[2024-04-16 10:22:16 INFO]: Environment info: ---------------------- ------------------------------------------------------------------------------------------------ System Linux Python 3.12.2 | packaged by Anaconda, Inc. | (main, Feb 27 2024, 17:35:02) [GCC 11.2.0] CPU Intel(R) Xeon(R) Platinum 8358 CPU @ 2.60GHz CUDA_HOME /n/home01/coco/cuda-12.1 NVCC Build cuda_12.1.r12.1/compiler.32688072_0 GPU 0 NVIDIA A100-SXM4-80GB PyTorch 2.2.1+cu121 @ /n/home01/coco/miniconda3/envs/r2-tuning/lib/python3.12/site-packages/torch PyTorch debug build False torchvision 0.17.1+cu121 @ /n/home01/coco/miniconda3/envs/r2-tuning/lib/python3.12/site-packages/torchvision torchvision arch flags sm_50, sm_60, sm_70, sm_75, sm_80, sm_86, sm_90 nncore 0.4.2 numpy 1.26.4 PIL 10.2.0 cv2 4.9.0 ---------------------- ------------------------------------------------------------------------------------------------ PyTorch built with: - GCC 9.3 - C++ Version: 201703 - Intel(R) oneAPI Math Kernel Library Version 2022.2-Product Build 20220804 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v3.3.2 (Git Hash 2dc95a2ad0841e29db8b22fbccaf3e5da7992b01) - OpenMP 201511 (a.k.a. OpenMP 4.5) - LAPACK is enabled (usually provided by MKL) - NNPACK is enabled - CPU capability usage: AVX512 - CUDA Runtime 12.1 - NVCC architecture flags: -gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_90,code=sm_90 - CuDNN 8.9.2 - Magma 2.6.1 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=12.1, CUDNN_VERSION=8.9.2, CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=0 -fabi-version=11 -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DLIBKINETO_NOROCTRACER -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-stringop-overflow -Wsuggest-override -Wno-psabi -Wno-error=pedantic -Wno-error=old-style-cast -Wno-missing-braces -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=2.2.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=1, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, USE_ROCM_KERNEL_ASSERT=OFF, [2024-04-16 10:22:16 INFO]: Launcher: None [2024-04-16 10:22:16 INFO]: Config: /n/home01/coco/r2-tuning-dev/configs/tvsum/r2_tuning_tvsum_ms.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='MS'), 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='MS')) stages = dict( epochs=500, optimizer=dict( type='AdamW', lr=0.0005, weight_decay=0.0001), lr_schedule=None, warmup=dict( type='iter', policy='linear', steps=50, ratio=0.001), grad_clip=dict( max_norm=35, norm_type=2), validation=dict(interval=1)) hooks = [dict( type='EvalHook', high_keys=['MR-full-mAP', 'MR-full-mIoU', 'HL-min-VeryGood-mAP', 'MR-full-R1@0.3', 'MR-full-R1@0.5', 'MR-full-R1@0.7', 'mAP'])] [2024-04-16 10:22:16 INFO]: Using random seed: 89541435 [2024-04-16 10:22:16 INFO]: Model architecture: R2Tuning( (adapter): R2Block( (video_map): Sequential( (0): LayerNorm((768,), eps=1e-05, elementwise_affine=True) (1): Dropout(p=0.5, inplace=False) (2): Linear(in_features=768, out_features=256, bias=True) (3): ReLU(inplace=True) (4): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (5): Dropout(p=0.5, inplace=False) (6): Linear(in_features=256, out_features=256, bias=True) ) (query_map): Sequential( (0): LayerNorm((512,), eps=1e-05, elementwise_affine=True) (1): Dropout(p=0.5, inplace=False) (2): Linear(in_features=512, out_features=256, bias=True) (3): ReLU(inplace=True) (4): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (5): Dropout(p=0.5, inplace=False) (6): Linear(in_features=256, out_features=256, bias=True) ) (v_map): Linear(in_features=256, out_features=256, bias=True) (q_map): Linear(in_features=256, out_features=256, bias=True) (pos): PositionalEncoding(dims=256, temperature=10000, normalize=True, scale=6.283185307179586, offset=0.0) (tem): TransformerDecoderLayer( (cross_att): MultiHeadAttention(q_dims=256, k_dims=256, v_dims=256, h_dims=256, o_dims=256, heads=8, att_dropout=0.0, out_dropout=0.0, bias=True) (cross_att_norm): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (self_att): MultiHeadAttention(q_dims=256, k_dims=256, v_dims=256, h_dims=256, o_dims=256, heads=8, att_dropout=0.0, out_dropout=0.0, bias=True) (self_att_norm): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (ffn): FeedForwardNetwork(dims=256, ratio=4, ffn_dropout=0.0, out_dropout=0.0) (ffn_norm): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (droppath): DropPath(p=0.1) ) ) (pyramid): ConvPyramid( (blocks): ModuleList( (0): ReLU(inplace=True) ) ) (pooling): AdaPooling( (att): Linear(in_features=256, out_features=1, bias=False) ) (class_head): ConvHead( (module): Sequential( (0): Permute() (1): Conv1d(256, 256, kernel_size=(3,), stride=(1,), padding=(1,)) (2): ReLU(inplace=True) (3): Conv1d(256, 1, kernel_size=(3,), stride=(1,), padding=(1,)) (4): Permute() ) ) (generator): PointGenerator( (buffer_points): BufferList() ) (loss): BundleLoss( (_loss_cls): DynamicBCELoss(reduction='mean', pos_weight=None, loss_weight=1.0) (_loss_sal): SampledNCELoss(temperature=0.07, max_scale=100, learnable=False, direction=('row',), loss_weight=0.1) (_loss_video_cal): InfoNCELoss(temperature=0.07, max_scale=100, learnable=False, dist=False, loss_weight=0.1) (_loss_layer_cal): InfoNCELoss(temperature=0.07, max_scale=100, learnable=False, dist=False, loss_weight=0.1) ) ) [2024-04-16 10:22:16 INFO]: Learnable Parameters: [2024-04-16 10:22:16 INFO]: module.coef - torch.Size([1]) [2024-04-16 10:22:16 INFO]: module.adapter.gate - torch.Size([3]) [2024-04-16 10:22:16 INFO]: module.adapter.scale - torch.Size([4]) [2024-04-16 10:22:16 INFO]: module.adapter.video_map.0.weight - torch.Size([768]) [2024-04-16 10:22:16 INFO]: module.adapter.video_map.0.bias - torch.Size([768]) [2024-04-16 10:22:16 INFO]: module.adapter.video_map.2.weight - torch.Size([256, 768]) [2024-04-16 10:22:16 INFO]: module.adapter.video_map.2.bias - torch.Size([256]) [2024-04-16 10:22:16 INFO]: module.adapter.video_map.4.weight - torch.Size([256]) [2024-04-16 10:22:16 INFO]: module.adapter.video_map.4.bias - torch.Size([256]) [2024-04-16 10:22:16 INFO]: module.adapter.video_map.6.weight - torch.Size([256, 256]) [2024-04-16 10:22:16 INFO]: module.adapter.video_map.6.bias - torch.Size([256]) [2024-04-16 10:22:16 INFO]: module.adapter.query_map.0.weight - torch.Size([512]) [2024-04-16 10:22:16 INFO]: module.adapter.query_map.0.bias - torch.Size([512]) [2024-04-16 10:22:16 INFO]: module.adapter.query_map.2.weight - torch.Size([256, 512]) [2024-04-16 10:22:16 INFO]: module.adapter.query_map.2.bias - torch.Size([256]) [2024-04-16 10:22:16 INFO]: module.adapter.query_map.4.weight - torch.Size([256]) [2024-04-16 10:22:16 INFO]: module.adapter.query_map.4.bias - torch.Size([256]) [2024-04-16 10:22:16 INFO]: module.adapter.query_map.6.weight - torch.Size([256, 256]) [2024-04-16 10:22:16 INFO]: module.adapter.query_map.6.bias - torch.Size([256]) [2024-04-16 10:22:16 INFO]: module.adapter.v_map.weight - torch.Size([256, 256]) [2024-04-16 10:22:16 INFO]: module.adapter.v_map.bias - torch.Size([256]) [2024-04-16 10:22:16 INFO]: module.adapter.q_map.weight - torch.Size([256, 256]) [2024-04-16 10:22:16 INFO]: module.adapter.q_map.bias - torch.Size([256]) [2024-04-16 10:22:16 INFO]: module.adapter.tem.cross_att.q.weight - torch.Size([256, 256]) [2024-04-16 10:22:16 INFO]: module.adapter.tem.cross_att.q.bias - torch.Size([256]) [2024-04-16 10:22:16 INFO]: module.adapter.tem.cross_att.k.weight - torch.Size([256, 256]) [2024-04-16 10:22:16 INFO]: module.adapter.tem.cross_att.k.bias - torch.Size([256]) [2024-04-16 10:22:16 INFO]: module.adapter.tem.cross_att.v.weight - torch.Size([256, 256]) [2024-04-16 10:22:16 INFO]: module.adapter.tem.cross_att.v.bias - torch.Size([256]) [2024-04-16 10:22:16 INFO]: module.adapter.tem.cross_att.m.weight - torch.Size([256, 256]) [2024-04-16 10:22:16 INFO]: module.adapter.tem.cross_att.m.bias - torch.Size([256]) [2024-04-16 10:22:16 INFO]: module.adapter.tem.cross_att_norm.weight - torch.Size([256]) [2024-04-16 10:22:16 INFO]: module.adapter.tem.cross_att_norm.bias - torch.Size([256]) [2024-04-16 10:22:16 INFO]: module.adapter.tem.self_att.q.weight - torch.Size([256, 256]) [2024-04-16 10:22:16 INFO]: module.adapter.tem.self_att.q.bias - torch.Size([256]) [2024-04-16 10:22:16 INFO]: module.adapter.tem.self_att.k.weight - torch.Size([256, 256]) [2024-04-16 10:22:16 INFO]: module.adapter.tem.self_att.k.bias - torch.Size([256]) [2024-04-16 10:22:16 INFO]: module.adapter.tem.self_att.v.weight - torch.Size([256, 256]) [2024-04-16 10:22:16 INFO]: module.adapter.tem.self_att.v.bias - torch.Size([256]) [2024-04-16 10:22:16 INFO]: module.adapter.tem.self_att.m.weight - torch.Size([256, 256]) [2024-04-16 10:22:16 INFO]: module.adapter.tem.self_att.m.bias - torch.Size([256]) [2024-04-16 10:22:16 INFO]: module.adapter.tem.self_att_norm.weight - torch.Size([256]) [2024-04-16 10:22:16 INFO]: module.adapter.tem.self_att_norm.bias - torch.Size([256]) [2024-04-16 10:22:16 INFO]: module.adapter.tem.ffn.mapping.0.weight - torch.Size([1024, 256]) [2024-04-16 10:22:16 INFO]: module.adapter.tem.ffn.mapping.0.bias - torch.Size([1024]) [2024-04-16 10:22:16 INFO]: module.adapter.tem.ffn.mapping.2.weight - torch.Size([256, 1024]) [2024-04-16 10:22:16 INFO]: module.adapter.tem.ffn.mapping.2.bias - torch.Size([256]) [2024-04-16 10:22:16 INFO]: module.adapter.tem.ffn_norm.weight - torch.Size([256]) [2024-04-16 10:22:16 INFO]: module.adapter.tem.ffn_norm.bias - torch.Size([256]) [2024-04-16 10:22:16 INFO]: module.pooling.att.weight - torch.Size([1, 256]) [2024-04-16 10:22:16 INFO]: module.class_head.module.1.weight - torch.Size([256, 256, 3]) [2024-04-16 10:22:16 INFO]: module.class_head.module.1.bias - torch.Size([256]) [2024-04-16 10:22:16 INFO]: module.class_head.module.3.weight - torch.Size([1, 256, 3]) [2024-04-16 10:22:16 INFO]: module.class_head.module.3.bias - torch.Size([1]) [2024-04-16 10:22:16 INFO]: Learnable Parameters: 1.761M (100.0%) [2024-04-16 10:22:16 INFO]: Auto Scale Batch Size: 1 GPU(s) * 4 Samples [2024-04-16 10:22:16 INFO]: Distributed: False, AMP: fp16, Debug: False [2024-04-16 10:22:16 INFO]: Launch engine, host: coco@holygpu8a29203.rc.fas.harvard.edu, work_dir: work_dirs/r2_tuning_tvsum_ms [2024-04-16 10:22:16 INFO]: Stage: 1, epochs: 500, optimizer: AdamW(lr: 0.0005, weight_decay: 0.0001) [2024-04-16 10:22:19 INFO]: Epoch [1][1/1] lr: 0.0, eta: 0:16:15, time: 0.731, data_time: 1.224, memory: 1740, loss_cls: 0.7340, loss_sal: 0.4637, loss_video_cal: 0.1586, loss_layer_cal: 0.1422, loss: 1.4985, scale: 65536.0000 [2024-04-16 10:22:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_1.pth... [2024-04-16 10:22:19 INFO]: Validating... [2024-04-16 10:22:19 INFO]: Epoch (val) [1][1] loss_cls: 0.7427, loss_sal: 0.4705, loss_video_cal: 0.0000, loss_layer_cal: 0.1620, loss: 1.3752, mAP: 0.3558, best_mAP: 0.3558 [2024-04-16 10:22:19 INFO]: Epoch [2][1/1] lr: 1e-05, eta: 0:12:16, time: 0.058, data_time: 0.406, memory: 1764, loss_cls: 0.7287, loss_sal: 0.4552, loss_video_cal: 0.1907, loss_layer_cal: 0.1633, loss: 1.5379, scale: 65536.0000 [2024-04-16 10:22:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_2.pth... [2024-04-16 10:22:20 INFO]: Validating... [2024-04-16 10:22:20 INFO]: Epoch (val) [2][1] loss_cls: 0.7366, loss_sal: 0.4707, loss_video_cal: 0.0000, loss_layer_cal: 0.1618, loss: 1.3691, mAP: 0.3121, best_mAP: 0.3558 [2024-04-16 10:22:20 INFO]: Epoch [3][1/1] lr: 2e-05, eta: 0:10:25, time: 0.058, data_time: 0.377, memory: 1764, loss_cls: 0.7310, loss_sal: 0.4563, loss_video_cal: 0.1639, loss_layer_cal: 0.1378, loss: 1.4891, scale: 65536.0000 [2024-04-16 10:22:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_3.pth... [2024-04-16 10:22:20 INFO]: Validating... [2024-04-16 10:22:21 INFO]: Epoch (val) [3][1] loss_cls: 0.7246, loss_sal: 0.4708, loss_video_cal: 0.0000, loss_layer_cal: 0.1613, loss: 1.3567, mAP: 0.2729, best_mAP: 0.3558 [2024-04-16 10:22:21 INFO]: Epoch [4][1/1] lr: 3e-05, eta: 0:09:15, time: 0.056, data_time: 0.371, memory: 1764, loss_cls: 0.7180, loss_sal: 0.4687, loss_video_cal: 0.1375, loss_layer_cal: 0.1510, loss: 1.4752, scale: 65536.0000 [2024-04-16 10:22:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_4.pth... [2024-04-16 10:22:21 INFO]: Validating... [2024-04-16 10:22:21 INFO]: Epoch (val) [4][1] loss_cls: 0.7080, loss_sal: 0.4710, loss_video_cal: 0.0000, loss_layer_cal: 0.1605, loss: 1.3395, mAP: 0.2827, best_mAP: 0.3558 [2024-04-16 10:22:22 INFO]: Epoch [5][1/1] lr: 4e-05, eta: 0:08:34, time: 0.056, data_time: 0.375, memory: 1764, loss_cls: 0.7033, loss_sal: 0.4732, loss_video_cal: 0.1779, loss_layer_cal: 0.1473, loss: 1.5016, scale: 65536.0000 [2024-04-16 10:22:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_5.pth... [2024-04-16 10:22:22 INFO]: Validating... [2024-04-16 10:22:22 INFO]: Epoch (val) [5][1] loss_cls: 0.6872, loss_sal: 0.4706, loss_video_cal: 0.0000, loss_layer_cal: 0.1593, loss: 1.3172, mAP: 0.2965, best_mAP: 0.3558 [2024-04-16 10:22:22 INFO]: Epoch [6][1/1] lr: 5e-05, eta: 0:08:06, time: 0.056, data_time: 0.373, memory: 1764, loss_cls: 0.6908, loss_sal: 0.4932, loss_video_cal: 0.1790, loss_layer_cal: 0.1745, loss: 1.5375, scale: 65536.0000 [2024-04-16 10:22:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_6.pth... [2024-04-16 10:22:23 INFO]: Validating... [2024-04-16 10:22:23 INFO]: Epoch (val) [6][1] loss_cls: 0.6638, loss_sal: 0.4710, loss_video_cal: 0.0000, loss_layer_cal: 0.1580, loss: 1.2929, mAP: 0.2980, best_mAP: 0.3558 [2024-04-16 10:22:23 INFO]: Epoch [7][1/1] lr: 6e-05, eta: 0:07:49, time: 0.055, data_time: 0.374, memory: 1764, loss_cls: 0.6628, loss_sal: 0.4751, loss_video_cal: 0.1731, loss_layer_cal: 0.1684, loss: 1.4794, scale: 65536.0000 [2024-04-16 10:22:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_7.pth... [2024-04-16 10:22:23 INFO]: Validating... [2024-04-16 10:22:23 INFO]: Epoch (val) [7][1] loss_cls: 0.6398, loss_sal: 0.4724, loss_video_cal: 0.0000, loss_layer_cal: 0.1565, loss: 1.2687, mAP: 0.2878, best_mAP: 0.3558 [2024-04-16 10:22:24 INFO]: Epoch [8][1/1] lr: 7e-05, eta: 0:07:33, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.6475, loss_sal: 0.4693, loss_video_cal: 0.1465, loss_layer_cal: 0.1356, loss: 1.3990, scale: 65536.0000 [2024-04-16 10:22:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_8.pth... [2024-04-16 10:22:24 INFO]: Validating... [2024-04-16 10:22:24 INFO]: Epoch (val) [8][1] loss_cls: 0.6167, loss_sal: 0.4726, loss_video_cal: 0.0000, loss_layer_cal: 0.1550, loss: 1.2443, mAP: 0.2516, best_mAP: 0.3558 [2024-04-16 10:22:25 INFO]: Epoch [9][1/1] lr: 8e-05, eta: 0:07:21, time: 0.056, data_time: 0.371, memory: 1764, loss_cls: 0.6346, loss_sal: 0.4579, loss_video_cal: 0.1605, loss_layer_cal: 0.1571, loss: 1.4101, scale: 65536.0000 [2024-04-16 10:22:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_9.pth... [2024-04-16 10:22:25 INFO]: Validating... [2024-04-16 10:22:25 INFO]: Epoch (val) [9][1] loss_cls: 0.5958, loss_sal: 0.4731, loss_video_cal: 0.0000, loss_layer_cal: 0.1529, loss: 1.2218, mAP: 0.2516, best_mAP: 0.3558 [2024-04-16 10:22:25 INFO]: Epoch [10][1/1] lr: 9e-05, eta: 0:07:11, time: 0.057, data_time: 0.374, memory: 1764, loss_cls: 0.6074, loss_sal: 0.4555, loss_video_cal: 0.1761, loss_layer_cal: 0.1389, loss: 1.3779, scale: 65536.0000 [2024-04-16 10:22:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_10.pth... [2024-04-16 10:22:25 INFO]: Validating... [2024-04-16 10:22:26 INFO]: Epoch (val) [10][1] loss_cls: 0.5779, loss_sal: 0.4734, loss_video_cal: 0.0000, loss_layer_cal: 0.1504, loss: 1.2017, mAP: 0.2516, best_mAP: 0.3558 [2024-04-16 10:22:26 INFO]: Epoch [11][1/1] lr: 0.0001, eta: 0:07:03, time: 0.058, data_time: 0.374, memory: 1764, loss_cls: 0.5884, loss_sal: 0.4647, loss_video_cal: 0.1541, loss_layer_cal: 0.1396, loss: 1.3468, scale: 65536.0000 [2024-04-16 10:22:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_11.pth... [2024-04-16 10:22:26 INFO]: Validating... [2024-04-16 10:22:26 INFO]: Epoch (val) [11][1] loss_cls: 0.5628, loss_sal: 0.4728, loss_video_cal: 0.0000, loss_layer_cal: 0.1479, loss: 1.1835, mAP: 0.2610, best_mAP: 0.3558 [2024-04-16 10:22:27 INFO]: Epoch [12][1/1] lr: 0.00011, eta: 0:06:55, time: 0.055, data_time: 0.367, memory: 1764, loss_cls: 0.5855, loss_sal: 0.4578, loss_video_cal: 0.1622, loss_layer_cal: 0.1779, loss: 1.3834, scale: 65536.0000 [2024-04-16 10:22:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_12.pth... [2024-04-16 10:22:27 INFO]: Validating... [2024-04-16 10:22:27 INFO]: Epoch (val) [12][1] loss_cls: 0.5510, loss_sal: 0.4736, loss_video_cal: 0.0000, loss_layer_cal: 0.1453, loss: 1.1699, mAP: 0.2869, best_mAP: 0.3558 [2024-04-16 10:22:27 INFO]: Epoch [13][1/1] lr: 0.00012, eta: 0:06:49, time: 0.057, data_time: 0.371, memory: 1764, loss_cls: 0.5673, loss_sal: 0.5222, loss_video_cal: 0.1541, loss_layer_cal: 0.1486, loss: 1.3921, scale: 65536.0000 [2024-04-16 10:22:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_13.pth... [2024-04-16 10:22:28 INFO]: Validating... [2024-04-16 10:22:28 INFO]: Epoch (val) [13][1] loss_cls: 0.5428, loss_sal: 0.4749, loss_video_cal: 0.0000, loss_layer_cal: 0.1425, loss: 1.1602, mAP: 0.2869, best_mAP: 0.3558 [2024-04-16 10:22:28 INFO]: Epoch [14][1/1] lr: 0.00013, eta: 0:06:44, time: 0.056, data_time: 0.376, memory: 1764, loss_cls: 0.5602, loss_sal: 0.4595, loss_video_cal: 0.1932, loss_layer_cal: 0.1572, loss: 1.3701, scale: 65536.0000 [2024-04-16 10:22:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_14.pth... [2024-04-16 10:22:28 INFO]: Validating... [2024-04-16 10:22:28 INFO]: Epoch (val) [14][1] loss_cls: 0.5380, loss_sal: 0.4774, loss_video_cal: 0.0000, loss_layer_cal: 0.1397, loss: 1.1551, mAP: 0.2866, best_mAP: 0.3558 [2024-04-16 10:22:29 INFO]: Epoch [15][1/1] lr: 0.00014, eta: 0:06:39, time: 0.056, data_time: 0.372, memory: 1764, loss_cls: 0.5575, loss_sal: 0.4612, loss_video_cal: 0.1497, loss_layer_cal: 0.1359, loss: 1.3044, scale: 65536.0000 [2024-04-16 10:22:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_15.pth... [2024-04-16 10:22:29 INFO]: Validating... [2024-04-16 10:22:29 INFO]: Epoch (val) [15][1] loss_cls: 0.5369, loss_sal: 0.4797, loss_video_cal: 0.0000, loss_layer_cal: 0.1367, loss: 1.1533, mAP: 0.2866, best_mAP: 0.3558 [2024-04-16 10:22:30 INFO]: Epoch [16][1/1] lr: 0.00015, eta: 0:06:35, time: 0.056, data_time: 0.369, memory: 1764, loss_cls: 0.5563, loss_sal: 0.4620, loss_video_cal: 0.1521, loss_layer_cal: 0.1548, loss: 1.3253, scale: 65536.0000 [2024-04-16 10:22:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_16.pth... [2024-04-16 10:22:30 INFO]: Validating... [2024-04-16 10:22:30 INFO]: Epoch (val) [16][1] loss_cls: 0.5387, loss_sal: 0.4812, loss_video_cal: 0.0000, loss_layer_cal: 0.1337, loss: 1.1536, mAP: 0.2866, best_mAP: 0.3558 [2024-04-16 10:22:30 INFO]: Epoch [17][1/1] lr: 0.00016, eta: 0:06:31, time: 0.058, data_time: 0.373, memory: 1764, loss_cls: 0.5605, loss_sal: 0.4632, loss_video_cal: 0.1524, loss_layer_cal: 0.1542, loss: 1.3303, scale: 65536.0000 [2024-04-16 10:22:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_17.pth... [2024-04-16 10:22:30 INFO]: Validating... [2024-04-16 10:22:31 INFO]: Epoch (val) [17][1] loss_cls: 0.5421, loss_sal: 0.4815, loss_video_cal: 0.0000, loss_layer_cal: 0.1305, loss: 1.1542, mAP: 0.2866, best_mAP: 0.3558 [2024-04-16 10:22:31 INFO]: Epoch [18][1/1] lr: 0.00017, eta: 0:06:28, time: 0.056, data_time: 0.372, memory: 1764, loss_cls: 0.5662, loss_sal: 0.4820, loss_video_cal: 0.1586, loss_layer_cal: 0.1362, loss: 1.3431, scale: 65536.0000 [2024-04-16 10:22:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_18.pth... [2024-04-16 10:22:31 INFO]: Validating... [2024-04-16 10:22:31 INFO]: Epoch (val) [18][1] loss_cls: 0.5457, loss_sal: 0.4813, loss_video_cal: 0.0000, loss_layer_cal: 0.1274, loss: 1.1544, mAP: 0.2488, best_mAP: 0.3558 [2024-04-16 10:22:32 INFO]: Epoch [19][1/1] lr: 0.00018, eta: 0:06:25, time: 0.058, data_time: 0.371, memory: 1764, loss_cls: 0.5739, loss_sal: 0.4903, loss_video_cal: 0.1485, loss_layer_cal: 0.1500, loss: 1.3627, scale: 65536.0000 [2024-04-16 10:22:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_19.pth... [2024-04-16 10:22:32 INFO]: Validating... [2024-04-16 10:22:32 INFO]: Epoch (val) [19][1] loss_cls: 0.5483, loss_sal: 0.4805, loss_video_cal: 0.0000, loss_layer_cal: 0.1243, loss: 1.1531, mAP: 0.2488, best_mAP: 0.3558 [2024-04-16 10:22:32 INFO]: Epoch [20][1/1] lr: 0.00019, eta: 0:06:22, time: 0.057, data_time: 0.373, memory: 1764, loss_cls: 0.5770, loss_sal: 0.4634, loss_video_cal: 0.1346, loss_layer_cal: 0.1439, loss: 1.3188, scale: 65536.0000 [2024-04-16 10:22:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_20.pth... [2024-04-16 10:22:33 INFO]: Validating... [2024-04-16 10:22:33 INFO]: Epoch (val) [20][1] loss_cls: 0.5493, loss_sal: 0.4810, loss_video_cal: 0.0000, loss_layer_cal: 0.1213, loss: 1.1516, mAP: 0.2488, best_mAP: 0.3558 [2024-04-16 10:22:33 INFO]: Epoch [21][1/1] lr: 0.0002, eta: 0:06:20, time: 0.057, data_time: 0.369, memory: 1764, loss_cls: 0.5784, loss_sal: 0.4787, loss_video_cal: 0.1482, loss_layer_cal: 0.1205, loss: 1.3259, scale: 65536.0000 [2024-04-16 10:22:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_21.pth... [2024-04-16 10:22:33 INFO]: Validating... [2024-04-16 10:22:33 INFO]: Epoch (val) [21][1] loss_cls: 0.5485, loss_sal: 0.4818, loss_video_cal: 0.0000, loss_layer_cal: 0.1184, loss: 1.1487, mAP: 0.2488, best_mAP: 0.3558 [2024-04-16 10:22:34 INFO]: Epoch [22][1/1] lr: 0.00021, eta: 0:06:17, time: 0.055, data_time: 0.371, memory: 1764, loss_cls: 0.5742, loss_sal: 0.4703, loss_video_cal: 0.1495, loss_layer_cal: 0.1456, loss: 1.3395, scale: 65536.0000 [2024-04-16 10:22:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_22.pth... [2024-04-16 10:22:34 INFO]: Validating... [2024-04-16 10:22:34 INFO]: Epoch (val) [22][1] loss_cls: 0.5459, loss_sal: 0.4820, loss_video_cal: 0.0000, loss_layer_cal: 0.1153, loss: 1.1432, mAP: 0.2488, best_mAP: 0.3558 [2024-04-16 10:22:35 INFO]: Epoch [23][1/1] lr: 0.00022, eta: 0:06:14, time: 0.055, data_time: 0.370, memory: 1764, loss_cls: 0.5757, loss_sal: 0.4472, loss_video_cal: 0.1355, loss_layer_cal: 0.1066, loss: 1.2649, scale: 65536.0000 [2024-04-16 10:22:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_23.pth... [2024-04-16 10:22:35 INFO]: Validating... [2024-04-16 10:22:35 INFO]: Epoch (val) [23][1] loss_cls: 0.5425, loss_sal: 0.4822, loss_video_cal: 0.0000, loss_layer_cal: 0.1123, loss: 1.1369, mAP: 0.2488, best_mAP: 0.3558 [2024-04-16 10:22:35 INFO]: Epoch [24][1/1] lr: 0.00023, eta: 0:06:12, time: 0.057, data_time: 0.370, memory: 1764, loss_cls: 0.5672, loss_sal: 0.4755, loss_video_cal: 0.1307, loss_layer_cal: 0.1237, loss: 1.2971, scale: 65536.0000 [2024-04-16 10:22:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_24.pth... [2024-04-16 10:22:35 INFO]: Validating... [2024-04-16 10:22:36 INFO]: Epoch (val) [24][1] loss_cls: 0.5393, loss_sal: 0.4830, loss_video_cal: 0.0000, loss_layer_cal: 0.1095, loss: 1.1317, mAP: 0.2488, best_mAP: 0.3558 [2024-04-16 10:22:36 INFO]: Epoch [25][1/1] lr: 0.00024, eta: 0:06:10, time: 0.056, data_time: 0.372, memory: 1764, loss_cls: 0.5631, loss_sal: 0.4749, loss_video_cal: 0.1664, loss_layer_cal: 0.1170, loss: 1.3214, scale: 65536.0000 [2024-04-16 10:22:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_25.pth... [2024-04-16 10:22:36 INFO]: Validating... [2024-04-16 10:22:36 INFO]: Epoch (val) [25][1] loss_cls: 0.5373, loss_sal: 0.4830, loss_video_cal: 0.0000, loss_layer_cal: 0.1068, loss: 1.1271, mAP: 0.2716, best_mAP: 0.3558 [2024-04-16 10:22:37 INFO]: Epoch [26][1/1] lr: 0.00025, eta: 0:06:08, time: 0.057, data_time: 0.373, memory: 1764, loss_cls: 0.5584, loss_sal: 0.4708, loss_video_cal: 0.1491, loss_layer_cal: 0.1336, loss: 1.3119, scale: 65536.0000 [2024-04-16 10:22:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_26.pth... [2024-04-16 10:22:37 INFO]: Validating... [2024-04-16 10:22:37 INFO]: Epoch (val) [26][1] loss_cls: 0.5370, loss_sal: 0.4827, loss_video_cal: 0.0000, loss_layer_cal: 0.1042, loss: 1.1239, mAP: 0.2716, best_mAP: 0.3558 [2024-04-16 10:22:37 INFO]: Epoch [27][1/1] lr: 0.00026, eta: 0:06:06, time: 0.056, data_time: 0.372, memory: 1764, loss_cls: 0.5568, loss_sal: 0.4620, loss_video_cal: 0.1477, loss_layer_cal: 0.1152, loss: 1.2816, scale: 65536.0000 [2024-04-16 10:22:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_27.pth... [2024-04-16 10:22:37 INFO]: Validating... [2024-04-16 10:22:38 INFO]: Epoch (val) [27][1] loss_cls: 0.5381, loss_sal: 0.4827, loss_video_cal: 0.0000, loss_layer_cal: 0.1016, loss: 1.1224, mAP: 0.2716, best_mAP: 0.3558 [2024-04-16 10:22:38 INFO]: Epoch [28][1/1] lr: 0.00027, eta: 0:06:04, time: 0.056, data_time: 0.376, memory: 1764, loss_cls: 0.5562, loss_sal: 0.4870, loss_video_cal: 0.1715, loss_layer_cal: 0.1329, loss: 1.3476, scale: 65536.0000 [2024-04-16 10:22:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_28.pth... [2024-04-16 10:22:38 INFO]: Validating... [2024-04-16 10:22:38 INFO]: Epoch (val) [28][1] loss_cls: 0.5404, loss_sal: 0.4827, loss_video_cal: 0.0000, loss_layer_cal: 0.0992, loss: 1.1223, mAP: 0.2716, best_mAP: 0.3558 [2024-04-16 10:22:39 INFO]: Epoch [29][1/1] lr: 0.00028, eta: 0:06:02, time: 0.056, data_time: 0.369, memory: 1764, loss_cls: 0.5565, loss_sal: 0.4421, loss_video_cal: 0.1198, loss_layer_cal: 0.0974, loss: 1.2157, scale: 65536.0000 [2024-04-16 10:22:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_29.pth... [2024-04-16 10:22:39 INFO]: Validating... [2024-04-16 10:22:39 INFO]: Epoch (val) [29][1] loss_cls: 0.5435, loss_sal: 0.4827, loss_video_cal: 0.0000, loss_layer_cal: 0.0969, loss: 1.1230, mAP: 0.2716, best_mAP: 0.3558 [2024-04-16 10:22:40 INFO]: Epoch [30][1/1] lr: 0.00029, eta: 0:06:01, time: 0.057, data_time: 0.372, memory: 1764, loss_cls: 0.5573, loss_sal: 0.4466, loss_video_cal: 0.1210, loss_layer_cal: 0.1010, loss: 1.2260, scale: 65536.0000 [2024-04-16 10:22:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_30.pth... [2024-04-16 10:22:40 INFO]: Validating... [2024-04-16 10:22:40 INFO]: Epoch (val) [30][1] loss_cls: 0.5463, loss_sal: 0.4825, loss_video_cal: 0.0000, loss_layer_cal: 0.0947, loss: 1.1235, mAP: 0.2716, best_mAP: 0.3558 [2024-04-16 10:22:40 INFO]: Epoch [31][1/1] lr: 0.0003, eta: 0:05:59, time: 0.056, data_time: 0.369, memory: 1764, loss_cls: 0.5601, loss_sal: 0.4352, loss_video_cal: 0.1166, loss_layer_cal: 0.1048, loss: 1.2167, scale: 65536.0000 [2024-04-16 10:22:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_31.pth... [2024-04-16 10:22:40 INFO]: Validating... [2024-04-16 10:22:41 INFO]: Epoch (val) [31][1] loss_cls: 0.5482, loss_sal: 0.4827, loss_video_cal: 0.0000, loss_layer_cal: 0.0926, loss: 1.1235, mAP: 0.2488, best_mAP: 0.3558 [2024-04-16 10:22:41 INFO]: Epoch [32][1/1] lr: 0.00031, eta: 0:05:57, time: 0.057, data_time: 0.373, memory: 1764, loss_cls: 0.5618, loss_sal: 0.4642, loss_video_cal: 0.1482, loss_layer_cal: 0.1196, loss: 1.2937, scale: 65536.0000 [2024-04-16 10:22:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_32.pth... [2024-04-16 10:22:41 INFO]: Validating... [2024-04-16 10:22:41 INFO]: Epoch (val) [32][1] loss_cls: 0.5484, loss_sal: 0.4827, loss_video_cal: 0.0000, loss_layer_cal: 0.0905, loss: 1.1216, mAP: 0.2617, best_mAP: 0.3558 [2024-04-16 10:22:42 INFO]: Epoch [33][1/1] lr: 0.00032, eta: 0:05:56, time: 0.057, data_time: 0.373, memory: 1764, loss_cls: 0.5596, loss_sal: 0.4456, loss_video_cal: 0.1350, loss_layer_cal: 0.1155, loss: 1.2557, scale: 65536.0000 [2024-04-16 10:22:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_33.pth... [2024-04-16 10:22:42 INFO]: Validating... [2024-04-16 10:22:42 INFO]: Epoch (val) [33][1] loss_cls: 0.5477, loss_sal: 0.4830, loss_video_cal: 0.0000, loss_layer_cal: 0.0888, loss: 1.1195, mAP: 0.2617, best_mAP: 0.3558 [2024-04-16 10:22:42 INFO]: Epoch [34][1/1] lr: 0.00033, eta: 0:05:54, time: 0.055, data_time: 0.373, memory: 1764, loss_cls: 0.5597, loss_sal: 0.4584, loss_video_cal: 0.1469, loss_layer_cal: 0.1063, loss: 1.2713, scale: 65536.0000 [2024-04-16 10:22:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_34.pth... [2024-04-16 10:22:42 INFO]: Validating... [2024-04-16 10:22:43 INFO]: Epoch (val) [34][1] loss_cls: 0.5461, loss_sal: 0.4826, loss_video_cal: 0.0000, loss_layer_cal: 0.0872, loss: 1.1160, mAP: 0.2617, best_mAP: 0.3558 [2024-04-16 10:22:43 INFO]: Epoch [35][1/1] lr: 0.00034, eta: 0:05:53, time: 0.056, data_time: 0.369, memory: 1764, loss_cls: 0.5600, loss_sal: 0.4617, loss_video_cal: 0.1324, loss_layer_cal: 0.1020, loss: 1.2561, scale: 65536.0000 [2024-04-16 10:22:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_35.pth... [2024-04-16 10:22:43 INFO]: Validating... [2024-04-16 10:22:43 INFO]: Epoch (val) [35][1] loss_cls: 0.5437, loss_sal: 0.4832, loss_video_cal: 0.0000, loss_layer_cal: 0.0858, loss: 1.1126, mAP: 0.2617, best_mAP: 0.3558 [2024-04-16 10:22:44 INFO]: Epoch [36][1/1] lr: 0.00035, eta: 0:05:52, time: 0.057, data_time: 0.371, memory: 1764, loss_cls: 0.5576, loss_sal: 0.4604, loss_video_cal: 0.1436, loss_layer_cal: 0.1032, loss: 1.2649, scale: 65536.0000 [2024-04-16 10:22:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_36.pth... [2024-04-16 10:22:44 INFO]: Validating... [2024-04-16 10:22:44 INFO]: Epoch (val) [36][1] loss_cls: 0.5412, loss_sal: 0.4836, loss_video_cal: 0.0000, loss_layer_cal: 0.0844, loss: 1.1093, mAP: 0.2488, best_mAP: 0.3558 [2024-04-16 10:22:44 INFO]: Epoch [37][1/1] lr: 0.00036, eta: 0:05:50, time: 0.057, data_time: 0.371, memory: 1764, loss_cls: 0.5569, loss_sal: 0.4523, loss_video_cal: 0.1322, loss_layer_cal: 0.0942, loss: 1.2356, scale: 65536.0000 [2024-04-16 10:22:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_37.pth... [2024-04-16 10:22:45 INFO]: Validating... [2024-04-16 10:22:45 INFO]: Epoch (val) [37][1] loss_cls: 0.5391, loss_sal: 0.4841, loss_video_cal: 0.0000, loss_layer_cal: 0.0830, loss: 1.1063, mAP: 0.2819, best_mAP: 0.3558 [2024-04-16 10:22:45 INFO]: Epoch [38][1/1] lr: 0.00037, eta: 0:05:49, time: 0.056, data_time: 0.371, memory: 1764, loss_cls: 0.5563, loss_sal: 0.4751, loss_video_cal: 0.1378, loss_layer_cal: 0.1155, loss: 1.2847, scale: 65536.0000 [2024-04-16 10:22:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_38.pth... [2024-04-16 10:22:45 INFO]: Validating... [2024-04-16 10:22:45 INFO]: Epoch (val) [38][1] loss_cls: 0.5378, loss_sal: 0.4842, loss_video_cal: 0.0000, loss_layer_cal: 0.0816, loss: 1.1036, mAP: 0.2816, best_mAP: 0.3558 [2024-04-16 10:22:46 INFO]: Epoch [39][1/1] lr: 0.00038, eta: 0:05:47, time: 0.057, data_time: 0.371, memory: 1764, loss_cls: 0.5558, loss_sal: 0.4442, loss_video_cal: 0.1144, loss_layer_cal: 0.1028, loss: 1.2173, scale: 65536.0000 [2024-04-16 10:22:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_39.pth... [2024-04-16 10:22:46 INFO]: Validating... [2024-04-16 10:22:46 INFO]: Epoch (val) [39][1] loss_cls: 0.5371, loss_sal: 0.4844, loss_video_cal: 0.0000, loss_layer_cal: 0.0804, loss: 1.1019, mAP: 0.2816, best_mAP: 0.3558 [2024-04-16 10:22:47 INFO]: Epoch [40][1/1] lr: 0.00039, eta: 0:05:46, time: 0.056, data_time: 0.369, memory: 1764, loss_cls: 0.5575, loss_sal: 0.4719, loss_video_cal: 0.1097, loss_layer_cal: 0.0922, loss: 1.2312, scale: 65536.0000 [2024-04-16 10:22:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_40.pth... [2024-04-16 10:22:47 INFO]: Validating... [2024-04-16 10:22:47 INFO]: Epoch (val) [40][1] loss_cls: 0.5371, loss_sal: 0.4847, loss_video_cal: 0.0000, loss_layer_cal: 0.0794, loss: 1.1011, mAP: 0.2750, best_mAP: 0.3558 [2024-04-16 10:22:47 INFO]: Epoch [41][1/1] lr: 0.0004, eta: 0:05:45, time: 0.057, data_time: 0.372, memory: 1764, loss_cls: 0.5591, loss_sal: 0.4338, loss_video_cal: 0.1061, loss_layer_cal: 0.1057, loss: 1.2047, scale: 65536.0000 [2024-04-16 10:22:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_41.pth... [2024-04-16 10:22:47 INFO]: Validating... [2024-04-16 10:22:48 INFO]: Epoch (val) [41][1] loss_cls: 0.5371, loss_sal: 0.4847, loss_video_cal: 0.0000, loss_layer_cal: 0.0784, loss: 1.1003, mAP: 0.2750, best_mAP: 0.3558 [2024-04-16 10:22:48 INFO]: Epoch [42][1/1] lr: 0.00041, eta: 0:05:44, time: 0.057, data_time: 0.370, memory: 1764, loss_cls: 0.5571, loss_sal: 0.4469, loss_video_cal: 0.1274, loss_layer_cal: 0.1093, loss: 1.2407, scale: 65536.0000 [2024-04-16 10:22:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_42.pth... [2024-04-16 10:22:48 INFO]: Validating... [2024-04-16 10:22:48 INFO]: Epoch (val) [42][1] loss_cls: 0.5371, loss_sal: 0.4845, loss_video_cal: 0.0000, loss_layer_cal: 0.0776, loss: 1.0992, mAP: 0.2750, best_mAP: 0.3558 [2024-04-16 10:22:49 INFO]: Epoch [43][1/1] lr: 0.00042, eta: 0:05:42, time: 0.055, data_time: 0.370, memory: 1764, loss_cls: 0.5574, loss_sal: 0.4554, loss_video_cal: 0.1265, loss_layer_cal: 0.1075, loss: 1.2469, scale: 65536.0000 [2024-04-16 10:22:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_43.pth... [2024-04-16 10:22:49 INFO]: Validating... [2024-04-16 10:22:49 INFO]: Epoch (val) [43][1] loss_cls: 0.5371, loss_sal: 0.4846, loss_video_cal: 0.0000, loss_layer_cal: 0.0767, loss: 1.0984, mAP: 0.2750, best_mAP: 0.3558 [2024-04-16 10:22:49 INFO]: Epoch [44][1/1] lr: 0.00043, eta: 0:05:41, time: 0.056, data_time: 0.367, memory: 1764, loss_cls: 0.5566, loss_sal: 0.4448, loss_video_cal: 0.1200, loss_layer_cal: 0.0952, loss: 1.2166, scale: 65536.0000 [2024-04-16 10:22:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_44.pth... [2024-04-16 10:22:50 INFO]: Validating... [2024-04-16 10:22:50 INFO]: Epoch (val) [44][1] loss_cls: 0.5370, loss_sal: 0.4844, loss_video_cal: 0.0000, loss_layer_cal: 0.0759, loss: 1.0974, mAP: 0.2750, best_mAP: 0.3558 [2024-04-16 10:22:50 INFO]: Epoch [45][1/1] lr: 0.00044, eta: 0:05:40, time: 0.057, data_time: 0.371, memory: 1764, loss_cls: 0.5560, loss_sal: 0.4567, loss_video_cal: 0.1439, loss_layer_cal: 0.1234, loss: 1.2801, scale: 65536.0000 [2024-04-16 10:22:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_45.pth... [2024-04-16 10:22:50 INFO]: Validating... [2024-04-16 10:22:50 INFO]: Epoch (val) [45][1] loss_cls: 0.5371, loss_sal: 0.4842, loss_video_cal: 0.0000, loss_layer_cal: 0.0750, loss: 1.0963, mAP: 0.2750, best_mAP: 0.3558 [2024-04-16 10:22:51 INFO]: Epoch [46][1/1] lr: 0.00045, eta: 0:05:39, time: 0.056, data_time: 0.371, memory: 1764, loss_cls: 0.5559, loss_sal: 0.4669, loss_video_cal: 0.1046, loss_layer_cal: 0.0880, loss: 1.2154, scale: 65536.0000 [2024-04-16 10:22:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_46.pth... [2024-04-16 10:22:51 INFO]: Validating... [2024-04-16 10:22:51 INFO]: Epoch (val) [46][1] loss_cls: 0.5375, loss_sal: 0.4842, loss_video_cal: 0.0000, loss_layer_cal: 0.0742, loss: 1.0959, mAP: 0.2866, best_mAP: 0.3558 [2024-04-16 10:22:52 INFO]: Epoch [47][1/1] lr: 0.00046, eta: 0:05:38, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5555, loss_sal: 0.4423, loss_video_cal: 0.1104, loss_layer_cal: 0.0821, loss: 1.1903, scale: 65536.0000 [2024-04-16 10:22:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_47.pth... [2024-04-16 10:22:52 INFO]: Validating... [2024-04-16 10:22:52 INFO]: Epoch (val) [47][1] loss_cls: 0.5382, loss_sal: 0.4839, loss_video_cal: 0.0000, loss_layer_cal: 0.0735, loss: 1.0955, mAP: 0.2744, best_mAP: 0.3558 [2024-04-16 10:22:52 INFO]: Epoch [48][1/1] lr: 0.00047, eta: 0:05:37, time: 0.056, data_time: 0.372, memory: 1764, loss_cls: 0.5553, loss_sal: 0.4570, loss_video_cal: 0.1197, loss_layer_cal: 0.0833, loss: 1.2154, scale: 65536.0000 [2024-04-16 10:22:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_48.pth... [2024-04-16 10:22:52 INFO]: Validating... [2024-04-16 10:22:53 INFO]: Epoch (val) [48][1] loss_cls: 0.5392, loss_sal: 0.4832, loss_video_cal: 0.0000, loss_layer_cal: 0.0728, loss: 1.0952, mAP: 0.2744, best_mAP: 0.3558 [2024-04-16 10:22:53 INFO]: Epoch [49][1/1] lr: 0.00048, eta: 0:05:36, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5559, loss_sal: 0.4535, loss_video_cal: 0.1394, loss_layer_cal: 0.0962, loss: 1.2450, scale: 65536.0000 [2024-04-16 10:22:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_49.pth... [2024-04-16 10:22:53 INFO]: Validating... [2024-04-16 10:22:53 INFO]: Epoch (val) [49][1] loss_cls: 0.5400, loss_sal: 0.4832, loss_video_cal: 0.0000, loss_layer_cal: 0.0721, loss: 1.0953, mAP: 0.2744, best_mAP: 0.3558 [2024-04-16 10:22:54 INFO]: Epoch [50][1/1] lr: 0.00049, eta: 0:05:35, time: 0.056, data_time: 0.377, memory: 1764, loss_cls: 0.5561, loss_sal: 0.4546, loss_video_cal: 0.0819, loss_layer_cal: 0.0641, loss: 1.1566, scale: 65536.0000 [2024-04-16 10:22:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_50.pth... [2024-04-16 10:22:54 INFO]: Validating... [2024-04-16 10:22:54 INFO]: Epoch (val) [50][1] loss_cls: 0.5405, loss_sal: 0.4827, loss_video_cal: 0.0000, loss_layer_cal: 0.0714, loss: 1.0945, mAP: 0.2744, best_mAP: 0.3558 [2024-04-16 10:22:54 INFO]: Epoch [51][1/1] lr: 0.0005, eta: 0:05:34, time: 0.057, data_time: 0.374, memory: 1764, loss_cls: 0.5562, loss_sal: 0.4520, loss_video_cal: 0.1171, loss_layer_cal: 0.0827, loss: 1.2079, scale: 65536.0000 [2024-04-16 10:22:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_51.pth... [2024-04-16 10:22:55 INFO]: Validating... [2024-04-16 10:22:55 INFO]: Epoch (val) [51][1] loss_cls: 0.5403, loss_sal: 0.4825, loss_video_cal: 0.0000, loss_layer_cal: 0.0706, loss: 1.0933, mAP: 0.2744, best_mAP: 0.3558 [2024-04-16 10:22:55 INFO]: Epoch [52][1/1] lr: 0.0005, eta: 0:05:33, time: 0.056, data_time: 0.369, memory: 1764, loss_cls: 0.5563, loss_sal: 0.4497, loss_video_cal: 0.1069, loss_layer_cal: 0.0971, loss: 1.2101, scale: 65536.0000 [2024-04-16 10:22:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_52.pth... [2024-04-16 10:22:55 INFO]: Validating... [2024-04-16 10:22:55 INFO]: Epoch (val) [52][1] loss_cls: 0.5398, loss_sal: 0.4825, loss_video_cal: 0.0000, loss_layer_cal: 0.0698, loss: 1.0921, mAP: 0.2744, best_mAP: 0.3558 [2024-04-16 10:22:56 INFO]: Epoch [53][1/1] lr: 0.0005, eta: 0:05:32, time: 0.057, data_time: 0.370, memory: 1764, loss_cls: 0.5550, loss_sal: 0.4487, loss_video_cal: 0.1157, loss_layer_cal: 0.0788, loss: 1.1982, scale: 65536.0000 [2024-04-16 10:22:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_53.pth... [2024-04-16 10:22:56 INFO]: Validating... [2024-04-16 10:22:56 INFO]: Epoch (val) [53][1] loss_cls: 0.5389, loss_sal: 0.4821, loss_video_cal: 0.0000, loss_layer_cal: 0.0691, loss: 1.0901, mAP: 0.2744, best_mAP: 0.3558 [2024-04-16 10:22:57 INFO]: Epoch [54][1/1] lr: 0.0005, eta: 0:05:31, time: 0.056, data_time: 0.371, memory: 1764, loss_cls: 0.5554, loss_sal: 0.4629, loss_video_cal: 0.1164, loss_layer_cal: 0.0951, loss: 1.2297, scale: 65536.0000 [2024-04-16 10:22:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_54.pth... [2024-04-16 10:22:57 INFO]: Validating... [2024-04-16 10:22:57 INFO]: Epoch (val) [54][1] loss_cls: 0.5380, loss_sal: 0.4813, loss_video_cal: 0.0000, loss_layer_cal: 0.0683, loss: 1.0876, mAP: 0.2744, best_mAP: 0.3558 [2024-04-16 10:22:57 INFO]: Epoch [55][1/1] lr: 0.0005, eta: 0:05:30, time: 0.055, data_time: 0.374, memory: 1764, loss_cls: 0.5554, loss_sal: 0.4688, loss_video_cal: 0.1184, loss_layer_cal: 0.0754, loss: 1.2181, scale: 65536.0000 [2024-04-16 10:22:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_55.pth... [2024-04-16 10:22:57 INFO]: Validating... [2024-04-16 10:22:58 INFO]: Epoch (val) [55][1] loss_cls: 0.5373, loss_sal: 0.4811, loss_video_cal: 0.0000, loss_layer_cal: 0.0675, loss: 1.0860, mAP: 0.2744, best_mAP: 0.3558 [2024-04-16 10:22:58 INFO]: Epoch [56][1/1] lr: 0.0005, eta: 0:05:29, time: 0.056, data_time: 0.369, memory: 1764, loss_cls: 0.5556, loss_sal: 0.4507, loss_video_cal: 0.1070, loss_layer_cal: 0.0944, loss: 1.2076, scale: 65536.0000 [2024-04-16 10:22:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_56.pth... [2024-04-16 10:22:58 INFO]: Validating... [2024-04-16 10:22:58 INFO]: Epoch (val) [56][1] loss_cls: 0.5369, loss_sal: 0.4808, loss_video_cal: 0.0000, loss_layer_cal: 0.0666, loss: 1.0843, mAP: 0.2744, best_mAP: 0.3558 [2024-04-16 10:22:59 INFO]: Epoch [57][1/1] lr: 0.0005, eta: 0:05:28, time: 0.056, data_time: 0.367, memory: 1764, loss_cls: 0.5552, loss_sal: 0.4337, loss_video_cal: 0.1031, loss_layer_cal: 0.0794, loss: 1.1714, scale: 65536.0000 [2024-04-16 10:22:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_57.pth... [2024-04-16 10:22:59 INFO]: Validating... [2024-04-16 10:22:59 INFO]: Epoch (val) [57][1] loss_cls: 0.5367, loss_sal: 0.4804, loss_video_cal: 0.0000, loss_layer_cal: 0.0658, loss: 1.0829, mAP: 0.2744, best_mAP: 0.3558 [2024-04-16 10:22:59 INFO]: Epoch [58][1/1] lr: 0.0005, eta: 0:05:27, time: 0.056, data_time: 0.372, memory: 1764, loss_cls: 0.5553, loss_sal: 0.4572, loss_video_cal: 0.0851, loss_layer_cal: 0.0751, loss: 1.1727, scale: 65536.0000 [2024-04-16 10:22:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_58.pth... [2024-04-16 10:22:59 INFO]: Validating... [2024-04-16 10:23:00 INFO]: Epoch (val) [58][1] loss_cls: 0.5365, loss_sal: 0.4804, loss_video_cal: 0.0000, loss_layer_cal: 0.0649, loss: 1.0818, mAP: 0.2744, best_mAP: 0.3558 [2024-04-16 10:23:00 INFO]: Epoch [59][1/1] lr: 0.0005, eta: 0:05:26, time: 0.057, data_time: 0.374, memory: 1764, loss_cls: 0.5552, loss_sal: 0.4652, loss_video_cal: 0.1327, loss_layer_cal: 0.0925, loss: 1.2456, scale: 65536.0000 [2024-04-16 10:23:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_59.pth... [2024-04-16 10:23:00 INFO]: Validating... [2024-04-16 10:23:00 INFO]: Epoch (val) [59][1] loss_cls: 0.5364, loss_sal: 0.4796, loss_video_cal: 0.0000, loss_layer_cal: 0.0640, loss: 1.0800, mAP: 0.2744, best_mAP: 0.3558 [2024-04-16 10:23:01 INFO]: Epoch [60][1/1] lr: 0.0005, eta: 0:05:25, time: 0.055, data_time: 0.366, memory: 1764, loss_cls: 0.5550, loss_sal: 0.4469, loss_video_cal: 0.1150, loss_layer_cal: 0.0792, loss: 1.1961, scale: 65536.0000 [2024-04-16 10:23:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_60.pth... [2024-04-16 10:23:01 INFO]: Validating... [2024-04-16 10:23:01 INFO]: Epoch (val) [60][1] loss_cls: 0.5364, loss_sal: 0.4791, loss_video_cal: 0.0000, loss_layer_cal: 0.0632, loss: 1.0788, mAP: 0.2744, best_mAP: 0.3558 [2024-04-16 10:23:02 INFO]: Epoch [61][1/1] lr: 0.0005, eta: 0:05:24, time: 0.055, data_time: 0.372, memory: 1764, loss_cls: 0.5545, loss_sal: 0.4275, loss_video_cal: 0.1195, loss_layer_cal: 0.0797, loss: 1.1812, scale: 65536.0000 [2024-04-16 10:23:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_61.pth... [2024-04-16 10:23:02 INFO]: Validating... [2024-04-16 10:23:02 INFO]: Epoch (val) [61][1] loss_cls: 0.5365, loss_sal: 0.4786, loss_video_cal: 0.0000, loss_layer_cal: 0.0624, loss: 1.0775, mAP: 0.2744, best_mAP: 0.3558 [2024-04-16 10:23:02 INFO]: Epoch [62][1/1] lr: 0.0005, eta: 0:05:23, time: 0.055, data_time: 0.372, memory: 1764, loss_cls: 0.5545, loss_sal: 0.4526, loss_video_cal: 0.0956, loss_layer_cal: 0.0713, loss: 1.1740, scale: 65536.0000 [2024-04-16 10:23:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_62.pth... [2024-04-16 10:23:02 INFO]: Validating... [2024-04-16 10:23:03 INFO]: Epoch (val) [62][1] loss_cls: 0.5368, loss_sal: 0.4774, loss_video_cal: 0.0000, loss_layer_cal: 0.0617, loss: 1.0758, mAP: 0.2744, best_mAP: 0.3558 [2024-04-16 10:23:03 INFO]: Epoch [63][1/1] lr: 0.0005, eta: 0:05:22, time: 0.055, data_time: 0.374, memory: 1764, loss_cls: 0.5542, loss_sal: 0.4361, loss_video_cal: 0.0726, loss_layer_cal: 0.0685, loss: 1.1313, scale: 65536.0000 [2024-04-16 10:23:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_63.pth... [2024-04-16 10:23:03 INFO]: Validating... [2024-04-16 10:23:03 INFO]: Epoch (val) [63][1] loss_cls: 0.5369, loss_sal: 0.4770, loss_video_cal: 0.0000, loss_layer_cal: 0.0609, loss: 1.0749, mAP: 0.2866, best_mAP: 0.3558 [2024-04-16 10:23:04 INFO]: Epoch [64][1/1] lr: 0.0005, eta: 0:05:21, time: 0.055, data_time: 0.370, memory: 1764, loss_cls: 0.5536, loss_sal: 0.4355, loss_video_cal: 0.0869, loss_layer_cal: 0.0636, loss: 1.1396, scale: 65536.0000 [2024-04-16 10:23:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_64.pth... [2024-04-16 10:23:04 INFO]: Validating... [2024-04-16 10:23:04 INFO]: Epoch (val) [64][1] loss_cls: 0.5371, loss_sal: 0.4762, loss_video_cal: 0.0000, loss_layer_cal: 0.0601, loss: 1.0734, mAP: 0.2866, best_mAP: 0.3558 [2024-04-16 10:23:04 INFO]: Epoch [65][1/1] lr: 0.0005, eta: 0:05:20, time: 0.056, data_time: 0.374, memory: 1764, loss_cls: 0.5542, loss_sal: 0.4336, loss_video_cal: 0.0829, loss_layer_cal: 0.0770, loss: 1.1477, scale: 65536.0000 [2024-04-16 10:23:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_65.pth... [2024-04-16 10:23:04 INFO]: Validating... [2024-04-16 10:23:05 INFO]: Epoch (val) [65][1] loss_cls: 0.5370, loss_sal: 0.4749, loss_video_cal: 0.0000, loss_layer_cal: 0.0593, loss: 1.0712, mAP: 0.2866, best_mAP: 0.3558 [2024-04-16 10:23:05 INFO]: Epoch [66][1/1] lr: 0.0005, eta: 0:05:19, time: 0.056, data_time: 0.376, memory: 1764, loss_cls: 0.5542, loss_sal: 0.4410, loss_video_cal: 0.0836, loss_layer_cal: 0.0756, loss: 1.1543, scale: 65536.0000 [2024-04-16 10:23:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_66.pth... [2024-04-16 10:23:05 INFO]: Validating... [2024-04-16 10:23:05 INFO]: Epoch (val) [66][1] loss_cls: 0.5365, loss_sal: 0.4728, loss_video_cal: 0.0000, loss_layer_cal: 0.0584, loss: 1.0678, mAP: 0.2866, best_mAP: 0.3558 [2024-04-16 10:23:06 INFO]: Epoch [67][1/1] lr: 0.0005, eta: 0:05:18, time: 0.056, data_time: 0.372, memory: 1764, loss_cls: 0.5546, loss_sal: 0.4429, loss_video_cal: 0.0849, loss_layer_cal: 0.0729, loss: 1.1553, scale: 65536.0000 [2024-04-16 10:23:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_67.pth... [2024-04-16 10:23:06 INFO]: Validating... [2024-04-16 10:23:06 INFO]: Epoch (val) [67][1] loss_cls: 0.5358, loss_sal: 0.4718, loss_video_cal: 0.0000, loss_layer_cal: 0.0575, loss: 1.0651, mAP: 0.2866, best_mAP: 0.3558 [2024-04-16 10:23:06 INFO]: Epoch [68][1/1] lr: 0.0005, eta: 0:05:17, time: 0.056, data_time: 0.371, memory: 1764, loss_cls: 0.5530, loss_sal: 0.4015, loss_video_cal: 0.0991, loss_layer_cal: 0.0797, loss: 1.1334, scale: 65536.0000 [2024-04-16 10:23:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_68.pth... [2024-04-16 10:23:07 INFO]: Validating... [2024-04-16 10:23:07 INFO]: Epoch (val) [68][1] loss_cls: 0.5353, loss_sal: 0.4700, loss_video_cal: 0.0000, loss_layer_cal: 0.0565, loss: 1.0618, mAP: 0.2866, best_mAP: 0.3558 [2024-04-16 10:23:07 INFO]: Epoch [69][1/1] lr: 0.0005, eta: 0:05:16, time: 0.055, data_time: 0.367, memory: 1764, loss_cls: 0.5524, loss_sal: 0.4801, loss_video_cal: 0.1045, loss_layer_cal: 0.1036, loss: 1.2406, scale: 65536.0000 [2024-04-16 10:23:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_69.pth... [2024-04-16 10:23:07 INFO]: Validating... [2024-04-16 10:23:07 INFO]: Epoch (val) [69][1] loss_cls: 0.5347, loss_sal: 0.4684, loss_video_cal: 0.0000, loss_layer_cal: 0.0556, loss: 1.0587, mAP: 0.2866, best_mAP: 0.3558 [2024-04-16 10:23:08 INFO]: Epoch [70][1/1] lr: 0.0005, eta: 0:05:15, time: 0.056, data_time: 0.369, memory: 1764, loss_cls: 0.5526, loss_sal: 0.4259, loss_video_cal: 0.0952, loss_layer_cal: 0.0887, loss: 1.1624, scale: 65536.0000 [2024-04-16 10:23:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_70.pth... [2024-04-16 10:23:08 INFO]: Validating... [2024-04-16 10:23:08 INFO]: Epoch (val) [70][1] loss_cls: 0.5342, loss_sal: 0.4668, loss_video_cal: 0.0000, loss_layer_cal: 0.0546, loss: 1.0557, mAP: 0.2866, best_mAP: 0.3558 [2024-04-16 10:23:09 INFO]: Epoch [71][1/1] lr: 0.0005, eta: 0:05:15, time: 0.056, data_time: 0.371, memory: 1764, loss_cls: 0.5517, loss_sal: 0.3921, loss_video_cal: 0.0796, loss_layer_cal: 0.0739, loss: 1.0974, scale: 65536.0000 [2024-04-16 10:23:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_71.pth... [2024-04-16 10:23:09 INFO]: Validating... [2024-04-16 10:23:09 INFO]: Epoch (val) [71][1] loss_cls: 0.5340, loss_sal: 0.4640, loss_video_cal: 0.0000, loss_layer_cal: 0.0536, loss: 1.0516, mAP: 0.2826, best_mAP: 0.3558 [2024-04-16 10:23:09 INFO]: Epoch [72][1/1] lr: 0.0005, eta: 0:05:14, time: 0.056, data_time: 0.371, memory: 1764, loss_cls: 0.5524, loss_sal: 0.4288, loss_video_cal: 0.1012, loss_layer_cal: 0.0858, loss: 1.1682, scale: 65536.0000 [2024-04-16 10:23:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_72.pth... [2024-04-16 10:23:09 INFO]: Validating... [2024-04-16 10:23:10 INFO]: Epoch (val) [72][1] loss_cls: 0.5334, loss_sal: 0.4621, loss_video_cal: 0.0000, loss_layer_cal: 0.0527, loss: 1.0482, mAP: 0.3297, best_mAP: 0.3558 [2024-04-16 10:23:10 INFO]: Epoch [73][1/1] lr: 0.0005, eta: 0:05:13, time: 0.056, data_time: 0.371, memory: 1764, loss_cls: 0.5503, loss_sal: 0.4555, loss_video_cal: 0.0836, loss_layer_cal: 0.1001, loss: 1.1896, scale: 65536.0000 [2024-04-16 10:23:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_73.pth... [2024-04-16 10:23:10 INFO]: Validating... [2024-04-16 10:23:10 INFO]: Epoch (val) [73][1] loss_cls: 0.5321, loss_sal: 0.4610, loss_video_cal: 0.0000, loss_layer_cal: 0.0518, loss: 1.0448, mAP: 0.3151, best_mAP: 0.3558 [2024-04-16 10:23:11 INFO]: Epoch [74][1/1] lr: 0.0005, eta: 0:05:12, time: 0.057, data_time: 0.379, memory: 1764, loss_cls: 0.5520, loss_sal: 0.4114, loss_video_cal: 0.0690, loss_layer_cal: 0.0879, loss: 1.1204, scale: 65536.0000 [2024-04-16 10:23:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_74.pth... [2024-04-16 10:23:11 INFO]: Validating... [2024-04-16 10:23:11 INFO]: Epoch (val) [74][1] loss_cls: 0.5311, loss_sal: 0.4588, loss_video_cal: 0.0000, loss_layer_cal: 0.0507, loss: 1.0406, mAP: 0.3418, best_mAP: 0.3558 [2024-04-16 10:23:11 INFO]: Epoch [75][1/1] lr: 0.0005, eta: 0:05:11, time: 0.057, data_time: 0.371, memory: 1764, loss_cls: 0.5508, loss_sal: 0.3812, loss_video_cal: 0.0895, loss_layer_cal: 0.0749, loss: 1.0965, scale: 65536.0000 [2024-04-16 10:23:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_75.pth... [2024-04-16 10:23:12 INFO]: Validating... [2024-04-16 10:23:12 INFO]: Epoch (val) [75][1] loss_cls: 0.5299, loss_sal: 0.4599, loss_video_cal: 0.0000, loss_layer_cal: 0.0498, loss: 1.0396, mAP: 0.3418, best_mAP: 0.3558 [2024-04-16 10:23:12 INFO]: Epoch [76][1/1] lr: 0.0005, eta: 0:05:10, time: 0.057, data_time: 0.375, memory: 1764, loss_cls: 0.5500, loss_sal: 0.3952, loss_video_cal: 0.0873, loss_layer_cal: 0.0744, loss: 1.1069, scale: 65536.0000 [2024-04-16 10:23:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_76.pth... [2024-04-16 10:23:12 INFO]: Validating... [2024-04-16 10:23:12 INFO]: Epoch (val) [76][1] loss_cls: 0.5287, loss_sal: 0.4602, loss_video_cal: 0.0000, loss_layer_cal: 0.0487, loss: 1.0376, mAP: 0.3661, best_mAP: 0.3661 [2024-04-16 10:23:13 INFO]: Epoch [77][1/1] lr: 0.0005, eta: 0:05:09, time: 0.056, data_time: 0.375, memory: 1764, loss_cls: 0.5495, loss_sal: 0.3924, loss_video_cal: 0.0634, loss_layer_cal: 0.0674, loss: 1.0727, scale: 65536.0000 [2024-04-16 10:23:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_77.pth... [2024-04-16 10:23:13 INFO]: Validating... [2024-04-16 10:23:13 INFO]: Epoch (val) [77][1] loss_cls: 0.5273, loss_sal: 0.4594, loss_video_cal: 0.0000, loss_layer_cal: 0.0477, loss: 1.0344, mAP: 0.3896, best_mAP: 0.3896 [2024-04-16 10:23:14 INFO]: Epoch [78][1/1] lr: 0.0005, eta: 0:05:08, time: 0.056, data_time: 0.373, memory: 1764, loss_cls: 0.5467, loss_sal: 0.4127, loss_video_cal: 0.0679, loss_layer_cal: 0.0731, loss: 1.1005, scale: 65536.0000 [2024-04-16 10:23:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_78.pth... [2024-04-16 10:23:14 INFO]: Validating... [2024-04-16 10:23:14 INFO]: Epoch (val) [78][1] loss_cls: 0.5269, loss_sal: 0.4601, loss_video_cal: 0.0000, loss_layer_cal: 0.0468, loss: 1.0337, mAP: 0.5623, best_mAP: 0.5623 [2024-04-16 10:23:14 INFO]: Epoch [79][1/1] lr: 0.0005, eta: 0:05:08, time: 0.055, data_time: 0.374, memory: 1764, loss_cls: 0.5487, loss_sal: 0.3590, loss_video_cal: 0.0788, loss_layer_cal: 0.0737, loss: 1.0602, scale: 65536.0000 [2024-04-16 10:23:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_79.pth... [2024-04-16 10:23:14 INFO]: Validating... [2024-04-16 10:23:15 INFO]: Epoch (val) [79][1] loss_cls: 0.5281, loss_sal: 0.4630, loss_video_cal: 0.0000, loss_layer_cal: 0.0460, loss: 1.0371, mAP: 0.5572, best_mAP: 0.5623 [2024-04-16 10:23:15 INFO]: Epoch [80][1/1] lr: 0.0005, eta: 0:05:07, time: 0.055, data_time: 0.374, memory: 1764, loss_cls: 0.5438, loss_sal: 0.3752, loss_video_cal: 0.0750, loss_layer_cal: 0.0794, loss: 1.0735, scale: 65536.0000 [2024-04-16 10:23:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_80.pth... [2024-04-16 10:23:15 INFO]: Validating... [2024-04-16 10:23:15 INFO]: Epoch (val) [80][1] loss_cls: 0.5322, loss_sal: 0.4619, loss_video_cal: 0.0000, loss_layer_cal: 0.0451, loss: 1.0391, mAP: 0.5587, best_mAP: 0.5623 [2024-04-16 10:23:16 INFO]: Epoch [81][1/1] lr: 0.0005, eta: 0:05:06, time: 0.056, data_time: 0.376, memory: 1764, loss_cls: 0.5456, loss_sal: 0.3802, loss_video_cal: 0.0822, loss_layer_cal: 0.0764, loss: 1.0844, scale: 65536.0000 [2024-04-16 10:23:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_81.pth... [2024-04-16 10:23:16 INFO]: Validating... [2024-04-16 10:23:16 INFO]: Epoch (val) [81][1] loss_cls: 0.5332, loss_sal: 0.4602, loss_video_cal: 0.0000, loss_layer_cal: 0.0441, loss: 1.0375, mAP: 0.5513, best_mAP: 0.5623 [2024-04-16 10:23:16 INFO]: Epoch [82][1/1] lr: 0.0005, eta: 0:05:05, time: 0.056, data_time: 0.376, memory: 1764, loss_cls: 0.5424, loss_sal: 0.3508, loss_video_cal: 0.0801, loss_layer_cal: 0.0778, loss: 1.0511, scale: 65536.0000 [2024-04-16 10:23:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_82.pth... [2024-04-16 10:23:17 INFO]: Validating... [2024-04-16 10:23:17 INFO]: Epoch (val) [82][1] loss_cls: 0.5352, loss_sal: 0.4595, loss_video_cal: 0.0000, loss_layer_cal: 0.0429, loss: 1.0377, mAP: 0.5307, best_mAP: 0.5623 [2024-04-16 10:23:17 INFO]: Epoch [83][1/1] lr: 0.0005, eta: 0:05:04, time: 0.056, data_time: 0.376, memory: 1764, loss_cls: 0.5413, loss_sal: 0.3722, loss_video_cal: 0.0505, loss_layer_cal: 0.0677, loss: 1.0317, scale: 65536.0000 [2024-04-16 10:23:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_83.pth... [2024-04-16 10:23:17 INFO]: Validating... [2024-04-16 10:23:17 INFO]: Epoch (val) [83][1] loss_cls: 0.5333, loss_sal: 0.4542, loss_video_cal: 0.0000, loss_layer_cal: 0.0418, loss: 1.0293, mAP: 0.5501, best_mAP: 0.5623 [2024-04-16 10:23:18 INFO]: Epoch [84][1/1] lr: 0.0005, eta: 0:05:03, time: 0.056, data_time: 0.373, memory: 1764, loss_cls: 0.5385, loss_sal: 0.3572, loss_video_cal: 0.0537, loss_layer_cal: 0.0588, loss: 1.0083, scale: 65536.0000 [2024-04-16 10:23:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_84.pth... [2024-04-16 10:23:18 INFO]: Validating... [2024-04-16 10:23:18 INFO]: Epoch (val) [84][1] loss_cls: 0.5225, loss_sal: 0.4534, loss_video_cal: 0.0000, loss_layer_cal: 0.0406, loss: 1.0165, mAP: 0.5465, best_mAP: 0.5623 [2024-04-16 10:23:19 INFO]: Epoch [85][1/1] lr: 0.0005, eta: 0:05:03, time: 0.056, data_time: 0.371, memory: 1764, loss_cls: 0.5385, loss_sal: 0.3439, loss_video_cal: 0.0851, loss_layer_cal: 0.0897, loss: 1.0571, scale: 65536.0000 [2024-04-16 10:23:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_85.pth... [2024-04-16 10:23:19 INFO]: Validating... [2024-04-16 10:23:19 INFO]: Epoch (val) [85][1] loss_cls: 0.5128, loss_sal: 0.4596, loss_video_cal: 0.0000, loss_layer_cal: 0.0394, loss: 1.0118, mAP: 0.5442, best_mAP: 0.5623 [2024-04-16 10:23:19 INFO]: Epoch [86][1/1] lr: 0.0005, eta: 0:05:02, time: 0.056, data_time: 0.368, memory: 1764, loss_cls: 0.5411, loss_sal: 0.3873, loss_video_cal: 0.1074, loss_layer_cal: 0.0781, loss: 1.1140, scale: 65536.0000 [2024-04-16 10:23:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_86.pth... [2024-04-16 10:23:19 INFO]: Validating... [2024-04-16 10:23:20 INFO]: Epoch (val) [86][1] loss_cls: 0.5098, loss_sal: 0.4698, loss_video_cal: 0.0000, loss_layer_cal: 0.0384, loss: 1.0180, mAP: 0.5442, best_mAP: 0.5623 [2024-04-16 10:23:20 INFO]: Epoch [87][1/1] lr: 0.0005, eta: 0:05:01, time: 0.057, data_time: 0.374, memory: 1764, loss_cls: 0.5432, loss_sal: 0.4412, loss_video_cal: 0.0579, loss_layer_cal: 0.0639, loss: 1.1062, scale: 65536.0000 [2024-04-16 10:23:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_87.pth... [2024-04-16 10:23:20 INFO]: Validating... [2024-04-16 10:23:20 INFO]: Epoch (val) [87][1] loss_cls: 0.5231, loss_sal: 0.4553, loss_video_cal: 0.0000, loss_layer_cal: 0.0372, loss: 1.0156, mAP: 0.5407, best_mAP: 0.5623 [2024-04-16 10:23:21 INFO]: Epoch [88][1/1] lr: 0.0005, eta: 0:05:00, time: 0.057, data_time: 0.374, memory: 1764, loss_cls: 0.5448, loss_sal: 0.3978, loss_video_cal: 0.0782, loss_layer_cal: 0.0757, loss: 1.0965, scale: 65536.0000 [2024-04-16 10:23:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_88.pth... [2024-04-16 10:23:21 INFO]: Validating... [2024-04-16 10:23:21 INFO]: Epoch (val) [88][1] loss_cls: 0.5206, loss_sal: 0.4623, loss_video_cal: 0.0000, loss_layer_cal: 0.0360, loss: 1.0188, mAP: 0.5155, best_mAP: 0.5623 [2024-04-16 10:23:21 INFO]: Epoch [89][1/1] lr: 0.0005, eta: 0:04:59, time: 0.056, data_time: 0.375, memory: 1764, loss_cls: 0.5436, loss_sal: 0.4155, loss_video_cal: 0.0883, loss_layer_cal: 0.0762, loss: 1.1236, scale: 65536.0000 [2024-04-16 10:23:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_89.pth... [2024-04-16 10:23:21 INFO]: Validating... [2024-04-16 10:23:22 INFO]: Epoch (val) [89][1] loss_cls: 0.5102, loss_sal: 0.4730, loss_video_cal: 0.0000, loss_layer_cal: 0.0348, loss: 1.0180, mAP: 0.4589, best_mAP: 0.5623 [2024-04-16 10:23:22 INFO]: Epoch [90][1/1] lr: 0.0005, eta: 0:04:58, time: 0.056, data_time: 0.375, memory: 1764, loss_cls: 0.5357, loss_sal: 0.3582, loss_video_cal: 0.0651, loss_layer_cal: 0.0775, loss: 1.0364, scale: 65536.0000 [2024-04-16 10:23:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_90.pth... [2024-04-16 10:23:22 INFO]: Validating... [2024-04-16 10:23:22 INFO]: Epoch (val) [90][1] loss_cls: 0.5059, loss_sal: 0.4810, loss_video_cal: 0.0000, loss_layer_cal: 0.0337, loss: 1.0206, mAP: 0.5362, best_mAP: 0.5623 [2024-04-16 10:23:23 INFO]: Epoch [91][1/1] lr: 0.0005, eta: 0:04:58, time: 0.055, data_time: 0.374, memory: 1764, loss_cls: 0.5474, loss_sal: 0.4525, loss_video_cal: 0.0662, loss_layer_cal: 0.0596, loss: 1.1257, scale: 65536.0000 [2024-04-16 10:23:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_91.pth... [2024-04-16 10:23:23 INFO]: Validating... [2024-04-16 10:23:23 INFO]: Epoch (val) [91][1] loss_cls: 0.5112, loss_sal: 0.4694, loss_video_cal: 0.0000, loss_layer_cal: 0.0325, loss: 1.0131, mAP: 0.5429, best_mAP: 0.5623 [2024-04-16 10:23:24 INFO]: Epoch [92][1/1] lr: 0.0005, eta: 0:04:57, time: 0.055, data_time: 0.368, memory: 1764, loss_cls: 0.5439, loss_sal: 0.4098, loss_video_cal: 0.0658, loss_layer_cal: 0.0685, loss: 1.0880, scale: 65536.0000 [2024-04-16 10:23:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_92.pth... [2024-04-16 10:23:24 INFO]: Validating... [2024-04-16 10:23:24 INFO]: Epoch (val) [92][1] loss_cls: 0.5152, loss_sal: 0.4602, loss_video_cal: 0.0000, loss_layer_cal: 0.0314, loss: 1.0068, mAP: 0.5477, best_mAP: 0.5623 [2024-04-16 10:23:24 INFO]: Epoch [93][1/1] lr: 0.0005, eta: 0:04:56, time: 0.056, data_time: 0.374, memory: 1764, loss_cls: 0.5554, loss_sal: 0.3450, loss_video_cal: 0.0709, loss_layer_cal: 0.0671, loss: 1.0384, scale: 65536.0000 [2024-04-16 10:23:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_93.pth... [2024-04-16 10:23:24 INFO]: Validating... [2024-04-16 10:23:25 INFO]: Epoch (val) [93][1] loss_cls: 0.5164, loss_sal: 0.4577, loss_video_cal: 0.0000, loss_layer_cal: 0.0303, loss: 1.0044, mAP: 0.5446, best_mAP: 0.5623 [2024-04-16 10:23:25 INFO]: Epoch [94][1/1] lr: 0.0005, eta: 0:04:55, time: 0.057, data_time: 0.374, memory: 1764, loss_cls: 0.5430, loss_sal: 0.4207, loss_video_cal: 0.0525, loss_layer_cal: 0.0576, loss: 1.0738, scale: 65536.0000 [2024-04-16 10:23:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_94.pth... [2024-04-16 10:23:25 INFO]: Validating... [2024-04-16 10:23:25 INFO]: Epoch (val) [94][1] loss_cls: 0.5285, loss_sal: 0.4573, loss_video_cal: 0.0000, loss_layer_cal: 0.0291, loss: 1.0150, mAP: 0.5477, best_mAP: 0.5623 [2024-04-16 10:23:26 INFO]: Epoch [95][1/1] lr: 0.0005, eta: 0:04:54, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5552, loss_sal: 0.3947, loss_video_cal: 0.0491, loss_layer_cal: 0.0721, loss: 1.0711, scale: 65536.0000 [2024-04-16 10:23:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_95.pth... [2024-04-16 10:23:26 INFO]: Validating... [2024-04-16 10:23:26 INFO]: Epoch (val) [95][1] loss_cls: 0.5377, loss_sal: 0.4559, loss_video_cal: 0.0000, loss_layer_cal: 0.0279, loss: 1.0216, mAP: 0.5127, best_mAP: 0.5623 [2024-04-16 10:23:26 INFO]: Epoch [96][1/1] lr: 0.0005, eta: 0:04:54, time: 0.057, data_time: 0.372, memory: 1764, loss_cls: 0.5534, loss_sal: 0.4062, loss_video_cal: 0.0788, loss_layer_cal: 0.0449, loss: 1.0833, scale: 65536.0000 [2024-04-16 10:23:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_96.pth... [2024-04-16 10:23:26 INFO]: Validating... [2024-04-16 10:23:27 INFO]: Epoch (val) [96][1] loss_cls: 0.5345, loss_sal: 0.4556, loss_video_cal: 0.0000, loss_layer_cal: 0.0268, loss: 1.0168, mAP: 0.4918, best_mAP: 0.5623 [2024-04-16 10:23:27 INFO]: Epoch [97][1/1] lr: 0.0005, eta: 0:04:53, time: 0.057, data_time: 0.374, memory: 1764, loss_cls: 0.5477, loss_sal: 0.3965, loss_video_cal: 0.0539, loss_layer_cal: 0.0456, loss: 1.0436, scale: 65536.0000 [2024-04-16 10:23:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_97.pth... [2024-04-16 10:23:27 INFO]: Validating... [2024-04-16 10:23:27 INFO]: Epoch (val) [97][1] loss_cls: 0.5257, loss_sal: 0.4579, loss_video_cal: 0.0000, loss_layer_cal: 0.0257, loss: 1.0093, mAP: 0.5446, best_mAP: 0.5623 [2024-04-16 10:23:28 INFO]: Epoch [98][1/1] lr: 0.0005, eta: 0:04:52, time: 0.056, data_time: 0.374, memory: 1764, loss_cls: 0.5463, loss_sal: 0.4091, loss_video_cal: 0.0586, loss_layer_cal: 0.0500, loss: 1.0640, scale: 65536.0000 [2024-04-16 10:23:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_98.pth... [2024-04-16 10:23:28 INFO]: Validating... [2024-04-16 10:23:28 INFO]: Epoch (val) [98][1] loss_cls: 0.5184, loss_sal: 0.4600, loss_video_cal: 0.0000, loss_layer_cal: 0.0247, loss: 1.0032, mAP: 0.5446, best_mAP: 0.5623 [2024-04-16 10:23:28 INFO]: Epoch [99][1/1] lr: 0.0005, eta: 0:04:51, time: 0.055, data_time: 0.368, memory: 1764, loss_cls: 0.5395, loss_sal: 0.3274, loss_video_cal: 0.0338, loss_layer_cal: 0.0370, loss: 0.9377, scale: 65536.0000 [2024-04-16 10:23:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_99.pth... [2024-04-16 10:23:29 INFO]: Validating... [2024-04-16 10:23:29 INFO]: Epoch (val) [99][1] loss_cls: 0.5201, loss_sal: 0.4640, loss_video_cal: 0.0000, loss_layer_cal: 0.0239, loss: 1.0080, mAP: 0.5477, best_mAP: 0.5623 [2024-04-16 10:23:29 INFO]: Epoch [100][1/1] lr: 0.0005, eta: 0:04:50, time: 0.058, data_time: 0.372, memory: 1764, loss_cls: 0.5449, loss_sal: 0.3766, loss_video_cal: 0.0584, loss_layer_cal: 0.0546, loss: 1.0345, scale: 65536.0000 [2024-04-16 10:23:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_100.pth... [2024-04-16 10:23:29 INFO]: Validating... [2024-04-16 10:23:29 INFO]: Epoch (val) [100][1] loss_cls: 0.5231, loss_sal: 0.4669, loss_video_cal: 0.0000, loss_layer_cal: 0.0231, loss: 1.0132, mAP: 0.5477, best_mAP: 0.5623 [2024-04-16 10:23:30 INFO]: Epoch [101][1/1] lr: 0.0005, eta: 0:04:50, time: 0.058, data_time: 0.375, memory: 1764, loss_cls: 0.5449, loss_sal: 0.3825, loss_video_cal: 0.0517, loss_layer_cal: 0.0477, loss: 1.0268, scale: 65536.0000 [2024-04-16 10:23:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_101.pth... [2024-04-16 10:23:30 INFO]: Validating... [2024-04-16 10:23:30 INFO]: Epoch (val) [101][1] loss_cls: 0.5209, loss_sal: 0.4703, loss_video_cal: 0.0000, loss_layer_cal: 0.0223, loss: 1.0135, mAP: 0.5446, best_mAP: 0.5623 [2024-04-16 10:23:31 INFO]: Epoch [102][1/1] lr: 0.0005, eta: 0:04:49, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5396, loss_sal: 0.3253, loss_video_cal: 0.0529, loss_layer_cal: 0.0409, loss: 0.9586, scale: 65536.0000 [2024-04-16 10:23:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_102.pth... [2024-04-16 10:23:31 INFO]: Validating... [2024-04-16 10:23:31 INFO]: Epoch (val) [102][1] loss_cls: 0.5172, loss_sal: 0.4747, loss_video_cal: 0.0000, loss_layer_cal: 0.0215, loss: 1.0135, mAP: 0.5343, best_mAP: 0.5623 [2024-04-16 10:23:31 INFO]: Epoch [103][1/1] lr: 0.0005, eta: 0:04:48, time: 0.057, data_time: 0.373, memory: 1764, loss_cls: 0.5382, loss_sal: 0.4375, loss_video_cal: 0.0562, loss_layer_cal: 0.0346, loss: 1.0665, scale: 65536.0000 [2024-04-16 10:23:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_103.pth... [2024-04-16 10:23:31 INFO]: Validating... [2024-04-16 10:23:32 INFO]: Epoch (val) [103][1] loss_cls: 0.5126, loss_sal: 0.4789, loss_video_cal: 0.0000, loss_layer_cal: 0.0208, loss: 1.0123, mAP: 0.5271, best_mAP: 0.5623 [2024-04-16 10:23:32 INFO]: Epoch [104][1/1] lr: 0.0005, eta: 0:04:47, time: 0.058, data_time: 0.372, memory: 1764, loss_cls: 0.5340, loss_sal: 0.3330, loss_video_cal: 0.0308, loss_layer_cal: 0.0420, loss: 0.9399, scale: 65536.0000 [2024-04-16 10:23:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_104.pth... [2024-04-16 10:23:32 INFO]: Validating... [2024-04-16 10:23:32 INFO]: Epoch (val) [104][1] loss_cls: 0.5125, loss_sal: 0.4860, loss_video_cal: 0.0000, loss_layer_cal: 0.0201, loss: 1.0186, mAP: 0.6886, best_mAP: 0.6886 [2024-04-16 10:23:33 INFO]: Epoch [105][1/1] lr: 0.0005, eta: 0:04:46, time: 0.055, data_time: 0.371, memory: 1764, loss_cls: 0.5359, loss_sal: 0.3685, loss_video_cal: 0.0845, loss_layer_cal: 0.0497, loss: 1.0386, scale: 65536.0000 [2024-04-16 10:23:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_105.pth... [2024-04-16 10:23:33 INFO]: Validating... [2024-04-16 10:23:33 INFO]: Epoch (val) [105][1] loss_cls: 0.5124, loss_sal: 0.4985, loss_video_cal: 0.0000, loss_layer_cal: 0.0195, loss: 1.0304, mAP: 0.6886, best_mAP: 0.6886 [2024-04-16 10:23:33 INFO]: Epoch [106][1/1] lr: 0.0005, eta: 0:04:46, time: 0.056, data_time: 0.376, memory: 1764, loss_cls: 0.5355, loss_sal: 0.3836, loss_video_cal: 0.0471, loss_layer_cal: 0.0524, loss: 1.0186, scale: 65536.0000 [2024-04-16 10:23:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_106.pth... [2024-04-16 10:23:34 INFO]: Validating... [2024-04-16 10:23:34 INFO]: Epoch (val) [106][1] loss_cls: 0.5119, loss_sal: 0.5106, loss_video_cal: 0.0000, loss_layer_cal: 0.0187, loss: 1.0412, mAP: 0.6818, best_mAP: 0.6886 [2024-04-16 10:23:34 INFO]: Epoch [107][1/1] lr: 0.0005, eta: 0:04:45, time: 0.056, data_time: 0.367, memory: 1764, loss_cls: 0.5328, loss_sal: 0.3503, loss_video_cal: 0.0489, loss_layer_cal: 0.0425, loss: 0.9745, scale: 65536.0000 [2024-04-16 10:23:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_107.pth... [2024-04-16 10:23:34 INFO]: Validating... [2024-04-16 10:23:34 INFO]: Epoch (val) [107][1] loss_cls: 0.5122, loss_sal: 0.5176, loss_video_cal: 0.0000, loss_layer_cal: 0.0180, loss: 1.0478, mAP: 0.6795, best_mAP: 0.6886 [2024-04-16 10:23:35 INFO]: Epoch [108][1/1] lr: 0.0005, eta: 0:04:44, time: 0.055, data_time: 0.375, memory: 1764, loss_cls: 0.5339, loss_sal: 0.3266, loss_video_cal: 0.0458, loss_layer_cal: 0.0546, loss: 0.9609, scale: 65536.0000 [2024-04-16 10:23:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_108.pth... [2024-04-16 10:23:35 INFO]: Validating... [2024-04-16 10:23:35 INFO]: Epoch (val) [108][1] loss_cls: 0.5139, loss_sal: 0.5111, loss_video_cal: 0.0000, loss_layer_cal: 0.0171, loss: 1.0421, mAP: 0.6851, best_mAP: 0.6886 [2024-04-16 10:23:36 INFO]: Epoch [109][1/1] lr: 0.0005, eta: 0:04:43, time: 0.055, data_time: 0.369, memory: 1764, loss_cls: 0.5340, loss_sal: 0.3263, loss_video_cal: 0.0560, loss_layer_cal: 0.0354, loss: 0.9516, scale: 65536.0000 [2024-04-16 10:23:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_109.pth... [2024-04-16 10:23:36 INFO]: Validating... [2024-04-16 10:23:36 INFO]: Epoch (val) [109][1] loss_cls: 0.5167, loss_sal: 0.5044, loss_video_cal: 0.0000, loss_layer_cal: 0.0162, loss: 1.0373, mAP: 0.6851, best_mAP: 0.6886 [2024-04-16 10:23:36 INFO]: Epoch [110][1/1] lr: 0.0005, eta: 0:04:43, time: 0.055, data_time: 0.372, memory: 1764, loss_cls: 0.5324, loss_sal: 0.3658, loss_video_cal: 0.0649, loss_layer_cal: 0.0424, loss: 1.0055, scale: 65536.0000 [2024-04-16 10:23:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_110.pth... [2024-04-16 10:23:36 INFO]: Validating... [2024-04-16 10:23:37 INFO]: Epoch (val) [110][1] loss_cls: 0.5177, loss_sal: 0.5011, loss_video_cal: 0.0000, loss_layer_cal: 0.0153, loss: 1.0342, mAP: 0.6950, best_mAP: 0.6950 [2024-04-16 10:23:37 INFO]: Epoch [111][1/1] lr: 0.0005, eta: 0:04:42, time: 0.057, data_time: 0.373, memory: 1764, loss_cls: 0.5344, loss_sal: 0.4449, loss_video_cal: 0.0696, loss_layer_cal: 0.0462, loss: 1.0952, scale: 65536.0000 [2024-04-16 10:23:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_111.pth... [2024-04-16 10:23:37 INFO]: Validating... [2024-04-16 10:23:37 INFO]: Epoch (val) [111][1] loss_cls: 0.5184, loss_sal: 0.4725, loss_video_cal: 0.0000, loss_layer_cal: 0.0145, loss: 1.0054, mAP: 0.7947, best_mAP: 0.7947 [2024-04-16 10:23:38 INFO]: Epoch [112][1/1] lr: 0.0005, eta: 0:04:41, time: 0.055, data_time: 0.371, memory: 1764, loss_cls: 0.5371, loss_sal: 0.3196, loss_video_cal: 0.0528, loss_layer_cal: 0.0498, loss: 0.9593, scale: 65536.0000 [2024-04-16 10:23:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_112.pth... [2024-04-16 10:23:38 INFO]: Validating... [2024-04-16 10:23:38 INFO]: Epoch (val) [112][1] loss_cls: 0.5159, loss_sal: 0.4651, loss_video_cal: 0.0000, loss_layer_cal: 0.0136, loss: 0.9946, mAP: 0.7939, best_mAP: 0.7947 [2024-04-16 10:23:38 INFO]: Epoch [113][1/1] lr: 0.0005, eta: 0:04:40, time: 0.058, data_time: 0.374, memory: 1764, loss_cls: 0.5349, loss_sal: 0.2881, loss_video_cal: 0.0504, loss_layer_cal: 0.0297, loss: 0.9031, scale: 65536.0000 [2024-04-16 10:23:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_113.pth... [2024-04-16 10:23:39 INFO]: Validating... [2024-04-16 10:23:39 INFO]: Epoch (val) [113][1] loss_cls: 0.5175, loss_sal: 0.4615, loss_video_cal: 0.0000, loss_layer_cal: 0.0129, loss: 0.9919, mAP: 0.7895, best_mAP: 0.7947 [2024-04-16 10:23:39 INFO]: Epoch [114][1/1] lr: 0.0005, eta: 0:04:40, time: 0.057, data_time: 0.371, memory: 1764, loss_cls: 0.5353, loss_sal: 0.3001, loss_video_cal: 0.0472, loss_layer_cal: 0.0369, loss: 0.9195, scale: 65536.0000 [2024-04-16 10:23:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_114.pth... [2024-04-16 10:23:39 INFO]: Validating... [2024-04-16 10:23:39 INFO]: Epoch (val) [114][1] loss_cls: 0.5197, loss_sal: 0.4622, loss_video_cal: 0.0000, loss_layer_cal: 0.0121, loss: 0.9940, mAP: 0.7347, best_mAP: 0.7947 [2024-04-16 10:23:40 INFO]: Epoch [115][1/1] lr: 0.0005, eta: 0:04:39, time: 0.056, data_time: 0.372, memory: 1764, loss_cls: 0.5400, loss_sal: 0.3237, loss_video_cal: 0.0453, loss_layer_cal: 0.0410, loss: 0.9500, scale: 65536.0000 [2024-04-16 10:23:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_115.pth... [2024-04-16 10:23:40 INFO]: Validating... [2024-04-16 10:23:40 INFO]: Epoch (val) [115][1] loss_cls: 0.5208, loss_sal: 0.4662, loss_video_cal: 0.0000, loss_layer_cal: 0.0114, loss: 0.9983, mAP: 0.7347, best_mAP: 0.7947 [2024-04-16 10:23:41 INFO]: Epoch [116][1/1] lr: 0.0005, eta: 0:04:38, time: 0.056, data_time: 0.374, memory: 1764, loss_cls: 0.5411, loss_sal: 0.3522, loss_video_cal: 0.0595, loss_layer_cal: 0.0377, loss: 0.9905, scale: 65536.0000 [2024-04-16 10:23:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_116.pth... [2024-04-16 10:23:41 INFO]: Validating... [2024-04-16 10:23:41 INFO]: Epoch (val) [116][1] loss_cls: 0.5154, loss_sal: 0.4698, loss_video_cal: 0.0000, loss_layer_cal: 0.0108, loss: 0.9960, mAP: 0.7347, best_mAP: 0.7947 [2024-04-16 10:23:41 INFO]: Epoch [117][1/1] lr: 0.0005, eta: 0:04:37, time: 0.056, data_time: 0.373, memory: 1764, loss_cls: 0.5397, loss_sal: 0.2766, loss_video_cal: 0.0260, loss_layer_cal: 0.0485, loss: 0.8908, scale: 65536.0000 [2024-04-16 10:23:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_117.pth... [2024-04-16 10:23:41 INFO]: Validating... [2024-04-16 10:23:42 INFO]: Epoch (val) [117][1] loss_cls: 0.5125, loss_sal: 0.4771, loss_video_cal: 0.0000, loss_layer_cal: 0.0102, loss: 0.9998, mAP: 0.7566, best_mAP: 0.7947 [2024-04-16 10:23:42 INFO]: Epoch [118][1/1] lr: 0.0005, eta: 0:04:36, time: 0.056, data_time: 0.371, memory: 1764, loss_cls: 0.5362, loss_sal: 0.3954, loss_video_cal: 0.0420, loss_layer_cal: 0.0462, loss: 1.0198, scale: 65536.0000 [2024-04-16 10:23:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_118.pth... [2024-04-16 10:23:42 INFO]: Validating... [2024-04-16 10:23:42 INFO]: Epoch (val) [118][1] loss_cls: 0.5140, loss_sal: 0.4839, loss_video_cal: 0.0000, loss_layer_cal: 0.0095, loss: 1.0075, mAP: 0.7566, best_mAP: 0.7947 [2024-04-16 10:23:43 INFO]: Epoch [119][1/1] lr: 0.0005, eta: 0:04:36, time: 0.056, data_time: 0.369, memory: 1764, loss_cls: 0.5328, loss_sal: 0.3089, loss_video_cal: 0.0492, loss_layer_cal: 0.0363, loss: 0.9272, scale: 65536.0000 [2024-04-16 10:23:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_119.pth... [2024-04-16 10:23:43 INFO]: Validating... [2024-04-16 10:23:43 INFO]: Epoch (val) [119][1] loss_cls: 0.5172, loss_sal: 0.4970, loss_video_cal: 0.0000, loss_layer_cal: 0.0089, loss: 1.0231, mAP: 0.8003, best_mAP: 0.8003 [2024-04-16 10:23:43 INFO]: Epoch [120][1/1] lr: 0.0005, eta: 0:04:35, time: 0.057, data_time: 0.374, memory: 1764, loss_cls: 0.5406, loss_sal: 0.4220, loss_video_cal: 0.0556, loss_layer_cal: 0.0390, loss: 1.0572, scale: 65536.0000 [2024-04-16 10:23:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_120.pth... [2024-04-16 10:23:44 INFO]: Validating... [2024-04-16 10:23:44 INFO]: Epoch (val) [120][1] loss_cls: 0.5123, loss_sal: 0.5084, loss_video_cal: 0.0000, loss_layer_cal: 0.0083, loss: 1.0290, mAP: 0.7566, best_mAP: 0.8003 [2024-04-16 10:23:44 INFO]: Epoch [121][1/1] lr: 0.0005, eta: 0:04:34, time: 0.055, data_time: 0.373, memory: 1764, loss_cls: 0.5397, loss_sal: 0.3251, loss_video_cal: 0.0280, loss_layer_cal: 0.0304, loss: 0.9231, scale: 65536.0000 [2024-04-16 10:23:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_121.pth... [2024-04-16 10:23:44 INFO]: Validating... [2024-04-16 10:23:44 INFO]: Epoch (val) [121][1] loss_cls: 0.5064, loss_sal: 0.5303, loss_video_cal: 0.0000, loss_layer_cal: 0.0076, loss: 1.0442, mAP: 0.7357, best_mAP: 0.8003 [2024-04-16 10:23:45 INFO]: Epoch [122][1/1] lr: 0.0005, eta: 0:04:33, time: 0.056, data_time: 0.374, memory: 1764, loss_cls: 0.5336, loss_sal: 0.3561, loss_video_cal: 0.0503, loss_layer_cal: 0.0392, loss: 0.9792, scale: 65536.0000 [2024-04-16 10:23:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_122.pth... [2024-04-16 10:23:45 INFO]: Validating... [2024-04-16 10:23:45 INFO]: Epoch (val) [122][1] loss_cls: 0.5044, loss_sal: 0.5667, loss_video_cal: 0.0000, loss_layer_cal: 0.0070, loss: 1.0782, mAP: 0.7357, best_mAP: 0.8003 [2024-04-16 10:23:46 INFO]: Epoch [123][1/1] lr: 0.0005, eta: 0:04:33, time: 0.056, data_time: 0.376, memory: 1764, loss_cls: 0.5335, loss_sal: 0.2675, loss_video_cal: 0.0236, loss_layer_cal: 0.0328, loss: 0.8575, scale: 65536.0000 [2024-04-16 10:23:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_123.pth... [2024-04-16 10:23:46 INFO]: Validating... [2024-04-16 10:23:46 INFO]: Epoch (val) [123][1] loss_cls: 0.5056, loss_sal: 0.6138, loss_video_cal: 0.0000, loss_layer_cal: 0.0066, loss: 1.1260, mAP: 0.7357, best_mAP: 0.8003 [2024-04-16 10:23:46 INFO]: Epoch [124][1/1] lr: 0.0005, eta: 0:04:32, time: 0.055, data_time: 0.375, memory: 1764, loss_cls: 0.5319, loss_sal: 0.2932, loss_video_cal: 0.0302, loss_layer_cal: 0.0280, loss: 0.8832, scale: 65536.0000 [2024-04-16 10:23:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_124.pth... [2024-04-16 10:23:46 INFO]: Validating... [2024-04-16 10:23:47 INFO]: Epoch (val) [124][1] loss_cls: 0.5119, loss_sal: 0.6569, loss_video_cal: 0.0000, loss_layer_cal: 0.0062, loss: 1.1750, mAP: 0.7272, best_mAP: 0.8003 [2024-04-16 10:23:47 INFO]: Epoch [125][1/1] lr: 0.0005, eta: 0:04:31, time: 0.056, data_time: 0.374, memory: 1764, loss_cls: 0.5344, loss_sal: 0.3471, loss_video_cal: 0.0343, loss_layer_cal: 0.0295, loss: 0.9453, scale: 65536.0000 [2024-04-16 10:23:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_125.pth... [2024-04-16 10:23:47 INFO]: Validating... [2024-04-16 10:23:47 INFO]: Epoch (val) [125][1] loss_cls: 0.5188, loss_sal: 0.6681, loss_video_cal: 0.0000, loss_layer_cal: 0.0058, loss: 1.1927, mAP: 0.7272, best_mAP: 0.8003 [2024-04-16 10:23:48 INFO]: Epoch [126][1/1] lr: 0.0005, eta: 0:04:30, time: 0.057, data_time: 0.376, memory: 1764, loss_cls: 0.5356, loss_sal: 0.2735, loss_video_cal: 0.0385, loss_layer_cal: 0.0291, loss: 0.8767, scale: 65536.0000 [2024-04-16 10:23:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_126.pth... [2024-04-16 10:23:48 INFO]: Validating... [2024-04-16 10:23:48 INFO]: Epoch (val) [126][1] loss_cls: 0.5255, loss_sal: 0.6242, loss_video_cal: 0.0000, loss_layer_cal: 0.0054, loss: 1.1551, mAP: 0.7214, best_mAP: 0.8003 [2024-04-16 10:23:48 INFO]: Epoch [127][1/1] lr: 0.0005, eta: 0:04:30, time: 0.056, data_time: 0.378, memory: 1764, loss_cls: 0.5431, loss_sal: 0.1847, loss_video_cal: 0.0165, loss_layer_cal: 0.0281, loss: 0.7724, scale: 65536.0000 [2024-04-16 10:23:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_127.pth... [2024-04-16 10:23:49 INFO]: Validating... [2024-04-16 10:23:49 INFO]: Epoch (val) [127][1] loss_cls: 0.5308, loss_sal: 0.5052, loss_video_cal: 0.0000, loss_layer_cal: 0.0050, loss: 1.0410, mAP: 0.7279, best_mAP: 0.8003 [2024-04-16 10:23:49 INFO]: Epoch [128][1/1] lr: 0.0005, eta: 0:04:29, time: 0.055, data_time: 0.375, memory: 1764, loss_cls: 0.5458, loss_sal: 0.2821, loss_video_cal: 0.0487, loss_layer_cal: 0.0366, loss: 0.9132, scale: 65536.0000 [2024-04-16 10:23:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_128.pth... [2024-04-16 10:23:49 INFO]: Validating... [2024-04-16 10:23:49 INFO]: Epoch (val) [128][1] loss_cls: 0.5270, loss_sal: 0.4634, loss_video_cal: 0.0000, loss_layer_cal: 0.0046, loss: 0.9950, mAP: 0.7046, best_mAP: 0.8003 [2024-04-16 10:23:50 INFO]: Epoch [129][1/1] lr: 0.0005, eta: 0:04:28, time: 0.055, data_time: 0.372, memory: 1764, loss_cls: 0.5404, loss_sal: 0.3349, loss_video_cal: 0.0623, loss_layer_cal: 0.0454, loss: 0.9830, scale: 65536.0000 [2024-04-16 10:23:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_129.pth... [2024-04-16 10:23:50 INFO]: Validating... [2024-04-16 10:23:50 INFO]: Epoch (val) [129][1] loss_cls: 0.5219, loss_sal: 0.4573, loss_video_cal: 0.0000, loss_layer_cal: 0.0042, loss: 0.9834, mAP: 0.7262, best_mAP: 0.8003 [2024-04-16 10:23:51 INFO]: Epoch [130][1/1] lr: 0.0005, eta: 0:04:27, time: 0.057, data_time: 0.372, memory: 1764, loss_cls: 0.5387, loss_sal: 0.3642, loss_video_cal: 0.0296, loss_layer_cal: 0.0376, loss: 0.9700, scale: 65536.0000 [2024-04-16 10:23:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_130.pth... [2024-04-16 10:23:51 INFO]: Validating... [2024-04-16 10:23:51 INFO]: Epoch (val) [130][1] loss_cls: 0.5253, loss_sal: 0.4576, loss_video_cal: 0.0000, loss_layer_cal: 0.0038, loss: 0.9867, mAP: 0.8119, best_mAP: 0.8119 [2024-04-16 10:23:51 INFO]: Epoch [131][1/1] lr: 0.0005, eta: 0:04:27, time: 0.056, data_time: 0.376, memory: 1764, loss_cls: 0.5438, loss_sal: 0.3483, loss_video_cal: 0.0430, loss_layer_cal: 0.0288, loss: 0.9638, scale: 65536.0000 [2024-04-16 10:23:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_131.pth... [2024-04-16 10:23:51 INFO]: Validating... [2024-04-16 10:23:52 INFO]: Epoch (val) [131][1] loss_cls: 0.5247, loss_sal: 0.4524, loss_video_cal: 0.0000, loss_layer_cal: 0.0035, loss: 0.9806, mAP: 0.8155, best_mAP: 0.8155 [2024-04-16 10:23:52 INFO]: Epoch [132][1/1] lr: 0.0005, eta: 0:04:26, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5472, loss_sal: 0.3506, loss_video_cal: 0.0322, loss_layer_cal: 0.0416, loss: 0.9715, scale: 65536.0000 [2024-04-16 10:23:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_132.pth... [2024-04-16 10:23:52 INFO]: Validating... [2024-04-16 10:23:52 INFO]: Epoch (val) [132][1] loss_cls: 0.5283, loss_sal: 0.4449, loss_video_cal: 0.0000, loss_layer_cal: 0.0033, loss: 0.9765, mAP: 0.7513, best_mAP: 0.8155 [2024-04-16 10:23:53 INFO]: Epoch [133][1/1] lr: 0.0005, eta: 0:04:25, time: 0.056, data_time: 0.374, memory: 1764, loss_cls: 0.5510, loss_sal: 0.3298, loss_video_cal: 0.0249, loss_layer_cal: 0.0316, loss: 0.9373, scale: 65536.0000 [2024-04-16 10:23:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_133.pth... [2024-04-16 10:23:53 INFO]: Validating... [2024-04-16 10:23:53 INFO]: Epoch (val) [133][1] loss_cls: 0.5282, loss_sal: 0.4473, loss_video_cal: 0.0000, loss_layer_cal: 0.0031, loss: 0.9786, mAP: 0.5877, best_mAP: 0.8155 [2024-04-16 10:23:53 INFO]: Epoch [134][1/1] lr: 0.0005, eta: 0:04:24, time: 0.055, data_time: 0.375, memory: 1764, loss_cls: 0.5412, loss_sal: 0.3086, loss_video_cal: 0.0314, loss_layer_cal: 0.0397, loss: 0.9209, scale: 65536.0000 [2024-04-16 10:23:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_134.pth... [2024-04-16 10:23:54 INFO]: Validating... [2024-04-16 10:23:54 INFO]: Epoch (val) [134][1] loss_cls: 0.5277, loss_sal: 0.4477, loss_video_cal: 0.0000, loss_layer_cal: 0.0030, loss: 0.9784, mAP: 0.5877, best_mAP: 0.8155 [2024-04-16 10:23:54 INFO]: Epoch [135][1/1] lr: 0.0005, eta: 0:04:24, time: 0.058, data_time: 0.376, memory: 1764, loss_cls: 0.5507, loss_sal: 0.3152, loss_video_cal: 0.0407, loss_layer_cal: 0.0193, loss: 0.9259, scale: 65536.0000 [2024-04-16 10:23:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_135.pth... [2024-04-16 10:23:54 INFO]: Validating... [2024-04-16 10:23:54 INFO]: Epoch (val) [135][1] loss_cls: 0.5247, loss_sal: 0.4505, loss_video_cal: 0.0000, loss_layer_cal: 0.0029, loss: 0.9780, mAP: 0.5877, best_mAP: 0.8155 [2024-04-16 10:23:55 INFO]: Epoch [136][1/1] lr: 0.0005, eta: 0:04:23, time: 0.057, data_time: 0.372, memory: 1764, loss_cls: 0.5374, loss_sal: 0.4197, loss_video_cal: 0.0351, loss_layer_cal: 0.0259, loss: 1.0181, scale: 65536.0000 [2024-04-16 10:23:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_136.pth... [2024-04-16 10:23:55 INFO]: Validating... [2024-04-16 10:23:55 INFO]: Epoch (val) [136][1] loss_cls: 0.5252, loss_sal: 0.4475, loss_video_cal: 0.0000, loss_layer_cal: 0.0027, loss: 0.9755, mAP: 0.5877, best_mAP: 0.8155 [2024-04-16 10:23:56 INFO]: Epoch [137][1/1] lr: 0.0005, eta: 0:04:22, time: 0.056, data_time: 0.375, memory: 1764, loss_cls: 0.5423, loss_sal: 0.2969, loss_video_cal: 0.0339, loss_layer_cal: 0.0221, loss: 0.8952, scale: 65536.0000 [2024-04-16 10:23:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_137.pth... [2024-04-16 10:23:56 INFO]: Validating... [2024-04-16 10:23:56 INFO]: Epoch (val) [137][1] loss_cls: 0.5240, loss_sal: 0.4433, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 0.9700, mAP: 0.5877, best_mAP: 0.8155 [2024-04-16 10:23:56 INFO]: Epoch [138][1/1] lr: 0.0005, eta: 0:04:21, time: 0.055, data_time: 0.375, memory: 1764, loss_cls: 0.5413, loss_sal: 0.3330, loss_video_cal: 0.0272, loss_layer_cal: 0.0276, loss: 0.9291, scale: 65536.0000 [2024-04-16 10:23:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_138.pth... [2024-04-16 10:23:56 INFO]: Validating... [2024-04-16 10:23:57 INFO]: Epoch (val) [138][1] loss_cls: 0.5248, loss_sal: 0.4424, loss_video_cal: 0.0000, loss_layer_cal: 0.0025, loss: 0.9698, mAP: 0.5877, best_mAP: 0.8155 [2024-04-16 10:23:57 INFO]: Epoch [139][1/1] lr: 0.0005, eta: 0:04:21, time: 0.056, data_time: 0.371, memory: 1764, loss_cls: 0.5443, loss_sal: 0.3120, loss_video_cal: 0.0252, loss_layer_cal: 0.0197, loss: 0.9012, scale: 65536.0000 [2024-04-16 10:23:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_139.pth... [2024-04-16 10:23:57 INFO]: Validating... [2024-04-16 10:23:57 INFO]: Epoch (val) [139][1] loss_cls: 0.5240, loss_sal: 0.4433, loss_video_cal: 0.0000, loss_layer_cal: 0.0024, loss: 0.9696, mAP: 0.5654, best_mAP: 0.8155 [2024-04-16 10:23:58 INFO]: Epoch [140][1/1] lr: 0.0005, eta: 0:04:20, time: 0.056, data_time: 0.371, memory: 1764, loss_cls: 0.5392, loss_sal: 0.3606, loss_video_cal: 0.0482, loss_layer_cal: 0.0259, loss: 0.9739, scale: 65536.0000 [2024-04-16 10:23:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_140.pth... [2024-04-16 10:23:58 INFO]: Validating... [2024-04-16 10:23:58 INFO]: Epoch (val) [140][1] loss_cls: 0.5216, loss_sal: 0.4454, loss_video_cal: 0.0000, loss_layer_cal: 0.0023, loss: 0.9692, mAP: 0.5572, best_mAP: 0.8155 [2024-04-16 10:23:58 INFO]: Epoch [141][1/1] lr: 0.0005, eta: 0:04:19, time: 0.057, data_time: 0.372, memory: 1764, loss_cls: 0.5446, loss_sal: 0.3474, loss_video_cal: 0.0252, loss_layer_cal: 0.0356, loss: 0.9528, scale: 65536.0000 [2024-04-16 10:23:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_141.pth... [2024-04-16 10:23:59 INFO]: Validating... [2024-04-16 10:23:59 INFO]: Epoch (val) [141][1] loss_cls: 0.5216, loss_sal: 0.4470, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 0.9708, mAP: 0.5572, best_mAP: 0.8155 [2024-04-16 10:23:59 INFO]: Epoch [142][1/1] lr: 0.0005, eta: 0:04:18, time: 0.056, data_time: 0.369, memory: 1764, loss_cls: 0.5413, loss_sal: 0.3827, loss_video_cal: 0.0596, loss_layer_cal: 0.0210, loss: 1.0046, scale: 65536.0000 [2024-04-16 10:23:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_142.pth... [2024-04-16 10:23:59 INFO]: Validating... [2024-04-16 10:23:59 INFO]: Epoch (val) [142][1] loss_cls: 0.5217, loss_sal: 0.4482, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 0.9720, mAP: 0.5572, best_mAP: 0.8155 [2024-04-16 10:24:00 INFO]: Epoch [143][1/1] lr: 0.0005, eta: 0:04:18, time: 0.055, data_time: 0.372, memory: 1764, loss_cls: 0.5535, loss_sal: 0.2839, loss_video_cal: 0.0399, loss_layer_cal: 0.0279, loss: 0.9052, scale: 65536.0000 [2024-04-16 10:24:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_143.pth... [2024-04-16 10:24:00 INFO]: Validating... [2024-04-16 10:24:00 INFO]: Epoch (val) [143][1] loss_cls: 0.5258, loss_sal: 0.4471, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 0.9747, mAP: 0.5487, best_mAP: 0.8155 [2024-04-16 10:24:01 INFO]: Epoch [144][1/1] lr: 0.0005, eta: 0:04:17, time: 0.055, data_time: 0.367, memory: 1764, loss_cls: 0.5373, loss_sal: 0.3508, loss_video_cal: 0.0425, loss_layer_cal: 0.0207, loss: 0.9513, scale: 65536.0000 [2024-04-16 10:24:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_144.pth... [2024-04-16 10:24:01 INFO]: Validating... [2024-04-16 10:24:01 INFO]: Epoch (val) [144][1] loss_cls: 0.5268, loss_sal: 0.4448, loss_video_cal: 0.0000, loss_layer_cal: 0.0018, loss: 0.9734, mAP: 0.4791, best_mAP: 0.8155 [2024-04-16 10:24:01 INFO]: Epoch [145][1/1] lr: 0.0005, eta: 0:04:16, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5524, loss_sal: 0.3021, loss_video_cal: 0.0376, loss_layer_cal: 0.0179, loss: 0.9100, scale: 65536.0000 [2024-04-16 10:24:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_145.pth... [2024-04-16 10:24:01 INFO]: Validating... [2024-04-16 10:24:02 INFO]: Epoch (val) [145][1] loss_cls: 0.5268, loss_sal: 0.4408, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 0.9693, mAP: 0.5647, best_mAP: 0.8155 [2024-04-16 10:24:02 INFO]: Epoch [146][1/1] lr: 0.0005, eta: 0:04:15, time: 0.056, data_time: 0.373, memory: 1764, loss_cls: 0.5412, loss_sal: 0.3033, loss_video_cal: 0.0269, loss_layer_cal: 0.0263, loss: 0.8977, scale: 65536.0000 [2024-04-16 10:24:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_146.pth... [2024-04-16 10:24:02 INFO]: Validating... [2024-04-16 10:24:02 INFO]: Epoch (val) [146][1] loss_cls: 0.5187, loss_sal: 0.4434, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 0.9636, mAP: 0.5595, best_mAP: 0.8155 [2024-04-16 10:24:03 INFO]: Epoch [147][1/1] lr: 0.0005, eta: 0:04:14, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5365, loss_sal: 0.3562, loss_video_cal: 0.0455, loss_layer_cal: 0.0221, loss: 0.9604, scale: 65536.0000 [2024-04-16 10:24:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_147.pth... [2024-04-16 10:24:03 INFO]: Validating... [2024-04-16 10:24:03 INFO]: Epoch (val) [147][1] loss_cls: 0.5150, loss_sal: 0.4465, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 0.9630, mAP: 0.5559, best_mAP: 0.8155 [2024-04-16 10:24:03 INFO]: Epoch [148][1/1] lr: 0.0005, eta: 0:04:14, time: 0.056, data_time: 0.375, memory: 1764, loss_cls: 0.5361, loss_sal: 0.2370, loss_video_cal: 0.0206, loss_layer_cal: 0.0259, loss: 0.8195, scale: 65536.0000 [2024-04-16 10:24:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_148.pth... [2024-04-16 10:24:03 INFO]: Validating... [2024-04-16 10:24:04 INFO]: Epoch (val) [148][1] loss_cls: 0.5118, loss_sal: 0.4543, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 0.9675, mAP: 0.5443, best_mAP: 0.8155 [2024-04-16 10:24:04 INFO]: Epoch [149][1/1] lr: 0.0005, eta: 0:04:13, time: 0.057, data_time: 0.375, memory: 1764, loss_cls: 0.5338, loss_sal: 0.2223, loss_video_cal: 0.0302, loss_layer_cal: 0.0331, loss: 0.8193, scale: 65536.0000 [2024-04-16 10:24:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_149.pth... [2024-04-16 10:24:04 INFO]: Validating... [2024-04-16 10:24:04 INFO]: Epoch (val) [149][1] loss_cls: 0.5088, loss_sal: 0.4703, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 0.9804, mAP: 0.5559, best_mAP: 0.8155 [2024-04-16 10:24:05 INFO]: Epoch [150][1/1] lr: 0.0005, eta: 0:04:12, time: 0.056, data_time: 0.368, memory: 1764, loss_cls: 0.5345, loss_sal: 0.3424, loss_video_cal: 0.0454, loss_layer_cal: 0.0287, loss: 0.9510, scale: 65536.0000 [2024-04-16 10:24:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_150.pth... [2024-04-16 10:24:05 INFO]: Validating... [2024-04-16 10:24:05 INFO]: Epoch (val) [150][1] loss_cls: 0.5077, loss_sal: 0.4964, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.0053, mAP: 0.5363, best_mAP: 0.8155 [2024-04-16 10:24:05 INFO]: Epoch [151][1/1] lr: 0.0005, eta: 0:04:11, time: 0.056, data_time: 0.376, memory: 1764, loss_cls: 0.5392, loss_sal: 0.3030, loss_video_cal: 0.0277, loss_layer_cal: 0.0216, loss: 0.8916, scale: 65536.0000 [2024-04-16 10:24:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_151.pth... [2024-04-16 10:24:06 INFO]: Validating... [2024-04-16 10:24:06 INFO]: Epoch (val) [151][1] loss_cls: 0.5099, loss_sal: 0.5195, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.0304, mAP: 0.6287, best_mAP: 0.8155 [2024-04-16 10:24:06 INFO]: Epoch [152][1/1] lr: 0.0005, eta: 0:04:11, time: 0.056, data_time: 0.381, memory: 1764, loss_cls: 0.5331, loss_sal: 0.2380, loss_video_cal: 0.0251, loss_layer_cal: 0.0263, loss: 0.8224, scale: 65536.0000 [2024-04-16 10:24:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_152.pth... [2024-04-16 10:24:06 INFO]: Validating... [2024-04-16 10:24:06 INFO]: Epoch (val) [152][1] loss_cls: 0.5125, loss_sal: 0.5551, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.0686, mAP: 0.6287, best_mAP: 0.8155 [2024-04-16 10:24:07 INFO]: Epoch [153][1/1] lr: 0.0005, eta: 0:04:10, time: 0.055, data_time: 0.371, memory: 1764, loss_cls: 0.5369, loss_sal: 0.2712, loss_video_cal: 0.0313, loss_layer_cal: 0.0309, loss: 0.8702, scale: 65536.0000 [2024-04-16 10:24:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_153.pth... [2024-04-16 10:24:07 INFO]: Validating... [2024-04-16 10:24:07 INFO]: Epoch (val) [153][1] loss_cls: 0.5146, loss_sal: 0.6067, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.1223, mAP: 0.5815, best_mAP: 0.8155 [2024-04-16 10:24:08 INFO]: Epoch [154][1/1] lr: 0.0005, eta: 0:04:09, time: 0.056, data_time: 0.369, memory: 1764, loss_cls: 0.5330, loss_sal: 0.2523, loss_video_cal: 0.0240, loss_layer_cal: 0.0321, loss: 0.8414, scale: 65536.0000 [2024-04-16 10:24:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_154.pth... [2024-04-16 10:24:08 INFO]: Validating... [2024-04-16 10:24:08 INFO]: Epoch (val) [154][1] loss_cls: 0.5191, loss_sal: 0.6149, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.1350, mAP: 0.5799, best_mAP: 0.8155 [2024-04-16 10:24:08 INFO]: Epoch [155][1/1] lr: 0.0005, eta: 0:04:08, time: 0.056, data_time: 0.373, memory: 1764, loss_cls: 0.5353, loss_sal: 0.2668, loss_video_cal: 0.0343, loss_layer_cal: 0.0214, loss: 0.8579, scale: 65536.0000 [2024-04-16 10:24:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_155.pth... [2024-04-16 10:24:08 INFO]: Validating... [2024-04-16 10:24:09 INFO]: Epoch (val) [155][1] loss_cls: 0.5226, loss_sal: 0.6267, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.1502, mAP: 0.5660, best_mAP: 0.8155 [2024-04-16 10:24:09 INFO]: Epoch [156][1/1] lr: 0.0005, eta: 0:04:08, time: 0.057, data_time: 0.371, memory: 1764, loss_cls: 0.5342, loss_sal: 0.2603, loss_video_cal: 0.0287, loss_layer_cal: 0.0246, loss: 0.8478, scale: 65536.0000 [2024-04-16 10:24:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_156.pth... [2024-04-16 10:24:09 INFO]: Validating... [2024-04-16 10:24:09 INFO]: Epoch (val) [156][1] loss_cls: 0.5178, loss_sal: 0.6672, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.1858, mAP: 0.6287, best_mAP: 0.8155 [2024-04-16 10:24:10 INFO]: Epoch [157][1/1] lr: 0.0005, eta: 0:04:07, time: 0.057, data_time: 0.375, memory: 1764, loss_cls: 0.5323, loss_sal: 0.3487, loss_video_cal: 0.0436, loss_layer_cal: 0.0161, loss: 0.9408, scale: 65536.0000 [2024-04-16 10:24:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_157.pth... [2024-04-16 10:24:10 INFO]: Validating... [2024-04-16 10:24:10 INFO]: Epoch (val) [157][1] loss_cls: 0.5178, loss_sal: 0.6672, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.1858, mAP: 0.6287, best_mAP: 0.8155 [2024-04-16 10:24:10 INFO]: Epoch [158][1/1] lr: 0.0005, eta: 0:04:06, time: 0.057, data_time: 0.370, memory: 1764, loss_cls: 0.5335, loss_sal: 0.3880, loss_video_cal: 0.0527, loss_layer_cal: 0.0318, loss: 1.0061, scale: 32768.0000 [2024-04-16 10:24:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_158.pth... [2024-04-16 10:24:11 INFO]: Validating... [2024-04-16 10:24:11 INFO]: Epoch (val) [158][1] loss_cls: 0.5138, loss_sal: 0.6662, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.1807, mAP: 0.6900, best_mAP: 0.8155 [2024-04-16 10:24:11 INFO]: Epoch [159][1/1] lr: 0.0005, eta: 0:04:05, time: 0.056, data_time: 0.369, memory: 1764, loss_cls: 0.5308, loss_sal: 0.2653, loss_video_cal: 0.0247, loss_layer_cal: 0.0288, loss: 0.8496, scale: 32768.0000 [2024-04-16 10:24:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_159.pth... [2024-04-16 10:24:11 INFO]: Validating... [2024-04-16 10:24:11 INFO]: Epoch (val) [159][1] loss_cls: 0.5137, loss_sal: 0.6176, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.1321, mAP: 0.7852, best_mAP: 0.8155 [2024-04-16 10:24:12 INFO]: Epoch [160][1/1] lr: 0.0005, eta: 0:04:05, time: 0.056, data_time: 0.379, memory: 1764, loss_cls: 0.5332, loss_sal: 0.2448, loss_video_cal: 0.0355, loss_layer_cal: 0.0258, loss: 0.8393, scale: 32768.0000 [2024-04-16 10:24:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_160.pth... [2024-04-16 10:24:12 INFO]: Validating... [2024-04-16 10:24:12 INFO]: Epoch (val) [160][1] loss_cls: 0.5174, loss_sal: 0.5598, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.0781, mAP: 0.5654, best_mAP: 0.8155 [2024-04-16 10:24:13 INFO]: Epoch [161][1/1] lr: 0.0005, eta: 0:04:04, time: 0.057, data_time: 0.375, memory: 1764, loss_cls: 0.5337, loss_sal: 0.2800, loss_video_cal: 0.0304, loss_layer_cal: 0.0196, loss: 0.8636, scale: 32768.0000 [2024-04-16 10:24:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_161.pth... [2024-04-16 10:24:13 INFO]: Validating... [2024-04-16 10:24:13 INFO]: Epoch (val) [161][1] loss_cls: 0.5189, loss_sal: 0.5244, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.0441, mAP: 0.5783, best_mAP: 0.8155 [2024-04-16 10:24:13 INFO]: Epoch [162][1/1] lr: 0.0005, eta: 0:04:04, time: 0.056, data_time: 0.371, memory: 1764, loss_cls: 0.5319, loss_sal: 0.2730, loss_video_cal: 0.0264, loss_layer_cal: 0.0133, loss: 0.8445, scale: 32768.0000 [2024-04-16 10:24:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_162.pth... [2024-04-16 10:24:14 INFO]: Validating... [2024-04-16 10:24:14 INFO]: Epoch (val) [162][1] loss_cls: 0.5221, loss_sal: 0.4956, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.0185, mAP: 0.5877, best_mAP: 0.8155 [2024-04-16 10:24:14 INFO]: Epoch [163][1/1] lr: 0.0005, eta: 0:04:03, time: 0.057, data_time: 0.373, memory: 1764, loss_cls: 0.5372, loss_sal: 0.3430, loss_video_cal: 0.0371, loss_layer_cal: 0.0168, loss: 0.9341, scale: 32768.0000 [2024-04-16 10:24:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_163.pth... [2024-04-16 10:24:14 INFO]: Validating... [2024-04-16 10:24:14 INFO]: Epoch (val) [163][1] loss_cls: 0.5227, loss_sal: 0.4788, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.0024, mAP: 0.5365, best_mAP: 0.8155 [2024-04-16 10:24:15 INFO]: Epoch [164][1/1] lr: 0.0005, eta: 0:04:02, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5333, loss_sal: 0.2301, loss_video_cal: 0.0275, loss_layer_cal: 0.0181, loss: 0.8091, scale: 32768.0000 [2024-04-16 10:24:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_164.pth... [2024-04-16 10:24:15 INFO]: Validating... [2024-04-16 10:24:15 INFO]: Epoch (val) [164][1] loss_cls: 0.5208, loss_sal: 0.4708, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9925, mAP: 0.5365, best_mAP: 0.8155 [2024-04-16 10:24:16 INFO]: Epoch [165][1/1] lr: 0.0005, eta: 0:04:01, time: 0.057, data_time: 0.372, memory: 1764, loss_cls: 0.5354, loss_sal: 0.3315, loss_video_cal: 0.0364, loss_layer_cal: 0.0211, loss: 0.9244, scale: 32768.0000 [2024-04-16 10:24:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_165.pth... [2024-04-16 10:24:16 INFO]: Validating... [2024-04-16 10:24:16 INFO]: Epoch (val) [165][1] loss_cls: 0.5203, loss_sal: 0.4680, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9892, mAP: 0.5256, best_mAP: 0.8155 [2024-04-16 10:24:16 INFO]: Epoch [166][1/1] lr: 0.0005, eta: 0:04:01, time: 0.057, data_time: 0.374, memory: 1764, loss_cls: 0.5359, loss_sal: 0.3753, loss_video_cal: 0.0377, loss_layer_cal: 0.0251, loss: 0.9740, scale: 32768.0000 [2024-04-16 10:24:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_166.pth... [2024-04-16 10:24:16 INFO]: Validating... [2024-04-16 10:24:17 INFO]: Epoch (val) [166][1] loss_cls: 0.5211, loss_sal: 0.4676, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9896, mAP: 0.5010, best_mAP: 0.8155 [2024-04-16 10:24:17 INFO]: Epoch [167][1/1] lr: 0.0005, eta: 0:04:00, time: 0.056, data_time: 0.374, memory: 1764, loss_cls: 0.5382, loss_sal: 0.2901, loss_video_cal: 0.0205, loss_layer_cal: 0.0163, loss: 0.8650, scale: 32768.0000 [2024-04-16 10:24:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_167.pth... [2024-04-16 10:24:17 INFO]: Validating... [2024-04-16 10:24:17 INFO]: Epoch (val) [167][1] loss_cls: 0.5240, loss_sal: 0.4663, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9912, mAP: 0.4878, best_mAP: 0.8155 [2024-04-16 10:24:18 INFO]: Epoch [168][1/1] lr: 0.0005, eta: 0:03:59, time: 0.055, data_time: 0.371, memory: 1764, loss_cls: 0.5401, loss_sal: 0.3064, loss_video_cal: 0.0164, loss_layer_cal: 0.0164, loss: 0.8793, scale: 32768.0000 [2024-04-16 10:24:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_168.pth... [2024-04-16 10:24:18 INFO]: Validating... [2024-04-16 10:24:18 INFO]: Epoch (val) [168][1] loss_cls: 0.5228, loss_sal: 0.4656, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9893, mAP: 0.4878, best_mAP: 0.8155 [2024-04-16 10:24:18 INFO]: Epoch [169][1/1] lr: 0.0005, eta: 0:03:58, time: 0.056, data_time: 0.374, memory: 1764, loss_cls: 0.5358, loss_sal: 0.3092, loss_video_cal: 0.0215, loss_layer_cal: 0.0123, loss: 0.8789, scale: 32768.0000 [2024-04-16 10:24:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_169.pth... [2024-04-16 10:24:18 INFO]: Validating... [2024-04-16 10:24:19 INFO]: Epoch (val) [169][1] loss_cls: 0.5190, loss_sal: 0.4648, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9846, mAP: 0.5877, best_mAP: 0.8155 [2024-04-16 10:24:19 INFO]: Epoch [170][1/1] lr: 0.0005, eta: 0:03:58, time: 0.057, data_time: 0.372, memory: 1764, loss_cls: 0.5378, loss_sal: 0.3140, loss_video_cal: 0.0237, loss_layer_cal: 0.0230, loss: 0.8985, scale: 32768.0000 [2024-04-16 10:24:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_170.pth... [2024-04-16 10:24:19 INFO]: Validating... [2024-04-16 10:24:19 INFO]: Epoch (val) [170][1] loss_cls: 0.5159, loss_sal: 0.4636, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9803, mAP: 0.5877, best_mAP: 0.8155 [2024-04-16 10:24:20 INFO]: Epoch [171][1/1] lr: 0.0005, eta: 0:03:57, time: 0.057, data_time: 0.374, memory: 1764, loss_cls: 0.5374, loss_sal: 0.2985, loss_video_cal: 0.0324, loss_layer_cal: 0.0158, loss: 0.8841, scale: 32768.0000 [2024-04-16 10:24:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_171.pth... [2024-04-16 10:24:20 INFO]: Validating... [2024-04-16 10:24:20 INFO]: Epoch (val) [171][1] loss_cls: 0.5148, loss_sal: 0.4612, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9768, mAP: 0.5877, best_mAP: 0.8155 [2024-04-16 10:24:21 INFO]: Epoch [172][1/1] lr: 0.0005, eta: 0:03:56, time: 0.056, data_time: 0.376, memory: 1764, loss_cls: 0.5408, loss_sal: 0.3119, loss_video_cal: 0.0238, loss_layer_cal: 0.0140, loss: 0.8905, scale: 32768.0000 [2024-04-16 10:24:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_172.pth... [2024-04-16 10:24:21 INFO]: Validating... [2024-04-16 10:24:21 INFO]: Epoch (val) [172][1] loss_cls: 0.5129, loss_sal: 0.4627, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9763, mAP: 0.5877, best_mAP: 0.8155 [2024-04-16 10:24:21 INFO]: Epoch [173][1/1] lr: 0.0005, eta: 0:03:55, time: 0.055, data_time: 0.375, memory: 1764, loss_cls: 0.5388, loss_sal: 0.2678, loss_video_cal: 0.0173, loss_layer_cal: 0.0106, loss: 0.8344, scale: 32768.0000 [2024-04-16 10:24:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_173.pth... [2024-04-16 10:24:21 INFO]: Validating... [2024-04-16 10:24:22 INFO]: Epoch (val) [173][1] loss_cls: 0.5100, loss_sal: 0.4681, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9788, mAP: 0.7513, best_mAP: 0.8155 [2024-04-16 10:24:22 INFO]: Epoch [174][1/1] lr: 0.0005, eta: 0:03:55, time: 0.056, data_time: 0.374, memory: 1764, loss_cls: 0.5308, loss_sal: 0.2841, loss_video_cal: 0.0199, loss_layer_cal: 0.0196, loss: 0.8543, scale: 32768.0000 [2024-04-16 10:24:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_174.pth... [2024-04-16 10:24:22 INFO]: Validating... [2024-04-16 10:24:22 INFO]: Epoch (val) [174][1] loss_cls: 0.5094, loss_sal: 0.4812, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9913, mAP: 0.8104, best_mAP: 0.8155 [2024-04-16 10:24:23 INFO]: Epoch [175][1/1] lr: 0.0005, eta: 0:03:54, time: 0.056, data_time: 0.371, memory: 1764, loss_cls: 0.5343, loss_sal: 0.2514, loss_video_cal: 0.0323, loss_layer_cal: 0.0156, loss: 0.8335, scale: 32768.0000 [2024-04-16 10:24:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_175.pth... [2024-04-16 10:24:23 INFO]: Validating... [2024-04-16 10:24:23 INFO]: Epoch (val) [175][1] loss_cls: 0.5106, loss_sal: 0.5039, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0151, mAP: 0.7903, best_mAP: 0.8155 [2024-04-16 10:24:23 INFO]: Epoch [176][1/1] lr: 0.0005, eta: 0:03:53, time: 0.055, data_time: 0.371, memory: 1764, loss_cls: 0.5349, loss_sal: 0.2011, loss_video_cal: 0.0169, loss_layer_cal: 0.0140, loss: 0.7669, scale: 32768.0000 [2024-04-16 10:24:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_176.pth... [2024-04-16 10:24:24 INFO]: Validating... [2024-04-16 10:24:24 INFO]: Epoch (val) [176][1] loss_cls: 0.5094, loss_sal: 0.5391, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.0491, mAP: 0.7368, best_mAP: 0.8155 [2024-04-16 10:24:24 INFO]: Epoch [177][1/1] lr: 0.0005, eta: 0:03:52, time: 0.057, data_time: 0.375, memory: 1764, loss_cls: 0.5312, loss_sal: 0.2886, loss_video_cal: 0.0282, loss_layer_cal: 0.0110, loss: 0.8589, scale: 32768.0000 [2024-04-16 10:24:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_177.pth... [2024-04-16 10:24:24 INFO]: Validating... [2024-04-16 10:24:24 INFO]: Epoch (val) [177][1] loss_cls: 0.5094, loss_sal: 0.5444, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.0544, mAP: 0.7373, best_mAP: 0.8155 [2024-04-16 10:24:25 INFO]: Epoch [178][1/1] lr: 0.0005, eta: 0:03:52, time: 0.057, data_time: 0.375, memory: 1764, loss_cls: 0.5356, loss_sal: 0.1598, loss_video_cal: 0.0224, loss_layer_cal: 0.0201, loss: 0.7378, scale: 32768.0000 [2024-04-16 10:24:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_178.pth... [2024-04-16 10:24:25 INFO]: Validating... [2024-04-16 10:24:25 INFO]: Epoch (val) [178][1] loss_cls: 0.5084, loss_sal: 0.5234, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0324, mAP: 0.7368, best_mAP: 0.8155 [2024-04-16 10:24:26 INFO]: Epoch [179][1/1] lr: 0.0005, eta: 0:03:51, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5324, loss_sal: 0.2646, loss_video_cal: 0.0410, loss_layer_cal: 0.0143, loss: 0.8523, scale: 32768.0000 [2024-04-16 10:24:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_179.pth... [2024-04-16 10:24:26 INFO]: Validating... [2024-04-16 10:24:26 INFO]: Epoch (val) [179][1] loss_cls: 0.5093, loss_sal: 0.5141, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0239, mAP: 0.7379, best_mAP: 0.8155 [2024-04-16 10:24:26 INFO]: Epoch [180][1/1] lr: 0.0005, eta: 0:03:50, time: 0.056, data_time: 0.373, memory: 1764, loss_cls: 0.5325, loss_sal: 0.3108, loss_video_cal: 0.0370, loss_layer_cal: 0.0156, loss: 0.8960, scale: 32768.0000 [2024-04-16 10:24:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_180.pth... [2024-04-16 10:24:26 INFO]: Validating... [2024-04-16 10:24:27 INFO]: Epoch (val) [180][1] loss_cls: 0.5088, loss_sal: 0.5647, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0740, mAP: 0.7379, best_mAP: 0.8155 [2024-04-16 10:24:27 INFO]: Epoch [181][1/1] lr: 0.0005, eta: 0:03:50, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5339, loss_sal: 0.3277, loss_video_cal: 0.0387, loss_layer_cal: 0.0138, loss: 0.9140, scale: 32768.0000 [2024-04-16 10:24:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_181.pth... [2024-04-16 10:24:27 INFO]: Validating... [2024-04-16 10:24:27 INFO]: Epoch (val) [181][1] loss_cls: 0.5074, loss_sal: 0.6493, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1571, mAP: 0.7167, best_mAP: 0.8155 [2024-04-16 10:24:28 INFO]: Epoch [182][1/1] lr: 0.0005, eta: 0:03:49, time: 0.057, data_time: 0.375, memory: 1764, loss_cls: 0.5305, loss_sal: 0.2403, loss_video_cal: 0.0338, loss_layer_cal: 0.0152, loss: 0.8198, scale: 32768.0000 [2024-04-16 10:24:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_182.pth... [2024-04-16 10:24:28 INFO]: Validating... [2024-04-16 10:24:28 INFO]: Epoch (val) [182][1] loss_cls: 0.5067, loss_sal: 0.7263, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.2333, mAP: 0.7199, best_mAP: 0.8155 [2024-04-16 10:24:28 INFO]: Epoch [183][1/1] lr: 0.0005, eta: 0:03:48, time: 0.056, data_time: 0.373, memory: 1764, loss_cls: 0.5328, loss_sal: 0.2324, loss_video_cal: 0.0357, loss_layer_cal: 0.0178, loss: 0.8187, scale: 32768.0000 [2024-04-16 10:24:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_183.pth... [2024-04-16 10:24:29 INFO]: Validating... [2024-04-16 10:24:29 INFO]: Epoch (val) [183][1] loss_cls: 0.5037, loss_sal: 0.7712, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.2754, mAP: 0.7146, best_mAP: 0.8155 [2024-04-16 10:24:29 INFO]: Epoch [184][1/1] lr: 0.0005, eta: 0:03:47, time: 0.056, data_time: 0.375, memory: 1764, loss_cls: 0.5300, loss_sal: 0.1783, loss_video_cal: 0.0125, loss_layer_cal: 0.0146, loss: 0.7353, scale: 32768.0000 [2024-04-16 10:24:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_184.pth... [2024-04-16 10:24:29 INFO]: Validating... [2024-04-16 10:24:29 INFO]: Epoch (val) [184][1] loss_cls: 0.5022, loss_sal: 0.7908, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2933, mAP: 0.7146, best_mAP: 0.8155 [2024-04-16 10:24:30 INFO]: Epoch [185][1/1] lr: 0.0005, eta: 0:03:47, time: 0.055, data_time: 0.374, memory: 1764, loss_cls: 0.5314, loss_sal: 0.2431, loss_video_cal: 0.0488, loss_layer_cal: 0.0127, loss: 0.8360, scale: 32768.0000 [2024-04-16 10:24:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_185.pth... [2024-04-16 10:24:30 INFO]: Validating... [2024-04-16 10:24:30 INFO]: Epoch (val) [185][1] loss_cls: 0.5029, loss_sal: 0.7994, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.3026, mAP: 0.7169, best_mAP: 0.8155 [2024-04-16 10:24:31 INFO]: Epoch [186][1/1] lr: 0.0005, eta: 0:03:46, time: 0.055, data_time: 0.371, memory: 1764, loss_cls: 0.5323, loss_sal: 0.2373, loss_video_cal: 0.0128, loss_layer_cal: 0.0111, loss: 0.7936, scale: 32768.0000 [2024-04-16 10:24:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_186.pth... [2024-04-16 10:24:31 INFO]: Validating... [2024-04-16 10:24:31 INFO]: Epoch (val) [186][1] loss_cls: 0.5053, loss_sal: 0.7706, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2762, mAP: 0.7169, best_mAP: 0.8155 [2024-04-16 10:24:31 INFO]: Epoch [187][1/1] lr: 0.0005, eta: 0:03:45, time: 0.057, data_time: 0.376, memory: 1764, loss_cls: 0.5329, loss_sal: 0.3631, loss_video_cal: 0.0190, loss_layer_cal: 0.0159, loss: 0.9309, scale: 32768.0000 [2024-04-16 10:24:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_187.pth... [2024-04-16 10:24:31 INFO]: Validating... [2024-04-16 10:24:32 INFO]: Epoch (val) [187][1] loss_cls: 0.5189, loss_sal: 0.6279, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1471, mAP: 0.7630, best_mAP: 0.8155 [2024-04-16 10:24:32 INFO]: Epoch [188][1/1] lr: 0.0005, eta: 0:03:44, time: 0.056, data_time: 0.372, memory: 1764, loss_cls: 0.5343, loss_sal: 0.3544, loss_video_cal: 0.0232, loss_layer_cal: 0.0212, loss: 0.9331, scale: 32768.0000 [2024-04-16 10:24:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_188.pth... [2024-04-16 10:24:32 INFO]: Validating... [2024-04-16 10:24:32 INFO]: Epoch (val) [188][1] loss_cls: 0.5214, loss_sal: 0.5111, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0328, mAP: 0.8047, best_mAP: 0.8155 [2024-04-16 10:24:33 INFO]: Epoch [189][1/1] lr: 0.0005, eta: 0:03:44, time: 0.056, data_time: 0.375, memory: 1764, loss_cls: 0.5328, loss_sal: 0.2351, loss_video_cal: 0.0120, loss_layer_cal: 0.0201, loss: 0.8000, scale: 32768.0000 [2024-04-16 10:24:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_189.pth... [2024-04-16 10:24:33 INFO]: Validating... [2024-04-16 10:24:33 INFO]: Epoch (val) [189][1] loss_cls: 0.5132, loss_sal: 0.4775, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9910, mAP: 0.8316, best_mAP: 0.8316 [2024-04-16 10:24:33 INFO]: Epoch [190][1/1] lr: 0.0005, eta: 0:03:43, time: 0.055, data_time: 0.374, memory: 1764, loss_cls: 0.5367, loss_sal: 0.2484, loss_video_cal: 0.0079, loss_layer_cal: 0.0198, loss: 0.8129, scale: 32768.0000 [2024-04-16 10:24:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_190.pth... [2024-04-16 10:24:34 INFO]: Validating... [2024-04-16 10:24:34 INFO]: Epoch (val) [190][1] loss_cls: 0.5180, loss_sal: 0.4211, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9395, mAP: 0.5646, best_mAP: 0.8316 [2024-04-16 10:24:34 INFO]: Epoch [191][1/1] lr: 0.0005, eta: 0:03:42, time: 0.057, data_time: 0.373, memory: 1764, loss_cls: 0.5353, loss_sal: 0.2358, loss_video_cal: 0.0124, loss_layer_cal: 0.0137, loss: 0.7972, scale: 32768.0000 [2024-04-16 10:24:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_191.pth... [2024-04-16 10:24:34 INFO]: Validating... [2024-04-16 10:24:34 INFO]: Epoch (val) [191][1] loss_cls: 0.5442, loss_sal: 0.3974, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9419, mAP: 0.5436, best_mAP: 0.8316 [2024-04-16 10:24:35 INFO]: Epoch [192][1/1] lr: 0.0005, eta: 0:03:41, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5511, loss_sal: 0.3217, loss_video_cal: 0.0144, loss_layer_cal: 0.0194, loss: 0.9065, scale: 32768.0000 [2024-04-16 10:24:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_192.pth... [2024-04-16 10:24:35 INFO]: Validating... [2024-04-16 10:24:35 INFO]: Epoch (val) [192][1] loss_cls: 0.5573, loss_sal: 0.3874, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9450, mAP: 0.4584, best_mAP: 0.8316 [2024-04-16 10:24:36 INFO]: Epoch [193][1/1] lr: 0.0005, eta: 0:03:41, time: 0.057, data_time: 0.370, memory: 1764, loss_cls: 0.5556, loss_sal: 0.2808, loss_video_cal: 0.0264, loss_layer_cal: 0.0134, loss: 0.8762, scale: 32768.0000 [2024-04-16 10:24:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_193.pth... [2024-04-16 10:24:36 INFO]: Validating... [2024-04-16 10:24:36 INFO]: Epoch (val) [193][1] loss_cls: 0.5537, loss_sal: 0.3881, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9420, mAP: 0.4584, best_mAP: 0.8316 [2024-04-16 10:24:36 INFO]: Epoch [194][1/1] lr: 0.0005, eta: 0:03:40, time: 0.056, data_time: 0.376, memory: 1764, loss_cls: 0.5562, loss_sal: 0.2809, loss_video_cal: 0.0125, loss_layer_cal: 0.0183, loss: 0.8680, scale: 32768.0000 [2024-04-16 10:24:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_194.pth... [2024-04-16 10:24:36 INFO]: Validating... [2024-04-16 10:24:37 INFO]: Epoch (val) [194][1] loss_cls: 0.5423, loss_sal: 0.3890, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9315, mAP: 0.4638, best_mAP: 0.8316 [2024-04-16 10:24:37 INFO]: Epoch [195][1/1] lr: 0.0005, eta: 0:03:39, time: 0.056, data_time: 0.368, memory: 1764, loss_cls: 0.5500, loss_sal: 0.2113, loss_video_cal: 0.0206, loss_layer_cal: 0.0118, loss: 0.7937, scale: 32768.0000 [2024-04-16 10:24:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_195.pth... [2024-04-16 10:24:37 INFO]: Validating... [2024-04-16 10:24:37 INFO]: Epoch (val) [195][1] loss_cls: 0.5298, loss_sal: 0.3904, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9204, mAP: 0.4712, best_mAP: 0.8316 [2024-04-16 10:24:38 INFO]: Epoch [196][1/1] lr: 0.0005, eta: 0:03:38, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5420, loss_sal: 0.2691, loss_video_cal: 0.0109, loss_layer_cal: 0.0140, loss: 0.8360, scale: 32768.0000 [2024-04-16 10:24:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_196.pth... [2024-04-16 10:24:38 INFO]: Validating... [2024-04-16 10:24:38 INFO]: Epoch (val) [196][1] loss_cls: 0.5229, loss_sal: 0.3893, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9124, mAP: 0.4926, best_mAP: 0.8316 [2024-04-16 10:24:38 INFO]: Epoch [197][1/1] lr: 0.0005, eta: 0:03:38, time: 0.057, data_time: 0.373, memory: 1764, loss_cls: 0.5428, loss_sal: 0.2562, loss_video_cal: 0.0129, loss_layer_cal: 0.0179, loss: 0.8298, scale: 32768.0000 [2024-04-16 10:24:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_197.pth... [2024-04-16 10:24:38 INFO]: Validating... [2024-04-16 10:24:39 INFO]: Epoch (val) [197][1] loss_cls: 0.5230, loss_sal: 0.3854, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9086, mAP: 0.4926, best_mAP: 0.8316 [2024-04-16 10:24:39 INFO]: Epoch [198][1/1] lr: 0.0005, eta: 0:03:37, time: 0.056, data_time: 0.374, memory: 1764, loss_cls: 0.5420, loss_sal: 0.2118, loss_video_cal: 0.0092, loss_layer_cal: 0.0110, loss: 0.7740, scale: 32768.0000 [2024-04-16 10:24:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_198.pth... [2024-04-16 10:24:39 INFO]: Validating... [2024-04-16 10:24:39 INFO]: Epoch (val) [198][1] loss_cls: 0.5250, loss_sal: 0.3870, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9122, mAP: 0.4929, best_mAP: 0.8316 [2024-04-16 10:24:40 INFO]: Epoch [199][1/1] lr: 0.0005, eta: 0:03:36, time: 0.055, data_time: 0.375, memory: 1764, loss_cls: 0.5457, loss_sal: 0.2527, loss_video_cal: 0.0233, loss_layer_cal: 0.0131, loss: 0.8348, scale: 32768.0000 [2024-04-16 10:24:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_199.pth... [2024-04-16 10:24:40 INFO]: Validating... [2024-04-16 10:24:40 INFO]: Epoch (val) [199][1] loss_cls: 0.5249, loss_sal: 0.3876, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9127, mAP: 0.4784, best_mAP: 0.8316 [2024-04-16 10:24:41 INFO]: Epoch [200][1/1] lr: 0.0005, eta: 0:03:36, time: 0.057, data_time: 0.372, memory: 1764, loss_cls: 0.5433, loss_sal: 0.2925, loss_video_cal: 0.0195, loss_layer_cal: 0.0139, loss: 0.8692, scale: 32768.0000 [2024-04-16 10:24:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_200.pth... [2024-04-16 10:24:41 INFO]: Validating... [2024-04-16 10:24:41 INFO]: Epoch (val) [200][1] loss_cls: 0.5226, loss_sal: 0.3923, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9151, mAP: 0.4784, best_mAP: 0.8316 [2024-04-16 10:24:41 INFO]: Epoch [201][1/1] lr: 0.0005, eta: 0:03:35, time: 0.057, data_time: 0.372, memory: 1764, loss_cls: 0.5453, loss_sal: 0.2230, loss_video_cal: 0.0081, loss_layer_cal: 0.0150, loss: 0.7914, scale: 32768.0000 [2024-04-16 10:24:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_201.pth... [2024-04-16 10:24:41 INFO]: Validating... [2024-04-16 10:24:42 INFO]: Epoch (val) [201][1] loss_cls: 0.5218, loss_sal: 0.4013, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9234, mAP: 0.4833, best_mAP: 0.8316 [2024-04-16 10:24:42 INFO]: Epoch [202][1/1] lr: 0.0005, eta: 0:03:34, time: 0.057, data_time: 0.375, memory: 1764, loss_cls: 0.5348, loss_sal: 0.2487, loss_video_cal: 0.0169, loss_layer_cal: 0.0095, loss: 0.8097, scale: 32768.0000 [2024-04-16 10:24:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_202.pth... [2024-04-16 10:24:42 INFO]: Validating... [2024-04-16 10:24:42 INFO]: Epoch (val) [202][1] loss_cls: 0.5239, loss_sal: 0.4137, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9378, mAP: 0.5365, best_mAP: 0.8316 [2024-04-16 10:24:43 INFO]: Epoch [203][1/1] lr: 0.0005, eta: 0:03:33, time: 0.056, data_time: 0.376, memory: 1764, loss_cls: 0.5358, loss_sal: 0.2066, loss_video_cal: 0.0152, loss_layer_cal: 0.0181, loss: 0.7757, scale: 32768.0000 [2024-04-16 10:24:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_203.pth... [2024-04-16 10:24:43 INFO]: Validating... [2024-04-16 10:24:43 INFO]: Epoch (val) [203][1] loss_cls: 0.5251, loss_sal: 0.4273, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9527, mAP: 0.5771, best_mAP: 0.8316 [2024-04-16 10:24:43 INFO]: Epoch [204][1/1] lr: 0.0005, eta: 0:03:33, time: 0.056, data_time: 0.376, memory: 1764, loss_cls: 0.5353, loss_sal: 0.1909, loss_video_cal: 0.0253, loss_layer_cal: 0.0163, loss: 0.7678, scale: 32768.0000 [2024-04-16 10:24:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_204.pth... [2024-04-16 10:24:43 INFO]: Validating... [2024-04-16 10:24:44 INFO]: Epoch (val) [204][1] loss_cls: 0.5213, loss_sal: 0.4371, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9586, mAP: 0.5771, best_mAP: 0.8316 [2024-04-16 10:24:44 INFO]: Epoch [205][1/1] lr: 0.0005, eta: 0:03:32, time: 0.056, data_time: 0.375, memory: 1764, loss_cls: 0.5350, loss_sal: 0.2556, loss_video_cal: 0.0438, loss_layer_cal: 0.0191, loss: 0.8535, scale: 32768.0000 [2024-04-16 10:24:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_205.pth... [2024-04-16 10:24:44 INFO]: Validating... [2024-04-16 10:24:44 INFO]: Epoch (val) [205][1] loss_cls: 0.5179, loss_sal: 0.4451, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9632, mAP: 0.6621, best_mAP: 0.8316 [2024-04-16 10:24:45 INFO]: Epoch [206][1/1] lr: 0.0005, eta: 0:03:31, time: 0.057, data_time: 0.374, memory: 1764, loss_cls: 0.5378, loss_sal: 0.1522, loss_video_cal: 0.0076, loss_layer_cal: 0.0111, loss: 0.7086, scale: 32768.0000 [2024-04-16 10:24:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_206.pth... [2024-04-16 10:24:45 INFO]: Validating... [2024-04-16 10:24:45 INFO]: Epoch (val) [206][1] loss_cls: 0.5163, loss_sal: 0.4467, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9632, mAP: 0.7540, best_mAP: 0.8316 [2024-04-16 10:24:46 INFO]: Epoch [207][1/1] lr: 0.0005, eta: 0:03:30, time: 0.056, data_time: 0.372, memory: 1764, loss_cls: 0.5408, loss_sal: 0.1539, loss_video_cal: 0.0142, loss_layer_cal: 0.0130, loss: 0.7219, scale: 32768.0000 [2024-04-16 10:24:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_207.pth... [2024-04-16 10:24:46 INFO]: Validating... [2024-04-16 10:24:46 INFO]: Epoch (val) [207][1] loss_cls: 0.5166, loss_sal: 0.4461, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9629, mAP: 0.7787, best_mAP: 0.8316 [2024-04-16 10:24:46 INFO]: Epoch [208][1/1] lr: 0.0005, eta: 0:03:30, time: 0.055, data_time: 0.375, memory: 1764, loss_cls: 0.5350, loss_sal: 0.2152, loss_video_cal: 0.0244, loss_layer_cal: 0.0143, loss: 0.7890, scale: 32768.0000 [2024-04-16 10:24:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_208.pth... [2024-04-16 10:24:46 INFO]: Validating... [2024-04-16 10:24:47 INFO]: Epoch (val) [208][1] loss_cls: 0.5192, loss_sal: 0.4466, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9660, mAP: 0.7787, best_mAP: 0.8316 [2024-04-16 10:24:47 INFO]: Epoch [209][1/1] lr: 0.0005, eta: 0:03:29, time: 0.057, data_time: 0.377, memory: 1764, loss_cls: 0.5341, loss_sal: 0.2532, loss_video_cal: 0.0180, loss_layer_cal: 0.0077, loss: 0.8130, scale: 32768.0000 [2024-04-16 10:24:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_209.pth... [2024-04-16 10:24:47 INFO]: Validating... [2024-04-16 10:24:47 INFO]: Epoch (val) [209][1] loss_cls: 0.5168, loss_sal: 0.4496, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9666, mAP: 0.7492, best_mAP: 0.8316 [2024-04-16 10:24:48 INFO]: Epoch [210][1/1] lr: 0.0005, eta: 0:03:28, time: 0.057, data_time: 0.377, memory: 1764, loss_cls: 0.5355, loss_sal: 0.1473, loss_video_cal: 0.0126, loss_layer_cal: 0.0098, loss: 0.7051, scale: 32768.0000 [2024-04-16 10:24:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_210.pth... [2024-04-16 10:24:48 INFO]: Validating... [2024-04-16 10:24:48 INFO]: Epoch (val) [210][1] loss_cls: 0.5147, loss_sal: 0.4532, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9681, mAP: 0.7492, best_mAP: 0.8316 [2024-04-16 10:24:48 INFO]: Epoch [211][1/1] lr: 0.0005, eta: 0:03:28, time: 0.056, data_time: 0.376, memory: 1764, loss_cls: 0.5361, loss_sal: 0.1591, loss_video_cal: 0.0113, loss_layer_cal: 0.0094, loss: 0.7160, scale: 32768.0000 [2024-04-16 10:24:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_211.pth... [2024-04-16 10:24:49 INFO]: Validating... [2024-04-16 10:24:49 INFO]: Epoch (val) [211][1] loss_cls: 0.5135, loss_sal: 0.4567, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9704, mAP: 0.7492, best_mAP: 0.8316 [2024-04-16 10:24:49 INFO]: Epoch [212][1/1] lr: 0.0005, eta: 0:03:27, time: 0.057, data_time: 0.373, memory: 1764, loss_cls: 0.5362, loss_sal: 0.1667, loss_video_cal: 0.0237, loss_layer_cal: 0.0135, loss: 0.7400, scale: 32768.0000 [2024-04-16 10:24:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_212.pth... [2024-04-16 10:24:49 INFO]: Validating... [2024-04-16 10:24:49 INFO]: Epoch (val) [212][1] loss_cls: 0.5139, loss_sal: 0.4612, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9753, mAP: 0.7360, best_mAP: 0.8316 [2024-04-16 10:24:50 INFO]: Epoch [213][1/1] lr: 0.0005, eta: 0:03:26, time: 0.055, data_time: 0.375, memory: 1764, loss_cls: 0.5323, loss_sal: 0.1707, loss_video_cal: 0.0061, loss_layer_cal: 0.0070, loss: 0.7161, scale: 32768.0000 [2024-04-16 10:24:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_213.pth... [2024-04-16 10:24:50 INFO]: Validating... [2024-04-16 10:24:50 INFO]: Epoch (val) [213][1] loss_cls: 0.5144, loss_sal: 0.4627, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9774, mAP: 0.7360, best_mAP: 0.8316 [2024-04-16 10:24:51 INFO]: Epoch [214][1/1] lr: 0.0005, eta: 0:03:25, time: 0.055, data_time: 0.376, memory: 1764, loss_cls: 0.5350, loss_sal: 0.1695, loss_video_cal: 0.0270, loss_layer_cal: 0.0151, loss: 0.7465, scale: 32768.0000 [2024-04-16 10:24:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_214.pth... [2024-04-16 10:24:51 INFO]: Validating... [2024-04-16 10:24:51 INFO]: Epoch (val) [214][1] loss_cls: 0.5166, loss_sal: 0.4590, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9758, mAP: 0.7492, best_mAP: 0.8316 [2024-04-16 10:24:51 INFO]: Epoch [215][1/1] lr: 0.0005, eta: 0:03:25, time: 0.057, data_time: 0.372, memory: 1764, loss_cls: 0.5348, loss_sal: 0.2657, loss_video_cal: 0.0141, loss_layer_cal: 0.0078, loss: 0.8223, scale: 32768.0000 [2024-04-16 10:24:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_215.pth... [2024-04-16 10:24:51 INFO]: Validating... [2024-04-16 10:24:52 INFO]: Epoch (val) [215][1] loss_cls: 0.5147, loss_sal: 0.4616, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9765, mAP: 0.7912, best_mAP: 0.8316 [2024-04-16 10:24:52 INFO]: Epoch [216][1/1] lr: 0.0005, eta: 0:03:24, time: 0.057, data_time: 0.375, memory: 1764, loss_cls: 0.5355, loss_sal: 0.2549, loss_video_cal: 0.0190, loss_layer_cal: 0.0092, loss: 0.8186, scale: 32768.0000 [2024-04-16 10:24:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_216.pth... [2024-04-16 10:24:52 INFO]: Validating... [2024-04-16 10:24:52 INFO]: Epoch (val) [216][1] loss_cls: 0.5134, loss_sal: 0.4666, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9802, mAP: 0.7558, best_mAP: 0.8316 [2024-04-16 10:24:53 INFO]: Epoch [217][1/1] lr: 0.0005, eta: 0:03:23, time: 0.057, data_time: 0.373, memory: 1764, loss_cls: 0.5372, loss_sal: 0.1295, loss_video_cal: 0.0155, loss_layer_cal: 0.0153, loss: 0.6975, scale: 32768.0000 [2024-04-16 10:24:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_217.pth... [2024-04-16 10:24:53 INFO]: Validating... [2024-04-16 10:24:53 INFO]: Epoch (val) [217][1] loss_cls: 0.5139, loss_sal: 0.4693, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9834, mAP: 0.7455, best_mAP: 0.8316 [2024-04-16 10:24:53 INFO]: Epoch [218][1/1] lr: 0.0005, eta: 0:03:23, time: 0.057, data_time: 0.372, memory: 1764, loss_cls: 0.5363, loss_sal: 0.2163, loss_video_cal: 0.0184, loss_layer_cal: 0.0094, loss: 0.7804, scale: 32768.0000 [2024-04-16 10:24:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_218.pth... [2024-04-16 10:24:54 INFO]: Validating... [2024-04-16 10:24:54 INFO]: Epoch (val) [218][1] loss_cls: 0.5145, loss_sal: 0.4679, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9827, mAP: 0.7532, best_mAP: 0.8316 [2024-04-16 10:24:54 INFO]: Epoch [219][1/1] lr: 0.0005, eta: 0:03:22, time: 0.057, data_time: 0.376, memory: 1764, loss_cls: 0.5361, loss_sal: 0.2134, loss_video_cal: 0.0086, loss_layer_cal: 0.0142, loss: 0.7724, scale: 32768.0000 [2024-04-16 10:24:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_219.pth... [2024-04-16 10:24:54 INFO]: Validating... [2024-04-16 10:24:54 INFO]: Epoch (val) [219][1] loss_cls: 0.5165, loss_sal: 0.4688, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9855, mAP: 0.8075, best_mAP: 0.8316 [2024-04-16 10:24:55 INFO]: Epoch [220][1/1] lr: 0.0005, eta: 0:03:21, time: 0.056, data_time: 0.375, memory: 1764, loss_cls: 0.5424, loss_sal: 0.1405, loss_video_cal: 0.0180, loss_layer_cal: 0.0089, loss: 0.7098, scale: 32768.0000 [2024-04-16 10:24:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_220.pth... [2024-04-16 10:24:55 INFO]: Validating... [2024-04-16 10:24:55 INFO]: Epoch (val) [220][1] loss_cls: 0.5155, loss_sal: 0.4707, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9864, mAP: 0.8075, best_mAP: 0.8316 [2024-04-16 10:24:56 INFO]: Epoch [221][1/1] lr: 0.0005, eta: 0:03:20, time: 0.058, data_time: 0.374, memory: 1764, loss_cls: 0.5360, loss_sal: 0.1106, loss_video_cal: 0.0152, loss_layer_cal: 0.0162, loss: 0.6780, scale: 32768.0000 [2024-04-16 10:24:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_221.pth... [2024-04-16 10:24:56 INFO]: Validating... [2024-04-16 10:24:56 INFO]: Epoch (val) [221][1] loss_cls: 0.5146, loss_sal: 0.4725, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9874, mAP: 0.7756, best_mAP: 0.8316 [2024-04-16 10:24:56 INFO]: Epoch [222][1/1] lr: 0.0005, eta: 0:03:20, time: 0.058, data_time: 0.376, memory: 1764, loss_cls: 0.5346, loss_sal: 0.2095, loss_video_cal: 0.0312, loss_layer_cal: 0.0120, loss: 0.7874, scale: 32768.0000 [2024-04-16 10:24:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_222.pth... [2024-04-16 10:24:56 INFO]: Validating... [2024-04-16 10:24:57 INFO]: Epoch (val) [222][1] loss_cls: 0.5125, loss_sal: 0.4823, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9951, mAP: 0.7224, best_mAP: 0.8316 [2024-04-16 10:24:57 INFO]: Epoch [223][1/1] lr: 0.0005, eta: 0:03:19, time: 0.056, data_time: 0.371, memory: 1764, loss_cls: 0.5299, loss_sal: 0.1938, loss_video_cal: 0.0144, loss_layer_cal: 0.0184, loss: 0.7565, scale: 32768.0000 [2024-04-16 10:24:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_223.pth... [2024-04-16 10:24:57 INFO]: Validating... [2024-04-16 10:24:57 INFO]: Epoch (val) [223][1] loss_cls: 0.5105, loss_sal: 0.5009, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0116, mAP: 0.6991, best_mAP: 0.8316 [2024-04-16 10:24:58 INFO]: Epoch [224][1/1] lr: 0.0005, eta: 0:03:18, time: 0.057, data_time: 0.374, memory: 1764, loss_cls: 0.5299, loss_sal: 0.2905, loss_video_cal: 0.0118, loss_layer_cal: 0.0108, loss: 0.8430, scale: 32768.0000 [2024-04-16 10:24:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_224.pth... [2024-04-16 10:24:58 INFO]: Validating... [2024-04-16 10:24:58 INFO]: Epoch (val) [224][1] loss_cls: 0.5125, loss_sal: 0.5749, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0876, mAP: 0.6536, best_mAP: 0.8316 [2024-04-16 10:24:58 INFO]: Epoch [225][1/1] lr: 0.0005, eta: 0:03:17, time: 0.056, data_time: 0.381, memory: 1764, loss_cls: 0.5300, loss_sal: 0.1536, loss_video_cal: 0.0227, loss_layer_cal: 0.0097, loss: 0.7160, scale: 32768.0000 [2024-04-16 10:24:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_225.pth... [2024-04-16 10:24:59 INFO]: Validating... [2024-04-16 10:24:59 INFO]: Epoch (val) [225][1] loss_cls: 0.5126, loss_sal: 0.6270, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1398, mAP: 0.6536, best_mAP: 0.8316 [2024-04-16 10:24:59 INFO]: Epoch [226][1/1] lr: 0.0005, eta: 0:03:17, time: 0.055, data_time: 0.374, memory: 1764, loss_cls: 0.5318, loss_sal: 0.1672, loss_video_cal: 0.0200, loss_layer_cal: 0.0136, loss: 0.7326, scale: 32768.0000 [2024-04-16 10:24:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_226.pth... [2024-04-16 10:24:59 INFO]: Validating... [2024-04-16 10:24:59 INFO]: Epoch (val) [226][1] loss_cls: 0.5099, loss_sal: 0.6499, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1600, mAP: 0.6362, best_mAP: 0.8316 [2024-04-16 10:25:00 INFO]: Epoch [227][1/1] lr: 0.0005, eta: 0:03:16, time: 0.055, data_time: 0.372, memory: 1764, loss_cls: 0.5312, loss_sal: 0.1921, loss_video_cal: 0.0180, loss_layer_cal: 0.0095, loss: 0.7508, scale: 32768.0000 [2024-04-16 10:25:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_227.pth... [2024-04-16 10:25:00 INFO]: Validating... [2024-04-16 10:25:00 INFO]: Epoch (val) [227][1] loss_cls: 0.5066, loss_sal: 0.6386, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1454, mAP: 0.6313, best_mAP: 0.8316 [2024-04-16 10:25:01 INFO]: Epoch [228][1/1] lr: 0.0005, eta: 0:03:15, time: 0.056, data_time: 0.371, memory: 1764, loss_cls: 0.5309, loss_sal: 0.2167, loss_video_cal: 0.0341, loss_layer_cal: 0.0084, loss: 0.7901, scale: 32768.0000 [2024-04-16 10:25:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_228.pth... [2024-04-16 10:25:01 INFO]: Validating... [2024-04-16 10:25:01 INFO]: Epoch (val) [228][1] loss_cls: 0.5055, loss_sal: 0.5843, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0900, mAP: 0.6268, best_mAP: 0.8316 [2024-04-16 10:25:01 INFO]: Epoch [229][1/1] lr: 0.0005, eta: 0:03:15, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5318, loss_sal: 0.1813, loss_video_cal: 0.0169, loss_layer_cal: 0.0113, loss: 0.7414, scale: 32768.0000 [2024-04-16 10:25:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_229.pth... [2024-04-16 10:25:01 INFO]: Validating... [2024-04-16 10:25:02 INFO]: Epoch (val) [229][1] loss_cls: 0.5074, loss_sal: 0.5155, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0231, mAP: 0.6566, best_mAP: 0.8316 [2024-04-16 10:25:02 INFO]: Epoch [230][1/1] lr: 0.0005, eta: 0:03:14, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5426, loss_sal: 0.1811, loss_video_cal: 0.0207, loss_layer_cal: 0.0066, loss: 0.7511, scale: 32768.0000 [2024-04-16 10:25:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_230.pth... [2024-04-16 10:25:02 INFO]: Validating... [2024-04-16 10:25:02 INFO]: Epoch (val) [230][1] loss_cls: 0.5095, loss_sal: 0.4799, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9896, mAP: 0.7080, best_mAP: 0.8316 [2024-04-16 10:25:03 INFO]: Epoch [231][1/1] lr: 0.0005, eta: 0:03:13, time: 0.056, data_time: 0.368, memory: 1764, loss_cls: 0.5399, loss_sal: 0.1946, loss_video_cal: 0.0084, loss_layer_cal: 0.0135, loss: 0.7564, scale: 32768.0000 [2024-04-16 10:25:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_231.pth... [2024-04-16 10:25:03 INFO]: Validating... [2024-04-16 10:25:03 INFO]: Epoch (val) [231][1] loss_cls: 0.5109, loss_sal: 0.4697, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9808, mAP: 0.7518, best_mAP: 0.8316 [2024-04-16 10:25:03 INFO]: Epoch [232][1/1] lr: 0.0005, eta: 0:03:12, time: 0.057, data_time: 0.374, memory: 1764, loss_cls: 0.5374, loss_sal: 0.2515, loss_video_cal: 0.0296, loss_layer_cal: 0.0199, loss: 0.8384, scale: 32768.0000 [2024-04-16 10:25:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_232.pth... [2024-04-16 10:25:04 INFO]: Validating... [2024-04-16 10:25:04 INFO]: Epoch (val) [232][1] loss_cls: 0.5187, loss_sal: 0.4746, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9935, mAP: 0.7809, best_mAP: 0.8316 [2024-04-16 10:25:04 INFO]: Epoch [233][1/1] lr: 0.0005, eta: 0:03:12, time: 0.058, data_time: 0.371, memory: 1764, loss_cls: 0.5390, loss_sal: 0.1615, loss_video_cal: 0.0144, loss_layer_cal: 0.0109, loss: 0.7258, scale: 32768.0000 [2024-04-16 10:25:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_233.pth... [2024-04-16 10:25:04 INFO]: Validating... [2024-04-16 10:25:04 INFO]: Epoch (val) [233][1] loss_cls: 0.5323, loss_sal: 0.4740, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0065, mAP: 0.7701, best_mAP: 0.8316 [2024-04-16 10:25:05 INFO]: Epoch [234][1/1] lr: 0.0005, eta: 0:03:11, time: 0.057, data_time: 0.372, memory: 1764, loss_cls: 0.5400, loss_sal: 0.1894, loss_video_cal: 0.0252, loss_layer_cal: 0.0128, loss: 0.7674, scale: 32768.0000 [2024-04-16 10:25:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_234.pth... [2024-04-16 10:25:05 INFO]: Validating... [2024-04-16 10:25:05 INFO]: Epoch (val) [234][1] loss_cls: 0.5416, loss_sal: 0.4694, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0112, mAP: 0.7787, best_mAP: 0.8316 [2024-04-16 10:25:06 INFO]: Epoch [235][1/1] lr: 0.0005, eta: 0:03:10, time: 0.057, data_time: 0.374, memory: 1764, loss_cls: 0.5397, loss_sal: 0.0928, loss_video_cal: 0.0134, loss_layer_cal: 0.0080, loss: 0.6539, scale: 32768.0000 [2024-04-16 10:25:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_235.pth... [2024-04-16 10:25:06 INFO]: Validating... [2024-04-16 10:25:06 INFO]: Epoch (val) [235][1] loss_cls: 0.5379, loss_sal: 0.4660, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0042, mAP: 0.7837, best_mAP: 0.8316 [2024-04-16 10:25:06 INFO]: Epoch [236][1/1] lr: 0.0005, eta: 0:03:10, time: 0.056, data_time: 0.379, memory: 1764, loss_cls: 0.5341, loss_sal: 0.1088, loss_video_cal: 0.0227, loss_layer_cal: 0.0128, loss: 0.6784, scale: 32768.0000 [2024-04-16 10:25:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_236.pth... [2024-04-16 10:25:06 INFO]: Validating... [2024-04-16 10:25:07 INFO]: Epoch (val) [236][1] loss_cls: 0.5261, loss_sal: 0.4652, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9916, mAP: 0.7837, best_mAP: 0.8316 [2024-04-16 10:25:07 INFO]: Epoch [237][1/1] lr: 0.0005, eta: 0:03:09, time: 0.057, data_time: 0.372, memory: 1764, loss_cls: 0.5326, loss_sal: 0.1728, loss_video_cal: 0.0057, loss_layer_cal: 0.0118, loss: 0.7229, scale: 32768.0000 [2024-04-16 10:25:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_237.pth... [2024-04-16 10:25:07 INFO]: Validating... [2024-04-16 10:25:07 INFO]: Epoch (val) [237][1] loss_cls: 0.5164, loss_sal: 0.4628, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9795, mAP: 0.7837, best_mAP: 0.8316 [2024-04-16 10:25:08 INFO]: Epoch [238][1/1] lr: 0.0005, eta: 0:03:08, time: 0.056, data_time: 0.373, memory: 1764, loss_cls: 0.5310, loss_sal: 0.0857, loss_video_cal: 0.0066, loss_layer_cal: 0.0099, loss: 0.6332, scale: 32768.0000 [2024-04-16 10:25:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_238.pth... [2024-04-16 10:25:08 INFO]: Validating... [2024-04-16 10:25:08 INFO]: Epoch (val) [238][1] loss_cls: 0.5133, loss_sal: 0.4572, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9708, mAP: 0.7837, best_mAP: 0.8316 [2024-04-16 10:25:08 INFO]: Epoch [239][1/1] lr: 0.0005, eta: 0:03:07, time: 0.055, data_time: 0.375, memory: 1764, loss_cls: 0.5349, loss_sal: 0.1784, loss_video_cal: 0.0268, loss_layer_cal: 0.0100, loss: 0.7501, scale: 32768.0000 [2024-04-16 10:25:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_239.pth... [2024-04-16 10:25:09 INFO]: Validating... [2024-04-16 10:25:09 INFO]: Epoch (val) [239][1] loss_cls: 0.5151, loss_sal: 0.4509, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9663, mAP: 0.7837, best_mAP: 0.8316 [2024-04-16 10:25:09 INFO]: Epoch [240][1/1] lr: 0.0005, eta: 0:03:07, time: 0.056, data_time: 0.373, memory: 1764, loss_cls: 0.5388, loss_sal: 0.3796, loss_video_cal: 0.0144, loss_layer_cal: 0.0136, loss: 0.9464, scale: 32768.0000 [2024-04-16 10:25:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_240.pth... [2024-04-16 10:25:09 INFO]: Validating... [2024-04-16 10:25:09 INFO]: Epoch (val) [240][1] loss_cls: 0.5150, loss_sal: 0.4230, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9384, mAP: 0.7837, best_mAP: 0.8316 [2024-04-16 10:25:10 INFO]: Epoch [241][1/1] lr: 0.0005, eta: 0:03:06, time: 0.057, data_time: 0.375, memory: 1764, loss_cls: 0.5388, loss_sal: 0.1972, loss_video_cal: 0.0442, loss_layer_cal: 0.0209, loss: 0.8011, scale: 32768.0000 [2024-04-16 10:25:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_241.pth... [2024-04-16 10:25:10 INFO]: Validating... [2024-04-16 10:25:10 INFO]: Epoch (val) [241][1] loss_cls: 0.5151, loss_sal: 0.3893, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9047, mAP: 0.7787, best_mAP: 0.8316 [2024-04-16 10:25:11 INFO]: Epoch [242][1/1] lr: 0.0005, eta: 0:03:05, time: 0.055, data_time: 0.375, memory: 1764, loss_cls: 0.5377, loss_sal: 0.1237, loss_video_cal: 0.0190, loss_layer_cal: 0.0132, loss: 0.6937, scale: 32768.0000 [2024-04-16 10:25:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_242.pth... [2024-04-16 10:25:11 INFO]: Validating... [2024-04-16 10:25:11 INFO]: Epoch (val) [242][1] loss_cls: 0.5177, loss_sal: 0.3764, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8944, mAP: 0.7787, best_mAP: 0.8316 [2024-04-16 10:25:11 INFO]: Epoch [243][1/1] lr: 0.0005, eta: 0:03:04, time: 0.055, data_time: 0.376, memory: 1764, loss_cls: 0.5342, loss_sal: 0.1585, loss_video_cal: 0.0129, loss_layer_cal: 0.0121, loss: 0.7177, scale: 32768.0000 [2024-04-16 10:25:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_243.pth... [2024-04-16 10:25:11 INFO]: Validating... [2024-04-16 10:25:12 INFO]: Epoch (val) [243][1] loss_cls: 0.5253, loss_sal: 0.3739, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8995, mAP: 0.7787, best_mAP: 0.8316 [2024-04-16 10:25:12 INFO]: Epoch [244][1/1] lr: 0.0005, eta: 0:03:04, time: 0.056, data_time: 0.384, memory: 1764, loss_cls: 0.5352, loss_sal: 0.1848, loss_video_cal: 0.0210, loss_layer_cal: 0.0133, loss: 0.7544, scale: 32768.0000 [2024-04-16 10:25:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_244.pth... [2024-04-16 10:25:12 INFO]: Validating... [2024-04-16 10:25:12 INFO]: Epoch (val) [244][1] loss_cls: 0.5336, loss_sal: 0.3813, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9151, mAP: 0.7787, best_mAP: 0.8316 [2024-04-16 10:25:13 INFO]: Epoch [245][1/1] lr: 0.0005, eta: 0:03:03, time: 0.057, data_time: 0.375, memory: 1764, loss_cls: 0.5386, loss_sal: 0.1402, loss_video_cal: 0.0096, loss_layer_cal: 0.0076, loss: 0.6960, scale: 32768.0000 [2024-04-16 10:25:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_245.pth... [2024-04-16 10:25:13 INFO]: Validating... [2024-04-16 10:25:13 INFO]: Epoch (val) [245][1] loss_cls: 0.5373, loss_sal: 0.3859, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9234, mAP: 0.7463, best_mAP: 0.8316 [2024-04-16 10:25:14 INFO]: Epoch [246][1/1] lr: 0.0005, eta: 0:03:02, time: 0.057, data_time: 0.374, memory: 1764, loss_cls: 0.5369, loss_sal: 0.1434, loss_video_cal: 0.0114, loss_layer_cal: 0.0086, loss: 0.7003, scale: 32768.0000 [2024-04-16 10:25:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_246.pth... [2024-04-16 10:25:14 INFO]: Validating... [2024-04-16 10:25:14 INFO]: Epoch (val) [246][1] loss_cls: 0.5368, loss_sal: 0.3900, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9270, mAP: 0.6967, best_mAP: 0.8316 [2024-04-16 10:25:14 INFO]: Epoch [247][1/1] lr: 0.0005, eta: 0:03:02, time: 0.056, data_time: 0.369, memory: 1764, loss_cls: 0.5384, loss_sal: 0.2964, loss_video_cal: 0.0416, loss_layer_cal: 0.0136, loss: 0.8899, scale: 32768.0000 [2024-04-16 10:25:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_247.pth... [2024-04-16 10:25:14 INFO]: Validating... [2024-04-16 10:25:15 INFO]: Epoch (val) [247][1] loss_cls: 0.5388, loss_sal: 0.3878, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9268, mAP: 0.6967, best_mAP: 0.8316 [2024-04-16 10:25:15 INFO]: Epoch [248][1/1] lr: 0.0005, eta: 0:03:01, time: 0.057, data_time: 0.373, memory: 1764, loss_cls: 0.5353, loss_sal: 0.1665, loss_video_cal: 0.0118, loss_layer_cal: 0.0072, loss: 0.7208, scale: 32768.0000 [2024-04-16 10:25:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_248.pth... [2024-04-16 10:25:15 INFO]: Validating... [2024-04-16 10:25:15 INFO]: Epoch (val) [248][1] loss_cls: 0.5391, loss_sal: 0.3938, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9331, mAP: 0.6766, best_mAP: 0.8316 [2024-04-16 10:25:16 INFO]: Epoch [249][1/1] lr: 0.0005, eta: 0:03:00, time: 0.057, data_time: 0.372, memory: 1764, loss_cls: 0.5364, loss_sal: 0.0973, loss_video_cal: 0.0087, loss_layer_cal: 0.0091, loss: 0.6515, scale: 32768.0000 [2024-04-16 10:25:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_249.pth... [2024-04-16 10:25:16 INFO]: Validating... [2024-04-16 10:25:16 INFO]: Epoch (val) [249][1] loss_cls: 0.5344, loss_sal: 0.4008, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9354, mAP: 0.6458, best_mAP: 0.8316 [2024-04-16 10:25:16 INFO]: Epoch [250][1/1] lr: 0.0005, eta: 0:02:59, time: 0.056, data_time: 0.376, memory: 1764, loss_cls: 0.5378, loss_sal: 0.1661, loss_video_cal: 0.0087, loss_layer_cal: 0.0111, loss: 0.7236, scale: 32768.0000 [2024-04-16 10:25:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_250.pth... [2024-04-16 10:25:16 INFO]: Validating... [2024-04-16 10:25:17 INFO]: Epoch (val) [250][1] loss_cls: 0.5284, loss_sal: 0.4083, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9369, mAP: 0.5276, best_mAP: 0.8316 [2024-04-16 10:25:17 INFO]: Epoch [251][1/1] lr: 0.0005, eta: 0:02:59, time: 0.057, data_time: 0.371, memory: 1764, loss_cls: 0.5324, loss_sal: 0.2157, loss_video_cal: 0.0135, loss_layer_cal: 0.0068, loss: 0.7683, scale: 32768.0000 [2024-04-16 10:25:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_251.pth... [2024-04-16 10:25:17 INFO]: Validating... [2024-04-16 10:25:17 INFO]: Epoch (val) [251][1] loss_cls: 0.5240, loss_sal: 0.4175, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9416, mAP: 0.5477, best_mAP: 0.8316 [2024-04-16 10:25:18 INFO]: Epoch [252][1/1] lr: 0.0005, eta: 0:02:58, time: 0.056, data_time: 0.371, memory: 1764, loss_cls: 0.5344, loss_sal: 0.0748, loss_video_cal: 0.0183, loss_layer_cal: 0.0057, loss: 0.6332, scale: 32768.0000 [2024-04-16 10:25:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_252.pth... [2024-04-16 10:25:18 INFO]: Validating... [2024-04-16 10:25:18 INFO]: Epoch (val) [252][1] loss_cls: 0.5219, loss_sal: 0.4268, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9488, mAP: 0.5477, best_mAP: 0.8316 [2024-04-16 10:25:19 INFO]: Epoch [253][1/1] lr: 0.0005, eta: 0:02:57, time: 0.056, data_time: 0.374, memory: 1764, loss_cls: 0.5368, loss_sal: 0.0822, loss_video_cal: 0.0153, loss_layer_cal: 0.0077, loss: 0.6421, scale: 32768.0000 [2024-04-16 10:25:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_253.pth... [2024-04-16 10:25:19 INFO]: Validating... [2024-04-16 10:25:19 INFO]: Epoch (val) [253][1] loss_cls: 0.5204, loss_sal: 0.4348, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9554, mAP: 0.6810, best_mAP: 0.8316 [2024-04-16 10:25:19 INFO]: Epoch [254][1/1] lr: 0.0005, eta: 0:02:56, time: 0.058, data_time: 0.370, memory: 1764, loss_cls: 0.5349, loss_sal: 0.1658, loss_video_cal: 0.0157, loss_layer_cal: 0.0118, loss: 0.7281, scale: 32768.0000 [2024-04-16 10:25:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_254.pth... [2024-04-16 10:25:19 INFO]: Validating... [2024-04-16 10:25:20 INFO]: Epoch (val) [254][1] loss_cls: 0.5215, loss_sal: 0.4375, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9591, mAP: 0.6951, best_mAP: 0.8316 [2024-04-16 10:25:20 INFO]: Epoch [255][1/1] lr: 0.0005, eta: 0:02:56, time: 0.057, data_time: 0.376, memory: 1764, loss_cls: 0.5348, loss_sal: 0.1754, loss_video_cal: 0.0107, loss_layer_cal: 0.0103, loss: 0.7311, scale: 32768.0000 [2024-04-16 10:25:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_255.pth... [2024-04-16 10:25:20 INFO]: Validating... [2024-04-16 10:25:20 INFO]: Epoch (val) [255][1] loss_cls: 0.5264, loss_sal: 0.4445, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9711, mAP: 0.5569, best_mAP: 0.8316 [2024-04-16 10:25:21 INFO]: Epoch [256][1/1] lr: 0.0005, eta: 0:02:55, time: 0.055, data_time: 0.374, memory: 1764, loss_cls: 0.5336, loss_sal: 0.1397, loss_video_cal: 0.0226, loss_layer_cal: 0.0135, loss: 0.7094, scale: 32768.0000 [2024-04-16 10:25:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_256.pth... [2024-04-16 10:25:21 INFO]: Validating... [2024-04-16 10:25:21 INFO]: Epoch (val) [256][1] loss_cls: 0.5354, loss_sal: 0.4554, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9910, mAP: 0.5521, best_mAP: 0.8316 [2024-04-16 10:25:21 INFO]: Epoch [257][1/1] lr: 0.0005, eta: 0:02:54, time: 0.058, data_time: 0.376, memory: 1764, loss_cls: 0.5351, loss_sal: 0.0812, loss_video_cal: 0.0089, loss_layer_cal: 0.0096, loss: 0.6347, scale: 32768.0000 [2024-04-16 10:25:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_257.pth... [2024-04-16 10:25:21 INFO]: Validating... [2024-04-16 10:25:22 INFO]: Epoch (val) [257][1] loss_cls: 0.5422, loss_sal: 0.4630, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0055, mAP: 0.5383, best_mAP: 0.8316 [2024-04-16 10:25:22 INFO]: Epoch [258][1/1] lr: 0.0005, eta: 0:02:54, time: 0.056, data_time: 0.373, memory: 1764, loss_cls: 0.5372, loss_sal: 0.1406, loss_video_cal: 0.0227, loss_layer_cal: 0.0113, loss: 0.7118, scale: 32768.0000 [2024-04-16 10:25:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_258.pth... [2024-04-16 10:25:22 INFO]: Validating... [2024-04-16 10:25:22 INFO]: Epoch (val) [258][1] loss_cls: 0.5449, loss_sal: 0.4773, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0225, mAP: 0.5331, best_mAP: 0.8316 [2024-04-16 10:25:23 INFO]: Epoch [259][1/1] lr: 0.0005, eta: 0:02:53, time: 0.056, data_time: 0.375, memory: 1764, loss_cls: 0.5424, loss_sal: 0.0978, loss_video_cal: 0.0103, loss_layer_cal: 0.0133, loss: 0.6638, scale: 32768.0000 [2024-04-16 10:25:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_259.pth... [2024-04-16 10:25:23 INFO]: Validating... [2024-04-16 10:25:23 INFO]: Epoch (val) [259][1] loss_cls: 0.5409, loss_sal: 0.4935, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0346, mAP: 0.5331, best_mAP: 0.8316 [2024-04-16 10:25:23 INFO]: Epoch [260][1/1] lr: 0.0005, eta: 0:02:52, time: 0.056, data_time: 0.372, memory: 1764, loss_cls: 0.5315, loss_sal: 0.1802, loss_video_cal: 0.0120, loss_layer_cal: 0.0110, loss: 0.7347, scale: 32768.0000 [2024-04-16 10:25:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_260.pth... [2024-04-16 10:25:24 INFO]: Validating... [2024-04-16 10:25:24 INFO]: Epoch (val) [260][1] loss_cls: 0.5346, loss_sal: 0.5143, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0492, mAP: 0.5281, best_mAP: 0.8316 [2024-04-16 10:25:24 INFO]: Epoch [261][1/1] lr: 0.0005, eta: 0:02:51, time: 0.056, data_time: 0.375, memory: 1764, loss_cls: 0.5320, loss_sal: 0.1874, loss_video_cal: 0.0133, loss_layer_cal: 0.0099, loss: 0.7425, scale: 32768.0000 [2024-04-16 10:25:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_261.pth... [2024-04-16 10:25:24 INFO]: Validating... [2024-04-16 10:25:25 INFO]: Epoch (val) [261][1] loss_cls: 0.5309, loss_sal: 0.5417, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0728, mAP: 0.5030, best_mAP: 0.8316 [2024-04-16 10:25:25 INFO]: Epoch [262][1/1] lr: 0.0005, eta: 0:02:51, time: 0.056, data_time: 0.375, memory: 1764, loss_cls: 0.5301, loss_sal: 0.1053, loss_video_cal: 0.0139, loss_layer_cal: 0.0072, loss: 0.6564, scale: 32768.0000 [2024-04-16 10:25:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_262.pth... [2024-04-16 10:25:25 INFO]: Validating... [2024-04-16 10:25:25 INFO]: Epoch (val) [262][1] loss_cls: 0.5286, loss_sal: 0.5710, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0998, mAP: 0.5031, best_mAP: 0.8316 [2024-04-16 10:25:26 INFO]: Epoch [263][1/1] lr: 0.0005, eta: 0:02:50, time: 0.056, data_time: 0.375, memory: 1764, loss_cls: 0.5328, loss_sal: 0.1511, loss_video_cal: 0.0137, loss_layer_cal: 0.0098, loss: 0.7075, scale: 32768.0000 [2024-04-16 10:25:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_263.pth... [2024-04-16 10:25:26 INFO]: Validating... [2024-04-16 10:25:26 INFO]: Epoch (val) [263][1] loss_cls: 0.5199, loss_sal: 0.6045, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1246, mAP: 0.5852, best_mAP: 0.8316 [2024-04-16 10:25:26 INFO]: Epoch [264][1/1] lr: 0.0005, eta: 0:02:49, time: 0.057, data_time: 0.372, memory: 1764, loss_cls: 0.5331, loss_sal: 0.2059, loss_video_cal: 0.0126, loss_layer_cal: 0.0091, loss: 0.7606, scale: 32768.0000 [2024-04-16 10:25:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_264.pth... [2024-04-16 10:25:26 INFO]: Validating... [2024-04-16 10:25:27 INFO]: Epoch (val) [264][1] loss_cls: 0.5132, loss_sal: 0.6371, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1505, mAP: 0.5885, best_mAP: 0.8316 [2024-04-16 10:25:27 INFO]: Epoch [265][1/1] lr: 0.0005, eta: 0:02:49, time: 0.057, data_time: 0.374, memory: 1764, loss_cls: 0.5327, loss_sal: 0.1001, loss_video_cal: 0.0080, loss_layer_cal: 0.0195, loss: 0.6603, scale: 32768.0000 [2024-04-16 10:25:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_265.pth... [2024-04-16 10:25:27 INFO]: Validating... [2024-04-16 10:25:27 INFO]: Epoch (val) [265][1] loss_cls: 0.5082, loss_sal: 0.6501, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1585, mAP: 0.6217, best_mAP: 0.8316 [2024-04-16 10:25:28 INFO]: Epoch [266][1/1] lr: 0.0005, eta: 0:02:48, time: 0.056, data_time: 0.368, memory: 1764, loss_cls: 0.5318, loss_sal: 0.1701, loss_video_cal: 0.0298, loss_layer_cal: 0.0097, loss: 0.7414, scale: 32768.0000 [2024-04-16 10:25:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_266.pth... [2024-04-16 10:25:28 INFO]: Validating... [2024-04-16 10:25:28 INFO]: Epoch (val) [266][1] loss_cls: 0.5069, loss_sal: 0.6373, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1444, mAP: 0.6143, best_mAP: 0.8316 [2024-04-16 10:25:28 INFO]: Epoch [267][1/1] lr: 0.0005, eta: 0:02:47, time: 0.055, data_time: 0.371, memory: 1764, loss_cls: 0.5326, loss_sal: 0.0702, loss_video_cal: 0.0087, loss_layer_cal: 0.0131, loss: 0.6246, scale: 32768.0000 [2024-04-16 10:25:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_267.pth... [2024-04-16 10:25:29 INFO]: Validating... [2024-04-16 10:25:29 INFO]: Epoch (val) [267][1] loss_cls: 0.5071, loss_sal: 0.5883, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0956, mAP: 0.6241, best_mAP: 0.8316 [2024-04-16 10:25:29 INFO]: Epoch [268][1/1] lr: 0.0005, eta: 0:02:46, time: 0.056, data_time: 0.372, memory: 1764, loss_cls: 0.5389, loss_sal: 0.1569, loss_video_cal: 0.0163, loss_layer_cal: 0.0069, loss: 0.7191, scale: 32768.0000 [2024-04-16 10:25:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_268.pth... [2024-04-16 10:25:29 INFO]: Validating... [2024-04-16 10:25:29 INFO]: Epoch (val) [268][1] loss_cls: 0.5078, loss_sal: 0.5524, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0604, mAP: 0.6241, best_mAP: 0.8316 [2024-04-16 10:25:30 INFO]: Epoch [269][1/1] lr: 0.0005, eta: 0:02:46, time: 0.055, data_time: 0.369, memory: 1764, loss_cls: 0.5353, loss_sal: 0.1725, loss_video_cal: 0.0101, loss_layer_cal: 0.0073, loss: 0.7252, scale: 32768.0000 [2024-04-16 10:25:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_269.pth... [2024-04-16 10:25:30 INFO]: Validating... [2024-04-16 10:25:30 INFO]: Epoch (val) [269][1] loss_cls: 0.5095, loss_sal: 0.5128, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0225, mAP: 0.6325, best_mAP: 0.8316 [2024-04-16 10:25:31 INFO]: Epoch [270][1/1] lr: 0.0005, eta: 0:02:45, time: 0.057, data_time: 0.374, memory: 1764, loss_cls: 0.5327, loss_sal: 0.3103, loss_video_cal: 0.0156, loss_layer_cal: 0.0054, loss: 0.8640, scale: 32768.0000 [2024-04-16 10:25:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_270.pth... [2024-04-16 10:25:31 INFO]: Validating... [2024-04-16 10:25:31 INFO]: Epoch (val) [270][1] loss_cls: 0.5120, loss_sal: 0.4743, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9864, mAP: 0.6523, best_mAP: 0.8316 [2024-04-16 10:25:31 INFO]: Epoch [271][1/1] lr: 0.0005, eta: 0:02:44, time: 0.056, data_time: 0.379, memory: 1764, loss_cls: 0.5336, loss_sal: 0.0666, loss_video_cal: 0.0133, loss_layer_cal: 0.0091, loss: 0.6226, scale: 32768.0000 [2024-04-16 10:25:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_271.pth... [2024-04-16 10:25:31 INFO]: Validating... [2024-04-16 10:25:32 INFO]: Epoch (val) [271][1] loss_cls: 0.5147, loss_sal: 0.4571, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9719, mAP: 0.6653, best_mAP: 0.8316 [2024-04-16 10:25:32 INFO]: Epoch [272][1/1] lr: 0.0005, eta: 0:02:43, time: 0.055, data_time: 0.374, memory: 1764, loss_cls: 0.5349, loss_sal: 0.1874, loss_video_cal: 0.0246, loss_layer_cal: 0.0085, loss: 0.7554, scale: 32768.0000 [2024-04-16 10:25:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_272.pth... [2024-04-16 10:25:32 INFO]: Validating... [2024-04-16 10:25:32 INFO]: Epoch (val) [272][1] loss_cls: 0.5196, loss_sal: 0.4540, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9738, mAP: 0.6523, best_mAP: 0.8316 [2024-04-16 10:25:33 INFO]: Epoch [273][1/1] lr: 0.0005, eta: 0:02:43, time: 0.056, data_time: 0.378, memory: 1764, loss_cls: 0.5313, loss_sal: 0.3942, loss_video_cal: 0.0091, loss_layer_cal: 0.0074, loss: 0.9419, scale: 32768.0000 [2024-04-16 10:25:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_273.pth... [2024-04-16 10:25:33 INFO]: Validating... [2024-04-16 10:25:33 INFO]: Epoch (val) [273][1] loss_cls: 0.5334, loss_sal: 0.4594, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9931, mAP: 0.6325, best_mAP: 0.8316 [2024-04-16 10:25:34 INFO]: Epoch [274][1/1] lr: 0.0005, eta: 0:02:42, time: 0.057, data_time: 0.372, memory: 1764, loss_cls: 0.5343, loss_sal: 0.2310, loss_video_cal: 0.0072, loss_layer_cal: 0.0081, loss: 0.7806, scale: 32768.0000 [2024-04-16 10:25:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_274.pth... [2024-04-16 10:25:34 INFO]: Validating... [2024-04-16 10:25:34 INFO]: Epoch (val) [274][1] loss_cls: 0.5528, loss_sal: 0.4614, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0143, mAP: 0.5080, best_mAP: 0.8316 [2024-04-16 10:25:34 INFO]: Epoch [275][1/1] lr: 0.0005, eta: 0:02:41, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5446, loss_sal: 0.2615, loss_video_cal: 0.0141, loss_layer_cal: 0.0102, loss: 0.8304, scale: 32768.0000 [2024-04-16 10:25:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_275.pth... [2024-04-16 10:25:34 INFO]: Validating... [2024-04-16 10:25:35 INFO]: Epoch (val) [275][1] loss_cls: 0.5722, loss_sal: 0.4540, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0264, mAP: 0.4371, best_mAP: 0.8316 [2024-04-16 10:25:35 INFO]: Epoch [276][1/1] lr: 0.0005, eta: 0:02:41, time: 0.056, data_time: 0.368, memory: 1764, loss_cls: 0.5513, loss_sal: 0.0849, loss_video_cal: 0.0140, loss_layer_cal: 0.0077, loss: 0.6579, scale: 32768.0000 [2024-04-16 10:25:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_276.pth... [2024-04-16 10:25:35 INFO]: Validating... [2024-04-16 10:25:35 INFO]: Epoch (val) [276][1] loss_cls: 0.5697, loss_sal: 0.4312, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0010, mAP: 0.4371, best_mAP: 0.8316 [2024-04-16 10:25:36 INFO]: Epoch [277][1/1] lr: 0.0005, eta: 0:02:40, time: 0.055, data_time: 0.375, memory: 1764, loss_cls: 0.5544, loss_sal: 0.2155, loss_video_cal: 0.0210, loss_layer_cal: 0.0134, loss: 0.8043, scale: 32768.0000 [2024-04-16 10:25:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_277.pth... [2024-04-16 10:25:36 INFO]: Validating... [2024-04-16 10:25:36 INFO]: Epoch (val) [277][1] loss_cls: 0.5697, loss_sal: 0.4312, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0010, mAP: 0.4371, best_mAP: 0.8316 [2024-04-16 10:25:36 INFO]: Epoch [278][1/1] lr: 0.0005, eta: 0:02:39, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5540, loss_sal: 0.1358, loss_video_cal: 0.0083, loss_layer_cal: 0.0120, loss: 0.7101, scale: 16384.0000 [2024-04-16 10:25:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_278.pth... [2024-04-16 10:25:36 INFO]: Validating... [2024-04-16 10:25:37 INFO]: Epoch (val) [278][1] loss_cls: 0.5509, loss_sal: 0.4172, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9683, mAP: 0.4371, best_mAP: 0.8316 [2024-04-16 10:25:37 INFO]: Epoch [279][1/1] lr: 0.0005, eta: 0:02:38, time: 0.056, data_time: 0.371, memory: 1764, loss_cls: 0.5380, loss_sal: 0.2127, loss_video_cal: 0.0121, loss_layer_cal: 0.0116, loss: 0.7743, scale: 16384.0000 [2024-04-16 10:25:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_279.pth... [2024-04-16 10:25:37 INFO]: Validating... [2024-04-16 10:25:37 INFO]: Epoch (val) [279][1] loss_cls: 0.5306, loss_sal: 0.4061, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9368, mAP: 0.4399, best_mAP: 0.8316 [2024-04-16 10:25:38 INFO]: Epoch [280][1/1] lr: 0.0005, eta: 0:02:38, time: 0.058, data_time: 0.370, memory: 1764, loss_cls: 0.5361, loss_sal: 0.1660, loss_video_cal: 0.0140, loss_layer_cal: 0.0062, loss: 0.7222, scale: 16384.0000 [2024-04-16 10:25:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_280.pth... [2024-04-16 10:25:38 INFO]: Validating... [2024-04-16 10:25:38 INFO]: Epoch (val) [280][1] loss_cls: 0.5170, loss_sal: 0.4017, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9189, mAP: 0.4985, best_mAP: 0.8316 [2024-04-16 10:25:38 INFO]: Epoch [281][1/1] lr: 0.0005, eta: 0:02:37, time: 0.056, data_time: 0.369, memory: 1764, loss_cls: 0.5335, loss_sal: 0.2444, loss_video_cal: 0.0198, loss_layer_cal: 0.0090, loss: 0.8067, scale: 16384.0000 [2024-04-16 10:25:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_281.pth... [2024-04-16 10:25:39 INFO]: Validating... [2024-04-16 10:25:39 INFO]: Epoch (val) [281][1] loss_cls: 0.5168, loss_sal: 0.3978, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9147, mAP: 0.5521, best_mAP: 0.8316 [2024-04-16 10:25:39 INFO]: Epoch [282][1/1] lr: 0.0005, eta: 0:02:36, time: 0.056, data_time: 0.369, memory: 1764, loss_cls: 0.5403, loss_sal: 0.1488, loss_video_cal: 0.0102, loss_layer_cal: 0.0117, loss: 0.7110, scale: 16384.0000 [2024-04-16 10:25:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_282.pth... [2024-04-16 10:25:39 INFO]: Validating... [2024-04-16 10:25:40 INFO]: Epoch (val) [282][1] loss_cls: 0.5244, loss_sal: 0.3898, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9142, mAP: 0.5521, best_mAP: 0.8316 [2024-04-16 10:25:40 INFO]: Epoch [283][1/1] lr: 0.0005, eta: 0:02:36, time: 0.057, data_time: 0.373, memory: 1764, loss_cls: 0.5528, loss_sal: 0.1002, loss_video_cal: 0.0115, loss_layer_cal: 0.0094, loss: 0.6739, scale: 16384.0000 [2024-04-16 10:25:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_283.pth... [2024-04-16 10:25:40 INFO]: Validating... [2024-04-16 10:25:40 INFO]: Epoch (val) [283][1] loss_cls: 0.5284, loss_sal: 0.3864, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9149, mAP: 0.7412, best_mAP: 0.8316 [2024-04-16 10:25:41 INFO]: Epoch [284][1/1] lr: 0.0005, eta: 0:02:35, time: 0.055, data_time: 0.375, memory: 1764, loss_cls: 0.5579, loss_sal: 0.1219, loss_video_cal: 0.0104, loss_layer_cal: 0.0062, loss: 0.6963, scale: 16384.0000 [2024-04-16 10:25:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_284.pth... [2024-04-16 10:25:41 INFO]: Validating... [2024-04-16 10:25:41 INFO]: Epoch (val) [284][1] loss_cls: 0.5256, loss_sal: 0.3885, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9142, mAP: 0.7558, best_mAP: 0.8316 [2024-04-16 10:25:41 INFO]: Epoch [285][1/1] lr: 0.0005, eta: 0:02:34, time: 0.057, data_time: 0.375, memory: 1764, loss_cls: 0.5498, loss_sal: 0.2278, loss_video_cal: 0.0093, loss_layer_cal: 0.0101, loss: 0.7970, scale: 16384.0000 [2024-04-16 10:25:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_285.pth... [2024-04-16 10:25:41 INFO]: Validating... [2024-04-16 10:25:42 INFO]: Epoch (val) [285][1] loss_cls: 0.5181, loss_sal: 0.4051, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9232, mAP: 0.7571, best_mAP: 0.8316 [2024-04-16 10:25:42 INFO]: Epoch [286][1/1] lr: 0.0005, eta: 0:02:33, time: 0.057, data_time: 0.373, memory: 1764, loss_cls: 0.5353, loss_sal: 0.1871, loss_video_cal: 0.0155, loss_layer_cal: 0.0075, loss: 0.7454, scale: 16384.0000 [2024-04-16 10:25:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_286.pth... [2024-04-16 10:25:42 INFO]: Validating... [2024-04-16 10:25:42 INFO]: Epoch (val) [286][1] loss_cls: 0.5140, loss_sal: 0.4268, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9409, mAP: 0.7319, best_mAP: 0.8316 [2024-04-16 10:25:43 INFO]: Epoch [287][1/1] lr: 0.0005, eta: 0:02:33, time: 0.056, data_time: 0.376, memory: 1764, loss_cls: 0.5319, loss_sal: 0.1579, loss_video_cal: 0.0050, loss_layer_cal: 0.0072, loss: 0.7021, scale: 16384.0000 [2024-04-16 10:25:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_287.pth... [2024-04-16 10:25:43 INFO]: Validating... [2024-04-16 10:25:43 INFO]: Epoch (val) [287][1] loss_cls: 0.5167, loss_sal: 0.4439, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9607, mAP: 0.7201, best_mAP: 0.8316 [2024-04-16 10:25:44 INFO]: Epoch [288][1/1] lr: 0.0005, eta: 0:02:32, time: 0.056, data_time: 0.380, memory: 1764, loss_cls: 0.5325, loss_sal: 0.2067, loss_video_cal: 0.0063, loss_layer_cal: 0.0090, loss: 0.7544, scale: 16384.0000 [2024-04-16 10:25:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_288.pth... [2024-04-16 10:25:44 INFO]: Validating... [2024-04-16 10:25:44 INFO]: Epoch (val) [288][1] loss_cls: 0.5238, loss_sal: 0.4664, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9903, mAP: 0.6701, best_mAP: 0.8316 [2024-04-16 10:25:44 INFO]: Epoch [289][1/1] lr: 0.0005, eta: 0:02:31, time: 0.057, data_time: 0.371, memory: 1764, loss_cls: 0.5339, loss_sal: 0.1767, loss_video_cal: 0.0155, loss_layer_cal: 0.0068, loss: 0.7329, scale: 16384.0000 [2024-04-16 10:25:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_289.pth... [2024-04-16 10:25:44 INFO]: Validating... [2024-04-16 10:25:45 INFO]: Epoch (val) [289][1] loss_cls: 0.5290, loss_sal: 0.4775, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0065, mAP: 0.6868, best_mAP: 0.8316 [2024-04-16 10:25:45 INFO]: Epoch [290][1/1] lr: 0.0005, eta: 0:02:30, time: 0.055, data_time: 0.371, memory: 1764, loss_cls: 0.5366, loss_sal: 0.1381, loss_video_cal: 0.0122, loss_layer_cal: 0.0085, loss: 0.6955, scale: 16384.0000 [2024-04-16 10:25:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_290.pth... [2024-04-16 10:25:45 INFO]: Validating... [2024-04-16 10:25:45 INFO]: Epoch (val) [290][1] loss_cls: 0.5318, loss_sal: 0.4849, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0167, mAP: 0.6868, best_mAP: 0.8316 [2024-04-16 10:25:46 INFO]: Epoch [291][1/1] lr: 0.0005, eta: 0:02:30, time: 0.056, data_time: 0.368, memory: 1764, loss_cls: 0.5430, loss_sal: 0.2013, loss_video_cal: 0.0289, loss_layer_cal: 0.0135, loss: 0.7867, scale: 16384.0000 [2024-04-16 10:25:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_291.pth... [2024-04-16 10:25:46 INFO]: Validating... [2024-04-16 10:25:46 INFO]: Epoch (val) [291][1] loss_cls: 0.5306, loss_sal: 0.4864, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0171, mAP: 0.6868, best_mAP: 0.8316 [2024-04-16 10:25:46 INFO]: Epoch [292][1/1] lr: 0.0005, eta: 0:02:29, time: 0.057, data_time: 0.373, memory: 1764, loss_cls: 0.5487, loss_sal: 0.1755, loss_video_cal: 0.0101, loss_layer_cal: 0.0046, loss: 0.7390, scale: 16384.0000 [2024-04-16 10:25:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_292.pth... [2024-04-16 10:25:46 INFO]: Validating... [2024-04-16 10:25:47 INFO]: Epoch (val) [292][1] loss_cls: 0.5249, loss_sal: 0.4843, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0092, mAP: 0.6868, best_mAP: 0.8316 [2024-04-16 10:25:47 INFO]: Epoch [293][1/1] lr: 0.0005, eta: 0:02:28, time: 0.057, data_time: 0.373, memory: 1764, loss_cls: 0.5387, loss_sal: 0.1675, loss_video_cal: 0.0168, loss_layer_cal: 0.0063, loss: 0.7293, scale: 16384.0000 [2024-04-16 10:25:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_293.pth... [2024-04-16 10:25:47 INFO]: Validating... [2024-04-16 10:25:47 INFO]: Epoch (val) [293][1] loss_cls: 0.5186, loss_sal: 0.4784, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9971, mAP: 0.7368, best_mAP: 0.8316 [2024-04-16 10:25:48 INFO]: Epoch [294][1/1] lr: 0.0005, eta: 0:02:28, time: 0.055, data_time: 0.375, memory: 1764, loss_cls: 0.5318, loss_sal: 0.0664, loss_video_cal: 0.0167, loss_layer_cal: 0.0134, loss: 0.6282, scale: 16384.0000 [2024-04-16 10:25:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_294.pth... [2024-04-16 10:25:48 INFO]: Validating... [2024-04-16 10:25:48 INFO]: Epoch (val) [294][1] loss_cls: 0.5160, loss_sal: 0.4731, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9891, mAP: 0.7508, best_mAP: 0.8316 [2024-04-16 10:25:49 INFO]: Epoch [295][1/1] lr: 0.0005, eta: 0:02:27, time: 0.057, data_time: 0.373, memory: 1764, loss_cls: 0.5327, loss_sal: 0.1454, loss_video_cal: 0.0186, loss_layer_cal: 0.0131, loss: 0.7099, scale: 16384.0000 [2024-04-16 10:25:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_295.pth... [2024-04-16 10:25:49 INFO]: Validating... [2024-04-16 10:25:49 INFO]: Epoch (val) [295][1] loss_cls: 0.5191, loss_sal: 0.4663, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9854, mAP: 0.6946, best_mAP: 0.8316 [2024-04-16 10:25:49 INFO]: Epoch [296][1/1] lr: 0.0005, eta: 0:02:26, time: 0.056, data_time: 0.372, memory: 1764, loss_cls: 0.5304, loss_sal: 0.1676, loss_video_cal: 0.0086, loss_layer_cal: 0.0099, loss: 0.7166, scale: 16384.0000 [2024-04-16 10:25:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_296.pth... [2024-04-16 10:25:49 INFO]: Validating... [2024-04-16 10:25:50 INFO]: Epoch (val) [296][1] loss_cls: 0.5263, loss_sal: 0.4605, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9868, mAP: 0.6868, best_mAP: 0.8316 [2024-04-16 10:25:50 INFO]: Epoch [297][1/1] lr: 0.0005, eta: 0:02:25, time: 0.057, data_time: 0.370, memory: 1764, loss_cls: 0.5385, loss_sal: 0.1913, loss_video_cal: 0.0282, loss_layer_cal: 0.0070, loss: 0.7649, scale: 16384.0000 [2024-04-16 10:25:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_297.pth... [2024-04-16 10:25:50 INFO]: Validating... [2024-04-16 10:25:50 INFO]: Epoch (val) [297][1] loss_cls: 0.5299, loss_sal: 0.4625, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9925, mAP: 0.6868, best_mAP: 0.8316 [2024-04-16 10:25:51 INFO]: Epoch [298][1/1] lr: 0.0005, eta: 0:02:25, time: 0.056, data_time: 0.371, memory: 1764, loss_cls: 0.5361, loss_sal: 0.2844, loss_video_cal: 0.0096, loss_layer_cal: 0.0087, loss: 0.8388, scale: 16384.0000 [2024-04-16 10:25:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_298.pth... [2024-04-16 10:25:51 INFO]: Validating... [2024-04-16 10:25:51 INFO]: Epoch (val) [298][1] loss_cls: 0.5249, loss_sal: 0.4785, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0036, mAP: 0.6946, best_mAP: 0.8316 [2024-04-16 10:25:51 INFO]: Epoch [299][1/1] lr: 0.0005, eta: 0:02:24, time: 0.056, data_time: 0.373, memory: 1764, loss_cls: 0.5400, loss_sal: 0.2431, loss_video_cal: 0.0266, loss_layer_cal: 0.0094, loss: 0.8191, scale: 16384.0000 [2024-04-16 10:25:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_299.pth... [2024-04-16 10:25:52 INFO]: Validating... [2024-04-16 10:25:52 INFO]: Epoch (val) [299][1] loss_cls: 0.5185, loss_sal: 0.4927, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0113, mAP: 0.7368, best_mAP: 0.8316 [2024-04-16 10:25:52 INFO]: Epoch [300][1/1] lr: 0.0005, eta: 0:02:23, time: 0.057, data_time: 0.373, memory: 1764, loss_cls: 0.5320, loss_sal: 0.1077, loss_video_cal: 0.0059, loss_layer_cal: 0.0061, loss: 0.6517, scale: 16384.0000 [2024-04-16 10:25:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_300.pth... [2024-04-16 10:25:52 INFO]: Validating... [2024-04-16 10:25:52 INFO]: Epoch (val) [300][1] loss_cls: 0.5149, loss_sal: 0.5010, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0160, mAP: 0.7368, best_mAP: 0.8316 [2024-04-16 10:25:53 INFO]: Epoch [301][1/1] lr: 0.0005, eta: 0:02:23, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5325, loss_sal: 0.2719, loss_video_cal: 0.0518, loss_layer_cal: 0.0134, loss: 0.8696, scale: 16384.0000 [2024-04-16 10:25:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_301.pth... [2024-04-16 10:25:53 INFO]: Validating... [2024-04-16 10:25:53 INFO]: Epoch (val) [301][1] loss_cls: 0.5148, loss_sal: 0.5033, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0182, mAP: 0.7368, best_mAP: 0.8316 [2024-04-16 10:25:54 INFO]: Epoch [302][1/1] lr: 0.0005, eta: 0:02:22, time: 0.055, data_time: 0.372, memory: 1764, loss_cls: 0.5344, loss_sal: 0.0832, loss_video_cal: 0.0115, loss_layer_cal: 0.0057, loss: 0.6347, scale: 16384.0000 [2024-04-16 10:25:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_302.pth... [2024-04-16 10:25:54 INFO]: Validating... [2024-04-16 10:25:54 INFO]: Epoch (val) [302][1] loss_cls: 0.5156, loss_sal: 0.5038, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0195, mAP: 0.7368, best_mAP: 0.8316 [2024-04-16 10:25:54 INFO]: Epoch [303][1/1] lr: 0.0005, eta: 0:02:21, time: 0.057, data_time: 0.371, memory: 1764, loss_cls: 0.5327, loss_sal: 0.0705, loss_video_cal: 0.0064, loss_layer_cal: 0.0103, loss: 0.6200, scale: 16384.0000 [2024-04-16 10:25:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_303.pth... [2024-04-16 10:25:54 INFO]: Validating... [2024-04-16 10:25:55 INFO]: Epoch (val) [303][1] loss_cls: 0.5161, loss_sal: 0.5043, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0204, mAP: 0.6946, best_mAP: 0.8316 [2024-04-16 10:25:55 INFO]: Epoch [304][1/1] lr: 0.0005, eta: 0:02:20, time: 0.057, data_time: 0.372, memory: 1764, loss_cls: 0.5325, loss_sal: 0.0727, loss_video_cal: 0.0033, loss_layer_cal: 0.0091, loss: 0.6176, scale: 16384.0000 [2024-04-16 10:25:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_304.pth... [2024-04-16 10:25:55 INFO]: Validating... [2024-04-16 10:25:55 INFO]: Epoch (val) [304][1] loss_cls: 0.5163, loss_sal: 0.5020, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0185, mAP: 0.6890, best_mAP: 0.8316 [2024-04-16 10:25:56 INFO]: Epoch [305][1/1] lr: 0.0005, eta: 0:02:20, time: 0.056, data_time: 0.375, memory: 1764, loss_cls: 0.5332, loss_sal: 0.2105, loss_video_cal: 0.0147, loss_layer_cal: 0.0038, loss: 0.7622, scale: 16384.0000 [2024-04-16 10:25:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_305.pth... [2024-04-16 10:25:56 INFO]: Validating... [2024-04-16 10:25:56 INFO]: Epoch (val) [305][1] loss_cls: 0.5162, loss_sal: 0.5033, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0196, mAP: 0.6890, best_mAP: 0.8316 [2024-04-16 10:25:56 INFO]: Epoch [306][1/1] lr: 0.0005, eta: 0:02:19, time: 0.056, data_time: 0.371, memory: 1764, loss_cls: 0.5332, loss_sal: 0.0986, loss_video_cal: 0.0099, loss_layer_cal: 0.0071, loss: 0.6487, scale: 16384.0000 [2024-04-16 10:25:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_306.pth... [2024-04-16 10:25:56 INFO]: Validating... [2024-04-16 10:25:57 INFO]: Epoch (val) [306][1] loss_cls: 0.5166, loss_sal: 0.5015, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0182, mAP: 0.6946, best_mAP: 0.8316 [2024-04-16 10:25:57 INFO]: Epoch [307][1/1] lr: 0.0005, eta: 0:02:18, time: 0.056, data_time: 0.372, memory: 1764, loss_cls: 0.5332, loss_sal: 0.0924, loss_video_cal: 0.0082, loss_layer_cal: 0.0081, loss: 0.6419, scale: 16384.0000 [2024-04-16 10:25:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_307.pth... [2024-04-16 10:25:57 INFO]: Validating... [2024-04-16 10:25:57 INFO]: Epoch (val) [307][1] loss_cls: 0.5184, loss_sal: 0.4955, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0141, mAP: 0.6890, best_mAP: 0.8316 [2024-04-16 10:25:58 INFO]: Epoch [308][1/1] lr: 0.0005, eta: 0:02:17, time: 0.056, data_time: 0.373, memory: 1764, loss_cls: 0.5371, loss_sal: 0.1021, loss_video_cal: 0.0248, loss_layer_cal: 0.0057, loss: 0.6696, scale: 16384.0000 [2024-04-16 10:25:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_308.pth... [2024-04-16 10:25:58 INFO]: Validating... [2024-04-16 10:25:58 INFO]: Epoch (val) [308][1] loss_cls: 0.5235, loss_sal: 0.4840, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0076, mAP: 0.6851, best_mAP: 0.8316 [2024-04-16 10:25:59 INFO]: Epoch [309][1/1] lr: 0.0005, eta: 0:02:17, time: 0.057, data_time: 0.375, memory: 1764, loss_cls: 0.5376, loss_sal: 0.0580, loss_video_cal: 0.0144, loss_layer_cal: 0.0054, loss: 0.6154, scale: 16384.0000 [2024-04-16 10:25:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_309.pth... [2024-04-16 10:25:59 INFO]: Validating... [2024-04-16 10:25:59 INFO]: Epoch (val) [309][1] loss_cls: 0.5271, loss_sal: 0.4784, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0056, mAP: 0.6851, best_mAP: 0.8316 [2024-04-16 10:25:59 INFO]: Epoch [310][1/1] lr: 0.0005, eta: 0:02:16, time: 0.057, data_time: 0.374, memory: 1764, loss_cls: 0.5401, loss_sal: 0.1044, loss_video_cal: 0.0144, loss_layer_cal: 0.0078, loss: 0.6667, scale: 16384.0000 [2024-04-16 10:25:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_310.pth... [2024-04-16 10:25:59 INFO]: Validating... [2024-04-16 10:26:00 INFO]: Epoch (val) [310][1] loss_cls: 0.5291, loss_sal: 0.4764, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0056, mAP: 0.6851, best_mAP: 0.8316 [2024-04-16 10:26:00 INFO]: Epoch [311][1/1] lr: 0.0005, eta: 0:02:15, time: 0.056, data_time: 0.371, memory: 1764, loss_cls: 0.5391, loss_sal: 0.2299, loss_video_cal: 0.0200, loss_layer_cal: 0.0072, loss: 0.7962, scale: 16384.0000 [2024-04-16 10:26:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_311.pth... [2024-04-16 10:26:00 INFO]: Validating... [2024-04-16 10:26:00 INFO]: Epoch (val) [311][1] loss_cls: 0.5295, loss_sal: 0.4764, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0059, mAP: 0.6781, best_mAP: 0.8316 [2024-04-16 10:26:01 INFO]: Epoch [312][1/1] lr: 0.0005, eta: 0:02:15, time: 0.056, data_time: 0.371, memory: 1764, loss_cls: 0.5399, loss_sal: 0.1891, loss_video_cal: 0.0062, loss_layer_cal: 0.0080, loss: 0.7431, scale: 16384.0000 [2024-04-16 10:26:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_312.pth... [2024-04-16 10:26:01 INFO]: Validating... [2024-04-16 10:26:01 INFO]: Epoch (val) [312][1] loss_cls: 0.5262, loss_sal: 0.4766, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0028, mAP: 0.6781, best_mAP: 0.8316 [2024-04-16 10:26:01 INFO]: Epoch [313][1/1] lr: 0.0005, eta: 0:02:14, time: 0.057, data_time: 0.372, memory: 1764, loss_cls: 0.5394, loss_sal: 0.2142, loss_video_cal: 0.0105, loss_layer_cal: 0.0118, loss: 0.7759, scale: 16384.0000 [2024-04-16 10:26:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_313.pth... [2024-04-16 10:26:02 INFO]: Validating... [2024-04-16 10:26:02 INFO]: Epoch (val) [313][1] loss_cls: 0.5244, loss_sal: 0.4762, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0007, mAP: 0.6851, best_mAP: 0.8316 [2024-04-16 10:26:02 INFO]: Epoch [314][1/1] lr: 0.0005, eta: 0:02:13, time: 0.058, data_time: 0.382, memory: 1764, loss_cls: 0.5427, loss_sal: 0.0859, loss_video_cal: 0.0199, loss_layer_cal: 0.0085, loss: 0.6570, scale: 16384.0000 [2024-04-16 10:26:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_314.pth... [2024-04-16 10:26:02 INFO]: Validating... [2024-04-16 10:26:02 INFO]: Epoch (val) [314][1] loss_cls: 0.5265, loss_sal: 0.4803, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0069, mAP: 0.6891, best_mAP: 0.8316 [2024-04-16 10:26:03 INFO]: Epoch [315][1/1] lr: 0.0005, eta: 0:02:12, time: 0.056, data_time: 0.378, memory: 1764, loss_cls: 0.5374, loss_sal: 0.1118, loss_video_cal: 0.0325, loss_layer_cal: 0.0118, loss: 0.6935, scale: 16384.0000 [2024-04-16 10:26:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_315.pth... [2024-04-16 10:26:03 INFO]: Validating... [2024-04-16 10:26:03 INFO]: Epoch (val) [315][1] loss_cls: 0.5321, loss_sal: 0.4862, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0184, mAP: 0.6572, best_mAP: 0.8316 [2024-04-16 10:26:04 INFO]: Epoch [316][1/1] lr: 0.0005, eta: 0:02:12, time: 0.058, data_time: 0.388, memory: 1764, loss_cls: 0.5397, loss_sal: 0.4664, loss_video_cal: 0.0129, loss_layer_cal: 0.0088, loss: 1.0279, scale: 16384.0000 [2024-04-16 10:26:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_316.pth... [2024-04-16 10:26:04 INFO]: Validating... [2024-04-16 10:26:04 INFO]: Epoch (val) [316][1] loss_cls: 0.5392, loss_sal: 0.4924, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0316, mAP: 0.6483, best_mAP: 0.8316 [2024-04-16 10:26:04 INFO]: Epoch [317][1/1] lr: 0.0005, eta: 0:02:11, time: 0.058, data_time: 0.390, memory: 1764, loss_cls: 0.5416, loss_sal: 0.0935, loss_video_cal: 0.0164, loss_layer_cal: 0.0072, loss: 0.6587, scale: 16384.0000 [2024-04-16 10:26:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_317.pth... [2024-04-16 10:26:04 INFO]: Validating... [2024-04-16 10:26:05 INFO]: Epoch (val) [317][1] loss_cls: 0.5425, loss_sal: 0.5038, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0464, mAP: 0.6554, best_mAP: 0.8316 [2024-04-16 10:26:05 INFO]: Epoch [318][1/1] lr: 0.0005, eta: 0:02:10, time: 0.056, data_time: 0.382, memory: 1764, loss_cls: 0.5418, loss_sal: 0.1096, loss_video_cal: 0.0161, loss_layer_cal: 0.0094, loss: 0.6769, scale: 16384.0000 [2024-04-16 10:26:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_318.pth... [2024-04-16 10:26:05 INFO]: Validating... [2024-04-16 10:26:05 INFO]: Epoch (val) [318][1] loss_cls: 0.5396, loss_sal: 0.5174, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0570, mAP: 0.5932, best_mAP: 0.8316 [2024-04-16 10:26:06 INFO]: Epoch [319][1/1] lr: 0.0005, eta: 0:02:10, time: 0.059, data_time: 0.389, memory: 1764, loss_cls: 0.5421, loss_sal: 0.0696, loss_video_cal: 0.0094, loss_layer_cal: 0.0095, loss: 0.6305, scale: 16384.0000 [2024-04-16 10:26:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_319.pth... [2024-04-16 10:26:06 INFO]: Validating... [2024-04-16 10:26:06 INFO]: Epoch (val) [319][1] loss_cls: 0.5316, loss_sal: 0.5325, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0641, mAP: 0.6499, best_mAP: 0.8316 [2024-04-16 10:26:07 INFO]: Epoch [320][1/1] lr: 0.0005, eta: 0:02:09, time: 0.056, data_time: 0.382, memory: 1764, loss_cls: 0.5383, loss_sal: 0.0957, loss_video_cal: 0.0131, loss_layer_cal: 0.0088, loss: 0.6559, scale: 16384.0000 [2024-04-16 10:26:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_320.pth... [2024-04-16 10:26:07 INFO]: Validating... [2024-04-16 10:26:07 INFO]: Epoch (val) [320][1] loss_cls: 0.5238, loss_sal: 0.5492, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0730, mAP: 0.6193, best_mAP: 0.8316 [2024-04-16 10:26:07 INFO]: Epoch [321][1/1] lr: 0.0005, eta: 0:02:08, time: 0.058, data_time: 0.386, memory: 1764, loss_cls: 0.5346, loss_sal: 0.2438, loss_video_cal: 0.0049, loss_layer_cal: 0.0067, loss: 0.7900, scale: 16384.0000 [2024-04-16 10:26:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_321.pth... [2024-04-16 10:26:07 INFO]: Validating... [2024-04-16 10:26:08 INFO]: Epoch (val) [321][1] loss_cls: 0.5190, loss_sal: 0.5648, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0839, mAP: 0.6193, best_mAP: 0.8316 [2024-04-16 10:26:08 INFO]: Epoch [322][1/1] lr: 0.0005, eta: 0:02:08, time: 0.058, data_time: 0.380, memory: 1764, loss_cls: 0.5326, loss_sal: 0.1491, loss_video_cal: 0.0160, loss_layer_cal: 0.0062, loss: 0.7038, scale: 16384.0000 [2024-04-16 10:26:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_322.pth... [2024-04-16 10:26:08 INFO]: Validating... [2024-04-16 10:26:08 INFO]: Epoch (val) [322][1] loss_cls: 0.5175, loss_sal: 0.5833, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1009, mAP: 0.6193, best_mAP: 0.8316 [2024-04-16 10:26:09 INFO]: Epoch [323][1/1] lr: 0.0005, eta: 0:02:07, time: 0.057, data_time: 0.388, memory: 1764, loss_cls: 0.5371, loss_sal: 0.1602, loss_video_cal: 0.0099, loss_layer_cal: 0.0056, loss: 0.7128, scale: 16384.0000 [2024-04-16 10:26:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_323.pth... [2024-04-16 10:26:09 INFO]: Validating... [2024-04-16 10:26:09 INFO]: Epoch (val) [323][1] loss_cls: 0.5172, loss_sal: 0.6141, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1313, mAP: 0.6199, best_mAP: 0.8316 [2024-04-16 10:26:10 INFO]: Epoch [324][1/1] lr: 0.0005, eta: 0:02:06, time: 0.055, data_time: 0.383, memory: 1764, loss_cls: 0.5442, loss_sal: 0.0753, loss_video_cal: 0.0103, loss_layer_cal: 0.0088, loss: 0.6385, scale: 16384.0000 [2024-04-16 10:26:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_324.pth... [2024-04-16 10:26:10 INFO]: Validating... [2024-04-16 10:26:10 INFO]: Epoch (val) [324][1] loss_cls: 0.5175, loss_sal: 0.6345, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.1521, mAP: 0.6253, best_mAP: 0.8316 [2024-04-16 10:26:10 INFO]: Epoch [325][1/1] lr: 0.0005, eta: 0:02:05, time: 0.058, data_time: 0.376, memory: 1764, loss_cls: 0.5365, loss_sal: 0.1875, loss_video_cal: 0.0172, loss_layer_cal: 0.0065, loss: 0.7477, scale: 16384.0000 [2024-04-16 10:26:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_325.pth... [2024-04-16 10:26:10 INFO]: Validating... [2024-04-16 10:26:11 INFO]: Epoch (val) [325][1] loss_cls: 0.5199, loss_sal: 0.6912, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2112, mAP: 0.5990, best_mAP: 0.8316 [2024-04-16 10:26:11 INFO]: Epoch [326][1/1] lr: 0.0005, eta: 0:02:05, time: 0.055, data_time: 0.370, memory: 1764, loss_cls: 0.5402, loss_sal: 0.1314, loss_video_cal: 0.0190, loss_layer_cal: 0.0076, loss: 0.6982, scale: 16384.0000 [2024-04-16 10:26:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_326.pth... [2024-04-16 10:26:11 INFO]: Validating... [2024-04-16 10:26:11 INFO]: Epoch (val) [326][1] loss_cls: 0.5261, loss_sal: 0.7625, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2886, mAP: 0.5961, best_mAP: 0.8316 [2024-04-16 10:26:12 INFO]: Epoch [327][1/1] lr: 0.0005, eta: 0:02:04, time: 0.056, data_time: 0.505, memory: 1764, loss_cls: 0.5335, loss_sal: 0.1590, loss_video_cal: 0.0067, loss_layer_cal: 0.0086, loss: 0.7077, scale: 16384.0000 [2024-04-16 10:26:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_327.pth... [2024-04-16 10:26:12 INFO]: Validating... [2024-04-16 10:26:12 INFO]: Epoch (val) [327][1] loss_cls: 0.5328, loss_sal: 0.8113, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.3441, mAP: 0.5778, best_mAP: 0.8316 [2024-04-16 10:26:13 INFO]: Epoch [328][1/1] lr: 0.0005, eta: 0:02:03, time: 0.057, data_time: 0.376, memory: 1764, loss_cls: 0.5402, loss_sal: 0.1511, loss_video_cal: 0.0057, loss_layer_cal: 0.0060, loss: 0.7030, scale: 16384.0000 [2024-04-16 10:26:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_328.pth... [2024-04-16 10:26:13 INFO]: Validating... [2024-04-16 10:26:13 INFO]: Epoch (val) [328][1] loss_cls: 0.5347, loss_sal: 0.8457, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.3804, mAP: 0.5684, best_mAP: 0.8316 [2024-04-16 10:26:13 INFO]: Epoch [329][1/1] lr: 0.0005, eta: 0:02:03, time: 0.057, data_time: 0.375, memory: 1764, loss_cls: 0.5355, loss_sal: 0.1494, loss_video_cal: 0.0084, loss_layer_cal: 0.0072, loss: 0.7005, scale: 16384.0000 [2024-04-16 10:26:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_329.pth... [2024-04-16 10:26:13 INFO]: Validating... [2024-04-16 10:26:14 INFO]: Epoch (val) [329][1] loss_cls: 0.5328, loss_sal: 0.8615, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.3943, mAP: 0.5684, best_mAP: 0.8316 [2024-04-16 10:26:14 INFO]: Epoch [330][1/1] lr: 0.0005, eta: 0:02:02, time: 0.057, data_time: 0.372, memory: 1764, loss_cls: 0.5330, loss_sal: 0.1700, loss_video_cal: 0.0266, loss_layer_cal: 0.0141, loss: 0.7438, scale: 16384.0000 [2024-04-16 10:26:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_330.pth... [2024-04-16 10:26:14 INFO]: Validating... [2024-04-16 10:26:14 INFO]: Epoch (val) [330][1] loss_cls: 0.5292, loss_sal: 0.8645, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.3937, mAP: 0.5854, best_mAP: 0.8316 [2024-04-16 10:26:15 INFO]: Epoch [331][1/1] lr: 0.0005, eta: 0:02:01, time: 0.057, data_time: 0.372, memory: 1764, loss_cls: 0.5326, loss_sal: 0.1132, loss_video_cal: 0.0107, loss_layer_cal: 0.0048, loss: 0.6612, scale: 16384.0000 [2024-04-16 10:26:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_331.pth... [2024-04-16 10:26:15 INFO]: Validating... [2024-04-16 10:26:15 INFO]: Epoch (val) [331][1] loss_cls: 0.5252, loss_sal: 0.8471, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.3723, mAP: 0.5954, best_mAP: 0.8316 [2024-04-16 10:26:15 INFO]: Epoch [332][1/1] lr: 0.0005, eta: 0:02:00, time: 0.057, data_time: 0.369, memory: 1764, loss_cls: 0.5368, loss_sal: 0.0596, loss_video_cal: 0.0111, loss_layer_cal: 0.0065, loss: 0.6140, scale: 16384.0000 [2024-04-16 10:26:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_332.pth... [2024-04-16 10:26:16 INFO]: Validating... [2024-04-16 10:26:16 INFO]: Epoch (val) [332][1] loss_cls: 0.5230, loss_sal: 0.7964, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.3194, mAP: 0.6012, best_mAP: 0.8316 [2024-04-16 10:26:16 INFO]: Epoch [333][1/1] lr: 0.0005, eta: 0:02:00, time: 0.057, data_time: 0.374, memory: 1764, loss_cls: 0.5353, loss_sal: 0.0438, loss_video_cal: 0.0107, loss_layer_cal: 0.0097, loss: 0.5994, scale: 16384.0000 [2024-04-16 10:26:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_333.pth... [2024-04-16 10:26:16 INFO]: Validating... [2024-04-16 10:26:16 INFO]: Epoch (val) [333][1] loss_cls: 0.5235, loss_sal: 0.7482, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.2717, mAP: 0.6342, best_mAP: 0.8316 [2024-04-16 10:26:17 INFO]: Epoch [334][1/1] lr: 0.0005, eta: 0:01:59, time: 0.055, data_time: 0.375, memory: 1764, loss_cls: 0.5362, loss_sal: 0.1020, loss_video_cal: 0.0092, loss_layer_cal: 0.0049, loss: 0.6523, scale: 16384.0000 [2024-04-16 10:26:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_334.pth... [2024-04-16 10:26:17 INFO]: Validating... [2024-04-16 10:26:17 INFO]: Epoch (val) [334][1] loss_cls: 0.5247, loss_sal: 0.6713, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1960, mAP: 0.6123, best_mAP: 0.8316 [2024-04-16 10:26:18 INFO]: Epoch [335][1/1] lr: 0.0005, eta: 0:01:58, time: 0.055, data_time: 0.374, memory: 1764, loss_cls: 0.5376, loss_sal: 0.2895, loss_video_cal: 0.0178, loss_layer_cal: 0.0062, loss: 0.8512, scale: 16384.0000 [2024-04-16 10:26:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_335.pth... [2024-04-16 10:26:18 INFO]: Validating... [2024-04-16 10:26:18 INFO]: Epoch (val) [335][1] loss_cls: 0.5237, loss_sal: 0.5713, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0951, mAP: 0.6172, best_mAP: 0.8316 [2024-04-16 10:26:18 INFO]: Epoch [336][1/1] lr: 0.0005, eta: 0:01:58, time: 0.057, data_time: 0.373, memory: 1764, loss_cls: 0.5398, loss_sal: 0.1538, loss_video_cal: 0.0080, loss_layer_cal: 0.0059, loss: 0.7075, scale: 16384.0000 [2024-04-16 10:26:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_336.pth... [2024-04-16 10:26:18 INFO]: Validating... [2024-04-16 10:26:19 INFO]: Epoch (val) [336][1] loss_cls: 0.5241, loss_sal: 0.5448, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0690, mAP: 0.5941, best_mAP: 0.8316 [2024-04-16 10:26:19 INFO]: Epoch [337][1/1] lr: 0.0005, eta: 0:01:57, time: 0.057, data_time: 0.375, memory: 1764, loss_cls: 0.5370, loss_sal: 0.2823, loss_video_cal: 0.0098, loss_layer_cal: 0.0050, loss: 0.8341, scale: 16384.0000 [2024-04-16 10:26:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_337.pth... [2024-04-16 10:26:19 INFO]: Validating... [2024-04-16 10:26:19 INFO]: Epoch (val) [337][1] loss_cls: 0.5268, loss_sal: 0.5333, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0602, mAP: 0.6637, best_mAP: 0.8316 [2024-04-16 10:26:20 INFO]: Epoch [338][1/1] lr: 0.0005, eta: 0:01:56, time: 0.057, data_time: 0.372, memory: 1764, loss_cls: 0.5365, loss_sal: 0.1139, loss_video_cal: 0.0148, loss_layer_cal: 0.0050, loss: 0.6703, scale: 16384.0000 [2024-04-16 10:26:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_338.pth... [2024-04-16 10:26:20 INFO]: Validating... [2024-04-16 10:26:20 INFO]: Epoch (val) [338][1] loss_cls: 0.5298, loss_sal: 0.5527, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0825, mAP: 0.6584, best_mAP: 0.8316 [2024-04-16 10:26:20 INFO]: Epoch [339][1/1] lr: 0.0005, eta: 0:01:55, time: 0.057, data_time: 0.376, memory: 1764, loss_cls: 0.5379, loss_sal: 0.1106, loss_video_cal: 0.0123, loss_layer_cal: 0.0097, loss: 0.6705, scale: 16384.0000 [2024-04-16 10:26:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_339.pth... [2024-04-16 10:26:21 INFO]: Validating... [2024-04-16 10:26:21 INFO]: Epoch (val) [339][1] loss_cls: 0.5307, loss_sal: 0.5793, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1100, mAP: 0.6679, best_mAP: 0.8316 [2024-04-16 10:26:21 INFO]: Epoch [340][1/1] lr: 0.0005, eta: 0:01:55, time: 0.055, data_time: 0.375, memory: 1764, loss_cls: 0.5403, loss_sal: 0.0850, loss_video_cal: 0.0090, loss_layer_cal: 0.0106, loss: 0.6449, scale: 16384.0000 [2024-04-16 10:26:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_340.pth... [2024-04-16 10:26:21 INFO]: Validating... [2024-04-16 10:26:21 INFO]: Epoch (val) [340][1] loss_cls: 0.5273, loss_sal: 0.5976, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1251, mAP: 0.6807, best_mAP: 0.8316 [2024-04-16 10:26:22 INFO]: Epoch [341][1/1] lr: 0.0005, eta: 0:01:54, time: 0.055, data_time: 0.379, memory: 1764, loss_cls: 0.5398, loss_sal: 0.0547, loss_video_cal: 0.0054, loss_layer_cal: 0.0120, loss: 0.6119, scale: 16384.0000 [2024-04-16 10:26:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_341.pth... [2024-04-16 10:26:22 INFO]: Validating... [2024-04-16 10:26:22 INFO]: Epoch (val) [341][1] loss_cls: 0.5217, loss_sal: 0.6180, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1398, mAP: 0.7285, best_mAP: 0.8316 [2024-04-16 10:26:23 INFO]: Epoch [342][1/1] lr: 0.0005, eta: 0:01:53, time: 0.057, data_time: 0.374, memory: 1764, loss_cls: 0.5347, loss_sal: 0.1538, loss_video_cal: 0.0300, loss_layer_cal: 0.0084, loss: 0.7268, scale: 16384.0000 [2024-04-16 10:26:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_342.pth... [2024-04-16 10:26:23 INFO]: Validating... [2024-04-16 10:26:23 INFO]: Epoch (val) [342][1] loss_cls: 0.5182, loss_sal: 0.6315, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1498, mAP: 0.7454, best_mAP: 0.8316 [2024-04-16 10:26:23 INFO]: Epoch [343][1/1] lr: 0.0005, eta: 0:01:52, time: 0.056, data_time: 0.373, memory: 1764, loss_cls: 0.5351, loss_sal: 0.1889, loss_video_cal: 0.0078, loss_layer_cal: 0.0075, loss: 0.7392, scale: 16384.0000 [2024-04-16 10:26:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_343.pth... [2024-04-16 10:26:23 INFO]: Validating... [2024-04-16 10:26:24 INFO]: Epoch (val) [343][1] loss_cls: 0.5149, loss_sal: 0.6533, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1683, mAP: 0.7452, best_mAP: 0.8316 [2024-04-16 10:26:24 INFO]: Epoch [344][1/1] lr: 0.0005, eta: 0:01:52, time: 0.055, data_time: 0.369, memory: 1764, loss_cls: 0.5348, loss_sal: 0.1981, loss_video_cal: 0.0159, loss_layer_cal: 0.0062, loss: 0.7550, scale: 16384.0000 [2024-04-16 10:26:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_344.pth... [2024-04-16 10:26:24 INFO]: Validating... [2024-04-16 10:26:24 INFO]: Epoch (val) [344][1] loss_cls: 0.5129, loss_sal: 0.6632, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1762, mAP: 0.7452, best_mAP: 0.8316 [2024-04-16 10:26:25 INFO]: Epoch [345][1/1] lr: 0.0005, eta: 0:01:51, time: 0.056, data_time: 0.373, memory: 1764, loss_cls: 0.5339, loss_sal: 0.0863, loss_video_cal: 0.0042, loss_layer_cal: 0.0090, loss: 0.6334, scale: 16384.0000 [2024-04-16 10:26:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_345.pth... [2024-04-16 10:26:25 INFO]: Validating... [2024-04-16 10:26:25 INFO]: Epoch (val) [345][1] loss_cls: 0.5117, loss_sal: 0.6780, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1899, mAP: 0.6766, best_mAP: 0.8316 [2024-04-16 10:26:25 INFO]: Epoch [346][1/1] lr: 0.0005, eta: 0:01:50, time: 0.057, data_time: 0.377, memory: 1764, loss_cls: 0.5330, loss_sal: 0.0729, loss_video_cal: 0.0105, loss_layer_cal: 0.0043, loss: 0.6207, scale: 16384.0000 [2024-04-16 10:26:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_346.pth... [2024-04-16 10:26:26 INFO]: Validating... [2024-04-16 10:26:26 INFO]: Epoch (val) [346][1] loss_cls: 0.5117, loss_sal: 0.6633, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1752, mAP: 0.7002, best_mAP: 0.8316 [2024-04-16 10:26:26 INFO]: Epoch [347][1/1] lr: 0.0005, eta: 0:01:50, time: 0.057, data_time: 0.373, memory: 1764, loss_cls: 0.5347, loss_sal: 0.1526, loss_video_cal: 0.0121, loss_layer_cal: 0.0067, loss: 0.7061, scale: 16384.0000 [2024-04-16 10:26:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_347.pth... [2024-04-16 10:26:26 INFO]: Validating... [2024-04-16 10:26:26 INFO]: Epoch (val) [347][1] loss_cls: 0.5108, loss_sal: 0.7072, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2181, mAP: 0.5709, best_mAP: 0.8316 [2024-04-16 10:26:27 INFO]: Epoch [348][1/1] lr: 0.0005, eta: 0:01:49, time: 0.056, data_time: 0.373, memory: 1764, loss_cls: 0.5377, loss_sal: 0.0915, loss_video_cal: 0.0069, loss_layer_cal: 0.0072, loss: 0.6433, scale: 16384.0000 [2024-04-16 10:26:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_348.pth... [2024-04-16 10:26:27 INFO]: Validating... [2024-04-16 10:26:27 INFO]: Epoch (val) [348][1] loss_cls: 0.5120, loss_sal: 0.6371, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1492, mAP: 0.6063, best_mAP: 0.8316 [2024-04-16 10:26:28 INFO]: Epoch [349][1/1] lr: 0.0005, eta: 0:01:48, time: 0.055, data_time: 0.370, memory: 1764, loss_cls: 0.5343, loss_sal: 0.3864, loss_video_cal: 0.0113, loss_layer_cal: 0.0083, loss: 0.9404, scale: 16384.0000 [2024-04-16 10:26:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_349.pth... [2024-04-16 10:26:28 INFO]: Validating... [2024-04-16 10:26:28 INFO]: Epoch (val) [349][1] loss_cls: 0.5136, loss_sal: 0.5884, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1021, mAP: 0.6372, best_mAP: 0.8316 [2024-04-16 10:26:28 INFO]: Epoch [350][1/1] lr: 0.0005, eta: 0:01:47, time: 0.056, data_time: 0.376, memory: 1764, loss_cls: 0.5311, loss_sal: 0.1029, loss_video_cal: 0.0116, loss_layer_cal: 0.0059, loss: 0.6514, scale: 16384.0000 [2024-04-16 10:26:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_350.pth... [2024-04-16 10:26:28 INFO]: Validating... [2024-04-16 10:26:29 INFO]: Epoch (val) [350][1] loss_cls: 0.5155, loss_sal: 0.5647, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0804, mAP: 0.6497, best_mAP: 0.8316 [2024-04-16 10:26:29 INFO]: Epoch [351][1/1] lr: 0.0005, eta: 0:01:47, time: 0.057, data_time: 0.372, memory: 1764, loss_cls: 0.5316, loss_sal: 0.0863, loss_video_cal: 0.0099, loss_layer_cal: 0.0086, loss: 0.6365, scale: 16384.0000 [2024-04-16 10:26:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_351.pth... [2024-04-16 10:26:29 INFO]: Validating... [2024-04-16 10:26:29 INFO]: Epoch (val) [351][1] loss_cls: 0.5192, loss_sal: 0.5648, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0841, mAP: 0.6167, best_mAP: 0.8316 [2024-04-16 10:26:30 INFO]: Epoch [352][1/1] lr: 0.0005, eta: 0:01:46, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5308, loss_sal: 0.1164, loss_video_cal: 0.0282, loss_layer_cal: 0.0083, loss: 0.6838, scale: 16384.0000 [2024-04-16 10:26:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_352.pth... [2024-04-16 10:26:30 INFO]: Validating... [2024-04-16 10:26:30 INFO]: Epoch (val) [352][1] loss_cls: 0.5240, loss_sal: 0.5661, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0903, mAP: 0.6313, best_mAP: 0.8316 [2024-04-16 10:26:30 INFO]: Epoch [353][1/1] lr: 0.0005, eta: 0:01:45, time: 0.056, data_time: 0.371, memory: 1764, loss_cls: 0.5316, loss_sal: 0.1325, loss_video_cal: 0.0166, loss_layer_cal: 0.0068, loss: 0.6874, scale: 16384.0000 [2024-04-16 10:26:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_353.pth... [2024-04-16 10:26:31 INFO]: Validating... [2024-04-16 10:26:31 INFO]: Epoch (val) [353][1] loss_cls: 0.5277, loss_sal: 0.5634, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0912, mAP: 0.6313, best_mAP: 0.8316 [2024-04-16 10:26:31 INFO]: Epoch [354][1/1] lr: 0.0005, eta: 0:01:45, time: 0.056, data_time: 0.373, memory: 1764, loss_cls: 0.5308, loss_sal: 0.2723, loss_video_cal: 0.0062, loss_layer_cal: 0.0058, loss: 0.8152, scale: 16384.0000 [2024-04-16 10:26:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_354.pth... [2024-04-16 10:26:31 INFO]: Validating... [2024-04-16 10:26:31 INFO]: Epoch (val) [354][1] loss_cls: 0.5306, loss_sal: 0.5419, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0726, mAP: 0.7329, best_mAP: 0.8316 [2024-04-16 10:26:32 INFO]: Epoch [355][1/1] lr: 0.0005, eta: 0:01:44, time: 0.056, data_time: 0.379, memory: 1764, loss_cls: 0.5366, loss_sal: 0.0722, loss_video_cal: 0.0138, loss_layer_cal: 0.0094, loss: 0.6319, scale: 16384.0000 [2024-04-16 10:26:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_355.pth... [2024-04-16 10:26:32 INFO]: Validating... [2024-04-16 10:26:32 INFO]: Epoch (val) [355][1] loss_cls: 0.5278, loss_sal: 0.5255, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0534, mAP: 0.7829, best_mAP: 0.8316 [2024-04-16 10:26:33 INFO]: Epoch [356][1/1] lr: 0.0005, eta: 0:01:43, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5422, loss_sal: 0.1372, loss_video_cal: 0.0115, loss_layer_cal: 0.0085, loss: 0.6994, scale: 16384.0000 [2024-04-16 10:26:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_356.pth... [2024-04-16 10:26:33 INFO]: Validating... [2024-04-16 10:26:33 INFO]: Epoch (val) [356][1] loss_cls: 0.5207, loss_sal: 0.5183, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0392, mAP: 0.7802, best_mAP: 0.8316 [2024-04-16 10:26:33 INFO]: Epoch [357][1/1] lr: 0.0005, eta: 0:01:42, time: 0.056, data_time: 0.376, memory: 1764, loss_cls: 0.5334, loss_sal: 0.1062, loss_video_cal: 0.0103, loss_layer_cal: 0.0128, loss: 0.6627, scale: 16384.0000 [2024-04-16 10:26:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_357.pth... [2024-04-16 10:26:33 INFO]: Validating... [2024-04-16 10:26:34 INFO]: Epoch (val) [357][1] loss_cls: 0.5155, loss_sal: 0.5171, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0327, mAP: 0.7802, best_mAP: 0.8316 [2024-04-16 10:26:34 INFO]: Epoch [358][1/1] lr: 0.0005, eta: 0:01:42, time: 0.055, data_time: 0.369, memory: 1764, loss_cls: 0.5298, loss_sal: 0.1670, loss_video_cal: 0.0046, loss_layer_cal: 0.0140, loss: 0.7155, scale: 16384.0000 [2024-04-16 10:26:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_358.pth... [2024-04-16 10:26:34 INFO]: Validating... [2024-04-16 10:26:34 INFO]: Epoch (val) [358][1] loss_cls: 0.5139, loss_sal: 0.5159, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0299, mAP: 0.7674, best_mAP: 0.8316 [2024-04-16 10:26:35 INFO]: Epoch [359][1/1] lr: 0.0005, eta: 0:01:41, time: 0.057, data_time: 0.370, memory: 1764, loss_cls: 0.5294, loss_sal: 0.1345, loss_video_cal: 0.0056, loss_layer_cal: 0.0047, loss: 0.6742, scale: 16384.0000 [2024-04-16 10:26:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_359.pth... [2024-04-16 10:26:35 INFO]: Validating... [2024-04-16 10:26:35 INFO]: Epoch (val) [359][1] loss_cls: 0.5151, loss_sal: 0.5146, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0299, mAP: 0.7674, best_mAP: 0.8316 [2024-04-16 10:26:35 INFO]: Epoch [360][1/1] lr: 0.0005, eta: 0:01:40, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5343, loss_sal: 0.1147, loss_video_cal: 0.0037, loss_layer_cal: 0.0081, loss: 0.6608, scale: 16384.0000 [2024-04-16 10:26:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_360.pth... [2024-04-16 10:26:36 INFO]: Validating... [2024-04-16 10:26:36 INFO]: Epoch (val) [360][1] loss_cls: 0.5159, loss_sal: 0.5152, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0312, mAP: 0.7674, best_mAP: 0.8316 [2024-04-16 10:26:36 INFO]: Epoch [361][1/1] lr: 0.0005, eta: 0:01:39, time: 0.056, data_time: 0.377, memory: 1764, loss_cls: 0.5353, loss_sal: 0.2814, loss_video_cal: 0.0144, loss_layer_cal: 0.0064, loss: 0.8376, scale: 16384.0000 [2024-04-16 10:26:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_361.pth... [2024-04-16 10:26:36 INFO]: Validating... [2024-04-16 10:26:36 INFO]: Epoch (val) [361][1] loss_cls: 0.5145, loss_sal: 0.5225, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0372, mAP: 0.7330, best_mAP: 0.8316 [2024-04-16 10:26:37 INFO]: Epoch [362][1/1] lr: 0.0005, eta: 0:01:39, time: 0.056, data_time: 0.375, memory: 1764, loss_cls: 0.5309, loss_sal: 0.1510, loss_video_cal: 0.0127, loss_layer_cal: 0.0069, loss: 0.7015, scale: 16384.0000 [2024-04-16 10:26:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_362.pth... [2024-04-16 10:26:37 INFO]: Validating... [2024-04-16 10:26:37 INFO]: Epoch (val) [362][1] loss_cls: 0.5133, loss_sal: 0.5368, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0503, mAP: 0.7132, best_mAP: 0.8316 [2024-04-16 10:26:38 INFO]: Epoch [363][1/1] lr: 0.0005, eta: 0:01:38, time: 0.056, data_time: 0.375, memory: 1764, loss_cls: 0.5311, loss_sal: 0.1244, loss_video_cal: 0.0077, loss_layer_cal: 0.0091, loss: 0.6723, scale: 16384.0000 [2024-04-16 10:26:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_363.pth... [2024-04-16 10:26:38 INFO]: Validating... [2024-04-16 10:26:38 INFO]: Epoch (val) [363][1] loss_cls: 0.5129, loss_sal: 0.5577, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0707, mAP: 0.7186, best_mAP: 0.8316 [2024-04-16 10:26:38 INFO]: Epoch [364][1/1] lr: 0.0005, eta: 0:01:37, time: 0.056, data_time: 0.376, memory: 1764, loss_cls: 0.5325, loss_sal: 0.0790, loss_video_cal: 0.0059, loss_layer_cal: 0.0118, loss: 0.6292, scale: 16384.0000 [2024-04-16 10:26:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_364.pth... [2024-04-16 10:26:38 INFO]: Validating... [2024-04-16 10:26:39 INFO]: Epoch (val) [364][1] loss_cls: 0.5128, loss_sal: 0.5791, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0921, mAP: 0.7186, best_mAP: 0.8316 [2024-04-16 10:26:39 INFO]: Epoch [365][1/1] lr: 0.0005, eta: 0:01:37, time: 0.056, data_time: 0.375, memory: 1764, loss_cls: 0.5312, loss_sal: 0.1088, loss_video_cal: 0.0174, loss_layer_cal: 0.0114, loss: 0.6688, scale: 16384.0000 [2024-04-16 10:26:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_365.pth... [2024-04-16 10:26:39 INFO]: Validating... [2024-04-16 10:26:39 INFO]: Epoch (val) [365][1] loss_cls: 0.5135, loss_sal: 0.6156, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1293, mAP: 0.7186, best_mAP: 0.8316 [2024-04-16 10:26:40 INFO]: Epoch [366][1/1] lr: 0.0005, eta: 0:01:36, time: 0.057, data_time: 0.371, memory: 1764, loss_cls: 0.5330, loss_sal: 0.1273, loss_video_cal: 0.0169, loss_layer_cal: 0.0094, loss: 0.6865, scale: 16384.0000 [2024-04-16 10:26:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_366.pth... [2024-04-16 10:26:40 INFO]: Validating... [2024-04-16 10:26:40 INFO]: Epoch (val) [366][1] loss_cls: 0.5147, loss_sal: 0.6438, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1587, mAP: 0.7186, best_mAP: 0.8316 [2024-04-16 10:26:40 INFO]: Epoch [367][1/1] lr: 0.0005, eta: 0:01:35, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5299, loss_sal: 0.1549, loss_video_cal: 0.0069, loss_layer_cal: 0.0111, loss: 0.7029, scale: 16384.0000 [2024-04-16 10:26:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_367.pth... [2024-04-16 10:26:41 INFO]: Validating... [2024-04-16 10:26:41 INFO]: Epoch (val) [367][1] loss_cls: 0.5160, loss_sal: 0.6289, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1451, mAP: 0.7089, best_mAP: 0.8316 [2024-04-16 10:26:41 INFO]: Epoch [368][1/1] lr: 0.0005, eta: 0:01:34, time: 0.057, data_time: 0.372, memory: 1764, loss_cls: 0.5304, loss_sal: 0.1159, loss_video_cal: 0.0072, loss_layer_cal: 0.0051, loss: 0.6586, scale: 16384.0000 [2024-04-16 10:26:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_368.pth... [2024-04-16 10:26:41 INFO]: Validating... [2024-04-16 10:26:41 INFO]: Epoch (val) [368][1] loss_cls: 0.5174, loss_sal: 0.5804, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0980, mAP: 0.7222, best_mAP: 0.8316 [2024-04-16 10:26:42 INFO]: Epoch [369][1/1] lr: 0.0005, eta: 0:01:34, time: 0.057, data_time: 0.377, memory: 1764, loss_cls: 0.5289, loss_sal: 0.1378, loss_video_cal: 0.0098, loss_layer_cal: 0.0048, loss: 0.6812, scale: 16384.0000 [2024-04-16 10:26:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_369.pth... [2024-04-16 10:26:42 INFO]: Validating... [2024-04-16 10:26:42 INFO]: Epoch (val) [369][1] loss_cls: 0.5189, loss_sal: 0.6238, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1429, mAP: 0.7215, best_mAP: 0.8316 [2024-04-16 10:26:43 INFO]: Epoch [370][1/1] lr: 0.0005, eta: 0:01:33, time: 0.055, data_time: 0.369, memory: 1764, loss_cls: 0.5303, loss_sal: 0.1177, loss_video_cal: 0.0097, loss_layer_cal: 0.0086, loss: 0.6663, scale: 16384.0000 [2024-04-16 10:26:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_370.pth... [2024-04-16 10:26:43 INFO]: Validating... [2024-04-16 10:26:43 INFO]: Epoch (val) [370][1] loss_cls: 0.5200, loss_sal: 0.6098, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1300, mAP: 0.6705, best_mAP: 0.8316 [2024-04-16 10:26:43 INFO]: Epoch [371][1/1] lr: 0.0005, eta: 0:01:32, time: 0.056, data_time: 0.369, memory: 1764, loss_cls: 0.5299, loss_sal: 0.0747, loss_video_cal: 0.0148, loss_layer_cal: 0.0074, loss: 0.6268, scale: 16384.0000 [2024-04-16 10:26:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_371.pth... [2024-04-16 10:26:43 INFO]: Validating... [2024-04-16 10:26:44 INFO]: Epoch (val) [371][1] loss_cls: 0.5205, loss_sal: 0.5755, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0961, mAP: 0.6705, best_mAP: 0.8316 [2024-04-16 10:26:44 INFO]: Epoch [372][1/1] lr: 0.0005, eta: 0:01:32, time: 0.056, data_time: 0.377, memory: 1764, loss_cls: 0.5317, loss_sal: 0.0357, loss_video_cal: 0.0075, loss_layer_cal: 0.0064, loss: 0.5813, scale: 16384.0000 [2024-04-16 10:26:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_372.pth... [2024-04-16 10:26:44 INFO]: Validating... [2024-04-16 10:26:44 INFO]: Epoch (val) [372][1] loss_cls: 0.5212, loss_sal: 0.5387, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0601, mAP: 0.6798, best_mAP: 0.8316 [2024-04-16 10:26:45 INFO]: Epoch [373][1/1] lr: 0.0005, eta: 0:01:31, time: 0.057, data_time: 0.373, memory: 1764, loss_cls: 0.5317, loss_sal: 0.0454, loss_video_cal: 0.0136, loss_layer_cal: 0.0118, loss: 0.6025, scale: 16384.0000 [2024-04-16 10:26:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_373.pth... [2024-04-16 10:26:45 INFO]: Validating... [2024-04-16 10:26:45 INFO]: Epoch (val) [373][1] loss_cls: 0.5222, loss_sal: 0.5169, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0393, mAP: 0.6777, best_mAP: 0.8316 [2024-04-16 10:26:45 INFO]: Epoch [374][1/1] lr: 0.0005, eta: 0:01:30, time: 0.056, data_time: 0.375, memory: 1764, loss_cls: 0.5357, loss_sal: 0.1325, loss_video_cal: 0.0052, loss_layer_cal: 0.0031, loss: 0.6766, scale: 16384.0000 [2024-04-16 10:26:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_374.pth... [2024-04-16 10:26:46 INFO]: Validating... [2024-04-16 10:26:46 INFO]: Epoch (val) [374][1] loss_cls: 0.5227, loss_sal: 0.5087, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0316, mAP: 0.6777, best_mAP: 0.8316 [2024-04-16 10:26:46 INFO]: Epoch [375][1/1] lr: 0.0005, eta: 0:01:29, time: 0.055, data_time: 0.374, memory: 1764, loss_cls: 0.5347, loss_sal: 0.2140, loss_video_cal: 0.0093, loss_layer_cal: 0.0045, loss: 0.7626, scale: 16384.0000 [2024-04-16 10:26:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_375.pth... [2024-04-16 10:26:46 INFO]: Validating... [2024-04-16 10:26:46 INFO]: Epoch (val) [375][1] loss_cls: 0.5222, loss_sal: 0.5216, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0440, mAP: 0.6777, best_mAP: 0.8316 [2024-04-16 10:26:47 INFO]: Epoch [376][1/1] lr: 0.0005, eta: 0:01:29, time: 0.056, data_time: 0.369, memory: 1764, loss_cls: 0.5322, loss_sal: 0.0674, loss_video_cal: 0.0170, loss_layer_cal: 0.0034, loss: 0.6201, scale: 16384.0000 [2024-04-16 10:26:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_376.pth... [2024-04-16 10:26:47 INFO]: Validating... [2024-04-16 10:26:47 INFO]: Epoch (val) [376][1] loss_cls: 0.5221, loss_sal: 0.5283, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0506, mAP: 0.6798, best_mAP: 0.8316 [2024-04-16 10:26:48 INFO]: Epoch [377][1/1] lr: 0.0005, eta: 0:01:28, time: 0.057, data_time: 0.374, memory: 1764, loss_cls: 0.5355, loss_sal: 0.0905, loss_video_cal: 0.0119, loss_layer_cal: 0.0051, loss: 0.6431, scale: 16384.0000 [2024-04-16 10:26:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_377.pth... [2024-04-16 10:26:48 INFO]: Validating... [2024-04-16 10:26:48 INFO]: Epoch (val) [377][1] loss_cls: 0.5217, loss_sal: 0.5279, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0498, mAP: 0.7329, best_mAP: 0.8316 [2024-04-16 10:26:48 INFO]: Epoch [378][1/1] lr: 0.0005, eta: 0:01:27, time: 0.057, data_time: 0.371, memory: 1764, loss_cls: 0.5342, loss_sal: 0.1058, loss_video_cal: 0.0056, loss_layer_cal: 0.0045, loss: 0.6501, scale: 16384.0000 [2024-04-16 10:26:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_378.pth... [2024-04-16 10:26:48 INFO]: Validating... [2024-04-16 10:26:49 INFO]: Epoch (val) [378][1] loss_cls: 0.5209, loss_sal: 0.5337, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0548, mAP: 0.7329, best_mAP: 0.8316 [2024-04-16 10:26:49 INFO]: Epoch [379][1/1] lr: 0.0005, eta: 0:01:27, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5322, loss_sal: 0.0706, loss_video_cal: 0.0057, loss_layer_cal: 0.0079, loss: 0.6164, scale: 16384.0000 [2024-04-16 10:26:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_379.pth... [2024-04-16 10:26:49 INFO]: Validating... [2024-04-16 10:26:49 INFO]: Epoch (val) [379][1] loss_cls: 0.5200, loss_sal: 0.5462, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0665, mAP: 0.7326, best_mAP: 0.8316 [2024-04-16 10:26:50 INFO]: Epoch [380][1/1] lr: 0.0005, eta: 0:01:26, time: 0.056, data_time: 0.372, memory: 1764, loss_cls: 0.5313, loss_sal: 0.2183, loss_video_cal: 0.0098, loss_layer_cal: 0.0072, loss: 0.7667, scale: 16384.0000 [2024-04-16 10:26:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_380.pth... [2024-04-16 10:26:50 INFO]: Validating... [2024-04-16 10:26:50 INFO]: Epoch (val) [380][1] loss_cls: 0.5194, loss_sal: 0.6119, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1315, mAP: 0.6376, best_mAP: 0.8316 [2024-04-16 10:26:50 INFO]: Epoch [381][1/1] lr: 0.0005, eta: 0:01:25, time: 0.055, data_time: 0.375, memory: 1764, loss_cls: 0.5317, loss_sal: 0.0594, loss_video_cal: 0.0184, loss_layer_cal: 0.0047, loss: 0.6142, scale: 16384.0000 [2024-04-16 10:26:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_381.pth... [2024-04-16 10:26:51 INFO]: Validating... [2024-04-16 10:26:51 INFO]: Epoch (val) [381][1] loss_cls: 0.5190, loss_sal: 0.6824, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2016, mAP: 0.6307, best_mAP: 0.8316 [2024-04-16 10:26:51 INFO]: Epoch [382][1/1] lr: 0.0005, eta: 0:01:24, time: 0.055, data_time: 0.371, memory: 1764, loss_cls: 0.5345, loss_sal: 0.0797, loss_video_cal: 0.0093, loss_layer_cal: 0.0048, loss: 0.6282, scale: 16384.0000 [2024-04-16 10:26:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_382.pth... [2024-04-16 10:26:51 INFO]: Validating... [2024-04-16 10:26:51 INFO]: Epoch (val) [382][1] loss_cls: 0.5183, loss_sal: 0.7246, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2432, mAP: 0.5943, best_mAP: 0.8316 [2024-04-16 10:26:52 INFO]: Epoch [383][1/1] lr: 0.0005, eta: 0:01:24, time: 0.055, data_time: 0.372, memory: 1764, loss_cls: 0.5315, loss_sal: 0.1357, loss_video_cal: 0.0180, loss_layer_cal: 0.0029, loss: 0.6882, scale: 16384.0000 [2024-04-16 10:26:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_383.pth... [2024-04-16 10:26:52 INFO]: Validating... [2024-04-16 10:26:52 INFO]: Epoch (val) [383][1] loss_cls: 0.5194, loss_sal: 0.7718, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2915, mAP: 0.5974, best_mAP: 0.8316 [2024-04-16 10:26:53 INFO]: Epoch [384][1/1] lr: 0.0005, eta: 0:01:23, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5308, loss_sal: 0.0535, loss_video_cal: 0.0123, loss_layer_cal: 0.0155, loss: 0.6121, scale: 16384.0000 [2024-04-16 10:26:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_384.pth... [2024-04-16 10:26:53 INFO]: Validating... [2024-04-16 10:26:53 INFO]: Epoch (val) [384][1] loss_cls: 0.5203, loss_sal: 0.7948, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3153, mAP: 0.6054, best_mAP: 0.8316 [2024-04-16 10:26:53 INFO]: Epoch [385][1/1] lr: 0.0005, eta: 0:01:22, time: 0.057, data_time: 0.373, memory: 1764, loss_cls: 0.5311, loss_sal: 0.1341, loss_video_cal: 0.0170, loss_layer_cal: 0.0088, loss: 0.6910, scale: 16384.0000 [2024-04-16 10:26:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_385.pth... [2024-04-16 10:26:53 INFO]: Validating... [2024-04-16 10:26:54 INFO]: Epoch (val) [385][1] loss_cls: 0.5197, loss_sal: 0.7923, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3122, mAP: 0.6054, best_mAP: 0.8316 [2024-04-16 10:26:54 INFO]: Epoch [386][1/1] lr: 0.0005, eta: 0:01:21, time: 0.056, data_time: 0.375, memory: 1764, loss_cls: 0.5315, loss_sal: 0.1216, loss_video_cal: 0.0047, loss_layer_cal: 0.0096, loss: 0.6673, scale: 16384.0000 [2024-04-16 10:26:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_386.pth... [2024-04-16 10:26:54 INFO]: Validating... [2024-04-16 10:26:54 INFO]: Epoch (val) [386][1] loss_cls: 0.5206, loss_sal: 0.7837, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3045, mAP: 0.6032, best_mAP: 0.8316 [2024-04-16 10:26:55 INFO]: Epoch [387][1/1] lr: 0.0005, eta: 0:01:21, time: 0.057, data_time: 0.373, memory: 1764, loss_cls: 0.5298, loss_sal: 0.2091, loss_video_cal: 0.0063, loss_layer_cal: 0.0111, loss: 0.7563, scale: 16384.0000 [2024-04-16 10:26:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_387.pth... [2024-04-16 10:26:55 INFO]: Validating... [2024-04-16 10:26:55 INFO]: Epoch (val) [387][1] loss_cls: 0.5172, loss_sal: 0.6946, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2120, mAP: 0.5964, best_mAP: 0.8316 [2024-04-16 10:26:55 INFO]: Epoch [388][1/1] lr: 0.0005, eta: 0:01:20, time: 0.055, data_time: 0.376, memory: 1764, loss_cls: 0.5326, loss_sal: 0.0386, loss_video_cal: 0.0075, loss_layer_cal: 0.0074, loss: 0.5861, scale: 16384.0000 [2024-04-16 10:26:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_388.pth... [2024-04-16 10:26:56 INFO]: Validating... [2024-04-16 10:26:56 INFO]: Epoch (val) [388][1] loss_cls: 0.5156, loss_sal: 0.6236, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1394, mAP: 0.6325, best_mAP: 0.8316 [2024-04-16 10:26:56 INFO]: Epoch [389][1/1] lr: 0.0005, eta: 0:01:19, time: 0.056, data_time: 0.374, memory: 1764, loss_cls: 0.5349, loss_sal: 0.1587, loss_video_cal: 0.0095, loss_layer_cal: 0.0026, loss: 0.7057, scale: 16384.0000 [2024-04-16 10:26:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_389.pth... [2024-04-16 10:26:56 INFO]: Validating... [2024-04-16 10:26:56 INFO]: Epoch (val) [389][1] loss_cls: 0.5144, loss_sal: 0.5666, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0812, mAP: 0.7149, best_mAP: 0.8316 [2024-04-16 10:26:57 INFO]: Epoch [390][1/1] lr: 0.0005, eta: 0:01:19, time: 0.056, data_time: 0.369, memory: 1764, loss_cls: 0.5388, loss_sal: 0.0774, loss_video_cal: 0.0141, loss_layer_cal: 0.0067, loss: 0.6369, scale: 16384.0000 [2024-04-16 10:26:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_390.pth... [2024-04-16 10:26:57 INFO]: Validating... [2024-04-16 10:26:57 INFO]: Epoch (val) [390][1] loss_cls: 0.5152, loss_sal: 0.5248, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0401, mAP: 0.7760, best_mAP: 0.8316 [2024-04-16 10:26:58 INFO]: Epoch [391][1/1] lr: 0.0005, eta: 0:01:18, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5362, loss_sal: 0.1681, loss_video_cal: 0.0078, loss_layer_cal: 0.0099, loss: 0.7220, scale: 16384.0000 [2024-04-16 10:26:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_391.pth... [2024-04-16 10:26:58 INFO]: Validating... [2024-04-16 10:26:58 INFO]: Epoch (val) [391][1] loss_cls: 0.5165, loss_sal: 0.5093, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0260, mAP: 0.7948, best_mAP: 0.8316 [2024-04-16 10:26:58 INFO]: Epoch [392][1/1] lr: 0.0005, eta: 0:01:17, time: 0.056, data_time: 0.371, memory: 1764, loss_cls: 0.5413, loss_sal: 0.1263, loss_video_cal: 0.0059, loss_layer_cal: 0.0046, loss: 0.6781, scale: 16384.0000 [2024-04-16 10:26:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_392.pth... [2024-04-16 10:26:58 INFO]: Validating... [2024-04-16 10:26:59 INFO]: Epoch (val) [392][1] loss_cls: 0.5183, loss_sal: 0.5022, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0207, mAP: 0.6809, best_mAP: 0.8316 [2024-04-16 10:26:59 INFO]: Epoch [393][1/1] lr: 0.0005, eta: 0:01:16, time: 0.058, data_time: 0.374, memory: 1764, loss_cls: 0.5370, loss_sal: 0.0693, loss_video_cal: 0.0113, loss_layer_cal: 0.0063, loss: 0.6239, scale: 16384.0000 [2024-04-16 10:26:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_393.pth... [2024-04-16 10:26:59 INFO]: Validating... [2024-04-16 10:26:59 INFO]: Epoch (val) [393][1] loss_cls: 0.5213, loss_sal: 0.4993, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0207, mAP: 0.5019, best_mAP: 0.8316 [2024-04-16 10:27:00 INFO]: Epoch [394][1/1] lr: 0.0005, eta: 0:01:16, time: 0.057, data_time: 0.372, memory: 1764, loss_cls: 0.5336, loss_sal: 0.1204, loss_video_cal: 0.0053, loss_layer_cal: 0.0077, loss: 0.6669, scale: 16384.0000 [2024-04-16 10:27:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_394.pth... [2024-04-16 10:27:00 INFO]: Validating... [2024-04-16 10:27:00 INFO]: Epoch (val) [394][1] loss_cls: 0.5244, loss_sal: 0.5022, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0268, mAP: 0.5294, best_mAP: 0.8316 [2024-04-16 10:27:00 INFO]: Epoch [395][1/1] lr: 0.0005, eta: 0:01:15, time: 0.055, data_time: 0.372, memory: 1764, loss_cls: 0.5330, loss_sal: 0.0603, loss_video_cal: 0.0043, loss_layer_cal: 0.0060, loss: 0.6036, scale: 16384.0000 [2024-04-16 10:27:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_395.pth... [2024-04-16 10:27:01 INFO]: Validating... [2024-04-16 10:27:01 INFO]: Epoch (val) [395][1] loss_cls: 0.5285, loss_sal: 0.5043, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0330, mAP: 0.5294, best_mAP: 0.8316 [2024-04-16 10:27:01 INFO]: Epoch [396][1/1] lr: 0.0005, eta: 0:01:14, time: 0.055, data_time: 0.376, memory: 1764, loss_cls: 0.5378, loss_sal: 0.1613, loss_video_cal: 0.0044, loss_layer_cal: 0.0041, loss: 0.7077, scale: 16384.0000 [2024-04-16 10:27:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_396.pth... [2024-04-16 10:27:01 INFO]: Validating... [2024-04-16 10:27:01 INFO]: Epoch (val) [396][1] loss_cls: 0.5321, loss_sal: 0.5048, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0370, mAP: 0.5294, best_mAP: 0.8316 [2024-04-16 10:27:02 INFO]: Epoch [397][1/1] lr: 0.0005, eta: 0:01:14, time: 0.056, data_time: 0.374, memory: 1764, loss_cls: 0.5362, loss_sal: 0.1396, loss_video_cal: 0.0104, loss_layer_cal: 0.0070, loss: 0.6931, scale: 16384.0000 [2024-04-16 10:27:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_397.pth... [2024-04-16 10:27:02 INFO]: Validating... [2024-04-16 10:27:02 INFO]: Epoch (val) [397][1] loss_cls: 0.5336, loss_sal: 0.5041, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0378, mAP: 0.5294, best_mAP: 0.8316 [2024-04-16 10:27:03 INFO]: Epoch [398][1/1] lr: 0.0005, eta: 0:01:13, time: 0.056, data_time: 0.378, memory: 1764, loss_cls: 0.5397, loss_sal: 0.1009, loss_video_cal: 0.0091, loss_layer_cal: 0.0034, loss: 0.6531, scale: 16384.0000 [2024-04-16 10:27:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_398.pth... [2024-04-16 10:27:03 INFO]: Validating... [2024-04-16 10:27:03 INFO]: Epoch (val) [398][1] loss_cls: 0.5300, loss_sal: 0.5040, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0341, mAP: 0.5354, best_mAP: 0.8316 [2024-04-16 10:27:03 INFO]: Epoch [399][1/1] lr: 0.0005, eta: 0:01:12, time: 0.055, data_time: 0.372, memory: 1764, loss_cls: 0.5391, loss_sal: 0.0814, loss_video_cal: 0.0075, loss_layer_cal: 0.0054, loss: 0.6334, scale: 16384.0000 [2024-04-16 10:27:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_399.pth... [2024-04-16 10:27:03 INFO]: Validating... [2024-04-16 10:27:04 INFO]: Epoch (val) [399][1] loss_cls: 0.5242, loss_sal: 0.5039, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0282, mAP: 0.5513, best_mAP: 0.8316 [2024-04-16 10:27:04 INFO]: Epoch [400][1/1] lr: 0.0005, eta: 0:01:11, time: 0.056, data_time: 0.376, memory: 1764, loss_cls: 0.5374, loss_sal: 0.1786, loss_video_cal: 0.0128, loss_layer_cal: 0.0060, loss: 0.7347, scale: 16384.0000 [2024-04-16 10:27:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_400.pth... [2024-04-16 10:27:04 INFO]: Validating... [2024-04-16 10:27:04 INFO]: Epoch (val) [400][1] loss_cls: 0.5203, loss_sal: 0.5050, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0255, mAP: 0.5513, best_mAP: 0.8316 [2024-04-16 10:27:05 INFO]: Epoch [401][1/1] lr: 0.0005, eta: 0:01:11, time: 0.056, data_time: 0.377, memory: 1764, loss_cls: 0.5322, loss_sal: 0.0946, loss_video_cal: 0.0071, loss_layer_cal: 0.0060, loss: 0.6399, scale: 16384.0000 [2024-04-16 10:27:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_401.pth... [2024-04-16 10:27:05 INFO]: Validating... [2024-04-16 10:27:05 INFO]: Epoch (val) [401][1] loss_cls: 0.5178, loss_sal: 0.5078, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0258, mAP: 0.5513, best_mAP: 0.8316 [2024-04-16 10:27:05 INFO]: Epoch [402][1/1] lr: 0.0005, eta: 0:01:10, time: 0.056, data_time: 0.377, memory: 1764, loss_cls: 0.5348, loss_sal: 0.1612, loss_video_cal: 0.0049, loss_layer_cal: 0.0036, loss: 0.7044, scale: 16384.0000 [2024-04-16 10:27:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_402.pth... [2024-04-16 10:27:06 INFO]: Validating... [2024-04-16 10:27:06 INFO]: Epoch (val) [402][1] loss_cls: 0.5169, loss_sal: 0.5119, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0290, mAP: 0.5569, best_mAP: 0.8316 [2024-04-16 10:27:06 INFO]: Epoch [403][1/1] lr: 0.0005, eta: 0:01:09, time: 0.056, data_time: 0.376, memory: 1764, loss_cls: 0.5365, loss_sal: 0.1908, loss_video_cal: 0.0103, loss_layer_cal: 0.0079, loss: 0.7455, scale: 16384.0000 [2024-04-16 10:27:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_403.pth... [2024-04-16 10:27:06 INFO]: Validating... [2024-04-16 10:27:06 INFO]: Epoch (val) [403][1] loss_cls: 0.5161, loss_sal: 0.5239, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0401, mAP: 0.5569, best_mAP: 0.8316 [2024-04-16 10:27:07 INFO]: Epoch [404][1/1] lr: 0.0005, eta: 0:01:09, time: 0.056, data_time: 0.376, memory: 1764, loss_cls: 0.5356, loss_sal: 0.2035, loss_video_cal: 0.0202, loss_layer_cal: 0.0044, loss: 0.7638, scale: 16384.0000 [2024-04-16 10:27:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_404.pth... [2024-04-16 10:27:07 INFO]: Validating... [2024-04-16 10:27:07 INFO]: Epoch (val) [404][1] loss_cls: 0.5164, loss_sal: 0.5393, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0558, mAP: 0.5569, best_mAP: 0.8316 [2024-04-16 10:27:08 INFO]: Epoch [405][1/1] lr: 0.0005, eta: 0:01:08, time: 0.057, data_time: 0.373, memory: 1764, loss_cls: 0.5418, loss_sal: 0.1638, loss_video_cal: 0.0218, loss_layer_cal: 0.0059, loss: 0.7333, scale: 16384.0000 [2024-04-16 10:27:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_405.pth... [2024-04-16 10:27:08 INFO]: Validating... [2024-04-16 10:27:08 INFO]: Epoch (val) [405][1] loss_cls: 0.5181, loss_sal: 0.5548, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0730, mAP: 0.5569, best_mAP: 0.8316 [2024-04-16 10:27:08 INFO]: Epoch [406][1/1] lr: 0.0005, eta: 0:01:07, time: 0.056, data_time: 0.378, memory: 1764, loss_cls: 0.5360, loss_sal: 0.1686, loss_video_cal: 0.0085, loss_layer_cal: 0.0057, loss: 0.7188, scale: 16384.0000 [2024-04-16 10:27:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_406.pth... [2024-04-16 10:27:08 INFO]: Validating... [2024-04-16 10:27:09 INFO]: Epoch (val) [406][1] loss_cls: 0.5224, loss_sal: 0.5756, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0981, mAP: 0.5569, best_mAP: 0.8316 [2024-04-16 10:27:09 INFO]: Epoch [407][1/1] lr: 0.0005, eta: 0:01:06, time: 0.056, data_time: 0.371, memory: 1764, loss_cls: 0.5326, loss_sal: 0.2446, loss_video_cal: 0.0141, loss_layer_cal: 0.0066, loss: 0.7980, scale: 16384.0000 [2024-04-16 10:27:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_407.pth... [2024-04-16 10:27:09 INFO]: Validating... [2024-04-16 10:27:09 INFO]: Epoch (val) [407][1] loss_cls: 0.5281, loss_sal: 0.5973, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1255, mAP: 0.5313, best_mAP: 0.8316 [2024-04-16 10:27:10 INFO]: Epoch [408][1/1] lr: 0.0005, eta: 0:01:06, time: 0.056, data_time: 0.372, memory: 1764, loss_cls: 0.5374, loss_sal: 0.1323, loss_video_cal: 0.0110, loss_layer_cal: 0.0041, loss: 0.6848, scale: 16384.0000 [2024-04-16 10:27:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_408.pth... [2024-04-16 10:27:10 INFO]: Validating... [2024-04-16 10:27:10 INFO]: Epoch (val) [408][1] loss_cls: 0.5256, loss_sal: 0.6300, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1557, mAP: 0.5105, best_mAP: 0.8316 [2024-04-16 10:27:10 INFO]: Epoch [409][1/1] lr: 0.0005, eta: 0:01:05, time: 0.056, data_time: 0.371, memory: 1764, loss_cls: 0.5331, loss_sal: 0.1063, loss_video_cal: 0.0049, loss_layer_cal: 0.0067, loss: 0.6510, scale: 16384.0000 [2024-04-16 10:27:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_409.pth... [2024-04-16 10:27:11 INFO]: Validating... [2024-04-16 10:27:11 INFO]: Epoch (val) [409][1] loss_cls: 0.5214, loss_sal: 0.6674, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1888, mAP: 0.5460, best_mAP: 0.8316 [2024-04-16 10:27:11 INFO]: Epoch [410][1/1] lr: 0.0005, eta: 0:01:04, time: 0.057, data_time: 0.368, memory: 1764, loss_cls: 0.5286, loss_sal: 0.0944, loss_video_cal: 0.0066, loss_layer_cal: 0.0081, loss: 0.6377, scale: 16384.0000 [2024-04-16 10:27:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_410.pth... [2024-04-16 10:27:11 INFO]: Validating... [2024-04-16 10:27:11 INFO]: Epoch (val) [410][1] loss_cls: 0.5167, loss_sal: 0.6874, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2042, mAP: 0.8087, best_mAP: 0.8316 [2024-04-16 10:27:12 INFO]: Epoch [411][1/1] lr: 0.0005, eta: 0:01:03, time: 0.056, data_time: 0.372, memory: 1764, loss_cls: 0.5300, loss_sal: 0.1432, loss_video_cal: 0.0184, loss_layer_cal: 0.0068, loss: 0.6984, scale: 16384.0000 [2024-04-16 10:27:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_411.pth... [2024-04-16 10:27:12 INFO]: Validating... [2024-04-16 10:27:12 INFO]: Epoch (val) [411][1] loss_cls: 0.5142, loss_sal: 0.6871, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2014, mAP: 0.8501, best_mAP: 0.8501 [2024-04-16 10:27:13 INFO]: Epoch [412][1/1] lr: 0.0005, eta: 0:01:03, time: 0.056, data_time: 0.379, memory: 1764, loss_cls: 0.5356, loss_sal: 0.1180, loss_video_cal: 0.0060, loss_layer_cal: 0.0037, loss: 0.6633, scale: 16384.0000 [2024-04-16 10:27:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_412.pth... [2024-04-16 10:27:13 INFO]: Validating... [2024-04-16 10:27:13 INFO]: Epoch (val) [412][1] loss_cls: 0.5140, loss_sal: 0.6708, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1849, mAP: 0.7816, best_mAP: 0.8501 [2024-04-16 10:27:13 INFO]: Epoch [413][1/1] lr: 0.0005, eta: 0:01:02, time: 0.055, data_time: 0.372, memory: 1764, loss_cls: 0.5294, loss_sal: 0.0949, loss_video_cal: 0.0082, loss_layer_cal: 0.0034, loss: 0.6359, scale: 16384.0000 [2024-04-16 10:27:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_413.pth... [2024-04-16 10:27:13 INFO]: Validating... [2024-04-16 10:27:14 INFO]: Epoch (val) [413][1] loss_cls: 0.5148, loss_sal: 0.6515, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1664, mAP: 0.7760, best_mAP: 0.8501 [2024-04-16 10:27:14 INFO]: Epoch [414][1/1] lr: 0.0005, eta: 0:01:01, time: 0.055, data_time: 0.372, memory: 1764, loss_cls: 0.5305, loss_sal: 0.0665, loss_video_cal: 0.0097, loss_layer_cal: 0.0055, loss: 0.6122, scale: 16384.0000 [2024-04-16 10:27:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_414.pth... [2024-04-16 10:27:14 INFO]: Validating... [2024-04-16 10:27:14 INFO]: Epoch (val) [414][1] loss_cls: 0.5166, loss_sal: 0.6267, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1434, mAP: 0.6794, best_mAP: 0.8501 [2024-04-16 10:27:15 INFO]: Epoch [415][1/1] lr: 0.0005, eta: 0:01:01, time: 0.057, data_time: 0.373, memory: 1764, loss_cls: 0.5308, loss_sal: 0.0514, loss_video_cal: 0.0134, loss_layer_cal: 0.0039, loss: 0.5995, scale: 16384.0000 [2024-04-16 10:27:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_415.pth... [2024-04-16 10:27:15 INFO]: Validating... [2024-04-16 10:27:15 INFO]: Epoch (val) [415][1] loss_cls: 0.5184, loss_sal: 0.5959, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1144, mAP: 0.6413, best_mAP: 0.8501 [2024-04-16 10:27:15 INFO]: Epoch [416][1/1] lr: 0.0005, eta: 0:01:00, time: 0.057, data_time: 0.373, memory: 1764, loss_cls: 0.5302, loss_sal: 0.0559, loss_video_cal: 0.0039, loss_layer_cal: 0.0055, loss: 0.5954, scale: 16384.0000 [2024-04-16 10:27:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_416.pth... [2024-04-16 10:27:16 INFO]: Validating... [2024-04-16 10:27:16 INFO]: Epoch (val) [416][1] loss_cls: 0.5198, loss_sal: 0.5652, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0851, mAP: 0.6513, best_mAP: 0.8501 [2024-04-16 10:27:16 INFO]: Epoch [417][1/1] lr: 0.0005, eta: 0:00:59, time: 0.057, data_time: 0.371, memory: 1764, loss_cls: 0.5331, loss_sal: 0.0632, loss_video_cal: 0.0057, loss_layer_cal: 0.0097, loss: 0.6118, scale: 16384.0000 [2024-04-16 10:27:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_417.pth... [2024-04-16 10:27:16 INFO]: Validating... [2024-04-16 10:27:16 INFO]: Epoch (val) [417][1] loss_cls: 0.5212, loss_sal: 0.5528, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0741, mAP: 0.6932, best_mAP: 0.8501 [2024-04-16 10:27:17 INFO]: Epoch [418][1/1] lr: 0.0005, eta: 0:00:58, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5303, loss_sal: 0.0594, loss_video_cal: 0.0099, loss_layer_cal: 0.0046, loss: 0.6042, scale: 16384.0000 [2024-04-16 10:27:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_418.pth... [2024-04-16 10:27:17 INFO]: Validating... [2024-04-16 10:27:17 INFO]: Epoch (val) [418][1] loss_cls: 0.5229, loss_sal: 0.5476, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0706, mAP: 0.7051, best_mAP: 0.8501 [2024-04-16 10:27:18 INFO]: Epoch [419][1/1] lr: 0.0005, eta: 0:00:58, time: 0.056, data_time: 0.372, memory: 1764, loss_cls: 0.5289, loss_sal: 0.1345, loss_video_cal: 0.0066, loss_layer_cal: 0.0049, loss: 0.6749, scale: 16384.0000 [2024-04-16 10:27:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_419.pth... [2024-04-16 10:27:18 INFO]: Validating... [2024-04-16 10:27:18 INFO]: Epoch (val) [419][1] loss_cls: 0.5244, loss_sal: 0.5377, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0622, mAP: 0.7051, best_mAP: 0.8501 [2024-04-16 10:27:18 INFO]: Epoch [420][1/1] lr: 0.0005, eta: 0:00:57, time: 0.055, data_time: 0.375, memory: 1764, loss_cls: 0.5326, loss_sal: 0.1348, loss_video_cal: 0.0087, loss_layer_cal: 0.0063, loss: 0.6823, scale: 16384.0000 [2024-04-16 10:27:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_420.pth... [2024-04-16 10:27:19 INFO]: Validating... [2024-04-16 10:27:19 INFO]: Epoch (val) [420][1] loss_cls: 0.5259, loss_sal: 0.5461, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0720, mAP: 0.6932, best_mAP: 0.8501 [2024-04-16 10:27:19 INFO]: Epoch [421][1/1] lr: 0.0005, eta: 0:00:56, time: 0.056, data_time: 0.372, memory: 1764, loss_cls: 0.5308, loss_sal: 0.0627, loss_video_cal: 0.0046, loss_layer_cal: 0.0045, loss: 0.6025, scale: 16384.0000 [2024-04-16 10:27:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_421.pth... [2024-04-16 10:27:19 INFO]: Validating... [2024-04-16 10:27:19 INFO]: Epoch (val) [421][1] loss_cls: 0.5259, loss_sal: 0.5503, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0763, mAP: 0.6932, best_mAP: 0.8501 [2024-04-16 10:27:20 INFO]: Epoch [422][1/1] lr: 0.0005, eta: 0:00:56, time: 0.055, data_time: 0.372, memory: 1764, loss_cls: 0.5302, loss_sal: 0.1200, loss_video_cal: 0.0121, loss_layer_cal: 0.0047, loss: 0.6670, scale: 16384.0000 [2024-04-16 10:27:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_422.pth... [2024-04-16 10:27:20 INFO]: Validating... [2024-04-16 10:27:20 INFO]: Epoch (val) [422][1] loss_cls: 0.5262, loss_sal: 0.5771, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1035, mAP: 0.6932, best_mAP: 0.8501 [2024-04-16 10:27:21 INFO]: Epoch [423][1/1] lr: 0.0005, eta: 0:00:55, time: 0.057, data_time: 0.375, memory: 1764, loss_cls: 0.5308, loss_sal: 0.0557, loss_video_cal: 0.0064, loss_layer_cal: 0.0062, loss: 0.5990, scale: 16384.0000 [2024-04-16 10:27:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_423.pth... [2024-04-16 10:27:21 INFO]: Validating... [2024-04-16 10:27:21 INFO]: Epoch (val) [423][1] loss_cls: 0.5251, loss_sal: 0.5846, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1098, mAP: 0.6735, best_mAP: 0.8501 [2024-04-16 10:27:21 INFO]: Epoch [424][1/1] lr: 0.0005, eta: 0:00:54, time: 0.056, data_time: 0.373, memory: 1764, loss_cls: 0.5306, loss_sal: 0.0805, loss_video_cal: 0.0128, loss_layer_cal: 0.0097, loss: 0.6336, scale: 16384.0000 [2024-04-16 10:27:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_424.pth... [2024-04-16 10:27:21 INFO]: Validating... [2024-04-16 10:27:22 INFO]: Epoch (val) [424][1] loss_cls: 0.5230, loss_sal: 0.5808, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1040, mAP: 0.7451, best_mAP: 0.8501 [2024-04-16 10:27:22 INFO]: Epoch [425][1/1] lr: 0.0005, eta: 0:00:53, time: 0.056, data_time: 0.372, memory: 1764, loss_cls: 0.5316, loss_sal: 0.0469, loss_video_cal: 0.0176, loss_layer_cal: 0.0051, loss: 0.6012, scale: 16384.0000 [2024-04-16 10:27:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_425.pth... [2024-04-16 10:27:22 INFO]: Validating... [2024-04-16 10:27:22 INFO]: Epoch (val) [425][1] loss_cls: 0.5219, loss_sal: 0.5675, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0895, mAP: 0.7924, best_mAP: 0.8501 [2024-04-16 10:27:23 INFO]: Epoch [426][1/1] lr: 0.0005, eta: 0:00:53, time: 0.056, data_time: 0.374, memory: 1764, loss_cls: 0.5315, loss_sal: 0.1519, loss_video_cal: 0.0045, loss_layer_cal: 0.0065, loss: 0.6944, scale: 16384.0000 [2024-04-16 10:27:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_426.pth... [2024-04-16 10:27:23 INFO]: Validating... [2024-04-16 10:27:23 INFO]: Epoch (val) [426][1] loss_cls: 0.5223, loss_sal: 0.5334, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0559, mAP: 0.6799, best_mAP: 0.8501 [2024-04-16 10:27:23 INFO]: Epoch [427][1/1] lr: 0.0005, eta: 0:00:52, time: 0.056, data_time: 0.369, memory: 1764, loss_cls: 0.5296, loss_sal: 0.0401, loss_video_cal: 0.0037, loss_layer_cal: 0.0062, loss: 0.5797, scale: 16384.0000 [2024-04-16 10:27:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_427.pth... [2024-04-16 10:27:23 INFO]: Validating... [2024-04-16 10:27:24 INFO]: Epoch (val) [427][1] loss_cls: 0.5231, loss_sal: 0.5050, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0282, mAP: 0.7024, best_mAP: 0.8501 [2024-04-16 10:27:24 INFO]: Epoch [428][1/1] lr: 0.0005, eta: 0:00:51, time: 0.055, data_time: 0.371, memory: 1764, loss_cls: 0.5308, loss_sal: 0.0798, loss_video_cal: 0.0152, loss_layer_cal: 0.0069, loss: 0.6327, scale: 16384.0000 [2024-04-16 10:27:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_428.pth... [2024-04-16 10:27:24 INFO]: Validating... [2024-04-16 10:27:24 INFO]: Epoch (val) [428][1] loss_cls: 0.5259, loss_sal: 0.4861, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0120, mAP: 0.6590, best_mAP: 0.8501 [2024-04-16 10:27:25 INFO]: Epoch [429][1/1] lr: 0.0005, eta: 0:00:51, time: 0.055, data_time: 0.371, memory: 1764, loss_cls: 0.5319, loss_sal: 0.0944, loss_video_cal: 0.0080, loss_layer_cal: 0.0072, loss: 0.6414, scale: 16384.0000 [2024-04-16 10:27:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_429.pth... [2024-04-16 10:27:25 INFO]: Validating... [2024-04-16 10:27:25 INFO]: Epoch (val) [429][1] loss_cls: 0.5269, loss_sal: 0.4730, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0000, mAP: 0.6551, best_mAP: 0.8501 [2024-04-16 10:27:26 INFO]: Epoch [430][1/1] lr: 0.0005, eta: 0:00:50, time: 0.055, data_time: 0.372, memory: 1764, loss_cls: 0.5335, loss_sal: 0.1139, loss_video_cal: 0.0089, loss_layer_cal: 0.0145, loss: 0.6708, scale: 16384.0000 [2024-04-16 10:27:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_430.pth... [2024-04-16 10:27:26 INFO]: Validating... [2024-04-16 10:27:26 INFO]: Epoch (val) [430][1] loss_cls: 0.5257, loss_sal: 0.4659, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9917, mAP: 0.6726, best_mAP: 0.8501 [2024-04-16 10:27:26 INFO]: Epoch [431][1/1] lr: 0.0005, eta: 0:00:49, time: 0.057, data_time: 0.371, memory: 1764, loss_cls: 0.5316, loss_sal: 0.0477, loss_video_cal: 0.0176, loss_layer_cal: 0.0049, loss: 0.6017, scale: 16384.0000 [2024-04-16 10:27:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_431.pth... [2024-04-16 10:27:26 INFO]: Validating... [2024-04-16 10:27:27 INFO]: Epoch (val) [431][1] loss_cls: 0.5230, loss_sal: 0.4669, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9900, mAP: 0.6551, best_mAP: 0.8501 [2024-04-16 10:27:27 INFO]: Epoch [432][1/1] lr: 0.0005, eta: 0:00:48, time: 0.055, data_time: 0.374, memory: 1764, loss_cls: 0.5326, loss_sal: 0.1514, loss_video_cal: 0.0043, loss_layer_cal: 0.0056, loss: 0.6938, scale: 16384.0000 [2024-04-16 10:27:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_432.pth... [2024-04-16 10:27:27 INFO]: Validating... [2024-04-16 10:27:27 INFO]: Epoch (val) [432][1] loss_cls: 0.5210, loss_sal: 0.4705, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9917, mAP: 0.6551, best_mAP: 0.8501 [2024-04-16 10:27:28 INFO]: Epoch [433][1/1] lr: 0.0005, eta: 0:00:48, time: 0.057, data_time: 0.370, memory: 1764, loss_cls: 0.5351, loss_sal: 0.0562, loss_video_cal: 0.0118, loss_layer_cal: 0.0047, loss: 0.6078, scale: 16384.0000 [2024-04-16 10:27:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_433.pth... [2024-04-16 10:27:28 INFO]: Validating... [2024-04-16 10:27:28 INFO]: Epoch (val) [433][1] loss_cls: 0.5206, loss_sal: 0.4744, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9951, mAP: 0.6464, best_mAP: 0.8501 [2024-04-16 10:27:28 INFO]: Epoch [434][1/1] lr: 0.0005, eta: 0:00:47, time: 0.056, data_time: 0.375, memory: 1764, loss_cls: 0.5309, loss_sal: 0.0918, loss_video_cal: 0.0193, loss_layer_cal: 0.0060, loss: 0.6480, scale: 16384.0000 [2024-04-16 10:27:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_434.pth... [2024-04-16 10:27:28 INFO]: Validating... [2024-04-16 10:27:29 INFO]: Epoch (val) [434][1] loss_cls: 0.5207, loss_sal: 0.4809, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0017, mAP: 0.6551, best_mAP: 0.8501 [2024-04-16 10:27:29 INFO]: Epoch [435][1/1] lr: 0.0005, eta: 0:00:46, time: 0.057, data_time: 0.373, memory: 1764, loss_cls: 0.5303, loss_sal: 0.0226, loss_video_cal: 0.0179, loss_layer_cal: 0.0138, loss: 0.5845, scale: 16384.0000 [2024-04-16 10:27:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_435.pth... [2024-04-16 10:27:29 INFO]: Validating... [2024-04-16 10:27:29 INFO]: Epoch (val) [435][1] loss_cls: 0.5212, loss_sal: 0.4843, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0056, mAP: 0.6214, best_mAP: 0.8501 [2024-04-16 10:27:30 INFO]: Epoch [436][1/1] lr: 0.0005, eta: 0:00:45, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5320, loss_sal: 0.1461, loss_video_cal: 0.0134, loss_layer_cal: 0.0043, loss: 0.6958, scale: 16384.0000 [2024-04-16 10:27:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_436.pth... [2024-04-16 10:27:30 INFO]: Validating... [2024-04-16 10:27:30 INFO]: Epoch (val) [436][1] loss_cls: 0.5232, loss_sal: 0.4864, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0097, mAP: 0.6214, best_mAP: 0.8501 [2024-04-16 10:27:30 INFO]: Epoch [437][1/1] lr: 0.0005, eta: 0:00:45, time: 0.056, data_time: 0.368, memory: 1764, loss_cls: 0.5323, loss_sal: 0.0379, loss_video_cal: 0.0039, loss_layer_cal: 0.0050, loss: 0.5791, scale: 16384.0000 [2024-04-16 10:27:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_437.pth... [2024-04-16 10:27:31 INFO]: Validating... [2024-04-16 10:27:31 INFO]: Epoch (val) [437][1] loss_cls: 0.5255, loss_sal: 0.4881, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0137, mAP: 0.6214, best_mAP: 0.8501 [2024-04-16 10:27:31 INFO]: Epoch [438][1/1] lr: 0.0005, eta: 0:00:44, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5303, loss_sal: 0.0961, loss_video_cal: 0.0064, loss_layer_cal: 0.0034, loss: 0.6362, scale: 16384.0000 [2024-04-16 10:27:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_438.pth... [2024-04-16 10:27:31 INFO]: Validating... [2024-04-16 10:27:31 INFO]: Epoch (val) [438][1] loss_cls: 0.5270, loss_sal: 0.4921, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0192, mAP: 0.6214, best_mAP: 0.8501 [2024-04-16 10:27:32 INFO]: Epoch [439][1/1] lr: 0.0005, eta: 0:00:43, time: 0.057, data_time: 0.370, memory: 1764, loss_cls: 0.5292, loss_sal: 0.0480, loss_video_cal: 0.0068, loss_layer_cal: 0.0053, loss: 0.5893, scale: 16384.0000 [2024-04-16 10:27:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_439.pth... [2024-04-16 10:27:32 INFO]: Validating... [2024-04-16 10:27:32 INFO]: Epoch (val) [439][1] loss_cls: 0.5279, loss_sal: 0.4964, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0243, mAP: 0.6214, best_mAP: 0.8501 [2024-04-16 10:27:33 INFO]: Epoch [440][1/1] lr: 0.0005, eta: 0:00:43, time: 0.056, data_time: 0.376, memory: 1764, loss_cls: 0.5317, loss_sal: 0.0698, loss_video_cal: 0.0041, loss_layer_cal: 0.0061, loss: 0.6117, scale: 16384.0000 [2024-04-16 10:27:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_440.pth... [2024-04-16 10:27:33 INFO]: Validating... [2024-04-16 10:27:33 INFO]: Epoch (val) [440][1] loss_cls: 0.5273, loss_sal: 0.4969, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0243, mAP: 0.6214, best_mAP: 0.8501 [2024-04-16 10:27:33 INFO]: Epoch [441][1/1] lr: 0.0005, eta: 0:00:42, time: 0.056, data_time: 0.379, memory: 1764, loss_cls: 0.5298, loss_sal: 0.1154, loss_video_cal: 0.0120, loss_layer_cal: 0.0060, loss: 0.6632, scale: 16384.0000 [2024-04-16 10:27:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_441.pth... [2024-04-16 10:27:33 INFO]: Validating... [2024-04-16 10:27:34 INFO]: Epoch (val) [441][1] loss_cls: 0.5256, loss_sal: 0.4990, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0246, mAP: 0.6214, best_mAP: 0.8501 [2024-04-16 10:27:34 INFO]: Epoch [442][1/1] lr: 0.0005, eta: 0:00:41, time: 0.058, data_time: 0.374, memory: 1764, loss_cls: 0.5315, loss_sal: 0.0894, loss_video_cal: 0.0126, loss_layer_cal: 0.0051, loss: 0.6386, scale: 16384.0000 [2024-04-16 10:27:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_442.pth... [2024-04-16 10:27:34 INFO]: Validating... [2024-04-16 10:27:34 INFO]: Epoch (val) [442][1] loss_cls: 0.5230, loss_sal: 0.5004, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0235, mAP: 0.6214, best_mAP: 0.8501 [2024-04-16 10:27:35 INFO]: Epoch [443][1/1] lr: 0.0005, eta: 0:00:40, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5296, loss_sal: 0.0173, loss_video_cal: 0.0057, loss_layer_cal: 0.0074, loss: 0.5600, scale: 16384.0000 [2024-04-16 10:27:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_443.pth... [2024-04-16 10:27:35 INFO]: Validating... [2024-04-16 10:27:35 INFO]: Epoch (val) [443][1] loss_cls: 0.5212, loss_sal: 0.4997, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0210, mAP: 0.6551, best_mAP: 0.8501 [2024-04-16 10:27:35 INFO]: Epoch [444][1/1] lr: 0.0005, eta: 0:00:40, time: 0.056, data_time: 0.371, memory: 1764, loss_cls: 0.5309, loss_sal: 0.0426, loss_video_cal: 0.0040, loss_layer_cal: 0.0051, loss: 0.5826, scale: 16384.0000 [2024-04-16 10:27:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_444.pth... [2024-04-16 10:27:36 INFO]: Validating... [2024-04-16 10:27:36 INFO]: Epoch (val) [444][1] loss_cls: 0.5202, loss_sal: 0.4988, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0190, mAP: 0.7547, best_mAP: 0.8501 [2024-04-16 10:27:36 INFO]: Epoch [445][1/1] lr: 0.0005, eta: 0:00:39, time: 0.056, data_time: 0.372, memory: 1764, loss_cls: 0.5320, loss_sal: 0.0705, loss_video_cal: 0.0053, loss_layer_cal: 0.0066, loss: 0.6144, scale: 16384.0000 [2024-04-16 10:27:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_445.pth... [2024-04-16 10:27:36 INFO]: Validating... [2024-04-16 10:27:36 INFO]: Epoch (val) [445][1] loss_cls: 0.5198, loss_sal: 0.4957, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0156, mAP: 0.7547, best_mAP: 0.8501 [2024-04-16 10:27:37 INFO]: Epoch [446][1/1] lr: 0.0005, eta: 0:00:38, time: 0.056, data_time: 0.375, memory: 1764, loss_cls: 0.5297, loss_sal: 0.0556, loss_video_cal: 0.0086, loss_layer_cal: 0.0061, loss: 0.6001, scale: 16384.0000 [2024-04-16 10:27:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_446.pth... [2024-04-16 10:27:37 INFO]: Validating... [2024-04-16 10:27:37 INFO]: Epoch (val) [446][1] loss_cls: 0.5197, loss_sal: 0.4944, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0142, mAP: 0.7547, best_mAP: 0.8501 [2024-04-16 10:27:38 INFO]: Epoch [447][1/1] lr: 0.0005, eta: 0:00:38, time: 0.055, data_time: 0.372, memory: 1764, loss_cls: 0.5342, loss_sal: 0.0238, loss_video_cal: 0.0055, loss_layer_cal: 0.0070, loss: 0.5704, scale: 16384.0000 [2024-04-16 10:27:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_447.pth... [2024-04-16 10:27:38 INFO]: Validating... [2024-04-16 10:27:38 INFO]: Epoch (val) [447][1] loss_cls: 0.5198, loss_sal: 0.4928, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0126, mAP: 0.7360, best_mAP: 0.8501 [2024-04-16 10:27:38 INFO]: Epoch [448][1/1] lr: 0.0005, eta: 0:00:37, time: 0.056, data_time: 0.371, memory: 1764, loss_cls: 0.5322, loss_sal: 0.0465, loss_video_cal: 0.0148, loss_layer_cal: 0.0061, loss: 0.5996, scale: 16384.0000 [2024-04-16 10:27:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_448.pth... [2024-04-16 10:27:38 INFO]: Validating... [2024-04-16 10:27:39 INFO]: Epoch (val) [448][1] loss_cls: 0.5203, loss_sal: 0.4909, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0113, mAP: 0.7360, best_mAP: 0.8501 [2024-04-16 10:27:39 INFO]: Epoch [449][1/1] lr: 0.0005, eta: 0:00:36, time: 0.056, data_time: 0.375, memory: 1764, loss_cls: 0.5309, loss_sal: 0.0522, loss_video_cal: 0.0104, loss_layer_cal: 0.0040, loss: 0.5975, scale: 16384.0000 [2024-04-16 10:27:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_449.pth... [2024-04-16 10:27:39 INFO]: Validating... [2024-04-16 10:27:39 INFO]: Epoch (val) [449][1] loss_cls: 0.5213, loss_sal: 0.4899, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0113, mAP: 0.7360, best_mAP: 0.8501 [2024-04-16 10:27:40 INFO]: Epoch [450][1/1] lr: 0.0005, eta: 0:00:35, time: 0.057, data_time: 0.376, memory: 1764, loss_cls: 0.5305, loss_sal: 0.0885, loss_video_cal: 0.0054, loss_layer_cal: 0.0052, loss: 0.6296, scale: 16384.0000 [2024-04-16 10:27:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_450.pth... [2024-04-16 10:27:40 INFO]: Validating... [2024-04-16 10:27:40 INFO]: Epoch (val) [450][1] loss_cls: 0.5223, loss_sal: 0.4896, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0120, mAP: 0.7370, best_mAP: 0.8501 [2024-04-16 10:27:41 INFO]: Epoch [451][1/1] lr: 0.0005, eta: 0:00:35, time: 0.057, data_time: 0.372, memory: 1764, loss_cls: 0.5315, loss_sal: 0.1146, loss_video_cal: 0.0043, loss_layer_cal: 0.0071, loss: 0.6575, scale: 16384.0000 [2024-04-16 10:27:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_451.pth... [2024-04-16 10:27:41 INFO]: Validating... [2024-04-16 10:27:41 INFO]: Epoch (val) [451][1] loss_cls: 0.5235, loss_sal: 0.4870, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0106, mAP: 0.7370, best_mAP: 0.8501 [2024-04-16 10:27:41 INFO]: Epoch [452][1/1] lr: 0.0005, eta: 0:00:34, time: 0.056, data_time: 0.371, memory: 1764, loss_cls: 0.5308, loss_sal: 0.0437, loss_video_cal: 0.0039, loss_layer_cal: 0.0051, loss: 0.5835, scale: 16384.0000 [2024-04-16 10:27:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_452.pth... [2024-04-16 10:27:41 INFO]: Validating... [2024-04-16 10:27:42 INFO]: Epoch (val) [452][1] loss_cls: 0.5239, loss_sal: 0.4855, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0094, mAP: 0.7370, best_mAP: 0.8501 [2024-04-16 10:27:42 INFO]: Epoch [453][1/1] lr: 0.0005, eta: 0:00:33, time: 0.056, data_time: 0.378, memory: 1764, loss_cls: 0.5312, loss_sal: 0.0323, loss_video_cal: 0.0098, loss_layer_cal: 0.0052, loss: 0.5784, scale: 16384.0000 [2024-04-16 10:27:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_453.pth... [2024-04-16 10:27:42 INFO]: Validating... [2024-04-16 10:27:42 INFO]: Epoch (val) [453][1] loss_cls: 0.5224, loss_sal: 0.4852, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0077, mAP: 0.7349, best_mAP: 0.8501 [2024-04-16 10:27:43 INFO]: Epoch [454][1/1] lr: 0.0005, eta: 0:00:33, time: 0.056, data_time: 0.375, memory: 1764, loss_cls: 0.5304, loss_sal: 0.0375, loss_video_cal: 0.0059, loss_layer_cal: 0.0032, loss: 0.5770, scale: 16384.0000 [2024-04-16 10:27:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_454.pth... [2024-04-16 10:27:43 INFO]: Validating... [2024-04-16 10:27:43 INFO]: Epoch (val) [454][1] loss_cls: 0.5201, loss_sal: 0.4846, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0048, mAP: 0.7377, best_mAP: 0.8501 [2024-04-16 10:27:43 INFO]: Epoch [455][1/1] lr: 0.0005, eta: 0:00:32, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5293, loss_sal: 0.2653, loss_video_cal: 0.0062, loss_layer_cal: 0.0041, loss: 0.8049, scale: 16384.0000 [2024-04-16 10:27:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_455.pth... [2024-04-16 10:27:43 INFO]: Validating... [2024-04-16 10:27:44 INFO]: Epoch (val) [455][1] loss_cls: 0.5177, loss_sal: 0.4822, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9999, mAP: 0.7715, best_mAP: 0.8501 [2024-04-16 10:27:44 INFO]: Epoch [456][1/1] lr: 0.0005, eta: 0:00:31, time: 0.057, data_time: 0.373, memory: 1764, loss_cls: 0.5304, loss_sal: 0.1047, loss_video_cal: 0.0145, loss_layer_cal: 0.0039, loss: 0.6535, scale: 16384.0000 [2024-04-16 10:27:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_456.pth... [2024-04-16 10:27:44 INFO]: Validating... [2024-04-16 10:27:44 INFO]: Epoch (val) [456][1] loss_cls: 0.5173, loss_sal: 0.4801, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9975, mAP: 0.7676, best_mAP: 0.8501 [2024-04-16 10:27:45 INFO]: Epoch [457][1/1] lr: 0.0005, eta: 0:00:30, time: 0.057, data_time: 0.373, memory: 1764, loss_cls: 0.5312, loss_sal: 0.2187, loss_video_cal: 0.0068, loss_layer_cal: 0.0065, loss: 0.7632, scale: 16384.0000 [2024-04-16 10:27:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_457.pth... [2024-04-16 10:27:45 INFO]: Validating... [2024-04-16 10:27:45 INFO]: Epoch (val) [457][1] loss_cls: 0.5212, loss_sal: 0.4766, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9979, mAP: 0.7851, best_mAP: 0.8501 [2024-04-16 10:27:46 INFO]: Epoch [458][1/1] lr: 0.0005, eta: 0:00:30, time: 0.055, data_time: 0.377, memory: 1764, loss_cls: 0.5281, loss_sal: 0.1136, loss_video_cal: 0.0039, loss_layer_cal: 0.0043, loss: 0.6498, scale: 16384.0000 [2024-04-16 10:27:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_458.pth... [2024-04-16 10:27:46 INFO]: Validating... [2024-04-16 10:27:46 INFO]: Epoch (val) [458][1] loss_cls: 0.5259, loss_sal: 0.4804, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0064, mAP: 0.7850, best_mAP: 0.8501 [2024-04-16 10:27:46 INFO]: Epoch [459][1/1] lr: 0.0005, eta: 0:00:29, time: 0.055, data_time: 0.371, memory: 1764, loss_cls: 0.5271, loss_sal: 0.0299, loss_video_cal: 0.0093, loss_layer_cal: 0.0037, loss: 0.5701, scale: 16384.0000 [2024-04-16 10:27:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_459.pth... [2024-04-16 10:27:46 INFO]: Validating... [2024-04-16 10:27:47 INFO]: Epoch (val) [459][1] loss_cls: 0.5304, loss_sal: 0.4854, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0159, mAP: 0.6780, best_mAP: 0.8501 [2024-04-16 10:27:47 INFO]: Epoch [460][1/1] lr: 0.0005, eta: 0:00:28, time: 0.056, data_time: 0.373, memory: 1764, loss_cls: 0.5301, loss_sal: 0.0747, loss_video_cal: 0.0047, loss_layer_cal: 0.0061, loss: 0.6155, scale: 16384.0000 [2024-04-16 10:27:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_460.pth... [2024-04-16 10:27:47 INFO]: Validating... [2024-04-16 10:27:47 INFO]: Epoch (val) [460][1] loss_cls: 0.5296, loss_sal: 0.4863, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0160, mAP: 0.6723, best_mAP: 0.8501 [2024-04-16 10:27:48 INFO]: Epoch [461][1/1] lr: 0.0005, eta: 0:00:28, time: 0.057, data_time: 0.372, memory: 1764, loss_cls: 0.5304, loss_sal: 0.0645, loss_video_cal: 0.0248, loss_layer_cal: 0.0064, loss: 0.6261, scale: 16384.0000 [2024-04-16 10:27:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_461.pth... [2024-04-16 10:27:48 INFO]: Validating... [2024-04-16 10:27:48 INFO]: Epoch (val) [461][1] loss_cls: 0.5272, loss_sal: 0.4855, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0127, mAP: 0.6526, best_mAP: 0.8501 [2024-04-16 10:27:48 INFO]: Epoch [462][1/1] lr: 0.0005, eta: 0:00:27, time: 0.057, data_time: 0.373, memory: 1764, loss_cls: 0.5323, loss_sal: 0.1168, loss_video_cal: 0.0021, loss_layer_cal: 0.0059, loss: 0.6571, scale: 16384.0000 [2024-04-16 10:27:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_462.pth... [2024-04-16 10:27:48 INFO]: Validating... [2024-04-16 10:27:49 INFO]: Epoch (val) [462][1] loss_cls: 0.5216, loss_sal: 0.4861, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0078, mAP: 0.6401, best_mAP: 0.8501 [2024-04-16 10:27:49 INFO]: Epoch [463][1/1] lr: 0.0005, eta: 0:00:26, time: 0.056, data_time: 0.371, memory: 1764, loss_cls: 0.5275, loss_sal: 0.1067, loss_video_cal: 0.0034, loss_layer_cal: 0.0050, loss: 0.6425, scale: 16384.0000 [2024-04-16 10:27:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_463.pth... [2024-04-16 10:27:49 INFO]: Validating... [2024-04-16 10:27:49 INFO]: Epoch (val) [463][1] loss_cls: 0.5179, loss_sal: 0.4854, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0033, mAP: 0.5602, best_mAP: 0.8501 [2024-04-16 10:27:50 INFO]: Epoch [464][1/1] lr: 0.0005, eta: 0:00:25, time: 0.055, data_time: 0.372, memory: 1764, loss_cls: 0.5284, loss_sal: 0.0777, loss_video_cal: 0.0047, loss_layer_cal: 0.0074, loss: 0.6182, scale: 16384.0000 [2024-04-16 10:27:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_464.pth... [2024-04-16 10:27:50 INFO]: Validating... [2024-04-16 10:27:50 INFO]: Epoch (val) [464][1] loss_cls: 0.5157, loss_sal: 0.4836, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9994, mAP: 0.5102, best_mAP: 0.8501 [2024-04-16 10:27:50 INFO]: Epoch [465][1/1] lr: 0.0005, eta: 0:00:25, time: 0.056, data_time: 0.376, memory: 1764, loss_cls: 0.5278, loss_sal: 0.0715, loss_video_cal: 0.0047, loss_layer_cal: 0.0070, loss: 0.6110, scale: 16384.0000 [2024-04-16 10:27:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_465.pth... [2024-04-16 10:27:51 INFO]: Validating... [2024-04-16 10:27:51 INFO]: Epoch (val) [465][1] loss_cls: 0.5146, loss_sal: 0.4840, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9987, mAP: 0.5102, best_mAP: 0.8501 [2024-04-16 10:27:51 INFO]: Epoch [466][1/1] lr: 0.0005, eta: 0:00:24, time: 0.057, data_time: 0.370, memory: 1764, loss_cls: 0.5312, loss_sal: 0.1335, loss_video_cal: 0.0054, loss_layer_cal: 0.0056, loss: 0.6757, scale: 16384.0000 [2024-04-16 10:27:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_466.pth... [2024-04-16 10:27:51 INFO]: Validating... [2024-04-16 10:27:52 INFO]: Epoch (val) [466][1] loss_cls: 0.5153, loss_sal: 0.4847, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0001, mAP: 0.5354, best_mAP: 0.8501 [2024-04-16 10:27:52 INFO]: Epoch [467][1/1] lr: 0.0005, eta: 0:00:23, time: 0.055, data_time: 0.375, memory: 1764, loss_cls: 0.5290, loss_sal: 0.0816, loss_video_cal: 0.0041, loss_layer_cal: 0.0031, loss: 0.6178, scale: 16384.0000 [2024-04-16 10:27:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_467.pth... [2024-04-16 10:27:52 INFO]: Validating... [2024-04-16 10:27:52 INFO]: Epoch (val) [467][1] loss_cls: 0.5165, loss_sal: 0.4859, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0024, mAP: 0.5354, best_mAP: 0.8501 [2024-04-16 10:27:53 INFO]: Epoch [468][1/1] lr: 0.0005, eta: 0:00:22, time: 0.057, data_time: 0.373, memory: 1764, loss_cls: 0.5306, loss_sal: 0.0426, loss_video_cal: 0.0075, loss_layer_cal: 0.0046, loss: 0.5853, scale: 16384.0000 [2024-04-16 10:27:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_468.pth... [2024-04-16 10:27:53 INFO]: Validating... [2024-04-16 10:27:53 INFO]: Epoch (val) [468][1] loss_cls: 0.5176, loss_sal: 0.4873, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0050, mAP: 0.5354, best_mAP: 0.8501 [2024-04-16 10:27:53 INFO]: Epoch [469][1/1] lr: 0.0005, eta: 0:00:22, time: 0.057, data_time: 0.375, memory: 1764, loss_cls: 0.5289, loss_sal: 0.0429, loss_video_cal: 0.0117, loss_layer_cal: 0.0083, loss: 0.5918, scale: 16384.0000 [2024-04-16 10:27:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_469.pth... [2024-04-16 10:27:53 INFO]: Validating... [2024-04-16 10:27:54 INFO]: Epoch (val) [469][1] loss_cls: 0.5185, loss_sal: 0.4896, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0081, mAP: 0.5354, best_mAP: 0.8501 [2024-04-16 10:27:54 INFO]: Epoch [470][1/1] lr: 0.0005, eta: 0:00:21, time: 0.056, data_time: 0.375, memory: 1764, loss_cls: 0.5318, loss_sal: 0.1108, loss_video_cal: 0.0028, loss_layer_cal: 0.0039, loss: 0.6493, scale: 16384.0000 [2024-04-16 10:27:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_470.pth... [2024-04-16 10:27:54 INFO]: Validating... [2024-04-16 10:27:54 INFO]: Epoch (val) [470][1] loss_cls: 0.5187, loss_sal: 0.4942, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0129, mAP: 0.5354, best_mAP: 0.8501 [2024-04-16 10:27:55 INFO]: Epoch [471][1/1] lr: 0.0005, eta: 0:00:20, time: 0.055, data_time: 0.376, memory: 1764, loss_cls: 0.5301, loss_sal: 0.0965, loss_video_cal: 0.0070, loss_layer_cal: 0.0031, loss: 0.6367, scale: 16384.0000 [2024-04-16 10:27:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_471.pth... [2024-04-16 10:27:55 INFO]: Validating... [2024-04-16 10:27:55 INFO]: Epoch (val) [471][1] loss_cls: 0.5188, loss_sal: 0.5010, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0198, mAP: 0.5354, best_mAP: 0.8501 [2024-04-16 10:27:56 INFO]: Epoch [472][1/1] lr: 0.0005, eta: 0:00:20, time: 0.057, data_time: 0.371, memory: 1764, loss_cls: 0.5313, loss_sal: 0.0383, loss_video_cal: 0.0027, loss_layer_cal: 0.0038, loss: 0.5761, scale: 16384.0000 [2024-04-16 10:27:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_472.pth... [2024-04-16 10:27:56 INFO]: Validating... [2024-04-16 10:27:56 INFO]: Epoch (val) [472][1] loss_cls: 0.5193, loss_sal: 0.5073, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0266, mAP: 0.5354, best_mAP: 0.8501 [2024-04-16 10:27:56 INFO]: Epoch [473][1/1] lr: 0.0005, eta: 0:00:19, time: 0.057, data_time: 0.374, memory: 1764, loss_cls: 0.5305, loss_sal: 0.0329, loss_video_cal: 0.0113, loss_layer_cal: 0.0037, loss: 0.5784, scale: 16384.0000 [2024-04-16 10:27:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_473.pth... [2024-04-16 10:27:56 INFO]: Validating... [2024-04-16 10:27:57 INFO]: Epoch (val) [473][1] loss_cls: 0.5193, loss_sal: 0.5180, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0373, mAP: 0.5124, best_mAP: 0.8501 [2024-04-16 10:27:57 INFO]: Epoch [474][1/1] lr: 0.0005, eta: 0:00:18, time: 0.055, data_time: 0.376, memory: 1764, loss_cls: 0.5301, loss_sal: 0.0711, loss_video_cal: 0.0067, loss_layer_cal: 0.0041, loss: 0.6119, scale: 16384.0000 [2024-04-16 10:27:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_474.pth... [2024-04-16 10:27:57 INFO]: Validating... [2024-04-16 10:27:57 INFO]: Epoch (val) [474][1] loss_cls: 0.5197, loss_sal: 0.5278, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0475, mAP: 0.5592, best_mAP: 0.8501 [2024-04-16 10:27:58 INFO]: Epoch [475][1/1] lr: 0.0005, eta: 0:00:17, time: 0.056, data_time: 0.376, memory: 1764, loss_cls: 0.5295, loss_sal: 0.0856, loss_video_cal: 0.0043, loss_layer_cal: 0.0045, loss: 0.6240, scale: 16384.0000 [2024-04-16 10:27:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_475.pth... [2024-04-16 10:27:58 INFO]: Validating... [2024-04-16 10:27:58 INFO]: Epoch (val) [475][1] loss_cls: 0.5195, loss_sal: 0.5384, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0579, mAP: 0.5492, best_mAP: 0.8501 [2024-04-16 10:27:58 INFO]: Epoch [476][1/1] lr: 0.0005, eta: 0:00:17, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5277, loss_sal: 0.0450, loss_video_cal: 0.0092, loss_layer_cal: 0.0040, loss: 0.5859, scale: 16384.0000 [2024-04-16 10:27:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_476.pth... [2024-04-16 10:27:58 INFO]: Validating... [2024-04-16 10:27:59 INFO]: Epoch (val) [476][1] loss_cls: 0.5194, loss_sal: 0.5556, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 1.0750, mAP: 0.6172, best_mAP: 0.8501 [2024-04-16 10:27:59 INFO]: Epoch [477][1/1] lr: 0.0005, eta: 0:00:16, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5319, loss_sal: 0.1578, loss_video_cal: 0.0153, loss_layer_cal: 0.0064, loss: 0.7114, scale: 16384.0000 [2024-04-16 10:27:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_477.pth... [2024-04-16 10:27:59 INFO]: Validating... [2024-04-16 10:27:59 INFO]: Epoch (val) [477][1] loss_cls: 0.5197, loss_sal: 0.5639, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0836, mAP: 0.6076, best_mAP: 0.8501 [2024-04-16 10:28:00 INFO]: Epoch [478][1/1] lr: 0.0005, eta: 0:00:15, time: 0.056, data_time: 0.377, memory: 1764, loss_cls: 0.5361, loss_sal: 0.0770, loss_video_cal: 0.0054, loss_layer_cal: 0.0046, loss: 0.6231, scale: 16384.0000 [2024-04-16 10:28:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_478.pth... [2024-04-16 10:28:00 INFO]: Validating... [2024-04-16 10:28:00 INFO]: Epoch (val) [478][1] loss_cls: 0.5204, loss_sal: 0.5669, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0874, mAP: 0.6198, best_mAP: 0.8501 [2024-04-16 10:28:01 INFO]: Epoch [479][1/1] lr: 0.0005, eta: 0:00:15, time: 0.058, data_time: 0.378, memory: 1764, loss_cls: 0.5320, loss_sal: 0.0905, loss_video_cal: 0.0093, loss_layer_cal: 0.0057, loss: 0.6375, scale: 16384.0000 [2024-04-16 10:28:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_479.pth... [2024-04-16 10:28:01 INFO]: Validating... [2024-04-16 10:28:01 INFO]: Epoch (val) [479][1] loss_cls: 0.5211, loss_sal: 0.5749, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0960, mAP: 0.6375, best_mAP: 0.8501 [2024-04-16 10:28:01 INFO]: Epoch [480][1/1] lr: 0.0005, eta: 0:00:14, time: 0.057, data_time: 0.375, memory: 1764, loss_cls: 0.5295, loss_sal: 0.0829, loss_video_cal: 0.0034, loss_layer_cal: 0.0028, loss: 0.6186, scale: 16384.0000 [2024-04-16 10:28:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_480.pth... [2024-04-16 10:28:01 INFO]: Validating... [2024-04-16 10:28:02 INFO]: Epoch (val) [480][1] loss_cls: 0.5220, loss_sal: 0.5799, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1020, mAP: 0.6394, best_mAP: 0.8501 [2024-04-16 10:28:02 INFO]: Epoch [481][1/1] lr: 0.0005, eta: 0:00:13, time: 0.056, data_time: 0.372, memory: 1764, loss_cls: 0.5314, loss_sal: 0.0960, loss_video_cal: 0.0081, loss_layer_cal: 0.0036, loss: 0.6391, scale: 16384.0000 [2024-04-16 10:28:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_481.pth... [2024-04-16 10:28:02 INFO]: Validating... [2024-04-16 10:28:02 INFO]: Epoch (val) [481][1] loss_cls: 0.5249, loss_sal: 0.5987, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1236, mAP: 0.6125, best_mAP: 0.8501 [2024-04-16 10:28:03 INFO]: Epoch [482][1/1] lr: 0.0005, eta: 0:00:12, time: 0.056, data_time: 0.371, memory: 1764, loss_cls: 0.5364, loss_sal: 0.0708, loss_video_cal: 0.0082, loss_layer_cal: 0.0056, loss: 0.6210, scale: 16384.0000 [2024-04-16 10:28:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_482.pth... [2024-04-16 10:28:03 INFO]: Validating... [2024-04-16 10:28:03 INFO]: Epoch (val) [482][1] loss_cls: 0.5279, loss_sal: 0.6003, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1282, mAP: 0.6059, best_mAP: 0.8501 [2024-04-16 10:28:03 INFO]: Epoch [483][1/1] lr: 0.0005, eta: 0:00:12, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5325, loss_sal: 0.0265, loss_video_cal: 0.0153, loss_layer_cal: 0.0037, loss: 0.5779, scale: 16384.0000 [2024-04-16 10:28:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_483.pth... [2024-04-16 10:28:03 INFO]: Validating... [2024-04-16 10:28:04 INFO]: Epoch (val) [483][1] loss_cls: 0.5291, loss_sal: 0.6091, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1383, mAP: 0.6087, best_mAP: 0.8501 [2024-04-16 10:28:04 INFO]: Epoch [484][1/1] lr: 0.0005, eta: 0:00:11, time: 0.057, data_time: 0.370, memory: 1764, loss_cls: 0.5314, loss_sal: 0.0217, loss_video_cal: 0.0065, loss_layer_cal: 0.0060, loss: 0.5657, scale: 16384.0000 [2024-04-16 10:28:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_484.pth... [2024-04-16 10:28:04 INFO]: Validating... [2024-04-16 10:28:04 INFO]: Epoch (val) [484][1] loss_cls: 0.5275, loss_sal: 0.6034, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1310, mAP: 0.6254, best_mAP: 0.8501 [2024-04-16 10:28:05 INFO]: Epoch [485][1/1] lr: 0.0005, eta: 0:00:10, time: 0.057, data_time: 0.374, memory: 1764, loss_cls: 0.5317, loss_sal: 0.1717, loss_video_cal: 0.0047, loss_layer_cal: 0.0044, loss: 0.7125, scale: 16384.0000 [2024-04-16 10:28:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_485.pth... [2024-04-16 10:28:05 INFO]: Validating... [2024-04-16 10:28:05 INFO]: Epoch (val) [485][1] loss_cls: 0.5297, loss_sal: 0.6225, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1523, mAP: 0.6087, best_mAP: 0.8501 [2024-04-16 10:28:05 INFO]: Epoch [486][1/1] lr: 0.0005, eta: 0:00:10, time: 0.057, data_time: 0.373, memory: 1764, loss_cls: 0.5315, loss_sal: 0.0376, loss_video_cal: 0.0094, loss_layer_cal: 0.0043, loss: 0.5829, scale: 16384.0000 [2024-04-16 10:28:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_486.pth... [2024-04-16 10:28:06 INFO]: Validating... [2024-04-16 10:28:06 INFO]: Epoch (val) [486][1] loss_cls: 0.5297, loss_sal: 0.6288, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1586, mAP: 0.6332, best_mAP: 0.8501 [2024-04-16 10:28:06 INFO]: Epoch [487][1/1] lr: 0.0005, eta: 0:00:09, time: 0.056, data_time: 0.375, memory: 1764, loss_cls: 0.5285, loss_sal: 0.1606, loss_video_cal: 0.0060, loss_layer_cal: 0.0043, loss: 0.6994, scale: 16384.0000 [2024-04-16 10:28:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_487.pth... [2024-04-16 10:28:06 INFO]: Validating... [2024-04-16 10:28:06 INFO]: Epoch (val) [487][1] loss_cls: 0.5310, loss_sal: 0.6695, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2006, mAP: 0.6476, best_mAP: 0.8501 [2024-04-16 10:28:07 INFO]: Epoch [488][1/1] lr: 0.0005, eta: 0:00:08, time: 0.056, data_time: 0.375, memory: 1764, loss_cls: 0.5304, loss_sal: 0.0592, loss_video_cal: 0.0060, loss_layer_cal: 0.0030, loss: 0.5986, scale: 16384.0000 [2024-04-16 10:28:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_488.pth... [2024-04-16 10:28:07 INFO]: Validating... [2024-04-16 10:28:07 INFO]: Epoch (val) [488][1] loss_cls: 0.5290, loss_sal: 0.6913, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2204, mAP: 0.6565, best_mAP: 0.8501 [2024-04-16 10:28:08 INFO]: Epoch [489][1/1] lr: 0.0005, eta: 0:00:07, time: 0.056, data_time: 0.375, memory: 1764, loss_cls: 0.5319, loss_sal: 0.0586, loss_video_cal: 0.0057, loss_layer_cal: 0.0033, loss: 0.5995, scale: 16384.0000 [2024-04-16 10:28:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_489.pth... [2024-04-16 10:28:08 INFO]: Validating... [2024-04-16 10:28:08 INFO]: Epoch (val) [489][1] loss_cls: 0.5237, loss_sal: 0.6940, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2178, mAP: 0.6779, best_mAP: 0.8501 [2024-04-16 10:28:08 INFO]: Epoch [490][1/1] lr: 0.0005, eta: 0:00:07, time: 0.056, data_time: 0.374, memory: 1764, loss_cls: 0.5299, loss_sal: 0.0341, loss_video_cal: 0.0065, loss_layer_cal: 0.0046, loss: 0.5751, scale: 16384.0000 [2024-04-16 10:28:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_490.pth... [2024-04-16 10:28:08 INFO]: Validating... [2024-04-16 10:28:09 INFO]: Epoch (val) [490][1] loss_cls: 0.5188, loss_sal: 0.6916, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2105, mAP: 0.7092, best_mAP: 0.8501 [2024-04-16 10:28:09 INFO]: Epoch [491][1/1] lr: 0.0005, eta: 0:00:06, time: 0.057, data_time: 0.376, memory: 1764, loss_cls: 0.5311, loss_sal: 0.1581, loss_video_cal: 0.0045, loss_layer_cal: 0.0042, loss: 0.6979, scale: 16384.0000 [2024-04-16 10:28:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_491.pth... [2024-04-16 10:28:09 INFO]: Validating... [2024-04-16 10:28:09 INFO]: Epoch (val) [491][1] loss_cls: 0.5138, loss_sal: 0.6985, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2124, mAP: 0.7152, best_mAP: 0.8501 [2024-04-16 10:28:10 INFO]: Epoch [492][1/1] lr: 0.0005, eta: 0:00:05, time: 0.056, data_time: 0.369, memory: 1764, loss_cls: 0.5366, loss_sal: 0.0807, loss_video_cal: 0.0109, loss_layer_cal: 0.0042, loss: 0.6325, scale: 16384.0000 [2024-04-16 10:28:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_492.pth... [2024-04-16 10:28:10 INFO]: Validating... [2024-04-16 10:28:10 INFO]: Epoch (val) [492][1] loss_cls: 0.5118, loss_sal: 0.7026, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2145, mAP: 0.7105, best_mAP: 0.8501 [2024-04-16 10:28:10 INFO]: Epoch [493][1/1] lr: 0.0005, eta: 0:00:05, time: 0.056, data_time: 0.370, memory: 1764, loss_cls: 0.5357, loss_sal: 0.0679, loss_video_cal: 0.0042, loss_layer_cal: 0.0045, loss: 0.6123, scale: 16384.0000 [2024-04-16 10:28:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_493.pth... [2024-04-16 10:28:11 INFO]: Validating... [2024-04-16 10:28:11 INFO]: Epoch (val) [493][1] loss_cls: 0.5112, loss_sal: 0.6923, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.2035, mAP: 0.7306, best_mAP: 0.8501 [2024-04-16 10:28:11 INFO]: Epoch [494][1/1] lr: 0.0005, eta: 0:00:04, time: 0.057, data_time: 0.375, memory: 1764, loss_cls: 0.5346, loss_sal: 0.1165, loss_video_cal: 0.0097, loss_layer_cal: 0.0110, loss: 0.6718, scale: 16384.0000 [2024-04-16 10:28:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_494.pth... [2024-04-16 10:28:11 INFO]: Validating... [2024-04-16 10:28:11 INFO]: Epoch (val) [494][1] loss_cls: 0.5112, loss_sal: 0.6668, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1781, mAP: 0.6999, best_mAP: 0.8501 [2024-04-16 10:28:12 INFO]: Epoch [495][1/1] lr: 0.0005, eta: 0:00:03, time: 0.055, data_time: 0.371, memory: 1764, loss_cls: 0.5317, loss_sal: 0.0994, loss_video_cal: 0.0048, loss_layer_cal: 0.0035, loss: 0.6395, scale: 16384.0000 [2024-04-16 10:28:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_495.pth... [2024-04-16 10:28:12 INFO]: Validating... [2024-04-16 10:28:12 INFO]: Epoch (val) [495][1] loss_cls: 0.5119, loss_sal: 0.6303, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1422, mAP: 0.7226, best_mAP: 0.8501 [2024-04-16 10:28:13 INFO]: Epoch [496][1/1] lr: 0.0005, eta: 0:00:02, time: 0.056, data_time: 0.377, memory: 1764, loss_cls: 0.5288, loss_sal: 0.0650, loss_video_cal: 0.0118, loss_layer_cal: 0.0026, loss: 0.6081, scale: 16384.0000 [2024-04-16 10:28:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_496.pth... [2024-04-16 10:28:13 INFO]: Validating... [2024-04-16 10:28:13 INFO]: Epoch (val) [496][1] loss_cls: 0.5133, loss_sal: 0.5974, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.1108, mAP: 0.6543, best_mAP: 0.8501 [2024-04-16 10:28:13 INFO]: Epoch [497][1/1] lr: 0.0005, eta: 0:00:02, time: 0.055, data_time: 0.372, memory: 1764, loss_cls: 0.5282, loss_sal: 0.0365, loss_video_cal: 0.0058, loss_layer_cal: 0.0044, loss: 0.5750, scale: 16384.0000 [2024-04-16 10:28:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_497.pth... [2024-04-16 10:28:13 INFO]: Validating... [2024-04-16 10:28:14 INFO]: Epoch (val) [497][1] loss_cls: 0.5146, loss_sal: 0.5717, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0865, mAP: 0.6508, best_mAP: 0.8501 [2024-04-16 10:28:14 INFO]: Epoch [498][1/1] lr: 0.0005, eta: 0:00:01, time: 0.055, data_time: 0.371, memory: 1764, loss_cls: 0.5264, loss_sal: 0.0117, loss_video_cal: 0.0033, loss_layer_cal: 0.0040, loss: 0.5453, scale: 16384.0000 [2024-04-16 10:28:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_498.pth... [2024-04-16 10:28:14 INFO]: Validating... [2024-04-16 10:28:14 INFO]: Epoch (val) [498][1] loss_cls: 0.5160, loss_sal: 0.5527, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0687, mAP: 0.6800, best_mAP: 0.8501 [2024-04-16 10:28:15 INFO]: Epoch [499][1/1] lr: 0.0005, eta: 0:00:00, time: 0.055, data_time: 0.371, memory: 1764, loss_cls: 0.5297, loss_sal: 0.0611, loss_video_cal: 0.0053, loss_layer_cal: 0.0076, loss: 0.6037, scale: 16384.0000 [2024-04-16 10:28:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_499.pth... [2024-04-16 10:28:15 INFO]: Validating... [2024-04-16 10:28:15 INFO]: Epoch (val) [499][1] loss_cls: 0.5165, loss_sal: 0.5399, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0565, mAP: 0.6793, best_mAP: 0.8501 [2024-04-16 10:28:15 INFO]: Epoch [500][1/1] lr: 0.0005, eta: 0:00:00, time: 0.055, data_time: 0.372, memory: 1764, loss_cls: 0.5296, loss_sal: 0.2953, loss_video_cal: 0.0067, loss_layer_cal: 0.0045, loss: 0.8360, scale: 16384.0000 [2024-04-16 10:28:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ms/epoch_500.pth... [2024-04-16 10:28:16 INFO]: Validating... [2024-04-16 10:28:16 INFO]: Epoch (val) [500][1] loss_cls: 0.5183, loss_sal: 0.5207, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0391, mAP: 0.6888, best_mAP: 0.8501 [2024-04-16 10:28:16 INFO]: Overall training speed: 500 iterations in 0:00:28 (0.0576 s/it) [2024-04-16 10:28:16 INFO]: Done running in 0:05:59 (0:05:18 on hooks)