[2024-04-16 11:08:49 INFO]: Environment info: ---------------------- ------------------------------------------------------------------------------------------------ System Linux Python 3.12.2 | packaged by Anaconda, Inc. | (main, Feb 27 2024, 17:35:02) [GCC 11.2.0] CPU Intel(R) Xeon(R) Platinum 8358 CPU @ 2.60GHz CUDA_HOME /n/home01/coco/cuda-12.1 NVCC Build cuda_12.1.r12.1/compiler.32688072_0 GPU 0 NVIDIA A100-SXM4-80GB PyTorch 2.2.1+cu121 @ /n/home01/coco/miniconda3/envs/r2-tuning/lib/python3.12/site-packages/torch PyTorch debug build False torchvision 0.17.1+cu121 @ /n/home01/coco/miniconda3/envs/r2-tuning/lib/python3.12/site-packages/torchvision torchvision arch flags sm_50, sm_60, sm_70, sm_75, sm_80, sm_86, sm_90 nncore 0.4.2 numpy 1.26.4 PIL 10.2.0 cv2 4.9.0 ---------------------- ------------------------------------------------------------------------------------------------ PyTorch built with: - GCC 9.3 - C++ Version: 201703 - Intel(R) oneAPI Math Kernel Library Version 2022.2-Product Build 20220804 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v3.3.2 (Git Hash 2dc95a2ad0841e29db8b22fbccaf3e5da7992b01) - OpenMP 201511 (a.k.a. OpenMP 4.5) - LAPACK is enabled (usually provided by MKL) - NNPACK is enabled - CPU capability usage: AVX512 - CUDA Runtime 12.1 - NVCC architecture flags: -gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_90,code=sm_90 - CuDNN 8.9.2 - Magma 2.6.1 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=12.1, CUDNN_VERSION=8.9.2, CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=0 -fabi-version=11 -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DLIBKINETO_NOROCTRACER -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-stringop-overflow -Wsuggest-override -Wno-psabi -Wno-error=pedantic -Wno-error=old-style-cast -Wno-missing-braces -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=2.2.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=1, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, USE_ROCM_KERNEL_ASSERT=OFF, [2024-04-16 11:08:49 INFO]: Launcher: None [2024-04-16 11:08:49 INFO]: Config: /n/home01/coco/r2-tuning-dev/configs/tvsum/r2_tuning_tvsum_fm.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='FM'), 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='FM')) stages = dict( epochs=500, optimizer=dict( type='AdamW', lr=0.0005, weight_decay=0.0001), lr_schedule=None, warmup=dict( type='iter', policy='linear', steps=50, ratio=0.001), grad_clip=dict( max_norm=35, norm_type=2), validation=dict(interval=1)) hooks = [dict( type='EvalHook', high_keys=['MR-full-mAP', 'MR-full-mIoU', 'HL-min-VeryGood-mAP', 'MR-full-R1@0.3', 'MR-full-R1@0.5', 'MR-full-R1@0.7', 'mAP'])] [2024-04-16 11:08:49 INFO]: Using random seed: 70903268 [2024-04-16 11:08:49 INFO]: Model architecture: R2Tuning( (adapter): R2Block( (video_map): Sequential( (0): LayerNorm((768,), eps=1e-05, elementwise_affine=True) (1): Dropout(p=0.5, inplace=False) (2): Linear(in_features=768, out_features=256, bias=True) (3): ReLU(inplace=True) (4): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (5): Dropout(p=0.5, inplace=False) (6): Linear(in_features=256, out_features=256, bias=True) ) (query_map): Sequential( (0): LayerNorm((512,), eps=1e-05, elementwise_affine=True) (1): Dropout(p=0.5, inplace=False) (2): Linear(in_features=512, out_features=256, bias=True) (3): ReLU(inplace=True) (4): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (5): Dropout(p=0.5, inplace=False) (6): Linear(in_features=256, out_features=256, bias=True) ) (v_map): Linear(in_features=256, out_features=256, bias=True) (q_map): Linear(in_features=256, out_features=256, bias=True) (pos): PositionalEncoding(dims=256, temperature=10000, normalize=True, scale=6.283185307179586, offset=0.0) (tem): TransformerDecoderLayer( (cross_att): MultiHeadAttention(q_dims=256, k_dims=256, v_dims=256, h_dims=256, o_dims=256, heads=8, att_dropout=0.0, out_dropout=0.0, bias=True) (cross_att_norm): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (self_att): MultiHeadAttention(q_dims=256, k_dims=256, v_dims=256, h_dims=256, o_dims=256, heads=8, att_dropout=0.0, out_dropout=0.0, bias=True) (self_att_norm): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (ffn): FeedForwardNetwork(dims=256, ratio=4, ffn_dropout=0.0, out_dropout=0.0) (ffn_norm): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (droppath): DropPath(p=0.1) ) ) (pyramid): ConvPyramid( (blocks): ModuleList( (0): ReLU(inplace=True) ) ) (pooling): AdaPooling( (att): Linear(in_features=256, out_features=1, bias=False) ) (class_head): ConvHead( (module): Sequential( (0): Permute() (1): Conv1d(256, 256, kernel_size=(3,), stride=(1,), padding=(1,)) (2): ReLU(inplace=True) (3): Conv1d(256, 1, kernel_size=(3,), stride=(1,), padding=(1,)) (4): Permute() ) ) (generator): PointGenerator( (buffer_points): BufferList() ) (loss): BundleLoss( (_loss_cls): DynamicBCELoss(reduction='mean', pos_weight=None, loss_weight=1.0) (_loss_sal): SampledNCELoss(temperature=0.07, max_scale=100, learnable=False, direction=('row',), loss_weight=0.1) (_loss_video_cal): InfoNCELoss(temperature=0.07, max_scale=100, learnable=False, dist=False, loss_weight=0.1) (_loss_layer_cal): InfoNCELoss(temperature=0.07, max_scale=100, learnable=False, dist=False, loss_weight=0.1) ) ) [2024-04-16 11:08:49 INFO]: Learnable Parameters: [2024-04-16 11:08:49 INFO]: module.coef - torch.Size([1]) [2024-04-16 11:08:49 INFO]: module.adapter.gate - torch.Size([3]) [2024-04-16 11:08:49 INFO]: module.adapter.scale - torch.Size([4]) [2024-04-16 11:08:49 INFO]: module.adapter.video_map.0.weight - torch.Size([768]) [2024-04-16 11:08:49 INFO]: module.adapter.video_map.0.bias - torch.Size([768]) [2024-04-16 11:08:49 INFO]: module.adapter.video_map.2.weight - torch.Size([256, 768]) [2024-04-16 11:08:49 INFO]: module.adapter.video_map.2.bias - torch.Size([256]) [2024-04-16 11:08:49 INFO]: module.adapter.video_map.4.weight - torch.Size([256]) [2024-04-16 11:08:49 INFO]: module.adapter.video_map.4.bias - torch.Size([256]) [2024-04-16 11:08:49 INFO]: module.adapter.video_map.6.weight - torch.Size([256, 256]) [2024-04-16 11:08:49 INFO]: module.adapter.video_map.6.bias - torch.Size([256]) [2024-04-16 11:08:49 INFO]: module.adapter.query_map.0.weight - torch.Size([512]) [2024-04-16 11:08:49 INFO]: module.adapter.query_map.0.bias - torch.Size([512]) [2024-04-16 11:08:49 INFO]: module.adapter.query_map.2.weight - torch.Size([256, 512]) [2024-04-16 11:08:49 INFO]: module.adapter.query_map.2.bias - torch.Size([256]) [2024-04-16 11:08:49 INFO]: module.adapter.query_map.4.weight - torch.Size([256]) [2024-04-16 11:08:49 INFO]: module.adapter.query_map.4.bias - torch.Size([256]) [2024-04-16 11:08:49 INFO]: module.adapter.query_map.6.weight - torch.Size([256, 256]) [2024-04-16 11:08:49 INFO]: module.adapter.query_map.6.bias - torch.Size([256]) [2024-04-16 11:08:49 INFO]: module.adapter.v_map.weight - torch.Size([256, 256]) [2024-04-16 11:08:49 INFO]: module.adapter.v_map.bias - torch.Size([256]) [2024-04-16 11:08:49 INFO]: module.adapter.q_map.weight - torch.Size([256, 256]) [2024-04-16 11:08:49 INFO]: module.adapter.q_map.bias - torch.Size([256]) [2024-04-16 11:08:49 INFO]: module.adapter.tem.cross_att.q.weight - torch.Size([256, 256]) [2024-04-16 11:08:49 INFO]: module.adapter.tem.cross_att.q.bias - torch.Size([256]) [2024-04-16 11:08:49 INFO]: module.adapter.tem.cross_att.k.weight - torch.Size([256, 256]) [2024-04-16 11:08:49 INFO]: module.adapter.tem.cross_att.k.bias - torch.Size([256]) [2024-04-16 11:08:49 INFO]: module.adapter.tem.cross_att.v.weight - torch.Size([256, 256]) [2024-04-16 11:08:49 INFO]: module.adapter.tem.cross_att.v.bias - torch.Size([256]) [2024-04-16 11:08:49 INFO]: module.adapter.tem.cross_att.m.weight - torch.Size([256, 256]) [2024-04-16 11:08:49 INFO]: module.adapter.tem.cross_att.m.bias - torch.Size([256]) [2024-04-16 11:08:49 INFO]: module.adapter.tem.cross_att_norm.weight - torch.Size([256]) [2024-04-16 11:08:49 INFO]: module.adapter.tem.cross_att_norm.bias - torch.Size([256]) [2024-04-16 11:08:49 INFO]: module.adapter.tem.self_att.q.weight - torch.Size([256, 256]) [2024-04-16 11:08:49 INFO]: module.adapter.tem.self_att.q.bias - torch.Size([256]) [2024-04-16 11:08:49 INFO]: module.adapter.tem.self_att.k.weight - torch.Size([256, 256]) [2024-04-16 11:08:49 INFO]: module.adapter.tem.self_att.k.bias - torch.Size([256]) [2024-04-16 11:08:49 INFO]: module.adapter.tem.self_att.v.weight - torch.Size([256, 256]) [2024-04-16 11:08:49 INFO]: module.adapter.tem.self_att.v.bias - torch.Size([256]) [2024-04-16 11:08:49 INFO]: module.adapter.tem.self_att.m.weight - torch.Size([256, 256]) [2024-04-16 11:08:49 INFO]: module.adapter.tem.self_att.m.bias - torch.Size([256]) [2024-04-16 11:08:49 INFO]: module.adapter.tem.self_att_norm.weight - torch.Size([256]) [2024-04-16 11:08:49 INFO]: module.adapter.tem.self_att_norm.bias - torch.Size([256]) [2024-04-16 11:08:49 INFO]: module.adapter.tem.ffn.mapping.0.weight - torch.Size([1024, 256]) [2024-04-16 11:08:49 INFO]: module.adapter.tem.ffn.mapping.0.bias - torch.Size([1024]) [2024-04-16 11:08:49 INFO]: module.adapter.tem.ffn.mapping.2.weight - torch.Size([256, 1024]) [2024-04-16 11:08:49 INFO]: module.adapter.tem.ffn.mapping.2.bias - torch.Size([256]) [2024-04-16 11:08:49 INFO]: module.adapter.tem.ffn_norm.weight - torch.Size([256]) [2024-04-16 11:08:49 INFO]: module.adapter.tem.ffn_norm.bias - torch.Size([256]) [2024-04-16 11:08:49 INFO]: module.pooling.att.weight - torch.Size([1, 256]) [2024-04-16 11:08:49 INFO]: module.class_head.module.1.weight - torch.Size([256, 256, 3]) [2024-04-16 11:08:49 INFO]: module.class_head.module.1.bias - torch.Size([256]) [2024-04-16 11:08:49 INFO]: module.class_head.module.3.weight - torch.Size([1, 256, 3]) [2024-04-16 11:08:49 INFO]: module.class_head.module.3.bias - torch.Size([1]) [2024-04-16 11:08:49 INFO]: Learnable Parameters: 1.761M (100.0%) [2024-04-16 11:08:49 INFO]: Auto Scale Batch Size: 1 GPU(s) * 4 Samples [2024-04-16 11:08:49 INFO]: Distributed: False, AMP: fp16, Debug: False [2024-04-16 11:08:49 INFO]: Launch engine, host: coco@holygpu8a29203.rc.fas.harvard.edu, work_dir: work_dirs/r2_tuning_tvsum_fm [2024-04-16 11:08:49 INFO]: Stage: 1, epochs: 500, optimizer: AdamW(lr: 0.0005, weight_decay: 0.0001) [2024-04-16 11:08:51 INFO]: Epoch [1][1/1] lr: 0.0, eta: 0:17:15, time: 0.818, data_time: 1.257, memory: 2014, loss_cls: 0.6403, loss_sal: 0.4623, loss_video_cal: 0.1451, loss_layer_cal: 0.1568, loss: 1.4045, scale: 65536.0000 [2024-04-16 11:08:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_1.pth... [2024-04-16 11:08:51 INFO]: Validating... [2024-04-16 11:08:52 INFO]: Epoch (val) [1][1] loss_cls: 0.6394, loss_sal: 0.4217, loss_video_cal: 0.0000, loss_layer_cal: 0.2262, loss: 1.2873, mAP: 0.1897, best_mAP: 0.1897 [2024-04-16 11:08:52 INFO]: Epoch [2][1/1] lr: 1e-05, eta: 0:12:55, time: 0.061, data_time: 0.409, memory: 2036, loss_cls: 0.6445, loss_sal: 0.4268, loss_video_cal: 0.1526, loss_layer_cal: 0.1488, loss: 1.3727, scale: 65536.0000 [2024-04-16 11:08:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_2.pth... [2024-04-16 11:08:52 INFO]: Validating... [2024-04-16 11:08:53 INFO]: Epoch (val) [2][1] loss_cls: 0.6346, loss_sal: 0.4215, loss_video_cal: 0.0000, loss_layer_cal: 0.2248, loss: 1.2810, mAP: 0.2093, best_mAP: 0.2093 [2024-04-16 11:08:53 INFO]: Epoch [3][1/1] lr: 2e-05, eta: 0:10:42, time: 0.061, data_time: 0.375, memory: 2036, loss_cls: 0.6327, loss_sal: 0.4246, loss_video_cal: 0.1428, loss_layer_cal: 0.1493, loss: 1.3494, scale: 65536.0000 [2024-04-16 11:08:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_3.pth... [2024-04-16 11:08:53 INFO]: Validating... [2024-04-16 11:08:53 INFO]: Epoch (val) [3][1] loss_cls: 0.6255, loss_sal: 0.4214, loss_video_cal: 0.0000, loss_layer_cal: 0.2224, loss: 1.2694, mAP: 0.2084, best_mAP: 0.2093 [2024-04-16 11:08:54 INFO]: Epoch [4][1/1] lr: 3e-05, eta: 0:09:24, time: 0.060, data_time: 0.380, memory: 2036, loss_cls: 0.6310, loss_sal: 0.4588, loss_video_cal: 0.1891, loss_layer_cal: 0.1904, loss: 1.4692, scale: 65536.0000 [2024-04-16 11:08:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_4.pth... [2024-04-16 11:08:54 INFO]: Validating... [2024-04-16 11:08:54 INFO]: Epoch (val) [4][1] loss_cls: 0.6136, loss_sal: 0.4213, loss_video_cal: 0.0000, loss_layer_cal: 0.2185, loss: 1.2535, mAP: 0.2084, best_mAP: 0.2093 [2024-04-16 11:08:54 INFO]: Epoch [5][1/1] lr: 4e-05, eta: 0:08:38, time: 0.062, data_time: 0.380, memory: 2036, loss_cls: 0.6265, loss_sal: 0.4448, loss_video_cal: 0.1987, loss_layer_cal: 0.1802, loss: 1.4502, scale: 65536.0000 [2024-04-16 11:08:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_5.pth... [2024-04-16 11:08:54 INFO]: Validating... [2024-04-16 11:08:55 INFO]: Epoch (val) [5][1] loss_cls: 0.6009, loss_sal: 0.4207, loss_video_cal: 0.0000, loss_layer_cal: 0.2138, loss: 1.2354, mAP: 0.2148, best_mAP: 0.2148 [2024-04-16 11:08:55 INFO]: Epoch [6][1/1] lr: 5e-05, eta: 0:08:06, time: 0.060, data_time: 0.373, memory: 2036, loss_cls: 0.6205, loss_sal: 0.4436, loss_video_cal: 0.1507, loss_layer_cal: 0.1437, loss: 1.3586, scale: 65536.0000 [2024-04-16 11:08:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_6.pth... [2024-04-16 11:08:55 INFO]: Validating... [2024-04-16 11:08:55 INFO]: Epoch (val) [6][1] loss_cls: 0.5885, loss_sal: 0.4210, loss_video_cal: 0.0000, loss_layer_cal: 0.2077, loss: 1.2171, mAP: 0.2148, best_mAP: 0.2148 [2024-04-16 11:08:56 INFO]: Epoch [7][1/1] lr: 6e-05, eta: 0:07:42, time: 0.061, data_time: 0.372, memory: 2036, loss_cls: 0.5977, loss_sal: 0.4521, loss_video_cal: 0.1473, loss_layer_cal: 0.1555, loss: 1.3525, scale: 65536.0000 [2024-04-16 11:08:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_7.pth... [2024-04-16 11:08:56 INFO]: Validating... [2024-04-16 11:08:56 INFO]: Epoch (val) [7][1] loss_cls: 0.5782, loss_sal: 0.4218, loss_video_cal: 0.0000, loss_layer_cal: 0.2003, loss: 1.2003, mAP: 0.2148, best_mAP: 0.2148 [2024-04-16 11:08:56 INFO]: Epoch [8][1/1] lr: 7e-05, eta: 0:07:25, time: 0.060, data_time: 0.378, memory: 2036, loss_cls: 0.5777, loss_sal: 0.4435, loss_video_cal: 0.1321, loss_layer_cal: 0.1545, loss: 1.3079, scale: 65536.0000 [2024-04-16 11:08:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_8.pth... [2024-04-16 11:08:56 INFO]: Validating... [2024-04-16 11:08:57 INFO]: Epoch (val) [8][1] loss_cls: 0.5718, loss_sal: 0.4198, loss_video_cal: 0.0000, loss_layer_cal: 0.1922, loss: 1.1838, mAP: 0.2148, best_mAP: 0.2148 [2024-04-16 11:08:57 INFO]: Epoch [9][1/1] lr: 8e-05, eta: 0:07:12, time: 0.061, data_time: 0.372, memory: 2036, loss_cls: 0.5716, loss_sal: 0.4351, loss_video_cal: 0.1929, loss_layer_cal: 0.1597, loss: 1.3593, scale: 65536.0000 [2024-04-16 11:08:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_9.pth... [2024-04-16 11:08:57 INFO]: Validating... [2024-04-16 11:08:57 INFO]: Epoch (val) [9][1] loss_cls: 0.5693, loss_sal: 0.4173, loss_video_cal: 0.0000, loss_layer_cal: 0.1842, loss: 1.1708, mAP: 0.2148, best_mAP: 0.2148 [2024-04-16 11:08:58 INFO]: Epoch [10][1/1] lr: 9e-05, eta: 0:07:01, time: 0.061, data_time: 0.374, memory: 2036, loss_cls: 0.5641, loss_sal: 0.4312, loss_video_cal: 0.1767, loss_layer_cal: 0.1525, loss: 1.3244, scale: 65536.0000 [2024-04-16 11:08:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_10.pth... [2024-04-16 11:08:58 INFO]: Validating... [2024-04-16 11:08:58 INFO]: Epoch (val) [10][1] loss_cls: 0.5707, loss_sal: 0.4172, loss_video_cal: 0.0000, loss_layer_cal: 0.1764, loss: 1.1642, mAP: 0.2148, best_mAP: 0.2148 [2024-04-16 11:08:58 INFO]: Epoch [11][1/1] lr: 0.0001, eta: 0:06:52, time: 0.061, data_time: 0.372, memory: 2036, loss_cls: 0.5607, loss_sal: 0.4519, loss_video_cal: 0.1609, loss_layer_cal: 0.1626, loss: 1.3361, scale: 65536.0000 [2024-04-16 11:08:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_11.pth... [2024-04-16 11:08:58 INFO]: Validating... [2024-04-16 11:08:59 INFO]: Epoch (val) [11][1] loss_cls: 0.5752, loss_sal: 0.4178, loss_video_cal: 0.0000, loss_layer_cal: 0.1685, loss: 1.1615, mAP: 0.2148, best_mAP: 0.2148 [2024-04-16 11:08:59 INFO]: Epoch [12][1/1] lr: 0.00011, eta: 0:06:44, time: 0.061, data_time: 0.371, memory: 2036, loss_cls: 0.5620, loss_sal: 0.4592, loss_video_cal: 0.1668, loss_layer_cal: 0.1557, loss: 1.3436, scale: 65536.0000 [2024-04-16 11:08:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_12.pth... [2024-04-16 11:08:59 INFO]: Validating... [2024-04-16 11:08:59 INFO]: Epoch (val) [12][1] loss_cls: 0.5813, loss_sal: 0.4182, loss_video_cal: 0.0000, loss_layer_cal: 0.1605, loss: 1.1599, mAP: 0.2148, best_mAP: 0.2148 [2024-04-16 11:09:00 INFO]: Epoch [13][1/1] lr: 0.00012, eta: 0:06:37, time: 0.060, data_time: 0.371, memory: 2036, loss_cls: 0.5651, loss_sal: 0.4307, loss_video_cal: 0.1624, loss_layer_cal: 0.1444, loss: 1.3026, scale: 65536.0000 [2024-04-16 11:09:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_13.pth... [2024-04-16 11:09:00 INFO]: Validating... [2024-04-16 11:09:00 INFO]: Epoch (val) [13][1] loss_cls: 0.5875, loss_sal: 0.4180, loss_video_cal: 0.0000, loss_layer_cal: 0.1532, loss: 1.1587, mAP: 0.2148, best_mAP: 0.2148 [2024-04-16 11:09:00 INFO]: Epoch [14][1/1] lr: 0.00013, eta: 0:06:31, time: 0.061, data_time: 0.378, memory: 2036, loss_cls: 0.5645, loss_sal: 0.4280, loss_video_cal: 0.1554, loss_layer_cal: 0.1260, loss: 1.2739, scale: 65536.0000 [2024-04-16 11:09:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_14.pth... [2024-04-16 11:09:00 INFO]: Validating... [2024-04-16 11:09:01 INFO]: Epoch (val) [14][1] loss_cls: 0.5937, loss_sal: 0.4181, loss_video_cal: 0.0000, loss_layer_cal: 0.1461, loss: 1.1579, mAP: 0.2148, best_mAP: 0.2148 [2024-04-16 11:09:01 INFO]: Epoch [15][1/1] lr: 0.00014, eta: 0:06:26, time: 0.060, data_time: 0.380, memory: 2036, loss_cls: 0.5778, loss_sal: 0.4613, loss_video_cal: 0.1583, loss_layer_cal: 0.1407, loss: 1.3380, scale: 65536.0000 [2024-04-16 11:09:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_15.pth... [2024-04-16 11:09:01 INFO]: Validating... [2024-04-16 11:09:01 INFO]: Epoch (val) [15][1] loss_cls: 0.5969, loss_sal: 0.4170, loss_video_cal: 0.0000, loss_layer_cal: 0.1392, loss: 1.1531, mAP: 0.2148, best_mAP: 0.2148 [2024-04-16 11:09:02 INFO]: Epoch [16][1/1] lr: 0.00015, eta: 0:06:22, time: 0.060, data_time: 0.382, memory: 2036, loss_cls: 0.5751, loss_sal: 0.4517, loss_video_cal: 0.1535, loss_layer_cal: 0.1506, loss: 1.3310, scale: 65536.0000 [2024-04-16 11:09:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_16.pth... [2024-04-16 11:09:02 INFO]: Validating... [2024-04-16 11:09:02 INFO]: Epoch (val) [16][1] loss_cls: 0.5970, loss_sal: 0.4170, loss_video_cal: 0.0000, loss_layer_cal: 0.1330, loss: 1.1470, mAP: 0.2148, best_mAP: 0.2148 [2024-04-16 11:09:02 INFO]: Epoch [17][1/1] lr: 0.00016, eta: 0:06:17, time: 0.062, data_time: 0.378, memory: 2036, loss_cls: 0.5800, loss_sal: 0.4383, loss_video_cal: 0.1601, loss_layer_cal: 0.1525, loss: 1.3309, scale: 65536.0000 [2024-04-16 11:09:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_17.pth... [2024-04-16 11:09:02 INFO]: Validating... [2024-04-16 11:09:03 INFO]: Epoch (val) [17][1] loss_cls: 0.5940, loss_sal: 0.4166, loss_video_cal: 0.0000, loss_layer_cal: 0.1275, loss: 1.1380, mAP: 0.2148, best_mAP: 0.2148 [2024-04-16 11:09:03 INFO]: Epoch [18][1/1] lr: 0.00017, eta: 0:06:14, time: 0.060, data_time: 0.380, memory: 2036, loss_cls: 0.5741, loss_sal: 0.4514, loss_video_cal: 0.1554, loss_layer_cal: 0.1681, loss: 1.3490, scale: 65536.0000 [2024-04-16 11:09:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_18.pth... [2024-04-16 11:09:03 INFO]: Validating... [2024-04-16 11:09:03 INFO]: Epoch (val) [18][1] loss_cls: 0.5887, loss_sal: 0.4154, loss_video_cal: 0.0000, loss_layer_cal: 0.1225, loss: 1.1266, mAP: 0.1929, best_mAP: 0.2148 [2024-04-16 11:09:04 INFO]: Epoch [19][1/1] lr: 0.00018, eta: 0:06:11, time: 0.061, data_time: 0.372, memory: 2036, loss_cls: 0.5681, loss_sal: 0.4257, loss_video_cal: 0.1518, loss_layer_cal: 0.1428, loss: 1.2884, scale: 65536.0000 [2024-04-16 11:09:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_19.pth... [2024-04-16 11:09:04 INFO]: Validating... [2024-04-16 11:09:04 INFO]: Epoch (val) [19][1] loss_cls: 0.5824, loss_sal: 0.4158, loss_video_cal: 0.0000, loss_layer_cal: 0.1181, loss: 1.1163, mAP: 0.1929, best_mAP: 0.2148 [2024-04-16 11:09:04 INFO]: Epoch [20][1/1] lr: 0.00019, eta: 0:06:08, time: 0.062, data_time: 0.380, memory: 2036, loss_cls: 0.5648, loss_sal: 0.4275, loss_video_cal: 0.1385, loss_layer_cal: 0.1240, loss: 1.2548, scale: 65536.0000 [2024-04-16 11:09:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_20.pth... [2024-04-16 11:09:05 INFO]: Validating... [2024-04-16 11:09:05 INFO]: Epoch (val) [20][1] loss_cls: 0.5763, loss_sal: 0.4165, loss_video_cal: 0.0000, loss_layer_cal: 0.1139, loss: 1.1067, mAP: 0.1929, best_mAP: 0.2148 [2024-04-16 11:09:05 INFO]: Epoch [21][1/1] lr: 0.0002, eta: 0:06:05, time: 0.062, data_time: 0.375, memory: 2036, loss_cls: 0.5620, loss_sal: 0.4567, loss_video_cal: 0.1236, loss_layer_cal: 0.1046, loss: 1.2469, scale: 65536.0000 [2024-04-16 11:09:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_21.pth... [2024-04-16 11:09:05 INFO]: Validating... [2024-04-16 11:09:05 INFO]: Epoch (val) [21][1] loss_cls: 0.5717, loss_sal: 0.4165, loss_video_cal: 0.0000, loss_layer_cal: 0.1101, loss: 1.0983, mAP: 0.1986, best_mAP: 0.2148 [2024-04-16 11:09:06 INFO]: Epoch [22][1/1] lr: 0.00021, eta: 0:06:02, time: 0.062, data_time: 0.374, memory: 2036, loss_cls: 0.5601, loss_sal: 0.4325, loss_video_cal: 0.1531, loss_layer_cal: 0.1240, loss: 1.2697, scale: 65536.0000 [2024-04-16 11:09:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_22.pth... [2024-04-16 11:09:06 INFO]: Validating... [2024-04-16 11:09:06 INFO]: Epoch (val) [22][1] loss_cls: 0.5694, loss_sal: 0.4160, loss_video_cal: 0.0000, loss_layer_cal: 0.1064, loss: 1.0918, mAP: 0.1986, best_mAP: 0.2148 [2024-04-16 11:09:06 INFO]: Epoch [23][1/1] lr: 0.00022, eta: 0:05:59, time: 0.062, data_time: 0.377, memory: 2036, loss_cls: 0.5591, loss_sal: 0.4231, loss_video_cal: 0.1459, loss_layer_cal: 0.1257, loss: 1.2539, scale: 65536.0000 [2024-04-16 11:09:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_23.pth... [2024-04-16 11:09:07 INFO]: Validating... [2024-04-16 11:09:07 INFO]: Epoch (val) [23][1] loss_cls: 0.5693, loss_sal: 0.4164, loss_video_cal: 0.0000, loss_layer_cal: 0.1028, loss: 1.0885, mAP: 0.1986, best_mAP: 0.2148 [2024-04-16 11:09:07 INFO]: Epoch [24][1/1] lr: 0.00023, eta: 0:05:57, time: 0.061, data_time: 0.377, memory: 2036, loss_cls: 0.5608, loss_sal: 0.4216, loss_video_cal: 0.1396, loss_layer_cal: 0.1032, loss: 1.2252, scale: 65536.0000 [2024-04-16 11:09:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_24.pth... [2024-04-16 11:09:07 INFO]: Validating... [2024-04-16 11:09:07 INFO]: Epoch (val) [24][1] loss_cls: 0.5707, loss_sal: 0.4174, loss_video_cal: 0.0000, loss_layer_cal: 0.0995, loss: 1.0876, mAP: 0.1986, best_mAP: 0.2148 [2024-04-16 11:09:08 INFO]: Epoch [25][1/1] lr: 0.00024, eta: 0:05:55, time: 0.061, data_time: 0.370, memory: 2036, loss_cls: 0.5634, loss_sal: 0.4367, loss_video_cal: 0.1424, loss_layer_cal: 0.1440, loss: 1.2865, scale: 65536.0000 [2024-04-16 11:09:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_25.pth... [2024-04-16 11:09:08 INFO]: Validating... [2024-04-16 11:09:08 INFO]: Epoch (val) [25][1] loss_cls: 0.5725, loss_sal: 0.4179, loss_video_cal: 0.0000, loss_layer_cal: 0.0965, loss: 1.0868, mAP: 0.1986, best_mAP: 0.2148 [2024-04-16 11:09:08 INFO]: Epoch [26][1/1] lr: 0.00025, eta: 0:05:53, time: 0.061, data_time: 0.377, memory: 2036, loss_cls: 0.5649, loss_sal: 0.4339, loss_video_cal: 0.1512, loss_layer_cal: 0.1016, loss: 1.2516, scale: 65536.0000 [2024-04-16 11:09:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_26.pth... [2024-04-16 11:09:09 INFO]: Validating... [2024-04-16 11:09:09 INFO]: Epoch (val) [26][1] loss_cls: 0.5735, loss_sal: 0.4186, loss_video_cal: 0.0000, loss_layer_cal: 0.0937, loss: 1.0857, mAP: 0.1986, best_mAP: 0.2148 [2024-04-16 11:09:09 INFO]: Epoch [27][1/1] lr: 0.00026, eta: 0:05:51, time: 0.061, data_time: 0.376, memory: 2036, loss_cls: 0.5638, loss_sal: 0.4365, loss_video_cal: 0.1341, loss_layer_cal: 0.1140, loss: 1.2485, scale: 65536.0000 [2024-04-16 11:09:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_27.pth... [2024-04-16 11:09:09 INFO]: Validating... [2024-04-16 11:09:09 INFO]: Epoch (val) [27][1] loss_cls: 0.5731, loss_sal: 0.4186, loss_video_cal: 0.0000, loss_layer_cal: 0.0912, loss: 1.0830, mAP: 0.1986, best_mAP: 0.2148 [2024-04-16 11:09:10 INFO]: Epoch [28][1/1] lr: 0.00027, eta: 0:05:49, time: 0.060, data_time: 0.381, memory: 2036, loss_cls: 0.5630, loss_sal: 0.4439, loss_video_cal: 0.1303, loss_layer_cal: 0.1038, loss: 1.2410, scale: 65536.0000 [2024-04-16 11:09:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_28.pth... [2024-04-16 11:09:10 INFO]: Validating... [2024-04-16 11:09:10 INFO]: Epoch (val) [28][1] loss_cls: 0.5719, loss_sal: 0.4191, loss_video_cal: 0.0000, loss_layer_cal: 0.0889, loss: 1.0799, mAP: 0.1986, best_mAP: 0.2148 [2024-04-16 11:09:10 INFO]: Epoch [29][1/1] lr: 0.00028, eta: 0:05:47, time: 0.060, data_time: 0.380, memory: 2036, loss_cls: 0.5615, loss_sal: 0.4425, loss_video_cal: 0.1322, loss_layer_cal: 0.1117, loss: 1.2479, scale: 65536.0000 [2024-04-16 11:09:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_29.pth... [2024-04-16 11:09:11 INFO]: Validating... [2024-04-16 11:09:11 INFO]: Epoch (val) [29][1] loss_cls: 0.5702, loss_sal: 0.4195, loss_video_cal: 0.0000, loss_layer_cal: 0.0867, loss: 1.0764, mAP: 0.1986, best_mAP: 0.2148 [2024-04-16 11:09:11 INFO]: Epoch [30][1/1] lr: 0.00029, eta: 0:05:46, time: 0.062, data_time: 0.376, memory: 2036, loss_cls: 0.5606, loss_sal: 0.4495, loss_video_cal: 0.1430, loss_layer_cal: 0.0985, loss: 1.2516, scale: 65536.0000 [2024-04-16 11:09:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_30.pth... [2024-04-16 11:09:11 INFO]: Validating... [2024-04-16 11:09:11 INFO]: Epoch (val) [30][1] loss_cls: 0.5692, loss_sal: 0.4201, loss_video_cal: 0.0000, loss_layer_cal: 0.0848, loss: 1.0741, mAP: 0.1986, best_mAP: 0.2148 [2024-04-16 11:09:12 INFO]: Epoch [31][1/1] lr: 0.0003, eta: 0:05:44, time: 0.061, data_time: 0.372, memory: 2036, loss_cls: 0.5594, loss_sal: 0.4312, loss_video_cal: 0.1331, loss_layer_cal: 0.1191, loss: 1.2428, scale: 65536.0000 [2024-04-16 11:09:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_31.pth... [2024-04-16 11:09:12 INFO]: Validating... [2024-04-16 11:09:12 INFO]: Epoch (val) [31][1] loss_cls: 0.5696, loss_sal: 0.4200, loss_video_cal: 0.0000, loss_layer_cal: 0.0830, loss: 1.0726, mAP: 0.1986, best_mAP: 0.2148 [2024-04-16 11:09:13 INFO]: Epoch [32][1/1] lr: 0.00031, eta: 0:05:42, time: 0.062, data_time: 0.378, memory: 2036, loss_cls: 0.5589, loss_sal: 0.4164, loss_video_cal: 0.1464, loss_layer_cal: 0.1199, loss: 1.2416, scale: 65536.0000 [2024-04-16 11:09:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_32.pth... [2024-04-16 11:09:13 INFO]: Validating... [2024-04-16 11:09:13 INFO]: Epoch (val) [32][1] loss_cls: 0.5706, loss_sal: 0.4200, loss_video_cal: 0.0000, loss_layer_cal: 0.0816, loss: 1.0722, mAP: 0.2156, best_mAP: 0.2156 [2024-04-16 11:09:13 INFO]: Epoch [33][1/1] lr: 0.00032, eta: 0:05:41, time: 0.061, data_time: 0.373, memory: 2036, loss_cls: 0.5598, loss_sal: 0.4461, loss_video_cal: 0.1358, loss_layer_cal: 0.1176, loss: 1.2593, scale: 65536.0000 [2024-04-16 11:09:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_33.pth... [2024-04-16 11:09:13 INFO]: Validating... [2024-04-16 11:09:13 INFO]: Epoch (val) [33][1] loss_cls: 0.5717, loss_sal: 0.4199, loss_video_cal: 0.0000, loss_layer_cal: 0.0803, loss: 1.0718, mAP: 0.2156, best_mAP: 0.2156 [2024-04-16 11:09:14 INFO]: Epoch [34][1/1] lr: 0.00033, eta: 0:05:40, time: 0.061, data_time: 0.380, memory: 2036, loss_cls: 0.5615, loss_sal: 0.4358, loss_video_cal: 0.1702, loss_layer_cal: 0.1170, loss: 1.2845, scale: 65536.0000 [2024-04-16 11:09:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_34.pth... [2024-04-16 11:09:14 INFO]: Validating... [2024-04-16 11:09:14 INFO]: Epoch (val) [34][1] loss_cls: 0.5719, loss_sal: 0.4200, loss_video_cal: 0.0000, loss_layer_cal: 0.0791, loss: 1.0710, mAP: 0.2156, best_mAP: 0.2156 [2024-04-16 11:09:15 INFO]: Epoch [35][1/1] lr: 0.00034, eta: 0:05:38, time: 0.061, data_time: 0.375, memory: 2036, loss_cls: 0.5620, loss_sal: 0.4257, loss_video_cal: 0.1294, loss_layer_cal: 0.1159, loss: 1.2330, scale: 65536.0000 [2024-04-16 11:09:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_35.pth... [2024-04-16 11:09:15 INFO]: Validating... [2024-04-16 11:09:15 INFO]: Epoch (val) [35][1] loss_cls: 0.5713, loss_sal: 0.4198, loss_video_cal: 0.0000, loss_layer_cal: 0.0781, loss: 1.0692, mAP: 0.1986, best_mAP: 0.2156 [2024-04-16 11:09:15 INFO]: Epoch [36][1/1] lr: 0.00035, eta: 0:05:37, time: 0.061, data_time: 0.376, memory: 2036, loss_cls: 0.5609, loss_sal: 0.4336, loss_video_cal: 0.1356, loss_layer_cal: 0.0964, loss: 1.2266, scale: 65536.0000 [2024-04-16 11:09:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_36.pth... [2024-04-16 11:09:15 INFO]: Validating... [2024-04-16 11:09:15 INFO]: Epoch (val) [36][1] loss_cls: 0.5703, loss_sal: 0.4197, loss_video_cal: 0.0000, loss_layer_cal: 0.0773, loss: 1.0673, mAP: 0.1986, best_mAP: 0.2156 [2024-04-16 11:09:16 INFO]: Epoch [37][1/1] lr: 0.00036, eta: 0:05:36, time: 0.061, data_time: 0.381, memory: 2036, loss_cls: 0.5603, loss_sal: 0.4423, loss_video_cal: 0.1299, loss_layer_cal: 0.0936, loss: 1.2262, scale: 65536.0000 [2024-04-16 11:09:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_37.pth... [2024-04-16 11:09:16 INFO]: Validating... [2024-04-16 11:09:16 INFO]: Epoch (val) [37][1] loss_cls: 0.5695, loss_sal: 0.4193, loss_video_cal: 0.0000, loss_layer_cal: 0.0766, loss: 1.0654, mAP: 0.1986, best_mAP: 0.2156 [2024-04-16 11:09:17 INFO]: Epoch [38][1/1] lr: 0.00037, eta: 0:05:34, time: 0.062, data_time: 0.382, memory: 2036, loss_cls: 0.5596, loss_sal: 0.4320, loss_video_cal: 0.1272, loss_layer_cal: 0.1023, loss: 1.2211, scale: 65536.0000 [2024-04-16 11:09:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_38.pth... [2024-04-16 11:09:17 INFO]: Validating... [2024-04-16 11:09:17 INFO]: Epoch (val) [38][1] loss_cls: 0.5693, loss_sal: 0.4194, loss_video_cal: 0.0000, loss_layer_cal: 0.0757, loss: 1.0645, mAP: 0.1986, best_mAP: 0.2156 [2024-04-16 11:09:17 INFO]: Epoch [39][1/1] lr: 0.00038, eta: 0:05:33, time: 0.061, data_time: 0.380, memory: 2036, loss_cls: 0.5587, loss_sal: 0.4485, loss_video_cal: 0.1218, loss_layer_cal: 0.1034, loss: 1.2324, scale: 65536.0000 [2024-04-16 11:09:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_39.pth... [2024-04-16 11:09:17 INFO]: Validating... [2024-04-16 11:09:18 INFO]: Epoch (val) [39][1] loss_cls: 0.5700, loss_sal: 0.4194, loss_video_cal: 0.0000, loss_layer_cal: 0.0748, loss: 1.0641, mAP: 0.1986, best_mAP: 0.2156 [2024-04-16 11:09:18 INFO]: Epoch [40][1/1] lr: 0.00039, eta: 0:05:32, time: 0.060, data_time: 0.374, memory: 2036, loss_cls: 0.5582, loss_sal: 0.4299, loss_video_cal: 0.1389, loss_layer_cal: 0.1213, loss: 1.2483, scale: 65536.0000 [2024-04-16 11:09:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_40.pth... [2024-04-16 11:09:18 INFO]: Validating... [2024-04-16 11:09:18 INFO]: Epoch (val) [40][1] loss_cls: 0.5712, loss_sal: 0.4193, loss_video_cal: 0.0000, loss_layer_cal: 0.0739, loss: 1.0643, mAP: 0.2338, best_mAP: 0.2338 [2024-04-16 11:09:19 INFO]: Epoch [41][1/1] lr: 0.0004, eta: 0:05:31, time: 0.060, data_time: 0.375, memory: 2036, loss_cls: 0.5599, loss_sal: 0.4282, loss_video_cal: 0.1200, loss_layer_cal: 0.0985, loss: 1.2066, scale: 65536.0000 [2024-04-16 11:09:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_41.pth... [2024-04-16 11:09:19 INFO]: Validating... [2024-04-16 11:09:19 INFO]: Epoch (val) [41][1] loss_cls: 0.5722, loss_sal: 0.4197, loss_video_cal: 0.0000, loss_layer_cal: 0.0730, loss: 1.0649, mAP: 0.2338, best_mAP: 0.2338 [2024-04-16 11:09:19 INFO]: Epoch [42][1/1] lr: 0.00041, eta: 0:05:29, time: 0.061, data_time: 0.375, memory: 2036, loss_cls: 0.5600, loss_sal: 0.4332, loss_video_cal: 0.1387, loss_layer_cal: 0.1007, loss: 1.2327, scale: 65536.0000 [2024-04-16 11:09:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_42.pth... [2024-04-16 11:09:19 INFO]: Validating... [2024-04-16 11:09:20 INFO]: Epoch (val) [42][1] loss_cls: 0.5726, loss_sal: 0.4199, loss_video_cal: 0.0000, loss_layer_cal: 0.0723, loss: 1.0648, mAP: 0.2176, best_mAP: 0.2338 [2024-04-16 11:09:20 INFO]: Epoch [43][1/1] lr: 0.00042, eta: 0:05:28, time: 0.060, data_time: 0.370, memory: 2036, loss_cls: 0.5598, loss_sal: 0.4256, loss_video_cal: 0.1312, loss_layer_cal: 0.0973, loss: 1.2138, scale: 65536.0000 [2024-04-16 11:09:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_43.pth... [2024-04-16 11:09:20 INFO]: Validating... [2024-04-16 11:09:20 INFO]: Epoch (val) [43][1] loss_cls: 0.5718, loss_sal: 0.4185, loss_video_cal: 0.0000, loss_layer_cal: 0.0716, loss: 1.0620, mAP: 0.2176, best_mAP: 0.2338 [2024-04-16 11:09:21 INFO]: Epoch [44][1/1] lr: 0.00043, eta: 0:05:27, time: 0.062, data_time: 0.375, memory: 2036, loss_cls: 0.5592, loss_sal: 0.4202, loss_video_cal: 0.0720, loss_layer_cal: 0.0725, loss: 1.1238, scale: 65536.0000 [2024-04-16 11:09:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_44.pth... [2024-04-16 11:09:21 INFO]: Validating... [2024-04-16 11:09:21 INFO]: Epoch (val) [44][1] loss_cls: 0.5706, loss_sal: 0.4180, loss_video_cal: 0.0000, loss_layer_cal: 0.0710, loss: 1.0596, mAP: 0.2176, best_mAP: 0.2338 [2024-04-16 11:09:21 INFO]: Epoch [45][1/1] lr: 0.00044, eta: 0:05:26, time: 0.062, data_time: 0.375, memory: 2036, loss_cls: 0.5589, loss_sal: 0.4386, loss_video_cal: 0.1181, loss_layer_cal: 0.1004, loss: 1.2161, scale: 65536.0000 [2024-04-16 11:09:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_45.pth... [2024-04-16 11:09:21 INFO]: Validating... [2024-04-16 11:09:22 INFO]: Epoch (val) [45][1] loss_cls: 0.5698, loss_sal: 0.4185, loss_video_cal: 0.0000, loss_layer_cal: 0.0703, loss: 1.0585, mAP: 0.2176, best_mAP: 0.2338 [2024-04-16 11:09:22 INFO]: Epoch [46][1/1] lr: 0.00045, eta: 0:05:25, time: 0.062, data_time: 0.378, memory: 2036, loss_cls: 0.5590, loss_sal: 0.4176, loss_video_cal: 0.0961, loss_layer_cal: 0.0786, loss: 1.1513, scale: 65536.0000 [2024-04-16 11:09:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_46.pth... [2024-04-16 11:09:22 INFO]: Validating... [2024-04-16 11:09:22 INFO]: Epoch (val) [46][1] loss_cls: 0.5695, loss_sal: 0.4189, loss_video_cal: 0.0000, loss_layer_cal: 0.0695, loss: 1.0579, mAP: 0.2176, best_mAP: 0.2338 [2024-04-16 11:09:23 INFO]: Epoch [47][1/1] lr: 0.00046, eta: 0:05:24, time: 0.062, data_time: 0.376, memory: 2036, loss_cls: 0.5588, loss_sal: 0.4549, loss_video_cal: 0.0862, loss_layer_cal: 0.0801, loss: 1.1800, scale: 65536.0000 [2024-04-16 11:09:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_47.pth... [2024-04-16 11:09:23 INFO]: Validating... [2024-04-16 11:09:23 INFO]: Epoch (val) [47][1] loss_cls: 0.5696, loss_sal: 0.4187, loss_video_cal: 0.0000, loss_layer_cal: 0.0686, loss: 1.0569, mAP: 0.2176, best_mAP: 0.2338 [2024-04-16 11:09:23 INFO]: Epoch [48][1/1] lr: 0.00047, eta: 0:05:23, time: 0.062, data_time: 0.376, memory: 2036, loss_cls: 0.5582, loss_sal: 0.4290, loss_video_cal: 0.1251, loss_layer_cal: 0.0992, loss: 1.2115, scale: 65536.0000 [2024-04-16 11:09:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_48.pth... [2024-04-16 11:09:23 INFO]: Validating... [2024-04-16 11:09:24 INFO]: Epoch (val) [48][1] loss_cls: 0.5697, loss_sal: 0.4189, loss_video_cal: 0.0000, loss_layer_cal: 0.0674, loss: 1.0560, mAP: 0.2176, best_mAP: 0.2338 [2024-04-16 11:09:24 INFO]: Epoch [49][1/1] lr: 0.00048, eta: 0:05:22, time: 0.060, data_time: 0.381, memory: 2036, loss_cls: 0.5597, loss_sal: 0.4267, loss_video_cal: 0.0817, loss_layer_cal: 0.0916, loss: 1.1596, scale: 65536.0000 [2024-04-16 11:09:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_49.pth... [2024-04-16 11:09:24 INFO]: Validating... [2024-04-16 11:09:24 INFO]: Epoch (val) [49][1] loss_cls: 0.5696, loss_sal: 0.4188, loss_video_cal: 0.0000, loss_layer_cal: 0.0662, loss: 1.0546, mAP: 0.2176, best_mAP: 0.2338 [2024-04-16 11:09:25 INFO]: Epoch [50][1/1] lr: 0.00049, eta: 0:05:20, time: 0.060, data_time: 0.375, memory: 2036, loss_cls: 0.5582, loss_sal: 0.4326, loss_video_cal: 0.1179, loss_layer_cal: 0.1027, loss: 1.2114, scale: 65536.0000 [2024-04-16 11:09:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_50.pth... [2024-04-16 11:09:25 INFO]: Validating... [2024-04-16 11:09:25 INFO]: Epoch (val) [50][1] loss_cls: 0.5702, loss_sal: 0.4188, loss_video_cal: 0.0000, loss_layer_cal: 0.0651, loss: 1.0540, mAP: 0.2176, best_mAP: 0.2338 [2024-04-16 11:09:25 INFO]: Epoch [51][1/1] lr: 0.0005, eta: 0:05:20, time: 0.062, data_time: 0.382, memory: 2036, loss_cls: 0.5588, loss_sal: 0.3967, loss_video_cal: 0.1009, loss_layer_cal: 0.0781, loss: 1.1344, scale: 65536.0000 [2024-04-16 11:09:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_51.pth... [2024-04-16 11:09:26 INFO]: Validating... [2024-04-16 11:09:26 INFO]: Epoch (val) [51][1] loss_cls: 0.5717, loss_sal: 0.4192, loss_video_cal: 0.0000, loss_layer_cal: 0.0639, loss: 1.0549, mAP: 0.2176, best_mAP: 0.2338 [2024-04-16 11:09:26 INFO]: Epoch [52][1/1] lr: 0.0005, eta: 0:05:18, time: 0.060, data_time: 0.374, memory: 2036, loss_cls: 0.5582, loss_sal: 0.4199, loss_video_cal: 0.0810, loss_layer_cal: 0.0714, loss: 1.1304, scale: 65536.0000 [2024-04-16 11:09:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_52.pth... [2024-04-16 11:09:26 INFO]: Validating... [2024-04-16 11:09:26 INFO]: Epoch (val) [52][1] loss_cls: 0.5726, loss_sal: 0.4187, loss_video_cal: 0.0000, loss_layer_cal: 0.0629, loss: 1.0541, mAP: 0.2176, best_mAP: 0.2338 [2024-04-16 11:09:27 INFO]: Epoch [53][1/1] lr: 0.0005, eta: 0:05:17, time: 0.061, data_time: 0.383, memory: 2036, loss_cls: 0.5592, loss_sal: 0.4328, loss_video_cal: 0.0913, loss_layer_cal: 0.0699, loss: 1.1533, scale: 65536.0000 [2024-04-16 11:09:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_53.pth... [2024-04-16 11:09:27 INFO]: Validating... [2024-04-16 11:09:27 INFO]: Epoch (val) [53][1] loss_cls: 0.5718, loss_sal: 0.4182, loss_video_cal: 0.0000, loss_layer_cal: 0.0617, loss: 1.0517, mAP: 0.2176, best_mAP: 0.2338 [2024-04-16 11:09:27 INFO]: Epoch [54][1/1] lr: 0.0005, eta: 0:05:16, time: 0.060, data_time: 0.381, memory: 2036, loss_cls: 0.5607, loss_sal: 0.4132, loss_video_cal: 0.0786, loss_layer_cal: 0.0627, loss: 1.1152, scale: 65536.0000 [2024-04-16 11:09:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_54.pth... [2024-04-16 11:09:28 INFO]: Validating... [2024-04-16 11:09:28 INFO]: Epoch (val) [54][1] loss_cls: 0.5704, loss_sal: 0.4180, loss_video_cal: 0.0000, loss_layer_cal: 0.0604, loss: 1.0488, mAP: 0.2176, best_mAP: 0.2338 [2024-04-16 11:09:28 INFO]: Epoch [55][1/1] lr: 0.0005, eta: 0:05:16, time: 0.060, data_time: 0.382, memory: 2036, loss_cls: 0.5578, loss_sal: 0.4239, loss_video_cal: 0.0933, loss_layer_cal: 0.0771, loss: 1.1522, scale: 65536.0000 [2024-04-16 11:09:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_55.pth... [2024-04-16 11:09:28 INFO]: Validating... [2024-04-16 11:09:28 INFO]: Epoch (val) [55][1] loss_cls: 0.5700, loss_sal: 0.4184, loss_video_cal: 0.0000, loss_layer_cal: 0.0592, loss: 1.0476, mAP: 0.2176, best_mAP: 0.2338 [2024-04-16 11:09:29 INFO]: Epoch [56][1/1] lr: 0.0005, eta: 0:05:15, time: 0.060, data_time: 0.375, memory: 2036, loss_cls: 0.5577, loss_sal: 0.4415, loss_video_cal: 0.0639, loss_layer_cal: 0.0787, loss: 1.1417, scale: 65536.0000 [2024-04-16 11:09:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_56.pth... [2024-04-16 11:09:29 INFO]: Validating... [2024-04-16 11:09:29 INFO]: Epoch (val) [56][1] loss_cls: 0.5706, loss_sal: 0.4180, loss_video_cal: 0.0000, loss_layer_cal: 0.0580, loss: 1.0466, mAP: 0.1986, best_mAP: 0.2338 [2024-04-16 11:09:29 INFO]: Epoch [57][1/1] lr: 0.0005, eta: 0:05:14, time: 0.061, data_time: 0.374, memory: 2036, loss_cls: 0.5581, loss_sal: 0.4184, loss_video_cal: 0.0759, loss_layer_cal: 0.0796, loss: 1.1320, scale: 65536.0000 [2024-04-16 11:09:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_57.pth... [2024-04-16 11:09:30 INFO]: Validating... [2024-04-16 11:09:30 INFO]: Epoch (val) [57][1] loss_cls: 0.5708, loss_sal: 0.4177, loss_video_cal: 0.0000, loss_layer_cal: 0.0569, loss: 1.0454, mAP: 0.1708, best_mAP: 0.2338 [2024-04-16 11:09:30 INFO]: Epoch [58][1/1] lr: 0.0005, eta: 0:05:13, time: 0.061, data_time: 0.380, memory: 2036, loss_cls: 0.5597, loss_sal: 0.4418, loss_video_cal: 0.1047, loss_layer_cal: 0.0833, loss: 1.1895, scale: 65536.0000 [2024-04-16 11:09:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_58.pth... [2024-04-16 11:09:30 INFO]: Validating... [2024-04-16 11:09:30 INFO]: Epoch (val) [58][1] loss_cls: 0.5702, loss_sal: 0.4184, loss_video_cal: 0.0000, loss_layer_cal: 0.0558, loss: 1.0443, mAP: 0.1708, best_mAP: 0.2338 [2024-04-16 11:09:31 INFO]: Epoch [59][1/1] lr: 0.0005, eta: 0:05:12, time: 0.060, data_time: 0.380, memory: 2036, loss_cls: 0.5574, loss_sal: 0.4211, loss_video_cal: 0.0876, loss_layer_cal: 0.0893, loss: 1.1554, scale: 65536.0000 [2024-04-16 11:09:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_59.pth... [2024-04-16 11:09:31 INFO]: Validating... [2024-04-16 11:09:31 INFO]: Epoch (val) [59][1] loss_cls: 0.5704, loss_sal: 0.4179, loss_video_cal: 0.0000, loss_layer_cal: 0.0545, loss: 1.0427, mAP: 0.1646, best_mAP: 0.2338 [2024-04-16 11:09:32 INFO]: Epoch [60][1/1] lr: 0.0005, eta: 0:05:11, time: 0.062, data_time: 0.377, memory: 2036, loss_cls: 0.5567, loss_sal: 0.4263, loss_video_cal: 0.0557, loss_layer_cal: 0.0759, loss: 1.1145, scale: 65536.0000 [2024-04-16 11:09:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_60.pth... [2024-04-16 11:09:32 INFO]: Validating... [2024-04-16 11:09:32 INFO]: Epoch (val) [60][1] loss_cls: 0.5713, loss_sal: 0.4170, loss_video_cal: 0.0000, loss_layer_cal: 0.0531, loss: 1.0415, mAP: 0.1885, best_mAP: 0.2338 [2024-04-16 11:09:32 INFO]: Epoch [61][1/1] lr: 0.0005, eta: 0:05:10, time: 0.061, data_time: 0.376, memory: 2036, loss_cls: 0.5574, loss_sal: 0.4242, loss_video_cal: 0.0959, loss_layer_cal: 0.1070, loss: 1.1845, scale: 65536.0000 [2024-04-16 11:09:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_61.pth... [2024-04-16 11:09:32 INFO]: Validating... [2024-04-16 11:09:32 INFO]: Epoch (val) [61][1] loss_cls: 0.5720, loss_sal: 0.4173, loss_video_cal: 0.0000, loss_layer_cal: 0.0518, loss: 1.0411, mAP: 0.1889, best_mAP: 0.2338 [2024-04-16 11:09:33 INFO]: Epoch [62][1/1] lr: 0.0005, eta: 0:05:09, time: 0.060, data_time: 0.375, memory: 2036, loss_cls: 0.5579, loss_sal: 0.4312, loss_video_cal: 0.0646, loss_layer_cal: 0.0650, loss: 1.1187, scale: 65536.0000 [2024-04-16 11:09:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_62.pth... [2024-04-16 11:09:33 INFO]: Validating... [2024-04-16 11:09:33 INFO]: Epoch (val) [62][1] loss_cls: 0.5714, loss_sal: 0.4172, loss_video_cal: 0.0000, loss_layer_cal: 0.0505, loss: 1.0390, mAP: 0.1583, best_mAP: 0.2338 [2024-04-16 11:09:34 INFO]: Epoch [63][1/1] lr: 0.0005, eta: 0:05:08, time: 0.062, data_time: 0.373, memory: 2036, loss_cls: 0.5562, loss_sal: 0.4163, loss_video_cal: 0.0768, loss_layer_cal: 0.0660, loss: 1.1153, scale: 65536.0000 [2024-04-16 11:09:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_63.pth... [2024-04-16 11:09:34 INFO]: Validating... [2024-04-16 11:09:34 INFO]: Epoch (val) [63][1] loss_cls: 0.5709, loss_sal: 0.4175, loss_video_cal: 0.0000, loss_layer_cal: 0.0491, loss: 1.0375, mAP: 0.1627, best_mAP: 0.2338 [2024-04-16 11:09:34 INFO]: Epoch [64][1/1] lr: 0.0005, eta: 0:05:07, time: 0.061, data_time: 0.375, memory: 2036, loss_cls: 0.5554, loss_sal: 0.4154, loss_video_cal: 0.0703, loss_layer_cal: 0.0837, loss: 1.1248, scale: 65536.0000 [2024-04-16 11:09:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_64.pth... [2024-04-16 11:09:34 INFO]: Validating... [2024-04-16 11:09:34 INFO]: Epoch (val) [64][1] loss_cls: 0.5705, loss_sal: 0.4180, loss_video_cal: 0.0000, loss_layer_cal: 0.0478, loss: 1.0363, mAP: 0.1583, best_mAP: 0.2338 [2024-04-16 11:09:35 INFO]: Epoch [65][1/1] lr: 0.0005, eta: 0:05:06, time: 0.061, data_time: 0.375, memory: 2036, loss_cls: 0.5568, loss_sal: 0.4253, loss_video_cal: 0.0756, loss_layer_cal: 0.0735, loss: 1.1312, scale: 65536.0000 [2024-04-16 11:09:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_65.pth... [2024-04-16 11:09:35 INFO]: Validating... [2024-04-16 11:09:35 INFO]: Epoch (val) [65][1] loss_cls: 0.5706, loss_sal: 0.4178, loss_video_cal: 0.0000, loss_layer_cal: 0.0466, loss: 1.0350, mAP: 0.1677, best_mAP: 0.2338 [2024-04-16 11:09:36 INFO]: Epoch [66][1/1] lr: 0.0005, eta: 0:05:05, time: 0.061, data_time: 0.377, memory: 2036, loss_cls: 0.5574, loss_sal: 0.3982, loss_video_cal: 0.0623, loss_layer_cal: 0.0754, loss: 1.0933, scale: 65536.0000 [2024-04-16 11:09:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_66.pth... [2024-04-16 11:09:36 INFO]: Validating... [2024-04-16 11:09:36 INFO]: Epoch (val) [66][1] loss_cls: 0.5708, loss_sal: 0.4175, loss_video_cal: 0.0000, loss_layer_cal: 0.0454, loss: 1.0338, mAP: 0.1583, best_mAP: 0.2338 [2024-04-16 11:09:36 INFO]: Epoch [67][1/1] lr: 0.0005, eta: 0:05:04, time: 0.060, data_time: 0.377, memory: 2036, loss_cls: 0.5551, loss_sal: 0.4167, loss_video_cal: 0.0652, loss_layer_cal: 0.0624, loss: 1.0993, scale: 65536.0000 [2024-04-16 11:09:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_67.pth... [2024-04-16 11:09:36 INFO]: Validating... [2024-04-16 11:09:36 INFO]: Epoch (val) [67][1] loss_cls: 0.5714, loss_sal: 0.4174, loss_video_cal: 0.0000, loss_layer_cal: 0.0443, loss: 1.0331, mAP: 0.1823, best_mAP: 0.2338 [2024-04-16 11:09:37 INFO]: Epoch [68][1/1] lr: 0.0005, eta: 0:05:03, time: 0.060, data_time: 0.382, memory: 2036, loss_cls: 0.5524, loss_sal: 0.4087, loss_video_cal: 0.0704, loss_layer_cal: 0.0699, loss: 1.1014, scale: 65536.0000 [2024-04-16 11:09:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_68.pth... [2024-04-16 11:09:37 INFO]: Validating... [2024-04-16 11:09:37 INFO]: Epoch (val) [68][1] loss_cls: 0.5716, loss_sal: 0.4172, loss_video_cal: 0.0000, loss_layer_cal: 0.0431, loss: 1.0318, mAP: 0.1583, best_mAP: 0.2338 [2024-04-16 11:09:38 INFO]: Epoch [69][1/1] lr: 0.0005, eta: 0:05:02, time: 0.062, data_time: 0.374, memory: 2036, loss_cls: 0.5563, loss_sal: 0.4292, loss_video_cal: 0.0532, loss_layer_cal: 0.0697, loss: 1.1084, scale: 65536.0000 [2024-04-16 11:09:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_69.pth... [2024-04-16 11:09:38 INFO]: Validating... [2024-04-16 11:09:38 INFO]: Epoch (val) [69][1] loss_cls: 0.5717, loss_sal: 0.4177, loss_video_cal: 0.0000, loss_layer_cal: 0.0419, loss: 1.0313, mAP: 0.1453, best_mAP: 0.2338 [2024-04-16 11:09:38 INFO]: Epoch [70][1/1] lr: 0.0005, eta: 0:05:02, time: 0.060, data_time: 0.376, memory: 2036, loss_cls: 0.5567, loss_sal: 0.4362, loss_video_cal: 0.0696, loss_layer_cal: 0.0669, loss: 1.1294, scale: 65536.0000 [2024-04-16 11:09:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_70.pth... [2024-04-16 11:09:38 INFO]: Validating... [2024-04-16 11:09:38 INFO]: Epoch (val) [70][1] loss_cls: 0.5724, loss_sal: 0.4176, loss_video_cal: 0.0000, loss_layer_cal: 0.0409, loss: 1.0309, mAP: 0.1453, best_mAP: 0.2338 [2024-04-16 11:09:39 INFO]: Epoch [71][1/1] lr: 0.0005, eta: 0:05:01, time: 0.062, data_time: 0.375, memory: 2036, loss_cls: 0.5554, loss_sal: 0.4311, loss_video_cal: 0.0687, loss_layer_cal: 0.0716, loss: 1.1269, scale: 65536.0000 [2024-04-16 11:09:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_71.pth... [2024-04-16 11:09:39 INFO]: Validating... [2024-04-16 11:09:39 INFO]: Epoch (val) [71][1] loss_cls: 0.5717, loss_sal: 0.4167, loss_video_cal: 0.0000, loss_layer_cal: 0.0397, loss: 1.0280, mAP: 0.1504, best_mAP: 0.2338 [2024-04-16 11:09:40 INFO]: Epoch [72][1/1] lr: 0.0005, eta: 0:05:00, time: 0.060, data_time: 0.373, memory: 2036, loss_cls: 0.5564, loss_sal: 0.4069, loss_video_cal: 0.0547, loss_layer_cal: 0.0545, loss: 1.0725, scale: 65536.0000 [2024-04-16 11:09:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_72.pth... [2024-04-16 11:09:40 INFO]: Validating... [2024-04-16 11:09:40 INFO]: Epoch (val) [72][1] loss_cls: 0.5708, loss_sal: 0.4160, loss_video_cal: 0.0000, loss_layer_cal: 0.0385, loss: 1.0253, mAP: 0.1627, best_mAP: 0.2338 [2024-04-16 11:09:40 INFO]: Epoch [73][1/1] lr: 0.0005, eta: 0:04:59, time: 0.062, data_time: 0.374, memory: 2036, loss_cls: 0.5565, loss_sal: 0.3967, loss_video_cal: 0.0535, loss_layer_cal: 0.0584, loss: 1.0651, scale: 65536.0000 [2024-04-16 11:09:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_73.pth... [2024-04-16 11:09:40 INFO]: Validating... [2024-04-16 11:09:40 INFO]: Epoch (val) [73][1] loss_cls: 0.5711, loss_sal: 0.4158, loss_video_cal: 0.0000, loss_layer_cal: 0.0371, loss: 1.0240, mAP: 0.1582, best_mAP: 0.2338 [2024-04-16 11:09:41 INFO]: Epoch [74][1/1] lr: 0.0005, eta: 0:04:58, time: 0.064, data_time: 0.380, memory: 2036, loss_cls: 0.5553, loss_sal: 0.4103, loss_video_cal: 0.0653, loss_layer_cal: 0.0629, loss: 1.0937, scale: 65536.0000 [2024-04-16 11:09:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_74.pth... [2024-04-16 11:09:41 INFO]: Validating... [2024-04-16 11:09:41 INFO]: Epoch (val) [74][1] loss_cls: 0.5716, loss_sal: 0.4163, loss_video_cal: 0.0000, loss_layer_cal: 0.0358, loss: 1.0237, mAP: 0.1826, best_mAP: 0.2338 [2024-04-16 11:09:42 INFO]: Epoch [75][1/1] lr: 0.0005, eta: 0:04:57, time: 0.061, data_time: 0.374, memory: 2036, loss_cls: 0.5549, loss_sal: 0.4172, loss_video_cal: 0.0452, loss_layer_cal: 0.0687, loss: 1.0860, scale: 65536.0000 [2024-04-16 11:09:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_75.pth... [2024-04-16 11:09:42 INFO]: Validating... [2024-04-16 11:09:42 INFO]: Epoch (val) [75][1] loss_cls: 0.5729, loss_sal: 0.4160, loss_video_cal: 0.0000, loss_layer_cal: 0.0345, loss: 1.0233, mAP: 0.1736, best_mAP: 0.2338 [2024-04-16 11:09:42 INFO]: Epoch [76][1/1] lr: 0.0005, eta: 0:04:56, time: 0.061, data_time: 0.373, memory: 2036, loss_cls: 0.5529, loss_sal: 0.4294, loss_video_cal: 0.0586, loss_layer_cal: 0.0609, loss: 1.1018, scale: 65536.0000 [2024-04-16 11:09:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_76.pth... [2024-04-16 11:09:42 INFO]: Validating... [2024-04-16 11:09:43 INFO]: Epoch (val) [76][1] loss_cls: 0.5725, loss_sal: 0.4161, loss_video_cal: 0.0000, loss_layer_cal: 0.0331, loss: 1.0217, mAP: 0.1504, best_mAP: 0.2338 [2024-04-16 11:09:43 INFO]: Epoch [77][1/1] lr: 0.0005, eta: 0:04:56, time: 0.061, data_time: 0.380, memory: 2036, loss_cls: 0.5526, loss_sal: 0.3895, loss_video_cal: 0.0380, loss_layer_cal: 0.0569, loss: 1.0370, scale: 65536.0000 [2024-04-16 11:09:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_77.pth... [2024-04-16 11:09:43 INFO]: Validating... [2024-04-16 11:09:43 INFO]: Epoch (val) [77][1] loss_cls: 0.5713, loss_sal: 0.4163, loss_video_cal: 0.0000, loss_layer_cal: 0.0319, loss: 1.0195, mAP: 0.1504, best_mAP: 0.2338 [2024-04-16 11:09:44 INFO]: Epoch [78][1/1] lr: 0.0005, eta: 0:04:55, time: 0.061, data_time: 0.374, memory: 2036, loss_cls: 0.5533, loss_sal: 0.4259, loss_video_cal: 0.0414, loss_layer_cal: 0.0523, loss: 1.0729, scale: 65536.0000 [2024-04-16 11:09:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_78.pth... [2024-04-16 11:09:44 INFO]: Validating... [2024-04-16 11:09:44 INFO]: Epoch (val) [78][1] loss_cls: 0.5708, loss_sal: 0.4174, loss_video_cal: 0.0000, loss_layer_cal: 0.0306, loss: 1.0188, mAP: 0.1504, best_mAP: 0.2338 [2024-04-16 11:09:44 INFO]: Epoch [79][1/1] lr: 0.0005, eta: 0:04:54, time: 0.060, data_time: 0.384, memory: 2036, loss_cls: 0.5556, loss_sal: 0.4037, loss_video_cal: 0.0443, loss_layer_cal: 0.0635, loss: 1.0670, scale: 65536.0000 [2024-04-16 11:09:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_79.pth... [2024-04-16 11:09:44 INFO]: Validating... [2024-04-16 11:09:45 INFO]: Epoch (val) [79][1] loss_cls: 0.5709, loss_sal: 0.4174, loss_video_cal: 0.0000, loss_layer_cal: 0.0294, loss: 1.0177, mAP: 0.1516, best_mAP: 0.2338 [2024-04-16 11:09:45 INFO]: Epoch [80][1/1] lr: 0.0005, eta: 0:04:53, time: 0.060, data_time: 0.374, memory: 2036, loss_cls: 0.5535, loss_sal: 0.4240, loss_video_cal: 0.0740, loss_layer_cal: 0.0872, loss: 1.1388, scale: 65536.0000 [2024-04-16 11:09:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_80.pth... [2024-04-16 11:09:45 INFO]: Validating... [2024-04-16 11:09:45 INFO]: Epoch (val) [80][1] loss_cls: 0.5717, loss_sal: 0.4176, loss_video_cal: 0.0000, loss_layer_cal: 0.0283, loss: 1.0176, mAP: 0.1509, best_mAP: 0.2338 [2024-04-16 11:09:46 INFO]: Epoch [81][1/1] lr: 0.0005, eta: 0:04:52, time: 0.062, data_time: 0.378, memory: 2036, loss_cls: 0.5557, loss_sal: 0.4225, loss_video_cal: 0.0567, loss_layer_cal: 0.0606, loss: 1.0954, scale: 65536.0000 [2024-04-16 11:09:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_81.pth... [2024-04-16 11:09:46 INFO]: Validating... [2024-04-16 11:09:46 INFO]: Epoch (val) [81][1] loss_cls: 0.5739, loss_sal: 0.4169, loss_video_cal: 0.0000, loss_layer_cal: 0.0270, loss: 1.0177, mAP: 0.1679, best_mAP: 0.2338 [2024-04-16 11:09:46 INFO]: Epoch [82][1/1] lr: 0.0005, eta: 0:04:52, time: 0.062, data_time: 0.374, memory: 2036, loss_cls: 0.5503, loss_sal: 0.4120, loss_video_cal: 0.0520, loss_layer_cal: 0.0549, loss: 1.0692, scale: 65536.0000 [2024-04-16 11:09:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_82.pth... [2024-04-16 11:09:46 INFO]: Validating... [2024-04-16 11:09:47 INFO]: Epoch (val) [82][1] loss_cls: 0.5725, loss_sal: 0.4176, loss_video_cal: 0.0000, loss_layer_cal: 0.0257, loss: 1.0158, mAP: 0.1679, best_mAP: 0.2338 [2024-04-16 11:09:47 INFO]: Epoch [83][1/1] lr: 0.0005, eta: 0:04:51, time: 0.062, data_time: 0.381, memory: 2036, loss_cls: 0.5495, loss_sal: 0.3919, loss_video_cal: 0.0292, loss_layer_cal: 0.0422, loss: 1.0127, scale: 65536.0000 [2024-04-16 11:09:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_83.pth... [2024-04-16 11:09:47 INFO]: Validating... [2024-04-16 11:09:47 INFO]: Epoch (val) [83][1] loss_cls: 0.5713, loss_sal: 0.4175, loss_video_cal: 0.0000, loss_layer_cal: 0.0246, loss: 1.0134, mAP: 0.1679, best_mAP: 0.2338 [2024-04-16 11:09:48 INFO]: Epoch [84][1/1] lr: 0.0005, eta: 0:04:50, time: 0.060, data_time: 0.377, memory: 2036, loss_cls: 0.5518, loss_sal: 0.3709, loss_video_cal: 0.0346, loss_layer_cal: 0.0579, loss: 1.0152, scale: 65536.0000 [2024-04-16 11:09:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_84.pth... [2024-04-16 11:09:48 INFO]: Validating... [2024-04-16 11:09:48 INFO]: Epoch (val) [84][1] loss_cls: 0.5713, loss_sal: 0.4177, loss_video_cal: 0.0000, loss_layer_cal: 0.0234, loss: 1.0124, mAP: 0.1674, best_mAP: 0.2338 [2024-04-16 11:09:48 INFO]: Epoch [85][1/1] lr: 0.0005, eta: 0:04:49, time: 0.062, data_time: 0.377, memory: 2036, loss_cls: 0.5560, loss_sal: 0.4004, loss_video_cal: 0.0387, loss_layer_cal: 0.0493, loss: 1.0444, scale: 65536.0000 [2024-04-16 11:09:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_85.pth... [2024-04-16 11:09:49 INFO]: Validating... [2024-04-16 11:09:49 INFO]: Epoch (val) [85][1] loss_cls: 0.5731, loss_sal: 0.4188, loss_video_cal: 0.0000, loss_layer_cal: 0.0222, loss: 1.0141, mAP: 0.1790, best_mAP: 0.2338 [2024-04-16 11:09:49 INFO]: Epoch [86][1/1] lr: 0.0005, eta: 0:04:48, time: 0.062, data_time: 0.382, memory: 2036, loss_cls: 0.5478, loss_sal: 0.3966, loss_video_cal: 0.0273, loss_layer_cal: 0.0446, loss: 1.0164, scale: 65536.0000 [2024-04-16 11:09:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_86.pth... [2024-04-16 11:09:49 INFO]: Validating... [2024-04-16 11:09:49 INFO]: Epoch (val) [86][1] loss_cls: 0.5746, loss_sal: 0.4219, loss_video_cal: 0.0000, loss_layer_cal: 0.0212, loss: 1.0176, mAP: 0.1674, best_mAP: 0.2338 [2024-04-16 11:09:50 INFO]: Epoch [87][1/1] lr: 0.0005, eta: 0:04:48, time: 0.062, data_time: 0.380, memory: 2036, loss_cls: 0.5494, loss_sal: 0.3765, loss_video_cal: 0.0238, loss_layer_cal: 0.0503, loss: 1.0000, scale: 65536.0000 [2024-04-16 11:09:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_87.pth... [2024-04-16 11:09:50 INFO]: Validating... [2024-04-16 11:09:50 INFO]: Epoch (val) [87][1] loss_cls: 0.5713, loss_sal: 0.4237, loss_video_cal: 0.0000, loss_layer_cal: 0.0201, loss: 1.0150, mAP: 0.1608, best_mAP: 0.2338 [2024-04-16 11:09:50 INFO]: Epoch [88][1/1] lr: 0.0005, eta: 0:04:47, time: 0.062, data_time: 0.379, memory: 2036, loss_cls: 0.5441, loss_sal: 0.3320, loss_video_cal: 0.0303, loss_layer_cal: 0.0594, loss: 0.9657, scale: 65536.0000 [2024-04-16 11:09:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_88.pth... [2024-04-16 11:09:51 INFO]: Validating... [2024-04-16 11:09:51 INFO]: Epoch (val) [88][1] loss_cls: 0.5792, loss_sal: 0.4273, loss_video_cal: 0.0000, loss_layer_cal: 0.0188, loss: 1.0254, mAP: 0.1627, best_mAP: 0.2338 [2024-04-16 11:09:51 INFO]: Epoch [89][1/1] lr: 0.0005, eta: 0:04:46, time: 0.060, data_time: 0.376, memory: 2036, loss_cls: 0.5499, loss_sal: 0.3793, loss_video_cal: 0.0243, loss_layer_cal: 0.0664, loss: 1.0199, scale: 65536.0000 [2024-04-16 11:09:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_89.pth... [2024-04-16 11:09:51 INFO]: Validating... [2024-04-16 11:09:51 INFO]: Epoch (val) [89][1] loss_cls: 0.5738, loss_sal: 0.4371, loss_video_cal: 0.0000, loss_layer_cal: 0.0178, loss: 1.0287, mAP: 0.1516, best_mAP: 0.2338 [2024-04-16 11:09:52 INFO]: Epoch [90][1/1] lr: 0.0005, eta: 0:04:45, time: 0.062, data_time: 0.388, memory: 2036, loss_cls: 0.5568, loss_sal: 0.2927, loss_video_cal: 0.0397, loss_layer_cal: 0.0645, loss: 0.9537, scale: 65536.0000 [2024-04-16 11:09:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_90.pth... [2024-04-16 11:09:52 INFO]: Validating... [2024-04-16 11:09:52 INFO]: Epoch (val) [90][1] loss_cls: 0.5999, loss_sal: 0.4474, loss_video_cal: 0.0000, loss_layer_cal: 0.0169, loss: 1.0642, mAP: 0.1731, best_mAP: 0.2338 [2024-04-16 11:09:52 INFO]: Epoch [91][1/1] lr: 0.0005, eta: 0:04:45, time: 0.061, data_time: 0.380, memory: 2036, loss_cls: 0.5721, loss_sal: 0.3109, loss_video_cal: 0.0329, loss_layer_cal: 0.0648, loss: 0.9808, scale: 65536.0000 [2024-04-16 11:09:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_91.pth... [2024-04-16 11:09:53 INFO]: Validating... [2024-04-16 11:09:53 INFO]: Epoch (val) [91][1] loss_cls: 0.5966, loss_sal: 0.4455, loss_video_cal: 0.0000, loss_layer_cal: 0.0158, loss: 1.0579, mAP: 0.1646, best_mAP: 0.2338 [2024-04-16 11:09:53 INFO]: Epoch [92][1/1] lr: 0.0005, eta: 0:04:44, time: 0.062, data_time: 0.376, memory: 2036, loss_cls: 0.5480, loss_sal: 0.2825, loss_video_cal: 0.0274, loss_layer_cal: 0.0505, loss: 0.9084, scale: 65536.0000 [2024-04-16 11:09:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_92.pth... [2024-04-16 11:09:53 INFO]: Validating... [2024-04-16 11:09:53 INFO]: Epoch (val) [92][1] loss_cls: 0.5755, loss_sal: 0.4486, loss_video_cal: 0.0000, loss_layer_cal: 0.0148, loss: 1.0389, mAP: 0.1516, best_mAP: 0.2338 [2024-04-16 11:09:54 INFO]: Epoch [93][1/1] lr: 0.0005, eta: 0:04:43, time: 0.062, data_time: 0.385, memory: 2036, loss_cls: 0.5472, loss_sal: 0.3565, loss_video_cal: 0.0327, loss_layer_cal: 0.0411, loss: 0.9775, scale: 65536.0000 [2024-04-16 11:09:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_93.pth... [2024-04-16 11:09:54 INFO]: Validating... [2024-04-16 11:09:54 INFO]: Epoch (val) [93][1] loss_cls: 0.5717, loss_sal: 0.4595, loss_video_cal: 0.0000, loss_layer_cal: 0.0139, loss: 1.0451, mAP: 0.1509, best_mAP: 0.2338 [2024-04-16 11:09:55 INFO]: Epoch [94][1/1] lr: 0.0005, eta: 0:04:42, time: 0.061, data_time: 0.395, memory: 2036, loss_cls: 0.5452, loss_sal: 0.3083, loss_video_cal: 0.0439, loss_layer_cal: 0.0530, loss: 0.9504, scale: 65536.0000 [2024-04-16 11:09:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_94.pth... [2024-04-16 11:09:55 INFO]: Validating... [2024-04-16 11:09:55 INFO]: Epoch (val) [94][1] loss_cls: 0.5724, loss_sal: 0.4706, loss_video_cal: 0.0000, loss_layer_cal: 0.0130, loss: 1.0560, mAP: 0.1509, best_mAP: 0.2338 [2024-04-16 11:09:55 INFO]: Epoch [95][1/1] lr: 0.0005, eta: 0:04:42, time: 0.062, data_time: 0.391, memory: 2036, loss_cls: 0.5472, loss_sal: 0.2989, loss_video_cal: 0.0310, loss_layer_cal: 0.0591, loss: 0.9362, scale: 65536.0000 [2024-04-16 11:09:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_95.pth... [2024-04-16 11:09:55 INFO]: Validating... [2024-04-16 11:09:56 INFO]: Epoch (val) [95][1] loss_cls: 0.5711, loss_sal: 0.5066, loss_video_cal: 0.0000, loss_layer_cal: 0.0123, loss: 1.0900, mAP: 0.1509, best_mAP: 0.2338 [2024-04-16 11:09:56 INFO]: Epoch [96][1/1] lr: 0.0005, eta: 0:04:41, time: 0.062, data_time: 0.394, memory: 2036, loss_cls: 0.5357, loss_sal: 0.3272, loss_video_cal: 0.0235, loss_layer_cal: 0.0389, loss: 0.9252, scale: 65536.0000 [2024-04-16 11:09:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_96.pth... [2024-04-16 11:09:56 INFO]: Validating... [2024-04-16 11:09:56 INFO]: Epoch (val) [96][1] loss_cls: 0.5736, loss_sal: 0.5371, loss_video_cal: 0.0000, loss_layer_cal: 0.0115, loss: 1.1221, mAP: 0.1710, best_mAP: 0.2338 [2024-04-16 11:09:57 INFO]: Epoch [97][1/1] lr: 0.0005, eta: 0:04:40, time: 0.060, data_time: 0.397, memory: 2036, loss_cls: 0.5371, loss_sal: 0.3656, loss_video_cal: 0.0352, loss_layer_cal: 0.0588, loss: 0.9967, scale: 65536.0000 [2024-04-16 11:09:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_97.pth... [2024-04-16 11:09:57 INFO]: Validating... [2024-04-16 11:09:57 INFO]: Epoch (val) [97][1] loss_cls: 0.5779, loss_sal: 0.5653, loss_video_cal: 0.0000, loss_layer_cal: 0.0106, loss: 1.1538, mAP: 0.1590, best_mAP: 0.2338 [2024-04-16 11:09:57 INFO]: Epoch [98][1/1] lr: 0.0005, eta: 0:04:40, time: 0.060, data_time: 0.377, memory: 2036, loss_cls: 0.5378, loss_sal: 0.3846, loss_video_cal: 0.0312, loss_layer_cal: 0.0464, loss: 1.0001, scale: 65536.0000 [2024-04-16 11:09:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_98.pth... [2024-04-16 11:09:57 INFO]: Validating... [2024-04-16 11:09:58 INFO]: Epoch (val) [98][1] loss_cls: 0.5852, loss_sal: 0.5498, loss_video_cal: 0.0000, loss_layer_cal: 0.0099, loss: 1.1448, mAP: 0.1590, best_mAP: 0.2338 [2024-04-16 11:09:58 INFO]: Epoch [99][1/1] lr: 0.0005, eta: 0:04:39, time: 0.062, data_time: 0.384, memory: 2036, loss_cls: 0.5394, loss_sal: 0.3148, loss_video_cal: 0.0209, loss_layer_cal: 0.0428, loss: 0.9178, scale: 65536.0000 [2024-04-16 11:09:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_99.pth... [2024-04-16 11:09:58 INFO]: Validating... [2024-04-16 11:09:58 INFO]: Epoch (val) [99][1] loss_cls: 0.5851, loss_sal: 0.5201, loss_video_cal: 0.0000, loss_layer_cal: 0.0093, loss: 1.1144, mAP: 0.1590, best_mAP: 0.2338 [2024-04-16 11:09:59 INFO]: Epoch [100][1/1] lr: 0.0005, eta: 0:04:38, time: 0.062, data_time: 0.387, memory: 2036, loss_cls: 0.5342, loss_sal: 0.2985, loss_video_cal: 0.0258, loss_layer_cal: 0.0529, loss: 0.9113, scale: 65536.0000 [2024-04-16 11:09:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_100.pth... [2024-04-16 11:09:59 INFO]: Validating... [2024-04-16 11:09:59 INFO]: Epoch (val) [100][1] loss_cls: 0.5744, loss_sal: 0.4934, loss_video_cal: 0.0000, loss_layer_cal: 0.0088, loss: 1.0766, mAP: 0.1679, best_mAP: 0.2338 [2024-04-16 11:09:59 INFO]: Epoch [101][1/1] lr: 0.0005, eta: 0:04:38, time: 0.061, data_time: 0.390, memory: 2036, loss_cls: 0.5420, loss_sal: 0.3115, loss_video_cal: 0.0299, loss_layer_cal: 0.0373, loss: 0.9207, scale: 65536.0000 [2024-04-16 11:09:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_101.pth... [2024-04-16 11:10:00 INFO]: Validating... [2024-04-16 11:10:00 INFO]: Epoch (val) [101][1] loss_cls: 0.5706, loss_sal: 0.4550, loss_video_cal: 0.0000, loss_layer_cal: 0.0083, loss: 1.0338, mAP: 0.1767, best_mAP: 0.2338 [2024-04-16 11:10:00 INFO]: Epoch [102][1/1] lr: 0.0005, eta: 0:04:37, time: 0.062, data_time: 0.394, memory: 2036, loss_cls: 0.5426, loss_sal: 0.2229, loss_video_cal: 0.0234, loss_layer_cal: 0.0314, loss: 0.8203, scale: 65536.0000 [2024-04-16 11:10:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_102.pth... [2024-04-16 11:10:00 INFO]: Validating... [2024-04-16 11:10:00 INFO]: Epoch (val) [102][1] loss_cls: 0.5706, loss_sal: 0.4453, loss_video_cal: 0.0000, loss_layer_cal: 0.0079, loss: 1.0238, mAP: 0.1679, best_mAP: 0.2338 [2024-04-16 11:10:01 INFO]: Epoch [103][1/1] lr: 0.0005, eta: 0:04:36, time: 0.063, data_time: 0.390, memory: 2036, loss_cls: 0.5543, loss_sal: 0.2537, loss_video_cal: 0.0198, loss_layer_cal: 0.0348, loss: 0.8626, scale: 65536.0000 [2024-04-16 11:10:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_103.pth... [2024-04-16 11:10:01 INFO]: Validating... [2024-04-16 11:10:01 INFO]: Epoch (val) [103][1] loss_cls: 0.5758, loss_sal: 0.4390, loss_video_cal: 0.0000, loss_layer_cal: 0.0076, loss: 1.0224, mAP: 0.1854, best_mAP: 0.2338 [2024-04-16 11:10:02 INFO]: Epoch [104][1/1] lr: 0.0005, eta: 0:04:35, time: 0.063, data_time: 0.391, memory: 2036, loss_cls: 0.5504, loss_sal: 0.3641, loss_video_cal: 0.0241, loss_layer_cal: 0.0479, loss: 0.9865, scale: 65536.0000 [2024-04-16 11:10:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_104.pth... [2024-04-16 11:10:02 INFO]: Validating... [2024-04-16 11:10:02 INFO]: Epoch (val) [104][1] loss_cls: 0.5754, loss_sal: 0.4404, loss_video_cal: 0.0000, loss_layer_cal: 0.0072, loss: 1.0230, mAP: 0.1854, best_mAP: 0.2338 [2024-04-16 11:10:02 INFO]: Epoch [105][1/1] lr: 0.0005, eta: 0:04:35, time: 0.064, data_time: 0.393, memory: 2036, loss_cls: 0.5614, loss_sal: 0.4160, loss_video_cal: 0.0205, loss_layer_cal: 0.0413, loss: 1.0392, scale: 65536.0000 [2024-04-16 11:10:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_105.pth... [2024-04-16 11:10:02 INFO]: Validating... [2024-04-16 11:10:02 INFO]: Epoch (val) [105][1] loss_cls: 0.5699, loss_sal: 0.4298, loss_video_cal: 0.0000, loss_layer_cal: 0.0069, loss: 1.0065, mAP: 0.1801, best_mAP: 0.2338 [2024-04-16 11:10:03 INFO]: Epoch [106][1/1] lr: 0.0005, eta: 0:04:34, time: 0.062, data_time: 0.388, memory: 2036, loss_cls: 0.5398, loss_sal: 0.3430, loss_video_cal: 0.0228, loss_layer_cal: 0.0443, loss: 0.9498, scale: 65536.0000 [2024-04-16 11:10:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_106.pth... [2024-04-16 11:10:03 INFO]: Validating... [2024-04-16 11:10:03 INFO]: Epoch (val) [106][1] loss_cls: 0.5726, loss_sal: 0.4269, loss_video_cal: 0.0000, loss_layer_cal: 0.0064, loss: 1.0059, mAP: 0.1624, best_mAP: 0.2338 [2024-04-16 11:10:04 INFO]: Epoch [107][1/1] lr: 0.0005, eta: 0:04:33, time: 0.062, data_time: 0.386, memory: 2036, loss_cls: 0.5419, loss_sal: 0.4460, loss_video_cal: 0.0632, loss_layer_cal: 0.0434, loss: 1.0944, scale: 65536.0000 [2024-04-16 11:10:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_107.pth... [2024-04-16 11:10:04 INFO]: Validating... [2024-04-16 11:10:04 INFO]: Epoch (val) [107][1] loss_cls: 0.5765, loss_sal: 0.4259, loss_video_cal: 0.0000, loss_layer_cal: 0.0060, loss: 1.0084, mAP: 0.1677, best_mAP: 0.2338 [2024-04-16 11:10:04 INFO]: Epoch [108][1/1] lr: 0.0005, eta: 0:04:33, time: 0.062, data_time: 0.394, memory: 2036, loss_cls: 0.5424, loss_sal: 0.3130, loss_video_cal: 0.0186, loss_layer_cal: 0.0358, loss: 0.9098, scale: 65536.0000 [2024-04-16 11:10:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_108.pth... [2024-04-16 11:10:04 INFO]: Validating... [2024-04-16 11:10:05 INFO]: Epoch (val) [108][1] loss_cls: 0.5730, loss_sal: 0.4279, loss_video_cal: 0.0000, loss_layer_cal: 0.0055, loss: 1.0064, mAP: 0.1756, best_mAP: 0.2338 [2024-04-16 11:10:05 INFO]: Epoch [109][1/1] lr: 0.0005, eta: 0:04:32, time: 0.062, data_time: 0.386, memory: 2036, loss_cls: 0.5378, loss_sal: 0.2780, loss_video_cal: 0.0184, loss_layer_cal: 0.0424, loss: 0.8767, scale: 65536.0000 [2024-04-16 11:10:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_109.pth... [2024-04-16 11:10:05 INFO]: Validating... [2024-04-16 11:10:05 INFO]: Epoch (val) [109][1] loss_cls: 0.5695, loss_sal: 0.4326, loss_video_cal: 0.0000, loss_layer_cal: 0.0052, loss: 1.0073, mAP: 0.1610, best_mAP: 0.2338 [2024-04-16 11:10:06 INFO]: Epoch [110][1/1] lr: 0.0005, eta: 0:04:31, time: 0.063, data_time: 0.394, memory: 2036, loss_cls: 0.5340, loss_sal: 0.3734, loss_video_cal: 0.0208, loss_layer_cal: 0.0330, loss: 0.9612, scale: 65536.0000 [2024-04-16 11:10:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_110.pth... [2024-04-16 11:10:06 INFO]: Validating... [2024-04-16 11:10:06 INFO]: Epoch (val) [110][1] loss_cls: 0.5701, loss_sal: 0.4444, loss_video_cal: 0.0000, loss_layer_cal: 0.0049, loss: 1.0194, mAP: 0.1610, best_mAP: 0.2338 [2024-04-16 11:10:06 INFO]: Epoch [111][1/1] lr: 0.0005, eta: 0:04:30, time: 0.061, data_time: 0.388, memory: 2036, loss_cls: 0.5403, loss_sal: 0.3710, loss_video_cal: 0.0379, loss_layer_cal: 0.0379, loss: 0.9870, scale: 65536.0000 [2024-04-16 11:10:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_111.pth... [2024-04-16 11:10:06 INFO]: Validating... [2024-04-16 11:10:07 INFO]: Epoch (val) [111][1] loss_cls: 0.5734, loss_sal: 0.4619, loss_video_cal: 0.0000, loss_layer_cal: 0.0046, loss: 1.0398, mAP: 0.1562, best_mAP: 0.2338 [2024-04-16 11:10:07 INFO]: Epoch [112][1/1] lr: 0.0005, eta: 0:04:30, time: 0.062, data_time: 0.396, memory: 2036, loss_cls: 0.5387, loss_sal: 0.2388, loss_video_cal: 0.0261, loss_layer_cal: 0.0490, loss: 0.8525, scale: 65536.0000 [2024-04-16 11:10:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_112.pth... [2024-04-16 11:10:07 INFO]: Validating... [2024-04-16 11:10:07 INFO]: Epoch (val) [112][1] loss_cls: 0.5721, loss_sal: 0.4888, loss_video_cal: 0.0000, loss_layer_cal: 0.0042, loss: 1.0651, mAP: 0.1562, best_mAP: 0.2338 [2024-04-16 11:10:08 INFO]: Epoch [113][1/1] lr: 0.0005, eta: 0:04:29, time: 0.062, data_time: 0.389, memory: 2036, loss_cls: 0.5335, loss_sal: 0.3333, loss_video_cal: 0.0245, loss_layer_cal: 0.0231, loss: 0.9143, scale: 65536.0000 [2024-04-16 11:10:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_113.pth... [2024-04-16 11:10:08 INFO]: Validating... [2024-04-16 11:10:08 INFO]: Epoch (val) [113][1] loss_cls: 0.5719, loss_sal: 0.5162, loss_video_cal: 0.0000, loss_layer_cal: 0.0039, loss: 1.0919, mAP: 0.1482, best_mAP: 0.2338 [2024-04-16 11:10:08 INFO]: Epoch [114][1/1] lr: 0.0005, eta: 0:04:28, time: 0.062, data_time: 0.387, memory: 2036, loss_cls: 0.5344, loss_sal: 0.2899, loss_video_cal: 0.0385, loss_layer_cal: 0.0285, loss: 0.8913, scale: 65536.0000 [2024-04-16 11:10:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_114.pth... [2024-04-16 11:10:09 INFO]: Validating... [2024-04-16 11:10:09 INFO]: Epoch (val) [114][1] loss_cls: 0.5708, loss_sal: 0.5486, loss_video_cal: 0.0000, loss_layer_cal: 0.0036, loss: 1.1230, mAP: 0.1482, best_mAP: 0.2338 [2024-04-16 11:10:09 INFO]: Epoch [115][1/1] lr: 0.0005, eta: 0:04:28, time: 0.063, data_time: 0.390, memory: 2036, loss_cls: 0.5292, loss_sal: 0.3554, loss_video_cal: 0.0171, loss_layer_cal: 0.0245, loss: 0.9263, scale: 65536.0000 [2024-04-16 11:10:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_115.pth... [2024-04-16 11:10:09 INFO]: Validating... [2024-04-16 11:10:09 INFO]: Epoch (val) [115][1] loss_cls: 0.5707, loss_sal: 0.5979, loss_video_cal: 0.0000, loss_layer_cal: 0.0034, loss: 1.1720, mAP: 0.1493, best_mAP: 0.2338 [2024-04-16 11:10:10 INFO]: Epoch [116][1/1] lr: 0.0005, eta: 0:04:27, time: 0.063, data_time: 0.388, memory: 2036, loss_cls: 0.5387, loss_sal: 0.2737, loss_video_cal: 0.0174, loss_layer_cal: 0.0410, loss: 0.8708, scale: 65536.0000 [2024-04-16 11:10:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_116.pth... [2024-04-16 11:10:10 INFO]: Validating... [2024-04-16 11:10:10 INFO]: Epoch (val) [116][1] loss_cls: 0.5703, loss_sal: 0.6567, loss_video_cal: 0.0000, loss_layer_cal: 0.0031, loss: 1.2301, mAP: 0.2351, best_mAP: 0.2351 [2024-04-16 11:10:11 INFO]: Epoch [117][1/1] lr: 0.0005, eta: 0:04:26, time: 0.062, data_time: 0.377, memory: 2036, loss_cls: 0.5372, loss_sal: 0.2591, loss_video_cal: 0.0182, loss_layer_cal: 0.0256, loss: 0.8400, scale: 65536.0000 [2024-04-16 11:10:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_117.pth... [2024-04-16 11:10:11 INFO]: Validating... [2024-04-16 11:10:11 INFO]: Epoch (val) [117][1] loss_cls: 0.5711, loss_sal: 0.7150, loss_video_cal: 0.0000, loss_layer_cal: 0.0029, loss: 1.2890, mAP: 0.2621, best_mAP: 0.2621 [2024-04-16 11:10:11 INFO]: Epoch [118][1/1] lr: 0.0005, eta: 0:04:25, time: 0.061, data_time: 0.380, memory: 2036, loss_cls: 0.5393, loss_sal: 0.2280, loss_video_cal: 0.0105, loss_layer_cal: 0.0310, loss: 0.8088, scale: 65536.0000 [2024-04-16 11:10:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_118.pth... [2024-04-16 11:10:11 INFO]: Validating... [2024-04-16 11:10:11 INFO]: Epoch (val) [118][1] loss_cls: 0.5711, loss_sal: 0.7486, loss_video_cal: 0.0000, loss_layer_cal: 0.0027, loss: 1.3223, mAP: 0.2712, best_mAP: 0.2712 [2024-04-16 11:10:12 INFO]: Epoch [119][1/1] lr: 0.0005, eta: 0:04:25, time: 0.062, data_time: 0.383, memory: 2036, loss_cls: 0.5344, loss_sal: 0.2392, loss_video_cal: 0.0132, loss_layer_cal: 0.0273, loss: 0.8142, scale: 65536.0000 [2024-04-16 11:10:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_119.pth... [2024-04-16 11:10:12 INFO]: Validating... [2024-04-16 11:10:12 INFO]: Epoch (val) [119][1] loss_cls: 0.5723, loss_sal: 0.7747, loss_video_cal: 0.0000, loss_layer_cal: 0.0025, loss: 1.3495, mAP: 0.2712, best_mAP: 0.2712 [2024-04-16 11:10:13 INFO]: Epoch [120][1/1] lr: 0.0005, eta: 0:04:24, time: 0.061, data_time: 0.382, memory: 2036, loss_cls: 0.5332, loss_sal: 0.2118, loss_video_cal: 0.0165, loss_layer_cal: 0.0288, loss: 0.7903, scale: 65536.0000 [2024-04-16 11:10:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_120.pth... [2024-04-16 11:10:13 INFO]: Validating... [2024-04-16 11:10:13 INFO]: Epoch (val) [120][1] loss_cls: 0.5757, loss_sal: 0.7650, loss_video_cal: 0.0000, loss_layer_cal: 0.0023, loss: 1.3430, mAP: 0.2712, best_mAP: 0.2712 [2024-04-16 11:10:13 INFO]: Epoch [121][1/1] lr: 0.0005, eta: 0:04:23, time: 0.061, data_time: 0.377, memory: 2036, loss_cls: 0.5431, loss_sal: 0.2011, loss_video_cal: 0.0144, loss_layer_cal: 0.0277, loss: 0.7863, scale: 65536.0000 [2024-04-16 11:10:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_121.pth... [2024-04-16 11:10:13 INFO]: Validating... [2024-04-16 11:10:13 INFO]: Epoch (val) [121][1] loss_cls: 0.5854, loss_sal: 0.6980, loss_video_cal: 0.0000, loss_layer_cal: 0.0023, loss: 1.2857, mAP: 0.2673, best_mAP: 0.2712 [2024-04-16 11:10:14 INFO]: Epoch [122][1/1] lr: 0.0005, eta: 0:04:22, time: 0.060, data_time: 0.379, memory: 2036, loss_cls: 0.5310, loss_sal: 0.2003, loss_video_cal: 0.0087, loss_layer_cal: 0.0233, loss: 0.7633, scale: 65536.0000 [2024-04-16 11:10:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_122.pth... [2024-04-16 11:10:14 INFO]: Validating... [2024-04-16 11:10:14 INFO]: Epoch (val) [122][1] loss_cls: 0.5954, loss_sal: 0.5865, loss_video_cal: 0.0000, loss_layer_cal: 0.0022, loss: 1.1841, mAP: 0.2510, best_mAP: 0.2712 [2024-04-16 11:10:15 INFO]: Epoch [123][1/1] lr: 0.0005, eta: 0:04:22, time: 0.061, data_time: 0.380, memory: 2036, loss_cls: 0.5354, loss_sal: 0.3574, loss_video_cal: 0.0321, loss_layer_cal: 0.0279, loss: 0.9528, scale: 65536.0000 [2024-04-16 11:10:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_123.pth... [2024-04-16 11:10:15 INFO]: Validating... [2024-04-16 11:10:15 INFO]: Epoch (val) [123][1] loss_cls: 0.5954, loss_sal: 0.5865, loss_video_cal: 0.0000, loss_layer_cal: 0.0022, loss: 1.1841, mAP: 0.2510, best_mAP: 0.2712 [2024-04-16 11:10:15 INFO]: Epoch [124][1/1] lr: 0.0005, eta: 0:04:21, time: 0.062, data_time: 0.385, memory: 2036, loss_cls: 0.5414, loss_sal: 0.1914, loss_video_cal: 0.0160, loss_layer_cal: 0.0276, loss: 0.7765, scale: 32768.0000 [2024-04-16 11:10:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_124.pth... [2024-04-16 11:10:15 INFO]: Validating... [2024-04-16 11:10:16 INFO]: Epoch (val) [124][1] loss_cls: 0.6004, loss_sal: 0.5611, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 1.1636, mAP: 0.3070, best_mAP: 0.3070 [2024-04-16 11:10:16 INFO]: Epoch [125][1/1] lr: 0.0005, eta: 0:04:20, time: 0.061, data_time: 0.384, memory: 2036, loss_cls: 0.5370, loss_sal: 0.2759, loss_video_cal: 0.0226, loss_layer_cal: 0.0317, loss: 0.8672, scale: 32768.0000 [2024-04-16 11:10:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_125.pth... [2024-04-16 11:10:16 INFO]: Validating... [2024-04-16 11:10:16 INFO]: Epoch (val) [125][1] loss_cls: 0.6007, loss_sal: 0.5372, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 1.1398, mAP: 0.3181, best_mAP: 0.3181 [2024-04-16 11:10:17 INFO]: Epoch [126][1/1] lr: 0.0005, eta: 0:04:19, time: 0.060, data_time: 0.383, memory: 2036, loss_cls: 0.5327, loss_sal: 0.2911, loss_video_cal: 0.0223, loss_layer_cal: 0.0267, loss: 0.8728, scale: 32768.0000 [2024-04-16 11:10:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_126.pth... [2024-04-16 11:10:17 INFO]: Validating... [2024-04-16 11:10:17 INFO]: Epoch (val) [126][1] loss_cls: 0.6012, loss_sal: 0.4812, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 1.0841, mAP: 0.2940, best_mAP: 0.3181 [2024-04-16 11:10:17 INFO]: Epoch [127][1/1] lr: 0.0005, eta: 0:04:19, time: 0.061, data_time: 0.391, memory: 2036, loss_cls: 0.5364, loss_sal: 0.2766, loss_video_cal: 0.0340, loss_layer_cal: 0.0380, loss: 0.8850, scale: 32768.0000 [2024-04-16 11:10:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_127.pth... [2024-04-16 11:10:17 INFO]: Validating... [2024-04-16 11:10:18 INFO]: Epoch (val) [127][1] loss_cls: 0.5995, loss_sal: 0.5143, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.1154, mAP: 0.2940, best_mAP: 0.3181 [2024-04-16 11:10:18 INFO]: Epoch [128][1/1] lr: 0.0005, eta: 0:04:18, time: 0.061, data_time: 0.379, memory: 2036, loss_cls: 0.5345, loss_sal: 0.4319, loss_video_cal: 0.0361, loss_layer_cal: 0.0260, loss: 1.0285, scale: 32768.0000 [2024-04-16 11:10:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_128.pth... [2024-04-16 11:10:18 INFO]: Validating... [2024-04-16 11:10:18 INFO]: Epoch (val) [128][1] loss_cls: 0.5940, loss_sal: 0.5508, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.1463, mAP: 0.2501, best_mAP: 0.3181 [2024-04-16 11:10:19 INFO]: Epoch [129][1/1] lr: 0.0005, eta: 0:04:17, time: 0.062, data_time: 0.378, memory: 2036, loss_cls: 0.5337, loss_sal: 0.3177, loss_video_cal: 0.0379, loss_layer_cal: 0.0282, loss: 0.9175, scale: 32768.0000 [2024-04-16 11:10:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_129.pth... [2024-04-16 11:10:19 INFO]: Validating... [2024-04-16 11:10:19 INFO]: Epoch (val) [129][1] loss_cls: 0.5885, loss_sal: 0.8741, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.4640, mAP: 0.2721, best_mAP: 0.3181 [2024-04-16 11:10:19 INFO]: Epoch [130][1/1] lr: 0.0005, eta: 0:04:16, time: 0.062, data_time: 0.382, memory: 2036, loss_cls: 0.5326, loss_sal: 0.1762, loss_video_cal: 0.0234, loss_layer_cal: 0.0159, loss: 0.7480, scale: 32768.0000 [2024-04-16 11:10:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_130.pth... [2024-04-16 11:10:19 INFO]: Validating... [2024-04-16 11:10:20 INFO]: Epoch (val) [130][1] loss_cls: 0.5774, loss_sal: 0.8804, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.4591, mAP: 0.3934, best_mAP: 0.3934 [2024-04-16 11:10:20 INFO]: Epoch [131][1/1] lr: 0.0005, eta: 0:04:16, time: 0.061, data_time: 0.391, memory: 2036, loss_cls: 0.5341, loss_sal: 0.1867, loss_video_cal: 0.0129, loss_layer_cal: 0.0165, loss: 0.7502, scale: 32768.0000 [2024-04-16 11:10:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_131.pth... [2024-04-16 11:10:20 INFO]: Validating... [2024-04-16 11:10:20 INFO]: Epoch (val) [131][1] loss_cls: 0.5706, loss_sal: 0.7553, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.3272, mAP: 0.2019, best_mAP: 0.3934 [2024-04-16 11:10:21 INFO]: Epoch [132][1/1] lr: 0.0005, eta: 0:04:15, time: 0.061, data_time: 0.392, memory: 2036, loss_cls: 0.5409, loss_sal: 0.2666, loss_video_cal: 0.0109, loss_layer_cal: 0.0265, loss: 0.8449, scale: 32768.0000 [2024-04-16 11:10:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_132.pth... [2024-04-16 11:10:21 INFO]: Validating... [2024-04-16 11:10:21 INFO]: Epoch (val) [132][1] loss_cls: 0.5692, loss_sal: 0.6310, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.2014, mAP: 0.1742, best_mAP: 0.3934 [2024-04-16 11:10:21 INFO]: Epoch [133][1/1] lr: 0.0005, eta: 0:04:14, time: 0.063, data_time: 0.395, memory: 2036, loss_cls: 0.5420, loss_sal: 0.3468, loss_video_cal: 0.0315, loss_layer_cal: 0.0292, loss: 0.9495, scale: 32768.0000 [2024-04-16 11:10:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_133.pth... [2024-04-16 11:10:22 INFO]: Validating... [2024-04-16 11:10:22 INFO]: Epoch (val) [133][1] loss_cls: 0.5689, loss_sal: 0.5744, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.1444, mAP: 0.1742, best_mAP: 0.3934 [2024-04-16 11:10:22 INFO]: Epoch [134][1/1] lr: 0.0005, eta: 0:04:14, time: 0.061, data_time: 0.394, memory: 2036, loss_cls: 0.5425, loss_sal: 0.2662, loss_video_cal: 0.0178, loss_layer_cal: 0.0168, loss: 0.8434, scale: 32768.0000 [2024-04-16 11:10:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_134.pth... [2024-04-16 11:10:22 INFO]: Validating... [2024-04-16 11:10:22 INFO]: Epoch (val) [134][1] loss_cls: 0.5706, loss_sal: 0.5813, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.1531, mAP: 0.1688, best_mAP: 0.3934 [2024-04-16 11:10:23 INFO]: Epoch [135][1/1] lr: 0.0005, eta: 0:04:13, time: 0.062, data_time: 0.390, memory: 2036, loss_cls: 0.5612, loss_sal: 0.2443, loss_video_cal: 0.0241, loss_layer_cal: 0.0191, loss: 0.8487, scale: 32768.0000 [2024-04-16 11:10:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_135.pth... [2024-04-16 11:10:23 INFO]: Validating... [2024-04-16 11:10:23 INFO]: Epoch (val) [135][1] loss_cls: 0.5708, loss_sal: 0.5890, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.1609, mAP: 0.1726, best_mAP: 0.3934 [2024-04-16 11:10:24 INFO]: Epoch [136][1/1] lr: 0.0005, eta: 0:04:12, time: 0.064, data_time: 0.394, memory: 2036, loss_cls: 0.5427, loss_sal: 0.2129, loss_video_cal: 0.0193, loss_layer_cal: 0.0218, loss: 0.7967, scale: 32768.0000 [2024-04-16 11:10:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_136.pth... [2024-04-16 11:10:24 INFO]: Validating... [2024-04-16 11:10:24 INFO]: Epoch (val) [136][1] loss_cls: 0.5705, loss_sal: 0.5883, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.1599, mAP: 0.1726, best_mAP: 0.3934 [2024-04-16 11:10:24 INFO]: Epoch [137][1/1] lr: 0.0005, eta: 0:04:12, time: 0.062, data_time: 0.393, memory: 2036, loss_cls: 0.5346, loss_sal: 0.2427, loss_video_cal: 0.0329, loss_layer_cal: 0.0323, loss: 0.8425, scale: 32768.0000 [2024-04-16 11:10:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_137.pth... [2024-04-16 11:10:24 INFO]: Validating... [2024-04-16 11:10:24 INFO]: Epoch (val) [137][1] loss_cls: 0.5697, loss_sal: 0.5968, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.1675, mAP: 0.2071, best_mAP: 0.3934 [2024-04-16 11:10:25 INFO]: Epoch [138][1/1] lr: 0.0005, eta: 0:04:11, time: 0.061, data_time: 0.387, memory: 2036, loss_cls: 0.5395, loss_sal: 0.2556, loss_video_cal: 0.0267, loss_layer_cal: 0.0213, loss: 0.8431, scale: 32768.0000 [2024-04-16 11:10:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_138.pth... [2024-04-16 11:10:25 INFO]: Validating... [2024-04-16 11:10:25 INFO]: Epoch (val) [138][1] loss_cls: 0.5696, loss_sal: 0.5898, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.1602, mAP: 0.2071, best_mAP: 0.3934 [2024-04-16 11:10:26 INFO]: Epoch [139][1/1] lr: 0.0005, eta: 0:04:10, time: 0.061, data_time: 0.387, memory: 2036, loss_cls: 0.5386, loss_sal: 0.2550, loss_video_cal: 0.0233, loss_layer_cal: 0.0197, loss: 0.8366, scale: 32768.0000 [2024-04-16 11:10:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_139.pth... [2024-04-16 11:10:26 INFO]: Validating... [2024-04-16 11:10:26 INFO]: Epoch (val) [139][1] loss_cls: 0.5698, loss_sal: 0.5999, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.1705, mAP: 0.2071, best_mAP: 0.3934 [2024-04-16 11:10:26 INFO]: Epoch [140][1/1] lr: 0.0005, eta: 0:04:10, time: 0.064, data_time: 0.389, memory: 2036, loss_cls: 0.5389, loss_sal: 0.4379, loss_video_cal: 0.0244, loss_layer_cal: 0.0223, loss: 1.0237, scale: 32768.0000 [2024-04-16 11:10:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_140.pth... [2024-04-16 11:10:26 INFO]: Validating... [2024-04-16 11:10:27 INFO]: Epoch (val) [140][1] loss_cls: 0.5702, loss_sal: 0.5936, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1645, mAP: 0.3462, best_mAP: 0.3934 [2024-04-16 11:10:27 INFO]: Epoch [141][1/1] lr: 0.0005, eta: 0:04:09, time: 0.062, data_time: 0.384, memory: 2036, loss_cls: 0.5336, loss_sal: 0.3591, loss_video_cal: 0.0176, loss_layer_cal: 0.0154, loss: 0.9257, scale: 32768.0000 [2024-04-16 11:10:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_141.pth... [2024-04-16 11:10:27 INFO]: Validating... [2024-04-16 11:10:27 INFO]: Epoch (val) [141][1] loss_cls: 0.5770, loss_sal: 0.5804, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1580, mAP: 0.3635, best_mAP: 0.3934 [2024-04-16 11:10:28 INFO]: Epoch [142][1/1] lr: 0.0005, eta: 0:04:08, time: 0.061, data_time: 0.382, memory: 2036, loss_cls: 0.5356, loss_sal: 0.2782, loss_video_cal: 0.0168, loss_layer_cal: 0.0221, loss: 0.8527, scale: 32768.0000 [2024-04-16 11:10:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_142.pth... [2024-04-16 11:10:28 INFO]: Validating... [2024-04-16 11:10:28 INFO]: Epoch (val) [142][1] loss_cls: 0.5776, loss_sal: 0.5092, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.0874, mAP: 0.2598, best_mAP: 0.3934 [2024-04-16 11:10:28 INFO]: Epoch [143][1/1] lr: 0.0005, eta: 0:04:07, time: 0.060, data_time: 0.389, memory: 2036, loss_cls: 0.5489, loss_sal: 0.2662, loss_video_cal: 0.0248, loss_layer_cal: 0.0169, loss: 0.8568, scale: 32768.0000 [2024-04-16 11:10:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_143.pth... [2024-04-16 11:10:29 INFO]: Validating... [2024-04-16 11:10:29 INFO]: Epoch (val) [143][1] loss_cls: 0.5699, loss_sal: 0.4538, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.0242, mAP: 0.1959, best_mAP: 0.3934 [2024-04-16 11:10:29 INFO]: Epoch [144][1/1] lr: 0.0005, eta: 0:04:07, time: 0.062, data_time: 0.386, memory: 2036, loss_cls: 0.5430, loss_sal: 0.2703, loss_video_cal: 0.0266, loss_layer_cal: 0.0139, loss: 0.8538, scale: 32768.0000 [2024-04-16 11:10:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_144.pth... [2024-04-16 11:10:29 INFO]: Validating... [2024-04-16 11:10:29 INFO]: Epoch (val) [144][1] loss_cls: 0.5688, loss_sal: 0.4221, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.9915, mAP: 0.1959, best_mAP: 0.3934 [2024-04-16 11:10:30 INFO]: Epoch [145][1/1] lr: 0.0005, eta: 0:04:06, time: 0.062, data_time: 0.386, memory: 2036, loss_cls: 0.5346, loss_sal: 0.3000, loss_video_cal: 0.0273, loss_layer_cal: 0.0207, loss: 0.8826, scale: 32768.0000 [2024-04-16 11:10:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_145.pth... [2024-04-16 11:10:30 INFO]: Validating... [2024-04-16 11:10:30 INFO]: Epoch (val) [145][1] loss_cls: 0.5782, loss_sal: 0.4253, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0040, mAP: 0.1959, best_mAP: 0.3934 [2024-04-16 11:10:30 INFO]: Epoch [146][1/1] lr: 0.0005, eta: 0:04:05, time: 0.062, data_time: 0.388, memory: 2036, loss_cls: 0.5640, loss_sal: 0.3592, loss_video_cal: 0.0126, loss_layer_cal: 0.0189, loss: 0.9546, scale: 32768.0000 [2024-04-16 11:10:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_146.pth... [2024-04-16 11:10:31 INFO]: Validating... [2024-04-16 11:10:31 INFO]: Epoch (val) [146][1] loss_cls: 0.5757, loss_sal: 0.4254, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0017, mAP: 0.1959, best_mAP: 0.3934 [2024-04-16 11:10:31 INFO]: Epoch [147][1/1] lr: 0.0005, eta: 0:04:05, time: 0.060, data_time: 0.376, memory: 2036, loss_cls: 0.5415, loss_sal: 0.2287, loss_video_cal: 0.0202, loss_layer_cal: 0.0245, loss: 0.8149, scale: 32768.0000 [2024-04-16 11:10:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_147.pth... [2024-04-16 11:10:31 INFO]: Validating... [2024-04-16 11:10:31 INFO]: Epoch (val) [147][1] loss_cls: 0.5691, loss_sal: 0.4211, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.9906, mAP: 0.1959, best_mAP: 0.3934 [2024-04-16 11:10:32 INFO]: Epoch [148][1/1] lr: 0.0005, eta: 0:04:04, time: 0.061, data_time: 0.378, memory: 2036, loss_cls: 0.5427, loss_sal: 0.2743, loss_video_cal: 0.0156, loss_layer_cal: 0.0218, loss: 0.8545, scale: 32768.0000 [2024-04-16 11:10:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_148.pth... [2024-04-16 11:10:32 INFO]: Validating... [2024-04-16 11:10:32 INFO]: Epoch (val) [148][1] loss_cls: 0.5721, loss_sal: 0.4122, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.9848, mAP: 0.1959, best_mAP: 0.3934 [2024-04-16 11:10:33 INFO]: Epoch [149][1/1] lr: 0.0005, eta: 0:04:03, time: 0.062, data_time: 0.386, memory: 2036, loss_cls: 0.5348, loss_sal: 0.2229, loss_video_cal: 0.0236, loss_layer_cal: 0.0153, loss: 0.7966, scale: 32768.0000 [2024-04-16 11:10:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_149.pth... [2024-04-16 11:10:33 INFO]: Validating... [2024-04-16 11:10:33 INFO]: Epoch (val) [149][1] loss_cls: 0.5837, loss_sal: 0.4349, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0190, mAP: 0.2924, best_mAP: 0.3934 [2024-04-16 11:10:33 INFO]: Epoch [150][1/1] lr: 0.0005, eta: 0:04:03, time: 0.061, data_time: 0.376, memory: 2036, loss_cls: 0.5377, loss_sal: 0.2011, loss_video_cal: 0.0103, loss_layer_cal: 0.0199, loss: 0.7689, scale: 32768.0000 [2024-04-16 11:10:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_150.pth... [2024-04-16 11:10:33 INFO]: Validating... [2024-04-16 11:10:33 INFO]: Epoch (val) [150][1] loss_cls: 0.5921, loss_sal: 0.4716, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0641, mAP: 0.3614, best_mAP: 0.3934 [2024-04-16 11:10:34 INFO]: Epoch [151][1/1] lr: 0.0005, eta: 0:04:02, time: 0.060, data_time: 0.385, memory: 2036, loss_cls: 0.5355, loss_sal: 0.2879, loss_video_cal: 0.0223, loss_layer_cal: 0.0199, loss: 0.8655, scale: 32768.0000 [2024-04-16 11:10:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_151.pth... [2024-04-16 11:10:34 INFO]: Validating... [2024-04-16 11:10:34 INFO]: Epoch (val) [151][1] loss_cls: 0.5910, loss_sal: 0.7061, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.2976, mAP: 0.4254, best_mAP: 0.4254 [2024-04-16 11:10:35 INFO]: Epoch [152][1/1] lr: 0.0005, eta: 0:04:01, time: 0.060, data_time: 0.384, memory: 2036, loss_cls: 0.5338, loss_sal: 0.2085, loss_video_cal: 0.0254, loss_layer_cal: 0.0136, loss: 0.7813, scale: 32768.0000 [2024-04-16 11:10:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_152.pth... [2024-04-16 11:10:35 INFO]: Validating... [2024-04-16 11:10:35 INFO]: Epoch (val) [152][1] loss_cls: 0.5835, loss_sal: 0.7134, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.2974, mAP: 0.4954, best_mAP: 0.4954 [2024-04-16 11:10:35 INFO]: Epoch [153][1/1] lr: 0.0005, eta: 0:04:00, time: 0.062, data_time: 0.377, memory: 2036, loss_cls: 0.5324, loss_sal: 0.3136, loss_video_cal: 0.0160, loss_layer_cal: 0.0237, loss: 0.8856, scale: 32768.0000 [2024-04-16 11:10:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_153.pth... [2024-04-16 11:10:35 INFO]: Validating... [2024-04-16 11:10:35 INFO]: Epoch (val) [153][1] loss_cls: 0.5768, loss_sal: 0.5383, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1155, mAP: 0.4721, best_mAP: 0.4954 [2024-04-16 11:10:36 INFO]: Epoch [154][1/1] lr: 0.0005, eta: 0:04:00, time: 0.061, data_time: 0.373, memory: 2036, loss_cls: 0.5419, loss_sal: 0.2575, loss_video_cal: 0.0106, loss_layer_cal: 0.0144, loss: 0.8245, scale: 32768.0000 [2024-04-16 11:10:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_154.pth... [2024-04-16 11:10:36 INFO]: Validating... [2024-04-16 11:10:36 INFO]: Epoch (val) [154][1] loss_cls: 0.5741, loss_sal: 0.4905, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0650, mAP: 0.4238, best_mAP: 0.4954 [2024-04-16 11:10:37 INFO]: Epoch [155][1/1] lr: 0.0005, eta: 0:03:59, time: 0.061, data_time: 0.375, memory: 2036, loss_cls: 0.5357, loss_sal: 0.2569, loss_video_cal: 0.0117, loss_layer_cal: 0.0186, loss: 0.8228, scale: 32768.0000 [2024-04-16 11:10:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_155.pth... [2024-04-16 11:10:37 INFO]: Validating... [2024-04-16 11:10:37 INFO]: Epoch (val) [155][1] loss_cls: 0.5732, loss_sal: 0.4950, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0686, mAP: 0.4196, best_mAP: 0.4954 [2024-04-16 11:10:37 INFO]: Epoch [156][1/1] lr: 0.0005, eta: 0:03:58, time: 0.061, data_time: 0.380, memory: 2036, loss_cls: 0.5452, loss_sal: 0.2833, loss_video_cal: 0.0151, loss_layer_cal: 0.0162, loss: 0.8598, scale: 32768.0000 [2024-04-16 11:10:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_156.pth... [2024-04-16 11:10:37 INFO]: Validating... [2024-04-16 11:10:38 INFO]: Epoch (val) [156][1] loss_cls: 0.5771, loss_sal: 0.5048, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0823, mAP: 0.4196, best_mAP: 0.4954 [2024-04-16 11:10:38 INFO]: Epoch [157][1/1] lr: 0.0005, eta: 0:03:58, time: 0.061, data_time: 0.377, memory: 2036, loss_cls: 0.5364, loss_sal: 0.2842, loss_video_cal: 0.0164, loss_layer_cal: 0.0140, loss: 0.8510, scale: 32768.0000 [2024-04-16 11:10:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_157.pth... [2024-04-16 11:10:38 INFO]: Validating... [2024-04-16 11:10:38 INFO]: Epoch (val) [157][1] loss_cls: 0.5795, loss_sal: 0.5404, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1204, mAP: 0.3410, best_mAP: 0.4954 [2024-04-16 11:10:39 INFO]: Epoch [158][1/1] lr: 0.0005, eta: 0:03:57, time: 0.062, data_time: 0.381, memory: 2036, loss_cls: 0.5369, loss_sal: 0.3408, loss_video_cal: 0.0162, loss_layer_cal: 0.0195, loss: 0.9134, scale: 32768.0000 [2024-04-16 11:10:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_158.pth... [2024-04-16 11:10:39 INFO]: Validating... [2024-04-16 11:10:39 INFO]: Epoch (val) [158][1] loss_cls: 0.5821, loss_sal: 0.5714, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.1539, mAP: 0.3028, best_mAP: 0.4954 [2024-04-16 11:10:39 INFO]: Epoch [159][1/1] lr: 0.0005, eta: 0:03:56, time: 0.062, data_time: 0.384, memory: 2036, loss_cls: 0.5440, loss_sal: 0.1831, loss_video_cal: 0.0206, loss_layer_cal: 0.0107, loss: 0.7584, scale: 32768.0000 [2024-04-16 11:10:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_159.pth... [2024-04-16 11:10:39 INFO]: Validating... [2024-04-16 11:10:40 INFO]: Epoch (val) [159][1] loss_cls: 0.5788, loss_sal: 0.6413, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.2206, mAP: 0.1455, best_mAP: 0.4954 [2024-04-16 11:10:40 INFO]: Epoch [160][1/1] lr: 0.0005, eta: 0:03:55, time: 0.062, data_time: 0.385, memory: 2036, loss_cls: 0.5486, loss_sal: 0.1784, loss_video_cal: 0.0133, loss_layer_cal: 0.0165, loss: 0.7568, scale: 32768.0000 [2024-04-16 11:10:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_160.pth... [2024-04-16 11:10:40 INFO]: Validating... [2024-04-16 11:10:40 INFO]: Epoch (val) [160][1] loss_cls: 0.5717, loss_sal: 0.7032, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.2754, mAP: 0.1410, best_mAP: 0.4954 [2024-04-16 11:10:41 INFO]: Epoch [161][1/1] lr: 0.0005, eta: 0:03:55, time: 0.062, data_time: 0.381, memory: 2036, loss_cls: 0.5397, loss_sal: 0.2069, loss_video_cal: 0.0132, loss_layer_cal: 0.0145, loss: 0.7744, scale: 32768.0000 [2024-04-16 11:10:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_161.pth... [2024-04-16 11:10:41 INFO]: Validating... [2024-04-16 11:10:41 INFO]: Epoch (val) [161][1] loss_cls: 0.5707, loss_sal: 0.7522, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.3233, mAP: 0.1569, best_mAP: 0.4954 [2024-04-16 11:10:41 INFO]: Epoch [162][1/1] lr: 0.0005, eta: 0:03:54, time: 0.061, data_time: 0.380, memory: 2036, loss_cls: 0.5460, loss_sal: 0.1483, loss_video_cal: 0.0122, loss_layer_cal: 0.0088, loss: 0.7152, scale: 32768.0000 [2024-04-16 11:10:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_162.pth... [2024-04-16 11:10:42 INFO]: Validating... [2024-04-16 11:10:42 INFO]: Epoch (val) [162][1] loss_cls: 0.5763, loss_sal: 0.7888, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.3656, mAP: 0.1569, best_mAP: 0.4954 [2024-04-16 11:10:42 INFO]: Epoch [163][1/1] lr: 0.0005, eta: 0:03:53, time: 0.061, data_time: 0.379, memory: 2036, loss_cls: 0.5406, loss_sal: 0.2306, loss_video_cal: 0.0079, loss_layer_cal: 0.0168, loss: 0.7960, scale: 32768.0000 [2024-04-16 11:10:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_163.pth... [2024-04-16 11:10:42 INFO]: Validating... [2024-04-16 11:10:42 INFO]: Epoch (val) [163][1] loss_cls: 0.5810, loss_sal: 0.8530, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.4346, mAP: 0.1517, best_mAP: 0.4954 [2024-04-16 11:10:43 INFO]: Epoch [164][1/1] lr: 0.0005, eta: 0:03:52, time: 0.062, data_time: 0.381, memory: 2036, loss_cls: 0.5388, loss_sal: 0.2596, loss_video_cal: 0.0232, loss_layer_cal: 0.0159, loss: 0.8375, scale: 32768.0000 [2024-04-16 11:10:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_164.pth... [2024-04-16 11:10:43 INFO]: Validating... [2024-04-16 11:10:43 INFO]: Epoch (val) [164][1] loss_cls: 0.5804, loss_sal: 0.8939, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.4749, mAP: 0.1547, best_mAP: 0.4954 [2024-04-16 11:10:43 INFO]: Epoch [165][1/1] lr: 0.0005, eta: 0:03:52, time: 0.061, data_time: 0.379, memory: 2036, loss_cls: 0.5382, loss_sal: 0.2280, loss_video_cal: 0.0221, loss_layer_cal: 0.0113, loss: 0.7996, scale: 32768.0000 [2024-04-16 11:10:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_165.pth... [2024-04-16 11:10:44 INFO]: Validating... [2024-04-16 11:10:44 INFO]: Epoch (val) [165][1] loss_cls: 0.5735, loss_sal: 0.9040, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.4782, mAP: 0.1547, best_mAP: 0.4954 [2024-04-16 11:10:44 INFO]: Epoch [166][1/1] lr: 0.0005, eta: 0:03:51, time: 0.060, data_time: 0.378, memory: 2036, loss_cls: 0.5335, loss_sal: 0.2258, loss_video_cal: 0.0171, loss_layer_cal: 0.0118, loss: 0.7882, scale: 32768.0000 [2024-04-16 11:10:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_166.pth... [2024-04-16 11:10:44 INFO]: Validating... [2024-04-16 11:10:44 INFO]: Epoch (val) [166][1] loss_cls: 0.5706, loss_sal: 0.9047, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.4760, mAP: 0.1469, best_mAP: 0.4954 [2024-04-16 11:10:45 INFO]: Epoch [167][1/1] lr: 0.0005, eta: 0:03:50, time: 0.060, data_time: 0.377, memory: 2036, loss_cls: 0.5348, loss_sal: 0.1898, loss_video_cal: 0.0126, loss_layer_cal: 0.0154, loss: 0.7526, scale: 32768.0000 [2024-04-16 11:10:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_167.pth... [2024-04-16 11:10:45 INFO]: Validating... [2024-04-16 11:10:45 INFO]: Epoch (val) [167][1] loss_cls: 0.5729, loss_sal: 0.9309, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.5044, mAP: 0.1833, best_mAP: 0.4954 [2024-04-16 11:10:45 INFO]: Epoch [168][1/1] lr: 0.0005, eta: 0:03:50, time: 0.061, data_time: 0.376, memory: 2036, loss_cls: 0.5297, loss_sal: 0.1193, loss_video_cal: 0.0208, loss_layer_cal: 0.0105, loss: 0.6802, scale: 32768.0000 [2024-04-16 11:10:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_168.pth... [2024-04-16 11:10:46 INFO]: Validating... [2024-04-16 11:10:46 INFO]: Epoch (val) [168][1] loss_cls: 0.5779, loss_sal: 0.9722, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.5508, mAP: 0.2812, best_mAP: 0.4954 [2024-04-16 11:10:46 INFO]: Epoch [169][1/1] lr: 0.0005, eta: 0:03:49, time: 0.061, data_time: 0.388, memory: 2036, loss_cls: 0.5348, loss_sal: 0.2511, loss_video_cal: 0.0151, loss_layer_cal: 0.0182, loss: 0.8192, scale: 32768.0000 [2024-04-16 11:10:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_169.pth... [2024-04-16 11:10:46 INFO]: Validating... [2024-04-16 11:10:46 INFO]: Epoch (val) [169][1] loss_cls: 0.5868, loss_sal: 0.8165, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.4039, mAP: 0.3392, best_mAP: 0.4954 [2024-04-16 11:10:47 INFO]: Epoch [170][1/1] lr: 0.0005, eta: 0:03:48, time: 0.060, data_time: 0.379, memory: 2036, loss_cls: 0.5382, loss_sal: 0.1565, loss_video_cal: 0.0192, loss_layer_cal: 0.0125, loss: 0.7264, scale: 32768.0000 [2024-04-16 11:10:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_170.pth... [2024-04-16 11:10:47 INFO]: Validating... [2024-04-16 11:10:47 INFO]: Epoch (val) [170][1] loss_cls: 0.5885, loss_sal: 0.7001, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2893, mAP: 0.2889, best_mAP: 0.4954 [2024-04-16 11:10:48 INFO]: Epoch [171][1/1] lr: 0.0005, eta: 0:03:47, time: 0.061, data_time: 0.387, memory: 2036, loss_cls: 0.5361, loss_sal: 0.1406, loss_video_cal: 0.0127, loss_layer_cal: 0.0200, loss: 0.7094, scale: 32768.0000 [2024-04-16 11:10:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_171.pth... [2024-04-16 11:10:48 INFO]: Validating... [2024-04-16 11:10:48 INFO]: Epoch (val) [171][1] loss_cls: 0.5845, loss_sal: 0.6410, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2261, mAP: 0.2889, best_mAP: 0.4954 [2024-04-16 11:10:48 INFO]: Epoch [172][1/1] lr: 0.0005, eta: 0:03:47, time: 0.061, data_time: 0.376, memory: 2036, loss_cls: 0.5365, loss_sal: 0.2609, loss_video_cal: 0.0088, loss_layer_cal: 0.0206, loss: 0.8268, scale: 32768.0000 [2024-04-16 11:10:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_172.pth... [2024-04-16 11:10:48 INFO]: Validating... [2024-04-16 11:10:48 INFO]: Epoch (val) [172][1] loss_cls: 0.5810, loss_sal: 0.5473, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.1289, mAP: 0.1983, best_mAP: 0.4954 [2024-04-16 11:10:49 INFO]: Epoch [173][1/1] lr: 0.0005, eta: 0:03:46, time: 0.061, data_time: 0.377, memory: 2036, loss_cls: 0.5340, loss_sal: 0.1899, loss_video_cal: 0.0177, loss_layer_cal: 0.0136, loss: 0.7553, scale: 32768.0000 [2024-04-16 11:10:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_173.pth... [2024-04-16 11:10:49 INFO]: Validating... [2024-04-16 11:10:49 INFO]: Epoch (val) [173][1] loss_cls: 0.5752, loss_sal: 0.5011, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0768, mAP: 0.1983, best_mAP: 0.4954 [2024-04-16 11:10:50 INFO]: Epoch [174][1/1] lr: 0.0005, eta: 0:03:45, time: 0.061, data_time: 0.378, memory: 2036, loss_cls: 0.5310, loss_sal: 0.1577, loss_video_cal: 0.0161, loss_layer_cal: 0.0142, loss: 0.7190, scale: 32768.0000 [2024-04-16 11:10:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_174.pth... [2024-04-16 11:10:50 INFO]: Validating... [2024-04-16 11:10:50 INFO]: Epoch (val) [174][1] loss_cls: 0.5708, loss_sal: 0.4872, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0585, mAP: 0.1983, best_mAP: 0.4954 [2024-04-16 11:10:50 INFO]: Epoch [175][1/1] lr: 0.0005, eta: 0:03:44, time: 0.061, data_time: 0.375, memory: 2036, loss_cls: 0.5360, loss_sal: 0.2066, loss_video_cal: 0.0114, loss_layer_cal: 0.0260, loss: 0.7800, scale: 32768.0000 [2024-04-16 11:10:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_175.pth... [2024-04-16 11:10:50 INFO]: Validating... [2024-04-16 11:10:50 INFO]: Epoch (val) [175][1] loss_cls: 0.5703, loss_sal: 0.4837, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0545, mAP: 0.1983, best_mAP: 0.4954 [2024-04-16 11:10:51 INFO]: Epoch [176][1/1] lr: 0.0005, eta: 0:03:44, time: 0.060, data_time: 0.376, memory: 2036, loss_cls: 0.5317, loss_sal: 0.2157, loss_video_cal: 0.0242, loss_layer_cal: 0.0250, loss: 0.7966, scale: 32768.0000 [2024-04-16 11:10:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_176.pth... [2024-04-16 11:10:51 INFO]: Validating... [2024-04-16 11:10:51 INFO]: Epoch (val) [176][1] loss_cls: 0.5709, loss_sal: 0.4917, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0630, mAP: 0.1983, best_mAP: 0.4954 [2024-04-16 11:10:52 INFO]: Epoch [177][1/1] lr: 0.0005, eta: 0:03:43, time: 0.062, data_time: 0.380, memory: 2036, loss_cls: 0.5367, loss_sal: 0.1559, loss_video_cal: 0.0126, loss_layer_cal: 0.0171, loss: 0.7224, scale: 32768.0000 [2024-04-16 11:10:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_177.pth... [2024-04-16 11:10:52 INFO]: Validating... [2024-04-16 11:10:52 INFO]: Epoch (val) [177][1] loss_cls: 0.5709, loss_sal: 0.5157, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0871, mAP: 0.2219, best_mAP: 0.4954 [2024-04-16 11:10:52 INFO]: Epoch [178][1/1] lr: 0.0005, eta: 0:03:42, time: 0.062, data_time: 0.381, memory: 2036, loss_cls: 0.5393, loss_sal: 0.2183, loss_video_cal: 0.0217, loss_layer_cal: 0.0115, loss: 0.7909, scale: 32768.0000 [2024-04-16 11:10:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_178.pth... [2024-04-16 11:10:52 INFO]: Validating... [2024-04-16 11:10:52 INFO]: Epoch (val) [178][1] loss_cls: 0.5705, loss_sal: 0.5517, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1226, mAP: 0.2299, best_mAP: 0.4954 [2024-04-16 11:10:53 INFO]: Epoch [179][1/1] lr: 0.0005, eta: 0:03:42, time: 0.060, data_time: 0.382, memory: 2036, loss_cls: 0.5348, loss_sal: 0.1261, loss_video_cal: 0.0205, loss_layer_cal: 0.0206, loss: 0.7020, scale: 32768.0000 [2024-04-16 11:10:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_179.pth... [2024-04-16 11:10:53 INFO]: Validating... [2024-04-16 11:10:53 INFO]: Epoch (val) [179][1] loss_cls: 0.5700, loss_sal: 0.6008, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1711, mAP: 0.2219, best_mAP: 0.4954 [2024-04-16 11:10:54 INFO]: Epoch [180][1/1] lr: 0.0005, eta: 0:03:41, time: 0.061, data_time: 0.377, memory: 2036, loss_cls: 0.5318, loss_sal: 0.1065, loss_video_cal: 0.0088, loss_layer_cal: 0.0146, loss: 0.6617, scale: 32768.0000 [2024-04-16 11:10:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_180.pth... [2024-04-16 11:10:54 INFO]: Validating... [2024-04-16 11:10:54 INFO]: Epoch (val) [180][1] loss_cls: 0.5703, loss_sal: 0.6548, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.2255, mAP: 0.2219, best_mAP: 0.4954 [2024-04-16 11:10:54 INFO]: Epoch [181][1/1] lr: 0.0005, eta: 0:03:40, time: 0.062, data_time: 0.380, memory: 2036, loss_cls: 0.5332, loss_sal: 0.2751, loss_video_cal: 0.0180, loss_layer_cal: 0.0157, loss: 0.8421, scale: 32768.0000 [2024-04-16 11:10:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_181.pth... [2024-04-16 11:10:54 INFO]: Validating... [2024-04-16 11:10:54 INFO]: Epoch (val) [181][1] loss_cls: 0.5725, loss_sal: 0.7269, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.2998, mAP: 0.2219, best_mAP: 0.4954 [2024-04-16 11:10:55 INFO]: Epoch [182][1/1] lr: 0.0005, eta: 0:03:39, time: 0.062, data_time: 0.381, memory: 2036, loss_cls: 0.5348, loss_sal: 0.1734, loss_video_cal: 0.0162, loss_layer_cal: 0.0155, loss: 0.7399, scale: 32768.0000 [2024-04-16 11:10:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_182.pth... [2024-04-16 11:10:55 INFO]: Validating... [2024-04-16 11:10:55 INFO]: Epoch (val) [182][1] loss_cls: 0.5758, loss_sal: 0.7874, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.3635, mAP: 0.1983, best_mAP: 0.4954 [2024-04-16 11:10:56 INFO]: Epoch [183][1/1] lr: 0.0005, eta: 0:03:39, time: 0.062, data_time: 0.381, memory: 2036, loss_cls: 0.5345, loss_sal: 0.1851, loss_video_cal: 0.0156, loss_layer_cal: 0.0155, loss: 0.7506, scale: 32768.0000 [2024-04-16 11:10:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_183.pth... [2024-04-16 11:10:56 INFO]: Validating... [2024-04-16 11:10:56 INFO]: Epoch (val) [183][1] loss_cls: 0.5782, loss_sal: 0.8354, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.4139, mAP: 0.1983, best_mAP: 0.4954 [2024-04-16 11:10:56 INFO]: Epoch [184][1/1] lr: 0.0005, eta: 0:03:38, time: 0.061, data_time: 0.384, memory: 2036, loss_cls: 0.5351, loss_sal: 0.0837, loss_video_cal: 0.0070, loss_layer_cal: 0.0107, loss: 0.6366, scale: 32768.0000 [2024-04-16 11:10:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_184.pth... [2024-04-16 11:10:56 INFO]: Validating... [2024-04-16 11:10:57 INFO]: Epoch (val) [184][1] loss_cls: 0.5775, loss_sal: 0.8655, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.4433, mAP: 0.1824, best_mAP: 0.4954 [2024-04-16 11:10:57 INFO]: Epoch [185][1/1] lr: 0.0005, eta: 0:03:37, time: 0.061, data_time: 0.377, memory: 2036, loss_cls: 0.5362, loss_sal: 0.2490, loss_video_cal: 0.0104, loss_layer_cal: 0.0136, loss: 0.8092, scale: 32768.0000 [2024-04-16 11:10:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_185.pth... [2024-04-16 11:10:57 INFO]: Validating... [2024-04-16 11:10:57 INFO]: Epoch (val) [185][1] loss_cls: 0.5756, loss_sal: 0.8858, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.4617, mAP: 0.1437, best_mAP: 0.4954 [2024-04-16 11:10:58 INFO]: Epoch [186][1/1] lr: 0.0005, eta: 0:03:37, time: 0.060, data_time: 0.377, memory: 2036, loss_cls: 0.5323, loss_sal: 0.4067, loss_video_cal: 0.0117, loss_layer_cal: 0.0131, loss: 0.9639, scale: 32768.0000 [2024-04-16 11:10:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_186.pth... [2024-04-16 11:10:58 INFO]: Validating... [2024-04-16 11:10:58 INFO]: Epoch (val) [186][1] loss_cls: 0.5745, loss_sal: 0.8738, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.4485, mAP: 0.1437, best_mAP: 0.4954 [2024-04-16 11:10:58 INFO]: Epoch [187][1/1] lr: 0.0005, eta: 0:03:36, time: 0.062, data_time: 0.380, memory: 2036, loss_cls: 0.5342, loss_sal: 0.1832, loss_video_cal: 0.0178, loss_layer_cal: 0.0109, loss: 0.7460, scale: 32768.0000 [2024-04-16 11:10:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_187.pth... [2024-04-16 11:10:58 INFO]: Validating... [2024-04-16 11:10:59 INFO]: Epoch (val) [187][1] loss_cls: 0.5729, loss_sal: 0.8646, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4378, mAP: 0.1733, best_mAP: 0.4954 [2024-04-16 11:10:59 INFO]: Epoch [188][1/1] lr: 0.0005, eta: 0:03:35, time: 0.062, data_time: 0.380, memory: 2036, loss_cls: 0.5308, loss_sal: 0.0996, loss_video_cal: 0.0084, loss_layer_cal: 0.0118, loss: 0.6506, scale: 32768.0000 [2024-04-16 11:10:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_188.pth... [2024-04-16 11:10:59 INFO]: Validating... [2024-04-16 11:10:59 INFO]: Epoch (val) [188][1] loss_cls: 0.5722, loss_sal: 0.8686, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4410, mAP: 0.1733, best_mAP: 0.4954 [2024-04-16 11:11:00 INFO]: Epoch [189][1/1] lr: 0.0005, eta: 0:03:34, time: 0.060, data_time: 0.379, memory: 2036, loss_cls: 0.5310, loss_sal: 0.0950, loss_video_cal: 0.0130, loss_layer_cal: 0.0133, loss: 0.6523, scale: 32768.0000 [2024-04-16 11:11:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_189.pth... [2024-04-16 11:11:00 INFO]: Validating... [2024-04-16 11:11:00 INFO]: Epoch (val) [189][1] loss_cls: 0.5722, loss_sal: 0.8797, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4521, mAP: 0.1733, best_mAP: 0.4954 [2024-04-16 11:11:00 INFO]: Epoch [190][1/1] lr: 0.0005, eta: 0:03:34, time: 0.062, data_time: 0.385, memory: 2036, loss_cls: 0.5312, loss_sal: 0.1867, loss_video_cal: 0.0103, loss_layer_cal: 0.0165, loss: 0.7447, scale: 32768.0000 [2024-04-16 11:11:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_190.pth... [2024-04-16 11:11:00 INFO]: Validating... [2024-04-16 11:11:01 INFO]: Epoch (val) [190][1] loss_cls: 0.5735, loss_sal: 0.8924, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4661, mAP: 0.1437, best_mAP: 0.4954 [2024-04-16 11:11:01 INFO]: Epoch [191][1/1] lr: 0.0005, eta: 0:03:33, time: 0.062, data_time: 0.386, memory: 2036, loss_cls: 0.5315, loss_sal: 0.1187, loss_video_cal: 0.0082, loss_layer_cal: 0.0105, loss: 0.6689, scale: 32768.0000 [2024-04-16 11:11:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_191.pth... [2024-04-16 11:11:01 INFO]: Validating... [2024-04-16 11:11:01 INFO]: Epoch (val) [191][1] loss_cls: 0.5744, loss_sal: 0.8863, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4609, mAP: 0.1858, best_mAP: 0.4954 [2024-04-16 11:11:02 INFO]: Epoch [192][1/1] lr: 0.0005, eta: 0:03:32, time: 0.061, data_time: 0.377, memory: 2036, loss_cls: 0.5315, loss_sal: 0.1015, loss_video_cal: 0.0099, loss_layer_cal: 0.0095, loss: 0.6524, scale: 32768.0000 [2024-04-16 11:11:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_192.pth... [2024-04-16 11:11:02 INFO]: Validating... [2024-04-16 11:11:02 INFO]: Epoch (val) [192][1] loss_cls: 0.5749, loss_sal: 0.8823, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4574, mAP: 0.1892, best_mAP: 0.4954 [2024-04-16 11:11:02 INFO]: Epoch [193][1/1] lr: 0.0005, eta: 0:03:32, time: 0.062, data_time: 0.381, memory: 2036, loss_cls: 0.5336, loss_sal: 0.1126, loss_video_cal: 0.0052, loss_layer_cal: 0.0139, loss: 0.6654, scale: 32768.0000 [2024-04-16 11:11:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_193.pth... [2024-04-16 11:11:02 INFO]: Validating... [2024-04-16 11:11:03 INFO]: Epoch (val) [193][1] loss_cls: 0.5747, loss_sal: 0.8591, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4341, mAP: 0.1892, best_mAP: 0.4954 [2024-04-16 11:11:03 INFO]: Epoch [194][1/1] lr: 0.0005, eta: 0:03:31, time: 0.061, data_time: 0.381, memory: 2036, loss_cls: 0.5316, loss_sal: 0.2336, loss_video_cal: 0.0083, loss_layer_cal: 0.0097, loss: 0.7833, scale: 32768.0000 [2024-04-16 11:11:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_194.pth... [2024-04-16 11:11:03 INFO]: Validating... [2024-04-16 11:11:03 INFO]: Epoch (val) [194][1] loss_cls: 0.5741, loss_sal: 0.8328, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4071, mAP: 0.1892, best_mAP: 0.4954 [2024-04-16 11:11:04 INFO]: Epoch [195][1/1] lr: 0.0005, eta: 0:03:30, time: 0.061, data_time: 0.376, memory: 2036, loss_cls: 0.5305, loss_sal: 0.2390, loss_video_cal: 0.0100, loss_layer_cal: 0.0186, loss: 0.7980, scale: 32768.0000 [2024-04-16 11:11:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_195.pth... [2024-04-16 11:11:04 INFO]: Validating... [2024-04-16 11:11:04 INFO]: Epoch (val) [195][1] loss_cls: 0.5748, loss_sal: 0.7746, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3496, mAP: 0.1892, best_mAP: 0.4954 [2024-04-16 11:11:04 INFO]: Epoch [196][1/1] lr: 0.0005, eta: 0:03:29, time: 0.062, data_time: 0.380, memory: 2036, loss_cls: 0.5322, loss_sal: 0.1453, loss_video_cal: 0.0124, loss_layer_cal: 0.0052, loss: 0.6950, scale: 32768.0000 [2024-04-16 11:11:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_196.pth... [2024-04-16 11:11:05 INFO]: Validating... [2024-04-16 11:11:05 INFO]: Epoch (val) [196][1] loss_cls: 0.5745, loss_sal: 0.7282, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3029, mAP: 0.1858, best_mAP: 0.4954 [2024-04-16 11:11:05 INFO]: Epoch [197][1/1] lr: 0.0005, eta: 0:03:29, time: 0.061, data_time: 0.376, memory: 2036, loss_cls: 0.5311, loss_sal: 0.2307, loss_video_cal: 0.0101, loss_layer_cal: 0.0103, loss: 0.7822, scale: 32768.0000 [2024-04-16 11:11:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_197.pth... [2024-04-16 11:11:05 INFO]: Validating... [2024-04-16 11:11:05 INFO]: Epoch (val) [197][1] loss_cls: 0.5734, loss_sal: 0.6627, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2363, mAP: 0.1494, best_mAP: 0.4954 [2024-04-16 11:11:06 INFO]: Epoch [198][1/1] lr: 0.0005, eta: 0:03:28, time: 0.060, data_time: 0.382, memory: 2036, loss_cls: 0.5306, loss_sal: 0.1462, loss_video_cal: 0.0074, loss_layer_cal: 0.0068, loss: 0.6911, scale: 32768.0000 [2024-04-16 11:11:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_198.pth... [2024-04-16 11:11:06 INFO]: Validating... [2024-04-16 11:11:06 INFO]: Epoch (val) [198][1] loss_cls: 0.5727, loss_sal: 0.6166, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1894, mAP: 0.1494, best_mAP: 0.4954 [2024-04-16 11:11:06 INFO]: Epoch [199][1/1] lr: 0.0005, eta: 0:03:27, time: 0.060, data_time: 0.377, memory: 2036, loss_cls: 0.5305, loss_sal: 0.1364, loss_video_cal: 0.0085, loss_layer_cal: 0.0095, loss: 0.6850, scale: 32768.0000 [2024-04-16 11:11:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_199.pth... [2024-04-16 11:11:07 INFO]: Validating... [2024-04-16 11:11:07 INFO]: Epoch (val) [199][1] loss_cls: 0.5730, loss_sal: 0.5836, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1568, mAP: 0.1494, best_mAP: 0.4954 [2024-04-16 11:11:07 INFO]: Epoch [200][1/1] lr: 0.0005, eta: 0:03:27, time: 0.062, data_time: 0.380, memory: 2036, loss_cls: 0.5304, loss_sal: 0.0861, loss_video_cal: 0.0080, loss_layer_cal: 0.0093, loss: 0.6337, scale: 32768.0000 [2024-04-16 11:11:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_200.pth... [2024-04-16 11:11:07 INFO]: Validating... [2024-04-16 11:11:07 INFO]: Epoch (val) [200][1] loss_cls: 0.5737, loss_sal: 0.5617, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1355, mAP: 0.1870, best_mAP: 0.4954 [2024-04-16 11:11:08 INFO]: Epoch [201][1/1] lr: 0.0005, eta: 0:03:26, time: 0.060, data_time: 0.383, memory: 2036, loss_cls: 0.5293, loss_sal: 0.1843, loss_video_cal: 0.0072, loss_layer_cal: 0.0191, loss: 0.7399, scale: 32768.0000 [2024-04-16 11:11:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_201.pth... [2024-04-16 11:11:08 INFO]: Validating... [2024-04-16 11:11:08 INFO]: Epoch (val) [201][1] loss_cls: 0.5751, loss_sal: 0.5536, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1289, mAP: 0.1780, best_mAP: 0.4954 [2024-04-16 11:11:08 INFO]: Epoch [202][1/1] lr: 0.0005, eta: 0:03:25, time: 0.061, data_time: 0.378, memory: 2036, loss_cls: 0.5291, loss_sal: 0.1710, loss_video_cal: 0.0179, loss_layer_cal: 0.0079, loss: 0.7259, scale: 32768.0000 [2024-04-16 11:11:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_202.pth... [2024-04-16 11:11:09 INFO]: Validating... [2024-04-16 11:11:09 INFO]: Epoch (val) [202][1] loss_cls: 0.5772, loss_sal: 0.5866, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1641, mAP: 0.1637, best_mAP: 0.4954 [2024-04-16 11:11:09 INFO]: Epoch [203][1/1] lr: 0.0005, eta: 0:03:24, time: 0.060, data_time: 0.378, memory: 2036, loss_cls: 0.5298, loss_sal: 0.1337, loss_video_cal: 0.0163, loss_layer_cal: 0.0106, loss: 0.6903, scale: 32768.0000 [2024-04-16 11:11:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_203.pth... [2024-04-16 11:11:09 INFO]: Validating... [2024-04-16 11:11:09 INFO]: Epoch (val) [203][1] loss_cls: 0.5790, loss_sal: 0.6471, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2263, mAP: 0.1344, best_mAP: 0.4954 [2024-04-16 11:11:10 INFO]: Epoch [204][1/1] lr: 0.0005, eta: 0:03:24, time: 0.060, data_time: 0.379, memory: 2036, loss_cls: 0.5291, loss_sal: 0.2468, loss_video_cal: 0.0091, loss_layer_cal: 0.0095, loss: 0.7945, scale: 32768.0000 [2024-04-16 11:11:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_204.pth... [2024-04-16 11:11:10 INFO]: Validating... [2024-04-16 11:11:10 INFO]: Epoch (val) [204][1] loss_cls: 0.5794, loss_sal: 0.6867, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2664, mAP: 0.1344, best_mAP: 0.4954 [2024-04-16 11:11:11 INFO]: Epoch [205][1/1] lr: 0.0005, eta: 0:03:23, time: 0.060, data_time: 0.379, memory: 2036, loss_cls: 0.5278, loss_sal: 0.2365, loss_video_cal: 0.0068, loss_layer_cal: 0.0101, loss: 0.7812, scale: 32768.0000 [2024-04-16 11:11:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_205.pth... [2024-04-16 11:11:11 INFO]: Validating... [2024-04-16 11:11:11 INFO]: Epoch (val) [205][1] loss_cls: 0.5809, loss_sal: 0.7451, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3262, mAP: 0.2515, best_mAP: 0.4954 [2024-04-16 11:11:11 INFO]: Epoch [206][1/1] lr: 0.0005, eta: 0:03:22, time: 0.062, data_time: 0.381, memory: 2036, loss_cls: 0.5276, loss_sal: 0.1886, loss_video_cal: 0.0110, loss_layer_cal: 0.0127, loss: 0.7398, scale: 32768.0000 [2024-04-16 11:11:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_206.pth... [2024-04-16 11:11:11 INFO]: Validating... [2024-04-16 11:11:11 INFO]: Epoch (val) [206][1] loss_cls: 0.5799, loss_sal: 0.7972, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3774, mAP: 0.2741, best_mAP: 0.4954 [2024-04-16 11:11:12 INFO]: Epoch [207][1/1] lr: 0.0005, eta: 0:03:22, time: 0.061, data_time: 0.374, memory: 2036, loss_cls: 0.5272, loss_sal: 0.0936, loss_video_cal: 0.0179, loss_layer_cal: 0.0064, loss: 0.6451, scale: 32768.0000 [2024-04-16 11:11:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_207.pth... [2024-04-16 11:11:12 INFO]: Validating... [2024-04-16 11:11:12 INFO]: Epoch (val) [207][1] loss_cls: 0.5783, loss_sal: 0.8347, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4133, mAP: 0.3208, best_mAP: 0.4954 [2024-04-16 11:11:13 INFO]: Epoch [208][1/1] lr: 0.0005, eta: 0:03:21, time: 0.061, data_time: 0.376, memory: 2036, loss_cls: 0.5278, loss_sal: 0.1939, loss_video_cal: 0.0088, loss_layer_cal: 0.0093, loss: 0.7397, scale: 32768.0000 [2024-04-16 11:11:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_208.pth... [2024-04-16 11:11:13 INFO]: Validating... [2024-04-16 11:11:13 INFO]: Epoch (val) [208][1] loss_cls: 0.5766, loss_sal: 0.8594, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4362, mAP: 0.5091, best_mAP: 0.5091 [2024-04-16 11:11:13 INFO]: Epoch [209][1/1] lr: 0.0005, eta: 0:03:20, time: 0.061, data_time: 0.377, memory: 2036, loss_cls: 0.5321, loss_sal: 0.3479, loss_video_cal: 0.0094, loss_layer_cal: 0.0077, loss: 0.8971, scale: 32768.0000 [2024-04-16 11:11:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_209.pth... [2024-04-16 11:11:13 INFO]: Validating... [2024-04-16 11:11:13 INFO]: Epoch (val) [209][1] loss_cls: 0.5761, loss_sal: 0.9066, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4829, mAP: 0.4269, best_mAP: 0.5091 [2024-04-16 11:11:14 INFO]: Epoch [210][1/1] lr: 0.0005, eta: 0:03:19, time: 0.060, data_time: 0.379, memory: 2036, loss_cls: 0.5363, loss_sal: 0.2433, loss_video_cal: 0.0077, loss_layer_cal: 0.0074, loss: 0.7948, scale: 32768.0000 [2024-04-16 11:11:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_210.pth... [2024-04-16 11:11:14 INFO]: Validating... [2024-04-16 11:11:14 INFO]: Epoch (val) [210][1] loss_cls: 0.5786, loss_sal: 0.9448, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5236, mAP: 0.3928, best_mAP: 0.5091 [2024-04-16 11:11:15 INFO]: Epoch [211][1/1] lr: 0.0005, eta: 0:03:19, time: 0.061, data_time: 0.375, memory: 2036, loss_cls: 0.5342, loss_sal: 0.1543, loss_video_cal: 0.0067, loss_layer_cal: 0.0082, loss: 0.7034, scale: 32768.0000 [2024-04-16 11:11:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_211.pth... [2024-04-16 11:11:15 INFO]: Validating... [2024-04-16 11:11:15 INFO]: Epoch (val) [211][1] loss_cls: 0.5805, loss_sal: 0.9748, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5555, mAP: 0.2660, best_mAP: 0.5091 [2024-04-16 11:11:15 INFO]: Epoch [212][1/1] lr: 0.0005, eta: 0:03:18, time: 0.060, data_time: 0.375, memory: 2036, loss_cls: 0.5398, loss_sal: 0.1803, loss_video_cal: 0.0161, loss_layer_cal: 0.0085, loss: 0.7446, scale: 32768.0000 [2024-04-16 11:11:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_212.pth... [2024-04-16 11:11:15 INFO]: Validating... [2024-04-16 11:11:15 INFO]: Epoch (val) [212][1] loss_cls: 0.5823, loss_sal: 1.0283, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.6108, mAP: 0.2660, best_mAP: 0.5091 [2024-04-16 11:11:16 INFO]: Epoch [213][1/1] lr: 0.0005, eta: 0:03:17, time: 0.062, data_time: 0.381, memory: 2036, loss_cls: 0.5372, loss_sal: 0.1850, loss_video_cal: 0.0101, loss_layer_cal: 0.0162, loss: 0.7485, scale: 32768.0000 [2024-04-16 11:11:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_213.pth... [2024-04-16 11:11:16 INFO]: Validating... [2024-04-16 11:11:16 INFO]: Epoch (val) [213][1] loss_cls: 0.5835, loss_sal: 1.0540, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6377, mAP: 0.2571, best_mAP: 0.5091 [2024-04-16 11:11:17 INFO]: Epoch [214][1/1] lr: 0.0005, eta: 0:03:17, time: 0.061, data_time: 0.381, memory: 2036, loss_cls: 0.5364, loss_sal: 0.2516, loss_video_cal: 0.0086, loss_layer_cal: 0.0077, loss: 0.8043, scale: 32768.0000 [2024-04-16 11:11:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_214.pth... [2024-04-16 11:11:17 INFO]: Validating... [2024-04-16 11:11:17 INFO]: Epoch (val) [214][1] loss_cls: 0.5823, loss_sal: 1.0827, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6652, mAP: 0.2447, best_mAP: 0.5091 [2024-04-16 11:11:17 INFO]: Epoch [215][1/1] lr: 0.0005, eta: 0:03:16, time: 0.060, data_time: 0.384, memory: 2036, loss_cls: 0.5388, loss_sal: 0.1648, loss_video_cal: 0.0137, loss_layer_cal: 0.0058, loss: 0.7231, scale: 32768.0000 [2024-04-16 11:11:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_215.pth... [2024-04-16 11:11:17 INFO]: Validating... [2024-04-16 11:11:18 INFO]: Epoch (val) [215][1] loss_cls: 0.5806, loss_sal: 1.0892, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6700, mAP: 0.2447, best_mAP: 0.5091 [2024-04-16 11:11:18 INFO]: Epoch [216][1/1] lr: 0.0005, eta: 0:03:15, time: 0.061, data_time: 0.382, memory: 2036, loss_cls: 0.5377, loss_sal: 0.2106, loss_video_cal: 0.0062, loss_layer_cal: 0.0101, loss: 0.7646, scale: 32768.0000 [2024-04-16 11:11:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_216.pth... [2024-04-16 11:11:18 INFO]: Validating... [2024-04-16 11:11:18 INFO]: Epoch (val) [216][1] loss_cls: 0.5783, loss_sal: 1.0509, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6293, mAP: 0.2358, best_mAP: 0.5091 [2024-04-16 11:11:19 INFO]: Epoch [217][1/1] lr: 0.0005, eta: 0:03:15, time: 0.061, data_time: 0.381, memory: 2036, loss_cls: 0.5325, loss_sal: 0.1749, loss_video_cal: 0.0133, loss_layer_cal: 0.0161, loss: 0.7369, scale: 32768.0000 [2024-04-16 11:11:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_217.pth... [2024-04-16 11:11:19 INFO]: Validating... [2024-04-16 11:11:19 INFO]: Epoch (val) [217][1] loss_cls: 0.5752, loss_sal: 1.0139, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5893, mAP: 0.2026, best_mAP: 0.5091 [2024-04-16 11:11:19 INFO]: Epoch [218][1/1] lr: 0.0005, eta: 0:03:14, time: 0.061, data_time: 0.383, memory: 2036, loss_cls: 0.5321, loss_sal: 0.1196, loss_video_cal: 0.0088, loss_layer_cal: 0.0114, loss: 0.6719, scale: 32768.0000 [2024-04-16 11:11:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_218.pth... [2024-04-16 11:11:19 INFO]: Validating... [2024-04-16 11:11:20 INFO]: Epoch (val) [218][1] loss_cls: 0.5733, loss_sal: 0.9912, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5647, mAP: 0.1830, best_mAP: 0.5091 [2024-04-16 11:11:20 INFO]: Epoch [219][1/1] lr: 0.0005, eta: 0:03:13, time: 0.059, data_time: 0.385, memory: 2036, loss_cls: 0.5332, loss_sal: 0.1312, loss_video_cal: 0.0071, loss_layer_cal: 0.0115, loss: 0.6830, scale: 32768.0000 [2024-04-16 11:11:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_219.pth... [2024-04-16 11:11:20 INFO]: Validating... [2024-04-16 11:11:20 INFO]: Epoch (val) [219][1] loss_cls: 0.5725, loss_sal: 0.9877, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5603, mAP: 0.1830, best_mAP: 0.5091 [2024-04-16 11:11:21 INFO]: Epoch [220][1/1] lr: 0.0005, eta: 0:03:12, time: 0.059, data_time: 0.383, memory: 2036, loss_cls: 0.5306, loss_sal: 0.0960, loss_video_cal: 0.0116, loss_layer_cal: 0.0048, loss: 0.6430, scale: 32768.0000 [2024-04-16 11:11:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_220.pth... [2024-04-16 11:11:21 INFO]: Validating... [2024-04-16 11:11:21 INFO]: Epoch (val) [220][1] loss_cls: 0.5729, loss_sal: 1.0082, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5812, mAP: 0.1808, best_mAP: 0.5091 [2024-04-16 11:11:21 INFO]: Epoch [221][1/1] lr: 0.0005, eta: 0:03:12, time: 0.060, data_time: 0.382, memory: 2036, loss_cls: 0.5343, loss_sal: 0.1706, loss_video_cal: 0.0118, loss_layer_cal: 0.0082, loss: 0.7248, scale: 32768.0000 [2024-04-16 11:11:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_221.pth... [2024-04-16 11:11:21 INFO]: Validating... [2024-04-16 11:11:22 INFO]: Epoch (val) [221][1] loss_cls: 0.5736, loss_sal: 1.0143, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5881, mAP: 0.1808, best_mAP: 0.5091 [2024-04-16 11:11:22 INFO]: Epoch [222][1/1] lr: 0.0005, eta: 0:03:11, time: 0.060, data_time: 0.377, memory: 2036, loss_cls: 0.5360, loss_sal: 0.0862, loss_video_cal: 0.0080, loss_layer_cal: 0.0052, loss: 0.6354, scale: 32768.0000 [2024-04-16 11:11:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_222.pth... [2024-04-16 11:11:22 INFO]: Validating... [2024-04-16 11:11:22 INFO]: Epoch (val) [222][1] loss_cls: 0.5745, loss_sal: 1.0011, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5758, mAP: 0.1830, best_mAP: 0.5091 [2024-04-16 11:11:23 INFO]: Epoch [223][1/1] lr: 0.0005, eta: 0:03:10, time: 0.062, data_time: 0.380, memory: 2036, loss_cls: 0.5317, loss_sal: 0.0901, loss_video_cal: 0.0090, loss_layer_cal: 0.0101, loss: 0.6409, scale: 32768.0000 [2024-04-16 11:11:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_223.pth... [2024-04-16 11:11:23 INFO]: Validating... [2024-04-16 11:11:23 INFO]: Epoch (val) [223][1] loss_cls: 0.5761, loss_sal: 0.9735, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5498, mAP: 0.2358, best_mAP: 0.5091 [2024-04-16 11:11:23 INFO]: Epoch [224][1/1] lr: 0.0005, eta: 0:03:10, time: 0.062, data_time: 0.378, memory: 2036, loss_cls: 0.5308, loss_sal: 0.0767, loss_video_cal: 0.0070, loss_layer_cal: 0.0043, loss: 0.6188, scale: 32768.0000 [2024-04-16 11:11:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_224.pth... [2024-04-16 11:11:23 INFO]: Validating... [2024-04-16 11:11:24 INFO]: Epoch (val) [224][1] loss_cls: 0.5782, loss_sal: 0.9537, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5321, mAP: 0.3415, best_mAP: 0.5091 [2024-04-16 11:11:24 INFO]: Epoch [225][1/1] lr: 0.0005, eta: 0:03:09, time: 0.061, data_time: 0.380, memory: 2036, loss_cls: 0.5313, loss_sal: 0.2199, loss_video_cal: 0.0049, loss_layer_cal: 0.0101, loss: 0.7662, scale: 32768.0000 [2024-04-16 11:11:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_225.pth... [2024-04-16 11:11:24 INFO]: Validating... [2024-04-16 11:11:24 INFO]: Epoch (val) [225][1] loss_cls: 0.5834, loss_sal: 0.9062, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4898, mAP: 0.4099, best_mAP: 0.5091 [2024-04-16 11:11:25 INFO]: Epoch [226][1/1] lr: 0.0005, eta: 0:03:08, time: 0.060, data_time: 0.377, memory: 2036, loss_cls: 0.5290, loss_sal: 0.1197, loss_video_cal: 0.0127, loss_layer_cal: 0.0073, loss: 0.6687, scale: 32768.0000 [2024-04-16 11:11:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_226.pth... [2024-04-16 11:11:25 INFO]: Validating... [2024-04-16 11:11:25 INFO]: Epoch (val) [226][1] loss_cls: 0.5896, loss_sal: 0.8714, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4612, mAP: 0.6812, best_mAP: 0.6812 [2024-04-16 11:11:25 INFO]: Epoch [227][1/1] lr: 0.0005, eta: 0:03:08, time: 0.061, data_time: 0.374, memory: 2036, loss_cls: 0.5317, loss_sal: 0.2580, loss_video_cal: 0.0112, loss_layer_cal: 0.0071, loss: 0.8080, scale: 32768.0000 [2024-04-16 11:11:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_227.pth... [2024-04-16 11:11:25 INFO]: Validating... [2024-04-16 11:11:26 INFO]: Epoch (val) [227][1] loss_cls: 0.5937, loss_sal: 0.8645, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4583, mAP: 0.7499, best_mAP: 0.7499 [2024-04-16 11:11:26 INFO]: Epoch [228][1/1] lr: 0.0005, eta: 0:03:07, time: 0.060, data_time: 0.377, memory: 2036, loss_cls: 0.5374, loss_sal: 0.2898, loss_video_cal: 0.0177, loss_layer_cal: 0.0112, loss: 0.8561, scale: 32768.0000 [2024-04-16 11:11:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_228.pth... [2024-04-16 11:11:26 INFO]: Validating... [2024-04-16 11:11:26 INFO]: Epoch (val) [228][1] loss_cls: 0.5908, loss_sal: 0.9024, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4933, mAP: 0.7417, best_mAP: 0.7499 [2024-04-16 11:11:27 INFO]: Epoch [229][1/1] lr: 0.0005, eta: 0:03:06, time: 0.060, data_time: 0.378, memory: 2036, loss_cls: 0.5322, loss_sal: 0.1021, loss_video_cal: 0.0045, loss_layer_cal: 0.0097, loss: 0.6485, scale: 32768.0000 [2024-04-16 11:11:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_229.pth... [2024-04-16 11:11:27 INFO]: Validating... [2024-04-16 11:11:27 INFO]: Epoch (val) [229][1] loss_cls: 0.5856, loss_sal: 0.9376, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5233, mAP: 0.6888, best_mAP: 0.7499 [2024-04-16 11:11:27 INFO]: Epoch [230][1/1] lr: 0.0005, eta: 0:03:05, time: 0.061, data_time: 0.375, memory: 2036, loss_cls: 0.5297, loss_sal: 0.0882, loss_video_cal: 0.0101, loss_layer_cal: 0.0089, loss: 0.6369, scale: 32768.0000 [2024-04-16 11:11:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_230.pth... [2024-04-16 11:11:27 INFO]: Validating... [2024-04-16 11:11:28 INFO]: Epoch (val) [230][1] loss_cls: 0.5812, loss_sal: 0.9651, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5465, mAP: 0.6662, best_mAP: 0.7499 [2024-04-16 11:11:28 INFO]: Epoch [231][1/1] lr: 0.0005, eta: 0:03:05, time: 0.060, data_time: 0.381, memory: 2036, loss_cls: 0.5314, loss_sal: 0.2009, loss_video_cal: 0.0061, loss_layer_cal: 0.0080, loss: 0.7465, scale: 32768.0000 [2024-04-16 11:11:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_231.pth... [2024-04-16 11:11:28 INFO]: Validating... [2024-04-16 11:11:28 INFO]: Epoch (val) [231][1] loss_cls: 0.5785, loss_sal: 1.0199, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5985, mAP: 0.6489, best_mAP: 0.7499 [2024-04-16 11:11:29 INFO]: Epoch [232][1/1] lr: 0.0005, eta: 0:03:04, time: 0.060, data_time: 0.377, memory: 2036, loss_cls: 0.5335, loss_sal: 0.2676, loss_video_cal: 0.0101, loss_layer_cal: 0.0059, loss: 0.8171, scale: 32768.0000 [2024-04-16 11:11:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_232.pth... [2024-04-16 11:11:29 INFO]: Validating... [2024-04-16 11:11:29 INFO]: Epoch (val) [232][1] loss_cls: 0.5785, loss_sal: 1.0493, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.6280, mAP: 0.6489, best_mAP: 0.7499 [2024-04-16 11:11:29 INFO]: Epoch [233][1/1] lr: 0.0005, eta: 0:03:03, time: 0.061, data_time: 0.380, memory: 2036, loss_cls: 0.5328, loss_sal: 0.1244, loss_video_cal: 0.0078, loss_layer_cal: 0.0133, loss: 0.6784, scale: 32768.0000 [2024-04-16 11:11:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_233.pth... [2024-04-16 11:11:29 INFO]: Validating... [2024-04-16 11:11:30 INFO]: Epoch (val) [233][1] loss_cls: 0.5795, loss_sal: 1.0738, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.6536, mAP: 0.6999, best_mAP: 0.7499 [2024-04-16 11:11:30 INFO]: Epoch [234][1/1] lr: 0.0005, eta: 0:03:03, time: 0.061, data_time: 0.379, memory: 2036, loss_cls: 0.5308, loss_sal: 0.1367, loss_video_cal: 0.0109, loss_layer_cal: 0.0060, loss: 0.6845, scale: 32768.0000 [2024-04-16 11:11:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_234.pth... [2024-04-16 11:11:30 INFO]: Validating... [2024-04-16 11:11:30 INFO]: Epoch (val) [234][1] loss_cls: 0.5812, loss_sal: 1.0952, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.6766, mAP: 0.4312, best_mAP: 0.7499 [2024-04-16 11:11:31 INFO]: Epoch [235][1/1] lr: 0.0005, eta: 0:03:02, time: 0.061, data_time: 0.379, memory: 2036, loss_cls: 0.5307, loss_sal: 0.1609, loss_video_cal: 0.0139, loss_layer_cal: 0.0133, loss: 0.7187, scale: 32768.0000 [2024-04-16 11:11:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_235.pth... [2024-04-16 11:11:31 INFO]: Validating... [2024-04-16 11:11:31 INFO]: Epoch (val) [235][1] loss_cls: 0.5821, loss_sal: 1.0787, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.6610, mAP: 0.3895, best_mAP: 0.7499 [2024-04-16 11:11:31 INFO]: Epoch [236][1/1] lr: 0.0005, eta: 0:03:01, time: 0.061, data_time: 0.377, memory: 2036, loss_cls: 0.5350, loss_sal: 0.2184, loss_video_cal: 0.0100, loss_layer_cal: 0.0104, loss: 0.7738, scale: 32768.0000 [2024-04-16 11:11:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_236.pth... [2024-04-16 11:11:32 INFO]: Validating... [2024-04-16 11:11:32 INFO]: Epoch (val) [236][1] loss_cls: 0.5840, loss_sal: 1.0023, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5866, mAP: 0.3158, best_mAP: 0.7499 [2024-04-16 11:11:32 INFO]: Epoch [237][1/1] lr: 0.0005, eta: 0:03:00, time: 0.062, data_time: 0.379, memory: 2036, loss_cls: 0.5319, loss_sal: 0.1176, loss_video_cal: 0.0088, loss_layer_cal: 0.0049, loss: 0.6632, scale: 32768.0000 [2024-04-16 11:11:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_237.pth... [2024-04-16 11:11:32 INFO]: Validating... [2024-04-16 11:11:32 INFO]: Epoch (val) [237][1] loss_cls: 0.5868, loss_sal: 0.8681, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.4552, mAP: 0.2851, best_mAP: 0.7499 [2024-04-16 11:11:33 INFO]: Epoch [238][1/1] lr: 0.0005, eta: 0:03:00, time: 0.061, data_time: 0.378, memory: 2036, loss_cls: 0.5300, loss_sal: 0.1104, loss_video_cal: 0.0107, loss_layer_cal: 0.0105, loss: 0.6617, scale: 32768.0000 [2024-04-16 11:11:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_238.pth... [2024-04-16 11:11:33 INFO]: Validating... [2024-04-16 11:11:33 INFO]: Epoch (val) [238][1] loss_cls: 0.5904, loss_sal: 0.7849, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.3756, mAP: 0.2851, best_mAP: 0.7499 [2024-04-16 11:11:33 INFO]: Epoch [239][1/1] lr: 0.0005, eta: 0:02:59, time: 0.061, data_time: 0.376, memory: 2036, loss_cls: 0.5319, loss_sal: 0.0415, loss_video_cal: 0.0107, loss_layer_cal: 0.0062, loss: 0.5903, scale: 32768.0000 [2024-04-16 11:11:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_239.pth... [2024-04-16 11:11:34 INFO]: Validating... [2024-04-16 11:11:34 INFO]: Epoch (val) [239][1] loss_cls: 0.5921, loss_sal: 0.6974, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2899, mAP: 0.2831, best_mAP: 0.7499 [2024-04-16 11:11:34 INFO]: Epoch [240][1/1] lr: 0.0005, eta: 0:02:58, time: 0.060, data_time: 0.378, memory: 2036, loss_cls: 0.5326, loss_sal: 0.2307, loss_video_cal: 0.0109, loss_layer_cal: 0.0078, loss: 0.7821, scale: 32768.0000 [2024-04-16 11:11:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_240.pth... [2024-04-16 11:11:34 INFO]: Validating... [2024-04-16 11:11:34 INFO]: Epoch (val) [240][1] loss_cls: 0.5920, loss_sal: 0.6255, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2178, mAP: 0.2831, best_mAP: 0.7499 [2024-04-16 11:11:35 INFO]: Epoch [241][1/1] lr: 0.0005, eta: 0:02:58, time: 0.061, data_time: 0.380, memory: 2036, loss_cls: 0.5317, loss_sal: 0.3325, loss_video_cal: 0.0127, loss_layer_cal: 0.0068, loss: 0.8838, scale: 32768.0000 [2024-04-16 11:11:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_241.pth... [2024-04-16 11:11:35 INFO]: Validating... [2024-04-16 11:11:35 INFO]: Epoch (val) [241][1] loss_cls: 0.5886, loss_sal: 0.6078, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1967, mAP: 0.2910, best_mAP: 0.7499 [2024-04-16 11:11:35 INFO]: Epoch [242][1/1] lr: 0.0005, eta: 0:02:57, time: 0.060, data_time: 0.383, memory: 2036, loss_cls: 0.5325, loss_sal: 0.2155, loss_video_cal: 0.0124, loss_layer_cal: 0.0036, loss: 0.7640, scale: 32768.0000 [2024-04-16 11:11:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_242.pth... [2024-04-16 11:11:36 INFO]: Validating... [2024-04-16 11:11:36 INFO]: Epoch (val) [242][1] loss_cls: 0.5861, loss_sal: 0.6485, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2349, mAP: 0.2991, best_mAP: 0.7499 [2024-04-16 11:11:36 INFO]: Epoch [243][1/1] lr: 0.0005, eta: 0:02:56, time: 0.061, data_time: 0.378, memory: 2036, loss_cls: 0.5300, loss_sal: 0.1889, loss_video_cal: 0.0095, loss_layer_cal: 0.0077, loss: 0.7361, scale: 32768.0000 [2024-04-16 11:11:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_243.pth... [2024-04-16 11:11:36 INFO]: Validating... [2024-04-16 11:11:36 INFO]: Epoch (val) [243][1] loss_cls: 0.5853, loss_sal: 0.6845, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2701, mAP: 0.2991, best_mAP: 0.7499 [2024-04-16 11:11:37 INFO]: Epoch [244][1/1] lr: 0.0005, eta: 0:02:55, time: 0.061, data_time: 0.379, memory: 2036, loss_cls: 0.5299, loss_sal: 0.1919, loss_video_cal: 0.0190, loss_layer_cal: 0.0090, loss: 0.7498, scale: 32768.0000 [2024-04-16 11:11:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_244.pth... [2024-04-16 11:11:37 INFO]: Validating... [2024-04-16 11:11:37 INFO]: Epoch (val) [244][1] loss_cls: 0.5861, loss_sal: 0.7167, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.3031, mAP: 0.3220, best_mAP: 0.7499 [2024-04-16 11:11:37 INFO]: Epoch [245][1/1] lr: 0.0005, eta: 0:02:55, time: 0.062, data_time: 0.381, memory: 2036, loss_cls: 0.5304, loss_sal: 0.0740, loss_video_cal: 0.0128, loss_layer_cal: 0.0057, loss: 0.6228, scale: 32768.0000 [2024-04-16 11:11:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_245.pth... [2024-04-16 11:11:38 INFO]: Validating... [2024-04-16 11:11:38 INFO]: Epoch (val) [245][1] loss_cls: 0.5856, loss_sal: 0.7346, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.3205, mAP: 0.3220, best_mAP: 0.7499 [2024-04-16 11:11:38 INFO]: Epoch [246][1/1] lr: 0.0005, eta: 0:02:54, time: 0.062, data_time: 0.382, memory: 2036, loss_cls: 0.5293, loss_sal: 0.1303, loss_video_cal: 0.0046, loss_layer_cal: 0.0078, loss: 0.6720, scale: 32768.0000 [2024-04-16 11:11:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_246.pth... [2024-04-16 11:11:38 INFO]: Validating... [2024-04-16 11:11:38 INFO]: Epoch (val) [246][1] loss_cls: 0.5835, loss_sal: 0.7440, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.3278, mAP: 0.3220, best_mAP: 0.7499 [2024-04-16 11:11:39 INFO]: Epoch [247][1/1] lr: 0.0005, eta: 0:02:53, time: 0.062, data_time: 0.382, memory: 2036, loss_cls: 0.5301, loss_sal: 0.1830, loss_video_cal: 0.0114, loss_layer_cal: 0.0119, loss: 0.7365, scale: 32768.0000 [2024-04-16 11:11:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_247.pth... [2024-04-16 11:11:39 INFO]: Validating... [2024-04-16 11:11:39 INFO]: Epoch (val) [247][1] loss_cls: 0.5823, loss_sal: 0.7486, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.3311, mAP: 0.3220, best_mAP: 0.7499 [2024-04-16 11:11:40 INFO]: Epoch [248][1/1] lr: 0.0005, eta: 0:02:53, time: 0.062, data_time: 0.379, memory: 2036, loss_cls: 0.5380, loss_sal: 0.1717, loss_video_cal: 0.0108, loss_layer_cal: 0.0064, loss: 0.7269, scale: 32768.0000 [2024-04-16 11:11:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_248.pth... [2024-04-16 11:11:40 INFO]: Validating... [2024-04-16 11:11:40 INFO]: Epoch (val) [248][1] loss_cls: 0.5838, loss_sal: 0.7280, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.3120, mAP: 0.3403, best_mAP: 0.7499 [2024-04-16 11:11:40 INFO]: Epoch [249][1/1] lr: 0.0005, eta: 0:02:52, time: 0.060, data_time: 0.383, memory: 2036, loss_cls: 0.5306, loss_sal: 0.1107, loss_video_cal: 0.0103, loss_layer_cal: 0.0048, loss: 0.6564, scale: 32768.0000 [2024-04-16 11:11:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_249.pth... [2024-04-16 11:11:40 INFO]: Validating... [2024-04-16 11:11:40 INFO]: Epoch (val) [249][1] loss_cls: 0.5851, loss_sal: 0.7041, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2894, mAP: 0.3031, best_mAP: 0.7499 [2024-04-16 11:11:41 INFO]: Epoch [250][1/1] lr: 0.0005, eta: 0:02:51, time: 0.061, data_time: 0.381, memory: 2036, loss_cls: 0.5296, loss_sal: 0.2366, loss_video_cal: 0.0129, loss_layer_cal: 0.0074, loss: 0.7864, scale: 32768.0000 [2024-04-16 11:11:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_250.pth... [2024-04-16 11:11:41 INFO]: Validating... [2024-04-16 11:11:41 INFO]: Epoch (val) [250][1] loss_cls: 0.5845, loss_sal: 0.7169, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3016, mAP: 0.3031, best_mAP: 0.7499 [2024-04-16 11:11:42 INFO]: Epoch [251][1/1] lr: 0.0005, eta: 0:02:51, time: 0.062, data_time: 0.382, memory: 2036, loss_cls: 0.5305, loss_sal: 0.2025, loss_video_cal: 0.0080, loss_layer_cal: 0.0044, loss: 0.7453, scale: 32768.0000 [2024-04-16 11:11:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_251.pth... [2024-04-16 11:11:42 INFO]: Validating... [2024-04-16 11:11:42 INFO]: Epoch (val) [251][1] loss_cls: 0.5825, loss_sal: 0.7405, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3232, mAP: 0.3031, best_mAP: 0.7499 [2024-04-16 11:11:42 INFO]: Epoch [252][1/1] lr: 0.0005, eta: 0:02:50, time: 0.061, data_time: 0.384, memory: 2036, loss_cls: 0.5307, loss_sal: 0.1540, loss_video_cal: 0.0083, loss_layer_cal: 0.0079, loss: 0.7009, scale: 32768.0000 [2024-04-16 11:11:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_252.pth... [2024-04-16 11:11:42 INFO]: Validating... [2024-04-16 11:11:42 INFO]: Epoch (val) [252][1] loss_cls: 0.5804, loss_sal: 0.7675, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3481, mAP: 0.2736, best_mAP: 0.7499 [2024-04-16 11:11:43 INFO]: Epoch [253][1/1] lr: 0.0005, eta: 0:02:49, time: 0.062, data_time: 0.379, memory: 2036, loss_cls: 0.5310, loss_sal: 0.0534, loss_video_cal: 0.0082, loss_layer_cal: 0.0043, loss: 0.5969, scale: 32768.0000 [2024-04-16 11:11:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_253.pth... [2024-04-16 11:11:43 INFO]: Validating... [2024-04-16 11:11:43 INFO]: Epoch (val) [253][1] loss_cls: 0.5773, loss_sal: 0.7858, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3634, mAP: 0.2736, best_mAP: 0.7499 [2024-04-16 11:11:44 INFO]: Epoch [254][1/1] lr: 0.0005, eta: 0:02:49, time: 0.062, data_time: 0.383, memory: 2036, loss_cls: 0.5311, loss_sal: 0.0506, loss_video_cal: 0.0101, loss_layer_cal: 0.0096, loss: 0.6015, scale: 32768.0000 [2024-04-16 11:11:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_254.pth... [2024-04-16 11:11:44 INFO]: Validating... [2024-04-16 11:11:44 INFO]: Epoch (val) [254][1] loss_cls: 0.5761, loss_sal: 0.7971, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3734, mAP: 0.2736, best_mAP: 0.7499 [2024-04-16 11:11:44 INFO]: Epoch [255][1/1] lr: 0.0005, eta: 0:02:48, time: 0.062, data_time: 0.382, memory: 2036, loss_cls: 0.5298, loss_sal: 0.0457, loss_video_cal: 0.0197, loss_layer_cal: 0.0084, loss: 0.6037, scale: 32768.0000 [2024-04-16 11:11:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_255.pth... [2024-04-16 11:11:44 INFO]: Validating... [2024-04-16 11:11:44 INFO]: Epoch (val) [255][1] loss_cls: 0.5768, loss_sal: 0.8131, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3900, mAP: 0.2714, best_mAP: 0.7499 [2024-04-16 11:11:45 INFO]: Epoch [256][1/1] lr: 0.0005, eta: 0:02:47, time: 0.061, data_time: 0.381, memory: 2036, loss_cls: 0.5320, loss_sal: 0.1722, loss_video_cal: 0.0112, loss_layer_cal: 0.0056, loss: 0.7210, scale: 32768.0000 [2024-04-16 11:11:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_256.pth... [2024-04-16 11:11:45 INFO]: Validating... [2024-04-16 11:11:45 INFO]: Epoch (val) [256][1] loss_cls: 0.5782, loss_sal: 0.8465, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4248, mAP: 0.3031, best_mAP: 0.7499 [2024-04-16 11:11:46 INFO]: Epoch [257][1/1] lr: 0.0005, eta: 0:02:46, time: 0.061, data_time: 0.382, memory: 2036, loss_cls: 0.5294, loss_sal: 0.1648, loss_video_cal: 0.0104, loss_layer_cal: 0.0063, loss: 0.7110, scale: 32768.0000 [2024-04-16 11:11:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_257.pth... [2024-04-16 11:11:46 INFO]: Validating... [2024-04-16 11:11:46 INFO]: Epoch (val) [257][1] loss_cls: 0.5802, loss_sal: 0.8669, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4473, mAP: 0.3266, best_mAP: 0.7499 [2024-04-16 11:11:46 INFO]: Epoch [258][1/1] lr: 0.0005, eta: 0:02:46, time: 0.060, data_time: 0.381, memory: 2036, loss_cls: 0.5294, loss_sal: 0.1219, loss_video_cal: 0.0058, loss_layer_cal: 0.0090, loss: 0.6661, scale: 32768.0000 [2024-04-16 11:11:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_258.pth... [2024-04-16 11:11:46 INFO]: Validating... [2024-04-16 11:11:47 INFO]: Epoch (val) [258][1] loss_cls: 0.5830, loss_sal: 0.8745, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4576, mAP: 0.3867, best_mAP: 0.7499 [2024-04-16 11:11:47 INFO]: Epoch [259][1/1] lr: 0.0005, eta: 0:02:45, time: 0.060, data_time: 0.376, memory: 2036, loss_cls: 0.5301, loss_sal: 0.1568, loss_video_cal: 0.0067, loss_layer_cal: 0.0041, loss: 0.6977, scale: 32768.0000 [2024-04-16 11:11:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_259.pth... [2024-04-16 11:11:47 INFO]: Validating... [2024-04-16 11:11:47 INFO]: Epoch (val) [259][1] loss_cls: 0.5866, loss_sal: 0.8910, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4777, mAP: 0.3454, best_mAP: 0.7499 [2024-04-16 11:11:48 INFO]: Epoch [260][1/1] lr: 0.0005, eta: 0:02:44, time: 0.062, data_time: 0.380, memory: 2036, loss_cls: 0.5292, loss_sal: 0.2171, loss_video_cal: 0.0069, loss_layer_cal: 0.0045, loss: 0.7577, scale: 32768.0000 [2024-04-16 11:11:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_260.pth... [2024-04-16 11:11:48 INFO]: Validating... [2024-04-16 11:11:48 INFO]: Epoch (val) [260][1] loss_cls: 0.5859, loss_sal: 0.9295, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5155, mAP: 0.3454, best_mAP: 0.7499 [2024-04-16 11:11:48 INFO]: Epoch [261][1/1] lr: 0.0005, eta: 0:02:44, time: 0.062, data_time: 0.380, memory: 2036, loss_cls: 0.5291, loss_sal: 0.1023, loss_video_cal: 0.0166, loss_layer_cal: 0.0071, loss: 0.6551, scale: 32768.0000 [2024-04-16 11:11:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_261.pth... [2024-04-16 11:11:48 INFO]: Validating... [2024-04-16 11:11:49 INFO]: Epoch (val) [261][1] loss_cls: 0.5855, loss_sal: 0.9637, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5494, mAP: 0.3454, best_mAP: 0.7499 [2024-04-16 11:11:49 INFO]: Epoch [262][1/1] lr: 0.0005, eta: 0:02:43, time: 0.061, data_time: 0.381, memory: 2036, loss_cls: 0.5334, loss_sal: 0.1149, loss_video_cal: 0.0042, loss_layer_cal: 0.0076, loss: 0.6601, scale: 32768.0000 [2024-04-16 11:11:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_262.pth... [2024-04-16 11:11:49 INFO]: Validating... [2024-04-16 11:11:49 INFO]: Epoch (val) [262][1] loss_cls: 0.5845, loss_sal: 0.9910, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5757, mAP: 0.3454, best_mAP: 0.7499 [2024-04-16 11:11:50 INFO]: Epoch [263][1/1] lr: 0.0005, eta: 0:02:42, time: 0.061, data_time: 0.380, memory: 2036, loss_cls: 0.5303, loss_sal: 0.0661, loss_video_cal: 0.0082, loss_layer_cal: 0.0072, loss: 0.6118, scale: 32768.0000 [2024-04-16 11:11:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_263.pth... [2024-04-16 11:11:50 INFO]: Validating... [2024-04-16 11:11:50 INFO]: Epoch (val) [263][1] loss_cls: 0.5826, loss_sal: 0.9950, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5778, mAP: 0.3361, best_mAP: 0.7499 [2024-04-16 11:11:50 INFO]: Epoch [264][1/1] lr: 0.0005, eta: 0:02:42, time: 0.061, data_time: 0.375, memory: 2036, loss_cls: 0.5376, loss_sal: 0.0744, loss_video_cal: 0.0031, loss_layer_cal: 0.0081, loss: 0.6231, scale: 32768.0000 [2024-04-16 11:11:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_264.pth... [2024-04-16 11:11:50 INFO]: Validating... [2024-04-16 11:11:51 INFO]: Epoch (val) [264][1] loss_cls: 0.5823, loss_sal: 0.9790, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5615, mAP: 0.3137, best_mAP: 0.7499 [2024-04-16 11:11:51 INFO]: Epoch [265][1/1] lr: 0.0005, eta: 0:02:41, time: 0.060, data_time: 0.378, memory: 2036, loss_cls: 0.5330, loss_sal: 0.2951, loss_video_cal: 0.0073, loss_layer_cal: 0.0064, loss: 0.8418, scale: 32768.0000 [2024-04-16 11:11:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_265.pth... [2024-04-16 11:11:51 INFO]: Validating... [2024-04-16 11:11:51 INFO]: Epoch (val) [265][1] loss_cls: 0.5823, loss_sal: 0.9790, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5615, mAP: 0.3137, best_mAP: 0.7499 [2024-04-16 11:11:52 INFO]: Epoch [266][1/1] lr: 0.0005, eta: 0:02:40, time: 0.060, data_time: 0.380, memory: 2036, loss_cls: 0.5340, loss_sal: 0.2770, loss_video_cal: 0.0057, loss_layer_cal: 0.0116, loss: 0.8283, scale: 16384.0000 [2024-04-16 11:11:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_266.pth... [2024-04-16 11:11:52 INFO]: Validating... [2024-04-16 11:11:52 INFO]: Epoch (val) [266][1] loss_cls: 0.5869, loss_sal: 0.9235, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5106, mAP: 0.3361, best_mAP: 0.7499 [2024-04-16 11:11:52 INFO]: Epoch [267][1/1] lr: 0.0005, eta: 0:02:39, time: 0.060, data_time: 0.375, memory: 2036, loss_cls: 0.5329, loss_sal: 0.0646, loss_video_cal: 0.0082, loss_layer_cal: 0.0051, loss: 0.6109, scale: 16384.0000 [2024-04-16 11:11:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_267.pth... [2024-04-16 11:11:52 INFO]: Validating... [2024-04-16 11:11:53 INFO]: Epoch (val) [267][1] loss_cls: 0.5895, loss_sal: 0.8560, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4457, mAP: 0.3361, best_mAP: 0.7499 [2024-04-16 11:11:53 INFO]: Epoch [268][1/1] lr: 0.0005, eta: 0:02:39, time: 0.062, data_time: 0.384, memory: 2036, loss_cls: 0.5338, loss_sal: 0.1423, loss_video_cal: 0.0100, loss_layer_cal: 0.0045, loss: 0.6906, scale: 16384.0000 [2024-04-16 11:11:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_268.pth... [2024-04-16 11:11:53 INFO]: Validating... [2024-04-16 11:11:53 INFO]: Epoch (val) [268][1] loss_cls: 0.5932, loss_sal: 0.8603, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4536, mAP: 0.3454, best_mAP: 0.7499 [2024-04-16 11:11:54 INFO]: Epoch [269][1/1] lr: 0.0005, eta: 0:02:38, time: 0.060, data_time: 0.386, memory: 2036, loss_cls: 0.5337, loss_sal: 0.0661, loss_video_cal: 0.0080, loss_layer_cal: 0.0085, loss: 0.6162, scale: 16384.0000 [2024-04-16 11:11:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_269.pth... [2024-04-16 11:11:54 INFO]: Validating... [2024-04-16 11:11:54 INFO]: Epoch (val) [269][1] loss_cls: 0.5928, loss_sal: 0.8209, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4139, mAP: 0.3381, best_mAP: 0.7499 [2024-04-16 11:11:54 INFO]: Epoch [270][1/1] lr: 0.0005, eta: 0:02:37, time: 0.061, data_time: 0.385, memory: 2036, loss_cls: 0.5372, loss_sal: 0.1102, loss_video_cal: 0.0048, loss_layer_cal: 0.0161, loss: 0.6684, scale: 16384.0000 [2024-04-16 11:11:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_270.pth... [2024-04-16 11:11:54 INFO]: Validating... [2024-04-16 11:11:55 INFO]: Epoch (val) [270][1] loss_cls: 0.5899, loss_sal: 0.7745, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3646, mAP: 0.3539, best_mAP: 0.7499 [2024-04-16 11:11:55 INFO]: Epoch [271][1/1] lr: 0.0005, eta: 0:02:37, time: 0.061, data_time: 0.384, memory: 2036, loss_cls: 0.5346, loss_sal: 0.1244, loss_video_cal: 0.0105, loss_layer_cal: 0.0079, loss: 0.6773, scale: 16384.0000 [2024-04-16 11:11:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_271.pth... [2024-04-16 11:11:55 INFO]: Validating... [2024-04-16 11:11:55 INFO]: Epoch (val) [271][1] loss_cls: 0.5859, loss_sal: 0.7645, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3506, mAP: 0.3458, best_mAP: 0.7499 [2024-04-16 11:11:56 INFO]: Epoch [272][1/1] lr: 0.0005, eta: 0:02:36, time: 0.061, data_time: 0.375, memory: 2036, loss_cls: 0.5327, loss_sal: 0.2188, loss_video_cal: 0.0099, loss_layer_cal: 0.0114, loss: 0.7728, scale: 16384.0000 [2024-04-16 11:11:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_272.pth... [2024-04-16 11:11:56 INFO]: Validating... [2024-04-16 11:11:56 INFO]: Epoch (val) [272][1] loss_cls: 0.5827, loss_sal: 0.7751, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3580, mAP: 0.3594, best_mAP: 0.7499 [2024-04-16 11:11:56 INFO]: Epoch [273][1/1] lr: 0.0005, eta: 0:02:35, time: 0.061, data_time: 0.376, memory: 2036, loss_cls: 0.5324, loss_sal: 0.2785, loss_video_cal: 0.0057, loss_layer_cal: 0.0078, loss: 0.8244, scale: 16384.0000 [2024-04-16 11:11:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_273.pth... [2024-04-16 11:11:57 INFO]: Validating... [2024-04-16 11:11:57 INFO]: Epoch (val) [273][1] loss_cls: 0.5827, loss_sal: 0.8182, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4010, mAP: 0.4232, best_mAP: 0.7499 [2024-04-16 11:11:57 INFO]: Epoch [274][1/1] lr: 0.0005, eta: 0:02:35, time: 0.061, data_time: 0.377, memory: 2036, loss_cls: 0.5384, loss_sal: 0.3395, loss_video_cal: 0.0063, loss_layer_cal: 0.0087, loss: 0.8929, scale: 16384.0000 [2024-04-16 11:11:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_274.pth... [2024-04-16 11:11:57 INFO]: Validating... [2024-04-16 11:11:57 INFO]: Epoch (val) [274][1] loss_cls: 0.5839, loss_sal: 0.7575, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3416, mAP: 0.4322, best_mAP: 0.7499 [2024-04-16 11:11:58 INFO]: Epoch [275][1/1] lr: 0.0005, eta: 0:02:34, time: 0.060, data_time: 0.379, memory: 2036, loss_cls: 0.5487, loss_sal: 0.0918, loss_video_cal: 0.0043, loss_layer_cal: 0.0087, loss: 0.6535, scale: 16384.0000 [2024-04-16 11:11:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_275.pth... [2024-04-16 11:11:58 INFO]: Validating... [2024-04-16 11:11:58 INFO]: Epoch (val) [275][1] loss_cls: 0.5784, loss_sal: 0.6423, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2209, mAP: 0.4073, best_mAP: 0.7499 [2024-04-16 11:11:58 INFO]: Epoch [276][1/1] lr: 0.0005, eta: 0:02:33, time: 0.062, data_time: 0.377, memory: 2036, loss_cls: 0.5344, loss_sal: 0.0963, loss_video_cal: 0.0086, loss_layer_cal: 0.0094, loss: 0.6487, scale: 16384.0000 [2024-04-16 11:11:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_276.pth... [2024-04-16 11:11:59 INFO]: Validating... [2024-04-16 11:11:59 INFO]: Epoch (val) [276][1] loss_cls: 0.5760, loss_sal: 0.6378, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2140, mAP: 0.4073, best_mAP: 0.7499 [2024-04-16 11:11:59 INFO]: Epoch [277][1/1] lr: 0.0005, eta: 0:02:32, time: 0.061, data_time: 0.377, memory: 2036, loss_cls: 0.5291, loss_sal: 0.1016, loss_video_cal: 0.0136, loss_layer_cal: 0.0083, loss: 0.6526, scale: 16384.0000 [2024-04-16 11:11:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_277.pth... [2024-04-16 11:11:59 INFO]: Validating... [2024-04-16 11:11:59 INFO]: Epoch (val) [277][1] loss_cls: 0.5793, loss_sal: 0.7132, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2927, mAP: 0.4073, best_mAP: 0.7499 [2024-04-16 11:12:00 INFO]: Epoch [278][1/1] lr: 0.0005, eta: 0:02:32, time: 0.061, data_time: 0.377, memory: 2036, loss_cls: 0.5295, loss_sal: 0.0935, loss_video_cal: 0.0065, loss_layer_cal: 0.0050, loss: 0.6345, scale: 16384.0000 [2024-04-16 11:12:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_278.pth... [2024-04-16 11:12:00 INFO]: Validating... [2024-04-16 11:12:00 INFO]: Epoch (val) [278][1] loss_cls: 0.5862, loss_sal: 0.8763, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4627, mAP: 0.4646, best_mAP: 0.7499 [2024-04-16 11:12:00 INFO]: Epoch [279][1/1] lr: 0.0005, eta: 0:02:31, time: 0.060, data_time: 0.386, memory: 2036, loss_cls: 0.5373, loss_sal: 0.1442, loss_video_cal: 0.0096, loss_layer_cal: 0.0074, loss: 0.6985, scale: 16384.0000 [2024-04-16 11:12:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_279.pth... [2024-04-16 11:12:01 INFO]: Validating... [2024-04-16 11:12:01 INFO]: Epoch (val) [279][1] loss_cls: 0.5930, loss_sal: 0.9762, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.5695, mAP: 0.4646, best_mAP: 0.7499 [2024-04-16 11:12:01 INFO]: Epoch [280][1/1] lr: 0.0005, eta: 0:02:30, time: 0.059, data_time: 0.385, memory: 2036, loss_cls: 0.5394, loss_sal: 0.0864, loss_video_cal: 0.0038, loss_layer_cal: 0.0071, loss: 0.6366, scale: 16384.0000 [2024-04-16 11:12:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_280.pth... [2024-04-16 11:12:01 INFO]: Validating... [2024-04-16 11:12:01 INFO]: Epoch (val) [280][1] loss_cls: 0.5959, loss_sal: 1.0738, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.6699, mAP: 0.4489, best_mAP: 0.7499 [2024-04-16 11:12:02 INFO]: Epoch [281][1/1] lr: 0.0005, eta: 0:02:30, time: 0.060, data_time: 0.384, memory: 2036, loss_cls: 0.5370, loss_sal: 0.1676, loss_video_cal: 0.0069, loss_layer_cal: 0.0067, loss: 0.7182, scale: 16384.0000 [2024-04-16 11:12:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_281.pth... [2024-04-16 11:12:02 INFO]: Validating... [2024-04-16 11:12:02 INFO]: Epoch (val) [281][1] loss_cls: 0.5961, loss_sal: 1.1539, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.7503, mAP: 0.4217, best_mAP: 0.7499 [2024-04-16 11:12:02 INFO]: Epoch [282][1/1] lr: 0.0005, eta: 0:02:29, time: 0.060, data_time: 0.383, memory: 2036, loss_cls: 0.5369, loss_sal: 0.1662, loss_video_cal: 0.0123, loss_layer_cal: 0.0080, loss: 0.7234, scale: 16384.0000 [2024-04-16 11:12:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_282.pth... [2024-04-16 11:12:03 INFO]: Validating... [2024-04-16 11:12:03 INFO]: Epoch (val) [282][1] loss_cls: 0.5946, loss_sal: 1.1816, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.7766, mAP: 0.4217, best_mAP: 0.7499 [2024-04-16 11:12:03 INFO]: Epoch [283][1/1] lr: 0.0005, eta: 0:02:28, time: 0.060, data_time: 0.373, memory: 2036, loss_cls: 0.5440, loss_sal: 0.1517, loss_video_cal: 0.0059, loss_layer_cal: 0.0137, loss: 0.7152, scale: 16384.0000 [2024-04-16 11:12:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_283.pth... [2024-04-16 11:12:03 INFO]: Validating... [2024-04-16 11:12:03 INFO]: Epoch (val) [283][1] loss_cls: 0.5895, loss_sal: 1.1889, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.7787, mAP: 0.3806, best_mAP: 0.7499 [2024-04-16 11:12:04 INFO]: Epoch [284][1/1] lr: 0.0005, eta: 0:02:28, time: 0.060, data_time: 0.384, memory: 2036, loss_cls: 0.5382, loss_sal: 0.1325, loss_video_cal: 0.0041, loss_layer_cal: 0.0084, loss: 0.6832, scale: 16384.0000 [2024-04-16 11:12:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_284.pth... [2024-04-16 11:12:04 INFO]: Validating... [2024-04-16 11:12:04 INFO]: Epoch (val) [284][1] loss_cls: 0.5834, loss_sal: 1.1698, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.7535, mAP: 0.2399, best_mAP: 0.7499 [2024-04-16 11:12:05 INFO]: Epoch [285][1/1] lr: 0.0005, eta: 0:02:27, time: 0.060, data_time: 0.379, memory: 2036, loss_cls: 0.5314, loss_sal: 0.1566, loss_video_cal: 0.0107, loss_layer_cal: 0.0052, loss: 0.7039, scale: 16384.0000 [2024-04-16 11:12:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_285.pth... [2024-04-16 11:12:05 INFO]: Validating... [2024-04-16 11:12:05 INFO]: Epoch (val) [285][1] loss_cls: 0.5793, loss_sal: 1.1437, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.7233, mAP: 0.2399, best_mAP: 0.7499 [2024-04-16 11:12:05 INFO]: Epoch [286][1/1] lr: 0.0005, eta: 0:02:26, time: 0.062, data_time: 0.384, memory: 2036, loss_cls: 0.5314, loss_sal: 0.1459, loss_video_cal: 0.0060, loss_layer_cal: 0.0058, loss: 0.6892, scale: 16384.0000 [2024-04-16 11:12:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_286.pth... [2024-04-16 11:12:05 INFO]: Validating... [2024-04-16 11:12:05 INFO]: Epoch (val) [286][1] loss_cls: 0.5778, loss_sal: 1.1013, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.6794, mAP: 0.2399, best_mAP: 0.7499 [2024-04-16 11:12:06 INFO]: Epoch [287][1/1] lr: 0.0005, eta: 0:02:26, time: 0.061, data_time: 0.378, memory: 2036, loss_cls: 0.5335, loss_sal: 0.1170, loss_video_cal: 0.0075, loss_layer_cal: 0.0057, loss: 0.6636, scale: 16384.0000 [2024-04-16 11:12:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_287.pth... [2024-04-16 11:12:06 INFO]: Validating... [2024-04-16 11:12:06 INFO]: Epoch (val) [287][1] loss_cls: 0.5777, loss_sal: 1.0629, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.6409, mAP: 0.2399, best_mAP: 0.7499 [2024-04-16 11:12:07 INFO]: Epoch [288][1/1] lr: 0.0005, eta: 0:02:25, time: 0.062, data_time: 0.380, memory: 2036, loss_cls: 0.5326, loss_sal: 0.1018, loss_video_cal: 0.0090, loss_layer_cal: 0.0142, loss: 0.6576, scale: 16384.0000 [2024-04-16 11:12:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_288.pth... [2024-04-16 11:12:07 INFO]: Validating... [2024-04-16 11:12:07 INFO]: Epoch (val) [288][1] loss_cls: 0.5780, loss_sal: 1.0231, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.6014, mAP: 0.2399, best_mAP: 0.7499 [2024-04-16 11:12:07 INFO]: Epoch [289][1/1] lr: 0.0005, eta: 0:02:24, time: 0.062, data_time: 0.381, memory: 2036, loss_cls: 0.5361, loss_sal: 0.1235, loss_video_cal: 0.0095, loss_layer_cal: 0.0079, loss: 0.6770, scale: 16384.0000 [2024-04-16 11:12:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_289.pth... [2024-04-16 11:12:07 INFO]: Validating... [2024-04-16 11:12:07 INFO]: Epoch (val) [289][1] loss_cls: 0.5793, loss_sal: 0.9854, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.5649, mAP: 0.2899, best_mAP: 0.7499 [2024-04-16 11:12:08 INFO]: Epoch [290][1/1] lr: 0.0005, eta: 0:02:23, time: 0.061, data_time: 0.378, memory: 2036, loss_cls: 0.5285, loss_sal: 0.0892, loss_video_cal: 0.0094, loss_layer_cal: 0.0139, loss: 0.6410, scale: 16384.0000 [2024-04-16 11:12:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_290.pth... [2024-04-16 11:12:08 INFO]: Validating... [2024-04-16 11:12:08 INFO]: Epoch (val) [290][1] loss_cls: 0.5803, loss_sal: 0.9360, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5166, mAP: 0.3122, best_mAP: 0.7499 [2024-04-16 11:12:09 INFO]: Epoch [291][1/1] lr: 0.0005, eta: 0:02:23, time: 0.060, data_time: 0.378, memory: 2036, loss_cls: 0.5328, loss_sal: 0.1056, loss_video_cal: 0.0064, loss_layer_cal: 0.0068, loss: 0.6517, scale: 16384.0000 [2024-04-16 11:12:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_291.pth... [2024-04-16 11:12:09 INFO]: Validating... [2024-04-16 11:12:09 INFO]: Epoch (val) [291][1] loss_cls: 0.5820, loss_sal: 0.8783, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4605, mAP: 0.6528, best_mAP: 0.7499 [2024-04-16 11:12:09 INFO]: Epoch [292][1/1] lr: 0.0005, eta: 0:02:22, time: 0.060, data_time: 0.375, memory: 2036, loss_cls: 0.5302, loss_sal: 0.1086, loss_video_cal: 0.0040, loss_layer_cal: 0.0059, loss: 0.6488, scale: 16384.0000 [2024-04-16 11:12:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_292.pth... [2024-04-16 11:12:09 INFO]: Validating... [2024-04-16 11:12:09 INFO]: Epoch (val) [292][1] loss_cls: 0.5832, loss_sal: 0.8139, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3973, mAP: 0.7477, best_mAP: 0.7499 [2024-04-16 11:12:10 INFO]: Epoch [293][1/1] lr: 0.0005, eta: 0:02:21, time: 0.062, data_time: 0.378, memory: 2036, loss_cls: 0.5302, loss_sal: 0.0688, loss_video_cal: 0.0078, loss_layer_cal: 0.0068, loss: 0.6136, scale: 16384.0000 [2024-04-16 11:12:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_293.pth... [2024-04-16 11:12:10 INFO]: Validating... [2024-04-16 11:12:10 INFO]: Epoch (val) [293][1] loss_cls: 0.5843, loss_sal: 0.7591, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3436, mAP: 0.7561, best_mAP: 0.7561 [2024-04-16 11:12:11 INFO]: Epoch [294][1/1] lr: 0.0005, eta: 0:02:21, time: 0.062, data_time: 0.379, memory: 2036, loss_cls: 0.5305, loss_sal: 0.1024, loss_video_cal: 0.0123, loss_layer_cal: 0.0077, loss: 0.6529, scale: 16384.0000 [2024-04-16 11:12:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_294.pth... [2024-04-16 11:12:11 INFO]: Validating... [2024-04-16 11:12:11 INFO]: Epoch (val) [294][1] loss_cls: 0.5845, loss_sal: 0.6983, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2829, mAP: 0.7561, best_mAP: 0.7561 [2024-04-16 11:12:11 INFO]: Epoch [295][1/1] lr: 0.0005, eta: 0:02:20, time: 0.061, data_time: 0.379, memory: 2036, loss_cls: 0.5295, loss_sal: 0.1777, loss_video_cal: 0.0090, loss_layer_cal: 0.0054, loss: 0.7216, scale: 16384.0000 [2024-04-16 11:12:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_295.pth... [2024-04-16 11:12:11 INFO]: Validating... [2024-04-16 11:12:11 INFO]: Epoch (val) [295][1] loss_cls: 0.5829, loss_sal: 0.6435, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2267, mAP: 0.4860, best_mAP: 0.7561 [2024-04-16 11:12:12 INFO]: Epoch [296][1/1] lr: 0.0005, eta: 0:02:19, time: 0.060, data_time: 0.380, memory: 2036, loss_cls: 0.5281, loss_sal: 0.0474, loss_video_cal: 0.0062, loss_layer_cal: 0.0096, loss: 0.5913, scale: 16384.0000 [2024-04-16 11:12:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_296.pth... [2024-04-16 11:12:12 INFO]: Validating... [2024-04-16 11:12:12 INFO]: Epoch (val) [296][1] loss_cls: 0.5811, loss_sal: 0.6208, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2021, mAP: 0.4383, best_mAP: 0.7561 [2024-04-16 11:12:13 INFO]: Epoch [297][1/1] lr: 0.0005, eta: 0:02:19, time: 0.062, data_time: 0.379, memory: 2036, loss_cls: 0.5377, loss_sal: 0.0579, loss_video_cal: 0.0062, loss_layer_cal: 0.0082, loss: 0.6100, scale: 16384.0000 [2024-04-16 11:12:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_297.pth... [2024-04-16 11:12:13 INFO]: Validating... [2024-04-16 11:12:13 INFO]: Epoch (val) [297][1] loss_cls: 0.5808, loss_sal: 0.6179, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1989, mAP: 0.4391, best_mAP: 0.7561 [2024-04-16 11:12:13 INFO]: Epoch [298][1/1] lr: 0.0005, eta: 0:02:18, time: 0.060, data_time: 0.387, memory: 2036, loss_cls: 0.5310, loss_sal: 0.0782, loss_video_cal: 0.0101, loss_layer_cal: 0.0100, loss: 0.6293, scale: 16384.0000 [2024-04-16 11:12:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_298.pth... [2024-04-16 11:12:13 INFO]: Validating... [2024-04-16 11:12:14 INFO]: Epoch (val) [298][1] loss_cls: 0.5809, loss_sal: 0.6202, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2013, mAP: 0.4391, best_mAP: 0.7561 [2024-04-16 11:12:14 INFO]: Epoch [299][1/1] lr: 0.0005, eta: 0:02:17, time: 0.061, data_time: 0.377, memory: 2036, loss_cls: 0.5321, loss_sal: 0.1575, loss_video_cal: 0.0057, loss_layer_cal: 0.0076, loss: 0.7029, scale: 16384.0000 [2024-04-16 11:12:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_299.pth... [2024-04-16 11:12:14 INFO]: Validating... [2024-04-16 11:12:14 INFO]: Epoch (val) [299][1] loss_cls: 0.5818, loss_sal: 0.6283, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2102, mAP: 0.4875, best_mAP: 0.7561 [2024-04-16 11:12:15 INFO]: Epoch [300][1/1] lr: 0.0005, eta: 0:02:17, time: 0.062, data_time: 0.378, memory: 2036, loss_cls: 0.5349, loss_sal: 0.1404, loss_video_cal: 0.0082, loss_layer_cal: 0.0074, loss: 0.6908, scale: 16384.0000 [2024-04-16 11:12:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_300.pth... [2024-04-16 11:12:15 INFO]: Validating... [2024-04-16 11:12:15 INFO]: Epoch (val) [300][1] loss_cls: 0.5854, loss_sal: 0.6391, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2246, mAP: 0.4079, best_mAP: 0.7561 [2024-04-16 11:12:15 INFO]: Epoch [301][1/1] lr: 0.0005, eta: 0:02:16, time: 0.060, data_time: 0.382, memory: 2036, loss_cls: 0.5349, loss_sal: 0.0391, loss_video_cal: 0.0075, loss_layer_cal: 0.0049, loss: 0.5863, scale: 16384.0000 [2024-04-16 11:12:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_301.pth... [2024-04-16 11:12:15 INFO]: Validating... [2024-04-16 11:12:16 INFO]: Epoch (val) [301][1] loss_cls: 0.5877, loss_sal: 0.6573, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2452, mAP: 0.4079, best_mAP: 0.7561 [2024-04-16 11:12:16 INFO]: Epoch [302][1/1] lr: 0.0005, eta: 0:02:15, time: 0.060, data_time: 0.385, memory: 2036, loss_cls: 0.5337, loss_sal: 0.2481, loss_video_cal: 0.0046, loss_layer_cal: 0.0055, loss: 0.7920, scale: 16384.0000 [2024-04-16 11:12:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_302.pth... [2024-04-16 11:12:16 INFO]: Validating... [2024-04-16 11:12:16 INFO]: Epoch (val) [302][1] loss_cls: 0.5923, loss_sal: 0.6939, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2863, mAP: 0.4547, best_mAP: 0.7561 [2024-04-16 11:12:17 INFO]: Epoch [303][1/1] lr: 0.0005, eta: 0:02:14, time: 0.061, data_time: 0.386, memory: 2036, loss_cls: 0.5324, loss_sal: 0.3035, loss_video_cal: 0.0097, loss_layer_cal: 0.0080, loss: 0.8536, scale: 16384.0000 [2024-04-16 11:12:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_303.pth... [2024-04-16 11:12:17 INFO]: Validating... [2024-04-16 11:12:17 INFO]: Epoch (val) [303][1] loss_cls: 0.5896, loss_sal: 0.9893, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5790, mAP: 0.4593, best_mAP: 0.7561 [2024-04-16 11:12:17 INFO]: Epoch [304][1/1] lr: 0.0005, eta: 0:02:14, time: 0.062, data_time: 0.380, memory: 2036, loss_cls: 0.5300, loss_sal: 0.2149, loss_video_cal: 0.0107, loss_layer_cal: 0.0058, loss: 0.7614, scale: 16384.0000 [2024-04-16 11:12:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_304.pth... [2024-04-16 11:12:17 INFO]: Validating... [2024-04-16 11:12:18 INFO]: Epoch (val) [304][1] loss_cls: 0.5923, loss_sal: 1.0092, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6016, mAP: 0.4958, best_mAP: 0.7561 [2024-04-16 11:12:18 INFO]: Epoch [305][1/1] lr: 0.0005, eta: 0:02:13, time: 0.061, data_time: 0.380, memory: 2036, loss_cls: 0.5273, loss_sal: 0.1700, loss_video_cal: 0.0042, loss_layer_cal: 0.0108, loss: 0.7124, scale: 16384.0000 [2024-04-16 11:12:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_305.pth... [2024-04-16 11:12:18 INFO]: Validating... [2024-04-16 11:12:18 INFO]: Epoch (val) [305][1] loss_cls: 0.5943, loss_sal: 0.8546, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4490, mAP: 0.7051, best_mAP: 0.7561 [2024-04-16 11:12:19 INFO]: Epoch [306][1/1] lr: 0.0005, eta: 0:02:12, time: 0.062, data_time: 0.379, memory: 2036, loss_cls: 0.5283, loss_sal: 0.1875, loss_video_cal: 0.0077, loss_layer_cal: 0.0059, loss: 0.7295, scale: 16384.0000 [2024-04-16 11:12:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_306.pth... [2024-04-16 11:12:19 INFO]: Validating... [2024-04-16 11:12:19 INFO]: Epoch (val) [306][1] loss_cls: 0.5943, loss_sal: 0.6551, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2496, mAP: 0.6703, best_mAP: 0.7561 [2024-04-16 11:12:19 INFO]: Epoch [307][1/1] lr: 0.0005, eta: 0:02:12, time: 0.061, data_time: 0.376, memory: 2036, loss_cls: 0.5284, loss_sal: 0.1839, loss_video_cal: 0.0070, loss_layer_cal: 0.0059, loss: 0.7252, scale: 16384.0000 [2024-04-16 11:12:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_307.pth... [2024-04-16 11:12:19 INFO]: Validating... [2024-04-16 11:12:20 INFO]: Epoch (val) [307][1] loss_cls: 0.5935, loss_sal: 0.5531, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1467, mAP: 0.5385, best_mAP: 0.7561 [2024-04-16 11:12:20 INFO]: Epoch [308][1/1] lr: 0.0005, eta: 0:02:11, time: 0.061, data_time: 0.376, memory: 2036, loss_cls: 0.5266, loss_sal: 0.1225, loss_video_cal: 0.0053, loss_layer_cal: 0.0064, loss: 0.6608, scale: 16384.0000 [2024-04-16 11:12:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_308.pth... [2024-04-16 11:12:20 INFO]: Validating... [2024-04-16 11:12:20 INFO]: Epoch (val) [308][1] loss_cls: 0.5911, loss_sal: 0.5298, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1210, mAP: 0.4752, best_mAP: 0.7561 [2024-04-16 11:12:21 INFO]: Epoch [309][1/1] lr: 0.0005, eta: 0:02:10, time: 0.061, data_time: 0.376, memory: 2036, loss_cls: 0.5274, loss_sal: 0.1568, loss_video_cal: 0.0021, loss_layer_cal: 0.0041, loss: 0.6903, scale: 16384.0000 [2024-04-16 11:12:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_309.pth... [2024-04-16 11:12:21 INFO]: Validating... [2024-04-16 11:12:21 INFO]: Epoch (val) [309][1] loss_cls: 0.5874, loss_sal: 0.5464, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1339, mAP: 0.3825, best_mAP: 0.7561 [2024-04-16 11:12:21 INFO]: Epoch [310][1/1] lr: 0.0005, eta: 0:02:10, time: 0.061, data_time: 0.381, memory: 2036, loss_cls: 0.5303, loss_sal: 0.1280, loss_video_cal: 0.0075, loss_layer_cal: 0.0052, loss: 0.6710, scale: 16384.0000 [2024-04-16 11:12:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_310.pth... [2024-04-16 11:12:22 INFO]: Validating... [2024-04-16 11:12:22 INFO]: Epoch (val) [310][1] loss_cls: 0.5833, loss_sal: 0.5932, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1766, mAP: 0.4371, best_mAP: 0.7561 [2024-04-16 11:12:22 INFO]: Epoch [311][1/1] lr: 0.0005, eta: 0:02:09, time: 0.062, data_time: 0.381, memory: 2036, loss_cls: 0.5322, loss_sal: 0.3613, loss_video_cal: 0.0158, loss_layer_cal: 0.0077, loss: 0.9170, scale: 16384.0000 [2024-04-16 11:12:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_311.pth... [2024-04-16 11:12:22 INFO]: Validating... [2024-04-16 11:12:22 INFO]: Epoch (val) [311][1] loss_cls: 0.5788, loss_sal: 0.6621, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2410, mAP: 0.4371, best_mAP: 0.7561 [2024-04-16 11:12:23 INFO]: Epoch [312][1/1] lr: 0.0005, eta: 0:02:08, time: 0.062, data_time: 0.378, memory: 2036, loss_cls: 0.5385, loss_sal: 0.1629, loss_video_cal: 0.0058, loss_layer_cal: 0.0044, loss: 0.7116, scale: 16384.0000 [2024-04-16 11:12:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_312.pth... [2024-04-16 11:12:23 INFO]: Validating... [2024-04-16 11:12:23 INFO]: Epoch (val) [312][1] loss_cls: 0.5759, loss_sal: 0.6908, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2668, mAP: 0.3822, best_mAP: 0.7561 [2024-04-16 11:12:23 INFO]: Epoch [313][1/1] lr: 0.0005, eta: 0:02:08, time: 0.061, data_time: 0.385, memory: 2036, loss_cls: 0.5326, loss_sal: 0.1413, loss_video_cal: 0.0032, loss_layer_cal: 0.0079, loss: 0.6850, scale: 16384.0000 [2024-04-16 11:12:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_313.pth... [2024-04-16 11:12:24 INFO]: Validating... [2024-04-16 11:12:24 INFO]: Epoch (val) [313][1] loss_cls: 0.5740, loss_sal: 0.6957, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2698, mAP: 0.3417, best_mAP: 0.7561 [2024-04-16 11:12:24 INFO]: Epoch [314][1/1] lr: 0.0005, eta: 0:02:07, time: 0.061, data_time: 0.377, memory: 2036, loss_cls: 0.5325, loss_sal: 0.2250, loss_video_cal: 0.0063, loss_layer_cal: 0.0137, loss: 0.7775, scale: 16384.0000 [2024-04-16 11:12:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_314.pth... [2024-04-16 11:12:24 INFO]: Validating... [2024-04-16 11:12:24 INFO]: Epoch (val) [314][1] loss_cls: 0.5730, loss_sal: 0.6726, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2456, mAP: 0.3361, best_mAP: 0.7561 [2024-04-16 11:12:25 INFO]: Epoch [315][1/1] lr: 0.0005, eta: 0:02:06, time: 0.062, data_time: 0.381, memory: 2036, loss_cls: 0.5317, loss_sal: 0.1338, loss_video_cal: 0.0058, loss_layer_cal: 0.0053, loss: 0.6766, scale: 16384.0000 [2024-04-16 11:12:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_315.pth... [2024-04-16 11:12:25 INFO]: Validating... [2024-04-16 11:12:25 INFO]: Epoch (val) [315][1] loss_cls: 0.5728, loss_sal: 0.6518, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2246, mAP: 0.3228, best_mAP: 0.7561 [2024-04-16 11:12:25 INFO]: Epoch [316][1/1] lr: 0.0005, eta: 0:02:05, time: 0.061, data_time: 0.378, memory: 2036, loss_cls: 0.5292, loss_sal: 0.1495, loss_video_cal: 0.0079, loss_layer_cal: 0.0057, loss: 0.6923, scale: 16384.0000 [2024-04-16 11:12:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_316.pth... [2024-04-16 11:12:26 INFO]: Validating... [2024-04-16 11:12:26 INFO]: Epoch (val) [316][1] loss_cls: 0.5734, loss_sal: 0.6533, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2267, mAP: 0.3228, best_mAP: 0.7561 [2024-04-16 11:12:26 INFO]: Epoch [317][1/1] lr: 0.0005, eta: 0:02:05, time: 0.061, data_time: 0.377, memory: 2036, loss_cls: 0.5298, loss_sal: 0.0993, loss_video_cal: 0.0046, loss_layer_cal: 0.0035, loss: 0.6371, scale: 16384.0000 [2024-04-16 11:12:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_317.pth... [2024-04-16 11:12:26 INFO]: Validating... [2024-04-16 11:12:26 INFO]: Epoch (val) [317][1] loss_cls: 0.5745, loss_sal: 0.6633, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2378, mAP: 0.3228, best_mAP: 0.7561 [2024-04-16 11:12:27 INFO]: Epoch [318][1/1] lr: 0.0005, eta: 0:02:04, time: 0.061, data_time: 0.378, memory: 2036, loss_cls: 0.5303, loss_sal: 0.1017, loss_video_cal: 0.0089, loss_layer_cal: 0.0071, loss: 0.6480, scale: 16384.0000 [2024-04-16 11:12:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_318.pth... [2024-04-16 11:12:27 INFO]: Validating... [2024-04-16 11:12:27 INFO]: Epoch (val) [318][1] loss_cls: 0.5760, loss_sal: 0.6789, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2549, mAP: 0.3228, best_mAP: 0.7561 [2024-04-16 11:12:27 INFO]: Epoch [319][1/1] lr: 0.0005, eta: 0:02:03, time: 0.061, data_time: 0.383, memory: 2036, loss_cls: 0.5305, loss_sal: 0.1307, loss_video_cal: 0.0024, loss_layer_cal: 0.0055, loss: 0.6691, scale: 16384.0000 [2024-04-16 11:12:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_319.pth... [2024-04-16 11:12:28 INFO]: Validating... [2024-04-16 11:12:28 INFO]: Epoch (val) [319][1] loss_cls: 0.5763, loss_sal: 0.6920, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2685, mAP: 0.3228, best_mAP: 0.7561 [2024-04-16 11:12:28 INFO]: Epoch [320][1/1] lr: 0.0005, eta: 0:02:03, time: 0.061, data_time: 0.384, memory: 2036, loss_cls: 0.5294, loss_sal: 0.1631, loss_video_cal: 0.0084, loss_layer_cal: 0.0059, loss: 0.7068, scale: 16384.0000 [2024-04-16 11:12:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_320.pth... [2024-04-16 11:12:28 INFO]: Validating... [2024-04-16 11:12:28 INFO]: Epoch (val) [320][1] loss_cls: 0.5775, loss_sal: 0.7110, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2887, mAP: 0.3361, best_mAP: 0.7561 [2024-04-16 11:12:29 INFO]: Epoch [321][1/1] lr: 0.0005, eta: 0:02:02, time: 0.060, data_time: 0.374, memory: 2036, loss_cls: 0.5367, loss_sal: 0.1502, loss_video_cal: 0.0113, loss_layer_cal: 0.0085, loss: 0.7068, scale: 16384.0000 [2024-04-16 11:12:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_321.pth... [2024-04-16 11:12:29 INFO]: Validating... [2024-04-16 11:12:29 INFO]: Epoch (val) [321][1] loss_cls: 0.5794, loss_sal: 0.7197, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2992, mAP: 0.3137, best_mAP: 0.7561 [2024-04-16 11:12:30 INFO]: Epoch [322][1/1] lr: 0.0005, eta: 0:02:01, time: 0.060, data_time: 0.381, memory: 2036, loss_cls: 0.5327, loss_sal: 0.0595, loss_video_cal: 0.0048, loss_layer_cal: 0.0042, loss: 0.6012, scale: 16384.0000 [2024-04-16 11:12:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_322.pth... [2024-04-16 11:12:30 INFO]: Validating... [2024-04-16 11:12:30 INFO]: Epoch (val) [322][1] loss_cls: 0.5816, loss_sal: 0.7475, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3292, mAP: 0.2605, best_mAP: 0.7561 [2024-04-16 11:12:30 INFO]: Epoch [323][1/1] lr: 0.0005, eta: 0:02:01, time: 0.060, data_time: 0.382, memory: 2036, loss_cls: 0.5320, loss_sal: 0.1451, loss_video_cal: 0.0050, loss_layer_cal: 0.0057, loss: 0.6878, scale: 16384.0000 [2024-04-16 11:12:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_323.pth... [2024-04-16 11:12:30 INFO]: Validating... [2024-04-16 11:12:30 INFO]: Epoch (val) [323][1] loss_cls: 0.5838, loss_sal: 0.7809, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3647, mAP: 0.2660, best_mAP: 0.7561 [2024-04-16 11:12:31 INFO]: Epoch [324][1/1] lr: 0.0005, eta: 0:02:00, time: 0.061, data_time: 0.385, memory: 2036, loss_cls: 0.5315, loss_sal: 0.1156, loss_video_cal: 0.0054, loss_layer_cal: 0.0046, loss: 0.6570, scale: 16384.0000 [2024-04-16 11:12:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_324.pth... [2024-04-16 11:12:31 INFO]: Validating... [2024-04-16 11:12:31 INFO]: Epoch (val) [324][1] loss_cls: 0.5844, loss_sal: 0.8464, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4309, mAP: 0.1974, best_mAP: 0.7561 [2024-04-16 11:12:32 INFO]: Epoch [325][1/1] lr: 0.0005, eta: 0:01:59, time: 0.062, data_time: 0.377, memory: 2036, loss_cls: 0.5324, loss_sal: 0.0619, loss_video_cal: 0.0084, loss_layer_cal: 0.0055, loss: 0.6082, scale: 16384.0000 [2024-04-16 11:12:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_325.pth... [2024-04-16 11:12:32 INFO]: Validating... [2024-04-16 11:12:32 INFO]: Epoch (val) [325][1] loss_cls: 0.5832, loss_sal: 0.9030, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4863, mAP: 0.2054, best_mAP: 0.7561 [2024-04-16 11:12:32 INFO]: Epoch [326][1/1] lr: 0.0005, eta: 0:01:59, time: 0.061, data_time: 0.377, memory: 2036, loss_cls: 0.5318, loss_sal: 0.0547, loss_video_cal: 0.0041, loss_layer_cal: 0.0078, loss: 0.5984, scale: 16384.0000 [2024-04-16 11:12:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_326.pth... [2024-04-16 11:12:32 INFO]: Validating... [2024-04-16 11:12:32 INFO]: Epoch (val) [326][1] loss_cls: 0.5800, loss_sal: 0.9509, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5310, mAP: 0.1833, best_mAP: 0.7561 [2024-04-16 11:12:33 INFO]: Epoch [327][1/1] lr: 0.0005, eta: 0:01:58, time: 0.061, data_time: 0.379, memory: 2036, loss_cls: 0.5281, loss_sal: 0.0950, loss_video_cal: 0.0072, loss_layer_cal: 0.0079, loss: 0.6382, scale: 16384.0000 [2024-04-16 11:12:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_327.pth... [2024-04-16 11:12:33 INFO]: Validating... [2024-04-16 11:12:33 INFO]: Epoch (val) [327][1] loss_cls: 0.5762, loss_sal: 0.9822, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5585, mAP: 0.1833, best_mAP: 0.7561 [2024-04-16 11:12:34 INFO]: Epoch [328][1/1] lr: 0.0005, eta: 0:01:57, time: 0.060, data_time: 0.385, memory: 2036, loss_cls: 0.5272, loss_sal: 0.0087, loss_video_cal: 0.0102, loss_layer_cal: 0.0079, loss: 0.5540, scale: 16384.0000 [2024-04-16 11:12:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_328.pth... [2024-04-16 11:12:34 INFO]: Validating... [2024-04-16 11:12:34 INFO]: Epoch (val) [328][1] loss_cls: 0.5732, loss_sal: 1.0099, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5831, mAP: 0.2000, best_mAP: 0.7561 [2024-04-16 11:12:34 INFO]: Epoch [329][1/1] lr: 0.0005, eta: 0:01:57, time: 0.061, data_time: 0.380, memory: 2036, loss_cls: 0.5283, loss_sal: 0.1844, loss_video_cal: 0.0054, loss_layer_cal: 0.0073, loss: 0.7253, scale: 16384.0000 [2024-04-16 11:12:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_329.pth... [2024-04-16 11:12:34 INFO]: Validating... [2024-04-16 11:12:34 INFO]: Epoch (val) [329][1] loss_cls: 0.5719, loss_sal: 1.0008, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5728, mAP: 0.2185, best_mAP: 0.7561 [2024-04-16 11:12:35 INFO]: Epoch [330][1/1] lr: 0.0005, eta: 0:01:56, time: 0.060, data_time: 0.379, memory: 2036, loss_cls: 0.5298, loss_sal: 0.1402, loss_video_cal: 0.0095, loss_layer_cal: 0.0069, loss: 0.6865, scale: 16384.0000 [2024-04-16 11:12:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_330.pth... [2024-04-16 11:12:35 INFO]: Validating... [2024-04-16 11:12:35 INFO]: Epoch (val) [330][1] loss_cls: 0.5714, loss_sal: 0.9526, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5242, mAP: 0.2185, best_mAP: 0.7561 [2024-04-16 11:12:36 INFO]: Epoch [331][1/1] lr: 0.0005, eta: 0:01:55, time: 0.061, data_time: 0.378, memory: 2036, loss_cls: 0.5320, loss_sal: 0.1255, loss_video_cal: 0.0060, loss_layer_cal: 0.0046, loss: 0.6681, scale: 16384.0000 [2024-04-16 11:12:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_331.pth... [2024-04-16 11:12:36 INFO]: Validating... [2024-04-16 11:12:36 INFO]: Epoch (val) [331][1] loss_cls: 0.5721, loss_sal: 0.9774, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5496, mAP: 0.2104, best_mAP: 0.7561 [2024-04-16 11:12:36 INFO]: Epoch [332][1/1] lr: 0.0005, eta: 0:01:54, time: 0.062, data_time: 0.383, memory: 2036, loss_cls: 0.5281, loss_sal: 0.1472, loss_video_cal: 0.0058, loss_layer_cal: 0.0078, loss: 0.6890, scale: 16384.0000 [2024-04-16 11:12:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_332.pth... [2024-04-16 11:12:36 INFO]: Validating... [2024-04-16 11:12:37 INFO]: Epoch (val) [332][1] loss_cls: 0.5736, loss_sal: 0.8808, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4544, mAP: 0.2099, best_mAP: 0.7561 [2024-04-16 11:12:37 INFO]: Epoch [333][1/1] lr: 0.0005, eta: 0:01:54, time: 0.061, data_time: 0.383, memory: 2036, loss_cls: 0.5327, loss_sal: 0.0372, loss_video_cal: 0.0064, loss_layer_cal: 0.0075, loss: 0.5839, scale: 16384.0000 [2024-04-16 11:12:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_333.pth... [2024-04-16 11:12:37 INFO]: Validating... [2024-04-16 11:12:37 INFO]: Epoch (val) [333][1] loss_cls: 0.5744, loss_sal: 0.7765, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3510, mAP: 0.2099, best_mAP: 0.7561 [2024-04-16 11:12:38 INFO]: Epoch [334][1/1] lr: 0.0005, eta: 0:01:53, time: 0.060, data_time: 0.377, memory: 2036, loss_cls: 0.5314, loss_sal: 0.0373, loss_video_cal: 0.0062, loss_layer_cal: 0.0094, loss: 0.5843, scale: 16384.0000 [2024-04-16 11:12:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_334.pth... [2024-04-16 11:12:38 INFO]: Validating... [2024-04-16 11:12:38 INFO]: Epoch (val) [334][1] loss_cls: 0.5747, loss_sal: 0.7175, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2924, mAP: 0.2099, best_mAP: 0.7561 [2024-04-16 11:12:38 INFO]: Epoch [335][1/1] lr: 0.0005, eta: 0:01:52, time: 0.061, data_time: 0.378, memory: 2036, loss_cls: 0.5320, loss_sal: 0.0532, loss_video_cal: 0.0070, loss_layer_cal: 0.0039, loss: 0.5962, scale: 16384.0000 [2024-04-16 11:12:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_335.pth... [2024-04-16 11:12:38 INFO]: Validating... [2024-04-16 11:12:39 INFO]: Epoch (val) [335][1] loss_cls: 0.5741, loss_sal: 0.6946, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2688, mAP: 0.2099, best_mAP: 0.7561 [2024-04-16 11:12:39 INFO]: Epoch [336][1/1] lr: 0.0005, eta: 0:01:52, time: 0.061, data_time: 0.384, memory: 2036, loss_cls: 0.5290, loss_sal: 0.0061, loss_video_cal: 0.0156, loss_layer_cal: 0.0041, loss: 0.5549, scale: 16384.0000 [2024-04-16 11:12:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_336.pth... [2024-04-16 11:12:39 INFO]: Validating... [2024-04-16 11:12:39 INFO]: Epoch (val) [336][1] loss_cls: 0.5733, loss_sal: 0.6779, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2513, mAP: 0.2245, best_mAP: 0.7561 [2024-04-16 11:12:40 INFO]: Epoch [337][1/1] lr: 0.0005, eta: 0:01:51, time: 0.061, data_time: 0.382, memory: 2036, loss_cls: 0.5322, loss_sal: 0.0254, loss_video_cal: 0.0030, loss_layer_cal: 0.0065, loss: 0.5671, scale: 16384.0000 [2024-04-16 11:12:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_337.pth... [2024-04-16 11:12:40 INFO]: Validating... [2024-04-16 11:12:40 INFO]: Epoch (val) [337][1] loss_cls: 0.5723, loss_sal: 0.6573, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2297, mAP: 0.2245, best_mAP: 0.7561 [2024-04-16 11:12:40 INFO]: Epoch [338][1/1] lr: 0.0005, eta: 0:01:50, time: 0.061, data_time: 0.380, memory: 2036, loss_cls: 0.5499, loss_sal: 0.1506, loss_video_cal: 0.0061, loss_layer_cal: 0.0096, loss: 0.7163, scale: 16384.0000 [2024-04-16 11:12:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_338.pth... [2024-04-16 11:12:40 INFO]: Validating... [2024-04-16 11:12:41 INFO]: Epoch (val) [338][1] loss_cls: 0.5709, loss_sal: 0.6757, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2468, mAP: 0.2245, best_mAP: 0.7561 [2024-04-16 11:12:41 INFO]: Epoch [339][1/1] lr: 0.0005, eta: 0:01:50, time: 0.061, data_time: 0.379, memory: 2036, loss_cls: 0.5310, loss_sal: 0.0610, loss_video_cal: 0.0039, loss_layer_cal: 0.0034, loss: 0.5993, scale: 16384.0000 [2024-04-16 11:12:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_339.pth... [2024-04-16 11:12:41 INFO]: Validating... [2024-04-16 11:12:41 INFO]: Epoch (val) [339][1] loss_cls: 0.5709, loss_sal: 0.7231, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2942, mAP: 0.2245, best_mAP: 0.7561 [2024-04-16 11:12:42 INFO]: Epoch [340][1/1] lr: 0.0005, eta: 0:01:49, time: 0.060, data_time: 0.376, memory: 2036, loss_cls: 0.5307, loss_sal: 0.0690, loss_video_cal: 0.0149, loss_layer_cal: 0.0067, loss: 0.6213, scale: 16384.0000 [2024-04-16 11:12:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_340.pth... [2024-04-16 11:12:42 INFO]: Validating... [2024-04-16 11:12:42 INFO]: Epoch (val) [340][1] loss_cls: 0.5714, loss_sal: 0.7312, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3028, mAP: 0.2071, best_mAP: 0.7561 [2024-04-16 11:12:42 INFO]: Epoch [341][1/1] lr: 0.0005, eta: 0:01:48, time: 0.061, data_time: 0.381, memory: 2036, loss_cls: 0.5333, loss_sal: 0.1071, loss_video_cal: 0.0049, loss_layer_cal: 0.0079, loss: 0.6531, scale: 16384.0000 [2024-04-16 11:12:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_341.pth... [2024-04-16 11:12:43 INFO]: Validating... [2024-04-16 11:12:43 INFO]: Epoch (val) [341][1] loss_cls: 0.5723, loss_sal: 0.7345, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3069, mAP: 0.2026, best_mAP: 0.7561 [2024-04-16 11:12:43 INFO]: Epoch [342][1/1] lr: 0.0005, eta: 0:01:48, time: 0.061, data_time: 0.380, memory: 2036, loss_cls: 0.5318, loss_sal: 0.0820, loss_video_cal: 0.0048, loss_layer_cal: 0.0035, loss: 0.6221, scale: 16384.0000 [2024-04-16 11:12:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_342.pth... [2024-04-16 11:12:43 INFO]: Validating... [2024-04-16 11:12:43 INFO]: Epoch (val) [342][1] loss_cls: 0.5747, loss_sal: 0.7342, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3090, mAP: 0.2071, best_mAP: 0.7561 [2024-04-16 11:12:44 INFO]: Epoch [343][1/1] lr: 0.0005, eta: 0:01:47, time: 0.060, data_time: 0.380, memory: 2036, loss_cls: 0.5286, loss_sal: 0.1470, loss_video_cal: 0.0095, loss_layer_cal: 0.0093, loss: 0.6944, scale: 16384.0000 [2024-04-16 11:12:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_343.pth... [2024-04-16 11:12:44 INFO]: Validating... [2024-04-16 11:12:44 INFO]: Epoch (val) [343][1] loss_cls: 0.5794, loss_sal: 0.7076, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2872, mAP: 0.2245, best_mAP: 0.7561 [2024-04-16 11:12:44 INFO]: Epoch [344][1/1] lr: 0.0005, eta: 0:01:46, time: 0.061, data_time: 0.379, memory: 2036, loss_cls: 0.5279, loss_sal: 0.1473, loss_video_cal: 0.0072, loss_layer_cal: 0.0105, loss: 0.6929, scale: 16384.0000 [2024-04-16 11:12:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_344.pth... [2024-04-16 11:12:45 INFO]: Validating... [2024-04-16 11:12:45 INFO]: Epoch (val) [344][1] loss_cls: 0.5862, loss_sal: 0.6727, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2590, mAP: 0.2245, best_mAP: 0.7561 [2024-04-16 11:12:45 INFO]: Epoch [345][1/1] lr: 0.0005, eta: 0:01:46, time: 0.060, data_time: 0.384, memory: 2036, loss_cls: 0.5283, loss_sal: 0.1671, loss_video_cal: 0.0090, loss_layer_cal: 0.0137, loss: 0.7180, scale: 16384.0000 [2024-04-16 11:12:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_345.pth... [2024-04-16 11:12:45 INFO]: Validating... [2024-04-16 11:12:45 INFO]: Epoch (val) [345][1] loss_cls: 0.5926, loss_sal: 0.6323, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2250, mAP: 0.2245, best_mAP: 0.7561 [2024-04-16 11:12:46 INFO]: Epoch [346][1/1] lr: 0.0005, eta: 0:01:45, time: 0.060, data_time: 0.375, memory: 2036, loss_cls: 0.5297, loss_sal: 0.2287, loss_video_cal: 0.0082, loss_layer_cal: 0.0110, loss: 0.7776, scale: 16384.0000 [2024-04-16 11:12:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_346.pth... [2024-04-16 11:12:46 INFO]: Validating... [2024-04-16 11:12:46 INFO]: Epoch (val) [346][1] loss_cls: 0.5977, loss_sal: 0.6069, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2047, mAP: 0.2345, best_mAP: 0.7561 [2024-04-16 11:12:46 INFO]: Epoch [347][1/1] lr: 0.0005, eta: 0:01:44, time: 0.061, data_time: 0.380, memory: 2036, loss_cls: 0.5321, loss_sal: 0.1132, loss_video_cal: 0.0018, loss_layer_cal: 0.0080, loss: 0.6552, scale: 16384.0000 [2024-04-16 11:12:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_347.pth... [2024-04-16 11:12:47 INFO]: Validating... [2024-04-16 11:12:47 INFO]: Epoch (val) [347][1] loss_cls: 0.5994, loss_sal: 0.5880, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1875, mAP: 0.5012, best_mAP: 0.7561 [2024-04-16 11:12:47 INFO]: Epoch [348][1/1] lr: 0.0005, eta: 0:01:43, time: 0.060, data_time: 0.380, memory: 2036, loss_cls: 0.5326, loss_sal: 0.0857, loss_video_cal: 0.0055, loss_layer_cal: 0.0086, loss: 0.6324, scale: 16384.0000 [2024-04-16 11:12:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_348.pth... [2024-04-16 11:12:47 INFO]: Validating... [2024-04-16 11:12:47 INFO]: Epoch (val) [348][1] loss_cls: 0.5988, loss_sal: 0.5802, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1791, mAP: 0.4900, best_mAP: 0.7561 [2024-04-16 11:12:48 INFO]: Epoch [349][1/1] lr: 0.0005, eta: 0:01:43, time: 0.062, data_time: 0.381, memory: 2036, loss_cls: 0.5288, loss_sal: 0.0521, loss_video_cal: 0.0047, loss_layer_cal: 0.0035, loss: 0.5891, scale: 16384.0000 [2024-04-16 11:12:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_349.pth... [2024-04-16 11:12:48 INFO]: Validating... [2024-04-16 11:12:48 INFO]: Epoch (val) [349][1] loss_cls: 0.5957, loss_sal: 0.5683, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1641, mAP: 0.2853, best_mAP: 0.7561 [2024-04-16 11:12:49 INFO]: Epoch [350][1/1] lr: 0.0005, eta: 0:01:42, time: 0.060, data_time: 0.383, memory: 2036, loss_cls: 0.5288, loss_sal: 0.0767, loss_video_cal: 0.0075, loss_layer_cal: 0.0081, loss: 0.6211, scale: 16384.0000 [2024-04-16 11:12:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_350.pth... [2024-04-16 11:12:49 INFO]: Validating... [2024-04-16 11:12:49 INFO]: Epoch (val) [350][1] loss_cls: 0.5913, loss_sal: 0.5432, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1346, mAP: 0.2853, best_mAP: 0.7561 [2024-04-16 11:12:49 INFO]: Epoch [351][1/1] lr: 0.0005, eta: 0:01:41, time: 0.060, data_time: 0.383, memory: 2036, loss_cls: 0.5270, loss_sal: 0.2293, loss_video_cal: 0.0060, loss_layer_cal: 0.0048, loss: 0.7672, scale: 16384.0000 [2024-04-16 11:12:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_351.pth... [2024-04-16 11:12:49 INFO]: Validating... [2024-04-16 11:12:49 INFO]: Epoch (val) [351][1] loss_cls: 0.5859, loss_sal: 0.5484, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1344, mAP: 0.2858, best_mAP: 0.7561 [2024-04-16 11:12:50 INFO]: Epoch [352][1/1] lr: 0.0005, eta: 0:01:41, time: 0.061, data_time: 0.385, memory: 2036, loss_cls: 0.5307, loss_sal: 0.1486, loss_video_cal: 0.0087, loss_layer_cal: 0.0072, loss: 0.6952, scale: 16384.0000 [2024-04-16 11:12:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_352.pth... [2024-04-16 11:12:50 INFO]: Validating... [2024-04-16 11:12:50 INFO]: Epoch (val) [352][1] loss_cls: 0.5815, loss_sal: 0.5478, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1294, mAP: 0.4639, best_mAP: 0.7561 [2024-04-16 11:12:51 INFO]: Epoch [353][1/1] lr: 0.0005, eta: 0:01:40, time: 0.060, data_time: 0.381, memory: 2036, loss_cls: 0.5300, loss_sal: 0.0641, loss_video_cal: 0.0066, loss_layer_cal: 0.0050, loss: 0.6057, scale: 16384.0000 [2024-04-16 11:12:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_353.pth... [2024-04-16 11:12:51 INFO]: Validating... [2024-04-16 11:12:51 INFO]: Epoch (val) [353][1] loss_cls: 0.5777, loss_sal: 0.5215, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0993, mAP: 0.4276, best_mAP: 0.7561 [2024-04-16 11:12:51 INFO]: Epoch [354][1/1] lr: 0.0005, eta: 0:01:39, time: 0.061, data_time: 0.377, memory: 2036, loss_cls: 0.5300, loss_sal: 0.1524, loss_video_cal: 0.0046, loss_layer_cal: 0.0066, loss: 0.6936, scale: 16384.0000 [2024-04-16 11:12:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_354.pth... [2024-04-16 11:12:51 INFO]: Validating... [2024-04-16 11:12:51 INFO]: Epoch (val) [354][1] loss_cls: 0.5759, loss_sal: 0.4886, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0646, mAP: 0.4565, best_mAP: 0.7561 [2024-04-16 11:12:52 INFO]: Epoch [355][1/1] lr: 0.0005, eta: 0:01:39, time: 0.060, data_time: 0.382, memory: 2036, loss_cls: 0.5271, loss_sal: 0.0473, loss_video_cal: 0.0060, loss_layer_cal: 0.0037, loss: 0.5842, scale: 16384.0000 [2024-04-16 11:12:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_355.pth... [2024-04-16 11:12:52 INFO]: Validating... [2024-04-16 11:12:52 INFO]: Epoch (val) [355][1] loss_cls: 0.5747, loss_sal: 0.4643, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0391, mAP: 0.4839, best_mAP: 0.7561 [2024-04-16 11:12:53 INFO]: Epoch [356][1/1] lr: 0.0005, eta: 0:01:38, time: 0.060, data_time: 0.373, memory: 2036, loss_cls: 0.5281, loss_sal: 0.1819, loss_video_cal: 0.0059, loss_layer_cal: 0.0045, loss: 0.7204, scale: 16384.0000 [2024-04-16 11:12:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_356.pth... [2024-04-16 11:12:53 INFO]: Validating... [2024-04-16 11:12:53 INFO]: Epoch (val) [356][1] loss_cls: 0.5744, loss_sal: 0.4417, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0162, mAP: 0.4727, best_mAP: 0.7561 [2024-04-16 11:12:53 INFO]: Epoch [357][1/1] lr: 0.0005, eta: 0:01:37, time: 0.060, data_time: 0.374, memory: 2036, loss_cls: 0.5330, loss_sal: 0.1462, loss_video_cal: 0.0079, loss_layer_cal: 0.0060, loss: 0.6931, scale: 16384.0000 [2024-04-16 11:12:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_357.pth... [2024-04-16 11:12:53 INFO]: Validating... [2024-04-16 11:12:53 INFO]: Epoch (val) [357][1] loss_cls: 0.5755, loss_sal: 0.4178, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9934, mAP: 0.4665, best_mAP: 0.7561 [2024-04-16 11:12:54 INFO]: Epoch [358][1/1] lr: 0.0005, eta: 0:01:37, time: 0.060, data_time: 0.375, memory: 2036, loss_cls: 0.5290, loss_sal: 0.1098, loss_video_cal: 0.0039, loss_layer_cal: 0.0068, loss: 0.6495, scale: 16384.0000 [2024-04-16 11:12:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_358.pth... [2024-04-16 11:12:54 INFO]: Validating... [2024-04-16 11:12:54 INFO]: Epoch (val) [358][1] loss_cls: 0.5771, loss_sal: 0.4274, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0046, mAP: 0.4727, best_mAP: 0.7561 [2024-04-16 11:12:55 INFO]: Epoch [359][1/1] lr: 0.0005, eta: 0:01:36, time: 0.060, data_time: 0.375, memory: 2036, loss_cls: 0.5327, loss_sal: 0.0563, loss_video_cal: 0.0058, loss_layer_cal: 0.0087, loss: 0.6036, scale: 16384.0000 [2024-04-16 11:12:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_359.pth... [2024-04-16 11:12:55 INFO]: Validating... [2024-04-16 11:12:55 INFO]: Epoch (val) [359][1] loss_cls: 0.5795, loss_sal: 0.4382, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0178, mAP: 0.4727, best_mAP: 0.7561 [2024-04-16 11:12:55 INFO]: Epoch [360][1/1] lr: 0.0005, eta: 0:01:35, time: 0.060, data_time: 0.378, memory: 2036, loss_cls: 0.5337, loss_sal: 0.0673, loss_video_cal: 0.0107, loss_layer_cal: 0.0088, loss: 0.6205, scale: 16384.0000 [2024-04-16 11:12:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_360.pth... [2024-04-16 11:12:55 INFO]: Validating... [2024-04-16 11:12:55 INFO]: Epoch (val) [360][1] loss_cls: 0.5820, loss_sal: 0.4517, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0338, mAP: 0.4861, best_mAP: 0.7561 [2024-04-16 11:12:56 INFO]: Epoch [361][1/1] lr: 0.0005, eta: 0:01:35, time: 0.062, data_time: 0.382, memory: 2036, loss_cls: 0.5327, loss_sal: 0.0426, loss_video_cal: 0.0066, loss_layer_cal: 0.0065, loss: 0.5885, scale: 16384.0000 [2024-04-16 11:12:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_361.pth... [2024-04-16 11:12:56 INFO]: Validating... [2024-04-16 11:12:56 INFO]: Epoch (val) [361][1] loss_cls: 0.5836, loss_sal: 0.4776, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0613, mAP: 0.4861, best_mAP: 0.7561 [2024-04-16 11:12:57 INFO]: Epoch [362][1/1] lr: 0.0005, eta: 0:01:34, time: 0.060, data_time: 0.380, memory: 2036, loss_cls: 0.5337, loss_sal: 0.1470, loss_video_cal: 0.0073, loss_layer_cal: 0.0109, loss: 0.6989, scale: 16384.0000 [2024-04-16 11:12:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_362.pth... [2024-04-16 11:12:57 INFO]: Validating... [2024-04-16 11:12:57 INFO]: Epoch (val) [362][1] loss_cls: 0.5835, loss_sal: 0.5114, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0949, mAP: 0.3299, best_mAP: 0.7561 [2024-04-16 11:12:57 INFO]: Epoch [363][1/1] lr: 0.0005, eta: 0:01:33, time: 0.060, data_time: 0.379, memory: 2036, loss_cls: 0.5335, loss_sal: 0.1170, loss_video_cal: 0.0084, loss_layer_cal: 0.0046, loss: 0.6635, scale: 16384.0000 [2024-04-16 11:12:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_363.pth... [2024-04-16 11:12:57 INFO]: Validating... [2024-04-16 11:12:57 INFO]: Epoch (val) [363][1] loss_cls: 0.5835, loss_sal: 0.5439, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1274, mAP: 0.3299, best_mAP: 0.7561 [2024-04-16 11:12:58 INFO]: Epoch [364][1/1] lr: 0.0005, eta: 0:01:32, time: 0.060, data_time: 0.384, memory: 2036, loss_cls: 0.5360, loss_sal: 0.0999, loss_video_cal: 0.0145, loss_layer_cal: 0.0069, loss: 0.6572, scale: 16384.0000 [2024-04-16 11:12:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_364.pth... [2024-04-16 11:12:58 INFO]: Validating... [2024-04-16 11:12:58 INFO]: Epoch (val) [364][1] loss_cls: 0.5839, loss_sal: 0.5784, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1623, mAP: 0.5012, best_mAP: 0.7561 [2024-04-16 11:12:59 INFO]: Epoch [365][1/1] lr: 0.0005, eta: 0:01:32, time: 0.062, data_time: 0.381, memory: 2036, loss_cls: 0.5335, loss_sal: 0.1307, loss_video_cal: 0.0026, loss_layer_cal: 0.0067, loss: 0.6734, scale: 16384.0000 [2024-04-16 11:12:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_365.pth... [2024-04-16 11:12:59 INFO]: Validating... [2024-04-16 11:12:59 INFO]: Epoch (val) [365][1] loss_cls: 0.5826, loss_sal: 0.6042, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1868, mAP: 0.4090, best_mAP: 0.7561 [2024-04-16 11:12:59 INFO]: Epoch [366][1/1] lr: 0.0005, eta: 0:01:31, time: 0.062, data_time: 0.380, memory: 2036, loss_cls: 0.5282, loss_sal: 0.1514, loss_video_cal: 0.0109, loss_layer_cal: 0.0059, loss: 0.6965, scale: 16384.0000 [2024-04-16 11:12:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_366.pth... [2024-04-16 11:12:59 INFO]: Validating... [2024-04-16 11:12:59 INFO]: Epoch (val) [366][1] loss_cls: 0.5810, loss_sal: 0.6295, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2105, mAP: 0.4676, best_mAP: 0.7561 [2024-04-16 11:13:00 INFO]: Epoch [367][1/1] lr: 0.0005, eta: 0:01:30, time: 0.060, data_time: 0.385, memory: 2036, loss_cls: 0.5364, loss_sal: 0.0322, loss_video_cal: 0.0063, loss_layer_cal: 0.0080, loss: 0.5829, scale: 16384.0000 [2024-04-16 11:13:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_367.pth... [2024-04-16 11:13:00 INFO]: Validating... [2024-04-16 11:13:00 INFO]: Epoch (val) [367][1] loss_cls: 0.5787, loss_sal: 0.6582, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2370, mAP: 0.4676, best_mAP: 0.7561 [2024-04-16 11:13:01 INFO]: Epoch [368][1/1] lr: 0.0005, eta: 0:01:30, time: 0.060, data_time: 0.383, memory: 2036, loss_cls: 0.5265, loss_sal: 0.0361, loss_video_cal: 0.0076, loss_layer_cal: 0.0047, loss: 0.5749, scale: 16384.0000 [2024-04-16 11:13:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_368.pth... [2024-04-16 11:13:01 INFO]: Validating... [2024-04-16 11:13:01 INFO]: Epoch (val) [368][1] loss_cls: 0.5772, loss_sal: 0.7067, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2840, mAP: 0.4598, best_mAP: 0.7561 [2024-04-16 11:13:01 INFO]: Epoch [369][1/1] lr: 0.0005, eta: 0:01:29, time: 0.060, data_time: 0.375, memory: 2036, loss_cls: 0.5353, loss_sal: 0.2519, loss_video_cal: 0.0127, loss_layer_cal: 0.0034, loss: 0.8033, scale: 16384.0000 [2024-04-16 11:13:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_369.pth... [2024-04-16 11:13:01 INFO]: Validating... [2024-04-16 11:13:02 INFO]: Epoch (val) [369][1] loss_cls: 0.5774, loss_sal: 0.8521, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4295, mAP: 0.4317, best_mAP: 0.7561 [2024-04-16 11:13:02 INFO]: Epoch [370][1/1] lr: 0.0005, eta: 0:01:28, time: 0.061, data_time: 0.380, memory: 2036, loss_cls: 0.5339, loss_sal: 0.1722, loss_video_cal: 0.0061, loss_layer_cal: 0.0067, loss: 0.7190, scale: 16384.0000 [2024-04-16 11:13:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_370.pth... [2024-04-16 11:13:02 INFO]: Validating... [2024-04-16 11:13:02 INFO]: Epoch (val) [370][1] loss_cls: 0.5790, loss_sal: 0.9245, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5036, mAP: 0.4244, best_mAP: 0.7561 [2024-04-16 11:13:03 INFO]: Epoch [371][1/1] lr: 0.0005, eta: 0:01:28, time: 0.060, data_time: 0.382, memory: 2036, loss_cls: 0.5396, loss_sal: 0.1481, loss_video_cal: 0.0064, loss_layer_cal: 0.0046, loss: 0.6987, scale: 16384.0000 [2024-04-16 11:13:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_371.pth... [2024-04-16 11:13:03 INFO]: Validating... [2024-04-16 11:13:03 INFO]: Epoch (val) [371][1] loss_cls: 0.5812, loss_sal: 0.9460, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5273, mAP: 0.4244, best_mAP: 0.7561 [2024-04-16 11:13:03 INFO]: Epoch [372][1/1] lr: 0.0005, eta: 0:01:27, time: 0.060, data_time: 0.384, memory: 2036, loss_cls: 0.5320, loss_sal: 0.1363, loss_video_cal: 0.0053, loss_layer_cal: 0.0049, loss: 0.6785, scale: 16384.0000 [2024-04-16 11:13:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_372.pth... [2024-04-16 11:13:03 INFO]: Validating... [2024-04-16 11:13:04 INFO]: Epoch (val) [372][1] loss_cls: 0.5836, loss_sal: 0.9668, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5504, mAP: 0.4244, best_mAP: 0.7561 [2024-04-16 11:13:04 INFO]: Epoch [373][1/1] lr: 0.0005, eta: 0:01:26, time: 0.060, data_time: 0.385, memory: 2036, loss_cls: 0.5364, loss_sal: 0.0945, loss_video_cal: 0.0054, loss_layer_cal: 0.0086, loss: 0.6449, scale: 16384.0000 [2024-04-16 11:13:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_373.pth... [2024-04-16 11:13:04 INFO]: Validating... [2024-04-16 11:13:04 INFO]: Epoch (val) [373][1] loss_cls: 0.5852, loss_sal: 0.9830, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5683, mAP: 0.4354, best_mAP: 0.7561 [2024-04-16 11:13:05 INFO]: Epoch [374][1/1] lr: 0.0005, eta: 0:01:26, time: 0.063, data_time: 0.381, memory: 2036, loss_cls: 0.5330, loss_sal: 0.1183, loss_video_cal: 0.0127, loss_layer_cal: 0.0067, loss: 0.6707, scale: 16384.0000 [2024-04-16 11:13:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_374.pth... [2024-04-16 11:13:05 INFO]: Validating... [2024-04-16 11:13:05 INFO]: Epoch (val) [374][1] loss_cls: 0.5864, loss_sal: 0.9938, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5803, mAP: 0.4340, best_mAP: 0.7561 [2024-04-16 11:13:05 INFO]: Epoch [375][1/1] lr: 0.0005, eta: 0:01:25, time: 0.062, data_time: 0.382, memory: 2036, loss_cls: 0.5281, loss_sal: 0.0750, loss_video_cal: 0.0074, loss_layer_cal: 0.0036, loss: 0.6141, scale: 16384.0000 [2024-04-16 11:13:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_375.pth... [2024-04-16 11:13:05 INFO]: Validating... [2024-04-16 11:13:06 INFO]: Epoch (val) [375][1] loss_cls: 0.5864, loss_sal: 1.0213, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6078, mAP: 0.3853, best_mAP: 0.7561 [2024-04-16 11:13:06 INFO]: Epoch [376][1/1] lr: 0.0005, eta: 0:01:24, time: 0.061, data_time: 0.382, memory: 2036, loss_cls: 0.5303, loss_sal: 0.0947, loss_video_cal: 0.0083, loss_layer_cal: 0.0064, loss: 0.6397, scale: 16384.0000 [2024-04-16 11:13:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_376.pth... [2024-04-16 11:13:06 INFO]: Validating... [2024-04-16 11:13:06 INFO]: Epoch (val) [376][1] loss_cls: 0.5853, loss_sal: 1.0517, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6370, mAP: 0.4026, best_mAP: 0.7561 [2024-04-16 11:13:07 INFO]: Epoch [377][1/1] lr: 0.0005, eta: 0:01:24, time: 0.060, data_time: 0.379, memory: 2036, loss_cls: 0.5303, loss_sal: 0.2176, loss_video_cal: 0.0055, loss_layer_cal: 0.0067, loss: 0.7601, scale: 16384.0000 [2024-04-16 11:13:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_377.pth... [2024-04-16 11:13:07 INFO]: Validating... [2024-04-16 11:13:07 INFO]: Epoch (val) [377][1] loss_cls: 0.5832, loss_sal: 1.0654, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6487, mAP: 0.3640, best_mAP: 0.7561 [2024-04-16 11:13:07 INFO]: Epoch [378][1/1] lr: 0.0005, eta: 0:01:23, time: 0.060, data_time: 0.388, memory: 2036, loss_cls: 0.5314, loss_sal: 0.0817, loss_video_cal: 0.0047, loss_layer_cal: 0.0052, loss: 0.6230, scale: 16384.0000 [2024-04-16 11:13:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_378.pth... [2024-04-16 11:13:08 INFO]: Validating... [2024-04-16 11:13:08 INFO]: Epoch (val) [378][1] loss_cls: 0.5816, loss_sal: 1.0502, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6319, mAP: 0.3640, best_mAP: 0.7561 [2024-04-16 11:13:08 INFO]: Epoch [379][1/1] lr: 0.0005, eta: 0:01:22, time: 0.062, data_time: 0.380, memory: 2036, loss_cls: 0.5295, loss_sal: 0.1821, loss_video_cal: 0.0171, loss_layer_cal: 0.0045, loss: 0.7332, scale: 16384.0000 [2024-04-16 11:13:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_379.pth... [2024-04-16 11:13:08 INFO]: Validating... [2024-04-16 11:13:08 INFO]: Epoch (val) [379][1] loss_cls: 0.5807, loss_sal: 0.9968, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5775, mAP: 0.3640, best_mAP: 0.7561 [2024-04-16 11:13:09 INFO]: Epoch [380][1/1] lr: 0.0005, eta: 0:01:22, time: 0.061, data_time: 0.381, memory: 2036, loss_cls: 0.5470, loss_sal: 0.1369, loss_video_cal: 0.0092, loss_layer_cal: 0.0063, loss: 0.6994, scale: 16384.0000 [2024-04-16 11:13:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_380.pth... [2024-04-16 11:13:09 INFO]: Validating... [2024-04-16 11:13:09 INFO]: Epoch (val) [380][1] loss_cls: 0.5791, loss_sal: 0.9127, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4919, mAP: 0.3665, best_mAP: 0.7561 [2024-04-16 11:13:09 INFO]: Epoch [381][1/1] lr: 0.0005, eta: 0:01:21, time: 0.062, data_time: 0.379, memory: 2036, loss_cls: 0.5421, loss_sal: 0.1520, loss_video_cal: 0.0047, loss_layer_cal: 0.0023, loss: 0.7010, scale: 16384.0000 [2024-04-16 11:13:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_381.pth... [2024-04-16 11:13:10 INFO]: Validating... [2024-04-16 11:13:10 INFO]: Epoch (val) [381][1] loss_cls: 0.5776, loss_sal: 0.8101, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3878, mAP: 0.4478, best_mAP: 0.7561 [2024-04-16 11:13:10 INFO]: Epoch [382][1/1] lr: 0.0005, eta: 0:01:20, time: 0.062, data_time: 0.382, memory: 2036, loss_cls: 0.5309, loss_sal: 0.1184, loss_video_cal: 0.0054, loss_layer_cal: 0.0057, loss: 0.6603, scale: 16384.0000 [2024-04-16 11:13:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_382.pth... [2024-04-16 11:13:10 INFO]: Validating... [2024-04-16 11:13:10 INFO]: Epoch (val) [382][1] loss_cls: 0.5769, loss_sal: 0.7008, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2777, mAP: 0.3381, best_mAP: 0.7561 [2024-04-16 11:13:11 INFO]: Epoch [383][1/1] lr: 0.0005, eta: 0:01:19, time: 0.061, data_time: 0.384, memory: 2036, loss_cls: 0.5352, loss_sal: 0.1301, loss_video_cal: 0.0118, loss_layer_cal: 0.0061, loss: 0.6833, scale: 16384.0000 [2024-04-16 11:13:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_383.pth... [2024-04-16 11:13:11 INFO]: Validating... [2024-04-16 11:13:11 INFO]: Epoch (val) [383][1] loss_cls: 0.5766, loss_sal: 0.6107, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1874, mAP: 0.3750, best_mAP: 0.7561 [2024-04-16 11:13:11 INFO]: Epoch [384][1/1] lr: 0.0005, eta: 0:01:19, time: 0.061, data_time: 0.383, memory: 2036, loss_cls: 0.5353, loss_sal: 0.1652, loss_video_cal: 0.0042, loss_layer_cal: 0.0076, loss: 0.7123, scale: 16384.0000 [2024-04-16 11:13:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_384.pth... [2024-04-16 11:13:12 INFO]: Validating... [2024-04-16 11:13:12 INFO]: Epoch (val) [384][1] loss_cls: 0.5766, loss_sal: 0.4957, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0723, mAP: 0.3787, best_mAP: 0.7561 [2024-04-16 11:13:12 INFO]: Epoch [385][1/1] lr: 0.0005, eta: 0:01:18, time: 0.061, data_time: 0.385, memory: 2036, loss_cls: 0.5375, loss_sal: 0.1498, loss_video_cal: 0.0134, loss_layer_cal: 0.0050, loss: 0.7056, scale: 16384.0000 [2024-04-16 11:13:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_385.pth... [2024-04-16 11:13:12 INFO]: Validating... [2024-04-16 11:13:12 INFO]: Epoch (val) [385][1] loss_cls: 0.5778, loss_sal: 0.4410, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0189, mAP: 0.3738, best_mAP: 0.7561 [2024-04-16 11:13:13 INFO]: Epoch [386][1/1] lr: 0.0005, eta: 0:01:17, time: 0.060, data_time: 0.380, memory: 2036, loss_cls: 0.5299, loss_sal: 0.0762, loss_video_cal: 0.0037, loss_layer_cal: 0.0048, loss: 0.6145, scale: 16384.0000 [2024-04-16 11:13:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_386.pth... [2024-04-16 11:13:13 INFO]: Validating... [2024-04-16 11:13:13 INFO]: Epoch (val) [386][1] loss_cls: 0.5804, loss_sal: 0.4094, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9898, mAP: 0.5158, best_mAP: 0.7561 [2024-04-16 11:13:14 INFO]: Epoch [387][1/1] lr: 0.0005, eta: 0:01:17, time: 0.060, data_time: 0.377, memory: 2036, loss_cls: 0.5326, loss_sal: 0.1665, loss_video_cal: 0.0056, loss_layer_cal: 0.0045, loss: 0.7093, scale: 16384.0000 [2024-04-16 11:13:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_387.pth... [2024-04-16 11:13:14 INFO]: Validating... [2024-04-16 11:13:14 INFO]: Epoch (val) [387][1] loss_cls: 0.5837, loss_sal: 0.3879, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9717, mAP: 0.5318, best_mAP: 0.7561 [2024-04-16 11:13:14 INFO]: Epoch [388][1/1] lr: 0.0005, eta: 0:01:16, time: 0.060, data_time: 0.379, memory: 2036, loss_cls: 0.5293, loss_sal: 0.1001, loss_video_cal: 0.0044, loss_layer_cal: 0.0044, loss: 0.6382, scale: 16384.0000 [2024-04-16 11:13:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_388.pth... [2024-04-16 11:13:14 INFO]: Validating... [2024-04-16 11:13:14 INFO]: Epoch (val) [388][1] loss_cls: 0.5869, loss_sal: 0.3702, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9572, mAP: 0.5331, best_mAP: 0.7561 [2024-04-16 11:13:15 INFO]: Epoch [389][1/1] lr: 0.0005, eta: 0:01:15, time: 0.060, data_time: 0.380, memory: 2036, loss_cls: 0.5276, loss_sal: 0.1014, loss_video_cal: 0.0072, loss_layer_cal: 0.0056, loss: 0.6417, scale: 16384.0000 [2024-04-16 11:13:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_389.pth... [2024-04-16 11:13:15 INFO]: Validating... [2024-04-16 11:13:15 INFO]: Epoch (val) [389][1] loss_cls: 0.5887, loss_sal: 0.3764, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9652, mAP: 0.5209, best_mAP: 0.7561 [2024-04-16 11:13:16 INFO]: Epoch [390][1/1] lr: 0.0005, eta: 0:01:15, time: 0.061, data_time: 0.384, memory: 2036, loss_cls: 0.5286, loss_sal: 0.1749, loss_video_cal: 0.0078, loss_layer_cal: 0.0055, loss: 0.7167, scale: 16384.0000 [2024-04-16 11:13:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_390.pth... [2024-04-16 11:13:16 INFO]: Validating... [2024-04-16 11:13:16 INFO]: Epoch (val) [390][1] loss_cls: 0.5885, loss_sal: 0.3869, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9755, mAP: 0.5209, best_mAP: 0.7561 [2024-04-16 11:13:16 INFO]: Epoch [391][1/1] lr: 0.0005, eta: 0:01:14, time: 0.062, data_time: 0.384, memory: 2036, loss_cls: 0.5269, loss_sal: 0.1301, loss_video_cal: 0.0159, loss_layer_cal: 0.0030, loss: 0.6759, scale: 16384.0000 [2024-04-16 11:13:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_391.pth... [2024-04-16 11:13:16 INFO]: Validating... [2024-04-16 11:13:16 INFO]: Epoch (val) [391][1] loss_cls: 0.5868, loss_sal: 0.4030, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9899, mAP: 0.5331, best_mAP: 0.7561 [2024-04-16 11:13:17 INFO]: Epoch [392][1/1] lr: 0.0005, eta: 0:01:13, time: 0.062, data_time: 0.380, memory: 2036, loss_cls: 0.5284, loss_sal: 0.1514, loss_video_cal: 0.0051, loss_layer_cal: 0.0020, loss: 0.6869, scale: 16384.0000 [2024-04-16 11:13:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_392.pth... [2024-04-16 11:13:17 INFO]: Validating... [2024-04-16 11:13:17 INFO]: Epoch (val) [392][1] loss_cls: 0.5838, loss_sal: 0.5140, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0979, mAP: 0.5331, best_mAP: 0.7561 [2024-04-16 11:13:18 INFO]: Epoch [393][1/1] lr: 0.0005, eta: 0:01:13, time: 0.063, data_time: 0.380, memory: 2036, loss_cls: 0.5265, loss_sal: 0.1542, loss_video_cal: 0.0058, loss_layer_cal: 0.0098, loss: 0.6962, scale: 16384.0000 [2024-04-16 11:13:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_393.pth... [2024-04-16 11:13:18 INFO]: Validating... [2024-04-16 11:13:18 INFO]: Epoch (val) [393][1] loss_cls: 0.5808, loss_sal: 0.6294, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2103, mAP: 0.5331, best_mAP: 0.7561 [2024-04-16 11:13:18 INFO]: Epoch [394][1/1] lr: 0.0005, eta: 0:01:12, time: 0.061, data_time: 0.379, memory: 2036, loss_cls: 0.5261, loss_sal: 0.0350, loss_video_cal: 0.0058, loss_layer_cal: 0.0052, loss: 0.5720, scale: 16384.0000 [2024-04-16 11:13:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_394.pth... [2024-04-16 11:13:18 INFO]: Validating... [2024-04-16 11:13:19 INFO]: Epoch (val) [394][1] loss_cls: 0.5783, loss_sal: 0.7344, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3128, mAP: 0.5166, best_mAP: 0.7561 [2024-04-16 11:13:19 INFO]: Epoch [395][1/1] lr: 0.0005, eta: 0:01:11, time: 0.060, data_time: 0.380, memory: 2036, loss_cls: 0.5257, loss_sal: 0.0885, loss_video_cal: 0.0028, loss_layer_cal: 0.0041, loss: 0.6212, scale: 16384.0000 [2024-04-16 11:13:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_395.pth... [2024-04-16 11:13:19 INFO]: Validating... [2024-04-16 11:13:19 INFO]: Epoch (val) [395][1] loss_cls: 0.5764, loss_sal: 0.8054, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3819, mAP: 0.5166, best_mAP: 0.7561 [2024-04-16 11:13:20 INFO]: Epoch [396][1/1] lr: 0.0005, eta: 0:01:11, time: 0.062, data_time: 0.380, memory: 2036, loss_cls: 0.5365, loss_sal: 0.0616, loss_video_cal: 0.0071, loss_layer_cal: 0.0045, loss: 0.6098, scale: 16384.0000 [2024-04-16 11:13:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_396.pth... [2024-04-16 11:13:20 INFO]: Validating... [2024-04-16 11:13:20 INFO]: Epoch (val) [396][1] loss_cls: 0.5759, loss_sal: 0.8361, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4120, mAP: 0.5158, best_mAP: 0.7561 [2024-04-16 11:13:20 INFO]: Epoch [397][1/1] lr: 0.0005, eta: 0:01:10, time: 0.062, data_time: 0.380, memory: 2036, loss_cls: 0.5269, loss_sal: 0.0818, loss_video_cal: 0.0079, loss_layer_cal: 0.0050, loss: 0.6215, scale: 16384.0000 [2024-04-16 11:13:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_397.pth... [2024-04-16 11:13:21 INFO]: Validating... [2024-04-16 11:13:21 INFO]: Epoch (val) [397][1] loss_cls: 0.5756, loss_sal: 0.8624, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4380, mAP: 0.5078, best_mAP: 0.7561 [2024-04-16 11:13:21 INFO]: Epoch [398][1/1] lr: 0.0005, eta: 0:01:09, time: 0.060, data_time: 0.382, memory: 2036, loss_cls: 0.5283, loss_sal: 0.0514, loss_video_cal: 0.0041, loss_layer_cal: 0.0032, loss: 0.5871, scale: 16384.0000 [2024-04-16 11:13:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_398.pth... [2024-04-16 11:13:21 INFO]: Validating... [2024-04-16 11:13:21 INFO]: Epoch (val) [398][1] loss_cls: 0.5754, loss_sal: 0.8520, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4275, mAP: 0.5058, best_mAP: 0.7561 [2024-04-16 11:13:22 INFO]: Epoch [399][1/1] lr: 0.0005, eta: 0:01:09, time: 0.061, data_time: 0.380, memory: 2036, loss_cls: 0.5274, loss_sal: 0.0502, loss_video_cal: 0.0079, loss_layer_cal: 0.0031, loss: 0.5886, scale: 16384.0000 [2024-04-16 11:13:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_399.pth... [2024-04-16 11:13:22 INFO]: Validating... [2024-04-16 11:13:22 INFO]: Epoch (val) [399][1] loss_cls: 0.5755, loss_sal: 0.8293, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4049, mAP: 0.5140, best_mAP: 0.7561 [2024-04-16 11:13:22 INFO]: Epoch [400][1/1] lr: 0.0005, eta: 0:01:08, time: 0.061, data_time: 0.376, memory: 2036, loss_cls: 0.5270, loss_sal: 0.0749, loss_video_cal: 0.0042, loss_layer_cal: 0.0028, loss: 0.6089, scale: 16384.0000 [2024-04-16 11:13:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_400.pth... [2024-04-16 11:13:23 INFO]: Validating... [2024-04-16 11:13:23 INFO]: Epoch (val) [400][1] loss_cls: 0.5759, loss_sal: 0.7940, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3700, mAP: 0.4720, best_mAP: 0.7561 [2024-04-16 11:13:23 INFO]: Epoch [401][1/1] lr: 0.0005, eta: 0:01:07, time: 0.061, data_time: 0.378, memory: 2036, loss_cls: 0.5280, loss_sal: 0.0212, loss_video_cal: 0.0043, loss_layer_cal: 0.0090, loss: 0.5625, scale: 16384.0000 [2024-04-16 11:13:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_401.pth... [2024-04-16 11:13:23 INFO]: Validating... [2024-04-16 11:13:23 INFO]: Epoch (val) [401][1] loss_cls: 0.5764, loss_sal: 0.7557, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3322, mAP: 0.2376, best_mAP: 0.7561 [2024-04-16 11:13:24 INFO]: Epoch [402][1/1] lr: 0.0005, eta: 0:01:06, time: 0.061, data_time: 0.383, memory: 2036, loss_cls: 0.5265, loss_sal: 0.0692, loss_video_cal: 0.0071, loss_layer_cal: 0.0039, loss: 0.6068, scale: 16384.0000 [2024-04-16 11:13:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_402.pth... [2024-04-16 11:13:24 INFO]: Validating... [2024-04-16 11:13:24 INFO]: Epoch (val) [402][1] loss_cls: 0.5771, loss_sal: 0.7147, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2919, mAP: 0.2376, best_mAP: 0.7561 [2024-04-16 11:13:24 INFO]: Epoch [403][1/1] lr: 0.0005, eta: 0:01:06, time: 0.061, data_time: 0.378, memory: 2036, loss_cls: 0.5285, loss_sal: 0.1303, loss_video_cal: 0.0040, loss_layer_cal: 0.0054, loss: 0.6683, scale: 16384.0000 [2024-04-16 11:13:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_403.pth... [2024-04-16 11:13:25 INFO]: Validating... [2024-04-16 11:13:25 INFO]: Epoch (val) [403][1] loss_cls: 0.5779, loss_sal: 0.6906, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2686, mAP: 0.2376, best_mAP: 0.7561 [2024-04-16 11:13:25 INFO]: Epoch [404][1/1] lr: 0.0005, eta: 0:01:05, time: 0.060, data_time: 0.378, memory: 2036, loss_cls: 0.5264, loss_sal: 0.0934, loss_video_cal: 0.0043, loss_layer_cal: 0.0042, loss: 0.6284, scale: 16384.0000 [2024-04-16 11:13:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_404.pth... [2024-04-16 11:13:25 INFO]: Validating... [2024-04-16 11:13:25 INFO]: Epoch (val) [404][1] loss_cls: 0.5792, loss_sal: 0.6652, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2445, mAP: 0.2365, best_mAP: 0.7561 [2024-04-16 11:13:26 INFO]: Epoch [405][1/1] lr: 0.0005, eta: 0:01:04, time: 0.060, data_time: 0.382, memory: 2036, loss_cls: 0.5284, loss_sal: 0.1179, loss_video_cal: 0.0055, loss_layer_cal: 0.0027, loss: 0.6545, scale: 16384.0000 [2024-04-16 11:13:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_405.pth... [2024-04-16 11:13:26 INFO]: Validating... [2024-04-16 11:13:26 INFO]: Epoch (val) [405][1] loss_cls: 0.5797, loss_sal: 0.6524, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2322, mAP: 0.2365, best_mAP: 0.7561 [2024-04-16 11:13:27 INFO]: Epoch [406][1/1] lr: 0.0005, eta: 0:01:04, time: 0.060, data_time: 0.378, memory: 2036, loss_cls: 0.5260, loss_sal: 0.1025, loss_video_cal: 0.0022, loss_layer_cal: 0.0059, loss: 0.6366, scale: 16384.0000 [2024-04-16 11:13:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_406.pth... [2024-04-16 11:13:27 INFO]: Validating... [2024-04-16 11:13:27 INFO]: Epoch (val) [406][1] loss_cls: 0.5807, loss_sal: 0.6325, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2133, mAP: 0.5125, best_mAP: 0.7561 [2024-04-16 11:13:27 INFO]: Epoch [407][1/1] lr: 0.0005, eta: 0:01:03, time: 0.060, data_time: 0.376, memory: 2036, loss_cls: 0.5279, loss_sal: 0.0373, loss_video_cal: 0.0052, loss_layer_cal: 0.0028, loss: 0.5732, scale: 16384.0000 [2024-04-16 11:13:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_407.pth... [2024-04-16 11:13:27 INFO]: Validating... [2024-04-16 11:13:27 INFO]: Epoch (val) [407][1] loss_cls: 0.5805, loss_sal: 0.6203, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2010, mAP: 0.5174, best_mAP: 0.7561 [2024-04-16 11:13:28 INFO]: Epoch [408][1/1] lr: 0.0005, eta: 0:01:02, time: 0.061, data_time: 0.378, memory: 2036, loss_cls: 0.5296, loss_sal: 0.1831, loss_video_cal: 0.0074, loss_layer_cal: 0.0064, loss: 0.7265, scale: 16384.0000 [2024-04-16 11:13:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_408.pth... [2024-04-16 11:13:28 INFO]: Validating... [2024-04-16 11:13:28 INFO]: Epoch (val) [408][1] loss_cls: 0.5789, loss_sal: 0.6035, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1825, mAP: 0.5308, best_mAP: 0.7561 [2024-04-16 11:13:29 INFO]: Epoch [409][1/1] lr: 0.0005, eta: 0:01:02, time: 0.060, data_time: 0.381, memory: 2036, loss_cls: 0.5243, loss_sal: 0.0507, loss_video_cal: 0.0025, loss_layer_cal: 0.0044, loss: 0.5820, scale: 16384.0000 [2024-04-16 11:13:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_409.pth... [2024-04-16 11:13:29 INFO]: Validating... [2024-04-16 11:13:29 INFO]: Epoch (val) [409][1] loss_cls: 0.5767, loss_sal: 0.5888, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1656, mAP: 0.5174, best_mAP: 0.7561 [2024-04-16 11:13:29 INFO]: Epoch [410][1/1] lr: 0.0005, eta: 0:01:01, time: 0.061, data_time: 0.378, memory: 2036, loss_cls: 0.5283, loss_sal: 0.1257, loss_video_cal: 0.0050, loss_layer_cal: 0.0069, loss: 0.6659, scale: 16384.0000 [2024-04-16 11:13:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_410.pth... [2024-04-16 11:13:29 INFO]: Validating... [2024-04-16 11:13:29 INFO]: Epoch (val) [410][1] loss_cls: 0.5745, loss_sal: 0.6424, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2170, mAP: 0.5125, best_mAP: 0.7561 [2024-04-16 11:13:30 INFO]: Epoch [411][1/1] lr: 0.0005, eta: 0:01:00, time: 0.060, data_time: 0.378, memory: 2036, loss_cls: 0.5276, loss_sal: 0.0637, loss_video_cal: 0.0039, loss_layer_cal: 0.0047, loss: 0.5999, scale: 16384.0000 [2024-04-16 11:13:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_411.pth... [2024-04-16 11:13:30 INFO]: Validating... [2024-04-16 11:13:30 INFO]: Epoch (val) [411][1] loss_cls: 0.5733, loss_sal: 0.7000, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2734, mAP: 0.4467, best_mAP: 0.7561 [2024-04-16 11:13:31 INFO]: Epoch [412][1/1] lr: 0.0005, eta: 0:01:00, time: 0.060, data_time: 0.379, memory: 2036, loss_cls: 0.5273, loss_sal: 0.0285, loss_video_cal: 0.0026, loss_layer_cal: 0.0050, loss: 0.5634, scale: 16384.0000 [2024-04-16 11:13:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_412.pth... [2024-04-16 11:13:31 INFO]: Validating... [2024-04-16 11:13:31 INFO]: Epoch (val) [412][1] loss_cls: 0.5729, loss_sal: 0.7539, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3269, mAP: 0.4720, best_mAP: 0.7561 [2024-04-16 11:13:31 INFO]: Epoch [413][1/1] lr: 0.0005, eta: 0:00:59, time: 0.060, data_time: 0.378, memory: 2036, loss_cls: 0.5277, loss_sal: 0.1425, loss_video_cal: 0.0037, loss_layer_cal: 0.0039, loss: 0.6777, scale: 16384.0000 [2024-04-16 11:13:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_413.pth... [2024-04-16 11:13:31 INFO]: Validating... [2024-04-16 11:13:31 INFO]: Epoch (val) [413][1] loss_cls: 0.5733, loss_sal: 0.8027, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3761, mAP: 0.4720, best_mAP: 0.7561 [2024-04-16 11:13:32 INFO]: Epoch [414][1/1] lr: 0.0005, eta: 0:00:58, time: 0.060, data_time: 0.384, memory: 2036, loss_cls: 0.5345, loss_sal: 0.0533, loss_video_cal: 0.0032, loss_layer_cal: 0.0029, loss: 0.5938, scale: 16384.0000 [2024-04-16 11:13:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_414.pth... [2024-04-16 11:13:32 INFO]: Validating... [2024-04-16 11:13:32 INFO]: Epoch (val) [414][1] loss_cls: 0.5748, loss_sal: 0.8435, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4184, mAP: 0.4340, best_mAP: 0.7561 [2024-04-16 11:13:33 INFO]: Epoch [415][1/1] lr: 0.0005, eta: 0:00:58, time: 0.060, data_time: 0.377, memory: 2036, loss_cls: 0.5260, loss_sal: 0.3253, loss_video_cal: 0.0046, loss_layer_cal: 0.0032, loss: 0.8591, scale: 16384.0000 [2024-04-16 11:13:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_415.pth... [2024-04-16 11:13:33 INFO]: Validating... [2024-04-16 11:13:33 INFO]: Epoch (val) [415][1] loss_cls: 0.5767, loss_sal: 0.9615, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5383, mAP: 0.5011, best_mAP: 0.7561 [2024-04-16 11:13:33 INFO]: Epoch [416][1/1] lr: 0.0005, eta: 0:00:57, time: 0.060, data_time: 0.379, memory: 2036, loss_cls: 0.5261, loss_sal: 0.0491, loss_video_cal: 0.0045, loss_layer_cal: 0.0024, loss: 0.5821, scale: 16384.0000 [2024-04-16 11:13:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_416.pth... [2024-04-16 11:13:33 INFO]: Validating... [2024-04-16 11:13:33 INFO]: Epoch (val) [416][1] loss_cls: 0.5789, loss_sal: 1.0500, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6290, mAP: 0.5685, best_mAP: 0.7561 [2024-04-16 11:13:34 INFO]: Epoch [417][1/1] lr: 0.0005, eta: 0:00:56, time: 0.063, data_time: 0.384, memory: 2036, loss_cls: 0.5272, loss_sal: 0.0776, loss_video_cal: 0.0042, loss_layer_cal: 0.0020, loss: 0.6110, scale: 16384.0000 [2024-04-16 11:13:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_417.pth... [2024-04-16 11:13:34 INFO]: Validating... [2024-04-16 11:13:34 INFO]: Epoch (val) [417][1] loss_cls: 0.5808, loss_sal: 1.1080, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6889, mAP: 0.5685, best_mAP: 0.7561 [2024-04-16 11:13:35 INFO]: Epoch [418][1/1] lr: 0.0005, eta: 0:00:56, time: 0.060, data_time: 0.378, memory: 2036, loss_cls: 0.5277, loss_sal: 0.0843, loss_video_cal: 0.0023, loss_layer_cal: 0.0040, loss: 0.6183, scale: 16384.0000 [2024-04-16 11:13:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_418.pth... [2024-04-16 11:13:35 INFO]: Validating... [2024-04-16 11:13:35 INFO]: Epoch (val) [418][1] loss_cls: 0.5817, loss_sal: 1.1420, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7238, mAP: 0.5616, best_mAP: 0.7561 [2024-04-16 11:13:35 INFO]: Epoch [419][1/1] lr: 0.0005, eta: 0:00:55, time: 0.062, data_time: 0.382, memory: 2036, loss_cls: 0.5263, loss_sal: 0.0436, loss_video_cal: 0.0071, loss_layer_cal: 0.0102, loss: 0.5871, scale: 16384.0000 [2024-04-16 11:13:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_419.pth... [2024-04-16 11:13:35 INFO]: Validating... [2024-04-16 11:13:36 INFO]: Epoch (val) [419][1] loss_cls: 0.5825, loss_sal: 1.1655, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7481, mAP: 0.5616, best_mAP: 0.7561 [2024-04-16 11:13:36 INFO]: Epoch [420][1/1] lr: 0.0005, eta: 0:00:54, time: 0.060, data_time: 0.381, memory: 2036, loss_cls: 0.5286, loss_sal: 0.0612, loss_video_cal: 0.0035, loss_layer_cal: 0.0043, loss: 0.5975, scale: 16384.0000 [2024-04-16 11:13:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_420.pth... [2024-04-16 11:13:36 INFO]: Validating... [2024-04-16 11:13:36 INFO]: Epoch (val) [420][1] loss_cls: 0.5834, loss_sal: 1.1852, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7687, mAP: 0.5626, best_mAP: 0.7561 [2024-04-16 11:13:37 INFO]: Epoch [421][1/1] lr: 0.0005, eta: 0:00:53, time: 0.060, data_time: 0.379, memory: 2036, loss_cls: 0.5268, loss_sal: 0.1047, loss_video_cal: 0.0072, loss_layer_cal: 0.0057, loss: 0.6445, scale: 16384.0000 [2024-04-16 11:13:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_421.pth... [2024-04-16 11:13:37 INFO]: Validating... [2024-04-16 11:13:37 INFO]: Epoch (val) [421][1] loss_cls: 0.5847, loss_sal: 1.1853, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7701, mAP: 0.5626, best_mAP: 0.7561 [2024-04-16 11:13:37 INFO]: Epoch [422][1/1] lr: 0.0005, eta: 0:00:53, time: 0.061, data_time: 0.376, memory: 2036, loss_cls: 0.5294, loss_sal: 0.0580, loss_video_cal: 0.0033, loss_layer_cal: 0.0057, loss: 0.5965, scale: 16384.0000 [2024-04-16 11:13:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_422.pth... [2024-04-16 11:13:37 INFO]: Validating... [2024-04-16 11:13:38 INFO]: Epoch (val) [422][1] loss_cls: 0.5865, loss_sal: 1.1685, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7551, mAP: 0.5271, best_mAP: 0.7561 [2024-04-16 11:13:38 INFO]: Epoch [423][1/1] lr: 0.0005, eta: 0:00:52, time: 0.061, data_time: 0.376, memory: 2036, loss_cls: 0.5270, loss_sal: 0.0716, loss_video_cal: 0.0046, loss_layer_cal: 0.0098, loss: 0.6130, scale: 16384.0000 [2024-04-16 11:13:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_423.pth... [2024-04-16 11:13:38 INFO]: Validating... [2024-04-16 11:13:38 INFO]: Epoch (val) [423][1] loss_cls: 0.5883, loss_sal: 1.1365, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7249, mAP: 0.5475, best_mAP: 0.7561 [2024-04-16 11:13:39 INFO]: Epoch [424][1/1] lr: 0.0005, eta: 0:00:51, time: 0.062, data_time: 0.382, memory: 2036, loss_cls: 0.5273, loss_sal: 0.1220, loss_video_cal: 0.0060, loss_layer_cal: 0.0032, loss: 0.6585, scale: 16384.0000 [2024-04-16 11:13:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_424.pth... [2024-04-16 11:13:39 INFO]: Validating... [2024-04-16 11:13:39 INFO]: Epoch (val) [424][1] loss_cls: 0.5902, loss_sal: 1.0890, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6793, mAP: 0.5475, best_mAP: 0.7561 [2024-04-16 11:13:39 INFO]: Epoch [425][1/1] lr: 0.0005, eta: 0:00:51, time: 0.061, data_time: 0.375, memory: 2036, loss_cls: 0.5276, loss_sal: 0.1306, loss_video_cal: 0.0062, loss_layer_cal: 0.0110, loss: 0.6754, scale: 16384.0000 [2024-04-16 11:13:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_425.pth... [2024-04-16 11:13:39 INFO]: Validating... [2024-04-16 11:13:40 INFO]: Epoch (val) [425][1] loss_cls: 0.5912, loss_sal: 1.0442, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6355, mAP: 0.5475, best_mAP: 0.7561 [2024-04-16 11:13:40 INFO]: Epoch [426][1/1] lr: 0.0005, eta: 0:00:50, time: 0.061, data_time: 0.385, memory: 2036, loss_cls: 0.5307, loss_sal: 0.0607, loss_video_cal: 0.0026, loss_layer_cal: 0.0048, loss: 0.5987, scale: 16384.0000 [2024-04-16 11:13:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_426.pth... [2024-04-16 11:13:40 INFO]: Validating... [2024-04-16 11:13:40 INFO]: Epoch (val) [426][1] loss_cls: 0.5899, loss_sal: 0.9964, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5863, mAP: 0.5475, best_mAP: 0.7561 [2024-04-16 11:13:41 INFO]: Epoch [427][1/1] lr: 0.0005, eta: 0:00:49, time: 0.060, data_time: 0.382, memory: 2036, loss_cls: 0.5273, loss_sal: 0.0859, loss_video_cal: 0.0071, loss_layer_cal: 0.0065, loss: 0.6268, scale: 16384.0000 [2024-04-16 11:13:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_427.pth... [2024-04-16 11:13:41 INFO]: Validating... [2024-04-16 11:13:41 INFO]: Epoch (val) [427][1] loss_cls: 0.5872, loss_sal: 0.9574, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5446, mAP: 0.5475, best_mAP: 0.7561 [2024-04-16 11:13:41 INFO]: Epoch [428][1/1] lr: 0.0005, eta: 0:00:49, time: 0.060, data_time: 0.378, memory: 2036, loss_cls: 0.5266, loss_sal: 0.0870, loss_video_cal: 0.0040, loss_layer_cal: 0.0077, loss: 0.6253, scale: 16384.0000 [2024-04-16 11:13:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_428.pth... [2024-04-16 11:13:41 INFO]: Validating... [2024-04-16 11:13:42 INFO]: Epoch (val) [428][1] loss_cls: 0.5837, loss_sal: 0.9101, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4938, mAP: 0.5475, best_mAP: 0.7561 [2024-04-16 11:13:42 INFO]: Epoch [429][1/1] lr: 0.0005, eta: 0:00:48, time: 0.060, data_time: 0.381, memory: 2036, loss_cls: 0.5273, loss_sal: 0.1147, loss_video_cal: 0.0037, loss_layer_cal: 0.0052, loss: 0.6509, scale: 16384.0000 [2024-04-16 11:13:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_429.pth... [2024-04-16 11:13:42 INFO]: Validating... [2024-04-16 11:13:42 INFO]: Epoch (val) [429][1] loss_cls: 0.5810, loss_sal: 0.8510, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4320, mAP: 0.5536, best_mAP: 0.7561 [2024-04-16 11:13:43 INFO]: Epoch [430][1/1] lr: 0.0005, eta: 0:00:47, time: 0.061, data_time: 0.378, memory: 2036, loss_cls: 0.5276, loss_sal: 0.0254, loss_video_cal: 0.0080, loss_layer_cal: 0.0069, loss: 0.5678, scale: 16384.0000 [2024-04-16 11:13:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_430.pth... [2024-04-16 11:13:43 INFO]: Validating... [2024-04-16 11:13:43 INFO]: Epoch (val) [430][1] loss_cls: 0.5778, loss_sal: 0.7909, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3688, mAP: 0.5876, best_mAP: 0.7561 [2024-04-16 11:13:43 INFO]: Epoch [431][1/1] lr: 0.0005, eta: 0:00:47, time: 0.060, data_time: 0.378, memory: 2036, loss_cls: 0.5265, loss_sal: 0.0941, loss_video_cal: 0.0061, loss_layer_cal: 0.0035, loss: 0.6302, scale: 16384.0000 [2024-04-16 11:13:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_431.pth... [2024-04-16 11:13:43 INFO]: Validating... [2024-04-16 11:13:44 INFO]: Epoch (val) [431][1] loss_cls: 0.5747, loss_sal: 0.7289, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3037, mAP: 0.5892, best_mAP: 0.7561 [2024-04-16 11:13:44 INFO]: Epoch [432][1/1] lr: 0.0005, eta: 0:00:46, time: 0.060, data_time: 0.382, memory: 2036, loss_cls: 0.5297, loss_sal: 0.1024, loss_video_cal: 0.0072, loss_layer_cal: 0.0032, loss: 0.6425, scale: 16384.0000 [2024-04-16 11:13:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_432.pth... [2024-04-16 11:13:44 INFO]: Validating... [2024-04-16 11:13:44 INFO]: Epoch (val) [432][1] loss_cls: 0.5714, loss_sal: 0.6836, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2551, mAP: 0.5692, best_mAP: 0.7561 [2024-04-16 11:13:45 INFO]: Epoch [433][1/1] lr: 0.0005, eta: 0:00:45, time: 0.062, data_time: 0.379, memory: 2036, loss_cls: 0.5275, loss_sal: 0.0789, loss_video_cal: 0.0024, loss_layer_cal: 0.0048, loss: 0.6136, scale: 16384.0000 [2024-04-16 11:13:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_433.pth... [2024-04-16 11:13:45 INFO]: Validating... [2024-04-16 11:13:45 INFO]: Epoch (val) [433][1] loss_cls: 0.5690, loss_sal: 0.6473, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2164, mAP: 0.5127, best_mAP: 0.7561 [2024-04-16 11:13:45 INFO]: Epoch [434][1/1] lr: 0.0005, eta: 0:00:45, time: 0.061, data_time: 0.381, memory: 2036, loss_cls: 0.5276, loss_sal: 0.0349, loss_video_cal: 0.0035, loss_layer_cal: 0.0029, loss: 0.5689, scale: 16384.0000 [2024-04-16 11:13:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_434.pth... [2024-04-16 11:13:45 INFO]: Validating... [2024-04-16 11:13:46 INFO]: Epoch (val) [434][1] loss_cls: 0.5679, loss_sal: 0.6282, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1962, mAP: 0.5257, best_mAP: 0.7561 [2024-04-16 11:13:46 INFO]: Epoch [435][1/1] lr: 0.0005, eta: 0:00:44, time: 0.061, data_time: 0.378, memory: 2036, loss_cls: 0.5271, loss_sal: 0.0418, loss_video_cal: 0.0060, loss_layer_cal: 0.0033, loss: 0.5782, scale: 16384.0000 [2024-04-16 11:13:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_435.pth... [2024-04-16 11:13:46 INFO]: Validating... [2024-04-16 11:13:46 INFO]: Epoch (val) [435][1] loss_cls: 0.5677, loss_sal: 0.6178, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1855, mAP: 0.5111, best_mAP: 0.7561 [2024-04-16 11:13:47 INFO]: Epoch [436][1/1] lr: 0.0005, eta: 0:00:43, time: 0.061, data_time: 0.376, memory: 2036, loss_cls: 0.5310, loss_sal: 0.0774, loss_video_cal: 0.0157, loss_layer_cal: 0.0037, loss: 0.6278, scale: 16384.0000 [2024-04-16 11:13:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_436.pth... [2024-04-16 11:13:47 INFO]: Validating... [2024-04-16 11:13:47 INFO]: Epoch (val) [436][1] loss_cls: 0.5677, loss_sal: 0.5973, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1651, mAP: 0.5111, best_mAP: 0.7561 [2024-04-16 11:13:47 INFO]: Epoch [437][1/1] lr: 0.0005, eta: 0:00:43, time: 0.061, data_time: 0.377, memory: 2036, loss_cls: 0.5292, loss_sal: 0.1214, loss_video_cal: 0.0048, loss_layer_cal: 0.0038, loss: 0.6592, scale: 16384.0000 [2024-04-16 11:13:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_437.pth... [2024-04-16 11:13:48 INFO]: Validating... [2024-04-16 11:13:48 INFO]: Epoch (val) [437][1] loss_cls: 0.5687, loss_sal: 0.5949, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1636, mAP: 0.5092, best_mAP: 0.7561 [2024-04-16 11:13:48 INFO]: Epoch [438][1/1] lr: 0.0005, eta: 0:00:42, time: 0.061, data_time: 0.376, memory: 2036, loss_cls: 0.5269, loss_sal: 0.0450, loss_video_cal: 0.0044, loss_layer_cal: 0.0032, loss: 0.5795, scale: 16384.0000 [2024-04-16 11:13:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_438.pth... [2024-04-16 11:13:48 INFO]: Validating... [2024-04-16 11:13:48 INFO]: Epoch (val) [438][1] loss_cls: 0.5712, loss_sal: 0.5913, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1625, mAP: 0.5923, best_mAP: 0.7561 [2024-04-16 11:13:49 INFO]: Epoch [439][1/1] lr: 0.0005, eta: 0:00:41, time: 0.061, data_time: 0.382, memory: 2036, loss_cls: 0.5285, loss_sal: 0.0044, loss_video_cal: 0.0042, loss_layer_cal: 0.0045, loss: 0.5416, scale: 16384.0000 [2024-04-16 11:13:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_439.pth... [2024-04-16 11:13:49 INFO]: Validating... [2024-04-16 11:13:49 INFO]: Epoch (val) [439][1] loss_cls: 0.5745, loss_sal: 0.5888, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1633, mAP: 0.5257, best_mAP: 0.7561 [2024-04-16 11:13:49 INFO]: Epoch [440][1/1] lr: 0.0005, eta: 0:00:40, time: 0.061, data_time: 0.377, memory: 2036, loss_cls: 0.5280, loss_sal: 0.1627, loss_video_cal: 0.0141, loss_layer_cal: 0.0044, loss: 0.7091, scale: 16384.0000 [2024-04-16 11:13:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_440.pth... [2024-04-16 11:13:50 INFO]: Validating... [2024-04-16 11:13:50 INFO]: Epoch (val) [440][1] loss_cls: 0.5789, loss_sal: 0.5783, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1572, mAP: 0.5257, best_mAP: 0.7561 [2024-04-16 11:13:50 INFO]: Epoch [441][1/1] lr: 0.0005, eta: 0:00:40, time: 0.062, data_time: 0.384, memory: 2036, loss_cls: 0.5299, loss_sal: 0.1462, loss_video_cal: 0.0085, loss_layer_cal: 0.0064, loss: 0.6911, scale: 16384.0000 [2024-04-16 11:13:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_441.pth... [2024-04-16 11:13:50 INFO]: Validating... [2024-04-16 11:13:50 INFO]: Epoch (val) [441][1] loss_cls: 0.5820, loss_sal: 0.5752, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1572, mAP: 0.5257, best_mAP: 0.7561 [2024-04-16 11:13:51 INFO]: Epoch [442][1/1] lr: 0.0005, eta: 0:00:39, time: 0.062, data_time: 0.378, memory: 2036, loss_cls: 0.5311, loss_sal: 0.1696, loss_video_cal: 0.0051, loss_layer_cal: 0.0053, loss: 0.7110, scale: 16384.0000 [2024-04-16 11:13:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_442.pth... [2024-04-16 11:13:51 INFO]: Validating... [2024-04-16 11:13:51 INFO]: Epoch (val) [442][1] loss_cls: 0.5814, loss_sal: 0.5728, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1542, mAP: 0.5340, best_mAP: 0.7561 [2024-04-16 11:13:51 INFO]: Epoch [443][1/1] lr: 0.0005, eta: 0:00:38, time: 0.062, data_time: 0.385, memory: 2036, loss_cls: 0.5325, loss_sal: 0.0594, loss_video_cal: 0.0028, loss_layer_cal: 0.0022, loss: 0.5969, scale: 16384.0000 [2024-04-16 11:13:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_443.pth... [2024-04-16 11:13:52 INFO]: Validating... [2024-04-16 11:13:52 INFO]: Epoch (val) [443][1] loss_cls: 0.5785, loss_sal: 0.5772, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1558, mAP: 0.5317, best_mAP: 0.7561 [2024-04-16 11:13:52 INFO]: Epoch [444][1/1] lr: 0.0005, eta: 0:00:38, time: 0.061, data_time: 0.378, memory: 2036, loss_cls: 0.5314, loss_sal: 0.2225, loss_video_cal: 0.0074, loss_layer_cal: 0.0037, loss: 0.7650, scale: 16384.0000 [2024-04-16 11:13:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_444.pth... [2024-04-16 11:13:52 INFO]: Validating... [2024-04-16 11:13:52 INFO]: Epoch (val) [444][1] loss_cls: 0.5751, loss_sal: 0.5876, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1627, mAP: 0.5317, best_mAP: 0.7561 [2024-04-16 11:13:53 INFO]: Epoch [445][1/1] lr: 0.0005, eta: 0:00:37, time: 0.061, data_time: 0.383, memory: 2036, loss_cls: 0.5280, loss_sal: 0.0517, loss_video_cal: 0.0045, loss_layer_cal: 0.0053, loss: 0.5895, scale: 16384.0000 [2024-04-16 11:13:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_445.pth... [2024-04-16 11:13:53 INFO]: Validating... [2024-04-16 11:13:53 INFO]: Epoch (val) [445][1] loss_cls: 0.5713, loss_sal: 0.5873, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1586, mAP: 0.4924, best_mAP: 0.7561 [2024-04-16 11:13:54 INFO]: Epoch [446][1/1] lr: 0.0005, eta: 0:00:36, time: 0.062, data_time: 0.380, memory: 2036, loss_cls: 0.5275, loss_sal: 0.0683, loss_video_cal: 0.0060, loss_layer_cal: 0.0041, loss: 0.6058, scale: 16384.0000 [2024-04-16 11:13:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_446.pth... [2024-04-16 11:13:54 INFO]: Validating... [2024-04-16 11:13:54 INFO]: Epoch (val) [446][1] loss_cls: 0.5693, loss_sal: 0.5946, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1640, mAP: 0.4593, best_mAP: 0.7561 [2024-04-16 11:13:54 INFO]: Epoch [447][1/1] lr: 0.0005, eta: 0:00:36, time: 0.061, data_time: 0.378, memory: 2036, loss_cls: 0.5269, loss_sal: 0.1191, loss_video_cal: 0.0027, loss_layer_cal: 0.0027, loss: 0.6515, scale: 16384.0000 [2024-04-16 11:13:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_447.pth... [2024-04-16 11:13:54 INFO]: Validating... [2024-04-16 11:13:54 INFO]: Epoch (val) [447][1] loss_cls: 0.5685, loss_sal: 0.5899, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1584, mAP: 0.4593, best_mAP: 0.7561 [2024-04-16 11:13:55 INFO]: Epoch [448][1/1] lr: 0.0005, eta: 0:00:35, time: 0.062, data_time: 0.382, memory: 2036, loss_cls: 0.5327, loss_sal: 0.0500, loss_video_cal: 0.0088, loss_layer_cal: 0.0045, loss: 0.5961, scale: 16384.0000 [2024-04-16 11:13:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_448.pth... [2024-04-16 11:13:55 INFO]: Validating... [2024-04-16 11:13:55 INFO]: Epoch (val) [448][1] loss_cls: 0.5686, loss_sal: 0.6051, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1737, mAP: 0.4593, best_mAP: 0.7561 [2024-04-16 11:13:56 INFO]: Epoch [449][1/1] lr: 0.0005, eta: 0:00:34, time: 0.062, data_time: 0.378, memory: 2036, loss_cls: 0.5289, loss_sal: 0.1416, loss_video_cal: 0.0050, loss_layer_cal: 0.0059, loss: 0.6813, scale: 16384.0000 [2024-04-16 11:13:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_449.pth... [2024-04-16 11:13:56 INFO]: Validating... [2024-04-16 11:13:56 INFO]: Epoch (val) [449][1] loss_cls: 0.5685, loss_sal: 0.6201, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1886, mAP: 0.4593, best_mAP: 0.7561 [2024-04-16 11:13:56 INFO]: Epoch [450][1/1] lr: 0.0005, eta: 0:00:34, time: 0.060, data_time: 0.383, memory: 2036, loss_cls: 0.5292, loss_sal: 0.1210, loss_video_cal: 0.0028, loss_layer_cal: 0.0056, loss: 0.6586, scale: 16384.0000 [2024-04-16 11:13:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_450.pth... [2024-04-16 11:13:56 INFO]: Validating... [2024-04-16 11:13:56 INFO]: Epoch (val) [450][1] loss_cls: 0.5687, loss_sal: 0.6328, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2015, mAP: 0.4924, best_mAP: 0.7561 [2024-04-16 11:13:57 INFO]: Epoch [451][1/1] lr: 0.0005, eta: 0:00:33, time: 0.060, data_time: 0.385, memory: 2036, loss_cls: 0.5278, loss_sal: 0.0702, loss_video_cal: 0.0090, loss_layer_cal: 0.0068, loss: 0.6139, scale: 16384.0000 [2024-04-16 11:13:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_451.pth... [2024-04-16 11:13:57 INFO]: Validating... [2024-04-16 11:13:57 INFO]: Epoch (val) [451][1] loss_cls: 0.5699, loss_sal: 0.6477, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2177, mAP: 0.5239, best_mAP: 0.7561 [2024-04-16 11:13:58 INFO]: Epoch [452][1/1] lr: 0.0005, eta: 0:00:32, time: 0.060, data_time: 0.379, memory: 2036, loss_cls: 0.5284, loss_sal: 0.1391, loss_video_cal: 0.0074, loss_layer_cal: 0.0088, loss: 0.6836, scale: 16384.0000 [2024-04-16 11:13:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_452.pth... [2024-04-16 11:13:58 INFO]: Validating... [2024-04-16 11:13:58 INFO]: Epoch (val) [452][1] loss_cls: 0.5730, loss_sal: 0.7333, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3063, mAP: 0.5239, best_mAP: 0.7561 [2024-04-16 11:13:58 INFO]: Epoch [453][1/1] lr: 0.0005, eta: 0:00:32, time: 0.062, data_time: 0.375, memory: 2036, loss_cls: 0.5250, loss_sal: 0.0427, loss_video_cal: 0.0035, loss_layer_cal: 0.0029, loss: 0.5742, scale: 16384.0000 [2024-04-16 11:13:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_453.pth... [2024-04-16 11:13:58 INFO]: Validating... [2024-04-16 11:13:59 INFO]: Epoch (val) [453][1] loss_cls: 0.5765, loss_sal: 0.7978, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3744, mAP: 0.5688, best_mAP: 0.7561 [2024-04-16 11:13:59 INFO]: Epoch [454][1/1] lr: 0.0005, eta: 0:00:31, time: 0.062, data_time: 0.385, memory: 2036, loss_cls: 0.5272, loss_sal: 0.1045, loss_video_cal: 0.0016, loss_layer_cal: 0.0038, loss: 0.6371, scale: 16384.0000 [2024-04-16 11:13:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_454.pth... [2024-04-16 11:13:59 INFO]: Validating... [2024-04-16 11:13:59 INFO]: Epoch (val) [454][1] loss_cls: 0.5784, loss_sal: 0.8657, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4442, mAP: 0.5398, best_mAP: 0.7561 [2024-04-16 11:14:00 INFO]: Epoch [455][1/1] lr: 0.0005, eta: 0:00:30, time: 0.062, data_time: 0.379, memory: 2036, loss_cls: 0.5259, loss_sal: 0.0474, loss_video_cal: 0.0085, loss_layer_cal: 0.0026, loss: 0.5843, scale: 16384.0000 [2024-04-16 11:14:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_455.pth... [2024-04-16 11:14:00 INFO]: Validating... [2024-04-16 11:14:00 INFO]: Epoch (val) [455][1] loss_cls: 0.5789, loss_sal: 0.9151, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4941, mAP: 0.5398, best_mAP: 0.7561 [2024-04-16 11:14:00 INFO]: Epoch [456][1/1] lr: 0.0005, eta: 0:00:30, time: 0.061, data_time: 0.378, memory: 2036, loss_cls: 0.5315, loss_sal: 0.0782, loss_video_cal: 0.0025, loss_layer_cal: 0.0037, loss: 0.6158, scale: 16384.0000 [2024-04-16 11:14:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_456.pth... [2024-04-16 11:14:00 INFO]: Validating... [2024-04-16 11:14:01 INFO]: Epoch (val) [456][1] loss_cls: 0.5774, loss_sal: 0.9506, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5281, mAP: 0.5398, best_mAP: 0.7561 [2024-04-16 11:14:01 INFO]: Epoch [457][1/1] lr: 0.0005, eta: 0:00:29, time: 0.061, data_time: 0.381, memory: 2036, loss_cls: 0.5265, loss_sal: 0.0620, loss_video_cal: 0.0038, loss_layer_cal: 0.0039, loss: 0.5963, scale: 16384.0000 [2024-04-16 11:14:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_457.pth... [2024-04-16 11:14:01 INFO]: Validating... [2024-04-16 11:14:01 INFO]: Epoch (val) [457][1] loss_cls: 0.5770, loss_sal: 0.9513, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5284, mAP: 0.5398, best_mAP: 0.7561 [2024-04-16 11:14:02 INFO]: Epoch [458][1/1] lr: 0.0005, eta: 0:00:28, time: 0.060, data_time: 0.381, memory: 2036, loss_cls: 0.5270, loss_sal: 0.0356, loss_video_cal: 0.0043, loss_layer_cal: 0.0064, loss: 0.5734, scale: 16384.0000 [2024-04-16 11:14:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_458.pth... [2024-04-16 11:14:02 INFO]: Validating... [2024-04-16 11:14:02 INFO]: Epoch (val) [458][1] loss_cls: 0.5765, loss_sal: 0.9443, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5209, mAP: 0.5398, best_mAP: 0.7561 [2024-04-16 11:14:02 INFO]: Epoch [459][1/1] lr: 0.0005, eta: 0:00:27, time: 0.060, data_time: 0.379, memory: 2036, loss_cls: 0.5274, loss_sal: 0.0702, loss_video_cal: 0.0060, loss_layer_cal: 0.0061, loss: 0.6097, scale: 16384.0000 [2024-04-16 11:14:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_459.pth... [2024-04-16 11:14:02 INFO]: Validating... [2024-04-16 11:14:03 INFO]: Epoch (val) [459][1] loss_cls: 0.5753, loss_sal: 0.9335, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5089, mAP: 0.4576, best_mAP: 0.7561 [2024-04-16 11:14:03 INFO]: Epoch [460][1/1] lr: 0.0005, eta: 0:00:27, time: 0.060, data_time: 0.377, memory: 2036, loss_cls: 0.5300, loss_sal: 0.0435, loss_video_cal: 0.0020, loss_layer_cal: 0.0057, loss: 0.5812, scale: 16384.0000 [2024-04-16 11:14:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_460.pth... [2024-04-16 11:14:03 INFO]: Validating... [2024-04-16 11:14:03 INFO]: Epoch (val) [460][1] loss_cls: 0.5745, loss_sal: 0.9316, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5061, mAP: 0.4576, best_mAP: 0.7561 [2024-04-16 11:14:04 INFO]: Epoch [461][1/1] lr: 0.0005, eta: 0:00:26, time: 0.062, data_time: 0.379, memory: 2036, loss_cls: 0.5260, loss_sal: 0.0684, loss_video_cal: 0.0040, loss_layer_cal: 0.0036, loss: 0.6020, scale: 16384.0000 [2024-04-16 11:14:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_461.pth... [2024-04-16 11:14:04 INFO]: Validating... [2024-04-16 11:14:04 INFO]: Epoch (val) [461][1] loss_cls: 0.5745, loss_sal: 0.9012, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4758, mAP: 0.4576, best_mAP: 0.7561 [2024-04-16 11:14:04 INFO]: Epoch [462][1/1] lr: 0.0005, eta: 0:00:25, time: 0.060, data_time: 0.376, memory: 2036, loss_cls: 0.5266, loss_sal: 0.0238, loss_video_cal: 0.0039, loss_layer_cal: 0.0044, loss: 0.5587, scale: 16384.0000 [2024-04-16 11:14:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_462.pth... [2024-04-16 11:14:04 INFO]: Validating... [2024-04-16 11:14:05 INFO]: Epoch (val) [462][1] loss_cls: 0.5752, loss_sal: 0.8645, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4398, mAP: 0.4763, best_mAP: 0.7561 [2024-04-16 11:14:05 INFO]: Epoch [463][1/1] lr: 0.0005, eta: 0:00:25, time: 0.062, data_time: 0.379, memory: 2036, loss_cls: 0.5253, loss_sal: 0.1591, loss_video_cal: 0.0096, loss_layer_cal: 0.0045, loss: 0.6985, scale: 16384.0000 [2024-04-16 11:14:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_463.pth... [2024-04-16 11:14:05 INFO]: Validating... [2024-04-16 11:14:05 INFO]: Epoch (val) [463][1] loss_cls: 0.5765, loss_sal: 0.8283, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4049, mAP: 0.4604, best_mAP: 0.7561 [2024-04-16 11:14:06 INFO]: Epoch [464][1/1] lr: 0.0005, eta: 0:00:24, time: 0.060, data_time: 0.384, memory: 2036, loss_cls: 0.5256, loss_sal: 0.1044, loss_video_cal: 0.0026, loss_layer_cal: 0.0057, loss: 0.6383, scale: 16384.0000 [2024-04-16 11:14:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_464.pth... [2024-04-16 11:14:06 INFO]: Validating... [2024-04-16 11:14:06 INFO]: Epoch (val) [464][1] loss_cls: 0.5779, loss_sal: 0.7854, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3634, mAP: 0.4604, best_mAP: 0.7561 [2024-04-16 11:14:06 INFO]: Epoch [465][1/1] lr: 0.0005, eta: 0:00:23, time: 0.062, data_time: 0.382, memory: 2036, loss_cls: 0.5274, loss_sal: 0.0220, loss_video_cal: 0.0031, loss_layer_cal: 0.0039, loss: 0.5564, scale: 16384.0000 [2024-04-16 11:14:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_465.pth... [2024-04-16 11:14:07 INFO]: Validating... [2024-04-16 11:14:07 INFO]: Epoch (val) [465][1] loss_cls: 0.5782, loss_sal: 0.7388, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3171, mAP: 0.4416, best_mAP: 0.7561 [2024-04-16 11:14:07 INFO]: Epoch [466][1/1] lr: 0.0005, eta: 0:00:23, time: 0.061, data_time: 0.385, memory: 2036, loss_cls: 0.5265, loss_sal: 0.0340, loss_video_cal: 0.0028, loss_layer_cal: 0.0039, loss: 0.5672, scale: 16384.0000 [2024-04-16 11:14:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_466.pth... [2024-04-16 11:14:07 INFO]: Validating... [2024-04-16 11:14:07 INFO]: Epoch (val) [466][1] loss_cls: 0.5778, loss_sal: 0.6987, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2766, mAP: 0.4416, best_mAP: 0.7561 [2024-04-16 11:14:08 INFO]: Epoch [467][1/1] lr: 0.0005, eta: 0:00:22, time: 0.061, data_time: 0.380, memory: 2036, loss_cls: 0.5271, loss_sal: 0.0626, loss_video_cal: 0.0064, loss_layer_cal: 0.0036, loss: 0.5997, scale: 16384.0000 [2024-04-16 11:14:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_467.pth... [2024-04-16 11:14:08 INFO]: Validating... [2024-04-16 11:14:08 INFO]: Epoch (val) [467][1] loss_cls: 0.5763, loss_sal: 0.6710, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2475, mAP: 0.4416, best_mAP: 0.7561 [2024-04-16 11:14:08 INFO]: Epoch [468][1/1] lr: 0.0005, eta: 0:00:21, time: 0.060, data_time: 0.390, memory: 2036, loss_cls: 0.5255, loss_sal: 0.0571, loss_video_cal: 0.0033, loss_layer_cal: 0.0042, loss: 0.5901, scale: 16384.0000 [2024-04-16 11:14:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_468.pth... [2024-04-16 11:14:09 INFO]: Validating... [2024-04-16 11:14:09 INFO]: Epoch (val) [468][1] loss_cls: 0.5751, loss_sal: 0.6483, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2235, mAP: 0.4416, best_mAP: 0.7561 [2024-04-16 11:14:09 INFO]: Epoch [469][1/1] lr: 0.0005, eta: 0:00:21, time: 0.061, data_time: 0.380, memory: 2036, loss_cls: 0.5270, loss_sal: 0.0632, loss_video_cal: 0.0031, loss_layer_cal: 0.0080, loss: 0.6013, scale: 16384.0000 [2024-04-16 11:14:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_469.pth... [2024-04-16 11:14:09 INFO]: Validating... [2024-04-16 11:14:09 INFO]: Epoch (val) [469][1] loss_cls: 0.5739, loss_sal: 0.6217, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1957, mAP: 0.4772, best_mAP: 0.7561 [2024-04-16 11:14:10 INFO]: Epoch [470][1/1] lr: 0.0005, eta: 0:00:20, time: 0.061, data_time: 0.380, memory: 2036, loss_cls: 0.5272, loss_sal: 0.0491, loss_video_cal: 0.0032, loss_layer_cal: 0.0039, loss: 0.5834, scale: 16384.0000 [2024-04-16 11:14:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_470.pth... [2024-04-16 11:14:10 INFO]: Validating... [2024-04-16 11:14:10 INFO]: Epoch (val) [470][1] loss_cls: 0.5732, loss_sal: 0.5898, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1631, mAP: 0.4830, best_mAP: 0.7561 [2024-04-16 11:14:11 INFO]: Epoch [471][1/1] lr: 0.0005, eta: 0:00:19, time: 0.061, data_time: 0.382, memory: 2036, loss_cls: 0.5272, loss_sal: 0.0556, loss_video_cal: 0.0046, loss_layer_cal: 0.0050, loss: 0.5924, scale: 16384.0000 [2024-04-16 11:14:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_471.pth... [2024-04-16 11:14:11 INFO]: Validating... [2024-04-16 11:14:11 INFO]: Epoch (val) [471][1] loss_cls: 0.5726, loss_sal: 0.5699, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1426, mAP: 0.4830, best_mAP: 0.7561 [2024-04-16 11:14:11 INFO]: Epoch [472][1/1] lr: 0.0005, eta: 0:00:19, time: 0.061, data_time: 0.385, memory: 2036, loss_cls: 0.5264, loss_sal: 0.1278, loss_video_cal: 0.0040, loss_layer_cal: 0.0045, loss: 0.6627, scale: 16384.0000 [2024-04-16 11:14:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_472.pth... [2024-04-16 11:14:11 INFO]: Validating... [2024-04-16 11:14:11 INFO]: Epoch (val) [472][1] loss_cls: 0.5738, loss_sal: 0.5382, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1120, mAP: 0.4960, best_mAP: 0.7561 [2024-04-16 11:14:12 INFO]: Epoch [473][1/1] lr: 0.0005, eta: 0:00:18, time: 0.061, data_time: 0.384, memory: 2036, loss_cls: 0.5264, loss_sal: 0.0763, loss_video_cal: 0.0023, loss_layer_cal: 0.0047, loss: 0.6097, scale: 16384.0000 [2024-04-16 11:14:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_473.pth... [2024-04-16 11:14:12 INFO]: Validating... [2024-04-16 11:14:12 INFO]: Epoch (val) [473][1] loss_cls: 0.5763, loss_sal: 0.5250, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1014, mAP: 0.4960, best_mAP: 0.7561 [2024-04-16 11:14:13 INFO]: Epoch [474][1/1] lr: 0.0005, eta: 0:00:17, time: 0.062, data_time: 0.381, memory: 2036, loss_cls: 0.5262, loss_sal: 0.0293, loss_video_cal: 0.0028, loss_layer_cal: 0.0059, loss: 0.5641, scale: 16384.0000 [2024-04-16 11:14:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_474.pth... [2024-04-16 11:14:13 INFO]: Validating... [2024-04-16 11:14:13 INFO]: Epoch (val) [474][1] loss_cls: 0.5790, loss_sal: 0.5380, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1171, mAP: 0.4960, best_mAP: 0.7561 [2024-04-16 11:14:13 INFO]: Epoch [475][1/1] lr: 0.0005, eta: 0:00:17, time: 0.060, data_time: 0.378, memory: 2036, loss_cls: 0.5265, loss_sal: 0.0568, loss_video_cal: 0.0042, loss_layer_cal: 0.0052, loss: 0.5927, scale: 16384.0000 [2024-04-16 11:14:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_475.pth... [2024-04-16 11:14:13 INFO]: Validating... [2024-04-16 11:14:13 INFO]: Epoch (val) [475][1] loss_cls: 0.5806, loss_sal: 0.5455, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1263, mAP: 0.4859, best_mAP: 0.7561 [2024-04-16 11:14:14 INFO]: Epoch [476][1/1] lr: 0.0005, eta: 0:00:16, time: 0.060, data_time: 0.382, memory: 2036, loss_cls: 0.5259, loss_sal: 0.0927, loss_video_cal: 0.0061, loss_layer_cal: 0.0064, loss: 0.6311, scale: 16384.0000 [2024-04-16 11:14:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_476.pth... [2024-04-16 11:14:14 INFO]: Validating... [2024-04-16 11:14:14 INFO]: Epoch (val) [476][1] loss_cls: 0.5819, loss_sal: 0.5503, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1323, mAP: 0.4859, best_mAP: 0.7561 [2024-04-16 11:14:15 INFO]: Epoch [477][1/1] lr: 0.0005, eta: 0:00:15, time: 0.061, data_time: 0.374, memory: 2036, loss_cls: 0.5273, loss_sal: 0.0367, loss_video_cal: 0.0032, loss_layer_cal: 0.0042, loss: 0.5713, scale: 16384.0000 [2024-04-16 11:14:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_477.pth... [2024-04-16 11:14:15 INFO]: Validating... [2024-04-16 11:14:15 INFO]: Epoch (val) [477][1] loss_cls: 0.5813, loss_sal: 0.5454, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1269, mAP: 0.4623, best_mAP: 0.7561 [2024-04-16 11:14:15 INFO]: Epoch [478][1/1] lr: 0.0005, eta: 0:00:15, time: 0.060, data_time: 0.376, memory: 2036, loss_cls: 0.5262, loss_sal: 0.0699, loss_video_cal: 0.0035, loss_layer_cal: 0.0049, loss: 0.6046, scale: 16384.0000 [2024-04-16 11:14:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_478.pth... [2024-04-16 11:14:15 INFO]: Validating... [2024-04-16 11:14:15 INFO]: Epoch (val) [478][1] loss_cls: 0.5800, loss_sal: 0.5373, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1174, mAP: 0.4623, best_mAP: 0.7561 [2024-04-16 11:14:16 INFO]: Epoch [479][1/1] lr: 0.0005, eta: 0:00:14, time: 0.061, data_time: 0.377, memory: 2036, loss_cls: 0.5269, loss_sal: 0.0714, loss_video_cal: 0.0074, loss_layer_cal: 0.0043, loss: 0.6100, scale: 16384.0000 [2024-04-16 11:14:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_479.pth... [2024-04-16 11:14:16 INFO]: Validating... [2024-04-16 11:14:16 INFO]: Epoch (val) [479][1] loss_cls: 0.5777, loss_sal: 0.5163, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0941, mAP: 0.4482, best_mAP: 0.7561 [2024-04-16 11:14:17 INFO]: Epoch [480][1/1] lr: 0.0005, eta: 0:00:13, time: 0.061, data_time: 0.374, memory: 2036, loss_cls: 0.5261, loss_sal: 0.1070, loss_video_cal: 0.0086, loss_layer_cal: 0.0057, loss: 0.6473, scale: 16384.0000 [2024-04-16 11:14:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_480.pth... [2024-04-16 11:14:17 INFO]: Validating... [2024-04-16 11:14:17 INFO]: Epoch (val) [480][1] loss_cls: 0.5763, loss_sal: 0.4961, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0726, mAP: 0.4786, best_mAP: 0.7561 [2024-04-16 11:14:17 INFO]: Epoch [481][1/1] lr: 0.0005, eta: 0:00:12, time: 0.061, data_time: 0.380, memory: 2036, loss_cls: 0.5278, loss_sal: 0.1108, loss_video_cal: 0.0074, loss_layer_cal: 0.0052, loss: 0.6513, scale: 16384.0000 [2024-04-16 11:14:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_481.pth... [2024-04-16 11:14:17 INFO]: Validating... [2024-04-16 11:14:18 INFO]: Epoch (val) [481][1] loss_cls: 0.5753, loss_sal: 0.4781, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0535, mAP: 0.4870, best_mAP: 0.7561 [2024-04-16 11:14:18 INFO]: Epoch [482][1/1] lr: 0.0005, eta: 0:00:12, time: 0.060, data_time: 0.379, memory: 2036, loss_cls: 0.5281, loss_sal: 0.0763, loss_video_cal: 0.0050, loss_layer_cal: 0.0045, loss: 0.6138, scale: 16384.0000 [2024-04-16 11:14:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_482.pth... [2024-04-16 11:14:18 INFO]: Validating... [2024-04-16 11:14:18 INFO]: Epoch (val) [482][1] loss_cls: 0.5747, loss_sal: 0.4951, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0699, mAP: 0.4999, best_mAP: 0.7561 [2024-04-16 11:14:19 INFO]: Epoch [483][1/1] lr: 0.0005, eta: 0:00:11, time: 0.060, data_time: 0.378, memory: 2036, loss_cls: 0.5344, loss_sal: 0.0626, loss_video_cal: 0.0075, loss_layer_cal: 0.0029, loss: 0.6073, scale: 16384.0000 [2024-04-16 11:14:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_483.pth... [2024-04-16 11:14:19 INFO]: Validating... [2024-04-16 11:14:19 INFO]: Epoch (val) [483][1] loss_cls: 0.5757, loss_sal: 0.5808, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1566, mAP: 0.5051, best_mAP: 0.7561 [2024-04-16 11:14:19 INFO]: Epoch [484][1/1] lr: 0.0005, eta: 0:00:10, time: 0.060, data_time: 0.379, memory: 2036, loss_cls: 0.5280, loss_sal: 0.1932, loss_video_cal: 0.0066, loss_layer_cal: 0.0046, loss: 0.7324, scale: 16384.0000 [2024-04-16 11:14:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_484.pth... [2024-04-16 11:14:19 INFO]: Validating... [2024-04-16 11:14:20 INFO]: Epoch (val) [484][1] loss_cls: 0.5769, loss_sal: 0.7525, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3295, mAP: 0.5051, best_mAP: 0.7561 [2024-04-16 11:14:20 INFO]: Epoch [485][1/1] lr: 0.0005, eta: 0:00:10, time: 0.062, data_time: 0.378, memory: 2036, loss_cls: 0.5272, loss_sal: 0.0599, loss_video_cal: 0.0045, loss_layer_cal: 0.0061, loss: 0.5977, scale: 16384.0000 [2024-04-16 11:14:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_485.pth... [2024-04-16 11:14:20 INFO]: Validating... [2024-04-16 11:14:20 INFO]: Epoch (val) [485][1] loss_cls: 0.5784, loss_sal: 0.8940, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4726, mAP: 0.4870, best_mAP: 0.7561 [2024-04-16 11:14:21 INFO]: Epoch [486][1/1] lr: 0.0005, eta: 0:00:09, time: 0.060, data_time: 0.383, memory: 2036, loss_cls: 0.5272, loss_sal: 0.3415, loss_video_cal: 0.0047, loss_layer_cal: 0.0064, loss: 0.8798, scale: 16384.0000 [2024-04-16 11:14:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_486.pth... [2024-04-16 11:14:21 INFO]: Validating... [2024-04-16 11:14:21 INFO]: Epoch (val) [486][1] loss_cls: 0.5809, loss_sal: 0.9708, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5518, mAP: 0.4870, best_mAP: 0.7561 [2024-04-16 11:14:21 INFO]: Epoch [487][1/1] lr: 0.0005, eta: 0:00:08, time: 0.062, data_time: 0.385, memory: 2036, loss_cls: 0.5294, loss_sal: 0.1374, loss_video_cal: 0.0046, loss_layer_cal: 0.0055, loss: 0.6769, scale: 16384.0000 [2024-04-16 11:14:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_487.pth... [2024-04-16 11:14:21 INFO]: Validating... [2024-04-16 11:14:22 INFO]: Epoch (val) [487][1] loss_cls: 0.5849, loss_sal: 1.0017, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5867, mAP: 0.4763, best_mAP: 0.7561 [2024-04-16 11:14:22 INFO]: Epoch [488][1/1] lr: 0.0005, eta: 0:00:08, time: 0.060, data_time: 0.379, memory: 2036, loss_cls: 0.5331, loss_sal: 0.1171, loss_video_cal: 0.0062, loss_layer_cal: 0.0038, loss: 0.6602, scale: 16384.0000 [2024-04-16 11:14:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_488.pth... [2024-04-16 11:14:22 INFO]: Validating... [2024-04-16 11:14:22 INFO]: Epoch (val) [488][1] loss_cls: 0.5889, loss_sal: 1.0025, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5916, mAP: 0.4567, best_mAP: 0.7561 [2024-04-16 11:14:23 INFO]: Epoch [489][1/1] lr: 0.0005, eta: 0:00:07, time: 0.062, data_time: 0.378, memory: 2036, loss_cls: 0.5281, loss_sal: 0.0994, loss_video_cal: 0.0031, loss_layer_cal: 0.0122, loss: 0.6429, scale: 16384.0000 [2024-04-16 11:14:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_489.pth... [2024-04-16 11:14:23 INFO]: Validating... [2024-04-16 11:14:23 INFO]: Epoch (val) [489][1] loss_cls: 0.5946, loss_sal: 0.9776, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5724, mAP: 0.7219, best_mAP: 0.7561 [2024-04-16 11:14:23 INFO]: Epoch [490][1/1] lr: 0.0005, eta: 0:00:06, time: 0.061, data_time: 0.375, memory: 2036, loss_cls: 0.5365, loss_sal: 0.0373, loss_video_cal: 0.0041, loss_layer_cal: 0.0037, loss: 0.5816, scale: 16384.0000 [2024-04-16 11:14:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_490.pth... [2024-04-16 11:14:23 INFO]: Validating... [2024-04-16 11:14:24 INFO]: Epoch (val) [490][1] loss_cls: 0.5957, loss_sal: 0.9678, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5636, mAP: 0.5001, best_mAP: 0.7561 [2024-04-16 11:14:24 INFO]: Epoch [491][1/1] lr: 0.0005, eta: 0:00:06, time: 0.061, data_time: 0.386, memory: 2036, loss_cls: 0.5281, loss_sal: 0.0551, loss_video_cal: 0.0047, loss_layer_cal: 0.0068, loss: 0.5946, scale: 16384.0000 [2024-04-16 11:14:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_491.pth... [2024-04-16 11:14:24 INFO]: Validating... [2024-04-16 11:14:24 INFO]: Epoch (val) [491][1] loss_cls: 0.5946, loss_sal: 0.9604, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5552, mAP: 0.4827, best_mAP: 0.7561 [2024-04-16 11:14:25 INFO]: Epoch [492][1/1] lr: 0.0005, eta: 0:00:05, time: 0.061, data_time: 0.385, memory: 2036, loss_cls: 0.5273, loss_sal: 0.0547, loss_video_cal: 0.0033, loss_layer_cal: 0.0051, loss: 0.5904, scale: 16384.0000 [2024-04-16 11:14:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_492.pth... [2024-04-16 11:14:25 INFO]: Validating... [2024-04-16 11:14:25 INFO]: Epoch (val) [492][1] loss_cls: 0.5919, loss_sal: 0.9537, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5458, mAP: 0.4827, best_mAP: 0.7561 [2024-04-16 11:14:25 INFO]: Epoch [493][1/1] lr: 0.0005, eta: 0:00:04, time: 0.061, data_time: 0.381, memory: 2036, loss_cls: 0.5339, loss_sal: 0.0651, loss_video_cal: 0.0038, loss_layer_cal: 0.0023, loss: 0.6052, scale: 16384.0000 [2024-04-16 11:14:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_493.pth... [2024-04-16 11:14:25 INFO]: Validating... [2024-04-16 11:14:26 INFO]: Epoch (val) [493][1] loss_cls: 0.5879, loss_sal: 0.9532, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5413, mAP: 0.4654, best_mAP: 0.7561 [2024-04-16 11:14:26 INFO]: Epoch [494][1/1] lr: 0.0005, eta: 0:00:04, time: 0.061, data_time: 0.380, memory: 2036, loss_cls: 0.5292, loss_sal: 0.0607, loss_video_cal: 0.0044, loss_layer_cal: 0.0051, loss: 0.5994, scale: 16384.0000 [2024-04-16 11:14:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_494.pth... [2024-04-16 11:14:26 INFO]: Validating... [2024-04-16 11:14:26 INFO]: Epoch (val) [494][1] loss_cls: 0.5837, loss_sal: 0.9563, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5401, mAP: 0.4228, best_mAP: 0.7561 [2024-04-16 11:14:27 INFO]: Epoch [495][1/1] lr: 0.0005, eta: 0:00:03, time: 0.060, data_time: 0.376, memory: 2036, loss_cls: 0.5276, loss_sal: 0.1576, loss_video_cal: 0.0134, loss_layer_cal: 0.0059, loss: 0.7045, scale: 16384.0000 [2024-04-16 11:14:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_495.pth... [2024-04-16 11:14:27 INFO]: Validating... [2024-04-16 11:14:27 INFO]: Epoch (val) [495][1] loss_cls: 0.5811, loss_sal: 0.9956, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5769, mAP: 0.4251, best_mAP: 0.7561 [2024-04-16 11:14:27 INFO]: Epoch [496][1/1] lr: 0.0005, eta: 0:00:02, time: 0.060, data_time: 0.383, memory: 2036, loss_cls: 0.5327, loss_sal: 0.0824, loss_video_cal: 0.0043, loss_layer_cal: 0.0099, loss: 0.6294, scale: 16384.0000 [2024-04-16 11:14:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_496.pth... [2024-04-16 11:14:28 INFO]: Validating... [2024-04-16 11:14:28 INFO]: Epoch (val) [496][1] loss_cls: 0.5803, loss_sal: 1.0237, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.6041, mAP: 0.4478, best_mAP: 0.7561 [2024-04-16 11:14:28 INFO]: Epoch [497][1/1] lr: 0.0005, eta: 0:00:02, time: 0.061, data_time: 0.381, memory: 2036, loss_cls: 0.5384, loss_sal: 0.0915, loss_video_cal: 0.0017, loss_layer_cal: 0.0050, loss: 0.6365, scale: 16384.0000 [2024-04-16 11:14:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_497.pth... [2024-04-16 11:14:28 INFO]: Validating... [2024-04-16 11:14:28 INFO]: Epoch (val) [497][1] loss_cls: 0.5797, loss_sal: 1.0311, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.6110, mAP: 0.4450, best_mAP: 0.7561 [2024-04-16 11:14:29 INFO]: Epoch [498][1/1] lr: 0.0005, eta: 0:00:01, time: 0.060, data_time: 0.383, memory: 2036, loss_cls: 0.5327, loss_sal: 0.1034, loss_video_cal: 0.0050, loss_layer_cal: 0.0100, loss: 0.6512, scale: 16384.0000 [2024-04-16 11:14:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_498.pth... [2024-04-16 11:14:29 INFO]: Validating... [2024-04-16 11:14:29 INFO]: Epoch (val) [498][1] loss_cls: 0.5804, loss_sal: 1.0348, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.6154, mAP: 0.4786, best_mAP: 0.7561 [2024-04-16 11:14:29 INFO]: Epoch [499][1/1] lr: 0.0005, eta: 0:00:00, time: 0.061, data_time: 0.385, memory: 2036, loss_cls: 0.5346, loss_sal: 0.0391, loss_video_cal: 0.0068, loss_layer_cal: 0.0042, loss: 0.5847, scale: 16384.0000 [2024-04-16 11:14:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_499.pth... [2024-04-16 11:14:30 INFO]: Validating... [2024-04-16 11:14:30 INFO]: Epoch (val) [499][1] loss_cls: 0.5839, loss_sal: 1.0237, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.6077, mAP: 0.4760, best_mAP: 0.7561 [2024-04-16 11:14:30 INFO]: Epoch [500][1/1] lr: 0.0005, eta: 0:00:00, time: 0.061, data_time: 0.383, memory: 2036, loss_cls: 0.5298, loss_sal: 0.1402, loss_video_cal: 0.0070, loss_layer_cal: 0.0076, loss: 0.6845, scale: 16384.0000 [2024-04-16 11:14:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_fm/epoch_500.pth... [2024-04-16 11:14:30 INFO]: Validating... [2024-04-16 11:14:30 INFO]: Epoch (val) [500][1] loss_cls: 0.5916, loss_sal: 0.9844, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5762, mAP: 0.4537, best_mAP: 0.7561 [2024-04-16 11:14:30 INFO]: Overall training speed: 500 iterations in 0:00:31 (0.0625 s/it) [2024-04-16 11:14:30 INFO]: Done running in 0:05:41 (0:05:01 on hooks)