data_time: 0.312, memory: 1482, loss_cls: 0.5445, loss_sal: 0.1553, loss_video_cal: 0.0137, loss_layer_cal: 0.0143, loss: 0.7279, scale: 16384.0000 [2024-04-16 12:44:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_240.pth... [2024-04-16 12:44:14 INFO]: Validating... [2024-04-16 12:44:15 INFO]: Epoch (val) [240][1] loss_cls: 0.5284, loss_sal: 0.1892, loss_video_cal: 0.0000, loss_layer_cal: 0.0061, loss: 0.7237, mAP: 0.7237, best_mAP: 0.8036 [2024-04-16 12:44:15 INFO]: Epoch [241][1/1] lr: 0.0005, eta: 0:02:29, time: 0.047, data_time: 0.313, memory: 1482, loss_cls: 0.5422, loss_sal: 0.0924, loss_video_cal: 0.0188, loss_layer_cal: 0.0108, loss: 0.6641, scale: 16384.0000 [2024-04-16 12:44:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_241.pth... [2024-04-16 12:44:15 INFO]: Validating... [2024-04-16 12:44:15 INFO]: Epoch (val) [241][1] loss_cls: 0.5297, loss_sal: 0.1898, loss_video_cal: 0.0000, loss_layer_cal: 0.0062, loss: 0.7257, mAP: 0.7330, best_mAP: 0.8036 [2024-04-16 12:44:16 INFO]: Epoch [242][1/1] lr: 0.0005, eta: 0:02:28, time: 0.047, data_time: 0.315, memory: 1482, loss_cls: 0.5410, loss_sal: 0.1447, loss_video_cal: 0.0106, loss_layer_cal: 0.0169, loss: 0.7133, scale: 16384.0000 [2024-04-16 12:44:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_242.pth... [2024-04-16 12:44:16 INFO]: Validating... [2024-04-16 12:44:16 INFO]: Epoch (val) [242][1] loss_cls: 0.5324, loss_sal: 0.1875, loss_video_cal: 0.0000, loss_layer_cal: 0.0062, loss: 0.7262, mAP: 0.7003, best_mAP: 0.8036 [2024-04-16 12:44:16 INFO]: Epoch [243][1/1] lr: 0.0005, eta: 0:02:27, time: 0.048, data_time: 0.311, memory: 1482, loss_cls: 0.5401, loss_sal: 0.1675, loss_video_cal: 0.0169, loss_layer_cal: 0.0149, loss: 0.7395, scale: 16384.0000 [2024-04-16 12:44:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_243.pth... [2024-04-16 12:44:16 INFO]: Validating... [2024-04-16 12:44:16 INFO]: Epoch (val) [243][1] loss_cls: 0.5359, loss_sal: 0.1845, loss_video_cal: 0.0000, loss_layer_cal: 0.0062, loss: 0.7266, mAP: 0.7003, best_mAP: 0.8036 [2024-04-16 12:44:17 INFO]: Epoch [244][1/1] lr: 0.0005, eta: 0:02:27, time: 0.048, data_time: 0.309, memory: 1482, loss_cls: 0.5402, loss_sal: 0.1269, loss_video_cal: 0.0113, loss_layer_cal: 0.0119, loss: 0.6903, scale: 16384.0000 [2024-04-16 12:44:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_244.pth... [2024-04-16 12:44:17 INFO]: Validating... [2024-04-16 12:44:17 INFO]: Epoch (val) [244][1] loss_cls: 0.5384, loss_sal: 0.1831, loss_video_cal: 0.0000, loss_layer_cal: 0.0062, loss: 0.7277, mAP: 0.7003, best_mAP: 0.8036 [2024-04-16 12:44:17 INFO]: Epoch [245][1/1] lr: 0.0005, eta: 0:02:26, time: 0.047, data_time: 0.310, memory: 1482, loss_cls: 0.5409, loss_sal: 0.1226, loss_video_cal: 0.0085, loss_layer_cal: 0.0119, loss: 0.6839, scale: 16384.0000 [2024-04-16 12:44:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_245.pth... [2024-04-16 12:44:17 INFO]: Validating... [2024-04-16 12:44:17 INFO]: Epoch (val) [245][1] loss_cls: 0.5391, loss_sal: 0.1867, loss_video_cal: 0.0000, loss_layer_cal: 0.0061, loss: 0.7319, mAP: 0.6977, best_mAP: 0.8036 [2024-04-16 12:44:18 INFO]: Epoch [246][1/1] lr: 0.0005, eta: 0:02:26, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5409, loss_sal: 0.1154, loss_video_cal: 0.0117, loss_layer_cal: 0.0139, loss: 0.6819, scale: 16384.0000 [2024-04-16 12:44:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_246.pth... [2024-04-16 12:44:18 INFO]: Validating... [2024-04-16 12:44:18 INFO]: Epoch (val) [246][1] loss_cls: 0.5383, loss_sal: 0.1941, loss_video_cal: 0.0000, loss_layer_cal: 0.0060, loss: 0.7384, mAP: 0.6977, best_mAP: 0.8036 [2024-04-16 12:44:18 INFO]: Epoch [247][1/1] lr: 0.0005, eta: 0:02:25, time: 0.048, data_time: 0.309, memory: 1482, loss_cls: 0.5408, loss_sal: 0.1453, loss_video_cal: 0.0110, loss_layer_cal: 0.0134, loss: 0.7105, scale: 16384.0000 [2024-04-16 12:44:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_247.pth... [2024-04-16 12:44:18 INFO]: Validating... [2024-04-16 12:44:19 INFO]: Epoch (val) [247][1] loss_cls: 0.5377, loss_sal: 0.1988, loss_video_cal: 0.0000, loss_layer_cal: 0.0059, loss: 0.7424, mAP: 0.6970, best_mAP: 0.8036 [2024-04-16 12:44:19 INFO]: Epoch [248][1/1] lr: 0.0005, eta: 0:02:24, time: 0.047, data_time: 0.310, memory: 1482, loss_cls: 0.5398, loss_sal: 0.0789, loss_video_cal: 0.0203, loss_layer_cal: 0.0135, loss: 0.6526, scale: 16384.0000 [2024-04-16 12:44:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_248.pth... [2024-04-16 12:44:19 INFO]: Validating... [2024-04-16 12:44:19 INFO]: Epoch (val) [248][1] loss_cls: 0.5357, loss_sal: 0.2064, loss_video_cal: 0.0000, loss_layer_cal: 0.0057, loss: 0.7478, mAP: 0.7003, best_mAP: 0.8036 [2024-04-16 12:44:20 INFO]: Epoch [249][1/1] lr: 0.0005, eta: 0:02:24, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5423, loss_sal: 0.1541, loss_video_cal: 0.0149, loss_layer_cal: 0.0112, loss: 0.7225, scale: 16384.0000 [2024-04-16 12:44:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_249.pth... [2024-04-16 12:44:20 INFO]: Validating... [2024-04-16 12:44:20 INFO]: Epoch (val) [249][1] loss_cls: 0.5341, loss_sal: 0.2069, loss_video_cal: 0.0000, loss_layer_cal: 0.0056, loss: 0.7466, mAP: 0.7003, best_mAP: 0.8036 [2024-04-16 12:44:20 INFO]: Epoch [250][1/1] lr: 0.0005, eta: 0:02:23, time: 0.048, data_time: 0.316, memory: 1482, loss_cls: 0.5436, loss_sal: 0.1366, loss_video_cal: 0.0159, loss_layer_cal: 0.0160, loss: 0.7120, scale: 16384.0000 [2024-04-16 12:44:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_250.pth... [2024-04-16 12:44:20 INFO]: Validating... [2024-04-16 12:44:20 INFO]: Epoch (val) [250][1] loss_cls: 0.5327, loss_sal: 0.2081, loss_video_cal: 0.0000, loss_layer_cal: 0.0056, loss: 0.7463, mAP: 0.6967, best_mAP: 0.8036 [2024-04-16 12:44:21 INFO]: Epoch [251][1/1] lr: 0.0005, eta: 0:02:23, time: 0.048, data_time: 0.311, memory: 1482, loss_cls: 0.5424, loss_sal: 0.1173, loss_video_cal: 0.0164, loss_layer_cal: 0.0184, loss: 0.6946, scale: 16384.0000 [2024-04-16 12:44:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_251.pth... [2024-04-16 12:44:21 INFO]: Validating... [2024-04-16 12:44:21 INFO]: Epoch (val) [251][1] loss_cls: 0.5306, loss_sal: 0.2141, loss_video_cal: 0.0000, loss_layer_cal: 0.0054, loss: 0.7502, mAP: 0.7003, best_mAP: 0.8036 [2024-04-16 12:44:21 INFO]: Epoch [252][1/1] lr: 0.0005, eta: 0:02:22, time: 0.048, data_time: 0.314, memory: 1482, loss_cls: 0.5428, loss_sal: 0.1489, loss_video_cal: 0.0126, loss_layer_cal: 0.0107, loss: 0.7150, scale: 16384.0000 [2024-04-16 12:44:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_252.pth... [2024-04-16 12:44:21 INFO]: Validating... [2024-04-16 12:44:21 INFO]: Epoch (val) [252][1] loss_cls: 0.5301, loss_sal: 0.2153, loss_video_cal: 0.0000, loss_layer_cal: 0.0053, loss: 0.7507, mAP: 0.6967, best_mAP: 0.8036 [2024-04-16 12:44:22 INFO]: Epoch [253][1/1] lr: 0.0005, eta: 0:02:22, time: 0.048, data_time: 0.315, memory: 1482, loss_cls: 0.5405, loss_sal: 0.0939, loss_video_cal: 0.0080, loss_layer_cal: 0.0070, loss: 0.6494, scale: 16384.0000 [2024-04-16 12:44:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_253.pth... [2024-04-16 12:44:22 INFO]: Validating... [2024-04-16 12:44:22 INFO]: Epoch (val) [253][1] loss_cls: 0.5295, loss_sal: 0.2169, loss_video_cal: 0.0000, loss_layer_cal: 0.0052, loss: 0.7516, mAP: 0.6981, best_mAP: 0.8036 [2024-04-16 12:44:22 INFO]: Epoch [254][1/1] lr: 0.0005, eta: 0:02:21, time: 0.048, data_time: 0.311, memory: 1482, loss_cls: 0.5385, loss_sal: 0.0964, loss_video_cal: 0.0098, loss_layer_cal: 0.0112, loss: 0.6560, scale: 16384.0000 [2024-04-16 12:44:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_254.pth... [2024-04-16 12:44:22 INFO]: Validating... [2024-04-16 12:44:23 INFO]: Epoch (val) [254][1] loss_cls: 0.5286, loss_sal: 0.2193, loss_video_cal: 0.0000, loss_layer_cal: 0.0051, loss: 0.7530, mAP: 0.7151, best_mAP: 0.8036 [2024-04-16 12:44:23 INFO]: Epoch [255][1/1] lr: 0.0005, eta: 0:02:20, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5397, loss_sal: 0.1657, loss_video_cal: 0.0124, loss_layer_cal: 0.0102, loss: 0.7280, scale: 16384.0000 [2024-04-16 12:44:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_255.pth... [2024-04-16 12:44:23 INFO]: Validating... [2024-04-16 12:44:23 INFO]: Epoch (val) [255][1] loss_cls: 0.5285, loss_sal: 0.2249, loss_video_cal: 0.0000, loss_layer_cal: 0.0050, loss: 0.7583, mAP: 0.5900, best_mAP: 0.8036 [2024-04-16 12:44:24 INFO]: Epoch [256][1/1] lr: 0.0005, eta: 0:02:20, time: 0.048, data_time: 0.310, memory: 1482, loss_cls: 0.5420, loss_sal: 0.0942, loss_video_cal: 0.0099, loss_layer_cal: 0.0082, loss: 0.6544, scale: 16384.0000 [2024-04-16 12:44:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_256.pth... [2024-04-16 12:44:24 INFO]: Validating... [2024-04-16 12:44:24 INFO]: Epoch (val) [256][1] loss_cls: 0.5291, loss_sal: 0.2341, loss_video_cal: 0.0000, loss_layer_cal: 0.0048, loss: 0.7680, mAP: 0.4237, best_mAP: 0.8036 [2024-04-16 12:44:24 INFO]: Epoch [257][1/1] lr: 0.0005, eta: 0:02:19, time: 0.048, data_time: 0.315, memory: 1482, loss_cls: 0.5393, loss_sal: 0.2447, loss_video_cal: 0.0121, loss_layer_cal: 0.0090, loss: 0.8052, scale: 16384.0000 [2024-04-16 12:44:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_257.pth... [2024-04-16 12:44:24 INFO]: Validating... [2024-04-16 12:44:24 INFO]: Epoch (val) [257][1] loss_cls: 0.5303, loss_sal: 0.2454, loss_video_cal: 0.0000, loss_layer_cal: 0.0047, loss: 0.7804, mAP: 0.4214, best_mAP: 0.8036 [2024-04-16 12:44:25 INFO]: Epoch [258][1/1] lr: 0.0005, eta: 0:02:19, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5389, loss_sal: 0.0948, loss_video_cal: 0.0235, loss_layer_cal: 0.0269, loss: 0.6841, scale: 16384.0000 [2024-04-16 12:44:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_258.pth... [2024-04-16 12:44:25 INFO]: Validating... [2024-04-16 12:44:25 INFO]: Epoch (val) [258][1] loss_cls: 0.5315, loss_sal: 0.2532, loss_video_cal: 0.0000, loss_layer_cal: 0.0046, loss: 0.7893, mAP: 0.4214, best_mAP: 0.8036 [2024-04-16 12:44:25 INFO]: Epoch [259][1/1] lr: 0.0005, eta: 0:02:18, time: 0.048, data_time: 0.316, memory: 1482, loss_cls: 0.5402, loss_sal: 0.0894, loss_video_cal: 0.0135, loss_layer_cal: 0.0135, loss: 0.6566, scale: 16384.0000 [2024-04-16 12:44:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_259.pth... [2024-04-16 12:44:25 INFO]: Validating... [2024-04-16 12:44:25 INFO]: Epoch (val) [259][1] loss_cls: 0.5328, loss_sal: 0.2495, loss_video_cal: 0.0000, loss_layer_cal: 0.0044, loss: 0.7867, mAP: 0.4146, best_mAP: 0.8036 [2024-04-16 12:44:26 INFO]: Epoch [260][1/1] lr: 0.0005, eta: 0:02:17, time: 0.048, data_time: 0.311, memory: 1482, loss_cls: 0.5430, loss_sal: 0.1308, loss_video_cal: 0.0156, loss_layer_cal: 0.0121, loss: 0.7016, scale: 16384.0000 [2024-04-16 12:44:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_260.pth... [2024-04-16 12:44:26 INFO]: Validating... [2024-04-16 12:44:26 INFO]: Epoch (val) [260][1] loss_cls: 0.5328, loss_sal: 0.2459, loss_video_cal: 0.0000, loss_layer_cal: 0.0044, loss: 0.7830, mAP: 0.4203, best_mAP: 0.8036 [2024-04-16 12:44:26 INFO]: Epoch [261][1/1] lr: 0.0005, eta: 0:02:17, time: 0.048, data_time: 0.311, memory: 1482, loss_cls: 0.5394, loss_sal: 0.0796, loss_video_cal: 0.0060, loss_layer_cal: 0.0123, loss: 0.6373, scale: 16384.0000 [2024-04-16 12:44:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_261.pth... [2024-04-16 12:44:26 INFO]: Validating... [2024-04-16 12:44:27 INFO]: Epoch (val) [261][1] loss_cls: 0.5342, loss_sal: 0.2422, loss_video_cal: 0.0000, loss_layer_cal: 0.0042, loss: 0.7806, mAP: 0.4198, best_mAP: 0.8036 [2024-04-16 12:44:27 INFO]: Epoch [262][1/1] lr: 0.0005, eta: 0:02:16, time: 0.048, data_time: 0.310, memory: 1482, loss_cls: 0.5421, loss_sal: 0.0859, loss_video_cal: 0.0136, loss_layer_cal: 0.0177, loss: 0.6593, scale: 16384.0000 [2024-04-16 12:44:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_262.pth... [2024-04-16 12:44:27 INFO]: Validating... [2024-04-16 12:44:27 INFO]: Epoch (val) [262][1] loss_cls: 0.5351, loss_sal: 0.2296, loss_video_cal: 0.0000, loss_layer_cal: 0.0042, loss: 0.7689, mAP: 0.4203, best_mAP: 0.8036 [2024-04-16 12:44:27 INFO]: Epoch [263][1/1] lr: 0.0005, eta: 0:02:16, time: 0.049, data_time: 0.310, memory: 1482, loss_cls: 0.5439, loss_sal: 0.1786, loss_video_cal: 0.0178, loss_layer_cal: 0.0124, loss: 0.7527, scale: 16384.0000 [2024-04-16 12:44:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_263.pth... [2024-04-16 12:44:28 INFO]: Validating... [2024-04-16 12:44:28 INFO]: Epoch (val) [263][1] loss_cls: 0.5372, loss_sal: 0.2387, loss_video_cal: 0.0000, loss_layer_cal: 0.0041, loss: 0.7800, mAP: 0.4269, best_mAP: 0.8036 [2024-04-16 12:44:28 INFO]: Epoch [264][1/1] lr: 0.0005, eta: 0:02:15, time: 0.047, data_time: 0.311, memory: 1482, loss_cls: 0.5441, loss_sal: 0.0845, loss_video_cal: 0.0072, loss_layer_cal: 0.0098, loss: 0.6456, scale: 16384.0000 [2024-04-16 12:44:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_264.pth... [2024-04-16 12:44:28 INFO]: Validating... [2024-04-16 12:44:28 INFO]: Epoch (val) [264][1] loss_cls: 0.5392, loss_sal: 0.2317, loss_video_cal: 0.0000, loss_layer_cal: 0.0040, loss: 0.7749, mAP: 0.4203, best_mAP: 0.8036 [2024-04-16 12:44:29 INFO]: Epoch [265][1/1] lr: 0.0005, eta: 0:02:15, time: 0.049, data_time: 0.314, memory: 1482, loss_cls: 0.5430, loss_sal: 0.1683, loss_video_cal: 0.0054, loss_layer_cal: 0.0086, loss: 0.7253, scale: 16384.0000 [2024-04-16 12:44:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_265.pth... [2024-04-16 12:44:29 INFO]: Validating... [2024-04-16 12:44:29 INFO]: Epoch (val) [265][1] loss_cls: 0.5423, loss_sal: 0.2252, loss_video_cal: 0.0000, loss_layer_cal: 0.0039, loss: 0.7713, mAP: 0.4203, best_mAP: 0.8036 [2024-04-16 12:44:29 INFO]: Epoch [266][1/1] lr: 0.0005, eta: 0:02:14, time: 0.049, data_time: 0.314, memory: 1482, loss_cls: 0.5430, loss_sal: 0.0527, loss_video_cal: 0.0122, loss_layer_cal: 0.0086, loss: 0.6165, scale: 16384.0000 [2024-04-16 12:44:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_266.pth... [2024-04-16 12:44:29 INFO]: Validating... [2024-04-16 12:44:29 INFO]: Epoch (val) [266][1] loss_cls: 0.5450, loss_sal: 0.2314, loss_video_cal: 0.0000, loss_layer_cal: 0.0038, loss: 0.7803, mAP: 0.4203, best_mAP: 0.8036 [2024-04-16 12:44:30 INFO]: Epoch [267][1/1] lr: 0.0005, eta: 0:02:13, time: 0.049, data_time: 0.310, memory: 1482, loss_cls: 0.5439, loss_sal: 0.1790, loss_video_cal: 0.0065, loss_layer_cal: 0.0108, loss: 0.7402, scale: 16384.0000 [2024-04-16 12:44:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_267.pth... [2024-04-16 12:44:30 INFO]: Validating... [2024-04-16 12:44:30 INFO]: Epoch (val) [267][1] loss_cls: 0.5467, loss_sal: 0.2362, loss_video_cal: 0.0000, loss_layer_cal: 0.0037, loss: 0.7866, mAP: 0.4203, best_mAP: 0.8036 [2024-04-16 12:44:30 INFO]: Epoch [268][1/1] lr: 0.0005, eta: 0:02:13, time: 0.049, data_time: 0.314, memory: 1482, loss_cls: 0.5424, loss_sal: 0.1646, loss_video_cal: 0.0141, loss_layer_cal: 0.0112, loss: 0.7323, scale: 16384.0000 [2024-04-16 12:44:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_268.pth... [2024-04-16 12:44:30 INFO]: Validating... [2024-04-16 12:44:31 INFO]: Epoch (val) [268][1] loss_cls: 0.5471, loss_sal: 0.2426, loss_video_cal: 0.0000, loss_layer_cal: 0.0037, loss: 0.7934, mAP: 0.4280, best_mAP: 0.8036 [2024-04-16 12:44:31 INFO]: Epoch [269][1/1] lr: 0.0005, eta: 0:02:12, time: 0.049, data_time: 0.315, memory: 1482, loss_cls: 0.5413, loss_sal: 0.2577, loss_video_cal: 0.0182, loss_layer_cal: 0.0197, loss: 0.8370, scale: 16384.0000 [2024-04-16 12:44:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_269.pth... [2024-04-16 12:44:31 INFO]: Validating... [2024-04-16 12:44:31 INFO]: Epoch (val) [269][1] loss_cls: 0.5479, loss_sal: 0.2691, loss_video_cal: 0.0000, loss_layer_cal: 0.0036, loss: 0.8206, mAP: 0.4280, best_mAP: 0.8036 [2024-04-16 12:44:31 INFO]: Epoch [270][1/1] lr: 0.0005, eta: 0:02:12, time: 0.049, data_time: 0.316, memory: 1482, loss_cls: 0.5436, loss_sal: 0.2227, loss_video_cal: 0.0078, loss_layer_cal: 0.0196, loss: 0.7937, scale: 16384.0000 [2024-04-16 12:44:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_270.pth... [2024-04-16 12:44:32 INFO]: Validating... [2024-04-16 12:44:32 INFO]: Epoch (val) [270][1] loss_cls: 0.5483, loss_sal: 0.2868, loss_video_cal: 0.0000, loss_layer_cal: 0.0035, loss: 0.8387, mAP: 0.4280, best_mAP: 0.8036 [2024-04-16 12:44:32 INFO]: Epoch [271][1/1] lr: 0.0005, eta: 0:02:11, time: 0.048, data_time: 0.310, memory: 1482, loss_cls: 0.5403, loss_sal: 0.2202, loss_video_cal: 0.0119, loss_layer_cal: 0.0112, loss: 0.7836, scale: 16384.0000 [2024-04-16 12:44:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_271.pth... [2024-04-16 12:44:32 INFO]: Validating... [2024-04-16 12:44:32 INFO]: Epoch (val) [271][1] loss_cls: 0.5487, loss_sal: 0.2946, loss_video_cal: 0.0000, loss_layer_cal: 0.0033, loss: 0.8467, mAP: 0.3268, best_mAP: 0.8036 [2024-04-16 12:44:33 INFO]: Epoch [272][1/1] lr: 0.0005, eta: 0:02:11, time: 0.048, data_time: 0.310, memory: 1482, loss_cls: 0.5433, loss_sal: 0.2372, loss_video_cal: 0.0081, loss_layer_cal: 0.0127, loss: 0.8012, scale: 16384.0000 [2024-04-16 12:44:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_272.pth... [2024-04-16 12:44:33 INFO]: Validating... [2024-04-16 12:44:33 INFO]: Epoch (val) [272][1] loss_cls: 0.5497, loss_sal: 0.3010, loss_video_cal: 0.0000, loss_layer_cal: 0.0032, loss: 0.8539, mAP: 0.3032, best_mAP: 0.8036 [2024-04-16 12:44:33 INFO]: Epoch [273][1/1] lr: 0.0005, eta: 0:02:10, time: 0.048, data_time: 0.314, memory: 1482, loss_cls: 0.5468, loss_sal: 0.1638, loss_video_cal: 0.0185, loss_layer_cal: 0.0189, loss: 0.7480, scale: 16384.0000 [2024-04-16 12:44:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_273.pth... [2024-04-16 12:44:33 INFO]: Validating... [2024-04-16 12:44:33 INFO]: Epoch (val) [273][1] loss_cls: 0.5495, loss_sal: 0.3030, loss_video_cal: 0.0000, loss_layer_cal: 0.0031, loss: 0.8556, mAP: 0.3054, best_mAP: 0.8036 [2024-04-16 12:44:34 INFO]: Epoch [274][1/1] lr: 0.0005, eta: 0:02:09, time: 0.047, data_time: 0.322, memory: 1482, loss_cls: 0.5418, loss_sal: 0.2434, loss_video_cal: 0.0214, loss_layer_cal: 0.0126, loss: 0.8192, scale: 16384.0000 [2024-04-16 12:44:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_274.pth... [2024-04-16 12:44:34 INFO]: Validating... [2024-04-16 12:44:34 INFO]: Epoch (val) [274][1] loss_cls: 0.5491, loss_sal: 0.3010, loss_video_cal: 0.0000, loss_layer_cal: 0.0030, loss: 0.8531, mAP: 0.3290, best_mAP: 0.8036 [2024-04-16 12:44:34 INFO]: Epoch [275][1/1] lr: 0.0005, eta: 0:02:09, time: 0.048, data_time: 0.318, memory: 1482, loss_cls: 0.5411, loss_sal: 0.1536, loss_video_cal: 0.0070, loss_layer_cal: 0.0199, loss: 0.7216, scale: 16384.0000 [2024-04-16 12:44:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_275.pth... [2024-04-16 12:44:34 INFO]: Validating... [2024-04-16 12:44:35 INFO]: Epoch (val) [275][1] loss_cls: 0.5481, loss_sal: 0.2928, loss_video_cal: 0.0000, loss_layer_cal: 0.0029, loss: 0.8438, mAP: 0.4280, best_mAP: 0.8036 [2024-04-16 12:44:35 INFO]: Epoch [276][1/1] lr: 0.0005, eta: 0:02:08, time: 0.048, data_time: 0.315, memory: 1482, loss_cls: 0.5515, loss_sal: 0.1282, loss_video_cal: 0.0089, loss_layer_cal: 0.0065, loss: 0.6951, scale: 16384.0000 [2024-04-16 12:44:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_276.pth... [2024-04-16 12:44:35 INFO]: Validating... [2024-04-16 12:44:35 INFO]: Epoch (val) [276][1] loss_cls: 0.5468, loss_sal: 0.2823, loss_video_cal: 0.0000, loss_layer_cal: 0.0028, loss: 0.8319, mAP: 0.4280, best_mAP: 0.8036 [2024-04-16 12:44:35 INFO]: Epoch [277][1/1] lr: 0.0005, eta: 0:02:08, time: 0.048, data_time: 0.319, memory: 1482, loss_cls: 0.5423, loss_sal: 0.2410, loss_video_cal: 0.0099, loss_layer_cal: 0.0066, loss: 0.7997, scale: 16384.0000 [2024-04-16 12:44:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_277.pth... [2024-04-16 12:44:36 INFO]: Validating... [2024-04-16 12:44:36 INFO]: Epoch (val) [277][1] loss_cls: 0.5446, loss_sal: 0.2627, loss_video_cal: 0.0000, loss_layer_cal: 0.0027, loss: 0.8100, mAP: 0.4238, best_mAP: 0.8036 [2024-04-16 12:44:36 INFO]: Epoch [278][1/1] lr: 0.0005, eta: 0:02:07, time: 0.047, data_time: 0.313, memory: 1482, loss_cls: 0.5412, loss_sal: 0.2106, loss_video_cal: 0.0200, loss_layer_cal: 0.0151, loss: 0.7869, scale: 16384.0000 [2024-04-16 12:44:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_278.pth... [2024-04-16 12:44:36 INFO]: Validating... [2024-04-16 12:44:36 INFO]: Epoch (val) [278][1] loss_cls: 0.5420, loss_sal: 0.2447, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 0.7893, mAP: 0.4214, best_mAP: 0.8036 [2024-04-16 12:44:37 INFO]: Epoch [279][1/1] lr: 0.0005, eta: 0:02:06, time: 0.047, data_time: 0.316, memory: 1482, loss_cls: 0.5415, loss_sal: 0.1053, loss_video_cal: 0.0073, loss_layer_cal: 0.0092, loss: 0.6633, scale: 16384.0000 [2024-04-16 12:44:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_279.pth... [2024-04-16 12:44:37 INFO]: Validating... [2024-04-16 12:44:37 INFO]: Epoch (val) [279][1] loss_cls: 0.5391, loss_sal: 0.2289, loss_video_cal: 0.0000, loss_layer_cal: 0.0025, loss: 0.7705, mAP: 0.4214, best_mAP: 0.8036 [2024-04-16 12:44:37 INFO]: Epoch [280][1/1] lr: 0.0005, eta: 0:02:06, time: 0.047, data_time: 0.313, memory: 1482, loss_cls: 0.5393, loss_sal: 0.1794, loss_video_cal: 0.0177, loss_layer_cal: 0.0112, loss: 0.7476, scale: 16384.0000 [2024-04-16 12:44:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_280.pth... [2024-04-16 12:44:37 INFO]: Validating... [2024-04-16 12:44:37 INFO]: Epoch (val) [280][1] loss_cls: 0.5358, loss_sal: 0.2154, loss_video_cal: 0.0000, loss_layer_cal: 0.0025, loss: 0.7537, mAP: 0.4237, best_mAP: 0.8036 [2024-04-16 12:44:38 INFO]: Epoch [281][1/1] lr: 0.0005, eta: 0:02:05, time: 0.049, data_time: 0.315, memory: 1482, loss_cls: 0.5408, loss_sal: 0.1743, loss_video_cal: 0.0123, loss_layer_cal: 0.0085, loss: 0.7359, scale: 16384.0000 [2024-04-16 12:44:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_281.pth... [2024-04-16 12:44:38 INFO]: Validating... [2024-04-16 12:44:38 INFO]: Epoch (val) [281][1] loss_cls: 0.5319, loss_sal: 0.1976, loss_video_cal: 0.0000, loss_layer_cal: 0.0025, loss: 0.7320, mAP: 0.4238, best_mAP: 0.8036 [2024-04-16 12:44:38 INFO]: Epoch [282][1/1] lr: 0.0005, eta: 0:02:05, time: 0.048, data_time: 0.314, memory: 1482, loss_cls: 0.5405, loss_sal: 0.1158, loss_video_cal: 0.0123, loss_layer_cal: 0.0116, loss: 0.6802, scale: 16384.0000 [2024-04-16 12:44:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_282.pth... [2024-04-16 12:44:38 INFO]: Validating... [2024-04-16 12:44:39 INFO]: Epoch (val) [282][1] loss_cls: 0.5295, loss_sal: 0.1829, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 0.7149, mAP: 0.4172, best_mAP: 0.8036 [2024-04-16 12:44:39 INFO]: Epoch [283][1/1] lr: 0.0005, eta: 0:02:04, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5428, loss_sal: 0.1349, loss_video_cal: 0.0064, loss_layer_cal: 0.0105, loss: 0.6946, scale: 16384.0000 [2024-04-16 12:44:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_283.pth... [2024-04-16 12:44:39 INFO]: Validating... [2024-04-16 12:44:39 INFO]: Epoch (val) [283][1] loss_cls: 0.5280, loss_sal: 0.1732, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 0.7038, mAP: 0.4280, best_mAP: 0.8036 [2024-04-16 12:44:39 INFO]: Epoch [284][1/1] lr: 0.0005, eta: 0:02:04, time: 0.047, data_time: 0.309, memory: 1482, loss_cls: 0.5395, loss_sal: 0.2082, loss_video_cal: 0.0176, loss_layer_cal: 0.0118, loss: 0.7772, scale: 16384.0000 [2024-04-16 12:44:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_284.pth... [2024-04-16 12:44:40 INFO]: Validating... [2024-04-16 12:44:40 INFO]: Epoch (val) [284][1] loss_cls: 0.5269, loss_sal: 0.1673, loss_video_cal: 0.0000, loss_layer_cal: 0.0027, loss: 0.6969, mAP: 0.5723, best_mAP: 0.8036 [2024-04-16 12:44:40 INFO]: Epoch [285][1/1] lr: 0.0005, eta: 0:02:03, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5450, loss_sal: 0.1447, loss_video_cal: 0.0070, loss_layer_cal: 0.0053, loss: 0.7020, scale: 16384.0000 [2024-04-16 12:44:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_285.pth... [2024-04-16 12:44:40 INFO]: Validating... [2024-04-16 12:44:40 INFO]: Epoch (val) [285][1] loss_cls: 0.5280, loss_sal: 0.1665, loss_video_cal: 0.0000, loss_layer_cal: 0.0028, loss: 0.6973, mAP: 0.4196, best_mAP: 0.8036 [2024-04-16 12:44:41 INFO]: Epoch [286][1/1] lr: 0.0005, eta: 0:02:02, time: 0.047, data_time: 0.309, memory: 1482, loss_cls: 0.5387, loss_sal: 0.1251, loss_video_cal: 0.0073, loss_layer_cal: 0.0083, loss: 0.6795, scale: 16384.0000 [2024-04-16 12:44:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_286.pth... [2024-04-16 12:44:41 INFO]: Validating... [2024-04-16 12:44:41 INFO]: Epoch (val) [286][1] loss_cls: 0.5297, loss_sal: 0.1662, loss_video_cal: 0.0000, loss_layer_cal: 0.0029, loss: 0.6988, mAP: 0.4196, best_mAP: 0.8036 [2024-04-16 12:44:41 INFO]: Epoch [287][1/1] lr: 0.0005, eta: 0:02:02, time: 0.049, data_time: 0.315, memory: 1482, loss_cls: 0.5427, loss_sal: 0.1700, loss_video_cal: 0.0071, loss_layer_cal: 0.0084, loss: 0.7282, scale: 16384.0000 [2024-04-16 12:44:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_287.pth... [2024-04-16 12:44:41 INFO]: Validating... [2024-04-16 12:44:41 INFO]: Epoch (val) [287][1] loss_cls: 0.5319, loss_sal: 0.1658, loss_video_cal: 0.0000, loss_layer_cal: 0.0030, loss: 0.7007, mAP: 0.4196, best_mAP: 0.8036 [2024-04-16 12:44:42 INFO]: Epoch [288][1/1] lr: 0.0005, eta: 0:02:01, time: 0.047, data_time: 0.308, memory: 1482, loss_cls: 0.5408, loss_sal: 0.0995, loss_video_cal: 0.0091, loss_layer_cal: 0.0052, loss: 0.6546, scale: 16384.0000 [2024-04-16 12:44:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_288.pth... [2024-04-16 12:44:42 INFO]: Validating... [2024-04-16 12:44:42 INFO]: Epoch (val) [288][1] loss_cls: 0.5338, loss_sal: 0.1658, loss_video_cal: 0.0000, loss_layer_cal: 0.0031, loss: 0.7027, mAP: 0.4223, best_mAP: 0.8036 [2024-04-16 12:44:42 INFO]: Epoch [289][1/1] lr: 0.0005, eta: 0:02:01, time: 0.049, data_time: 0.314, memory: 1482, loss_cls: 0.5483, loss_sal: 0.0958, loss_video_cal: 0.0072, loss_layer_cal: 0.0077, loss: 0.6590, scale: 16384.0000 [2024-04-16 12:44:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_289.pth... [2024-04-16 12:44:42 INFO]: Validating... [2024-04-16 12:44:43 INFO]: Epoch (val) [289][1] loss_cls: 0.5349, loss_sal: 0.1651, loss_video_cal: 0.0000, loss_layer_cal: 0.0033, loss: 0.7033, mAP: 0.4207, best_mAP: 0.8036 [2024-04-16 12:44:43 INFO]: Epoch [290][1/1] lr: 0.0005, eta: 0:02:00, time: 0.047, data_time: 0.313, memory: 1482, loss_cls: 0.5423, loss_sal: 0.1101, loss_video_cal: 0.0237, loss_layer_cal: 0.0122, loss: 0.6884, scale: 16384.0000 [2024-04-16 12:44:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_290.pth... [2024-04-16 12:44:43 INFO]: Validating... [2024-04-16 12:44:43 INFO]: Epoch (val) [290][1] loss_cls: 0.5364, loss_sal: 0.1656, loss_video_cal: 0.0000, loss_layer_cal: 0.0035, loss: 0.7054, mAP: 0.4230, best_mAP: 0.8036 [2024-04-16 12:44:43 INFO]: Epoch [291][1/1] lr: 0.0005, eta: 0:02:00, time: 0.048, data_time: 0.320, memory: 1482, loss_cls: 0.5388, loss_sal: 0.0760, loss_video_cal: 0.0101, loss_layer_cal: 0.0113, loss: 0.6362, scale: 16384.0000 [2024-04-16 12:44:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_291.pth... [2024-04-16 12:44:44 INFO]: Validating... [2024-04-16 12:44:44 INFO]: Epoch (val) [291][1] loss_cls: 0.5375, loss_sal: 0.1661, loss_video_cal: 0.0000, loss_layer_cal: 0.0037, loss: 0.7073, mAP: 0.4214, best_mAP: 0.8036 [2024-04-16 12:44:44 INFO]: Epoch [292][1/1] lr: 0.0005, eta: 0:01:59, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5394, loss_sal: 0.1551, loss_video_cal: 0.0097, loss_layer_cal: 0.0100, loss: 0.7143, scale: 16384.0000 [2024-04-16 12:44:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_292.pth... [2024-04-16 12:44:44 INFO]: Validating... [2024-04-16 12:44:44 INFO]: Epoch (val) [292][1] loss_cls: 0.5388, loss_sal: 0.1647, loss_video_cal: 0.0000, loss_layer_cal: 0.0040, loss: 0.7075, mAP: 0.4338, best_mAP: 0.8036 [2024-04-16 12:44:45 INFO]: Epoch [293][1/1] lr: 0.0005, eta: 0:01:58, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5464, loss_sal: 0.1464, loss_video_cal: 0.0106, loss_layer_cal: 0.0104, loss: 0.7138, scale: 16384.0000 [2024-04-16 12:44:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_293.pth... [2024-04-16 12:44:45 INFO]: Validating... [2024-04-16 12:44:45 INFO]: Epoch (val) [293][1] loss_cls: 0.5401, loss_sal: 0.1620, loss_video_cal: 0.0000, loss_layer_cal: 0.0041, loss: 0.7063, mAP: 0.4338, best_mAP: 0.8036 [2024-04-16 12:44:45 INFO]: Epoch [294][1/1] lr: 0.0005, eta: 0:01:58, time: 0.048, data_time: 0.315, memory: 1482, loss_cls: 0.5403, loss_sal: 0.1238, loss_video_cal: 0.0085, loss_layer_cal: 0.0089, loss: 0.6815, scale: 16384.0000 [2024-04-16 12:44:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_294.pth... [2024-04-16 12:44:45 INFO]: Validating... [2024-04-16 12:44:45 INFO]: Epoch (val) [294][1] loss_cls: 0.5413, loss_sal: 0.1596, loss_video_cal: 0.0000, loss_layer_cal: 0.0043, loss: 0.7051, mAP: 0.4237, best_mAP: 0.8036 [2024-04-16 12:44:46 INFO]: Epoch [295][1/1] lr: 0.0005, eta: 0:01:57, time: 0.048, data_time: 0.310, memory: 1482, loss_cls: 0.5407, loss_sal: 0.0898, loss_video_cal: 0.0063, loss_layer_cal: 0.0221, loss: 0.6589, scale: 16384.0000 [2024-04-16 12:44:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_295.pth... [2024-04-16 12:44:46 INFO]: Validating... [2024-04-16 12:44:46 INFO]: Epoch (val) [295][1] loss_cls: 0.5422, loss_sal: 0.1619, loss_video_cal: 0.0000, loss_layer_cal: 0.0043, loss: 0.7084, mAP: 0.4167, best_mAP: 0.8036 [2024-04-16 12:44:46 INFO]: Epoch [296][1/1] lr: 0.0005, eta: 0:01:57, time: 0.048, data_time: 0.317, memory: 1482, loss_cls: 0.5415, loss_sal: 0.1580, loss_video_cal: 0.0104, loss_layer_cal: 0.0052, loss: 0.7152, scale: 16384.0000 [2024-04-16 12:44:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_296.pth... [2024-04-16 12:44:46 INFO]: Validating... [2024-04-16 12:44:47 INFO]: Epoch (val) [296][1] loss_cls: 0.5426, loss_sal: 0.1698, loss_video_cal: 0.0000, loss_layer_cal: 0.0043, loss: 0.7168, mAP: 0.4141, best_mAP: 0.8036 [2024-04-16 12:44:47 INFO]: Epoch [297][1/1] lr: 0.0005, eta: 0:01:56, time: 0.048, data_time: 0.314, memory: 1482, loss_cls: 0.5410, loss_sal: 0.0740, loss_video_cal: 0.0132, loss_layer_cal: 0.0089, loss: 0.6371, scale: 16384.0000 [2024-04-16 12:44:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_297.pth... [2024-04-16 12:44:47 INFO]: Validating... [2024-04-16 12:44:47 INFO]: Epoch (val) [297][1] loss_cls: 0.5430, loss_sal: 0.1802, loss_video_cal: 0.0000, loss_layer_cal: 0.0043, loss: 0.7275, mAP: 0.4141, best_mAP: 0.8036 [2024-04-16 12:44:47 INFO]: Epoch [298][1/1] lr: 0.0005, eta: 0:01:56, time: 0.048, data_time: 0.314, memory: 1482, loss_cls: 0.5408, loss_sal: 0.0879, loss_video_cal: 0.0084, loss_layer_cal: 0.0136, loss: 0.6506, scale: 16384.0000 [2024-04-16 12:44:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_298.pth... [2024-04-16 12:44:48 INFO]: Validating... [2024-04-16 12:44:48 INFO]: Epoch (val) [298][1] loss_cls: 0.5429, loss_sal: 0.1907, loss_video_cal: 0.0000, loss_layer_cal: 0.0043, loss: 0.7379, mAP: 0.4251, best_mAP: 0.8036 [2024-04-16 12:44:48 INFO]: Epoch [299][1/1] lr: 0.0005, eta: 0:01:55, time: 0.049, data_time: 0.314, memory: 1482, loss_cls: 0.5404, loss_sal: 0.1644, loss_video_cal: 0.0121, loss_layer_cal: 0.0096, loss: 0.7265, scale: 16384.0000 [2024-04-16 12:44:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_299.pth... [2024-04-16 12:44:48 INFO]: Validating... [2024-04-16 12:44:48 INFO]: Epoch (val) [299][1] loss_cls: 0.5424, loss_sal: 0.1941, loss_video_cal: 0.0000, loss_layer_cal: 0.0041, loss: 0.7406, mAP: 0.4372, best_mAP: 0.8036 [2024-04-16 12:44:49 INFO]: Epoch [300][1/1] lr: 0.0005, eta: 0:01:54, time: 0.047, data_time: 0.314, memory: 1482, loss_cls: 0.5412, loss_sal: 0.1302, loss_video_cal: 0.0123, loss_layer_cal: 0.0072, loss: 0.6908, scale: 16384.0000 [2024-04-16 12:44:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_300.pth... [2024-04-16 12:44:49 INFO]: Validating... [2024-04-16 12:44:49 INFO]: Epoch (val) [300][1] loss_cls: 0.5413, loss_sal: 0.1913, loss_video_cal: 0.0000, loss_layer_cal: 0.0040, loss: 0.7366, mAP: 0.4445, best_mAP: 0.8036 [2024-04-16 12:44:49 INFO]: Epoch [301][1/1] lr: 0.0005, eta: 0:01:54, time: 0.049, data_time: 0.314, memory: 1482, loss_cls: 0.5431, loss_sal: 0.1921, loss_video_cal: 0.0124, loss_layer_cal: 0.0110, loss: 0.7586, scale: 16384.0000 [2024-04-16 12:44:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_301.pth... [2024-04-16 12:44:49 INFO]: Validating... [2024-04-16 12:44:49 INFO]: Epoch (val) [301][1] loss_cls: 0.5403, loss_sal: 0.1854, loss_video_cal: 0.0000, loss_layer_cal: 0.0038, loss: 0.7294, mAP: 0.4627, best_mAP: 0.8036 [2024-04-16 12:44:50 INFO]: Epoch [302][1/1] lr: 0.0005, eta: 0:01:53, time: 0.048, data_time: 0.318, memory: 1482, loss_cls: 0.5431, loss_sal: 0.0960, loss_video_cal: 0.0087, loss_layer_cal: 0.0093, loss: 0.6571, scale: 16384.0000 [2024-04-16 12:44:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_302.pth... [2024-04-16 12:44:50 INFO]: Validating... [2024-04-16 12:44:50 INFO]: Epoch (val) [302][1] loss_cls: 0.5392, loss_sal: 0.1830, loss_video_cal: 0.0000, loss_layer_cal: 0.0037, loss: 0.7259, mAP: 0.4603, best_mAP: 0.8036 [2024-04-16 12:44:50 INFO]: Epoch [303][1/1] lr: 0.0005, eta: 0:01:53, time: 0.049, data_time: 0.318, memory: 1482, loss_cls: 0.5406, loss_sal: 0.0334, loss_video_cal: 0.0074, loss_layer_cal: 0.0088, loss: 0.5902, scale: 16384.0000 [2024-04-16 12:44:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_303.pth... [2024-04-16 12:44:50 INFO]: Validating... [2024-04-16 12:44:51 INFO]: Epoch (val) [303][1] loss_cls: 0.5384, loss_sal: 0.1843, loss_video_cal: 0.0000, loss_layer_cal: 0.0035, loss: 0.7262, mAP: 0.4603, best_mAP: 0.8036 [2024-04-16 12:44:51 INFO]: Epoch [304][1/1] lr: 0.0005, eta: 0:01:52, time: 0.048, data_time: 0.309, memory: 1482, loss_cls: 0.5400, loss_sal: 0.0188, loss_video_cal: 0.0188, loss_layer_cal: 0.0066, loss: 0.5843, scale: 16384.0000 [2024-04-16 12:44:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_304.pth... [2024-04-16 12:44:51 INFO]: Validating... [2024-04-16 12:44:51 INFO]: Epoch (val) [304][1] loss_cls: 0.5372, loss_sal: 0.1820, loss_video_cal: 0.0000, loss_layer_cal: 0.0034, loss: 0.7227, mAP: 0.4603, best_mAP: 0.8036 [2024-04-16 12:44:51 INFO]: Epoch [305][1/1] lr: 0.0005, eta: 0:01:51, time: 0.049, data_time: 0.313, memory: 1482, loss_cls: 0.5399, loss_sal: 0.3139, loss_video_cal: 0.0122, loss_layer_cal: 0.0100, loss: 0.8760, scale: 16384.0000 [2024-04-16 12:44:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_305.pth... [2024-04-16 12:44:52 INFO]: Validating... [2024-04-16 12:44:52 INFO]: Epoch (val) [305][1] loss_cls: 0.5356, loss_sal: 0.1738, loss_video_cal: 0.0000, loss_layer_cal: 0.0032, loss: 0.7125, mAP: 0.4707, best_mAP: 0.8036 [2024-04-16 12:44:52 INFO]: Epoch [306][1/1] lr: 0.0005, eta: 0:01:51, time: 0.048, data_time: 0.315, memory: 1482, loss_cls: 0.5392, loss_sal: 0.0882, loss_video_cal: 0.0159, loss_layer_cal: 0.0122, loss: 0.6555, scale: 16384.0000 [2024-04-16 12:44:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_306.pth... [2024-04-16 12:44:52 INFO]: Validating... [2024-04-16 12:44:52 INFO]: Epoch (val) [306][1] loss_cls: 0.5336, loss_sal: 0.1647, loss_video_cal: 0.0000, loss_layer_cal: 0.0029, loss: 0.7013, mAP: 0.4703, best_mAP: 0.8036 [2024-04-16 12:44:53 INFO]: Epoch [307][1/1] lr: 0.0005, eta: 0:01:50, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5391, loss_sal: 0.1232, loss_video_cal: 0.0134, loss_layer_cal: 0.0087, loss: 0.6844, scale: 16384.0000 [2024-04-16 12:44:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_307.pth... [2024-04-16 12:44:53 INFO]: Validating... [2024-04-16 12:44:53 INFO]: Epoch (val) [307][1] loss_cls: 0.5325, loss_sal: 0.1596, loss_video_cal: 0.0000, loss_layer_cal: 0.0027, loss: 0.6948, mAP: 0.8554, best_mAP: 0.8554 [2024-04-16 12:44:53 INFO]: Epoch [308][1/1] lr: 0.0005, eta: 0:01:50, time: 0.049, data_time: 0.312, memory: 1482, loss_cls: 0.5422, loss_sal: 0.0985, loss_video_cal: 0.0125, loss_layer_cal: 0.0121, loss: 0.6654, scale: 16384.0000 [2024-04-16 12:44:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_308.pth... [2024-04-16 12:44:53 INFO]: Validating... [2024-04-16 12:44:53 INFO]: Epoch (val) [308][1] loss_cls: 0.5313, loss_sal: 0.1582, loss_video_cal: 0.0000, loss_layer_cal: 0.0025, loss: 0.6920, mAP: 0.8438, best_mAP: 0.8554 [2024-04-16 12:44:54 INFO]: Epoch [309][1/1] lr: 0.0005, eta: 0:01:49, time: 0.048, data_time: 0.317, memory: 1482, loss_cls: 0.5411, loss_sal: 0.1390, loss_video_cal: 0.0111, loss_layer_cal: 0.0115, loss: 0.7027, scale: 16384.0000 [2024-04-16 12:44:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_309.pth... [2024-04-16 12:44:54 INFO]: Validating... [2024-04-16 12:44:54 INFO]: Epoch (val) [309][1] loss_cls: 0.5305, loss_sal: 0.1608, loss_video_cal: 0.0000, loss_layer_cal: 0.0024, loss: 0.6937, mAP: 0.8383, best_mAP: 0.8554 [2024-04-16 12:44:54 INFO]: Epoch [310][1/1] lr: 0.0005, eta: 0:01:49, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5438, loss_sal: 0.1555, loss_video_cal: 0.0191, loss_layer_cal: 0.0121, loss: 0.7305, scale: 16384.0000 [2024-04-16 12:44:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_310.pth... [2024-04-16 12:44:54 INFO]: Validating... [2024-04-16 12:44:55 INFO]: Epoch (val) [310][1] loss_cls: 0.5296, loss_sal: 0.1638, loss_video_cal: 0.0000, loss_layer_cal: 0.0023, loss: 0.6957, mAP: 0.7654, best_mAP: 0.8554 [2024-04-16 12:44:55 INFO]: Epoch [311][1/1] lr: 0.0005, eta: 0:01:48, time: 0.049, data_time: 0.314, memory: 1482, loss_cls: 0.5393, loss_sal: 0.0663, loss_video_cal: 0.0110, loss_layer_cal: 0.0083, loss: 0.6249, scale: 16384.0000 [2024-04-16 12:44:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_311.pth... [2024-04-16 12:44:55 INFO]: Validating... [2024-04-16 12:44:55 INFO]: Epoch (val) [311][1] loss_cls: 0.5290, loss_sal: 0.1643, loss_video_cal: 0.0000, loss_layer_cal: 0.0022, loss: 0.6955, mAP: 0.8541, best_mAP: 0.8554 [2024-04-16 12:44:55 INFO]: Epoch [312][1/1] lr: 0.0005, eta: 0:01:47, time: 0.047, data_time: 0.314, memory: 1482, loss_cls: 0.5468, loss_sal: 0.1354, loss_video_cal: 0.0112, loss_layer_cal: 0.0078, loss: 0.7012, scale: 16384.0000 [2024-04-16 12:44:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_312.pth... [2024-04-16 12:44:56 INFO]: Validating... [2024-04-16 12:44:56 INFO]: Epoch (val) [312][1] loss_cls: 0.5289, loss_sal: 0.1607, loss_video_cal: 0.0000, loss_layer_cal: 0.0022, loss: 0.6918, mAP: 0.8541, best_mAP: 0.8554 [2024-04-16 12:44:56 INFO]: Epoch [313][1/1] lr: 0.0005, eta: 0:01:47, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5405, loss_sal: 0.3219, loss_video_cal: 0.0132, loss_layer_cal: 0.0108, loss: 0.8865, scale: 16384.0000 [2024-04-16 12:44:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_313.pth... [2024-04-16 12:44:56 INFO]: Validating... [2024-04-16 12:44:56 INFO]: Epoch (val) [313][1] loss_cls: 0.5308, loss_sal: 0.1694, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 0.7023, mAP: 0.8438, best_mAP: 0.8554 [2024-04-16 12:44:57 INFO]: Epoch [314][1/1] lr: 0.0005, eta: 0:01:46, time: 0.048, data_time: 0.318, memory: 1482, loss_cls: 0.5416, loss_sal: 0.1100, loss_video_cal: 0.0088, loss_layer_cal: 0.0115, loss: 0.6719, scale: 16384.0000 [2024-04-16 12:44:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_314.pth... [2024-04-16 12:44:57 INFO]: Validating... [2024-04-16 12:44:57 INFO]: Epoch (val) [314][1] loss_cls: 0.5330, loss_sal: 0.1741, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 0.7091, mAP: 0.7046, best_mAP: 0.8554 [2024-04-16 12:44:57 INFO]: Epoch [315][1/1] lr: 0.0005, eta: 0:01:46, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5381, loss_sal: 0.0983, loss_video_cal: 0.0119, loss_layer_cal: 0.0073, loss: 0.6557, scale: 16384.0000 [2024-04-16 12:44:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_315.pth... [2024-04-16 12:44:57 INFO]: Validating... [2024-04-16 12:44:57 INFO]: Epoch (val) [315][1] loss_cls: 0.5354, loss_sal: 0.1761, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 0.7134, mAP: 0.4685, best_mAP: 0.8554 [2024-04-16 12:44:58 INFO]: Epoch [316][1/1] lr: 0.0005, eta: 0:01:45, time: 0.048, data_time: 0.317, memory: 1482, loss_cls: 0.5403, loss_sal: 0.1137, loss_video_cal: 0.0119, loss_layer_cal: 0.0063, loss: 0.6722, scale: 16384.0000 [2024-04-16 12:44:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_316.pth... [2024-04-16 12:44:58 INFO]: Validating... [2024-04-16 12:44:58 INFO]: Epoch (val) [316][1] loss_cls: 0.5370, loss_sal: 0.1746, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 0.7135, mAP: 0.4672, best_mAP: 0.8554 [2024-04-16 12:44:58 INFO]: Epoch [317][1/1] lr: 0.0005, eta: 0:01:45, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5428, loss_sal: 0.1907, loss_video_cal: 0.0085, loss_layer_cal: 0.0160, loss: 0.7579, scale: 16384.0000 [2024-04-16 12:44:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_317.pth... [2024-04-16 12:44:58 INFO]: Validating... [2024-04-16 12:44:59 INFO]: Epoch (val) [317][1] loss_cls: 0.5386, loss_sal: 0.1739, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 0.7144, mAP: 0.4669, best_mAP: 0.8554 [2024-04-16 12:44:59 INFO]: Epoch [318][1/1] lr: 0.0005, eta: 0:01:44, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5383, loss_sal: 0.1983, loss_video_cal: 0.0103, loss_layer_cal: 0.0058, loss: 0.7528, scale: 16384.0000 [2024-04-16 12:44:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_318.pth... [2024-04-16 12:44:59 INFO]: Validating... [2024-04-16 12:44:59 INFO]: Epoch (val) [318][1] loss_cls: 0.5405, loss_sal: 0.1767, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 0.7192, mAP: 0.4495, best_mAP: 0.8554 [2024-04-16 12:44:59 INFO]: Epoch [319][1/1] lr: 0.0005, eta: 0:01:43, time: 0.048, data_time: 0.311, memory: 1482, loss_cls: 0.5444, loss_sal: 0.1110, loss_video_cal: 0.0075, loss_layer_cal: 0.0104, loss: 0.6734, scale: 16384.0000 [2024-04-16 12:44:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_319.pth... [2024-04-16 12:45:00 INFO]: Validating... [2024-04-16 12:45:00 INFO]: Epoch (val) [319][1] loss_cls: 0.5415, loss_sal: 0.1758, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 0.7193, mAP: 0.4398, best_mAP: 0.8554 [2024-04-16 12:45:00 INFO]: Epoch [320][1/1] lr: 0.0005, eta: 0:01:43, time: 0.048, data_time: 0.316, memory: 1482, loss_cls: 0.5406, loss_sal: 0.1355, loss_video_cal: 0.0060, loss_layer_cal: 0.0062, loss: 0.6883, scale: 16384.0000 [2024-04-16 12:45:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_320.pth... [2024-04-16 12:45:00 INFO]: Validating... [2024-04-16 12:45:00 INFO]: Epoch (val) [320][1] loss_cls: 0.5421, loss_sal: 0.1735, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 0.7177, mAP: 0.4303, best_mAP: 0.8554 [2024-04-16 12:45:01 INFO]: Epoch [321][1/1] lr: 0.0005, eta: 0:01:42, time: 0.049, data_time: 0.313, memory: 1482, loss_cls: 0.5377, loss_sal: 0.0958, loss_video_cal: 0.0114, loss_layer_cal: 0.0053, loss: 0.6502, scale: 16384.0000 [2024-04-16 12:45:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_321.pth... [2024-04-16 12:45:01 INFO]: Validating... [2024-04-16 12:45:01 INFO]: Epoch (val) [321][1] loss_cls: 0.5422, loss_sal: 0.1712, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 0.7155, mAP: 0.4303, best_mAP: 0.8554 [2024-04-16 12:45:01 INFO]: Epoch [322][1/1] lr: 0.0005, eta: 0:01:42, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5377, loss_sal: 0.0378, loss_video_cal: 0.0142, loss_layer_cal: 0.0059, loss: 0.5955, scale: 16384.0000 [2024-04-16 12:45:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_322.pth... [2024-04-16 12:45:01 INFO]: Validating... [2024-04-16 12:45:01 INFO]: Epoch (val) [322][1] loss_cls: 0.5421, loss_sal: 0.1700, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 0.7141, mAP: 0.4117, best_mAP: 0.8554 [2024-04-16 12:45:02 INFO]: Epoch [323][1/1] lr: 0.0005, eta: 0:01:41, time: 0.048, data_time: 0.315, memory: 1482, loss_cls: 0.5405, loss_sal: 0.0855, loss_video_cal: 0.0043, loss_layer_cal: 0.0076, loss: 0.6379, scale: 16384.0000 [2024-04-16 12:45:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_323.pth... [2024-04-16 12:45:02 INFO]: Validating... [2024-04-16 12:45:02 INFO]: Epoch (val) [323][1] loss_cls: 0.5421, loss_sal: 0.1692, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 0.7134, mAP: 0.4117, best_mAP: 0.8554 [2024-04-16 12:45:02 INFO]: Epoch [324][1/1] lr: 0.0005, eta: 0:01:41, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5380, loss_sal: 0.0704, loss_video_cal: 0.0102, loss_layer_cal: 0.0061, loss: 0.6247, scale: 16384.0000 [2024-04-16 12:45:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_324.pth... [2024-04-16 12:45:02 INFO]: Validating... [2024-04-16 12:45:03 INFO]: Epoch (val) [324][1] loss_cls: 0.5420, loss_sal: 0.1704, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 0.7145, mAP: 0.4117, best_mAP: 0.8554 [2024-04-16 12:45:03 INFO]: Epoch [325][1/1] lr: 0.0005, eta: 0:01:40, time: 0.049, data_time: 0.312, memory: 1482, loss_cls: 0.5396, loss_sal: 0.2915, loss_video_cal: 0.0145, loss_layer_cal: 0.0102, loss: 0.8559, scale: 16384.0000 [2024-04-16 12:45:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_325.pth... [2024-04-16 12:45:03 INFO]: Validating... [2024-04-16 12:45:03 INFO]: Epoch (val) [325][1] loss_cls: 0.5420, loss_sal: 0.1780, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 0.7221, mAP: 0.4117, best_mAP: 0.8554 [2024-04-16 12:45:03 INFO]: Epoch [326][1/1] lr: 0.0005, eta: 0:01:39, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5390, loss_sal: 0.2470, loss_video_cal: 0.0065, loss_layer_cal: 0.0093, loss: 0.8017, scale: 16384.0000 [2024-04-16 12:45:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_326.pth... [2024-04-16 12:45:04 INFO]: Validating... [2024-04-16 12:45:04 INFO]: Epoch (val) [326][1] loss_cls: 0.5420, loss_sal: 0.1856, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 0.7298, mAP: 0.4151, best_mAP: 0.8554 [2024-04-16 12:45:04 INFO]: Epoch [327][1/1] lr: 0.0005, eta: 0:01:39, time: 0.047, data_time: 0.317, memory: 1482, loss_cls: 0.5422, loss_sal: 0.1071, loss_video_cal: 0.0074, loss_layer_cal: 0.0096, loss: 0.6663, scale: 16384.0000 [2024-04-16 12:45:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_327.pth... [2024-04-16 12:45:04 INFO]: Validating... [2024-04-16 12:45:04 INFO]: Epoch (val) [327][1] loss_cls: 0.5417, loss_sal: 0.1924, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 0.7363, mAP: 0.4207, best_mAP: 0.8554 [2024-04-16 12:45:05 INFO]: Epoch [328][1/1] lr: 0.0005, eta: 0:01:38, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5399, loss_sal: 0.1243, loss_video_cal: 0.0056, loss_layer_cal: 0.0141, loss: 0.6838, scale: 16384.0000 [2024-04-16 12:45:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_328.pth... [2024-04-16 12:45:05 INFO]: Validating... [2024-04-16 12:45:05 INFO]: Epoch (val) [328][1] loss_cls: 0.5412, loss_sal: 0.1971, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 0.7403, mAP: 0.4207, best_mAP: 0.8554 [2024-04-16 12:45:05 INFO]: Epoch [329][1/1] lr: 0.0005, eta: 0:01:38, time: 0.048, data_time: 0.311, memory: 1482, loss_cls: 0.5398, loss_sal: 0.1007, loss_video_cal: 0.0048, loss_layer_cal: 0.0075, loss: 0.6528, scale: 16384.0000 [2024-04-16 12:45:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_329.pth... [2024-04-16 12:45:05 INFO]: Validating... [2024-04-16 12:45:05 INFO]: Epoch (val) [329][1] loss_cls: 0.5404, loss_sal: 0.2002, loss_video_cal: 0.0000, loss_layer_cal: 0.0022, loss: 0.7427, mAP: 0.4165, best_mAP: 0.8554 [2024-04-16 12:45:06 INFO]: Epoch [330][1/1] lr: 0.0005, eta: 0:01:37, time: 0.048, data_time: 0.311, memory: 1482, loss_cls: 0.5401, loss_sal: 0.0966, loss_video_cal: 0.0058, loss_layer_cal: 0.0056, loss: 0.6481, scale: 16384.0000 [2024-04-16 12:45:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_330.pth... [2024-04-16 12:45:06 INFO]: Validating... [2024-04-16 12:45:06 INFO]: Epoch (val) [330][1] loss_cls: 0.5395, loss_sal: 0.1999, loss_video_cal: 0.0000, loss_layer_cal: 0.0022, loss: 0.7415, mAP: 0.4165, best_mAP: 0.8554 [2024-04-16 12:45:06 INFO]: Epoch [331][1/1] lr: 0.0005, eta: 0:01:36, time: 0.049, data_time: 0.314, memory: 1482, loss_cls: 0.5395, loss_sal: 0.1397, loss_video_cal: 0.0081, loss_layer_cal: 0.0076, loss: 0.6950, scale: 16384.0000 [2024-04-16 12:45:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_331.pth... [2024-04-16 12:45:06 INFO]: Validating... [2024-04-16 12:45:07 INFO]: Epoch (val) [331][1] loss_cls: 0.5387, loss_sal: 0.1958, loss_video_cal: 0.0000, loss_layer_cal: 0.0022, loss: 0.7367, mAP: 0.4207, best_mAP: 0.8554 [2024-04-16 12:45:07 INFO]: Epoch [332][1/1] lr: 0.0005, eta: 0:01:36, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5381, loss_sal: 0.1026, loss_video_cal: 0.0078, loss_layer_cal: 0.0085, loss: 0.6571, scale: 16384.0000 [2024-04-16 12:45:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_332.pth... [2024-04-16 12:45:07 INFO]: Validating... [2024-04-16 12:45:07 INFO]: Epoch (val) [332][1] loss_cls: 0.5382, loss_sal: 0.1910, loss_video_cal: 0.0000, loss_layer_cal: 0.0022, loss: 0.7314, mAP: 0.4172, best_mAP: 0.8554 [2024-04-16 12:45:07 INFO]: Epoch [333][1/1] lr: 0.0005, eta: 0:01:35, time: 0.048, data_time: 0.316, memory: 1482, loss_cls: 0.5418, loss_sal: 0.1282, loss_video_cal: 0.0089, loss_layer_cal: 0.0100, loss: 0.6889, scale: 16384.0000 [2024-04-16 12:45:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_333.pth... [2024-04-16 12:45:08 INFO]: Validating... [2024-04-16 12:45:08 INFO]: Epoch (val) [333][1] loss_cls: 0.5377, loss_sal: 0.1836, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 0.7234, mAP: 0.4249, best_mAP: 0.8554 [2024-04-16 12:45:08 INFO]: Epoch [334][1/1] lr: 0.0005, eta: 0:01:35, time: 0.048, data_time: 0.315, memory: 1482, loss_cls: 0.5403, loss_sal: 0.1052, loss_video_cal: 0.0038, loss_layer_cal: 0.0083, loss: 0.6576, scale: 16384.0000 [2024-04-16 12:45:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_334.pth... [2024-04-16 12:45:08 INFO]: Validating... [2024-04-16 12:45:08 INFO]: Epoch (val) [334][1] loss_cls: 0.5370, loss_sal: 0.1754, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 0.7145, mAP: 0.4249, best_mAP: 0.8554 [2024-04-16 12:45:09 INFO]: Epoch [335][1/1] lr: 0.0005, eta: 0:01:34, time: 0.048, data_time: 0.311, memory: 1482, loss_cls: 0.5397, loss_sal: 0.1130, loss_video_cal: 0.0066, loss_layer_cal: 0.0124, loss: 0.6718, scale: 16384.0000 [2024-04-16 12:45:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_335.pth... [2024-04-16 12:45:09 INFO]: Validating... [2024-04-16 12:45:09 INFO]: Epoch (val) [335][1] loss_cls: 0.5363, loss_sal: 0.1660, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 0.7044, mAP: 0.4249, best_mAP: 0.8554 [2024-04-16 12:45:09 INFO]: Epoch [336][1/1] lr: 0.0005, eta: 0:01:34, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5505, loss_sal: 0.1488, loss_video_cal: 0.0169, loss_layer_cal: 0.0115, loss: 0.7276, scale: 16384.0000 [2024-04-16 12:45:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_336.pth... [2024-04-16 12:45:09 INFO]: Validating... [2024-04-16 12:45:09 INFO]: Epoch (val) [336][1] loss_cls: 0.5357, loss_sal: 0.1586, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 0.6963, mAP: 0.4196, best_mAP: 0.8554 [2024-04-16 12:45:10 INFO]: Epoch [337][1/1] lr: 0.0005, eta: 0:01:33, time: 0.048, data_time: 0.311, memory: 1482, loss_cls: 0.5419, loss_sal: 0.1536, loss_video_cal: 0.0170, loss_layer_cal: 0.0089, loss: 0.7215, scale: 16384.0000 [2024-04-16 12:45:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_337.pth... [2024-04-16 12:45:10 INFO]: Validating... [2024-04-16 12:45:10 INFO]: Epoch (val) [337][1] loss_cls: 0.5347, loss_sal: 0.1582, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 0.6949, mAP: 0.4223, best_mAP: 0.8554 [2024-04-16 12:45:10 INFO]: Epoch [338][1/1] lr: 0.0005, eta: 0:01:32, time: 0.047, data_time: 0.311, memory: 1482, loss_cls: 0.5400, loss_sal: 0.1306, loss_video_cal: 0.0193, loss_layer_cal: 0.0120, loss: 0.7019, scale: 16384.0000 [2024-04-16 12:45:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_338.pth... [2024-04-16 12:45:10 INFO]: Validating... [2024-04-16 12:45:11 INFO]: Epoch (val) [338][1] loss_cls: 0.5343, loss_sal: 0.1546, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 0.6908, mAP: 0.4280, best_mAP: 0.8554 [2024-04-16 12:45:11 INFO]: Epoch [339][1/1] lr: 0.0005, eta: 0:01:32, time: 0.048, data_time: 0.450, memory: 1482, loss_cls: 0.5363, loss_sal: 0.1102, loss_video_cal: 0.0095, loss_layer_cal: 0.0094, loss: 0.6654, scale: 16384.0000 [2024-04-16 12:45:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_339.pth... [2024-04-16 12:45:11 INFO]: Validating... [2024-04-16 12:45:11 INFO]: Epoch (val) [339][1] loss_cls: 0.5348, loss_sal: 0.1533, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 0.6900, mAP: 0.4280, best_mAP: 0.8554 [2024-04-16 12:45:12 INFO]: Epoch [340][1/1] lr: 0.0005, eta: 0:01:31, time: 0.048, data_time: 0.320, memory: 1482, loss_cls: 0.5392, loss_sal: 0.2015, loss_video_cal: 0.0134, loss_layer_cal: 0.0111, loss: 0.7652, scale: 16384.0000 [2024-04-16 12:45:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_340.pth... [2024-04-16 12:45:12 INFO]: Validating... [2024-04-16 12:45:12 INFO]: Epoch (val) [340][1] loss_cls: 0.5355, loss_sal: 0.1540, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 0.6914, mAP: 0.4280, best_mAP: 0.8554 [2024-04-16 12:45:12 INFO]: Epoch [341][1/1] lr: 0.0005, eta: 0:01:31, time: 0.048, data_time: 0.311, memory: 1482, loss_cls: 0.5400, loss_sal: 0.1067, loss_video_cal: 0.0085, loss_layer_cal: 0.0097, loss: 0.6649, scale: 16384.0000 [2024-04-16 12:45:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_341.pth... [2024-04-16 12:45:12 INFO]: Validating... [2024-04-16 12:45:12 INFO]: Epoch (val) [341][1] loss_cls: 0.5357, loss_sal: 0.1566, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 0.6941, mAP: 0.4280, best_mAP: 0.8554 [2024-04-16 12:45:13 INFO]: Epoch [342][1/1] lr: 0.0005, eta: 0:01:30, time: 0.047, data_time: 0.313, memory: 1482, loss_cls: 0.5414, loss_sal: 0.1326, loss_video_cal: 0.0060, loss_layer_cal: 0.0043, loss: 0.6842, scale: 16384.0000 [2024-04-16 12:45:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_342.pth... [2024-04-16 12:45:13 INFO]: Validating... [2024-04-16 12:45:13 INFO]: Epoch (val) [342][1] loss_cls: 0.5350, loss_sal: 0.1519, loss_video_cal: 0.0000, loss_layer_cal: 0.0018, loss: 0.6887, mAP: 0.4280, best_mAP: 0.8554 [2024-04-16 12:45:13 INFO]: Epoch [343][1/1] lr: 0.0005, eta: 0:01:30, time: 0.049, data_time: 0.312, memory: 1482, loss_cls: 0.5430, loss_sal: 0.1381, loss_video_cal: 0.0100, loss_layer_cal: 0.0087, loss: 0.6998, scale: 16384.0000 [2024-04-16 12:45:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_343.pth... [2024-04-16 12:45:13 INFO]: Validating... [2024-04-16 12:45:13 INFO]: Epoch (val) [343][1] loss_cls: 0.5340, loss_sal: 0.1474, loss_video_cal: 0.0000, loss_layer_cal: 0.0018, loss: 0.6832, mAP: 0.4280, best_mAP: 0.8554 [2024-04-16 12:45:14 INFO]: Epoch [344][1/1] lr: 0.0005, eta: 0:01:29, time: 0.049, data_time: 0.313, memory: 1482, loss_cls: 0.5422, loss_sal: 0.1036, loss_video_cal: 0.0095, loss_layer_cal: 0.0159, loss: 0.6712, scale: 16384.0000 [2024-04-16 12:45:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_344.pth... [2024-04-16 12:45:14 INFO]: Validating... [2024-04-16 12:45:14 INFO]: Epoch (val) [344][1] loss_cls: 0.5331, loss_sal: 0.1439, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 0.6787, mAP: 0.4280, best_mAP: 0.8554 [2024-04-16 12:45:14 INFO]: Epoch [345][1/1] lr: 0.0005, eta: 0:01:29, time: 0.047, data_time: 0.317, memory: 1482, loss_cls: 0.5394, loss_sal: 0.1358, loss_video_cal: 0.0195, loss_layer_cal: 0.0105, loss: 0.7052, scale: 16384.0000 [2024-04-16 12:45:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_345.pth... [2024-04-16 12:45:15 INFO]: Validating... [2024-04-16 12:45:15 INFO]: Epoch (val) [345][1] loss_cls: 0.5326, loss_sal: 0.1369, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 0.6712, mAP: 0.4280, best_mAP: 0.8554 [2024-04-16 12:45:15 INFO]: Epoch [346][1/1] lr: 0.0005, eta: 0:01:28, time: 0.048, data_time: 0.311, memory: 1482, loss_cls: 0.5400, loss_sal: 0.2164, loss_video_cal: 0.0136, loss_layer_cal: 0.0080, loss: 0.7780, scale: 16384.0000 [2024-04-16 12:45:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_346.pth... [2024-04-16 12:45:15 INFO]: Validating... [2024-04-16 12:45:15 INFO]: Epoch (val) [346][1] loss_cls: 0.5328, loss_sal: 0.1202, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 0.6546, mAP: 0.4280, best_mAP: 0.8554 [2024-04-16 12:45:16 INFO]: Epoch [347][1/1] lr: 0.0005, eta: 0:01:27, time: 0.048, data_time: 0.316, memory: 1482, loss_cls: 0.5382, loss_sal: 0.1268, loss_video_cal: 0.0112, loss_layer_cal: 0.0147, loss: 0.6910, scale: 16384.0000 [2024-04-16 12:45:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_347.pth... [2024-04-16 12:45:16 INFO]: Validating... [2024-04-16 12:45:16 INFO]: Epoch (val) [347][1] loss_cls: 0.5330, loss_sal: 0.1122, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 0.6468, mAP: 0.4280, best_mAP: 0.8554 [2024-04-16 12:45:16 INFO]: Epoch [348][1/1] lr: 0.0005, eta: 0:01:27, time: 0.047, data_time: 0.317, memory: 1482, loss_cls: 0.5383, loss_sal: 0.1282, loss_video_cal: 0.0071, loss_layer_cal: 0.0038, loss: 0.6774, scale: 16384.0000 [2024-04-16 12:45:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_348.pth... [2024-04-16 12:45:16 INFO]: Validating... [2024-04-16 12:45:16 INFO]: Epoch (val) [348][1] loss_cls: 0.5329, loss_sal: 0.1075, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 0.6419, mAP: 0.4275, best_mAP: 0.8554 [2024-04-16 12:45:17 INFO]: Epoch [349][1/1] lr: 0.0005, eta: 0:01:26, time: 0.048, data_time: 0.311, memory: 1482, loss_cls: 0.5404, loss_sal: 0.1441, loss_video_cal: 0.0111, loss_layer_cal: 0.0071, loss: 0.7026, scale: 16384.0000 [2024-04-16 12:45:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_349.pth... [2024-04-16 12:45:17 INFO]: Validating... [2024-04-16 12:45:17 INFO]: Epoch (val) [349][1] loss_cls: 0.5323, loss_sal: 0.1075, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 0.6413, mAP: 0.4275, best_mAP: 0.8554 [2024-04-16 12:45:17 INFO]: Epoch [350][1/1] lr: 0.0005, eta: 0:01:26, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5396, loss_sal: 0.0643, loss_video_cal: 0.0080, loss_layer_cal: 0.0055, loss: 0.6173, scale: 16384.0000 [2024-04-16 12:45:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_350.pth... [2024-04-16 12:45:17 INFO]: Validating... [2024-04-16 12:45:18 INFO]: Epoch (val) [350][1] loss_cls: 0.5315, loss_sal: 0.1052, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 0.6381, mAP: 0.4275, best_mAP: 0.8554 [2024-04-16 12:45:18 INFO]: Epoch [351][1/1] lr: 0.0005, eta: 0:01:25, time: 0.047, data_time: 0.311, memory: 1482, loss_cls: 0.5383, loss_sal: 0.1097, loss_video_cal: 0.0094, loss_layer_cal: 0.0089, loss: 0.6664, scale: 16384.0000 [2024-04-16 12:45:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_351.pth... [2024-04-16 12:45:18 INFO]: Validating... [2024-04-16 12:45:18 INFO]: Epoch (val) [351][1] loss_cls: 0.5307, loss_sal: 0.0987, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 0.6308, mAP: 0.4275, best_mAP: 0.8554 [2024-04-16 12:45:18 INFO]: Epoch [352][1/1] lr: 0.0005, eta: 0:01:24, time: 0.047, data_time: 0.317, memory: 1482, loss_cls: 0.5376, loss_sal: 0.1885, loss_video_cal: 0.0112, loss_layer_cal: 0.0108, loss: 0.7482, scale: 16384.0000 [2024-04-16 12:45:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_352.pth... [2024-04-16 12:45:19 INFO]: Validating... [2024-04-16 12:45:19 INFO]: Epoch (val) [352][1] loss_cls: 0.5304, loss_sal: 0.0914, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 0.6232, mAP: 0.4275, best_mAP: 0.8554 [2024-04-16 12:45:19 INFO]: Epoch [353][1/1] lr: 0.0005, eta: 0:01:24, time: 0.048, data_time: 0.310, memory: 1482, loss_cls: 0.5411, loss_sal: 0.1130, loss_video_cal: 0.0065, loss_layer_cal: 0.0089, loss: 0.6695, scale: 16384.0000 [2024-04-16 12:45:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_353.pth... [2024-04-16 12:45:19 INFO]: Validating... [2024-04-16 12:45:19 INFO]: Epoch (val) [353][1] loss_cls: 0.5301, loss_sal: 0.0868, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 0.6184, mAP: 0.4198, best_mAP: 0.8554 [2024-04-16 12:45:20 INFO]: Epoch [354][1/1] lr: 0.0005, eta: 0:01:23, time: 0.047, data_time: 0.312, memory: 1482, loss_cls: 0.5393, loss_sal: 0.1117, loss_video_cal: 0.0117, loss_layer_cal: 0.0104, loss: 0.6731, scale: 16384.0000 [2024-04-16 12:45:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_354.pth... [2024-04-16 12:45:20 INFO]: Validating... [2024-04-16 12:45:20 INFO]: Epoch (val) [354][1] loss_cls: 0.5293, loss_sal: 0.0814, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 0.6120, mAP: 0.4275, best_mAP: 0.8554 [2024-04-16 12:45:20 INFO]: Epoch [355][1/1] lr: 0.0005, eta: 0:01:23, time: 0.049, data_time: 0.316, memory: 1482, loss_cls: 0.5453, loss_sal: 0.1103, loss_video_cal: 0.0078, loss_layer_cal: 0.0060, loss: 0.6694, scale: 16384.0000 [2024-04-16 12:45:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_355.pth... [2024-04-16 12:45:20 INFO]: Validating... [2024-04-16 12:45:20 INFO]: Epoch (val) [355][1] loss_cls: 0.5280, loss_sal: 0.0779, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 0.6072, mAP: 0.4198, best_mAP: 0.8554 [2024-04-16 12:45:21 INFO]: Epoch [356][1/1] lr: 0.0005, eta: 0:01:22, time: 0.048, data_time: 0.311, memory: 1482, loss_cls: 0.5381, loss_sal: 0.1551, loss_video_cal: 0.0105, loss_layer_cal: 0.0062, loss: 0.7099, scale: 16384.0000 [2024-04-16 12:45:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_356.pth... [2024-04-16 12:45:21 INFO]: Validating... [2024-04-16 12:45:21 INFO]: Epoch (val) [356][1] loss_cls: 0.5272, loss_sal: 0.0789, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 0.6074, mAP: 0.5613, best_mAP: 0.8554 [2024-04-16 12:45:21 INFO]: Epoch [357][1/1] lr: 0.0005, eta: 0:01:22, time: 0.048, data_time: 0.309, memory: 1482, loss_cls: 0.5395, loss_sal: 0.0777, loss_video_cal: 0.0068, loss_layer_cal: 0.0114, loss: 0.6353, scale: 16384.0000 [2024-04-16 12:45:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_357.pth... [2024-04-16 12:45:21 INFO]: Validating... [2024-04-16 12:45:21 INFO]: Epoch (val) [357][1] loss_cls: 0.5275, loss_sal: 0.0759, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 0.6047, mAP: 0.4238, best_mAP: 0.8554 [2024-04-16 12:45:22 INFO]: Epoch [358][1/1] lr: 0.0005, eta: 0:01:21, time: 0.048, data_time: 0.309, memory: 1482, loss_cls: 0.5395, loss_sal: 0.0811, loss_video_cal: 0.0061, loss_layer_cal: 0.0079, loss: 0.6346, scale: 16384.0000 [2024-04-16 12:45:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_358.pth... [2024-04-16 12:45:22 INFO]: Validating... [2024-04-16 12:45:22 INFO]: Epoch (val) [358][1] loss_cls: 0.5277, loss_sal: 0.0704, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 0.5994, mAP: 0.4238, best_mAP: 0.8554 [2024-04-16 12:45:22 INFO]: Epoch [359][1/1] lr: 0.0005, eta: 0:01:20, time: 0.048, data_time: 0.318, memory: 1482, loss_cls: 0.5377, loss_sal: 0.1570, loss_video_cal: 0.0131, loss_layer_cal: 0.0063, loss: 0.7142, scale: 16384.0000 [2024-04-16 12:45:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_359.pth... [2024-04-16 12:45:23 INFO]: Validating... [2024-04-16 12:45:23 INFO]: Epoch (val) [359][1] loss_cls: 0.5276, loss_sal: 0.0695, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 0.5984, mAP: 0.4310, best_mAP: 0.8554 [2024-04-16 12:45:23 INFO]: Epoch [360][1/1] lr: 0.0005, eta: 0:01:20, time: 0.047, data_time: 0.309, memory: 1482, loss_cls: 0.5409, loss_sal: 0.1634, loss_video_cal: 0.0060, loss_layer_cal: 0.0069, loss: 0.7173, scale: 16384.0000 [2024-04-16 12:45:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_360.pth... [2024-04-16 12:45:23 INFO]: Validating... [2024-04-16 12:45:23 INFO]: Epoch (val) [360][1] loss_cls: 0.5275, loss_sal: 0.0694, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 0.5981, mAP: 0.4351, best_mAP: 0.8554 [2024-04-16 12:45:24 INFO]: Epoch [361][1/1] lr: 0.0005, eta: 0:01:19, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5367, loss_sal: 0.2146, loss_video_cal: 0.0118, loss_layer_cal: 0.0083, loss: 0.7714, scale: 16384.0000 [2024-04-16 12:45:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_361.pth... [2024-04-16 12:45:24 INFO]: Validating... [2024-04-16 12:45:24 INFO]: Epoch (val) [361][1] loss_cls: 0.5271, loss_sal: 0.0809, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.6093, mAP: 0.4256, best_mAP: 0.8554 [2024-04-16 12:45:24 INFO]: Epoch [362][1/1] lr: 0.0005, eta: 0:01:19, time: 0.048, data_time: 0.317, memory: 1482, loss_cls: 0.5377, loss_sal: 0.0827, loss_video_cal: 0.0044, loss_layer_cal: 0.0055, loss: 0.6303, scale: 16384.0000 [2024-04-16 12:45:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_362.pth... [2024-04-16 12:45:24 INFO]: Validating... [2024-04-16 12:45:24 INFO]: Epoch (val) [362][1] loss_cls: 0.5273, loss_sal: 0.0892, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.6177, mAP: 0.4249, best_mAP: 0.8554 [2024-04-16 12:45:25 INFO]: Epoch [363][1/1] lr: 0.0005, eta: 0:01:18, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5381, loss_sal: 0.0928, loss_video_cal: 0.0079, loss_layer_cal: 0.0073, loss: 0.6460, scale: 16384.0000 [2024-04-16 12:45:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_363.pth... [2024-04-16 12:45:25 INFO]: Validating... [2024-04-16 12:45:25 INFO]: Epoch (val) [363][1] loss_cls: 0.5277, loss_sal: 0.0905, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.6194, mAP: 0.4249, best_mAP: 0.8554 [2024-04-16 12:45:25 INFO]: Epoch [364][1/1] lr: 0.0005, eta: 0:01:18, time: 0.047, data_time: 0.311, memory: 1482, loss_cls: 0.5366, loss_sal: 0.0469, loss_video_cal: 0.0081, loss_layer_cal: 0.0118, loss: 0.6033, scale: 16384.0000 [2024-04-16 12:45:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_364.pth... [2024-04-16 12:45:25 INFO]: Validating... [2024-04-16 12:45:25 INFO]: Epoch (val) [364][1] loss_cls: 0.5280, loss_sal: 0.0878, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.6170, mAP: 0.4249, best_mAP: 0.8554 [2024-04-16 12:45:26 INFO]: Epoch [365][1/1] lr: 0.0005, eta: 0:01:17, time: 0.048, data_time: 0.309, memory: 1482, loss_cls: 0.5372, loss_sal: 0.1155, loss_video_cal: 0.0070, loss_layer_cal: 0.0024, loss: 0.6621, scale: 16384.0000 [2024-04-16 12:45:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_365.pth... [2024-04-16 12:45:26 INFO]: Validating... [2024-04-16 12:45:26 INFO]: Epoch (val) [365][1] loss_cls: 0.5279, loss_sal: 0.0826, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.6118, mAP: 0.4249, best_mAP: 0.8554 [2024-04-16 12:45:26 INFO]: Epoch [366][1/1] lr: 0.0005, eta: 0:01:16, time: 0.047, data_time: 0.312, memory: 1482, loss_cls: 0.5366, loss_sal: 0.1325, loss_video_cal: 0.0050, loss_layer_cal: 0.0056, loss: 0.6796, scale: 16384.0000 [2024-04-16 12:45:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_366.pth... [2024-04-16 12:45:26 INFO]: Validating... [2024-04-16 12:45:27 INFO]: Epoch (val) [366][1] loss_cls: 0.5273, loss_sal: 0.0785, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.6070, mAP: 0.4249, best_mAP: 0.8554 [2024-04-16 12:45:27 INFO]: Epoch [367][1/1] lr: 0.0005, eta: 0:01:16, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5380, loss_sal: 0.1303, loss_video_cal: 0.0035, loss_layer_cal: 0.0093, loss: 0.6811, scale: 16384.0000 [2024-04-16 12:45:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_367.pth... [2024-04-16 12:45:27 INFO]: Validating... [2024-04-16 12:45:27 INFO]: Epoch (val) [367][1] loss_cls: 0.5270, loss_sal: 0.0717, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.5998, mAP: 0.4249, best_mAP: 0.8554 [2024-04-16 12:45:28 INFO]: Epoch [368][1/1] lr: 0.0005, eta: 0:01:15, time: 0.047, data_time: 0.318, memory: 1482, loss_cls: 0.5367, loss_sal: 0.0969, loss_video_cal: 0.0054, loss_layer_cal: 0.0069, loss: 0.6459, scale: 16384.0000 [2024-04-16 12:45:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_368.pth... [2024-04-16 12:45:28 INFO]: Validating... [2024-04-16 12:45:28 INFO]: Epoch (val) [368][1] loss_cls: 0.5268, loss_sal: 0.0669, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.5948, mAP: 0.4207, best_mAP: 0.8554 [2024-04-16 12:45:28 INFO]: Epoch [369][1/1] lr: 0.0005, eta: 0:01:15, time: 0.048, data_time: 0.315, memory: 1482, loss_cls: 0.5363, loss_sal: 0.0760, loss_video_cal: 0.0109, loss_layer_cal: 0.0080, loss: 0.6312, scale: 16384.0000 [2024-04-16 12:45:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_369.pth... [2024-04-16 12:45:28 INFO]: Validating... [2024-04-16 12:45:28 INFO]: Epoch (val) [369][1] loss_cls: 0.5269, loss_sal: 0.0589, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.5869, mAP: 0.4283, best_mAP: 0.8554 [2024-04-16 12:45:29 INFO]: Epoch [370][1/1] lr: 0.0005, eta: 0:01:14, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5398, loss_sal: 0.1482, loss_video_cal: 0.0081, loss_layer_cal: 0.0074, loss: 0.7034, scale: 16384.0000 [2024-04-16 12:45:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_370.pth... [2024-04-16 12:45:29 INFO]: Validating... [2024-04-16 12:45:29 INFO]: Epoch (val) [370][1] loss_cls: 0.5267, loss_sal: 0.0566, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.5844, mAP: 0.4283, best_mAP: 0.8554 [2024-04-16 12:45:29 INFO]: Epoch [371][1/1] lr: 0.0005, eta: 0:01:14, time: 0.047, data_time: 0.313, memory: 1482, loss_cls: 0.5390, loss_sal: 0.1183, loss_video_cal: 0.0060, loss_layer_cal: 0.0066, loss: 0.6698, scale: 16384.0000 [2024-04-16 12:45:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_371.pth... [2024-04-16 12:45:29 INFO]: Validating... [2024-04-16 12:45:29 INFO]: Epoch (val) [371][1] loss_cls: 0.5268, loss_sal: 0.0551, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.5830, mAP: 0.4351, best_mAP: 0.8554 [2024-04-16 12:45:30 INFO]: Epoch [372][1/1] lr: 0.0005, eta: 0:01:13, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5380, loss_sal: 0.0466, loss_video_cal: 0.0028, loss_layer_cal: 0.0098, loss: 0.5972, scale: 16384.0000 [2024-04-16 12:45:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_372.pth... [2024-04-16 12:45:30 INFO]: Validating... [2024-04-16 12:45:30 INFO]: Epoch (val) [372][1] loss_cls: 0.5269, loss_sal: 0.0546, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.5825, mAP: 0.4351, best_mAP: 0.8554 [2024-04-16 12:45:30 INFO]: Epoch [373][1/1] lr: 0.0005, eta: 0:01:12, time: 0.048, data_time: 0.311, memory: 1482, loss_cls: 0.5409, loss_sal: 0.1274, loss_video_cal: 0.0074, loss_layer_cal: 0.0070, loss: 0.6827, scale: 16384.0000 [2024-04-16 12:45:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_373.pth... [2024-04-16 12:45:30 INFO]: Validating... [2024-04-16 12:45:31 INFO]: Epoch (val) [373][1] loss_cls: 0.5265, loss_sal: 0.0575, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.5850, mAP: 0.4324, best_mAP: 0.8554 [2024-04-16 12:45:31 INFO]: Epoch [374][1/1] lr: 0.0005, eta: 0:01:12, time: 0.048, data_time: 0.311, memory: 1482, loss_cls: 0.5383, loss_sal: 0.0932, loss_video_cal: 0.0080, loss_layer_cal: 0.0100, loss: 0.6495, scale: 16384.0000 [2024-04-16 12:45:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_374.pth... [2024-04-16 12:45:31 INFO]: Validating... [2024-04-16 12:45:31 INFO]: Epoch (val) [374][1] loss_cls: 0.5265, loss_sal: 0.0658, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.5933, mAP: 0.4279, best_mAP: 0.8554 [2024-04-16 12:45:32 INFO]: Epoch [375][1/1] lr: 0.0005, eta: 0:01:11, time: 0.048, data_time: 0.315, memory: 1482, loss_cls: 0.5402, loss_sal: 0.0970, loss_video_cal: 0.0028, loss_layer_cal: 0.0079, loss: 0.6479, scale: 16384.0000 [2024-04-16 12:45:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_375.pth... [2024-04-16 12:45:32 INFO]: Validating... [2024-04-16 12:45:32 INFO]: Epoch (val) [375][1] loss_cls: 0.5261, loss_sal: 0.0655, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.5927, mAP: 0.4279, best_mAP: 0.8554 [2024-04-16 12:45:32 INFO]: Epoch [376][1/1] lr: 0.0005, eta: 0:01:11, time: 0.048, data_time: 0.310, memory: 1482, loss_cls: 0.5414, loss_sal: 0.0698, loss_video_cal: 0.0074, loss_layer_cal: 0.0099, loss: 0.6285, scale: 16384.0000 [2024-04-16 12:45:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_376.pth... [2024-04-16 12:45:32 INFO]: Validating... [2024-04-16 12:45:32 INFO]: Epoch (val) [376][1] loss_cls: 0.5273, loss_sal: 0.0591, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.5874, mAP: 0.5747, best_mAP: 0.8554 [2024-04-16 12:45:33 INFO]: Epoch [377][1/1] lr: 0.0005, eta: 0:01:10, time: 0.048, data_time: 0.317, memory: 1482, loss_cls: 0.5368, loss_sal: 0.1024, loss_video_cal: 0.0042, loss_layer_cal: 0.0120, loss: 0.6554, scale: 16384.0000 [2024-04-16 12:45:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_377.pth... [2024-04-16 12:45:33 INFO]: Validating... [2024-04-16 12:45:33 INFO]: Epoch (val) [377][1] loss_cls: 0.5296, loss_sal: 0.0682, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.5988, mAP: 0.6511, best_mAP: 0.8554 [2024-04-16 12:45:33 INFO]: Epoch [378][1/1] lr: 0.0005, eta: 0:01:10, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5417, loss_sal: 0.0847, loss_video_cal: 0.0058, loss_layer_cal: 0.0070, loss: 0.6392, scale: 16384.0000 [2024-04-16 12:45:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_378.pth... [2024-04-16 12:45:33 INFO]: Validating... [2024-04-16 12:45:33 INFO]: Epoch (val) [378][1] loss_cls: 0.5307, loss_sal: 0.0765, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.6082, mAP: 0.6615, best_mAP: 0.8554 [2024-04-16 12:45:34 INFO]: Epoch [379][1/1] lr: 0.0005, eta: 0:01:09, time: 0.049, data_time: 0.320, memory: 1482, loss_cls: 0.5386, loss_sal: 0.0926, loss_video_cal: 0.0043, loss_layer_cal: 0.0083, loss: 0.6438, scale: 16384.0000 [2024-04-16 12:45:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_379.pth... [2024-04-16 12:45:34 INFO]: Validating... [2024-04-16 12:45:34 INFO]: Epoch (val) [379][1] loss_cls: 0.5300, loss_sal: 0.0864, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.6175, mAP: 0.6547, best_mAP: 0.8554 [2024-04-16 12:45:34 INFO]: Epoch [380][1/1] lr: 0.0005, eta: 0:01:08, time: 0.047, data_time: 0.315, memory: 1482, loss_cls: 0.5352, loss_sal: 0.1300, loss_video_cal: 0.0099, loss_layer_cal: 0.0138, loss: 0.6889, scale: 16384.0000 [2024-04-16 12:45:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_380.pth... [2024-04-16 12:45:34 INFO]: Validating... [2024-04-16 12:45:35 INFO]: Epoch (val) [380][1] loss_cls: 0.5300, loss_sal: 0.0972, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.6283, mAP: 0.6785, best_mAP: 0.8554 [2024-04-16 12:45:35 INFO]: Epoch [381][1/1] lr: 0.0005, eta: 0:01:08, time: 0.047, data_time: 0.315, memory: 1482, loss_cls: 0.5395, loss_sal: 0.1151, loss_video_cal: 0.0073, loss_layer_cal: 0.0071, loss: 0.6691, scale: 16384.0000 [2024-04-16 12:45:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_381.pth... [2024-04-16 12:45:35 INFO]: Validating... [2024-04-16 12:45:35 INFO]: Epoch (val) [381][1] loss_cls: 0.5291, loss_sal: 0.1079, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.6380, mAP: 0.5917, best_mAP: 0.8554 [2024-04-16 12:45:36 INFO]: Epoch [382][1/1] lr: 0.0005, eta: 0:01:07, time: 0.047, data_time: 0.317, memory: 1482, loss_cls: 0.5380, loss_sal: 0.1262, loss_video_cal: 0.0072, loss_layer_cal: 0.0039, loss: 0.6753, scale: 16384.0000 [2024-04-16 12:45:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_382.pth... [2024-04-16 12:45:36 INFO]: Validating... [2024-04-16 12:45:36 INFO]: Epoch (val) [382][1] loss_cls: 0.5286, loss_sal: 0.1219, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.6517, mAP: 0.4207, best_mAP: 0.8554 [2024-04-16 12:45:36 INFO]: Epoch [383][1/1] lr: 0.0005, eta: 0:01:07, time: 0.047, data_time: 0.315, memory: 1482, loss_cls: 0.5382, loss_sal: 0.1148, loss_video_cal: 0.0046, loss_layer_cal: 0.0069, loss: 0.6645, scale: 16384.0000 [2024-04-16 12:45:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_383.pth... [2024-04-16 12:45:36 INFO]: Validating... [2024-04-16 12:45:36 INFO]: Epoch (val) [383][1] loss_cls: 0.5293, loss_sal: 0.1359, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.6662, mAP: 0.4279, best_mAP: 0.8554 [2024-04-16 12:45:37 INFO]: Epoch [384][1/1] lr: 0.0005, eta: 0:01:06, time: 0.047, data_time: 0.310, memory: 1482, loss_cls: 0.5377, loss_sal: 0.1096, loss_video_cal: 0.0066, loss_layer_cal: 0.0085, loss: 0.6623, scale: 16384.0000 [2024-04-16 12:45:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_384.pth... [2024-04-16 12:45:37 INFO]: Validating... [2024-04-16 12:45:37 INFO]: Epoch (val) [384][1] loss_cls: 0.5307, loss_sal: 0.1492, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.6810, mAP: 0.4279, best_mAP: 0.8554 [2024-04-16 12:45:37 INFO]: Epoch [385][1/1] lr: 0.0005, eta: 0:01:05, time: 0.048, data_time: 0.310, memory: 1482, loss_cls: 0.5366, loss_sal: 0.0517, loss_video_cal: 0.0065, loss_layer_cal: 0.0064, loss: 0.6011, scale: 16384.0000 [2024-04-16 12:45:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_385.pth... [2024-04-16 12:45:37 INFO]: Validating... [2024-04-16 12:45:37 INFO]: Epoch (val) [385][1] loss_cls: 0.5322, loss_sal: 0.1567, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.6901, mAP: 0.4310, best_mAP: 0.8554 [2024-04-16 12:45:38 INFO]: Epoch [386][1/1] lr: 0.0005, eta: 0:01:05, time: 0.049, data_time: 0.313, memory: 1482, loss_cls: 0.5374, loss_sal: 0.0804, loss_video_cal: 0.0034, loss_layer_cal: 0.0056, loss: 0.6268, scale: 16384.0000 [2024-04-16 12:45:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_386.pth... [2024-04-16 12:45:38 INFO]: Validating... [2024-04-16 12:45:38 INFO]: Epoch (val) [386][1] loss_cls: 0.5331, loss_sal: 0.1594, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.6937, mAP: 0.4351, best_mAP: 0.8554 [2024-04-16 12:45:38 INFO]: Epoch [387][1/1] lr: 0.0005, eta: 0:01:04, time: 0.047, data_time: 0.312, memory: 1482, loss_cls: 0.5372, loss_sal: 0.0451, loss_video_cal: 0.0077, loss_layer_cal: 0.0064, loss: 0.5964, scale: 16384.0000 [2024-04-16 12:45:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_387.pth... [2024-04-16 12:45:38 INFO]: Validating... [2024-04-16 12:45:39 INFO]: Epoch (val) [387][1] loss_cls: 0.5335, loss_sal: 0.1607, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.6954, mAP: 0.4351, best_mAP: 0.8554 [2024-04-16 12:45:39 INFO]: Epoch [388][1/1] lr: 0.0005, eta: 0:01:04, time: 0.048, data_time: 0.310, memory: 1482, loss_cls: 0.5355, loss_sal: 0.1492, loss_video_cal: 0.0063, loss_layer_cal: 0.0060, loss: 0.6970, scale: 16384.0000 [2024-04-16 12:45:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_388.pth... [2024-04-16 12:45:39 INFO]: Validating... [2024-04-16 12:45:39 INFO]: Epoch (val) [388][1] loss_cls: 0.5331, loss_sal: 0.1614, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.6958, mAP: 0.4351, best_mAP: 0.8554 [2024-04-16 12:45:39 INFO]: Epoch [389][1/1] lr: 0.0005, eta: 0:01:03, time: 0.048, data_time: 0.309, memory: 1482, loss_cls: 0.5375, loss_sal: 0.0939, loss_video_cal: 0.0062, loss_layer_cal: 0.0041, loss: 0.6417, scale: 16384.0000 [2024-04-16 12:45:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_389.pth... [2024-04-16 12:45:40 INFO]: Validating... [2024-04-16 12:45:40 INFO]: Epoch (val) [389][1] loss_cls: 0.5323, loss_sal: 0.1607, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 0.6942, mAP: 0.4351, best_mAP: 0.8554 [2024-04-16 12:45:40 INFO]: Epoch [390][1/1] lr: 0.0005, eta: 0:01:03, time: 0.048, data_time: 0.310, memory: 1482, loss_cls: 0.5371, loss_sal: 0.0415, loss_video_cal: 0.0044, loss_layer_cal: 0.0138, loss: 0.5967, scale: 16384.0000 [2024-04-16 12:45:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_390.pth... [2024-04-16 12:45:40 INFO]: Validating... [2024-04-16 12:45:40 INFO]: Epoch (val) [390][1] loss_cls: 0.5312, loss_sal: 0.1586, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 0.6911, mAP: 0.4351, best_mAP: 0.8554 [2024-04-16 12:45:41 INFO]: Epoch [391][1/1] lr: 0.0005, eta: 0:01:02, time: 0.047, data_time: 0.315, memory: 1482, loss_cls: 0.5372, loss_sal: 0.1687, loss_video_cal: 0.0153, loss_layer_cal: 0.0045, loss: 0.7257, scale: 16384.0000 [2024-04-16 12:45:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_391.pth... [2024-04-16 12:45:41 INFO]: Validating... [2024-04-16 12:45:41 INFO]: Epoch (val) [391][1] loss_cls: 0.5303, loss_sal: 0.1574, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.6889, mAP: 0.4351, best_mAP: 0.8554 [2024-04-16 12:45:41 INFO]: Epoch [392][1/1] lr: 0.0005, eta: 0:01:01, time: 0.047, data_time: 0.314, memory: 1482, loss_cls: 0.5359, loss_sal: 0.0625, loss_video_cal: 0.0059, loss_layer_cal: 0.0046, loss: 0.6088, scale: 16384.0000 [2024-04-16 12:45:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_392.pth... [2024-04-16 12:45:41 INFO]: Validating... [2024-04-16 12:45:41 INFO]: Epoch (val) [392][1] loss_cls: 0.5291, loss_sal: 0.1546, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.6849, mAP: 0.4351, best_mAP: 0.8554 [2024-04-16 12:45:42 INFO]: Epoch [393][1/1] lr: 0.0005, eta: 0:01:01, time: 0.048, data_time: 0.315, memory: 1482, loss_cls: 0.5385, loss_sal: 0.0821, loss_video_cal: 0.0066, loss_layer_cal: 0.0133, loss: 0.6405, scale: 16384.0000 [2024-04-16 12:45:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_393.pth... [2024-04-16 12:45:42 INFO]: Validating... [2024-04-16 12:45:42 INFO]: Epoch (val) [393][1] loss_cls: 0.5274, loss_sal: 0.1509, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.6795, mAP: 0.5685, best_mAP: 0.8554 [2024-04-16 12:45:42 INFO]: Epoch [394][1/1] lr: 0.0005, eta: 0:01:00, time: 0.048, data_time: 0.311, memory: 1482, loss_cls: 0.5377, loss_sal: 0.1130, loss_video_cal: 0.0084, loss_layer_cal: 0.0048, loss: 0.6640, scale: 16384.0000 [2024-04-16 12:45:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_394.pth... [2024-04-16 12:45:42 INFO]: Validating... [2024-04-16 12:45:43 INFO]: Epoch (val) [394][1] loss_cls: 0.5264, loss_sal: 0.1497, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.6773, mAP: 0.6952, best_mAP: 0.8554 [2024-04-16 12:45:43 INFO]: Epoch [395][1/1] lr: 0.0005, eta: 0:01:00, time: 0.049, data_time: 0.314, memory: 1482, loss_cls: 0.5394, loss_sal: 0.1305, loss_video_cal: 0.0080, loss_layer_cal: 0.0058, loss: 0.6838, scale: 16384.0000 [2024-04-16 12:45:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_395.pth... [2024-04-16 12:45:43 INFO]: Validating... [2024-04-16 12:45:43 INFO]: Epoch (val) [395][1] loss_cls: 0.5258, loss_sal: 0.1472, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.6742, mAP: 0.7237, best_mAP: 0.8554 [2024-04-16 12:45:43 INFO]: Epoch [396][1/1] lr: 0.0005, eta: 0:00:59, time: 0.048, data_time: 0.315, memory: 1482, loss_cls: 0.5358, loss_sal: 0.0464, loss_video_cal: 0.0051, loss_layer_cal: 0.0051, loss: 0.5924, scale: 16384.0000 [2024-04-16 12:45:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_396.pth... [2024-04-16 12:45:44 INFO]: Validating... [2024-04-16 12:45:44 INFO]: Epoch (val) [396][1] loss_cls: 0.5254, loss_sal: 0.1462, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.6728, mAP: 0.7330, best_mAP: 0.8554 [2024-04-16 12:45:44 INFO]: Epoch [397][1/1] lr: 0.0005, eta: 0:00:59, time: 0.048, data_time: 0.317, memory: 1482, loss_cls: 0.5355, loss_sal: 0.0681, loss_video_cal: 0.0089, loss_layer_cal: 0.0061, loss: 0.6185, scale: 16384.0000 [2024-04-16 12:45:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_397.pth... [2024-04-16 12:45:44 INFO]: Validating... [2024-04-16 12:45:44 INFO]: Epoch (val) [397][1] loss_cls: 0.5254, loss_sal: 0.1453, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.6719, mAP: 0.7330, best_mAP: 0.8554 [2024-04-16 12:45:45 INFO]: Epoch [398][1/1] lr: 0.0005, eta: 0:00:58, time: 0.048, data_time: 0.317, memory: 1482, loss_cls: 0.5338, loss_sal: 0.0237, loss_video_cal: 0.0062, loss_layer_cal: 0.0056, loss: 0.5693, scale: 16384.0000 [2024-04-16 12:45:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_398.pth... [2024-04-16 12:45:45 INFO]: Validating... [2024-04-16 12:45:45 INFO]: Epoch (val) [398][1] loss_cls: 0.5240, loss_sal: 0.1447, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.6698, mAP: 0.7330, best_mAP: 0.8554 [2024-04-16 12:45:45 INFO]: Epoch [399][1/1] lr: 0.0005, eta: 0:00:57, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5367, loss_sal: 0.0818, loss_video_cal: 0.0056, loss_layer_cal: 0.0090, loss: 0.6330, scale: 16384.0000 [2024-04-16 12:45:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_399.pth... [2024-04-16 12:45:45 INFO]: Validating... [2024-04-16 12:45:45 INFO]: Epoch (val) [399][1] loss_cls: 0.5220, loss_sal: 0.1411, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.6642, mAP: 0.7330, best_mAP: 0.8554 [2024-04-16 12:45:46 INFO]: Epoch [400][1/1] lr: 0.0005, eta: 0:00:57, time: 0.047, data_time: 0.313, memory: 1482, loss_cls: 0.5370, loss_sal: 0.2399, loss_video_cal: 0.0056, loss_layer_cal: 0.0103, loss: 0.7928, scale: 16384.0000 [2024-04-16 12:45:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_400.pth... [2024-04-16 12:45:46 INFO]: Validating... [2024-04-16 12:45:46 INFO]: Epoch (val) [400][1] loss_cls: 0.5227, loss_sal: 0.1520, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.6758, mAP: 0.7330, best_mAP: 0.8554 [2024-04-16 12:45:46 INFO]: Epoch [401][1/1] lr: 0.0005, eta: 0:00:56, time: 0.048, data_time: 0.310, memory: 1482, loss_cls: 0.5371, loss_sal: 0.1136, loss_video_cal: 0.0137, loss_layer_cal: 0.0144, loss: 0.6789, scale: 16384.0000 [2024-04-16 12:45:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_401.pth... [2024-04-16 12:45:46 INFO]: Validating... [2024-04-16 12:45:47 INFO]: Epoch (val) [401][1] loss_cls: 0.5229, loss_sal: 0.1622, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.6862, mAP: 0.7184, best_mAP: 0.8554 [2024-04-16 12:45:47 INFO]: Epoch [402][1/1] lr: 0.0005, eta: 0:00:56, time: 0.047, data_time: 0.311, memory: 1482, loss_cls: 0.5372, loss_sal: 0.0938, loss_video_cal: 0.0055, loss_layer_cal: 0.0070, loss: 0.6435, scale: 16384.0000 [2024-04-16 12:45:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_402.pth... [2024-04-16 12:45:47 INFO]: Validating... [2024-04-16 12:45:47 INFO]: Epoch (val) [402][1] loss_cls: 0.5220, loss_sal: 0.1681, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.6912, mAP: 0.7272, best_mAP: 0.8554 [2024-04-16 12:45:47 INFO]: Epoch [403][1/1] lr: 0.0005, eta: 0:00:55, time: 0.048, data_time: 0.314, memory: 1482, loss_cls: 0.5350, loss_sal: 0.0904, loss_video_cal: 0.0072, loss_layer_cal: 0.0029, loss: 0.6356, scale: 16384.0000 [2024-04-16 12:45:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_403.pth... [2024-04-16 12:45:48 INFO]: Validating... [2024-04-16 12:45:48 INFO]: Epoch (val) [403][1] loss_cls: 0.5212, loss_sal: 0.1708, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.6929, mAP: 0.7272, best_mAP: 0.8554 [2024-04-16 12:45:48 INFO]: Epoch [404][1/1] lr: 0.0005, eta: 0:00:55, time: 0.048, data_time: 0.314, memory: 1482, loss_cls: 0.5344, loss_sal: 0.0993, loss_video_cal: 0.0073, loss_layer_cal: 0.0053, loss: 0.6463, scale: 16384.0000 [2024-04-16 12:45:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_404.pth... [2024-04-16 12:45:48 INFO]: Validating... [2024-04-16 12:45:48 INFO]: Epoch (val) [404][1] loss_cls: 0.5195, loss_sal: 0.1734, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.6938, mAP: 0.7248, best_mAP: 0.8554 [2024-04-16 12:45:49 INFO]: Epoch [405][1/1] lr: 0.0005, eta: 0:00:54, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5406, loss_sal: 0.0753, loss_video_cal: 0.0042, loss_layer_cal: 0.0055, loss: 0.6256, scale: 16384.0000 [2024-04-16 12:45:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_405.pth... [2024-04-16 12:45:49 INFO]: Validating... [2024-04-16 12:45:49 INFO]: Epoch (val) [405][1] loss_cls: 0.5175, loss_sal: 0.1766, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.6950, mAP: 0.7277, best_mAP: 0.8554 [2024-04-16 12:45:49 INFO]: Epoch [406][1/1] lr: 0.0005, eta: 0:00:53, time: 0.048, data_time: 0.310, memory: 1482, loss_cls: 0.5374, loss_sal: 0.0396, loss_video_cal: 0.0155, loss_layer_cal: 0.0113, loss: 0.6038, scale: 16384.0000 [2024-04-16 12:45:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_406.pth... [2024-04-16 12:45:49 INFO]: Validating... [2024-04-16 12:45:49 INFO]: Epoch (val) [406][1] loss_cls: 0.5167, loss_sal: 0.1802, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.6978, mAP: 0.7277, best_mAP: 0.8554 [2024-04-16 12:45:50 INFO]: Epoch [407][1/1] lr: 0.0005, eta: 0:00:53, time: 0.047, data_time: 0.310, memory: 1482, loss_cls: 0.5340, loss_sal: 0.1445, loss_video_cal: 0.0090, loss_layer_cal: 0.0051, loss: 0.6926, scale: 16384.0000 [2024-04-16 12:45:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_407.pth... [2024-04-16 12:45:50 INFO]: Validating... [2024-04-16 12:45:50 INFO]: Epoch (val) [407][1] loss_cls: 0.5164, loss_sal: 0.1821, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.6993, mAP: 0.7595, best_mAP: 0.8554 [2024-04-16 12:45:50 INFO]: Epoch [408][1/1] lr: 0.0005, eta: 0:00:52, time: 0.047, data_time: 0.311, memory: 1482, loss_cls: 0.5353, loss_sal: 0.0968, loss_video_cal: 0.0122, loss_layer_cal: 0.0034, loss: 0.6477, scale: 16384.0000 [2024-04-16 12:45:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_408.pth... [2024-04-16 12:45:50 INFO]: Validating... [2024-04-16 12:45:51 INFO]: Epoch (val) [408][1] loss_cls: 0.5164, loss_sal: 0.1843, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.7015, mAP: 0.7595, best_mAP: 0.8554 [2024-04-16 12:45:51 INFO]: Epoch [409][1/1] lr: 0.0005, eta: 0:00:52, time: 0.048, data_time: 0.314, memory: 1482, loss_cls: 0.5375, loss_sal: 0.0907, loss_video_cal: 0.0121, loss_layer_cal: 0.0104, loss: 0.6507, scale: 16384.0000 [2024-04-16 12:45:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_409.pth... [2024-04-16 12:45:51 INFO]: Validating... [2024-04-16 12:45:51 INFO]: Epoch (val) [409][1] loss_cls: 0.5169, loss_sal: 0.1853, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.7030, mAP: 0.7595, best_mAP: 0.8554 [2024-04-16 12:45:51 INFO]: Epoch [410][1/1] lr: 0.0005, eta: 0:00:51, time: 0.049, data_time: 0.314, memory: 1482, loss_cls: 0.5380, loss_sal: 0.1160, loss_video_cal: 0.0083, loss_layer_cal: 0.0048, loss: 0.6671, scale: 16384.0000 [2024-04-16 12:45:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_410.pth... [2024-04-16 12:45:52 INFO]: Validating... [2024-04-16 12:45:52 INFO]: Epoch (val) [410][1] loss_cls: 0.5181, loss_sal: 0.1833, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.7022, mAP: 0.7595, best_mAP: 0.8554 [2024-04-16 12:45:52 INFO]: Epoch [411][1/1] lr: 0.0005, eta: 0:00:51, time: 0.048, data_time: 0.317, memory: 1482, loss_cls: 0.5362, loss_sal: 0.0758, loss_video_cal: 0.0041, loss_layer_cal: 0.0051, loss: 0.6212, scale: 16384.0000 [2024-04-16 12:45:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_411.pth... [2024-04-16 12:45:52 INFO]: Validating... [2024-04-16 12:45:52 INFO]: Epoch (val) [411][1] loss_cls: 0.5193, loss_sal: 0.1817, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.7017, mAP: 0.7595, best_mAP: 0.8554 [2024-04-16 12:45:53 INFO]: Epoch [412][1/1] lr: 0.0005, eta: 0:00:50, time: 0.049, data_time: 0.312, memory: 1482, loss_cls: 0.5362, loss_sal: 0.1164, loss_video_cal: 0.0094, loss_layer_cal: 0.0044, loss: 0.6663, scale: 16384.0000 [2024-04-16 12:45:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_412.pth... [2024-04-16 12:45:53 INFO]: Validating... [2024-04-16 12:45:53 INFO]: Epoch (val) [412][1] loss_cls: 0.5195, loss_sal: 0.1802, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.7004, mAP: 0.7601, best_mAP: 0.8554 [2024-04-16 12:45:53 INFO]: Epoch [413][1/1] lr: 0.0005, eta: 0:00:49, time: 0.048, data_time: 0.315, memory: 1482, loss_cls: 0.5363, loss_sal: 0.1251, loss_video_cal: 0.0081, loss_layer_cal: 0.0051, loss: 0.6746, scale: 16384.0000 [2024-04-16 12:45:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_413.pth... [2024-04-16 12:45:53 INFO]: Validating... [2024-04-16 12:45:53 INFO]: Epoch (val) [413][1] loss_cls: 0.5204, loss_sal: 0.1820, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.7030, mAP: 0.7601, best_mAP: 0.8554 [2024-04-16 12:45:54 INFO]: Epoch [414][1/1] lr: 0.0005, eta: 0:00:49, time: 0.047, data_time: 0.311, memory: 1482, loss_cls: 0.5369, loss_sal: 0.1298, loss_video_cal: 0.0028, loss_layer_cal: 0.0092, loss: 0.6787, scale: 16384.0000 [2024-04-16 12:45:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_414.pth... [2024-04-16 12:45:54 INFO]: Validating... [2024-04-16 12:45:54 INFO]: Epoch (val) [414][1] loss_cls: 0.5205, loss_sal: 0.1827, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.7038, mAP: 0.7601, best_mAP: 0.8554 [2024-04-16 12:45:54 INFO]: Epoch [415][1/1] lr: 0.0005, eta: 0:00:48, time: 0.047, data_time: 0.311, memory: 1482, loss_cls: 0.5349, loss_sal: 0.0966, loss_video_cal: 0.0056, loss_layer_cal: 0.0067, loss: 0.6439, scale: 16384.0000 [2024-04-16 12:45:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_415.pth... [2024-04-16 12:45:54 INFO]: Validating... [2024-04-16 12:45:55 INFO]: Epoch (val) [415][1] loss_cls: 0.5209, loss_sal: 0.1826, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.7042, mAP: 0.7583, best_mAP: 0.8554 [2024-04-16 12:45:55 INFO]: Epoch [416][1/1] lr: 0.0005, eta: 0:00:48, time: 0.048, data_time: 0.310, memory: 1482, loss_cls: 0.5356, loss_sal: 0.1130, loss_video_cal: 0.0049, loss_layer_cal: 0.0053, loss: 0.6588, scale: 16384.0000 [2024-04-16 12:45:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_416.pth... [2024-04-16 12:45:55 INFO]: Validating... [2024-04-16 12:45:55 INFO]: Epoch (val) [416][1] loss_cls: 0.5207, loss_sal: 0.1861, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.7075, mAP: 0.7567, best_mAP: 0.8554 [2024-04-16 12:45:55 INFO]: Epoch [417][1/1] lr: 0.0005, eta: 0:00:47, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5386, loss_sal: 0.0226, loss_video_cal: 0.0047, loss_layer_cal: 0.0078, loss: 0.5737, scale: 16384.0000 [2024-04-16 12:45:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_417.pth... [2024-04-16 12:45:56 INFO]: Validating... [2024-04-16 12:45:56 INFO]: Epoch (val) [417][1] loss_cls: 0.5209, loss_sal: 0.1910, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.7126, mAP: 0.7244, best_mAP: 0.8554 [2024-04-16 12:45:56 INFO]: Epoch [418][1/1] lr: 0.0005, eta: 0:00:47, time: 0.047, data_time: 0.311, memory: 1482, loss_cls: 0.5362, loss_sal: 0.1095, loss_video_cal: 0.0124, loss_layer_cal: 0.0038, loss: 0.6619, scale: 16384.0000 [2024-04-16 12:45:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_418.pth... [2024-04-16 12:45:56 INFO]: Validating... [2024-04-16 12:45:56 INFO]: Epoch (val) [418][1] loss_cls: 0.5204, loss_sal: 0.1897, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.7107, mAP: 0.7244, best_mAP: 0.8554 [2024-04-16 12:45:57 INFO]: Epoch [419][1/1] lr: 0.0005, eta: 0:00:46, time: 0.048, data_time: 0.315, memory: 1482, loss_cls: 0.5368, loss_sal: 0.0333, loss_video_cal: 0.0033, loss_layer_cal: 0.0030, loss: 0.5764, scale: 16384.0000 [2024-04-16 12:45:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_419.pth... [2024-04-16 12:45:57 INFO]: Validating... [2024-04-16 12:45:57 INFO]: Epoch (val) [419][1] loss_cls: 0.5196, loss_sal: 0.1883, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.7086, mAP: 0.7244, best_mAP: 0.8554 [2024-04-16 12:45:57 INFO]: Epoch [420][1/1] lr: 0.0005, eta: 0:00:45, time: 0.047, data_time: 0.313, memory: 1482, loss_cls: 0.5365, loss_sal: 0.1073, loss_video_cal: 0.0144, loss_layer_cal: 0.0032, loss: 0.6613, scale: 16384.0000 [2024-04-16 12:45:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_420.pth... [2024-04-16 12:45:57 INFO]: Validating... [2024-04-16 12:45:57 INFO]: Epoch (val) [420][1] loss_cls: 0.5190, loss_sal: 0.1866, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.7063, mAP: 0.7161, best_mAP: 0.8554 [2024-04-16 12:45:58 INFO]: Epoch [421][1/1] lr: 0.0005, eta: 0:00:45, time: 0.047, data_time: 0.309, memory: 1482, loss_cls: 0.5353, loss_sal: 0.0472, loss_video_cal: 0.0105, loss_layer_cal: 0.0108, loss: 0.6038, scale: 16384.0000 [2024-04-16 12:45:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_421.pth... [2024-04-16 12:45:58 INFO]: Validating... [2024-04-16 12:45:58 INFO]: Epoch (val) [421][1] loss_cls: 0.5180, loss_sal: 0.1875, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.7062, mAP: 0.7161, best_mAP: 0.8554 [2024-04-16 12:45:58 INFO]: Epoch [422][1/1] lr: 0.0005, eta: 0:00:44, time: 0.049, data_time: 0.318, memory: 1482, loss_cls: 0.5355, loss_sal: 0.0547, loss_video_cal: 0.0086, loss_layer_cal: 0.0050, loss: 0.6038, scale: 16384.0000 [2024-04-16 12:45:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_422.pth... [2024-04-16 12:45:58 INFO]: Validating... [2024-04-16 12:45:58 INFO]: Epoch (val) [422][1] loss_cls: 0.5176, loss_sal: 0.1905, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.7088, mAP: 0.7161, best_mAP: 0.8554 [2024-04-16 12:45:59 INFO]: Epoch [423][1/1] lr: 0.0005, eta: 0:00:44, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5358, loss_sal: 0.0539, loss_video_cal: 0.0085, loss_layer_cal: 0.0066, loss: 0.6048, scale: 16384.0000 [2024-04-16 12:45:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_423.pth... [2024-04-16 12:45:59 INFO]: Validating... [2024-04-16 12:45:59 INFO]: Epoch (val) [423][1] loss_cls: 0.5170, loss_sal: 0.1935, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.7111, mAP: 0.7257, best_mAP: 0.8554 [2024-04-16 12:45:59 INFO]: Epoch [424][1/1] lr: 0.0005, eta: 0:00:43, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5409, loss_sal: 0.0827, loss_video_cal: 0.0062, loss_layer_cal: 0.0041, loss: 0.6340, scale: 16384.0000 [2024-04-16 12:45:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_424.pth... [2024-04-16 12:45:59 INFO]: Validating... [2024-04-16 12:46:00 INFO]: Epoch (val) [424][1] loss_cls: 0.5170, loss_sal: 0.1997, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.7173, mAP: 0.7038, best_mAP: 0.8554 [2024-04-16 12:46:00 INFO]: Epoch [425][1/1] lr: 0.0005, eta: 0:00:42, time: 0.049, data_time: 0.313, memory: 1482, loss_cls: 0.5355, loss_sal: 0.0959, loss_video_cal: 0.0046, loss_layer_cal: 0.0057, loss: 0.6416, scale: 16384.0000 [2024-04-16 12:46:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_425.pth... [2024-04-16 12:46:00 INFO]: Validating... [2024-04-16 12:46:00 INFO]: Epoch (val) [425][1] loss_cls: 0.5174, loss_sal: 0.2112, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.7293, mAP: 0.7038, best_mAP: 0.8554 [2024-04-16 12:46:01 INFO]: Epoch [426][1/1] lr: 0.0005, eta: 0:00:42, time: 0.047, data_time: 0.317, memory: 1482, loss_cls: 0.5361, loss_sal: 0.0320, loss_video_cal: 0.0053, loss_layer_cal: 0.0036, loss: 0.5769, scale: 16384.0000 [2024-04-16 12:46:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_426.pth... [2024-04-16 12:46:01 INFO]: Validating... [2024-04-16 12:46:01 INFO]: Epoch (val) [426][1] loss_cls: 0.5179, loss_sal: 0.2248, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.7434, mAP: 0.7038, best_mAP: 0.8554 [2024-04-16 12:46:01 INFO]: Epoch [427][1/1] lr: 0.0005, eta: 0:00:41, time: 0.047, data_time: 0.316, memory: 1482, loss_cls: 0.5357, loss_sal: 0.1060, loss_video_cal: 0.0080, loss_layer_cal: 0.0053, loss: 0.6550, scale: 16384.0000 [2024-04-16 12:46:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_427.pth... [2024-04-16 12:46:01 INFO]: Validating... [2024-04-16 12:46:01 INFO]: Epoch (val) [427][1] loss_cls: 0.5178, loss_sal: 0.2306, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.7490, mAP: 0.6927, best_mAP: 0.8554 [2024-04-16 12:46:02 INFO]: Epoch [428][1/1] lr: 0.0005, eta: 0:00:41, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5341, loss_sal: 0.1201, loss_video_cal: 0.0094, loss_layer_cal: 0.0053, loss: 0.6690, scale: 16384.0000 [2024-04-16 12:46:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_428.pth... [2024-04-16 12:46:02 INFO]: Validating... [2024-04-16 12:46:02 INFO]: Epoch (val) [428][1] loss_cls: 0.5179, loss_sal: 0.2357, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.7541, mAP: 0.6927, best_mAP: 0.8554 [2024-04-16 12:46:02 INFO]: Epoch [429][1/1] lr: 0.0005, eta: 0:00:40, time: 0.048, data_time: 0.314, memory: 1482, loss_cls: 0.5377, loss_sal: 0.0423, loss_video_cal: 0.0075, loss_layer_cal: 0.0056, loss: 0.5930, scale: 16384.0000 [2024-04-16 12:46:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_429.pth... [2024-04-16 12:46:02 INFO]: Validating... [2024-04-16 12:46:02 INFO]: Epoch (val) [429][1] loss_cls: 0.5178, loss_sal: 0.2374, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.7558, mAP: 0.6927, best_mAP: 0.8554 [2024-04-16 12:46:03 INFO]: Epoch [430][1/1] lr: 0.0005, eta: 0:00:40, time: 0.048, data_time: 0.314, memory: 1482, loss_cls: 0.5413, loss_sal: 0.0643, loss_video_cal: 0.0118, loss_layer_cal: 0.0042, loss: 0.6216, scale: 16384.0000 [2024-04-16 12:46:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_430.pth... [2024-04-16 12:46:03 INFO]: Validating... [2024-04-16 12:46:03 INFO]: Epoch (val) [430][1] loss_cls: 0.5179, loss_sal: 0.2332, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.7516, mAP: 0.6927, best_mAP: 0.8554 [2024-04-16 12:46:03 INFO]: Epoch [431][1/1] lr: 0.0005, eta: 0:00:39, time: 0.048, data_time: 0.316, memory: 1482, loss_cls: 0.5353, loss_sal: 0.0372, loss_video_cal: 0.0041, loss_layer_cal: 0.0065, loss: 0.5831, scale: 16384.0000 [2024-04-16 12:46:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_431.pth... [2024-04-16 12:46:03 INFO]: Validating... [2024-04-16 12:46:04 INFO]: Epoch (val) [431][1] loss_cls: 0.5184, loss_sal: 0.2329, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.7520, mAP: 0.6927, best_mAP: 0.8554 [2024-04-16 12:46:04 INFO]: Epoch [432][1/1] lr: 0.0005, eta: 0:00:38, time: 0.048, data_time: 0.316, memory: 1482, loss_cls: 0.5370, loss_sal: 0.1067, loss_video_cal: 0.0112, loss_layer_cal: 0.0081, loss: 0.6631, scale: 16384.0000 [2024-04-16 12:46:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_432.pth... [2024-04-16 12:46:04 INFO]: Validating... [2024-04-16 12:46:04 INFO]: Epoch (val) [432][1] loss_cls: 0.5197, loss_sal: 0.2228, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.7431, mAP: 0.6927, best_mAP: 0.8554 [2024-04-16 12:46:05 INFO]: Epoch [433][1/1] lr: 0.0005, eta: 0:00:38, time: 0.048, data_time: 0.318, memory: 1482, loss_cls: 0.5381, loss_sal: 0.0188, loss_video_cal: 0.0036, loss_layer_cal: 0.0023, loss: 0.5628, scale: 16384.0000 [2024-04-16 12:46:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_433.pth... [2024-04-16 12:46:05 INFO]: Validating... [2024-04-16 12:46:05 INFO]: Epoch (val) [433][1] loss_cls: 0.5216, loss_sal: 0.2172, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.7393, mAP: 0.6927, best_mAP: 0.8554 [2024-04-16 12:46:05 INFO]: Epoch [434][1/1] lr: 0.0005, eta: 0:00:37, time: 0.047, data_time: 0.314, memory: 1482, loss_cls: 0.5403, loss_sal: 0.0489, loss_video_cal: 0.0053, loss_layer_cal: 0.0095, loss: 0.6040, scale: 16384.0000 [2024-04-16 12:46:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_434.pth... [2024-04-16 12:46:05 INFO]: Validating... [2024-04-16 12:46:05 INFO]: Epoch (val) [434][1] loss_cls: 0.5217, loss_sal: 0.2160, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.7382, mAP: 0.6927, best_mAP: 0.8554 [2024-04-16 12:46:06 INFO]: Epoch [435][1/1] lr: 0.0005, eta: 0:00:37, time: 0.047, data_time: 0.310, memory: 1482, loss_cls: 0.5399, loss_sal: 0.0438, loss_video_cal: 0.0027, loss_layer_cal: 0.0043, loss: 0.5907, scale: 16384.0000 [2024-04-16 12:46:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_435.pth... [2024-04-16 12:46:06 INFO]: Validating... [2024-04-16 12:46:06 INFO]: Epoch (val) [435][1] loss_cls: 0.5201, loss_sal: 0.2196, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.7402, mAP: 0.7144, best_mAP: 0.8554 [2024-04-16 12:46:06 INFO]: Epoch [436][1/1] lr: 0.0005, eta: 0:00:36, time: 0.048, data_time: 0.317, memory: 1482, loss_cls: 0.5348, loss_sal: 0.0729, loss_video_cal: 0.0057, loss_layer_cal: 0.0026, loss: 0.6160, scale: 16384.0000 [2024-04-16 12:46:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_436.pth... [2024-04-16 12:46:06 INFO]: Validating... [2024-04-16 12:46:06 INFO]: Epoch (val) [436][1] loss_cls: 0.5187, loss_sal: 0.2172, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.7364, mAP: 0.7144, best_mAP: 0.8554 [2024-04-16 12:46:07 INFO]: Epoch [437][1/1] lr: 0.0005, eta: 0:00:36, time: 0.048, data_time: 0.314, memory: 1482, loss_cls: 0.5368, loss_sal: 0.1955, loss_video_cal: 0.0132, loss_layer_cal: 0.0056, loss: 0.7511, scale: 16384.0000 [2024-04-16 12:46:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_437.pth... [2024-04-16 12:46:07 INFO]: Validating... [2024-04-16 12:46:07 INFO]: Epoch (val) [437][1] loss_cls: 0.5173, loss_sal: 0.1907, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.7085, mAP: 0.6996, best_mAP: 0.8554 [2024-04-16 12:46:07 INFO]: Epoch [438][1/1] lr: 0.0005, eta: 0:00:35, time: 0.048, data_time: 0.315, memory: 1482, loss_cls: 0.5383, loss_sal: 0.0657, loss_video_cal: 0.0044, loss_layer_cal: 0.0024, loss: 0.6108, scale: 16384.0000 [2024-04-16 12:46:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_438.pth... [2024-04-16 12:46:07 INFO]: Validating... [2024-04-16 12:46:08 INFO]: Epoch (val) [438][1] loss_cls: 0.5168, loss_sal: 0.1812, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.6985, mAP: 0.7203, best_mAP: 0.8554 [2024-04-16 12:46:08 INFO]: Epoch [439][1/1] lr: 0.0005, eta: 0:00:34, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5359, loss_sal: 0.0661, loss_video_cal: 0.0053, loss_layer_cal: 0.0043, loss: 0.6116, scale: 16384.0000 [2024-04-16 12:46:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_439.pth... [2024-04-16 12:46:08 INFO]: Validating... [2024-04-16 12:46:08 INFO]: Epoch (val) [439][1] loss_cls: 0.5164, loss_sal: 0.1743, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.6913, mAP: 0.7239, best_mAP: 0.8554 [2024-04-16 12:46:09 INFO]: Epoch [440][1/1] lr: 0.0005, eta: 0:00:34, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5356, loss_sal: 0.0966, loss_video_cal: 0.0127, loss_layer_cal: 0.0042, loss: 0.6491, scale: 16384.0000 [2024-04-16 12:46:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_440.pth... [2024-04-16 12:46:09 INFO]: Validating... [2024-04-16 12:46:09 INFO]: Epoch (val) [440][1] loss_cls: 0.5166, loss_sal: 0.1740, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.6912, mAP: 0.6927, best_mAP: 0.8554 [2024-04-16 12:46:09 INFO]: Epoch [441][1/1] lr: 0.0005, eta: 0:00:33, time: 0.047, data_time: 0.315, memory: 1482, loss_cls: 0.5347, loss_sal: 0.2143, loss_video_cal: 0.0055, loss_layer_cal: 0.0038, loss: 0.7584, scale: 16384.0000 [2024-04-16 12:46:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_441.pth... [2024-04-16 12:46:09 INFO]: Validating... [2024-04-16 12:46:09 INFO]: Epoch (val) [441][1] loss_cls: 0.5177, loss_sal: 0.1818, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.7000, mAP: 0.6981, best_mAP: 0.8554 [2024-04-16 12:46:10 INFO]: Epoch [442][1/1] lr: 0.0005, eta: 0:00:33, time: 0.047, data_time: 0.315, memory: 1482, loss_cls: 0.5348, loss_sal: 0.1794, loss_video_cal: 0.0068, loss_layer_cal: 0.0044, loss: 0.7255, scale: 16384.0000 [2024-04-16 12:46:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_442.pth... [2024-04-16 12:46:10 INFO]: Validating... [2024-04-16 12:46:10 INFO]: Epoch (val) [442][1] loss_cls: 0.5191, loss_sal: 0.1912, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.7109, mAP: 0.7653, best_mAP: 0.8554 [2024-04-16 12:46:10 INFO]: Epoch [443][1/1] lr: 0.0005, eta: 0:00:32, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5359, loss_sal: 0.0916, loss_video_cal: 0.0039, loss_layer_cal: 0.0047, loss: 0.6361, scale: 16384.0000 [2024-04-16 12:46:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_443.pth... [2024-04-16 12:46:10 INFO]: Validating... [2024-04-16 12:46:10 INFO]: Epoch (val) [443][1] loss_cls: 0.5210, loss_sal: 0.1980, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.7197, mAP: 0.7441, best_mAP: 0.8554 [2024-04-16 12:46:11 INFO]: Epoch [444][1/1] lr: 0.0005, eta: 0:00:32, time: 0.048, data_time: 0.311, memory: 1482, loss_cls: 0.5370, loss_sal: 0.1062, loss_video_cal: 0.0026, loss_layer_cal: 0.0058, loss: 0.6516, scale: 16384.0000 [2024-04-16 12:46:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_444.pth... [2024-04-16 12:46:11 INFO]: Validating... [2024-04-16 12:46:11 INFO]: Epoch (val) [444][1] loss_cls: 0.5233, loss_sal: 0.2012, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.7251, mAP: 0.7441, best_mAP: 0.8554 [2024-04-16 12:46:11 INFO]: Epoch [445][1/1] lr: 0.0005, eta: 0:00:31, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5365, loss_sal: 0.1232, loss_video_cal: 0.0084, loss_layer_cal: 0.0062, loss: 0.6742, scale: 16384.0000 [2024-04-16 12:46:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_445.pth... [2024-04-16 12:46:11 INFO]: Validating... [2024-04-16 12:46:12 INFO]: Epoch (val) [445][1] loss_cls: 0.5255, loss_sal: 0.2017, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.7279, mAP: 0.7408, best_mAP: 0.8554 [2024-04-16 12:46:12 INFO]: Epoch [446][1/1] lr: 0.0005, eta: 0:00:30, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5362, loss_sal: 0.1193, loss_video_cal: 0.0098, loss_layer_cal: 0.0063, loss: 0.6717, scale: 16384.0000 [2024-04-16 12:46:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_446.pth... [2024-04-16 12:46:12 INFO]: Validating... [2024-04-16 12:46:12 INFO]: Epoch (val) [446][1] loss_cls: 0.5277, loss_sal: 0.1989, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.7272, mAP: 0.7668, best_mAP: 0.8554 [2024-04-16 12:46:13 INFO]: Epoch [447][1/1] lr: 0.0005, eta: 0:00:30, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5349, loss_sal: 0.1335, loss_video_cal: 0.0073, loss_layer_cal: 0.0052, loss: 0.6808, scale: 16384.0000 [2024-04-16 12:46:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_447.pth... [2024-04-16 12:46:13 INFO]: Validating... [2024-04-16 12:46:13 INFO]: Epoch (val) [447][1] loss_cls: 0.5294, loss_sal: 0.1951, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.7251, mAP: 0.4758, best_mAP: 0.8554 [2024-04-16 12:46:13 INFO]: Epoch [448][1/1] lr: 0.0005, eta: 0:00:29, time: 0.048, data_time: 0.317, memory: 1482, loss_cls: 0.5329, loss_sal: 0.1173, loss_video_cal: 0.0047, loss_layer_cal: 0.0094, loss: 0.6643, scale: 16384.0000 [2024-04-16 12:46:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_448.pth... [2024-04-16 12:46:13 INFO]: Validating... [2024-04-16 12:46:13 INFO]: Epoch (val) [448][1] loss_cls: 0.5306, loss_sal: 0.1934, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.7246, mAP: 0.4751, best_mAP: 0.8554 [2024-04-16 12:46:14 INFO]: Epoch [449][1/1] lr: 0.0005, eta: 0:00:29, time: 0.048, data_time: 0.318, memory: 1482, loss_cls: 0.5347, loss_sal: 0.1235, loss_video_cal: 0.0114, loss_layer_cal: 0.0090, loss: 0.6786, scale: 16384.0000 [2024-04-16 12:46:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_449.pth... [2024-04-16 12:46:14 INFO]: Validating... [2024-04-16 12:46:14 INFO]: Epoch (val) [449][1] loss_cls: 0.5319, loss_sal: 0.1926, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.7251, mAP: 0.4478, best_mAP: 0.8554 [2024-04-16 12:46:14 INFO]: Epoch [450][1/1] lr: 0.0005, eta: 0:00:28, time: 0.048, data_time: 0.315, memory: 1482, loss_cls: 0.5369, loss_sal: 0.0655, loss_video_cal: 0.0047, loss_layer_cal: 0.0061, loss: 0.6132, scale: 16384.0000 [2024-04-16 12:46:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_450.pth... [2024-04-16 12:46:14 INFO]: Validating... [2024-04-16 12:46:14 INFO]: Epoch (val) [450][1] loss_cls: 0.5330, loss_sal: 0.1914, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.7250, mAP: 0.4363, best_mAP: 0.8554 [2024-04-16 12:46:15 INFO]: Epoch [451][1/1] lr: 0.0005, eta: 0:00:28, time: 0.049, data_time: 0.310, memory: 1482, loss_cls: 0.5354, loss_sal: 0.1518, loss_video_cal: 0.0053, loss_layer_cal: 0.0070, loss: 0.6995, scale: 16384.0000 [2024-04-16 12:46:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_451.pth... [2024-04-16 12:46:15 INFO]: Validating... [2024-04-16 12:46:15 INFO]: Epoch (val) [451][1] loss_cls: 0.5337, loss_sal: 0.1932, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.7275, mAP: 0.4363, best_mAP: 0.8554 [2024-04-16 12:46:15 INFO]: Epoch [452][1/1] lr: 0.0005, eta: 0:00:27, time: 0.049, data_time: 0.312, memory: 1482, loss_cls: 0.5359, loss_sal: 0.0533, loss_video_cal: 0.0137, loss_layer_cal: 0.0072, loss: 0.6101, scale: 16384.0000 [2024-04-16 12:46:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_452.pth... [2024-04-16 12:46:15 INFO]: Validating... [2024-04-16 12:46:16 INFO]: Epoch (val) [452][1] loss_cls: 0.5342, loss_sal: 0.1948, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.7296, mAP: 0.4391, best_mAP: 0.8554 [2024-04-16 12:46:16 INFO]: Epoch [453][1/1] lr: 0.0005, eta: 0:00:26, time: 0.047, data_time: 0.316, memory: 1482, loss_cls: 0.5365, loss_sal: 0.1043, loss_video_cal: 0.0036, loss_layer_cal: 0.0068, loss: 0.6512, scale: 16384.0000 [2024-04-16 12:46:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_453.pth... [2024-04-16 12:46:16 INFO]: Validating... [2024-04-16 12:46:16 INFO]: Epoch (val) [453][1] loss_cls: 0.5341, loss_sal: 0.1951, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.7298, mAP: 0.4391, best_mAP: 0.8554 [2024-04-16 12:46:17 INFO]: Epoch [454][1/1] lr: 0.0005, eta: 0:00:26, time: 0.047, data_time: 0.313, memory: 1482, loss_cls: 0.5352, loss_sal: 0.1700, loss_video_cal: 0.0057, loss_layer_cal: 0.0049, loss: 0.7157, scale: 16384.0000 [2024-04-16 12:46:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_454.pth... [2024-04-16 12:46:17 INFO]: Validating... [2024-04-16 12:46:17 INFO]: Epoch (val) [454][1] loss_cls: 0.5348, loss_sal: 0.1950, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.7304, mAP: 0.4510, best_mAP: 0.8554 [2024-04-16 12:46:17 INFO]: Epoch [455][1/1] lr: 0.0005, eta: 0:00:25, time: 0.049, data_time: 0.314, memory: 1482, loss_cls: 0.5345, loss_sal: 0.0959, loss_video_cal: 0.0076, loss_layer_cal: 0.0079, loss: 0.6459, scale: 16384.0000 [2024-04-16 12:46:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_455.pth... [2024-04-16 12:46:17 INFO]: Validating... [2024-04-16 12:46:17 INFO]: Epoch (val) [455][1] loss_cls: 0.5355, loss_sal: 0.1936, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.7296, mAP: 0.4510, best_mAP: 0.8554 [2024-04-16 12:46:18 INFO]: Epoch [456][1/1] lr: 0.0005, eta: 0:00:25, time: 0.049, data_time: 0.317, memory: 1482, loss_cls: 0.5393, loss_sal: 0.0979, loss_video_cal: 0.0073, loss_layer_cal: 0.0040, loss: 0.6486, scale: 16384.0000 [2024-04-16 12:46:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_456.pth... [2024-04-16 12:46:18 INFO]: Validating... [2024-04-16 12:46:18 INFO]: Epoch (val) [456][1] loss_cls: 0.5350, loss_sal: 0.1889, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.7244, mAP: 0.5791, best_mAP: 0.8554 [2024-04-16 12:46:18 INFO]: Epoch [457][1/1] lr: 0.0005, eta: 0:00:24, time: 0.048, data_time: 0.309, memory: 1482, loss_cls: 0.5348, loss_sal: 0.0692, loss_video_cal: 0.0033, loss_layer_cal: 0.0044, loss: 0.6117, scale: 16384.0000 [2024-04-16 12:46:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_457.pth... [2024-04-16 12:46:18 INFO]: Validating... [2024-04-16 12:46:18 INFO]: Epoch (val) [457][1] loss_cls: 0.5333, loss_sal: 0.1849, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.7187, mAP: 0.7379, best_mAP: 0.8554 [2024-04-16 12:46:19 INFO]: Epoch [458][1/1] lr: 0.0005, eta: 0:00:24, time: 0.048, data_time: 0.310, memory: 1482, loss_cls: 0.5362, loss_sal: 0.0462, loss_video_cal: 0.0036, loss_layer_cal: 0.0058, loss: 0.5918, scale: 16384.0000 [2024-04-16 12:46:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_458.pth... [2024-04-16 12:46:19 INFO]: Validating... [2024-04-16 12:46:19 INFO]: Epoch (val) [458][1] loss_cls: 0.5304, loss_sal: 0.1798, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.7107, mAP: 0.7525, best_mAP: 0.8554 [2024-04-16 12:46:19 INFO]: Epoch [459][1/1] lr: 0.0005, eta: 0:00:23, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5365, loss_sal: 0.0312, loss_video_cal: 0.0039, loss_layer_cal: 0.0069, loss: 0.5785, scale: 16384.0000 [2024-04-16 12:46:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_459.pth... [2024-04-16 12:46:19 INFO]: Validating... [2024-04-16 12:46:20 INFO]: Epoch (val) [459][1] loss_cls: 0.5273, loss_sal: 0.1724, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.7002, mAP: 0.7525, best_mAP: 0.8554 [2024-04-16 12:46:20 INFO]: Epoch [460][1/1] lr: 0.0005, eta: 0:00:22, time: 0.048, data_time: 0.315, memory: 1482, loss_cls: 0.5346, loss_sal: 0.2019, loss_video_cal: 0.0075, loss_layer_cal: 0.0130, loss: 0.7570, scale: 16384.0000 [2024-04-16 12:46:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_460.pth... [2024-04-16 12:46:20 INFO]: Validating... [2024-04-16 12:46:20 INFO]: Epoch (val) [460][1] loss_cls: 0.5258, loss_sal: 0.1697, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.6960, mAP: 0.7619, best_mAP: 0.8554 [2024-04-16 12:46:21 INFO]: Epoch [461][1/1] lr: 0.0005, eta: 0:00:22, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5359, loss_sal: 0.1231, loss_video_cal: 0.0084, loss_layer_cal: 0.0041, loss: 0.6715, scale: 16384.0000 [2024-04-16 12:46:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_461.pth... [2024-04-16 12:46:21 INFO]: Validating... [2024-04-16 12:46:21 INFO]: Epoch (val) [461][1] loss_cls: 0.5250, loss_sal: 0.1664, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.6919, mAP: 0.7591, best_mAP: 0.8554 [2024-04-16 12:46:21 INFO]: Epoch [462][1/1] lr: 0.0005, eta: 0:00:21, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5350, loss_sal: 0.0654, loss_video_cal: 0.0046, loss_layer_cal: 0.0049, loss: 0.6099, scale: 16384.0000 [2024-04-16 12:46:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_462.pth... [2024-04-16 12:46:21 INFO]: Validating... [2024-04-16 12:46:21 INFO]: Epoch (val) [462][1] loss_cls: 0.5244, loss_sal: 0.1643, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.6893, mAP: 0.7641, best_mAP: 0.8554 [2024-04-16 12:46:22 INFO]: Epoch [463][1/1] lr: 0.0005, eta: 0:00:21, time: 0.047, data_time: 0.317, memory: 1482, loss_cls: 0.5391, loss_sal: 0.0105, loss_video_cal: 0.0043, loss_layer_cal: 0.0048, loss: 0.5588, scale: 16384.0000 [2024-04-16 12:46:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_463.pth... [2024-04-16 12:46:22 INFO]: Validating... [2024-04-16 12:46:22 INFO]: Epoch (val) [463][1] loss_cls: 0.5245, loss_sal: 0.1622, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.6872, mAP: 0.7597, best_mAP: 0.8554 [2024-04-16 12:46:22 INFO]: Epoch [464][1/1] lr: 0.0005, eta: 0:00:20, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5383, loss_sal: 0.0958, loss_video_cal: 0.0038, loss_layer_cal: 0.0057, loss: 0.6437, scale: 16384.0000 [2024-04-16 12:46:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_464.pth... [2024-04-16 12:46:22 INFO]: Validating... [2024-04-16 12:46:22 INFO]: Epoch (val) [464][1] loss_cls: 0.5243, loss_sal: 0.1591, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.6839, mAP: 0.7597, best_mAP: 0.8554 [2024-04-16 12:46:23 INFO]: Epoch [465][1/1] lr: 0.0005, eta: 0:00:20, time: 0.049, data_time: 0.316, memory: 1482, loss_cls: 0.5381, loss_sal: 0.1453, loss_video_cal: 0.0110, loss_layer_cal: 0.0050, loss: 0.6995, scale: 16384.0000 [2024-04-16 12:46:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_465.pth... [2024-04-16 12:46:23 INFO]: Validating... [2024-04-16 12:46:23 INFO]: Epoch (val) [465][1] loss_cls: 0.5252, loss_sal: 0.1576, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.6833, mAP: 0.8487, best_mAP: 0.8554 [2024-04-16 12:46:23 INFO]: Epoch [466][1/1] lr: 0.0005, eta: 0:00:19, time: 0.049, data_time: 0.313, memory: 1482, loss_cls: 0.5352, loss_sal: 0.0925, loss_video_cal: 0.0060, loss_layer_cal: 0.0078, loss: 0.6416, scale: 16384.0000 [2024-04-16 12:46:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_466.pth... [2024-04-16 12:46:23 INFO]: Validating... [2024-04-16 12:46:24 INFO]: Epoch (val) [466][1] loss_cls: 0.5258, loss_sal: 0.1620, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.6883, mAP: 0.8487, best_mAP: 0.8554 [2024-04-16 12:46:24 INFO]: Epoch [467][1/1] lr: 0.0005, eta: 0:00:18, time: 0.048, data_time: 0.309, memory: 1482, loss_cls: 0.5362, loss_sal: 0.0690, loss_video_cal: 0.0061, loss_layer_cal: 0.0059, loss: 0.6172, scale: 16384.0000 [2024-04-16 12:46:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_467.pth... [2024-04-16 12:46:24 INFO]: Validating... [2024-04-16 12:46:24 INFO]: Epoch (val) [467][1] loss_cls: 0.5255, loss_sal: 0.1674, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.6934, mAP: 0.8534, best_mAP: 0.8554 [2024-04-16 12:46:25 INFO]: Epoch [468][1/1] lr: 0.0005, eta: 0:00:18, time: 0.047, data_time: 0.314, memory: 1482, loss_cls: 0.5352, loss_sal: 0.0535, loss_video_cal: 0.0117, loss_layer_cal: 0.0082, loss: 0.6086, scale: 16384.0000 [2024-04-16 12:46:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_468.pth... [2024-04-16 12:46:25 INFO]: Validating... [2024-04-16 12:46:25 INFO]: Epoch (val) [468][1] loss_cls: 0.5253, loss_sal: 0.1721, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.6980, mAP: 0.7597, best_mAP: 0.8554 [2024-04-16 12:46:25 INFO]: Epoch [469][1/1] lr: 0.0005, eta: 0:00:17, time: 0.049, data_time: 0.313, memory: 1482, loss_cls: 0.5387, loss_sal: 0.1232, loss_video_cal: 0.0114, loss_layer_cal: 0.0053, loss: 0.6786, scale: 16384.0000 [2024-04-16 12:46:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_469.pth... [2024-04-16 12:46:25 INFO]: Validating... [2024-04-16 12:46:25 INFO]: Epoch (val) [469][1] loss_cls: 0.5246, loss_sal: 0.1740, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.6991, mAP: 0.7550, best_mAP: 0.8554 [2024-04-16 12:46:26 INFO]: Epoch [470][1/1] lr: 0.0005, eta: 0:00:17, time: 0.048, data_time: 0.309, memory: 1482, loss_cls: 0.5359, loss_sal: 0.1028, loss_video_cal: 0.0072, loss_layer_cal: 0.0069, loss: 0.6527, scale: 16384.0000 [2024-04-16 12:46:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_470.pth... [2024-04-16 12:46:26 INFO]: Validating... [2024-04-16 12:46:26 INFO]: Epoch (val) [470][1] loss_cls: 0.5230, loss_sal: 0.1713, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.6949, mAP: 0.8534, best_mAP: 0.8554 [2024-04-16 12:46:26 INFO]: Epoch [471][1/1] lr: 0.0005, eta: 0:00:16, time: 0.048, data_time: 0.311, memory: 1482, loss_cls: 0.5360, loss_sal: 0.0861, loss_video_cal: 0.0069, loss_layer_cal: 0.0042, loss: 0.6331, scale: 16384.0000 [2024-04-16 12:46:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_471.pth... [2024-04-16 12:46:26 INFO]: Validating... [2024-04-16 12:46:26 INFO]: Epoch (val) [471][1] loss_cls: 0.5209, loss_sal: 0.1696, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.6909, mAP: 0.7537, best_mAP: 0.8554 [2024-04-16 12:46:27 INFO]: Epoch [472][1/1] lr: 0.0005, eta: 0:00:16, time: 0.049, data_time: 0.318, memory: 1482, loss_cls: 0.5356, loss_sal: 0.0803, loss_video_cal: 0.0055, loss_layer_cal: 0.0053, loss: 0.6266, scale: 16384.0000 [2024-04-16 12:46:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_472.pth... [2024-04-16 12:46:27 INFO]: Validating... [2024-04-16 12:46:27 INFO]: Epoch (val) [472][1] loss_cls: 0.5193, loss_sal: 0.1636, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.6834, mAP: 0.7458, best_mAP: 0.8554 [2024-04-16 12:46:27 INFO]: Epoch [473][1/1] lr: 0.0005, eta: 0:00:15, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5384, loss_sal: 0.0917, loss_video_cal: 0.0033, loss_layer_cal: 0.0032, loss: 0.6365, scale: 16384.0000 [2024-04-16 12:46:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_473.pth... [2024-04-16 12:46:27 INFO]: Validating... [2024-04-16 12:46:28 INFO]: Epoch (val) [473][1] loss_cls: 0.5192, loss_sal: 0.1612, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.6809, mAP: 0.7458, best_mAP: 0.8554 [2024-04-16 12:46:28 INFO]: Epoch [474][1/1] lr: 0.0005, eta: 0:00:14, time: 0.048, data_time: 0.314, memory: 1482, loss_cls: 0.5347, loss_sal: 0.0516, loss_video_cal: 0.0036, loss_layer_cal: 0.0060, loss: 0.5959, scale: 16384.0000 [2024-04-16 12:46:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_474.pth... [2024-04-16 12:46:28 INFO]: Validating... [2024-04-16 12:46:28 INFO]: Epoch (val) [474][1] loss_cls: 0.5193, loss_sal: 0.1602, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.6800, mAP: 0.7328, best_mAP: 0.8554 [2024-04-16 12:46:29 INFO]: Epoch [475][1/1] lr: 0.0005, eta: 0:00:14, time: 0.047, data_time: 0.315, memory: 1482, loss_cls: 0.5383, loss_sal: 0.0636, loss_video_cal: 0.0102, loss_layer_cal: 0.0050, loss: 0.6171, scale: 16384.0000 [2024-04-16 12:46:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_475.pth... [2024-04-16 12:46:29 INFO]: Validating... [2024-04-16 12:46:29 INFO]: Epoch (val) [475][1] loss_cls: 0.5193, loss_sal: 0.1585, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.6783, mAP: 0.7458, best_mAP: 0.8554 [2024-04-16 12:46:29 INFO]: Epoch [476][1/1] lr: 0.0005, eta: 0:00:13, time: 0.049, data_time: 0.314, memory: 1482, loss_cls: 0.5378, loss_sal: 0.0744, loss_video_cal: 0.0046, loss_layer_cal: 0.0075, loss: 0.6244, scale: 16384.0000 [2024-04-16 12:46:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_476.pth... [2024-04-16 12:46:29 INFO]: Validating... [2024-04-16 12:46:29 INFO]: Epoch (val) [476][1] loss_cls: 0.5206, loss_sal: 0.1612, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.6823, mAP: 0.7493, best_mAP: 0.8554 [2024-04-16 12:46:30 INFO]: Epoch [477][1/1] lr: 0.0005, eta: 0:00:13, time: 0.049, data_time: 0.315, memory: 1482, loss_cls: 0.5358, loss_sal: 0.0610, loss_video_cal: 0.0036, loss_layer_cal: 0.0068, loss: 0.6071, scale: 16384.0000 [2024-04-16 12:46:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_477.pth... [2024-04-16 12:46:30 INFO]: Validating... [2024-04-16 12:46:30 INFO]: Epoch (val) [477][1] loss_cls: 0.5220, loss_sal: 0.1687, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.6911, mAP: 0.7628, best_mAP: 0.8554 [2024-04-16 12:46:30 INFO]: Epoch [478][1/1] lr: 0.0005, eta: 0:00:12, time: 0.047, data_time: 0.313, memory: 1482, loss_cls: 0.5343, loss_sal: 0.0681, loss_video_cal: 0.0109, loss_layer_cal: 0.0048, loss: 0.6181, scale: 16384.0000 [2024-04-16 12:46:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_478.pth... [2024-04-16 12:46:30 INFO]: Validating... [2024-04-16 12:46:30 INFO]: Epoch (val) [478][1] loss_cls: 0.5235, loss_sal: 0.1783, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.7023, mAP: 0.7609, best_mAP: 0.8554 [2024-04-16 12:46:31 INFO]: Epoch [479][1/1] lr: 0.0005, eta: 0:00:12, time: 0.047, data_time: 0.318, memory: 1482, loss_cls: 0.5349, loss_sal: 0.0726, loss_video_cal: 0.0050, loss_layer_cal: 0.0038, loss: 0.6163, scale: 16384.0000 [2024-04-16 12:46:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_479.pth... [2024-04-16 12:46:31 INFO]: Validating... [2024-04-16 12:46:31 INFO]: Epoch (val) [479][1] loss_cls: 0.5248, loss_sal: 0.1906, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.7158, mAP: 0.7635, best_mAP: 0.8554 [2024-04-16 12:46:31 INFO]: Epoch [480][1/1] lr: 0.0005, eta: 0:00:11, time: 0.047, data_time: 0.313, memory: 1482, loss_cls: 0.5369, loss_sal: 0.0622, loss_video_cal: 0.0055, loss_layer_cal: 0.0034, loss: 0.6080, scale: 16384.0000 [2024-04-16 12:46:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_480.pth... [2024-04-16 12:46:31 INFO]: Validating... [2024-04-16 12:46:32 INFO]: Epoch (val) [480][1] loss_cls: 0.5255, loss_sal: 0.2031, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.7291, mAP: 0.7609, best_mAP: 0.8554 [2024-04-16 12:46:32 INFO]: Epoch [481][1/1] lr: 0.0005, eta: 0:00:10, time: 0.048, data_time: 0.316, memory: 1482, loss_cls: 0.5343, loss_sal: 0.1445, loss_video_cal: 0.0069, loss_layer_cal: 0.0067, loss: 0.6925, scale: 16384.0000 [2024-04-16 12:46:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_481.pth... [2024-04-16 12:46:32 INFO]: Validating... [2024-04-16 12:46:32 INFO]: Epoch (val) [481][1] loss_cls: 0.5261, loss_sal: 0.1916, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.7182, mAP: 0.7769, best_mAP: 0.8554 [2024-04-16 12:46:33 INFO]: Epoch [482][1/1] lr: 0.0005, eta: 0:00:10, time: 0.048, data_time: 0.313, memory: 1482, loss_cls: 0.5361, loss_sal: 0.0686, loss_video_cal: 0.0045, loss_layer_cal: 0.0067, loss: 0.6158, scale: 16384.0000 [2024-04-16 12:46:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_482.pth... [2024-04-16 12:46:33 INFO]: Validating... [2024-04-16 12:46:33 INFO]: Epoch (val) [482][1] loss_cls: 0.5257, loss_sal: 0.1802, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.7064, mAP: 0.7769, best_mAP: 0.8554 [2024-04-16 12:46:33 INFO]: Epoch [483][1/1] lr: 0.0005, eta: 0:00:09, time: 0.048, data_time: 0.316, memory: 1482, loss_cls: 0.5346, loss_sal: 0.0873, loss_video_cal: 0.0064, loss_layer_cal: 0.0034, loss: 0.6317, scale: 16384.0000 [2024-04-16 12:46:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_483.pth... [2024-04-16 12:46:33 INFO]: Validating... [2024-04-16 12:46:33 INFO]: Epoch (val) [483][1] loss_cls: 0.5258, loss_sal: 0.1745, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.7008, mAP: 0.7769, best_mAP: 0.8554 [2024-04-16 12:46:34 INFO]: Epoch [484][1/1] lr: 0.0005, eta: 0:00:09, time: 0.049, data_time: 0.317, memory: 1482, loss_cls: 0.5351, loss_sal: 0.2040, loss_video_cal: 0.0061, loss_layer_cal: 0.0057, loss: 0.7509, scale: 16384.0000 [2024-04-16 12:46:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_484.pth... [2024-04-16 12:46:34 INFO]: Validating... [2024-04-16 12:46:34 INFO]: Epoch (val) [484][1] loss_cls: 0.5275, loss_sal: 0.1733, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.7013, mAP: 0.8589, best_mAP: 0.8589 [2024-04-16 12:46:34 INFO]: Epoch [485][1/1] lr: 0.0005, eta: 0:00:08, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5380, loss_sal: 0.0366, loss_video_cal: 0.0045, loss_layer_cal: 0.0039, loss: 0.5831, scale: 16384.0000 [2024-04-16 12:46:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_485.pth... [2024-04-16 12:46:34 INFO]: Validating... [2024-04-16 12:46:34 INFO]: Epoch (val) [485][1] loss_cls: 0.5301, loss_sal: 0.1748, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.7053, mAP: 0.8589, best_mAP: 0.8589 [2024-04-16 12:46:35 INFO]: Epoch [486][1/1] lr: 0.0005, eta: 0:00:08, time: 0.048, data_time: 0.310, memory: 1482, loss_cls: 0.5359, loss_sal: 0.0479, loss_video_cal: 0.0056, loss_layer_cal: 0.0023, loss: 0.5918, scale: 16384.0000 [2024-04-16 12:46:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_486.pth... [2024-04-16 12:46:35 INFO]: Validating... [2024-04-16 12:46:35 INFO]: Epoch (val) [486][1] loss_cls: 0.5305, loss_sal: 0.1739, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.7048, mAP: 0.8589, best_mAP: 0.8589 [2024-04-16 12:46:35 INFO]: Epoch [487][1/1] lr: 0.0005, eta: 0:00:07, time: 0.048, data_time: 0.317, memory: 1482, loss_cls: 0.5361, loss_sal: 0.1230, loss_video_cal: 0.0050, loss_layer_cal: 0.0056, loss: 0.6697, scale: 16384.0000 [2024-04-16 12:46:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_487.pth... [2024-04-16 12:46:35 INFO]: Validating... [2024-04-16 12:46:36 INFO]: Epoch (val) [487][1] loss_cls: 0.5296, loss_sal: 0.1758, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.7058, mAP: 0.8469, best_mAP: 0.8589 [2024-04-16 12:46:36 INFO]: Epoch [488][1/1] lr: 0.0005, eta: 0:00:06, time: 0.047, data_time: 0.316, memory: 1482, loss_cls: 0.5375, loss_sal: 0.1017, loss_video_cal: 0.0040, loss_layer_cal: 0.0029, loss: 0.6462, scale: 16384.0000 [2024-04-16 12:46:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_488.pth... [2024-04-16 12:46:36 INFO]: Validating... [2024-04-16 12:46:36 INFO]: Epoch (val) [488][1] loss_cls: 0.5276, loss_sal: 0.1771, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.7051, mAP: 0.8469, best_mAP: 0.8589 [2024-04-16 12:46:37 INFO]: Epoch [489][1/1] lr: 0.0005, eta: 0:00:06, time: 0.047, data_time: 0.314, memory: 1482, loss_cls: 0.5362, loss_sal: 0.0880, loss_video_cal: 0.0019, loss_layer_cal: 0.0040, loss: 0.6301, scale: 16384.0000 [2024-04-16 12:46:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_489.pth... [2024-04-16 12:46:37 INFO]: Validating... [2024-04-16 12:46:37 INFO]: Epoch (val) [489][1] loss_cls: 0.5263, loss_sal: 0.1744, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.7011, mAP: 0.8590, best_mAP: 0.8590 [2024-04-16 12:46:37 INFO]: Epoch [490][1/1] lr: 0.0005, eta: 0:00:05, time: 0.048, data_time: 0.317, memory: 1482, loss_cls: 0.5357, loss_sal: 0.2044, loss_video_cal: 0.0041, loss_layer_cal: 0.0062, loss: 0.7504, scale: 16384.0000 [2024-04-16 12:46:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_490.pth... [2024-04-16 12:46:37 INFO]: Validating... [2024-04-16 12:46:37 INFO]: Epoch (val) [490][1] loss_cls: 0.5273, loss_sal: 0.1728, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.7006, mAP: 0.4841, best_mAP: 0.8590 [2024-04-16 12:46:38 INFO]: Epoch [491][1/1] lr: 0.0005, eta: 0:00:05, time: 0.047, data_time: 0.313, memory: 1482, loss_cls: 0.5330, loss_sal: 0.0816, loss_video_cal: 0.0031, loss_layer_cal: 0.0081, loss: 0.6258, scale: 16384.0000 [2024-04-16 12:46:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_491.pth... [2024-04-16 12:46:38 INFO]: Validating... [2024-04-16 12:46:38 INFO]: Epoch (val) [491][1] loss_cls: 0.5286, loss_sal: 0.1745, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.7035, mAP: 0.4626, best_mAP: 0.8590 [2024-04-16 12:46:38 INFO]: Epoch [492][1/1] lr: 0.0005, eta: 0:00:04, time: 0.049, data_time: 0.313, memory: 1482, loss_cls: 0.5360, loss_sal: 0.0909, loss_video_cal: 0.0068, loss_layer_cal: 0.0076, loss: 0.6413, scale: 16384.0000 [2024-04-16 12:46:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_492.pth... [2024-04-16 12:46:38 INFO]: Validating... [2024-04-16 12:46:38 INFO]: Epoch (val) [492][1] loss_cls: 0.5295, loss_sal: 0.1792, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.7092, mAP: 0.4510, best_mAP: 0.8590 [2024-04-16 12:46:39 INFO]: Epoch [493][1/1] lr: 0.0005, eta: 0:00:04, time: 0.048, data_time: 0.316, memory: 1482, loss_cls: 0.5354, loss_sal: 0.1172, loss_video_cal: 0.0054, loss_layer_cal: 0.0039, loss: 0.6619, scale: 16384.0000 [2024-04-16 12:46:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_493.pth... [2024-04-16 12:46:39 INFO]: Validating... [2024-04-16 12:46:39 INFO]: Epoch (val) [493][1] loss_cls: 0.5304, loss_sal: 0.1857, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.7166, mAP: 0.4510, best_mAP: 0.8590 [2024-04-16 12:46:39 INFO]: Epoch [494][1/1] lr: 0.0005, eta: 0:00:03, time: 0.048, data_time: 0.315, memory: 1482, loss_cls: 0.5357, loss_sal: 0.0725, loss_video_cal: 0.0060, loss_layer_cal: 0.0049, loss: 0.6190, scale: 16384.0000 [2024-04-16 12:46:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_494.pth... [2024-04-16 12:46:39 INFO]: Validating... [2024-04-16 12:46:40 INFO]: Epoch (val) [494][1] loss_cls: 0.5309, loss_sal: 0.1883, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.7196, mAP: 0.4391, best_mAP: 0.8590 [2024-04-16 12:46:40 INFO]: Epoch [495][1/1] lr: 0.0005, eta: 0:00:02, time: 0.047, data_time: 0.313, memory: 1482, loss_cls: 0.5383, loss_sal: 0.0893, loss_video_cal: 0.0034, loss_layer_cal: 0.0073, loss: 0.6383, scale: 16384.0000 [2024-04-16 12:46:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_495.pth... [2024-04-16 12:46:40 INFO]: Validating... [2024-04-16 12:46:40 INFO]: Epoch (val) [495][1] loss_cls: 0.5314, loss_sal: 0.1896, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.7213, mAP: 0.4391, best_mAP: 0.8590 [2024-04-16 12:46:41 INFO]: Epoch [496][1/1] lr: 0.0005, eta: 0:00:02, time: 0.047, data_time: 0.316, memory: 1482, loss_cls: 0.5360, loss_sal: 0.0770, loss_video_cal: 0.0092, loss_layer_cal: 0.0048, loss: 0.6270, scale: 16384.0000 [2024-04-16 12:46:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_496.pth... [2024-04-16 12:46:41 INFO]: Validating... [2024-04-16 12:46:41 INFO]: Epoch (val) [496][1] loss_cls: 0.5316, loss_sal: 0.1862, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.7182, mAP: 0.4667, best_mAP: 0.8590 [2024-04-16 12:46:41 INFO]: Epoch [497][1/1] lr: 0.0005, eta: 0:00:01, time: 0.048, data_time: 0.312, memory: 1482, loss_cls: 0.5438, loss_sal: 0.0661, loss_video_cal: 0.0042, loss_layer_cal: 0.0048, loss: 0.6188, scale: 16384.0000 [2024-04-16 12:46:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_497.pth... [2024-04-16 12:46:41 INFO]: Validating... [2024-04-16 12:46:41 INFO]: Epoch (val) [497][1] loss_cls: 0.5335, loss_sal: 0.1835, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.7174, mAP: 0.4632, best_mAP: 0.8590 [2024-04-16 12:46:42 INFO]: Epoch [498][1/1] lr: 0.0005, eta: 0:00:01, time: 0.047, data_time: 0.312, memory: 1482, loss_cls: 0.5366, loss_sal: 0.1484, loss_video_cal: 0.0112, loss_layer_cal: 0.0085, loss: 0.7048, scale: 16384.0000 [2024-04-16 12:46:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_498.pth... [2024-04-16 12:46:42 INFO]: Validating... [2024-04-16 12:46:42 INFO]: Epoch (val) [498][1] loss_cls: 0.5364, loss_sal: 0.1813, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.7182, mAP: 0.4632, best_mAP: 0.8590 [2024-04-16 12:46:42 INFO]: Epoch [499][1/1] lr: 0.0005, eta: 0:00:00, time: 0.047, data_time: 0.313, memory: 1482, loss_cls: 0.5372, loss_sal: 0.0216, loss_video_cal: 0.0049, loss_layer_cal: 0.0067, loss: 0.5704, scale: 16384.0000 [2024-04-16 12:46:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_499.pth... [2024-04-16 12:46:42 INFO]: Validating... [2024-04-16 12:46:42 INFO]: Epoch (val) [499][1] loss_cls: 0.5403, loss_sal: 0.1802, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.7208, mAP: 0.4603, best_mAP: 0.8590 [2024-04-16 12:46:43 INFO]: Epoch [500][1/1] lr: 0.0005, eta: 0:00:00, time: 0.047, data_time: 0.311, memory: 1482, loss_cls: 0.5372, loss_sal: 0.0840, loss_video_cal: 0.0039, loss_layer_cal: 0.0061, loss: 0.6311, scale: 16384.0000 [2024-04-16 12:46:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_vu/epoch_500.pth... [2024-04-16 12:46:43 INFO]: Validating... [2024-04-16 12:46:43 INFO]: Epoch (val) [500][1] loss_cls: 0.5419, loss_sal: 0.1777, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.7200, mAP: 0.4615, best_mAP: 0.8590 [2024-04-16 12:46:43 INFO]: Overall training speed: 500 iterations in 0:00:24 (0.0493 s/it) [2024-04-16 12:46:43 INFO]: Done running in 0:04:46 (0:04:13 on hooks)