[2024-04-16 14:51:09 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 14:51:09 INFO]: Launcher: None [2024-04-16 14:51:09 INFO]: Config: /n/home01/coco/r2-tuning-dev/configs/tvsum/r2_tuning_tvsum_ds.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='DS'), 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='DS')) 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 14:51:09 INFO]: Using random seed: 44926425 [2024-04-16 14:51:10 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 14:51:10 INFO]: Learnable Parameters: [2024-04-16 14:51:10 INFO]: module.coef - torch.Size([1]) [2024-04-16 14:51:10 INFO]: module.adapter.gate - torch.Size([3]) [2024-04-16 14:51:10 INFO]: module.adapter.scale - torch.Size([4]) [2024-04-16 14:51:10 INFO]: module.adapter.video_map.0.weight - torch.Size([768]) [2024-04-16 14:51:10 INFO]: module.adapter.video_map.0.bias - torch.Size([768]) [2024-04-16 14:51:10 INFO]: module.adapter.video_map.2.weight - torch.Size([256, 768]) [2024-04-16 14:51:10 INFO]: module.adapter.video_map.2.bias - torch.Size([256]) [2024-04-16 14:51:10 INFO]: module.adapter.video_map.4.weight - torch.Size([256]) [2024-04-16 14:51:10 INFO]: module.adapter.video_map.4.bias - torch.Size([256]) [2024-04-16 14:51:10 INFO]: module.adapter.video_map.6.weight - torch.Size([256, 256]) [2024-04-16 14:51:10 INFO]: module.adapter.video_map.6.bias - torch.Size([256]) [2024-04-16 14:51:10 INFO]: module.adapter.query_map.0.weight - torch.Size([512]) [2024-04-16 14:51:10 INFO]: module.adapter.query_map.0.bias - torch.Size([512]) [2024-04-16 14:51:10 INFO]: module.adapter.query_map.2.weight - torch.Size([256, 512]) [2024-04-16 14:51:10 INFO]: module.adapter.query_map.2.bias - torch.Size([256]) [2024-04-16 14:51:10 INFO]: module.adapter.query_map.4.weight - torch.Size([256]) [2024-04-16 14:51:10 INFO]: module.adapter.query_map.4.bias - torch.Size([256]) [2024-04-16 14:51:10 INFO]: module.adapter.query_map.6.weight - torch.Size([256, 256]) [2024-04-16 14:51:10 INFO]: module.adapter.query_map.6.bias - torch.Size([256]) [2024-04-16 14:51:10 INFO]: module.adapter.v_map.weight - torch.Size([256, 256]) [2024-04-16 14:51:10 INFO]: module.adapter.v_map.bias - torch.Size([256]) [2024-04-16 14:51:10 INFO]: module.adapter.q_map.weight - torch.Size([256, 256]) [2024-04-16 14:51:10 INFO]: module.adapter.q_map.bias - torch.Size([256]) [2024-04-16 14:51:10 INFO]: module.adapter.tem.cross_att.q.weight - torch.Size([256, 256]) [2024-04-16 14:51:10 INFO]: module.adapter.tem.cross_att.q.bias - torch.Size([256]) [2024-04-16 14:51:10 INFO]: module.adapter.tem.cross_att.k.weight - torch.Size([256, 256]) [2024-04-16 14:51:10 INFO]: module.adapter.tem.cross_att.k.bias - torch.Size([256]) [2024-04-16 14:51:10 INFO]: module.adapter.tem.cross_att.v.weight - torch.Size([256, 256]) [2024-04-16 14:51:10 INFO]: module.adapter.tem.cross_att.v.bias - torch.Size([256]) [2024-04-16 14:51:10 INFO]: module.adapter.tem.cross_att.m.weight - torch.Size([256, 256]) [2024-04-16 14:51:10 INFO]: module.adapter.tem.cross_att.m.bias - torch.Size([256]) [2024-04-16 14:51:10 INFO]: module.adapter.tem.cross_att_norm.weight - torch.Size([256]) [2024-04-16 14:51:10 INFO]: module.adapter.tem.cross_att_norm.bias - torch.Size([256]) [2024-04-16 14:51:10 INFO]: module.adapter.tem.self_att.q.weight - torch.Size([256, 256]) [2024-04-16 14:51:10 INFO]: module.adapter.tem.self_att.q.bias - torch.Size([256]) [2024-04-16 14:51:10 INFO]: module.adapter.tem.self_att.k.weight - torch.Size([256, 256]) [2024-04-16 14:51:10 INFO]: module.adapter.tem.self_att.k.bias - torch.Size([256]) [2024-04-16 14:51:10 INFO]: module.adapter.tem.self_att.v.weight - torch.Size([256, 256]) [2024-04-16 14:51:10 INFO]: module.adapter.tem.self_att.v.bias - torch.Size([256]) [2024-04-16 14:51:10 INFO]: module.adapter.tem.self_att.m.weight - torch.Size([256, 256]) [2024-04-16 14:51:10 INFO]: module.adapter.tem.self_att.m.bias - torch.Size([256]) [2024-04-16 14:51:10 INFO]: module.adapter.tem.self_att_norm.weight - torch.Size([256]) [2024-04-16 14:51:10 INFO]: module.adapter.tem.self_att_norm.bias - torch.Size([256]) [2024-04-16 14:51:10 INFO]: module.adapter.tem.ffn.mapping.0.weight - torch.Size([1024, 256]) [2024-04-16 14:51:10 INFO]: module.adapter.tem.ffn.mapping.0.bias - torch.Size([1024]) [2024-04-16 14:51:10 INFO]: module.adapter.tem.ffn.mapping.2.weight - torch.Size([256, 1024]) [2024-04-16 14:51:10 INFO]: module.adapter.tem.ffn.mapping.2.bias - torch.Size([256]) [2024-04-16 14:51:10 INFO]: module.adapter.tem.ffn_norm.weight - torch.Size([256]) [2024-04-16 14:51:10 INFO]: module.adapter.tem.ffn_norm.bias - torch.Size([256]) [2024-04-16 14:51:10 INFO]: module.pooling.att.weight - torch.Size([1, 256]) [2024-04-16 14:51:10 INFO]: module.class_head.module.1.weight - torch.Size([256, 256, 3]) [2024-04-16 14:51:10 INFO]: module.class_head.module.1.bias - torch.Size([256]) [2024-04-16 14:51:10 INFO]: module.class_head.module.3.weight - torch.Size([1, 256, 3]) [2024-04-16 14:51:10 INFO]: module.class_head.module.3.bias - torch.Size([1]) [2024-04-16 14:51:10 INFO]: Learnable Parameters: 1.761M (100.0%) [2024-04-16 14:51:10 INFO]: Auto Scale Batch Size: 1 GPU(s) * 4 Samples [2024-04-16 14:51:10 INFO]: Distributed: False, AMP: fp16, Debug: False [2024-04-16 14:51:10 INFO]: Launch engine, host: coco@holygpu8a29203.rc.fas.harvard.edu, work_dir: work_dirs/r2_tuning_tvsum_ds [2024-04-16 14:51:10 INFO]: Stage: 1, epochs: 500, optimizer: AdamW(lr: 0.0005, weight_decay: 0.0001) [2024-04-16 14:51:11 INFO]: Epoch [1][1/1] lr: 0.0, eta: 0:11:18, time: 0.661, data_time: 0.698, memory: 1009, loss_cls: 0.7237, loss_sal: 0.4360, loss_video_cal: 0.1887, loss_layer_cal: 0.1862, loss: 1.5347, scale: 65536.0000 [2024-04-16 14:51:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_1.pth... [2024-04-16 14:51:11 INFO]: Validating... [2024-04-16 14:51:12 INFO]: Epoch (val) [1][1] loss_cls: 0.7260, loss_sal: 0.5527, loss_video_cal: 0.0000, loss_layer_cal: 0.1356, loss: 1.4143, mAP: 0.4672, best_mAP: 0.4672 [2024-04-16 14:51:12 INFO]: Epoch [2][1/1] lr: 1e-05, eta: 0:09:06, time: 0.046, data_time: 0.285, memory: 1031, loss_cls: 0.7144, loss_sal: 0.4165, loss_video_cal: 0.1574, loss_layer_cal: 0.1924, loss: 1.4807, scale: 65536.0000 [2024-04-16 14:51:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_2.pth... [2024-04-16 14:51:12 INFO]: Validating... [2024-04-16 14:51:12 INFO]: Epoch (val) [2][1] loss_cls: 0.7190, loss_sal: 0.5523, loss_video_cal: 0.0000, loss_layer_cal: 0.1351, loss: 1.4064, mAP: 0.4672, best_mAP: 0.4672 [2024-04-16 14:51:13 INFO]: Epoch [3][1/1] lr: 2e-05, eta: 0:07:59, time: 0.041, data_time: 0.265, memory: 1031, loss_cls: 0.7232, loss_sal: 0.4453, loss_video_cal: 0.1758, loss_layer_cal: 0.1727, loss: 1.5170, scale: 65536.0000 [2024-04-16 14:51:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_3.pth... [2024-04-16 14:51:13 INFO]: Validating... [2024-04-16 14:51:13 INFO]: Epoch (val) [3][1] loss_cls: 0.7059, loss_sal: 0.5515, loss_video_cal: 0.0000, loss_layer_cal: 0.1343, loss: 1.3917, mAP: 0.2674, best_mAP: 0.4672 [2024-04-16 14:51:13 INFO]: Epoch [4][1/1] lr: 3e-05, eta: 0:07:12, time: 0.040, data_time: 0.269, memory: 1031, loss_cls: 0.7040, loss_sal: 0.4474, loss_video_cal: 0.1992, loss_layer_cal: 0.2024, loss: 1.5530, scale: 65536.0000 [2024-04-16 14:51:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_4.pth... [2024-04-16 14:51:13 INFO]: Validating... [2024-04-16 14:51:14 INFO]: Epoch (val) [4][1] loss_cls: 0.6869, loss_sal: 0.5509, loss_video_cal: 0.0000, loss_layer_cal: 0.1333, loss: 1.3712, mAP: 0.2383, best_mAP: 0.4672 [2024-04-16 14:51:14 INFO]: Epoch [5][1/1] lr: 4e-05, eta: 0:06:44, time: 0.040, data_time: 0.265, memory: 1031, loss_cls: 0.6792, loss_sal: 0.4280, loss_video_cal: 0.1897, loss_layer_cal: 0.1690, loss: 1.4660, scale: 65536.0000 [2024-04-16 14:51:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_5.pth... [2024-04-16 14:51:14 INFO]: Validating... [2024-04-16 14:51:14 INFO]: Epoch (val) [5][1] loss_cls: 0.6643, loss_sal: 0.5507, loss_video_cal: 0.0000, loss_layer_cal: 0.1321, loss: 1.3471, mAP: 0.1912, best_mAP: 0.4672 [2024-04-16 14:51:14 INFO]: Epoch [6][1/1] lr: 5e-05, eta: 0:06:24, time: 0.042, data_time: 0.268, memory: 1031, loss_cls: 0.6628, loss_sal: 0.4159, loss_video_cal: 0.1582, loss_layer_cal: 0.1433, loss: 1.3802, scale: 65536.0000 [2024-04-16 14:51:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_6.pth... [2024-04-16 14:51:14 INFO]: Validating... [2024-04-16 14:51:15 INFO]: Epoch (val) [6][1] loss_cls: 0.6406, loss_sal: 0.5510, loss_video_cal: 0.0000, loss_layer_cal: 0.1303, loss: 1.3220, mAP: 0.1907, best_mAP: 0.4672 [2024-04-16 14:51:15 INFO]: Epoch [7][1/1] lr: 6e-05, eta: 0:06:10, time: 0.041, data_time: 0.264, memory: 1031, loss_cls: 0.6573, loss_sal: 0.4429, loss_video_cal: 0.1872, loss_layer_cal: 0.1884, loss: 1.4758, scale: 65536.0000 [2024-04-16 14:51:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_7.pth... [2024-04-16 14:51:15 INFO]: Validating... [2024-04-16 14:51:15 INFO]: Epoch (val) [7][1] loss_cls: 0.6180, loss_sal: 0.5491, loss_video_cal: 0.0000, loss_layer_cal: 0.1282, loss: 1.2953, mAP: 0.1802, best_mAP: 0.4672 [2024-04-16 14:51:16 INFO]: Epoch [8][1/1] lr: 7e-05, eta: 0:05:59, time: 0.041, data_time: 0.264, memory: 1031, loss_cls: 0.6247, loss_sal: 0.4242, loss_video_cal: 0.1840, loss_layer_cal: 0.1740, loss: 1.4069, scale: 65536.0000 [2024-04-16 14:51:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_8.pth... [2024-04-16 14:51:16 INFO]: Validating... [2024-04-16 14:51:16 INFO]: Epoch (val) [8][1] loss_cls: 0.5973, loss_sal: 0.5454, loss_video_cal: 0.0000, loss_layer_cal: 0.1257, loss: 1.2684, mAP: 0.1433, best_mAP: 0.4672 [2024-04-16 14:51:16 INFO]: Epoch [9][1/1] lr: 8e-05, eta: 0:05:51, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.6073, loss_sal: 0.4437, loss_video_cal: 0.2035, loss_layer_cal: 0.1776, loss: 1.4322, scale: 65536.0000 [2024-04-16 14:51:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_9.pth... [2024-04-16 14:51:16 INFO]: Validating... [2024-04-16 14:51:16 INFO]: Epoch (val) [9][1] loss_cls: 0.5795, loss_sal: 0.5416, loss_video_cal: 0.0000, loss_layer_cal: 0.1232, loss: 1.2444, mAP: 0.1433, best_mAP: 0.4672 [2024-04-16 14:51:17 INFO]: Epoch [10][1/1] lr: 9e-05, eta: 0:05:44, time: 0.040, data_time: 0.265, memory: 1031, loss_cls: 0.5951, loss_sal: 0.4251, loss_video_cal: 0.1389, loss_layer_cal: 0.1183, loss: 1.2774, scale: 65536.0000 [2024-04-16 14:51:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_10.pth... [2024-04-16 14:51:17 INFO]: Validating... [2024-04-16 14:51:17 INFO]: Epoch (val) [10][1] loss_cls: 0.5662, loss_sal: 0.5406, loss_video_cal: 0.0000, loss_layer_cal: 0.1206, loss: 1.2274, mAP: 0.1612, best_mAP: 0.4672 [2024-04-16 14:51:17 INFO]: Epoch [11][1/1] lr: 0.0001, eta: 0:05:38, time: 0.040, data_time: 0.271, memory: 1031, loss_cls: 0.5767, loss_sal: 0.4162, loss_video_cal: 0.1521, loss_layer_cal: 0.1225, loss: 1.2675, scale: 65536.0000 [2024-04-16 14:51:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_11.pth... [2024-04-16 14:51:17 INFO]: Validating... [2024-04-16 14:51:18 INFO]: Epoch (val) [11][1] loss_cls: 0.5577, loss_sal: 0.5419, loss_video_cal: 0.0000, loss_layer_cal: 0.1179, loss: 1.2174, mAP: 0.1612, best_mAP: 0.4672 [2024-04-16 14:51:18 INFO]: Epoch [12][1/1] lr: 0.00011, eta: 0:05:34, time: 0.042, data_time: 0.270, memory: 1031, loss_cls: 0.5758, loss_sal: 0.4274, loss_video_cal: 0.1687, loss_layer_cal: 0.1553, loss: 1.3272, scale: 65536.0000 [2024-04-16 14:51:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_12.pth... [2024-04-16 14:51:18 INFO]: Validating... [2024-04-16 14:51:18 INFO]: Epoch (val) [12][1] loss_cls: 0.5538, loss_sal: 0.5415, loss_video_cal: 0.0000, loss_layer_cal: 0.1152, loss: 1.2104, mAP: 0.1988, best_mAP: 0.4672 [2024-04-16 14:51:19 INFO]: Epoch [13][1/1] lr: 0.00012, eta: 0:05:30, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5699, loss_sal: 0.4063, loss_video_cal: 0.1684, loss_layer_cal: 0.1434, loss: 1.2879, scale: 65536.0000 [2024-04-16 14:51:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_13.pth... [2024-04-16 14:51:19 INFO]: Validating... [2024-04-16 14:51:19 INFO]: Epoch (val) [13][1] loss_cls: 0.5537, loss_sal: 0.5414, loss_video_cal: 0.0000, loss_layer_cal: 0.1127, loss: 1.2078, mAP: 0.1988, best_mAP: 0.4672 [2024-04-16 14:51:19 INFO]: Epoch [14][1/1] lr: 0.00013, eta: 0:05:27, time: 0.041, data_time: 0.263, memory: 1031, loss_cls: 0.5684, loss_sal: 0.4370, loss_video_cal: 0.1798, loss_layer_cal: 0.1497, loss: 1.3348, scale: 65536.0000 [2024-04-16 14:51:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_14.pth... [2024-04-16 14:51:19 INFO]: Validating... [2024-04-16 14:51:19 INFO]: Epoch (val) [14][1] loss_cls: 0.5566, loss_sal: 0.5406, loss_video_cal: 0.0000, loss_layer_cal: 0.1102, loss: 1.2074, mAP: 0.1988, best_mAP: 0.4672 [2024-04-16 14:51:20 INFO]: Epoch [15][1/1] lr: 0.00014, eta: 0:05:24, time: 0.042, data_time: 0.270, memory: 1031, loss_cls: 0.5721, loss_sal: 0.4150, loss_video_cal: 0.1481, loss_layer_cal: 0.1653, loss: 1.3005, scale: 65536.0000 [2024-04-16 14:51:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_15.pth... [2024-04-16 14:51:20 INFO]: Validating... [2024-04-16 14:51:20 INFO]: Epoch (val) [15][1] loss_cls: 0.5610, loss_sal: 0.5393, loss_video_cal: 0.0000, loss_layer_cal: 0.1077, loss: 1.2080, mAP: 0.2115, best_mAP: 0.4672 [2024-04-16 14:51:20 INFO]: Epoch [16][1/1] lr: 0.00015, eta: 0:05:21, time: 0.042, data_time: 0.267, memory: 1031, loss_cls: 0.5772, loss_sal: 0.4268, loss_video_cal: 0.1483, loss_layer_cal: 0.1208, loss: 1.2732, scale: 65536.0000 [2024-04-16 14:51:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_16.pth... [2024-04-16 14:51:20 INFO]: Validating... [2024-04-16 14:51:21 INFO]: Epoch (val) [16][1] loss_cls: 0.5653, loss_sal: 0.5400, loss_video_cal: 0.0000, loss_layer_cal: 0.1052, loss: 1.2105, mAP: 0.1988, best_mAP: 0.4672 [2024-04-16 14:51:21 INFO]: Epoch [17][1/1] lr: 0.00016, eta: 0:05:18, time: 0.041, data_time: 0.268, memory: 1031, loss_cls: 0.5757, loss_sal: 0.4164, loss_video_cal: 0.1654, loss_layer_cal: 0.1449, loss: 1.3024, scale: 65536.0000 [2024-04-16 14:51:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_17.pth... [2024-04-16 14:51:21 INFO]: Validating... [2024-04-16 14:51:21 INFO]: Epoch (val) [17][1] loss_cls: 0.5688, loss_sal: 0.5395, loss_video_cal: 0.0000, loss_layer_cal: 0.1027, loss: 1.2111, mAP: 0.2115, best_mAP: 0.4672 [2024-04-16 14:51:22 INFO]: Epoch [18][1/1] lr: 0.00017, eta: 0:05:15, time: 0.041, data_time: 0.265, memory: 1031, loss_cls: 0.5801, loss_sal: 0.4264, loss_video_cal: 0.1688, loss_layer_cal: 0.1309, loss: 1.3062, scale: 65536.0000 [2024-04-16 14:51:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_18.pth... [2024-04-16 14:51:22 INFO]: Validating... [2024-04-16 14:51:22 INFO]: Epoch (val) [18][1] loss_cls: 0.5707, loss_sal: 0.5396, loss_video_cal: 0.0000, loss_layer_cal: 0.1003, loss: 1.2106, mAP: 0.1803, best_mAP: 0.4672 [2024-04-16 14:51:22 INFO]: Epoch [19][1/1] lr: 0.00018, eta: 0:05:13, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5870, loss_sal: 0.4139, loss_video_cal: 0.1554, loss_layer_cal: 0.1550, loss: 1.3112, scale: 65536.0000 [2024-04-16 14:51:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_19.pth... [2024-04-16 14:51:22 INFO]: Validating... [2024-04-16 14:51:22 INFO]: Epoch (val) [19][1] loss_cls: 0.5701, loss_sal: 0.5396, loss_video_cal: 0.0000, loss_layer_cal: 0.0979, loss: 1.2076, mAP: 0.1803, best_mAP: 0.4672 [2024-04-16 14:51:23 INFO]: Epoch [20][1/1] lr: 0.00019, eta: 0:05:11, time: 0.040, data_time: 0.267, memory: 1031, loss_cls: 0.5911, loss_sal: 0.4250, loss_video_cal: 0.1417, loss_layer_cal: 0.1562, loss: 1.3140, scale: 65536.0000 [2024-04-16 14:51:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_20.pth... [2024-04-16 14:51:23 INFO]: Validating... [2024-04-16 14:51:23 INFO]: Epoch (val) [20][1] loss_cls: 0.5670, loss_sal: 0.5392, loss_video_cal: 0.0000, loss_layer_cal: 0.0955, loss: 1.2018, mAP: 0.1803, best_mAP: 0.4672 [2024-04-16 14:51:23 INFO]: Epoch [21][1/1] lr: 0.0002, eta: 0:05:09, time: 0.040, data_time: 0.268, memory: 1031, loss_cls: 0.5846, loss_sal: 0.4052, loss_video_cal: 0.1456, loss_layer_cal: 0.1223, loss: 1.2577, scale: 65536.0000 [2024-04-16 14:51:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_21.pth... [2024-04-16 14:51:23 INFO]: Validating... [2024-04-16 14:51:24 INFO]: Epoch (val) [21][1] loss_cls: 0.5626, loss_sal: 0.5377, loss_video_cal: 0.0000, loss_layer_cal: 0.0933, loss: 1.1936, mAP: 0.1803, best_mAP: 0.4672 [2024-04-16 14:51:24 INFO]: Epoch [22][1/1] lr: 0.00021, eta: 0:05:08, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5886, loss_sal: 0.4463, loss_video_cal: 0.1621, loss_layer_cal: 0.1265, loss: 1.3235, scale: 65536.0000 [2024-04-16 14:51:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_22.pth... [2024-04-16 14:51:24 INFO]: Validating... [2024-04-16 14:51:24 INFO]: Epoch (val) [22][1] loss_cls: 0.5579, loss_sal: 0.5362, loss_video_cal: 0.0000, loss_layer_cal: 0.0913, loss: 1.1854, mAP: 0.1803, best_mAP: 0.4672 [2024-04-16 14:51:25 INFO]: Epoch [23][1/1] lr: 0.00022, eta: 0:05:06, time: 0.042, data_time: 0.267, memory: 1031, loss_cls: 0.5767, loss_sal: 0.4241, loss_video_cal: 0.1323, loss_layer_cal: 0.1230, loss: 1.2561, scale: 65536.0000 [2024-04-16 14:51:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_23.pth... [2024-04-16 14:51:25 INFO]: Validating... [2024-04-16 14:51:25 INFO]: Epoch (val) [23][1] loss_cls: 0.5546, loss_sal: 0.5361, loss_video_cal: 0.0000, loss_layer_cal: 0.0895, loss: 1.1803, mAP: 0.1803, best_mAP: 0.4672 [2024-04-16 14:51:25 INFO]: Epoch [24][1/1] lr: 0.00023, eta: 0:05:05, time: 0.041, data_time: 0.268, memory: 1031, loss_cls: 0.5726, loss_sal: 0.4102, loss_video_cal: 0.1498, loss_layer_cal: 0.1203, loss: 1.2530, scale: 65536.0000 [2024-04-16 14:51:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_24.pth... [2024-04-16 14:51:25 INFO]: Validating... [2024-04-16 14:51:25 INFO]: Epoch (val) [24][1] loss_cls: 0.5535, loss_sal: 0.5358, loss_video_cal: 0.0000, loss_layer_cal: 0.0880, loss: 1.1774, mAP: 0.1825, best_mAP: 0.4672 [2024-04-16 14:51:26 INFO]: Epoch [25][1/1] lr: 0.00024, eta: 0:05:04, time: 0.041, data_time: 0.265, memory: 1031, loss_cls: 0.5678, loss_sal: 0.4050, loss_video_cal: 0.1507, loss_layer_cal: 0.1554, loss: 1.2789, scale: 65536.0000 [2024-04-16 14:51:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_25.pth... [2024-04-16 14:51:26 INFO]: Validating... [2024-04-16 14:51:26 INFO]: Epoch (val) [25][1] loss_cls: 0.5550, loss_sal: 0.5352, loss_video_cal: 0.0000, loss_layer_cal: 0.0868, loss: 1.1770, mAP: 0.2153, best_mAP: 0.4672 [2024-04-16 14:51:26 INFO]: Epoch [26][1/1] lr: 0.00025, eta: 0:05:03, time: 0.040, data_time: 0.268, memory: 1031, loss_cls: 0.5675, loss_sal: 0.4229, loss_video_cal: 0.1417, loss_layer_cal: 0.1279, loss: 1.2600, scale: 65536.0000 [2024-04-16 14:51:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_26.pth... [2024-04-16 14:51:26 INFO]: Validating... [2024-04-16 14:51:27 INFO]: Epoch (val) [26][1] loss_cls: 0.5587, loss_sal: 0.5344, loss_video_cal: 0.0000, loss_layer_cal: 0.0857, loss: 1.1788, mAP: 0.2153, best_mAP: 0.4672 [2024-04-16 14:51:27 INFO]: Epoch [27][1/1] lr: 0.00026, eta: 0:05:01, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5683, loss_sal: 0.4318, loss_video_cal: 0.1334, loss_layer_cal: 0.1256, loss: 1.2592, scale: 65536.0000 [2024-04-16 14:51:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_27.pth... [2024-04-16 14:51:27 INFO]: Validating... [2024-04-16 14:51:27 INFO]: Epoch (val) [27][1] loss_cls: 0.5635, loss_sal: 0.5338, loss_video_cal: 0.0000, loss_layer_cal: 0.0847, loss: 1.1820, mAP: 0.2153, best_mAP: 0.4672 [2024-04-16 14:51:28 INFO]: Epoch [28][1/1] lr: 0.00027, eta: 0:05:00, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5713, loss_sal: 0.4195, loss_video_cal: 0.1375, loss_layer_cal: 0.1288, loss: 1.2572, scale: 65536.0000 [2024-04-16 14:51:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_28.pth... [2024-04-16 14:51:28 INFO]: Validating... [2024-04-16 14:51:28 INFO]: Epoch (val) [28][1] loss_cls: 0.5676, loss_sal: 0.5330, loss_video_cal: 0.0000, loss_layer_cal: 0.0837, loss: 1.1843, mAP: 0.2153, best_mAP: 0.4672 [2024-04-16 14:51:28 INFO]: Epoch [29][1/1] lr: 0.00028, eta: 0:04:59, time: 0.042, data_time: 0.267, memory: 1031, loss_cls: 0.5721, loss_sal: 0.4274, loss_video_cal: 0.1495, loss_layer_cal: 0.1078, loss: 1.2568, scale: 65536.0000 [2024-04-16 14:51:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_29.pth... [2024-04-16 14:51:28 INFO]: Validating... [2024-04-16 14:51:28 INFO]: Epoch (val) [29][1] loss_cls: 0.5695, loss_sal: 0.5318, loss_video_cal: 0.0000, loss_layer_cal: 0.0829, loss: 1.1842, mAP: 0.2153, best_mAP: 0.4672 [2024-04-16 14:51:29 INFO]: Epoch [30][1/1] lr: 0.00029, eta: 0:04:57, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5743, loss_sal: 0.4325, loss_video_cal: 0.1383, loss_layer_cal: 0.1122, loss: 1.2573, scale: 65536.0000 [2024-04-16 14:51:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_30.pth... [2024-04-16 14:51:29 INFO]: Validating... [2024-04-16 14:51:29 INFO]: Epoch (val) [30][1] loss_cls: 0.5682, loss_sal: 0.5304, loss_video_cal: 0.0000, loss_layer_cal: 0.0822, loss: 1.1808, mAP: 0.1825, best_mAP: 0.4672 [2024-04-16 14:51:29 INFO]: Epoch [31][1/1] lr: 0.0003, eta: 0:04:56, time: 0.041, data_time: 0.264, memory: 1031, loss_cls: 0.5740, loss_sal: 0.4260, loss_video_cal: 0.1649, loss_layer_cal: 0.1341, loss: 1.2991, scale: 65536.0000 [2024-04-16 14:51:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_31.pth... [2024-04-16 14:51:29 INFO]: Validating... [2024-04-16 14:51:30 INFO]: Epoch (val) [31][1] loss_cls: 0.5643, loss_sal: 0.5291, loss_video_cal: 0.0000, loss_layer_cal: 0.0817, loss: 1.1751, mAP: 0.1829, best_mAP: 0.4672 [2024-04-16 14:51:30 INFO]: Epoch [32][1/1] lr: 0.00031, eta: 0:04:55, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5711, loss_sal: 0.4095, loss_video_cal: 0.1427, loss_layer_cal: 0.1305, loss: 1.2538, scale: 65536.0000 [2024-04-16 14:51:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_32.pth... [2024-04-16 14:51:30 INFO]: Validating... [2024-04-16 14:51:30 INFO]: Epoch (val) [32][1] loss_cls: 0.5599, loss_sal: 0.5287, loss_video_cal: 0.0000, loss_layer_cal: 0.0812, loss: 1.1698, mAP: 0.2092, best_mAP: 0.4672 [2024-04-16 14:51:31 INFO]: Epoch [33][1/1] lr: 0.00032, eta: 0:04:54, time: 0.041, data_time: 0.268, memory: 1031, loss_cls: 0.5676, loss_sal: 0.4179, loss_video_cal: 0.1217, loss_layer_cal: 0.1144, loss: 1.2215, scale: 65536.0000 [2024-04-16 14:51:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_33.pth... [2024-04-16 14:51:31 INFO]: Validating... [2024-04-16 14:51:31 INFO]: Epoch (val) [33][1] loss_cls: 0.5564, loss_sal: 0.5281, loss_video_cal: 0.0000, loss_layer_cal: 0.0808, loss: 1.1653, mAP: 0.2092, best_mAP: 0.4672 [2024-04-16 14:51:31 INFO]: Epoch [34][1/1] lr: 0.00033, eta: 0:04:53, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5668, loss_sal: 0.3937, loss_video_cal: 0.1320, loss_layer_cal: 0.1251, loss: 1.2176, scale: 65536.0000 [2024-04-16 14:51:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_34.pth... [2024-04-16 14:51:31 INFO]: Validating... [2024-04-16 14:51:31 INFO]: Epoch (val) [34][1] loss_cls: 0.5544, loss_sal: 0.5275, loss_video_cal: 0.0000, loss_layer_cal: 0.0805, loss: 1.1623, mAP: 0.2092, best_mAP: 0.4672 [2024-04-16 14:51:32 INFO]: Epoch [35][1/1] lr: 0.00034, eta: 0:04:52, time: 0.042, data_time: 0.267, memory: 1031, loss_cls: 0.5668, loss_sal: 0.4137, loss_video_cal: 0.1137, loss_layer_cal: 0.0901, loss: 1.1842, scale: 65536.0000 [2024-04-16 14:51:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_35.pth... [2024-04-16 14:51:32 INFO]: Validating... [2024-04-16 14:51:32 INFO]: Epoch (val) [35][1] loss_cls: 0.5535, loss_sal: 0.5279, loss_video_cal: 0.0000, loss_layer_cal: 0.0802, loss: 1.1616, mAP: 0.2092, best_mAP: 0.4672 [2024-04-16 14:51:32 INFO]: Epoch [36][1/1] lr: 0.00035, eta: 0:04:51, time: 0.042, data_time: 0.269, memory: 1031, loss_cls: 0.5681, loss_sal: 0.4152, loss_video_cal: 0.1384, loss_layer_cal: 0.1091, loss: 1.2309, scale: 65536.0000 [2024-04-16 14:51:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_36.pth... [2024-04-16 14:51:32 INFO]: Validating... [2024-04-16 14:51:33 INFO]: Epoch (val) [36][1] loss_cls: 0.5535, loss_sal: 0.5283, loss_video_cal: 0.0000, loss_layer_cal: 0.0800, loss: 1.1617, mAP: 0.2092, best_mAP: 0.4672 [2024-04-16 14:51:33 INFO]: Epoch [37][1/1] lr: 0.00036, eta: 0:04:50, time: 0.042, data_time: 0.268, memory: 1031, loss_cls: 0.5680, loss_sal: 0.4104, loss_video_cal: 0.1388, loss_layer_cal: 0.1197, loss: 1.2370, scale: 65536.0000 [2024-04-16 14:51:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_37.pth... [2024-04-16 14:51:33 INFO]: Validating... [2024-04-16 14:51:33 INFO]: Epoch (val) [37][1] loss_cls: 0.5536, loss_sal: 0.5281, loss_video_cal: 0.0000, loss_layer_cal: 0.0795, loss: 1.1612, mAP: 0.2092, best_mAP: 0.4672 [2024-04-16 14:51:34 INFO]: Epoch [38][1/1] lr: 0.00037, eta: 0:04:49, time: 0.041, data_time: 0.270, memory: 1031, loss_cls: 0.5692, loss_sal: 0.4291, loss_video_cal: 0.1158, loss_layer_cal: 0.1016, loss: 1.2158, scale: 65536.0000 [2024-04-16 14:51:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_38.pth... [2024-04-16 14:51:34 INFO]: Validating... [2024-04-16 14:51:34 INFO]: Epoch (val) [38][1] loss_cls: 0.5536, loss_sal: 0.5293, loss_video_cal: 0.0000, loss_layer_cal: 0.0790, loss: 1.1620, mAP: 0.2092, best_mAP: 0.4672 [2024-04-16 14:51:34 INFO]: Epoch [39][1/1] lr: 0.00038, eta: 0:04:48, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5683, loss_sal: 0.4130, loss_video_cal: 0.1477, loss_layer_cal: 0.1190, loss: 1.2481, scale: 65536.0000 [2024-04-16 14:51:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_39.pth... [2024-04-16 14:51:34 INFO]: Validating... [2024-04-16 14:51:34 INFO]: Epoch (val) [39][1] loss_cls: 0.5535, loss_sal: 0.5297, loss_video_cal: 0.0000, loss_layer_cal: 0.0787, loss: 1.1619, mAP: 0.2092, best_mAP: 0.4672 [2024-04-16 14:51:35 INFO]: Epoch [40][1/1] lr: 0.00039, eta: 0:04:47, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5680, loss_sal: 0.4058, loss_video_cal: 0.1480, loss_layer_cal: 0.1057, loss: 1.2275, scale: 65536.0000 [2024-04-16 14:51:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_40.pth... [2024-04-16 14:51:35 INFO]: Validating... [2024-04-16 14:51:35 INFO]: Epoch (val) [40][1] loss_cls: 0.5534, loss_sal: 0.5296, loss_video_cal: 0.0000, loss_layer_cal: 0.0785, loss: 1.1615, mAP: 0.1612, best_mAP: 0.4672 [2024-04-16 14:51:35 INFO]: Epoch [41][1/1] lr: 0.0004, eta: 0:04:46, time: 0.041, data_time: 0.264, memory: 1031, loss_cls: 0.5668, loss_sal: 0.4064, loss_video_cal: 0.1426, loss_layer_cal: 0.1158, loss: 1.2317, scale: 65536.0000 [2024-04-16 14:51:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_41.pth... [2024-04-16 14:51:35 INFO]: Validating... [2024-04-16 14:51:36 INFO]: Epoch (val) [41][1] loss_cls: 0.5537, loss_sal: 0.5285, loss_video_cal: 0.0000, loss_layer_cal: 0.0783, loss: 1.1605, mAP: 0.1612, best_mAP: 0.4672 [2024-04-16 14:51:36 INFO]: Epoch [42][1/1] lr: 0.00041, eta: 0:04:45, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5662, loss_sal: 0.4166, loss_video_cal: 0.1348, loss_layer_cal: 0.1051, loss: 1.2227, scale: 65536.0000 [2024-04-16 14:51:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_42.pth... [2024-04-16 14:51:36 INFO]: Validating... [2024-04-16 14:51:36 INFO]: Epoch (val) [42][1] loss_cls: 0.5543, loss_sal: 0.5282, loss_video_cal: 0.0000, loss_layer_cal: 0.0780, loss: 1.1605, mAP: 0.1612, best_mAP: 0.4672 [2024-04-16 14:51:37 INFO]: Epoch [43][1/1] lr: 0.00042, eta: 0:04:44, time: 0.041, data_time: 0.268, memory: 1031, loss_cls: 0.5663, loss_sal: 0.4121, loss_video_cal: 0.1276, loss_layer_cal: 0.1020, loss: 1.2079, scale: 65536.0000 [2024-04-16 14:51:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_43.pth... [2024-04-16 14:51:37 INFO]: Validating... [2024-04-16 14:51:37 INFO]: Epoch (val) [43][1] loss_cls: 0.5551, loss_sal: 0.5274, loss_video_cal: 0.0000, loss_layer_cal: 0.0776, loss: 1.1601, mAP: 0.1539, best_mAP: 0.4672 [2024-04-16 14:51:37 INFO]: Epoch [44][1/1] lr: 0.00043, eta: 0:04:43, time: 0.042, data_time: 0.265, memory: 1031, loss_cls: 0.5667, loss_sal: 0.4231, loss_video_cal: 0.1153, loss_layer_cal: 0.1068, loss: 1.2120, scale: 65536.0000 [2024-04-16 14:51:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_44.pth... [2024-04-16 14:51:37 INFO]: Validating... [2024-04-16 14:51:37 INFO]: Epoch (val) [44][1] loss_cls: 0.5558, loss_sal: 0.5277, loss_video_cal: 0.0000, loss_layer_cal: 0.0773, loss: 1.1607, mAP: 0.2168, best_mAP: 0.4672 [2024-04-16 14:51:38 INFO]: Epoch [45][1/1] lr: 0.00044, eta: 0:04:42, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5670, loss_sal: 0.4164, loss_video_cal: 0.1065, loss_layer_cal: 0.0988, loss: 1.1887, scale: 65536.0000 [2024-04-16 14:51:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_45.pth... [2024-04-16 14:51:38 INFO]: Validating... [2024-04-16 14:51:38 INFO]: Epoch (val) [45][1] loss_cls: 0.5558, loss_sal: 0.5295, loss_video_cal: 0.0000, loss_layer_cal: 0.0770, loss: 1.1623, mAP: 0.2240, best_mAP: 0.4672 [2024-04-16 14:51:38 INFO]: Epoch [46][1/1] lr: 0.00045, eta: 0:04:41, time: 0.040, data_time: 0.270, memory: 1031, loss_cls: 0.5670, loss_sal: 0.3981, loss_video_cal: 0.1342, loss_layer_cal: 0.0995, loss: 1.1988, scale: 65536.0000 [2024-04-16 14:51:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_46.pth... [2024-04-16 14:51:38 INFO]: Validating... [2024-04-16 14:51:39 INFO]: Epoch (val) [46][1] loss_cls: 0.5554, loss_sal: 0.5292, loss_video_cal: 0.0000, loss_layer_cal: 0.0765, loss: 1.1610, mAP: 0.2240, best_mAP: 0.4672 [2024-04-16 14:51:39 INFO]: Epoch [47][1/1] lr: 0.00046, eta: 0:04:41, time: 0.041, data_time: 0.265, memory: 1031, loss_cls: 0.5668, loss_sal: 0.4190, loss_video_cal: 0.1287, loss_layer_cal: 0.1098, loss: 1.2243, scale: 65536.0000 [2024-04-16 14:51:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_47.pth... [2024-04-16 14:51:39 INFO]: Validating... [2024-04-16 14:51:39 INFO]: Epoch (val) [47][1] loss_cls: 0.5547, loss_sal: 0.5285, loss_video_cal: 0.0000, loss_layer_cal: 0.0760, loss: 1.1592, mAP: 0.2240, best_mAP: 0.4672 [2024-04-16 14:51:39 INFO]: Epoch [48][1/1] lr: 0.00047, eta: 0:04:40, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5668, loss_sal: 0.4204, loss_video_cal: 0.1179, loss_layer_cal: 0.0726, loss: 1.1777, scale: 65536.0000 [2024-04-16 14:51:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_48.pth... [2024-04-16 14:51:40 INFO]: Validating... [2024-04-16 14:51:40 INFO]: Epoch (val) [48][1] loss_cls: 0.5539, loss_sal: 0.5278, loss_video_cal: 0.0000, loss_layer_cal: 0.0753, loss: 1.1570, mAP: 0.2203, best_mAP: 0.4672 [2024-04-16 14:51:40 INFO]: Epoch [49][1/1] lr: 0.00048, eta: 0:04:39, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5665, loss_sal: 0.4095, loss_video_cal: 0.1108, loss_layer_cal: 0.0982, loss: 1.1849, scale: 65536.0000 [2024-04-16 14:51:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_49.pth... [2024-04-16 14:51:40 INFO]: Validating... [2024-04-16 14:51:40 INFO]: Epoch (val) [49][1] loss_cls: 0.5535, loss_sal: 0.5265, loss_video_cal: 0.0000, loss_layer_cal: 0.0747, loss: 1.1546, mAP: 0.2203, best_mAP: 0.4672 [2024-04-16 14:51:41 INFO]: Epoch [50][1/1] lr: 0.00049, eta: 0:04:38, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5663, loss_sal: 0.3953, loss_video_cal: 0.0965, loss_layer_cal: 0.0950, loss: 1.1531, scale: 65536.0000 [2024-04-16 14:51:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_50.pth... [2024-04-16 14:51:41 INFO]: Validating... [2024-04-16 14:51:41 INFO]: Epoch (val) [50][1] loss_cls: 0.5533, loss_sal: 0.5260, loss_video_cal: 0.0000, loss_layer_cal: 0.0738, loss: 1.1532, mAP: 0.2203, best_mAP: 0.4672 [2024-04-16 14:51:41 INFO]: Epoch [51][1/1] lr: 0.0005, eta: 0:04:37, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5666, loss_sal: 0.3905, loss_video_cal: 0.1306, loss_layer_cal: 0.0894, loss: 1.1770, scale: 65536.0000 [2024-04-16 14:51:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_51.pth... [2024-04-16 14:51:41 INFO]: Validating... [2024-04-16 14:51:42 INFO]: Epoch (val) [51][1] loss_cls: 0.5533, loss_sal: 0.5263, loss_video_cal: 0.0000, loss_layer_cal: 0.0728, loss: 1.1524, mAP: 0.2203, best_mAP: 0.4672 [2024-04-16 14:51:42 INFO]: Epoch [52][1/1] lr: 0.0005, eta: 0:04:36, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5665, loss_sal: 0.4101, loss_video_cal: 0.0893, loss_layer_cal: 0.0890, loss: 1.1549, scale: 65536.0000 [2024-04-16 14:51:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_52.pth... [2024-04-16 14:51:42 INFO]: Validating... [2024-04-16 14:51:42 INFO]: Epoch (val) [52][1] loss_cls: 0.5533, loss_sal: 0.5256, loss_video_cal: 0.0000, loss_layer_cal: 0.0718, loss: 1.1507, mAP: 0.2688, best_mAP: 0.4672 [2024-04-16 14:51:42 INFO]: Epoch [53][1/1] lr: 0.0005, eta: 0:04:36, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5660, loss_sal: 0.4294, loss_video_cal: 0.1213, loss_layer_cal: 0.0743, loss: 1.1910, scale: 65536.0000 [2024-04-16 14:51:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_53.pth... [2024-04-16 14:51:43 INFO]: Validating... [2024-04-16 14:51:43 INFO]: Epoch (val) [53][1] loss_cls: 0.5533, loss_sal: 0.5246, loss_video_cal: 0.0000, loss_layer_cal: 0.0708, loss: 1.1487, mAP: 0.2688, best_mAP: 0.4672 [2024-04-16 14:51:43 INFO]: Epoch [54][1/1] lr: 0.0005, eta: 0:04:35, time: 0.041, data_time: 0.268, memory: 1031, loss_cls: 0.5660, loss_sal: 0.3975, loss_video_cal: 0.0945, loss_layer_cal: 0.0905, loss: 1.1486, scale: 65536.0000 [2024-04-16 14:51:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_54.pth... [2024-04-16 14:51:43 INFO]: Validating... [2024-04-16 14:51:43 INFO]: Epoch (val) [54][1] loss_cls: 0.5534, loss_sal: 0.5233, loss_video_cal: 0.0000, loss_layer_cal: 0.0697, loss: 1.1464, mAP: 0.2688, best_mAP: 0.4672 [2024-04-16 14:51:44 INFO]: Epoch [55][1/1] lr: 0.0005, eta: 0:04:34, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5659, loss_sal: 0.3967, loss_video_cal: 0.1151, loss_layer_cal: 0.1008, loss: 1.1785, scale: 65536.0000 [2024-04-16 14:51:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_55.pth... [2024-04-16 14:51:44 INFO]: Validating... [2024-04-16 14:51:44 INFO]: Epoch (val) [55][1] loss_cls: 0.5536, loss_sal: 0.5218, loss_video_cal: 0.0000, loss_layer_cal: 0.0687, loss: 1.1441, mAP: 0.2696, best_mAP: 0.4672 [2024-04-16 14:51:44 INFO]: Epoch [56][1/1] lr: 0.0005, eta: 0:04:33, time: 0.041, data_time: 0.268, memory: 1031, loss_cls: 0.5659, loss_sal: 0.4274, loss_video_cal: 0.1068, loss_layer_cal: 0.0758, loss: 1.1759, scale: 65536.0000 [2024-04-16 14:51:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_56.pth... [2024-04-16 14:51:44 INFO]: Validating... [2024-04-16 14:51:45 INFO]: Epoch (val) [56][1] loss_cls: 0.5539, loss_sal: 0.5218, loss_video_cal: 0.0000, loss_layer_cal: 0.0678, loss: 1.1435, mAP: 0.2696, best_mAP: 0.4672 [2024-04-16 14:51:45 INFO]: Epoch [57][1/1] lr: 0.0005, eta: 0:04:32, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5661, loss_sal: 0.3986, loss_video_cal: 0.0972, loss_layer_cal: 0.0759, loss: 1.1376, scale: 65536.0000 [2024-04-16 14:51:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_57.pth... [2024-04-16 14:51:45 INFO]: Validating... [2024-04-16 14:51:45 INFO]: Epoch (val) [57][1] loss_cls: 0.5541, loss_sal: 0.5217, loss_video_cal: 0.0000, loss_layer_cal: 0.0672, loss: 1.1430, mAP: 0.2599, best_mAP: 0.4672 [2024-04-16 14:51:45 INFO]: Epoch [58][1/1] lr: 0.0005, eta: 0:04:32, time: 0.040, data_time: 0.270, memory: 1031, loss_cls: 0.5659, loss_sal: 0.4178, loss_video_cal: 0.1129, loss_layer_cal: 0.0948, loss: 1.1915, scale: 65536.0000 [2024-04-16 14:51:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_58.pth... [2024-04-16 14:51:46 INFO]: Validating... [2024-04-16 14:51:46 INFO]: Epoch (val) [58][1] loss_cls: 0.5541, loss_sal: 0.5209, loss_video_cal: 0.0000, loss_layer_cal: 0.0668, loss: 1.1418, mAP: 0.2456, best_mAP: 0.4672 [2024-04-16 14:51:46 INFO]: Epoch [59][1/1] lr: 0.0005, eta: 0:04:31, time: 0.040, data_time: 0.272, memory: 1031, loss_cls: 0.5657, loss_sal: 0.3986, loss_video_cal: 0.1021, loss_layer_cal: 0.0915, loss: 1.1578, scale: 65536.0000 [2024-04-16 14:51:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_59.pth... [2024-04-16 14:51:46 INFO]: Validating... [2024-04-16 14:51:46 INFO]: Epoch (val) [59][1] loss_cls: 0.5541, loss_sal: 0.5198, loss_video_cal: 0.0000, loss_layer_cal: 0.0663, loss: 1.1402, mAP: 0.2688, best_mAP: 0.4672 [2024-04-16 14:51:47 INFO]: Epoch [60][1/1] lr: 0.0005, eta: 0:04:30, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5658, loss_sal: 0.4123, loss_video_cal: 0.1066, loss_layer_cal: 0.0909, loss: 1.1755, scale: 65536.0000 [2024-04-16 14:51:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_60.pth... [2024-04-16 14:51:47 INFO]: Validating... [2024-04-16 14:51:47 INFO]: Epoch (val) [60][1] loss_cls: 0.5538, loss_sal: 0.5196, loss_video_cal: 0.0000, loss_layer_cal: 0.0659, loss: 1.1392, mAP: 0.2688, best_mAP: 0.4672 [2024-04-16 14:51:47 INFO]: Epoch [61][1/1] lr: 0.0005, eta: 0:04:29, time: 0.041, data_time: 0.263, memory: 1031, loss_cls: 0.5658, loss_sal: 0.4169, loss_video_cal: 0.1085, loss_layer_cal: 0.1077, loss: 1.1988, scale: 65536.0000 [2024-04-16 14:51:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_61.pth... [2024-04-16 14:51:47 INFO]: Validating... [2024-04-16 14:51:48 INFO]: Epoch (val) [61][1] loss_cls: 0.5536, loss_sal: 0.5172, loss_video_cal: 0.0000, loss_layer_cal: 0.0655, loss: 1.1363, mAP: 0.2628, best_mAP: 0.4672 [2024-04-16 14:51:48 INFO]: Epoch [62][1/1] lr: 0.0005, eta: 0:04:29, time: 0.041, data_time: 0.265, memory: 1031, loss_cls: 0.5656, loss_sal: 0.3971, loss_video_cal: 0.0804, loss_layer_cal: 0.0830, loss: 1.1261, scale: 65536.0000 [2024-04-16 14:51:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_62.pth... [2024-04-16 14:51:48 INFO]: Validating... [2024-04-16 14:51:48 INFO]: Epoch (val) [62][1] loss_cls: 0.5535, loss_sal: 0.5132, loss_video_cal: 0.0000, loss_layer_cal: 0.0650, loss: 1.1317, mAP: 0.2628, best_mAP: 0.4672 [2024-04-16 14:51:48 INFO]: Epoch [63][1/1] lr: 0.0005, eta: 0:04:28, time: 0.040, data_time: 0.267, memory: 1031, loss_cls: 0.5656, loss_sal: 0.3916, loss_video_cal: 0.0925, loss_layer_cal: 0.0809, loss: 1.1306, scale: 65536.0000 [2024-04-16 14:51:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_63.pth... [2024-04-16 14:51:49 INFO]: Validating... [2024-04-16 14:51:49 INFO]: Epoch (val) [63][1] loss_cls: 0.5534, loss_sal: 0.5100, loss_video_cal: 0.0000, loss_layer_cal: 0.0645, loss: 1.1279, mAP: 0.2639, best_mAP: 0.4672 [2024-04-16 14:51:49 INFO]: Epoch [64][1/1] lr: 0.0005, eta: 0:04:27, time: 0.041, data_time: 0.268, memory: 1031, loss_cls: 0.5653, loss_sal: 0.3812, loss_video_cal: 0.0978, loss_layer_cal: 0.0766, loss: 1.1210, scale: 65536.0000 [2024-04-16 14:51:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_64.pth... [2024-04-16 14:51:49 INFO]: Validating... [2024-04-16 14:51:49 INFO]: Epoch (val) [64][1] loss_cls: 0.5533, loss_sal: 0.5087, loss_video_cal: 0.0000, loss_layer_cal: 0.0641, loss: 1.1260, mAP: 0.2628, best_mAP: 0.4672 [2024-04-16 14:51:50 INFO]: Epoch [65][1/1] lr: 0.0005, eta: 0:04:26, time: 0.040, data_time: 0.269, memory: 1031, loss_cls: 0.5657, loss_sal: 0.4033, loss_video_cal: 0.0928, loss_layer_cal: 0.0831, loss: 1.1449, scale: 65536.0000 [2024-04-16 14:51:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_65.pth... [2024-04-16 14:51:50 INFO]: Validating... [2024-04-16 14:51:50 INFO]: Epoch (val) [65][1] loss_cls: 0.5532, loss_sal: 0.5079, loss_video_cal: 0.0000, loss_layer_cal: 0.0634, loss: 1.1245, mAP: 0.2628, best_mAP: 0.4672 [2024-04-16 14:51:50 INFO]: Epoch [66][1/1] lr: 0.0005, eta: 0:04:26, time: 0.042, data_time: 0.265, memory: 1031, loss_cls: 0.5654, loss_sal: 0.3687, loss_video_cal: 0.0930, loss_layer_cal: 0.0877, loss: 1.1149, scale: 65536.0000 [2024-04-16 14:51:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_66.pth... [2024-04-16 14:51:50 INFO]: Validating... [2024-04-16 14:51:51 INFO]: Epoch (val) [66][1] loss_cls: 0.5532, loss_sal: 0.5064, loss_video_cal: 0.0000, loss_layer_cal: 0.0626, loss: 1.1221, mAP: 0.2628, best_mAP: 0.4672 [2024-04-16 14:51:51 INFO]: Epoch [67][1/1] lr: 0.0005, eta: 0:04:25, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5653, loss_sal: 0.3810, loss_video_cal: 0.0947, loss_layer_cal: 0.0774, loss: 1.1184, scale: 65536.0000 [2024-04-16 14:51:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_67.pth... [2024-04-16 14:51:51 INFO]: Validating... [2024-04-16 14:51:51 INFO]: Epoch (val) [67][1] loss_cls: 0.5532, loss_sal: 0.5038, loss_video_cal: 0.0000, loss_layer_cal: 0.0616, loss: 1.1186, mAP: 0.2639, best_mAP: 0.4672 [2024-04-16 14:51:51 INFO]: Epoch [68][1/1] lr: 0.0005, eta: 0:04:24, time: 0.041, data_time: 0.271, memory: 1031, loss_cls: 0.5650, loss_sal: 0.3616, loss_video_cal: 0.0921, loss_layer_cal: 0.0767, loss: 1.0954, scale: 65536.0000 [2024-04-16 14:51:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_68.pth... [2024-04-16 14:51:52 INFO]: Validating... [2024-04-16 14:51:52 INFO]: Epoch (val) [68][1] loss_cls: 0.5532, loss_sal: 0.5009, loss_video_cal: 0.0000, loss_layer_cal: 0.0604, loss: 1.1144, mAP: 0.2639, best_mAP: 0.4672 [2024-04-16 14:51:52 INFO]: Epoch [69][1/1] lr: 0.0005, eta: 0:04:24, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5659, loss_sal: 0.4107, loss_video_cal: 0.0829, loss_layer_cal: 0.0866, loss: 1.1461, scale: 65536.0000 [2024-04-16 14:51:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_69.pth... [2024-04-16 14:51:52 INFO]: Validating... [2024-04-16 14:51:52 INFO]: Epoch (val) [69][1] loss_cls: 0.5532, loss_sal: 0.4972, loss_video_cal: 0.0000, loss_layer_cal: 0.0591, loss: 1.1094, mAP: 0.2639, best_mAP: 0.4672 [2024-04-16 14:51:53 INFO]: Epoch [70][1/1] lr: 0.0005, eta: 0:04:23, time: 0.041, data_time: 0.265, memory: 1031, loss_cls: 0.5650, loss_sal: 0.3365, loss_video_cal: 0.0751, loss_layer_cal: 0.1024, loss: 1.0791, scale: 65536.0000 [2024-04-16 14:51:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_70.pth... [2024-04-16 14:51:53 INFO]: Validating... [2024-04-16 14:51:53 INFO]: Epoch (val) [70][1] loss_cls: 0.5533, loss_sal: 0.4944, loss_video_cal: 0.0000, loss_layer_cal: 0.0577, loss: 1.1054, mAP: 0.2639, best_mAP: 0.4672 [2024-04-16 14:51:53 INFO]: Epoch [71][1/1] lr: 0.0005, eta: 0:04:22, time: 0.040, data_time: 0.269, memory: 1031, loss_cls: 0.5641, loss_sal: 0.3523, loss_video_cal: 0.0815, loss_layer_cal: 0.0707, loss: 1.0686, scale: 65536.0000 [2024-04-16 14:51:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_71.pth... [2024-04-16 14:51:53 INFO]: Validating... [2024-04-16 14:51:54 INFO]: Epoch (val) [71][1] loss_cls: 0.5534, loss_sal: 0.4927, loss_video_cal: 0.0000, loss_layer_cal: 0.0563, loss: 1.1024, mAP: 0.2639, best_mAP: 0.4672 [2024-04-16 14:51:54 INFO]: Epoch [72][1/1] lr: 0.0005, eta: 0:04:22, time: 0.040, data_time: 0.266, memory: 1031, loss_cls: 0.5645, loss_sal: 0.3540, loss_video_cal: 0.0686, loss_layer_cal: 0.0800, loss: 1.0671, scale: 65536.0000 [2024-04-16 14:51:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_72.pth... [2024-04-16 14:51:54 INFO]: Validating... [2024-04-16 14:51:54 INFO]: Epoch (val) [72][1] loss_cls: 0.5534, loss_sal: 0.4905, loss_video_cal: 0.0000, loss_layer_cal: 0.0549, loss: 1.0987, mAP: 0.2639, best_mAP: 0.4672 [2024-04-16 14:51:54 INFO]: Epoch [73][1/1] lr: 0.0005, eta: 0:04:21, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5641, loss_sal: 0.3548, loss_video_cal: 0.0666, loss_layer_cal: 0.0657, loss: 1.0513, scale: 65536.0000 [2024-04-16 14:51:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_73.pth... [2024-04-16 14:51:54 INFO]: Validating... [2024-04-16 14:51:55 INFO]: Epoch (val) [73][1] loss_cls: 0.5533, loss_sal: 0.4884, loss_video_cal: 0.0000, loss_layer_cal: 0.0534, loss: 1.0952, mAP: 0.2639, best_mAP: 0.4672 [2024-04-16 14:51:55 INFO]: Epoch [74][1/1] lr: 0.0005, eta: 0:04:20, time: 0.041, data_time: 0.264, memory: 1031, loss_cls: 0.5643, loss_sal: 0.3080, loss_video_cal: 0.0504, loss_layer_cal: 0.0728, loss: 0.9954, scale: 65536.0000 [2024-04-16 14:51:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_74.pth... [2024-04-16 14:51:55 INFO]: Validating... [2024-04-16 14:51:55 INFO]: Epoch (val) [74][1] loss_cls: 0.5532, loss_sal: 0.4876, loss_video_cal: 0.0000, loss_layer_cal: 0.0522, loss: 1.0931, mAP: 0.2274, best_mAP: 0.4672 [2024-04-16 14:51:56 INFO]: Epoch [75][1/1] lr: 0.0005, eta: 0:04:19, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5629, loss_sal: 0.3544, loss_video_cal: 0.0806, loss_layer_cal: 0.0699, loss: 1.0678, scale: 65536.0000 [2024-04-16 14:51:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_75.pth... [2024-04-16 14:51:56 INFO]: Validating... [2024-04-16 14:51:56 INFO]: Epoch (val) [75][1] loss_cls: 0.5529, loss_sal: 0.4836, loss_video_cal: 0.0000, loss_layer_cal: 0.0510, loss: 1.0876, mAP: 0.2274, best_mAP: 0.4672 [2024-04-16 14:51:56 INFO]: Epoch [76][1/1] lr: 0.0005, eta: 0:04:19, time: 0.041, data_time: 0.265, memory: 1031, loss_cls: 0.5622, loss_sal: 0.3180, loss_video_cal: 0.0895, loss_layer_cal: 0.0881, loss: 1.0579, scale: 65536.0000 [2024-04-16 14:51:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_76.pth... [2024-04-16 14:51:56 INFO]: Validating... [2024-04-16 14:51:56 INFO]: Epoch (val) [76][1] loss_cls: 0.5529, loss_sal: 0.4819, loss_video_cal: 0.0000, loss_layer_cal: 0.0499, loss: 1.0846, mAP: 0.2274, best_mAP: 0.4672 [2024-04-16 14:51:57 INFO]: Epoch [77][1/1] lr: 0.0005, eta: 0:04:18, time: 0.040, data_time: 0.269, memory: 1031, loss_cls: 0.5631, loss_sal: 0.3051, loss_video_cal: 0.0634, loss_layer_cal: 0.0813, loss: 1.0128, scale: 65536.0000 [2024-04-16 14:51:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_77.pth... [2024-04-16 14:51:57 INFO]: Validating... [2024-04-16 14:51:57 INFO]: Epoch (val) [77][1] loss_cls: 0.5533, loss_sal: 0.4751, loss_video_cal: 0.0000, loss_layer_cal: 0.0486, loss: 1.0770, mAP: 0.1737, best_mAP: 0.4672 [2024-04-16 14:51:57 INFO]: Epoch [78][1/1] lr: 0.0005, eta: 0:04:17, time: 0.040, data_time: 0.267, memory: 1031, loss_cls: 0.5603, loss_sal: 0.3055, loss_video_cal: 0.0742, loss_layer_cal: 0.0738, loss: 1.0138, scale: 65536.0000 [2024-04-16 14:51:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_78.pth... [2024-04-16 14:51:57 INFO]: Validating... [2024-04-16 14:51:58 INFO]: Epoch (val) [78][1] loss_cls: 0.5544, loss_sal: 0.4663, loss_video_cal: 0.0000, loss_layer_cal: 0.0473, loss: 1.0681, mAP: 0.1986, best_mAP: 0.4672 [2024-04-16 14:51:58 INFO]: Epoch [79][1/1] lr: 0.0005, eta: 0:04:16, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5613, loss_sal: 0.2848, loss_video_cal: 0.0540, loss_layer_cal: 0.0745, loss: 0.9746, scale: 65536.0000 [2024-04-16 14:51:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_79.pth... [2024-04-16 14:51:58 INFO]: Validating... [2024-04-16 14:51:58 INFO]: Epoch (val) [79][1] loss_cls: 0.5537, loss_sal: 0.4556, loss_video_cal: 0.0000, loss_layer_cal: 0.0458, loss: 1.0552, mAP: 0.2080, best_mAP: 0.4672 [2024-04-16 14:51:59 INFO]: Epoch [80][1/1] lr: 0.0005, eta: 0:04:16, time: 0.041, data_time: 0.269, memory: 1031, loss_cls: 0.5584, loss_sal: 0.3780, loss_video_cal: 0.0751, loss_layer_cal: 0.0754, loss: 1.0869, scale: 65536.0000 [2024-04-16 14:51:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_80.pth... [2024-04-16 14:51:59 INFO]: Validating... [2024-04-16 14:51:59 INFO]: Epoch (val) [80][1] loss_cls: 0.5528, loss_sal: 0.4369, loss_video_cal: 0.0000, loss_layer_cal: 0.0444, loss: 1.0341, mAP: 0.2481, best_mAP: 0.4672 [2024-04-16 14:51:59 INFO]: Epoch [81][1/1] lr: 0.0005, eta: 0:04:15, time: 0.041, data_time: 0.269, memory: 1031, loss_cls: 0.5596, loss_sal: 0.2967, loss_video_cal: 0.0773, loss_layer_cal: 0.0780, loss: 1.0115, scale: 65536.0000 [2024-04-16 14:51:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_81.pth... [2024-04-16 14:51:59 INFO]: Validating... [2024-04-16 14:51:59 INFO]: Epoch (val) [81][1] loss_cls: 0.5527, loss_sal: 0.4302, loss_video_cal: 0.0000, loss_layer_cal: 0.0430, loss: 1.0260, mAP: 0.2362, best_mAP: 0.4672 [2024-04-16 14:52:00 INFO]: Epoch [82][1/1] lr: 0.0005, eta: 0:04:14, time: 0.040, data_time: 0.268, memory: 1031, loss_cls: 0.5608, loss_sal: 0.3617, loss_video_cal: 0.0531, loss_layer_cal: 0.0761, loss: 1.0517, scale: 65536.0000 [2024-04-16 14:52:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_82.pth... [2024-04-16 14:52:00 INFO]: Validating... [2024-04-16 14:52:00 INFO]: Epoch (val) [82][1] loss_cls: 0.5531, loss_sal: 0.4349, loss_video_cal: 0.0000, loss_layer_cal: 0.0418, loss: 1.0297, mAP: 0.2387, best_mAP: 0.4672 [2024-04-16 14:52:00 INFO]: Epoch [83][1/1] lr: 0.0005, eta: 0:04:14, time: 0.040, data_time: 0.267, memory: 1031, loss_cls: 0.5609, loss_sal: 0.3339, loss_video_cal: 0.0582, loss_layer_cal: 0.0699, loss: 1.0230, scale: 65536.0000 [2024-04-16 14:52:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_83.pth... [2024-04-16 14:52:00 INFO]: Validating... [2024-04-16 14:52:01 INFO]: Epoch (val) [83][1] loss_cls: 0.5538, loss_sal: 0.4382, loss_video_cal: 0.0000, loss_layer_cal: 0.0405, loss: 1.0325, mAP: 0.2837, best_mAP: 0.4672 [2024-04-16 14:52:01 INFO]: Epoch [84][1/1] lr: 0.0005, eta: 0:04:13, time: 0.040, data_time: 0.267, memory: 1031, loss_cls: 0.5591, loss_sal: 0.2894, loss_video_cal: 0.0652, loss_layer_cal: 0.0700, loss: 0.9838, scale: 65536.0000 [2024-04-16 14:52:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_84.pth... [2024-04-16 14:52:01 INFO]: Validating... [2024-04-16 14:52:01 INFO]: Epoch (val) [84][1] loss_cls: 0.5552, loss_sal: 0.4363, loss_video_cal: 0.0000, loss_layer_cal: 0.0391, loss: 1.0306, mAP: 0.2554, best_mAP: 0.4672 [2024-04-16 14:52:02 INFO]: Epoch [85][1/1] lr: 0.0005, eta: 0:04:12, time: 0.041, data_time: 0.268, memory: 1031, loss_cls: 0.5661, loss_sal: 0.2447, loss_video_cal: 0.0386, loss_layer_cal: 0.0517, loss: 0.9010, scale: 65536.0000 [2024-04-16 14:52:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_85.pth... [2024-04-16 14:52:02 INFO]: Validating... [2024-04-16 14:52:02 INFO]: Epoch (val) [85][1] loss_cls: 0.5530, loss_sal: 0.4181, loss_video_cal: 0.0000, loss_layer_cal: 0.0377, loss: 1.0088, mAP: 0.2837, best_mAP: 0.4672 [2024-04-16 14:52:02 INFO]: Epoch [86][1/1] lr: 0.0005, eta: 0:04:12, time: 0.041, data_time: 0.265, memory: 1031, loss_cls: 0.5604, loss_sal: 0.2774, loss_video_cal: 0.0400, loss_layer_cal: 0.0652, loss: 0.9431, scale: 65536.0000 [2024-04-16 14:52:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_86.pth... [2024-04-16 14:52:02 INFO]: Validating... [2024-04-16 14:52:02 INFO]: Epoch (val) [86][1] loss_cls: 0.5542, loss_sal: 0.3894, loss_video_cal: 0.0000, loss_layer_cal: 0.0363, loss: 0.9800, mAP: 0.3323, best_mAP: 0.4672 [2024-04-16 14:52:03 INFO]: Epoch [87][1/1] lr: 0.0005, eta: 0:04:11, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5576, loss_sal: 0.2651, loss_video_cal: 0.0771, loss_layer_cal: 0.0838, loss: 0.9837, scale: 65536.0000 [2024-04-16 14:52:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_87.pth... [2024-04-16 14:52:03 INFO]: Validating... [2024-04-16 14:52:03 INFO]: Epoch (val) [87][1] loss_cls: 0.5574, loss_sal: 0.3684, loss_video_cal: 0.0000, loss_layer_cal: 0.0351, loss: 0.9609, mAP: 0.3295, best_mAP: 0.4672 [2024-04-16 14:52:03 INFO]: Epoch [88][1/1] lr: 0.0005, eta: 0:04:10, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5623, loss_sal: 0.2279, loss_video_cal: 0.0446, loss_layer_cal: 0.0740, loss: 0.9088, scale: 65536.0000 [2024-04-16 14:52:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_88.pth... [2024-04-16 14:52:03 INFO]: Validating... [2024-04-16 14:52:04 INFO]: Epoch (val) [88][1] loss_cls: 0.5530, loss_sal: 0.3528, loss_video_cal: 0.0000, loss_layer_cal: 0.0341, loss: 0.9399, mAP: 0.3295, best_mAP: 0.4672 [2024-04-16 14:52:04 INFO]: Epoch [89][1/1] lr: 0.0005, eta: 0:04:10, time: 0.041, data_time: 0.270, memory: 1031, loss_cls: 0.5562, loss_sal: 0.4084, loss_video_cal: 0.0761, loss_layer_cal: 0.0675, loss: 1.1082, scale: 65536.0000 [2024-04-16 14:52:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_89.pth... [2024-04-16 14:52:04 INFO]: Validating... [2024-04-16 14:52:04 INFO]: Epoch (val) [89][1] loss_cls: 0.5537, loss_sal: 0.3569, loss_video_cal: 0.0000, loss_layer_cal: 0.0331, loss: 0.9437, mAP: 0.3172, best_mAP: 0.4672 [2024-04-16 14:52:04 INFO]: Epoch [90][1/1] lr: 0.0005, eta: 0:04:09, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5574, loss_sal: 0.2455, loss_video_cal: 0.0472, loss_layer_cal: 0.0667, loss: 0.9168, scale: 65536.0000 [2024-04-16 14:52:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_90.pth... [2024-04-16 14:52:05 INFO]: Validating... [2024-04-16 14:52:05 INFO]: Epoch (val) [90][1] loss_cls: 0.5528, loss_sal: 0.3662, loss_video_cal: 0.0000, loss_layer_cal: 0.0323, loss: 0.9513, mAP: 0.3172, best_mAP: 0.4672 [2024-04-16 14:52:05 INFO]: Epoch [91][1/1] lr: 0.0005, eta: 0:04:08, time: 0.040, data_time: 0.263, memory: 1031, loss_cls: 0.5575, loss_sal: 0.2777, loss_video_cal: 0.0594, loss_layer_cal: 0.0713, loss: 0.9659, scale: 65536.0000 [2024-04-16 14:52:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_91.pth... [2024-04-16 14:52:05 INFO]: Validating... [2024-04-16 14:52:05 INFO]: Epoch (val) [91][1] loss_cls: 0.5521, loss_sal: 0.3788, loss_video_cal: 0.0000, loss_layer_cal: 0.0314, loss: 0.9623, mAP: 0.3313, best_mAP: 0.4672 [2024-04-16 14:52:06 INFO]: Epoch [92][1/1] lr: 0.0005, eta: 0:04:08, time: 0.040, data_time: 0.264, memory: 1031, loss_cls: 0.5572, loss_sal: 0.3538, loss_video_cal: 0.0645, loss_layer_cal: 0.0592, loss: 1.0347, scale: 65536.0000 [2024-04-16 14:52:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_92.pth... [2024-04-16 14:52:06 INFO]: Validating... [2024-04-16 14:52:06 INFO]: Epoch (val) [92][1] loss_cls: 0.5526, loss_sal: 0.4060, loss_video_cal: 0.0000, loss_layer_cal: 0.0306, loss: 0.9892, mAP: 0.3274, best_mAP: 0.4672 [2024-04-16 14:52:06 INFO]: Epoch [93][1/1] lr: 0.0005, eta: 0:04:07, time: 0.040, data_time: 0.269, memory: 1031, loss_cls: 0.5568, loss_sal: 0.2563, loss_video_cal: 0.0495, loss_layer_cal: 0.0731, loss: 0.9358, scale: 65536.0000 [2024-04-16 14:52:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_93.pth... [2024-04-16 14:52:06 INFO]: Validating... [2024-04-16 14:52:07 INFO]: Epoch (val) [93][1] loss_cls: 0.5529, loss_sal: 0.4363, loss_video_cal: 0.0000, loss_layer_cal: 0.0296, loss: 1.0188, mAP: 0.2891, best_mAP: 0.4672 [2024-04-16 14:52:07 INFO]: Epoch [94][1/1] lr: 0.0005, eta: 0:04:06, time: 0.040, data_time: 0.264, memory: 1031, loss_cls: 0.5578, loss_sal: 0.2625, loss_video_cal: 0.0403, loss_layer_cal: 0.0620, loss: 0.9226, scale: 65536.0000 [2024-04-16 14:52:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_94.pth... [2024-04-16 14:52:07 INFO]: Validating... [2024-04-16 14:52:07 INFO]: Epoch (val) [94][1] loss_cls: 0.5527, loss_sal: 0.4381, loss_video_cal: 0.0000, loss_layer_cal: 0.0286, loss: 1.0194, mAP: 0.3236, best_mAP: 0.4672 [2024-04-16 14:52:07 INFO]: Epoch [95][1/1] lr: 0.0005, eta: 0:04:06, time: 0.040, data_time: 0.265, memory: 1031, loss_cls: 0.5603, loss_sal: 0.2688, loss_video_cal: 0.0395, loss_layer_cal: 0.0822, loss: 0.9507, scale: 65536.0000 [2024-04-16 14:52:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_95.pth... [2024-04-16 14:52:08 INFO]: Validating... [2024-04-16 14:52:08 INFO]: Epoch (val) [95][1] loss_cls: 0.5524, loss_sal: 0.4334, loss_video_cal: 0.0000, loss_layer_cal: 0.0275, loss: 1.0133, mAP: 0.3236, best_mAP: 0.4672 [2024-04-16 14:52:08 INFO]: Epoch [96][1/1] lr: 0.0005, eta: 0:04:05, time: 0.040, data_time: 0.270, memory: 1031, loss_cls: 0.5554, loss_sal: 0.1945, loss_video_cal: 0.0467, loss_layer_cal: 0.0572, loss: 0.8538, scale: 65536.0000 [2024-04-16 14:52:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_96.pth... [2024-04-16 14:52:08 INFO]: Validating... [2024-04-16 14:52:08 INFO]: Epoch (val) [96][1] loss_cls: 0.5522, loss_sal: 0.4273, loss_video_cal: 0.0000, loss_layer_cal: 0.0265, loss: 1.0059, mAP: 0.3236, best_mAP: 0.4672 [2024-04-16 14:52:09 INFO]: Epoch [97][1/1] lr: 0.0005, eta: 0:04:05, time: 0.041, data_time: 0.268, memory: 1031, loss_cls: 0.5545, loss_sal: 0.2830, loss_video_cal: 0.0593, loss_layer_cal: 0.0767, loss: 0.9734, scale: 65536.0000 [2024-04-16 14:52:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_97.pth... [2024-04-16 14:52:09 INFO]: Validating... [2024-04-16 14:52:09 INFO]: Epoch (val) [97][1] loss_cls: 0.5522, loss_sal: 0.4273, loss_video_cal: 0.0000, loss_layer_cal: 0.0265, loss: 1.0059, mAP: 0.3236, best_mAP: 0.4672 [2024-04-16 14:52:09 INFO]: Epoch [98][1/1] lr: 0.0005, eta: 0:04:04, time: 0.040, data_time: 0.268, memory: 1031, loss_cls: 0.5552, loss_sal: 0.2317, loss_video_cal: 0.0548, loss_layer_cal: 0.0827, loss: 0.9244, scale: 32768.0000 [2024-04-16 14:52:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_98.pth... [2024-04-16 14:52:09 INFO]: Validating... [2024-04-16 14:52:10 INFO]: Epoch (val) [98][1] loss_cls: 0.5522, loss_sal: 0.4227, loss_video_cal: 0.0000, loss_layer_cal: 0.0255, loss: 1.0003, mAP: 0.3276, best_mAP: 0.4672 [2024-04-16 14:52:10 INFO]: Epoch [99][1/1] lr: 0.0005, eta: 0:04:03, time: 0.042, data_time: 0.266, memory: 1031, loss_cls: 0.5561, loss_sal: 0.1784, loss_video_cal: 0.0453, loss_layer_cal: 0.0701, loss: 0.8499, scale: 32768.0000 [2024-04-16 14:52:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_99.pth... [2024-04-16 14:52:10 INFO]: Validating... [2024-04-16 14:52:10 INFO]: Epoch (val) [99][1] loss_cls: 0.5523, loss_sal: 0.4296, loss_video_cal: 0.0000, loss_layer_cal: 0.0245, loss: 1.0064, mAP: 0.3436, best_mAP: 0.4672 [2024-04-16 14:52:10 INFO]: Epoch [100][1/1] lr: 0.0005, eta: 0:04:03, time: 0.041, data_time: 0.268, memory: 1031, loss_cls: 0.5570, loss_sal: 0.2690, loss_video_cal: 0.0418, loss_layer_cal: 0.0578, loss: 0.9256, scale: 32768.0000 [2024-04-16 14:52:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_100.pth... [2024-04-16 14:52:11 INFO]: Validating... [2024-04-16 14:52:11 INFO]: Epoch (val) [100][1] loss_cls: 0.5546, loss_sal: 0.4214, loss_video_cal: 0.0000, loss_layer_cal: 0.0235, loss: 0.9995, mAP: 0.3361, best_mAP: 0.4672 [2024-04-16 14:52:11 INFO]: Epoch [101][1/1] lr: 0.0005, eta: 0:04:02, time: 0.041, data_time: 0.268, memory: 1031, loss_cls: 0.5539, loss_sal: 0.1626, loss_video_cal: 0.0381, loss_layer_cal: 0.0644, loss: 0.8190, scale: 32768.0000 [2024-04-16 14:52:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_101.pth... [2024-04-16 14:52:11 INFO]: Validating... [2024-04-16 14:52:11 INFO]: Epoch (val) [101][1] loss_cls: 0.5568, loss_sal: 0.4138, loss_video_cal: 0.0000, loss_layer_cal: 0.0225, loss: 0.9931, mAP: 0.3361, best_mAP: 0.4672 [2024-04-16 14:52:12 INFO]: Epoch [102][1/1] lr: 0.0005, eta: 0:04:01, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5575, loss_sal: 0.4328, loss_video_cal: 0.0656, loss_layer_cal: 0.0644, loss: 1.1203, scale: 32768.0000 [2024-04-16 14:52:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_102.pth... [2024-04-16 14:52:12 INFO]: Validating... [2024-04-16 14:52:12 INFO]: Epoch (val) [102][1] loss_cls: 0.5590, loss_sal: 0.3961, loss_video_cal: 0.0000, loss_layer_cal: 0.0212, loss: 0.9763, mAP: 0.3503, best_mAP: 0.4672 [2024-04-16 14:52:12 INFO]: Epoch [103][1/1] lr: 0.0005, eta: 0:04:01, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5625, loss_sal: 0.2077, loss_video_cal: 0.0347, loss_layer_cal: 0.0698, loss: 0.8747, scale: 32768.0000 [2024-04-16 14:52:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_103.pth... [2024-04-16 14:52:12 INFO]: Validating... [2024-04-16 14:52:13 INFO]: Epoch (val) [103][1] loss_cls: 0.5560, loss_sal: 0.3907, loss_video_cal: 0.0000, loss_layer_cal: 0.0203, loss: 0.9670, mAP: 0.3236, best_mAP: 0.4672 [2024-04-16 14:52:13 INFO]: Epoch [104][1/1] lr: 0.0005, eta: 0:04:00, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5595, loss_sal: 0.2411, loss_video_cal: 0.0484, loss_layer_cal: 0.0625, loss: 0.9116, scale: 32768.0000 [2024-04-16 14:52:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_104.pth... [2024-04-16 14:52:13 INFO]: Validating... [2024-04-16 14:52:13 INFO]: Epoch (val) [104][1] loss_cls: 0.5545, loss_sal: 0.3675, loss_video_cal: 0.0000, loss_layer_cal: 0.0193, loss: 0.9413, mAP: 0.3236, best_mAP: 0.4672 [2024-04-16 14:52:13 INFO]: Epoch [105][1/1] lr: 0.0005, eta: 0:03:59, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5579, loss_sal: 0.3047, loss_video_cal: 0.0307, loss_layer_cal: 0.0670, loss: 0.9604, scale: 32768.0000 [2024-04-16 14:52:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_105.pth... [2024-04-16 14:52:14 INFO]: Validating... [2024-04-16 14:52:14 INFO]: Epoch (val) [105][1] loss_cls: 0.5517, loss_sal: 0.3398, loss_video_cal: 0.0000, loss_layer_cal: 0.0184, loss: 0.9100, mAP: 0.3380, best_mAP: 0.4672 [2024-04-16 14:52:14 INFO]: Epoch [106][1/1] lr: 0.0005, eta: 0:03:59, time: 0.041, data_time: 0.270, memory: 1031, loss_cls: 0.5680, loss_sal: 0.4353, loss_video_cal: 0.0476, loss_layer_cal: 0.0713, loss: 1.1221, scale: 32768.0000 [2024-04-16 14:52:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_106.pth... [2024-04-16 14:52:14 INFO]: Validating... [2024-04-16 14:52:14 INFO]: Epoch (val) [106][1] loss_cls: 0.5507, loss_sal: 0.3372, loss_video_cal: 0.0000, loss_layer_cal: 0.0175, loss: 0.9054, mAP: 0.3380, best_mAP: 0.4672 [2024-04-16 14:52:15 INFO]: Epoch [107][1/1] lr: 0.0005, eta: 0:03:58, time: 0.041, data_time: 0.268, memory: 1031, loss_cls: 0.5550, loss_sal: 0.2267, loss_video_cal: 0.0324, loss_layer_cal: 0.0452, loss: 0.8593, scale: 32768.0000 [2024-04-16 14:52:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_107.pth... [2024-04-16 14:52:15 INFO]: Validating... [2024-04-16 14:52:15 INFO]: Epoch (val) [107][1] loss_cls: 0.5527, loss_sal: 0.3516, loss_video_cal: 0.0000, loss_layer_cal: 0.0167, loss: 0.9210, mAP: 0.3444, best_mAP: 0.4672 [2024-04-16 14:52:15 INFO]: Epoch [108][1/1] lr: 0.0005, eta: 0:03:57, time: 0.041, data_time: 0.271, memory: 1031, loss_cls: 0.5549, loss_sal: 0.2691, loss_video_cal: 0.0433, loss_layer_cal: 0.0449, loss: 0.9122, scale: 32768.0000 [2024-04-16 14:52:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_108.pth... [2024-04-16 14:52:15 INFO]: Validating... [2024-04-16 14:52:16 INFO]: Epoch (val) [108][1] loss_cls: 0.5548, loss_sal: 0.3579, loss_video_cal: 0.0000, loss_layer_cal: 0.0160, loss: 0.9286, mAP: 0.3302, best_mAP: 0.4672 [2024-04-16 14:52:16 INFO]: Epoch [109][1/1] lr: 0.0005, eta: 0:03:57, time: 0.042, data_time: 0.269, memory: 1031, loss_cls: 0.5641, loss_sal: 0.2367, loss_video_cal: 0.0172, loss_layer_cal: 0.0513, loss: 0.8693, scale: 32768.0000 [2024-04-16 14:52:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_109.pth... [2024-04-16 14:52:16 INFO]: Validating... [2024-04-16 14:52:16 INFO]: Epoch (val) [109][1] loss_cls: 0.5524, loss_sal: 0.3724, loss_video_cal: 0.0000, loss_layer_cal: 0.0154, loss: 0.9402, mAP: 0.3302, best_mAP: 0.4672 [2024-04-16 14:52:16 INFO]: Epoch [110][1/1] lr: 0.0005, eta: 0:03:56, time: 0.041, data_time: 0.270, memory: 1031, loss_cls: 0.5541, loss_sal: 0.2371, loss_video_cal: 0.0205, loss_layer_cal: 0.0447, loss: 0.8565, scale: 32768.0000 [2024-04-16 14:52:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_110.pth... [2024-04-16 14:52:17 INFO]: Validating... [2024-04-16 14:52:17 INFO]: Epoch (val) [110][1] loss_cls: 0.5514, loss_sal: 0.3964, loss_video_cal: 0.0000, loss_layer_cal: 0.0149, loss: 0.9626, mAP: 0.3274, best_mAP: 0.4672 [2024-04-16 14:52:17 INFO]: Epoch [111][1/1] lr: 0.0005, eta: 0:03:55, time: 0.040, data_time: 0.272, memory: 1031, loss_cls: 0.5526, loss_sal: 0.3937, loss_video_cal: 0.0258, loss_layer_cal: 0.0609, loss: 1.0330, scale: 32768.0000 [2024-04-16 14:52:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_111.pth... [2024-04-16 14:52:17 INFO]: Validating... [2024-04-16 14:52:17 INFO]: Epoch (val) [111][1] loss_cls: 0.5522, loss_sal: 0.4423, loss_video_cal: 0.0000, loss_layer_cal: 0.0144, loss: 1.0090, mAP: 0.3227, best_mAP: 0.4672 [2024-04-16 14:52:18 INFO]: Epoch [112][1/1] lr: 0.0005, eta: 0:03:55, time: 0.040, data_time: 0.268, memory: 1031, loss_cls: 0.5548, loss_sal: 0.2449, loss_video_cal: 0.0237, loss_layer_cal: 0.0533, loss: 0.8768, scale: 32768.0000 [2024-04-16 14:52:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_112.pth... [2024-04-16 14:52:18 INFO]: Validating... [2024-04-16 14:52:18 INFO]: Epoch (val) [112][1] loss_cls: 0.5523, loss_sal: 0.4890, loss_video_cal: 0.0000, loss_layer_cal: 0.0141, loss: 1.0554, mAP: 0.3236, best_mAP: 0.4672 [2024-04-16 14:52:18 INFO]: Epoch [113][1/1] lr: 0.0005, eta: 0:03:54, time: 0.040, data_time: 0.268, memory: 1031, loss_cls: 0.5553, loss_sal: 0.3036, loss_video_cal: 0.0363, loss_layer_cal: 0.0596, loss: 0.9548, scale: 32768.0000 [2024-04-16 14:52:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_113.pth... [2024-04-16 14:52:18 INFO]: Validating... [2024-04-16 14:52:19 INFO]: Epoch (val) [113][1] loss_cls: 0.5529, loss_sal: 0.4852, loss_video_cal: 0.0000, loss_layer_cal: 0.0136, loss: 1.0518, mAP: 0.3222, best_mAP: 0.4672 [2024-04-16 14:52:19 INFO]: Epoch [114][1/1] lr: 0.0005, eta: 0:03:54, time: 0.040, data_time: 0.268, memory: 1031, loss_cls: 0.5574, loss_sal: 0.2775, loss_video_cal: 0.0299, loss_layer_cal: 0.0536, loss: 0.9184, scale: 32768.0000 [2024-04-16 14:52:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_114.pth... [2024-04-16 14:52:19 INFO]: Validating... [2024-04-16 14:52:19 INFO]: Epoch (val) [114][1] loss_cls: 0.5554, loss_sal: 0.4646, loss_video_cal: 0.0000, loss_layer_cal: 0.0133, loss: 1.0334, mAP: 0.3222, best_mAP: 0.4672 [2024-04-16 14:52:19 INFO]: Epoch [115][1/1] lr: 0.0005, eta: 0:03:53, time: 0.041, data_time: 0.265, memory: 1031, loss_cls: 0.5558, loss_sal: 0.3173, loss_video_cal: 0.0380, loss_layer_cal: 0.0599, loss: 0.9711, scale: 32768.0000 [2024-04-16 14:52:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_115.pth... [2024-04-16 14:52:20 INFO]: Validating... [2024-04-16 14:52:20 INFO]: Epoch (val) [115][1] loss_cls: 0.5607, loss_sal: 0.4345, loss_video_cal: 0.0000, loss_layer_cal: 0.0129, loss: 1.0082, mAP: 0.3236, best_mAP: 0.4672 [2024-04-16 14:52:20 INFO]: Epoch [116][1/1] lr: 0.0005, eta: 0:03:52, time: 0.041, data_time: 0.265, memory: 1031, loss_cls: 0.5582, loss_sal: 0.2289, loss_video_cal: 0.0359, loss_layer_cal: 0.0535, loss: 0.8765, scale: 32768.0000 [2024-04-16 14:52:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_116.pth... [2024-04-16 14:52:20 INFO]: Validating... [2024-04-16 14:52:20 INFO]: Epoch (val) [116][1] loss_cls: 0.5655, loss_sal: 0.4009, loss_video_cal: 0.0000, loss_layer_cal: 0.0127, loss: 0.9790, mAP: 0.3281, best_mAP: 0.4672 [2024-04-16 14:52:21 INFO]: Epoch [117][1/1] lr: 0.0005, eta: 0:03:52, time: 0.041, data_time: 0.265, memory: 1031, loss_cls: 0.5569, loss_sal: 0.2759, loss_video_cal: 0.0336, loss_layer_cal: 0.0519, loss: 0.9183, scale: 32768.0000 [2024-04-16 14:52:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_117.pth... [2024-04-16 14:52:21 INFO]: Validating... [2024-04-16 14:52:21 INFO]: Epoch (val) [117][1] loss_cls: 0.5652, loss_sal: 0.3687, loss_video_cal: 0.0000, loss_layer_cal: 0.0125, loss: 0.9464, mAP: 0.5226, best_mAP: 0.5226 [2024-04-16 14:52:21 INFO]: Epoch [118][1/1] lr: 0.0005, eta: 0:03:51, time: 0.040, data_time: 0.262, memory: 1031, loss_cls: 0.5593, loss_sal: 0.2828, loss_video_cal: 0.0271, loss_layer_cal: 0.0402, loss: 0.9094, scale: 32768.0000 [2024-04-16 14:52:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_118.pth... [2024-04-16 14:52:21 INFO]: Validating... [2024-04-16 14:52:22 INFO]: Epoch (val) [118][1] loss_cls: 0.5631, loss_sal: 0.3433, loss_video_cal: 0.0000, loss_layer_cal: 0.0122, loss: 0.9186, mAP: 0.5379, best_mAP: 0.5379 [2024-04-16 14:52:22 INFO]: Epoch [119][1/1] lr: 0.0005, eta: 0:03:50, time: 0.041, data_time: 0.265, memory: 1031, loss_cls: 0.5583, loss_sal: 0.2384, loss_video_cal: 0.0336, loss_layer_cal: 0.0565, loss: 0.8868, scale: 32768.0000 [2024-04-16 14:52:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_119.pth... [2024-04-16 14:52:22 INFO]: Validating... [2024-04-16 14:52:22 INFO]: Epoch (val) [119][1] loss_cls: 0.5572, loss_sal: 0.3249, loss_video_cal: 0.0000, loss_layer_cal: 0.0119, loss: 0.8940, mAP: 0.4948, best_mAP: 0.5379 [2024-04-16 14:52:22 INFO]: Epoch [120][1/1] lr: 0.0005, eta: 0:03:50, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5554, loss_sal: 0.2160, loss_video_cal: 0.0279, loss_layer_cal: 0.0443, loss: 0.8436, scale: 32768.0000 [2024-04-16 14:52:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_120.pth... [2024-04-16 14:52:22 INFO]: Validating... [2024-04-16 14:52:23 INFO]: Epoch (val) [120][1] loss_cls: 0.5535, loss_sal: 0.3216, loss_video_cal: 0.0000, loss_layer_cal: 0.0117, loss: 0.8868, mAP: 0.5021, best_mAP: 0.5379 [2024-04-16 14:52:23 INFO]: Epoch [121][1/1] lr: 0.0005, eta: 0:03:49, time: 0.042, data_time: 0.269, memory: 1031, loss_cls: 0.5554, loss_sal: 0.2168, loss_video_cal: 0.0335, loss_layer_cal: 0.0415, loss: 0.8472, scale: 32768.0000 [2024-04-16 14:52:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_121.pth... [2024-04-16 14:52:23 INFO]: Validating... [2024-04-16 14:52:23 INFO]: Epoch (val) [121][1] loss_cls: 0.5540, loss_sal: 0.3147, loss_video_cal: 0.0000, loss_layer_cal: 0.0113, loss: 0.8800, mAP: 0.5158, best_mAP: 0.5379 [2024-04-16 14:52:24 INFO]: Epoch [122][1/1] lr: 0.0005, eta: 0:03:48, time: 0.040, data_time: 0.268, memory: 1031, loss_cls: 0.5557, loss_sal: 0.1295, loss_video_cal: 0.0175, loss_layer_cal: 0.0601, loss: 0.7628, scale: 32768.0000 [2024-04-16 14:52:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_122.pth... [2024-04-16 14:52:24 INFO]: Validating... [2024-04-16 14:52:24 INFO]: Epoch (val) [122][1] loss_cls: 0.5544, loss_sal: 0.3152, loss_video_cal: 0.0000, loss_layer_cal: 0.0111, loss: 0.8806, mAP: 0.5121, best_mAP: 0.5379 [2024-04-16 14:52:24 INFO]: Epoch [123][1/1] lr: 0.0005, eta: 0:03:48, time: 0.040, data_time: 0.268, memory: 1031, loss_cls: 0.5543, loss_sal: 0.1577, loss_video_cal: 0.0254, loss_layer_cal: 0.0450, loss: 0.7824, scale: 32768.0000 [2024-04-16 14:52:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_123.pth... [2024-04-16 14:52:24 INFO]: Validating... [2024-04-16 14:52:24 INFO]: Epoch (val) [123][1] loss_cls: 0.5553, loss_sal: 0.3232, loss_video_cal: 0.0000, loss_layer_cal: 0.0108, loss: 0.8892, mAP: 0.4873, best_mAP: 0.5379 [2024-04-16 14:52:25 INFO]: Epoch [124][1/1] lr: 0.0005, eta: 0:03:47, time: 0.041, data_time: 0.268, memory: 1031, loss_cls: 0.5516, loss_sal: 0.1798, loss_video_cal: 0.0363, loss_layer_cal: 0.0419, loss: 0.8096, scale: 32768.0000 [2024-04-16 14:52:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_124.pth... [2024-04-16 14:52:25 INFO]: Validating... [2024-04-16 14:52:25 INFO]: Epoch (val) [124][1] loss_cls: 0.5564, loss_sal: 0.3259, loss_video_cal: 0.0000, loss_layer_cal: 0.0107, loss: 0.8930, mAP: 0.4873, best_mAP: 0.5379 [2024-04-16 14:52:25 INFO]: Epoch [125][1/1] lr: 0.0005, eta: 0:03:46, time: 0.040, data_time: 0.266, memory: 1031, loss_cls: 0.5503, loss_sal: 0.2756, loss_video_cal: 0.0459, loss_layer_cal: 0.0486, loss: 0.9203, scale: 32768.0000 [2024-04-16 14:52:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_125.pth... [2024-04-16 14:52:25 INFO]: Validating... [2024-04-16 14:52:26 INFO]: Epoch (val) [125][1] loss_cls: 0.5550, loss_sal: 0.3478, loss_video_cal: 0.0000, loss_layer_cal: 0.0105, loss: 0.9133, mAP: 0.4836, best_mAP: 0.5379 [2024-04-16 14:52:26 INFO]: Epoch [126][1/1] lr: 0.0005, eta: 0:03:46, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5521, loss_sal: 0.0891, loss_video_cal: 0.0275, loss_layer_cal: 0.0352, loss: 0.7039, scale: 32768.0000 [2024-04-16 14:52:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_126.pth... [2024-04-16 14:52:26 INFO]: Validating... [2024-04-16 14:52:26 INFO]: Epoch (val) [126][1] loss_cls: 0.5564, loss_sal: 0.3723, loss_video_cal: 0.0000, loss_layer_cal: 0.0104, loss: 0.9391, mAP: 0.4588, best_mAP: 0.5379 [2024-04-16 14:52:27 INFO]: Epoch [127][1/1] lr: 0.0005, eta: 0:03:45, time: 0.040, data_time: 0.265, memory: 1031, loss_cls: 0.5519, loss_sal: 0.2626, loss_video_cal: 0.0227, loss_layer_cal: 0.0339, loss: 0.8711, scale: 32768.0000 [2024-04-16 14:52:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_127.pth... [2024-04-16 14:52:27 INFO]: Validating... [2024-04-16 14:52:27 INFO]: Epoch (val) [127][1] loss_cls: 0.5567, loss_sal: 0.4047, loss_video_cal: 0.0000, loss_layer_cal: 0.0102, loss: 0.9716, mAP: 0.3279, best_mAP: 0.5379 [2024-04-16 14:52:27 INFO]: Epoch [128][1/1] lr: 0.0005, eta: 0:03:45, time: 0.042, data_time: 0.267, memory: 1031, loss_cls: 0.5543, loss_sal: 0.2039, loss_video_cal: 0.0263, loss_layer_cal: 0.0519, loss: 0.8364, scale: 32768.0000 [2024-04-16 14:52:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_128.pth... [2024-04-16 14:52:27 INFO]: Validating... [2024-04-16 14:52:27 INFO]: Epoch (val) [128][1] loss_cls: 0.5570, loss_sal: 0.4231, loss_video_cal: 0.0000, loss_layer_cal: 0.0101, loss: 0.9902, mAP: 0.3293, best_mAP: 0.5379 [2024-04-16 14:52:28 INFO]: Epoch [129][1/1] lr: 0.0005, eta: 0:03:44, time: 0.041, data_time: 0.268, memory: 1031, loss_cls: 0.5547, loss_sal: 0.2313, loss_video_cal: 0.0302, loss_layer_cal: 0.0547, loss: 0.8709, scale: 32768.0000 [2024-04-16 14:52:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_129.pth... [2024-04-16 14:52:28 INFO]: Validating... [2024-04-16 14:52:28 INFO]: Epoch (val) [129][1] loss_cls: 0.5555, loss_sal: 0.4329, loss_video_cal: 0.0000, loss_layer_cal: 0.0098, loss: 0.9982, mAP: 0.3318, best_mAP: 0.5379 [2024-04-16 14:52:28 INFO]: Epoch [130][1/1] lr: 0.0005, eta: 0:03:43, time: 0.041, data_time: 0.268, memory: 1031, loss_cls: 0.5547, loss_sal: 0.1004, loss_video_cal: 0.0158, loss_layer_cal: 0.0343, loss: 0.7052, scale: 32768.0000 [2024-04-16 14:52:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_130.pth... [2024-04-16 14:52:28 INFO]: Validating... [2024-04-16 14:52:29 INFO]: Epoch (val) [130][1] loss_cls: 0.5551, loss_sal: 0.4248, loss_video_cal: 0.0000, loss_layer_cal: 0.0096, loss: 0.9894, mAP: 0.3318, best_mAP: 0.5379 [2024-04-16 14:52:29 INFO]: Epoch [131][1/1] lr: 0.0005, eta: 0:03:43, time: 0.040, data_time: 0.264, memory: 1031, loss_cls: 0.5529, loss_sal: 0.1583, loss_video_cal: 0.0325, loss_layer_cal: 0.0525, loss: 0.7963, scale: 32768.0000 [2024-04-16 14:52:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_131.pth... [2024-04-16 14:52:29 INFO]: Validating... [2024-04-16 14:52:29 INFO]: Epoch (val) [131][1] loss_cls: 0.5537, loss_sal: 0.4094, loss_video_cal: 0.0000, loss_layer_cal: 0.0092, loss: 0.9723, mAP: 0.3318, best_mAP: 0.5379 [2024-04-16 14:52:30 INFO]: Epoch [132][1/1] lr: 0.0005, eta: 0:03:42, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5527, loss_sal: 0.1933, loss_video_cal: 0.0305, loss_layer_cal: 0.0458, loss: 0.8224, scale: 32768.0000 [2024-04-16 14:52:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_132.pth... [2024-04-16 14:52:30 INFO]: Validating... [2024-04-16 14:52:30 INFO]: Epoch (val) [132][1] loss_cls: 0.5526, loss_sal: 0.3838, loss_video_cal: 0.0000, loss_layer_cal: 0.0087, loss: 0.9451, mAP: 0.3269, best_mAP: 0.5379 [2024-04-16 14:52:30 INFO]: Epoch [133][1/1] lr: 0.0005, eta: 0:03:41, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5546, loss_sal: 0.2237, loss_video_cal: 0.0360, loss_layer_cal: 0.0376, loss: 0.8519, scale: 32768.0000 [2024-04-16 14:52:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_133.pth... [2024-04-16 14:52:30 INFO]: Validating... [2024-04-16 14:52:30 INFO]: Epoch (val) [133][1] loss_cls: 0.5530, loss_sal: 0.3479, loss_video_cal: 0.0000, loss_layer_cal: 0.0083, loss: 0.9092, mAP: 0.4376, best_mAP: 0.5379 [2024-04-16 14:52:31 INFO]: Epoch [134][1/1] lr: 0.0005, eta: 0:03:41, time: 0.041, data_time: 0.264, memory: 1031, loss_cls: 0.5534, loss_sal: 0.1394, loss_video_cal: 0.0254, loss_layer_cal: 0.0329, loss: 0.7510, scale: 32768.0000 [2024-04-16 14:52:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_134.pth... [2024-04-16 14:52:31 INFO]: Validating... [2024-04-16 14:52:31 INFO]: Epoch (val) [134][1] loss_cls: 0.5538, loss_sal: 0.3143, loss_video_cal: 0.0000, loss_layer_cal: 0.0078, loss: 0.8760, mAP: 0.4794, best_mAP: 0.5379 [2024-04-16 14:52:31 INFO]: Epoch [135][1/1] lr: 0.0005, eta: 0:03:40, time: 0.040, data_time: 0.266, memory: 1031, loss_cls: 0.5535, loss_sal: 0.1788, loss_video_cal: 0.0160, loss_layer_cal: 0.0306, loss: 0.7789, scale: 32768.0000 [2024-04-16 14:52:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_135.pth... [2024-04-16 14:52:31 INFO]: Validating... [2024-04-16 14:52:32 INFO]: Epoch (val) [135][1] loss_cls: 0.5568, loss_sal: 0.2827, loss_video_cal: 0.0000, loss_layer_cal: 0.0074, loss: 0.8469, mAP: 0.4901, best_mAP: 0.5379 [2024-04-16 14:52:32 INFO]: Epoch [136][1/1] lr: 0.0005, eta: 0:03:39, time: 0.041, data_time: 0.268, memory: 1031, loss_cls: 0.5510, loss_sal: 0.1681, loss_video_cal: 0.0266, loss_layer_cal: 0.0359, loss: 0.7817, scale: 32768.0000 [2024-04-16 14:52:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_136.pth... [2024-04-16 14:52:32 INFO]: Validating... [2024-04-16 14:52:32 INFO]: Epoch (val) [136][1] loss_cls: 0.5578, loss_sal: 0.2641, loss_video_cal: 0.0000, loss_layer_cal: 0.0070, loss: 0.8288, mAP: 0.5081, best_mAP: 0.5379 [2024-04-16 14:52:32 INFO]: Epoch [137][1/1] lr: 0.0005, eta: 0:03:39, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5517, loss_sal: 0.2478, loss_video_cal: 0.0281, loss_layer_cal: 0.0412, loss: 0.8689, scale: 32768.0000 [2024-04-16 14:52:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_137.pth... [2024-04-16 14:52:33 INFO]: Validating... [2024-04-16 14:52:33 INFO]: Epoch (val) [137][1] loss_cls: 0.5597, loss_sal: 0.1982, loss_video_cal: 0.0000, loss_layer_cal: 0.0063, loss: 0.7643, mAP: 0.5490, best_mAP: 0.5490 [2024-04-16 14:52:33 INFO]: Epoch [138][1/1] lr: 0.0005, eta: 0:03:38, time: 0.041, data_time: 0.265, memory: 1031, loss_cls: 0.5513, loss_sal: 0.1568, loss_video_cal: 0.0225, loss_layer_cal: 0.0346, loss: 0.7652, scale: 32768.0000 [2024-04-16 14:52:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_138.pth... [2024-04-16 14:52:33 INFO]: Validating... [2024-04-16 14:52:33 INFO]: Epoch (val) [138][1] loss_cls: 0.5606, loss_sal: 0.1758, loss_video_cal: 0.0000, loss_layer_cal: 0.0059, loss: 0.7423, mAP: 0.5713, best_mAP: 0.5713 [2024-04-16 14:52:34 INFO]: Epoch [139][1/1] lr: 0.0005, eta: 0:03:38, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5548, loss_sal: 0.2111, loss_video_cal: 0.0247, loss_layer_cal: 0.0407, loss: 0.8314, scale: 32768.0000 [2024-04-16 14:52:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_139.pth... [2024-04-16 14:52:34 INFO]: Validating... [2024-04-16 14:52:34 INFO]: Epoch (val) [139][1] loss_cls: 0.5595, loss_sal: 0.1773, loss_video_cal: 0.0000, loss_layer_cal: 0.0055, loss: 0.7423, mAP: 0.5210, best_mAP: 0.5713 [2024-04-16 14:52:34 INFO]: Epoch [140][1/1] lr: 0.0005, eta: 0:03:37, time: 0.040, data_time: 0.264, memory: 1031, loss_cls: 0.5546, loss_sal: 0.1814, loss_video_cal: 0.0446, loss_layer_cal: 0.0426, loss: 0.8232, scale: 32768.0000 [2024-04-16 14:52:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_140.pth... [2024-04-16 14:52:34 INFO]: Validating... [2024-04-16 14:52:35 INFO]: Epoch (val) [140][1] loss_cls: 0.5542, loss_sal: 0.1805, loss_video_cal: 0.0000, loss_layer_cal: 0.0051, loss: 0.7399, mAP: 0.5023, best_mAP: 0.5713 [2024-04-16 14:52:35 INFO]: Epoch [141][1/1] lr: 0.0005, eta: 0:03:36, time: 0.041, data_time: 0.264, memory: 1031, loss_cls: 0.5541, loss_sal: 0.2067, loss_video_cal: 0.0267, loss_layer_cal: 0.0417, loss: 0.8292, scale: 32768.0000 [2024-04-16 14:52:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_141.pth... [2024-04-16 14:52:35 INFO]: Validating... [2024-04-16 14:52:35 INFO]: Epoch (val) [141][1] loss_cls: 0.5516, loss_sal: 0.1819, loss_video_cal: 0.0000, loss_layer_cal: 0.0049, loss: 0.7384, mAP: 0.4835, best_mAP: 0.5713 [2024-04-16 14:52:35 INFO]: Epoch [142][1/1] lr: 0.0005, eta: 0:03:36, time: 0.040, data_time: 0.270, memory: 1031, loss_cls: 0.5536, loss_sal: 0.1949, loss_video_cal: 0.0212, loss_layer_cal: 0.0368, loss: 0.8065, scale: 32768.0000 [2024-04-16 14:52:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_142.pth... [2024-04-16 14:52:36 INFO]: Validating... [2024-04-16 14:52:36 INFO]: Epoch (val) [142][1] loss_cls: 0.5541, loss_sal: 0.1762, loss_video_cal: 0.0000, loss_layer_cal: 0.0046, loss: 0.7349, mAP: 0.4812, best_mAP: 0.5713 [2024-04-16 14:52:36 INFO]: Epoch [143][1/1] lr: 0.0005, eta: 0:03:35, time: 0.040, data_time: 0.270, memory: 1031, loss_cls: 0.5548, loss_sal: 0.2191, loss_video_cal: 0.0387, loss_layer_cal: 0.0378, loss: 0.8505, scale: 32768.0000 [2024-04-16 14:52:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_143.pth... [2024-04-16 14:52:36 INFO]: Validating... [2024-04-16 14:52:36 INFO]: Epoch (val) [143][1] loss_cls: 0.5550, loss_sal: 0.1846, loss_video_cal: 0.0000, loss_layer_cal: 0.0043, loss: 0.7440, mAP: 0.5095, best_mAP: 0.5713 [2024-04-16 14:52:37 INFO]: Epoch [144][1/1] lr: 0.0005, eta: 0:03:34, time: 0.040, data_time: 0.269, memory: 1031, loss_cls: 0.5523, loss_sal: 0.2128, loss_video_cal: 0.0115, loss_layer_cal: 0.0268, loss: 0.8035, scale: 32768.0000 [2024-04-16 14:52:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_144.pth... [2024-04-16 14:52:37 INFO]: Validating... [2024-04-16 14:52:37 INFO]: Epoch (val) [144][1] loss_cls: 0.5551, loss_sal: 0.1830, loss_video_cal: 0.0000, loss_layer_cal: 0.0041, loss: 0.7421, mAP: 0.4092, best_mAP: 0.5713 [2024-04-16 14:52:37 INFO]: Epoch [145][1/1] lr: 0.0005, eta: 0:03:34, time: 0.041, data_time: 0.272, memory: 1031, loss_cls: 0.5512, loss_sal: 0.2619, loss_video_cal: 0.0225, loss_layer_cal: 0.0359, loss: 0.8715, scale: 32768.0000 [2024-04-16 14:52:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_145.pth... [2024-04-16 14:52:37 INFO]: Validating... [2024-04-16 14:52:38 INFO]: Epoch (val) [145][1] loss_cls: 0.5526, loss_sal: 0.1652, loss_video_cal: 0.0000, loss_layer_cal: 0.0039, loss: 0.7217, mAP: 0.3307, best_mAP: 0.5713 [2024-04-16 14:52:38 INFO]: Epoch [146][1/1] lr: 0.0005, eta: 0:03:33, time: 0.041, data_time: 0.268, memory: 1031, loss_cls: 0.5542, loss_sal: 0.2159, loss_video_cal: 0.0129, loss_layer_cal: 0.0292, loss: 0.8122, scale: 32768.0000 [2024-04-16 14:52:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_146.pth... [2024-04-16 14:52:38 INFO]: Validating... [2024-04-16 14:52:38 INFO]: Epoch (val) [146][1] loss_cls: 0.5511, loss_sal: 0.1628, loss_video_cal: 0.0000, loss_layer_cal: 0.0037, loss: 0.7176, mAP: 0.3307, best_mAP: 0.5713 [2024-04-16 14:52:38 INFO]: Epoch [147][1/1] lr: 0.0005, eta: 0:03:33, time: 0.041, data_time: 0.270, memory: 1031, loss_cls: 0.5559, loss_sal: 0.3070, loss_video_cal: 0.0432, loss_layer_cal: 0.0353, loss: 0.9413, scale: 32768.0000 [2024-04-16 14:52:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_147.pth... [2024-04-16 14:52:39 INFO]: Validating... [2024-04-16 14:52:39 INFO]: Epoch (val) [147][1] loss_cls: 0.5511, loss_sal: 0.1698, loss_video_cal: 0.0000, loss_layer_cal: 0.0035, loss: 0.7244, mAP: 0.3307, best_mAP: 0.5713 [2024-04-16 14:52:39 INFO]: Epoch [148][1/1] lr: 0.0005, eta: 0:03:32, time: 0.041, data_time: 0.269, memory: 1031, loss_cls: 0.5485, loss_sal: 0.1515, loss_video_cal: 0.0156, loss_layer_cal: 0.0228, loss: 0.7384, scale: 32768.0000 [2024-04-16 14:52:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_148.pth... [2024-04-16 14:52:39 INFO]: Validating... [2024-04-16 14:52:39 INFO]: Epoch (val) [148][1] loss_cls: 0.5509, loss_sal: 0.1780, loss_video_cal: 0.0000, loss_layer_cal: 0.0033, loss: 0.7322, mAP: 0.3108, best_mAP: 0.5713 [2024-04-16 14:52:40 INFO]: Epoch [149][1/1] lr: 0.0005, eta: 0:03:31, time: 0.040, data_time: 0.267, memory: 1031, loss_cls: 0.5521, loss_sal: 0.1920, loss_video_cal: 0.0176, loss_layer_cal: 0.0267, loss: 0.7884, scale: 32768.0000 [2024-04-16 14:52:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_149.pth... [2024-04-16 14:52:40 INFO]: Validating... [2024-04-16 14:52:40 INFO]: Epoch (val) [149][1] loss_cls: 0.5509, loss_sal: 0.1868, loss_video_cal: 0.0000, loss_layer_cal: 0.0032, loss: 0.7410, mAP: 0.3064, best_mAP: 0.5713 [2024-04-16 14:52:40 INFO]: Epoch [150][1/1] lr: 0.0005, eta: 0:03:31, time: 0.041, data_time: 0.271, memory: 1031, loss_cls: 0.5524, loss_sal: 0.1986, loss_video_cal: 0.0199, loss_layer_cal: 0.0303, loss: 0.8012, scale: 32768.0000 [2024-04-16 14:52:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_150.pth... [2024-04-16 14:52:40 INFO]: Validating... [2024-04-16 14:52:41 INFO]: Epoch (val) [150][1] loss_cls: 0.5509, loss_sal: 0.2012, loss_video_cal: 0.0000, loss_layer_cal: 0.0030, loss: 0.7551, mAP: 0.3064, best_mAP: 0.5713 [2024-04-16 14:52:41 INFO]: Epoch [151][1/1] lr: 0.0005, eta: 0:03:30, time: 0.040, data_time: 0.265, memory: 1031, loss_cls: 0.5524, loss_sal: 0.1432, loss_video_cal: 0.0139, loss_layer_cal: 0.0230, loss: 0.7325, scale: 32768.0000 [2024-04-16 14:52:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_151.pth... [2024-04-16 14:52:41 INFO]: Validating... [2024-04-16 14:52:41 INFO]: Epoch (val) [151][1] loss_cls: 0.5513, loss_sal: 0.2309, loss_video_cal: 0.0000, loss_layer_cal: 0.0029, loss: 0.7851, mAP: 0.3064, best_mAP: 0.5713 [2024-04-16 14:52:41 INFO]: Epoch [152][1/1] lr: 0.0005, eta: 0:03:29, time: 0.042, data_time: 0.267, memory: 1031, loss_cls: 0.5518, loss_sal: 0.2620, loss_video_cal: 0.0245, loss_layer_cal: 0.0276, loss: 0.8659, scale: 32768.0000 [2024-04-16 14:52:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_152.pth... [2024-04-16 14:52:42 INFO]: Validating... [2024-04-16 14:52:42 INFO]: Epoch (val) [152][1] loss_cls: 0.5530, loss_sal: 0.2684, loss_video_cal: 0.0000, loss_layer_cal: 0.0027, loss: 0.8242, mAP: 0.3238, best_mAP: 0.5713 [2024-04-16 14:52:42 INFO]: Epoch [153][1/1] lr: 0.0005, eta: 0:03:29, time: 0.042, data_time: 0.270, memory: 1031, loss_cls: 0.5509, loss_sal: 0.1375, loss_video_cal: 0.0219, loss_layer_cal: 0.0409, loss: 0.7513, scale: 32768.0000 [2024-04-16 14:52:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_153.pth... [2024-04-16 14:52:42 INFO]: Validating... [2024-04-16 14:52:42 INFO]: Epoch (val) [153][1] loss_cls: 0.5536, loss_sal: 0.3126, loss_video_cal: 0.0000, loss_layer_cal: 0.0025, loss: 0.8688, mAP: 0.3238, best_mAP: 0.5713 [2024-04-16 14:52:43 INFO]: Epoch [154][1/1] lr: 0.0005, eta: 0:03:28, time: 0.040, data_time: 0.269, memory: 1031, loss_cls: 0.5534, loss_sal: 0.1438, loss_video_cal: 0.0194, loss_layer_cal: 0.0315, loss: 0.7481, scale: 32768.0000 [2024-04-16 14:52:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_154.pth... [2024-04-16 14:52:43 INFO]: Validating... [2024-04-16 14:52:43 INFO]: Epoch (val) [154][1] loss_cls: 0.5525, loss_sal: 0.3624, loss_video_cal: 0.0000, loss_layer_cal: 0.0024, loss: 0.9173, mAP: 0.3238, best_mAP: 0.5713 [2024-04-16 14:52:43 INFO]: Epoch [155][1/1] lr: 0.0005, eta: 0:03:28, time: 0.041, data_time: 0.269, memory: 1031, loss_cls: 0.5487, loss_sal: 0.2117, loss_video_cal: 0.0147, loss_layer_cal: 0.0267, loss: 0.8018, scale: 32768.0000 [2024-04-16 14:52:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_155.pth... [2024-04-16 14:52:43 INFO]: Validating... [2024-04-16 14:52:44 INFO]: Epoch (val) [155][1] loss_cls: 0.5534, loss_sal: 0.3866, loss_video_cal: 0.0000, loss_layer_cal: 0.0022, loss: 0.9422, mAP: 0.3286, best_mAP: 0.5713 [2024-04-16 14:52:44 INFO]: Epoch [156][1/1] lr: 0.0005, eta: 0:03:27, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5483, loss_sal: 0.1069, loss_video_cal: 0.0155, loss_layer_cal: 0.0290, loss: 0.6997, scale: 32768.0000 [2024-04-16 14:52:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_156.pth... [2024-04-16 14:52:44 INFO]: Validating... [2024-04-16 14:52:44 INFO]: Epoch (val) [156][1] loss_cls: 0.5539, loss_sal: 0.4298, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 0.9859, mAP: 0.3508, best_mAP: 0.5713 [2024-04-16 14:52:44 INFO]: Epoch [157][1/1] lr: 0.0005, eta: 0:03:26, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5467, loss_sal: 0.1516, loss_video_cal: 0.0167, loss_layer_cal: 0.0248, loss: 0.7398, scale: 32768.0000 [2024-04-16 14:52:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_157.pth... [2024-04-16 14:52:44 INFO]: Validating... [2024-04-16 14:52:45 INFO]: Epoch (val) [157][1] loss_cls: 0.5546, loss_sal: 0.4743, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 1.0309, mAP: 0.3508, best_mAP: 0.5713 [2024-04-16 14:52:45 INFO]: Epoch [158][1/1] lr: 0.0005, eta: 0:03:26, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5473, loss_sal: 0.1911, loss_video_cal: 0.0293, loss_layer_cal: 0.0345, loss: 0.8023, scale: 32768.0000 [2024-04-16 14:52:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_158.pth... [2024-04-16 14:52:45 INFO]: Validating... [2024-04-16 14:52:45 INFO]: Epoch (val) [158][1] loss_cls: 0.5559, loss_sal: 0.5002, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 1.0580, mAP: 0.3508, best_mAP: 0.5713 [2024-04-16 14:52:46 INFO]: Epoch [159][1/1] lr: 0.0005, eta: 0:03:25, time: 0.040, data_time: 0.263, memory: 1031, loss_cls: 0.5491, loss_sal: 0.1587, loss_video_cal: 0.0160, loss_layer_cal: 0.0323, loss: 0.7560, scale: 32768.0000 [2024-04-16 14:52:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_159.pth... [2024-04-16 14:52:46 INFO]: Validating... [2024-04-16 14:52:46 INFO]: Epoch (val) [159][1] loss_cls: 0.5557, loss_sal: 0.5408, loss_video_cal: 0.0000, loss_layer_cal: 0.0018, loss: 1.0983, mAP: 0.3508, best_mAP: 0.5713 [2024-04-16 14:52:46 INFO]: Epoch [160][1/1] lr: 0.0005, eta: 0:03:25, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5474, loss_sal: 0.2274, loss_video_cal: 0.0259, loss_layer_cal: 0.0323, loss: 0.8330, scale: 32768.0000 [2024-04-16 14:52:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_160.pth... [2024-04-16 14:52:46 INFO]: Validating... [2024-04-16 14:52:46 INFO]: Epoch (val) [160][1] loss_cls: 0.5570, loss_sal: 0.4999, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 1.0586, mAP: 0.4602, best_mAP: 0.5713 [2024-04-16 14:52:47 INFO]: Epoch [161][1/1] lr: 0.0005, eta: 0:03:24, time: 0.041, data_time: 0.265, memory: 1031, loss_cls: 0.5477, loss_sal: 0.0873, loss_video_cal: 0.0129, loss_layer_cal: 0.0209, loss: 0.6687, scale: 32768.0000 [2024-04-16 14:52:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_161.pth... [2024-04-16 14:52:47 INFO]: Validating... [2024-04-16 14:52:47 INFO]: Epoch (val) [161][1] loss_cls: 0.5560, loss_sal: 0.4796, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.0373, mAP: 0.4471, best_mAP: 0.5713 [2024-04-16 14:52:47 INFO]: Epoch [162][1/1] lr: 0.0005, eta: 0:03:23, time: 0.040, data_time: 0.269, memory: 1031, loss_cls: 0.5544, loss_sal: 0.1201, loss_video_cal: 0.0218, loss_layer_cal: 0.0267, loss: 0.7230, scale: 32768.0000 [2024-04-16 14:52:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_162.pth... [2024-04-16 14:52:47 INFO]: Validating... [2024-04-16 14:52:48 INFO]: Epoch (val) [162][1] loss_cls: 0.5556, loss_sal: 0.4481, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.0053, mAP: 0.4269, best_mAP: 0.5713 [2024-04-16 14:52:48 INFO]: Epoch [163][1/1] lr: 0.0005, eta: 0:03:23, time: 0.041, data_time: 0.264, memory: 1031, loss_cls: 0.5495, loss_sal: 0.1430, loss_video_cal: 0.0157, loss_layer_cal: 0.0211, loss: 0.7294, scale: 32768.0000 [2024-04-16 14:52:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_163.pth... [2024-04-16 14:52:48 INFO]: Validating... [2024-04-16 14:52:48 INFO]: Epoch (val) [163][1] loss_cls: 0.5582, loss_sal: 0.3635, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 0.9232, mAP: 0.4269, best_mAP: 0.5713 [2024-04-16 14:52:49 INFO]: Epoch [164][1/1] lr: 0.0005, eta: 0:03:22, time: 0.041, data_time: 0.269, memory: 1031, loss_cls: 0.5508, loss_sal: 0.0561, loss_video_cal: 0.0139, loss_layer_cal: 0.0314, loss: 0.6522, scale: 32768.0000 [2024-04-16 14:52:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_164.pth... [2024-04-16 14:52:49 INFO]: Validating... [2024-04-16 14:52:49 INFO]: Epoch (val) [164][1] loss_cls: 0.5661, loss_sal: 0.3070, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 0.8745, mAP: 0.5190, best_mAP: 0.5713 [2024-04-16 14:52:49 INFO]: Epoch [165][1/1] lr: 0.0005, eta: 0:03:21, time: 0.041, data_time: 0.270, memory: 1031, loss_cls: 0.5510, loss_sal: 0.0697, loss_video_cal: 0.0140, loss_layer_cal: 0.0183, loss: 0.6531, scale: 32768.0000 [2024-04-16 14:52:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_165.pth... [2024-04-16 14:52:49 INFO]: Validating... [2024-04-16 14:52:49 INFO]: Epoch (val) [165][1] loss_cls: 0.5716, loss_sal: 0.2773, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 0.8503, mAP: 0.5210, best_mAP: 0.5713 [2024-04-16 14:52:50 INFO]: Epoch [166][1/1] lr: 0.0005, eta: 0:03:21, time: 0.042, data_time: 0.270, memory: 1031, loss_cls: 0.5617, loss_sal: 0.1369, loss_video_cal: 0.0125, loss_layer_cal: 0.0227, loss: 0.7338, scale: 32768.0000 [2024-04-16 14:52:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_166.pth... [2024-04-16 14:52:50 INFO]: Validating... [2024-04-16 14:52:50 INFO]: Epoch (val) [166][1] loss_cls: 0.5642, loss_sal: 0.2711, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 0.8366, mAP: 0.5190, best_mAP: 0.5713 [2024-04-16 14:52:50 INFO]: Epoch [167][1/1] lr: 0.0005, eta: 0:03:20, time: 0.042, data_time: 0.271, memory: 1031, loss_cls: 0.5561, loss_sal: 0.0360, loss_video_cal: 0.0187, loss_layer_cal: 0.0256, loss: 0.6365, scale: 32768.0000 [2024-04-16 14:52:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_167.pth... [2024-04-16 14:52:50 INFO]: Validating... [2024-04-16 14:52:51 INFO]: Epoch (val) [167][1] loss_cls: 0.5593, loss_sal: 0.2703, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 0.8308, mAP: 0.5643, best_mAP: 0.5713 [2024-04-16 14:52:51 INFO]: Epoch [168][1/1] lr: 0.0005, eta: 0:03:20, time: 0.040, data_time: 0.266, memory: 1031, loss_cls: 0.5607, loss_sal: 0.2181, loss_video_cal: 0.0208, loss_layer_cal: 0.0200, loss: 0.8197, scale: 32768.0000 [2024-04-16 14:52:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_168.pth... [2024-04-16 14:52:51 INFO]: Validating... [2024-04-16 14:52:51 INFO]: Epoch (val) [168][1] loss_cls: 0.5601, loss_sal: 0.2518, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.8130, mAP: 0.5959, best_mAP: 0.5959 [2024-04-16 14:52:52 INFO]: Epoch [169][1/1] lr: 0.0005, eta: 0:03:19, time: 0.040, data_time: 0.271, memory: 1031, loss_cls: 0.5579, loss_sal: 0.0977, loss_video_cal: 0.0124, loss_layer_cal: 0.0177, loss: 0.6857, scale: 32768.0000 [2024-04-16 14:52:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_169.pth... [2024-04-16 14:52:52 INFO]: Validating... [2024-04-16 14:52:52 INFO]: Epoch (val) [169][1] loss_cls: 0.5623, loss_sal: 0.2466, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.8099, mAP: 0.5935, best_mAP: 0.5959 [2024-04-16 14:52:52 INFO]: Epoch [170][1/1] lr: 0.0005, eta: 0:03:18, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5502, loss_sal: 0.1499, loss_video_cal: 0.0249, loss_layer_cal: 0.0221, loss: 0.7472, scale: 32768.0000 [2024-04-16 14:52:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_170.pth... [2024-04-16 14:52:52 INFO]: Validating... [2024-04-16 14:52:52 INFO]: Epoch (val) [170][1] loss_cls: 0.5683, loss_sal: 0.2499, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.8192, mAP: 0.5959, best_mAP: 0.5959 [2024-04-16 14:52:53 INFO]: Epoch [171][1/1] lr: 0.0005, eta: 0:03:18, time: 0.040, data_time: 0.266, memory: 1031, loss_cls: 0.5550, loss_sal: 0.1360, loss_video_cal: 0.0174, loss_layer_cal: 0.0194, loss: 0.7278, scale: 32768.0000 [2024-04-16 14:52:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_171.pth... [2024-04-16 14:52:53 INFO]: Validating... [2024-04-16 14:52:53 INFO]: Epoch (val) [171][1] loss_cls: 0.5685, loss_sal: 0.2557, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.8250, mAP: 0.6311, best_mAP: 0.6311 [2024-04-16 14:52:53 INFO]: Epoch [172][1/1] lr: 0.0005, eta: 0:03:17, time: 0.041, data_time: 0.270, memory: 1031, loss_cls: 0.5557, loss_sal: 0.2353, loss_video_cal: 0.0206, loss_layer_cal: 0.0200, loss: 0.8316, scale: 32768.0000 [2024-04-16 14:52:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_172.pth... [2024-04-16 14:52:53 INFO]: Validating... [2024-04-16 14:52:54 INFO]: Epoch (val) [172][1] loss_cls: 0.5645, loss_sal: 0.2705, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.8358, mAP: 0.7731, best_mAP: 0.7731 [2024-04-16 14:52:54 INFO]: Epoch [173][1/1] lr: 0.0005, eta: 0:03:17, time: 0.040, data_time: 0.265, memory: 1031, loss_cls: 0.5487, loss_sal: 0.2342, loss_video_cal: 0.0207, loss_layer_cal: 0.0171, loss: 0.8206, scale: 32768.0000 [2024-04-16 14:52:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_173.pth... [2024-04-16 14:52:54 INFO]: Validating... [2024-04-16 14:52:54 INFO]: Epoch (val) [173][1] loss_cls: 0.5584, loss_sal: 0.2883, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.8475, mAP: 0.8088, best_mAP: 0.8088 [2024-04-16 14:52:55 INFO]: Epoch [174][1/1] lr: 0.0005, eta: 0:03:16, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5527, loss_sal: 0.1450, loss_video_cal: 0.0177, loss_layer_cal: 0.0176, loss: 0.7329, scale: 32768.0000 [2024-04-16 14:52:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_174.pth... [2024-04-16 14:52:55 INFO]: Validating... [2024-04-16 14:52:55 INFO]: Epoch (val) [174][1] loss_cls: 0.5506, loss_sal: 0.3118, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.8631, mAP: 0.8047, best_mAP: 0.8088 [2024-04-16 14:52:55 INFO]: Epoch [175][1/1] lr: 0.0005, eta: 0:03:15, time: 0.040, data_time: 0.271, memory: 1031, loss_cls: 0.5487, loss_sal: 0.2412, loss_video_cal: 0.0221, loss_layer_cal: 0.0191, loss: 0.8311, scale: 32768.0000 [2024-04-16 14:52:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_175.pth... [2024-04-16 14:52:55 INFO]: Validating... [2024-04-16 14:52:55 INFO]: Epoch (val) [175][1] loss_cls: 0.5498, loss_sal: 0.3309, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.8814, mAP: 0.8047, best_mAP: 0.8088 [2024-04-16 14:52:56 INFO]: Epoch [176][1/1] lr: 0.0005, eta: 0:03:15, time: 0.040, data_time: 0.270, memory: 1031, loss_cls: 0.5510, loss_sal: 0.1731, loss_video_cal: 0.0132, loss_layer_cal: 0.0194, loss: 0.7567, scale: 32768.0000 [2024-04-16 14:52:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_176.pth... [2024-04-16 14:52:56 INFO]: Validating... [2024-04-16 14:52:56 INFO]: Epoch (val) [176][1] loss_cls: 0.5501, loss_sal: 0.3409, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.8917, mAP: 0.7698, best_mAP: 0.8088 [2024-04-16 14:52:56 INFO]: Epoch [177][1/1] lr: 0.0005, eta: 0:03:14, time: 0.042, data_time: 0.271, memory: 1031, loss_cls: 0.5495, loss_sal: 0.2477, loss_video_cal: 0.0245, loss_layer_cal: 0.0193, loss: 0.8410, scale: 32768.0000 [2024-04-16 14:52:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_177.pth... [2024-04-16 14:52:56 INFO]: Validating... [2024-04-16 14:52:57 INFO]: Epoch (val) [177][1] loss_cls: 0.5505, loss_sal: 0.3535, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9046, mAP: 0.7829, best_mAP: 0.8088 [2024-04-16 14:52:57 INFO]: Epoch [178][1/1] lr: 0.0005, eta: 0:03:14, time: 0.041, data_time: 0.271, memory: 1031, loss_cls: 0.5489, loss_sal: 0.1383, loss_video_cal: 0.0114, loss_layer_cal: 0.0188, loss: 0.7174, scale: 32768.0000 [2024-04-16 14:52:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_178.pth... [2024-04-16 14:52:57 INFO]: Validating... [2024-04-16 14:52:57 INFO]: Epoch (val) [178][1] loss_cls: 0.5525, loss_sal: 0.3737, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9269, mAP: 0.7969, best_mAP: 0.8088 [2024-04-16 14:52:58 INFO]: Epoch [179][1/1] lr: 0.0005, eta: 0:03:13, time: 0.041, data_time: 0.269, memory: 1031, loss_cls: 0.5477, loss_sal: 0.2476, loss_video_cal: 0.0158, loss_layer_cal: 0.0198, loss: 0.8310, scale: 32768.0000 [2024-04-16 14:52:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_179.pth... [2024-04-16 14:52:58 INFO]: Validating... [2024-04-16 14:52:58 INFO]: Epoch (val) [179][1] loss_cls: 0.5570, loss_sal: 0.4024, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9601, mAP: 0.7788, best_mAP: 0.8088 [2024-04-16 14:52:58 INFO]: Epoch [180][1/1] lr: 0.0005, eta: 0:03:12, time: 0.040, data_time: 0.267, memory: 1031, loss_cls: 0.5498, loss_sal: 0.1874, loss_video_cal: 0.0244, loss_layer_cal: 0.0208, loss: 0.7824, scale: 32768.0000 [2024-04-16 14:52:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_180.pth... [2024-04-16 14:52:58 INFO]: Validating... [2024-04-16 14:52:58 INFO]: Epoch (val) [180][1] loss_cls: 0.5619, loss_sal: 0.4062, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9688, mAP: 0.7416, best_mAP: 0.8088 [2024-04-16 14:52:59 INFO]: Epoch [181][1/1] lr: 0.0005, eta: 0:03:12, time: 0.041, data_time: 0.269, memory: 1031, loss_cls: 0.5591, loss_sal: 0.1521, loss_video_cal: 0.0084, loss_layer_cal: 0.0190, loss: 0.7386, scale: 32768.0000 [2024-04-16 14:52:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_181.pth... [2024-04-16 14:52:59 INFO]: Validating... [2024-04-16 14:52:59 INFO]: Epoch (val) [181][1] loss_cls: 0.5562, loss_sal: 0.4159, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9729, mAP: 0.7300, best_mAP: 0.8088 [2024-04-16 14:52:59 INFO]: Epoch [182][1/1] lr: 0.0005, eta: 0:03:11, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5519, loss_sal: 0.1677, loss_video_cal: 0.0310, loss_layer_cal: 0.0178, loss: 0.7685, scale: 32768.0000 [2024-04-16 14:52:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_182.pth... [2024-04-16 14:52:59 INFO]: Validating... [2024-04-16 14:53:00 INFO]: Epoch (val) [182][1] loss_cls: 0.5506, loss_sal: 0.4302, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9815, mAP: 0.6396, best_mAP: 0.8088 [2024-04-16 14:53:00 INFO]: Epoch [183][1/1] lr: 0.0005, eta: 0:03:11, time: 0.041, data_time: 0.269, memory: 1031, loss_cls: 0.5585, loss_sal: 0.1212, loss_video_cal: 0.0101, loss_layer_cal: 0.0118, loss: 0.7016, scale: 32768.0000 [2024-04-16 14:53:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_183.pth... [2024-04-16 14:53:00 INFO]: Validating... [2024-04-16 14:53:00 INFO]: Epoch (val) [183][1] loss_cls: 0.5530, loss_sal: 0.4696, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0233, mAP: 0.6480, best_mAP: 0.8088 [2024-04-16 14:53:01 INFO]: Epoch [184][1/1] lr: 0.0005, eta: 0:03:10, time: 0.041, data_time: 0.269, memory: 1031, loss_cls: 0.5597, loss_sal: 0.1685, loss_video_cal: 0.0108, loss_layer_cal: 0.0251, loss: 0.7641, scale: 32768.0000 [2024-04-16 14:53:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_184.pth... [2024-04-16 14:53:01 INFO]: Validating... [2024-04-16 14:53:01 INFO]: Epoch (val) [184][1] loss_cls: 0.5527, loss_sal: 0.3942, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9476, mAP: 0.6421, best_mAP: 0.8088 [2024-04-16 14:53:01 INFO]: Epoch [185][1/1] lr: 0.0005, eta: 0:03:09, time: 0.040, data_time: 0.270, memory: 1031, loss_cls: 0.5518, loss_sal: 0.1473, loss_video_cal: 0.0157, loss_layer_cal: 0.0124, loss: 0.7273, scale: 32768.0000 [2024-04-16 14:53:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_185.pth... [2024-04-16 14:53:01 INFO]: Validating... [2024-04-16 14:53:02 INFO]: Epoch (val) [185][1] loss_cls: 0.5518, loss_sal: 0.3534, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9059, mAP: 0.6421, best_mAP: 0.8088 [2024-04-16 14:53:02 INFO]: Epoch [186][1/1] lr: 0.0005, eta: 0:03:09, time: 0.041, data_time: 0.268, memory: 1031, loss_cls: 0.5488, loss_sal: 0.1358, loss_video_cal: 0.0099, loss_layer_cal: 0.0142, loss: 0.7087, scale: 32768.0000 [2024-04-16 14:53:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_186.pth... [2024-04-16 14:53:02 INFO]: Validating... [2024-04-16 14:53:02 INFO]: Epoch (val) [186][1] loss_cls: 0.5515, loss_sal: 0.3727, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9249, mAP: 0.6320, best_mAP: 0.8088 [2024-04-16 14:53:02 INFO]: Epoch [187][1/1] lr: 0.0005, eta: 0:03:08, time: 0.041, data_time: 0.268, memory: 1031, loss_cls: 0.5484, loss_sal: 0.1183, loss_video_cal: 0.0100, loss_layer_cal: 0.0228, loss: 0.6996, scale: 32768.0000 [2024-04-16 14:53:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_187.pth... [2024-04-16 14:53:03 INFO]: Validating... [2024-04-16 14:53:03 INFO]: Epoch (val) [187][1] loss_cls: 0.5507, loss_sal: 0.4422, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9937, mAP: 0.5490, best_mAP: 0.8088 [2024-04-16 14:53:03 INFO]: Epoch [188][1/1] lr: 0.0005, eta: 0:03:08, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5487, loss_sal: 0.2027, loss_video_cal: 0.0098, loss_layer_cal: 0.0179, loss: 0.7793, scale: 32768.0000 [2024-04-16 14:53:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_188.pth... [2024-04-16 14:53:03 INFO]: Validating... [2024-04-16 14:53:03 INFO]: Epoch (val) [188][1] loss_cls: 0.5507, loss_sal: 0.4422, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9937, mAP: 0.5490, best_mAP: 0.8088 [2024-04-16 14:53:04 INFO]: Epoch [189][1/1] lr: 0.0005, eta: 0:03:07, time: 0.040, data_time: 0.267, memory: 1031, loss_cls: 0.5520, loss_sal: 0.1829, loss_video_cal: 0.0149, loss_layer_cal: 0.0167, loss: 0.7666, scale: 16384.0000 [2024-04-16 14:53:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_189.pth... [2024-04-16 14:53:04 INFO]: Validating... [2024-04-16 14:53:04 INFO]: Epoch (val) [189][1] loss_cls: 0.5500, loss_sal: 0.5346, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0854, mAP: 0.5855, best_mAP: 0.8088 [2024-04-16 14:53:04 INFO]: Epoch [190][1/1] lr: 0.0005, eta: 0:03:06, time: 0.041, data_time: 0.269, memory: 1031, loss_cls: 0.5530, loss_sal: 0.0821, loss_video_cal: 0.0090, loss_layer_cal: 0.0178, loss: 0.6618, scale: 16384.0000 [2024-04-16 14:53:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_190.pth... [2024-04-16 14:53:04 INFO]: Validating... [2024-04-16 14:53:05 INFO]: Epoch (val) [190][1] loss_cls: 0.5491, loss_sal: 0.6217, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.1716, mAP: 0.4826, best_mAP: 0.8088 [2024-04-16 14:53:05 INFO]: Epoch [191][1/1] lr: 0.0005, eta: 0:03:06, time: 0.041, data_time: 0.274, memory: 1031, loss_cls: 0.5498, loss_sal: 0.1448, loss_video_cal: 0.0120, loss_layer_cal: 0.0171, loss: 0.7236, scale: 16384.0000 [2024-04-16 14:53:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_191.pth... [2024-04-16 14:53:05 INFO]: Validating... [2024-04-16 14:53:05 INFO]: Epoch (val) [191][1] loss_cls: 0.5494, loss_sal: 0.6133, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.1635, mAP: 0.3826, best_mAP: 0.8088 [2024-04-16 14:53:05 INFO]: Epoch [192][1/1] lr: 0.0005, eta: 0:03:05, time: 0.040, data_time: 0.266, memory: 1031, loss_cls: 0.5524, loss_sal: 0.0518, loss_video_cal: 0.0070, loss_layer_cal: 0.0203, loss: 0.6315, scale: 16384.0000 [2024-04-16 14:53:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_192.pth... [2024-04-16 14:53:05 INFO]: Validating... [2024-04-16 14:53:06 INFO]: Epoch (val) [192][1] loss_cls: 0.5516, loss_sal: 0.5811, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.1334, mAP: 0.3800, best_mAP: 0.8088 [2024-04-16 14:53:06 INFO]: Epoch [193][1/1] lr: 0.0005, eta: 0:03:04, time: 0.040, data_time: 0.271, memory: 1031, loss_cls: 0.5516, loss_sal: 0.1405, loss_video_cal: 0.0283, loss_layer_cal: 0.0290, loss: 0.7494, scale: 16384.0000 [2024-04-16 14:53:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_193.pth... [2024-04-16 14:53:06 INFO]: Validating... [2024-04-16 14:53:06 INFO]: Epoch (val) [193][1] loss_cls: 0.5540, loss_sal: 0.5110, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.0658, mAP: 0.3772, best_mAP: 0.8088 [2024-04-16 14:53:07 INFO]: Epoch [194][1/1] lr: 0.0005, eta: 0:03:04, time: 0.042, data_time: 0.269, memory: 1031, loss_cls: 0.5534, loss_sal: 0.0866, loss_video_cal: 0.0147, loss_layer_cal: 0.0226, loss: 0.6773, scale: 16384.0000 [2024-04-16 14:53:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_194.pth... [2024-04-16 14:53:07 INFO]: Validating... [2024-04-16 14:53:07 INFO]: Epoch (val) [194][1] loss_cls: 0.5558, loss_sal: 0.4575, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.0140, mAP: 0.3797, best_mAP: 0.8088 [2024-04-16 14:53:07 INFO]: Epoch [195][1/1] lr: 0.0005, eta: 0:03:03, time: 0.040, data_time: 0.264, memory: 1031, loss_cls: 0.5574, loss_sal: 0.1163, loss_video_cal: 0.0162, loss_layer_cal: 0.0173, loss: 0.7072, scale: 16384.0000 [2024-04-16 14:53:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_195.pth... [2024-04-16 14:53:07 INFO]: Validating... [2024-04-16 14:53:08 INFO]: Epoch (val) [195][1] loss_cls: 0.5552, loss_sal: 0.3918, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9478, mAP: 0.3496, best_mAP: 0.8088 [2024-04-16 14:53:08 INFO]: Epoch [196][1/1] lr: 0.0005, eta: 0:03:03, time: 0.041, data_time: 0.270, memory: 1031, loss_cls: 0.5570, loss_sal: 0.1089, loss_video_cal: 0.0124, loss_layer_cal: 0.0170, loss: 0.6953, scale: 16384.0000 [2024-04-16 14:53:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_196.pth... [2024-04-16 14:53:08 INFO]: Validating... [2024-04-16 14:53:08 INFO]: Epoch (val) [196][1] loss_cls: 0.5537, loss_sal: 0.3772, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9317, mAP: 0.3496, best_mAP: 0.8088 [2024-04-16 14:53:08 INFO]: Epoch [197][1/1] lr: 0.0005, eta: 0:03:02, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5547, loss_sal: 0.3074, loss_video_cal: 0.0330, loss_layer_cal: 0.0097, loss: 0.9047, scale: 16384.0000 [2024-04-16 14:53:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_197.pth... [2024-04-16 14:53:08 INFO]: Validating... [2024-04-16 14:53:09 INFO]: Epoch (val) [197][1] loss_cls: 0.5529, loss_sal: 0.3668, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9204, mAP: 0.3496, best_mAP: 0.8088 [2024-04-16 14:53:09 INFO]: Epoch [198][1/1] lr: 0.0005, eta: 0:03:01, time: 0.042, data_time: 0.265, memory: 1031, loss_cls: 0.5554, loss_sal: 0.1316, loss_video_cal: 0.0179, loss_layer_cal: 0.0113, loss: 0.7162, scale: 16384.0000 [2024-04-16 14:53:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_198.pth... [2024-04-16 14:53:09 INFO]: Validating... [2024-04-16 14:53:09 INFO]: Epoch (val) [198][1] loss_cls: 0.5528, loss_sal: 0.3516, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9051, mAP: 0.3434, best_mAP: 0.8088 [2024-04-16 14:53:10 INFO]: Epoch [199][1/1] lr: 0.0005, eta: 0:03:01, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5558, loss_sal: 0.1435, loss_video_cal: 0.0234, loss_layer_cal: 0.0269, loss: 0.7495, scale: 16384.0000 [2024-04-16 14:53:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_199.pth... [2024-04-16 14:53:10 INFO]: Validating... [2024-04-16 14:53:10 INFO]: Epoch (val) [199][1] loss_cls: 0.5548, loss_sal: 0.3430, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.8984, mAP: 0.3583, best_mAP: 0.8088 [2024-04-16 14:53:10 INFO]: Epoch [200][1/1] lr: 0.0005, eta: 0:03:00, time: 0.042, data_time: 0.269, memory: 1031, loss_cls: 0.5542, loss_sal: 0.0833, loss_video_cal: 0.0082, loss_layer_cal: 0.0237, loss: 0.6693, scale: 16384.0000 [2024-04-16 14:53:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_200.pth... [2024-04-16 14:53:10 INFO]: Validating... [2024-04-16 14:53:10 INFO]: Epoch (val) [200][1] loss_cls: 0.5568, loss_sal: 0.3372, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.8946, mAP: 0.3583, best_mAP: 0.8088 [2024-04-16 14:53:11 INFO]: Epoch [201][1/1] lr: 0.0005, eta: 0:03:00, time: 0.040, data_time: 0.268, memory: 1031, loss_cls: 0.5540, loss_sal: 0.2689, loss_video_cal: 0.0194, loss_layer_cal: 0.0117, loss: 0.8540, scale: 16384.0000 [2024-04-16 14:53:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_201.pth... [2024-04-16 14:53:11 INFO]: Validating... [2024-04-16 14:53:11 INFO]: Epoch (val) [201][1] loss_cls: 0.5584, loss_sal: 0.3254, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.8842, mAP: 0.3611, best_mAP: 0.8088 [2024-04-16 14:53:11 INFO]: Epoch [202][1/1] lr: 0.0005, eta: 0:02:59, time: 0.040, data_time: 0.264, memory: 1031, loss_cls: 0.5522, loss_sal: 0.0704, loss_video_cal: 0.0083, loss_layer_cal: 0.0206, loss: 0.6515, scale: 16384.0000 [2024-04-16 14:53:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_202.pth... [2024-04-16 14:53:11 INFO]: Validating... [2024-04-16 14:53:12 INFO]: Epoch (val) [202][1] loss_cls: 0.5595, loss_sal: 0.3165, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.8764, mAP: 0.3435, best_mAP: 0.8088 [2024-04-16 14:53:12 INFO]: Epoch [203][1/1] lr: 0.0005, eta: 0:02:58, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5602, loss_sal: 0.1914, loss_video_cal: 0.0107, loss_layer_cal: 0.0115, loss: 0.7738, scale: 16384.0000 [2024-04-16 14:53:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_203.pth... [2024-04-16 14:53:12 INFO]: Validating... [2024-04-16 14:53:12 INFO]: Epoch (val) [203][1] loss_cls: 0.5567, loss_sal: 0.3063, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.8633, mAP: 0.3306, best_mAP: 0.8088 [2024-04-16 14:53:13 INFO]: Epoch [204][1/1] lr: 0.0005, eta: 0:02:58, time: 0.041, data_time: 0.269, memory: 1031, loss_cls: 0.5722, loss_sal: 0.2240, loss_video_cal: 0.0206, loss_layer_cal: 0.0139, loss: 0.8307, scale: 16384.0000 [2024-04-16 14:53:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_204.pth... [2024-04-16 14:53:13 INFO]: Validating... [2024-04-16 14:53:13 INFO]: Epoch (val) [204][1] loss_cls: 0.5514, loss_sal: 0.3192, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8710, mAP: 0.3210, best_mAP: 0.8088 [2024-04-16 14:53:13 INFO]: Epoch [205][1/1] lr: 0.0005, eta: 0:02:57, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5643, loss_sal: 0.1281, loss_video_cal: 0.0087, loss_layer_cal: 0.0166, loss: 0.7177, scale: 16384.0000 [2024-04-16 14:53:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_205.pth... [2024-04-16 14:53:13 INFO]: Validating... [2024-04-16 14:53:13 INFO]: Epoch (val) [205][1] loss_cls: 0.5503, loss_sal: 0.3268, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8774, mAP: 0.3279, best_mAP: 0.8088 [2024-04-16 14:53:14 INFO]: Epoch [206][1/1] lr: 0.0005, eta: 0:02:57, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5591, loss_sal: 0.1750, loss_video_cal: 0.0140, loss_layer_cal: 0.0134, loss: 0.7615, scale: 16384.0000 [2024-04-16 14:53:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_206.pth... [2024-04-16 14:53:14 INFO]: Validating... [2024-04-16 14:53:14 INFO]: Epoch (val) [206][1] loss_cls: 0.5558, loss_sal: 0.3355, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8916, mAP: 0.3279, best_mAP: 0.8088 [2024-04-16 14:53:14 INFO]: Epoch [207][1/1] lr: 0.0005, eta: 0:02:56, time: 0.042, data_time: 0.270, memory: 1031, loss_cls: 0.5667, loss_sal: 0.1471, loss_video_cal: 0.0144, loss_layer_cal: 0.0110, loss: 0.7391, scale: 16384.0000 [2024-04-16 14:53:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_207.pth... [2024-04-16 14:53:14 INFO]: Validating... [2024-04-16 14:53:15 INFO]: Epoch (val) [207][1] loss_cls: 0.5602, loss_sal: 0.3457, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9062, mAP: 0.3210, best_mAP: 0.8088 [2024-04-16 14:53:15 INFO]: Epoch [208][1/1] lr: 0.0005, eta: 0:02:55, time: 0.040, data_time: 0.270, memory: 1031, loss_cls: 0.5785, loss_sal: 0.1544, loss_video_cal: 0.0112, loss_layer_cal: 0.0097, loss: 0.7537, scale: 16384.0000 [2024-04-16 14:53:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_208.pth... [2024-04-16 14:53:15 INFO]: Validating... [2024-04-16 14:53:15 INFO]: Epoch (val) [208][1] loss_cls: 0.5591, loss_sal: 0.3603, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9197, mAP: 0.3210, best_mAP: 0.8088 [2024-04-16 14:53:16 INFO]: Epoch [209][1/1] lr: 0.0005, eta: 0:02:55, time: 0.040, data_time: 0.270, memory: 1031, loss_cls: 0.5676, loss_sal: 0.1738, loss_video_cal: 0.0132, loss_layer_cal: 0.0133, loss: 0.7677, scale: 16384.0000 [2024-04-16 14:53:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_209.pth... [2024-04-16 14:53:16 INFO]: Validating... [2024-04-16 14:53:16 INFO]: Epoch (val) [209][1] loss_cls: 0.5535, loss_sal: 0.3666, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9204, mAP: 0.3210, best_mAP: 0.8088 [2024-04-16 14:53:16 INFO]: Epoch [210][1/1] lr: 0.0005, eta: 0:02:54, time: 0.040, data_time: 0.270, memory: 1031, loss_cls: 0.5712, loss_sal: 0.1261, loss_video_cal: 0.0115, loss_layer_cal: 0.0113, loss: 0.7201, scale: 16384.0000 [2024-04-16 14:53:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_210.pth... [2024-04-16 14:53:16 INFO]: Validating... [2024-04-16 14:53:16 INFO]: Epoch (val) [210][1] loss_cls: 0.5509, loss_sal: 0.3754, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9266, mAP: 0.3322, best_mAP: 0.8088 [2024-04-16 14:53:17 INFO]: Epoch [211][1/1] lr: 0.0005, eta: 0:02:54, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5572, loss_sal: 0.1125, loss_video_cal: 0.0141, loss_layer_cal: 0.0090, loss: 0.6927, scale: 16384.0000 [2024-04-16 14:53:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_211.pth... [2024-04-16 14:53:17 INFO]: Validating... [2024-04-16 14:53:17 INFO]: Epoch (val) [211][1] loss_cls: 0.5551, loss_sal: 0.3879, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9433, mAP: 0.3322, best_mAP: 0.8088 [2024-04-16 14:53:17 INFO]: Epoch [212][1/1] lr: 0.0005, eta: 0:02:53, time: 0.040, data_time: 0.269, memory: 1031, loss_cls: 0.5530, loss_sal: 0.1248, loss_video_cal: 0.0088, loss_layer_cal: 0.0084, loss: 0.6950, scale: 16384.0000 [2024-04-16 14:53:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_212.pth... [2024-04-16 14:53:17 INFO]: Validating... [2024-04-16 14:53:18 INFO]: Epoch (val) [212][1] loss_cls: 0.5663, loss_sal: 0.3975, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9641, mAP: 0.3494, best_mAP: 0.8088 [2024-04-16 14:53:18 INFO]: Epoch [213][1/1] lr: 0.0005, eta: 0:02:52, time: 0.040, data_time: 0.266, memory: 1031, loss_cls: 0.5516, loss_sal: 0.1410, loss_video_cal: 0.0273, loss_layer_cal: 0.0186, loss: 0.7385, scale: 16384.0000 [2024-04-16 14:53:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_213.pth... [2024-04-16 14:53:18 INFO]: Validating... [2024-04-16 14:53:18 INFO]: Epoch (val) [213][1] loss_cls: 0.5779, loss_sal: 0.3998, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9780, mAP: 0.3494, best_mAP: 0.8088 [2024-04-16 14:53:19 INFO]: Epoch [214][1/1] lr: 0.0005, eta: 0:02:52, time: 0.041, data_time: 0.268, memory: 1031, loss_cls: 0.5487, loss_sal: 0.0693, loss_video_cal: 0.0066, loss_layer_cal: 0.0113, loss: 0.6359, scale: 16384.0000 [2024-04-16 14:53:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_214.pth... [2024-04-16 14:53:19 INFO]: Validating... [2024-04-16 14:53:19 INFO]: Epoch (val) [214][1] loss_cls: 0.5881, loss_sal: 0.4045, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9929, mAP: 0.3127, best_mAP: 0.8088 [2024-04-16 14:53:19 INFO]: Epoch [215][1/1] lr: 0.0005, eta: 0:02:51, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5533, loss_sal: 0.1072, loss_video_cal: 0.0075, loss_layer_cal: 0.0148, loss: 0.6827, scale: 16384.0000 [2024-04-16 14:53:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_215.pth... [2024-04-16 14:53:19 INFO]: Validating... [2024-04-16 14:53:19 INFO]: Epoch (val) [215][1] loss_cls: 0.5919, loss_sal: 0.4057, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9979, mAP: 0.2810, best_mAP: 0.8088 [2024-04-16 14:53:20 INFO]: Epoch [216][1/1] lr: 0.0005, eta: 0:02:50, time: 0.040, data_time: 0.264, memory: 1031, loss_cls: 0.5523, loss_sal: 0.1249, loss_video_cal: 0.0135, loss_layer_cal: 0.0115, loss: 0.7022, scale: 16384.0000 [2024-04-16 14:53:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_216.pth... [2024-04-16 14:53:20 INFO]: Validating... [2024-04-16 14:53:20 INFO]: Epoch (val) [216][1] loss_cls: 0.5864, loss_sal: 0.4094, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9961, mAP: 0.2819, best_mAP: 0.8088 [2024-04-16 14:53:20 INFO]: Epoch [217][1/1] lr: 0.0005, eta: 0:02:50, time: 0.040, data_time: 0.266, memory: 1031, loss_cls: 0.5507, loss_sal: 0.2316, loss_video_cal: 0.0370, loss_layer_cal: 0.0136, loss: 0.8328, scale: 16384.0000 [2024-04-16 14:53:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_217.pth... [2024-04-16 14:53:20 INFO]: Validating... [2024-04-16 14:53:21 INFO]: Epoch (val) [217][1] loss_cls: 0.5817, loss_sal: 0.3652, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9473, mAP: 0.2962, best_mAP: 0.8088 [2024-04-16 14:53:21 INFO]: Epoch [218][1/1] lr: 0.0005, eta: 0:02:49, time: 0.040, data_time: 0.266, memory: 1031, loss_cls: 0.5537, loss_sal: 0.1007, loss_video_cal: 0.0095, loss_layer_cal: 0.0113, loss: 0.6752, scale: 16384.0000 [2024-04-16 14:53:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_218.pth... [2024-04-16 14:53:21 INFO]: Validating... [2024-04-16 14:53:21 INFO]: Epoch (val) [218][1] loss_cls: 0.5772, loss_sal: 0.3252, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9028, mAP: 0.4503, best_mAP: 0.8088 [2024-04-16 14:53:22 INFO]: Epoch [219][1/1] lr: 0.0005, eta: 0:02:49, time: 0.040, data_time: 0.265, memory: 1031, loss_cls: 0.5541, loss_sal: 0.1426, loss_video_cal: 0.0306, loss_layer_cal: 0.0204, loss: 0.7477, scale: 16384.0000 [2024-04-16 14:53:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_219.pth... [2024-04-16 14:53:22 INFO]: Validating... [2024-04-16 14:53:22 INFO]: Epoch (val) [219][1] loss_cls: 0.5709, loss_sal: 0.3020, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8732, mAP: 0.4657, best_mAP: 0.8088 [2024-04-16 14:53:22 INFO]: Epoch [220][1/1] lr: 0.0005, eta: 0:02:48, time: 0.040, data_time: 0.262, memory: 1031, loss_cls: 0.5570, loss_sal: 0.0793, loss_video_cal: 0.0119, loss_layer_cal: 0.0143, loss: 0.6625, scale: 16384.0000 [2024-04-16 14:53:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_220.pth... [2024-04-16 14:53:22 INFO]: Validating... [2024-04-16 14:53:22 INFO]: Epoch (val) [220][1] loss_cls: 0.5641, loss_sal: 0.2927, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8571, mAP: 0.5227, best_mAP: 0.8088 [2024-04-16 14:53:23 INFO]: Epoch [221][1/1] lr: 0.0005, eta: 0:02:47, time: 0.040, data_time: 0.264, memory: 1031, loss_cls: 0.5549, loss_sal: 0.1145, loss_video_cal: 0.0148, loss_layer_cal: 0.0111, loss: 0.6953, scale: 16384.0000 [2024-04-16 14:53:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_221.pth... [2024-04-16 14:53:23 INFO]: Validating... [2024-04-16 14:53:23 INFO]: Epoch (val) [221][1] loss_cls: 0.5602, loss_sal: 0.3026, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.8632, mAP: 0.4759, best_mAP: 0.8088 [2024-04-16 14:53:23 INFO]: Epoch [222][1/1] lr: 0.0005, eta: 0:02:47, time: 0.040, data_time: 0.264, memory: 1031, loss_cls: 0.5541, loss_sal: 0.1197, loss_video_cal: 0.0119, loss_layer_cal: 0.0134, loss: 0.6990, scale: 16384.0000 [2024-04-16 14:53:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_222.pth... [2024-04-16 14:53:23 INFO]: Validating... [2024-04-16 14:53:24 INFO]: Epoch (val) [222][1] loss_cls: 0.5580, loss_sal: 0.3380, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.8964, mAP: 0.5019, best_mAP: 0.8088 [2024-04-16 14:53:24 INFO]: Epoch [223][1/1] lr: 0.0005, eta: 0:02:46, time: 0.040, data_time: 0.269, memory: 1031, loss_cls: 0.5502, loss_sal: 0.1663, loss_video_cal: 0.0230, loss_layer_cal: 0.0113, loss: 0.7509, scale: 16384.0000 [2024-04-16 14:53:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_223.pth... [2024-04-16 14:53:24 INFO]: Validating... [2024-04-16 14:53:24 INFO]: Epoch (val) [223][1] loss_cls: 0.5583, loss_sal: 0.4256, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.9842, mAP: 0.5351, best_mAP: 0.8088 [2024-04-16 14:53:24 INFO]: Epoch [224][1/1] lr: 0.0005, eta: 0:02:46, time: 0.041, data_time: 0.265, memory: 1031, loss_cls: 0.5504, loss_sal: 0.1616, loss_video_cal: 0.0149, loss_layer_cal: 0.0266, loss: 0.7536, scale: 16384.0000 [2024-04-16 14:53:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_224.pth... [2024-04-16 14:53:25 INFO]: Validating... [2024-04-16 14:53:25 INFO]: Epoch (val) [224][1] loss_cls: 0.5605, loss_sal: 0.5382, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0991, mAP: 0.5351, best_mAP: 0.8088 [2024-04-16 14:53:25 INFO]: Epoch [225][1/1] lr: 0.0005, eta: 0:02:45, time: 0.040, data_time: 0.265, memory: 1031, loss_cls: 0.5523, loss_sal: 0.0437, loss_video_cal: 0.0051, loss_layer_cal: 0.0118, loss: 0.6128, scale: 16384.0000 [2024-04-16 14:53:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_225.pth... [2024-04-16 14:53:25 INFO]: Validating... [2024-04-16 14:53:25 INFO]: Epoch (val) [225][1] loss_cls: 0.5654, loss_sal: 0.5958, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1616, mAP: 0.5367, best_mAP: 0.8088 [2024-04-16 14:53:26 INFO]: Epoch [226][1/1] lr: 0.0005, eta: 0:02:44, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5498, loss_sal: 0.0164, loss_video_cal: 0.0264, loss_layer_cal: 0.0133, loss: 0.6059, scale: 16384.0000 [2024-04-16 14:53:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_226.pth... [2024-04-16 14:53:26 INFO]: Validating... [2024-04-16 14:53:26 INFO]: Epoch (val) [226][1] loss_cls: 0.5719, loss_sal: 0.5681, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.1405, mAP: 0.5276, best_mAP: 0.8088 [2024-04-16 14:53:26 INFO]: Epoch [227][1/1] lr: 0.0005, eta: 0:02:44, time: 0.040, data_time: 0.269, memory: 1031, loss_cls: 0.5509, loss_sal: 0.1188, loss_video_cal: 0.0100, loss_layer_cal: 0.0069, loss: 0.6866, scale: 16384.0000 [2024-04-16 14:53:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_227.pth... [2024-04-16 14:53:26 INFO]: Validating... [2024-04-16 14:53:27 INFO]: Epoch (val) [227][1] loss_cls: 0.5853, loss_sal: 0.4962, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0819, mAP: 0.5517, best_mAP: 0.8088 [2024-04-16 14:53:27 INFO]: Epoch [228][1/1] lr: 0.0005, eta: 0:02:43, time: 0.040, data_time: 0.267, memory: 1031, loss_cls: 0.5506, loss_sal: 0.1882, loss_video_cal: 0.0172, loss_layer_cal: 0.0136, loss: 0.7696, scale: 16384.0000 [2024-04-16 14:53:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_228.pth... [2024-04-16 14:53:27 INFO]: Validating... [2024-04-16 14:53:27 INFO]: Epoch (val) [228][1] loss_cls: 0.6105, loss_sal: 0.4785, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0896, mAP: 0.5850, best_mAP: 0.8088 [2024-04-16 14:53:27 INFO]: Epoch [229][1/1] lr: 0.0005, eta: 0:02:43, time: 0.041, data_time: 0.269, memory: 1031, loss_cls: 0.5556, loss_sal: 0.0770, loss_video_cal: 0.0142, loss_layer_cal: 0.0124, loss: 0.6591, scale: 16384.0000 [2024-04-16 14:53:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_229.pth... [2024-04-16 14:53:28 INFO]: Validating... [2024-04-16 14:53:28 INFO]: Epoch (val) [229][1] loss_cls: 0.6300, loss_sal: 0.4879, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.1184, mAP: 0.5799, best_mAP: 0.8088 [2024-04-16 14:53:28 INFO]: Epoch [230][1/1] lr: 0.0005, eta: 0:02:42, time: 0.040, data_time: 0.266, memory: 1031, loss_cls: 0.5670, loss_sal: 0.3485, loss_video_cal: 0.0124, loss_layer_cal: 0.0147, loss: 0.9427, scale: 16384.0000 [2024-04-16 14:53:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_230.pth... [2024-04-16 14:53:28 INFO]: Validating... [2024-04-16 14:53:28 INFO]: Epoch (val) [230][1] loss_cls: 0.6326, loss_sal: 0.4910, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.1242, mAP: 0.5358, best_mAP: 0.8088 [2024-04-16 14:53:29 INFO]: Epoch [231][1/1] lr: 0.0005, eta: 0:02:41, time: 0.041, data_time: 0.269, memory: 1031, loss_cls: 0.5592, loss_sal: 0.0405, loss_video_cal: 0.0057, loss_layer_cal: 0.0126, loss: 0.6180, scale: 16384.0000 [2024-04-16 14:53:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_231.pth... [2024-04-16 14:53:29 INFO]: Validating... [2024-04-16 14:53:29 INFO]: Epoch (val) [231][1] loss_cls: 0.6258, loss_sal: 0.4942, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1207, mAP: 0.2804, best_mAP: 0.8088 [2024-04-16 14:53:29 INFO]: Epoch [232][1/1] lr: 0.0005, eta: 0:02:41, time: 0.040, data_time: 0.270, memory: 1031, loss_cls: 0.5610, loss_sal: 0.2024, loss_video_cal: 0.0104, loss_layer_cal: 0.0164, loss: 0.7903, scale: 16384.0000 [2024-04-16 14:53:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_232.pth... [2024-04-16 14:53:29 INFO]: Validating... [2024-04-16 14:53:30 INFO]: Epoch (val) [232][1] loss_cls: 0.6099, loss_sal: 0.4947, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1053, mAP: 0.3731, best_mAP: 0.8088 [2024-04-16 14:53:30 INFO]: Epoch [233][1/1] lr: 0.0005, eta: 0:02:40, time: 0.041, data_time: 0.268, memory: 1031, loss_cls: 0.5612, loss_sal: 0.1107, loss_video_cal: 0.0093, loss_layer_cal: 0.0124, loss: 0.6936, scale: 16384.0000 [2024-04-16 14:53:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_233.pth... [2024-04-16 14:53:30 INFO]: Validating... [2024-04-16 14:53:30 INFO]: Epoch (val) [233][1] loss_cls: 0.5869, loss_sal: 0.4951, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0827, mAP: 0.3946, best_mAP: 0.8088 [2024-04-16 14:53:30 INFO]: Epoch [234][1/1] lr: 0.0005, eta: 0:02:39, time: 0.042, data_time: 0.268, memory: 1031, loss_cls: 0.5545, loss_sal: 0.1036, loss_video_cal: 0.0113, loss_layer_cal: 0.0093, loss: 0.6787, scale: 16384.0000 [2024-04-16 14:53:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_234.pth... [2024-04-16 14:53:31 INFO]: Validating... [2024-04-16 14:53:31 INFO]: Epoch (val) [234][1] loss_cls: 0.5700, loss_sal: 0.4942, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0649, mAP: 0.3616, best_mAP: 0.8088 [2024-04-16 14:53:31 INFO]: Epoch [235][1/1] lr: 0.0005, eta: 0:02:39, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5555, loss_sal: 0.2090, loss_video_cal: 0.0213, loss_layer_cal: 0.0129, loss: 0.7987, scale: 16384.0000 [2024-04-16 14:53:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_235.pth... [2024-04-16 14:53:31 INFO]: Validating... [2024-04-16 14:53:31 INFO]: Epoch (val) [235][1] loss_cls: 0.5593, loss_sal: 0.4907, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0507, mAP: 0.3924, best_mAP: 0.8088 [2024-04-16 14:53:32 INFO]: Epoch [236][1/1] lr: 0.0005, eta: 0:02:38, time: 0.041, data_time: 0.268, memory: 1031, loss_cls: 0.5556, loss_sal: 0.0492, loss_video_cal: 0.0083, loss_layer_cal: 0.0122, loss: 0.6253, scale: 16384.0000 [2024-04-16 14:53:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_236.pth... [2024-04-16 14:53:32 INFO]: Validating... [2024-04-16 14:53:32 INFO]: Epoch (val) [236][1] loss_cls: 0.5553, loss_sal: 0.4856, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0417, mAP: 0.3501, best_mAP: 0.8088 [2024-04-16 14:53:32 INFO]: Epoch [237][1/1] lr: 0.0005, eta: 0:02:38, time: 0.040, data_time: 0.268, memory: 1031, loss_cls: 0.5604, loss_sal: 0.1448, loss_video_cal: 0.0146, loss_layer_cal: 0.0187, loss: 0.7385, scale: 16384.0000 [2024-04-16 14:53:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_237.pth... [2024-04-16 14:53:32 INFO]: Validating... [2024-04-16 14:53:33 INFO]: Epoch (val) [237][1] loss_cls: 0.5547, loss_sal: 0.4786, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.0339, mAP: 0.3852, best_mAP: 0.8088 [2024-04-16 14:53:33 INFO]: Epoch [238][1/1] lr: 0.0005, eta: 0:02:37, time: 0.040, data_time: 0.267, memory: 1031, loss_cls: 0.5652, loss_sal: 0.1175, loss_video_cal: 0.0162, loss_layer_cal: 0.0151, loss: 0.7141, scale: 16384.0000 [2024-04-16 14:53:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_238.pth... [2024-04-16 14:53:33 INFO]: Validating... [2024-04-16 14:53:33 INFO]: Epoch (val) [238][1] loss_cls: 0.5565, loss_sal: 0.4643, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0213, mAP: 0.3722, best_mAP: 0.8088 [2024-04-16 14:53:33 INFO]: Epoch [239][1/1] lr: 0.0005, eta: 0:02:36, time: 0.040, data_time: 0.266, memory: 1031, loss_cls: 0.5536, loss_sal: 0.1747, loss_video_cal: 0.0232, loss_layer_cal: 0.0253, loss: 0.7767, scale: 16384.0000 [2024-04-16 14:53:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_239.pth... [2024-04-16 14:53:34 INFO]: Validating... [2024-04-16 14:53:34 INFO]: Epoch (val) [239][1] loss_cls: 0.5596, loss_sal: 0.4516, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0117, mAP: 0.3722, best_mAP: 0.8088 [2024-04-16 14:53:34 INFO]: Epoch [240][1/1] lr: 0.0005, eta: 0:02:36, time: 0.040, data_time: 0.269, memory: 1031, loss_cls: 0.5536, loss_sal: 0.0785, loss_video_cal: 0.0051, loss_layer_cal: 0.0140, loss: 0.6513, scale: 16384.0000 [2024-04-16 14:53:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_240.pth... [2024-04-16 14:53:34 INFO]: Validating... [2024-04-16 14:53:34 INFO]: Epoch (val) [240][1] loss_cls: 0.5633, loss_sal: 0.4408, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0045, mAP: 0.3611, best_mAP: 0.8088 [2024-04-16 14:53:35 INFO]: Epoch [241][1/1] lr: 0.0005, eta: 0:02:35, time: 0.040, data_time: 0.270, memory: 1031, loss_cls: 0.5508, loss_sal: 0.1038, loss_video_cal: 0.0112, loss_layer_cal: 0.0163, loss: 0.6820, scale: 16384.0000 [2024-04-16 14:53:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_241.pth... [2024-04-16 14:53:35 INFO]: Validating... [2024-04-16 14:53:35 INFO]: Epoch (val) [241][1] loss_cls: 0.5664, loss_sal: 0.4336, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0003, mAP: 0.3389, best_mAP: 0.8088 [2024-04-16 14:53:35 INFO]: Epoch [242][1/1] lr: 0.0005, eta: 0:02:35, time: 0.041, data_time: 0.268, memory: 1031, loss_cls: 0.5503, loss_sal: 0.1942, loss_video_cal: 0.0320, loss_layer_cal: 0.0170, loss: 0.7936, scale: 16384.0000 [2024-04-16 14:53:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_242.pth... [2024-04-16 14:53:35 INFO]: Validating... [2024-04-16 14:53:36 INFO]: Epoch (val) [242][1] loss_cls: 0.5694, loss_sal: 0.4220, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9918, mAP: 0.3556, best_mAP: 0.8088 [2024-04-16 14:53:36 INFO]: Epoch [243][1/1] lr: 0.0005, eta: 0:02:34, time: 0.041, data_time: 0.265, memory: 1031, loss_cls: 0.5564, loss_sal: 0.1342, loss_video_cal: 0.0085, loss_layer_cal: 0.0163, loss: 0.7154, scale: 16384.0000 [2024-04-16 14:53:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_243.pth... [2024-04-16 14:53:36 INFO]: Validating... [2024-04-16 14:53:36 INFO]: Epoch (val) [243][1] loss_cls: 0.5679, loss_sal: 0.4132, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9814, mAP: 0.3799, best_mAP: 0.8088 [2024-04-16 14:53:36 INFO]: Epoch [244][1/1] lr: 0.0005, eta: 0:02:33, time: 0.041, data_time: 0.265, memory: 1031, loss_cls: 0.5557, loss_sal: 0.1283, loss_video_cal: 0.0157, loss_layer_cal: 0.0097, loss: 0.7095, scale: 16384.0000 [2024-04-16 14:53:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_244.pth... [2024-04-16 14:53:36 INFO]: Validating... [2024-04-16 14:53:37 INFO]: Epoch (val) [244][1] loss_cls: 0.5646, loss_sal: 0.4048, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9696, mAP: 0.3641, best_mAP: 0.8088 [2024-04-16 14:53:37 INFO]: Epoch [245][1/1] lr: 0.0005, eta: 0:02:33, time: 0.040, data_time: 0.269, memory: 1031, loss_cls: 0.5495, loss_sal: 0.0794, loss_video_cal: 0.0086, loss_layer_cal: 0.0160, loss: 0.6535, scale: 16384.0000 [2024-04-16 14:53:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_245.pth... [2024-04-16 14:53:37 INFO]: Validating... [2024-04-16 14:53:37 INFO]: Epoch (val) [245][1] loss_cls: 0.5595, loss_sal: 0.4025, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9622, mAP: 0.3434, best_mAP: 0.8088 [2024-04-16 14:53:38 INFO]: Epoch [246][1/1] lr: 0.0005, eta: 0:02:32, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5506, loss_sal: 0.1036, loss_video_cal: 0.0126, loss_layer_cal: 0.0145, loss: 0.6813, scale: 16384.0000 [2024-04-16 14:53:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_246.pth... [2024-04-16 14:53:38 INFO]: Validating... [2024-04-16 14:53:38 INFO]: Epoch (val) [246][1] loss_cls: 0.5551, loss_sal: 0.4083, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9635, mAP: 0.4082, best_mAP: 0.8088 [2024-04-16 14:53:38 INFO]: Epoch [247][1/1] lr: 0.0005, eta: 0:02:32, time: 0.041, data_time: 0.269, memory: 1031, loss_cls: 0.5533, loss_sal: 0.1169, loss_video_cal: 0.0099, loss_layer_cal: 0.0205, loss: 0.7007, scale: 16384.0000 [2024-04-16 14:53:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_247.pth... [2024-04-16 14:53:38 INFO]: Validating... [2024-04-16 14:53:39 INFO]: Epoch (val) [247][1] loss_cls: 0.5526, loss_sal: 0.4213, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9740, mAP: 0.3269, best_mAP: 0.8088 [2024-04-16 14:53:39 INFO]: Epoch [248][1/1] lr: 0.0005, eta: 0:02:31, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5516, loss_sal: 0.1531, loss_video_cal: 0.0078, loss_layer_cal: 0.0144, loss: 0.7269, scale: 16384.0000 [2024-04-16 14:53:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_248.pth... [2024-04-16 14:53:39 INFO]: Validating... [2024-04-16 14:53:39 INFO]: Epoch (val) [248][1] loss_cls: 0.5524, loss_sal: 0.4528, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0053, mAP: 0.3269, best_mAP: 0.8088 [2024-04-16 14:53:39 INFO]: Epoch [249][1/1] lr: 0.0005, eta: 0:02:30, time: 0.042, data_time: 0.268, memory: 1031, loss_cls: 0.5547, loss_sal: 0.2167, loss_video_cal: 0.0132, loss_layer_cal: 0.0091, loss: 0.7937, scale: 16384.0000 [2024-04-16 14:53:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_249.pth... [2024-04-16 14:53:40 INFO]: Validating... [2024-04-16 14:53:40 INFO]: Epoch (val) [249][1] loss_cls: 0.5522, loss_sal: 0.4739, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0263, mAP: 0.3269, best_mAP: 0.8088 [2024-04-16 14:53:40 INFO]: Epoch [250][1/1] lr: 0.0005, eta: 0:02:30, time: 0.041, data_time: 0.264, memory: 1031, loss_cls: 0.5552, loss_sal: 0.0413, loss_video_cal: 0.0068, loss_layer_cal: 0.0070, loss: 0.6104, scale: 16384.0000 [2024-04-16 14:53:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_250.pth... [2024-04-16 14:53:40 INFO]: Validating... [2024-04-16 14:53:40 INFO]: Epoch (val) [250][1] loss_cls: 0.5520, loss_sal: 0.4767, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0288, mAP: 0.3196, best_mAP: 0.8088 [2024-04-16 14:53:41 INFO]: Epoch [251][1/1] lr: 0.0005, eta: 0:02:29, time: 0.040, data_time: 0.267, memory: 1031, loss_cls: 0.5524, loss_sal: 0.1591, loss_video_cal: 0.0102, loss_layer_cal: 0.0090, loss: 0.7307, scale: 16384.0000 [2024-04-16 14:53:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_251.pth... [2024-04-16 14:53:41 INFO]: Validating... [2024-04-16 14:53:41 INFO]: Epoch (val) [251][1] loss_cls: 0.5538, loss_sal: 0.5151, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0690, mAP: 0.3352, best_mAP: 0.8088 [2024-04-16 14:53:41 INFO]: Epoch [252][1/1] lr: 0.0005, eta: 0:02:29, time: 0.041, data_time: 0.269, memory: 1031, loss_cls: 0.5479, loss_sal: 0.1753, loss_video_cal: 0.0148, loss_layer_cal: 0.0102, loss: 0.7482, scale: 16384.0000 [2024-04-16 14:53:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_252.pth... [2024-04-16 14:53:41 INFO]: Validating... [2024-04-16 14:53:42 INFO]: Epoch (val) [252][1] loss_cls: 0.5587, loss_sal: 0.5116, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0704, mAP: 0.3352, best_mAP: 0.8088 [2024-04-16 14:53:42 INFO]: Epoch [253][1/1] lr: 0.0005, eta: 0:02:28, time: 0.041, data_time: 0.269, memory: 1031, loss_cls: 0.5660, loss_sal: 0.1468, loss_video_cal: 0.0164, loss_layer_cal: 0.0138, loss: 0.7429, scale: 16384.0000 [2024-04-16 14:53:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_253.pth... [2024-04-16 14:53:42 INFO]: Validating... [2024-04-16 14:53:42 INFO]: Epoch (val) [253][1] loss_cls: 0.5629, loss_sal: 0.4459, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0089, mAP: 0.4476, best_mAP: 0.8088 [2024-04-16 14:53:42 INFO]: Epoch [254][1/1] lr: 0.0005, eta: 0:02:27, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5651, loss_sal: 0.1599, loss_video_cal: 0.0138, loss_layer_cal: 0.0119, loss: 0.7507, scale: 16384.0000 [2024-04-16 14:53:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_254.pth... [2024-04-16 14:53:43 INFO]: Validating... [2024-04-16 14:53:43 INFO]: Epoch (val) [254][1] loss_cls: 0.5638, loss_sal: 0.3858, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9498, mAP: 0.6982, best_mAP: 0.8088 [2024-04-16 14:53:43 INFO]: Epoch [255][1/1] lr: 0.0005, eta: 0:02:27, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5690, loss_sal: 0.1791, loss_video_cal: 0.0108, loss_layer_cal: 0.0087, loss: 0.7677, scale: 16384.0000 [2024-04-16 14:53:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_255.pth... [2024-04-16 14:53:43 INFO]: Validating... [2024-04-16 14:53:43 INFO]: Epoch (val) [255][1] loss_cls: 0.5593, loss_sal: 0.3667, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9261, mAP: 0.3819, best_mAP: 0.8088 [2024-04-16 14:53:44 INFO]: Epoch [256][1/1] lr: 0.0005, eta: 0:02:26, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5710, loss_sal: 0.2100, loss_video_cal: 0.0073, loss_layer_cal: 0.0077, loss: 0.7961, scale: 16384.0000 [2024-04-16 14:53:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_256.pth... [2024-04-16 14:53:44 INFO]: Validating... [2024-04-16 14:53:44 INFO]: Epoch (val) [256][1] loss_cls: 0.5542, loss_sal: 0.3594, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9137, mAP: 0.4156, best_mAP: 0.8088 [2024-04-16 14:53:44 INFO]: Epoch [257][1/1] lr: 0.0005, eta: 0:02:26, time: 0.040, data_time: 0.268, memory: 1031, loss_cls: 0.5544, loss_sal: 0.1387, loss_video_cal: 0.0078, loss_layer_cal: 0.0128, loss: 0.7137, scale: 16384.0000 [2024-04-16 14:53:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_257.pth... [2024-04-16 14:53:44 INFO]: Validating... [2024-04-16 14:53:45 INFO]: Epoch (val) [257][1] loss_cls: 0.5509, loss_sal: 0.3680, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9190, mAP: 0.4094, best_mAP: 0.8088 [2024-04-16 14:53:45 INFO]: Epoch [258][1/1] lr: 0.0005, eta: 0:02:25, time: 0.041, data_time: 0.271, memory: 1031, loss_cls: 0.5550, loss_sal: 0.1997, loss_video_cal: 0.0099, loss_layer_cal: 0.0073, loss: 0.7718, scale: 16384.0000 [2024-04-16 14:53:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_258.pth... [2024-04-16 14:53:45 INFO]: Validating... [2024-04-16 14:53:45 INFO]: Epoch (val) [258][1] loss_cls: 0.5528, loss_sal: 0.3897, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9426, mAP: 0.3615, best_mAP: 0.8088 [2024-04-16 14:53:45 INFO]: Epoch [259][1/1] lr: 0.0005, eta: 0:02:24, time: 0.041, data_time: 0.268, memory: 1031, loss_cls: 0.5534, loss_sal: 0.1759, loss_video_cal: 0.0142, loss_layer_cal: 0.0098, loss: 0.7533, scale: 16384.0000 [2024-04-16 14:53:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_259.pth... [2024-04-16 14:53:46 INFO]: Validating... [2024-04-16 14:53:46 INFO]: Epoch (val) [259][1] loss_cls: 0.5594, loss_sal: 0.4175, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9770, mAP: 0.3583, best_mAP: 0.8088 [2024-04-16 14:53:46 INFO]: Epoch [260][1/1] lr: 0.0005, eta: 0:02:24, time: 0.040, data_time: 0.264, memory: 1031, loss_cls: 0.5552, loss_sal: 0.1465, loss_video_cal: 0.0144, loss_layer_cal: 0.0110, loss: 0.7272, scale: 16384.0000 [2024-04-16 14:53:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_260.pth... [2024-04-16 14:53:46 INFO]: Validating... [2024-04-16 14:53:46 INFO]: Epoch (val) [260][1] loss_cls: 0.5663, loss_sal: 0.4378, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0042, mAP: 0.3701, best_mAP: 0.8088 [2024-04-16 14:53:47 INFO]: Epoch [261][1/1] lr: 0.0005, eta: 0:02:23, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5683, loss_sal: 0.1241, loss_video_cal: 0.0089, loss_layer_cal: 0.0059, loss: 0.7072, scale: 16384.0000 [2024-04-16 14:53:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_261.pth... [2024-04-16 14:53:47 INFO]: Validating... [2024-04-16 14:53:47 INFO]: Epoch (val) [261][1] loss_cls: 0.5660, loss_sal: 0.4599, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0261, mAP: 0.3561, best_mAP: 0.8088 [2024-04-16 14:53:47 INFO]: Epoch [262][1/1] lr: 0.0005, eta: 0:02:23, time: 0.040, data_time: 0.268, memory: 1031, loss_cls: 0.5598, loss_sal: 0.2536, loss_video_cal: 0.0185, loss_layer_cal: 0.0106, loss: 0.8424, scale: 16384.0000 [2024-04-16 14:53:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_262.pth... [2024-04-16 14:53:47 INFO]: Validating... [2024-04-16 14:53:47 INFO]: Epoch (val) [262][1] loss_cls: 0.5618, loss_sal: 0.4769, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0389, mAP: 0.3238, best_mAP: 0.8088 [2024-04-16 14:53:48 INFO]: Epoch [263][1/1] lr: 0.0005, eta: 0:02:22, time: 0.041, data_time: 0.269, memory: 1031, loss_cls: 0.5640, loss_sal: 0.1021, loss_video_cal: 0.0072, loss_layer_cal: 0.0106, loss: 0.6838, scale: 16384.0000 [2024-04-16 14:53:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_263.pth... [2024-04-16 14:53:48 INFO]: Validating... [2024-04-16 14:53:48 INFO]: Epoch (val) [263][1] loss_cls: 0.5561, loss_sal: 0.4878, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0441, mAP: 0.3424, best_mAP: 0.8088 [2024-04-16 14:53:48 INFO]: Epoch [264][1/1] lr: 0.0005, eta: 0:02:21, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5601, loss_sal: 0.0915, loss_video_cal: 0.0096, loss_layer_cal: 0.0081, loss: 0.6693, scale: 16384.0000 [2024-04-16 14:53:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_264.pth... [2024-04-16 14:53:48 INFO]: Validating... [2024-04-16 14:53:49 INFO]: Epoch (val) [264][1] loss_cls: 0.5526, loss_sal: 0.4944, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0473, mAP: 0.3854, best_mAP: 0.8088 [2024-04-16 14:53:49 INFO]: Epoch [265][1/1] lr: 0.0005, eta: 0:02:21, time: 0.041, data_time: 0.269, memory: 1031, loss_cls: 0.5554, loss_sal: 0.2111, loss_video_cal: 0.0181, loss_layer_cal: 0.0103, loss: 0.7950, scale: 16384.0000 [2024-04-16 14:53:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_265.pth... [2024-04-16 14:53:49 INFO]: Validating... [2024-04-16 14:53:49 INFO]: Epoch (val) [265][1] loss_cls: 0.5530, loss_sal: 0.4977, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0511, mAP: 0.4026, best_mAP: 0.8088 [2024-04-16 14:53:50 INFO]: Epoch [266][1/1] lr: 0.0005, eta: 0:02:20, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5552, loss_sal: 0.1342, loss_video_cal: 0.0112, loss_layer_cal: 0.0100, loss: 0.7106, scale: 16384.0000 [2024-04-16 14:53:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_266.pth... [2024-04-16 14:53:50 INFO]: Validating... [2024-04-16 14:53:50 INFO]: Epoch (val) [266][1] loss_cls: 0.5572, loss_sal: 0.4969, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0544, mAP: 0.3788, best_mAP: 0.8088 [2024-04-16 14:53:50 INFO]: Epoch [267][1/1] lr: 0.0005, eta: 0:02:20, time: 0.041, data_time: 0.265, memory: 1031, loss_cls: 0.5563, loss_sal: 0.1842, loss_video_cal: 0.0251, loss_layer_cal: 0.0126, loss: 0.7781, scale: 16384.0000 [2024-04-16 14:53:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_267.pth... [2024-04-16 14:53:50 INFO]: Validating... [2024-04-16 14:53:50 INFO]: Epoch (val) [267][1] loss_cls: 0.5622, loss_sal: 0.4927, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0552, mAP: 0.3740, best_mAP: 0.8088 [2024-04-16 14:53:51 INFO]: Epoch [268][1/1] lr: 0.0005, eta: 0:02:19, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5538, loss_sal: 0.1033, loss_video_cal: 0.0088, loss_layer_cal: 0.0098, loss: 0.6756, scale: 16384.0000 [2024-04-16 14:53:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_268.pth... [2024-04-16 14:53:51 INFO]: Validating... [2024-04-16 14:53:51 INFO]: Epoch (val) [268][1] loss_cls: 0.5668, loss_sal: 0.4843, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0515, mAP: 0.3405, best_mAP: 0.8088 [2024-04-16 14:53:51 INFO]: Epoch [269][1/1] lr: 0.0005, eta: 0:02:18, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5605, loss_sal: 0.1201, loss_video_cal: 0.0045, loss_layer_cal: 0.0143, loss: 0.6993, scale: 16384.0000 [2024-04-16 14:53:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_269.pth... [2024-04-16 14:53:52 INFO]: Validating... [2024-04-16 14:53:52 INFO]: Epoch (val) [269][1] loss_cls: 0.5689, loss_sal: 0.4634, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0327, mAP: 0.3323, best_mAP: 0.8088 [2024-04-16 14:53:52 INFO]: Epoch [270][1/1] lr: 0.0005, eta: 0:02:18, time: 0.041, data_time: 0.271, memory: 1031, loss_cls: 0.5566, loss_sal: 0.1385, loss_video_cal: 0.0098, loss_layer_cal: 0.0071, loss: 0.7120, scale: 16384.0000 [2024-04-16 14:53:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_270.pth... [2024-04-16 14:53:52 INFO]: Validating... [2024-04-16 14:53:52 INFO]: Epoch (val) [270][1] loss_cls: 0.5700, loss_sal: 0.4257, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9961, mAP: 0.3174, best_mAP: 0.8088 [2024-04-16 14:53:53 INFO]: Epoch [271][1/1] lr: 0.0005, eta: 0:02:17, time: 0.042, data_time: 0.268, memory: 1031, loss_cls: 0.5503, loss_sal: 0.0831, loss_video_cal: 0.0066, loss_layer_cal: 0.0113, loss: 0.6514, scale: 16384.0000 [2024-04-16 14:53:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_271.pth... [2024-04-16 14:53:53 INFO]: Validating... [2024-04-16 14:53:53 INFO]: Epoch (val) [271][1] loss_cls: 0.5709, loss_sal: 0.3929, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9641, mAP: 0.3325, best_mAP: 0.8088 [2024-04-16 14:53:53 INFO]: Epoch [272][1/1] lr: 0.0005, eta: 0:02:17, time: 0.040, data_time: 0.268, memory: 1031, loss_cls: 0.5515, loss_sal: 0.0202, loss_video_cal: 0.0090, loss_layer_cal: 0.0126, loss: 0.5933, scale: 16384.0000 [2024-04-16 14:53:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_272.pth... [2024-04-16 14:53:53 INFO]: Validating... [2024-04-16 14:53:54 INFO]: Epoch (val) [272][1] loss_cls: 0.5705, loss_sal: 0.3766, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9475, mAP: 0.2962, best_mAP: 0.8088 [2024-04-16 14:53:54 INFO]: Epoch [273][1/1] lr: 0.0005, eta: 0:02:16, time: 0.040, data_time: 0.270, memory: 1031, loss_cls: 0.5494, loss_sal: 0.1567, loss_video_cal: 0.0074, loss_layer_cal: 0.0093, loss: 0.7228, scale: 16384.0000 [2024-04-16 14:53:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_273.pth... [2024-04-16 14:53:54 INFO]: Validating... [2024-04-16 14:53:54 INFO]: Epoch (val) [273][1] loss_cls: 0.5693, loss_sal: 0.3666, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9362, mAP: 0.3281, best_mAP: 0.8088 [2024-04-16 14:53:54 INFO]: Epoch [274][1/1] lr: 0.0005, eta: 0:02:15, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5578, loss_sal: 0.2667, loss_video_cal: 0.0178, loss_layer_cal: 0.0077, loss: 0.8500, scale: 16384.0000 [2024-04-16 14:53:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_274.pth... [2024-04-16 14:53:55 INFO]: Validating... [2024-04-16 14:53:55 INFO]: Epoch (val) [274][1] loss_cls: 0.5696, loss_sal: 0.3383, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9081, mAP: 0.3243, best_mAP: 0.8088 [2024-04-16 14:53:55 INFO]: Epoch [275][1/1] lr: 0.0005, eta: 0:02:15, time: 0.040, data_time: 0.265, memory: 1031, loss_cls: 0.5510, loss_sal: 0.0526, loss_video_cal: 0.0141, loss_layer_cal: 0.0071, loss: 0.6248, scale: 16384.0000 [2024-04-16 14:53:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_275.pth... [2024-04-16 14:53:55 INFO]: Validating... [2024-04-16 14:53:55 INFO]: Epoch (val) [275][1] loss_cls: 0.5700, loss_sal: 0.3272, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8974, mAP: 0.2904, best_mAP: 0.8088 [2024-04-16 14:53:56 INFO]: Epoch [276][1/1] lr: 0.0005, eta: 0:02:14, time: 0.041, data_time: 0.268, memory: 1031, loss_cls: 0.5521, loss_sal: 0.2664, loss_video_cal: 0.0162, loss_layer_cal: 0.0061, loss: 0.8408, scale: 16384.0000 [2024-04-16 14:53:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_276.pth... [2024-04-16 14:53:56 INFO]: Validating... [2024-04-16 14:53:56 INFO]: Epoch (val) [276][1] loss_cls: 0.5701, loss_sal: 0.3308, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9011, mAP: 0.2904, best_mAP: 0.8088 [2024-04-16 14:53:56 INFO]: Epoch [277][1/1] lr: 0.0005, eta: 0:02:14, time: 0.041, data_time: 0.269, memory: 1031, loss_cls: 0.5545, loss_sal: 0.1160, loss_video_cal: 0.0101, loss_layer_cal: 0.0102, loss: 0.6908, scale: 16384.0000 [2024-04-16 14:53:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_277.pth... [2024-04-16 14:53:56 INFO]: Validating... [2024-04-16 14:53:57 INFO]: Epoch (val) [277][1] loss_cls: 0.5671, loss_sal: 0.3389, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9062, mAP: 0.3203, best_mAP: 0.8088 [2024-04-16 14:53:57 INFO]: Epoch [278][1/1] lr: 0.0005, eta: 0:02:13, time: 0.042, data_time: 0.270, memory: 1031, loss_cls: 0.5581, loss_sal: 0.1701, loss_video_cal: 0.0186, loss_layer_cal: 0.0202, loss: 0.7670, scale: 16384.0000 [2024-04-16 14:53:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_278.pth... [2024-04-16 14:53:57 INFO]: Validating... [2024-04-16 14:53:57 INFO]: Epoch (val) [278][1] loss_cls: 0.5621, loss_sal: 0.3461, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9084, mAP: 0.3203, best_mAP: 0.8088 [2024-04-16 14:53:57 INFO]: Epoch [279][1/1] lr: 0.0005, eta: 0:02:12, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5502, loss_sal: 0.0959, loss_video_cal: 0.0066, loss_layer_cal: 0.0070, loss: 0.6598, scale: 16384.0000 [2024-04-16 14:53:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_279.pth... [2024-04-16 14:53:58 INFO]: Validating... [2024-04-16 14:53:58 INFO]: Epoch (val) [279][1] loss_cls: 0.5568, loss_sal: 0.3536, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9105, mAP: 0.3420, best_mAP: 0.8088 [2024-04-16 14:53:58 INFO]: Epoch [280][1/1] lr: 0.0005, eta: 0:02:12, time: 0.042, data_time: 0.269, memory: 1031, loss_cls: 0.5501, loss_sal: 0.1799, loss_video_cal: 0.0274, loss_layer_cal: 0.0161, loss: 0.7735, scale: 16384.0000 [2024-04-16 14:53:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_280.pth... [2024-04-16 14:53:58 INFO]: Validating... [2024-04-16 14:53:58 INFO]: Epoch (val) [280][1] loss_cls: 0.5523, loss_sal: 0.3576, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9101, mAP: 0.3869, best_mAP: 0.8088 [2024-04-16 14:53:59 INFO]: Epoch [281][1/1] lr: 0.0005, eta: 0:02:11, time: 0.040, data_time: 0.268, memory: 1031, loss_cls: 0.5539, loss_sal: 0.1449, loss_video_cal: 0.0070, loss_layer_cal: 0.0084, loss: 0.7143, scale: 16384.0000 [2024-04-16 14:53:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_281.pth... [2024-04-16 14:53:59 INFO]: Validating... [2024-04-16 14:53:59 INFO]: Epoch (val) [281][1] loss_cls: 0.5506, loss_sal: 0.3587, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9094, mAP: 0.3993, best_mAP: 0.8088 [2024-04-16 14:53:59 INFO]: Epoch [282][1/1] lr: 0.0005, eta: 0:02:11, time: 0.040, data_time: 0.269, memory: 1031, loss_cls: 0.5517, loss_sal: 0.1747, loss_video_cal: 0.0118, loss_layer_cal: 0.0103, loss: 0.7484, scale: 16384.0000 [2024-04-16 14:53:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_282.pth... [2024-04-16 14:53:59 INFO]: Validating... [2024-04-16 14:54:00 INFO]: Epoch (val) [282][1] loss_cls: 0.5518, loss_sal: 0.3599, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9118, mAP: 0.3749, best_mAP: 0.8088 [2024-04-16 14:54:00 INFO]: Epoch [283][1/1] lr: 0.0005, eta: 0:02:10, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5539, loss_sal: 0.1630, loss_video_cal: 0.0115, loss_layer_cal: 0.0139, loss: 0.7423, scale: 16384.0000 [2024-04-16 14:54:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_283.pth... [2024-04-16 14:54:00 INFO]: Validating... [2024-04-16 14:54:00 INFO]: Epoch (val) [283][1] loss_cls: 0.5531, loss_sal: 0.3598, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9130, mAP: 0.3802, best_mAP: 0.8088 [2024-04-16 14:54:00 INFO]: Epoch [284][1/1] lr: 0.0005, eta: 0:02:09, time: 0.041, data_time: 0.268, memory: 1031, loss_cls: 0.5529, loss_sal: 0.1220, loss_video_cal: 0.0169, loss_layer_cal: 0.0121, loss: 0.7038, scale: 16384.0000 [2024-04-16 14:54:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_284.pth... [2024-04-16 14:54:01 INFO]: Validating... [2024-04-16 14:54:01 INFO]: Epoch (val) [284][1] loss_cls: 0.5531, loss_sal: 0.3620, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9153, mAP: 0.3738, best_mAP: 0.8088 [2024-04-16 14:54:01 INFO]: Epoch [285][1/1] lr: 0.0005, eta: 0:02:09, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5560, loss_sal: 0.1585, loss_video_cal: 0.0141, loss_layer_cal: 0.0071, loss: 0.7356, scale: 16384.0000 [2024-04-16 14:54:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_285.pth... [2024-04-16 14:54:01 INFO]: Validating... [2024-04-16 14:54:01 INFO]: Epoch (val) [285][1] loss_cls: 0.5518, loss_sal: 0.3701, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9221, mAP: 0.3738, best_mAP: 0.8088 [2024-04-16 14:54:02 INFO]: Epoch [286][1/1] lr: 0.0005, eta: 0:02:08, time: 0.040, data_time: 0.269, memory: 1031, loss_cls: 0.5527, loss_sal: 0.1931, loss_video_cal: 0.0187, loss_layer_cal: 0.0060, loss: 0.7706, scale: 16384.0000 [2024-04-16 14:54:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_286.pth... [2024-04-16 14:54:02 INFO]: Validating... [2024-04-16 14:54:02 INFO]: Epoch (val) [286][1] loss_cls: 0.5497, loss_sal: 0.3891, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9390, mAP: 0.3738, best_mAP: 0.8088 [2024-04-16 14:54:02 INFO]: Epoch [287][1/1] lr: 0.0005, eta: 0:02:08, time: 0.040, data_time: 0.268, memory: 1031, loss_cls: 0.5476, loss_sal: 0.1350, loss_video_cal: 0.0094, loss_layer_cal: 0.0071, loss: 0.6991, scale: 16384.0000 [2024-04-16 14:54:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_287.pth... [2024-04-16 14:54:02 INFO]: Validating... [2024-04-16 14:54:03 INFO]: Epoch (val) [287][1] loss_cls: 0.5492, loss_sal: 0.4203, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9696, mAP: 0.3738, best_mAP: 0.8088 [2024-04-16 14:54:03 INFO]: Epoch [288][1/1] lr: 0.0005, eta: 0:02:07, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5458, loss_sal: 0.0861, loss_video_cal: 0.0121, loss_layer_cal: 0.0079, loss: 0.6518, scale: 16384.0000 [2024-04-16 14:54:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_288.pth... [2024-04-16 14:54:03 INFO]: Validating... [2024-04-16 14:54:03 INFO]: Epoch (val) [288][1] loss_cls: 0.5505, loss_sal: 0.4612, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0118, mAP: 0.3710, best_mAP: 0.8088 [2024-04-16 14:54:03 INFO]: Epoch [289][1/1] lr: 0.0005, eta: 0:02:06, time: 0.040, data_time: 0.268, memory: 1031, loss_cls: 0.5446, loss_sal: 0.1047, loss_video_cal: 0.0127, loss_layer_cal: 0.0096, loss: 0.6716, scale: 16384.0000 [2024-04-16 14:54:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_289.pth... [2024-04-16 14:54:04 INFO]: Validating... [2024-04-16 14:54:04 INFO]: Epoch (val) [289][1] loss_cls: 0.5523, loss_sal: 0.5125, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.0649, mAP: 0.5517, best_mAP: 0.8088 [2024-04-16 14:54:04 INFO]: Epoch [290][1/1] lr: 0.0005, eta: 0:02:06, time: 0.041, data_time: 0.269, memory: 1031, loss_cls: 0.5456, loss_sal: 0.1285, loss_video_cal: 0.0162, loss_layer_cal: 0.0166, loss: 0.7068, scale: 16384.0000 [2024-04-16 14:54:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_290.pth... [2024-04-16 14:54:04 INFO]: Validating... [2024-04-16 14:54:04 INFO]: Epoch (val) [290][1] loss_cls: 0.5537, loss_sal: 0.5744, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.1283, mAP: 0.5575, best_mAP: 0.8088 [2024-04-16 14:54:05 INFO]: Epoch [291][1/1] lr: 0.0005, eta: 0:02:05, time: 0.041, data_time: 0.269, memory: 1031, loss_cls: 0.5505, loss_sal: 0.1303, loss_video_cal: 0.0121, loss_layer_cal: 0.0095, loss: 0.7025, scale: 16384.0000 [2024-04-16 14:54:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_291.pth... [2024-04-16 14:54:05 INFO]: Validating... [2024-04-16 14:54:05 INFO]: Epoch (val) [291][1] loss_cls: 0.5546, loss_sal: 0.6726, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2274, mAP: 0.6044, best_mAP: 0.8088 [2024-04-16 14:54:05 INFO]: Epoch [292][1/1] lr: 0.0005, eta: 0:02:05, time: 0.042, data_time: 0.267, memory: 1031, loss_cls: 0.5452, loss_sal: 0.2277, loss_video_cal: 0.0061, loss_layer_cal: 0.0087, loss: 0.7877, scale: 16384.0000 [2024-04-16 14:54:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_292.pth... [2024-04-16 14:54:05 INFO]: Validating... [2024-04-16 14:54:05 INFO]: Epoch (val) [292][1] loss_cls: 0.5579, loss_sal: 0.7388, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2969, mAP: 0.6044, best_mAP: 0.8088 [2024-04-16 14:54:06 INFO]: Epoch [293][1/1] lr: 0.0005, eta: 0:02:04, time: 0.041, data_time: 0.272, memory: 1031, loss_cls: 0.5493, loss_sal: 0.0544, loss_video_cal: 0.0039, loss_layer_cal: 0.0146, loss: 0.6221, scale: 16384.0000 [2024-04-16 14:54:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_293.pth... [2024-04-16 14:54:06 INFO]: Validating... [2024-04-16 14:54:06 INFO]: Epoch (val) [293][1] loss_cls: 0.5590, loss_sal: 0.7834, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3426, mAP: 0.5649, best_mAP: 0.8088 [2024-04-16 14:54:06 INFO]: Epoch [294][1/1] lr: 0.0005, eta: 0:02:03, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5484, loss_sal: 0.1407, loss_video_cal: 0.0123, loss_layer_cal: 0.0043, loss: 0.7059, scale: 16384.0000 [2024-04-16 14:54:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_294.pth... [2024-04-16 14:54:07 INFO]: Validating... [2024-04-16 14:54:07 INFO]: Epoch (val) [294][1] loss_cls: 0.5594, loss_sal: 0.8725, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4321, mAP: 0.5923, best_mAP: 0.8088 [2024-04-16 14:54:07 INFO]: Epoch [295][1/1] lr: 0.0005, eta: 0:02:03, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5460, loss_sal: 0.1072, loss_video_cal: 0.0077, loss_layer_cal: 0.0096, loss: 0.6705, scale: 16384.0000 [2024-04-16 14:54:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_295.pth... [2024-04-16 14:54:07 INFO]: Validating... [2024-04-16 14:54:07 INFO]: Epoch (val) [295][1] loss_cls: 0.5595, loss_sal: 0.9104, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4702, mAP: 0.5483, best_mAP: 0.8088 [2024-04-16 14:54:08 INFO]: Epoch [296][1/1] lr: 0.0005, eta: 0:02:02, time: 0.041, data_time: 0.268, memory: 1031, loss_cls: 0.5505, loss_sal: 0.0946, loss_video_cal: 0.0125, loss_layer_cal: 0.0200, loss: 0.6776, scale: 16384.0000 [2024-04-16 14:54:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_296.pth... [2024-04-16 14:54:08 INFO]: Validating... [2024-04-16 14:54:08 INFO]: Epoch (val) [296][1] loss_cls: 0.5575, loss_sal: 0.9213, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4791, mAP: 0.5295, best_mAP: 0.8088 [2024-04-16 14:54:08 INFO]: Epoch [297][1/1] lr: 0.0005, eta: 0:02:01, time: 0.040, data_time: 0.267, memory: 1031, loss_cls: 0.5466, loss_sal: 0.0643, loss_video_cal: 0.0085, loss_layer_cal: 0.0106, loss: 0.6300, scale: 16384.0000 [2024-04-16 14:54:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_297.pth... [2024-04-16 14:54:08 INFO]: Validating... [2024-04-16 14:54:08 INFO]: Epoch (val) [297][1] loss_cls: 0.5548, loss_sal: 0.9207, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4757, mAP: 0.5295, best_mAP: 0.8088 [2024-04-16 14:54:09 INFO]: Epoch [298][1/1] lr: 0.0005, eta: 0:02:01, time: 0.040, data_time: 0.266, memory: 1031, loss_cls: 0.5446, loss_sal: 0.1320, loss_video_cal: 0.0095, loss_layer_cal: 0.0084, loss: 0.6945, scale: 16384.0000 [2024-04-16 14:54:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_298.pth... [2024-04-16 14:54:09 INFO]: Validating... [2024-04-16 14:54:09 INFO]: Epoch (val) [298][1] loss_cls: 0.5523, loss_sal: 0.9252, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4777, mAP: 0.5295, best_mAP: 0.8088 [2024-04-16 14:54:09 INFO]: Epoch [299][1/1] lr: 0.0005, eta: 0:02:00, time: 0.041, data_time: 0.268, memory: 1031, loss_cls: 0.5458, loss_sal: 0.1313, loss_video_cal: 0.0082, loss_layer_cal: 0.0071, loss: 0.6924, scale: 16384.0000 [2024-04-16 14:54:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_299.pth... [2024-04-16 14:54:09 INFO]: Validating... [2024-04-16 14:54:10 INFO]: Epoch (val) [299][1] loss_cls: 0.5510, loss_sal: 0.9121, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4633, mAP: 0.5368, best_mAP: 0.8088 [2024-04-16 14:54:10 INFO]: Epoch [300][1/1] lr: 0.0005, eta: 0:02:00, time: 0.041, data_time: 0.269, memory: 1031, loss_cls: 0.5478, loss_sal: 0.1166, loss_video_cal: 0.0080, loss_layer_cal: 0.0104, loss: 0.6828, scale: 16384.0000 [2024-04-16 14:54:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_300.pth... [2024-04-16 14:54:10 INFO]: Validating... [2024-04-16 14:54:10 INFO]: Epoch (val) [300][1] loss_cls: 0.5505, loss_sal: 0.8939, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.4446, mAP: 0.5368, best_mAP: 0.8088 [2024-04-16 14:54:11 INFO]: Epoch [301][1/1] lr: 0.0005, eta: 0:01:59, time: 0.041, data_time: 0.268, memory: 1031, loss_cls: 0.5468, loss_sal: 0.1379, loss_video_cal: 0.0090, loss_layer_cal: 0.0099, loss: 0.7035, scale: 16384.0000 [2024-04-16 14:54:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_301.pth... [2024-04-16 14:54:11 INFO]: Validating... [2024-04-16 14:54:11 INFO]: Epoch (val) [301][1] loss_cls: 0.5506, loss_sal: 0.8202, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.3710, mAP: 0.5368, best_mAP: 0.8088 [2024-04-16 14:54:11 INFO]: Epoch [302][1/1] lr: 0.0005, eta: 0:01:58, time: 0.040, data_time: 0.269, memory: 1031, loss_cls: 0.5532, loss_sal: 0.1271, loss_video_cal: 0.0105, loss_layer_cal: 0.0135, loss: 0.7043, scale: 16384.0000 [2024-04-16 14:54:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_302.pth... [2024-04-16 14:54:11 INFO]: Validating... [2024-04-16 14:54:11 INFO]: Epoch (val) [302][1] loss_cls: 0.5514, loss_sal: 0.7469, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2985, mAP: 0.5389, best_mAP: 0.8088 [2024-04-16 14:54:12 INFO]: Epoch [303][1/1] lr: 0.0005, eta: 0:01:58, time: 0.040, data_time: 0.269, memory: 1031, loss_cls: 0.5464, loss_sal: 0.1090, loss_video_cal: 0.0057, loss_layer_cal: 0.0103, loss: 0.6714, scale: 16384.0000 [2024-04-16 14:54:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_303.pth... [2024-04-16 14:54:12 INFO]: Validating... [2024-04-16 14:54:12 INFO]: Epoch (val) [303][1] loss_cls: 0.5525, loss_sal: 0.6977, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 1.2504, mAP: 0.5389, best_mAP: 0.8088 [2024-04-16 14:54:12 INFO]: Epoch [304][1/1] lr: 0.0005, eta: 0:01:57, time: 0.041, data_time: 0.270, memory: 1031, loss_cls: 0.5507, loss_sal: 0.0779, loss_video_cal: 0.0042, loss_layer_cal: 0.0086, loss: 0.6414, scale: 16384.0000 [2024-04-16 14:54:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_304.pth... [2024-04-16 14:54:12 INFO]: Validating... [2024-04-16 14:54:13 INFO]: Epoch (val) [304][1] loss_cls: 0.5541, loss_sal: 0.6592, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.2135, mAP: 0.5081, best_mAP: 0.8088 [2024-04-16 14:54:13 INFO]: Epoch [305][1/1] lr: 0.0005, eta: 0:01:57, time: 0.041, data_time: 0.265, memory: 1031, loss_cls: 0.5479, loss_sal: 0.2548, loss_video_cal: 0.0055, loss_layer_cal: 0.0095, loss: 0.8178, scale: 16384.0000 [2024-04-16 14:54:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_305.pth... [2024-04-16 14:54:13 INFO]: Validating... [2024-04-16 14:54:13 INFO]: Epoch (val) [305][1] loss_cls: 0.5590, loss_sal: 0.6072, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1665, mAP: 0.5081, best_mAP: 0.8088 [2024-04-16 14:54:14 INFO]: Epoch [306][1/1] lr: 0.0005, eta: 0:01:56, time: 0.040, data_time: 0.272, memory: 1031, loss_cls: 0.5475, loss_sal: 0.1331, loss_video_cal: 0.0101, loss_layer_cal: 0.0155, loss: 0.7062, scale: 16384.0000 [2024-04-16 14:54:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_306.pth... [2024-04-16 14:54:14 INFO]: Validating... [2024-04-16 14:54:14 INFO]: Epoch (val) [306][1] loss_cls: 0.5646, loss_sal: 0.5813, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1462, mAP: 0.5108, best_mAP: 0.8088 [2024-04-16 14:54:14 INFO]: Epoch [307][1/1] lr: 0.0005, eta: 0:01:55, time: 0.040, data_time: 0.266, memory: 1031, loss_cls: 0.5494, loss_sal: 0.1716, loss_video_cal: 0.0115, loss_layer_cal: 0.0088, loss: 0.7414, scale: 16384.0000 [2024-04-16 14:54:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_307.pth... [2024-04-16 14:54:14 INFO]: Validating... [2024-04-16 14:54:15 INFO]: Epoch (val) [307][1] loss_cls: 0.5703, loss_sal: 0.5636, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1342, mAP: 0.4974, best_mAP: 0.8088 [2024-04-16 14:54:15 INFO]: Epoch [308][1/1] lr: 0.0005, eta: 0:01:55, time: 0.041, data_time: 0.269, memory: 1031, loss_cls: 0.5604, loss_sal: 0.0780, loss_video_cal: 0.0086, loss_layer_cal: 0.0051, loss: 0.6520, scale: 16384.0000 [2024-04-16 14:54:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_308.pth... [2024-04-16 14:54:15 INFO]: Validating... [2024-04-16 14:54:15 INFO]: Epoch (val) [308][1] loss_cls: 0.5698, loss_sal: 0.5596, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1297, mAP: 0.4974, best_mAP: 0.8088 [2024-04-16 14:54:15 INFO]: Epoch [309][1/1] lr: 0.0005, eta: 0:01:54, time: 0.040, data_time: 0.267, memory: 1031, loss_cls: 0.5488, loss_sal: 0.1031, loss_video_cal: 0.0068, loss_layer_cal: 0.0104, loss: 0.6690, scale: 16384.0000 [2024-04-16 14:54:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_309.pth... [2024-04-16 14:54:15 INFO]: Validating... [2024-04-16 14:54:16 INFO]: Epoch (val) [309][1] loss_cls: 0.5687, loss_sal: 0.5642, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1332, mAP: 0.5036, best_mAP: 0.8088 [2024-04-16 14:54:16 INFO]: Epoch [310][1/1] lr: 0.0005, eta: 0:01:54, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5589, loss_sal: 0.1905, loss_video_cal: 0.0050, loss_layer_cal: 0.0067, loss: 0.7610, scale: 16384.0000 [2024-04-16 14:54:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_310.pth... [2024-04-16 14:54:16 INFO]: Validating... [2024-04-16 14:54:16 INFO]: Epoch (val) [310][1] loss_cls: 0.5659, loss_sal: 0.5720, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1382, mAP: 0.5036, best_mAP: 0.8088 [2024-04-16 14:54:17 INFO]: Epoch [311][1/1] lr: 0.0005, eta: 0:01:53, time: 0.040, data_time: 0.266, memory: 1031, loss_cls: 0.5508, loss_sal: 0.1193, loss_video_cal: 0.0049, loss_layer_cal: 0.0110, loss: 0.6861, scale: 16384.0000 [2024-04-16 14:54:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_311.pth... [2024-04-16 14:54:17 INFO]: Validating... [2024-04-16 14:54:17 INFO]: Epoch (val) [311][1] loss_cls: 0.5620, loss_sal: 0.5882, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1505, mAP: 0.5155, best_mAP: 0.8088 [2024-04-16 14:54:17 INFO]: Epoch [312][1/1] lr: 0.0005, eta: 0:01:52, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5520, loss_sal: 0.0224, loss_video_cal: 0.0061, loss_layer_cal: 0.0111, loss: 0.5916, scale: 16384.0000 [2024-04-16 14:54:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_312.pth... [2024-04-16 14:54:17 INFO]: Validating... [2024-04-16 14:54:18 INFO]: Epoch (val) [312][1] loss_cls: 0.5587, loss_sal: 0.6026, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1616, mAP: 0.5377, best_mAP: 0.8088 [2024-04-16 14:54:18 INFO]: Epoch [313][1/1] lr: 0.0005, eta: 0:01:52, time: 0.042, data_time: 0.268, memory: 1031, loss_cls: 0.5500, loss_sal: 0.0757, loss_video_cal: 0.0070, loss_layer_cal: 0.0179, loss: 0.6506, scale: 16384.0000 [2024-04-16 14:54:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_313.pth... [2024-04-16 14:54:18 INFO]: Validating... [2024-04-16 14:54:18 INFO]: Epoch (val) [313][1] loss_cls: 0.5570, loss_sal: 0.6057, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1631, mAP: 0.5377, best_mAP: 0.8088 [2024-04-16 14:54:18 INFO]: Epoch [314][1/1] lr: 0.0005, eta: 0:01:51, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5467, loss_sal: 0.0972, loss_video_cal: 0.0043, loss_layer_cal: 0.0055, loss: 0.6537, scale: 16384.0000 [2024-04-16 14:54:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_314.pth... [2024-04-16 14:54:19 INFO]: Validating... [2024-04-16 14:54:19 INFO]: Epoch (val) [314][1] loss_cls: 0.5552, loss_sal: 0.6026, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1582, mAP: 0.5377, best_mAP: 0.8088 [2024-04-16 14:54:19 INFO]: Epoch [315][1/1] lr: 0.0005, eta: 0:01:51, time: 0.042, data_time: 0.268, memory: 1031, loss_cls: 0.5459, loss_sal: 0.1107, loss_video_cal: 0.0091, loss_layer_cal: 0.0126, loss: 0.6784, scale: 16384.0000 [2024-04-16 14:54:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_315.pth... [2024-04-16 14:54:19 INFO]: Validating... [2024-04-16 14:54:19 INFO]: Epoch (val) [315][1] loss_cls: 0.5534, loss_sal: 0.5903, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1440, mAP: 0.5569, best_mAP: 0.8088 [2024-04-16 14:54:20 INFO]: Epoch [316][1/1] lr: 0.0005, eta: 0:01:50, time: 0.041, data_time: 0.269, memory: 1031, loss_cls: 0.5482, loss_sal: 0.1745, loss_video_cal: 0.0164, loss_layer_cal: 0.0199, loss: 0.7590, scale: 16384.0000 [2024-04-16 14:54:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_316.pth... [2024-04-16 14:54:20 INFO]: Validating... [2024-04-16 14:54:20 INFO]: Epoch (val) [316][1] loss_cls: 0.5527, loss_sal: 0.5649, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1180, mAP: 0.5569, best_mAP: 0.8088 [2024-04-16 14:54:20 INFO]: Epoch [317][1/1] lr: 0.0005, eta: 0:01:49, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5504, loss_sal: 0.0231, loss_video_cal: 0.0064, loss_layer_cal: 0.0090, loss: 0.5890, scale: 16384.0000 [2024-04-16 14:54:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_317.pth... [2024-04-16 14:54:20 INFO]: Validating... [2024-04-16 14:54:21 INFO]: Epoch (val) [317][1] loss_cls: 0.5536, loss_sal: 0.5419, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0959, mAP: 0.5569, best_mAP: 0.8088 [2024-04-16 14:54:21 INFO]: Epoch [318][1/1] lr: 0.0005, eta: 0:01:49, time: 0.041, data_time: 0.269, memory: 1031, loss_cls: 0.5490, loss_sal: 0.0237, loss_video_cal: 0.0055, loss_layer_cal: 0.0104, loss: 0.5886, scale: 16384.0000 [2024-04-16 14:54:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_318.pth... [2024-04-16 14:54:21 INFO]: Validating... [2024-04-16 14:54:21 INFO]: Epoch (val) [318][1] loss_cls: 0.5561, loss_sal: 0.5194, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0759, mAP: 0.5569, best_mAP: 0.8088 [2024-04-16 14:54:21 INFO]: Epoch [319][1/1] lr: 0.0005, eta: 0:01:48, time: 0.042, data_time: 0.269, memory: 1031, loss_cls: 0.5503, loss_sal: 0.1013, loss_video_cal: 0.0127, loss_layer_cal: 0.0084, loss: 0.6727, scale: 16384.0000 [2024-04-16 14:54:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_319.pth... [2024-04-16 14:54:21 INFO]: Validating... [2024-04-16 14:54:22 INFO]: Epoch (val) [319][1] loss_cls: 0.5593, loss_sal: 0.5093, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0689, mAP: 0.5551, best_mAP: 0.8088 [2024-04-16 14:54:22 INFO]: Epoch [320][1/1] lr: 0.0005, eta: 0:01:48, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5526, loss_sal: 0.2370, loss_video_cal: 0.0106, loss_layer_cal: 0.0130, loss: 0.8132, scale: 16384.0000 [2024-04-16 14:54:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_320.pth... [2024-04-16 14:54:22 INFO]: Validating... [2024-04-16 14:54:22 INFO]: Epoch (val) [320][1] loss_cls: 0.5635, loss_sal: 0.5128, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0766, mAP: 0.6005, best_mAP: 0.8088 [2024-04-16 14:54:23 INFO]: Epoch [321][1/1] lr: 0.0005, eta: 0:01:47, time: 0.041, data_time: 0.270, memory: 1031, loss_cls: 0.5520, loss_sal: 0.2483, loss_video_cal: 0.0064, loss_layer_cal: 0.0078, loss: 0.8146, scale: 16384.0000 [2024-04-16 14:54:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_321.pth... [2024-04-16 14:54:23 INFO]: Validating... [2024-04-16 14:54:23 INFO]: Epoch (val) [321][1] loss_cls: 0.5665, loss_sal: 0.5227, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0896, mAP: 0.6278, best_mAP: 0.8088 [2024-04-16 14:54:23 INFO]: Epoch [322][1/1] lr: 0.0005, eta: 0:01:46, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5503, loss_sal: 0.1598, loss_video_cal: 0.0068, loss_layer_cal: 0.0081, loss: 0.7249, scale: 16384.0000 [2024-04-16 14:54:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_322.pth... [2024-04-16 14:54:23 INFO]: Validating... [2024-04-16 14:54:24 INFO]: Epoch (val) [322][1] loss_cls: 0.5698, loss_sal: 0.5445, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1146, mAP: 0.6265, best_mAP: 0.8088 [2024-04-16 14:54:24 INFO]: Epoch [323][1/1] lr: 0.0005, eta: 0:01:46, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5575, loss_sal: 0.1507, loss_video_cal: 0.0105, loss_layer_cal: 0.0077, loss: 0.7264, scale: 16384.0000 [2024-04-16 14:54:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_323.pth... [2024-04-16 14:54:24 INFO]: Validating... [2024-04-16 14:54:24 INFO]: Epoch (val) [323][1] loss_cls: 0.5696, loss_sal: 0.5702, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1402, mAP: 0.6334, best_mAP: 0.8088 [2024-04-16 14:54:24 INFO]: Epoch [324][1/1] lr: 0.0005, eta: 0:01:45, time: 0.041, data_time: 0.270, memory: 1031, loss_cls: 0.5628, loss_sal: 0.1380, loss_video_cal: 0.0064, loss_layer_cal: 0.0084, loss: 0.7156, scale: 16384.0000 [2024-04-16 14:54:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_324.pth... [2024-04-16 14:54:24 INFO]: Validating... [2024-04-16 14:54:25 INFO]: Epoch (val) [324][1] loss_cls: 0.5662, loss_sal: 0.5644, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1309, mAP: 0.5769, best_mAP: 0.8088 [2024-04-16 14:54:25 INFO]: Epoch [325][1/1] lr: 0.0005, eta: 0:01:45, time: 0.041, data_time: 0.269, memory: 1031, loss_cls: 0.5618, loss_sal: 0.1195, loss_video_cal: 0.0042, loss_layer_cal: 0.0073, loss: 0.6929, scale: 16384.0000 [2024-04-16 14:54:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_325.pth... [2024-04-16 14:54:25 INFO]: Validating... [2024-04-16 14:54:25 INFO]: Epoch (val) [325][1] loss_cls: 0.5602, loss_sal: 0.5462, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.1067, mAP: 0.5769, best_mAP: 0.8088 [2024-04-16 14:54:26 INFO]: Epoch [326][1/1] lr: 0.0005, eta: 0:01:44, time: 0.040, data_time: 0.266, memory: 1031, loss_cls: 0.5648, loss_sal: 0.1342, loss_video_cal: 0.0026, loss_layer_cal: 0.0090, loss: 0.7106, scale: 16384.0000 [2024-04-16 14:54:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_326.pth... [2024-04-16 14:54:26 INFO]: Validating... [2024-04-16 14:54:26 INFO]: Epoch (val) [326][1] loss_cls: 0.5538, loss_sal: 0.5370, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0911, mAP: 0.5691, best_mAP: 0.8088 [2024-04-16 14:54:26 INFO]: Epoch [327][1/1] lr: 0.0005, eta: 0:01:43, time: 0.040, data_time: 0.267, memory: 1031, loss_cls: 0.5545, loss_sal: 0.1255, loss_video_cal: 0.0069, loss_layer_cal: 0.0030, loss: 0.6898, scale: 16384.0000 [2024-04-16 14:54:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_327.pth... [2024-04-16 14:54:26 INFO]: Validating... [2024-04-16 14:54:26 INFO]: Epoch (val) [327][1] loss_cls: 0.5510, loss_sal: 0.5482, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0995, mAP: 0.5184, best_mAP: 0.8088 [2024-04-16 14:54:27 INFO]: Epoch [328][1/1] lr: 0.0005, eta: 0:01:43, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5588, loss_sal: 0.1954, loss_video_cal: 0.0096, loss_layer_cal: 0.0135, loss: 0.7773, scale: 16384.0000 [2024-04-16 14:54:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_328.pth... [2024-04-16 14:54:27 INFO]: Validating... [2024-04-16 14:54:27 INFO]: Epoch (val) [328][1] loss_cls: 0.5519, loss_sal: 0.5182, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0705, mAP: 0.5134, best_mAP: 0.8088 [2024-04-16 14:54:27 INFO]: Epoch [329][1/1] lr: 0.0005, eta: 0:01:42, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5571, loss_sal: 0.1357, loss_video_cal: 0.0060, loss_layer_cal: 0.0085, loss: 0.7073, scale: 16384.0000 [2024-04-16 14:54:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_329.pth... [2024-04-16 14:54:27 INFO]: Validating... [2024-04-16 14:54:28 INFO]: Epoch (val) [329][1] loss_cls: 0.5546, loss_sal: 0.4964, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0513, mAP: 0.5095, best_mAP: 0.8088 [2024-04-16 14:54:28 INFO]: Epoch [330][1/1] lr: 0.0005, eta: 0:01:42, time: 0.040, data_time: 0.268, memory: 1031, loss_cls: 0.5612, loss_sal: 0.1331, loss_video_cal: 0.0047, loss_layer_cal: 0.0093, loss: 0.7084, scale: 16384.0000 [2024-04-16 14:54:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_330.pth... [2024-04-16 14:54:28 INFO]: Validating... [2024-04-16 14:54:28 INFO]: Epoch (val) [330][1] loss_cls: 0.5565, loss_sal: 0.4878, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 1.0446, mAP: 0.5095, best_mAP: 0.8088 [2024-04-16 14:54:29 INFO]: Epoch [331][1/1] lr: 0.0005, eta: 0:01:41, time: 0.042, data_time: 0.268, memory: 1031, loss_cls: 0.5624, loss_sal: 0.1357, loss_video_cal: 0.0163, loss_layer_cal: 0.0070, loss: 0.7215, scale: 16384.0000 [2024-04-16 14:54:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_331.pth... [2024-04-16 14:54:29 INFO]: Validating... [2024-04-16 14:54:29 INFO]: Epoch (val) [331][1] loss_cls: 0.5553, loss_sal: 0.4323, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9879, mAP: 0.4984, best_mAP: 0.8088 [2024-04-16 14:54:29 INFO]: Epoch [332][1/1] lr: 0.0005, eta: 0:01:40, time: 0.041, data_time: 0.268, memory: 1031, loss_cls: 0.5561, loss_sal: 0.1337, loss_video_cal: 0.0168, loss_layer_cal: 0.0123, loss: 0.7190, scale: 16384.0000 [2024-04-16 14:54:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_332.pth... [2024-04-16 14:54:29 INFO]: Validating... [2024-04-16 14:54:29 INFO]: Epoch (val) [332][1] loss_cls: 0.5525, loss_sal: 0.3699, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9227, mAP: 0.5219, best_mAP: 0.8088 [2024-04-16 14:54:30 INFO]: Epoch [333][1/1] lr: 0.0005, eta: 0:01:40, time: 0.041, data_time: 0.265, memory: 1031, loss_cls: 0.5570, loss_sal: 0.1002, loss_video_cal: 0.0046, loss_layer_cal: 0.0084, loss: 0.6702, scale: 16384.0000 [2024-04-16 14:54:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_333.pth... [2024-04-16 14:54:30 INFO]: Validating... [2024-04-16 14:54:30 INFO]: Epoch (val) [333][1] loss_cls: 0.5497, loss_sal: 0.3334, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8834, mAP: 0.5219, best_mAP: 0.8088 [2024-04-16 14:54:30 INFO]: Epoch [334][1/1] lr: 0.0005, eta: 0:01:39, time: 0.041, data_time: 0.269, memory: 1031, loss_cls: 0.5596, loss_sal: 0.1644, loss_video_cal: 0.0074, loss_layer_cal: 0.0106, loss: 0.7420, scale: 16384.0000 [2024-04-16 14:54:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_334.pth... [2024-04-16 14:54:30 INFO]: Validating... [2024-04-16 14:54:31 INFO]: Epoch (val) [334][1] loss_cls: 0.5485, loss_sal: 0.3114, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8602, mAP: 0.5332, best_mAP: 0.8088 [2024-04-16 14:54:31 INFO]: Epoch [335][1/1] lr: 0.0005, eta: 0:01:39, time: 0.040, data_time: 0.264, memory: 1031, loss_cls: 0.5541, loss_sal: 0.1020, loss_video_cal: 0.0037, loss_layer_cal: 0.0127, loss: 0.6725, scale: 16384.0000 [2024-04-16 14:54:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_335.pth... [2024-04-16 14:54:31 INFO]: Validating... [2024-04-16 14:54:31 INFO]: Epoch (val) [335][1] loss_cls: 0.5498, loss_sal: 0.2972, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8472, mAP: 0.5332, best_mAP: 0.8088 [2024-04-16 14:54:32 INFO]: Epoch [336][1/1] lr: 0.0005, eta: 0:01:38, time: 0.040, data_time: 0.268, memory: 1031, loss_cls: 0.5488, loss_sal: 0.1374, loss_video_cal: 0.0144, loss_layer_cal: 0.0069, loss: 0.7075, scale: 16384.0000 [2024-04-16 14:54:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_336.pth... [2024-04-16 14:54:32 INFO]: Validating... [2024-04-16 14:54:32 INFO]: Epoch (val) [336][1] loss_cls: 0.5532, loss_sal: 0.2889, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8424, mAP: 0.5332, best_mAP: 0.8088 [2024-04-16 14:54:32 INFO]: Epoch [337][1/1] lr: 0.0005, eta: 0:01:37, time: 0.042, data_time: 0.265, memory: 1031, loss_cls: 0.5478, loss_sal: 0.1251, loss_video_cal: 0.0104, loss_layer_cal: 0.0072, loss: 0.6905, scale: 16384.0000 [2024-04-16 14:54:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_337.pth... [2024-04-16 14:54:32 INFO]: Validating... [2024-04-16 14:54:32 INFO]: Epoch (val) [337][1] loss_cls: 0.5570, loss_sal: 0.2869, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8443, mAP: 0.5332, best_mAP: 0.8088 [2024-04-16 14:54:33 INFO]: Epoch [338][1/1] lr: 0.0005, eta: 0:01:37, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5551, loss_sal: 0.1439, loss_video_cal: 0.0102, loss_layer_cal: 0.0115, loss: 0.7206, scale: 16384.0000 [2024-04-16 14:54:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_338.pth... [2024-04-16 14:54:33 INFO]: Validating... [2024-04-16 14:54:33 INFO]: Epoch (val) [338][1] loss_cls: 0.5583, loss_sal: 0.2862, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8448, mAP: 0.5519, best_mAP: 0.8088 [2024-04-16 14:54:33 INFO]: Epoch [339][1/1] lr: 0.0005, eta: 0:01:36, time: 0.041, data_time: 0.268, memory: 1031, loss_cls: 0.5480, loss_sal: 0.1157, loss_video_cal: 0.0063, loss_layer_cal: 0.0075, loss: 0.6775, scale: 16384.0000 [2024-04-16 14:54:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_339.pth... [2024-04-16 14:54:33 INFO]: Validating... [2024-04-16 14:54:34 INFO]: Epoch (val) [339][1] loss_cls: 0.5587, loss_sal: 0.2921, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8511, mAP: 0.5231, best_mAP: 0.8088 [2024-04-16 14:54:34 INFO]: Epoch [340][1/1] lr: 0.0005, eta: 0:01:36, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5480, loss_sal: 0.1037, loss_video_cal: 0.0072, loss_layer_cal: 0.0108, loss: 0.6698, scale: 16384.0000 [2024-04-16 14:54:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_340.pth... [2024-04-16 14:54:34 INFO]: Validating... [2024-04-16 14:54:34 INFO]: Epoch (val) [340][1] loss_cls: 0.5582, loss_sal: 0.3123, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.8709, mAP: 0.5071, best_mAP: 0.8088 [2024-04-16 14:54:34 INFO]: Epoch [341][1/1] lr: 0.0005, eta: 0:01:35, time: 0.040, data_time: 0.267, memory: 1031, loss_cls: 0.5457, loss_sal: 0.1238, loss_video_cal: 0.0143, loss_layer_cal: 0.0065, loss: 0.6902, scale: 16384.0000 [2024-04-16 14:54:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_341.pth... [2024-04-16 14:54:35 INFO]: Validating... [2024-04-16 14:54:35 INFO]: Epoch (val) [341][1] loss_cls: 0.5567, loss_sal: 0.3470, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9040, mAP: 0.5260, best_mAP: 0.8088 [2024-04-16 14:54:35 INFO]: Epoch [342][1/1] lr: 0.0005, eta: 0:01:34, time: 0.040, data_time: 0.265, memory: 1031, loss_cls: 0.5447, loss_sal: 0.0883, loss_video_cal: 0.0078, loss_layer_cal: 0.0216, loss: 0.6624, scale: 16384.0000 [2024-04-16 14:54:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_342.pth... [2024-04-16 14:54:35 INFO]: Validating... [2024-04-16 14:54:35 INFO]: Epoch (val) [342][1] loss_cls: 0.5548, loss_sal: 0.3765, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.9317, mAP: 0.5260, best_mAP: 0.8088 [2024-04-16 14:54:36 INFO]: Epoch [343][1/1] lr: 0.0005, eta: 0:01:34, time: 0.040, data_time: 0.266, memory: 1031, loss_cls: 0.5431, loss_sal: 0.0842, loss_video_cal: 0.0120, loss_layer_cal: 0.0116, loss: 0.6509, scale: 16384.0000 [2024-04-16 14:54:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_343.pth... [2024-04-16 14:54:36 INFO]: Validating... [2024-04-16 14:54:36 INFO]: Epoch (val) [343][1] loss_cls: 0.5529, loss_sal: 0.3929, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.9462, mAP: 0.5260, best_mAP: 0.8088 [2024-04-16 14:54:36 INFO]: Epoch [344][1/1] lr: 0.0005, eta: 0:01:33, time: 0.040, data_time: 0.266, memory: 1031, loss_cls: 0.5457, loss_sal: 0.1228, loss_video_cal: 0.0108, loss_layer_cal: 0.0126, loss: 0.6919, scale: 16384.0000 [2024-04-16 14:54:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_344.pth... [2024-04-16 14:54:36 INFO]: Validating... [2024-04-16 14:54:37 INFO]: Epoch (val) [344][1] loss_cls: 0.5511, loss_sal: 0.4044, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.9559, mAP: 0.4906, best_mAP: 0.8088 [2024-04-16 14:54:37 INFO]: Epoch [345][1/1] lr: 0.0005, eta: 0:01:33, time: 0.041, data_time: 0.270, memory: 1031, loss_cls: 0.5455, loss_sal: 0.1218, loss_video_cal: 0.0057, loss_layer_cal: 0.0063, loss: 0.6793, scale: 16384.0000 [2024-04-16 14:54:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_345.pth... [2024-04-16 14:54:37 INFO]: Validating... [2024-04-16 14:54:37 INFO]: Epoch (val) [345][1] loss_cls: 0.5503, loss_sal: 0.4113, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9619, mAP: 0.5104, best_mAP: 0.8088 [2024-04-16 14:54:37 INFO]: Epoch [346][1/1] lr: 0.0005, eta: 0:01:32, time: 0.040, data_time: 0.267, memory: 1031, loss_cls: 0.5470, loss_sal: 0.1113, loss_video_cal: 0.0058, loss_layer_cal: 0.0077, loss: 0.6718, scale: 16384.0000 [2024-04-16 14:54:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_346.pth... [2024-04-16 14:54:38 INFO]: Validating... [2024-04-16 14:54:38 INFO]: Epoch (val) [346][1] loss_cls: 0.5498, loss_sal: 0.4161, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9663, mAP: 0.5104, best_mAP: 0.8088 [2024-04-16 14:54:38 INFO]: Epoch [347][1/1] lr: 0.0005, eta: 0:01:31, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5454, loss_sal: 0.2623, loss_video_cal: 0.0059, loss_layer_cal: 0.0071, loss: 0.8207, scale: 16384.0000 [2024-04-16 14:54:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_347.pth... [2024-04-16 14:54:38 INFO]: Validating... [2024-04-16 14:54:38 INFO]: Epoch (val) [347][1] loss_cls: 0.5498, loss_sal: 0.3904, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9404, mAP: 0.5104, best_mAP: 0.8088 [2024-04-16 14:54:39 INFO]: Epoch [348][1/1] lr: 0.0005, eta: 0:01:31, time: 0.041, data_time: 0.269, memory: 1031, loss_cls: 0.5482, loss_sal: 0.0769, loss_video_cal: 0.0122, loss_layer_cal: 0.0107, loss: 0.6478, scale: 16384.0000 [2024-04-16 14:54:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_348.pth... [2024-04-16 14:54:39 INFO]: Validating... [2024-04-16 14:54:39 INFO]: Epoch (val) [348][1] loss_cls: 0.5500, loss_sal: 0.3920, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9422, mAP: 0.5104, best_mAP: 0.8088 [2024-04-16 14:54:39 INFO]: Epoch [349][1/1] lr: 0.0005, eta: 0:01:30, time: 0.041, data_time: 0.268, memory: 1031, loss_cls: 0.5468, loss_sal: 0.1120, loss_video_cal: 0.0097, loss_layer_cal: 0.0064, loss: 0.6749, scale: 16384.0000 [2024-04-16 14:54:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_349.pth... [2024-04-16 14:54:39 INFO]: Validating... [2024-04-16 14:54:40 INFO]: Epoch (val) [349][1] loss_cls: 0.5500, loss_sal: 0.4019, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9522, mAP: 0.5104, best_mAP: 0.8088 [2024-04-16 14:54:40 INFO]: Epoch [350][1/1] lr: 0.0005, eta: 0:01:30, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5442, loss_sal: 0.0304, loss_video_cal: 0.0038, loss_layer_cal: 0.0051, loss: 0.5835, scale: 16384.0000 [2024-04-16 14:54:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_350.pth... [2024-04-16 14:54:40 INFO]: Validating... [2024-04-16 14:54:40 INFO]: Epoch (val) [350][1] loss_cls: 0.5502, loss_sal: 0.4145, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9650, mAP: 0.5104, best_mAP: 0.8088 [2024-04-16 14:54:40 INFO]: Epoch [351][1/1] lr: 0.0005, eta: 0:01:29, time: 0.041, data_time: 0.269, memory: 1031, loss_cls: 0.5451, loss_sal: 0.0792, loss_video_cal: 0.0055, loss_layer_cal: 0.0056, loss: 0.6354, scale: 16384.0000 [2024-04-16 14:54:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_351.pth... [2024-04-16 14:54:41 INFO]: Validating... [2024-04-16 14:54:41 INFO]: Epoch (val) [351][1] loss_cls: 0.5508, loss_sal: 0.4237, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9747, mAP: 0.5146, best_mAP: 0.8088 [2024-04-16 14:54:41 INFO]: Epoch [352][1/1] lr: 0.0005, eta: 0:01:28, time: 0.041, data_time: 0.265, memory: 1031, loss_cls: 0.5439, loss_sal: 0.0774, loss_video_cal: 0.0058, loss_layer_cal: 0.0108, loss: 0.6378, scale: 16384.0000 [2024-04-16 14:54:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_352.pth... [2024-04-16 14:54:41 INFO]: Validating... [2024-04-16 14:54:41 INFO]: Epoch (val) [352][1] loss_cls: 0.5513, loss_sal: 0.4271, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9786, mAP: 0.4906, best_mAP: 0.8088 [2024-04-16 14:54:42 INFO]: Epoch [353][1/1] lr: 0.0005, eta: 0:01:28, time: 0.041, data_time: 0.267, memory: 1031, loss_cls: 0.5436, loss_sal: 0.1456, loss_video_cal: 0.0045, loss_layer_cal: 0.0063, loss: 0.7000, scale: 16384.0000 [2024-04-16 14:54:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_353.pth... [2024-04-16 14:54:42 INFO]: Validating... [2024-04-16 14:54:42 INFO]: Epoch (val) [353][1] loss_cls: 0.5514, loss_sal: 0.4296, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9812, mAP: 0.4906, best_mAP: 0.8088 [2024-04-16 14:54:42 INFO]: Epoch [354][1/1] lr: 0.0005, eta: 0:01:27, time: 0.041, data_time: 0.266, memory: 1031, loss_cls: 0.5473, loss_sal: 0.0393, loss_video_cal: 0.0043, loss_layer_cal: 0.0113, loss: 0.6021, scale: 16384.0000 [2024-04-16 14:54:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_354.pth... [2024-04-16 14:54:42 INFO]: Validating... [2024-04-16 14:54:43 INFO]: Epoch (val) [354][1] loss_cls: 0.5517, loss_sal: 0.4306, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9825, mAP: 0.4883, best_mAP: 0.8088 [2024-04-16 14:54:43 INFO]: Epoch [355][1/1] lr: 0.0005, eta: 0:01:27, time: 0.041, data_time: 0.271, memory: 1031, loss_cls: 0.5480, loss_sal: 0.1272, loss_video_cal: 0.0140, loss_layer_cal: 0.0092, loss: 0.6985, scale: 16384.0000 [2024-04-16 14:54:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_355.pth... [2024-04-16 14:54:43 INFO]: Validating... [2024-04-16 14:54:43 INFO]: Epoch (val) [355][1] loss_cls: 0.5527, loss_sal: 0.4193, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.9722, mAP: 0.4678, best_mAP: 0.8088 [2024-04-16 14:54:43 INFO]: Epoch [356][1/1] lr: 0.0005, eta: 0:01:26, time: 0.042, data_time: 0.268, memory: 1031, loss_cls: 0.5520, loss_sal: 0.0635, loss_video_cal: 0.0051, loss_layer_cal: 0.0038, loss: 0.6243, scale: 16384.0000 [2024-04-16 14:54:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_356.pth... [2024-04-16 14:54:44 INFO]: Validating... [2024-04-16 14:54:44 INFO]: Epoch (val) [356][1] loss_cls: 0.5543, loss_sal: 0.4104, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9650, mAP: 0.4678, best_mAP: 0.8088 [2024-04-16 14:54:44 INFO]: Epoch [357][1/1] lr: 0.0005, eta: 0:01:25, time: 0.040, data_time: 0.270, memory: 1031, loss_cls: 0.5507, loss_sal: 0.1430, loss_video_cal: 0.0084, loss_layer_cal: 0.0045, loss: 0.7066, scale: 16384.0000 [2024-04-16 14:54:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_357.pth... [2024-04-16 14:54:44 INFO]: Validating... [2024-04-16 14:54:44 INFO]: Epoch (val) [357][1] loss_cls: 0.5567, loss_sal: 0.4012, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9582, mAP: 0.4678, best_mAP: 0.8088 [2024-04-16 14:54:45 INFO]: Epoch [358][1/1] lr: 0.0005, eta: 0:01:25, time: 0.042, data_time: 0.268, memory: 1031, loss_cls: 0.5500, loss_sal: 0.0963, loss_video_cal: 0.0112, loss_layer_cal: 0.0086, loss: 0.6662, scale: 16384.0000 [2024-04-16 14:54:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_358.pth... [2024-04-16 14:54:45 INFO]: Validating... [2024-04-16 14:54:45 INFO]: Epoch (val) [358][1] loss_cls: 0.5598, loss_sal: 0.4025, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9626, mAP: 0.4677, best_mAP: 0.8088 [2024-04-16 14:54:45 INFO]: Epoch [359][1/1] lr: 0.0005, eta: 0:01:24, time: 0.040, data_time: 0.270, memory: 1031, loss_cls: 0.5539, loss_sal: 0.0387, loss_video_cal: 0.0064, loss_layer_cal: 0.0104, loss: 0.6095, scale: 16384.0000 [2024-04-16 14:54:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_359.pth... [2024-04-16 14:54:45 INFO]: Validating... [2024-04-16 14:54:46 INFO]: Epoch (val) [359][1] loss_cls: 0.5612, loss_sal: 0.4053, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9668, mAP: 0.4677, best_mAP: 0.8088 [2024-04-16 14:54:46 INFO]: Epoch [360][1/1] lr: 0.0005, eta: 0:01:24, time: 0.040, data_time: 0.270, memory: 1031, loss_cls: 0.5536, loss_sal: 0.1895, loss_video_cal: 0.0097, loss_layer_cal: 0.0066, loss: 0.7594, scale: 16384.0000 [2024-04-16 14:54:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_360.pth... [2024-04-16 14:54:46 INFO]: Validating... [2024-04-16 14:54:46 INFO]: Epoch (val) [360][1] loss_cls: 0.5619, loss_sal: 0.4036, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9658, mAP: 0.4678, best_mAP: 0.8088 [2024-04-16 14:54:46 INFO]: Epoch [361][1/1] lr: 0.0005, eta: 0:01:23, time: 0.040, data_time: 0.267, memory: 1031, loss_cls: 0.5514, loss_sal: 0.1250, loss_video_cal: 0.0086, loss_layer_cal: 0.0125, loss: 0.6976, scale: 16384.0000 [2024-04-16 14:54:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_361.pth... [2024-04-16 14:54:47 INFO]: Validating... [2024-04-16 14:54:47 INFO]: Epoch (val) [361][1] loss_cls: 0.5612, loss_sal: 0.4003, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9618, mAP: 0.4678, best_mAP: 0.8088 [2024-04-16 14:54:47 INFO]: Epoch [362][1/1] lr: 0.0005, eta: 0:01:22, time: 0.040, data_time: 0.265, memory: 1031, loss_cls: 0.5527, loss_sal: 0.0603, loss_video_cal: 0.0050, loss_layer_cal: 0.0062, loss: 0.6241, scale: 16384.0000 [2024-04-16 14:54:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_362.pth... [2024-04-16 14:54:47 INFO]: Validating... [2024-04-16 14:54:47 INFO]: Epoch (val) [362][1] loss_cls: 0.5598, loss_sal: 0.3859, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.9459, mAP: 0.4678, best_mAP: 0.8088 [2024-04-16 14:54:48 INFO]: Epoch [363][1/1] lr: 0.0005, eta: 0:01:22, time: 0.040, data_time: 0.263, memory: 1031, loss_cls: 0.5556, loss_sal: 0.1572, loss_video_cal: 0.0099, loss_layer_cal: 0.0135, loss: 0.7362, scale: 16384.0000 [2024-04-16 14:54:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_363.pth... [2024-04-16 14:54:48 INFO]: Validating... [2024-04-16 14:54:48 INFO]: Epoch (val) [363][1] loss_cls: 0.5609, loss_sal: 0.3322, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8933, mAP: 0.4678, best_mAP: 0.8088 [2024-04-16 14:54:48 INFO]: Epoch [364][1/1] lr: 0.0005, eta: 0:01:21, time: 0.040, data_time: 0.264, memory: 1031, loss_cls: 0.5529, loss_sal: 0.2733, loss_video_cal: 0.0093, loss_layer_cal: 0.0157, loss: 0.8511, scale: 16384.0000 [2024-04-16 14:54:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_364.pth... [2024-04-16 14:54:48 INFO]: Validating... [2024-04-16 14:54:49 INFO]: Epoch (val) [364][1] loss_cls: 0.5644, loss_sal: 0.2916, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8561, mAP: 0.4678, best_mAP: 0.8088 [2024-04-16 14:54:49 INFO]: Epoch [365][1/1] lr: 0.0005, eta: 0:01:21, time: 0.040, data_time: 0.264, memory: 1031, loss_cls: 0.5492, loss_sal: 0.0832, loss_video_cal: 0.0077, loss_layer_cal: 0.0042, loss: 0.6443, scale: 16384.0000 [2024-04-16 14:54:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_365.pth... [2024-04-16 14:54:49 INFO]: Validating... [2024-04-16 14:54:49 INFO]: Epoch (val) [365][1] loss_cls: 0.5658, loss_sal: 0.2660, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.8319, mAP: 0.5009, best_mAP: 0.8088 [2024-04-16 14:54:49 INFO]: Epoch [366][1/1] lr: 0.0005, eta: 0:01:20, time: 0.040, data_time: 0.264, memory: 1031, loss_cls: 0.5504, loss_sal: 0.1549, loss_video_cal: 0.0105, loss_layer_cal: 0.0059, loss: 0.7218, scale: 16384.0000 [2024-04-16 14:54:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_366.pth... [2024-04-16 14:54:50 INFO]: Validating... [2024-04-16 14:54:50 INFO]: Epoch (val) [366][1] loss_cls: 0.5651, loss_sal: 0.2513, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8165, mAP: 0.5208, best_mAP: 0.8088 [2024-04-16 14:54:50 INFO]: Epoch [367][1/1] lr: 0.0005, eta: 0:01:19, time: 0.040, data_time: 0.264, memory: 1031, loss_cls: 0.5477, loss_sal: 0.1717, loss_video_cal: 0.0026, loss_layer_cal: 0.0069, loss: 0.7288, scale: 16384.0000 [2024-04-16 14:54:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_367.pth... [2024-04-16 14:54:50 INFO]: Validating... [2024-04-16 14:54:50 INFO]: Epoch (val) [367][1] loss_cls: 0.5619, loss_sal: 0.2501, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8121, mAP: 0.5208, best_mAP: 0.8088 [2024-04-16 14:54:51 INFO]: Epoch [368][1/1] lr: 0.0005, eta: 0:01:19, time: 0.039, data_time: 0.261, memory: 1031, loss_cls: 0.5537, loss_sal: 0.1972, loss_video_cal: 0.0074, loss_layer_cal: 0.0044, loss: 0.7627, scale: 16384.0000 [2024-04-16 14:54:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_368.pth... [2024-04-16 14:54:51 INFO]: Validating... [2024-04-16 14:54:51 INFO]: Epoch (val) [368][1] loss_cls: 0.5577, loss_sal: 0.2504, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8081, mAP: 0.5208, best_mAP: 0.8088 [2024-04-16 14:54:51 INFO]: Epoch [369][1/1] lr: 0.0005, eta: 0:01:18, time: 0.039, data_time: 0.261, memory: 1031, loss_cls: 0.5511, loss_sal: 0.1198, loss_video_cal: 0.0046, loss_layer_cal: 0.0043, loss: 0.6799, scale: 16384.0000 [2024-04-16 14:54:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_369.pth... [2024-04-16 14:54:51 INFO]: Validating... [2024-04-16 14:54:51 INFO]: Epoch (val) [369][1] loss_cls: 0.5557, loss_sal: 0.2520, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8078, mAP: 0.5208, best_mAP: 0.8088 [2024-04-16 14:54:52 INFO]: Epoch [370][1/1] lr: 0.0005, eta: 0:01:18, time: 0.040, data_time: 0.264, memory: 1031, loss_cls: 0.5614, loss_sal: 0.1620, loss_video_cal: 0.0052, loss_layer_cal: 0.0106, loss: 0.7392, scale: 16384.0000 [2024-04-16 14:54:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_370.pth... [2024-04-16 14:54:52 INFO]: Validating... [2024-04-16 14:54:52 INFO]: Epoch (val) [370][1] loss_cls: 0.5529, loss_sal: 0.2562, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8092, mAP: 0.5208, best_mAP: 0.8088 [2024-04-16 14:54:52 INFO]: Epoch [371][1/1] lr: 0.0005, eta: 0:01:17, time: 0.039, data_time: 0.264, memory: 1031, loss_cls: 0.5484, loss_sal: 0.2020, loss_video_cal: 0.0040, loss_layer_cal: 0.0108, loss: 0.7653, scale: 16384.0000 [2024-04-16 14:54:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_371.pth... [2024-04-16 14:54:52 INFO]: Validating... [2024-04-16 14:54:53 INFO]: Epoch (val) [371][1] loss_cls: 0.5516, loss_sal: 0.2624, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8141, mAP: 0.5208, best_mAP: 0.8088 [2024-04-16 14:54:53 INFO]: Epoch [372][1/1] lr: 0.0005, eta: 0:01:16, time: 0.040, data_time: 0.262, memory: 1031, loss_cls: 0.5542, loss_sal: 0.1364, loss_video_cal: 0.0055, loss_layer_cal: 0.0033, loss: 0.6994, scale: 16384.0000 [2024-04-16 14:54:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_372.pth... [2024-04-16 14:54:53 INFO]: Validating... [2024-04-16 14:54:53 INFO]: Epoch (val) [372][1] loss_cls: 0.5509, loss_sal: 0.2685, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8195, mAP: 0.5396, best_mAP: 0.8088 [2024-04-16 14:54:54 INFO]: Epoch [373][1/1] lr: 0.0005, eta: 0:01:16, time: 0.040, data_time: 0.265, memory: 1031, loss_cls: 0.5576, loss_sal: 0.1762, loss_video_cal: 0.0107, loss_layer_cal: 0.0078, loss: 0.7523, scale: 16384.0000 [2024-04-16 14:54:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_373.pth... [2024-04-16 14:54:54 INFO]: Validating... [2024-04-16 14:54:54 INFO]: Epoch (val) [373][1] loss_cls: 0.5509, loss_sal: 0.2810, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8319, mAP: 0.5208, best_mAP: 0.8088 [2024-04-16 14:54:54 INFO]: Epoch [374][1/1] lr: 0.0005, eta: 0:01:15, time: 0.039, data_time: 0.264, memory: 1031, loss_cls: 0.5576, loss_sal: 0.1556, loss_video_cal: 0.0141, loss_layer_cal: 0.0085, loss: 0.7358, scale: 16384.0000 [2024-04-16 14:54:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_374.pth... [2024-04-16 14:54:54 INFO]: Validating... [2024-04-16 14:54:54 INFO]: Epoch (val) [374][1] loss_cls: 0.5511, loss_sal: 0.2959, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8470, mAP: 0.5126, best_mAP: 0.8088 [2024-04-16 14:54:55 INFO]: Epoch [375][1/1] lr: 0.0005, eta: 0:01:14, time: 0.039, data_time: 0.259, memory: 1031, loss_cls: 0.5505, loss_sal: 0.1048, loss_video_cal: 0.0057, loss_layer_cal: 0.0044, loss: 0.6654, scale: 16384.0000 [2024-04-16 14:54:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_375.pth... [2024-04-16 14:54:55 INFO]: Validating... [2024-04-16 14:54:55 INFO]: Epoch (val) [375][1] loss_cls: 0.5515, loss_sal: 0.3069, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8585, mAP: 0.5126, best_mAP: 0.8088 [2024-04-16 14:54:55 INFO]: Epoch [376][1/1] lr: 0.0005, eta: 0:01:14, time: 0.040, data_time: 0.264, memory: 1031, loss_cls: 0.5550, loss_sal: 0.1488, loss_video_cal: 0.0109, loss_layer_cal: 0.0097, loss: 0.7244, scale: 16384.0000 [2024-04-16 14:54:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_376.pth... [2024-04-16 14:54:55 INFO]: Validating... [2024-04-16 14:54:56 INFO]: Epoch (val) [376][1] loss_cls: 0.5516, loss_sal: 0.3143, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8660, mAP: 0.5026, best_mAP: 0.8088 [2024-04-16 14:54:56 INFO]: Epoch [377][1/1] lr: 0.0005, eta: 0:01:13, time: 0.039, data_time: 0.270, memory: 1031, loss_cls: 0.5541, loss_sal: 0.1340, loss_video_cal: 0.0078, loss_layer_cal: 0.0070, loss: 0.7029, scale: 16384.0000 [2024-04-16 14:54:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_377.pth... [2024-04-16 14:54:56 INFO]: Validating... [2024-04-16 14:54:56 INFO]: Epoch (val) [377][1] loss_cls: 0.5529, loss_sal: 0.3123, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8652, mAP: 0.5308, best_mAP: 0.8088 [2024-04-16 14:54:56 INFO]: Epoch [378][1/1] lr: 0.0005, eta: 0:01:13, time: 0.039, data_time: 0.263, memory: 1031, loss_cls: 0.5504, loss_sal: 0.1255, loss_video_cal: 0.0060, loss_layer_cal: 0.0059, loss: 0.6879, scale: 16384.0000 [2024-04-16 14:54:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_378.pth... [2024-04-16 14:54:57 INFO]: Validating... [2024-04-16 14:54:57 INFO]: Epoch (val) [378][1] loss_cls: 0.5543, loss_sal: 0.3132, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8676, mAP: 0.5649, best_mAP: 0.8088 [2024-04-16 14:54:57 INFO]: Epoch [379][1/1] lr: 0.0005, eta: 0:01:12, time: 0.039, data_time: 0.264, memory: 1031, loss_cls: 0.5481, loss_sal: 0.1449, loss_video_cal: 0.0047, loss_layer_cal: 0.0129, loss: 0.7105, scale: 16384.0000 [2024-04-16 14:54:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_379.pth... [2024-04-16 14:54:57 INFO]: Validating... [2024-04-16 14:54:57 INFO]: Epoch (val) [379][1] loss_cls: 0.5563, loss_sal: 0.3200, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8764, mAP: 0.5340, best_mAP: 0.8088 [2024-04-16 14:54:58 INFO]: Epoch [380][1/1] lr: 0.0005, eta: 0:01:11, time: 0.039, data_time: 0.263, memory: 1031, loss_cls: 0.5456, loss_sal: 0.1030, loss_video_cal: 0.0047, loss_layer_cal: 0.0105, loss: 0.6638, scale: 16384.0000 [2024-04-16 14:54:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_380.pth... [2024-04-16 14:54:58 INFO]: Validating... [2024-04-16 14:54:58 INFO]: Epoch (val) [380][1] loss_cls: 0.5588, loss_sal: 0.3291, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.8880, mAP: 0.4779, best_mAP: 0.8088 [2024-04-16 14:54:58 INFO]: Epoch [381][1/1] lr: 0.0005, eta: 0:01:11, time: 0.040, data_time: 0.264, memory: 1031, loss_cls: 0.5455, loss_sal: 0.0730, loss_video_cal: 0.0093, loss_layer_cal: 0.0101, loss: 0.6378, scale: 16384.0000 [2024-04-16 14:54:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_381.pth... [2024-04-16 14:54:58 INFO]: Validating... [2024-04-16 14:54:58 INFO]: Epoch (val) [381][1] loss_cls: 0.5619, loss_sal: 0.3383, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9002, mAP: 0.4779, best_mAP: 0.8088 [2024-04-16 14:54:59 INFO]: Epoch [382][1/1] lr: 0.0005, eta: 0:01:10, time: 0.039, data_time: 0.263, memory: 1031, loss_cls: 0.5468, loss_sal: 0.0633, loss_video_cal: 0.0095, loss_layer_cal: 0.0065, loss: 0.6261, scale: 16384.0000 [2024-04-16 14:54:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_382.pth... [2024-04-16 14:54:59 INFO]: Validating... [2024-04-16 14:54:59 INFO]: Epoch (val) [382][1] loss_cls: 0.5650, loss_sal: 0.3461, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9112, mAP: 0.4906, best_mAP: 0.8088 [2024-04-16 14:54:59 INFO]: Epoch [383][1/1] lr: 0.0005, eta: 0:01:10, time: 0.039, data_time: 0.259, memory: 1031, loss_cls: 0.5482, loss_sal: 0.1144, loss_video_cal: 0.0052, loss_layer_cal: 0.0064, loss: 0.6742, scale: 16384.0000 [2024-04-16 14:54:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_383.pth... [2024-04-16 14:54:59 INFO]: Validating... [2024-04-16 14:55:00 INFO]: Epoch (val) [383][1] loss_cls: 0.5711, loss_sal: 0.3396, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9107, mAP: 0.4906, best_mAP: 0.8088 [2024-04-16 14:55:00 INFO]: Epoch [384][1/1] lr: 0.0005, eta: 0:01:09, time: 0.039, data_time: 0.262, memory: 1031, loss_cls: 0.5434, loss_sal: 0.0745, loss_video_cal: 0.0060, loss_layer_cal: 0.0024, loss: 0.6263, scale: 16384.0000 [2024-04-16 14:55:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_384.pth... [2024-04-16 14:55:00 INFO]: Validating... [2024-04-16 14:55:00 INFO]: Epoch (val) [384][1] loss_cls: 0.5748, loss_sal: 0.3374, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9122, mAP: 0.5262, best_mAP: 0.8088 [2024-04-16 14:55:01 INFO]: Epoch [385][1/1] lr: 0.0005, eta: 0:01:08, time: 0.039, data_time: 0.260, memory: 1031, loss_cls: 0.5479, loss_sal: 0.0309, loss_video_cal: 0.0039, loss_layer_cal: 0.0086, loss: 0.5913, scale: 16384.0000 [2024-04-16 14:55:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_385.pth... [2024-04-16 14:55:01 INFO]: Validating... [2024-04-16 14:55:01 INFO]: Epoch (val) [385][1] loss_cls: 0.5788, loss_sal: 0.3401, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9190, mAP: 0.5344, best_mAP: 0.8088 [2024-04-16 14:55:01 INFO]: Epoch [386][1/1] lr: 0.0005, eta: 0:01:08, time: 0.040, data_time: 0.262, memory: 1031, loss_cls: 0.5459, loss_sal: 0.0770, loss_video_cal: 0.0044, loss_layer_cal: 0.0080, loss: 0.6354, scale: 16384.0000 [2024-04-16 14:55:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_386.pth... [2024-04-16 14:55:01 INFO]: Validating... [2024-04-16 14:55:01 INFO]: Epoch (val) [386][1] loss_cls: 0.5773, loss_sal: 0.3471, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9245, mAP: 0.4927, best_mAP: 0.8088 [2024-04-16 14:55:02 INFO]: Epoch [387][1/1] lr: 0.0005, eta: 0:01:07, time: 0.040, data_time: 0.263, memory: 1031, loss_cls: 0.5442, loss_sal: 0.0811, loss_video_cal: 0.0074, loss_layer_cal: 0.0050, loss: 0.6376, scale: 16384.0000 [2024-04-16 14:55:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_387.pth... [2024-04-16 14:55:02 INFO]: Validating... [2024-04-16 14:55:02 INFO]: Epoch (val) [387][1] loss_cls: 0.5713, loss_sal: 0.3543, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9256, mAP: 0.4927, best_mAP: 0.8088 [2024-04-16 14:55:02 INFO]: Epoch [388][1/1] lr: 0.0005, eta: 0:01:07, time: 0.039, data_time: 0.263, memory: 1031, loss_cls: 0.5481, loss_sal: 0.0906, loss_video_cal: 0.0077, loss_layer_cal: 0.0043, loss: 0.6507, scale: 16384.0000 [2024-04-16 14:55:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_388.pth... [2024-04-16 14:55:02 INFO]: Validating... [2024-04-16 14:55:03 INFO]: Epoch (val) [388][1] loss_cls: 0.5662, loss_sal: 0.3639, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9302, mAP: 0.4969, best_mAP: 0.8088 [2024-04-16 14:55:03 INFO]: Epoch [389][1/1] lr: 0.0005, eta: 0:01:06, time: 0.040, data_time: 0.262, memory: 1031, loss_cls: 0.5470, loss_sal: 0.0789, loss_video_cal: 0.0023, loss_layer_cal: 0.0066, loss: 0.6349, scale: 16384.0000 [2024-04-16 14:55:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_389.pth... [2024-04-16 14:55:03 INFO]: Validating... [2024-04-16 14:55:03 INFO]: Epoch (val) [389][1] loss_cls: 0.5638, loss_sal: 0.3691, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9329, mAP: 0.4927, best_mAP: 0.8088 [2024-04-16 14:55:03 INFO]: Epoch [390][1/1] lr: 0.0005, eta: 0:01:05, time: 0.040, data_time: 0.261, memory: 1031, loss_cls: 0.5451, loss_sal: 0.1155, loss_video_cal: 0.0097, loss_layer_cal: 0.0044, loss: 0.6747, scale: 16384.0000 [2024-04-16 14:55:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_390.pth... [2024-04-16 14:55:04 INFO]: Validating... [2024-04-16 14:55:04 INFO]: Epoch (val) [390][1] loss_cls: 0.5628, loss_sal: 0.3684, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9312, mAP: 0.4967, best_mAP: 0.8088 [2024-04-16 14:55:04 INFO]: Epoch [391][1/1] lr: 0.0005, eta: 0:01:05, time: 0.039, data_time: 0.259, memory: 1031, loss_cls: 0.5435, loss_sal: 0.0838, loss_video_cal: 0.0181, loss_layer_cal: 0.0043, loss: 0.6496, scale: 16384.0000 [2024-04-16 14:55:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_391.pth... [2024-04-16 14:55:04 INFO]: Validating... [2024-04-16 14:55:04 INFO]: Epoch (val) [391][1] loss_cls: 0.5618, loss_sal: 0.3733, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9351, mAP: 0.5121, best_mAP: 0.8088 [2024-04-16 14:55:05 INFO]: Epoch [392][1/1] lr: 0.0005, eta: 0:01:04, time: 0.039, data_time: 0.262, memory: 1031, loss_cls: 0.5443, loss_sal: 0.1644, loss_video_cal: 0.0102, loss_layer_cal: 0.0103, loss: 0.7292, scale: 16384.0000 [2024-04-16 14:55:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_392.pth... [2024-04-16 14:55:05 INFO]: Validating... [2024-04-16 14:55:05 INFO]: Epoch (val) [392][1] loss_cls: 0.5602, loss_sal: 0.3782, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9384, mAP: 0.5114, best_mAP: 0.8088 [2024-04-16 14:55:05 INFO]: Epoch [393][1/1] lr: 0.0005, eta: 0:01:04, time: 0.040, data_time: 0.264, memory: 1031, loss_cls: 0.5450, loss_sal: 0.0613, loss_video_cal: 0.0095, loss_layer_cal: 0.0051, loss: 0.6209, scale: 16384.0000 [2024-04-16 14:55:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_393.pth... [2024-04-16 14:55:05 INFO]: Validating... [2024-04-16 14:55:05 INFO]: Epoch (val) [393][1] loss_cls: 0.5590, loss_sal: 0.3785, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9375, mAP: 0.5114, best_mAP: 0.8088 [2024-04-16 14:55:06 INFO]: Epoch [394][1/1] lr: 0.0005, eta: 0:01:03, time: 0.039, data_time: 0.270, memory: 1031, loss_cls: 0.5468, loss_sal: 0.0724, loss_video_cal: 0.0077, loss_layer_cal: 0.0085, loss: 0.6353, scale: 16384.0000 [2024-04-16 14:55:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_394.pth... [2024-04-16 14:55:06 INFO]: Validating... [2024-04-16 14:55:06 INFO]: Epoch (val) [394][1] loss_cls: 0.5580, loss_sal: 0.3741, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9321, mAP: 0.5295, best_mAP: 0.8088 [2024-04-16 14:55:06 INFO]: Epoch [395][1/1] lr: 0.0005, eta: 0:01:02, time: 0.039, data_time: 0.264, memory: 1031, loss_cls: 0.5473, loss_sal: 0.0719, loss_video_cal: 0.0066, loss_layer_cal: 0.0040, loss: 0.6298, scale: 16384.0000 [2024-04-16 14:55:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_395.pth... [2024-04-16 14:55:06 INFO]: Validating... [2024-04-16 14:55:07 INFO]: Epoch (val) [395][1] loss_cls: 0.5576, loss_sal: 0.3730, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9306, mAP: 0.5295, best_mAP: 0.8088 [2024-04-16 14:55:07 INFO]: Epoch [396][1/1] lr: 0.0005, eta: 0:01:02, time: 0.040, data_time: 0.264, memory: 1031, loss_cls: 0.5451, loss_sal: 0.0565, loss_video_cal: 0.0055, loss_layer_cal: 0.0090, loss: 0.6161, scale: 16384.0000 [2024-04-16 14:55:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_396.pth... [2024-04-16 14:55:07 INFO]: Validating... [2024-04-16 14:55:07 INFO]: Epoch (val) [396][1] loss_cls: 0.5585, loss_sal: 0.3641, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9227, mAP: 0.5295, best_mAP: 0.8088 [2024-04-16 14:55:08 INFO]: Epoch [397][1/1] lr: 0.0005, eta: 0:01:01, time: 0.040, data_time: 0.264, memory: 1031, loss_cls: 0.5485, loss_sal: 0.3187, loss_video_cal: 0.0060, loss_layer_cal: 0.0095, loss: 0.8828, scale: 16384.0000 [2024-04-16 14:55:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_397.pth... [2024-04-16 14:55:08 INFO]: Validating... [2024-04-16 14:55:08 INFO]: Epoch (val) [397][1] loss_cls: 0.5651, loss_sal: 0.3256, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8907, mAP: 0.5302, best_mAP: 0.8088 [2024-04-16 14:55:08 INFO]: Epoch [398][1/1] lr: 0.0005, eta: 0:01:01, time: 0.040, data_time: 0.262, memory: 1031, loss_cls: 0.5475, loss_sal: 0.0479, loss_video_cal: 0.0048, loss_layer_cal: 0.0104, loss: 0.6107, scale: 16384.0000 [2024-04-16 14:55:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_398.pth... [2024-04-16 14:55:08 INFO]: Validating... [2024-04-16 14:55:08 INFO]: Epoch (val) [398][1] loss_cls: 0.5720, loss_sal: 0.3012, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8732, mAP: 0.5302, best_mAP: 0.8088 [2024-04-16 14:55:09 INFO]: Epoch [399][1/1] lr: 0.0005, eta: 0:01:00, time: 0.040, data_time: 0.261, memory: 1031, loss_cls: 0.5518, loss_sal: 0.2276, loss_video_cal: 0.0124, loss_layer_cal: 0.0062, loss: 0.7979, scale: 16384.0000 [2024-04-16 14:55:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_399.pth... [2024-04-16 14:55:09 INFO]: Validating... [2024-04-16 14:55:09 INFO]: Epoch (val) [399][1] loss_cls: 0.5759, loss_sal: 0.2822, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8582, mAP: 0.5414, best_mAP: 0.8088 [2024-04-16 14:55:09 INFO]: Epoch [400][1/1] lr: 0.0005, eta: 0:00:59, time: 0.040, data_time: 0.261, memory: 1031, loss_cls: 0.5702, loss_sal: 0.0819, loss_video_cal: 0.0095, loss_layer_cal: 0.0054, loss: 0.6670, scale: 16384.0000 [2024-04-16 14:55:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_400.pth... [2024-04-16 14:55:09 INFO]: Validating... [2024-04-16 14:55:10 INFO]: Epoch (val) [400][1] loss_cls: 0.5749, loss_sal: 0.2720, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8469, mAP: 0.5414, best_mAP: 0.8088 [2024-04-16 14:55:10 INFO]: Epoch [401][1/1] lr: 0.0005, eta: 0:00:59, time: 0.040, data_time: 0.263, memory: 1031, loss_cls: 0.5724, loss_sal: 0.0456, loss_video_cal: 0.0189, loss_layer_cal: 0.0022, loss: 0.6392, scale: 16384.0000 [2024-04-16 14:55:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_401.pth... [2024-04-16 14:55:10 INFO]: Validating... [2024-04-16 14:55:10 INFO]: Epoch (val) [401][1] loss_cls: 0.5679, loss_sal: 0.2656, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8336, mAP: 0.5414, best_mAP: 0.8088 [2024-04-16 14:55:10 INFO]: Epoch [402][1/1] lr: 0.0005, eta: 0:00:58, time: 0.039, data_time: 0.264, memory: 1031, loss_cls: 0.5478, loss_sal: 0.1396, loss_video_cal: 0.0187, loss_layer_cal: 0.0048, loss: 0.7110, scale: 16384.0000 [2024-04-16 14:55:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_402.pth... [2024-04-16 14:55:11 INFO]: Validating... [2024-04-16 14:55:11 INFO]: Epoch (val) [402][1] loss_cls: 0.5615, loss_sal: 0.2596, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8211, mAP: 0.5414, best_mAP: 0.8088 [2024-04-16 14:55:11 INFO]: Epoch [403][1/1] lr: 0.0005, eta: 0:00:58, time: 0.039, data_time: 0.261, memory: 1031, loss_cls: 0.5554, loss_sal: 0.0433, loss_video_cal: 0.0076, loss_layer_cal: 0.0088, loss: 0.6151, scale: 16384.0000 [2024-04-16 14:55:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_403.pth... [2024-04-16 14:55:11 INFO]: Validating... [2024-04-16 14:55:11 INFO]: Epoch (val) [403][1] loss_cls: 0.5553, loss_sal: 0.2536, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8090, mAP: 0.5414, best_mAP: 0.8088 [2024-04-16 14:55:12 INFO]: Epoch [404][1/1] lr: 0.0005, eta: 0:00:57, time: 0.039, data_time: 0.264, memory: 1031, loss_cls: 0.5537, loss_sal: 0.1312, loss_video_cal: 0.0113, loss_layer_cal: 0.0095, loss: 0.7057, scale: 16384.0000 [2024-04-16 14:55:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_404.pth... [2024-04-16 14:55:12 INFO]: Validating... [2024-04-16 14:55:12 INFO]: Epoch (val) [404][1] loss_cls: 0.5517, loss_sal: 0.2481, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.7998, mAP: 0.5465, best_mAP: 0.8088 [2024-04-16 14:55:12 INFO]: Epoch [405][1/1] lr: 0.0005, eta: 0:00:56, time: 0.039, data_time: 0.261, memory: 1031, loss_cls: 0.5498, loss_sal: 0.0825, loss_video_cal: 0.0069, loss_layer_cal: 0.0083, loss: 0.6475, scale: 16384.0000 [2024-04-16 14:55:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_405.pth... [2024-04-16 14:55:12 INFO]: Validating... [2024-04-16 14:55:12 INFO]: Epoch (val) [405][1] loss_cls: 0.5502, loss_sal: 0.2424, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.7926, mAP: 0.5465, best_mAP: 0.8088 [2024-04-16 14:55:13 INFO]: Epoch [406][1/1] lr: 0.0005, eta: 0:00:56, time: 0.039, data_time: 0.259, memory: 1031, loss_cls: 0.5533, loss_sal: 0.1862, loss_video_cal: 0.0078, loss_layer_cal: 0.0040, loss: 0.7513, scale: 16384.0000 [2024-04-16 14:55:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_406.pth... [2024-04-16 14:55:13 INFO]: Validating... [2024-04-16 14:55:13 INFO]: Epoch (val) [406][1] loss_cls: 0.5505, loss_sal: 0.2369, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.7874, mAP: 0.5615, best_mAP: 0.8088 [2024-04-16 14:55:13 INFO]: Epoch [407][1/1] lr: 0.0005, eta: 0:00:55, time: 0.040, data_time: 0.264, memory: 1031, loss_cls: 0.5505, loss_sal: 0.1420, loss_video_cal: 0.0046, loss_layer_cal: 0.0054, loss: 0.7024, scale: 16384.0000 [2024-04-16 14:55:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_407.pth... [2024-04-16 14:55:13 INFO]: Validating... [2024-04-16 14:55:14 INFO]: Epoch (val) [407][1] loss_cls: 0.5524, loss_sal: 0.2248, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.7773, mAP: 0.5437, best_mAP: 0.8088 [2024-04-16 14:55:14 INFO]: Epoch [408][1/1] lr: 0.0005, eta: 0:00:55, time: 0.039, data_time: 0.260, memory: 1031, loss_cls: 0.5458, loss_sal: 0.1175, loss_video_cal: 0.0076, loss_layer_cal: 0.0087, loss: 0.6795, scale: 16384.0000 [2024-04-16 14:55:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_408.pth... [2024-04-16 14:55:14 INFO]: Validating... [2024-04-16 14:55:14 INFO]: Epoch (val) [408][1] loss_cls: 0.5556, loss_sal: 0.2197, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.7753, mAP: 0.5798, best_mAP: 0.8088 [2024-04-16 14:55:15 INFO]: Epoch [409][1/1] lr: 0.0005, eta: 0:00:54, time: 0.040, data_time: 0.262, memory: 1031, loss_cls: 0.5502, loss_sal: 0.0814, loss_video_cal: 0.0105, loss_layer_cal: 0.0059, loss: 0.6480, scale: 16384.0000 [2024-04-16 14:55:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_409.pth... [2024-04-16 14:55:15 INFO]: Validating... [2024-04-16 14:55:15 INFO]: Epoch (val) [409][1] loss_cls: 0.5605, loss_sal: 0.2187, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.7793, mAP: 0.5924, best_mAP: 0.8088 [2024-04-16 14:55:15 INFO]: Epoch [410][1/1] lr: 0.0005, eta: 0:00:53, time: 0.039, data_time: 0.259, memory: 1031, loss_cls: 0.5444, loss_sal: 0.0306, loss_video_cal: 0.0070, loss_layer_cal: 0.0057, loss: 0.5877, scale: 16384.0000 [2024-04-16 14:55:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_410.pth... [2024-04-16 14:55:15 INFO]: Validating... [2024-04-16 14:55:15 INFO]: Epoch (val) [410][1] loss_cls: 0.5657, loss_sal: 0.2198, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.7856, mAP: 0.6281, best_mAP: 0.8088 [2024-04-16 14:55:16 INFO]: Epoch [411][1/1] lr: 0.0005, eta: 0:00:53, time: 0.039, data_time: 0.262, memory: 1031, loss_cls: 0.5440, loss_sal: 0.1818, loss_video_cal: 0.0056, loss_layer_cal: 0.0050, loss: 0.7364, scale: 16384.0000 [2024-04-16 14:55:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_411.pth... [2024-04-16 14:55:16 INFO]: Validating... [2024-04-16 14:55:16 INFO]: Epoch (val) [411][1] loss_cls: 0.5714, loss_sal: 0.2272, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.7987, mAP: 0.6281, best_mAP: 0.8088 [2024-04-16 14:55:16 INFO]: Epoch [412][1/1] lr: 0.0005, eta: 0:00:52, time: 0.039, data_time: 0.263, memory: 1031, loss_cls: 0.5476, loss_sal: 0.1425, loss_video_cal: 0.0136, loss_layer_cal: 0.0090, loss: 0.7126, scale: 16384.0000 [2024-04-16 14:55:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_412.pth... [2024-04-16 14:55:16 INFO]: Validating... [2024-04-16 14:55:17 INFO]: Epoch (val) [412][1] loss_cls: 0.5733, loss_sal: 0.2347, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8081, mAP: 0.6579, best_mAP: 0.8088 [2024-04-16 14:55:17 INFO]: Epoch [413][1/1] lr: 0.0005, eta: 0:00:52, time: 0.039, data_time: 0.264, memory: 1031, loss_cls: 0.5518, loss_sal: 0.0689, loss_video_cal: 0.0048, loss_layer_cal: 0.0080, loss: 0.6336, scale: 16384.0000 [2024-04-16 14:55:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_413.pth... [2024-04-16 14:55:17 INFO]: Validating... [2024-04-16 14:55:17 INFO]: Epoch (val) [413][1] loss_cls: 0.5714, loss_sal: 0.2386, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8100, mAP: 0.6691, best_mAP: 0.8088 [2024-04-16 14:55:17 INFO]: Epoch [414][1/1] lr: 0.0005, eta: 0:00:51, time: 0.039, data_time: 0.265, memory: 1031, loss_cls: 0.5475, loss_sal: 0.0934, loss_video_cal: 0.0165, loss_layer_cal: 0.0099, loss: 0.6672, scale: 16384.0000 [2024-04-16 14:55:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_414.pth... [2024-04-16 14:55:18 INFO]: Validating... [2024-04-16 14:55:18 INFO]: Epoch (val) [414][1] loss_cls: 0.5672, loss_sal: 0.2394, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8067, mAP: 0.6691, best_mAP: 0.8088 [2024-04-16 14:55:18 INFO]: Epoch [415][1/1] lr: 0.0005, eta: 0:00:50, time: 0.039, data_time: 0.260, memory: 1031, loss_cls: 0.5515, loss_sal: 0.1951, loss_video_cal: 0.0153, loss_layer_cal: 0.0052, loss: 0.7671, scale: 16384.0000 [2024-04-16 14:55:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_415.pth... [2024-04-16 14:55:18 INFO]: Validating... [2024-04-16 14:55:18 INFO]: Epoch (val) [415][1] loss_cls: 0.5647, loss_sal: 0.2385, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8032, mAP: 0.6691, best_mAP: 0.8088 [2024-04-16 14:55:19 INFO]: Epoch [416][1/1] lr: 0.0005, eta: 0:00:50, time: 0.039, data_time: 0.257, memory: 1031, loss_cls: 0.5507, loss_sal: 0.0841, loss_video_cal: 0.0118, loss_layer_cal: 0.0068, loss: 0.6533, scale: 16384.0000 [2024-04-16 14:55:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_416.pth... [2024-04-16 14:55:19 INFO]: Validating... [2024-04-16 14:55:19 INFO]: Epoch (val) [416][1] loss_cls: 0.5624, loss_sal: 0.2356, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.7981, mAP: 0.6601, best_mAP: 0.8088 [2024-04-16 14:55:19 INFO]: Epoch [417][1/1] lr: 0.0005, eta: 0:00:49, time: 0.040, data_time: 0.262, memory: 1031, loss_cls: 0.5463, loss_sal: 0.0794, loss_video_cal: 0.0073, loss_layer_cal: 0.0065, loss: 0.6394, scale: 16384.0000 [2024-04-16 14:55:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_417.pth... [2024-04-16 14:55:19 INFO]: Validating... [2024-04-16 14:55:19 INFO]: Epoch (val) [417][1] loss_cls: 0.5607, loss_sal: 0.2347, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.7954, mAP: 0.6504, best_mAP: 0.8088 [2024-04-16 14:55:20 INFO]: Epoch [418][1/1] lr: 0.0005, eta: 0:00:49, time: 0.040, data_time: 0.262, memory: 1031, loss_cls: 0.5460, loss_sal: 0.0492, loss_video_cal: 0.0104, loss_layer_cal: 0.0055, loss: 0.6112, scale: 16384.0000 [2024-04-16 14:55:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_418.pth... [2024-04-16 14:55:20 INFO]: Validating... [2024-04-16 14:55:20 INFO]: Epoch (val) [418][1] loss_cls: 0.5593, loss_sal: 0.2316, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.7909, mAP: 0.5071, best_mAP: 0.8088 [2024-04-16 14:55:20 INFO]: Epoch [419][1/1] lr: 0.0005, eta: 0:00:48, time: 0.040, data_time: 0.261, memory: 1031, loss_cls: 0.5481, loss_sal: 0.0778, loss_video_cal: 0.0072, loss_layer_cal: 0.0055, loss: 0.6386, scale: 16384.0000 [2024-04-16 14:55:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_419.pth... [2024-04-16 14:55:20 INFO]: Validating... [2024-04-16 14:55:21 INFO]: Epoch (val) [419][1] loss_cls: 0.5587, loss_sal: 0.2273, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.7860, mAP: 0.4988, best_mAP: 0.8088 [2024-04-16 14:55:21 INFO]: Epoch [420][1/1] lr: 0.0005, eta: 0:00:47, time: 0.039, data_time: 0.262, memory: 1031, loss_cls: 0.5450, loss_sal: 0.1370, loss_video_cal: 0.0068, loss_layer_cal: 0.0047, loss: 0.6934, scale: 16384.0000 [2024-04-16 14:55:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_420.pth... [2024-04-16 14:55:21 INFO]: Validating... [2024-04-16 14:55:21 INFO]: Epoch (val) [420][1] loss_cls: 0.5597, loss_sal: 0.2270, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.7867, mAP: 0.4988, best_mAP: 0.8088 [2024-04-16 14:55:21 INFO]: Epoch [421][1/1] lr: 0.0005, eta: 0:00:47, time: 0.039, data_time: 0.262, memory: 1031, loss_cls: 0.5495, loss_sal: 0.1216, loss_video_cal: 0.0101, loss_layer_cal: 0.0057, loss: 0.6868, scale: 16384.0000 [2024-04-16 14:55:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_421.pth... [2024-04-16 14:55:22 INFO]: Validating... [2024-04-16 14:55:22 INFO]: Epoch (val) [421][1] loss_cls: 0.5595, loss_sal: 0.2282, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.7877, mAP: 0.4988, best_mAP: 0.8088 [2024-04-16 14:55:22 INFO]: Epoch [422][1/1] lr: 0.0005, eta: 0:00:46, time: 0.039, data_time: 0.262, memory: 1031, loss_cls: 0.5507, loss_sal: 0.0834, loss_video_cal: 0.0038, loss_layer_cal: 0.0044, loss: 0.6423, scale: 16384.0000 [2024-04-16 14:55:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_422.pth... [2024-04-16 14:55:22 INFO]: Validating... [2024-04-16 14:55:22 INFO]: Epoch (val) [422][1] loss_cls: 0.5583, loss_sal: 0.2277, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.7860, mAP: 0.4988, best_mAP: 0.8088 [2024-04-16 14:55:23 INFO]: Epoch [423][1/1] lr: 0.0005, eta: 0:00:46, time: 0.039, data_time: 0.263, memory: 1031, loss_cls: 0.5467, loss_sal: 0.1172, loss_video_cal: 0.0058, loss_layer_cal: 0.0060, loss: 0.6758, scale: 16384.0000 [2024-04-16 14:55:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_423.pth... [2024-04-16 14:55:23 INFO]: Validating... [2024-04-16 14:55:23 INFO]: Epoch (val) [423][1] loss_cls: 0.5558, loss_sal: 0.2274, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.7833, mAP: 0.4988, best_mAP: 0.8088 [2024-04-16 14:55:23 INFO]: Epoch [424][1/1] lr: 0.0005, eta: 0:00:45, time: 0.039, data_time: 0.263, memory: 1031, loss_cls: 0.5440, loss_sal: 0.0856, loss_video_cal: 0.0054, loss_layer_cal: 0.0071, loss: 0.6420, scale: 16384.0000 [2024-04-16 14:55:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_424.pth... [2024-04-16 14:55:23 INFO]: Validating... [2024-04-16 14:55:24 INFO]: Epoch (val) [424][1] loss_cls: 0.5530, loss_sal: 0.2278, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.7808, mAP: 0.4912, best_mAP: 0.8088 [2024-04-16 14:55:24 INFO]: Epoch [425][1/1] lr: 0.0005, eta: 0:00:44, time: 0.039, data_time: 0.261, memory: 1031, loss_cls: 0.5429, loss_sal: 0.1438, loss_video_cal: 0.0152, loss_layer_cal: 0.0071, loss: 0.7090, scale: 16384.0000 [2024-04-16 14:55:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_425.pth... [2024-04-16 14:55:24 INFO]: Validating... [2024-04-16 14:55:24 INFO]: Epoch (val) [425][1] loss_cls: 0.5516, loss_sal: 0.2315, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.7831, mAP: 0.4646, best_mAP: 0.8088 [2024-04-16 14:55:24 INFO]: Epoch [426][1/1] lr: 0.0005, eta: 0:00:44, time: 0.039, data_time: 0.259, memory: 1031, loss_cls: 0.5461, loss_sal: 0.0761, loss_video_cal: 0.0091, loss_layer_cal: 0.0084, loss: 0.6396, scale: 16384.0000 [2024-04-16 14:55:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_426.pth... [2024-04-16 14:55:25 INFO]: Validating... [2024-04-16 14:55:25 INFO]: Epoch (val) [426][1] loss_cls: 0.5506, loss_sal: 0.2332, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.7838, mAP: 0.4885, best_mAP: 0.8088 [2024-04-16 14:55:25 INFO]: Epoch [427][1/1] lr: 0.0005, eta: 0:00:43, time: 0.040, data_time: 0.259, memory: 1031, loss_cls: 0.5440, loss_sal: 0.1209, loss_video_cal: 0.0101, loss_layer_cal: 0.0054, loss: 0.6804, scale: 16384.0000 [2024-04-16 14:55:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_427.pth... [2024-04-16 14:55:25 INFO]: Validating... [2024-04-16 14:55:25 INFO]: Epoch (val) [427][1] loss_cls: 0.5504, loss_sal: 0.2358, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.7862, mAP: 0.4885, best_mAP: 0.8088 [2024-04-16 14:55:26 INFO]: Epoch [428][1/1] lr: 0.0005, eta: 0:00:43, time: 0.040, data_time: 0.262, memory: 1031, loss_cls: 0.5436, loss_sal: 0.1382, loss_video_cal: 0.0049, loss_layer_cal: 0.0076, loss: 0.6943, scale: 16384.0000 [2024-04-16 14:55:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_428.pth... [2024-04-16 14:55:26 INFO]: Validating... [2024-04-16 14:55:26 INFO]: Epoch (val) [428][1] loss_cls: 0.5503, loss_sal: 0.2445, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.7949, mAP: 0.4885, best_mAP: 0.8088 [2024-04-16 14:55:26 INFO]: Epoch [429][1/1] lr: 0.0005, eta: 0:00:42, time: 0.040, data_time: 0.261, memory: 1031, loss_cls: 0.5432, loss_sal: 0.1702, loss_video_cal: 0.0057, loss_layer_cal: 0.0073, loss: 0.7264, scale: 16384.0000 [2024-04-16 14:55:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_429.pth... [2024-04-16 14:55:26 INFO]: Validating... [2024-04-16 14:55:26 INFO]: Epoch (val) [429][1] loss_cls: 0.5505, loss_sal: 0.2517, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8022, mAP: 0.4984, best_mAP: 0.8088 [2024-04-16 14:55:27 INFO]: Epoch [430][1/1] lr: 0.0005, eta: 0:00:41, time: 0.040, data_time: 0.263, memory: 1031, loss_cls: 0.5427, loss_sal: 0.1195, loss_video_cal: 0.0144, loss_layer_cal: 0.0055, loss: 0.6821, scale: 16384.0000 [2024-04-16 14:55:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_430.pth... [2024-04-16 14:55:27 INFO]: Validating... [2024-04-16 14:55:27 INFO]: Epoch (val) [430][1] loss_cls: 0.5509, loss_sal: 0.2554, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8063, mAP: 0.4984, best_mAP: 0.8088 [2024-04-16 14:55:27 INFO]: Epoch [431][1/1] lr: 0.0005, eta: 0:00:41, time: 0.039, data_time: 0.262, memory: 1031, loss_cls: 0.5433, loss_sal: 0.0468, loss_video_cal: 0.0078, loss_layer_cal: 0.0038, loss: 0.6017, scale: 16384.0000 [2024-04-16 14:55:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_431.pth... [2024-04-16 14:55:27 INFO]: Validating... [2024-04-16 14:55:28 INFO]: Epoch (val) [431][1] loss_cls: 0.5512, loss_sal: 0.2598, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8110, mAP: 0.4881, best_mAP: 0.8088 [2024-04-16 14:55:28 INFO]: Epoch [432][1/1] lr: 0.0005, eta: 0:00:40, time: 0.040, data_time: 0.260, memory: 1031, loss_cls: 0.5415, loss_sal: 0.1121, loss_video_cal: 0.0057, loss_layer_cal: 0.0073, loss: 0.6666, scale: 16384.0000 [2024-04-16 14:55:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_432.pth... [2024-04-16 14:55:28 INFO]: Validating... [2024-04-16 14:55:28 INFO]: Epoch (val) [432][1] loss_cls: 0.5514, loss_sal: 0.2633, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8147, mAP: 0.4933, best_mAP: 0.8088 [2024-04-16 14:55:29 INFO]: Epoch [433][1/1] lr: 0.0005, eta: 0:00:40, time: 0.038, data_time: 0.264, memory: 1031, loss_cls: 0.5444, loss_sal: 0.0902, loss_video_cal: 0.0044, loss_layer_cal: 0.0046, loss: 0.6437, scale: 16384.0000 [2024-04-16 14:55:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_433.pth... [2024-04-16 14:55:29 INFO]: Validating... [2024-04-16 14:55:29 INFO]: Epoch (val) [433][1] loss_cls: 0.5519, loss_sal: 0.2670, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8189, mAP: 0.4933, best_mAP: 0.8088 [2024-04-16 14:55:29 INFO]: Epoch [434][1/1] lr: 0.0005, eta: 0:00:39, time: 0.040, data_time: 0.262, memory: 1031, loss_cls: 0.5444, loss_sal: 0.1278, loss_video_cal: 0.0066, loss_layer_cal: 0.0028, loss: 0.6816, scale: 16384.0000 [2024-04-16 14:55:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_434.pth... [2024-04-16 14:55:29 INFO]: Validating... [2024-04-16 14:55:29 INFO]: Epoch (val) [434][1] loss_cls: 0.5528, loss_sal: 0.2675, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8203, mAP: 0.4651, best_mAP: 0.8088 [2024-04-16 14:55:30 INFO]: Epoch [435][1/1] lr: 0.0005, eta: 0:00:38, time: 0.040, data_time: 0.264, memory: 1031, loss_cls: 0.5460, loss_sal: 0.0646, loss_video_cal: 0.0025, loss_layer_cal: 0.0075, loss: 0.6206, scale: 16384.0000 [2024-04-16 14:55:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_435.pth... [2024-04-16 14:55:30 INFO]: Validating... [2024-04-16 14:55:30 INFO]: Epoch (val) [435][1] loss_cls: 0.5531, loss_sal: 0.2744, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8275, mAP: 0.4651, best_mAP: 0.8088 [2024-04-16 14:55:30 INFO]: Epoch [436][1/1] lr: 0.0005, eta: 0:00:38, time: 0.040, data_time: 0.263, memory: 1031, loss_cls: 0.5440, loss_sal: 0.0724, loss_video_cal: 0.0051, loss_layer_cal: 0.0049, loss: 0.6265, scale: 16384.0000 [2024-04-16 14:55:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_436.pth... [2024-04-16 14:55:30 INFO]: Validating... [2024-04-16 14:55:31 INFO]: Epoch (val) [436][1] loss_cls: 0.5533, loss_sal: 0.2860, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8392, mAP: 0.4651, best_mAP: 0.8088 [2024-04-16 14:55:31 INFO]: Epoch [437][1/1] lr: 0.0005, eta: 0:00:37, time: 0.039, data_time: 0.260, memory: 1031, loss_cls: 0.5430, loss_sal: 0.0591, loss_video_cal: 0.0062, loss_layer_cal: 0.0064, loss: 0.6147, scale: 16384.0000 [2024-04-16 14:55:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_437.pth... [2024-04-16 14:55:31 INFO]: Validating... [2024-04-16 14:55:31 INFO]: Epoch (val) [437][1] loss_cls: 0.5534, loss_sal: 0.3023, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8557, mAP: 0.4685, best_mAP: 0.8088 [2024-04-16 14:55:31 INFO]: Epoch [438][1/1] lr: 0.0005, eta: 0:00:37, time: 0.040, data_time: 0.260, memory: 1031, loss_cls: 0.5438, loss_sal: 0.1017, loss_video_cal: 0.0119, loss_layer_cal: 0.0116, loss: 0.6691, scale: 16384.0000 [2024-04-16 14:55:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_438.pth... [2024-04-16 14:55:31 INFO]: Validating... [2024-04-16 14:55:32 INFO]: Epoch (val) [438][1] loss_cls: 0.5537, loss_sal: 0.3073, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8611, mAP: 0.4685, best_mAP: 0.8088 [2024-04-16 14:55:32 INFO]: Epoch [439][1/1] lr: 0.0005, eta: 0:00:36, time: 0.040, data_time: 0.262, memory: 1031, loss_cls: 0.5430, loss_sal: 0.0674, loss_video_cal: 0.0082, loss_layer_cal: 0.0037, loss: 0.6223, scale: 16384.0000 [2024-04-16 14:55:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_439.pth... [2024-04-16 14:55:32 INFO]: Validating... [2024-04-16 14:55:32 INFO]: Epoch (val) [439][1] loss_cls: 0.5539, loss_sal: 0.3174, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8714, mAP: 0.4609, best_mAP: 0.8088 [2024-04-16 14:55:33 INFO]: Epoch [440][1/1] lr: 0.0005, eta: 0:00:35, time: 0.039, data_time: 0.262, memory: 1031, loss_cls: 0.5424, loss_sal: 0.0479, loss_video_cal: 0.0108, loss_layer_cal: 0.0052, loss: 0.6064, scale: 16384.0000 [2024-04-16 14:55:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_440.pth... [2024-04-16 14:55:33 INFO]: Validating... [2024-04-16 14:55:33 INFO]: Epoch (val) [440][1] loss_cls: 0.5541, loss_sal: 0.3085, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8625, mAP: 0.4672, best_mAP: 0.8088 [2024-04-16 14:55:33 INFO]: Epoch [441][1/1] lr: 0.0005, eta: 0:00:35, time: 0.040, data_time: 0.261, memory: 1031, loss_cls: 0.5439, loss_sal: 0.0872, loss_video_cal: 0.0081, loss_layer_cal: 0.0047, loss: 0.6438, scale: 16384.0000 [2024-04-16 14:55:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_441.pth... [2024-04-16 14:55:33 INFO]: Validating... [2024-04-16 14:55:33 INFO]: Epoch (val) [441][1] loss_cls: 0.5539, loss_sal: 0.3044, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8583, mAP: 0.4872, best_mAP: 0.8088 [2024-04-16 14:55:34 INFO]: Epoch [442][1/1] lr: 0.0005, eta: 0:00:34, time: 0.040, data_time: 0.264, memory: 1031, loss_cls: 0.5442, loss_sal: 0.0704, loss_video_cal: 0.0035, loss_layer_cal: 0.0096, loss: 0.6277, scale: 16384.0000 [2024-04-16 14:55:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_442.pth... [2024-04-16 14:55:34 INFO]: Validating... [2024-04-16 14:55:34 INFO]: Epoch (val) [442][1] loss_cls: 0.5537, loss_sal: 0.3016, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8553, mAP: 0.4955, best_mAP: 0.8088 [2024-04-16 14:55:34 INFO]: Epoch [443][1/1] lr: 0.0005, eta: 0:00:34, time: 0.040, data_time: 0.264, memory: 1031, loss_cls: 0.5452, loss_sal: 0.1400, loss_video_cal: 0.0062, loss_layer_cal: 0.0048, loss: 0.6962, scale: 16384.0000 [2024-04-16 14:55:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_443.pth... [2024-04-16 14:55:35 INFO]: Validating... [2024-04-16 14:55:35 INFO]: Epoch (val) [443][1] loss_cls: 0.5538, loss_sal: 0.2988, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8527, mAP: 0.5330, best_mAP: 0.8088 [2024-04-16 14:55:35 INFO]: Epoch [444][1/1] lr: 0.0005, eta: 0:00:33, time: 0.040, data_time: 0.263, memory: 1031, loss_cls: 0.5449, loss_sal: 0.0563, loss_video_cal: 0.0047, loss_layer_cal: 0.0060, loss: 0.6118, scale: 16384.0000 [2024-04-16 14:55:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_444.pth... [2024-04-16 14:55:35 INFO]: Validating... [2024-04-16 14:55:35 INFO]: Epoch (val) [444][1] loss_cls: 0.5537, loss_sal: 0.3058, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8596, mAP: 0.5764, best_mAP: 0.8088 [2024-04-16 14:55:36 INFO]: Epoch [445][1/1] lr: 0.0005, eta: 0:00:32, time: 0.040, data_time: 0.261, memory: 1031, loss_cls: 0.5449, loss_sal: 0.1909, loss_video_cal: 0.0072, loss_layer_cal: 0.0074, loss: 0.7505, scale: 16384.0000 [2024-04-16 14:55:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_445.pth... [2024-04-16 14:55:36 INFO]: Validating... [2024-04-16 14:55:36 INFO]: Epoch (val) [445][1] loss_cls: 0.5546, loss_sal: 0.3149, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8695, mAP: 0.6486, best_mAP: 0.8088 [2024-04-16 14:55:36 INFO]: Epoch [446][1/1] lr: 0.0005, eta: 0:00:32, time: 0.040, data_time: 0.263, memory: 1031, loss_cls: 0.5440, loss_sal: 0.1388, loss_video_cal: 0.0088, loss_layer_cal: 0.0040, loss: 0.6955, scale: 16384.0000 [2024-04-16 14:55:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_446.pth... [2024-04-16 14:55:36 INFO]: Validating... [2024-04-16 14:55:36 INFO]: Epoch (val) [446][1] loss_cls: 0.5556, loss_sal: 0.3195, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8750, mAP: 0.6486, best_mAP: 0.8088 [2024-04-16 14:55:37 INFO]: Epoch [447][1/1] lr: 0.0005, eta: 0:00:31, time: 0.039, data_time: 0.265, memory: 1031, loss_cls: 0.5434, loss_sal: 0.1352, loss_video_cal: 0.0069, loss_layer_cal: 0.0095, loss: 0.6950, scale: 16384.0000 [2024-04-16 14:55:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_447.pth... [2024-04-16 14:55:37 INFO]: Validating... [2024-04-16 14:55:37 INFO]: Epoch (val) [447][1] loss_cls: 0.5562, loss_sal: 0.3237, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8799, mAP: 0.6488, best_mAP: 0.8088 [2024-04-16 14:55:37 INFO]: Epoch [448][1/1] lr: 0.0005, eta: 0:00:31, time: 0.039, data_time: 0.262, memory: 1031, loss_cls: 0.5434, loss_sal: 0.0645, loss_video_cal: 0.0067, loss_layer_cal: 0.0049, loss: 0.6194, scale: 16384.0000 [2024-04-16 14:55:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_448.pth... [2024-04-16 14:55:37 INFO]: Validating... [2024-04-16 14:55:38 INFO]: Epoch (val) [448][1] loss_cls: 0.5575, loss_sal: 0.3243, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8818, mAP: 0.6654, best_mAP: 0.8088 [2024-04-16 14:55:38 INFO]: Epoch [449][1/1] lr: 0.0005, eta: 0:00:30, time: 0.039, data_time: 0.263, memory: 1031, loss_cls: 0.5426, loss_sal: 0.0583, loss_video_cal: 0.0040, loss_layer_cal: 0.0072, loss: 0.6120, scale: 16384.0000 [2024-04-16 14:55:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_449.pth... [2024-04-16 14:55:38 INFO]: Validating... [2024-04-16 14:55:38 INFO]: Epoch (val) [449][1] loss_cls: 0.5583, loss_sal: 0.3283, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8866, mAP: 0.7877, best_mAP: 0.8088 [2024-04-16 14:55:39 INFO]: Epoch [450][1/1] lr: 0.0005, eta: 0:00:29, time: 0.040, data_time: 0.261, memory: 1031, loss_cls: 0.5467, loss_sal: 0.1387, loss_video_cal: 0.0081, loss_layer_cal: 0.0057, loss: 0.6991, scale: 16384.0000 [2024-04-16 14:55:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_450.pth... [2024-04-16 14:55:39 INFO]: Validating... [2024-04-16 14:55:39 INFO]: Epoch (val) [450][1] loss_cls: 0.5585, loss_sal: 0.3352, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8937, mAP: 0.7877, best_mAP: 0.8088 [2024-04-16 14:55:39 INFO]: Epoch [451][1/1] lr: 0.0005, eta: 0:00:29, time: 0.039, data_time: 0.264, memory: 1031, loss_cls: 0.5440, loss_sal: 0.0744, loss_video_cal: 0.0065, loss_layer_cal: 0.0047, loss: 0.6296, scale: 16384.0000 [2024-04-16 14:55:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_451.pth... [2024-04-16 14:55:39 INFO]: Validating... [2024-04-16 14:55:39 INFO]: Epoch (val) [451][1] loss_cls: 0.5585, loss_sal: 0.3446, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9031, mAP: 0.7127, best_mAP: 0.8088 [2024-04-16 14:55:40 INFO]: Epoch [452][1/1] lr: 0.0005, eta: 0:00:28, time: 0.040, data_time: 0.264, memory: 1031, loss_cls: 0.5442, loss_sal: 0.0480, loss_video_cal: 0.0025, loss_layer_cal: 0.0058, loss: 0.6004, scale: 16384.0000 [2024-04-16 14:55:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_452.pth... [2024-04-16 14:55:40 INFO]: Validating... [2024-04-16 14:55:40 INFO]: Epoch (val) [452][1] loss_cls: 0.5590, loss_sal: 0.3535, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9125, mAP: 0.7127, best_mAP: 0.8088 [2024-04-16 14:55:40 INFO]: Epoch [453][1/1] lr: 0.0005, eta: 0:00:28, time: 0.039, data_time: 0.263, memory: 1031, loss_cls: 0.5461, loss_sal: 0.0620, loss_video_cal: 0.0025, loss_layer_cal: 0.0105, loss: 0.6212, scale: 16384.0000 [2024-04-16 14:55:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_453.pth... [2024-04-16 14:55:40 INFO]: Validating... [2024-04-16 14:55:41 INFO]: Epoch (val) [453][1] loss_cls: 0.5610, loss_sal: 0.3617, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9227, mAP: 0.7127, best_mAP: 0.8088 [2024-04-16 14:55:41 INFO]: Epoch [454][1/1] lr: 0.0005, eta: 0:00:27, time: 0.040, data_time: 0.261, memory: 1031, loss_cls: 0.5448, loss_sal: 0.0754, loss_video_cal: 0.0076, loss_layer_cal: 0.0085, loss: 0.6362, scale: 16384.0000 [2024-04-16 14:55:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_454.pth... [2024-04-16 14:55:41 INFO]: Validating... [2024-04-16 14:55:41 INFO]: Epoch (val) [454][1] loss_cls: 0.5629, loss_sal: 0.3686, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9316, mAP: 0.6420, best_mAP: 0.8088 [2024-04-16 14:55:41 INFO]: Epoch [455][1/1] lr: 0.0005, eta: 0:00:26, time: 0.040, data_time: 0.262, memory: 1031, loss_cls: 0.5415, loss_sal: 0.1301, loss_video_cal: 0.0118, loss_layer_cal: 0.0038, loss: 0.6871, scale: 16384.0000 [2024-04-16 14:55:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_455.pth... [2024-04-16 14:55:42 INFO]: Validating... [2024-04-16 14:55:42 INFO]: Epoch (val) [455][1] loss_cls: 0.5668, loss_sal: 0.3585, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9253, mAP: 0.7076, best_mAP: 0.8088 [2024-04-16 14:55:42 INFO]: Epoch [456][1/1] lr: 0.0005, eta: 0:00:26, time: 0.039, data_time: 0.262, memory: 1031, loss_cls: 0.5452, loss_sal: 0.1016, loss_video_cal: 0.0124, loss_layer_cal: 0.0059, loss: 0.6651, scale: 16384.0000 [2024-04-16 14:55:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_456.pth... [2024-04-16 14:55:42 INFO]: Validating... [2024-04-16 14:55:42 INFO]: Epoch (val) [456][1] loss_cls: 0.5721, loss_sal: 0.3426, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9147, mAP: 0.7076, best_mAP: 0.8088 [2024-04-16 14:55:43 INFO]: Epoch [457][1/1] lr: 0.0005, eta: 0:00:25, time: 0.039, data_time: 0.263, memory: 1031, loss_cls: 0.5465, loss_sal: 0.1827, loss_video_cal: 0.0106, loss_layer_cal: 0.0034, loss: 0.7432, scale: 16384.0000 [2024-04-16 14:55:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_457.pth... [2024-04-16 14:55:43 INFO]: Validating... [2024-04-16 14:55:43 INFO]: Epoch (val) [457][1] loss_cls: 0.5806, loss_sal: 0.3368, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9174, mAP: 0.7826, best_mAP: 0.8088 [2024-04-16 14:55:43 INFO]: Epoch [458][1/1] lr: 0.0005, eta: 0:00:25, time: 0.039, data_time: 0.265, memory: 1031, loss_cls: 0.5481, loss_sal: 0.1328, loss_video_cal: 0.0217, loss_layer_cal: 0.0131, loss: 0.7157, scale: 16384.0000 [2024-04-16 14:55:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_458.pth... [2024-04-16 14:55:43 INFO]: Validating... [2024-04-16 14:55:44 INFO]: Epoch (val) [458][1] loss_cls: 0.5830, loss_sal: 0.3369, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9199, mAP: 0.7721, best_mAP: 0.8088 [2024-04-16 14:55:44 INFO]: Epoch [459][1/1] lr: 0.0005, eta: 0:00:24, time: 0.039, data_time: 0.263, memory: 1031, loss_cls: 0.5494, loss_sal: 0.1286, loss_video_cal: 0.0064, loss_layer_cal: 0.0037, loss: 0.6881, scale: 16384.0000 [2024-04-16 14:55:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_459.pth... [2024-04-16 14:55:44 INFO]: Validating... [2024-04-16 14:55:44 INFO]: Epoch (val) [459][1] loss_cls: 0.5779, loss_sal: 0.3349, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9128, mAP: 0.7721, best_mAP: 0.8088 [2024-04-16 14:55:44 INFO]: Epoch [460][1/1] lr: 0.0005, eta: 0:00:23, time: 0.039, data_time: 0.260, memory: 1031, loss_cls: 0.5447, loss_sal: 0.0644, loss_video_cal: 0.0068, loss_layer_cal: 0.0038, loss: 0.6197, scale: 16384.0000 [2024-04-16 14:55:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_460.pth... [2024-04-16 14:55:44 INFO]: Validating... [2024-04-16 14:55:45 INFO]: Epoch (val) [460][1] loss_cls: 0.5719, loss_sal: 0.3323, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9042, mAP: 0.7675, best_mAP: 0.8088 [2024-04-16 14:55:45 INFO]: Epoch [461][1/1] lr: 0.0005, eta: 0:00:23, time: 0.166, data_time: 0.266, memory: 1031, loss_cls: 0.5419, loss_sal: 0.0699, loss_video_cal: 0.0082, loss_layer_cal: 0.0033, loss: 0.6233, scale: 16384.0000 [2024-04-16 14:55:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_461.pth... [2024-04-16 14:55:45 INFO]: Validating... [2024-04-16 14:55:45 INFO]: Epoch (val) [461][1] loss_cls: 0.5655, loss_sal: 0.3268, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8923, mAP: 0.7906, best_mAP: 0.8088 [2024-04-16 14:55:46 INFO]: Epoch [462][1/1] lr: 0.0005, eta: 0:00:22, time: 0.039, data_time: 0.267, memory: 1031, loss_cls: 0.5455, loss_sal: 0.0963, loss_video_cal: 0.0094, loss_layer_cal: 0.0057, loss: 0.6569, scale: 16384.0000 [2024-04-16 14:55:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_462.pth... [2024-04-16 14:55:46 INFO]: Validating... [2024-04-16 14:55:46 INFO]: Epoch (val) [462][1] loss_cls: 0.5592, loss_sal: 0.3224, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8816, mAP: 0.7906, best_mAP: 0.8088 [2024-04-16 14:55:46 INFO]: Epoch [463][1/1] lr: 0.0005, eta: 0:00:22, time: 0.040, data_time: 0.266, memory: 1031, loss_cls: 0.5445, loss_sal: 0.1010, loss_video_cal: 0.0090, loss_layer_cal: 0.0066, loss: 0.6610, scale: 16384.0000 [2024-04-16 14:55:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_463.pth... [2024-04-16 14:55:46 INFO]: Validating... [2024-04-16 14:55:47 INFO]: Epoch (val) [463][1] loss_cls: 0.5557, loss_sal: 0.3195, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8753, mAP: 0.7559, best_mAP: 0.8088 [2024-04-16 14:55:47 INFO]: Epoch [464][1/1] lr: 0.0005, eta: 0:00:21, time: 0.040, data_time: 0.264, memory: 1031, loss_cls: 0.5424, loss_sal: 0.0454, loss_video_cal: 0.0051, loss_layer_cal: 0.0022, loss: 0.5951, scale: 16384.0000 [2024-04-16 14:55:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_464.pth... [2024-04-16 14:55:47 INFO]: Validating... [2024-04-16 14:55:47 INFO]: Epoch (val) [464][1] loss_cls: 0.5534, loss_sal: 0.3194, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8729, mAP: 0.5997, best_mAP: 0.8088 [2024-04-16 14:55:47 INFO]: Epoch [465][1/1] lr: 0.0005, eta: 0:00:20, time: 0.039, data_time: 0.265, memory: 1031, loss_cls: 0.5499, loss_sal: 0.0476, loss_video_cal: 0.0044, loss_layer_cal: 0.0033, loss: 0.6051, scale: 16384.0000 [2024-04-16 14:55:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_465.pth... [2024-04-16 14:55:48 INFO]: Validating... [2024-04-16 14:55:48 INFO]: Epoch (val) [465][1] loss_cls: 0.5527, loss_sal: 0.3226, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8753, mAP: 0.5997, best_mAP: 0.8088 [2024-04-16 14:55:48 INFO]: Epoch [466][1/1] lr: 0.0005, eta: 0:00:20, time: 0.039, data_time: 0.265, memory: 1031, loss_cls: 0.5488, loss_sal: 0.0796, loss_video_cal: 0.0060, loss_layer_cal: 0.0036, loss: 0.6380, scale: 16384.0000 [2024-04-16 14:55:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_466.pth... [2024-04-16 14:55:48 INFO]: Validating... [2024-04-16 14:55:48 INFO]: Epoch (val) [466][1] loss_cls: 0.5525, loss_sal: 0.3301, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8827, mAP: 0.5892, best_mAP: 0.8088 [2024-04-16 14:55:49 INFO]: Epoch [467][1/1] lr: 0.0005, eta: 0:00:19, time: 0.040, data_time: 0.264, memory: 1031, loss_cls: 0.5477, loss_sal: 0.0808, loss_video_cal: 0.0054, loss_layer_cal: 0.0048, loss: 0.6386, scale: 16384.0000 [2024-04-16 14:55:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_467.pth... [2024-04-16 14:55:49 INFO]: Validating... [2024-04-16 14:55:49 INFO]: Epoch (val) [467][1] loss_cls: 0.5530, loss_sal: 0.3403, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8933, mAP: 0.5478, best_mAP: 0.8088 [2024-04-16 14:55:49 INFO]: Epoch [468][1/1] lr: 0.0005, eta: 0:00:19, time: 0.039, data_time: 0.260, memory: 1031, loss_cls: 0.5441, loss_sal: 0.1315, loss_video_cal: 0.0069, loss_layer_cal: 0.0057, loss: 0.6883, scale: 16384.0000 [2024-04-16 14:55:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_468.pth... [2024-04-16 14:55:49 INFO]: Validating... [2024-04-16 14:55:50 INFO]: Epoch (val) [468][1] loss_cls: 0.5544, loss_sal: 0.3443, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.8988, mAP: 0.5162, best_mAP: 0.8088 [2024-04-16 14:55:50 INFO]: Epoch [469][1/1] lr: 0.0005, eta: 0:00:18, time: 0.040, data_time: 0.262, memory: 1031, loss_cls: 0.5433, loss_sal: 0.0338, loss_video_cal: 0.0033, loss_layer_cal: 0.0046, loss: 0.5850, scale: 16384.0000 [2024-04-16 14:55:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_469.pth... [2024-04-16 14:55:50 INFO]: Validating... [2024-04-16 14:55:50 INFO]: Epoch (val) [469][1] loss_cls: 0.5565, loss_sal: 0.3478, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9044, mAP: 0.4972, best_mAP: 0.8088 [2024-04-16 14:55:50 INFO]: Epoch [470][1/1] lr: 0.0005, eta: 0:00:17, time: 0.040, data_time: 0.261, memory: 1031, loss_cls: 0.5426, loss_sal: 0.0619, loss_video_cal: 0.0046, loss_layer_cal: 0.0087, loss: 0.6179, scale: 16384.0000 [2024-04-16 14:55:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_470.pth... [2024-04-16 14:55:50 INFO]: Validating... [2024-04-16 14:55:51 INFO]: Epoch (val) [470][1] loss_cls: 0.5589, loss_sal: 0.3562, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9151, mAP: 0.4430, best_mAP: 0.8088 [2024-04-16 14:55:51 INFO]: Epoch [471][1/1] lr: 0.0005, eta: 0:00:17, time: 0.039, data_time: 0.259, memory: 1031, loss_cls: 0.5440, loss_sal: 0.0876, loss_video_cal: 0.0064, loss_layer_cal: 0.0088, loss: 0.6469, scale: 16384.0000 [2024-04-16 14:55:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_471.pth... [2024-04-16 14:55:51 INFO]: Validating... [2024-04-16 14:55:51 INFO]: Epoch (val) [471][1] loss_cls: 0.5605, loss_sal: 0.3671, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9277, mAP: 0.4385, best_mAP: 0.8088 [2024-04-16 14:55:52 INFO]: Epoch [472][1/1] lr: 0.0005, eta: 0:00:16, time: 0.039, data_time: 0.261, memory: 1031, loss_cls: 0.5450, loss_sal: 0.0305, loss_video_cal: 0.0046, loss_layer_cal: 0.0034, loss: 0.5836, scale: 16384.0000 [2024-04-16 14:55:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_472.pth... [2024-04-16 14:55:52 INFO]: Validating... [2024-04-16 14:55:52 INFO]: Epoch (val) [472][1] loss_cls: 0.5618, loss_sal: 0.3810, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9429, mAP: 0.4331, best_mAP: 0.8088 [2024-04-16 14:55:52 INFO]: Epoch [473][1/1] lr: 0.0005, eta: 0:00:16, time: 0.040, data_time: 0.269, memory: 1031, loss_cls: 0.5458, loss_sal: 0.0582, loss_video_cal: 0.0087, loss_layer_cal: 0.0062, loss: 0.6189, scale: 16384.0000 [2024-04-16 14:55:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_473.pth... [2024-04-16 14:55:52 INFO]: Validating... [2024-04-16 14:55:52 INFO]: Epoch (val) [473][1] loss_cls: 0.5617, loss_sal: 0.4001, loss_video_cal: 0.0000, loss_layer_cal: 0.0000, loss: 0.9619, mAP: 0.4380, best_mAP: 0.8088 [2024-04-16 14:55:53 INFO]: Epoch [474][1/1] lr: 0.0005, eta: 0:00:15, time: 0.040, data_time: 0.261, memory: 1031, loss_cls: 0.5475, loss_sal: 0.0291, loss_video_cal: 0.0037, loss_layer_cal: 0.0051, loss: 0.5854, scale: 16384.0000 [2024-04-16 14:55:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_474.pth... [2024-04-16 14:55:53 INFO]: Validating... [2024-04-16 14:55:53 INFO]: Epoch (val) [474][1] loss_cls: 0.5614, loss_sal: 0.4196, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9811, mAP: 0.4380, best_mAP: 0.8088 [2024-04-16 14:55:53 INFO]: Epoch [475][1/1] lr: 0.0005, eta: 0:00:14, time: 0.040, data_time: 0.263, memory: 1031, loss_cls: 0.5465, loss_sal: 0.0655, loss_video_cal: 0.0042, loss_layer_cal: 0.0051, loss: 0.6213, scale: 16384.0000 [2024-04-16 14:55:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_475.pth... [2024-04-16 14:55:53 INFO]: Validating... [2024-04-16 14:55:54 INFO]: Epoch (val) [475][1] loss_cls: 0.5607, loss_sal: 0.4311, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9919, mAP: 0.4424, best_mAP: 0.8088 [2024-04-16 14:55:54 INFO]: Epoch [476][1/1] lr: 0.0005, eta: 0:00:14, time: 0.039, data_time: 0.263, memory: 1031, loss_cls: 0.5484, loss_sal: 0.2440, loss_video_cal: 0.0231, loss_layer_cal: 0.0065, loss: 0.8220, scale: 16384.0000 [2024-04-16 14:55:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_476.pth... [2024-04-16 14:55:54 INFO]: Validating... [2024-04-16 14:55:54 INFO]: Epoch (val) [476][1] loss_cls: 0.5623, loss_sal: 0.4425, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0049, mAP: 0.4450, best_mAP: 0.8088 [2024-04-16 14:55:54 INFO]: Epoch [477][1/1] lr: 0.0005, eta: 0:00:13, time: 0.040, data_time: 0.265, memory: 1031, loss_cls: 0.5457, loss_sal: 0.0204, loss_video_cal: 0.0079, loss_layer_cal: 0.0039, loss: 0.5778, scale: 16384.0000 [2024-04-16 14:55:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_477.pth... [2024-04-16 14:55:55 INFO]: Validating... [2024-04-16 14:55:55 INFO]: Epoch (val) [477][1] loss_cls: 0.5633, loss_sal: 0.4517, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0151, mAP: 0.4450, best_mAP: 0.8088 [2024-04-16 14:55:55 INFO]: Epoch [478][1/1] lr: 0.0005, eta: 0:00:13, time: 0.040, data_time: 0.264, memory: 1031, loss_cls: 0.5454, loss_sal: 0.0122, loss_video_cal: 0.0120, loss_layer_cal: 0.0035, loss: 0.5732, scale: 16384.0000 [2024-04-16 14:55:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_478.pth... [2024-04-16 14:55:55 INFO]: Validating... [2024-04-16 14:55:55 INFO]: Epoch (val) [478][1] loss_cls: 0.5631, loss_sal: 0.4627, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0258, mAP: 0.4450, best_mAP: 0.8088 [2024-04-16 14:55:56 INFO]: Epoch [479][1/1] lr: 0.0005, eta: 0:00:12, time: 0.040, data_time: 0.262, memory: 1031, loss_cls: 0.5529, loss_sal: 0.1584, loss_video_cal: 0.0047, loss_layer_cal: 0.0074, loss: 0.7233, scale: 16384.0000 [2024-04-16 14:55:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_479.pth... [2024-04-16 14:55:56 INFO]: Validating... [2024-04-16 14:55:56 INFO]: Epoch (val) [479][1] loss_cls: 0.5643, loss_sal: 0.4579, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0223, mAP: 0.4450, best_mAP: 0.8088 [2024-04-16 14:55:56 INFO]: Epoch [480][1/1] lr: 0.0005, eta: 0:00:11, time: 0.039, data_time: 0.263, memory: 1031, loss_cls: 0.5459, loss_sal: 0.0511, loss_video_cal: 0.0043, loss_layer_cal: 0.0095, loss: 0.6108, scale: 16384.0000 [2024-04-16 14:55:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_480.pth... [2024-04-16 14:55:56 INFO]: Validating... [2024-04-16 14:55:57 INFO]: Epoch (val) [480][1] loss_cls: 0.5647, loss_sal: 0.4581, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0228, mAP: 0.4355, best_mAP: 0.8088 [2024-04-16 14:55:57 INFO]: Epoch [481][1/1] lr: 0.0005, eta: 0:00:11, time: 0.039, data_time: 0.264, memory: 1031, loss_cls: 0.5457, loss_sal: 0.2891, loss_video_cal: 0.0083, loss_layer_cal: 0.0085, loss: 0.8515, scale: 16384.0000 [2024-04-16 14:55:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_481.pth... [2024-04-16 14:55:57 INFO]: Validating... [2024-04-16 14:55:57 INFO]: Epoch (val) [481][1] loss_cls: 0.5661, loss_sal: 0.4480, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0142, mAP: 0.4778, best_mAP: 0.8088 [2024-04-16 14:55:57 INFO]: Epoch [482][1/1] lr: 0.0005, eta: 0:00:10, time: 0.039, data_time: 0.262, memory: 1031, loss_cls: 0.5483, loss_sal: 0.0486, loss_video_cal: 0.0043, loss_layer_cal: 0.0075, loss: 0.6087, scale: 16384.0000 [2024-04-16 14:55:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_482.pth... [2024-04-16 14:55:58 INFO]: Validating... [2024-04-16 14:55:58 INFO]: Epoch (val) [482][1] loss_cls: 0.5662, loss_sal: 0.4496, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0159, mAP: 0.4576, best_mAP: 0.8088 [2024-04-16 14:55:58 INFO]: Epoch [483][1/1] lr: 0.0005, eta: 0:00:10, time: 0.039, data_time: 0.264, memory: 1031, loss_cls: 0.5492, loss_sal: 0.1435, loss_video_cal: 0.0022, loss_layer_cal: 0.0045, loss: 0.6993, scale: 16384.0000 [2024-04-16 14:55:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_483.pth... [2024-04-16 14:55:58 INFO]: Validating... [2024-04-16 14:55:58 INFO]: Epoch (val) [483][1] loss_cls: 0.5665, loss_sal: 0.4490, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0156, mAP: 0.4778, best_mAP: 0.8088 [2024-04-16 14:55:59 INFO]: Epoch [484][1/1] lr: 0.0005, eta: 0:00:09, time: 0.039, data_time: 0.257, memory: 1031, loss_cls: 0.5497, loss_sal: 0.0942, loss_video_cal: 0.0030, loss_layer_cal: 0.0071, loss: 0.6540, scale: 16384.0000 [2024-04-16 14:55:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_484.pth... [2024-04-16 14:55:59 INFO]: Validating... [2024-04-16 14:55:59 INFO]: Epoch (val) [484][1] loss_cls: 0.5661, loss_sal: 0.4414, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 1.0076, mAP: 0.5014, best_mAP: 0.8088 [2024-04-16 14:55:59 INFO]: Epoch [485][1/1] lr: 0.0005, eta: 0:00:08, time: 0.039, data_time: 0.266, memory: 1031, loss_cls: 0.5491, loss_sal: 0.1351, loss_video_cal: 0.0051, loss_layer_cal: 0.0078, loss: 0.6970, scale: 16384.0000 [2024-04-16 14:55:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_485.pth... [2024-04-16 14:55:59 INFO]: Validating... [2024-04-16 14:55:59 INFO]: Epoch (val) [485][1] loss_cls: 0.5623, loss_sal: 0.4341, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9965, mAP: 0.5067, best_mAP: 0.8088 [2024-04-16 14:56:00 INFO]: Epoch [486][1/1] lr: 0.0005, eta: 0:00:08, time: 0.039, data_time: 0.262, memory: 1031, loss_cls: 0.5560, loss_sal: 0.1157, loss_video_cal: 0.0075, loss_layer_cal: 0.0079, loss: 0.6871, scale: 16384.0000 [2024-04-16 14:56:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_486.pth... [2024-04-16 14:56:00 INFO]: Validating... [2024-04-16 14:56:00 INFO]: Epoch (val) [486][1] loss_cls: 0.5577, loss_sal: 0.4310, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9888, mAP: 0.2646, best_mAP: 0.8088 [2024-04-16 14:56:00 INFO]: Epoch [487][1/1] lr: 0.0005, eta: 0:00:07, time: 0.039, data_time: 0.264, memory: 1031, loss_cls: 0.5528, loss_sal: 0.1426, loss_video_cal: 0.0060, loss_layer_cal: 0.0052, loss: 0.7066, scale: 16384.0000 [2024-04-16 14:56:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_487.pth... [2024-04-16 14:56:00 INFO]: Validating... [2024-04-16 14:56:01 INFO]: Epoch (val) [487][1] loss_cls: 0.5549, loss_sal: 0.4313, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9863, mAP: 0.2324, best_mAP: 0.8088 [2024-04-16 14:56:01 INFO]: Epoch [488][1/1] lr: 0.0005, eta: 0:00:07, time: 0.039, data_time: 0.258, memory: 1031, loss_cls: 0.5553, loss_sal: 0.0621, loss_video_cal: 0.0063, loss_layer_cal: 0.0026, loss: 0.6264, scale: 16384.0000 [2024-04-16 14:56:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_488.pth... [2024-04-16 14:56:01 INFO]: Validating... [2024-04-16 14:56:01 INFO]: Epoch (val) [488][1] loss_cls: 0.5540, loss_sal: 0.4291, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9832, mAP: 0.2324, best_mAP: 0.8088 [2024-04-16 14:56:01 INFO]: Epoch [489][1/1] lr: 0.0005, eta: 0:00:06, time: 0.040, data_time: 0.271, memory: 1031, loss_cls: 0.5523, loss_sal: 0.1563, loss_video_cal: 0.0046, loss_layer_cal: 0.0031, loss: 0.7163, scale: 16384.0000 [2024-04-16 14:56:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_489.pth... [2024-04-16 14:56:02 INFO]: Validating... [2024-04-16 14:56:02 INFO]: Epoch (val) [489][1] loss_cls: 0.5538, loss_sal: 0.4283, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9823, mAP: 0.2327, best_mAP: 0.8088 [2024-04-16 14:56:02 INFO]: Epoch [490][1/1] lr: 0.0005, eta: 0:00:05, time: 0.039, data_time: 0.270, memory: 1031, loss_cls: 0.5533, loss_sal: 0.0691, loss_video_cal: 0.0078, loss_layer_cal: 0.0058, loss: 0.6359, scale: 16384.0000 [2024-04-16 14:56:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_490.pth... [2024-04-16 14:56:02 INFO]: Validating... [2024-04-16 14:56:02 INFO]: Epoch (val) [490][1] loss_cls: 0.5547, loss_sal: 0.4243, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9792, mAP: 0.2327, best_mAP: 0.8088 [2024-04-16 14:56:03 INFO]: Epoch [491][1/1] lr: 0.0005, eta: 0:00:05, time: 0.039, data_time: 0.262, memory: 1031, loss_cls: 0.5496, loss_sal: 0.1751, loss_video_cal: 0.0092, loss_layer_cal: 0.0058, loss: 0.7397, scale: 16384.0000 [2024-04-16 14:56:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_491.pth... [2024-04-16 14:56:03 INFO]: Validating... [2024-04-16 14:56:03 INFO]: Epoch (val) [491][1] loss_cls: 0.5565, loss_sal: 0.4184, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9750, mAP: 0.2254, best_mAP: 0.8088 [2024-04-16 14:56:03 INFO]: Epoch [492][1/1] lr: 0.0005, eta: 0:00:04, time: 0.039, data_time: 0.288, memory: 1031, loss_cls: 0.5506, loss_sal: 0.0724, loss_video_cal: 0.0034, loss_layer_cal: 0.0038, loss: 0.6303, scale: 16384.0000 [2024-04-16 14:56:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_492.pth... [2024-04-16 14:56:03 INFO]: Validating... [2024-04-16 14:56:04 INFO]: Epoch (val) [492][1] loss_cls: 0.5574, loss_sal: 0.4070, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9645, mAP: 0.2254, best_mAP: 0.8088 [2024-04-16 14:56:04 INFO]: Epoch [493][1/1] lr: 0.0005, eta: 0:00:04, time: 0.040, data_time: 0.274, memory: 1031, loss_cls: 0.5546, loss_sal: 0.0819, loss_video_cal: 0.0072, loss_layer_cal: 0.0045, loss: 0.6482, scale: 16384.0000 [2024-04-16 14:56:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_493.pth... [2024-04-16 14:56:04 INFO]: Validating... [2024-04-16 14:56:04 INFO]: Epoch (val) [493][1] loss_cls: 0.5570, loss_sal: 0.3953, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9524, mAP: 0.2254, best_mAP: 0.8088 [2024-04-16 14:56:05 INFO]: Epoch [494][1/1] lr: 0.0005, eta: 0:00:03, time: 0.041, data_time: 0.274, memory: 1031, loss_cls: 0.5479, loss_sal: 0.0746, loss_video_cal: 0.0089, loss_layer_cal: 0.0053, loss: 0.6367, scale: 16384.0000 [2024-04-16 14:56:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_494.pth... [2024-04-16 14:56:05 INFO]: Validating... [2024-04-16 14:56:05 INFO]: Epoch (val) [494][1] loss_cls: 0.5567, loss_sal: 0.3897, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9466, mAP: 0.2254, best_mAP: 0.8088 [2024-04-16 14:56:05 INFO]: Epoch [495][1/1] lr: 0.0005, eta: 0:00:02, time: 0.039, data_time: 0.274, memory: 1031, loss_cls: 0.5471, loss_sal: 0.0909, loss_video_cal: 0.0071, loss_layer_cal: 0.0072, loss: 0.6523, scale: 16384.0000 [2024-04-16 14:56:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_495.pth... [2024-04-16 14:56:05 INFO]: Validating... [2024-04-16 14:56:05 INFO]: Epoch (val) [495][1] loss_cls: 0.5568, loss_sal: 0.3900, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9469, mAP: 0.2816, best_mAP: 0.8088 [2024-04-16 14:56:06 INFO]: Epoch [496][1/1] lr: 0.0005, eta: 0:00:02, time: 0.039, data_time: 0.269, memory: 1031, loss_cls: 0.5474, loss_sal: 0.0413, loss_video_cal: 0.0105, loss_layer_cal: 0.0094, loss: 0.6086, scale: 16384.0000 [2024-04-16 14:56:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_496.pth... [2024-04-16 14:56:06 INFO]: Validating... [2024-04-16 14:56:06 INFO]: Epoch (val) [496][1] loss_cls: 0.5568, loss_sal: 0.3960, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9529, mAP: 0.3139, best_mAP: 0.8088 [2024-04-16 14:56:06 INFO]: Epoch [497][1/1] lr: 0.0005, eta: 0:00:01, time: 0.039, data_time: 0.271, memory: 1031, loss_cls: 0.5478, loss_sal: 0.1276, loss_video_cal: 0.0182, loss_layer_cal: 0.0082, loss: 0.7018, scale: 16384.0000 [2024-04-16 14:56:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_497.pth... [2024-04-16 14:56:06 INFO]: Validating... [2024-04-16 14:56:07 INFO]: Epoch (val) [497][1] loss_cls: 0.5574, loss_sal: 0.4081, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9656, mAP: 0.4130, best_mAP: 0.8088 [2024-04-16 14:56:07 INFO]: Epoch [498][1/1] lr: 0.0005, eta: 0:00:01, time: 0.040, data_time: 0.268, memory: 1031, loss_cls: 0.5448, loss_sal: 0.0735, loss_video_cal: 0.0047, loss_layer_cal: 0.0032, loss: 0.6261, scale: 16384.0000 [2024-04-16 14:56:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_498.pth... [2024-04-16 14:56:07 INFO]: Validating... [2024-04-16 14:56:07 INFO]: Epoch (val) [498][1] loss_cls: 0.5577, loss_sal: 0.4226, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9804, mAP: 0.5615, best_mAP: 0.8088 [2024-04-16 14:56:08 INFO]: Epoch [499][1/1] lr: 0.0005, eta: 0:00:00, time: 0.040, data_time: 0.277, memory: 1031, loss_cls: 0.5450, loss_sal: 0.3624, loss_video_cal: 0.0124, loss_layer_cal: 0.0078, loss: 0.9276, scale: 16384.0000 [2024-04-16 14:56:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_499.pth... [2024-04-16 14:56:08 INFO]: Validating... [2024-04-16 14:56:08 INFO]: Epoch (val) [499][1] loss_cls: 0.5632, loss_sal: 0.3903, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9536, mAP: 0.6192, best_mAP: 0.8088 [2024-04-16 14:56:08 INFO]: Epoch [500][1/1] lr: 0.0005, eta: 0:00:00, time: 0.039, data_time: 0.274, memory: 1031, loss_cls: 0.5474, loss_sal: 0.1051, loss_video_cal: 0.0081, loss_layer_cal: 0.0030, loss: 0.6635, scale: 16384.0000 [2024-04-16 14:56:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tvsum_ds/epoch_500.pth... [2024-04-16 14:56:08 INFO]: Validating... [2024-04-16 14:56:08 INFO]: Epoch (val) [500][1] loss_cls: 0.5699, loss_sal: 0.3356, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.9056, mAP: 0.6671, best_mAP: 0.8088 [2024-04-16 14:56:08 INFO]: Overall training speed: 500 iterations in 0:00:20 (0.0419 s/it) [2024-04-16 14:56:08 INFO]: Done running in 0:04:58 (0:04:25 on hooks)