2020-08-06 23:52:56,903 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.6.9 |Anaconda, Inc.| (default, Jul 30 2019, 19:07:31) [GCC 7.3.0] CUDA available: True CUDA_HOME: /mnt/lustre/share/cuda-9.0/ NVCC: Cuda compilation tools, release 9.0, V9.0.176 GPU 0: GeForce GTX 1080 Ti GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-4) PyTorch: 1.1.0+cuda90_cudnn7.6.3_lms PyTorch compiling details: PyTorch built with: - GCC 5.3 - Intel(R) Math Kernel Library Version 2020.0.0 Product Build 20191122 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.18.1 (Git Hash 7de7e5d02bf687f971e7668963649728356e0c20) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_35,code=sm_35;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_50,code=compute_50 - CuDNN 7.6.3 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DUSE_FBGEMM -O2 -fPIC -Wno-narrowing -Wall -Wextra -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math, DISABLE_NUMA=1, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=True, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=True, USE_NNPACK=True, USE_OPENMP=ON, TorchVision: 0.2.2 OpenCV: 4.2.0 MMCV: 1.0.3 MMAction2: 0.5.0+7457e5f ------------------------------------------------------------ 2020-08-06 23:52:56,904 - mmaction - INFO - Distributed training: False 2020-08-06 23:52:56,904 - mmaction - INFO - Config: /mnt/lustre/duanhaodong/mmaction2/configs/kennyloc/bsn/bsn_tem_coarse.py # model settings model = dict( type='TEM', temporal_dim=100, boundary_ratio=0.1, tem_feat_dim=400, tem_hidden_dim=512, tem_match_threshold=0.5) # model training and testing settings train_cfg = None test_cfg = dict(average_clips='score') # dataset settings dataset_type = 'ActivityNetDataset' data_root = 'data/ActivityNet/feat_kenny/' data_root_val = 'data/ActivityNet/feat_kenny/' ann_file_train = 'data/ActivityNet/anet_anno_train.json' ann_file_val = 'data/ActivityNet/anet_anno_val_kenny.json' ann_file_test = 'data/ActivityNet/anet_anno_full_kenny.json' work_dir = 'work_dirs/bsn_coarse_feat/' tem_results_dir = f'{work_dir}/tem_results/' test_pipeline = [ dict(type='LoadLocalizationFeature'), dict( type='Collect', keys=['raw_feature'], meta_name='video_meta', meta_keys=['video_name']), dict(type='ToTensor', keys=['raw_feature']) ] train_pipeline = [ dict(type='LoadLocalizationFeature'), dict(type='GenerateLocalizationLabels'), dict( type='Collect', keys=['raw_feature', 'gt_bbox'], meta_name='video_meta', meta_keys=['video_name']), dict(type='ToTensor', keys=['raw_feature', 'gt_bbox']), dict(type='ToDataContainer', fields=[dict(key='gt_bbox', stack=False)]) ] val_pipeline = [ dict(type='LoadLocalizationFeature'), dict(type='GenerateLocalizationLabels'), dict( type='Collect', keys=['raw_feature', 'gt_bbox'], meta_name='video_meta', meta_keys=['video_name']), dict(type='ToTensor', keys=['raw_feature', 'gt_bbox']), dict(type='ToDataContainer', fields=[dict(key='gt_bbox', stack=False)]) ] data = dict( videos_per_gpu=16, workers_per_gpu=8, train_dataloader=dict(drop_last=True), test=dict( type=dataset_type, ann_file=ann_file_test, pipeline=test_pipeline, data_prefix=data_root_val), val=dict( type=dataset_type, ann_file=ann_file_val, pipeline=val_pipeline, data_prefix=data_root_val), train=dict( type=dataset_type, ann_file=ann_file_train, pipeline=train_pipeline, data_prefix=data_root)) # optimizer optimizer = dict( type='Adam', lr=0.001, weight_decay=0.0001) # this lr is used for 1 gpus optimizer_config = dict(grad_clip=None) # learning policy lr_config = dict(policy='step', step=7) total_epochs = 20 checkpoint_config = dict(interval=1, filename_tmpl='tem_epoch_{}.pth') log_config = dict(interval=50, hooks=[dict(type='TextLoggerHook')]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' load_from = None resume_from = None workflow = [('train', 1), ('val', 1)] output_config = dict(out=tem_results_dir, output_format='csv') 2020-08-06 23:53:02,082 - mmaction - INFO - Start running, host: duanhaodong@SH-IDC1-10-5-30-137, work_dir: /mnt/lustre/duanhaodong/mmaction2/work_dirs/bsn_coarse_feat 2020-08-06 23:53:02,082 - mmaction - INFO - workflow: [('train', 1), ('val', 1)], max: 20 epochs 2020-08-06 23:53:16,166 - mmaction - INFO - Epoch [1][50/603] lr: 1.000e-03, eta: 0:56:20, time: 0.281, data_time: 0.184, memory: 41, loss_action: 1.3085, loss_start: 0.6789, loss_end: 0.6790, loss: 2.6664 2020-08-06 23:53:26,275 - mmaction - INFO - Epoch [1][100/603] lr: 1.000e-03, eta: 0:48:12, time: 0.202, data_time: 0.097, memory: 41, loss_action: 1.2475, loss_start: 0.6546, loss_end: 0.6487, loss: 2.5508 2020-08-06 23:53:37,133 - mmaction - INFO - Epoch [1][150/603] lr: 1.000e-03, eta: 0:46:22, time: 0.217, data_time: 0.125, memory: 41, loss_action: 1.1643, loss_start: 0.6395, loss_end: 0.6459, loss: 2.4497 2020-08-06 23:53:46,433 - mmaction - INFO - Epoch [1][200/603] lr: 1.000e-03, eta: 0:43:49, time: 0.186, data_time: 0.096, memory: 41, loss_action: 1.1563, loss_start: 0.6402, loss_end: 0.6371, loss: 2.4337 2020-08-06 23:53:56,837 - mmaction - INFO - Epoch [1][250/603] lr: 1.000e-03, eta: 0:43:06, time: 0.208, data_time: 0.102, memory: 41, loss_action: 1.1437, loss_start: 0.6333, loss_end: 0.6402, loss: 2.4171 2020-08-06 23:54:07,362 - mmaction - INFO - Epoch [1][300/603] lr: 1.000e-03, eta: 0:42:38, time: 0.210, data_time: 0.111, memory: 41, loss_action: 1.1568, loss_start: 0.6313, loss_end: 0.6314, loss: 2.4195 2020-08-06 23:54:16,645 - mmaction - INFO - Epoch [1][350/603] lr: 1.000e-03, eta: 0:41:34, time: 0.186, data_time: 0.088, memory: 41, loss_action: 1.1438, loss_start: 0.6284, loss_end: 0.6275, loss: 2.3997 2020-08-06 23:54:26,409 - mmaction - INFO - Epoch [1][400/603] lr: 1.000e-03, eta: 0:40:57, time: 0.195, data_time: 0.085, memory: 41, loss_action: 1.1228, loss_start: 0.6368, loss_end: 0.6358, loss: 2.3955 2020-08-06 23:54:35,962 - mmaction - INFO - Epoch [1][450/603] lr: 1.000e-03, eta: 0:40:21, time: 0.191, data_time: 0.093, memory: 41, loss_action: 1.1574, loss_start: 0.6286, loss_end: 0.6295, loss: 2.4154 2020-08-06 23:54:46,176 - mmaction - INFO - Epoch [1][500/603] lr: 1.000e-03, eta: 0:40:06, time: 0.204, data_time: 0.099, memory: 41, loss_action: 1.1169, loss_start: 0.6254, loss_end: 0.6331, loss: 2.3754 2020-08-06 23:54:56,055 - mmaction - INFO - Epoch [1][550/603] lr: 1.000e-03, eta: 0:39:44, time: 0.198, data_time: 0.097, memory: 41, loss_action: 1.1527, loss_start: 0.6325, loss_end: 0.6260, loss: 2.4113 2020-08-06 23:55:06,390 - mmaction - INFO - Epoch [1][600/603] lr: 1.000e-03, eta: 0:39:34, time: 0.207, data_time: 0.105, memory: 41, loss_action: 1.1174, loss_start: 0.6221, loss_end: 0.6272, loss: 2.3667 2020-08-06 23:55:06,913 - mmaction - INFO - Saving checkpoint at 1 epochs 2020-08-06 23:56:09,447 - mmaction - INFO - Epoch(train) [1][295] 2020-08-06 23:56:23,472 - mmaction - INFO - Epoch [2][50/603] lr: 1.000e-03, eta: 0:40:15, time: 0.280, data_time: 0.167, memory: 41, loss_action: 1.0969, loss_start: 0.6274, loss_end: 0.6296, loss: 2.3538 2020-08-06 23:56:33,274 - mmaction - INFO - Epoch [2][100/603] lr: 1.000e-03, eta: 0:39:52, time: 0.196, data_time: 0.101, memory: 41, loss_action: 1.0880, loss_start: 0.6247, loss_end: 0.6213, loss: 2.3340 2020-08-06 23:56:43,298 - mmaction - INFO - Epoch [2][150/603] lr: 1.000e-03, eta: 0:39:34, time: 0.200, data_time: 0.088, memory: 41, loss_action: 1.0771, loss_start: 0.6210, loss_end: 0.6247, loss: 2.3228 2020-08-06 23:56:52,352 - mmaction - INFO - Epoch [2][200/603] lr: 1.000e-03, eta: 0:39:03, time: 0.181, data_time: 0.080, memory: 41, loss_action: 1.1115, loss_start: 0.6220, loss_end: 0.6279, loss: 2.3614 2020-08-06 23:57:01,557 - mmaction - INFO - Epoch [2][250/603] lr: 1.000e-03, eta: 0:38:37, time: 0.184, data_time: 0.086, memory: 41, loss_action: 1.1201, loss_start: 0.6283, loss_end: 0.6285, loss: 2.3769 2020-08-06 23:57:11,955 - mmaction - INFO - Epoch [2][300/603] lr: 1.000e-03, eta: 0:38:27, time: 0.208, data_time: 0.104, memory: 41, loss_action: 1.1075, loss_start: 0.6268, loss_end: 0.6305, loss: 2.3648 2020-08-06 23:57:21,777 - mmaction - INFO - Epoch [2][350/603] lr: 1.000e-03, eta: 0:38:11, time: 0.196, data_time: 0.093, memory: 41, loss_action: 1.0876, loss_start: 0.6249, loss_end: 0.6184, loss: 2.3308 2020-08-06 23:57:30,508 - mmaction - INFO - Epoch [2][400/603] lr: 1.000e-03, eta: 0:37:43, time: 0.175, data_time: 0.072, memory: 41, loss_action: 1.1207, loss_start: 0.6237, loss_end: 0.6216, loss: 2.3659 2020-08-06 23:57:40,182 - mmaction - INFO - Epoch [2][450/603] lr: 1.000e-03, eta: 0:37:27, time: 0.193, data_time: 0.085, memory: 41, loss_action: 1.1136, loss_start: 0.6194, loss_end: 0.6222, loss: 2.3552 2020-08-06 23:57:49,816 - mmaction - INFO - Epoch [2][500/603] lr: 1.000e-03, eta: 0:37:11, time: 0.193, data_time: 0.095, memory: 41, loss_action: 1.0870, loss_start: 0.6260, loss_end: 0.6226, loss: 2.3357 2020-08-06 23:57:59,666 - mmaction - INFO - Epoch [2][550/603] lr: 1.000e-03, eta: 0:36:58, time: 0.197, data_time: 0.102, memory: 41, loss_action: 1.0485, loss_start: 0.6211, loss_end: 0.6266, loss: 2.2962 2020-08-06 23:58:08,603 - mmaction - INFO - Epoch [2][600/603] lr: 1.000e-03, eta: 0:36:36, time: 0.179, data_time: 0.074, memory: 41, loss_action: 1.0787, loss_start: 0.6142, loss_end: 0.6186, loss: 2.3115 2020-08-06 23:58:08,967 - mmaction - INFO - Saving checkpoint at 2 epochs 2020-08-06 23:59:08,996 - mmaction - INFO - Epoch(train) [2][295] 2020-08-06 23:59:22,205 - mmaction - INFO - Epoch [3][50/603] lr: 1.000e-03, eta: 0:36:47, time: 0.263, data_time: 0.145, memory: 41, loss_action: 1.0841, loss_start: 0.6207, loss_end: 0.6238, loss: 2.3286 2020-08-06 23:59:32,282 - mmaction - INFO - Epoch [3][100/603] lr: 1.000e-03, eta: 0:36:35, time: 0.202, data_time: 0.091, memory: 41, loss_action: 1.0878, loss_start: 0.6119, loss_end: 0.6210, loss: 2.3208 2020-08-06 23:59:41,455 - mmaction - INFO - Epoch [3][150/603] lr: 1.000e-03, eta: 0:36:17, time: 0.183, data_time: 0.083, memory: 41, loss_action: 1.0652, loss_start: 0.6196, loss_end: 0.6178, loss: 2.3026 2020-08-06 23:59:50,713 - mmaction - INFO - Epoch [3][200/603] lr: 1.000e-03, eta: 0:36:00, time: 0.185, data_time: 0.086, memory: 41, loss_action: 1.0577, loss_start: 0.6152, loss_end: 0.6162, loss: 2.2891 2020-08-07 00:00:00,833 - mmaction - INFO - Epoch [3][250/603] lr: 1.000e-03, eta: 0:35:50, time: 0.202, data_time: 0.099, memory: 41, loss_action: 1.0905, loss_start: 0.6194, loss_end: 0.6224, loss: 2.3323 2020-08-07 00:00:10,617 - mmaction - INFO - Epoch [3][300/603] lr: 1.000e-03, eta: 0:35:37, time: 0.196, data_time: 0.087, memory: 41, loss_action: 1.0991, loss_start: 0.6253, loss_end: 0.6259, loss: 2.3503 2020-08-07 00:00:20,880 - mmaction - INFO - Epoch [3][350/603] lr: 1.000e-03, eta: 0:35:28, time: 0.205, data_time: 0.091, memory: 41, loss_action: 1.0789, loss_start: 0.6229, loss_end: 0.6195, loss: 2.3214 2020-08-07 00:00:31,848 - mmaction - INFO - Epoch [3][400/603] lr: 1.000e-03, eta: 0:35:23, time: 0.219, data_time: 0.118, memory: 41, loss_action: 1.0701, loss_start: 0.6231, loss_end: 0.6133, loss: 2.3065 2020-08-07 00:00:42,860 - mmaction - INFO - Epoch [3][450/603] lr: 1.000e-03, eta: 0:35:18, time: 0.220, data_time: 0.111, memory: 41, loss_action: 1.0858, loss_start: 0.6225, loss_end: 0.6223, loss: 2.3306 2020-08-07 00:00:52,566 - mmaction - INFO - Epoch [3][500/603] lr: 1.000e-03, eta: 0:35:05, time: 0.194, data_time: 0.094, memory: 41, loss_action: 1.0741, loss_start: 0.6232, loss_end: 0.6231, loss: 2.3205 2020-08-07 00:01:04,007 - mmaction - INFO - Epoch [3][550/603] lr: 1.000e-03, eta: 0:35:03, time: 0.229, data_time: 0.133, memory: 41, loss_action: 1.0653, loss_start: 0.6237, loss_end: 0.6189, loss: 2.3078 2020-08-07 00:01:15,406 - mmaction - INFO - Epoch [3][600/603] lr: 1.000e-03, eta: 0:34:59, time: 0.228, data_time: 0.138, memory: 41, loss_action: 1.0664, loss_start: 0.6197, loss_end: 0.6196, loss: 2.3057 2020-08-07 00:01:15,739 - mmaction - INFO - Saving checkpoint at 3 epochs 2020-08-07 00:02:20,569 - mmaction - INFO - Epoch(train) [3][295] 2020-08-07 00:02:35,752 - mmaction - INFO - Epoch [4][50/603] lr: 1.000e-03, eta: 0:35:12, time: 0.303, data_time: 0.200, memory: 41, loss_action: 1.0730, loss_start: 0.6182, loss_end: 0.6203, loss: 2.3115 2020-08-07 00:02:45,527 - mmaction - INFO - Epoch [4][100/603] lr: 1.000e-03, eta: 0:34:58, time: 0.196, data_time: 0.091, memory: 41, loss_action: 1.0566, loss_start: 0.6143, loss_end: 0.6185, loss: 2.2894 2020-08-07 00:02:56,127 - mmaction - INFO - Epoch [4][150/603] lr: 1.000e-03, eta: 0:34:49, time: 0.212, data_time: 0.098, memory: 41, loss_action: 1.0830, loss_start: 0.6202, loss_end: 0.6225, loss: 2.3257 2020-08-07 00:03:06,425 - mmaction - INFO - Epoch [4][200/603] lr: 1.000e-03, eta: 0:34:39, time: 0.206, data_time: 0.109, memory: 41, loss_action: 1.0772, loss_start: 0.6181, loss_end: 0.6162, loss: 2.3115 2020-08-07 00:03:15,229 - mmaction - INFO - Epoch [4][250/603] lr: 1.000e-03, eta: 0:34:21, time: 0.176, data_time: 0.067, memory: 41, loss_action: 1.0718, loss_start: 0.6170, loss_end: 0.6232, loss: 2.3119 2020-08-07 00:03:25,358 - mmaction - INFO - Epoch [4][300/603] lr: 1.000e-03, eta: 0:34:10, time: 0.203, data_time: 0.100, memory: 41, loss_action: 1.0582, loss_start: 0.6197, loss_end: 0.6205, loss: 2.2984 2020-08-07 00:03:34,764 - mmaction - INFO - Epoch [4][350/603] lr: 1.000e-03, eta: 0:33:55, time: 0.188, data_time: 0.085, memory: 41, loss_action: 1.0466, loss_start: 0.6159, loss_end: 0.6130, loss: 2.2756 2020-08-07 00:03:44,952 - mmaction - INFO - Epoch [4][400/603] lr: 1.000e-03, eta: 0:33:45, time: 0.204, data_time: 0.097, memory: 41, loss_action: 1.0572, loss_start: 0.6168, loss_end: 0.6172, loss: 2.2912 2020-08-07 00:03:54,355 - mmaction - INFO - Epoch [4][450/603] lr: 1.000e-03, eta: 0:33:31, time: 0.188, data_time: 0.081, memory: 41, loss_action: 1.0570, loss_start: 0.6215, loss_end: 0.6172, loss: 2.2956 2020-08-07 00:04:03,753 - mmaction - INFO - Epoch [4][500/603] lr: 1.000e-03, eta: 0:33:17, time: 0.188, data_time: 0.086, memory: 41, loss_action: 1.0664, loss_start: 0.6207, loss_end: 0.6138, loss: 2.3008 2020-08-07 00:04:15,428 - mmaction - INFO - Epoch [4][550/603] lr: 1.000e-03, eta: 0:33:12, time: 0.233, data_time: 0.127, memory: 41, loss_action: 1.0689, loss_start: 0.6190, loss_end: 0.6148, loss: 2.3026 2020-08-07 00:04:23,841 - mmaction - INFO - Epoch [4][600/603] lr: 1.000e-03, eta: 0:32:55, time: 0.168, data_time: 0.069, memory: 41, loss_action: 1.0785, loss_start: 0.6162, loss_end: 0.6205, loss: 2.3152 2020-08-07 00:04:24,155 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-08-07 00:05:23,195 - mmaction - INFO - Epoch(train) [4][295] 2020-08-07 00:05:36,342 - mmaction - INFO - Epoch [5][50/603] lr: 1.000e-03, eta: 0:32:53, time: 0.262, data_time: 0.159, memory: 41, loss_action: 1.0607, loss_start: 0.6173, loss_end: 0.6150, loss: 2.2929 2020-08-07 00:05:46,385 - mmaction - INFO - Epoch [5][100/603] lr: 1.000e-03, eta: 0:32:42, time: 0.201, data_time: 0.095, memory: 41, loss_action: 1.0357, loss_start: 0.6162, loss_end: 0.6085, loss: 2.2605 2020-08-07 00:05:56,792 - mmaction - INFO - Epoch [5][150/603] lr: 1.000e-03, eta: 0:32:32, time: 0.208, data_time: 0.111, memory: 41, loss_action: 1.0430, loss_start: 0.6169, loss_end: 0.6177, loss: 2.2776 2020-08-07 00:06:06,674 - mmaction - INFO - Epoch [5][200/603] lr: 1.000e-03, eta: 0:32:20, time: 0.198, data_time: 0.099, memory: 41, loss_action: 1.0486, loss_start: 0.6145, loss_end: 0.6141, loss: 2.2773 2020-08-07 00:06:15,505 - mmaction - INFO - Epoch [5][250/603] lr: 1.000e-03, eta: 0:32:05, time: 0.177, data_time: 0.068, memory: 41, loss_action: 1.0527, loss_start: 0.6104, loss_end: 0.6149, loss: 2.2781 2020-08-07 00:06:25,274 - mmaction - INFO - Epoch [5][300/603] lr: 1.000e-03, eta: 0:31:53, time: 0.195, data_time: 0.083, memory: 41, loss_action: 1.0738, loss_start: 0.6184, loss_end: 0.6158, loss: 2.3080 2020-08-07 00:06:34,824 - mmaction - INFO - Epoch [5][350/603] lr: 1.000e-03, eta: 0:31:40, time: 0.191, data_time: 0.093, memory: 41, loss_action: 1.0593, loss_start: 0.6090, loss_end: 0.6180, loss: 2.2863 2020-08-07 00:06:44,101 - mmaction - INFO - Epoch [5][400/603] lr: 1.000e-03, eta: 0:31:27, time: 0.186, data_time: 0.083, memory: 41, loss_action: 1.0917, loss_start: 0.6277, loss_end: 0.6273, loss: 2.3468 2020-08-07 00:06:53,429 - mmaction - INFO - Epoch [5][450/603] lr: 1.000e-03, eta: 0:31:14, time: 0.187, data_time: 0.086, memory: 41, loss_action: 1.0763, loss_start: 0.6231, loss_end: 0.6229, loss: 2.3223 2020-08-07 00:07:03,419 - mmaction - INFO - Epoch [5][500/603] lr: 1.000e-03, eta: 0:31:03, time: 0.200, data_time: 0.099, memory: 41, loss_action: 1.0321, loss_start: 0.6165, loss_end: 0.6177, loss: 2.2663 2020-08-07 00:07:13,504 - mmaction - INFO - Epoch [5][550/603] lr: 1.000e-03, eta: 0:30:53, time: 0.202, data_time: 0.099, memory: 41, loss_action: 1.0613, loss_start: 0.6151, loss_end: 0.6161, loss: 2.2925 2020-08-07 00:07:23,774 - mmaction - INFO - Epoch [5][600/603] lr: 1.000e-03, eta: 0:30:43, time: 0.205, data_time: 0.098, memory: 41, loss_action: 1.0543, loss_start: 0.6124, loss_end: 0.6107, loss: 2.2773 2020-08-07 00:07:24,089 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-08-07 00:08:24,357 - mmaction - INFO - Epoch(train) [5][295] 2020-08-07 00:08:37,123 - mmaction - INFO - Epoch [6][50/603] lr: 1.000e-03, eta: 0:30:38, time: 0.255, data_time: 0.173, memory: 41, loss_action: 1.0269, loss_start: 0.6123, loss_end: 0.6078, loss: 2.2470 2020-08-07 00:08:46,619 - mmaction - INFO - Epoch [6][100/603] lr: 1.000e-03, eta: 0:30:25, time: 0.190, data_time: 0.087, memory: 41, loss_action: 1.0293, loss_start: 0.6126, loss_end: 0.6084, loss: 2.2503 2020-08-07 00:08:56,471 - mmaction - INFO - Epoch [6][150/603] lr: 1.000e-03, eta: 0:30:14, time: 0.197, data_time: 0.090, memory: 41, loss_action: 1.0501, loss_start: 0.6116, loss_end: 0.6181, loss: 2.2797 2020-08-07 00:09:05,728 - mmaction - INFO - Epoch [6][200/603] lr: 1.000e-03, eta: 0:30:01, time: 0.185, data_time: 0.076, memory: 41, loss_action: 1.0364, loss_start: 0.6109, loss_end: 0.6118, loss: 2.2591 2020-08-07 00:09:15,494 - mmaction - INFO - Epoch [6][250/603] lr: 1.000e-03, eta: 0:29:50, time: 0.195, data_time: 0.089, memory: 41, loss_action: 1.0331, loss_start: 0.6156, loss_end: 0.6084, loss: 2.2571 2020-08-07 00:09:25,342 - mmaction - INFO - Epoch [6][300/603] lr: 1.000e-03, eta: 0:29:39, time: 0.197, data_time: 0.077, memory: 41, loss_action: 1.0513, loss_start: 0.6141, loss_end: 0.6204, loss: 2.2857 2020-08-07 00:09:34,848 - mmaction - INFO - Epoch [6][350/603] lr: 1.000e-03, eta: 0:29:27, time: 0.190, data_time: 0.096, memory: 41, loss_action: 1.0462, loss_start: 0.6137, loss_end: 0.6147, loss: 2.2746 2020-08-07 00:09:44,718 - mmaction - INFO - Epoch [6][400/603] lr: 1.000e-03, eta: 0:29:16, time: 0.197, data_time: 0.090, memory: 41, loss_action: 1.0602, loss_start: 0.6133, loss_end: 0.6130, loss: 2.2865 2020-08-07 00:09:54,148 - mmaction - INFO - Epoch [6][450/603] lr: 1.000e-03, eta: 0:29:04, time: 0.189, data_time: 0.094, memory: 41, loss_action: 1.0632, loss_start: 0.6114, loss_end: 0.6138, loss: 2.2884 2020-08-07 00:10:03,659 - mmaction - INFO - Epoch [6][500/603] lr: 1.000e-03, eta: 0:28:52, time: 0.190, data_time: 0.082, memory: 41, loss_action: 1.0217, loss_start: 0.6174, loss_end: 0.6135, loss: 2.2526 2020-08-07 00:10:13,156 - mmaction - INFO - Epoch [6][550/603] lr: 1.000e-03, eta: 0:28:41, time: 0.190, data_time: 0.089, memory: 41, loss_action: 1.0930, loss_start: 0.6204, loss_end: 0.6227, loss: 2.3361 2020-08-07 00:10:22,640 - mmaction - INFO - Epoch [6][600/603] lr: 1.000e-03, eta: 0:28:29, time: 0.190, data_time: 0.086, memory: 41, loss_action: 1.0551, loss_start: 0.6210, loss_end: 0.6182, loss: 2.2943 2020-08-07 00:10:23,259 - mmaction - INFO - Saving checkpoint at 6 epochs 2020-08-07 00:11:22,345 - mmaction - INFO - Epoch(train) [6][295] 2020-08-07 00:11:35,910 - mmaction - INFO - Epoch [7][50/603] lr: 1.000e-03, eta: 0:28:25, time: 0.271, data_time: 0.165, memory: 41, loss_action: 1.0487, loss_start: 0.6094, loss_end: 0.6153, loss: 2.2734 2020-08-07 00:11:45,006 - mmaction - INFO - Epoch [7][100/603] lr: 1.000e-03, eta: 0:28:12, time: 0.182, data_time: 0.086, memory: 41, loss_action: 1.0286, loss_start: 0.6118, loss_end: 0.6146, loss: 2.2551 2020-08-07 00:11:54,836 - mmaction - INFO - Epoch [7][150/603] lr: 1.000e-03, eta: 0:28:01, time: 0.197, data_time: 0.094, memory: 41, loss_action: 1.0350, loss_start: 0.6163, loss_end: 0.6083, loss: 2.2596 2020-08-07 00:12:04,642 - mmaction - INFO - Epoch [7][200/603] lr: 1.000e-03, eta: 0:27:51, time: 0.196, data_time: 0.099, memory: 41, loss_action: 1.0626, loss_start: 0.6143, loss_end: 0.6199, loss: 2.2968 2020-08-07 00:12:15,294 - mmaction - INFO - Epoch [7][250/603] lr: 1.000e-03, eta: 0:27:42, time: 0.213, data_time: 0.096, memory: 41, loss_action: 1.0566, loss_start: 0.6131, loss_end: 0.6149, loss: 2.2846 2020-08-07 00:12:24,684 - mmaction - INFO - Epoch [7][300/603] lr: 1.000e-03, eta: 0:27:30, time: 0.188, data_time: 0.089, memory: 41, loss_action: 1.0378, loss_start: 0.6208, loss_end: 0.6150, loss: 2.2736 2020-08-07 00:12:33,800 - mmaction - INFO - Epoch [7][350/603] lr: 1.000e-03, eta: 0:27:18, time: 0.182, data_time: 0.073, memory: 41, loss_action: 1.0156, loss_start: 0.6140, loss_end: 0.6104, loss: 2.2400 2020-08-07 00:12:43,078 - mmaction - INFO - Epoch [7][400/603] lr: 1.000e-03, eta: 0:27:06, time: 0.186, data_time: 0.090, memory: 41, loss_action: 1.0650, loss_start: 0.6133, loss_end: 0.6151, loss: 2.2935 2020-08-07 00:12:52,865 - mmaction - INFO - Epoch [7][450/603] lr: 1.000e-03, eta: 0:26:55, time: 0.196, data_time: 0.099, memory: 41, loss_action: 1.0492, loss_start: 0.6146, loss_end: 0.6128, loss: 2.2765 2020-08-07 00:13:02,021 - mmaction - INFO - Epoch [7][500/603] lr: 1.000e-03, eta: 0:26:43, time: 0.183, data_time: 0.085, memory: 41, loss_action: 1.0338, loss_start: 0.6114, loss_end: 0.6071, loss: 2.2523 2020-08-07 00:13:11,443 - mmaction - INFO - Epoch [7][550/603] lr: 1.000e-03, eta: 0:26:32, time: 0.188, data_time: 0.074, memory: 41, loss_action: 1.0448, loss_start: 0.6138, loss_end: 0.6154, loss: 2.2740 2020-08-07 00:13:21,984 - mmaction - INFO - Epoch [7][600/603] lr: 1.000e-03, eta: 0:26:23, time: 0.211, data_time: 0.102, memory: 41, loss_action: 1.0496, loss_start: 0.6130, loss_end: 0.6138, loss: 2.2764 2020-08-07 00:13:22,321 - mmaction - INFO - Saving checkpoint at 7 epochs 2020-08-07 00:14:21,521 - mmaction - INFO - Epoch(train) [7][295] 2020-08-07 00:14:34,496 - mmaction - INFO - Epoch [8][50/603] lr: 1.000e-04, eta: 0:26:16, time: 0.259, data_time: 0.155, memory: 41, loss_action: 1.0447, loss_start: 0.6170, loss_end: 0.6046, loss: 2.2663 2020-08-07 00:14:43,667 - mmaction - INFO - Epoch [8][100/603] lr: 1.000e-04, eta: 0:26:04, time: 0.184, data_time: 0.083, memory: 41, loss_action: 1.0273, loss_start: 0.6100, loss_end: 0.6116, loss: 2.2488 2020-08-07 00:14:53,465 - mmaction - INFO - Epoch [8][150/603] lr: 1.000e-04, eta: 0:25:53, time: 0.196, data_time: 0.096, memory: 41, loss_action: 1.0059, loss_start: 0.6064, loss_end: 0.6006, loss: 2.2129 2020-08-07 00:15:02,277 - mmaction - INFO - Epoch [8][200/603] lr: 1.000e-04, eta: 0:25:41, time: 0.176, data_time: 0.078, memory: 41, loss_action: 0.9887, loss_start: 0.6027, loss_end: 0.6019, loss: 2.1933 2020-08-07 00:15:12,683 - mmaction - INFO - Epoch [8][250/603] lr: 1.000e-04, eta: 0:25:32, time: 0.208, data_time: 0.109, memory: 41, loss_action: 1.0431, loss_start: 0.6109, loss_end: 0.6118, loss: 2.2658 2020-08-07 00:15:22,419 - mmaction - INFO - Epoch [8][300/603] lr: 1.000e-04, eta: 0:25:21, time: 0.195, data_time: 0.085, memory: 41, loss_action: 1.0385, loss_start: 0.6099, loss_end: 0.6049, loss: 2.2532 2020-08-07 00:15:31,696 - mmaction - INFO - Epoch [8][350/603] lr: 1.000e-04, eta: 0:25:09, time: 0.186, data_time: 0.075, memory: 41, loss_action: 1.0064, loss_start: 0.6097, loss_end: 0.6056, loss: 2.2217 2020-08-07 00:15:40,572 - mmaction - INFO - Epoch [8][400/603] lr: 1.000e-04, eta: 0:24:57, time: 0.178, data_time: 0.070, memory: 41, loss_action: 1.0106, loss_start: 0.5997, loss_end: 0.6090, loss: 2.2193 2020-08-07 00:15:50,297 - mmaction - INFO - Epoch [8][450/603] lr: 1.000e-04, eta: 0:24:47, time: 0.194, data_time: 0.090, memory: 41, loss_action: 1.0367, loss_start: 0.6100, loss_end: 0.6127, loss: 2.2593 2020-08-07 00:16:00,052 - mmaction - INFO - Epoch [8][500/603] lr: 1.000e-04, eta: 0:24:36, time: 0.195, data_time: 0.093, memory: 41, loss_action: 1.0205, loss_start: 0.6064, loss_end: 0.6080, loss: 2.2348 2020-08-07 00:16:09,164 - mmaction - INFO - Epoch [8][550/603] lr: 1.000e-04, eta: 0:24:25, time: 0.182, data_time: 0.078, memory: 41, loss_action: 1.0033, loss_start: 0.6008, loss_end: 0.6019, loss: 2.2059 2020-08-07 00:16:18,573 - mmaction - INFO - Epoch [8][600/603] lr: 1.000e-04, eta: 0:24:14, time: 0.188, data_time: 0.081, memory: 41, loss_action: 0.9892, loss_start: 0.6075, loss_end: 0.6009, loss: 2.1976 2020-08-07 00:16:19,470 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-08-07 00:17:20,066 - mmaction - INFO - Epoch(train) [8][295] 2020-08-07 00:17:33,271 - mmaction - INFO - Epoch [9][50/603] lr: 1.000e-04, eta: 0:24:07, time: 0.263, data_time: 0.170, memory: 41, loss_action: 1.0112, loss_start: 0.6083, loss_end: 0.6021, loss: 2.2216 2020-08-07 00:17:42,739 - mmaction - INFO - Epoch [9][100/603] lr: 1.000e-04, eta: 0:23:56, time: 0.190, data_time: 0.091, memory: 41, loss_action: 1.0048, loss_start: 0.6103, loss_end: 0.6072, loss: 2.2223 2020-08-07 00:17:52,265 - mmaction - INFO - Epoch [9][150/603] lr: 1.000e-04, eta: 0:23:45, time: 0.191, data_time: 0.091, memory: 41, loss_action: 0.9862, loss_start: 0.6013, loss_end: 0.6063, loss: 2.1938 2020-08-07 00:18:00,821 - mmaction - INFO - Epoch [9][200/603] lr: 1.000e-04, eta: 0:23:33, time: 0.171, data_time: 0.094, memory: 41, loss_action: 0.9860, loss_start: 0.5990, loss_end: 0.5961, loss: 2.1810 2020-08-07 00:18:11,134 - mmaction - INFO - Epoch [9][250/603] lr: 1.000e-04, eta: 0:23:23, time: 0.206, data_time: 0.112, memory: 41, loss_action: 1.0392, loss_start: 0.6083, loss_end: 0.6090, loss: 2.2565 2020-08-07 00:18:20,632 - mmaction - INFO - Epoch [9][300/603] lr: 1.000e-04, eta: 0:23:12, time: 0.190, data_time: 0.084, memory: 41, loss_action: 0.9861, loss_start: 0.6040, loss_end: 0.6030, loss: 2.1931 2020-08-07 00:18:30,767 - mmaction - INFO - Epoch [9][350/603] lr: 1.000e-04, eta: 0:23:03, time: 0.203, data_time: 0.096, memory: 41, loss_action: 0.9933, loss_start: 0.6048, loss_end: 0.6011, loss: 2.1992 2020-08-07 00:18:40,056 - mmaction - INFO - Epoch [9][400/603] lr: 1.000e-04, eta: 0:22:51, time: 0.186, data_time: 0.078, memory: 41, loss_action: 1.0078, loss_start: 0.6004, loss_end: 0.5956, loss: 2.2038 2020-08-07 00:18:49,177 - mmaction - INFO - Epoch [9][450/603] lr: 1.000e-04, eta: 0:22:40, time: 0.182, data_time: 0.082, memory: 41, loss_action: 1.0028, loss_start: 0.5995, loss_end: 0.6105, loss: 2.2128 2020-08-07 00:18:59,224 - mmaction - INFO - Epoch [9][500/603] lr: 1.000e-04, eta: 0:22:30, time: 0.201, data_time: 0.099, memory: 41, loss_action: 0.9900, loss_start: 0.6031, loss_end: 0.6008, loss: 2.1939 2020-08-07 00:19:09,561 - mmaction - INFO - Epoch [9][550/603] lr: 1.000e-04, eta: 0:22:21, time: 0.207, data_time: 0.102, memory: 41, loss_action: 1.0590, loss_start: 0.6139, loss_end: 0.6123, loss: 2.2853 2020-08-07 00:19:18,335 - mmaction - INFO - Epoch [9][600/603] lr: 1.000e-04, eta: 0:22:09, time: 0.175, data_time: 0.071, memory: 41, loss_action: 1.0362, loss_start: 0.6047, loss_end: 0.6024, loss: 2.2433 2020-08-07 00:19:18,672 - mmaction - INFO - Saving checkpoint at 9 epochs 2020-08-07 00:20:18,497 - mmaction - INFO - Epoch(train) [9][295] 2020-08-07 00:20:31,546 - mmaction - INFO - Epoch [10][50/603] lr: 1.000e-04, eta: 0:22:01, time: 0.260, data_time: 0.168, memory: 41, loss_action: 0.9684, loss_start: 0.6001, loss_end: 0.5973, loss: 2.1658 2020-08-07 00:20:41,301 - mmaction - INFO - Epoch [10][100/603] lr: 1.000e-04, eta: 0:21:51, time: 0.195, data_time: 0.083, memory: 41, loss_action: 1.0015, loss_start: 0.6076, loss_end: 0.6002, loss: 2.2093 2020-08-07 00:20:50,834 - mmaction - INFO - Epoch [10][150/603] lr: 1.000e-04, eta: 0:21:40, time: 0.191, data_time: 0.091, memory: 41, loss_action: 1.0354, loss_start: 0.6066, loss_end: 0.6053, loss: 2.2473 2020-08-07 00:21:01,298 - mmaction - INFO - Epoch [10][200/603] lr: 1.000e-04, eta: 0:21:31, time: 0.209, data_time: 0.107, memory: 41, loss_action: 1.0037, loss_start: 0.6009, loss_end: 0.6059, loss: 2.2105 2020-08-07 00:21:11,016 - mmaction - INFO - Epoch [10][250/603] lr: 1.000e-04, eta: 0:21:20, time: 0.194, data_time: 0.081, memory: 41, loss_action: 1.0032, loss_start: 0.6039, loss_end: 0.6080, loss: 2.2151 2020-08-07 00:21:20,129 - mmaction - INFO - Epoch [10][300/603] lr: 1.000e-04, eta: 0:21:09, time: 0.182, data_time: 0.086, memory: 41, loss_action: 0.9892, loss_start: 0.5951, loss_end: 0.6036, loss: 2.1879 2020-08-07 00:21:29,382 - mmaction - INFO - Epoch [10][350/603] lr: 1.000e-04, eta: 0:20:58, time: 0.185, data_time: 0.080, memory: 41, loss_action: 1.0363, loss_start: 0.6074, loss_end: 0.6020, loss: 2.2457 2020-08-07 00:21:38,928 - mmaction - INFO - Epoch [10][400/603] lr: 1.000e-04, eta: 0:20:48, time: 0.191, data_time: 0.097, memory: 41, loss_action: 1.0183, loss_start: 0.6022, loss_end: 0.5963, loss: 2.2168 2020-08-07 00:21:48,452 - mmaction - INFO - Epoch [10][450/603] lr: 1.000e-04, eta: 0:20:37, time: 0.190, data_time: 0.094, memory: 41, loss_action: 0.9929, loss_start: 0.6101, loss_end: 0.5990, loss: 2.2020 2020-08-07 00:21:58,137 - mmaction - INFO - Epoch [10][500/603] lr: 1.000e-04, eta: 0:20:27, time: 0.194, data_time: 0.103, memory: 41, loss_action: 1.0169, loss_start: 0.6042, loss_end: 0.6068, loss: 2.2279 2020-08-07 00:22:07,095 - mmaction - INFO - Epoch [10][550/603] lr: 1.000e-04, eta: 0:20:16, time: 0.179, data_time: 0.090, memory: 41, loss_action: 0.9877, loss_start: 0.6063, loss_end: 0.6022, loss: 2.1963 2020-08-07 00:22:17,194 - mmaction - INFO - Epoch [10][600/603] lr: 1.000e-04, eta: 0:20:06, time: 0.202, data_time: 0.113, memory: 41, loss_action: 1.0127, loss_start: 0.6055, loss_end: 0.6074, loss: 2.2256 2020-08-07 00:22:17,529 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-08-07 00:23:17,466 - mmaction - INFO - Epoch(train) [10][295] 2020-08-07 00:23:30,738 - mmaction - INFO - Epoch [11][50/603] lr: 1.000e-04, eta: 0:19:58, time: 0.265, data_time: 0.164, memory: 41, loss_action: 0.9966, loss_start: 0.6024, loss_end: 0.5996, loss: 2.1986 2020-08-07 00:23:41,145 - mmaction - INFO - Epoch [11][100/603] lr: 1.000e-04, eta: 0:19:48, time: 0.208, data_time: 0.101, memory: 41, loss_action: 1.0193, loss_start: 0.6117, loss_end: 0.6074, loss: 2.2384 2020-08-07 00:23:50,286 - mmaction - INFO - Epoch [11][150/603] lr: 1.000e-04, eta: 0:19:38, time: 0.183, data_time: 0.085, memory: 41, loss_action: 0.9893, loss_start: 0.6011, loss_end: 0.6050, loss: 2.1954 2020-08-07 00:24:00,853 - mmaction - INFO - Epoch [11][200/603] lr: 1.000e-04, eta: 0:19:28, time: 0.211, data_time: 0.107, memory: 41, loss_action: 0.9858, loss_start: 0.6058, loss_end: 0.5999, loss: 2.1915 2020-08-07 00:24:10,038 - mmaction - INFO - Epoch [11][250/603] lr: 1.000e-04, eta: 0:19:17, time: 0.184, data_time: 0.085, memory: 41, loss_action: 1.0269, loss_start: 0.6027, loss_end: 0.6011, loss: 2.2307 2020-08-07 00:24:19,588 - mmaction - INFO - Epoch [11][300/603] lr: 1.000e-04, eta: 0:19:07, time: 0.191, data_time: 0.088, memory: 41, loss_action: 1.0015, loss_start: 0.5980, loss_end: 0.6022, loss: 2.2017 2020-08-07 00:24:30,035 - mmaction - INFO - Epoch [11][350/603] lr: 1.000e-04, eta: 0:18:57, time: 0.209, data_time: 0.111, memory: 41, loss_action: 1.0046, loss_start: 0.6060, loss_end: 0.6066, loss: 2.2171 2020-08-07 00:24:39,439 - mmaction - INFO - Epoch [11][400/603] lr: 1.000e-04, eta: 0:18:47, time: 0.188, data_time: 0.092, memory: 41, loss_action: 1.0416, loss_start: 0.6020, loss_end: 0.6011, loss: 2.2447 2020-08-07 00:24:49,659 - mmaction - INFO - Epoch [11][450/603] lr: 1.000e-04, eta: 0:18:37, time: 0.204, data_time: 0.106, memory: 41, loss_action: 1.0010, loss_start: 0.6019, loss_end: 0.6016, loss: 2.2045 2020-08-07 00:24:58,532 - mmaction - INFO - Epoch [11][500/603] lr: 1.000e-04, eta: 0:18:26, time: 0.177, data_time: 0.078, memory: 41, loss_action: 1.0205, loss_start: 0.6095, loss_end: 0.5971, loss: 2.2271 2020-08-07 00:25:08,077 - mmaction - INFO - Epoch [11][550/603] lr: 1.000e-04, eta: 0:18:16, time: 0.191, data_time: 0.083, memory: 41, loss_action: 0.9883, loss_start: 0.6021, loss_end: 0.6053, loss: 2.1957 2020-08-07 00:25:18,088 - mmaction - INFO - Epoch [11][600/603] lr: 1.000e-04, eta: 0:18:06, time: 0.200, data_time: 0.104, memory: 41, loss_action: 0.9881, loss_start: 0.5987, loss_end: 0.5982, loss: 2.1850 2020-08-07 00:25:18,394 - mmaction - INFO - Saving checkpoint at 11 epochs 2020-08-07 00:26:17,167 - mmaction - INFO - Epoch(train) [11][295] 2020-08-07 00:26:31,150 - mmaction - INFO - Epoch [12][50/603] lr: 1.000e-04, eta: 0:17:58, time: 0.279, data_time: 0.183, memory: 41, loss_action: 1.0093, loss_start: 0.5959, loss_end: 0.5944, loss: 2.1995 2020-08-07 00:26:40,516 - mmaction - INFO - Epoch [12][100/603] lr: 1.000e-04, eta: 0:17:47, time: 0.188, data_time: 0.084, memory: 41, loss_action: 0.9822, loss_start: 0.5956, loss_end: 0.5945, loss: 2.1724 2020-08-07 00:26:49,388 - mmaction - INFO - Epoch [12][150/603] lr: 1.000e-04, eta: 0:17:36, time: 0.177, data_time: 0.081, memory: 41, loss_action: 0.9833, loss_start: 0.6111, loss_end: 0.6060, loss: 2.2004 2020-08-07 00:26:58,598 - mmaction - INFO - Epoch [12][200/603] lr: 1.000e-04, eta: 0:17:26, time: 0.184, data_time: 0.083, memory: 41, loss_action: 0.9916, loss_start: 0.6044, loss_end: 0.6028, loss: 2.1988 2020-08-07 00:27:08,098 - mmaction - INFO - Epoch [12][250/603] lr: 1.000e-04, eta: 0:17:15, time: 0.190, data_time: 0.100, memory: 41, loss_action: 1.0094, loss_start: 0.6021, loss_end: 0.5985, loss: 2.2101 2020-08-07 00:27:18,102 - mmaction - INFO - Epoch [12][300/603] lr: 1.000e-04, eta: 0:17:05, time: 0.200, data_time: 0.104, memory: 41, loss_action: 1.0259, loss_start: 0.6005, loss_end: 0.6017, loss: 2.2281 2020-08-07 00:27:26,878 - mmaction - INFO - Epoch [12][350/603] lr: 1.000e-04, eta: 0:16:54, time: 0.176, data_time: 0.083, memory: 41, loss_action: 1.0034, loss_start: 0.6037, loss_end: 0.5994, loss: 2.2065 2020-08-07 00:27:36,730 - mmaction - INFO - Epoch [12][400/603] lr: 1.000e-04, eta: 0:16:44, time: 0.197, data_time: 0.090, memory: 41, loss_action: 1.0053, loss_start: 0.6018, loss_end: 0.6067, loss: 2.2138 2020-08-07 00:27:46,275 - mmaction - INFO - Epoch [12][450/603] lr: 1.000e-04, eta: 0:16:34, time: 0.191, data_time: 0.073, memory: 41, loss_action: 0.9921, loss_start: 0.6030, loss_end: 0.5990, loss: 2.1941 2020-08-07 00:27:55,438 - mmaction - INFO - Epoch [12][500/603] lr: 1.000e-04, eta: 0:16:23, time: 0.183, data_time: 0.076, memory: 41, loss_action: 0.9910, loss_start: 0.6016, loss_end: 0.5985, loss: 2.1912 2020-08-07 00:28:05,011 - mmaction - INFO - Epoch [12][550/603] lr: 1.000e-04, eta: 0:16:13, time: 0.191, data_time: 0.085, memory: 41, loss_action: 1.0087, loss_start: 0.6070, loss_end: 0.6111, loss: 2.2267 2020-08-07 00:28:14,062 - mmaction - INFO - Epoch [12][600/603] lr: 1.000e-04, eta: 0:16:02, time: 0.181, data_time: 0.080, memory: 41, loss_action: 1.0368, loss_start: 0.6070, loss_end: 0.6011, loss: 2.2450 2020-08-07 00:28:14,435 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-08-07 00:29:13,417 - mmaction - INFO - Epoch(train) [12][295] 2020-08-07 00:29:27,148 - mmaction - INFO - Epoch [13][50/603] lr: 1.000e-04, eta: 0:15:54, time: 0.274, data_time: 0.180, memory: 41, loss_action: 1.0196, loss_start: 0.6078, loss_end: 0.6010, loss: 2.2284 2020-08-07 00:29:36,227 - mmaction - INFO - Epoch [13][100/603] lr: 1.000e-04, eta: 0:15:43, time: 0.182, data_time: 0.083, memory: 41, loss_action: 0.9868, loss_start: 0.5987, loss_end: 0.5955, loss: 2.1809 2020-08-07 00:29:45,309 - mmaction - INFO - Epoch [13][150/603] lr: 1.000e-04, eta: 0:15:33, time: 0.182, data_time: 0.087, memory: 41, loss_action: 0.9923, loss_start: 0.5977, loss_end: 0.6034, loss: 2.1934 2020-08-07 00:29:54,762 - mmaction - INFO - Epoch [13][200/603] lr: 1.000e-04, eta: 0:15:22, time: 0.189, data_time: 0.088, memory: 41, loss_action: 0.9697, loss_start: 0.6005, loss_end: 0.5999, loss: 2.1701 2020-08-07 00:30:04,957 - mmaction - INFO - Epoch [13][250/603] lr: 1.000e-04, eta: 0:15:13, time: 0.204, data_time: 0.095, memory: 41, loss_action: 1.0170, loss_start: 0.6021, loss_end: 0.5985, loss: 2.2175 2020-08-07 00:30:14,247 - mmaction - INFO - Epoch [13][300/603] lr: 1.000e-04, eta: 0:15:02, time: 0.186, data_time: 0.079, memory: 41, loss_action: 0.9792, loss_start: 0.5973, loss_end: 0.5921, loss: 2.1686 2020-08-07 00:30:23,605 - mmaction - INFO - Epoch [13][350/603] lr: 1.000e-04, eta: 0:14:52, time: 0.187, data_time: 0.086, memory: 41, loss_action: 0.9908, loss_start: 0.6022, loss_end: 0.5973, loss: 2.1904 2020-08-07 00:30:33,289 - mmaction - INFO - Epoch [13][400/603] lr: 1.000e-04, eta: 0:14:42, time: 0.194, data_time: 0.099, memory: 41, loss_action: 1.0156, loss_start: 0.6033, loss_end: 0.5997, loss: 2.2187 2020-08-07 00:30:42,770 - mmaction - INFO - Epoch [13][450/603] lr: 1.000e-04, eta: 0:14:31, time: 0.190, data_time: 0.088, memory: 41, loss_action: 1.0052, loss_start: 0.5982, loss_end: 0.6042, loss: 2.2076 2020-08-07 00:30:52,739 - mmaction - INFO - Epoch [13][500/603] lr: 1.000e-04, eta: 0:14:21, time: 0.199, data_time: 0.097, memory: 41, loss_action: 1.0208, loss_start: 0.6029, loss_end: 0.6038, loss: 2.2275 2020-08-07 00:31:01,818 - mmaction - INFO - Epoch [13][550/603] lr: 1.000e-04, eta: 0:14:11, time: 0.182, data_time: 0.077, memory: 41, loss_action: 1.0040, loss_start: 0.6086, loss_end: 0.6047, loss: 2.2173 2020-08-07 00:31:11,264 - mmaction - INFO - Epoch [13][600/603] lr: 1.000e-04, eta: 0:14:01, time: 0.189, data_time: 0.078, memory: 41, loss_action: 0.9999, loss_start: 0.6050, loss_end: 0.6049, loss: 2.2098 2020-08-07 00:31:11,685 - mmaction - INFO - Saving checkpoint at 13 epochs 2020-08-07 00:32:10,877 - mmaction - INFO - Epoch(train) [13][295] 2020-08-07 00:32:24,957 - mmaction - INFO - Epoch [14][50/603] lr: 1.000e-04, eta: 0:13:52, time: 0.281, data_time: 0.169, memory: 41, loss_action: 0.9869, loss_start: 0.6026, loss_end: 0.6031, loss: 2.1926 2020-08-07 00:32:34,960 - mmaction - INFO - Epoch [14][100/603] lr: 1.000e-04, eta: 0:13:42, time: 0.200, data_time: 0.097, memory: 41, loss_action: 1.0167, loss_start: 0.6072, loss_end: 0.5994, loss: 2.2233 2020-08-07 00:32:43,948 - mmaction - INFO - Epoch [14][150/603] lr: 1.000e-04, eta: 0:13:32, time: 0.180, data_time: 0.077, memory: 41, loss_action: 0.9965, loss_start: 0.5985, loss_end: 0.6043, loss: 2.1993 2020-08-07 00:32:54,264 - mmaction - INFO - Epoch [14][200/603] lr: 1.000e-04, eta: 0:13:22, time: 0.206, data_time: 0.105, memory: 41, loss_action: 0.9820, loss_start: 0.6048, loss_end: 0.5952, loss: 2.1820 2020-08-07 00:33:04,342 - mmaction - INFO - Epoch [14][250/603] lr: 1.000e-04, eta: 0:13:12, time: 0.202, data_time: 0.097, memory: 41, loss_action: 0.9958, loss_start: 0.6077, loss_end: 0.6003, loss: 2.2039 2020-08-07 00:33:13,955 - mmaction - INFO - Epoch [14][300/603] lr: 1.000e-04, eta: 0:13:02, time: 0.192, data_time: 0.086, memory: 41, loss_action: 0.9920, loss_start: 0.6018, loss_end: 0.6001, loss: 2.1940 2020-08-07 00:33:23,955 - mmaction - INFO - Epoch [14][350/603] lr: 1.000e-04, eta: 0:12:52, time: 0.200, data_time: 0.098, memory: 41, loss_action: 1.0023, loss_start: 0.6018, loss_end: 0.5934, loss: 2.1975 2020-08-07 00:33:33,944 - mmaction - INFO - Epoch [14][400/603] lr: 1.000e-04, eta: 0:12:42, time: 0.200, data_time: 0.094, memory: 41, loss_action: 1.0168, loss_start: 0.5959, loss_end: 0.6070, loss: 2.2197 2020-08-07 00:33:43,883 - mmaction - INFO - Epoch [14][450/603] lr: 1.000e-04, eta: 0:12:32, time: 0.199, data_time: 0.088, memory: 41, loss_action: 1.0190, loss_start: 0.5998, loss_end: 0.5960, loss: 2.2148 2020-08-07 00:33:53,645 - mmaction - INFO - Epoch [14][500/603] lr: 1.000e-04, eta: 0:12:22, time: 0.195, data_time: 0.100, memory: 41, loss_action: 0.9710, loss_start: 0.5978, loss_end: 0.5984, loss: 2.1672 2020-08-07 00:34:04,224 - mmaction - INFO - Epoch [14][550/603] lr: 1.000e-04, eta: 0:12:12, time: 0.212, data_time: 0.110, memory: 41, loss_action: 0.9762, loss_start: 0.6019, loss_end: 0.5988, loss: 2.1768 2020-08-07 00:34:14,393 - mmaction - INFO - Epoch [14][600/603] lr: 1.000e-04, eta: 0:12:02, time: 0.203, data_time: 0.104, memory: 41, loss_action: 1.0113, loss_start: 0.5979, loss_end: 0.6022, loss: 2.2114 2020-08-07 00:34:14,699 - mmaction - INFO - Saving checkpoint at 14 epochs 2020-08-07 00:35:16,771 - mmaction - INFO - Epoch(train) [14][295] 2020-08-07 00:35:30,114 - mmaction - INFO - Epoch [15][50/603] lr: 1.000e-05, eta: 0:11:53, time: 0.266, data_time: 0.186, memory: 41, loss_action: 0.9826, loss_start: 0.5981, loss_end: 0.5936, loss: 2.1743 2020-08-07 00:35:39,616 - mmaction - INFO - Epoch [15][100/603] lr: 1.000e-05, eta: 0:11:43, time: 0.190, data_time: 0.097, memory: 41, loss_action: 1.0051, loss_start: 0.6037, loss_end: 0.5956, loss: 2.2044 2020-08-07 00:35:48,914 - mmaction - INFO - Epoch [15][150/603] lr: 1.000e-05, eta: 0:11:32, time: 0.186, data_time: 0.077, memory: 41, loss_action: 0.9857, loss_start: 0.6044, loss_end: 0.5976, loss: 2.1876 2020-08-07 00:35:58,513 - mmaction - INFO - Epoch [15][200/603] lr: 1.000e-05, eta: 0:11:22, time: 0.192, data_time: 0.091, memory: 41, loss_action: 0.9815, loss_start: 0.6033, loss_end: 0.6011, loss: 2.1859 2020-08-07 00:36:09,362 - mmaction - INFO - Epoch [15][250/603] lr: 1.000e-05, eta: 0:11:12, time: 0.217, data_time: 0.118, memory: 41, loss_action: 0.9997, loss_start: 0.5946, loss_end: 0.5951, loss: 2.1894 2020-08-07 00:36:19,825 - mmaction - INFO - Epoch [15][300/603] lr: 1.000e-05, eta: 0:11:03, time: 0.209, data_time: 0.101, memory: 41, loss_action: 1.0024, loss_start: 0.5944, loss_end: 0.5967, loss: 2.1936 2020-08-07 00:36:29,229 - mmaction - INFO - Epoch [15][350/603] lr: 1.000e-05, eta: 0:10:52, time: 0.188, data_time: 0.090, memory: 41, loss_action: 0.9869, loss_start: 0.6059, loss_end: 0.5965, loss: 2.1894 2020-08-07 00:36:38,717 - mmaction - INFO - Epoch [15][400/603] lr: 1.000e-05, eta: 0:10:42, time: 0.190, data_time: 0.092, memory: 41, loss_action: 0.9731, loss_start: 0.5946, loss_end: 0.5926, loss: 2.1603 2020-08-07 00:36:48,408 - mmaction - INFO - Epoch [15][450/603] lr: 1.000e-05, eta: 0:10:32, time: 0.194, data_time: 0.092, memory: 41, loss_action: 1.0137, loss_start: 0.6020, loss_end: 0.6050, loss: 2.2208 2020-08-07 00:36:58,152 - mmaction - INFO - Epoch [15][500/603] lr: 1.000e-05, eta: 0:10:22, time: 0.195, data_time: 0.089, memory: 41, loss_action: 1.0256, loss_start: 0.6077, loss_end: 0.6003, loss: 2.2336 2020-08-07 00:37:07,370 - mmaction - INFO - Epoch [15][550/603] lr: 1.000e-05, eta: 0:10:12, time: 0.184, data_time: 0.070, memory: 41, loss_action: 0.9504, loss_start: 0.5881, loss_end: 0.5924, loss: 2.1310 2020-08-07 00:37:16,865 - mmaction - INFO - Epoch [15][600/603] lr: 1.000e-05, eta: 0:10:02, time: 0.190, data_time: 0.078, memory: 41, loss_action: 1.0030, loss_start: 0.5943, loss_end: 0.6051, loss: 2.2025 2020-08-07 00:37:17,985 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-08-07 00:38:20,473 - mmaction - INFO - Epoch(train) [15][295] 2020-08-07 00:38:33,577 - mmaction - INFO - Epoch [16][50/603] lr: 1.000e-05, eta: 0:09:52, time: 0.261, data_time: 0.155, memory: 41, loss_action: 0.9917, loss_start: 0.5942, loss_end: 0.5947, loss: 2.1806 2020-08-07 00:38:43,569 - mmaction - INFO - Epoch [16][100/603] lr: 1.000e-05, eta: 0:09:42, time: 0.200, data_time: 0.095, memory: 41, loss_action: 0.9793, loss_start: 0.6057, loss_end: 0.6011, loss: 2.1861 2020-08-07 00:38:52,785 - mmaction - INFO - Epoch [16][150/603] lr: 1.000e-05, eta: 0:09:32, time: 0.184, data_time: 0.072, memory: 41, loss_action: 1.0354, loss_start: 0.6025, loss_end: 0.6060, loss: 2.2439 2020-08-07 00:39:02,734 - mmaction - INFO - Epoch [16][200/603] lr: 1.000e-05, eta: 0:09:22, time: 0.199, data_time: 0.102, memory: 41, loss_action: 0.9899, loss_start: 0.5975, loss_end: 0.5988, loss: 2.1863 2020-08-07 00:39:11,723 - mmaction - INFO - Epoch [16][250/603] lr: 1.000e-05, eta: 0:09:11, time: 0.180, data_time: 0.077, memory: 41, loss_action: 0.9681, loss_start: 0.5958, loss_end: 0.5922, loss: 2.1561 2020-08-07 00:39:21,409 - mmaction - INFO - Epoch [16][300/603] lr: 1.000e-05, eta: 0:09:01, time: 0.194, data_time: 0.086, memory: 41, loss_action: 1.0010, loss_start: 0.5980, loss_end: 0.5971, loss: 2.1962 2020-08-07 00:39:31,321 - mmaction - INFO - Epoch [16][350/603] lr: 1.000e-05, eta: 0:08:51, time: 0.198, data_time: 0.090, memory: 41, loss_action: 0.9691, loss_start: 0.6017, loss_end: 0.5961, loss: 2.1670 2020-08-07 00:39:41,264 - mmaction - INFO - Epoch [16][400/603] lr: 1.000e-05, eta: 0:08:41, time: 0.199, data_time: 0.093, memory: 41, loss_action: 0.9992, loss_start: 0.5997, loss_end: 0.5968, loss: 2.1957 2020-08-07 00:39:50,852 - mmaction - INFO - Epoch [16][450/603] lr: 1.000e-05, eta: 0:08:31, time: 0.192, data_time: 0.086, memory: 41, loss_action: 0.9854, loss_start: 0.5979, loss_end: 0.5978, loss: 2.1811 2020-08-07 00:40:01,443 - mmaction - INFO - Epoch [16][500/603] lr: 1.000e-05, eta: 0:08:21, time: 0.212, data_time: 0.110, memory: 41, loss_action: 1.0060, loss_start: 0.6001, loss_end: 0.5999, loss: 2.2060 2020-08-07 00:40:10,452 - mmaction - INFO - Epoch [16][550/603] lr: 1.000e-05, eta: 0:08:11, time: 0.180, data_time: 0.073, memory: 41, loss_action: 0.9939, loss_start: 0.5946, loss_end: 0.5941, loss: 2.1826 2020-08-07 00:40:19,898 - mmaction - INFO - Epoch [16][600/603] lr: 1.000e-05, eta: 0:08:01, time: 0.189, data_time: 0.095, memory: 41, loss_action: 0.9891, loss_start: 0.5989, loss_end: 0.5984, loss: 2.1864 2020-08-07 00:40:20,193 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-08-07 00:41:21,367 - mmaction - INFO - Epoch(train) [16][295] 2020-08-07 00:41:34,727 - mmaction - INFO - Epoch [17][50/603] lr: 1.000e-05, eta: 0:07:51, time: 0.267, data_time: 0.172, memory: 41, loss_action: 1.0021, loss_start: 0.5975, loss_end: 0.5987, loss: 2.1983 2020-08-07 00:41:44,211 - mmaction - INFO - Epoch [17][100/603] lr: 1.000e-05, eta: 0:07:41, time: 0.190, data_time: 0.089, memory: 41, loss_action: 0.9861, loss_start: 0.5949, loss_end: 0.5968, loss: 2.1779 2020-08-07 00:41:53,438 - mmaction - INFO - Epoch [17][150/603] lr: 1.000e-05, eta: 0:07:31, time: 0.185, data_time: 0.089, memory: 41, loss_action: 0.9651, loss_start: 0.5974, loss_end: 0.5940, loss: 2.1565 2020-08-07 00:42:03,459 - mmaction - INFO - Epoch [17][200/603] lr: 1.000e-05, eta: 0:07:21, time: 0.200, data_time: 0.096, memory: 41, loss_action: 0.9924, loss_start: 0.5924, loss_end: 0.5937, loss: 2.1784 2020-08-07 00:42:12,505 - mmaction - INFO - Epoch [17][250/603] lr: 1.000e-05, eta: 0:07:11, time: 0.181, data_time: 0.077, memory: 41, loss_action: 0.9978, loss_start: 0.6035, loss_end: 0.6016, loss: 2.2029 2020-08-07 00:42:22,251 - mmaction - INFO - Epoch [17][300/603] lr: 1.000e-05, eta: 0:07:01, time: 0.195, data_time: 0.084, memory: 41, loss_action: 0.9918, loss_start: 0.5949, loss_end: 0.5941, loss: 2.1809 2020-08-07 00:42:31,827 - mmaction - INFO - Epoch [17][350/603] lr: 1.000e-05, eta: 0:06:51, time: 0.192, data_time: 0.085, memory: 41, loss_action: 1.0186, loss_start: 0.6027, loss_end: 0.6047, loss: 2.2260 2020-08-07 00:42:42,355 - mmaction - INFO - Epoch [17][400/603] lr: 1.000e-05, eta: 0:06:41, time: 0.211, data_time: 0.114, memory: 41, loss_action: 0.9931, loss_start: 0.6021, loss_end: 0.5931, loss: 2.1882 2020-08-07 00:42:51,807 - mmaction - INFO - Epoch [17][450/603] lr: 1.000e-05, eta: 0:06:31, time: 0.189, data_time: 0.086, memory: 41, loss_action: 0.9780, loss_start: 0.6052, loss_end: 0.5921, loss: 2.1752 2020-08-07 00:43:01,246 - mmaction - INFO - Epoch [17][500/603] lr: 1.000e-05, eta: 0:06:21, time: 0.189, data_time: 0.085, memory: 41, loss_action: 0.9694, loss_start: 0.6004, loss_end: 0.5942, loss: 2.1640 2020-08-07 00:43:11,118 - mmaction - INFO - Epoch [17][550/603] lr: 1.000e-05, eta: 0:06:11, time: 0.197, data_time: 0.099, memory: 41, loss_action: 1.0054, loss_start: 0.5969, loss_end: 0.6000, loss: 2.2023 2020-08-07 00:43:19,970 - mmaction - INFO - Epoch [17][600/603] lr: 1.000e-05, eta: 0:06:01, time: 0.177, data_time: 0.074, memory: 41, loss_action: 0.9714, loss_start: 0.6003, loss_end: 0.6026, loss: 2.1743 2020-08-07 00:43:20,874 - mmaction - INFO - Saving checkpoint at 17 epochs 2020-08-07 00:44:21,361 - mmaction - INFO - Epoch(train) [17][295] 2020-08-07 00:44:35,052 - mmaction - INFO - Epoch [18][50/603] lr: 1.000e-05, eta: 0:05:51, time: 0.273, data_time: 0.174, memory: 41, loss_action: 0.9624, loss_start: 0.6025, loss_end: 0.6011, loss: 2.1660 2020-08-07 00:44:44,706 - mmaction - INFO - Epoch [18][100/603] lr: 1.000e-05, eta: 0:05:41, time: 0.193, data_time: 0.089, memory: 41, loss_action: 1.0104, loss_start: 0.5989, loss_end: 0.5973, loss: 2.2066 2020-08-07 00:44:53,877 - mmaction - INFO - Epoch [18][150/603] lr: 1.000e-05, eta: 0:05:30, time: 0.183, data_time: 0.074, memory: 41, loss_action: 1.0229, loss_start: 0.6029, loss_end: 0.6009, loss: 2.2267 2020-08-07 00:45:03,274 - mmaction - INFO - Epoch [18][200/603] lr: 1.000e-05, eta: 0:05:20, time: 0.188, data_time: 0.083, memory: 41, loss_action: 0.9985, loss_start: 0.5956, loss_end: 0.5922, loss: 2.1864 2020-08-07 00:45:13,648 - mmaction - INFO - Epoch [18][250/603] lr: 1.000e-05, eta: 0:05:10, time: 0.207, data_time: 0.102, memory: 41, loss_action: 0.9587, loss_start: 0.5951, loss_end: 0.5952, loss: 2.1491 2020-08-07 00:45:22,653 - mmaction - INFO - Epoch [18][300/603] lr: 1.000e-05, eta: 0:05:00, time: 0.180, data_time: 0.072, memory: 41, loss_action: 1.0139, loss_start: 0.5949, loss_end: 0.5951, loss: 2.2039 2020-08-07 00:45:32,196 - mmaction - INFO - Epoch [18][350/603] lr: 1.000e-05, eta: 0:04:50, time: 0.191, data_time: 0.086, memory: 41, loss_action: 0.9635, loss_start: 0.6016, loss_end: 0.6025, loss: 2.1675 2020-08-07 00:45:41,495 - mmaction - INFO - Epoch [18][400/603] lr: 1.000e-05, eta: 0:04:40, time: 0.186, data_time: 0.085, memory: 41, loss_action: 0.9834, loss_start: 0.5932, loss_end: 0.6026, loss: 2.1792 2020-08-07 00:45:51,905 - mmaction - INFO - Epoch [18][450/603] lr: 1.000e-05, eta: 0:04:30, time: 0.208, data_time: 0.106, memory: 41, loss_action: 0.9806, loss_start: 0.5967, loss_end: 0.5935, loss: 2.1708 2020-08-07 00:46:01,474 - mmaction - INFO - Epoch [18][500/603] lr: 1.000e-05, eta: 0:04:20, time: 0.191, data_time: 0.088, memory: 41, loss_action: 0.9736, loss_start: 0.5979, loss_end: 0.5964, loss: 2.1679 2020-08-07 00:46:11,859 - mmaction - INFO - Epoch [18][550/603] lr: 1.000e-05, eta: 0:04:10, time: 0.208, data_time: 0.107, memory: 41, loss_action: 0.9874, loss_start: 0.6040, loss_end: 0.5959, loss: 2.1873 2020-08-07 00:46:21,249 - mmaction - INFO - Epoch [18][600/603] lr: 1.000e-05, eta: 0:04:00, time: 0.188, data_time: 0.087, memory: 41, loss_action: 1.0105, loss_start: 0.6008, loss_end: 0.5929, loss: 2.2042 2020-08-07 00:46:21,616 - mmaction - INFO - Saving checkpoint at 18 epochs 2020-08-07 00:47:20,784 - mmaction - INFO - Epoch(train) [18][295] 2020-08-07 00:47:34,300 - mmaction - INFO - Epoch [19][50/603] lr: 1.000e-05, eta: 0:03:50, time: 0.270, data_time: 0.170, memory: 41, loss_action: 1.0057, loss_start: 0.5975, loss_end: 0.5951, loss: 2.1983 2020-08-07 00:47:44,190 - mmaction - INFO - Epoch [19][100/603] lr: 1.000e-05, eta: 0:03:40, time: 0.198, data_time: 0.101, memory: 41, loss_action: 0.9998, loss_start: 0.5946, loss_end: 0.5956, loss: 2.1900 2020-08-07 00:47:54,082 - mmaction - INFO - Epoch [19][150/603] lr: 1.000e-05, eta: 0:03:30, time: 0.198, data_time: 0.092, memory: 41, loss_action: 1.0068, loss_start: 0.6005, loss_end: 0.5964, loss: 2.2037 2020-08-07 00:48:04,185 - mmaction - INFO - Epoch [19][200/603] lr: 1.000e-05, eta: 0:03:20, time: 0.202, data_time: 0.106, memory: 41, loss_action: 0.9923, loss_start: 0.5980, loss_end: 0.6059, loss: 2.1962 2020-08-07 00:48:14,086 - mmaction - INFO - Epoch [19][250/603] lr: 1.000e-05, eta: 0:03:10, time: 0.198, data_time: 0.091, memory: 41, loss_action: 0.9671, loss_start: 0.5906, loss_end: 0.5921, loss: 2.1498 2020-08-07 00:48:23,313 - mmaction - INFO - Epoch [19][300/603] lr: 1.000e-05, eta: 0:03:00, time: 0.185, data_time: 0.081, memory: 41, loss_action: 0.9914, loss_start: 0.5945, loss_end: 0.5962, loss: 2.1820 2020-08-07 00:48:32,860 - mmaction - INFO - Epoch [19][350/603] lr: 1.000e-05, eta: 0:02:50, time: 0.191, data_time: 0.093, memory: 41, loss_action: 1.0099, loss_start: 0.6046, loss_end: 0.5989, loss: 2.2134 2020-08-07 00:48:42,839 - mmaction - INFO - Epoch [19][400/603] lr: 1.000e-05, eta: 0:02:40, time: 0.200, data_time: 0.089, memory: 41, loss_action: 1.0111, loss_start: 0.5990, loss_end: 0.5972, loss: 2.2074 2020-08-07 00:48:51,666 - mmaction - INFO - Epoch [19][450/603] lr: 1.000e-05, eta: 0:02:30, time: 0.177, data_time: 0.073, memory: 41, loss_action: 0.9763, loss_start: 0.5999, loss_end: 0.6021, loss: 2.1783 2020-08-07 00:49:01,395 - mmaction - INFO - Epoch [19][500/603] lr: 1.000e-05, eta: 0:02:20, time: 0.195, data_time: 0.093, memory: 41, loss_action: 0.9744, loss_start: 0.6004, loss_end: 0.5915, loss: 2.1663 2020-08-07 00:49:11,731 - mmaction - INFO - Epoch [19][550/603] lr: 1.000e-05, eta: 0:02:10, time: 0.207, data_time: 0.096, memory: 41, loss_action: 1.0002, loss_start: 0.6029, loss_end: 0.5995, loss: 2.2026 2020-08-07 00:49:20,752 - mmaction - INFO - Epoch [19][600/603] lr: 1.000e-05, eta: 0:02:00, time: 0.180, data_time: 0.084, memory: 41, loss_action: 0.9796, loss_start: 0.5988, loss_end: 0.5920, loss: 2.1704 2020-08-07 00:49:21,081 - mmaction - INFO - Saving checkpoint at 19 epochs 2020-08-07 00:50:20,695 - mmaction - INFO - Epoch(train) [19][295] 2020-08-07 00:50:35,311 - mmaction - INFO - Epoch [20][50/603] lr: 1.000e-05, eta: 0:01:50, time: 0.291, data_time: 0.187, memory: 41, loss_action: 0.9921, loss_start: 0.5923, loss_end: 0.5926, loss: 2.1771 2020-08-07 00:50:44,216 - mmaction - INFO - Epoch [20][100/603] lr: 1.000e-05, eta: 0:01:40, time: 0.179, data_time: 0.074, memory: 41, loss_action: 0.9916, loss_start: 0.5998, loss_end: 0.6023, loss: 2.1937 2020-08-07 00:50:53,748 - mmaction - INFO - Epoch [20][150/603] lr: 1.000e-05, eta: 0:01:30, time: 0.191, data_time: 0.092, memory: 41, loss_action: 1.0011, loss_start: 0.6000, loss_end: 0.5963, loss: 2.1974 2020-08-07 00:51:02,754 - mmaction - INFO - Epoch [20][200/603] lr: 1.000e-05, eta: 0:01:20, time: 0.180, data_time: 0.084, memory: 41, loss_action: 1.0282, loss_start: 0.5976, loss_end: 0.5978, loss: 2.2235 2020-08-07 00:51:13,241 - mmaction - INFO - Epoch [20][250/603] lr: 1.000e-05, eta: 0:01:10, time: 0.210, data_time: 0.108, memory: 41, loss_action: 0.9853, loss_start: 0.5950, loss_end: 0.5956, loss: 2.1759 2020-08-07 00:51:22,426 - mmaction - INFO - Epoch [20][300/603] lr: 1.000e-05, eta: 0:01:00, time: 0.184, data_time: 0.077, memory: 41, loss_action: 0.9913, loss_start: 0.6013, loss_end: 0.5956, loss: 2.1881 2020-08-07 00:51:32,026 - mmaction - INFO - Epoch [20][350/603] lr: 1.000e-05, eta: 0:00:50, time: 0.192, data_time: 0.086, memory: 41, loss_action: 0.9787, loss_start: 0.5993, loss_end: 0.5998, loss: 2.1778 2020-08-07 00:51:41,391 - mmaction - INFO - Epoch [20][400/603] lr: 1.000e-05, eta: 0:00:40, time: 0.187, data_time: 0.069, memory: 41, loss_action: 0.9950, loss_start: 0.5998, loss_end: 0.5918, loss: 2.1866 2020-08-07 00:51:52,585 - mmaction - INFO - Epoch [20][450/603] lr: 1.000e-05, eta: 0:00:30, time: 0.224, data_time: 0.119, memory: 41, loss_action: 0.9562, loss_start: 0.5993, loss_end: 0.5985, loss: 2.1540 2020-08-07 00:52:02,553 - mmaction - INFO - Epoch [20][500/603] lr: 1.000e-05, eta: 0:00:20, time: 0.199, data_time: 0.084, memory: 41, loss_action: 0.9767, loss_start: 0.5993, loss_end: 0.5960, loss: 2.1720 2020-08-07 00:52:11,444 - mmaction - INFO - Epoch [20][550/603] lr: 1.000e-05, eta: 0:00:10, time: 0.178, data_time: 0.075, memory: 41, loss_action: 1.0005, loss_start: 0.6022, loss_end: 0.5990, loss: 2.2017 2020-08-07 00:52:21,352 - mmaction - INFO - Epoch [20][600/603] lr: 1.000e-05, eta: 0:00:00, time: 0.198, data_time: 0.104, memory: 41, loss_action: 0.9876, loss_start: 0.5964, loss_end: 0.5996, loss: 2.1835 2020-08-07 00:52:22,385 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-08-07 00:53:22,605 - mmaction - INFO - Epoch(train) [20][295]