[2024-04-16 11:14:53 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 11:14:53 INFO]: Launcher: None [2024-04-16 11:14:53 INFO]: Config: /n/home01/coco/r2-tuning-dev/configs/tvsum/r2_tuning_tvsum_ga.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='GA'), 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='GA')) 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 11:14:53 INFO]: Using random seed: 85658033 [2024-04-16 11:14:53 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 11:14:53 INFO]: Learnable Parameters: [2024-04-16 11:14:53 INFO]: module.coef - torch.Size([1]) [2024-04-16 11:14:53 INFO]: module.adapter.gate - torch.Size([3]) [2024-04-16 11:14:53 INFO]: module.adapter.scale - torch.Size([4]) [2024-04-16 11:14:53 INFO]: module.adapter.video_map.0.weight - torch.Size([768]) [2024-04-16 11:14:53 INFO]: module.adapter.video_map.0.bias - torch.Size([768]) [2024-04-16 11:14:53 INFO]: module.adapter.video_map.2.weight - torch.Size([256, 768]) [2024-04-16 11:14:53 INFO]: module.adapter.video_map.2.bias - torch.Size([256]) [2024-04-16 11:14:53 INFO]: module.adapter.video_map.4.weight - torch.Size([256]) [2024-04-16 11:14:53 INFO]: module.adapter.video_map.4.bias - torch.Size([256]) [2024-04-16 11:14:53 INFO]: module.adapter.video_map.6.weight - torch.Size([256, 256]) [2024-04-16 11:14:53 INFO]: module.adapter.video_map.6.bias - torch.Size([256]) [2024-04-16 11:14:53 INFO]: module.adapter.query_map.0.weight - torch.Size([512]) [2024-04-16 11:14:53 INFO]: module.adapter.query_map.0.bias - torch.Size([512]) [2024-04-16 11:14:53 INFO]: module.adapter.query_map.2.weight - torch.Size([256, 512]) [2024-04-16 11:14:53 INFO]: module.adapter.query_map.2.bias - torch.Size([256]) [2024-04-16 11:14:53 INFO]: module.adapter.query_map.4.weight - torch.Size([256]) [2024-04-16 11:14:53 INFO]: module.adapter.query_map.4.bias - torch.Size([256]) [2024-04-16 11:14:53 INFO]: module.adapter.query_map.6.weight - torch.Size([256, 256]) [2024-04-16 11:14:53 INFO]: module.adapter.query_map.6.bias - torch.Size([256]) [2024-04-16 11:14:53 INFO]: module.adapter.v_map.weight - torch.Size([256, 256]) [2024-04-16 11:14:53 INFO]: module.adapter.v_map.bias - torch.Size([256]) [2024-04-16 11:14:53 INFO]: module.adapter.q_map.weight - torch.Size([256, 256]) [2024-04-16 11:14:53 INFO]: module.adapter.q_map.bias - torch.Size([256]) [2024-04-16 11:14:53 INFO]: module.adapter.tem.cross_att.q.weight - torch.Size([256, 256]) [2024-04-16 11:14:53 INFO]: module.adapter.tem.cross_att.q.bias - torch.Size([256]) [2024-04-16 11:14:53 INFO]: module.adapter.tem.cross_att.k.weight - torch.Size([256, 256]) [2024-04-16 11:14:53 INFO]: module.adapter.tem.cross_att.k.bias - torch.Size([256]) [2024-04-16 11:14:53 INFO]: module.adapter.tem.cross_att.v.weight - torch.Size([256, 256]) [2024-04-16 11:14:53 INFO]: module.adapter.tem.cross_att.v.bias - torch.Size([256]) [2024-04-16 11:14:53 INFO]: module.adapter.tem.cross_att.m.weight - torch.Size([256, 256]) [2024-04-16 11:14:53 INFO]: module.adapter.tem.cross_att.m.bias - torch.Size([256]) [2024-04-16 11:14:53 INFO]: module.adapter.tem.cross_att_norm.weight - torch.Size([256]) [2024-04-16 11:14:53 INFO]: module.adapter.tem.cross_att_norm.bias - torch.Size([256]) [2024-04-16 11:14:53 INFO]: module.adapter.tem.self_att.q.weight - torch.Size([256, 256]) [2024-04-16 11:14:53 INFO]: module.adapter.tem.self_att.q.bias - torch.Size([256]) [2024-04-16 11:14:53 INFO]: module.adapter.tem.self_att.k.weight - torch.Size([256, 256]) [2024-04-16 11:14:53 INFO]: module.adapter.tem.self_att.k.bias - torch.Size([256]) [2024-04-16 11:14:53 INFO]: module.adapter.tem.self_att.v.weight - torch.Size([256, 256]) [2024-04-16 11:14:53 INFO]: module.adapter.tem.self_att.v.bias - torch.Size([256]) [2024-04-16 11:14:53 INFO]: module.adapter.tem.self_att.m.weight - torch.Size([256, 256]) [2024-04-16 11:14:53 INFO]: module.adapter.tem.self_att.m.bias - torch.Size([256]) [2024-04-16 11:14:53 INFO]: module.adapter.tem.self_att_norm.weight - torch.Size([256]) [2024-04-16 11:14:53 INFO]: module.adapter.tem.self_att_norm.bias - torch.Size([256]) [2024-04-16 11:14:53 INFO]: module.adapter.tem.ffn.mapping.0.weight - torch.Size([1024, 256]) [2024-04-16 11:14:53 INFO]: module.adapter.tem.ffn.mapping.0.bias - torch.Size([1024]) [2024-04-16 11:14:53 INFO]: module.adapter.tem.ffn.mapping.2.weight - torch.Size([256, 1024]) [2024-04-16 11:14:53 INFO]: module.adapter.tem.ffn.mapping.2.bias - torch.Size([256]) [2024-04-16 11:14:53 INFO]: module.adapter.tem.ffn_norm.weight - torch.Size([256]) [2024-04-16 11:14:53 INFO]: module.adapter.tem.ffn_norm.bias - torch.Size([256]) [2024-04-16 11:14:53 INFO]: module.pooling.att.weight - torch.Size([1, 256]) [2024-04-16 11:14:53 INFO]: module.class_head.module.1.weight - torch.Size([256, 256, 3]) [2024-04-16 11:14:53 INFO]: module.class_head.module.1.bias - torch.Size([256]) [2024-04-16 11:14:53 INFO]: module.class_head.module.3.weight - torch.Size([1, 256, 3]) [2024-04-16 11:14:53 INFO]: module.class_head.module.3.bias - torch.Size([1]) [2024-04-16 11:14:53 INFO]: Learnable Parameters: 1.761M (100.0%) [2024-04-16 11:14:53 INFO]: Auto Scale Batch Size: 1 GPU(s) * 4 Samples [2024-04-16 11:14:53 INFO]: Distributed: False, AMP: fp16, Debug: False [2024-04-16 11:14:53 INFO]: Launch engine, host: coco@holygpu8a29203.rc.fas.harvard.edu, work_dir: work_dirs/r2_tuning_tvsum_ga [2024-04-16 11:14:53 INFO]: Stage: 1, epochs: 500, optimizer: AdamW(lr: 0.0005, weight_decay: 0.0001) [2024-04-16 11:14:55 INFO]: Epoch [1][1/1] lr: 0.0, eta: 0:14:52, time: 0.690, data_time: 1.097, memory: 878, loss_cls: 0.7086, loss_sal: 0.4350, loss_video_cal: 0.1790, loss_layer_cal: 0.1560, loss: 1.4785, scale: 65536.0000 [2024-04-16 11:14:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_1.pth... [2024-04-16 11:14:55 INFO]: Validating... [2024-04-16 11:14:56 INFO]: Epoch (val) [1][1] loss_cls: 0.7036, loss_sal: 0.4957, loss_video_cal: 0.0000, loss_layer_cal: 0.1151, loss: 1.3145, mAP: 0.4956, best_mAP: 0.4956 [2024-04-16 11:14:56 INFO]: Epoch [2][1/1] lr: 1e-05, eta: 0:11:29, time: 0.044, data_time: 0.260, memory: 901, loss_cls: 0.7078, loss_sal: 0.4308, loss_video_cal: 0.1810, loss_layer_cal: 0.1649, loss: 1.4846, scale: 65536.0000 [2024-04-16 11:14:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_2.pth... [2024-04-16 11:14:56 INFO]: Validating... [2024-04-16 11:14:56 INFO]: Epoch (val) [2][1] loss_cls: 0.6972, loss_sal: 0.4954, loss_video_cal: 0.0000, loss_layer_cal: 0.1150, loss: 1.3076, mAP: 0.5084, best_mAP: 0.5084 [2024-04-16 11:14:56 INFO]: Epoch [3][1/1] lr: 2e-05, eta: 0:09:29, time: 0.038, data_time: 0.242, memory: 901, loss_cls: 0.7100, loss_sal: 0.4066, loss_video_cal: 0.1692, loss_layer_cal: 0.1529, loss: 1.4387, scale: 65536.0000 [2024-04-16 11:14:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_3.pth... [2024-04-16 11:14:57 INFO]: Validating... [2024-04-16 11:14:57 INFO]: Epoch (val) [3][1] loss_cls: 0.6855, loss_sal: 0.4950, loss_video_cal: 0.0000, loss_layer_cal: 0.1147, loss: 1.2952, mAP: 0.4956, best_mAP: 0.5084 [2024-04-16 11:14:57 INFO]: Epoch [4][1/1] lr: 3e-05, eta: 0:08:15, time: 0.037, data_time: 0.236, memory: 901, loss_cls: 0.7039, loss_sal: 0.3870, loss_video_cal: 0.1677, loss_layer_cal: 0.1719, loss: 1.4306, scale: 65536.0000 [2024-04-16 11:14:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_4.pth... [2024-04-16 11:14:57 INFO]: Validating... [2024-04-16 11:14:57 INFO]: Epoch (val) [4][1] loss_cls: 0.6697, loss_sal: 0.4945, loss_video_cal: 0.0000, loss_layer_cal: 0.1143, loss: 1.2785, mAP: 0.4956, best_mAP: 0.5084 [2024-04-16 11:14:58 INFO]: Epoch [5][1/1] lr: 4e-05, eta: 0:07:29, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.6677, loss_sal: 0.4434, loss_video_cal: 0.1372, loss_layer_cal: 0.1355, loss: 1.3839, scale: 65536.0000 [2024-04-16 11:14:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_5.pth... [2024-04-16 11:14:58 INFO]: Validating... [2024-04-16 11:14:58 INFO]: Epoch (val) [5][1] loss_cls: 0.6505, loss_sal: 0.4945, loss_video_cal: 0.0000, loss_layer_cal: 0.1135, loss: 1.2585, mAP: 0.6817, best_mAP: 0.6817 [2024-04-16 11:14:58 INFO]: Epoch [6][1/1] lr: 5e-05, eta: 0:06:58, time: 0.038, data_time: 0.237, memory: 901, loss_cls: 0.6434, loss_sal: 0.4261, loss_video_cal: 0.1567, loss_layer_cal: 0.1533, loss: 1.3795, scale: 65536.0000 [2024-04-16 11:14:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_6.pth... [2024-04-16 11:14:58 INFO]: Validating... [2024-04-16 11:14:58 INFO]: Epoch (val) [6][1] loss_cls: 0.6294, loss_sal: 0.4943, loss_video_cal: 0.0000, loss_layer_cal: 0.1127, loss: 1.2363, mAP: 0.6621, best_mAP: 0.6817 [2024-04-16 11:14:59 INFO]: Epoch [7][1/1] lr: 6e-05, eta: 0:06:36, time: 0.038, data_time: 0.237, memory: 901, loss_cls: 0.6343, loss_sal: 0.3986, loss_video_cal: 0.1684, loss_layer_cal: 0.1748, loss: 1.3761, scale: 65536.0000 [2024-04-16 11:14:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_7.pth... [2024-04-16 11:14:59 INFO]: Validating... [2024-04-16 11:14:59 INFO]: Epoch (val) [7][1] loss_cls: 0.6071, loss_sal: 0.4935, loss_video_cal: 0.0000, loss_layer_cal: 0.1116, loss: 1.2122, mAP: 0.6654, best_mAP: 0.6817 [2024-04-16 11:14:59 INFO]: Epoch [8][1/1] lr: 7e-05, eta: 0:06:19, time: 0.037, data_time: 0.238, memory: 901, loss_cls: 0.6133, loss_sal: 0.4265, loss_video_cal: 0.1461, loss_layer_cal: 0.1565, loss: 1.3424, scale: 65536.0000 [2024-04-16 11:14:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_8.pth... [2024-04-16 11:14:59 INFO]: Validating... [2024-04-16 11:15:00 INFO]: Epoch (val) [8][1] loss_cls: 0.5846, loss_sal: 0.4933, loss_video_cal: 0.0000, loss_layer_cal: 0.1103, loss: 1.1882, mAP: 0.6654, best_mAP: 0.6817 [2024-04-16 11:15:00 INFO]: Epoch [9][1/1] lr: 8e-05, eta: 0:06:07, time: 0.037, data_time: 0.242, memory: 901, loss_cls: 0.5955, loss_sal: 0.4138, loss_video_cal: 0.1635, loss_layer_cal: 0.1635, loss: 1.3362, scale: 65536.0000 [2024-04-16 11:15:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_9.pth... [2024-04-16 11:15:00 INFO]: Validating... [2024-04-16 11:15:00 INFO]: Epoch (val) [9][1] loss_cls: 0.5648, loss_sal: 0.4950, loss_video_cal: 0.0000, loss_layer_cal: 0.1088, loss: 1.1686, mAP: 0.6695, best_mAP: 0.6817 [2024-04-16 11:15:00 INFO]: Epoch [10][1/1] lr: 9e-05, eta: 0:05:56, time: 0.037, data_time: 0.239, memory: 901, loss_cls: 0.5804, loss_sal: 0.3692, loss_video_cal: 0.1463, loss_layer_cal: 0.1461, loss: 1.2420, scale: 65536.0000 [2024-04-16 11:15:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_10.pth... [2024-04-16 11:15:00 INFO]: Validating... [2024-04-16 11:15:01 INFO]: Epoch (val) [10][1] loss_cls: 0.5491, loss_sal: 0.4977, loss_video_cal: 0.0000, loss_layer_cal: 0.1071, loss: 1.1539, mAP: 0.7424, best_mAP: 0.7424 [2024-04-16 11:15:01 INFO]: Epoch [11][1/1] lr: 0.0001, eta: 0:05:47, time: 0.038, data_time: 0.243, memory: 901, loss_cls: 0.5713, loss_sal: 0.3841, loss_video_cal: 0.1489, loss_layer_cal: 0.1536, loss: 1.2579, scale: 65536.0000 [2024-04-16 11:15:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_11.pth... [2024-04-16 11:15:01 INFO]: Validating... [2024-04-16 11:15:01 INFO]: Epoch (val) [11][1] loss_cls: 0.5386, loss_sal: 0.4991, loss_video_cal: 0.0000, loss_layer_cal: 0.1055, loss: 1.1432, mAP: 0.7424, best_mAP: 0.7424 [2024-04-16 11:15:01 INFO]: Epoch [12][1/1] lr: 0.00011, eta: 0:05:40, time: 0.038, data_time: 0.236, memory: 901, loss_cls: 0.5725, loss_sal: 0.4119, loss_video_cal: 0.1303, loss_layer_cal: 0.1292, loss: 1.2439, scale: 65536.0000 [2024-04-16 11:15:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_12.pth... [2024-04-16 11:15:01 INFO]: Validating... [2024-04-16 11:15:02 INFO]: Epoch (val) [12][1] loss_cls: 0.5334, loss_sal: 0.4978, loss_video_cal: 0.0000, loss_layer_cal: 0.1041, loss: 1.1353, mAP: 0.7425, best_mAP: 0.7425 [2024-04-16 11:15:02 INFO]: Epoch [13][1/1] lr: 0.00012, eta: 0:05:34, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5642, loss_sal: 0.4140, loss_video_cal: 0.1751, loss_layer_cal: 0.1352, loss: 1.2885, scale: 65536.0000 [2024-04-16 11:15:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_13.pth... [2024-04-16 11:15:02 INFO]: Validating... [2024-04-16 11:15:02 INFO]: Epoch (val) [13][1] loss_cls: 0.5328, loss_sal: 0.4979, loss_video_cal: 0.0000, loss_layer_cal: 0.1027, loss: 1.1333, mAP: 0.7425, best_mAP: 0.7425 [2024-04-16 11:15:02 INFO]: Epoch [14][1/1] lr: 0.00013, eta: 0:05:28, time: 0.037, data_time: 0.236, memory: 901, loss_cls: 0.5649, loss_sal: 0.4015, loss_video_cal: 0.1725, loss_layer_cal: 0.1744, loss: 1.3133, scale: 65536.0000 [2024-04-16 11:15:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_14.pth... [2024-04-16 11:15:03 INFO]: Validating... [2024-04-16 11:15:03 INFO]: Epoch (val) [14][1] loss_cls: 0.5351, loss_sal: 0.4972, loss_video_cal: 0.0000, loss_layer_cal: 0.1013, loss: 1.1336, mAP: 0.7447, best_mAP: 0.7447 [2024-04-16 11:15:03 INFO]: Epoch [15][1/1] lr: 0.00014, eta: 0:05:23, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5726, loss_sal: 0.4226, loss_video_cal: 0.1238, loss_layer_cal: 0.1283, loss: 1.2472, scale: 65536.0000 [2024-04-16 11:15:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_15.pth... [2024-04-16 11:15:03 INFO]: Validating... [2024-04-16 11:15:03 INFO]: Epoch (val) [15][1] loss_cls: 0.5384, loss_sal: 0.4963, loss_video_cal: 0.0000, loss_layer_cal: 0.0998, loss: 1.1345, mAP: 0.7447, best_mAP: 0.7447 [2024-04-16 11:15:04 INFO]: Epoch [16][1/1] lr: 0.00015, eta: 0:05:18, time: 0.037, data_time: 0.238, memory: 901, loss_cls: 0.5775, loss_sal: 0.4166, loss_video_cal: 0.1528, loss_layer_cal: 0.1322, loss: 1.2791, scale: 65536.0000 [2024-04-16 11:15:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_16.pth... [2024-04-16 11:15:04 INFO]: Validating... [2024-04-16 11:15:04 INFO]: Epoch (val) [16][1] loss_cls: 0.5411, loss_sal: 0.4960, loss_video_cal: 0.0000, loss_layer_cal: 0.0983, loss: 1.1354, mAP: 0.7447, best_mAP: 0.7447 [2024-04-16 11:15:04 INFO]: Epoch [17][1/1] lr: 0.00016, eta: 0:05:15, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5860, loss_sal: 0.4113, loss_video_cal: 0.1529, loss_layer_cal: 0.1361, loss: 1.2863, scale: 65536.0000 [2024-04-16 11:15:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_17.pth... [2024-04-16 11:15:04 INFO]: Validating... [2024-04-16 11:15:04 INFO]: Epoch (val) [17][1] loss_cls: 0.5414, loss_sal: 0.4953, loss_video_cal: 0.0000, loss_layer_cal: 0.0970, loss: 1.1337, mAP: 0.7447, best_mAP: 0.7447 [2024-04-16 11:15:05 INFO]: Epoch [18][1/1] lr: 0.00017, eta: 0:05:11, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5801, loss_sal: 0.4298, loss_video_cal: 0.1384, loss_layer_cal: 0.1284, loss: 1.2767, scale: 65536.0000 [2024-04-16 11:15:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_18.pth... [2024-04-16 11:15:05 INFO]: Validating... [2024-04-16 11:15:05 INFO]: Epoch (val) [18][1] loss_cls: 0.5401, loss_sal: 0.4954, loss_video_cal: 0.0000, loss_layer_cal: 0.0957, loss: 1.1313, mAP: 0.7447, best_mAP: 0.7447 [2024-04-16 11:15:05 INFO]: Epoch [19][1/1] lr: 0.00018, eta: 0:05:08, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5837, loss_sal: 0.4085, loss_video_cal: 0.1565, loss_layer_cal: 0.1240, loss: 1.2726, scale: 65536.0000 [2024-04-16 11:15:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_19.pth... [2024-04-16 11:15:05 INFO]: Validating... [2024-04-16 11:15:06 INFO]: Epoch (val) [19][1] loss_cls: 0.5374, loss_sal: 0.4966, loss_video_cal: 0.0000, loss_layer_cal: 0.0944, loss: 1.1284, mAP: 0.7447, best_mAP: 0.7447 [2024-04-16 11:15:06 INFO]: Epoch [20][1/1] lr: 0.00019, eta: 0:05:05, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5774, loss_sal: 0.4000, loss_video_cal: 0.1716, loss_layer_cal: 0.1542, loss: 1.3031, scale: 65536.0000 [2024-04-16 11:15:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_20.pth... [2024-04-16 11:15:06 INFO]: Validating... [2024-04-16 11:15:06 INFO]: Epoch (val) [20][1] loss_cls: 0.5341, loss_sal: 0.4970, loss_video_cal: 0.0000, loss_layer_cal: 0.0931, loss: 1.1242, mAP: 0.7447, best_mAP: 0.7447 [2024-04-16 11:15:06 INFO]: Epoch [21][1/1] lr: 0.0002, eta: 0:05:03, time: 0.038, data_time: 0.236, memory: 901, loss_cls: 0.5735, loss_sal: 0.3962, loss_video_cal: 0.1421, loss_layer_cal: 0.1292, loss: 1.2409, scale: 65536.0000 [2024-04-16 11:15:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_21.pth... [2024-04-16 11:15:06 INFO]: Validating... [2024-04-16 11:15:07 INFO]: Epoch (val) [21][1] loss_cls: 0.5321, loss_sal: 0.4969, loss_video_cal: 0.0000, loss_layer_cal: 0.0919, loss: 1.1208, mAP: 0.7869, best_mAP: 0.7869 [2024-04-16 11:15:07 INFO]: Epoch [22][1/1] lr: 0.00021, eta: 0:05:00, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5682, loss_sal: 0.4054, loss_video_cal: 0.1475, loss_layer_cal: 0.1235, loss: 1.2446, scale: 65536.0000 [2024-04-16 11:15:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_22.pth... [2024-04-16 11:15:07 INFO]: Validating... [2024-04-16 11:15:07 INFO]: Epoch (val) [22][1] loss_cls: 0.5327, loss_sal: 0.4966, loss_video_cal: 0.0000, loss_layer_cal: 0.0908, loss: 1.1201, mAP: 0.7869, best_mAP: 0.7869 [2024-04-16 11:15:07 INFO]: Epoch [23][1/1] lr: 0.00022, eta: 0:04:58, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5627, loss_sal: 0.4294, loss_video_cal: 0.1497, loss_layer_cal: 0.1199, loss: 1.2617, scale: 65536.0000 [2024-04-16 11:15:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_23.pth... [2024-04-16 11:15:08 INFO]: Validating... [2024-04-16 11:15:08 INFO]: Epoch (val) [23][1] loss_cls: 0.5365, loss_sal: 0.4963, loss_video_cal: 0.0000, loss_layer_cal: 0.0895, loss: 1.1223, mAP: 0.7869, best_mAP: 0.7869 [2024-04-16 11:15:08 INFO]: Epoch [24][1/1] lr: 0.00023, eta: 0:04:56, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5615, loss_sal: 0.4194, loss_video_cal: 0.1651, loss_layer_cal: 0.1432, loss: 1.2892, scale: 65536.0000 [2024-04-16 11:15:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_24.pth... [2024-04-16 11:15:08 INFO]: Validating... [2024-04-16 11:15:08 INFO]: Epoch (val) [24][1] loss_cls: 0.5425, loss_sal: 0.4965, loss_video_cal: 0.0000, loss_layer_cal: 0.0881, loss: 1.1271, mAP: 0.7938, best_mAP: 0.7938 [2024-04-16 11:15:09 INFO]: Epoch [25][1/1] lr: 0.00024, eta: 0:04:54, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5615, loss_sal: 0.4288, loss_video_cal: 0.1356, loss_layer_cal: 0.1096, loss: 1.2355, scale: 65536.0000 [2024-04-16 11:15:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_25.pth... [2024-04-16 11:15:09 INFO]: Validating... [2024-04-16 11:15:09 INFO]: Epoch (val) [25][1] loss_cls: 0.5493, loss_sal: 0.4966, loss_video_cal: 0.0000, loss_layer_cal: 0.0868, loss: 1.1328, mAP: 0.7938, best_mAP: 0.7938 [2024-04-16 11:15:09 INFO]: Epoch [26][1/1] lr: 0.00025, eta: 0:04:52, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5671, loss_sal: 0.3934, loss_video_cal: 0.1431, loss_layer_cal: 0.1175, loss: 1.2211, scale: 65536.0000 [2024-04-16 11:15:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_26.pth... [2024-04-16 11:15:09 INFO]: Validating... [2024-04-16 11:15:09 INFO]: Epoch (val) [26][1] loss_cls: 0.5541, loss_sal: 0.4971, loss_video_cal: 0.0000, loss_layer_cal: 0.0857, loss: 1.1369, mAP: 0.7938, best_mAP: 0.7938 [2024-04-16 11:15:10 INFO]: Epoch [27][1/1] lr: 0.00026, eta: 0:04:50, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5702, loss_sal: 0.3917, loss_video_cal: 0.1556, loss_layer_cal: 0.1349, loss: 1.2523, scale: 65536.0000 [2024-04-16 11:15:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_27.pth... [2024-04-16 11:15:10 INFO]: Validating... [2024-04-16 11:15:10 INFO]: Epoch (val) [27][1] loss_cls: 0.5547, loss_sal: 0.4972, loss_video_cal: 0.0000, loss_layer_cal: 0.0847, loss: 1.1366, mAP: 0.7938, best_mAP: 0.7938 [2024-04-16 11:15:10 INFO]: Epoch [28][1/1] lr: 0.00027, eta: 0:04:49, time: 0.037, data_time: 0.242, memory: 901, loss_cls: 0.5712, loss_sal: 0.3913, loss_video_cal: 0.1347, loss_layer_cal: 0.1248, loss: 1.2220, scale: 65536.0000 [2024-04-16 11:15:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_28.pth... [2024-04-16 11:15:10 INFO]: Validating... [2024-04-16 11:15:10 INFO]: Epoch (val) [28][1] loss_cls: 0.5512, loss_sal: 0.4972, loss_video_cal: 0.0000, loss_layer_cal: 0.0837, loss: 1.1322, mAP: 0.7938, best_mAP: 0.7938 [2024-04-16 11:15:11 INFO]: Epoch [29][1/1] lr: 0.00028, eta: 0:04:47, time: 0.038, data_time: 0.242, memory: 901, loss_cls: 0.5644, loss_sal: 0.4011, loss_video_cal: 0.1446, loss_layer_cal: 0.1324, loss: 1.2426, scale: 65536.0000 [2024-04-16 11:15:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_29.pth... [2024-04-16 11:15:11 INFO]: Validating... [2024-04-16 11:15:11 INFO]: Epoch (val) [29][1] loss_cls: 0.5467, loss_sal: 0.4972, loss_video_cal: 0.0000, loss_layer_cal: 0.0829, loss: 1.1268, mAP: 0.7938, best_mAP: 0.7938 [2024-04-16 11:15:11 INFO]: Epoch [30][1/1] lr: 0.00029, eta: 0:04:46, time: 0.037, data_time: 0.238, memory: 901, loss_cls: 0.5654, loss_sal: 0.4029, loss_video_cal: 0.1055, loss_layer_cal: 0.1217, loss: 1.1954, scale: 65536.0000 [2024-04-16 11:15:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_30.pth... [2024-04-16 11:15:11 INFO]: Validating... [2024-04-16 11:15:12 INFO]: Epoch (val) [30][1] loss_cls: 0.5413, loss_sal: 0.4971, loss_video_cal: 0.0000, loss_layer_cal: 0.0821, loss: 1.1205, mAP: 0.7819, best_mAP: 0.7938 [2024-04-16 11:15:12 INFO]: Epoch [31][1/1] lr: 0.0003, eta: 0:04:44, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5633, loss_sal: 0.3779, loss_video_cal: 0.1043, loss_layer_cal: 0.1080, loss: 1.1536, scale: 65536.0000 [2024-04-16 11:15:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_31.pth... [2024-04-16 11:15:12 INFO]: Validating... [2024-04-16 11:15:12 INFO]: Epoch (val) [31][1] loss_cls: 0.5366, loss_sal: 0.4976, loss_video_cal: 0.0000, loss_layer_cal: 0.0812, loss: 1.1155, mAP: 0.7882, best_mAP: 0.7938 [2024-04-16 11:15:12 INFO]: Epoch [32][1/1] lr: 0.00031, eta: 0:04:42, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5612, loss_sal: 0.4067, loss_video_cal: 0.1618, loss_layer_cal: 0.1323, loss: 1.2620, scale: 65536.0000 [2024-04-16 11:15:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_32.pth... [2024-04-16 11:15:12 INFO]: Validating... [2024-04-16 11:15:13 INFO]: Epoch (val) [32][1] loss_cls: 0.5334, loss_sal: 0.4976, loss_video_cal: 0.0000, loss_layer_cal: 0.0803, loss: 1.1113, mAP: 0.7882, best_mAP: 0.7938 [2024-04-16 11:15:13 INFO]: Epoch [33][1/1] lr: 0.00032, eta: 0:04:41, time: 0.037, data_time: 0.242, memory: 901, loss_cls: 0.5615, loss_sal: 0.3955, loss_video_cal: 0.1525, loss_layer_cal: 0.1138, loss: 1.2234, scale: 65536.0000 [2024-04-16 11:15:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_33.pth... [2024-04-16 11:15:13 INFO]: Validating... [2024-04-16 11:15:13 INFO]: Epoch (val) [33][1] loss_cls: 0.5320, loss_sal: 0.4971, loss_video_cal: 0.0000, loss_layer_cal: 0.0792, loss: 1.1083, mAP: 0.7843, best_mAP: 0.7938 [2024-04-16 11:15:13 INFO]: Epoch [34][1/1] lr: 0.00033, eta: 0:04:40, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5638, loss_sal: 0.4186, loss_video_cal: 0.1512, loss_layer_cal: 0.1229, loss: 1.2565, scale: 65536.0000 [2024-04-16 11:15:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_34.pth... [2024-04-16 11:15:14 INFO]: Validating... [2024-04-16 11:15:14 INFO]: Epoch (val) [34][1] loss_cls: 0.5317, loss_sal: 0.4964, loss_video_cal: 0.0000, loss_layer_cal: 0.0781, loss: 1.1062, mAP: 0.7690, best_mAP: 0.7938 [2024-04-16 11:15:14 INFO]: Epoch [35][1/1] lr: 0.00034, eta: 0:04:39, time: 0.037, data_time: 0.238, memory: 901, loss_cls: 0.5640, loss_sal: 0.4016, loss_video_cal: 0.1357, loss_layer_cal: 0.1055, loss: 1.2068, scale: 65536.0000 [2024-04-16 11:15:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_35.pth... [2024-04-16 11:15:14 INFO]: Validating... [2024-04-16 11:15:14 INFO]: Epoch (val) [35][1] loss_cls: 0.5317, loss_sal: 0.4963, loss_video_cal: 0.0000, loss_layer_cal: 0.0771, loss: 1.1050, mAP: 0.7690, best_mAP: 0.7938 [2024-04-16 11:15:15 INFO]: Epoch [36][1/1] lr: 0.00035, eta: 0:04:37, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5636, loss_sal: 0.4139, loss_video_cal: 0.1412, loss_layer_cal: 0.1252, loss: 1.2439, scale: 65536.0000 [2024-04-16 11:15:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_36.pth... [2024-04-16 11:15:15 INFO]: Validating... [2024-04-16 11:15:15 INFO]: Epoch (val) [36][1] loss_cls: 0.5316, loss_sal: 0.4968, loss_video_cal: 0.0000, loss_layer_cal: 0.0760, loss: 1.1044, mAP: 0.7690, best_mAP: 0.7938 [2024-04-16 11:15:15 INFO]: Epoch [37][1/1] lr: 0.00036, eta: 0:04:36, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5637, loss_sal: 0.3816, loss_video_cal: 0.1147, loss_layer_cal: 0.1116, loss: 1.1716, scale: 65536.0000 [2024-04-16 11:15:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_37.pth... [2024-04-16 11:15:15 INFO]: Validating... [2024-04-16 11:15:15 INFO]: Epoch (val) [37][1] loss_cls: 0.5318, loss_sal: 0.4974, loss_video_cal: 0.0000, loss_layer_cal: 0.0750, loss: 1.1042, mAP: 0.7739, best_mAP: 0.7938 [2024-04-16 11:15:16 INFO]: Epoch [38][1/1] lr: 0.00037, eta: 0:04:35, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5618, loss_sal: 0.4040, loss_video_cal: 0.1594, loss_layer_cal: 0.1489, loss: 1.2740, scale: 65536.0000 [2024-04-16 11:15:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_38.pth... [2024-04-16 11:15:16 INFO]: Validating... [2024-04-16 11:15:16 INFO]: Epoch (val) [38][1] loss_cls: 0.5328, loss_sal: 0.4971, loss_video_cal: 0.0000, loss_layer_cal: 0.0737, loss: 1.1036, mAP: 0.7690, best_mAP: 0.7938 [2024-04-16 11:15:16 INFO]: Epoch [39][1/1] lr: 0.00038, eta: 0:04:34, time: 0.037, data_time: 0.242, memory: 901, loss_cls: 0.5604, loss_sal: 0.4045, loss_video_cal: 0.1387, loss_layer_cal: 0.0976, loss: 1.2012, scale: 65536.0000 [2024-04-16 11:15:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_39.pth... [2024-04-16 11:15:16 INFO]: Validating... [2024-04-16 11:15:17 INFO]: Epoch (val) [39][1] loss_cls: 0.5344, loss_sal: 0.4969, loss_video_cal: 0.0000, loss_layer_cal: 0.0726, loss: 1.1038, mAP: 0.7690, best_mAP: 0.7938 [2024-04-16 11:15:17 INFO]: Epoch [40][1/1] lr: 0.00039, eta: 0:04:33, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5602, loss_sal: 0.3908, loss_video_cal: 0.1182, loss_layer_cal: 0.0999, loss: 1.1692, scale: 65536.0000 [2024-04-16 11:15:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_40.pth... [2024-04-16 11:15:17 INFO]: Validating... [2024-04-16 11:15:17 INFO]: Epoch (val) [40][1] loss_cls: 0.5363, loss_sal: 0.4967, loss_video_cal: 0.0000, loss_layer_cal: 0.0714, loss: 1.1043, mAP: 0.7690, best_mAP: 0.7938 [2024-04-16 11:15:17 INFO]: Epoch [41][1/1] lr: 0.0004, eta: 0:04:31, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5610, loss_sal: 0.3667, loss_video_cal: 0.1175, loss_layer_cal: 0.0967, loss: 1.1419, scale: 65536.0000 [2024-04-16 11:15:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_41.pth... [2024-04-16 11:15:17 INFO]: Validating... [2024-04-16 11:15:18 INFO]: Epoch (val) [41][1] loss_cls: 0.5375, loss_sal: 0.4967, loss_video_cal: 0.0000, loss_layer_cal: 0.0704, loss: 1.1045, mAP: 0.7690, best_mAP: 0.7938 [2024-04-16 11:15:18 INFO]: Epoch [42][1/1] lr: 0.00041, eta: 0:04:30, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5614, loss_sal: 0.4011, loss_video_cal: 0.1067, loss_layer_cal: 0.0976, loss: 1.1667, scale: 65536.0000 [2024-04-16 11:15:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_42.pth... [2024-04-16 11:15:18 INFO]: Validating... [2024-04-16 11:15:18 INFO]: Epoch (val) [42][1] loss_cls: 0.5377, loss_sal: 0.4969, loss_video_cal: 0.0000, loss_layer_cal: 0.0692, loss: 1.1038, mAP: 0.7690, best_mAP: 0.7938 [2024-04-16 11:15:18 INFO]: Epoch [43][1/1] lr: 0.00042, eta: 0:04:29, time: 0.038, data_time: 0.244, memory: 901, loss_cls: 0.5608, loss_sal: 0.4230, loss_video_cal: 0.1190, loss_layer_cal: 0.0983, loss: 1.2011, scale: 65536.0000 [2024-04-16 11:15:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_43.pth... [2024-04-16 11:15:19 INFO]: Validating... [2024-04-16 11:15:19 INFO]: Epoch (val) [43][1] loss_cls: 0.5369, loss_sal: 0.4969, loss_video_cal: 0.0000, loss_layer_cal: 0.0682, loss: 1.1020, mAP: 0.7690, best_mAP: 0.7938 [2024-04-16 11:15:19 INFO]: Epoch [44][1/1] lr: 0.00043, eta: 0:04:29, time: 0.037, data_time: 0.239, memory: 901, loss_cls: 0.5614, loss_sal: 0.3964, loss_video_cal: 0.1270, loss_layer_cal: 0.1139, loss: 1.1987, scale: 65536.0000 [2024-04-16 11:15:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_44.pth... [2024-04-16 11:15:19 INFO]: Validating... [2024-04-16 11:15:19 INFO]: Epoch (val) [44][1] loss_cls: 0.5355, loss_sal: 0.4959, loss_video_cal: 0.0000, loss_layer_cal: 0.0671, loss: 1.0985, mAP: 0.7690, best_mAP: 0.7938 [2024-04-16 11:15:20 INFO]: Epoch [45][1/1] lr: 0.00044, eta: 0:04:28, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5602, loss_sal: 0.3989, loss_video_cal: 0.1064, loss_layer_cal: 0.0868, loss: 1.1523, scale: 65536.0000 [2024-04-16 11:15:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_45.pth... [2024-04-16 11:15:20 INFO]: Validating... [2024-04-16 11:15:20 INFO]: Epoch (val) [45][1] loss_cls: 0.5342, loss_sal: 0.4963, loss_video_cal: 0.0000, loss_layer_cal: 0.0660, loss: 1.0965, mAP: 0.7690, best_mAP: 0.7938 [2024-04-16 11:15:20 INFO]: Epoch [46][1/1] lr: 0.00045, eta: 0:04:27, time: 0.037, data_time: 0.244, memory: 901, loss_cls: 0.5603, loss_sal: 0.4391, loss_video_cal: 0.1412, loss_layer_cal: 0.1201, loss: 1.2608, scale: 65536.0000 [2024-04-16 11:15:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_46.pth... [2024-04-16 11:15:20 INFO]: Validating... [2024-04-16 11:15:20 INFO]: Epoch (val) [46][1] loss_cls: 0.5329, loss_sal: 0.4951, loss_video_cal: 0.0000, loss_layer_cal: 0.0650, loss: 1.0931, mAP: 0.7739, best_mAP: 0.7938 [2024-04-16 11:15:21 INFO]: Epoch [47][1/1] lr: 0.00046, eta: 0:04:26, time: 0.037, data_time: 0.245, memory: 901, loss_cls: 0.5603, loss_sal: 0.4037, loss_video_cal: 0.0881, loss_layer_cal: 0.0929, loss: 1.1450, scale: 65536.0000 [2024-04-16 11:15:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_47.pth... [2024-04-16 11:15:21 INFO]: Validating... [2024-04-16 11:15:21 INFO]: Epoch (val) [47][1] loss_cls: 0.5321, loss_sal: 0.4939, loss_video_cal: 0.0000, loss_layer_cal: 0.0641, loss: 1.0901, mAP: 0.7716, best_mAP: 0.7938 [2024-04-16 11:15:21 INFO]: Epoch [48][1/1] lr: 0.00047, eta: 0:04:25, time: 0.038, data_time: 0.237, memory: 901, loss_cls: 0.5605, loss_sal: 0.4065, loss_video_cal: 0.1210, loss_layer_cal: 0.0950, loss: 1.1830, scale: 65536.0000 [2024-04-16 11:15:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_48.pth... [2024-04-16 11:15:21 INFO]: Validating... [2024-04-16 11:15:22 INFO]: Epoch (val) [48][1] loss_cls: 0.5319, loss_sal: 0.4928, loss_video_cal: 0.0000, loss_layer_cal: 0.0633, loss: 1.0880, mAP: 0.7739, best_mAP: 0.7938 [2024-04-16 11:15:22 INFO]: Epoch [49][1/1] lr: 0.00048, eta: 0:04:24, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5608, loss_sal: 0.4008, loss_video_cal: 0.1247, loss_layer_cal: 0.1000, loss: 1.1863, scale: 65536.0000 [2024-04-16 11:15:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_49.pth... [2024-04-16 11:15:22 INFO]: Validating... [2024-04-16 11:15:22 INFO]: Epoch (val) [49][1] loss_cls: 0.5319, loss_sal: 0.4927, loss_video_cal: 0.0000, loss_layer_cal: 0.0627, loss: 1.0873, mAP: 0.7716, best_mAP: 0.7938 [2024-04-16 11:15:22 INFO]: Epoch [50][1/1] lr: 0.00049, eta: 0:04:23, time: 0.037, data_time: 0.242, memory: 901, loss_cls: 0.5609, loss_sal: 0.4040, loss_video_cal: 0.1050, loss_layer_cal: 0.0798, loss: 1.1497, scale: 65536.0000 [2024-04-16 11:15:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_50.pth... [2024-04-16 11:15:22 INFO]: Validating... [2024-04-16 11:15:23 INFO]: Epoch (val) [50][1] loss_cls: 0.5324, loss_sal: 0.4924, loss_video_cal: 0.0000, loss_layer_cal: 0.0623, loss: 1.0871, mAP: 0.7716, best_mAP: 0.7938 [2024-04-16 11:15:23 INFO]: Epoch [51][1/1] lr: 0.0005, eta: 0:04:22, time: 0.038, data_time: 0.237, memory: 901, loss_cls: 0.5606, loss_sal: 0.4167, loss_video_cal: 0.1450, loss_layer_cal: 0.0933, loss: 1.2155, scale: 65536.0000 [2024-04-16 11:15:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_51.pth... [2024-04-16 11:15:23 INFO]: Validating... [2024-04-16 11:15:23 INFO]: Epoch (val) [51][1] loss_cls: 0.5336, loss_sal: 0.4924, loss_video_cal: 0.0000, loss_layer_cal: 0.0618, loss: 1.0878, mAP: 0.7716, best_mAP: 0.7938 [2024-04-16 11:15:23 INFO]: Epoch [52][1/1] lr: 0.0005, eta: 0:04:21, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5610, loss_sal: 0.4147, loss_video_cal: 0.0990, loss_layer_cal: 0.0759, loss: 1.1506, scale: 65536.0000 [2024-04-16 11:15:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_52.pth... [2024-04-16 11:15:24 INFO]: Validating... [2024-04-16 11:15:24 INFO]: Epoch (val) [52][1] loss_cls: 0.5357, loss_sal: 0.4922, loss_video_cal: 0.0000, loss_layer_cal: 0.0613, loss: 1.0892, mAP: 0.8036, best_mAP: 0.8036 [2024-04-16 11:15:24 INFO]: Epoch [53][1/1] lr: 0.0005, eta: 0:04:20, time: 0.037, data_time: 0.237, memory: 901, loss_cls: 0.5593, loss_sal: 0.3912, loss_video_cal: 0.1176, loss_layer_cal: 0.0811, loss: 1.1491, scale: 65536.0000 [2024-04-16 11:15:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_53.pth... [2024-04-16 11:15:24 INFO]: Validating... [2024-04-16 11:15:24 INFO]: Epoch (val) [53][1] loss_cls: 0.5380, loss_sal: 0.4916, loss_video_cal: 0.0000, loss_layer_cal: 0.0608, loss: 1.0904, mAP: 0.8036, best_mAP: 0.8036 [2024-04-16 11:15:25 INFO]: Epoch [54][1/1] lr: 0.0005, eta: 0:04:19, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5604, loss_sal: 0.4097, loss_video_cal: 0.0934, loss_layer_cal: 0.0930, loss: 1.1565, scale: 65536.0000 [2024-04-16 11:15:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_54.pth... [2024-04-16 11:15:25 INFO]: Validating... [2024-04-16 11:15:25 INFO]: Epoch (val) [54][1] loss_cls: 0.5392, loss_sal: 0.4915, loss_video_cal: 0.0000, loss_layer_cal: 0.0602, loss: 1.0909, mAP: 0.8036, best_mAP: 0.8036 [2024-04-16 11:15:25 INFO]: Epoch [55][1/1] lr: 0.0005, eta: 0:04:19, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5600, loss_sal: 0.3742, loss_video_cal: 0.0922, loss_layer_cal: 0.0615, loss: 1.0879, scale: 65536.0000 [2024-04-16 11:15:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_55.pth... [2024-04-16 11:15:25 INFO]: Validating... [2024-04-16 11:15:25 INFO]: Epoch (val) [55][1] loss_cls: 0.5384, loss_sal: 0.4916, loss_video_cal: 0.0000, loss_layer_cal: 0.0595, loss: 1.0895, mAP: 0.8062, best_mAP: 0.8062 [2024-04-16 11:15:26 INFO]: Epoch [56][1/1] lr: 0.0005, eta: 0:04:18, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5601, loss_sal: 0.4346, loss_video_cal: 0.1213, loss_layer_cal: 0.1041, loss: 1.2201, scale: 65536.0000 [2024-04-16 11:15:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_56.pth... [2024-04-16 11:15:26 INFO]: Validating... [2024-04-16 11:15:26 INFO]: Epoch (val) [56][1] loss_cls: 0.5367, loss_sal: 0.4920, loss_video_cal: 0.0000, loss_layer_cal: 0.0588, loss: 1.0875, mAP: 0.8036, best_mAP: 0.8062 [2024-04-16 11:15:26 INFO]: Epoch [57][1/1] lr: 0.0005, eta: 0:04:17, time: 0.038, data_time: 0.237, memory: 901, loss_cls: 0.5592, loss_sal: 0.3622, loss_video_cal: 0.0813, loss_layer_cal: 0.0854, loss: 1.0881, scale: 65536.0000 [2024-04-16 11:15:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_57.pth... [2024-04-16 11:15:26 INFO]: Validating... [2024-04-16 11:15:26 INFO]: Epoch (val) [57][1] loss_cls: 0.5351, loss_sal: 0.4922, loss_video_cal: 0.0000, loss_layer_cal: 0.0582, loss: 1.0855, mAP: 0.8036, best_mAP: 0.8062 [2024-04-16 11:15:27 INFO]: Epoch [58][1/1] lr: 0.0005, eta: 0:04:16, time: 0.038, data_time: 0.242, memory: 901, loss_cls: 0.5582, loss_sal: 0.3857, loss_video_cal: 0.0955, loss_layer_cal: 0.0904, loss: 1.1298, scale: 65536.0000 [2024-04-16 11:15:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_58.pth... [2024-04-16 11:15:27 INFO]: Validating... [2024-04-16 11:15:27 INFO]: Epoch (val) [58][1] loss_cls: 0.5339, loss_sal: 0.4922, loss_video_cal: 0.0000, loss_layer_cal: 0.0576, loss: 1.0837, mAP: 0.8036, best_mAP: 0.8062 [2024-04-16 11:15:27 INFO]: Epoch [59][1/1] lr: 0.0005, eta: 0:04:15, time: 0.038, data_time: 0.242, memory: 901, loss_cls: 0.5587, loss_sal: 0.4150, loss_video_cal: 0.1001, loss_layer_cal: 0.0837, loss: 1.1575, scale: 65536.0000 [2024-04-16 11:15:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_59.pth... [2024-04-16 11:15:27 INFO]: Validating... [2024-04-16 11:15:28 INFO]: Epoch (val) [59][1] loss_cls: 0.5334, loss_sal: 0.4933, loss_video_cal: 0.0000, loss_layer_cal: 0.0569, loss: 1.0836, mAP: 0.8036, best_mAP: 0.8062 [2024-04-16 11:15:28 INFO]: Epoch [60][1/1] lr: 0.0005, eta: 0:04:15, time: 0.037, data_time: 0.242, memory: 901, loss_cls: 0.5593, loss_sal: 0.4012, loss_video_cal: 0.0794, loss_layer_cal: 0.0780, loss: 1.1179, scale: 65536.0000 [2024-04-16 11:15:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_60.pth... [2024-04-16 11:15:28 INFO]: Validating... [2024-04-16 11:15:28 INFO]: Epoch (val) [60][1] loss_cls: 0.5335, loss_sal: 0.4936, loss_video_cal: 0.0000, loss_layer_cal: 0.0561, loss: 1.0832, mAP: 0.8036, best_mAP: 0.8062 [2024-04-16 11:15:28 INFO]: Epoch [61][1/1] lr: 0.0005, eta: 0:04:14, time: 0.037, data_time: 0.242, memory: 901, loss_cls: 0.5593, loss_sal: 0.4023, loss_video_cal: 0.1189, loss_layer_cal: 0.0830, loss: 1.1635, scale: 65536.0000 [2024-04-16 11:15:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_61.pth... [2024-04-16 11:15:28 INFO]: Validating... [2024-04-16 11:15:29 INFO]: Epoch (val) [61][1] loss_cls: 0.5350, loss_sal: 0.4944, loss_video_cal: 0.0000, loss_layer_cal: 0.0551, loss: 1.0844, mAP: 0.8126, best_mAP: 0.8126 [2024-04-16 11:15:29 INFO]: Epoch [62][1/1] lr: 0.0005, eta: 0:04:13, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5587, loss_sal: 0.4147, loss_video_cal: 0.0880, loss_layer_cal: 0.0713, loss: 1.1327, scale: 65536.0000 [2024-04-16 11:15:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_62.pth... [2024-04-16 11:15:29 INFO]: Validating... [2024-04-16 11:15:29 INFO]: Epoch (val) [62][1] loss_cls: 0.5368, loss_sal: 0.4947, loss_video_cal: 0.0000, loss_layer_cal: 0.0541, loss: 1.0856, mAP: 0.8126, best_mAP: 0.8126 [2024-04-16 11:15:29 INFO]: Epoch [63][1/1] lr: 0.0005, eta: 0:04:12, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5574, loss_sal: 0.3552, loss_video_cal: 0.0705, loss_layer_cal: 0.0708, loss: 1.0539, scale: 65536.0000 [2024-04-16 11:15:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_63.pth... [2024-04-16 11:15:30 INFO]: Validating... [2024-04-16 11:15:30 INFO]: Epoch (val) [63][1] loss_cls: 0.5389, loss_sal: 0.4954, loss_video_cal: 0.0000, loss_layer_cal: 0.0532, loss: 1.0875, mAP: 0.8126, best_mAP: 0.8126 [2024-04-16 11:15:30 INFO]: Epoch [64][1/1] lr: 0.0005, eta: 0:04:11, time: 0.037, data_time: 0.238, memory: 901, loss_cls: 0.5576, loss_sal: 0.3905, loss_video_cal: 0.0801, loss_layer_cal: 0.0688, loss: 1.0970, scale: 65536.0000 [2024-04-16 11:15:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_64.pth... [2024-04-16 11:15:30 INFO]: Validating... [2024-04-16 11:15:30 INFO]: Epoch (val) [64][1] loss_cls: 0.5394, loss_sal: 0.4951, loss_video_cal: 0.0000, loss_layer_cal: 0.0525, loss: 1.0869, mAP: 0.8396, best_mAP: 0.8396 [2024-04-16 11:15:31 INFO]: Epoch [65][1/1] lr: 0.0005, eta: 0:04:10, time: 0.037, data_time: 0.236, memory: 901, loss_cls: 0.5574, loss_sal: 0.3900, loss_video_cal: 0.0573, loss_layer_cal: 0.0641, loss: 1.0689, scale: 65536.0000 [2024-04-16 11:15:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_65.pth... [2024-04-16 11:15:31 INFO]: Validating... [2024-04-16 11:15:31 INFO]: Epoch (val) [65][1] loss_cls: 0.5380, loss_sal: 0.4938, loss_video_cal: 0.0000, loss_layer_cal: 0.0515, loss: 1.0834, mAP: 0.8026, best_mAP: 0.8396 [2024-04-16 11:15:31 INFO]: Epoch [66][1/1] lr: 0.0005, eta: 0:04:10, time: 0.037, data_time: 0.238, memory: 901, loss_cls: 0.5565, loss_sal: 0.4497, loss_video_cal: 0.1171, loss_layer_cal: 0.0831, loss: 1.2064, scale: 65536.0000 [2024-04-16 11:15:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_66.pth... [2024-04-16 11:15:31 INFO]: Validating... [2024-04-16 11:15:31 INFO]: Epoch (val) [66][1] loss_cls: 0.5360, loss_sal: 0.4934, loss_video_cal: 0.0000, loss_layer_cal: 0.0506, loss: 1.0800, mAP: 0.8126, best_mAP: 0.8396 [2024-04-16 11:15:32 INFO]: Epoch [67][1/1] lr: 0.0005, eta: 0:04:09, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5569, loss_sal: 0.3728, loss_video_cal: 0.0690, loss_layer_cal: 0.0689, loss: 1.0676, scale: 65536.0000 [2024-04-16 11:15:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_67.pth... [2024-04-16 11:15:32 INFO]: Validating... [2024-04-16 11:15:32 INFO]: Epoch (val) [67][1] loss_cls: 0.5337, loss_sal: 0.4933, loss_video_cal: 0.0000, loss_layer_cal: 0.0498, loss: 1.0767, mAP: 0.8092, best_mAP: 0.8396 [2024-04-16 11:15:32 INFO]: Epoch [68][1/1] lr: 0.0005, eta: 0:04:08, time: 0.038, data_time: 0.237, memory: 901, loss_cls: 0.5560, loss_sal: 0.3787, loss_video_cal: 0.0777, loss_layer_cal: 0.0705, loss: 1.0829, scale: 65536.0000 [2024-04-16 11:15:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_68.pth... [2024-04-16 11:15:32 INFO]: Validating... [2024-04-16 11:15:32 INFO]: Epoch (val) [68][1] loss_cls: 0.5323, loss_sal: 0.4937, loss_video_cal: 0.0000, loss_layer_cal: 0.0489, loss: 1.0749, mAP: 0.8084, best_mAP: 0.8396 [2024-04-16 11:15:33 INFO]: Epoch [69][1/1] lr: 0.0005, eta: 0:04:07, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5548, loss_sal: 0.4110, loss_video_cal: 0.0705, loss_layer_cal: 0.0707, loss: 1.1071, scale: 65536.0000 [2024-04-16 11:15:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_69.pth... [2024-04-16 11:15:33 INFO]: Validating... [2024-04-16 11:15:33 INFO]: Epoch (val) [69][1] loss_cls: 0.5317, loss_sal: 0.4947, loss_video_cal: 0.0000, loss_layer_cal: 0.0481, loss: 1.0745, mAP: 0.8327, best_mAP: 0.8396 [2024-04-16 11:15:33 INFO]: Epoch [70][1/1] lr: 0.0005, eta: 0:04:07, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5551, loss_sal: 0.3857, loss_video_cal: 0.0898, loss_layer_cal: 0.0825, loss: 1.1132, scale: 65536.0000 [2024-04-16 11:15:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_70.pth... [2024-04-16 11:15:33 INFO]: Validating... [2024-04-16 11:15:34 INFO]: Epoch (val) [70][1] loss_cls: 0.5340, loss_sal: 0.4956, loss_video_cal: 0.0000, loss_layer_cal: 0.0472, loss: 1.0768, mAP: 0.8082, best_mAP: 0.8396 [2024-04-16 11:15:34 INFO]: Epoch [71][1/1] lr: 0.0005, eta: 0:04:06, time: 0.038, data_time: 0.242, memory: 901, loss_cls: 0.5521, loss_sal: 0.3515, loss_video_cal: 0.0597, loss_layer_cal: 0.0647, loss: 1.0280, scale: 65536.0000 [2024-04-16 11:15:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_71.pth... [2024-04-16 11:15:34 INFO]: Validating... [2024-04-16 11:15:34 INFO]: Epoch (val) [71][1] loss_cls: 0.5355, loss_sal: 0.4963, loss_video_cal: 0.0000, loss_layer_cal: 0.0462, loss: 1.0780, mAP: 0.8082, best_mAP: 0.8396 [2024-04-16 11:15:34 INFO]: Epoch [72][1/1] lr: 0.0005, eta: 0:04:05, time: 0.039, data_time: 0.239, memory: 901, loss_cls: 0.5542, loss_sal: 0.3422, loss_video_cal: 0.0800, loss_layer_cal: 0.0854, loss: 1.0618, scale: 65536.0000 [2024-04-16 11:15:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_72.pth... [2024-04-16 11:15:34 INFO]: Validating... [2024-04-16 11:15:35 INFO]: Epoch (val) [72][1] loss_cls: 0.5373, loss_sal: 0.4974, loss_video_cal: 0.0000, loss_layer_cal: 0.0453, loss: 1.0800, mAP: 0.8337, best_mAP: 0.8396 [2024-04-16 11:15:35 INFO]: Epoch [73][1/1] lr: 0.0005, eta: 0:04:04, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5507, loss_sal: 0.3617, loss_video_cal: 0.0819, loss_layer_cal: 0.0765, loss: 1.0708, scale: 65536.0000 [2024-04-16 11:15:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_73.pth... [2024-04-16 11:15:35 INFO]: Validating... [2024-04-16 11:15:35 INFO]: Epoch (val) [73][1] loss_cls: 0.5377, loss_sal: 0.4979, loss_video_cal: 0.0000, loss_layer_cal: 0.0445, loss: 1.0801, mAP: 0.8206, best_mAP: 0.8396 [2024-04-16 11:15:35 INFO]: Epoch [74][1/1] lr: 0.0005, eta: 0:04:04, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5502, loss_sal: 0.3415, loss_video_cal: 0.0971, loss_layer_cal: 0.0681, loss: 1.0569, scale: 65536.0000 [2024-04-16 11:15:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_74.pth... [2024-04-16 11:15:36 INFO]: Validating... [2024-04-16 11:15:36 INFO]: Epoch (val) [74][1] loss_cls: 0.5364, loss_sal: 0.5027, loss_video_cal: 0.0000, loss_layer_cal: 0.0438, loss: 1.0829, mAP: 0.8215, best_mAP: 0.8396 [2024-04-16 11:15:36 INFO]: Epoch [75][1/1] lr: 0.0005, eta: 0:04:03, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5467, loss_sal: 0.3586, loss_video_cal: 0.0873, loss_layer_cal: 0.0696, loss: 1.0621, scale: 65536.0000 [2024-04-16 11:15:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_75.pth... [2024-04-16 11:15:36 INFO]: Validating... [2024-04-16 11:15:36 INFO]: Epoch (val) [75][1] loss_cls: 0.5339, loss_sal: 0.5093, loss_video_cal: 0.0000, loss_layer_cal: 0.0430, loss: 1.0861, mAP: 0.8215, best_mAP: 0.8396 [2024-04-16 11:15:37 INFO]: Epoch [76][1/1] lr: 0.0005, eta: 0:04:02, time: 0.037, data_time: 0.244, memory: 901, loss_cls: 0.5457, loss_sal: 0.3926, loss_video_cal: 0.0621, loss_layer_cal: 0.0829, loss: 1.0835, scale: 65536.0000 [2024-04-16 11:15:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_76.pth... [2024-04-16 11:15:37 INFO]: Validating... [2024-04-16 11:15:37 INFO]: Epoch (val) [76][1] loss_cls: 0.5315, loss_sal: 0.5157, loss_video_cal: 0.0000, loss_layer_cal: 0.0420, loss: 1.0893, mAP: 0.8215, best_mAP: 0.8396 [2024-04-16 11:15:37 INFO]: Epoch [77][1/1] lr: 0.0005, eta: 0:04:02, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5442, loss_sal: 0.3235, loss_video_cal: 0.0585, loss_layer_cal: 0.0778, loss: 1.0040, scale: 65536.0000 [2024-04-16 11:15:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_77.pth... [2024-04-16 11:15:37 INFO]: Validating... [2024-04-16 11:15:37 INFO]: Epoch (val) [77][1] loss_cls: 0.5274, loss_sal: 0.5211, loss_video_cal: 0.0000, loss_layer_cal: 0.0408, loss: 1.0892, mAP: 0.8215, best_mAP: 0.8396 [2024-04-16 11:15:38 INFO]: Epoch [78][1/1] lr: 0.0005, eta: 0:04:01, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5412, loss_sal: 0.2933, loss_video_cal: 0.0467, loss_layer_cal: 0.0493, loss: 0.9305, scale: 65536.0000 [2024-04-16 11:15:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_78.pth... [2024-04-16 11:15:38 INFO]: Validating... [2024-04-16 11:15:38 INFO]: Epoch (val) [78][1] loss_cls: 0.5227, loss_sal: 0.5285, loss_video_cal: 0.0000, loss_layer_cal: 0.0396, loss: 1.0908, mAP: 0.8215, best_mAP: 0.8396 [2024-04-16 11:15:38 INFO]: Epoch [79][1/1] lr: 0.0005, eta: 0:04:00, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5432, loss_sal: 0.2659, loss_video_cal: 0.0660, loss_layer_cal: 0.0633, loss: 0.9383, scale: 65536.0000 [2024-04-16 11:15:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_79.pth... [2024-04-16 11:15:38 INFO]: Validating... [2024-04-16 11:15:39 INFO]: Epoch (val) [79][1] loss_cls: 0.5218, loss_sal: 0.5328, loss_video_cal: 0.0000, loss_layer_cal: 0.0384, loss: 1.0930, mAP: 0.8054, best_mAP: 0.8396 [2024-04-16 11:15:39 INFO]: Epoch [80][1/1] lr: 0.0005, eta: 0:04:00, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5421, loss_sal: 0.3701, loss_video_cal: 0.0611, loss_layer_cal: 0.0728, loss: 1.0461, scale: 65536.0000 [2024-04-16 11:15:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_80.pth... [2024-04-16 11:15:39 INFO]: Validating... [2024-04-16 11:15:39 INFO]: Epoch (val) [80][1] loss_cls: 0.5188, loss_sal: 0.5399, loss_video_cal: 0.0000, loss_layer_cal: 0.0374, loss: 1.0961, mAP: 0.8050, best_mAP: 0.8396 [2024-04-16 11:15:39 INFO]: Epoch [81][1/1] lr: 0.0005, eta: 0:03:59, time: 0.038, data_time: 0.243, memory: 901, loss_cls: 0.5382, loss_sal: 0.3460, loss_video_cal: 0.0509, loss_layer_cal: 0.0764, loss: 1.0116, scale: 65536.0000 [2024-04-16 11:15:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_81.pth... [2024-04-16 11:15:39 INFO]: Validating... [2024-04-16 11:15:40 INFO]: Epoch (val) [81][1] loss_cls: 0.5260, loss_sal: 0.5417, loss_video_cal: 0.0000, loss_layer_cal: 0.0363, loss: 1.1041, mAP: 0.8142, best_mAP: 0.8396 [2024-04-16 11:15:40 INFO]: Epoch [82][1/1] lr: 0.0005, eta: 0:03:58, time: 0.040, data_time: 0.244, memory: 901, loss_cls: 0.5347, loss_sal: 0.3530, loss_video_cal: 0.0663, loss_layer_cal: 0.0668, loss: 1.0209, scale: 65536.0000 [2024-04-16 11:15:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_82.pth... [2024-04-16 11:15:40 INFO]: Validating... [2024-04-16 11:15:40 INFO]: Epoch (val) [82][1] loss_cls: 0.5674, loss_sal: 0.5358, loss_video_cal: 0.0000, loss_layer_cal: 0.0354, loss: 1.1387, mAP: 0.7892, best_mAP: 0.8396 [2024-04-16 11:15:40 INFO]: Epoch [83][1/1] lr: 0.0005, eta: 0:03:58, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5441, loss_sal: 0.3613, loss_video_cal: 0.0640, loss_layer_cal: 0.0752, loss: 1.0446, scale: 65536.0000 [2024-04-16 11:15:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_83.pth... [2024-04-16 11:15:41 INFO]: Validating... [2024-04-16 11:15:41 INFO]: Epoch (val) [83][1] loss_cls: 0.5379, loss_sal: 0.5271, loss_video_cal: 0.0000, loss_layer_cal: 0.0347, loss: 1.0997, mAP: 0.8116, best_mAP: 0.8396 [2024-04-16 11:15:41 INFO]: Epoch [84][1/1] lr: 0.0005, eta: 0:03:57, time: 0.038, data_time: 0.237, memory: 901, loss_cls: 0.5311, loss_sal: 0.2449, loss_video_cal: 0.0539, loss_layer_cal: 0.0842, loss: 0.9141, scale: 65536.0000 [2024-04-16 11:15:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_84.pth... [2024-04-16 11:15:41 INFO]: Validating... [2024-04-16 11:15:41 INFO]: Epoch (val) [84][1] loss_cls: 0.5165, loss_sal: 0.5163, loss_video_cal: 0.0000, loss_layer_cal: 0.0336, loss: 1.0664, mAP: 0.8276, best_mAP: 0.8396 [2024-04-16 11:15:42 INFO]: Epoch [85][1/1] lr: 0.0005, eta: 0:03:56, time: 0.037, data_time: 0.239, memory: 901, loss_cls: 0.5513, loss_sal: 0.3303, loss_video_cal: 0.0834, loss_layer_cal: 0.0733, loss: 1.0383, scale: 65536.0000 [2024-04-16 11:15:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_85.pth... [2024-04-16 11:15:42 INFO]: Validating... [2024-04-16 11:15:42 INFO]: Epoch (val) [85][1] loss_cls: 0.5236, loss_sal: 0.5337, loss_video_cal: 0.0000, loss_layer_cal: 0.0328, loss: 1.0901, mAP: 0.8276, best_mAP: 0.8396 [2024-04-16 11:15:42 INFO]: Epoch [86][1/1] lr: 0.0005, eta: 0:03:55, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5385, loss_sal: 0.3358, loss_video_cal: 0.0525, loss_layer_cal: 0.0626, loss: 0.9894, scale: 65536.0000 [2024-04-16 11:15:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_86.pth... [2024-04-16 11:15:42 INFO]: Validating... [2024-04-16 11:15:42 INFO]: Epoch (val) [86][1] loss_cls: 0.5611, loss_sal: 0.5559, loss_video_cal: 0.0000, loss_layer_cal: 0.0320, loss: 1.1490, mAP: 0.8276, best_mAP: 0.8396 [2024-04-16 11:15:43 INFO]: Epoch [87][1/1] lr: 0.0005, eta: 0:03:55, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5322, loss_sal: 0.3311, loss_video_cal: 0.0572, loss_layer_cal: 0.0703, loss: 0.9908, scale: 65536.0000 [2024-04-16 11:15:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_87.pth... [2024-04-16 11:15:43 INFO]: Validating... [2024-04-16 11:15:43 INFO]: Epoch (val) [87][1] loss_cls: 0.6007, loss_sal: 0.5835, loss_video_cal: 0.0000, loss_layer_cal: 0.0310, loss: 1.2152, mAP: 0.8276, best_mAP: 0.8396 [2024-04-16 11:15:43 INFO]: Epoch [88][1/1] lr: 0.0005, eta: 0:03:54, time: 0.038, data_time: 0.237, memory: 901, loss_cls: 0.5299, loss_sal: 0.2721, loss_video_cal: 0.0690, loss_layer_cal: 0.0667, loss: 0.9378, scale: 65536.0000 [2024-04-16 11:15:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_88.pth... [2024-04-16 11:15:43 INFO]: Validating... [2024-04-16 11:15:43 INFO]: Epoch (val) [88][1] loss_cls: 0.5893, loss_sal: 0.6099, loss_video_cal: 0.0000, loss_layer_cal: 0.0303, loss: 1.2295, mAP: 0.8276, best_mAP: 0.8396 [2024-04-16 11:15:44 INFO]: Epoch [89][1/1] lr: 0.0005, eta: 0:03:53, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5311, loss_sal: 0.3064, loss_video_cal: 0.0584, loss_layer_cal: 0.0643, loss: 0.9602, scale: 65536.0000 [2024-04-16 11:15:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_89.pth... [2024-04-16 11:15:44 INFO]: Validating... [2024-04-16 11:15:44 INFO]: Epoch (val) [89][1] loss_cls: 0.5268, loss_sal: 0.6146, loss_video_cal: 0.0000, loss_layer_cal: 0.0297, loss: 1.1711, mAP: 0.8276, best_mAP: 0.8396 [2024-04-16 11:15:44 INFO]: Epoch [90][1/1] lr: 0.0005, eta: 0:03:53, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5363, loss_sal: 0.2761, loss_video_cal: 0.0545, loss_layer_cal: 0.0494, loss: 0.9162, scale: 65536.0000 [2024-04-16 11:15:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_90.pth... [2024-04-16 11:15:44 INFO]: Validating... [2024-04-16 11:15:45 INFO]: Epoch (val) [90][1] loss_cls: 0.5072, loss_sal: 0.6251, loss_video_cal: 0.0000, loss_layer_cal: 0.0288, loss: 1.1611, mAP: 0.8288, best_mAP: 0.8396 [2024-04-16 11:15:45 INFO]: Epoch [91][1/1] lr: 0.0005, eta: 0:03:52, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5386, loss_sal: 0.2822, loss_video_cal: 0.0437, loss_layer_cal: 0.0632, loss: 0.9277, scale: 65536.0000 [2024-04-16 11:15:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_91.pth... [2024-04-16 11:15:45 INFO]: Validating... [2024-04-16 11:15:45 INFO]: Epoch (val) [91][1] loss_cls: 0.5136, loss_sal: 0.6580, loss_video_cal: 0.0000, loss_layer_cal: 0.0280, loss: 1.1996, mAP: 0.8468, best_mAP: 0.8468 [2024-04-16 11:15:45 INFO]: Epoch [92][1/1] lr: 0.0005, eta: 0:03:51, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5348, loss_sal: 0.2913, loss_video_cal: 0.0591, loss_layer_cal: 0.0702, loss: 0.9555, scale: 65536.0000 [2024-04-16 11:15:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_92.pth... [2024-04-16 11:15:45 INFO]: Validating... [2024-04-16 11:15:46 INFO]: Epoch (val) [92][1] loss_cls: 0.5136, loss_sal: 0.6580, loss_video_cal: 0.0000, loss_layer_cal: 0.0280, loss: 1.1996, mAP: 0.8468, best_mAP: 0.8468 [2024-04-16 11:15:46 INFO]: Epoch [93][1/1] lr: 0.0005, eta: 0:03:51, time: 0.037, data_time: 0.237, memory: 901, loss_cls: 0.5298, loss_sal: 0.2610, loss_video_cal: 0.0370, loss_layer_cal: 0.0631, loss: 0.8909, scale: 32768.0000 [2024-04-16 11:15:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_93.pth... [2024-04-16 11:15:46 INFO]: Validating... [2024-04-16 11:15:46 INFO]: Epoch (val) [93][1] loss_cls: 0.5578, loss_sal: 0.7258, loss_video_cal: 0.0000, loss_layer_cal: 0.0269, loss: 1.3105, mAP: 0.8227, best_mAP: 0.8468 [2024-04-16 11:15:46 INFO]: Epoch [94][1/1] lr: 0.0005, eta: 0:03:50, time: 0.037, data_time: 0.237, memory: 901, loss_cls: 0.5289, loss_sal: 0.3945, loss_video_cal: 0.0694, loss_layer_cal: 0.0635, loss: 1.0564, scale: 32768.0000 [2024-04-16 11:15:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_94.pth... [2024-04-16 11:15:47 INFO]: Validating... [2024-04-16 11:15:47 INFO]: Epoch (val) [94][1] loss_cls: 0.5592, loss_sal: 0.7212, loss_video_cal: 0.0000, loss_layer_cal: 0.0259, loss: 1.3063, mAP: 0.8133, best_mAP: 0.8468 [2024-04-16 11:15:47 INFO]: Epoch [95][1/1] lr: 0.0005, eta: 0:03:49, time: 0.037, data_time: 0.237, memory: 901, loss_cls: 0.5226, loss_sal: 0.1923, loss_video_cal: 0.0396, loss_layer_cal: 0.0624, loss: 0.8169, scale: 32768.0000 [2024-04-16 11:15:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_95.pth... [2024-04-16 11:15:47 INFO]: Validating... [2024-04-16 11:15:47 INFO]: Epoch (val) [95][1] loss_cls: 0.5664, loss_sal: 0.7236, loss_video_cal: 0.0000, loss_layer_cal: 0.0249, loss: 1.3149, mAP: 0.8351, best_mAP: 0.8468 [2024-04-16 11:15:48 INFO]: Epoch [96][1/1] lr: 0.0005, eta: 0:03:49, time: 0.037, data_time: 0.238, memory: 901, loss_cls: 0.5324, loss_sal: 0.2274, loss_video_cal: 0.0774, loss_layer_cal: 0.0518, loss: 0.8890, scale: 32768.0000 [2024-04-16 11:15:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_96.pth... [2024-04-16 11:15:48 INFO]: Validating... [2024-04-16 11:15:48 INFO]: Epoch (val) [96][1] loss_cls: 0.5644, loss_sal: 0.7340, loss_video_cal: 0.0000, loss_layer_cal: 0.0241, loss: 1.3224, mAP: 0.8351, best_mAP: 0.8468 [2024-04-16 11:15:48 INFO]: Epoch [97][1/1] lr: 0.0005, eta: 0:03:48, time: 0.037, data_time: 0.238, memory: 901, loss_cls: 0.5437, loss_sal: 0.3477, loss_video_cal: 0.0676, loss_layer_cal: 0.0711, loss: 1.0301, scale: 32768.0000 [2024-04-16 11:15:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_97.pth... [2024-04-16 11:15:48 INFO]: Validating... [2024-04-16 11:15:48 INFO]: Epoch (val) [97][1] loss_cls: 0.5568, loss_sal: 0.7141, loss_video_cal: 0.0000, loss_layer_cal: 0.0233, loss: 1.2942, mAP: 0.8417, best_mAP: 0.8468 [2024-04-16 11:15:49 INFO]: Epoch [98][1/1] lr: 0.0005, eta: 0:03:47, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5262, loss_sal: 0.1995, loss_video_cal: 0.0507, loss_layer_cal: 0.0595, loss: 0.8359, scale: 32768.0000 [2024-04-16 11:15:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_98.pth... [2024-04-16 11:15:49 INFO]: Validating... [2024-04-16 11:15:49 INFO]: Epoch (val) [98][1] loss_cls: 0.5481, loss_sal: 0.7128, loss_video_cal: 0.0000, loss_layer_cal: 0.0225, loss: 1.2834, mAP: 0.8230, best_mAP: 0.8468 [2024-04-16 11:15:49 INFO]: Epoch [99][1/1] lr: 0.0005, eta: 0:03:47, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5277, loss_sal: 0.2531, loss_video_cal: 0.0399, loss_layer_cal: 0.0568, loss: 0.8774, scale: 32768.0000 [2024-04-16 11:15:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_99.pth... [2024-04-16 11:15:49 INFO]: Validating... [2024-04-16 11:15:49 INFO]: Epoch (val) [99][1] loss_cls: 0.5187, loss_sal: 0.6985, loss_video_cal: 0.0000, loss_layer_cal: 0.0215, loss: 1.2388, mAP: 0.8146, best_mAP: 0.8468 [2024-04-16 11:15:50 INFO]: Epoch [100][1/1] lr: 0.0005, eta: 0:03:46, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5297, loss_sal: 0.3943, loss_video_cal: 0.0479, loss_layer_cal: 0.0611, loss: 1.0330, scale: 32768.0000 [2024-04-16 11:15:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_100.pth... [2024-04-16 11:15:50 INFO]: Validating... [2024-04-16 11:15:50 INFO]: Epoch (val) [100][1] loss_cls: 0.5149, loss_sal: 0.6624, loss_video_cal: 0.0000, loss_layer_cal: 0.0210, loss: 1.1982, mAP: 0.8330, best_mAP: 0.8468 [2024-04-16 11:15:50 INFO]: Epoch [101][1/1] lr: 0.0005, eta: 0:03:46, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5352, loss_sal: 0.2690, loss_video_cal: 0.0513, loss_layer_cal: 0.0524, loss: 0.9079, scale: 32768.0000 [2024-04-16 11:15:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_101.pth... [2024-04-16 11:15:50 INFO]: Validating... [2024-04-16 11:15:51 INFO]: Epoch (val) [101][1] loss_cls: 0.5330, loss_sal: 0.6407, loss_video_cal: 0.0000, loss_layer_cal: 0.0204, loss: 1.1941, mAP: 0.8157, best_mAP: 0.8468 [2024-04-16 11:15:51 INFO]: Epoch [102][1/1] lr: 0.0005, eta: 0:03:45, time: 0.038, data_time: 0.243, memory: 901, loss_cls: 0.5333, loss_sal: 0.2608, loss_video_cal: 0.0535, loss_layer_cal: 0.0638, loss: 0.9114, scale: 32768.0000 [2024-04-16 11:15:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_102.pth... [2024-04-16 11:15:51 INFO]: Validating... [2024-04-16 11:15:51 INFO]: Epoch (val) [102][1] loss_cls: 0.5458, loss_sal: 0.6308, loss_video_cal: 0.0000, loss_layer_cal: 0.0201, loss: 1.1967, mAP: 0.8279, best_mAP: 0.8468 [2024-04-16 11:15:51 INFO]: Epoch [103][1/1] lr: 0.0005, eta: 0:03:44, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5407, loss_sal: 0.2135, loss_video_cal: 0.0357, loss_layer_cal: 0.0633, loss: 0.8532, scale: 32768.0000 [2024-04-16 11:15:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_103.pth... [2024-04-16 11:15:51 INFO]: Validating... [2024-04-16 11:15:52 INFO]: Epoch (val) [103][1] loss_cls: 0.5261, loss_sal: 0.6202, loss_video_cal: 0.0000, loss_layer_cal: 0.0198, loss: 1.1661, mAP: 0.8144, best_mAP: 0.8468 [2024-04-16 11:15:52 INFO]: Epoch [104][1/1] lr: 0.0005, eta: 0:03:44, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5285, loss_sal: 0.2969, loss_video_cal: 0.0420, loss_layer_cal: 0.0646, loss: 0.9321, scale: 32768.0000 [2024-04-16 11:15:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_104.pth... [2024-04-16 11:15:52 INFO]: Validating... [2024-04-16 11:15:52 INFO]: Epoch (val) [104][1] loss_cls: 0.5150, loss_sal: 0.6012, loss_video_cal: 0.0000, loss_layer_cal: 0.0194, loss: 1.1357, mAP: 0.7861, best_mAP: 0.8468 [2024-04-16 11:15:52 INFO]: Epoch [105][1/1] lr: 0.0005, eta: 0:03:43, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5395, loss_sal: 0.2583, loss_video_cal: 0.0314, loss_layer_cal: 0.0479, loss: 0.8771, scale: 32768.0000 [2024-04-16 11:15:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_105.pth... [2024-04-16 11:15:53 INFO]: Validating... [2024-04-16 11:15:53 INFO]: Epoch (val) [105][1] loss_cls: 0.5180, loss_sal: 0.5928, loss_video_cal: 0.0000, loss_layer_cal: 0.0189, loss: 1.1297, mAP: 0.8013, best_mAP: 0.8468 [2024-04-16 11:15:53 INFO]: Epoch [106][1/1] lr: 0.0005, eta: 0:03:43, time: 0.039, data_time: 0.240, memory: 901, loss_cls: 0.5394, loss_sal: 0.3471, loss_video_cal: 0.0375, loss_layer_cal: 0.0504, loss: 0.9744, scale: 32768.0000 [2024-04-16 11:15:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_106.pth... [2024-04-16 11:15:53 INFO]: Validating... [2024-04-16 11:15:53 INFO]: Epoch (val) [106][1] loss_cls: 0.5210, loss_sal: 0.5789, loss_video_cal: 0.0000, loss_layer_cal: 0.0184, loss: 1.1184, mAP: 0.8034, best_mAP: 0.8468 [2024-04-16 11:15:54 INFO]: Epoch [107][1/1] lr: 0.0005, eta: 0:03:42, time: 0.037, data_time: 0.237, memory: 901, loss_cls: 0.5511, loss_sal: 0.3300, loss_video_cal: 0.0549, loss_layer_cal: 0.0586, loss: 0.9947, scale: 32768.0000 [2024-04-16 11:15:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_107.pth... [2024-04-16 11:15:54 INFO]: Validating... [2024-04-16 11:15:54 INFO]: Epoch (val) [107][1] loss_cls: 0.5172, loss_sal: 0.5789, loss_video_cal: 0.0000, loss_layer_cal: 0.0180, loss: 1.1141, mAP: 0.8034, best_mAP: 0.8468 [2024-04-16 11:15:54 INFO]: Epoch [108][1/1] lr: 0.0005, eta: 0:03:41, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5499, loss_sal: 0.2649, loss_video_cal: 0.0370, loss_layer_cal: 0.0511, loss: 0.9029, scale: 32768.0000 [2024-04-16 11:15:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_108.pth... [2024-04-16 11:15:54 INFO]: Validating... [2024-04-16 11:15:54 INFO]: Epoch (val) [108][1] loss_cls: 0.5187, loss_sal: 0.5952, loss_video_cal: 0.0000, loss_layer_cal: 0.0173, loss: 1.1313, mAP: 0.8013, best_mAP: 0.8468 [2024-04-16 11:15:55 INFO]: Epoch [109][1/1] lr: 0.0005, eta: 0:03:41, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5327, loss_sal: 0.2185, loss_video_cal: 0.0390, loss_layer_cal: 0.0627, loss: 0.8529, scale: 32768.0000 [2024-04-16 11:15:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_109.pth... [2024-04-16 11:15:55 INFO]: Validating... [2024-04-16 11:15:55 INFO]: Epoch (val) [109][1] loss_cls: 0.5408, loss_sal: 0.6196, loss_video_cal: 0.0000, loss_layer_cal: 0.0168, loss: 1.1773, mAP: 0.8316, best_mAP: 0.8468 [2024-04-16 11:15:55 INFO]: Epoch [110][1/1] lr: 0.0005, eta: 0:03:40, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5327, loss_sal: 0.2205, loss_video_cal: 0.0347, loss_layer_cal: 0.0583, loss: 0.8462, scale: 32768.0000 [2024-04-16 11:15:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_110.pth... [2024-04-16 11:15:55 INFO]: Validating... [2024-04-16 11:15:56 INFO]: Epoch (val) [110][1] loss_cls: 0.5749, loss_sal: 0.6712, loss_video_cal: 0.0000, loss_layer_cal: 0.0162, loss: 1.2624, mAP: 0.8330, best_mAP: 0.8468 [2024-04-16 11:15:56 INFO]: Epoch [111][1/1] lr: 0.0005, eta: 0:03:39, time: 0.038, data_time: 0.242, memory: 901, loss_cls: 0.5430, loss_sal: 0.2977, loss_video_cal: 0.0443, loss_layer_cal: 0.0421, loss: 0.9271, scale: 32768.0000 [2024-04-16 11:15:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_111.pth... [2024-04-16 11:15:56 INFO]: Validating... [2024-04-16 11:15:56 INFO]: Epoch (val) [111][1] loss_cls: 0.6049, loss_sal: 0.7477, loss_video_cal: 0.0000, loss_layer_cal: 0.0156, loss: 1.3683, mAP: 0.8142, best_mAP: 0.8468 [2024-04-16 11:15:56 INFO]: Epoch [112][1/1] lr: 0.0005, eta: 0:03:39, time: 0.037, data_time: 0.238, memory: 901, loss_cls: 0.5296, loss_sal: 0.1888, loss_video_cal: 0.0651, loss_layer_cal: 0.0595, loss: 0.8429, scale: 32768.0000 [2024-04-16 11:15:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_112.pth... [2024-04-16 11:15:56 INFO]: Validating... [2024-04-16 11:15:57 INFO]: Epoch (val) [112][1] loss_cls: 0.6006, loss_sal: 0.8297, loss_video_cal: 0.0000, loss_layer_cal: 0.0151, loss: 1.4454, mAP: 0.7562, best_mAP: 0.8468 [2024-04-16 11:15:57 INFO]: Epoch [113][1/1] lr: 0.0005, eta: 0:03:38, time: 0.037, data_time: 0.239, memory: 901, loss_cls: 0.5346, loss_sal: 0.1661, loss_video_cal: 0.0432, loss_layer_cal: 0.0595, loss: 0.8034, scale: 32768.0000 [2024-04-16 11:15:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_113.pth... [2024-04-16 11:15:57 INFO]: Validating... [2024-04-16 11:15:57 INFO]: Epoch (val) [113][1] loss_cls: 0.5565, loss_sal: 0.8787, loss_video_cal: 0.0000, loss_layer_cal: 0.0145, loss: 1.4497, mAP: 0.7687, best_mAP: 0.8468 [2024-04-16 11:15:57 INFO]: Epoch [114][1/1] lr: 0.0005, eta: 0:03:38, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5272, loss_sal: 0.3492, loss_video_cal: 0.0488, loss_layer_cal: 0.0736, loss: 0.9987, scale: 32768.0000 [2024-04-16 11:15:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_114.pth... [2024-04-16 11:15:58 INFO]: Validating... [2024-04-16 11:15:58 INFO]: Epoch (val) [114][1] loss_cls: 0.5412, loss_sal: 0.8754, loss_video_cal: 0.0000, loss_layer_cal: 0.0142, loss: 1.4307, mAP: 0.7762, best_mAP: 0.8468 [2024-04-16 11:15:58 INFO]: Epoch [115][1/1] lr: 0.0005, eta: 0:03:37, time: 0.037, data_time: 0.239, memory: 901, loss_cls: 0.5311, loss_sal: 0.4106, loss_video_cal: 0.0399, loss_layer_cal: 0.0538, loss: 1.0355, scale: 32768.0000 [2024-04-16 11:15:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_115.pth... [2024-04-16 11:15:58 INFO]: Validating... [2024-04-16 11:15:58 INFO]: Epoch (val) [115][1] loss_cls: 0.5384, loss_sal: 0.8496, loss_video_cal: 0.0000, loss_layer_cal: 0.0138, loss: 1.4018, mAP: 0.7892, best_mAP: 0.8468 [2024-04-16 11:15:59 INFO]: Epoch [116][1/1] lr: 0.0005, eta: 0:03:36, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5370, loss_sal: 0.2654, loss_video_cal: 0.0450, loss_layer_cal: 0.0441, loss: 0.8914, scale: 32768.0000 [2024-04-16 11:15:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_116.pth... [2024-04-16 11:15:59 INFO]: Validating... [2024-04-16 11:15:59 INFO]: Epoch (val) [116][1] loss_cls: 0.5214, loss_sal: 0.7144, loss_video_cal: 0.0000, loss_layer_cal: 0.0134, loss: 1.2492, mAP: 0.8316, best_mAP: 0.8468 [2024-04-16 11:15:59 INFO]: Epoch [117][1/1] lr: 0.0005, eta: 0:03:36, time: 0.037, data_time: 0.239, memory: 901, loss_cls: 0.5358, loss_sal: 0.2066, loss_video_cal: 0.0323, loss_layer_cal: 0.0363, loss: 0.8111, scale: 32768.0000 [2024-04-16 11:15:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_117.pth... [2024-04-16 11:15:59 INFO]: Validating... [2024-04-16 11:15:59 INFO]: Epoch (val) [117][1] loss_cls: 0.5193, loss_sal: 0.6229, loss_video_cal: 0.0000, loss_layer_cal: 0.0132, loss: 1.1554, mAP: 0.8034, best_mAP: 0.8468 [2024-04-16 11:16:00 INFO]: Epoch [118][1/1] lr: 0.0005, eta: 0:03:35, time: 0.038, data_time: 0.242, memory: 901, loss_cls: 0.5295, loss_sal: 0.2085, loss_video_cal: 0.0480, loss_layer_cal: 0.0868, loss: 0.8727, scale: 32768.0000 [2024-04-16 11:16:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_118.pth... [2024-04-16 11:16:00 INFO]: Validating... [2024-04-16 11:16:00 INFO]: Epoch (val) [118][1] loss_cls: 0.5252, loss_sal: 0.5830, loss_video_cal: 0.0000, loss_layer_cal: 0.0130, loss: 1.1212, mAP: 0.7949, best_mAP: 0.8468 [2024-04-16 11:16:00 INFO]: Epoch [119][1/1] lr: 0.0005, eta: 0:03:34, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5376, loss_sal: 0.2323, loss_video_cal: 0.0303, loss_layer_cal: 0.0459, loss: 0.8460, scale: 32768.0000 [2024-04-16 11:16:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_119.pth... [2024-04-16 11:16:00 INFO]: Validating... [2024-04-16 11:16:00 INFO]: Epoch (val) [119][1] loss_cls: 0.5405, loss_sal: 0.5681, loss_video_cal: 0.0000, loss_layer_cal: 0.0127, loss: 1.1213, mAP: 0.7949, best_mAP: 0.8468 [2024-04-16 11:16:01 INFO]: Epoch [120][1/1] lr: 0.0005, eta: 0:03:34, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5390, loss_sal: 0.2573, loss_video_cal: 0.0373, loss_layer_cal: 0.0436, loss: 0.8773, scale: 32768.0000 [2024-04-16 11:16:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_120.pth... [2024-04-16 11:16:01 INFO]: Validating... [2024-04-16 11:16:01 INFO]: Epoch (val) [120][1] loss_cls: 0.5569, loss_sal: 0.5729, loss_video_cal: 0.0000, loss_layer_cal: 0.0123, loss: 1.1421, mAP: 0.7949, best_mAP: 0.8468 [2024-04-16 11:16:01 INFO]: Epoch [121][1/1] lr: 0.0005, eta: 0:03:33, time: 0.037, data_time: 0.247, memory: 901, loss_cls: 0.5372, loss_sal: 0.1492, loss_video_cal: 0.0385, loss_layer_cal: 0.0508, loss: 0.7757, scale: 32768.0000 [2024-04-16 11:16:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_121.pth... [2024-04-16 11:16:01 INFO]: Validating... [2024-04-16 11:16:02 INFO]: Epoch (val) [121][1] loss_cls: 0.5553, loss_sal: 0.5769, loss_video_cal: 0.0000, loss_layer_cal: 0.0118, loss: 1.1440, mAP: 0.7949, best_mAP: 0.8468 [2024-04-16 11:16:02 INFO]: Epoch [122][1/1] lr: 0.0005, eta: 0:03:33, time: 0.038, data_time: 0.248, memory: 901, loss_cls: 0.5409, loss_sal: 0.2248, loss_video_cal: 0.0397, loss_layer_cal: 0.0403, loss: 0.8458, scale: 32768.0000 [2024-04-16 11:16:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_122.pth... [2024-04-16 11:16:02 INFO]: Validating... [2024-04-16 11:16:02 INFO]: Epoch (val) [122][1] loss_cls: 0.5421, loss_sal: 0.5842, loss_video_cal: 0.0000, loss_layer_cal: 0.0116, loss: 1.1379, mAP: 0.7991, best_mAP: 0.8468 [2024-04-16 11:16:02 INFO]: Epoch [123][1/1] lr: 0.0005, eta: 0:03:32, time: 0.037, data_time: 0.247, memory: 901, loss_cls: 0.5391, loss_sal: 0.2084, loss_video_cal: 0.0741, loss_layer_cal: 0.0439, loss: 0.8656, scale: 32768.0000 [2024-04-16 11:16:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_123.pth... [2024-04-16 11:16:02 INFO]: Validating... [2024-04-16 11:16:03 INFO]: Epoch (val) [123][1] loss_cls: 0.5232, loss_sal: 0.5829, loss_video_cal: 0.0000, loss_layer_cal: 0.0114, loss: 1.1175, mAP: 0.7991, best_mAP: 0.8468 [2024-04-16 11:16:03 INFO]: Epoch [124][1/1] lr: 0.0005, eta: 0:03:32, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5346, loss_sal: 0.1614, loss_video_cal: 0.0430, loss_layer_cal: 0.0465, loss: 0.7855, scale: 32768.0000 [2024-04-16 11:16:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_124.pth... [2024-04-16 11:16:03 INFO]: Validating... [2024-04-16 11:16:03 INFO]: Epoch (val) [124][1] loss_cls: 0.5165, loss_sal: 0.5630, loss_video_cal: 0.0000, loss_layer_cal: 0.0112, loss: 1.0907, mAP: 0.8019, best_mAP: 0.8468 [2024-04-16 11:16:04 INFO]: Epoch [125][1/1] lr: 0.0005, eta: 0:03:31, time: 0.038, data_time: 0.242, memory: 901, loss_cls: 0.5337, loss_sal: 0.2119, loss_video_cal: 0.0386, loss_layer_cal: 0.0416, loss: 0.8258, scale: 32768.0000 [2024-04-16 11:16:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_125.pth... [2024-04-16 11:16:04 INFO]: Validating... [2024-04-16 11:16:04 INFO]: Epoch (val) [125][1] loss_cls: 0.5200, loss_sal: 0.5506, loss_video_cal: 0.0000, loss_layer_cal: 0.0109, loss: 1.0815, mAP: 0.8644, best_mAP: 0.8644 [2024-04-16 11:16:04 INFO]: Epoch [126][1/1] lr: 0.0005, eta: 0:03:30, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5411, loss_sal: 0.2800, loss_video_cal: 0.0284, loss_layer_cal: 0.0484, loss: 0.8979, scale: 32768.0000 [2024-04-16 11:16:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_126.pth... [2024-04-16 11:16:04 INFO]: Validating... [2024-04-16 11:16:04 INFO]: Epoch (val) [126][1] loss_cls: 0.5141, loss_sal: 0.5988, loss_video_cal: 0.0000, loss_layer_cal: 0.0106, loss: 1.1235, mAP: 0.8501, best_mAP: 0.8644 [2024-04-16 11:16:05 INFO]: Epoch [127][1/1] lr: 0.0005, eta: 0:03:30, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5350, loss_sal: 0.2016, loss_video_cal: 0.0392, loss_layer_cal: 0.0495, loss: 0.8253, scale: 32768.0000 [2024-04-16 11:16:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_127.pth... [2024-04-16 11:16:05 INFO]: Validating... [2024-04-16 11:16:05 INFO]: Epoch (val) [127][1] loss_cls: 0.5103, loss_sal: 0.6855, loss_video_cal: 0.0000, loss_layer_cal: 0.0104, loss: 1.2063, mAP: 0.7456, best_mAP: 0.8644 [2024-04-16 11:16:05 INFO]: Epoch [128][1/1] lr: 0.0005, eta: 0:03:29, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5311, loss_sal: 0.2467, loss_video_cal: 0.0147, loss_layer_cal: 0.0452, loss: 0.8377, scale: 32768.0000 [2024-04-16 11:16:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_128.pth... [2024-04-16 11:16:05 INFO]: Validating... [2024-04-16 11:16:05 INFO]: Epoch (val) [128][1] loss_cls: 0.5180, loss_sal: 0.7679, loss_video_cal: 0.0000, loss_layer_cal: 0.0102, loss: 1.2961, mAP: 0.7331, best_mAP: 0.8644 [2024-04-16 11:16:06 INFO]: Epoch [129][1/1] lr: 0.0005, eta: 0:03:28, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5254, loss_sal: 0.1714, loss_video_cal: 0.0717, loss_layer_cal: 0.0446, loss: 0.8131, scale: 32768.0000 [2024-04-16 11:16:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_129.pth... [2024-04-16 11:16:06 INFO]: Validating... [2024-04-16 11:16:06 INFO]: Epoch (val) [129][1] loss_cls: 0.5410, loss_sal: 0.8458, loss_video_cal: 0.0000, loss_layer_cal: 0.0100, loss: 1.3968, mAP: 0.7279, best_mAP: 0.8644 [2024-04-16 11:16:06 INFO]: Epoch [130][1/1] lr: 0.0005, eta: 0:03:28, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5240, loss_sal: 0.2275, loss_video_cal: 0.0239, loss_layer_cal: 0.0360, loss: 0.8113, scale: 32768.0000 [2024-04-16 11:16:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_130.pth... [2024-04-16 11:16:06 INFO]: Validating... [2024-04-16 11:16:07 INFO]: Epoch (val) [130][1] loss_cls: 0.5633, loss_sal: 0.8434, loss_video_cal: 0.0000, loss_layer_cal: 0.0097, loss: 1.4165, mAP: 0.7371, best_mAP: 0.8644 [2024-04-16 11:16:07 INFO]: Epoch [131][1/1] lr: 0.0005, eta: 0:03:27, time: 0.037, data_time: 0.239, memory: 901, loss_cls: 0.5373, loss_sal: 0.1779, loss_video_cal: 0.0498, loss_layer_cal: 0.0398, loss: 0.8048, scale: 32768.0000 [2024-04-16 11:16:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_131.pth... [2024-04-16 11:16:07 INFO]: Validating... [2024-04-16 11:16:07 INFO]: Epoch (val) [131][1] loss_cls: 0.5615, loss_sal: 0.7475, loss_video_cal: 0.0000, loss_layer_cal: 0.0095, loss: 1.3186, mAP: 0.7977, best_mAP: 0.8644 [2024-04-16 11:16:07 INFO]: Epoch [132][1/1] lr: 0.0005, eta: 0:03:27, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5248, loss_sal: 0.2421, loss_video_cal: 0.0352, loss_layer_cal: 0.0471, loss: 0.8493, scale: 32768.0000 [2024-04-16 11:16:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_132.pth... [2024-04-16 11:16:07 INFO]: Validating... [2024-04-16 11:16:08 INFO]: Epoch (val) [132][1] loss_cls: 0.5536, loss_sal: 0.6237, loss_video_cal: 0.0000, loss_layer_cal: 0.0094, loss: 1.1867, mAP: 0.7949, best_mAP: 0.8644 [2024-04-16 11:16:08 INFO]: Epoch [133][1/1] lr: 0.0005, eta: 0:03:26, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5279, loss_sal: 0.1718, loss_video_cal: 0.0258, loss_layer_cal: 0.0322, loss: 0.7576, scale: 32768.0000 [2024-04-16 11:16:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_133.pth... [2024-04-16 11:16:08 INFO]: Validating... [2024-04-16 11:16:08 INFO]: Epoch (val) [133][1] loss_cls: 0.5459, loss_sal: 0.6000, loss_video_cal: 0.0000, loss_layer_cal: 0.0092, loss: 1.1551, mAP: 0.7949, best_mAP: 0.8644 [2024-04-16 11:16:08 INFO]: Epoch [134][1/1] lr: 0.0005, eta: 0:03:26, time: 0.037, data_time: 0.245, memory: 901, loss_cls: 0.5290, loss_sal: 0.3166, loss_video_cal: 0.0262, loss_layer_cal: 0.0402, loss: 0.9119, scale: 32768.0000 [2024-04-16 11:16:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_134.pth... [2024-04-16 11:16:09 INFO]: Validating... [2024-04-16 11:16:09 INFO]: Epoch (val) [134][1] loss_cls: 0.5453, loss_sal: 0.5903, loss_video_cal: 0.0000, loss_layer_cal: 0.0088, loss: 1.1445, mAP: 0.8124, best_mAP: 0.8644 [2024-04-16 11:16:09 INFO]: Epoch [135][1/1] lr: 0.0005, eta: 0:03:25, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5481, loss_sal: 0.2535, loss_video_cal: 0.0234, loss_layer_cal: 0.0288, loss: 0.8538, scale: 32768.0000 [2024-04-16 11:16:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_135.pth... [2024-04-16 11:16:09 INFO]: Validating... [2024-04-16 11:16:09 INFO]: Epoch (val) [135][1] loss_cls: 0.5601, loss_sal: 0.5997, loss_video_cal: 0.0000, loss_layer_cal: 0.0084, loss: 1.1682, mAP: 0.8124, best_mAP: 0.8644 [2024-04-16 11:16:10 INFO]: Epoch [136][1/1] lr: 0.0005, eta: 0:03:24, time: 0.037, data_time: 0.245, memory: 901, loss_cls: 0.5394, loss_sal: 0.2322, loss_video_cal: 0.0408, loss_layer_cal: 0.0192, loss: 0.8315, scale: 32768.0000 [2024-04-16 11:16:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_136.pth... [2024-04-16 11:16:10 INFO]: Validating... [2024-04-16 11:16:10 INFO]: Epoch (val) [136][1] loss_cls: 0.5651, loss_sal: 0.5930, loss_video_cal: 0.0000, loss_layer_cal: 0.0080, loss: 1.1661, mAP: 0.8124, best_mAP: 0.8644 [2024-04-16 11:16:10 INFO]: Epoch [137][1/1] lr: 0.0005, eta: 0:03:24, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5416, loss_sal: 0.1097, loss_video_cal: 0.0353, loss_layer_cal: 0.0380, loss: 0.7246, scale: 32768.0000 [2024-04-16 11:16:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_137.pth... [2024-04-16 11:16:10 INFO]: Validating... [2024-04-16 11:16:10 INFO]: Epoch (val) [137][1] loss_cls: 0.5590, loss_sal: 0.5941, loss_video_cal: 0.0000, loss_layer_cal: 0.0076, loss: 1.1607, mAP: 0.7748, best_mAP: 0.8644 [2024-04-16 11:16:11 INFO]: Epoch [138][1/1] lr: 0.0005, eta: 0:03:23, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5293, loss_sal: 0.1728, loss_video_cal: 0.0303, loss_layer_cal: 0.0358, loss: 0.7681, scale: 32768.0000 [2024-04-16 11:16:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_138.pth... [2024-04-16 11:16:11 INFO]: Validating... [2024-04-16 11:16:11 INFO]: Epoch (val) [138][1] loss_cls: 0.5485, loss_sal: 0.6011, loss_video_cal: 0.0000, loss_layer_cal: 0.0072, loss: 1.1568, mAP: 0.7748, best_mAP: 0.8644 [2024-04-16 11:16:11 INFO]: Epoch [139][1/1] lr: 0.0005, eta: 0:03:23, time: 0.038, data_time: 0.243, memory: 901, loss_cls: 0.5264, loss_sal: 0.1805, loss_video_cal: 0.0179, loss_layer_cal: 0.0297, loss: 0.7544, scale: 32768.0000 [2024-04-16 11:16:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_139.pth... [2024-04-16 11:16:11 INFO]: Validating... [2024-04-16 11:16:12 INFO]: Epoch (val) [139][1] loss_cls: 0.5446, loss_sal: 0.6298, loss_video_cal: 0.0000, loss_layer_cal: 0.0067, loss: 1.1812, mAP: 0.7748, best_mAP: 0.8644 [2024-04-16 11:16:12 INFO]: Epoch [140][1/1] lr: 0.0005, eta: 0:03:22, time: 0.038, data_time: 0.242, memory: 901, loss_cls: 0.5315, loss_sal: 0.1704, loss_video_cal: 0.0307, loss_layer_cal: 0.0350, loss: 0.7677, scale: 32768.0000 [2024-04-16 11:16:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_140.pth... [2024-04-16 11:16:12 INFO]: Validating... [2024-04-16 11:16:12 INFO]: Epoch (val) [140][1] loss_cls: 0.5387, loss_sal: 0.6660, loss_video_cal: 0.0000, loss_layer_cal: 0.0063, loss: 1.2109, mAP: 0.7715, best_mAP: 0.8644 [2024-04-16 11:16:12 INFO]: Epoch [141][1/1] lr: 0.0005, eta: 0:03:21, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5282, loss_sal: 0.1768, loss_video_cal: 0.0316, loss_layer_cal: 0.0312, loss: 0.7679, scale: 32768.0000 [2024-04-16 11:16:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_141.pth... [2024-04-16 11:16:12 INFO]: Validating... [2024-04-16 11:16:13 INFO]: Epoch (val) [141][1] loss_cls: 0.5393, loss_sal: 0.7184, loss_video_cal: 0.0000, loss_layer_cal: 0.0058, loss: 1.2634, mAP: 0.7675, best_mAP: 0.8644 [2024-04-16 11:16:13 INFO]: Epoch [142][1/1] lr: 0.0005, eta: 0:03:21, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5203, loss_sal: 0.1120, loss_video_cal: 0.0407, loss_layer_cal: 0.0374, loss: 0.7105, scale: 32768.0000 [2024-04-16 11:16:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_142.pth... [2024-04-16 11:16:13 INFO]: Validating... [2024-04-16 11:16:13 INFO]: Epoch (val) [142][1] loss_cls: 0.5327, loss_sal: 0.7856, loss_video_cal: 0.0000, loss_layer_cal: 0.0052, loss: 1.3235, mAP: 0.7523, best_mAP: 0.8644 [2024-04-16 11:16:13 INFO]: Epoch [143][1/1] lr: 0.0005, eta: 0:03:20, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5199, loss_sal: 0.1327, loss_video_cal: 0.0413, loss_layer_cal: 0.0277, loss: 0.7215, scale: 32768.0000 [2024-04-16 11:16:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_143.pth... [2024-04-16 11:16:14 INFO]: Validating... [2024-04-16 11:16:14 INFO]: Epoch (val) [143][1] loss_cls: 0.5231, loss_sal: 0.8610, loss_video_cal: 0.0000, loss_layer_cal: 0.0048, loss: 1.3889, mAP: 0.7510, best_mAP: 0.8644 [2024-04-16 11:16:14 INFO]: Epoch [144][1/1] lr: 0.0005, eta: 0:03:20, time: 0.039, data_time: 0.240, memory: 901, loss_cls: 0.5222, loss_sal: 0.2159, loss_video_cal: 0.0208, loss_layer_cal: 0.0168, loss: 0.7758, scale: 32768.0000 [2024-04-16 11:16:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_144.pth... [2024-04-16 11:16:14 INFO]: Validating... [2024-04-16 11:16:14 INFO]: Epoch (val) [144][1] loss_cls: 0.5219, loss_sal: 0.9083, loss_video_cal: 0.0000, loss_layer_cal: 0.0046, loss: 1.4347, mAP: 0.7504, best_mAP: 0.8644 [2024-04-16 11:16:15 INFO]: Epoch [145][1/1] lr: 0.0005, eta: 0:03:19, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5256, loss_sal: 0.2427, loss_video_cal: 0.0269, loss_layer_cal: 0.0245, loss: 0.8197, scale: 32768.0000 [2024-04-16 11:16:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_145.pth... [2024-04-16 11:16:15 INFO]: Validating... [2024-04-16 11:16:15 INFO]: Epoch (val) [145][1] loss_cls: 0.5390, loss_sal: 0.9831, loss_video_cal: 0.0000, loss_layer_cal: 0.0043, loss: 1.5264, mAP: 0.7664, best_mAP: 0.8644 [2024-04-16 11:16:15 INFO]: Epoch [146][1/1] lr: 0.0005, eta: 0:03:19, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5218, loss_sal: 0.1437, loss_video_cal: 0.0171, loss_layer_cal: 0.0309, loss: 0.7135, scale: 32768.0000 [2024-04-16 11:16:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_146.pth... [2024-04-16 11:16:15 INFO]: Validating... [2024-04-16 11:16:16 INFO]: Epoch (val) [146][1] loss_cls: 0.5462, loss_sal: 1.0469, loss_video_cal: 0.0000, loss_layer_cal: 0.0041, loss: 1.5972, mAP: 0.7636, best_mAP: 0.8644 [2024-04-16 11:16:16 INFO]: Epoch [147][1/1] lr: 0.0005, eta: 0:03:18, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5206, loss_sal: 0.2338, loss_video_cal: 0.0361, loss_layer_cal: 0.0473, loss: 0.8378, scale: 32768.0000 [2024-04-16 11:16:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_147.pth... [2024-04-16 11:16:16 INFO]: Validating... [2024-04-16 11:16:16 INFO]: Epoch (val) [147][1] loss_cls: 0.5490, loss_sal: 1.0770, loss_video_cal: 0.0000, loss_layer_cal: 0.0039, loss: 1.6299, mAP: 0.7636, best_mAP: 0.8644 [2024-04-16 11:16:16 INFO]: Epoch [148][1/1] lr: 0.0005, eta: 0:03:18, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5269, loss_sal: 0.2125, loss_video_cal: 0.0262, loss_layer_cal: 0.0308, loss: 0.7964, scale: 32768.0000 [2024-04-16 11:16:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_148.pth... [2024-04-16 11:16:16 INFO]: Validating... [2024-04-16 11:16:17 INFO]: Epoch (val) [148][1] loss_cls: 0.5747, loss_sal: 1.0522, loss_video_cal: 0.0000, loss_layer_cal: 0.0038, loss: 1.6306, mAP: 0.7685, best_mAP: 0.8644 [2024-04-16 11:16:17 INFO]: Epoch [149][1/1] lr: 0.0005, eta: 0:03:17, time: 0.038, data_time: 0.244, memory: 901, loss_cls: 0.5294, loss_sal: 0.1511, loss_video_cal: 0.0250, loss_layer_cal: 0.0299, loss: 0.7354, scale: 32768.0000 [2024-04-16 11:16:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_149.pth... [2024-04-16 11:16:17 INFO]: Validating... [2024-04-16 11:16:17 INFO]: Epoch (val) [149][1] loss_cls: 0.5665, loss_sal: 1.0243, loss_video_cal: 0.0000, loss_layer_cal: 0.0037, loss: 1.5945, mAP: 0.7636, best_mAP: 0.8644 [2024-04-16 11:16:17 INFO]: Epoch [150][1/1] lr: 0.0005, eta: 0:03:16, time: 0.038, data_time: 0.244, memory: 901, loss_cls: 0.5356, loss_sal: 0.2444, loss_video_cal: 0.0253, loss_layer_cal: 0.0342, loss: 0.8395, scale: 32768.0000 [2024-04-16 11:16:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_150.pth... [2024-04-16 11:16:18 INFO]: Validating... [2024-04-16 11:16:18 INFO]: Epoch (val) [150][1] loss_cls: 0.5306, loss_sal: 0.9843, loss_video_cal: 0.0000, loss_layer_cal: 0.0037, loss: 1.5186, mAP: 0.7471, best_mAP: 0.8644 [2024-04-16 11:16:18 INFO]: Epoch [151][1/1] lr: 0.0005, eta: 0:03:16, time: 0.037, data_time: 0.238, memory: 901, loss_cls: 0.5221, loss_sal: 0.2161, loss_video_cal: 0.0623, loss_layer_cal: 0.0334, loss: 0.8340, scale: 32768.0000 [2024-04-16 11:16:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_151.pth... [2024-04-16 11:16:18 INFO]: Validating... [2024-04-16 11:16:18 INFO]: Epoch (val) [151][1] loss_cls: 0.5097, loss_sal: 0.8938, loss_video_cal: 0.0000, loss_layer_cal: 0.0037, loss: 1.4072, mAP: 0.7471, best_mAP: 0.8644 [2024-04-16 11:16:19 INFO]: Epoch [152][1/1] lr: 0.0005, eta: 0:03:15, time: 0.038, data_time: 0.246, memory: 901, loss_cls: 0.5220, loss_sal: 0.0896, loss_video_cal: 0.0341, loss_layer_cal: 0.0263, loss: 0.6720, scale: 32768.0000 [2024-04-16 11:16:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_152.pth... [2024-04-16 11:16:19 INFO]: Validating... [2024-04-16 11:16:19 INFO]: Epoch (val) [152][1] loss_cls: 0.5088, loss_sal: 0.7158, loss_video_cal: 0.0000, loss_layer_cal: 0.0036, loss: 1.2282, mAP: 0.7636, best_mAP: 0.8644 [2024-04-16 11:16:19 INFO]: Epoch [153][1/1] lr: 0.0005, eta: 0:03:15, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5374, loss_sal: 0.1441, loss_video_cal: 0.0142, loss_layer_cal: 0.0238, loss: 0.7196, scale: 32768.0000 [2024-04-16 11:16:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_153.pth... [2024-04-16 11:16:19 INFO]: Validating... [2024-04-16 11:16:19 INFO]: Epoch (val) [153][1] loss_cls: 0.5057, loss_sal: 0.5734, loss_video_cal: 0.0000, loss_layer_cal: 0.0035, loss: 1.0826, mAP: 0.7765, best_mAP: 0.8644 [2024-04-16 11:16:20 INFO]: Epoch [154][1/1] lr: 0.0005, eta: 0:03:14, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5370, loss_sal: 0.1713, loss_video_cal: 0.0175, loss_layer_cal: 0.0255, loss: 0.7513, scale: 32768.0000 [2024-04-16 11:16:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_154.pth... [2024-04-16 11:16:20 INFO]: Validating... [2024-04-16 11:16:20 INFO]: Epoch (val) [154][1] loss_cls: 0.5153, loss_sal: 0.5318, loss_video_cal: 0.0000, loss_layer_cal: 0.0034, loss: 1.0505, mAP: 0.7659, best_mAP: 0.8644 [2024-04-16 11:16:20 INFO]: Epoch [155][1/1] lr: 0.0005, eta: 0:03:13, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5275, loss_sal: 0.1802, loss_video_cal: 0.0206, loss_layer_cal: 0.0353, loss: 0.7636, scale: 32768.0000 [2024-04-16 11:16:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_155.pth... [2024-04-16 11:16:20 INFO]: Validating... [2024-04-16 11:16:20 INFO]: Epoch (val) [155][1] loss_cls: 0.5340, loss_sal: 0.5196, loss_video_cal: 0.0000, loss_layer_cal: 0.0033, loss: 1.0569, mAP: 0.7862, best_mAP: 0.8644 [2024-04-16 11:16:21 INFO]: Epoch [156][1/1] lr: 0.0005, eta: 0:03:13, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5350, loss_sal: 0.1629, loss_video_cal: 0.0288, loss_layer_cal: 0.0415, loss: 0.7682, scale: 32768.0000 [2024-04-16 11:16:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_156.pth... [2024-04-16 11:16:21 INFO]: Validating... [2024-04-16 11:16:21 INFO]: Epoch (val) [156][1] loss_cls: 0.5436, loss_sal: 0.5193, loss_video_cal: 0.0000, loss_layer_cal: 0.0032, loss: 1.0661, mAP: 0.7862, best_mAP: 0.8644 [2024-04-16 11:16:21 INFO]: Epoch [157][1/1] lr: 0.0005, eta: 0:03:12, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5407, loss_sal: 0.1386, loss_video_cal: 0.0220, loss_layer_cal: 0.0209, loss: 0.7221, scale: 32768.0000 [2024-04-16 11:16:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_157.pth... [2024-04-16 11:16:21 INFO]: Validating... [2024-04-16 11:16:22 INFO]: Epoch (val) [157][1] loss_cls: 0.5337, loss_sal: 0.5312, loss_video_cal: 0.0000, loss_layer_cal: 0.0030, loss: 1.0679, mAP: 0.7862, best_mAP: 0.8644 [2024-04-16 11:16:22 INFO]: Epoch [158][1/1] lr: 0.0005, eta: 0:03:12, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5316, loss_sal: 0.1777, loss_video_cal: 0.0176, loss_layer_cal: 0.0260, loss: 0.7529, scale: 32768.0000 [2024-04-16 11:16:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_158.pth... [2024-04-16 11:16:22 INFO]: Validating... [2024-04-16 11:16:22 INFO]: Epoch (val) [158][1] loss_cls: 0.5194, loss_sal: 0.6144, loss_video_cal: 0.0000, loss_layer_cal: 0.0028, loss: 1.1366, mAP: 0.7726, best_mAP: 0.8644 [2024-04-16 11:16:22 INFO]: Epoch [159][1/1] lr: 0.0005, eta: 0:03:11, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5316, loss_sal: 0.1565, loss_video_cal: 0.0245, loss_layer_cal: 0.0192, loss: 0.7318, scale: 32768.0000 [2024-04-16 11:16:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_159.pth... [2024-04-16 11:16:22 INFO]: Validating... [2024-04-16 11:16:23 INFO]: Epoch (val) [159][1] loss_cls: 0.5118, loss_sal: 0.8359, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 1.3503, mAP: 0.7726, best_mAP: 0.8644 [2024-04-16 11:16:23 INFO]: Epoch [160][1/1] lr: 0.0005, eta: 0:03:10, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5226, loss_sal: 0.1786, loss_video_cal: 0.0440, loss_layer_cal: 0.0406, loss: 0.7859, scale: 32768.0000 [2024-04-16 11:16:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_160.pth... [2024-04-16 11:16:23 INFO]: Validating... [2024-04-16 11:16:23 INFO]: Epoch (val) [160][1] loss_cls: 0.5164, loss_sal: 1.0266, loss_video_cal: 0.0000, loss_layer_cal: 0.0025, loss: 1.5455, mAP: 0.7749, best_mAP: 0.8644 [2024-04-16 11:16:23 INFO]: Epoch [161][1/1] lr: 0.0005, eta: 0:03:10, time: 0.037, data_time: 0.242, memory: 901, loss_cls: 0.5257, loss_sal: 0.0859, loss_video_cal: 0.0216, loss_layer_cal: 0.0317, loss: 0.6650, scale: 32768.0000 [2024-04-16 11:16:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_161.pth... [2024-04-16 11:16:24 INFO]: Validating... [2024-04-16 11:16:24 INFO]: Epoch (val) [161][1] loss_cls: 0.5244, loss_sal: 1.1560, loss_video_cal: 0.0000, loss_layer_cal: 0.0023, loss: 1.6827, mAP: 0.7765, best_mAP: 0.8644 [2024-04-16 11:16:24 INFO]: Epoch [162][1/1] lr: 0.0005, eta: 0:03:09, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5252, loss_sal: 0.2451, loss_video_cal: 0.0393, loss_layer_cal: 0.0329, loss: 0.8426, scale: 32768.0000 [2024-04-16 11:16:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_162.pth... [2024-04-16 11:16:24 INFO]: Validating... [2024-04-16 11:16:24 INFO]: Epoch (val) [162][1] loss_cls: 0.5250, loss_sal: 1.0417, loss_video_cal: 0.0000, loss_layer_cal: 0.0025, loss: 1.5691, mAP: 0.7726, best_mAP: 0.8644 [2024-04-16 11:16:25 INFO]: Epoch [163][1/1] lr: 0.0005, eta: 0:03:09, time: 0.037, data_time: 0.237, memory: 901, loss_cls: 0.5509, loss_sal: 0.2197, loss_video_cal: 0.0386, loss_layer_cal: 0.0156, loss: 0.8248, scale: 32768.0000 [2024-04-16 11:16:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_163.pth... [2024-04-16 11:16:25 INFO]: Validating... [2024-04-16 11:16:25 INFO]: Epoch (val) [163][1] loss_cls: 0.5166, loss_sal: 0.8182, loss_video_cal: 0.0000, loss_layer_cal: 0.0027, loss: 1.3375, mAP: 0.7618, best_mAP: 0.8644 [2024-04-16 11:16:25 INFO]: Epoch [164][1/1] lr: 0.0005, eta: 0:03:08, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5399, loss_sal: 0.1533, loss_video_cal: 0.0250, loss_layer_cal: 0.0181, loss: 0.7364, scale: 32768.0000 [2024-04-16 11:16:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_164.pth... [2024-04-16 11:16:25 INFO]: Validating... [2024-04-16 11:16:25 INFO]: Epoch (val) [164][1] loss_cls: 0.5084, loss_sal: 0.6152, loss_video_cal: 0.0000, loss_layer_cal: 0.0028, loss: 1.1264, mAP: 0.7688, best_mAP: 0.8644 [2024-04-16 11:16:26 INFO]: Epoch [165][1/1] lr: 0.0005, eta: 0:03:08, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5365, loss_sal: 0.2031, loss_video_cal: 0.0182, loss_layer_cal: 0.0258, loss: 0.7837, scale: 32768.0000 [2024-04-16 11:16:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_165.pth... [2024-04-16 11:16:26 INFO]: Validating... [2024-04-16 11:16:26 INFO]: Epoch (val) [165][1] loss_cls: 0.5287, loss_sal: 0.6009, loss_video_cal: 0.0000, loss_layer_cal: 0.0029, loss: 1.1325, mAP: 0.7948, best_mAP: 0.8644 [2024-04-16 11:16:26 INFO]: Epoch [166][1/1] lr: 0.0005, eta: 0:03:07, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5330, loss_sal: 0.2070, loss_video_cal: 0.0454, loss_layer_cal: 0.0245, loss: 0.8100, scale: 32768.0000 [2024-04-16 11:16:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_166.pth... [2024-04-16 11:16:26 INFO]: Validating... [2024-04-16 11:16:26 INFO]: Epoch (val) [166][1] loss_cls: 0.5581, loss_sal: 0.6107, loss_video_cal: 0.0000, loss_layer_cal: 0.0030, loss: 1.1718, mAP: 0.8067, best_mAP: 0.8644 [2024-04-16 11:16:27 INFO]: Epoch [167][1/1] lr: 0.0005, eta: 0:03:06, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5424, loss_sal: 0.1586, loss_video_cal: 0.0215, loss_layer_cal: 0.0180, loss: 0.7405, scale: 32768.0000 [2024-04-16 11:16:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_167.pth... [2024-04-16 11:16:27 INFO]: Validating... [2024-04-16 11:16:27 INFO]: Epoch (val) [167][1] loss_cls: 0.5722, loss_sal: 0.6294, loss_video_cal: 0.0000, loss_layer_cal: 0.0029, loss: 1.2046, mAP: 0.8155, best_mAP: 0.8644 [2024-04-16 11:16:27 INFO]: Epoch [168][1/1] lr: 0.0005, eta: 0:03:06, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5359, loss_sal: 0.1569, loss_video_cal: 0.0177, loss_layer_cal: 0.0388, loss: 0.7493, scale: 32768.0000 [2024-04-16 11:16:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_168.pth... [2024-04-16 11:16:27 INFO]: Validating... [2024-04-16 11:16:28 INFO]: Epoch (val) [168][1] loss_cls: 0.5688, loss_sal: 0.6392, loss_video_cal: 0.0000, loss_layer_cal: 0.0029, loss: 1.2108, mAP: 0.8155, best_mAP: 0.8644 [2024-04-16 11:16:28 INFO]: Epoch [169][1/1] lr: 0.0005, eta: 0:03:05, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5446, loss_sal: 0.1676, loss_video_cal: 0.0207, loss_layer_cal: 0.0213, loss: 0.7542, scale: 32768.0000 [2024-04-16 11:16:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_169.pth... [2024-04-16 11:16:28 INFO]: Validating... [2024-04-16 11:16:28 INFO]: Epoch (val) [169][1] loss_cls: 0.5472, loss_sal: 0.6772, loss_video_cal: 0.0000, loss_layer_cal: 0.0028, loss: 1.2273, mAP: 0.8270, best_mAP: 0.8644 [2024-04-16 11:16:28 INFO]: Epoch [170][1/1] lr: 0.0005, eta: 0:03:05, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5418, loss_sal: 0.0610, loss_video_cal: 0.0196, loss_layer_cal: 0.0325, loss: 0.6549, scale: 32768.0000 [2024-04-16 11:16:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_170.pth... [2024-04-16 11:16:28 INFO]: Validating... [2024-04-16 11:16:29 INFO]: Epoch (val) [170][1] loss_cls: 0.5146, loss_sal: 0.7214, loss_video_cal: 0.0000, loss_layer_cal: 0.0027, loss: 1.2387, mAP: 0.8270, best_mAP: 0.8644 [2024-04-16 11:16:29 INFO]: Epoch [171][1/1] lr: 0.0005, eta: 0:03:04, time: 0.037, data_time: 0.242, memory: 901, loss_cls: 0.5311, loss_sal: 0.1741, loss_video_cal: 0.0152, loss_layer_cal: 0.0241, loss: 0.7445, scale: 32768.0000 [2024-04-16 11:16:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_171.pth... [2024-04-16 11:16:29 INFO]: Validating... [2024-04-16 11:16:29 INFO]: Epoch (val) [171][1] loss_cls: 0.5058, loss_sal: 0.8392, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 1.3476, mAP: 0.8137, best_mAP: 0.8644 [2024-04-16 11:16:30 INFO]: Epoch [172][1/1] lr: 0.0005, eta: 0:03:03, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5274, loss_sal: 0.1322, loss_video_cal: 0.0218, loss_layer_cal: 0.0275, loss: 0.7088, scale: 32768.0000 [2024-04-16 11:16:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_172.pth... [2024-04-16 11:16:30 INFO]: Validating... [2024-04-16 11:16:30 INFO]: Epoch (val) [172][1] loss_cls: 0.5080, loss_sal: 0.9575, loss_video_cal: 0.0000, loss_layer_cal: 0.0024, loss: 1.4679, mAP: 0.8163, best_mAP: 0.8644 [2024-04-16 11:16:30 INFO]: Epoch [173][1/1] lr: 0.0005, eta: 0:03:03, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5221, loss_sal: 0.1585, loss_video_cal: 0.0301, loss_layer_cal: 0.0190, loss: 0.7298, scale: 32768.0000 [2024-04-16 11:16:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_173.pth... [2024-04-16 11:16:30 INFO]: Validating... [2024-04-16 11:16:30 INFO]: Epoch (val) [173][1] loss_cls: 0.5148, loss_sal: 1.0250, loss_video_cal: 0.0000, loss_layer_cal: 0.0023, loss: 1.5421, mAP: 0.8135, best_mAP: 0.8644 [2024-04-16 11:16:31 INFO]: Epoch [174][1/1] lr: 0.0005, eta: 0:03:02, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5242, loss_sal: 0.3127, loss_video_cal: 0.0199, loss_layer_cal: 0.0204, loss: 0.8771, scale: 32768.0000 [2024-04-16 11:16:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_174.pth... [2024-04-16 11:16:31 INFO]: Validating... [2024-04-16 11:16:31 INFO]: Epoch (val) [174][1] loss_cls: 0.5250, loss_sal: 1.0740, loss_video_cal: 0.0000, loss_layer_cal: 0.0022, loss: 1.6012, mAP: 0.8355, best_mAP: 0.8644 [2024-04-16 11:16:31 INFO]: Epoch [175][1/1] lr: 0.0005, eta: 0:03:02, time: 0.037, data_time: 0.239, memory: 901, loss_cls: 0.5289, loss_sal: 0.1307, loss_video_cal: 0.0110, loss_layer_cal: 0.0220, loss: 0.6926, scale: 32768.0000 [2024-04-16 11:16:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_175.pth... [2024-04-16 11:16:31 INFO]: Validating... [2024-04-16 11:16:31 INFO]: Epoch (val) [175][1] loss_cls: 0.5272, loss_sal: 1.1211, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 1.6504, mAP: 0.8358, best_mAP: 0.8644 [2024-04-16 11:16:32 INFO]: Epoch [176][1/1] lr: 0.0005, eta: 0:03:01, time: 0.037, data_time: 0.239, memory: 901, loss_cls: 0.5270, loss_sal: 0.1976, loss_video_cal: 0.0206, loss_layer_cal: 0.0216, loss: 0.7668, scale: 32768.0000 [2024-04-16 11:16:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_176.pth... [2024-04-16 11:16:32 INFO]: Validating... [2024-04-16 11:16:32 INFO]: Epoch (val) [176][1] loss_cls: 0.5188, loss_sal: 1.1837, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 1.7045, mAP: 0.8186, best_mAP: 0.8644 [2024-04-16 11:16:32 INFO]: Epoch [177][1/1] lr: 0.0005, eta: 0:03:01, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5282, loss_sal: 0.2102, loss_video_cal: 0.0377, loss_layer_cal: 0.0191, loss: 0.7952, scale: 32768.0000 [2024-04-16 11:16:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_177.pth... [2024-04-16 11:16:32 INFO]: Validating... [2024-04-16 11:16:33 INFO]: Epoch (val) [177][1] loss_cls: 0.5185, loss_sal: 1.2082, loss_video_cal: 0.0000, loss_layer_cal: 0.0018, loss: 1.7285, mAP: 0.8329, best_mAP: 0.8644 [2024-04-16 11:16:33 INFO]: Epoch [178][1/1] lr: 0.0005, eta: 0:03:00, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5279, loss_sal: 0.1419, loss_video_cal: 0.0212, loss_layer_cal: 0.0211, loss: 0.7121, scale: 32768.0000 [2024-04-16 11:16:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_178.pth... [2024-04-16 11:16:33 INFO]: Validating... [2024-04-16 11:16:33 INFO]: Epoch (val) [178][1] loss_cls: 0.5229, loss_sal: 1.2127, loss_video_cal: 0.0000, loss_layer_cal: 0.0018, loss: 1.7373, mAP: 0.8140, best_mAP: 0.8644 [2024-04-16 11:16:33 INFO]: Epoch [179][1/1] lr: 0.0005, eta: 0:02:59, time: 0.037, data_time: 0.239, memory: 901, loss_cls: 0.5359, loss_sal: 0.1858, loss_video_cal: 0.0334, loss_layer_cal: 0.0200, loss: 0.7751, scale: 32768.0000 [2024-04-16 11:16:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_179.pth... [2024-04-16 11:16:33 INFO]: Validating... [2024-04-16 11:16:34 INFO]: Epoch (val) [179][1] loss_cls: 0.5256, loss_sal: 1.2040, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 1.7313, mAP: 0.8140, best_mAP: 0.8644 [2024-04-16 11:16:34 INFO]: Epoch [180][1/1] lr: 0.0005, eta: 0:02:59, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5505, loss_sal: 0.1255, loss_video_cal: 0.0331, loss_layer_cal: 0.0347, loss: 0.7438, scale: 32768.0000 [2024-04-16 11:16:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_180.pth... [2024-04-16 11:16:34 INFO]: Validating... [2024-04-16 11:16:34 INFO]: Epoch (val) [180][1] loss_cls: 0.5256, loss_sal: 1.2040, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 1.7313, mAP: 0.8140, best_mAP: 0.8644 [2024-04-16 11:16:34 INFO]: Epoch [181][1/1] lr: 0.0005, eta: 0:02:58, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5315, loss_sal: 0.3005, loss_video_cal: 0.0324, loss_layer_cal: 0.0220, loss: 0.8864, scale: 16384.0000 [2024-04-16 11:16:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_181.pth... [2024-04-16 11:16:35 INFO]: Validating... [2024-04-16 11:16:35 INFO]: Epoch (val) [181][1] loss_cls: 0.5174, loss_sal: 1.2163, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.7353, mAP: 0.8119, best_mAP: 0.8644 [2024-04-16 11:16:35 INFO]: Epoch [182][1/1] lr: 0.0005, eta: 0:02:58, time: 0.038, data_time: 0.243, memory: 901, loss_cls: 0.5284, loss_sal: 0.1741, loss_video_cal: 0.0214, loss_layer_cal: 0.0242, loss: 0.7481, scale: 16384.0000 [2024-04-16 11:16:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_182.pth... [2024-04-16 11:16:35 INFO]: Validating... [2024-04-16 11:16:35 INFO]: Epoch (val) [182][1] loss_cls: 0.5137, loss_sal: 1.2255, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.7408, mAP: 0.8013, best_mAP: 0.8644 [2024-04-16 11:16:36 INFO]: Epoch [183][1/1] lr: 0.0005, eta: 0:02:57, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5298, loss_sal: 0.2542, loss_video_cal: 0.0196, loss_layer_cal: 0.0231, loss: 0.8267, scale: 16384.0000 [2024-04-16 11:16:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_183.pth... [2024-04-16 11:16:36 INFO]: Validating... [2024-04-16 11:16:36 INFO]: Epoch (val) [183][1] loss_cls: 0.5178, loss_sal: 1.1833, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.7026, mAP: 0.8237, best_mAP: 0.8644 [2024-04-16 11:16:36 INFO]: Epoch [184][1/1] lr: 0.0005, eta: 0:02:57, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5211, loss_sal: 0.1771, loss_video_cal: 0.0262, loss_layer_cal: 0.0183, loss: 0.7427, scale: 16384.0000 [2024-04-16 11:16:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_184.pth... [2024-04-16 11:16:36 INFO]: Validating... [2024-04-16 11:16:36 INFO]: Epoch (val) [184][1] loss_cls: 0.5257, loss_sal: 1.1251, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.6522, mAP: 0.8119, best_mAP: 0.8644 [2024-04-16 11:16:37 INFO]: Epoch [185][1/1] lr: 0.0005, eta: 0:02:56, time: 0.037, data_time: 0.239, memory: 901, loss_cls: 0.5295, loss_sal: 0.2181, loss_video_cal: 0.0246, loss_layer_cal: 0.0120, loss: 0.7841, scale: 16384.0000 [2024-04-16 11:16:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_185.pth... [2024-04-16 11:16:37 INFO]: Validating... [2024-04-16 11:16:37 INFO]: Epoch (val) [185][1] loss_cls: 0.5292, loss_sal: 1.0517, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.5823, mAP: 0.8119, best_mAP: 0.8644 [2024-04-16 11:16:37 INFO]: Epoch [186][1/1] lr: 0.0005, eta: 0:02:55, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5408, loss_sal: 0.2109, loss_video_cal: 0.0182, loss_layer_cal: 0.0171, loss: 0.7870, scale: 16384.0000 [2024-04-16 11:16:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_186.pth... [2024-04-16 11:16:37 INFO]: Validating... [2024-04-16 11:16:37 INFO]: Epoch (val) [186][1] loss_cls: 0.5208, loss_sal: 0.9520, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.4740, mAP: 0.8159, best_mAP: 0.8644 [2024-04-16 11:16:38 INFO]: Epoch [187][1/1] lr: 0.0005, eta: 0:02:55, time: 0.038, data_time: 0.235, memory: 901, loss_cls: 0.5325, loss_sal: 0.2388, loss_video_cal: 0.0336, loss_layer_cal: 0.0344, loss: 0.8392, scale: 16384.0000 [2024-04-16 11:16:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_187.pth... [2024-04-16 11:16:38 INFO]: Validating... [2024-04-16 11:16:38 INFO]: Epoch (val) [187][1] loss_cls: 0.5131, loss_sal: 0.8660, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.3802, mAP: 0.8090, best_mAP: 0.8644 [2024-04-16 11:16:38 INFO]: Epoch [188][1/1] lr: 0.0005, eta: 0:02:54, time: 0.037, data_time: 0.238, memory: 901, loss_cls: 0.5281, loss_sal: 0.2609, loss_video_cal: 0.0214, loss_layer_cal: 0.0187, loss: 0.8292, scale: 16384.0000 [2024-04-16 11:16:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_188.pth... [2024-04-16 11:16:38 INFO]: Validating... [2024-04-16 11:16:39 INFO]: Epoch (val) [188][1] loss_cls: 0.5098, loss_sal: 0.7940, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.3049, mAP: 0.8081, best_mAP: 0.8644 [2024-04-16 11:16:39 INFO]: Epoch [189][1/1] lr: 0.0005, eta: 0:02:54, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5317, loss_sal: 0.1335, loss_video_cal: 0.0224, loss_layer_cal: 0.0265, loss: 0.7141, scale: 16384.0000 [2024-04-16 11:16:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_189.pth... [2024-04-16 11:16:39 INFO]: Validating... [2024-04-16 11:16:39 INFO]: Epoch (val) [189][1] loss_cls: 0.5105, loss_sal: 0.7617, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.2732, mAP: 0.7425, best_mAP: 0.8644 [2024-04-16 11:16:39 INFO]: Epoch [190][1/1] lr: 0.0005, eta: 0:02:53, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5281, loss_sal: 0.1714, loss_video_cal: 0.0140, loss_layer_cal: 0.0164, loss: 0.7298, scale: 16384.0000 [2024-04-16 11:16:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_190.pth... [2024-04-16 11:16:39 INFO]: Validating... [2024-04-16 11:16:40 INFO]: Epoch (val) [190][1] loss_cls: 0.5119, loss_sal: 0.7343, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.2472, mAP: 0.7479, best_mAP: 0.8644 [2024-04-16 11:16:40 INFO]: Epoch [191][1/1] lr: 0.0005, eta: 0:02:52, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5294, loss_sal: 0.1535, loss_video_cal: 0.0194, loss_layer_cal: 0.0275, loss: 0.7297, scale: 16384.0000 [2024-04-16 11:16:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_191.pth... [2024-04-16 11:16:40 INFO]: Validating... [2024-04-16 11:16:40 INFO]: Epoch (val) [191][1] loss_cls: 0.5130, loss_sal: 0.7386, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.2526, mAP: 0.7748, best_mAP: 0.8644 [2024-04-16 11:16:40 INFO]: Epoch [192][1/1] lr: 0.0005, eta: 0:02:52, time: 0.037, data_time: 0.243, memory: 901, loss_cls: 0.5259, loss_sal: 0.2308, loss_video_cal: 0.0225, loss_layer_cal: 0.0291, loss: 0.8083, scale: 16384.0000 [2024-04-16 11:16:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_192.pth... [2024-04-16 11:16:41 INFO]: Validating... [2024-04-16 11:16:41 INFO]: Epoch (val) [192][1] loss_cls: 0.5141, loss_sal: 0.7749, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.2899, mAP: 0.8099, best_mAP: 0.8644 [2024-04-16 11:16:41 INFO]: Epoch [193][1/1] lr: 0.0005, eta: 0:02:51, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5259, loss_sal: 0.1360, loss_video_cal: 0.0244, loss_layer_cal: 0.0196, loss: 0.7059, scale: 16384.0000 [2024-04-16 11:16:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_193.pth... [2024-04-16 11:16:41 INFO]: Validating... [2024-04-16 11:16:41 INFO]: Epoch (val) [193][1] loss_cls: 0.5174, loss_sal: 0.8219, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.3401, mAP: 0.7970, best_mAP: 0.8644 [2024-04-16 11:16:42 INFO]: Epoch [194][1/1] lr: 0.0005, eta: 0:02:51, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5357, loss_sal: 0.1078, loss_video_cal: 0.0099, loss_layer_cal: 0.0188, loss: 0.6722, scale: 16384.0000 [2024-04-16 11:16:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_194.pth... [2024-04-16 11:16:42 INFO]: Validating... [2024-04-16 11:16:42 INFO]: Epoch (val) [194][1] loss_cls: 0.5207, loss_sal: 0.8607, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.3821, mAP: 0.7970, best_mAP: 0.8644 [2024-04-16 11:16:42 INFO]: Epoch [195][1/1] lr: 0.0005, eta: 0:02:50, time: 0.038, data_time: 0.243, memory: 901, loss_cls: 0.5395, loss_sal: 0.1304, loss_video_cal: 0.0142, loss_layer_cal: 0.0146, loss: 0.6986, scale: 16384.0000 [2024-04-16 11:16:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_195.pth... [2024-04-16 11:16:42 INFO]: Validating... [2024-04-16 11:16:42 INFO]: Epoch (val) [195][1] loss_cls: 0.5211, loss_sal: 0.8845, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.4063, mAP: 0.7983, best_mAP: 0.8644 [2024-04-16 11:16:43 INFO]: Epoch [196][1/1] lr: 0.0005, eta: 0:02:50, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5279, loss_sal: 0.0773, loss_video_cal: 0.0103, loss_layer_cal: 0.0242, loss: 0.6397, scale: 16384.0000 [2024-04-16 11:16:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_196.pth... [2024-04-16 11:16:43 INFO]: Validating... [2024-04-16 11:16:43 INFO]: Epoch (val) [196][1] loss_cls: 0.5198, loss_sal: 0.8722, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.3927, mAP: 0.8005, best_mAP: 0.8644 [2024-04-16 11:16:43 INFO]: Epoch [197][1/1] lr: 0.0005, eta: 0:02:49, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5244, loss_sal: 0.1489, loss_video_cal: 0.0300, loss_layer_cal: 0.0215, loss: 0.7249, scale: 16384.0000 [2024-04-16 11:16:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_197.pth... [2024-04-16 11:16:43 INFO]: Validating... [2024-04-16 11:16:44 INFO]: Epoch (val) [197][1] loss_cls: 0.5176, loss_sal: 0.8449, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.3632, mAP: 0.8053, best_mAP: 0.8644 [2024-04-16 11:16:44 INFO]: Epoch [198][1/1] lr: 0.0005, eta: 0:02:48, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5257, loss_sal: 0.1056, loss_video_cal: 0.0125, loss_layer_cal: 0.0291, loss: 0.6729, scale: 16384.0000 [2024-04-16 11:16:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_198.pth... [2024-04-16 11:16:44 INFO]: Validating... [2024-04-16 11:16:44 INFO]: Epoch (val) [198][1] loss_cls: 0.5135, loss_sal: 0.8178, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.3320, mAP: 0.8053, best_mAP: 0.8644 [2024-04-16 11:16:44 INFO]: Epoch [199][1/1] lr: 0.0005, eta: 0:02:48, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5172, loss_sal: 0.0690, loss_video_cal: 0.0152, loss_layer_cal: 0.0099, loss: 0.6113, scale: 16384.0000 [2024-04-16 11:16:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_199.pth... [2024-04-16 11:16:44 INFO]: Validating... [2024-04-16 11:16:45 INFO]: Epoch (val) [199][1] loss_cls: 0.5128, loss_sal: 0.8768, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.3902, mAP: 0.8053, best_mAP: 0.8644 [2024-04-16 11:16:45 INFO]: Epoch [200][1/1] lr: 0.0005, eta: 0:02:47, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5266, loss_sal: 0.1360, loss_video_cal: 0.0182, loss_layer_cal: 0.0256, loss: 0.7065, scale: 16384.0000 [2024-04-16 11:16:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_200.pth... [2024-04-16 11:16:45 INFO]: Validating... [2024-04-16 11:16:45 INFO]: Epoch (val) [200][1] loss_cls: 0.5140, loss_sal: 0.9635, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.4781, mAP: 0.8263, best_mAP: 0.8644 [2024-04-16 11:16:45 INFO]: Epoch [201][1/1] lr: 0.0005, eta: 0:02:47, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5234, loss_sal: 0.0973, loss_video_cal: 0.0167, loss_layer_cal: 0.0156, loss: 0.6530, scale: 16384.0000 [2024-04-16 11:16:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_201.pth... [2024-04-16 11:16:46 INFO]: Validating... [2024-04-16 11:16:46 INFO]: Epoch (val) [201][1] loss_cls: 0.5167, loss_sal: 1.0378, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.5550, mAP: 0.8221, best_mAP: 0.8644 [2024-04-16 11:16:46 INFO]: Epoch [202][1/1] lr: 0.0005, eta: 0:02:46, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5281, loss_sal: 0.3116, loss_video_cal: 0.0292, loss_layer_cal: 0.0163, loss: 0.8852, scale: 16384.0000 [2024-04-16 11:16:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_202.pth... [2024-04-16 11:16:46 INFO]: Validating... [2024-04-16 11:16:46 INFO]: Epoch (val) [202][1] loss_cls: 0.5245, loss_sal: 1.0957, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.6207, mAP: 0.8006, best_mAP: 0.8644 [2024-04-16 11:16:47 INFO]: Epoch [203][1/1] lr: 0.0005, eta: 0:02:46, time: 0.037, data_time: 0.239, memory: 901, loss_cls: 0.5228, loss_sal: 0.3017, loss_video_cal: 0.0324, loss_layer_cal: 0.0136, loss: 0.8706, scale: 16384.0000 [2024-04-16 11:16:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_203.pth... [2024-04-16 11:16:47 INFO]: Validating... [2024-04-16 11:16:47 INFO]: Epoch (val) [203][1] loss_cls: 0.5364, loss_sal: 1.1190, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.6560, mAP: 0.6263, best_mAP: 0.8644 [2024-04-16 11:16:47 INFO]: Epoch [204][1/1] lr: 0.0005, eta: 0:02:45, time: 0.038, data_time: 0.244, memory: 901, loss_cls: 0.5188, loss_sal: 0.1267, loss_video_cal: 0.0205, loss_layer_cal: 0.0159, loss: 0.6819, scale: 16384.0000 [2024-04-16 11:16:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_204.pth... [2024-04-16 11:16:47 INFO]: Validating... [2024-04-16 11:16:47 INFO]: Epoch (val) [204][1] loss_cls: 0.5490, loss_sal: 1.1221, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.6717, mAP: 0.5755, best_mAP: 0.8644 [2024-04-16 11:16:48 INFO]: Epoch [205][1/1] lr: 0.0005, eta: 0:02:44, time: 0.038, data_time: 0.244, memory: 901, loss_cls: 0.5296, loss_sal: 0.2424, loss_video_cal: 0.0264, loss_layer_cal: 0.0213, loss: 0.8197, scale: 16384.0000 [2024-04-16 11:16:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_205.pth... [2024-04-16 11:16:48 INFO]: Validating... [2024-04-16 11:16:48 INFO]: Epoch (val) [205][1] loss_cls: 0.5476, loss_sal: 1.1155, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.6638, mAP: 0.7041, best_mAP: 0.8644 [2024-04-16 11:16:48 INFO]: Epoch [206][1/1] lr: 0.0005, eta: 0:02:44, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5198, loss_sal: 0.0639, loss_video_cal: 0.0212, loss_layer_cal: 0.0252, loss: 0.6301, scale: 16384.0000 [2024-04-16 11:16:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_206.pth... [2024-04-16 11:16:48 INFO]: Validating... [2024-04-16 11:16:49 INFO]: Epoch (val) [206][1] loss_cls: 0.5400, loss_sal: 1.1012, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.6419, mAP: 0.7843, best_mAP: 0.8644 [2024-04-16 11:16:49 INFO]: Epoch [207][1/1] lr: 0.0005, eta: 0:02:43, time: 0.038, data_time: 0.237, memory: 901, loss_cls: 0.5259, loss_sal: 0.1881, loss_video_cal: 0.0127, loss_layer_cal: 0.0102, loss: 0.7369, scale: 16384.0000 [2024-04-16 11:16:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_207.pth... [2024-04-16 11:16:49 INFO]: Validating... [2024-04-16 11:16:49 INFO]: Epoch (val) [207][1] loss_cls: 0.5298, loss_sal: 1.0862, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.6167, mAP: 0.7946, best_mAP: 0.8644 [2024-04-16 11:16:49 INFO]: Epoch [208][1/1] lr: 0.0005, eta: 0:02:43, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5223, loss_sal: 0.2281, loss_video_cal: 0.0212, loss_layer_cal: 0.0177, loss: 0.7893, scale: 16384.0000 [2024-04-16 11:16:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_208.pth... [2024-04-16 11:16:49 INFO]: Validating... [2024-04-16 11:16:50 INFO]: Epoch (val) [208][1] loss_cls: 0.5217, loss_sal: 1.0677, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.5902, mAP: 0.7408, best_mAP: 0.8644 [2024-04-16 11:16:50 INFO]: Epoch [209][1/1] lr: 0.0005, eta: 0:02:42, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5200, loss_sal: 0.1785, loss_video_cal: 0.0176, loss_layer_cal: 0.0144, loss: 0.7305, scale: 16384.0000 [2024-04-16 11:16:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_209.pth... [2024-04-16 11:16:50 INFO]: Validating... [2024-04-16 11:16:50 INFO]: Epoch (val) [209][1] loss_cls: 0.5160, loss_sal: 1.0505, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.5673, mAP: 0.7779, best_mAP: 0.8644 [2024-04-16 11:16:50 INFO]: Epoch [210][1/1] lr: 0.0005, eta: 0:02:42, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5180, loss_sal: 0.2271, loss_video_cal: 0.0164, loss_layer_cal: 0.0141, loss: 0.7755, scale: 16384.0000 [2024-04-16 11:16:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_210.pth... [2024-04-16 11:16:51 INFO]: Validating... [2024-04-16 11:16:51 INFO]: Epoch (val) [210][1] loss_cls: 0.5149, loss_sal: 1.0530, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.5687, mAP: 0.7779, best_mAP: 0.8644 [2024-04-16 11:16:51 INFO]: Epoch [211][1/1] lr: 0.0005, eta: 0:02:41, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5203, loss_sal: 0.1987, loss_video_cal: 0.0124, loss_layer_cal: 0.0148, loss: 0.7461, scale: 16384.0000 [2024-04-16 11:16:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_211.pth... [2024-04-16 11:16:51 INFO]: Validating... [2024-04-16 11:16:51 INFO]: Epoch (val) [211][1] loss_cls: 0.5157, loss_sal: 1.0571, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.5736, mAP: 0.7779, best_mAP: 0.8644 [2024-04-16 11:16:52 INFO]: Epoch [212][1/1] lr: 0.0005, eta: 0:02:40, time: 0.037, data_time: 0.236, memory: 901, loss_cls: 0.5243, loss_sal: 0.1469, loss_video_cal: 0.0120, loss_layer_cal: 0.0164, loss: 0.6995, scale: 16384.0000 [2024-04-16 11:16:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_212.pth... [2024-04-16 11:16:52 INFO]: Validating... [2024-04-16 11:16:52 INFO]: Epoch (val) [212][1] loss_cls: 0.5164, loss_sal: 1.0584, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.5757, mAP: 0.7779, best_mAP: 0.8644 [2024-04-16 11:16:52 INFO]: Epoch [213][1/1] lr: 0.0005, eta: 0:02:40, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5302, loss_sal: 0.1482, loss_video_cal: 0.0146, loss_layer_cal: 0.0160, loss: 0.7090, scale: 16384.0000 [2024-04-16 11:16:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_213.pth... [2024-04-16 11:16:52 INFO]: Validating... [2024-04-16 11:16:52 INFO]: Epoch (val) [213][1] loss_cls: 0.5151, loss_sal: 1.0597, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.5756, mAP: 0.7779, best_mAP: 0.8644 [2024-04-16 11:16:53 INFO]: Epoch [214][1/1] lr: 0.0005, eta: 0:02:39, time: 0.037, data_time: 0.239, memory: 901, loss_cls: 0.5245, loss_sal: 0.1291, loss_video_cal: 0.0107, loss_layer_cal: 0.0185, loss: 0.6827, scale: 16384.0000 [2024-04-16 11:16:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_214.pth... [2024-04-16 11:16:53 INFO]: Validating... [2024-04-16 11:16:53 INFO]: Epoch (val) [214][1] loss_cls: 0.5133, loss_sal: 1.0524, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.5665, mAP: 0.7779, best_mAP: 0.8644 [2024-04-16 11:16:53 INFO]: Epoch [215][1/1] lr: 0.0005, eta: 0:02:39, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5240, loss_sal: 0.1890, loss_video_cal: 0.0117, loss_layer_cal: 0.0218, loss: 0.7465, scale: 16384.0000 [2024-04-16 11:16:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_215.pth... [2024-04-16 11:16:53 INFO]: Validating... [2024-04-16 11:16:53 INFO]: Epoch (val) [215][1] loss_cls: 0.5125, loss_sal: 1.0431, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.5564, mAP: 0.7960, best_mAP: 0.8644 [2024-04-16 11:16:54 INFO]: Epoch [216][1/1] lr: 0.0005, eta: 0:02:38, time: 0.037, data_time: 0.244, memory: 901, loss_cls: 0.5198, loss_sal: 0.2150, loss_video_cal: 0.0099, loss_layer_cal: 0.0165, loss: 0.7612, scale: 16384.0000 [2024-04-16 11:16:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_216.pth... [2024-04-16 11:16:54 INFO]: Validating... [2024-04-16 11:16:54 INFO]: Epoch (val) [216][1] loss_cls: 0.5120, loss_sal: 1.0042, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.5170, mAP: 0.7960, best_mAP: 0.8644 [2024-04-16 11:16:54 INFO]: Epoch [217][1/1] lr: 0.0005, eta: 0:02:38, time: 0.037, data_time: 0.239, memory: 901, loss_cls: 0.5234, loss_sal: 0.0999, loss_video_cal: 0.0266, loss_layer_cal: 0.0123, loss: 0.6622, scale: 16384.0000 [2024-04-16 11:16:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_217.pth... [2024-04-16 11:16:54 INFO]: Validating... [2024-04-16 11:16:55 INFO]: Epoch (val) [217][1] loss_cls: 0.5123, loss_sal: 0.9597, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.4728, mAP: 0.8099, best_mAP: 0.8644 [2024-04-16 11:16:55 INFO]: Epoch [218][1/1] lr: 0.0005, eta: 0:02:37, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5265, loss_sal: 0.1584, loss_video_cal: 0.0209, loss_layer_cal: 0.0145, loss: 0.7203, scale: 16384.0000 [2024-04-16 11:16:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_218.pth... [2024-04-16 11:16:55 INFO]: Validating... [2024-04-16 11:16:55 INFO]: Epoch (val) [218][1] loss_cls: 0.5130, loss_sal: 0.8983, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.4120, mAP: 0.8098, best_mAP: 0.8644 [2024-04-16 11:16:55 INFO]: Epoch [219][1/1] lr: 0.0005, eta: 0:02:36, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5235, loss_sal: 0.0544, loss_video_cal: 0.0068, loss_layer_cal: 0.0140, loss: 0.5988, scale: 16384.0000 [2024-04-16 11:16:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_219.pth... [2024-04-16 11:16:55 INFO]: Validating... [2024-04-16 11:16:56 INFO]: Epoch (val) [219][1] loss_cls: 0.5141, loss_sal: 0.8489, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.3637, mAP: 0.8326, best_mAP: 0.8644 [2024-04-16 11:16:56 INFO]: Epoch [220][1/1] lr: 0.0005, eta: 0:02:36, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5259, loss_sal: 0.2182, loss_video_cal: 0.0232, loss_layer_cal: 0.0102, loss: 0.7774, scale: 16384.0000 [2024-04-16 11:16:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_220.pth... [2024-04-16 11:16:56 INFO]: Validating... [2024-04-16 11:16:56 INFO]: Epoch (val) [220][1] loss_cls: 0.5132, loss_sal: 0.7830, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.2968, mAP: 0.8373, best_mAP: 0.8644 [2024-04-16 11:16:56 INFO]: Epoch [221][1/1] lr: 0.0005, eta: 0:02:35, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5264, loss_sal: 0.1287, loss_video_cal: 0.0152, loss_layer_cal: 0.0149, loss: 0.6852, scale: 16384.0000 [2024-04-16 11:16:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_221.pth... [2024-04-16 11:16:57 INFO]: Validating... [2024-04-16 11:16:57 INFO]: Epoch (val) [221][1] loss_cls: 0.5122, loss_sal: 0.7596, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.2725, mAP: 0.8377, best_mAP: 0.8644 [2024-04-16 11:16:57 INFO]: Epoch [222][1/1] lr: 0.0005, eta: 0:02:35, time: 0.038, data_time: 0.243, memory: 901, loss_cls: 0.5292, loss_sal: 0.1339, loss_video_cal: 0.0262, loss_layer_cal: 0.0161, loss: 0.7054, scale: 16384.0000 [2024-04-16 11:16:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_222.pth... [2024-04-16 11:16:57 INFO]: Validating... [2024-04-16 11:16:57 INFO]: Epoch (val) [222][1] loss_cls: 0.5128, loss_sal: 0.7879, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.3013, mAP: 0.8377, best_mAP: 0.8644 [2024-04-16 11:16:58 INFO]: Epoch [223][1/1] lr: 0.0005, eta: 0:02:34, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5272, loss_sal: 0.0969, loss_video_cal: 0.0118, loss_layer_cal: 0.0115, loss: 0.6474, scale: 16384.0000 [2024-04-16 11:16:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_223.pth... [2024-04-16 11:16:58 INFO]: Validating... [2024-04-16 11:16:58 INFO]: Epoch (val) [223][1] loss_cls: 0.5135, loss_sal: 0.8350, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.3490, mAP: 0.8377, best_mAP: 0.8644 [2024-04-16 11:16:58 INFO]: Epoch [224][1/1] lr: 0.0005, eta: 0:02:34, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5302, loss_sal: 0.3091, loss_video_cal: 0.0341, loss_layer_cal: 0.0116, loss: 0.8849, scale: 16384.0000 [2024-04-16 11:16:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_224.pth... [2024-04-16 11:16:58 INFO]: Validating... [2024-04-16 11:16:58 INFO]: Epoch (val) [224][1] loss_cls: 0.5197, loss_sal: 0.8610, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.3813, mAP: 0.8512, best_mAP: 0.8644 [2024-04-16 11:16:59 INFO]: Epoch [225][1/1] lr: 0.0005, eta: 0:02:33, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5334, loss_sal: 0.2067, loss_video_cal: 0.0200, loss_layer_cal: 0.0181, loss: 0.7782, scale: 16384.0000 [2024-04-16 11:16:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_225.pth... [2024-04-16 11:16:59 INFO]: Validating... [2024-04-16 11:16:59 INFO]: Epoch (val) [225][1] loss_cls: 0.5270, loss_sal: 0.8822, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.4097, mAP: 0.8483, best_mAP: 0.8644 [2024-04-16 11:16:59 INFO]: Epoch [226][1/1] lr: 0.0005, eta: 0:02:32, time: 0.037, data_time: 0.239, memory: 901, loss_cls: 0.5289, loss_sal: 0.1683, loss_video_cal: 0.0101, loss_layer_cal: 0.0174, loss: 0.7247, scale: 16384.0000 [2024-04-16 11:16:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_226.pth... [2024-04-16 11:16:59 INFO]: Validating... [2024-04-16 11:17:00 INFO]: Epoch (val) [226][1] loss_cls: 0.5307, loss_sal: 0.8940, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.4253, mAP: 0.8484, best_mAP: 0.8644 [2024-04-16 11:17:00 INFO]: Epoch [227][1/1] lr: 0.0005, eta: 0:02:32, time: 0.037, data_time: 0.249, memory: 901, loss_cls: 0.5269, loss_sal: 0.0909, loss_video_cal: 0.0172, loss_layer_cal: 0.0116, loss: 0.6466, scale: 16384.0000 [2024-04-16 11:17:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_227.pth... [2024-04-16 11:17:00 INFO]: Validating... [2024-04-16 11:17:00 INFO]: Epoch (val) [227][1] loss_cls: 0.5280, loss_sal: 0.9080, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.4366, mAP: 0.8484, best_mAP: 0.8644 [2024-04-16 11:17:00 INFO]: Epoch [228][1/1] lr: 0.0005, eta: 0:02:31, time: 0.038, data_time: 0.237, memory: 901, loss_cls: 0.5285, loss_sal: 0.1449, loss_video_cal: 0.0187, loss_layer_cal: 0.0094, loss: 0.7016, scale: 16384.0000 [2024-04-16 11:17:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_228.pth... [2024-04-16 11:17:00 INFO]: Validating... [2024-04-16 11:17:01 INFO]: Epoch (val) [228][1] loss_cls: 0.5193, loss_sal: 0.9220, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.4418, mAP: 0.7944, best_mAP: 0.8644 [2024-04-16 11:17:01 INFO]: Epoch [229][1/1] lr: 0.0005, eta: 0:02:31, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5269, loss_sal: 0.0545, loss_video_cal: 0.0146, loss_layer_cal: 0.0081, loss: 0.6042, scale: 16384.0000 [2024-04-16 11:17:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_229.pth... [2024-04-16 11:17:01 INFO]: Validating... [2024-04-16 11:17:01 INFO]: Epoch (val) [229][1] loss_cls: 0.5099, loss_sal: 0.9444, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.4548, mAP: 0.8421, best_mAP: 0.8644 [2024-04-16 11:17:01 INFO]: Epoch [230][1/1] lr: 0.0005, eta: 0:02:30, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5321, loss_sal: 0.1827, loss_video_cal: 0.0166, loss_layer_cal: 0.0222, loss: 0.7536, scale: 16384.0000 [2024-04-16 11:17:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_230.pth... [2024-04-16 11:17:01 INFO]: Validating... [2024-04-16 11:17:02 INFO]: Epoch (val) [230][1] loss_cls: 0.5067, loss_sal: 0.9652, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.4723, mAP: 0.8421, best_mAP: 0.8644 [2024-04-16 11:17:02 INFO]: Epoch [231][1/1] lr: 0.0005, eta: 0:02:30, time: 0.037, data_time: 0.237, memory: 901, loss_cls: 0.5198, loss_sal: 0.1187, loss_video_cal: 0.0172, loss_layer_cal: 0.0122, loss: 0.6680, scale: 16384.0000 [2024-04-16 11:17:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_231.pth... [2024-04-16 11:17:02 INFO]: Validating... [2024-04-16 11:17:02 INFO]: Epoch (val) [231][1] loss_cls: 0.5050, loss_sal: 0.9921, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.4975, mAP: 0.8421, best_mAP: 0.8644 [2024-04-16 11:17:03 INFO]: Epoch [232][1/1] lr: 0.0005, eta: 0:02:29, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5212, loss_sal: 0.0942, loss_video_cal: 0.0141, loss_layer_cal: 0.0104, loss: 0.6399, scale: 16384.0000 [2024-04-16 11:17:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_232.pth... [2024-04-16 11:17:03 INFO]: Validating... [2024-04-16 11:17:03 INFO]: Epoch (val) [232][1] loss_cls: 0.5050, loss_sal: 1.0396, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.5451, mAP: 0.8382, best_mAP: 0.8644 [2024-04-16 11:17:03 INFO]: Epoch [233][1/1] lr: 0.0005, eta: 0:02:28, time: 0.038, data_time: 0.243, memory: 901, loss_cls: 0.5190, loss_sal: 0.0801, loss_video_cal: 0.0110, loss_layer_cal: 0.0133, loss: 0.6234, scale: 16384.0000 [2024-04-16 11:17:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_233.pth... [2024-04-16 11:17:03 INFO]: Validating... [2024-04-16 11:17:03 INFO]: Epoch (val) [233][1] loss_cls: 0.5055, loss_sal: 1.0830, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.5890, mAP: 0.8606, best_mAP: 0.8644 [2024-04-16 11:17:04 INFO]: Epoch [234][1/1] lr: 0.0005, eta: 0:02:28, time: 0.037, data_time: 0.242, memory: 901, loss_cls: 0.5202, loss_sal: 0.0954, loss_video_cal: 0.0142, loss_layer_cal: 0.0127, loss: 0.6425, scale: 16384.0000 [2024-04-16 11:17:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_234.pth... [2024-04-16 11:17:04 INFO]: Validating... [2024-04-16 11:17:04 INFO]: Epoch (val) [234][1] loss_cls: 0.5068, loss_sal: 1.1185, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.6257, mAP: 0.8731, best_mAP: 0.8731 [2024-04-16 11:17:04 INFO]: Epoch [235][1/1] lr: 0.0005, eta: 0:02:27, time: 0.037, data_time: 0.242, memory: 901, loss_cls: 0.5205, loss_sal: 0.0909, loss_video_cal: 0.0145, loss_layer_cal: 0.0168, loss: 0.6427, scale: 16384.0000 [2024-04-16 11:17:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_235.pth... [2024-04-16 11:17:04 INFO]: Validating... [2024-04-16 11:17:04 INFO]: Epoch (val) [235][1] loss_cls: 0.5079, loss_sal: 1.1482, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.6565, mAP: 0.8534, best_mAP: 0.8731 [2024-04-16 11:17:05 INFO]: Epoch [236][1/1] lr: 0.0005, eta: 0:02:27, time: 0.038, data_time: 0.237, memory: 901, loss_cls: 0.5204, loss_sal: 0.1191, loss_video_cal: 0.0159, loss_layer_cal: 0.0165, loss: 0.6718, scale: 16384.0000 [2024-04-16 11:17:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_236.pth... [2024-04-16 11:17:05 INFO]: Validating... [2024-04-16 11:17:05 INFO]: Epoch (val) [236][1] loss_cls: 0.5093, loss_sal: 1.1711, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.6808, mAP: 0.8534, best_mAP: 0.8731 [2024-04-16 11:17:05 INFO]: Epoch [237][1/1] lr: 0.0005, eta: 0:02:26, time: 0.037, data_time: 0.242, memory: 901, loss_cls: 0.5221, loss_sal: 0.1159, loss_video_cal: 0.0124, loss_layer_cal: 0.0138, loss: 0.6642, scale: 16384.0000 [2024-04-16 11:17:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_237.pth... [2024-04-16 11:17:05 INFO]: Validating... [2024-04-16 11:17:06 INFO]: Epoch (val) [237][1] loss_cls: 0.5107, loss_sal: 1.1845, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.6956, mAP: 0.8243, best_mAP: 0.8731 [2024-04-16 11:17:06 INFO]: Epoch [238][1/1] lr: 0.0005, eta: 0:02:26, time: 0.038, data_time: 0.242, memory: 901, loss_cls: 0.5247, loss_sal: 0.0942, loss_video_cal: 0.0098, loss_layer_cal: 0.0122, loss: 0.6409, scale: 16384.0000 [2024-04-16 11:17:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_238.pth... [2024-04-16 11:17:06 INFO]: Validating... [2024-04-16 11:17:06 INFO]: Epoch (val) [238][1] loss_cls: 0.5187, loss_sal: 1.2246, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.7436, mAP: 0.7573, best_mAP: 0.8731 [2024-04-16 11:17:06 INFO]: Epoch [239][1/1] lr: 0.0005, eta: 0:02:25, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5187, loss_sal: 0.0834, loss_video_cal: 0.0098, loss_layer_cal: 0.0125, loss: 0.6245, scale: 16384.0000 [2024-04-16 11:17:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_239.pth... [2024-04-16 11:17:06 INFO]: Validating... [2024-04-16 11:17:07 INFO]: Epoch (val) [239][1] loss_cls: 0.5241, loss_sal: 1.2671, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.7915, mAP: 0.7790, best_mAP: 0.8731 [2024-04-16 11:17:07 INFO]: Epoch [240][1/1] lr: 0.0005, eta: 0:02:25, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5223, loss_sal: 0.1384, loss_video_cal: 0.0113, loss_layer_cal: 0.0093, loss: 0.6812, scale: 16384.0000 [2024-04-16 11:17:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_240.pth... [2024-04-16 11:17:07 INFO]: Validating... [2024-04-16 11:17:07 INFO]: Epoch (val) [240][1] loss_cls: 0.5236, loss_sal: 1.2758, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.7996, mAP: 0.6215, best_mAP: 0.8731 [2024-04-16 11:17:07 INFO]: Epoch [241][1/1] lr: 0.0005, eta: 0:02:24, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5220, loss_sal: 0.1017, loss_video_cal: 0.0102, loss_layer_cal: 0.0139, loss: 0.6477, scale: 16384.0000 [2024-04-16 11:17:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_241.pth... [2024-04-16 11:17:08 INFO]: Validating... [2024-04-16 11:17:08 INFO]: Epoch (val) [241][1] loss_cls: 0.5158, loss_sal: 1.2714, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.7874, mAP: 0.6446, best_mAP: 0.8731 [2024-04-16 11:17:08 INFO]: Epoch [242][1/1] lr: 0.0005, eta: 0:02:23, time: 0.037, data_time: 0.239, memory: 901, loss_cls: 0.5227, loss_sal: 0.0931, loss_video_cal: 0.0109, loss_layer_cal: 0.0100, loss: 0.6367, scale: 16384.0000 [2024-04-16 11:17:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_242.pth... [2024-04-16 11:17:08 INFO]: Validating... [2024-04-16 11:17:08 INFO]: Epoch (val) [242][1] loss_cls: 0.4993, loss_sal: 0.7464, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2459, mAP: 0.7799, best_mAP: 0.8731 [2024-04-16 11:17:09 INFO]: Epoch [243][1/1] lr: 0.0005, eta: 0:02:23, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5239, loss_sal: 0.2163, loss_video_cal: 0.0244, loss_layer_cal: 0.0122, loss: 0.7768, scale: 16384.0000 [2024-04-16 11:17:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_243.pth... [2024-04-16 11:17:09 INFO]: Validating... [2024-04-16 11:17:09 INFO]: Epoch (val) [243][1] loss_cls: 0.4966, loss_sal: 0.6328, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1297, mAP: 0.8620, best_mAP: 0.8731 [2024-04-16 11:17:09 INFO]: Epoch [244][1/1] lr: 0.0005, eta: 0:02:22, time: 0.038, data_time: 0.237, memory: 901, loss_cls: 0.5227, loss_sal: 0.0888, loss_video_cal: 0.0089, loss_layer_cal: 0.0122, loss: 0.6327, scale: 16384.0000 [2024-04-16 11:17:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_244.pth... [2024-04-16 11:17:09 INFO]: Validating... [2024-04-16 11:17:09 INFO]: Epoch (val) [244][1] loss_cls: 0.4948, loss_sal: 0.6601, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1552, mAP: 0.8620, best_mAP: 0.8731 [2024-04-16 11:17:10 INFO]: Epoch [245][1/1] lr: 0.0005, eta: 0:02:22, time: 0.038, data_time: 0.237, memory: 901, loss_cls: 0.5281, loss_sal: 0.0629, loss_video_cal: 0.0184, loss_layer_cal: 0.0153, loss: 0.6246, scale: 16384.0000 [2024-04-16 11:17:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_245.pth... [2024-04-16 11:17:10 INFO]: Validating... [2024-04-16 11:17:10 INFO]: Epoch (val) [245][1] loss_cls: 0.4946, loss_sal: 0.7062, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2011, mAP: 0.8442, best_mAP: 0.8731 [2024-04-16 11:17:10 INFO]: Epoch [246][1/1] lr: 0.0005, eta: 0:02:21, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5243, loss_sal: 0.0544, loss_video_cal: 0.0075, loss_layer_cal: 0.0116, loss: 0.5978, scale: 16384.0000 [2024-04-16 11:17:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_246.pth... [2024-04-16 11:17:10 INFO]: Validating... [2024-04-16 11:17:10 INFO]: Epoch (val) [246][1] loss_cls: 0.4959, loss_sal: 0.7357, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2319, mAP: 0.8537, best_mAP: 0.8731 [2024-04-16 11:17:11 INFO]: Epoch [247][1/1] lr: 0.0005, eta: 0:02:21, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5231, loss_sal: 0.0864, loss_video_cal: 0.0173, loss_layer_cal: 0.0123, loss: 0.6390, scale: 16384.0000 [2024-04-16 11:17:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_247.pth... [2024-04-16 11:17:11 INFO]: Validating... [2024-04-16 11:17:11 INFO]: Epoch (val) [247][1] loss_cls: 0.5018, loss_sal: 0.8048, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.3069, mAP: 0.8413, best_mAP: 0.8731 [2024-04-16 11:17:11 INFO]: Epoch [248][1/1] lr: 0.0005, eta: 0:02:20, time: 0.038, data_time: 0.237, memory: 901, loss_cls: 0.5245, loss_sal: 0.0667, loss_video_cal: 0.0204, loss_layer_cal: 0.0251, loss: 0.6368, scale: 16384.0000 [2024-04-16 11:17:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_248.pth... [2024-04-16 11:17:11 INFO]: Validating... [2024-04-16 11:17:12 INFO]: Epoch (val) [248][1] loss_cls: 0.5047, loss_sal: 0.8353, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.3403, mAP: 0.8138, best_mAP: 0.8731 [2024-04-16 11:17:12 INFO]: Epoch [249][1/1] lr: 0.0005, eta: 0:02:19, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5277, loss_sal: 0.1188, loss_video_cal: 0.0158, loss_layer_cal: 0.0115, loss: 0.6738, scale: 16384.0000 [2024-04-16 11:17:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_249.pth... [2024-04-16 11:17:12 INFO]: Validating... [2024-04-16 11:17:12 INFO]: Epoch (val) [249][1] loss_cls: 0.5010, loss_sal: 0.8436, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.3449, mAP: 0.8138, best_mAP: 0.8731 [2024-04-16 11:17:12 INFO]: Epoch [250][1/1] lr: 0.0005, eta: 0:02:19, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5186, loss_sal: 0.0677, loss_video_cal: 0.0133, loss_layer_cal: 0.0125, loss: 0.6120, scale: 16384.0000 [2024-04-16 11:17:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_250.pth... [2024-04-16 11:17:12 INFO]: Validating... [2024-04-16 11:17:13 INFO]: Epoch (val) [250][1] loss_cls: 0.4963, loss_sal: 0.8598, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.3565, mAP: 0.8119, best_mAP: 0.8731 [2024-04-16 11:17:13 INFO]: Epoch [251][1/1] lr: 0.0005, eta: 0:02:18, time: 0.038, data_time: 0.237, memory: 901, loss_cls: 0.5242, loss_sal: 0.3508, loss_video_cal: 0.0075, loss_layer_cal: 0.0093, loss: 0.8918, scale: 16384.0000 [2024-04-16 11:17:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_251.pth... [2024-04-16 11:17:13 INFO]: Validating... [2024-04-16 11:17:13 INFO]: Epoch (val) [251][1] loss_cls: 0.5049, loss_sal: 0.9368, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.4421, mAP: 0.7917, best_mAP: 0.8731 [2024-04-16 11:17:13 INFO]: Epoch [252][1/1] lr: 0.0005, eta: 0:02:18, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5264, loss_sal: 0.2384, loss_video_cal: 0.0175, loss_layer_cal: 0.0103, loss: 0.7926, scale: 16384.0000 [2024-04-16 11:17:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_252.pth... [2024-04-16 11:17:14 INFO]: Validating... [2024-04-16 11:17:14 INFO]: Epoch (val) [252][1] loss_cls: 0.5171, loss_sal: 0.9457, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.4632, mAP: 0.8138, best_mAP: 0.8731 [2024-04-16 11:17:14 INFO]: Epoch [253][1/1] lr: 0.0005, eta: 0:02:17, time: 0.037, data_time: 0.242, memory: 901, loss_cls: 0.5232, loss_sal: 0.0876, loss_video_cal: 0.0130, loss_layer_cal: 0.0110, loss: 0.6349, scale: 16384.0000 [2024-04-16 11:17:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_253.pth... [2024-04-16 11:17:14 INFO]: Validating... [2024-04-16 11:17:14 INFO]: Epoch (val) [253][1] loss_cls: 0.5198, loss_sal: 0.9291, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.4493, mAP: 0.8187, best_mAP: 0.8731 [2024-04-16 11:17:15 INFO]: Epoch [254][1/1] lr: 0.0005, eta: 0:02:17, time: 0.037, data_time: 0.242, memory: 901, loss_cls: 0.5262, loss_sal: 0.1479, loss_video_cal: 0.0123, loss_layer_cal: 0.0088, loss: 0.6951, scale: 16384.0000 [2024-04-16 11:17:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_254.pth... [2024-04-16 11:17:15 INFO]: Validating... [2024-04-16 11:17:15 INFO]: Epoch (val) [254][1] loss_cls: 0.5138, loss_sal: 0.9176, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.4317, mAP: 0.7502, best_mAP: 0.8731 [2024-04-16 11:17:15 INFO]: Epoch [255][1/1] lr: 0.0005, eta: 0:02:16, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5186, loss_sal: 0.1072, loss_video_cal: 0.0113, loss_layer_cal: 0.0115, loss: 0.6487, scale: 16384.0000 [2024-04-16 11:17:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_255.pth... [2024-04-16 11:17:15 INFO]: Validating... [2024-04-16 11:17:15 INFO]: Epoch (val) [255][1] loss_cls: 0.5054, loss_sal: 0.9198, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.4256, mAP: 0.7571, best_mAP: 0.8731 [2024-04-16 11:17:16 INFO]: Epoch [256][1/1] lr: 0.0005, eta: 0:02:15, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5194, loss_sal: 0.1313, loss_video_cal: 0.0204, loss_layer_cal: 0.0056, loss: 0.6767, scale: 16384.0000 [2024-04-16 11:17:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_256.pth... [2024-04-16 11:17:16 INFO]: Validating... [2024-04-16 11:17:16 INFO]: Epoch (val) [256][1] loss_cls: 0.4976, loss_sal: 0.9502, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.4481, mAP: 0.7571, best_mAP: 0.8731 [2024-04-16 11:17:16 INFO]: Epoch [257][1/1] lr: 0.0005, eta: 0:02:15, time: 0.037, data_time: 0.238, memory: 901, loss_cls: 0.5327, loss_sal: 0.1636, loss_video_cal: 0.0123, loss_layer_cal: 0.0099, loss: 0.7185, scale: 16384.0000 [2024-04-16 11:17:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_257.pth... [2024-04-16 11:17:16 INFO]: Validating... [2024-04-16 11:17:17 INFO]: Epoch (val) [257][1] loss_cls: 0.4943, loss_sal: 0.9779, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.4725, mAP: 0.7454, best_mAP: 0.8731 [2024-04-16 11:17:17 INFO]: Epoch [258][1/1] lr: 0.0005, eta: 0:02:14, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5372, loss_sal: 0.1619, loss_video_cal: 0.0311, loss_layer_cal: 0.0129, loss: 0.7430, scale: 16384.0000 [2024-04-16 11:17:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_258.pth... [2024-04-16 11:17:17 INFO]: Validating... [2024-04-16 11:17:17 INFO]: Epoch (val) [258][1] loss_cls: 0.4942, loss_sal: 1.0034, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.4979, mAP: 0.7542, best_mAP: 0.8731 [2024-04-16 11:17:17 INFO]: Epoch [259][1/1] lr: 0.0005, eta: 0:02:14, time: 0.037, data_time: 0.243, memory: 901, loss_cls: 0.5311, loss_sal: 0.1601, loss_video_cal: 0.0086, loss_layer_cal: 0.0152, loss: 0.7149, scale: 16384.0000 [2024-04-16 11:17:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_259.pth... [2024-04-16 11:17:17 INFO]: Validating... [2024-04-16 11:17:18 INFO]: Epoch (val) [259][1] loss_cls: 0.4946, loss_sal: 1.0190, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.5139, mAP: 0.7542, best_mAP: 0.8731 [2024-04-16 11:17:18 INFO]: Epoch [260][1/1] lr: 0.0005, eta: 0:02:13, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5230, loss_sal: 0.1848, loss_video_cal: 0.0111, loss_layer_cal: 0.0132, loss: 0.7321, scale: 16384.0000 [2024-04-16 11:17:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_260.pth... [2024-04-16 11:17:18 INFO]: Validating... [2024-04-16 11:17:18 INFO]: Epoch (val) [260][1] loss_cls: 0.4981, loss_sal: 1.0467, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.5451, mAP: 0.6883, best_mAP: 0.8731 [2024-04-16 11:17:18 INFO]: Epoch [261][1/1] lr: 0.0005, eta: 0:02:13, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5267, loss_sal: 0.1445, loss_video_cal: 0.0137, loss_layer_cal: 0.0086, loss: 0.6935, scale: 16384.0000 [2024-04-16 11:17:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_261.pth... [2024-04-16 11:17:19 INFO]: Validating... [2024-04-16 11:17:19 INFO]: Epoch (val) [261][1] loss_cls: 0.5052, loss_sal: 1.0635, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5690, mAP: 0.6987, best_mAP: 0.8731 [2024-04-16 11:17:19 INFO]: Epoch [262][1/1] lr: 0.0005, eta: 0:02:12, time: 0.038, data_time: 0.242, memory: 901, loss_cls: 0.5238, loss_sal: 0.1190, loss_video_cal: 0.0057, loss_layer_cal: 0.0068, loss: 0.6553, scale: 16384.0000 [2024-04-16 11:17:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_262.pth... [2024-04-16 11:17:19 INFO]: Validating... [2024-04-16 11:17:19 INFO]: Epoch (val) [262][1] loss_cls: 0.5098, loss_sal: 1.0858, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5958, mAP: 0.7831, best_mAP: 0.8731 [2024-04-16 11:17:20 INFO]: Epoch [263][1/1] lr: 0.0005, eta: 0:02:12, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5217, loss_sal: 0.1430, loss_video_cal: 0.0384, loss_layer_cal: 0.0157, loss: 0.7188, scale: 16384.0000 [2024-04-16 11:17:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_263.pth... [2024-04-16 11:17:20 INFO]: Validating... [2024-04-16 11:17:20 INFO]: Epoch (val) [263][1] loss_cls: 0.5131, loss_sal: 1.1165, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.6298, mAP: 0.7831, best_mAP: 0.8731 [2024-04-16 11:17:20 INFO]: Epoch [264][1/1] lr: 0.0005, eta: 0:02:11, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5239, loss_sal: 0.2092, loss_video_cal: 0.0170, loss_layer_cal: 0.0168, loss: 0.7669, scale: 16384.0000 [2024-04-16 11:17:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_264.pth... [2024-04-16 11:17:20 INFO]: Validating... [2024-04-16 11:17:20 INFO]: Epoch (val) [264][1] loss_cls: 0.5131, loss_sal: 1.1211, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.6344, mAP: 0.8387, best_mAP: 0.8731 [2024-04-16 11:17:21 INFO]: Epoch [265][1/1] lr: 0.0005, eta: 0:02:10, time: 0.038, data_time: 0.242, memory: 901, loss_cls: 0.5236, loss_sal: 0.0711, loss_video_cal: 0.0104, loss_layer_cal: 0.0125, loss: 0.6176, scale: 16384.0000 [2024-04-16 11:17:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_265.pth... [2024-04-16 11:17:21 INFO]: Validating... [2024-04-16 11:17:21 INFO]: Epoch (val) [265][1] loss_cls: 0.5079, loss_sal: 1.0774, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5854, mAP: 0.8362, best_mAP: 0.8731 [2024-04-16 11:17:21 INFO]: Epoch [266][1/1] lr: 0.0005, eta: 0:02:10, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5185, loss_sal: 0.0760, loss_video_cal: 0.0135, loss_layer_cal: 0.0101, loss: 0.6180, scale: 16384.0000 [2024-04-16 11:17:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_266.pth... [2024-04-16 11:17:21 INFO]: Validating... [2024-04-16 11:17:21 INFO]: Epoch (val) [266][1] loss_cls: 0.5017, loss_sal: 0.9805, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4824, mAP: 0.8208, best_mAP: 0.8731 [2024-04-16 11:17:22 INFO]: Epoch [267][1/1] lr: 0.0005, eta: 0:02:09, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5204, loss_sal: 0.0611, loss_video_cal: 0.0093, loss_layer_cal: 0.0084, loss: 0.5992, scale: 16384.0000 [2024-04-16 11:17:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_267.pth... [2024-04-16 11:17:22 INFO]: Validating... [2024-04-16 11:17:22 INFO]: Epoch (val) [267][1] loss_cls: 0.4993, loss_sal: 0.8645, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3640, mAP: 0.8644, best_mAP: 0.8731 [2024-04-16 11:17:22 INFO]: Epoch [268][1/1] lr: 0.0005, eta: 0:02:09, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5178, loss_sal: 0.1077, loss_video_cal: 0.0120, loss_layer_cal: 0.0082, loss: 0.6457, scale: 16384.0000 [2024-04-16 11:17:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_268.pth... [2024-04-16 11:17:22 INFO]: Validating... [2024-04-16 11:17:23 INFO]: Epoch (val) [268][1] loss_cls: 0.5002, loss_sal: 0.7492, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2496, mAP: 0.8644, best_mAP: 0.8731 [2024-04-16 11:17:23 INFO]: Epoch [269][1/1] lr: 0.0005, eta: 0:02:08, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5216, loss_sal: 0.1132, loss_video_cal: 0.0082, loss_layer_cal: 0.0138, loss: 0.6569, scale: 16384.0000 [2024-04-16 11:17:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_269.pth... [2024-04-16 11:17:23 INFO]: Validating... [2024-04-16 11:17:23 INFO]: Epoch (val) [269][1] loss_cls: 0.5014, loss_sal: 0.6866, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1882, mAP: 0.8508, best_mAP: 0.8731 [2024-04-16 11:17:23 INFO]: Epoch [270][1/1] lr: 0.0005, eta: 0:02:08, time: 0.037, data_time: 0.242, memory: 901, loss_cls: 0.5224, loss_sal: 0.0349, loss_video_cal: 0.0097, loss_layer_cal: 0.0118, loss: 0.5789, scale: 16384.0000 [2024-04-16 11:17:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_270.pth... [2024-04-16 11:17:23 INFO]: Validating... [2024-04-16 11:17:24 INFO]: Epoch (val) [270][1] loss_cls: 0.5027, loss_sal: 0.6425, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1454, mAP: 0.8508, best_mAP: 0.8731 [2024-04-16 11:17:24 INFO]: Epoch [271][1/1] lr: 0.0005, eta: 0:02:07, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5286, loss_sal: 0.0737, loss_video_cal: 0.0126, loss_layer_cal: 0.0128, loss: 0.6277, scale: 16384.0000 [2024-04-16 11:17:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_271.pth... [2024-04-16 11:17:24 INFO]: Validating... [2024-04-16 11:17:24 INFO]: Epoch (val) [271][1] loss_cls: 0.5037, loss_sal: 0.6165, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1204, mAP: 0.8508, best_mAP: 0.8731 [2024-04-16 11:17:24 INFO]: Epoch [272][1/1] lr: 0.0005, eta: 0:02:06, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5264, loss_sal: 0.1863, loss_video_cal: 0.0045, loss_layer_cal: 0.0092, loss: 0.7263, scale: 16384.0000 [2024-04-16 11:17:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_272.pth... [2024-04-16 11:17:25 INFO]: Validating... [2024-04-16 11:17:25 INFO]: Epoch (val) [272][1] loss_cls: 0.5050, loss_sal: 0.6199, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1250, mAP: 0.8373, best_mAP: 0.8731 [2024-04-16 11:17:25 INFO]: Epoch [273][1/1] lr: 0.0005, eta: 0:02:06, time: 0.037, data_time: 0.239, memory: 901, loss_cls: 0.5240, loss_sal: 0.0515, loss_video_cal: 0.0121, loss_layer_cal: 0.0060, loss: 0.5937, scale: 16384.0000 [2024-04-16 11:17:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_273.pth... [2024-04-16 11:17:25 INFO]: Validating... [2024-04-16 11:17:25 INFO]: Epoch (val) [273][1] loss_cls: 0.5076, loss_sal: 0.6426, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1504, mAP: 0.8305, best_mAP: 0.8731 [2024-04-16 11:17:26 INFO]: Epoch [274][1/1] lr: 0.0005, eta: 0:02:05, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5250, loss_sal: 0.0945, loss_video_cal: 0.0141, loss_layer_cal: 0.0083, loss: 0.6418, scale: 16384.0000 [2024-04-16 11:17:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_274.pth... [2024-04-16 11:17:26 INFO]: Validating... [2024-04-16 11:17:26 INFO]: Epoch (val) [274][1] loss_cls: 0.5127, loss_sal: 0.6904, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2033, mAP: 0.8431, best_mAP: 0.8731 [2024-04-16 11:17:26 INFO]: Epoch [275][1/1] lr: 0.0005, eta: 0:02:05, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5293, loss_sal: 0.2349, loss_video_cal: 0.0321, loss_layer_cal: 0.0099, loss: 0.8061, scale: 16384.0000 [2024-04-16 11:17:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_275.pth... [2024-04-16 11:17:26 INFO]: Validating... [2024-04-16 11:17:26 INFO]: Epoch (val) [275][1] loss_cls: 0.5290, loss_sal: 0.7933, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3224, mAP: 0.8271, best_mAP: 0.8731 [2024-04-16 11:17:27 INFO]: Epoch [276][1/1] lr: 0.0005, eta: 0:02:04, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5349, loss_sal: 0.0500, loss_video_cal: 0.0063, loss_layer_cal: 0.0133, loss: 0.6045, scale: 16384.0000 [2024-04-16 11:17:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_276.pth... [2024-04-16 11:17:27 INFO]: Validating... [2024-04-16 11:17:27 INFO]: Epoch (val) [276][1] loss_cls: 0.5399, loss_sal: 0.8280, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3681, mAP: 0.8321, best_mAP: 0.8731 [2024-04-16 11:17:27 INFO]: Epoch [277][1/1] lr: 0.0005, eta: 0:02:04, time: 0.037, data_time: 0.237, memory: 901, loss_cls: 0.5239, loss_sal: 0.1103, loss_video_cal: 0.0184, loss_layer_cal: 0.0181, loss: 0.6707, scale: 16384.0000 [2024-04-16 11:17:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_277.pth... [2024-04-16 11:17:27 INFO]: Validating... [2024-04-16 11:17:27 INFO]: Epoch (val) [277][1] loss_cls: 0.5483, loss_sal: 0.8617, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4102, mAP: 0.8029, best_mAP: 0.8731 [2024-04-16 11:17:28 INFO]: Epoch [278][1/1] lr: 0.0005, eta: 0:02:03, time: 0.037, data_time: 0.238, memory: 901, loss_cls: 0.5256, loss_sal: 0.0867, loss_video_cal: 0.0058, loss_layer_cal: 0.0129, loss: 0.6310, scale: 16384.0000 [2024-04-16 11:17:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_278.pth... [2024-04-16 11:17:28 INFO]: Validating... [2024-04-16 11:17:28 INFO]: Epoch (val) [278][1] loss_cls: 0.5479, loss_sal: 0.8861, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4343, mAP: 0.7410, best_mAP: 0.8731 [2024-04-16 11:17:28 INFO]: Epoch [279][1/1] lr: 0.0005, eta: 0:02:02, time: 0.039, data_time: 0.240, memory: 901, loss_cls: 0.5296, loss_sal: 0.0374, loss_video_cal: 0.0049, loss_layer_cal: 0.0125, loss: 0.5844, scale: 16384.0000 [2024-04-16 11:17:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_279.pth... [2024-04-16 11:17:28 INFO]: Validating... [2024-04-16 11:17:29 INFO]: Epoch (val) [279][1] loss_cls: 0.5379, loss_sal: 0.8958, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4340, mAP: 0.7384, best_mAP: 0.8731 [2024-04-16 11:17:29 INFO]: Epoch [280][1/1] lr: 0.0005, eta: 0:02:02, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5410, loss_sal: 0.1250, loss_video_cal: 0.0095, loss_layer_cal: 0.0166, loss: 0.6921, scale: 16384.0000 [2024-04-16 11:17:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_280.pth... [2024-04-16 11:17:29 INFO]: Validating... [2024-04-16 11:17:29 INFO]: Epoch (val) [280][1] loss_cls: 0.5206, loss_sal: 0.9246, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4455, mAP: 0.7300, best_mAP: 0.8731 [2024-04-16 11:17:29 INFO]: Epoch [281][1/1] lr: 0.0005, eta: 0:02:01, time: 0.037, data_time: 0.242, memory: 901, loss_cls: 0.5313, loss_sal: 0.0943, loss_video_cal: 0.0084, loss_layer_cal: 0.0082, loss: 0.6423, scale: 16384.0000 [2024-04-16 11:17:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_281.pth... [2024-04-16 11:17:29 INFO]: Validating... [2024-04-16 11:17:30 INFO]: Epoch (val) [281][1] loss_cls: 0.5062, loss_sal: 0.9158, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4223, mAP: 0.7402, best_mAP: 0.8731 [2024-04-16 11:17:30 INFO]: Epoch [282][1/1] lr: 0.0005, eta: 0:02:01, time: 0.039, data_time: 0.239, memory: 901, loss_cls: 0.5248, loss_sal: 0.2069, loss_video_cal: 0.0142, loss_layer_cal: 0.0129, loss: 0.7588, scale: 16384.0000 [2024-04-16 11:17:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_282.pth... [2024-04-16 11:17:30 INFO]: Validating... [2024-04-16 11:17:30 INFO]: Epoch (val) [282][1] loss_cls: 0.5002, loss_sal: 0.9649, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.4653, mAP: 0.7407, best_mAP: 0.8731 [2024-04-16 11:17:30 INFO]: Epoch [283][1/1] lr: 0.0005, eta: 0:02:00, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5363, loss_sal: 0.1392, loss_video_cal: 0.0097, loss_layer_cal: 0.0077, loss: 0.6929, scale: 16384.0000 [2024-04-16 11:17:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_283.pth... [2024-04-16 11:17:31 INFO]: Validating... [2024-04-16 11:17:31 INFO]: Epoch (val) [283][1] loss_cls: 0.4986, loss_sal: 1.0060, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.5049, mAP: 0.8152, best_mAP: 0.8731 [2024-04-16 11:17:31 INFO]: Epoch [284][1/1] lr: 0.0005, eta: 0:02:00, time: 0.037, data_time: 0.242, memory: 901, loss_cls: 0.5335, loss_sal: 0.1276, loss_video_cal: 0.0140, loss_layer_cal: 0.0136, loss: 0.6887, scale: 16384.0000 [2024-04-16 11:17:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_284.pth... [2024-04-16 11:17:31 INFO]: Validating... [2024-04-16 11:17:31 INFO]: Epoch (val) [284][1] loss_cls: 0.4978, loss_sal: 1.0090, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.5071, mAP: 0.8122, best_mAP: 0.8731 [2024-04-16 11:17:32 INFO]: Epoch [285][1/1] lr: 0.0005, eta: 0:01:59, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5282, loss_sal: 0.2008, loss_video_cal: 0.0056, loss_layer_cal: 0.0117, loss: 0.7462, scale: 16384.0000 [2024-04-16 11:17:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_285.pth... [2024-04-16 11:17:32 INFO]: Validating... [2024-04-16 11:17:32 INFO]: Epoch (val) [285][1] loss_cls: 0.4968, loss_sal: 0.9797, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.4768, mAP: 0.8171, best_mAP: 0.8731 [2024-04-16 11:17:32 INFO]: Epoch [286][1/1] lr: 0.0005, eta: 0:01:59, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5357, loss_sal: 0.1885, loss_video_cal: 0.0148, loss_layer_cal: 0.0122, loss: 0.7512, scale: 16384.0000 [2024-04-16 11:17:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_286.pth... [2024-04-16 11:17:32 INFO]: Validating... [2024-04-16 11:17:32 INFO]: Epoch (val) [286][1] loss_cls: 0.4990, loss_sal: 0.9362, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.4355, mAP: 0.6313, best_mAP: 0.8731 [2024-04-16 11:17:33 INFO]: Epoch [287][1/1] lr: 0.0005, eta: 0:01:58, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5186, loss_sal: 0.0958, loss_video_cal: 0.0138, loss_layer_cal: 0.0076, loss: 0.6358, scale: 16384.0000 [2024-04-16 11:17:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_287.pth... [2024-04-16 11:17:33 INFO]: Validating... [2024-04-16 11:17:33 INFO]: Epoch (val) [287][1] loss_cls: 0.5058, loss_sal: 0.8687, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.3748, mAP: 0.6759, best_mAP: 0.8731 [2024-04-16 11:17:33 INFO]: Epoch [288][1/1] lr: 0.0005, eta: 0:01:57, time: 0.037, data_time: 0.237, memory: 901, loss_cls: 0.5228, loss_sal: 0.1902, loss_video_cal: 0.0202, loss_layer_cal: 0.0143, loss: 0.7475, scale: 16384.0000 [2024-04-16 11:17:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_288.pth... [2024-04-16 11:17:33 INFO]: Validating... [2024-04-16 11:17:34 INFO]: Epoch (val) [288][1] loss_cls: 0.5173, loss_sal: 0.8043, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.3220, mAP: 0.6764, best_mAP: 0.8731 [2024-04-16 11:17:34 INFO]: Epoch [289][1/1] lr: 0.0005, eta: 0:01:57, time: 0.038, data_time: 0.242, memory: 901, loss_cls: 0.5199, loss_sal: 0.1167, loss_video_cal: 0.0115, loss_layer_cal: 0.0104, loss: 0.6585, scale: 16384.0000 [2024-04-16 11:17:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_289.pth... [2024-04-16 11:17:34 INFO]: Validating... [2024-04-16 11:17:34 INFO]: Epoch (val) [289][1] loss_cls: 0.5284, loss_sal: 0.7706, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2993, mAP: 0.6844, best_mAP: 0.8731 [2024-04-16 11:17:34 INFO]: Epoch [290][1/1] lr: 0.0005, eta: 0:01:56, time: 0.037, data_time: 0.242, memory: 901, loss_cls: 0.5223, loss_sal: 0.0812, loss_video_cal: 0.0100, loss_layer_cal: 0.0127, loss: 0.6263, scale: 16384.0000 [2024-04-16 11:17:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_290.pth... [2024-04-16 11:17:34 INFO]: Validating... [2024-04-16 11:17:35 INFO]: Epoch (val) [290][1] loss_cls: 0.5351, loss_sal: 0.7580, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2934, mAP: 0.6886, best_mAP: 0.8731 [2024-04-16 11:17:35 INFO]: Epoch [291][1/1] lr: 0.0005, eta: 0:01:56, time: 0.037, data_time: 0.243, memory: 901, loss_cls: 0.5263, loss_sal: 0.0579, loss_video_cal: 0.0090, loss_layer_cal: 0.0211, loss: 0.6143, scale: 16384.0000 [2024-04-16 11:17:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_291.pth... [2024-04-16 11:17:35 INFO]: Validating... [2024-04-16 11:17:35 INFO]: Epoch (val) [291][1] loss_cls: 0.5353, loss_sal: 0.7603, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2959, mAP: 0.6810, best_mAP: 0.8731 [2024-04-16 11:17:35 INFO]: Epoch [292][1/1] lr: 0.0005, eta: 0:01:55, time: 0.037, data_time: 0.243, memory: 901, loss_cls: 0.5269, loss_sal: 0.1067, loss_video_cal: 0.0147, loss_layer_cal: 0.0132, loss: 0.6615, scale: 16384.0000 [2024-04-16 11:17:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_292.pth... [2024-04-16 11:17:36 INFO]: Validating... [2024-04-16 11:17:36 INFO]: Epoch (val) [292][1] loss_cls: 0.5293, loss_sal: 0.7649, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2945, mAP: 0.7044, best_mAP: 0.8731 [2024-04-16 11:17:36 INFO]: Epoch [293][1/1] lr: 0.0005, eta: 0:01:55, time: 0.038, data_time: 0.243, memory: 901, loss_cls: 0.5251, loss_sal: 0.1750, loss_video_cal: 0.0232, loss_layer_cal: 0.0082, loss: 0.7314, scale: 16384.0000 [2024-04-16 11:17:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_293.pth... [2024-04-16 11:17:36 INFO]: Validating... [2024-04-16 11:17:36 INFO]: Epoch (val) [293][1] loss_cls: 0.5233, loss_sal: 0.7631, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2867, mAP: 0.7023, best_mAP: 0.8731 [2024-04-16 11:17:37 INFO]: Epoch [294][1/1] lr: 0.0005, eta: 0:01:54, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5237, loss_sal: 0.1340, loss_video_cal: 0.0124, loss_layer_cal: 0.0235, loss: 0.6936, scale: 16384.0000 [2024-04-16 11:17:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_294.pth... [2024-04-16 11:17:37 INFO]: Validating... [2024-04-16 11:17:37 INFO]: Epoch (val) [294][1] loss_cls: 0.5157, loss_sal: 0.7538, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2697, mAP: 0.7008, best_mAP: 0.8731 [2024-04-16 11:17:37 INFO]: Epoch [295][1/1] lr: 0.0005, eta: 0:01:54, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5226, loss_sal: 0.1077, loss_video_cal: 0.0047, loss_layer_cal: 0.0083, loss: 0.6433, scale: 16384.0000 [2024-04-16 11:17:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_295.pth... [2024-04-16 11:17:37 INFO]: Validating... [2024-04-16 11:17:37 INFO]: Epoch (val) [295][1] loss_cls: 0.5110, loss_sal: 0.7753, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2866, mAP: 0.7008, best_mAP: 0.8731 [2024-04-16 11:17:38 INFO]: Epoch [296][1/1] lr: 0.0005, eta: 0:01:53, time: 0.038, data_time: 0.237, memory: 901, loss_cls: 0.5308, loss_sal: 0.0558, loss_video_cal: 0.0087, loss_layer_cal: 0.0123, loss: 0.6077, scale: 16384.0000 [2024-04-16 11:17:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_296.pth... [2024-04-16 11:17:38 INFO]: Validating... [2024-04-16 11:17:38 INFO]: Epoch (val) [296][1] loss_cls: 0.5102, loss_sal: 0.8106, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.3210, mAP: 0.6783, best_mAP: 0.8731 [2024-04-16 11:17:38 INFO]: Epoch [297][1/1] lr: 0.0005, eta: 0:01:52, time: 0.038, data_time: 0.243, memory: 901, loss_cls: 0.5187, loss_sal: 0.1167, loss_video_cal: 0.0197, loss_layer_cal: 0.0052, loss: 0.6603, scale: 16384.0000 [2024-04-16 11:17:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_297.pth... [2024-04-16 11:17:38 INFO]: Validating... [2024-04-16 11:17:39 INFO]: Epoch (val) [297][1] loss_cls: 0.5091, loss_sal: 0.8401, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.3494, mAP: 0.6783, best_mAP: 0.8731 [2024-04-16 11:17:39 INFO]: Epoch [298][1/1] lr: 0.0005, eta: 0:01:52, time: 0.037, data_time: 0.239, memory: 901, loss_cls: 0.5241, loss_sal: 0.0627, loss_video_cal: 0.0149, loss_layer_cal: 0.0131, loss: 0.6149, scale: 16384.0000 [2024-04-16 11:17:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_298.pth... [2024-04-16 11:17:39 INFO]: Validating... [2024-04-16 11:17:39 INFO]: Epoch (val) [298][1] loss_cls: 0.5073, loss_sal: 0.8572, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.3647, mAP: 0.6818, best_mAP: 0.8731 [2024-04-16 11:17:39 INFO]: Epoch [299][1/1] lr: 0.0005, eta: 0:01:51, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5245, loss_sal: 0.0652, loss_video_cal: 0.0100, loss_layer_cal: 0.0062, loss: 0.6059, scale: 16384.0000 [2024-04-16 11:17:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_299.pth... [2024-04-16 11:17:39 INFO]: Validating... [2024-04-16 11:17:40 INFO]: Epoch (val) [299][1] loss_cls: 0.5058, loss_sal: 0.8612, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.3672, mAP: 0.6818, best_mAP: 0.8731 [2024-04-16 11:17:40 INFO]: Epoch [300][1/1] lr: 0.0005, eta: 0:01:51, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5209, loss_sal: 0.1107, loss_video_cal: 0.0085, loss_layer_cal: 0.0100, loss: 0.6500, scale: 16384.0000 [2024-04-16 11:17:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_300.pth... [2024-04-16 11:17:40 INFO]: Validating... [2024-04-16 11:17:40 INFO]: Epoch (val) [300][1] loss_cls: 0.5092, loss_sal: 0.9637, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.4732, mAP: 0.6981, best_mAP: 0.8731 [2024-04-16 11:17:40 INFO]: Epoch [301][1/1] lr: 0.0005, eta: 0:01:50, time: 0.037, data_time: 0.239, memory: 901, loss_cls: 0.5216, loss_sal: 0.0836, loss_video_cal: 0.0100, loss_layer_cal: 0.0197, loss: 0.6349, scale: 16384.0000 [2024-04-16 11:17:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_301.pth... [2024-04-16 11:17:41 INFO]: Validating... [2024-04-16 11:17:41 INFO]: Epoch (val) [301][1] loss_cls: 0.5150, loss_sal: 1.0285, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5438, mAP: 0.6840, best_mAP: 0.8731 [2024-04-16 11:17:41 INFO]: Epoch [302][1/1] lr: 0.0005, eta: 0:01:50, time: 0.037, data_time: 0.239, memory: 901, loss_cls: 0.5214, loss_sal: 0.0883, loss_video_cal: 0.0090, loss_layer_cal: 0.0090, loss: 0.6277, scale: 16384.0000 [2024-04-16 11:17:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_302.pth... [2024-04-16 11:17:41 INFO]: Validating... [2024-04-16 11:17:41 INFO]: Epoch (val) [302][1] loss_cls: 0.5196, loss_sal: 1.0671, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5869, mAP: 0.6817, best_mAP: 0.8731 [2024-04-16 11:17:42 INFO]: Epoch [303][1/1] lr: 0.0005, eta: 0:01:49, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5253, loss_sal: 0.0832, loss_video_cal: 0.0079, loss_layer_cal: 0.0104, loss: 0.6269, scale: 16384.0000 [2024-04-16 11:17:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_303.pth... [2024-04-16 11:17:42 INFO]: Validating... [2024-04-16 11:17:42 INFO]: Epoch (val) [303][1] loss_cls: 0.5190, loss_sal: 1.0935, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.6127, mAP: 0.6566, best_mAP: 0.8731 [2024-04-16 11:17:42 INFO]: Epoch [304][1/1] lr: 0.0005, eta: 0:01:48, time: 0.037, data_time: 0.242, memory: 901, loss_cls: 0.5194, loss_sal: 0.1341, loss_video_cal: 0.0250, loss_layer_cal: 0.0120, loss: 0.6904, scale: 16384.0000 [2024-04-16 11:17:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_304.pth... [2024-04-16 11:17:42 INFO]: Validating... [2024-04-16 11:17:42 INFO]: Epoch (val) [304][1] loss_cls: 0.5149, loss_sal: 1.1129, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.6281, mAP: 0.6566, best_mAP: 0.8731 [2024-04-16 11:17:43 INFO]: Epoch [305][1/1] lr: 0.0005, eta: 0:01:48, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5211, loss_sal: 0.0793, loss_video_cal: 0.0196, loss_layer_cal: 0.0079, loss: 0.6279, scale: 16384.0000 [2024-04-16 11:17:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_305.pth... [2024-04-16 11:17:43 INFO]: Validating... [2024-04-16 11:17:43 INFO]: Epoch (val) [305][1] loss_cls: 0.5087, loss_sal: 1.1328, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.6417, mAP: 0.6216, best_mAP: 0.8731 [2024-04-16 11:17:43 INFO]: Epoch [306][1/1] lr: 0.0005, eta: 0:01:47, time: 0.037, data_time: 0.245, memory: 901, loss_cls: 0.5192, loss_sal: 0.0479, loss_video_cal: 0.0086, loss_layer_cal: 0.0078, loss: 0.5835, scale: 16384.0000 [2024-04-16 11:17:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_306.pth... [2024-04-16 11:17:43 INFO]: Validating... [2024-04-16 11:17:43 INFO]: Epoch (val) [306][1] loss_cls: 0.5044, loss_sal: 1.1499, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.6546, mAP: 0.6328, best_mAP: 0.8731 [2024-04-16 11:17:44 INFO]: Epoch [307][1/1] lr: 0.0005, eta: 0:01:47, time: 0.037, data_time: 0.237, memory: 901, loss_cls: 0.5169, loss_sal: 0.0477, loss_video_cal: 0.0075, loss_layer_cal: 0.0087, loss: 0.5807, scale: 16384.0000 [2024-04-16 11:17:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_307.pth... [2024-04-16 11:17:44 INFO]: Validating... [2024-04-16 11:17:44 INFO]: Epoch (val) [307][1] loss_cls: 0.4999, loss_sal: 1.1432, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.6433, mAP: 0.6528, best_mAP: 0.8731 [2024-04-16 11:17:44 INFO]: Epoch [308][1/1] lr: 0.0005, eta: 0:01:46, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5190, loss_sal: 0.1793, loss_video_cal: 0.0150, loss_layer_cal: 0.0083, loss: 0.7216, scale: 16384.0000 [2024-04-16 11:17:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_308.pth... [2024-04-16 11:17:44 INFO]: Validating... [2024-04-16 11:17:45 INFO]: Epoch (val) [308][1] loss_cls: 0.5024, loss_sal: 1.1345, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.6370, mAP: 0.6173, best_mAP: 0.8731 [2024-04-16 11:17:45 INFO]: Epoch [309][1/1] lr: 0.0005, eta: 0:01:46, time: 0.037, data_time: 0.238, memory: 901, loss_cls: 0.5194, loss_sal: 0.0634, loss_video_cal: 0.0198, loss_layer_cal: 0.0195, loss: 0.6220, scale: 16384.0000 [2024-04-16 11:17:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_309.pth... [2024-04-16 11:17:45 INFO]: Validating... [2024-04-16 11:17:45 INFO]: Epoch (val) [309][1] loss_cls: 0.5071, loss_sal: 1.1161, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.6234, mAP: 0.6256, best_mAP: 0.8731 [2024-04-16 11:17:45 INFO]: Epoch [310][1/1] lr: 0.0005, eta: 0:01:45, time: 0.037, data_time: 0.238, memory: 901, loss_cls: 0.5166, loss_sal: 0.0846, loss_video_cal: 0.0069, loss_layer_cal: 0.0052, loss: 0.6133, scale: 16384.0000 [2024-04-16 11:17:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_310.pth... [2024-04-16 11:17:45 INFO]: Validating... [2024-04-16 11:17:46 INFO]: Epoch (val) [310][1] loss_cls: 0.5135, loss_sal: 1.1065, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.6202, mAP: 0.5983, best_mAP: 0.8731 [2024-04-16 11:17:46 INFO]: Epoch [311][1/1] lr: 0.0005, eta: 0:01:45, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5149, loss_sal: 0.0732, loss_video_cal: 0.0058, loss_layer_cal: 0.0122, loss: 0.6061, scale: 16384.0000 [2024-04-16 11:17:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_311.pth... [2024-04-16 11:17:46 INFO]: Validating... [2024-04-16 11:17:46 INFO]: Epoch (val) [311][1] loss_cls: 0.5186, loss_sal: 1.0796, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5984, mAP: 0.5983, best_mAP: 0.8731 [2024-04-16 11:17:46 INFO]: Epoch [312][1/1] lr: 0.0005, eta: 0:01:44, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5144, loss_sal: 0.1008, loss_video_cal: 0.0082, loss_layer_cal: 0.0053, loss: 0.6287, scale: 16384.0000 [2024-04-16 11:17:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_312.pth... [2024-04-16 11:17:47 INFO]: Validating... [2024-04-16 11:17:47 INFO]: Epoch (val) [312][1] loss_cls: 0.5239, loss_sal: 1.0712, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5953, mAP: 0.7956, best_mAP: 0.8731 [2024-04-16 11:17:47 INFO]: Epoch [313][1/1] lr: 0.0005, eta: 0:01:43, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5168, loss_sal: 0.0701, loss_video_cal: 0.0098, loss_layer_cal: 0.0097, loss: 0.6063, scale: 16384.0000 [2024-04-16 11:17:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_313.pth... [2024-04-16 11:17:47 INFO]: Validating... [2024-04-16 11:17:47 INFO]: Epoch (val) [313][1] loss_cls: 0.5239, loss_sal: 1.0551, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5792, mAP: 0.7751, best_mAP: 0.8731 [2024-04-16 11:17:48 INFO]: Epoch [314][1/1] lr: 0.0005, eta: 0:01:43, time: 0.037, data_time: 0.237, memory: 901, loss_cls: 0.5128, loss_sal: 0.0437, loss_video_cal: 0.0076, loss_layer_cal: 0.0103, loss: 0.5745, scale: 16384.0000 [2024-04-16 11:17:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_314.pth... [2024-04-16 11:17:48 INFO]: Validating... [2024-04-16 11:17:48 INFO]: Epoch (val) [314][1] loss_cls: 0.5210, loss_sal: 1.0298, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5509, mAP: 0.7229, best_mAP: 0.8731 [2024-04-16 11:17:48 INFO]: Epoch [315][1/1] lr: 0.0005, eta: 0:01:42, time: 0.037, data_time: 0.239, memory: 901, loss_cls: 0.5155, loss_sal: 0.0490, loss_video_cal: 0.0088, loss_layer_cal: 0.0074, loss: 0.5807, scale: 16384.0000 [2024-04-16 11:17:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_315.pth... [2024-04-16 11:17:48 INFO]: Validating... [2024-04-16 11:17:48 INFO]: Epoch (val) [315][1] loss_cls: 0.5148, loss_sal: 1.0035, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5185, mAP: 0.6985, best_mAP: 0.8731 [2024-04-16 11:17:49 INFO]: Epoch [316][1/1] lr: 0.0005, eta: 0:01:42, time: 0.037, data_time: 0.248, memory: 901, loss_cls: 0.5145, loss_sal: 0.0477, loss_video_cal: 0.0076, loss_layer_cal: 0.0076, loss: 0.5774, scale: 16384.0000 [2024-04-16 11:17:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_316.pth... [2024-04-16 11:17:49 INFO]: Validating... [2024-04-16 11:17:49 INFO]: Epoch (val) [316][1] loss_cls: 0.5086, loss_sal: 0.9579, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4666, mAP: 0.6966, best_mAP: 0.8731 [2024-04-16 11:17:49 INFO]: Epoch [317][1/1] lr: 0.0005, eta: 0:01:41, time: 0.038, data_time: 0.237, memory: 901, loss_cls: 0.5178, loss_sal: 0.0653, loss_video_cal: 0.0063, loss_layer_cal: 0.0055, loss: 0.5949, scale: 16384.0000 [2024-04-16 11:17:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_317.pth... [2024-04-16 11:17:49 INFO]: Validating... [2024-04-16 11:17:50 INFO]: Epoch (val) [317][1] loss_cls: 0.5062, loss_sal: 0.9343, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4406, mAP: 0.7482, best_mAP: 0.8731 [2024-04-16 11:17:50 INFO]: Epoch [318][1/1] lr: 0.0005, eta: 0:01:41, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5171, loss_sal: 0.0981, loss_video_cal: 0.0085, loss_layer_cal: 0.0077, loss: 0.6313, scale: 16384.0000 [2024-04-16 11:17:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_318.pth... [2024-04-16 11:17:50 INFO]: Validating... [2024-04-16 11:17:50 INFO]: Epoch (val) [318][1] loss_cls: 0.5078, loss_sal: 0.9300, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4380, mAP: 0.8247, best_mAP: 0.8731 [2024-04-16 11:17:50 INFO]: Epoch [319][1/1] lr: 0.0005, eta: 0:01:40, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5154, loss_sal: 0.1013, loss_video_cal: 0.0189, loss_layer_cal: 0.0051, loss: 0.6407, scale: 16384.0000 [2024-04-16 11:17:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_319.pth... [2024-04-16 11:17:50 INFO]: Validating... [2024-04-16 11:17:51 INFO]: Epoch (val) [319][1] loss_cls: 0.5107, loss_sal: 0.9447, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4556, mAP: 0.8176, best_mAP: 0.8731 [2024-04-16 11:17:51 INFO]: Epoch [320][1/1] lr: 0.0005, eta: 0:01:40, time: 0.037, data_time: 0.243, memory: 901, loss_cls: 0.5179, loss_sal: 0.2175, loss_video_cal: 0.0127, loss_layer_cal: 0.0111, loss: 0.7592, scale: 16384.0000 [2024-04-16 11:17:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_320.pth... [2024-04-16 11:17:51 INFO]: Validating... [2024-04-16 11:17:51 INFO]: Epoch (val) [320][1] loss_cls: 0.5184, loss_sal: 0.9851, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5037, mAP: 0.7922, best_mAP: 0.8731 [2024-04-16 11:17:51 INFO]: Epoch [321][1/1] lr: 0.0005, eta: 0:01:39, time: 0.037, data_time: 0.239, memory: 901, loss_cls: 0.5186, loss_sal: 0.0467, loss_video_cal: 0.0085, loss_layer_cal: 0.0082, loss: 0.5820, scale: 16384.0000 [2024-04-16 11:17:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_321.pth... [2024-04-16 11:17:52 INFO]: Validating... [2024-04-16 11:17:52 INFO]: Epoch (val) [321][1] loss_cls: 0.5215, loss_sal: 1.0159, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5375, mAP: 0.7275, best_mAP: 0.8731 [2024-04-16 11:17:52 INFO]: Epoch [322][1/1] lr: 0.0005, eta: 0:01:38, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5163, loss_sal: 0.1715, loss_video_cal: 0.0165, loss_layer_cal: 0.0060, loss: 0.7104, scale: 16384.0000 [2024-04-16 11:17:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_322.pth... [2024-04-16 11:17:52 INFO]: Validating... [2024-04-16 11:17:52 INFO]: Epoch (val) [322][1] loss_cls: 0.5209, loss_sal: 1.0505, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5715, mAP: 0.7074, best_mAP: 0.8731 [2024-04-16 11:17:53 INFO]: Epoch [323][1/1] lr: 0.0005, eta: 0:01:38, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5158, loss_sal: 0.0763, loss_video_cal: 0.0141, loss_layer_cal: 0.0056, loss: 0.6119, scale: 16384.0000 [2024-04-16 11:17:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_323.pth... [2024-04-16 11:17:53 INFO]: Validating... [2024-04-16 11:17:53 INFO]: Epoch (val) [323][1] loss_cls: 0.5174, loss_sal: 1.0739, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5915, mAP: 0.7203, best_mAP: 0.8731 [2024-04-16 11:17:53 INFO]: Epoch [324][1/1] lr: 0.0005, eta: 0:01:37, time: 0.038, data_time: 0.237, memory: 901, loss_cls: 0.5184, loss_sal: 0.0775, loss_video_cal: 0.0122, loss_layer_cal: 0.0035, loss: 0.6116, scale: 16384.0000 [2024-04-16 11:17:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_324.pth... [2024-04-16 11:17:53 INFO]: Validating... [2024-04-16 11:17:53 INFO]: Epoch (val) [324][1] loss_cls: 0.5105, loss_sal: 1.0989, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6095, mAP: 0.7965, best_mAP: 0.8731 [2024-04-16 11:17:54 INFO]: Epoch [325][1/1] lr: 0.0005, eta: 0:01:37, time: 0.037, data_time: 0.243, memory: 901, loss_cls: 0.5190, loss_sal: 0.0732, loss_video_cal: 0.0069, loss_layer_cal: 0.0057, loss: 0.6048, scale: 16384.0000 [2024-04-16 11:17:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_325.pth... [2024-04-16 11:17:54 INFO]: Validating... [2024-04-16 11:17:54 INFO]: Epoch (val) [325][1] loss_cls: 0.5041, loss_sal: 1.1195, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6237, mAP: 0.7998, best_mAP: 0.8731 [2024-04-16 11:17:54 INFO]: Epoch [326][1/1] lr: 0.0005, eta: 0:01:36, time: 0.038, data_time: 0.242, memory: 901, loss_cls: 0.5180, loss_sal: 0.1707, loss_video_cal: 0.0082, loss_layer_cal: 0.0067, loss: 0.7036, scale: 16384.0000 [2024-04-16 11:17:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_326.pth... [2024-04-16 11:17:54 INFO]: Validating... [2024-04-16 11:17:54 INFO]: Epoch (val) [326][1] loss_cls: 0.5004, loss_sal: 1.1271, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6276, mAP: 0.7749, best_mAP: 0.8731 [2024-04-16 11:17:55 INFO]: Epoch [327][1/1] lr: 0.0005, eta: 0:01:36, time: 0.037, data_time: 0.243, memory: 901, loss_cls: 0.5185, loss_sal: 0.0986, loss_video_cal: 0.0118, loss_layer_cal: 0.0114, loss: 0.6403, scale: 16384.0000 [2024-04-16 11:17:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_327.pth... [2024-04-16 11:17:55 INFO]: Validating... [2024-04-16 11:17:55 INFO]: Epoch (val) [327][1] loss_cls: 0.4976, loss_sal: 1.1171, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6149, mAP: 0.7946, best_mAP: 0.8731 [2024-04-16 11:17:55 INFO]: Epoch [328][1/1] lr: 0.0005, eta: 0:01:35, time: 0.038, data_time: 0.244, memory: 901, loss_cls: 0.5172, loss_sal: 0.0690, loss_video_cal: 0.0133, loss_layer_cal: 0.0086, loss: 0.6081, scale: 16384.0000 [2024-04-16 11:17:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_328.pth... [2024-04-16 11:17:55 INFO]: Validating... [2024-04-16 11:17:56 INFO]: Epoch (val) [328][1] loss_cls: 0.4956, loss_sal: 1.0941, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5899, mAP: 0.8216, best_mAP: 0.8731 [2024-04-16 11:17:56 INFO]: Epoch [329][1/1] lr: 0.0005, eta: 0:01:35, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5186, loss_sal: 0.0349, loss_video_cal: 0.0083, loss_layer_cal: 0.0061, loss: 0.5680, scale: 16384.0000 [2024-04-16 11:17:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_329.pth... [2024-04-16 11:17:56 INFO]: Validating... [2024-04-16 11:17:56 INFO]: Epoch (val) [329][1] loss_cls: 0.4943, loss_sal: 1.0627, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5572, mAP: 0.8213, best_mAP: 0.8731 [2024-04-16 11:17:56 INFO]: Epoch [330][1/1] lr: 0.0005, eta: 0:01:34, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5186, loss_sal: 0.1475, loss_video_cal: 0.0084, loss_layer_cal: 0.0108, loss: 0.6852, scale: 16384.0000 [2024-04-16 11:17:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_330.pth... [2024-04-16 11:17:56 INFO]: Validating... [2024-04-16 11:17:57 INFO]: Epoch (val) [330][1] loss_cls: 0.4941, loss_sal: 1.0464, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5407, mAP: 0.8243, best_mAP: 0.8731 [2024-04-16 11:17:57 INFO]: Epoch [331][1/1] lr: 0.0005, eta: 0:01:33, time: 0.037, data_time: 0.236, memory: 901, loss_cls: 0.5225, loss_sal: 0.0583, loss_video_cal: 0.0127, loss_layer_cal: 0.0103, loss: 0.6037, scale: 16384.0000 [2024-04-16 11:17:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_331.pth... [2024-04-16 11:17:57 INFO]: Validating... [2024-04-16 11:17:57 INFO]: Epoch (val) [331][1] loss_cls: 0.4961, loss_sal: 1.1439, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6401, mAP: 0.8521, best_mAP: 0.8731 [2024-04-16 11:17:57 INFO]: Epoch [332][1/1] lr: 0.0005, eta: 0:01:33, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5160, loss_sal: 0.0646, loss_video_cal: 0.0140, loss_layer_cal: 0.0065, loss: 0.6012, scale: 16384.0000 [2024-04-16 11:17:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_332.pth... [2024-04-16 11:17:58 INFO]: Validating... [2024-04-16 11:17:58 INFO]: Epoch (val) [332][1] loss_cls: 0.4988, loss_sal: 1.2410, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7399, mAP: 0.8682, best_mAP: 0.8731 [2024-04-16 11:17:58 INFO]: Epoch [333][1/1] lr: 0.0005, eta: 0:01:32, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5142, loss_sal: 0.0815, loss_video_cal: 0.0070, loss_layer_cal: 0.0082, loss: 0.6110, scale: 16384.0000 [2024-04-16 11:17:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_333.pth... [2024-04-16 11:17:58 INFO]: Validating... [2024-04-16 11:17:58 INFO]: Epoch (val) [333][1] loss_cls: 0.5012, loss_sal: 1.3152, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.8166, mAP: 0.8518, best_mAP: 0.8731 [2024-04-16 11:17:59 INFO]: Epoch [334][1/1] lr: 0.0005, eta: 0:01:32, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5173, loss_sal: 0.0744, loss_video_cal: 0.0098, loss_layer_cal: 0.0090, loss: 0.6105, scale: 16384.0000 [2024-04-16 11:17:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_334.pth... [2024-04-16 11:17:59 INFO]: Validating... [2024-04-16 11:17:59 INFO]: Epoch (val) [334][1] loss_cls: 0.5032, loss_sal: 1.3797, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.8830, mAP: 0.8715, best_mAP: 0.8731 [2024-04-16 11:17:59 INFO]: Epoch [335][1/1] lr: 0.0005, eta: 0:01:31, time: 0.037, data_time: 0.243, memory: 901, loss_cls: 0.5155, loss_sal: 0.0873, loss_video_cal: 0.0049, loss_layer_cal: 0.0057, loss: 0.6134, scale: 16384.0000 [2024-04-16 11:17:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_335.pth... [2024-04-16 11:17:59 INFO]: Validating... [2024-04-16 11:17:59 INFO]: Epoch (val) [335][1] loss_cls: 0.5034, loss_sal: 1.4190, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.9225, mAP: 0.8715, best_mAP: 0.8731 [2024-04-16 11:18:00 INFO]: Epoch [336][1/1] lr: 0.0005, eta: 0:01:31, time: 0.038, data_time: 0.244, memory: 901, loss_cls: 0.5167, loss_sal: 0.1044, loss_video_cal: 0.0046, loss_layer_cal: 0.0061, loss: 0.6317, scale: 16384.0000 [2024-04-16 11:18:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_336.pth... [2024-04-16 11:18:00 INFO]: Validating... [2024-04-16 11:18:00 INFO]: Epoch (val) [336][1] loss_cls: 0.5040, loss_sal: 1.4486, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.9527, mAP: 0.8715, best_mAP: 0.8731 [2024-04-16 11:18:00 INFO]: Epoch [337][1/1] lr: 0.0005, eta: 0:01:30, time: 0.037, data_time: 0.239, memory: 901, loss_cls: 0.5161, loss_sal: 0.1008, loss_video_cal: 0.0132, loss_layer_cal: 0.0056, loss: 0.6356, scale: 16384.0000 [2024-04-16 11:18:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_337.pth... [2024-04-16 11:18:00 INFO]: Validating... [2024-04-16 11:18:01 INFO]: Epoch (val) [337][1] loss_cls: 0.5044, loss_sal: 1.4659, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.9704, mAP: 0.8680, best_mAP: 0.8731 [2024-04-16 11:18:01 INFO]: Epoch [338][1/1] lr: 0.0005, eta: 0:01:29, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5140, loss_sal: 0.0470, loss_video_cal: 0.0071, loss_layer_cal: 0.0073, loss: 0.5755, scale: 16384.0000 [2024-04-16 11:18:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_338.pth... [2024-04-16 11:18:01 INFO]: Validating... [2024-04-16 11:18:01 INFO]: Epoch (val) [338][1] loss_cls: 0.5037, loss_sal: 1.4707, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.9745, mAP: 0.8396, best_mAP: 0.8731 [2024-04-16 11:18:01 INFO]: Epoch [339][1/1] lr: 0.0005, eta: 0:01:29, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5159, loss_sal: 0.0278, loss_video_cal: 0.0058, loss_layer_cal: 0.0043, loss: 0.5538, scale: 16384.0000 [2024-04-16 11:18:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_339.pth... [2024-04-16 11:18:01 INFO]: Validating... [2024-04-16 11:18:02 INFO]: Epoch (val) [339][1] loss_cls: 0.5017, loss_sal: 1.4628, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.9646, mAP: 0.8396, best_mAP: 0.8731 [2024-04-16 11:18:02 INFO]: Epoch [340][1/1] lr: 0.0005, eta: 0:01:28, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5166, loss_sal: 0.0714, loss_video_cal: 0.0129, loss_layer_cal: 0.0069, loss: 0.6078, scale: 16384.0000 [2024-04-16 11:18:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_340.pth... [2024-04-16 11:18:02 INFO]: Validating... [2024-04-16 11:18:02 INFO]: Epoch (val) [340][1] loss_cls: 0.4984, loss_sal: 1.4394, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.9379, mAP: 0.8069, best_mAP: 0.8731 [2024-04-16 11:18:02 INFO]: Epoch [341][1/1] lr: 0.0005, eta: 0:01:28, time: 0.037, data_time: 0.242, memory: 901, loss_cls: 0.5159, loss_sal: 0.0757, loss_video_cal: 0.0042, loss_layer_cal: 0.0077, loss: 0.6036, scale: 16384.0000 [2024-04-16 11:18:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_341.pth... [2024-04-16 11:18:03 INFO]: Validating... [2024-04-16 11:18:03 INFO]: Epoch (val) [341][1] loss_cls: 0.4967, loss_sal: 1.4034, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.9002, mAP: 0.7592, best_mAP: 0.8731 [2024-04-16 11:18:03 INFO]: Epoch [342][1/1] lr: 0.0005, eta: 0:01:27, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5155, loss_sal: 0.1630, loss_video_cal: 0.0168, loss_layer_cal: 0.0047, loss: 0.7001, scale: 16384.0000 [2024-04-16 11:18:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_342.pth... [2024-04-16 11:18:03 INFO]: Validating... [2024-04-16 11:18:03 INFO]: Epoch (val) [342][1] loss_cls: 0.4964, loss_sal: 1.3635, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.8600, mAP: 0.7590, best_mAP: 0.8731 [2024-04-16 11:18:04 INFO]: Epoch [343][1/1] lr: 0.0005, eta: 0:01:27, time: 0.037, data_time: 0.235, memory: 901, loss_cls: 0.5136, loss_sal: 0.0708, loss_video_cal: 0.0029, loss_layer_cal: 0.0056, loss: 0.5929, scale: 16384.0000 [2024-04-16 11:18:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_343.pth... [2024-04-16 11:18:04 INFO]: Validating... [2024-04-16 11:18:04 INFO]: Epoch (val) [343][1] loss_cls: 0.4962, loss_sal: 1.2764, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7728, mAP: 0.8186, best_mAP: 0.8731 [2024-04-16 11:18:04 INFO]: Epoch [344][1/1] lr: 0.0005, eta: 0:01:26, time: 0.037, data_time: 0.243, memory: 901, loss_cls: 0.5171, loss_sal: 0.1285, loss_video_cal: 0.0102, loss_layer_cal: 0.0099, loss: 0.6658, scale: 16384.0000 [2024-04-16 11:18:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_344.pth... [2024-04-16 11:18:04 INFO]: Validating... [2024-04-16 11:18:04 INFO]: Epoch (val) [344][1] loss_cls: 0.4956, loss_sal: 1.1964, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6921, mAP: 0.8217, best_mAP: 0.8731 [2024-04-16 11:18:05 INFO]: Epoch [345][1/1] lr: 0.0005, eta: 0:01:26, time: 0.037, data_time: 0.245, memory: 901, loss_cls: 0.5149, loss_sal: 0.1024, loss_video_cal: 0.0089, loss_layer_cal: 0.0084, loss: 0.6345, scale: 16384.0000 [2024-04-16 11:18:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_345.pth... [2024-04-16 11:18:05 INFO]: Validating... [2024-04-16 11:18:05 INFO]: Epoch (val) [345][1] loss_cls: 0.4958, loss_sal: 1.1638, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6597, mAP: 0.8168, best_mAP: 0.8731 [2024-04-16 11:18:05 INFO]: Epoch [346][1/1] lr: 0.0005, eta: 0:01:25, time: 0.037, data_time: 0.245, memory: 901, loss_cls: 0.5163, loss_sal: 0.0492, loss_video_cal: 0.0051, loss_layer_cal: 0.0050, loss: 0.5756, scale: 16384.0000 [2024-04-16 11:18:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_346.pth... [2024-04-16 11:18:05 INFO]: Validating... [2024-04-16 11:18:05 INFO]: Epoch (val) [346][1] loss_cls: 0.4961, loss_sal: 1.1503, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6465, mAP: 0.7960, best_mAP: 0.8731 [2024-04-16 11:18:06 INFO]: Epoch [347][1/1] lr: 0.0005, eta: 0:01:24, time: 0.037, data_time: 0.239, memory: 901, loss_cls: 0.5169, loss_sal: 0.0577, loss_video_cal: 0.0168, loss_layer_cal: 0.0034, loss: 0.5948, scale: 16384.0000 [2024-04-16 11:18:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_347.pth... [2024-04-16 11:18:06 INFO]: Validating... [2024-04-16 11:18:06 INFO]: Epoch (val) [347][1] loss_cls: 0.4964, loss_sal: 1.1323, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6289, mAP: 0.8229, best_mAP: 0.8731 [2024-04-16 11:18:06 INFO]: Epoch [348][1/1] lr: 0.0005, eta: 0:01:24, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5131, loss_sal: 0.1085, loss_video_cal: 0.0115, loss_layer_cal: 0.0089, loss: 0.6420, scale: 16384.0000 [2024-04-16 11:18:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_348.pth... [2024-04-16 11:18:06 INFO]: Validating... [2024-04-16 11:18:07 INFO]: Epoch (val) [348][1] loss_cls: 0.4969, loss_sal: 1.1424, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6394, mAP: 0.8229, best_mAP: 0.8731 [2024-04-16 11:18:07 INFO]: Epoch [349][1/1] lr: 0.0005, eta: 0:01:23, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5140, loss_sal: 0.0647, loss_video_cal: 0.0070, loss_layer_cal: 0.0043, loss: 0.5900, scale: 16384.0000 [2024-04-16 11:18:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_349.pth... [2024-04-16 11:18:07 INFO]: Validating... [2024-04-16 11:18:07 INFO]: Epoch (val) [349][1] loss_cls: 0.4973, loss_sal: 1.1367, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6342, mAP: 0.8295, best_mAP: 0.8731 [2024-04-16 11:18:07 INFO]: Epoch [350][1/1] lr: 0.0005, eta: 0:01:23, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5185, loss_sal: 0.1086, loss_video_cal: 0.0107, loss_layer_cal: 0.0037, loss: 0.6414, scale: 16384.0000 [2024-04-16 11:18:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_350.pth... [2024-04-16 11:18:07 INFO]: Validating... [2024-04-16 11:18:08 INFO]: Epoch (val) [350][1] loss_cls: 0.4973, loss_sal: 1.1456, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6431, mAP: 0.8154, best_mAP: 0.8731 [2024-04-16 11:18:08 INFO]: Epoch [351][1/1] lr: 0.0005, eta: 0:01:22, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5153, loss_sal: 0.0866, loss_video_cal: 0.0064, loss_layer_cal: 0.0060, loss: 0.6143, scale: 16384.0000 [2024-04-16 11:18:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_351.pth... [2024-04-16 11:18:08 INFO]: Validating... [2024-04-16 11:18:08 INFO]: Epoch (val) [351][1] loss_cls: 0.4971, loss_sal: 1.1573, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6546, mAP: 0.8008, best_mAP: 0.8731 [2024-04-16 11:18:08 INFO]: Epoch [352][1/1] lr: 0.0005, eta: 0:01:22, time: 0.037, data_time: 0.237, memory: 901, loss_cls: 0.5155, loss_sal: 0.0801, loss_video_cal: 0.0143, loss_layer_cal: 0.0058, loss: 0.6158, scale: 16384.0000 [2024-04-16 11:18:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_352.pth... [2024-04-16 11:18:09 INFO]: Validating... [2024-04-16 11:18:09 INFO]: Epoch (val) [352][1] loss_cls: 0.4968, loss_sal: 1.1397, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6366, mAP: 0.8017, best_mAP: 0.8731 [2024-04-16 11:18:09 INFO]: Epoch [353][1/1] lr: 0.0005, eta: 0:01:21, time: 0.037, data_time: 0.244, memory: 901, loss_cls: 0.5163, loss_sal: 0.0763, loss_video_cal: 0.0115, loss_layer_cal: 0.0122, loss: 0.6162, scale: 16384.0000 [2024-04-16 11:18:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_353.pth... [2024-04-16 11:18:09 INFO]: Validating... [2024-04-16 11:18:09 INFO]: Epoch (val) [353][1] loss_cls: 0.4958, loss_sal: 1.1543, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6503, mAP: 0.8001, best_mAP: 0.8731 [2024-04-16 11:18:10 INFO]: Epoch [354][1/1] lr: 0.0005, eta: 0:01:21, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5145, loss_sal: 0.0589, loss_video_cal: 0.0067, loss_layer_cal: 0.0076, loss: 0.5877, scale: 16384.0000 [2024-04-16 11:18:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_354.pth... [2024-04-16 11:18:10 INFO]: Validating... [2024-04-16 11:18:10 INFO]: Epoch (val) [354][1] loss_cls: 0.4950, loss_sal: 1.1330, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6281, mAP: 0.8017, best_mAP: 0.8731 [2024-04-16 11:18:10 INFO]: Epoch [355][1/1] lr: 0.0005, eta: 0:01:20, time: 0.038, data_time: 0.242, memory: 901, loss_cls: 0.5137, loss_sal: 0.0938, loss_video_cal: 0.0071, loss_layer_cal: 0.0049, loss: 0.6195, scale: 16384.0000 [2024-04-16 11:18:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_355.pth... [2024-04-16 11:18:10 INFO]: Validating... [2024-04-16 11:18:10 INFO]: Epoch (val) [355][1] loss_cls: 0.4941, loss_sal: 1.0409, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5352, mAP: 0.8322, best_mAP: 0.8731 [2024-04-16 11:18:11 INFO]: Epoch [356][1/1] lr: 0.0005, eta: 0:01:19, time: 0.037, data_time: 0.243, memory: 901, loss_cls: 0.5144, loss_sal: 0.0555, loss_video_cal: 0.0104, loss_layer_cal: 0.0065, loss: 0.5869, scale: 16384.0000 [2024-04-16 11:18:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_356.pth... [2024-04-16 11:18:11 INFO]: Validating... [2024-04-16 11:18:11 INFO]: Epoch (val) [356][1] loss_cls: 0.4941, loss_sal: 0.9534, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4476, mAP: 0.8358, best_mAP: 0.8731 [2024-04-16 11:18:11 INFO]: Epoch [357][1/1] lr: 0.0005, eta: 0:01:19, time: 0.038, data_time: 0.243, memory: 901, loss_cls: 0.5189, loss_sal: 0.1153, loss_video_cal: 0.0120, loss_layer_cal: 0.0066, loss: 0.6527, scale: 16384.0000 [2024-04-16 11:18:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_357.pth... [2024-04-16 11:18:11 INFO]: Validating... [2024-04-16 11:18:12 INFO]: Epoch (val) [357][1] loss_cls: 0.4958, loss_sal: 0.9521, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4481, mAP: 0.8244, best_mAP: 0.8731 [2024-04-16 11:18:12 INFO]: Epoch [358][1/1] lr: 0.0005, eta: 0:01:18, time: 0.037, data_time: 0.242, memory: 901, loss_cls: 0.5245, loss_sal: 0.0666, loss_video_cal: 0.0062, loss_layer_cal: 0.0074, loss: 0.6047, scale: 16384.0000 [2024-04-16 11:18:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_358.pth... [2024-04-16 11:18:12 INFO]: Validating... [2024-04-16 11:18:12 INFO]: Epoch (val) [358][1] loss_cls: 0.5001, loss_sal: 0.9900, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4903, mAP: 0.7992, best_mAP: 0.8731 [2024-04-16 11:18:12 INFO]: Epoch [359][1/1] lr: 0.0005, eta: 0:01:18, time: 0.039, data_time: 0.238, memory: 901, loss_cls: 0.5130, loss_sal: 0.0640, loss_video_cal: 0.0098, loss_layer_cal: 0.0024, loss: 0.5892, scale: 16384.0000 [2024-04-16 11:18:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_359.pth... [2024-04-16 11:18:12 INFO]: Validating... [2024-04-16 11:18:13 INFO]: Epoch (val) [359][1] loss_cls: 0.5047, loss_sal: 1.0181, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5230, mAP: 0.7992, best_mAP: 0.8731 [2024-04-16 11:18:13 INFO]: Epoch [360][1/1] lr: 0.0005, eta: 0:01:17, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5143, loss_sal: 0.0844, loss_video_cal: 0.0325, loss_layer_cal: 0.0146, loss: 0.6459, scale: 16384.0000 [2024-04-16 11:18:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_360.pth... [2024-04-16 11:18:13 INFO]: Validating... [2024-04-16 11:18:13 INFO]: Epoch (val) [360][1] loss_cls: 0.5101, loss_sal: 1.0249, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5352, mAP: 0.8048, best_mAP: 0.8731 [2024-04-16 11:18:13 INFO]: Epoch [361][1/1] lr: 0.0005, eta: 0:01:17, time: 0.038, data_time: 0.243, memory: 901, loss_cls: 0.5178, loss_sal: 0.0512, loss_video_cal: 0.0026, loss_layer_cal: 0.0054, loss: 0.5770, scale: 16384.0000 [2024-04-16 11:18:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_361.pth... [2024-04-16 11:18:14 INFO]: Validating... [2024-04-16 11:18:14 INFO]: Epoch (val) [361][1] loss_cls: 0.5115, loss_sal: 1.0579, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.5696, mAP: 0.8124, best_mAP: 0.8731 [2024-04-16 11:18:14 INFO]: Epoch [362][1/1] lr: 0.0005, eta: 0:01:16, time: 0.037, data_time: 0.242, memory: 901, loss_cls: 0.5187, loss_sal: 0.0987, loss_video_cal: 0.0236, loss_layer_cal: 0.0071, loss: 0.6481, scale: 16384.0000 [2024-04-16 11:18:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_362.pth... [2024-04-16 11:18:14 INFO]: Validating... [2024-04-16 11:18:14 INFO]: Epoch (val) [362][1] loss_cls: 0.5081, loss_sal: 1.0985, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.6067, mAP: 0.8124, best_mAP: 0.8731 [2024-04-16 11:18:15 INFO]: Epoch [363][1/1] lr: 0.0005, eta: 0:01:16, time: 0.037, data_time: 0.242, memory: 901, loss_cls: 0.5150, loss_sal: 0.0863, loss_video_cal: 0.0077, loss_layer_cal: 0.0043, loss: 0.6133, scale: 16384.0000 [2024-04-16 11:18:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_363.pth... [2024-04-16 11:18:15 INFO]: Validating... [2024-04-16 11:18:15 INFO]: Epoch (val) [363][1] loss_cls: 0.5044, loss_sal: 1.1548, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.6593, mAP: 0.8353, best_mAP: 0.8731 [2024-04-16 11:18:15 INFO]: Epoch [364][1/1] lr: 0.0005, eta: 0:01:15, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5150, loss_sal: 0.0482, loss_video_cal: 0.0073, loss_layer_cal: 0.0045, loss: 0.5750, scale: 16384.0000 [2024-04-16 11:18:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_364.pth... [2024-04-16 11:18:15 INFO]: Validating... [2024-04-16 11:18:15 INFO]: Epoch (val) [364][1] loss_cls: 0.5003, loss_sal: 1.2024, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7029, mAP: 0.8124, best_mAP: 0.8731 [2024-04-16 11:18:16 INFO]: Epoch [365][1/1] lr: 0.0005, eta: 0:01:14, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5134, loss_sal: 0.0954, loss_video_cal: 0.0094, loss_layer_cal: 0.0137, loss: 0.6320, scale: 16384.0000 [2024-04-16 11:18:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_365.pth... [2024-04-16 11:18:16 INFO]: Validating... [2024-04-16 11:18:16 INFO]: Epoch (val) [365][1] loss_cls: 0.4978, loss_sal: 1.2329, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7308, mAP: 0.8048, best_mAP: 0.8731 [2024-04-16 11:18:16 INFO]: Epoch [366][1/1] lr: 0.0005, eta: 0:01:14, time: 0.037, data_time: 0.238, memory: 901, loss_cls: 0.5178, loss_sal: 0.1360, loss_video_cal: 0.0143, loss_layer_cal: 0.0038, loss: 0.6719, scale: 16384.0000 [2024-04-16 11:18:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_366.pth... [2024-04-16 11:18:16 INFO]: Validating... [2024-04-16 11:18:16 INFO]: Epoch (val) [366][1] loss_cls: 0.4979, loss_sal: 1.2415, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7395, mAP: 0.8048, best_mAP: 0.8731 [2024-04-16 11:18:17 INFO]: Epoch [367][1/1] lr: 0.0005, eta: 0:01:13, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5165, loss_sal: 0.0392, loss_video_cal: 0.0046, loss_layer_cal: 0.0032, loss: 0.5635, scale: 16384.0000 [2024-04-16 11:18:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_367.pth... [2024-04-16 11:18:17 INFO]: Validating... [2024-04-16 11:18:17 INFO]: Epoch (val) [367][1] loss_cls: 0.4990, loss_sal: 1.2186, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7177, mAP: 0.8124, best_mAP: 0.8731 [2024-04-16 11:18:17 INFO]: Epoch [368][1/1] lr: 0.0005, eta: 0:01:13, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5137, loss_sal: 0.0513, loss_video_cal: 0.0184, loss_layer_cal: 0.0035, loss: 0.5869, scale: 16384.0000 [2024-04-16 11:18:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_368.pth... [2024-04-16 11:18:17 INFO]: Validating... [2024-04-16 11:18:18 INFO]: Epoch (val) [368][1] loss_cls: 0.5008, loss_sal: 1.1902, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6911, mAP: 0.8124, best_mAP: 0.8731 [2024-04-16 11:18:18 INFO]: Epoch [369][1/1] lr: 0.0005, eta: 0:01:12, time: 0.037, data_time: 0.239, memory: 901, loss_cls: 0.5150, loss_sal: 0.0478, loss_video_cal: 0.0154, loss_layer_cal: 0.0091, loss: 0.5874, scale: 16384.0000 [2024-04-16 11:18:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_369.pth... [2024-04-16 11:18:18 INFO]: Validating... [2024-04-16 11:18:18 INFO]: Epoch (val) [369][1] loss_cls: 0.5081, loss_sal: 1.1735, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6817, mAP: 0.8158, best_mAP: 0.8731 [2024-04-16 11:18:18 INFO]: Epoch [370][1/1] lr: 0.0005, eta: 0:01:12, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5133, loss_sal: 0.0528, loss_video_cal: 0.0065, loss_layer_cal: 0.0055, loss: 0.5781, scale: 16384.0000 [2024-04-16 11:18:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_370.pth... [2024-04-16 11:18:18 INFO]: Validating... [2024-04-16 11:18:19 INFO]: Epoch (val) [370][1] loss_cls: 0.5169, loss_sal: 1.1503, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6673, mAP: 0.8079, best_mAP: 0.8731 [2024-04-16 11:18:19 INFO]: Epoch [371][1/1] lr: 0.0005, eta: 0:01:11, time: 0.037, data_time: 0.247, memory: 901, loss_cls: 0.5130, loss_sal: 0.1367, loss_video_cal: 0.0084, loss_layer_cal: 0.0101, loss: 0.6682, scale: 16384.0000 [2024-04-16 11:18:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_371.pth... [2024-04-16 11:18:19 INFO]: Validating... [2024-04-16 11:18:19 INFO]: Epoch (val) [371][1] loss_cls: 0.5245, loss_sal: 1.1485, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6731, mAP: 0.7880, best_mAP: 0.8731 [2024-04-16 11:18:19 INFO]: Epoch [372][1/1] lr: 0.0005, eta: 0:01:11, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5165, loss_sal: 0.0365, loss_video_cal: 0.0059, loss_layer_cal: 0.0038, loss: 0.5627, scale: 16384.0000 [2024-04-16 11:18:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_372.pth... [2024-04-16 11:18:20 INFO]: Validating... [2024-04-16 11:18:20 INFO]: Epoch (val) [372][1] loss_cls: 0.5249, loss_sal: 1.1724, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6974, mAP: 0.7962, best_mAP: 0.8731 [2024-04-16 11:18:20 INFO]: Epoch [373][1/1] lr: 0.0005, eta: 0:01:10, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5158, loss_sal: 0.0551, loss_video_cal: 0.0094, loss_layer_cal: 0.0040, loss: 0.5843, scale: 16384.0000 [2024-04-16 11:18:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_373.pth... [2024-04-16 11:18:20 INFO]: Validating... [2024-04-16 11:18:20 INFO]: Epoch (val) [373][1] loss_cls: 0.5199, loss_sal: 1.2250, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7450, mAP: 0.8213, best_mAP: 0.8731 [2024-04-16 11:18:21 INFO]: Epoch [374][1/1] lr: 0.0005, eta: 0:01:09, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5164, loss_sal: 0.0738, loss_video_cal: 0.0044, loss_layer_cal: 0.0062, loss: 0.6007, scale: 16384.0000 [2024-04-16 11:18:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_374.pth... [2024-04-16 11:18:21 INFO]: Validating... [2024-04-16 11:18:21 INFO]: Epoch (val) [374][1] loss_cls: 0.5142, loss_sal: 1.2741, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7884, mAP: 0.8014, best_mAP: 0.8731 [2024-04-16 11:18:21 INFO]: Epoch [375][1/1] lr: 0.0005, eta: 0:01:09, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5168, loss_sal: 0.0905, loss_video_cal: 0.0119, loss_layer_cal: 0.0036, loss: 0.6229, scale: 16384.0000 [2024-04-16 11:18:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_375.pth... [2024-04-16 11:18:21 INFO]: Validating... [2024-04-16 11:18:21 INFO]: Epoch (val) [375][1] loss_cls: 0.5088, loss_sal: 1.3191, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.8280, mAP: 0.8483, best_mAP: 0.8731 [2024-04-16 11:18:22 INFO]: Epoch [376][1/1] lr: 0.0005, eta: 0:01:08, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5148, loss_sal: 0.1140, loss_video_cal: 0.0203, loss_layer_cal: 0.0074, loss: 0.6565, scale: 16384.0000 [2024-04-16 11:18:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_376.pth... [2024-04-16 11:18:22 INFO]: Validating... [2024-04-16 11:18:22 INFO]: Epoch (val) [376][1] loss_cls: 0.5028, loss_sal: 1.3312, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.8341, mAP: 0.8657, best_mAP: 0.8731 [2024-04-16 11:18:22 INFO]: Epoch [377][1/1] lr: 0.0005, eta: 0:01:08, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5120, loss_sal: 0.0992, loss_video_cal: 0.0124, loss_layer_cal: 0.0042, loss: 0.6279, scale: 16384.0000 [2024-04-16 11:18:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_377.pth... [2024-04-16 11:18:22 INFO]: Validating... [2024-04-16 11:18:22 INFO]: Epoch (val) [377][1] loss_cls: 0.4984, loss_sal: 1.2980, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7965, mAP: 0.8571, best_mAP: 0.8731 [2024-04-16 11:18:23 INFO]: Epoch [378][1/1] lr: 0.0005, eta: 0:01:07, time: 0.038, data_time: 0.244, memory: 901, loss_cls: 0.5137, loss_sal: 0.0519, loss_video_cal: 0.0057, loss_layer_cal: 0.0024, loss: 0.5738, scale: 16384.0000 [2024-04-16 11:18:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_378.pth... [2024-04-16 11:18:23 INFO]: Validating... [2024-04-16 11:18:23 INFO]: Epoch (val) [378][1] loss_cls: 0.4972, loss_sal: 1.2550, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7523, mAP: 0.8211, best_mAP: 0.8731 [2024-04-16 11:18:23 INFO]: Epoch [379][1/1] lr: 0.0005, eta: 0:01:07, time: 0.038, data_time: 0.237, memory: 901, loss_cls: 0.5207, loss_sal: 0.0492, loss_video_cal: 0.0115, loss_layer_cal: 0.0049, loss: 0.5863, scale: 16384.0000 [2024-04-16 11:18:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_379.pth... [2024-04-16 11:18:23 INFO]: Validating... [2024-04-16 11:18:24 INFO]: Epoch (val) [379][1] loss_cls: 0.4978, loss_sal: 1.2160, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7138, mAP: 0.7918, best_mAP: 0.8731 [2024-04-16 11:18:24 INFO]: Epoch [380][1/1] lr: 0.0005, eta: 0:01:06, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5222, loss_sal: 0.0499, loss_video_cal: 0.0058, loss_layer_cal: 0.0085, loss: 0.5864, scale: 16384.0000 [2024-04-16 11:18:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_380.pth... [2024-04-16 11:18:24 INFO]: Validating... [2024-04-16 11:18:24 INFO]: Epoch (val) [380][1] loss_cls: 0.4982, loss_sal: 1.1808, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6790, mAP: 0.7918, best_mAP: 0.8731 [2024-04-16 11:18:24 INFO]: Epoch [381][1/1] lr: 0.0005, eta: 0:01:06, time: 0.037, data_time: 0.235, memory: 901, loss_cls: 0.5165, loss_sal: 0.0415, loss_video_cal: 0.0080, loss_layer_cal: 0.0054, loss: 0.5714, scale: 16384.0000 [2024-04-16 11:18:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_381.pth... [2024-04-16 11:18:25 INFO]: Validating... [2024-04-16 11:18:25 INFO]: Epoch (val) [381][1] loss_cls: 0.4996, loss_sal: 1.1450, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6447, mAP: 0.7919, best_mAP: 0.8731 [2024-04-16 11:18:25 INFO]: Epoch [382][1/1] lr: 0.0005, eta: 0:01:05, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5147, loss_sal: 0.1308, loss_video_cal: 0.0246, loss_layer_cal: 0.0097, loss: 0.6799, scale: 16384.0000 [2024-04-16 11:18:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_382.pth... [2024-04-16 11:18:25 INFO]: Validating... [2024-04-16 11:18:25 INFO]: Epoch (val) [382][1] loss_cls: 0.5055, loss_sal: 1.2145, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7201, mAP: 0.7919, best_mAP: 0.8731 [2024-04-16 11:18:26 INFO]: Epoch [383][1/1] lr: 0.0005, eta: 0:01:04, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5134, loss_sal: 0.0630, loss_video_cal: 0.0061, loss_layer_cal: 0.0031, loss: 0.5856, scale: 16384.0000 [2024-04-16 11:18:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_383.pth... [2024-04-16 11:18:26 INFO]: Validating... [2024-04-16 11:18:26 INFO]: Epoch (val) [383][1] loss_cls: 0.5163, loss_sal: 1.2450, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7613, mAP: 0.8042, best_mAP: 0.8731 [2024-04-16 11:18:26 INFO]: Epoch [384][1/1] lr: 0.0005, eta: 0:01:04, time: 0.038, data_time: 0.242, memory: 901, loss_cls: 0.5145, loss_sal: 0.0746, loss_video_cal: 0.0055, loss_layer_cal: 0.0059, loss: 0.6005, scale: 16384.0000 [2024-04-16 11:18:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_384.pth... [2024-04-16 11:18:26 INFO]: Validating... [2024-04-16 11:18:26 INFO]: Epoch (val) [384][1] loss_cls: 0.5273, loss_sal: 1.2326, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7599, mAP: 0.8226, best_mAP: 0.8731 [2024-04-16 11:18:27 INFO]: Epoch [385][1/1] lr: 0.0005, eta: 0:01:03, time: 0.037, data_time: 0.242, memory: 901, loss_cls: 0.5201, loss_sal: 0.0320, loss_video_cal: 0.0050, loss_layer_cal: 0.0051, loss: 0.5622, scale: 16384.0000 [2024-04-16 11:18:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_385.pth... [2024-04-16 11:18:27 INFO]: Validating... [2024-04-16 11:18:27 INFO]: Epoch (val) [385][1] loss_cls: 0.5331, loss_sal: 1.1917, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7248, mAP: 0.8605, best_mAP: 0.8731 [2024-04-16 11:18:27 INFO]: Epoch [386][1/1] lr: 0.0005, eta: 0:01:03, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5222, loss_sal: 0.0952, loss_video_cal: 0.0185, loss_layer_cal: 0.0045, loss: 0.6405, scale: 16384.0000 [2024-04-16 11:18:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_386.pth... [2024-04-16 11:18:27 INFO]: Validating... [2024-04-16 11:18:27 INFO]: Epoch (val) [386][1] loss_cls: 0.5314, loss_sal: 1.1662, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.6977, mAP: 0.8712, best_mAP: 0.8731 [2024-04-16 11:18:28 INFO]: Epoch [387][1/1] lr: 0.0005, eta: 0:01:02, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5175, loss_sal: 0.0415, loss_video_cal: 0.0055, loss_layer_cal: 0.0059, loss: 0.5704, scale: 16384.0000 [2024-04-16 11:18:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_387.pth... [2024-04-16 11:18:28 INFO]: Validating... [2024-04-16 11:18:28 INFO]: Epoch (val) [387][1] loss_cls: 0.5246, loss_sal: 1.1577, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.6824, mAP: 0.8712, best_mAP: 0.8731 [2024-04-16 11:18:28 INFO]: Epoch [388][1/1] lr: 0.0005, eta: 0:01:02, time: 0.038, data_time: 0.242, memory: 901, loss_cls: 0.5152, loss_sal: 0.1977, loss_video_cal: 0.0041, loss_layer_cal: 0.0050, loss: 0.7220, scale: 16384.0000 [2024-04-16 11:18:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_388.pth... [2024-04-16 11:18:28 INFO]: Validating... [2024-04-16 11:18:29 INFO]: Epoch (val) [388][1] loss_cls: 0.5218, loss_sal: 1.1203, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.6421, mAP: 0.8629, best_mAP: 0.8731 [2024-04-16 11:18:29 INFO]: Epoch [389][1/1] lr: 0.0005, eta: 0:01:01, time: 0.037, data_time: 0.242, memory: 901, loss_cls: 0.5141, loss_sal: 0.0659, loss_video_cal: 0.0096, loss_layer_cal: 0.0036, loss: 0.5932, scale: 16384.0000 [2024-04-16 11:18:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_389.pth... [2024-04-16 11:18:29 INFO]: Validating... [2024-04-16 11:18:29 INFO]: Epoch (val) [389][1] loss_cls: 0.5182, loss_sal: 1.1056, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.6238, mAP: 0.8951, best_mAP: 0.8951 [2024-04-16 11:18:29 INFO]: Epoch [390][1/1] lr: 0.0005, eta: 0:01:01, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5149, loss_sal: 0.0603, loss_video_cal: 0.0110, loss_layer_cal: 0.0021, loss: 0.5883, scale: 16384.0000 [2024-04-16 11:18:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_390.pth... [2024-04-16 11:18:29 INFO]: Validating... [2024-04-16 11:18:30 INFO]: Epoch (val) [390][1] loss_cls: 0.5155, loss_sal: 1.1137, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.6292, mAP: 0.8702, best_mAP: 0.8951 [2024-04-16 11:18:30 INFO]: Epoch [391][1/1] lr: 0.0005, eta: 0:01:00, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5157, loss_sal: 0.0856, loss_video_cal: 0.0155, loss_layer_cal: 0.0092, loss: 0.6260, scale: 16384.0000 [2024-04-16 11:18:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_391.pth... [2024-04-16 11:18:30 INFO]: Validating... [2024-04-16 11:18:30 INFO]: Epoch (val) [391][1] loss_cls: 0.5123, loss_sal: 1.1351, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6474, mAP: 0.8702, best_mAP: 0.8951 [2024-04-16 11:18:30 INFO]: Epoch [392][1/1] lr: 0.0005, eta: 0:00:59, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5162, loss_sal: 0.0908, loss_video_cal: 0.0094, loss_layer_cal: 0.0048, loss: 0.6212, scale: 16384.0000 [2024-04-16 11:18:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_392.pth... [2024-04-16 11:18:31 INFO]: Validating... [2024-04-16 11:18:31 INFO]: Epoch (val) [392][1] loss_cls: 0.5091, loss_sal: 1.1571, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6662, mAP: 0.8076, best_mAP: 0.8951 [2024-04-16 11:18:31 INFO]: Epoch [393][1/1] lr: 0.0005, eta: 0:00:59, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5136, loss_sal: 0.0380, loss_video_cal: 0.0187, loss_layer_cal: 0.0025, loss: 0.5728, scale: 16384.0000 [2024-04-16 11:18:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_393.pth... [2024-04-16 11:18:31 INFO]: Validating... [2024-04-16 11:18:31 INFO]: Epoch (val) [393][1] loss_cls: 0.5072, loss_sal: 1.1741, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6814, mAP: 0.7336, best_mAP: 0.8951 [2024-04-16 11:18:32 INFO]: Epoch [394][1/1] lr: 0.0005, eta: 0:00:58, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5181, loss_sal: 0.0681, loss_video_cal: 0.0051, loss_layer_cal: 0.0070, loss: 0.5983, scale: 16384.0000 [2024-04-16 11:18:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_394.pth... [2024-04-16 11:18:32 INFO]: Validating... [2024-04-16 11:18:32 INFO]: Epoch (val) [394][1] loss_cls: 0.5066, loss_sal: 1.1663, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6729, mAP: 0.7316, best_mAP: 0.8951 [2024-04-16 11:18:32 INFO]: Epoch [395][1/1] lr: 0.0005, eta: 0:00:58, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5197, loss_sal: 0.0669, loss_video_cal: 0.0101, loss_layer_cal: 0.0055, loss: 0.6021, scale: 16384.0000 [2024-04-16 11:18:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_395.pth... [2024-04-16 11:18:32 INFO]: Validating... [2024-04-16 11:18:32 INFO]: Epoch (val) [395][1] loss_cls: 0.5088, loss_sal: 1.1690, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6779, mAP: 0.7316, best_mAP: 0.8951 [2024-04-16 11:18:33 INFO]: Epoch [396][1/1] lr: 0.0005, eta: 0:00:57, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5116, loss_sal: 0.1015, loss_video_cal: 0.0153, loss_layer_cal: 0.0065, loss: 0.6350, scale: 16384.0000 [2024-04-16 11:18:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_396.pth... [2024-04-16 11:18:33 INFO]: Validating... [2024-04-16 11:18:33 INFO]: Epoch (val) [396][1] loss_cls: 0.5123, loss_sal: 1.1872, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6995, mAP: 0.7316, best_mAP: 0.8951 [2024-04-16 11:18:33 INFO]: Epoch [397][1/1] lr: 0.0005, eta: 0:00:57, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5130, loss_sal: 0.0401, loss_video_cal: 0.0059, loss_layer_cal: 0.0052, loss: 0.5641, scale: 16384.0000 [2024-04-16 11:18:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_397.pth... [2024-04-16 11:18:33 INFO]: Validating... [2024-04-16 11:18:34 INFO]: Epoch (val) [397][1] loss_cls: 0.5173, loss_sal: 1.2000, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7174, mAP: 0.7820, best_mAP: 0.8951 [2024-04-16 11:18:34 INFO]: Epoch [398][1/1] lr: 0.0005, eta: 0:00:56, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5148, loss_sal: 0.0347, loss_video_cal: 0.0049, loss_layer_cal: 0.0039, loss: 0.5582, scale: 16384.0000 [2024-04-16 11:18:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_398.pth... [2024-04-16 11:18:34 INFO]: Validating... [2024-04-16 11:18:34 INFO]: Epoch (val) [398][1] loss_cls: 0.5220, loss_sal: 1.2103, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7324, mAP: 0.8210, best_mAP: 0.8951 [2024-04-16 11:18:34 INFO]: Epoch [399][1/1] lr: 0.0005, eta: 0:00:56, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5131, loss_sal: 0.0680, loss_video_cal: 0.0043, loss_layer_cal: 0.0054, loss: 0.5908, scale: 16384.0000 [2024-04-16 11:18:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_399.pth... [2024-04-16 11:18:34 INFO]: Validating... [2024-04-16 11:18:35 INFO]: Epoch (val) [399][1] loss_cls: 0.5239, loss_sal: 1.2077, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7317, mAP: 0.8186, best_mAP: 0.8951 [2024-04-16 11:18:35 INFO]: Epoch [400][1/1] lr: 0.0005, eta: 0:00:55, time: 0.037, data_time: 0.238, memory: 901, loss_cls: 0.5139, loss_sal: 0.0457, loss_video_cal: 0.0091, loss_layer_cal: 0.0048, loss: 0.5734, scale: 16384.0000 [2024-04-16 11:18:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_400.pth... [2024-04-16 11:18:35 INFO]: Validating... [2024-04-16 11:18:35 INFO]: Epoch (val) [400][1] loss_cls: 0.5247, loss_sal: 1.2001, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7249, mAP: 0.8293, best_mAP: 0.8951 [2024-04-16 11:18:35 INFO]: Epoch [401][1/1] lr: 0.0005, eta: 0:00:54, time: 0.037, data_time: 0.243, memory: 901, loss_cls: 0.5130, loss_sal: 0.0865, loss_video_cal: 0.0087, loss_layer_cal: 0.0041, loss: 0.6123, scale: 16384.0000 [2024-04-16 11:18:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_401.pth... [2024-04-16 11:18:36 INFO]: Validating... [2024-04-16 11:18:36 INFO]: Epoch (val) [401][1] loss_cls: 0.5244, loss_sal: 1.1966, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7210, mAP: 0.8293, best_mAP: 0.8951 [2024-04-16 11:18:36 INFO]: Epoch [402][1/1] lr: 0.0005, eta: 0:00:54, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5154, loss_sal: 0.0597, loss_video_cal: 0.0078, loss_layer_cal: 0.0097, loss: 0.5927, scale: 16384.0000 [2024-04-16 11:18:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_402.pth... [2024-04-16 11:18:36 INFO]: Validating... [2024-04-16 11:18:36 INFO]: Epoch (val) [402][1] loss_cls: 0.5213, loss_sal: 1.1937, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7150, mAP: 0.8293, best_mAP: 0.8951 [2024-04-16 11:18:37 INFO]: Epoch [403][1/1] lr: 0.0005, eta: 0:00:53, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5147, loss_sal: 0.0458, loss_video_cal: 0.0152, loss_layer_cal: 0.0039, loss: 0.5797, scale: 16384.0000 [2024-04-16 11:18:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_403.pth... [2024-04-16 11:18:37 INFO]: Validating... [2024-04-16 11:18:37 INFO]: Epoch (val) [403][1] loss_cls: 0.5170, loss_sal: 1.1600, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6771, mAP: 0.8164, best_mAP: 0.8951 [2024-04-16 11:18:37 INFO]: Epoch [404][1/1] lr: 0.0005, eta: 0:00:53, time: 0.038, data_time: 0.244, memory: 901, loss_cls: 0.5169, loss_sal: 0.0597, loss_video_cal: 0.0099, loss_layer_cal: 0.0136, loss: 0.6001, scale: 16384.0000 [2024-04-16 11:18:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_404.pth... [2024-04-16 11:18:37 INFO]: Validating... [2024-04-16 11:18:37 INFO]: Epoch (val) [404][1] loss_cls: 0.5138, loss_sal: 1.0891, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6030, mAP: 0.8164, best_mAP: 0.8951 [2024-04-16 11:18:38 INFO]: Epoch [405][1/1] lr: 0.0005, eta: 0:00:52, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5166, loss_sal: 0.0479, loss_video_cal: 0.0103, loss_layer_cal: 0.0049, loss: 0.5797, scale: 16384.0000 [2024-04-16 11:18:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_405.pth... [2024-04-16 11:18:38 INFO]: Validating... [2024-04-16 11:18:38 INFO]: Epoch (val) [405][1] loss_cls: 0.5114, loss_sal: 0.9969, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5084, mAP: 0.8118, best_mAP: 0.8951 [2024-04-16 11:18:38 INFO]: Epoch [406][1/1] lr: 0.0005, eta: 0:00:52, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5181, loss_sal: 0.0252, loss_video_cal: 0.0104, loss_layer_cal: 0.0089, loss: 0.5625, scale: 16384.0000 [2024-04-16 11:18:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_406.pth... [2024-04-16 11:18:38 INFO]: Validating... [2024-04-16 11:18:38 INFO]: Epoch (val) [406][1] loss_cls: 0.5108, loss_sal: 0.9401, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4509, mAP: 0.8118, best_mAP: 0.8951 [2024-04-16 11:18:39 INFO]: Epoch [407][1/1] lr: 0.0005, eta: 0:00:51, time: 0.037, data_time: 0.239, memory: 901, loss_cls: 0.5189, loss_sal: 0.0579, loss_video_cal: 0.0145, loss_layer_cal: 0.0106, loss: 0.6019, scale: 16384.0000 [2024-04-16 11:18:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_407.pth... [2024-04-16 11:18:39 INFO]: Validating... [2024-04-16 11:18:39 INFO]: Epoch (val) [407][1] loss_cls: 0.5107, loss_sal: 0.8893, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4001, mAP: 0.8152, best_mAP: 0.8951 [2024-04-16 11:18:39 INFO]: Epoch [408][1/1] lr: 0.0005, eta: 0:00:51, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5178, loss_sal: 0.0249, loss_video_cal: 0.0063, loss_layer_cal: 0.0048, loss: 0.5539, scale: 16384.0000 [2024-04-16 11:18:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_408.pth... [2024-04-16 11:18:39 INFO]: Validating... [2024-04-16 11:18:40 INFO]: Epoch (val) [408][1] loss_cls: 0.5108, loss_sal: 0.8504, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3612, mAP: 0.8152, best_mAP: 0.8951 [2024-04-16 11:18:40 INFO]: Epoch [409][1/1] lr: 0.0005, eta: 0:00:50, time: 0.038, data_time: 0.242, memory: 901, loss_cls: 0.5153, loss_sal: 0.0453, loss_video_cal: 0.0059, loss_layer_cal: 0.0039, loss: 0.5705, scale: 16384.0000 [2024-04-16 11:18:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_409.pth... [2024-04-16 11:18:40 INFO]: Validating... [2024-04-16 11:18:40 INFO]: Epoch (val) [409][1] loss_cls: 0.5107, loss_sal: 0.8227, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3335, mAP: 0.8152, best_mAP: 0.8951 [2024-04-16 11:18:40 INFO]: Epoch [410][1/1] lr: 0.0005, eta: 0:00:49, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5164, loss_sal: 0.0911, loss_video_cal: 0.0120, loss_layer_cal: 0.0058, loss: 0.6253, scale: 16384.0000 [2024-04-16 11:18:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_410.pth... [2024-04-16 11:18:40 INFO]: Validating... [2024-04-16 11:18:41 INFO]: Epoch (val) [410][1] loss_cls: 0.5119, loss_sal: 0.8585, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3705, mAP: 0.8152, best_mAP: 0.8951 [2024-04-16 11:18:41 INFO]: Epoch [411][1/1] lr: 0.0005, eta: 0:00:49, time: 0.037, data_time: 0.237, memory: 901, loss_cls: 0.5139, loss_sal: 0.1448, loss_video_cal: 0.0075, loss_layer_cal: 0.0038, loss: 0.6700, scale: 16384.0000 [2024-04-16 11:18:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_411.pth... [2024-04-16 11:18:41 INFO]: Validating... [2024-04-16 11:18:41 INFO]: Epoch (val) [411][1] loss_cls: 0.5167, loss_sal: 0.9312, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4479, mAP: 0.8152, best_mAP: 0.8951 [2024-04-16 11:18:41 INFO]: Epoch [412][1/1] lr: 0.0005, eta: 0:00:48, time: 0.037, data_time: 0.237, memory: 901, loss_cls: 0.5150, loss_sal: 0.0183, loss_video_cal: 0.0142, loss_layer_cal: 0.0038, loss: 0.5513, scale: 16384.0000 [2024-04-16 11:18:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_412.pth... [2024-04-16 11:18:42 INFO]: Validating... [2024-04-16 11:18:42 INFO]: Epoch (val) [412][1] loss_cls: 0.5223, loss_sal: 1.0064, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5288, mAP: 0.7964, best_mAP: 0.8951 [2024-04-16 11:18:42 INFO]: Epoch [413][1/1] lr: 0.0005, eta: 0:00:48, time: 0.037, data_time: 0.238, memory: 901, loss_cls: 0.5133, loss_sal: 0.0389, loss_video_cal: 0.0060, loss_layer_cal: 0.0046, loss: 0.5629, scale: 16384.0000 [2024-04-16 11:18:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_413.pth... [2024-04-16 11:18:42 INFO]: Validating... [2024-04-16 11:18:42 INFO]: Epoch (val) [413][1] loss_cls: 0.5268, loss_sal: 1.0658, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5927, mAP: 0.7964, best_mAP: 0.8951 [2024-04-16 11:18:43 INFO]: Epoch [414][1/1] lr: 0.0005, eta: 0:00:47, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5138, loss_sal: 0.0778, loss_video_cal: 0.0204, loss_layer_cal: 0.0031, loss: 0.6151, scale: 16384.0000 [2024-04-16 11:18:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_414.pth... [2024-04-16 11:18:43 INFO]: Validating... [2024-04-16 11:18:43 INFO]: Epoch (val) [414][1] loss_cls: 0.5330, loss_sal: 1.0987, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6317, mAP: 0.7931, best_mAP: 0.8951 [2024-04-16 11:18:43 INFO]: Epoch [415][1/1] lr: 0.0005, eta: 0:00:47, time: 0.038, data_time: 0.237, memory: 901, loss_cls: 0.5124, loss_sal: 0.0489, loss_video_cal: 0.0054, loss_layer_cal: 0.0057, loss: 0.5725, scale: 16384.0000 [2024-04-16 11:18:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_415.pth... [2024-04-16 11:18:43 INFO]: Validating... [2024-04-16 11:18:43 INFO]: Epoch (val) [415][1] loss_cls: 0.5350, loss_sal: 1.0495, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5846, mAP: 0.7931, best_mAP: 0.8951 [2024-04-16 11:18:44 INFO]: Epoch [416][1/1] lr: 0.0005, eta: 0:00:46, time: 0.037, data_time: 0.239, memory: 901, loss_cls: 0.5152, loss_sal: 0.1026, loss_video_cal: 0.0095, loss_layer_cal: 0.0067, loss: 0.6340, scale: 16384.0000 [2024-04-16 11:18:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_416.pth... [2024-04-16 11:18:44 INFO]: Validating... [2024-04-16 11:18:44 INFO]: Epoch (val) [416][1] loss_cls: 0.5346, loss_sal: 1.0192, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5538, mAP: 0.7977, best_mAP: 0.8951 [2024-04-16 11:18:44 INFO]: Epoch [417][1/1] lr: 0.0005, eta: 0:00:46, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5160, loss_sal: 0.0418, loss_video_cal: 0.0073, loss_layer_cal: 0.0039, loss: 0.5691, scale: 16384.0000 [2024-04-16 11:18:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_417.pth... [2024-04-16 11:18:44 INFO]: Validating... [2024-04-16 11:18:44 INFO]: Epoch (val) [417][1] loss_cls: 0.5295, loss_sal: 0.9830, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5126, mAP: 0.7977, best_mAP: 0.8951 [2024-04-16 11:18:45 INFO]: Epoch [418][1/1] lr: 0.0005, eta: 0:00:45, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5116, loss_sal: 0.0531, loss_video_cal: 0.0071, loss_layer_cal: 0.0068, loss: 0.5785, scale: 16384.0000 [2024-04-16 11:18:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_418.pth... [2024-04-16 11:18:45 INFO]: Validating... [2024-04-16 11:18:45 INFO]: Epoch (val) [418][1] loss_cls: 0.5232, loss_sal: 0.9574, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4806, mAP: 0.8144, best_mAP: 0.8951 [2024-04-16 11:18:45 INFO]: Epoch [419][1/1] lr: 0.0005, eta: 0:00:44, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5140, loss_sal: 0.1014, loss_video_cal: 0.0108, loss_layer_cal: 0.0082, loss: 0.6344, scale: 16384.0000 [2024-04-16 11:18:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_419.pth... [2024-04-16 11:18:45 INFO]: Validating... [2024-04-16 11:18:46 INFO]: Epoch (val) [419][1] loss_cls: 0.5179, loss_sal: 0.9462, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4641, mAP: 0.8144, best_mAP: 0.8951 [2024-04-16 11:18:46 INFO]: Epoch [420][1/1] lr: 0.0005, eta: 0:00:44, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5155, loss_sal: 0.0281, loss_video_cal: 0.0063, loss_layer_cal: 0.0068, loss: 0.5567, scale: 16384.0000 [2024-04-16 11:18:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_420.pth... [2024-04-16 11:18:46 INFO]: Validating... [2024-04-16 11:18:46 INFO]: Epoch (val) [420][1] loss_cls: 0.5149, loss_sal: 0.9304, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4454, mAP: 0.8132, best_mAP: 0.8951 [2024-04-16 11:18:46 INFO]: Epoch [421][1/1] lr: 0.0005, eta: 0:00:43, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5135, loss_sal: 0.0500, loss_video_cal: 0.0042, loss_layer_cal: 0.0042, loss: 0.5719, scale: 16384.0000 [2024-04-16 11:18:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_421.pth... [2024-04-16 11:18:46 INFO]: Validating... [2024-04-16 11:18:47 INFO]: Epoch (val) [421][1] loss_cls: 0.5123, loss_sal: 0.9108, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4231, mAP: 0.8088, best_mAP: 0.8951 [2024-04-16 11:18:47 INFO]: Epoch [422][1/1] lr: 0.0005, eta: 0:00:43, time: 0.039, data_time: 0.238, memory: 901, loss_cls: 0.5149, loss_sal: 0.0306, loss_video_cal: 0.0067, loss_layer_cal: 0.0071, loss: 0.5593, scale: 16384.0000 [2024-04-16 11:18:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_422.pth... [2024-04-16 11:18:47 INFO]: Validating... [2024-04-16 11:18:47 INFO]: Epoch (val) [422][1] loss_cls: 0.5117, loss_sal: 0.8860, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3977, mAP: 0.8088, best_mAP: 0.8951 [2024-04-16 11:18:47 INFO]: Epoch [423][1/1] lr: 0.0005, eta: 0:00:42, time: 0.038, data_time: 0.242, memory: 901, loss_cls: 0.5126, loss_sal: 0.0787, loss_video_cal: 0.0085, loss_layer_cal: 0.0045, loss: 0.6044, scale: 16384.0000 [2024-04-16 11:18:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_423.pth... [2024-04-16 11:18:48 INFO]: Validating... [2024-04-16 11:18:48 INFO]: Epoch (val) [423][1] loss_cls: 0.5111, loss_sal: 0.8691, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3803, mAP: 0.8132, best_mAP: 0.8951 [2024-04-16 11:18:48 INFO]: Epoch [424][1/1] lr: 0.0005, eta: 0:00:42, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5121, loss_sal: 0.0285, loss_video_cal: 0.0051, loss_layer_cal: 0.0051, loss: 0.5508, scale: 16384.0000 [2024-04-16 11:18:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_424.pth... [2024-04-16 11:18:48 INFO]: Validating... [2024-04-16 11:18:48 INFO]: Epoch (val) [424][1] loss_cls: 0.5113, loss_sal: 0.8540, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3653, mAP: 0.8132, best_mAP: 0.8951 [2024-04-16 11:18:49 INFO]: Epoch [425][1/1] lr: 0.0005, eta: 0:00:41, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5121, loss_sal: 0.0518, loss_video_cal: 0.0074, loss_layer_cal: 0.0065, loss: 0.5779, scale: 16384.0000 [2024-04-16 11:18:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_425.pth... [2024-04-16 11:18:49 INFO]: Validating... [2024-04-16 11:18:49 INFO]: Epoch (val) [425][1] loss_cls: 0.5094, loss_sal: 0.8515, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3609, mAP: 0.8132, best_mAP: 0.8951 [2024-04-16 11:18:49 INFO]: Epoch [426][1/1] lr: 0.0005, eta: 0:00:41, time: 0.037, data_time: 0.246, memory: 901, loss_cls: 0.5126, loss_sal: 0.0566, loss_video_cal: 0.0136, loss_layer_cal: 0.0036, loss: 0.5864, scale: 16384.0000 [2024-04-16 11:18:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_426.pth... [2024-04-16 11:18:49 INFO]: Validating... [2024-04-16 11:18:49 INFO]: Epoch (val) [426][1] loss_cls: 0.5075, loss_sal: 0.8471, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3547, mAP: 0.8132, best_mAP: 0.8951 [2024-04-16 11:18:50 INFO]: Epoch [427][1/1] lr: 0.0005, eta: 0:00:40, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5141, loss_sal: 0.0342, loss_video_cal: 0.0093, loss_layer_cal: 0.0062, loss: 0.5637, scale: 16384.0000 [2024-04-16 11:18:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_427.pth... [2024-04-16 11:18:50 INFO]: Validating... [2024-04-16 11:18:50 INFO]: Epoch (val) [427][1] loss_cls: 0.5073, loss_sal: 0.8311, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3385, mAP: 0.8088, best_mAP: 0.8951 [2024-04-16 11:18:50 INFO]: Epoch [428][1/1] lr: 0.0005, eta: 0:00:39, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5146, loss_sal: 0.0553, loss_video_cal: 0.0086, loss_layer_cal: 0.0044, loss: 0.5828, scale: 16384.0000 [2024-04-16 11:18:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_428.pth... [2024-04-16 11:18:50 INFO]: Validating... [2024-04-16 11:18:50 INFO]: Epoch (val) [428][1] loss_cls: 0.5076, loss_sal: 0.8347, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3424, mAP: 0.7977, best_mAP: 0.8951 [2024-04-16 11:18:51 INFO]: Epoch [429][1/1] lr: 0.0005, eta: 0:00:39, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5127, loss_sal: 0.0069, loss_video_cal: 0.0084, loss_layer_cal: 0.0045, loss: 0.5324, scale: 16384.0000 [2024-04-16 11:18:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_429.pth... [2024-04-16 11:18:51 INFO]: Validating... [2024-04-16 11:18:51 INFO]: Epoch (val) [429][1] loss_cls: 0.5094, loss_sal: 0.8396, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3490, mAP: 0.7964, best_mAP: 0.8951 [2024-04-16 11:18:51 INFO]: Epoch [430][1/1] lr: 0.0005, eta: 0:00:38, time: 0.038, data_time: 0.243, memory: 901, loss_cls: 0.5117, loss_sal: 0.0425, loss_video_cal: 0.0222, loss_layer_cal: 0.0041, loss: 0.5804, scale: 16384.0000 [2024-04-16 11:18:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_430.pth... [2024-04-16 11:18:51 INFO]: Validating... [2024-04-16 11:18:52 INFO]: Epoch (val) [430][1] loss_cls: 0.5116, loss_sal: 0.8511, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3627, mAP: 0.7964, best_mAP: 0.8951 [2024-04-16 11:18:52 INFO]: Epoch [431][1/1] lr: 0.0005, eta: 0:00:38, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5134, loss_sal: 0.0410, loss_video_cal: 0.0089, loss_layer_cal: 0.0041, loss: 0.5673, scale: 16384.0000 [2024-04-16 11:18:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_431.pth... [2024-04-16 11:18:52 INFO]: Validating... [2024-04-16 11:18:52 INFO]: Epoch (val) [431][1] loss_cls: 0.5136, loss_sal: 0.8727, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3864, mAP: 0.7964, best_mAP: 0.8951 [2024-04-16 11:18:52 INFO]: Epoch [432][1/1] lr: 0.0005, eta: 0:00:37, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5149, loss_sal: 0.0740, loss_video_cal: 0.0049, loss_layer_cal: 0.0050, loss: 0.5988, scale: 16384.0000 [2024-04-16 11:18:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_432.pth... [2024-04-16 11:18:52 INFO]: Validating... [2024-04-16 11:18:53 INFO]: Epoch (val) [432][1] loss_cls: 0.5237, loss_sal: 0.9910, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5148, mAP: 0.8152, best_mAP: 0.8951 [2024-04-16 11:18:53 INFO]: Epoch [433][1/1] lr: 0.0005, eta: 0:00:37, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5134, loss_sal: 0.1002, loss_video_cal: 0.0137, loss_layer_cal: 0.0088, loss: 0.6361, scale: 16384.0000 [2024-04-16 11:18:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_433.pth... [2024-04-16 11:18:53 INFO]: Validating... [2024-04-16 11:18:53 INFO]: Epoch (val) [433][1] loss_cls: 0.5319, loss_sal: 1.3183, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.8503, mAP: 0.7964, best_mAP: 0.8951 [2024-04-16 11:18:53 INFO]: Epoch [434][1/1] lr: 0.0005, eta: 0:00:36, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5159, loss_sal: 0.2089, loss_video_cal: 0.0170, loss_layer_cal: 0.0039, loss: 0.7457, scale: 16384.0000 [2024-04-16 11:18:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_434.pth... [2024-04-16 11:18:54 INFO]: Validating... [2024-04-16 11:18:54 INFO]: Epoch (val) [434][1] loss_cls: 0.5482, loss_sal: 1.5461, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 2.0943, mAP: 0.8233, best_mAP: 0.8951 [2024-04-16 11:18:54 INFO]: Epoch [435][1/1] lr: 0.0005, eta: 0:00:36, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5190, loss_sal: 0.1435, loss_video_cal: 0.0068, loss_layer_cal: 0.0036, loss: 0.6729, scale: 16384.0000 [2024-04-16 11:18:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_435.pth... [2024-04-16 11:18:54 INFO]: Validating... [2024-04-16 11:18:54 INFO]: Epoch (val) [435][1] loss_cls: 0.5610, loss_sal: 1.6265, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 2.1876, mAP: 0.8739, best_mAP: 0.8951 [2024-04-16 11:18:55 INFO]: Epoch [436][1/1] lr: 0.0005, eta: 0:00:35, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5241, loss_sal: 0.1136, loss_video_cal: 0.0097, loss_layer_cal: 0.0031, loss: 0.6506, scale: 16384.0000 [2024-04-16 11:18:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_436.pth... [2024-04-16 11:18:55 INFO]: Validating... [2024-04-16 11:18:55 INFO]: Epoch (val) [436][1] loss_cls: 0.5497, loss_sal: 1.6451, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 2.1948, mAP: 0.8821, best_mAP: 0.8951 [2024-04-16 11:18:55 INFO]: Epoch [437][1/1] lr: 0.0005, eta: 0:00:34, time: 0.038, data_time: 0.243, memory: 901, loss_cls: 0.5163, loss_sal: 0.0540, loss_video_cal: 0.0092, loss_layer_cal: 0.0053, loss: 0.5848, scale: 16384.0000 [2024-04-16 11:18:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_437.pth... [2024-04-16 11:18:55 INFO]: Validating... [2024-04-16 11:18:55 INFO]: Epoch (val) [437][1] loss_cls: 0.5351, loss_sal: 1.6371, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 2.1723, mAP: 0.8868, best_mAP: 0.8951 [2024-04-16 11:18:56 INFO]: Epoch [438][1/1] lr: 0.0005, eta: 0:00:34, time: 0.037, data_time: 0.239, memory: 901, loss_cls: 0.5174, loss_sal: 0.0869, loss_video_cal: 0.0060, loss_layer_cal: 0.0056, loss: 0.6158, scale: 16384.0000 [2024-04-16 11:18:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_438.pth... [2024-04-16 11:18:56 INFO]: Validating... [2024-04-16 11:18:56 INFO]: Epoch (val) [438][1] loss_cls: 0.5225, loss_sal: 1.6177, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 2.1403, mAP: 0.8637, best_mAP: 0.8951 [2024-04-16 11:18:56 INFO]: Epoch [439][1/1] lr: 0.0005, eta: 0:00:33, time: 0.037, data_time: 0.242, memory: 901, loss_cls: 0.5137, loss_sal: 0.1152, loss_video_cal: 0.0111, loss_layer_cal: 0.0029, loss: 0.6429, scale: 16384.0000 [2024-04-16 11:18:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_439.pth... [2024-04-16 11:18:56 INFO]: Validating... [2024-04-16 11:18:56 INFO]: Epoch (val) [439][1] loss_cls: 0.5151, loss_sal: 1.5637, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 2.0788, mAP: 0.8743, best_mAP: 0.8951 [2024-04-16 11:18:57 INFO]: Epoch [440][1/1] lr: 0.0005, eta: 0:00:33, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5175, loss_sal: 0.0580, loss_video_cal: 0.0078, loss_layer_cal: 0.0096, loss: 0.5930, scale: 16384.0000 [2024-04-16 11:18:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_440.pth... [2024-04-16 11:18:57 INFO]: Validating... [2024-04-16 11:18:57 INFO]: Epoch (val) [440][1] loss_cls: 0.5112, loss_sal: 1.4809, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.9922, mAP: 0.8064, best_mAP: 0.8951 [2024-04-16 11:18:57 INFO]: Epoch [441][1/1] lr: 0.0005, eta: 0:00:32, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5209, loss_sal: 0.0276, loss_video_cal: 0.0047, loss_layer_cal: 0.0039, loss: 0.5571, scale: 16384.0000 [2024-04-16 11:18:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_441.pth... [2024-04-16 11:18:57 INFO]: Validating... [2024-04-16 11:18:58 INFO]: Epoch (val) [441][1] loss_cls: 0.5090, loss_sal: 1.3670, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.8761, mAP: 0.7499, best_mAP: 0.8951 [2024-04-16 11:18:58 INFO]: Epoch [442][1/1] lr: 0.0005, eta: 0:00:32, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5166, loss_sal: 0.0931, loss_video_cal: 0.0070, loss_layer_cal: 0.0041, loss: 0.6207, scale: 16384.0000 [2024-04-16 11:18:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_442.pth... [2024-04-16 11:18:58 INFO]: Validating... [2024-04-16 11:18:58 INFO]: Epoch (val) [442][1] loss_cls: 0.5081, loss_sal: 1.2783, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7865, mAP: 0.8085, best_mAP: 0.8951 [2024-04-16 11:18:58 INFO]: Epoch [443][1/1] lr: 0.0005, eta: 0:00:31, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5160, loss_sal: 0.0404, loss_video_cal: 0.0042, loss_layer_cal: 0.0056, loss: 0.5662, scale: 16384.0000 [2024-04-16 11:18:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_443.pth... [2024-04-16 11:18:58 INFO]: Validating... [2024-04-16 11:18:59 INFO]: Epoch (val) [443][1] loss_cls: 0.5085, loss_sal: 1.2203, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7288, mAP: 0.8096, best_mAP: 0.8951 [2024-04-16 11:18:59 INFO]: Epoch [444][1/1] lr: 0.0005, eta: 0:00:31, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5170, loss_sal: 0.0492, loss_video_cal: 0.0041, loss_layer_cal: 0.0048, loss: 0.5751, scale: 16384.0000 [2024-04-16 11:18:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_444.pth... [2024-04-16 11:18:59 INFO]: Validating... [2024-04-16 11:18:59 INFO]: Epoch (val) [444][1] loss_cls: 0.5121, loss_sal: 1.2090, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7213, mAP: 0.8171, best_mAP: 0.8951 [2024-04-16 11:18:59 INFO]: Epoch [445][1/1] lr: 0.0005, eta: 0:00:30, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5138, loss_sal: 0.1011, loss_video_cal: 0.0068, loss_layer_cal: 0.0063, loss: 0.6279, scale: 16384.0000 [2024-04-16 11:18:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_445.pth... [2024-04-16 11:19:00 INFO]: Validating... [2024-04-16 11:19:00 INFO]: Epoch (val) [445][1] loss_cls: 0.5170, loss_sal: 1.2170, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7341, mAP: 0.8363, best_mAP: 0.8951 [2024-04-16 11:19:00 INFO]: Epoch [446][1/1] lr: 0.0005, eta: 0:00:29, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5153, loss_sal: 0.1789, loss_video_cal: 0.0101, loss_layer_cal: 0.0095, loss: 0.7138, scale: 16384.0000 [2024-04-16 11:19:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_446.pth... [2024-04-16 11:19:00 INFO]: Validating... [2024-04-16 11:19:00 INFO]: Epoch (val) [446][1] loss_cls: 0.5202, loss_sal: 1.2403, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7607, mAP: 0.8363, best_mAP: 0.8951 [2024-04-16 11:19:01 INFO]: Epoch [447][1/1] lr: 0.0005, eta: 0:00:29, time: 0.039, data_time: 0.239, memory: 901, loss_cls: 0.5197, loss_sal: 0.1188, loss_video_cal: 0.0068, loss_layer_cal: 0.0079, loss: 0.6532, scale: 16384.0000 [2024-04-16 11:19:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_447.pth... [2024-04-16 11:19:01 INFO]: Validating... [2024-04-16 11:19:01 INFO]: Epoch (val) [447][1] loss_cls: 0.5231, loss_sal: 1.2765, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7998, mAP: 0.8363, best_mAP: 0.8951 [2024-04-16 11:19:01 INFO]: Epoch [448][1/1] lr: 0.0005, eta: 0:00:28, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5247, loss_sal: 0.1016, loss_video_cal: 0.0144, loss_layer_cal: 0.0118, loss: 0.6525, scale: 16384.0000 [2024-04-16 11:19:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_448.pth... [2024-04-16 11:19:01 INFO]: Validating... [2024-04-16 11:19:01 INFO]: Epoch (val) [448][1] loss_cls: 0.5215, loss_sal: 1.3120, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.8337, mAP: 0.8348, best_mAP: 0.8951 [2024-04-16 11:19:02 INFO]: Epoch [449][1/1] lr: 0.0005, eta: 0:00:28, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5259, loss_sal: 0.0849, loss_video_cal: 0.0057, loss_layer_cal: 0.0050, loss: 0.6214, scale: 16384.0000 [2024-04-16 11:19:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_449.pth... [2024-04-16 11:19:02 INFO]: Validating... [2024-04-16 11:19:02 INFO]: Epoch (val) [449][1] loss_cls: 0.5157, loss_sal: 1.3629, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.8787, mAP: 0.7482, best_mAP: 0.8951 [2024-04-16 11:19:02 INFO]: Epoch [450][1/1] lr: 0.0005, eta: 0:00:27, time: 0.037, data_time: 0.242, memory: 901, loss_cls: 0.5223, loss_sal: 0.0754, loss_video_cal: 0.0065, loss_layer_cal: 0.0034, loss: 0.6077, scale: 16384.0000 [2024-04-16 11:19:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_450.pth... [2024-04-16 11:19:02 INFO]: Validating... [2024-04-16 11:19:03 INFO]: Epoch (val) [450][1] loss_cls: 0.5108, loss_sal: 1.3847, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.8956, mAP: 0.7258, best_mAP: 0.8951 [2024-04-16 11:19:03 INFO]: Epoch [451][1/1] lr: 0.0005, eta: 0:00:27, time: 0.037, data_time: 0.243, memory: 901, loss_cls: 0.5189, loss_sal: 0.0920, loss_video_cal: 0.0142, loss_layer_cal: 0.0076, loss: 0.6327, scale: 16384.0000 [2024-04-16 11:19:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_451.pth... [2024-04-16 11:19:03 INFO]: Validating... [2024-04-16 11:19:03 INFO]: Epoch (val) [451][1] loss_cls: 0.5077, loss_sal: 1.3690, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.8769, mAP: 0.7580, best_mAP: 0.8951 [2024-04-16 11:19:03 INFO]: Epoch [452][1/1] lr: 0.0005, eta: 0:00:26, time: 0.037, data_time: 0.245, memory: 901, loss_cls: 0.5236, loss_sal: 0.0678, loss_video_cal: 0.0036, loss_layer_cal: 0.0058, loss: 0.6007, scale: 16384.0000 [2024-04-16 11:19:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_452.pth... [2024-04-16 11:19:03 INFO]: Validating... [2024-04-16 11:19:04 INFO]: Epoch (val) [452][1] loss_cls: 0.5060, loss_sal: 1.3396, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.8457, mAP: 0.5755, best_mAP: 0.8951 [2024-04-16 11:19:04 INFO]: Epoch [453][1/1] lr: 0.0005, eta: 0:00:26, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5193, loss_sal: 0.0700, loss_video_cal: 0.0128, loss_layer_cal: 0.0077, loss: 0.6097, scale: 16384.0000 [2024-04-16 11:19:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_453.pth... [2024-04-16 11:19:04 INFO]: Validating... [2024-04-16 11:19:04 INFO]: Epoch (val) [453][1] loss_cls: 0.5045, loss_sal: 1.2961, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.8008, mAP: 0.7192, best_mAP: 0.8951 [2024-04-16 11:19:04 INFO]: Epoch [454][1/1] lr: 0.0005, eta: 0:00:25, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5196, loss_sal: 0.0474, loss_video_cal: 0.0086, loss_layer_cal: 0.0069, loss: 0.5825, scale: 16384.0000 [2024-04-16 11:19:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_454.pth... [2024-04-16 11:19:05 INFO]: Validating... [2024-04-16 11:19:05 INFO]: Epoch (val) [454][1] loss_cls: 0.5029, loss_sal: 1.2380, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7410, mAP: 0.8061, best_mAP: 0.8951 [2024-04-16 11:19:05 INFO]: Epoch [455][1/1] lr: 0.0005, eta: 0:00:24, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5170, loss_sal: 0.1136, loss_video_cal: 0.0043, loss_layer_cal: 0.0060, loss: 0.6409, scale: 16384.0000 [2024-04-16 11:19:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_455.pth... [2024-04-16 11:19:05 INFO]: Validating... [2024-04-16 11:19:05 INFO]: Epoch (val) [455][1] loss_cls: 0.5010, loss_sal: 1.1526, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6537, mAP: 0.7929, best_mAP: 0.8951 [2024-04-16 11:19:06 INFO]: Epoch [456][1/1] lr: 0.0005, eta: 0:00:24, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5151, loss_sal: 0.0570, loss_video_cal: 0.0109, loss_layer_cal: 0.0098, loss: 0.5928, scale: 16384.0000 [2024-04-16 11:19:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_456.pth... [2024-04-16 11:19:06 INFO]: Validating... [2024-04-16 11:19:06 INFO]: Epoch (val) [456][1] loss_cls: 0.5005, loss_sal: 1.0931, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5937, mAP: 0.7631, best_mAP: 0.8951 [2024-04-16 11:19:06 INFO]: Epoch [457][1/1] lr: 0.0005, eta: 0:00:23, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5147, loss_sal: 0.0457, loss_video_cal: 0.0126, loss_layer_cal: 0.0080, loss: 0.5810, scale: 16384.0000 [2024-04-16 11:19:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_457.pth... [2024-04-16 11:19:06 INFO]: Validating... [2024-04-16 11:19:06 INFO]: Epoch (val) [457][1] loss_cls: 0.5004, loss_sal: 1.0340, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5345, mAP: 0.8065, best_mAP: 0.8951 [2024-04-16 11:19:07 INFO]: Epoch [458][1/1] lr: 0.0005, eta: 0:00:23, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5150, loss_sal: 0.0375, loss_video_cal: 0.0071, loss_layer_cal: 0.0050, loss: 0.5646, scale: 16384.0000 [2024-04-16 11:19:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_458.pth... [2024-04-16 11:19:07 INFO]: Validating... [2024-04-16 11:19:07 INFO]: Epoch (val) [458][1] loss_cls: 0.5007, loss_sal: 0.9755, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4763, mAP: 0.8065, best_mAP: 0.8951 [2024-04-16 11:19:07 INFO]: Epoch [459][1/1] lr: 0.0005, eta: 0:00:22, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5189, loss_sal: 0.0383, loss_video_cal: 0.0098, loss_layer_cal: 0.0088, loss: 0.5758, scale: 16384.0000 [2024-04-16 11:19:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_459.pth... [2024-04-16 11:19:07 INFO]: Validating... [2024-04-16 11:19:07 INFO]: Epoch (val) [459][1] loss_cls: 0.4989, loss_sal: 0.9132, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4122, mAP: 0.7892, best_mAP: 0.8951 [2024-04-16 11:19:08 INFO]: Epoch [460][1/1] lr: 0.0005, eta: 0:00:22, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5186, loss_sal: 0.0422, loss_video_cal: 0.0071, loss_layer_cal: 0.0068, loss: 0.5748, scale: 16384.0000 [2024-04-16 11:19:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_460.pth... [2024-04-16 11:19:08 INFO]: Validating... [2024-04-16 11:19:08 INFO]: Epoch (val) [460][1] loss_cls: 0.4962, loss_sal: 0.8102, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3065, mAP: 0.7377, best_mAP: 0.8951 [2024-04-16 11:19:08 INFO]: Epoch [461][1/1] lr: 0.0005, eta: 0:00:21, time: 0.037, data_time: 0.238, memory: 901, loss_cls: 0.5140, loss_sal: 0.0401, loss_video_cal: 0.0122, loss_layer_cal: 0.0102, loss: 0.5766, scale: 16384.0000 [2024-04-16 11:19:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_461.pth... [2024-04-16 11:19:08 INFO]: Validating... [2024-04-16 11:19:09 INFO]: Epoch (val) [461][1] loss_cls: 0.4954, loss_sal: 0.7233, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2187, mAP: 0.7155, best_mAP: 0.8951 [2024-04-16 11:19:09 INFO]: Epoch [462][1/1] lr: 0.0005, eta: 0:00:21, time: 0.037, data_time: 0.242, memory: 901, loss_cls: 0.5134, loss_sal: 0.0517, loss_video_cal: 0.0061, loss_layer_cal: 0.0073, loss: 0.5786, scale: 16384.0000 [2024-04-16 11:19:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_462.pth... [2024-04-16 11:19:09 INFO]: Validating... [2024-04-16 11:19:09 INFO]: Epoch (val) [462][1] loss_cls: 0.4959, loss_sal: 0.6577, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1537, mAP: 0.8006, best_mAP: 0.8951 [2024-04-16 11:19:09 INFO]: Epoch [463][1/1] lr: 0.0005, eta: 0:00:20, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5141, loss_sal: 0.1783, loss_video_cal: 0.0072, loss_layer_cal: 0.0082, loss: 0.7079, scale: 16384.0000 [2024-04-16 11:19:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_463.pth... [2024-04-16 11:19:09 INFO]: Validating... [2024-04-16 11:19:10 INFO]: Epoch (val) [463][1] loss_cls: 0.4955, loss_sal: 0.6307, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1263, mAP: 0.8016, best_mAP: 0.8951 [2024-04-16 11:19:10 INFO]: Epoch [464][1/1] lr: 0.0005, eta: 0:00:19, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5146, loss_sal: 0.0439, loss_video_cal: 0.0050, loss_layer_cal: 0.0078, loss: 0.5713, scale: 16384.0000 [2024-04-16 11:19:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_464.pth... [2024-04-16 11:19:10 INFO]: Validating... [2024-04-16 11:19:10 INFO]: Epoch (val) [464][1] loss_cls: 0.4954, loss_sal: 0.6339, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1294, mAP: 0.7692, best_mAP: 0.8951 [2024-04-16 11:19:10 INFO]: Epoch [465][1/1] lr: 0.0005, eta: 0:00:19, time: 0.037, data_time: 0.238, memory: 901, loss_cls: 0.5135, loss_sal: 0.0272, loss_video_cal: 0.0047, loss_layer_cal: 0.0050, loss: 0.5504, scale: 16384.0000 [2024-04-16 11:19:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_465.pth... [2024-04-16 11:19:11 INFO]: Validating... [2024-04-16 11:19:11 INFO]: Epoch (val) [465][1] loss_cls: 0.4958, loss_sal: 0.6482, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1441, mAP: 0.7692, best_mAP: 0.8951 [2024-04-16 11:19:11 INFO]: Epoch [466][1/1] lr: 0.0005, eta: 0:00:18, time: 0.037, data_time: 0.237, memory: 901, loss_cls: 0.5140, loss_sal: 0.1031, loss_video_cal: 0.0057, loss_layer_cal: 0.0057, loss: 0.6286, scale: 16384.0000 [2024-04-16 11:19:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_466.pth... [2024-04-16 11:19:11 INFO]: Validating... [2024-04-16 11:19:11 INFO]: Epoch (val) [466][1] loss_cls: 0.4961, loss_sal: 0.6816, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1778, mAP: 0.7692, best_mAP: 0.8951 [2024-04-16 11:19:12 INFO]: Epoch [467][1/1] lr: 0.0005, eta: 0:00:18, time: 0.037, data_time: 0.237, memory: 901, loss_cls: 0.5133, loss_sal: 0.1386, loss_video_cal: 0.0143, loss_layer_cal: 0.0111, loss: 0.6774, scale: 16384.0000 [2024-04-16 11:19:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_467.pth... [2024-04-16 11:19:12 INFO]: Validating... [2024-04-16 11:19:12 INFO]: Epoch (val) [467][1] loss_cls: 0.4971, loss_sal: 0.7188, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2160, mAP: 0.7692, best_mAP: 0.8951 [2024-04-16 11:19:12 INFO]: Epoch [468][1/1] lr: 0.0005, eta: 0:00:17, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5150, loss_sal: 0.1008, loss_video_cal: 0.0108, loss_layer_cal: 0.0040, loss: 0.6306, scale: 16384.0000 [2024-04-16 11:19:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_468.pth... [2024-04-16 11:19:12 INFO]: Validating... [2024-04-16 11:19:12 INFO]: Epoch (val) [468][1] loss_cls: 0.5007, loss_sal: 0.8133, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.3141, mAP: 0.7692, best_mAP: 0.8951 [2024-04-16 11:19:13 INFO]: Epoch [469][1/1] lr: 0.0005, eta: 0:00:17, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5127, loss_sal: 0.0165, loss_video_cal: 0.0055, loss_layer_cal: 0.0085, loss: 0.5432, scale: 16384.0000 [2024-04-16 11:19:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_469.pth... [2024-04-16 11:19:13 INFO]: Validating... [2024-04-16 11:19:13 INFO]: Epoch (val) [469][1] loss_cls: 0.5070, loss_sal: 0.9431, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.4502, mAP: 0.7398, best_mAP: 0.8951 [2024-04-16 11:19:13 INFO]: Epoch [470][1/1] lr: 0.0005, eta: 0:00:16, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5122, loss_sal: 0.0327, loss_video_cal: 0.0085, loss_layer_cal: 0.0045, loss: 0.5579, scale: 16384.0000 [2024-04-16 11:19:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_470.pth... [2024-04-16 11:19:13 INFO]: Validating... [2024-04-16 11:19:13 INFO]: Epoch (val) [470][1] loss_cls: 0.5117, loss_sal: 1.0634, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5752, mAP: 0.7433, best_mAP: 0.8951 [2024-04-16 11:19:14 INFO]: Epoch [471][1/1] lr: 0.0005, eta: 0:00:16, time: 0.038, data_time: 0.237, memory: 901, loss_cls: 0.5165, loss_sal: 0.0403, loss_video_cal: 0.0038, loss_layer_cal: 0.0068, loss: 0.5675, scale: 16384.0000 [2024-04-16 11:19:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_471.pth... [2024-04-16 11:19:14 INFO]: Validating... [2024-04-16 11:19:14 INFO]: Epoch (val) [471][1] loss_cls: 0.5168, loss_sal: 1.1396, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6564, mAP: 0.7551, best_mAP: 0.8951 [2024-04-16 11:19:14 INFO]: Epoch [472][1/1] lr: 0.0005, eta: 0:00:15, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5139, loss_sal: 0.0857, loss_video_cal: 0.0138, loss_layer_cal: 0.0043, loss: 0.6176, scale: 16384.0000 [2024-04-16 11:19:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_472.pth... [2024-04-16 11:19:14 INFO]: Validating... [2024-04-16 11:19:15 INFO]: Epoch (val) [472][1] loss_cls: 0.5206, loss_sal: 1.2608, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7815, mAP: 0.8178, best_mAP: 0.8951 [2024-04-16 11:19:15 INFO]: Epoch [473][1/1] lr: 0.0005, eta: 0:00:14, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5151, loss_sal: 0.0578, loss_video_cal: 0.0080, loss_layer_cal: 0.0078, loss: 0.5887, scale: 16384.0000 [2024-04-16 11:19:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_473.pth... [2024-04-16 11:19:15 INFO]: Validating... [2024-04-16 11:19:15 INFO]: Epoch (val) [473][1] loss_cls: 0.5230, loss_sal: 1.3264, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.8495, mAP: 0.8064, best_mAP: 0.8951 [2024-04-16 11:19:15 INFO]: Epoch [474][1/1] lr: 0.0005, eta: 0:00:14, time: 0.037, data_time: 0.238, memory: 901, loss_cls: 0.5151, loss_sal: 0.2453, loss_video_cal: 0.0057, loss_layer_cal: 0.0043, loss: 0.7704, scale: 16384.0000 [2024-04-16 11:19:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_474.pth... [2024-04-16 11:19:16 INFO]: Validating... [2024-04-16 11:19:16 INFO]: Epoch (val) [474][1] loss_cls: 0.5286, loss_sal: 1.2525, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7812, mAP: 0.8064, best_mAP: 0.8951 [2024-04-16 11:19:16 INFO]: Epoch [475][1/1] lr: 0.0005, eta: 0:00:13, time: 0.037, data_time: 0.237, memory: 901, loss_cls: 0.5178, loss_sal: 0.0655, loss_video_cal: 0.0037, loss_layer_cal: 0.0041, loss: 0.5911, scale: 16384.0000 [2024-04-16 11:19:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_475.pth... [2024-04-16 11:19:16 INFO]: Validating... [2024-04-16 11:19:16 INFO]: Epoch (val) [475][1] loss_cls: 0.5282, loss_sal: 1.2003, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7286, mAP: 0.7665, best_mAP: 0.8951 [2024-04-16 11:19:17 INFO]: Epoch [476][1/1] lr: 0.0005, eta: 0:00:13, time: 0.038, data_time: 0.242, memory: 901, loss_cls: 0.5203, loss_sal: 0.0243, loss_video_cal: 0.0082, loss_layer_cal: 0.0113, loss: 0.5640, scale: 16384.0000 [2024-04-16 11:19:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_476.pth... [2024-04-16 11:19:17 INFO]: Validating... [2024-04-16 11:19:17 INFO]: Epoch (val) [476][1] loss_cls: 0.5211, loss_sal: 1.1756, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6969, mAP: 0.7563, best_mAP: 0.8951 [2024-04-16 11:19:17 INFO]: Epoch [477][1/1] lr: 0.0005, eta: 0:00:12, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5171, loss_sal: 0.1407, loss_video_cal: 0.0074, loss_layer_cal: 0.0053, loss: 0.6704, scale: 16384.0000 [2024-04-16 11:19:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_477.pth... [2024-04-16 11:19:17 INFO]: Validating... [2024-04-16 11:19:17 INFO]: Epoch (val) [477][1] loss_cls: 0.5148, loss_sal: 1.1397, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6546, mAP: 0.7563, best_mAP: 0.8951 [2024-04-16 11:19:18 INFO]: Epoch [478][1/1] lr: 0.0005, eta: 0:00:12, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5169, loss_sal: 0.0343, loss_video_cal: 0.0057, loss_layer_cal: 0.0089, loss: 0.5658, scale: 16384.0000 [2024-04-16 11:19:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_478.pth... [2024-04-16 11:19:18 INFO]: Validating... [2024-04-16 11:19:18 INFO]: Epoch (val) [478][1] loss_cls: 0.5092, loss_sal: 1.1181, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6275, mAP: 0.7563, best_mAP: 0.8951 [2024-04-16 11:19:18 INFO]: Epoch [479][1/1] lr: 0.0005, eta: 0:00:11, time: 0.037, data_time: 0.242, memory: 901, loss_cls: 0.5174, loss_sal: 0.0595, loss_video_cal: 0.0043, loss_layer_cal: 0.0053, loss: 0.5865, scale: 16384.0000 [2024-04-16 11:19:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_479.pth... [2024-04-16 11:19:18 INFO]: Validating... [2024-04-16 11:19:19 INFO]: Epoch (val) [479][1] loss_cls: 0.5051, loss_sal: 1.1130, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6182, mAP: 0.7318, best_mAP: 0.8951 [2024-04-16 11:19:19 INFO]: Epoch [480][1/1] lr: 0.0005, eta: 0:00:11, time: 0.037, data_time: 0.238, memory: 901, loss_cls: 0.5271, loss_sal: 0.0761, loss_video_cal: 0.0064, loss_layer_cal: 0.0026, loss: 0.6122, scale: 16384.0000 [2024-04-16 11:19:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_480.pth... [2024-04-16 11:19:19 INFO]: Validating... [2024-04-16 11:19:19 INFO]: Epoch (val) [480][1] loss_cls: 0.5046, loss_sal: 1.1036, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6083, mAP: 0.7707, best_mAP: 0.8951 [2024-04-16 11:19:19 INFO]: Epoch [481][1/1] lr: 0.0005, eta: 0:00:10, time: 0.037, data_time: 0.238, memory: 901, loss_cls: 0.5203, loss_sal: 0.1122, loss_video_cal: 0.0045, loss_layer_cal: 0.0055, loss: 0.6425, scale: 16384.0000 [2024-04-16 11:19:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_481.pth... [2024-04-16 11:19:19 INFO]: Validating... [2024-04-16 11:19:20 INFO]: Epoch (val) [481][1] loss_cls: 0.5064, loss_sal: 1.0847, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.5912, mAP: 0.7707, best_mAP: 0.8951 [2024-04-16 11:19:20 INFO]: Epoch [482][1/1] lr: 0.0005, eta: 0:00:09, time: 0.037, data_time: 0.239, memory: 901, loss_cls: 0.5188, loss_sal: 0.1081, loss_video_cal: 0.0199, loss_layer_cal: 0.0063, loss: 0.6531, scale: 16384.0000 [2024-04-16 11:19:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_482.pth... [2024-04-16 11:19:20 INFO]: Validating... [2024-04-16 11:19:20 INFO]: Epoch (val) [482][1] loss_cls: 0.5137, loss_sal: 1.0961, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6100, mAP: 0.8002, best_mAP: 0.8951 [2024-04-16 11:19:20 INFO]: Epoch [483][1/1] lr: 0.0005, eta: 0:00:09, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5159, loss_sal: 0.0696, loss_video_cal: 0.0157, loss_layer_cal: 0.0059, loss: 0.6072, scale: 16384.0000 [2024-04-16 11:19:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_483.pth... [2024-04-16 11:19:21 INFO]: Validating... [2024-04-16 11:19:21 INFO]: Epoch (val) [483][1] loss_cls: 0.5315, loss_sal: 1.1625, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.6942, mAP: 0.7949, best_mAP: 0.8951 [2024-04-16 11:19:21 INFO]: Epoch [484][1/1] lr: 0.0005, eta: 0:00:08, time: 0.037, data_time: 0.239, memory: 901, loss_cls: 0.5139, loss_sal: 0.0865, loss_video_cal: 0.0103, loss_layer_cal: 0.0094, loss: 0.6200, scale: 16384.0000 [2024-04-16 11:19:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_484.pth... [2024-04-16 11:19:21 INFO]: Validating... [2024-04-16 11:19:21 INFO]: Epoch (val) [484][1] loss_cls: 0.5472, loss_sal: 1.2043, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.7517, mAP: 0.8105, best_mAP: 0.8951 [2024-04-16 11:19:22 INFO]: Epoch [485][1/1] lr: 0.0005, eta: 0:00:08, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5246, loss_sal: 0.0234, loss_video_cal: 0.0056, loss_layer_cal: 0.0047, loss: 0.5583, scale: 16384.0000 [2024-04-16 11:19:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_485.pth... [2024-04-16 11:19:22 INFO]: Validating... [2024-04-16 11:19:22 INFO]: Epoch (val) [485][1] loss_cls: 0.5534, loss_sal: 1.2495, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.8030, mAP: 0.8258, best_mAP: 0.8951 [2024-04-16 11:19:22 INFO]: Epoch [486][1/1] lr: 0.0005, eta: 0:00:07, time: 0.037, data_time: 0.242, memory: 901, loss_cls: 0.5239, loss_sal: 0.0589, loss_video_cal: 0.0071, loss_layer_cal: 0.0024, loss: 0.5923, scale: 16384.0000 [2024-04-16 11:19:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_486.pth... [2024-04-16 11:19:22 INFO]: Validating... [2024-04-16 11:19:22 INFO]: Epoch (val) [486][1] loss_cls: 0.5472, loss_sal: 1.3125, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.8598, mAP: 0.7563, best_mAP: 0.8951 [2024-04-16 11:19:23 INFO]: Epoch [487][1/1] lr: 0.0005, eta: 0:00:07, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5246, loss_sal: 0.1136, loss_video_cal: 0.0046, loss_layer_cal: 0.0047, loss: 0.6475, scale: 16384.0000 [2024-04-16 11:19:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_487.pth... [2024-04-16 11:19:23 INFO]: Validating... [2024-04-16 11:19:23 INFO]: Epoch (val) [487][1] loss_cls: 0.5330, loss_sal: 1.3655, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.8986, mAP: 0.7824, best_mAP: 0.8951 [2024-04-16 11:19:23 INFO]: Epoch [488][1/1] lr: 0.0005, eta: 0:00:06, time: 0.037, data_time: 0.240, memory: 901, loss_cls: 0.5134, loss_sal: 0.0368, loss_video_cal: 0.0038, loss_layer_cal: 0.0090, loss: 0.5630, scale: 16384.0000 [2024-04-16 11:19:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_488.pth... [2024-04-16 11:19:23 INFO]: Validating... [2024-04-16 11:19:23 INFO]: Epoch (val) [488][1] loss_cls: 0.5179, loss_sal: 1.4113, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.9293, mAP: 0.7317, best_mAP: 0.8951 [2024-04-16 11:19:24 INFO]: Epoch [489][1/1] lr: 0.0005, eta: 0:00:06, time: 0.037, data_time: 0.242, memory: 901, loss_cls: 0.5167, loss_sal: 0.0740, loss_video_cal: 0.0226, loss_layer_cal: 0.0055, loss: 0.6187, scale: 16384.0000 [2024-04-16 11:19:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_489.pth... [2024-04-16 11:19:24 INFO]: Validating... [2024-04-16 11:19:24 INFO]: Epoch (val) [489][1] loss_cls: 0.5062, loss_sal: 1.4379, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.9442, mAP: 0.7564, best_mAP: 0.8951 [2024-04-16 11:19:24 INFO]: Epoch [490][1/1] lr: 0.0005, eta: 0:00:05, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5162, loss_sal: 0.0741, loss_video_cal: 0.0048, loss_layer_cal: 0.0065, loss: 0.6016, scale: 16384.0000 [2024-04-16 11:19:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_490.pth... [2024-04-16 11:19:24 INFO]: Validating... [2024-04-16 11:19:25 INFO]: Epoch (val) [490][1] loss_cls: 0.5020, loss_sal: 1.4528, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.9549, mAP: 0.8224, best_mAP: 0.8951 [2024-04-16 11:19:25 INFO]: Epoch [491][1/1] lr: 0.0005, eta: 0:00:04, time: 0.037, data_time: 0.236, memory: 901, loss_cls: 0.5227, loss_sal: 0.0743, loss_video_cal: 0.0107, loss_layer_cal: 0.0026, loss: 0.6103, scale: 16384.0000 [2024-04-16 11:19:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_491.pth... [2024-04-16 11:19:25 INFO]: Validating... [2024-04-16 11:19:25 INFO]: Epoch (val) [491][1] loss_cls: 0.5012, loss_sal: 1.4558, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.9571, mAP: 0.8351, best_mAP: 0.8951 [2024-04-16 11:19:25 INFO]: Epoch [492][1/1] lr: 0.0005, eta: 0:00:04, time: 0.038, data_time: 0.238, memory: 901, loss_cls: 0.5307, loss_sal: 0.0287, loss_video_cal: 0.0086, loss_layer_cal: 0.0060, loss: 0.5742, scale: 16384.0000 [2024-04-16 11:19:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_492.pth... [2024-04-16 11:19:25 INFO]: Validating... [2024-04-16 11:19:26 INFO]: Epoch (val) [492][1] loss_cls: 0.5009, loss_sal: 1.4553, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.9563, mAP: 0.8501, best_mAP: 0.8951 [2024-04-16 11:19:26 INFO]: Epoch [493][1/1] lr: 0.0005, eta: 0:00:03, time: 0.037, data_time: 0.241, memory: 901, loss_cls: 0.5279, loss_sal: 0.1830, loss_video_cal: 0.0059, loss_layer_cal: 0.0035, loss: 0.7203, scale: 16384.0000 [2024-04-16 11:19:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_493.pth... [2024-04-16 11:19:26 INFO]: Validating... [2024-04-16 11:19:26 INFO]: Epoch (val) [493][1] loss_cls: 0.5007, loss_sal: 1.4505, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.9514, mAP: 0.8882, best_mAP: 0.8951 [2024-04-16 11:19:26 INFO]: Epoch [494][1/1] lr: 0.0005, eta: 0:00:03, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5186, loss_sal: 0.0873, loss_video_cal: 0.0035, loss_layer_cal: 0.0026, loss: 0.6119, scale: 16384.0000 [2024-04-16 11:19:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_494.pth... [2024-04-16 11:19:27 INFO]: Validating... [2024-04-16 11:19:27 INFO]: Epoch (val) [494][1] loss_cls: 0.5043, loss_sal: 1.4340, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.9384, mAP: 0.8657, best_mAP: 0.8951 [2024-04-16 11:19:27 INFO]: Epoch [495][1/1] lr: 0.0005, eta: 0:00:02, time: 0.038, data_time: 0.242, memory: 901, loss_cls: 0.5129, loss_sal: 0.0871, loss_video_cal: 0.0058, loss_layer_cal: 0.0038, loss: 0.6096, scale: 16384.0000 [2024-04-16 11:19:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_495.pth... [2024-04-16 11:19:27 INFO]: Validating... [2024-04-16 11:19:27 INFO]: Epoch (val) [495][1] loss_cls: 0.5128, loss_sal: 1.4275, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.9405, mAP: 0.8657, best_mAP: 0.8951 [2024-04-16 11:19:28 INFO]: Epoch [496][1/1] lr: 0.0005, eta: 0:00:02, time: 0.038, data_time: 0.241, memory: 901, loss_cls: 0.5155, loss_sal: 0.0321, loss_video_cal: 0.0132, loss_layer_cal: 0.0089, loss: 0.5697, scale: 16384.0000 [2024-04-16 11:19:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_496.pth... [2024-04-16 11:19:28 INFO]: Validating... [2024-04-16 11:19:28 INFO]: Epoch (val) [496][1] loss_cls: 0.5232, loss_sal: 1.4223, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.9457, mAP: 0.8668, best_mAP: 0.8951 [2024-04-16 11:19:28 INFO]: Epoch [497][1/1] lr: 0.0005, eta: 0:00:01, time: 0.038, data_time: 0.239, memory: 901, loss_cls: 0.5212, loss_sal: 0.0728, loss_video_cal: 0.0095, loss_layer_cal: 0.0091, loss: 0.6126, scale: 16384.0000 [2024-04-16 11:19:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_497.pth... [2024-04-16 11:19:28 INFO]: Validating... [2024-04-16 11:19:28 INFO]: Epoch (val) [497][1] loss_cls: 0.5308, loss_sal: 1.4090, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.9400, mAP: 0.8668, best_mAP: 0.8951 [2024-04-16 11:19:29 INFO]: Epoch [498][1/1] lr: 0.0005, eta: 0:00:01, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5241, loss_sal: 0.1149, loss_video_cal: 0.0042, loss_layer_cal: 0.0047, loss: 0.6480, scale: 16384.0000 [2024-04-16 11:19:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_498.pth... [2024-04-16 11:19:29 INFO]: Validating... [2024-04-16 11:19:29 INFO]: Epoch (val) [498][1] loss_cls: 0.5360, loss_sal: 1.3876, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.9238, mAP: 0.8144, best_mAP: 0.8951 [2024-04-16 11:19:29 INFO]: Epoch [499][1/1] lr: 0.0005, eta: 0:00:00, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5268, loss_sal: 0.0700, loss_video_cal: 0.0195, loss_layer_cal: 0.0083, loss: 0.6247, scale: 16384.0000 [2024-04-16 11:19:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_499.pth... [2024-04-16 11:19:29 INFO]: Validating... [2024-04-16 11:19:30 INFO]: Epoch (val) [499][1] loss_cls: 0.5354, loss_sal: 1.3757, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.9112, mAP: 0.8144, best_mAP: 0.8951 [2024-04-16 11:19:30 INFO]: Epoch [500][1/1] lr: 0.0005, eta: 0:00:00, time: 0.038, data_time: 0.240, memory: 901, loss_cls: 0.5244, loss_sal: 0.0801, loss_video_cal: 0.0053, loss_layer_cal: 0.0052, loss: 0.6149, scale: 16384.0000 [2024-04-16 11:19:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ga/epoch_500.pth... [2024-04-16 11:19:30 INFO]: Validating... [2024-04-16 11:19:30 INFO]: Epoch (val) [500][1] loss_cls: 0.5307, loss_sal: 1.3616, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.8924, mAP: 0.8095, best_mAP: 0.8951 [2024-04-16 11:19:30 INFO]: Overall training speed: 500 iterations in 0:00:19 (0.0389 s/it) [2024-04-16 11:19:30 INFO]: Done running in 0:04:37 (0:04:05 on hooks)