2020-08-08 11:49:35,780 - 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 ------------------------------------------------------------ 2020-08-08 11:49:35,781 - mmaction - INFO - Distributed training: False 2020-08-08 11:49:35,781 - mmaction - INFO - Config: /mnt/lustre/duanhaodong/mmaction2/configs/kennyloc/bsn/bsn_tem.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_fine/' data_root_val = 'data/ActivityNet/feat_kenny_fine/' 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_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') 2020-08-08 11:49:40,889 - mmaction - INFO - Start running, host: duanhaodong@SH-IDC1-10-5-30-140, work_dir: /mnt/lustre/duanhaodong/mmaction2/work_dirs/bsn_feat 2020-08-08 11:49:40,890 - mmaction - INFO - workflow: [('train', 1), ('val', 1)], max: 20 epochs 2020-08-08 11:49:54,887 - mmaction - INFO - Epoch [1][50/603] lr: 1.000e-03, eta: 0:55:57, time: 0.280, data_time: 0.171, memory: 41, loss_action: 1.3082, loss_start: 0.6771, loss_end: 0.6795, loss: 2.6648 2020-08-08 11:50:04,910 - mmaction - INFO - Epoch [1][100/603] lr: 1.000e-03, eta: 0:47:51, time: 0.201, data_time: 0.098, memory: 41, loss_action: 1.2390, loss_start: 0.6534, loss_end: 0.6557, loss: 2.5481 2020-08-08 11:50:14,778 - mmaction - INFO - Epoch [1][150/603] lr: 1.000e-03, eta: 0:44:49, time: 0.197, data_time: 0.089, memory: 41, loss_action: 1.1741, loss_start: 0.6482, loss_end: 0.6443, loss: 2.4666 2020-08-08 11:50:25,117 - mmaction - INFO - Epoch [1][200/603] lr: 1.000e-03, eta: 0:43:41, time: 0.207, data_time: 0.103, memory: 41, loss_action: 1.1804, loss_start: 0.6376, loss_end: 0.6414, loss: 2.4594 2020-08-08 11:50:36,706 - mmaction - INFO - Epoch [1][250/603] lr: 1.000e-03, eta: 0:43:55, time: 0.232, data_time: 0.130, memory: 41, loss_action: 1.1195, loss_start: 0.6362, loss_end: 0.6395, loss: 2.3952 2020-08-08 11:50:46,874 - mmaction - INFO - Epoch [1][300/603] lr: 1.000e-03, eta: 0:43:05, time: 0.203, data_time: 0.091, memory: 41, loss_action: 1.1060, loss_start: 0.6340, loss_end: 0.6315, loss: 2.3715 2020-08-08 11:50:55,778 - mmaction - INFO - Epoch [1][350/603] lr: 1.000e-03, eta: 0:41:44, time: 0.178, data_time: 0.081, memory: 41, loss_action: 1.1231, loss_start: 0.6362, loss_end: 0.6373, loss: 2.3967 2020-08-08 11:51:05,353 - mmaction - INFO - Epoch [1][400/603] lr: 1.000e-03, eta: 0:41:01, time: 0.192, data_time: 0.080, memory: 41, loss_action: 1.1739, loss_start: 0.6294, loss_end: 0.6304, loss: 2.4337 2020-08-08 11:51:15,384 - mmaction - INFO - Epoch [1][450/603] lr: 1.000e-03, eta: 0:40:37, time: 0.201, data_time: 0.086, memory: 41, loss_action: 1.1006, loss_start: 0.6305, loss_end: 0.6288, loss: 2.3598 2020-08-08 11:51:25,134 - mmaction - INFO - Epoch [1][500/603] lr: 1.000e-03, eta: 0:40:09, time: 0.195, data_time: 0.093, memory: 41, loss_action: 1.1212, loss_start: 0.6341, loss_end: 0.6317, loss: 2.3870 2020-08-08 11:51:35,087 - mmaction - INFO - Epoch [1][550/603] lr: 1.000e-03, eta: 0:39:49, time: 0.199, data_time: 0.085, memory: 41, loss_action: 1.0933, loss_start: 0.6277, loss_end: 0.6321, loss: 2.3531 2020-08-08 11:51:44,416 - mmaction - INFO - Epoch [1][600/603] lr: 1.000e-03, eta: 0:39:18, time: 0.187, data_time: 0.074, memory: 41, loss_action: 1.1464, loss_start: 0.6249, loss_end: 0.6299, loss: 2.4012 2020-08-08 11:51:45,293 - mmaction - INFO - Saving checkpoint at 1 epochs 2020-08-08 11:52:47,260 - mmaction - INFO - Epoch(train) [1][295] 2020-08-08 11:53:00,217 - mmaction - INFO - Epoch [2][50/603] lr: 1.000e-03, eta: 0:39:43, time: 0.258, data_time: 0.174, memory: 41, loss_action: 1.0868, loss_start: 0.6214, loss_end: 0.6235, loss: 2.3317 2020-08-08 11:53:09,810 - mmaction - INFO - Epoch [2][100/603] lr: 1.000e-03, eta: 0:39:19, time: 0.192, data_time: 0.093, memory: 41, loss_action: 1.1020, loss_start: 0.6285, loss_end: 0.6212, loss: 2.3517 2020-08-08 11:53:20,069 - mmaction - INFO - Epoch [2][150/603] lr: 1.000e-03, eta: 0:39:06, time: 0.205, data_time: 0.097, memory: 41, loss_action: 1.0667, loss_start: 0.6243, loss_end: 0.6200, loss: 2.3111 2020-08-08 11:53:29,531 - mmaction - INFO - Epoch [2][200/603] lr: 1.000e-03, eta: 0:38:43, time: 0.189, data_time: 0.082, memory: 41, loss_action: 1.0861, loss_start: 0.6286, loss_end: 0.6261, loss: 2.3408 2020-08-08 11:53:40,004 - mmaction - INFO - Epoch [2][250/603] lr: 1.000e-03, eta: 0:38:35, time: 0.209, data_time: 0.107, memory: 41, loss_action: 1.0805, loss_start: 0.6237, loss_end: 0.6184, loss: 2.3226 2020-08-08 11:53:50,339 - mmaction - INFO - Epoch [2][300/603] lr: 1.000e-03, eta: 0:38:24, time: 0.207, data_time: 0.101, memory: 41, loss_action: 1.0942, loss_start: 0.6275, loss_end: 0.6329, loss: 2.3546 2020-08-08 11:53:59,901 - mmaction - INFO - Epoch [2][350/603] lr: 1.000e-03, eta: 0:38:05, time: 0.191, data_time: 0.066, memory: 41, loss_action: 1.1016, loss_start: 0.6239, loss_end: 0.6224, loss: 2.3479 2020-08-08 11:54:09,281 - mmaction - INFO - Epoch [2][400/603] lr: 1.000e-03, eta: 0:37:45, time: 0.188, data_time: 0.082, memory: 41, loss_action: 1.0938, loss_start: 0.6212, loss_end: 0.6243, loss: 2.3392 2020-08-08 11:54:19,417 - mmaction - INFO - Epoch [2][450/603] lr: 1.000e-03, eta: 0:37:34, time: 0.203, data_time: 0.096, memory: 41, loss_action: 1.0618, loss_start: 0.6234, loss_end: 0.6238, loss: 2.3090 2020-08-08 11:54:28,841 - mmaction - INFO - Epoch [2][500/603] lr: 1.000e-03, eta: 0:37:15, time: 0.188, data_time: 0.084, memory: 41, loss_action: 1.0525, loss_start: 0.6124, loss_end: 0.6271, loss: 2.2920 2020-08-08 11:54:38,452 - mmaction - INFO - Epoch [2][550/603] lr: 1.000e-03, eta: 0:36:59, time: 0.192, data_time: 0.075, memory: 41, loss_action: 1.0654, loss_start: 0.6254, loss_end: 0.6275, loss: 2.3183 2020-08-08 11:54:47,687 - mmaction - INFO - Epoch [2][600/603] lr: 1.000e-03, eta: 0:36:41, time: 0.185, data_time: 0.079, memory: 41, loss_action: 1.0981, loss_start: 0.6265, loss_end: 0.6234, loss: 2.3479 2020-08-08 11:54:48,582 - mmaction - INFO - Saving checkpoint at 2 epochs 2020-08-08 11:55:50,702 - mmaction - INFO - Epoch(train) [2][295] 2020-08-08 11:56:05,495 - mmaction - INFO - Epoch [3][50/603] lr: 1.000e-03, eta: 0:37:04, time: 0.295, data_time: 0.184, memory: 41, loss_action: 1.0687, loss_start: 0.6247, loss_end: 0.6170, loss: 2.3104 2020-08-08 11:56:14,745 - mmaction - INFO - Epoch [3][100/603] lr: 1.000e-03, eta: 0:36:46, time: 0.185, data_time: 0.072, memory: 41, loss_action: 1.0611, loss_start: 0.6267, loss_end: 0.6122, loss: 2.3000 2020-08-08 11:56:25,118 - mmaction - INFO - Epoch [3][150/603] lr: 1.000e-03, eta: 0:36:36, time: 0.207, data_time: 0.091, memory: 41, loss_action: 1.0948, loss_start: 0.6224, loss_end: 0.6208, loss: 2.3380 2020-08-08 11:56:35,055 - mmaction - INFO - Epoch [3][200/603] lr: 1.000e-03, eta: 0:36:24, time: 0.199, data_time: 0.088, memory: 41, loss_action: 1.0932, loss_start: 0.6225, loss_end: 0.6249, loss: 2.3406 2020-08-08 11:56:44,064 - mmaction - INFO - Epoch [3][250/603] lr: 1.000e-03, eta: 0:36:04, time: 0.180, data_time: 0.068, memory: 41, loss_action: 1.0740, loss_start: 0.6194, loss_end: 0.6168, loss: 2.3102 2020-08-08 11:56:53,443 - mmaction - INFO - Epoch [3][300/603] lr: 1.000e-03, eta: 0:35:48, time: 0.188, data_time: 0.080, memory: 41, loss_action: 1.0357, loss_start: 0.6169, loss_end: 0.6174, loss: 2.2700 2020-08-08 11:57:04,493 - mmaction - INFO - Epoch [3][350/603] lr: 1.000e-03, eta: 0:35:44, time: 0.221, data_time: 0.111, memory: 41, loss_action: 1.0807, loss_start: 0.6175, loss_end: 0.6240, loss: 2.3222 2020-08-08 11:57:14,344 - mmaction - INFO - Epoch [3][400/603] lr: 1.000e-03, eta: 0:35:31, time: 0.197, data_time: 0.082, memory: 41, loss_action: 1.0464, loss_start: 0.6248, loss_end: 0.6228, loss: 2.2940 2020-08-08 11:57:23,875 - mmaction - INFO - Epoch [3][450/603] lr: 1.000e-03, eta: 0:35:17, time: 0.191, data_time: 0.082, memory: 41, loss_action: 1.0807, loss_start: 0.6182, loss_end: 0.6220, loss: 2.3210 2020-08-08 11:57:33,841 - mmaction - INFO - Epoch [3][500/603] lr: 1.000e-03, eta: 0:35:06, time: 0.199, data_time: 0.105, memory: 41, loss_action: 1.0560, loss_start: 0.6138, loss_end: 0.6265, loss: 2.2963 2020-08-08 11:57:43,508 - mmaction - INFO - Epoch [3][550/603] lr: 1.000e-03, eta: 0:34:52, time: 0.193, data_time: 0.092, memory: 41, loss_action: 1.0406, loss_start: 0.6176, loss_end: 0.6200, loss: 2.2782 2020-08-08 11:57:53,300 - mmaction - INFO - Epoch [3][600/603] lr: 1.000e-03, eta: 0:34:40, time: 0.196, data_time: 0.093, memory: 41, loss_action: 1.0798, loss_start: 0.6230, loss_end: 0.6213, loss: 2.3241 2020-08-08 11:57:53,859 - mmaction - INFO - Saving checkpoint at 3 epochs 2020-08-08 11:58:56,114 - mmaction - INFO - Epoch(train) [3][295] 2020-08-08 11:59:09,457 - mmaction - INFO - Epoch [4][50/603] lr: 1.000e-03, eta: 0:34:43, time: 0.266, data_time: 0.147, memory: 41, loss_action: 1.0551, loss_start: 0.6154, loss_end: 0.6127, loss: 2.2832 2020-08-08 11:59:19,048 - mmaction - INFO - Epoch [4][100/603] lr: 1.000e-03, eta: 0:34:30, time: 0.192, data_time: 0.078, memory: 41, loss_action: 1.0504, loss_start: 0.6176, loss_end: 0.6158, loss: 2.2838 2020-08-08 11:59:29,263 - mmaction - INFO - Epoch [4][150/603] lr: 1.000e-03, eta: 0:34:20, time: 0.204, data_time: 0.099, memory: 41, loss_action: 1.0522, loss_start: 0.6161, loss_end: 0.6177, loss: 2.2859 2020-08-08 11:59:38,689 - mmaction - INFO - Epoch [4][200/603] lr: 1.000e-03, eta: 0:34:06, time: 0.189, data_time: 0.074, memory: 41, loss_action: 1.0468, loss_start: 0.6176, loss_end: 0.6164, loss: 2.2807 2020-08-08 11:59:48,381 - mmaction - INFO - Epoch [4][250/603] lr: 1.000e-03, eta: 0:33:53, time: 0.194, data_time: 0.083, memory: 41, loss_action: 1.0592, loss_start: 0.6211, loss_end: 0.6229, loss: 2.3033 2020-08-08 11:59:58,266 - mmaction - INFO - Epoch [4][300/603] lr: 1.000e-03, eta: 0:33:42, time: 0.198, data_time: 0.091, memory: 41, loss_action: 1.0415, loss_start: 0.6172, loss_end: 0.6158, loss: 2.2745 2020-08-08 12:00:08,835 - mmaction - INFO - Epoch [4][350/603] lr: 1.000e-03, eta: 0:33:33, time: 0.211, data_time: 0.103, memory: 41, loss_action: 1.0794, loss_start: 0.6146, loss_end: 0.6191, loss: 2.3131 2020-08-08 12:00:22,578 - mmaction - INFO - Epoch [4][400/603] lr: 1.000e-03, eta: 0:33:39, time: 0.275, data_time: 0.179, memory: 41, loss_action: 1.0604, loss_start: 0.6137, loss_end: 0.6131, loss: 2.2873 2020-08-08 12:00:33,937 - mmaction - INFO - Epoch [4][450/603] lr: 1.000e-03, eta: 0:33:34, time: 0.227, data_time: 0.132, memory: 41, loss_action: 1.0551, loss_start: 0.6184, loss_end: 0.6160, loss: 2.2895 2020-08-08 12:00:43,816 - mmaction - INFO - Epoch [4][500/603] lr: 1.000e-03, eta: 0:33:22, time: 0.198, data_time: 0.104, memory: 41, loss_action: 1.0707, loss_start: 0.6171, loss_end: 0.6217, loss: 2.3095 2020-08-08 12:00:54,399 - mmaction - INFO - Epoch [4][550/603] lr: 1.000e-03, eta: 0:33:13, time: 0.212, data_time: 0.099, memory: 41, loss_action: 1.0297, loss_start: 0.6210, loss_end: 0.6205, loss: 2.2712 2020-08-08 12:01:04,145 - mmaction - INFO - Epoch [4][600/603] lr: 1.000e-03, eta: 0:33:00, time: 0.195, data_time: 0.091, memory: 41, loss_action: 1.0671, loss_start: 0.6103, loss_end: 0.6130, loss: 2.2903 2020-08-08 12:01:04,991 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-08-08 12:02:16,060 - mmaction - INFO - Epoch(train) [4][295] 2020-08-08 12:02:31,878 - mmaction - INFO - Epoch [5][50/603] lr: 1.000e-03, eta: 0:33:09, time: 0.316, data_time: 0.220, memory: 41, loss_action: 1.0497, loss_start: 0.6058, loss_end: 0.6158, loss: 2.2713 2020-08-08 12:02:42,521 - mmaction - INFO - Epoch [5][100/603] lr: 1.000e-03, eta: 0:32:59, time: 0.213, data_time: 0.115, memory: 41, loss_action: 1.0585, loss_start: 0.6140, loss_end: 0.6123, loss: 2.2848 2020-08-08 12:02:57,045 - mmaction - INFO - Epoch [5][150/603] lr: 1.000e-03, eta: 0:33:04, time: 0.290, data_time: 0.181, memory: 41, loss_action: 1.0077, loss_start: 0.6118, loss_end: 0.6105, loss: 2.2299 2020-08-08 12:03:07,101 - mmaction - INFO - Epoch [5][200/603] lr: 1.000e-03, eta: 0:32:53, time: 0.201, data_time: 0.097, memory: 41, loss_action: 1.0462, loss_start: 0.6141, loss_end: 0.6162, loss: 2.2765 2020-08-08 12:03:16,947 - mmaction - INFO - Epoch [5][250/603] lr: 1.000e-03, eta: 0:32:40, time: 0.197, data_time: 0.087, memory: 41, loss_action: 1.0644, loss_start: 0.6131, loss_end: 0.6163, loss: 2.2938 2020-08-08 12:03:27,656 - mmaction - INFO - Epoch [5][300/603] lr: 1.000e-03, eta: 0:32:31, time: 0.214, data_time: 0.114, memory: 41, loss_action: 1.0723, loss_start: 0.6233, loss_end: 0.6119, loss: 2.3076 2020-08-08 12:03:38,095 - mmaction - INFO - Epoch [5][350/603] lr: 1.000e-03, eta: 0:32:20, time: 0.209, data_time: 0.100, memory: 41, loss_action: 1.0580, loss_start: 0.6185, loss_end: 0.6179, loss: 2.2944 2020-08-08 12:03:48,581 - mmaction - INFO - Epoch [5][400/603] lr: 1.000e-03, eta: 0:32:10, time: 0.210, data_time: 0.111, memory: 41, loss_action: 1.0477, loss_start: 0.6161, loss_end: 0.6198, loss: 2.2836 2020-08-08 12:03:58,442 - mmaction - INFO - Epoch [5][450/603] lr: 1.000e-03, eta: 0:31:58, time: 0.197, data_time: 0.083, memory: 41, loss_action: 1.0450, loss_start: 0.6120, loss_end: 0.6112, loss: 2.2682 2020-08-08 12:04:07,868 - mmaction - INFO - Epoch [5][500/603] lr: 1.000e-03, eta: 0:31:44, time: 0.189, data_time: 0.071, memory: 41, loss_action: 1.0681, loss_start: 0.6200, loss_end: 0.6192, loss: 2.3072 2020-08-08 12:04:17,751 - mmaction - INFO - Epoch [5][550/603] lr: 1.000e-03, eta: 0:31:32, time: 0.198, data_time: 0.100, memory: 41, loss_action: 1.0473, loss_start: 0.6176, loss_end: 0.6187, loss: 2.2836 2020-08-08 12:04:27,454 - mmaction - INFO - Epoch [5][600/603] lr: 1.000e-03, eta: 0:31:20, time: 0.194, data_time: 0.080, memory: 41, loss_action: 1.0558, loss_start: 0.6193, loss_end: 0.6157, loss: 2.2907 2020-08-08 12:04:28,653 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-08-08 12:05:30,680 - mmaction - INFO - Epoch(train) [5][295] 2020-08-08 12:05:44,224 - mmaction - INFO - Epoch [6][50/603] lr: 1.000e-03, eta: 0:31:16, time: 0.270, data_time: 0.162, memory: 41, loss_action: 1.0339, loss_start: 0.6082, loss_end: 0.6095, loss: 2.2516 2020-08-08 12:05:54,468 - mmaction - INFO - Epoch [6][100/603] lr: 1.000e-03, eta: 0:31:05, time: 0.205, data_time: 0.098, memory: 41, loss_action: 1.0696, loss_start: 0.6177, loss_end: 0.6147, loss: 2.3020 2020-08-08 12:06:03,960 - mmaction - INFO - Epoch [6][150/603] lr: 1.000e-03, eta: 0:30:52, time: 0.190, data_time: 0.085, memory: 41, loss_action: 1.0155, loss_start: 0.6056, loss_end: 0.6131, loss: 2.2342 2020-08-08 12:06:14,472 - mmaction - INFO - Epoch [6][200/603] lr: 1.000e-03, eta: 0:30:42, time: 0.210, data_time: 0.099, memory: 41, loss_action: 1.0259, loss_start: 0.6152, loss_end: 0.6080, loss: 2.2491 2020-08-08 12:06:24,414 - mmaction - INFO - Epoch [6][250/603] lr: 1.000e-03, eta: 0:30:30, time: 0.199, data_time: 0.094, memory: 41, loss_action: 1.0680, loss_start: 0.6145, loss_end: 0.6132, loss: 2.2957 2020-08-08 12:06:33,306 - mmaction - INFO - Epoch [6][300/603] lr: 1.000e-03, eta: 0:30:16, time: 0.178, data_time: 0.075, memory: 41, loss_action: 1.0356, loss_start: 0.6125, loss_end: 0.6133, loss: 2.2614 2020-08-08 12:06:44,158 - mmaction - INFO - Epoch [6][350/603] lr: 1.000e-03, eta: 0:30:06, time: 0.217, data_time: 0.117, memory: 41, loss_action: 1.0467, loss_start: 0.6182, loss_end: 0.6158, loss: 2.2808 2020-08-08 12:06:53,337 - mmaction - INFO - Epoch [6][400/603] lr: 1.000e-03, eta: 0:29:53, time: 0.184, data_time: 0.094, memory: 41, loss_action: 1.0586, loss_start: 0.6127, loss_end: 0.6117, loss: 2.2830 2020-08-08 12:07:03,009 - mmaction - INFO - Epoch [6][450/603] lr: 1.000e-03, eta: 0:29:41, time: 0.193, data_time: 0.079, memory: 41, loss_action: 1.0407, loss_start: 0.6176, loss_end: 0.6193, loss: 2.2776 2020-08-08 12:07:12,836 - mmaction - INFO - Epoch [6][500/603] lr: 1.000e-03, eta: 0:29:29, time: 0.197, data_time: 0.089, memory: 41, loss_action: 1.0413, loss_start: 0.6161, loss_end: 0.6093, loss: 2.2667 2020-08-08 12:07:23,047 - mmaction - INFO - Epoch [6][550/603] lr: 1.000e-03, eta: 0:29:19, time: 0.204, data_time: 0.101, memory: 41, loss_action: 1.0412, loss_start: 0.6130, loss_end: 0.6175, loss: 2.2717 2020-08-08 12:07:32,713 - mmaction - INFO - Epoch [6][600/603] lr: 1.000e-03, eta: 0:29:07, time: 0.193, data_time: 0.083, memory: 41, loss_action: 1.0674, loss_start: 0.6155, loss_end: 0.6170, loss: 2.2999 2020-08-08 12:07:33,297 - mmaction - INFO - Saving checkpoint at 6 epochs 2020-08-08 12:08:37,766 - mmaction - INFO - Epoch(train) [6][295] 2020-08-08 12:08:51,926 - mmaction - INFO - Epoch [7][50/603] lr: 1.000e-03, eta: 0:29:03, time: 0.283, data_time: 0.192, memory: 41, loss_action: 1.0202, loss_start: 0.6078, loss_end: 0.6062, loss: 2.2341 2020-08-08 12:09:02,170 - mmaction - INFO - Epoch [7][100/603] lr: 1.000e-03, eta: 0:28:52, time: 0.205, data_time: 0.095, memory: 41, loss_action: 1.0247, loss_start: 0.6133, loss_end: 0.6135, loss: 2.2515 2020-08-08 12:09:13,942 - mmaction - INFO - Epoch [7][150/603] lr: 1.000e-03, eta: 0:28:45, time: 0.235, data_time: 0.132, memory: 41, loss_action: 1.0499, loss_start: 0.6187, loss_end: 0.6103, loss: 2.2790 2020-08-08 12:09:24,094 - mmaction - INFO - Epoch [7][200/603] lr: 1.000e-03, eta: 0:28:34, time: 0.203, data_time: 0.091, memory: 41, loss_action: 1.0291, loss_start: 0.6058, loss_end: 0.6189, loss: 2.2538 2020-08-08 12:09:34,413 - mmaction - INFO - Epoch [7][250/603] lr: 1.000e-03, eta: 0:28:23, time: 0.206, data_time: 0.090, memory: 41, loss_action: 1.0324, loss_start: 0.6120, loss_end: 0.6099, loss: 2.2543 2020-08-08 12:09:44,389 - mmaction - INFO - Epoch [7][300/603] lr: 1.000e-03, eta: 0:28:12, time: 0.200, data_time: 0.079, memory: 41, loss_action: 1.0672, loss_start: 0.6117, loss_end: 0.6174, loss: 2.2963 2020-08-08 12:09:54,587 - mmaction - INFO - Epoch [7][350/603] lr: 1.000e-03, eta: 0:28:01, time: 0.204, data_time: 0.085, memory: 41, loss_action: 1.0457, loss_start: 0.6124, loss_end: 0.6116, loss: 2.2696 2020-08-08 12:10:04,045 - mmaction - INFO - Epoch [7][400/603] lr: 1.000e-03, eta: 0:27:49, time: 0.189, data_time: 0.079, memory: 41, loss_action: 1.0369, loss_start: 0.6184, loss_end: 0.6116, loss: 2.2669 2020-08-08 12:10:14,249 - mmaction - INFO - Epoch [7][450/603] lr: 1.000e-03, eta: 0:27:38, time: 0.204, data_time: 0.098, memory: 41, loss_action: 1.0284, loss_start: 0.6130, loss_end: 0.6089, loss: 2.2503 2020-08-08 12:10:23,303 - mmaction - INFO - Epoch [7][500/603] lr: 1.000e-03, eta: 0:27:25, time: 0.181, data_time: 0.078, memory: 41, loss_action: 1.0470, loss_start: 0.6055, loss_end: 0.6118, loss: 2.2643 2020-08-08 12:10:32,978 - mmaction - INFO - Epoch [7][550/603] lr: 1.000e-03, eta: 0:27:14, time: 0.193, data_time: 0.098, memory: 41, loss_action: 1.0345, loss_start: 0.6134, loss_end: 0.6081, loss: 2.2559 2020-08-08 12:10:43,781 - mmaction - INFO - Epoch [7][600/603] lr: 1.000e-03, eta: 0:27:04, time: 0.216, data_time: 0.113, memory: 41, loss_action: 1.0453, loss_start: 0.6114, loss_end: 0.6142, loss: 2.2710 2020-08-08 12:10:44,066 - mmaction - INFO - Saving checkpoint at 7 epochs 2020-08-08 12:11:45,877 - mmaction - INFO - Epoch(train) [7][295] 2020-08-08 12:11:59,574 - mmaction - INFO - Epoch [8][50/603] lr: 1.000e-04, eta: 0:26:58, time: 0.273, data_time: 0.169, memory: 41, loss_action: 1.0365, loss_start: 0.6074, loss_end: 0.6066, loss: 2.2505 2020-08-08 12:12:10,076 - mmaction - INFO - Epoch [8][100/603] lr: 1.000e-04, eta: 0:26:48, time: 0.210, data_time: 0.096, memory: 41, loss_action: 1.0375, loss_start: 0.6122, loss_end: 0.6062, loss: 2.2559 2020-08-08 12:12:19,723 - mmaction - INFO - Epoch [8][150/603] lr: 1.000e-04, eta: 0:26:36, time: 0.193, data_time: 0.095, memory: 41, loss_action: 1.0241, loss_start: 0.6081, loss_end: 0.6035, loss: 2.2356 2020-08-08 12:12:29,329 - mmaction - INFO - Epoch [8][200/603] lr: 1.000e-04, eta: 0:26:24, time: 0.192, data_time: 0.084, memory: 41, loss_action: 1.0239, loss_start: 0.6091, loss_end: 0.6068, loss: 2.2398 2020-08-08 12:12:40,466 - mmaction - INFO - Epoch [8][250/603] lr: 1.000e-04, eta: 0:26:15, time: 0.223, data_time: 0.116, memory: 41, loss_action: 1.0024, loss_start: 0.6039, loss_end: 0.6092, loss: 2.2155 2020-08-08 12:12:49,944 - mmaction - INFO - Epoch [8][300/603] lr: 1.000e-04, eta: 0:26:03, time: 0.190, data_time: 0.088, memory: 41, loss_action: 1.0098, loss_start: 0.6024, loss_end: 0.5979, loss: 2.2102 2020-08-08 12:12:59,953 - mmaction - INFO - Epoch [8][350/603] lr: 1.000e-04, eta: 0:25:52, time: 0.200, data_time: 0.087, memory: 41, loss_action: 0.9904, loss_start: 0.5983, loss_end: 0.6022, loss: 2.1909 2020-08-08 12:13:09,512 - mmaction - INFO - Epoch [8][400/603] lr: 1.000e-04, eta: 0:25:41, time: 0.191, data_time: 0.085, memory: 41, loss_action: 0.9703, loss_start: 0.6030, loss_end: 0.5936, loss: 2.1669 2020-08-08 12:13:19,998 - mmaction - INFO - Epoch [8][450/603] lr: 1.000e-04, eta: 0:25:31, time: 0.210, data_time: 0.105, memory: 41, loss_action: 1.0039, loss_start: 0.6087, loss_end: 0.6040, loss: 2.2166 2020-08-08 12:13:29,979 - mmaction - INFO - Epoch [8][500/603] lr: 1.000e-04, eta: 0:25:20, time: 0.200, data_time: 0.089, memory: 41, loss_action: 1.0147, loss_start: 0.6070, loss_end: 0.5999, loss: 2.2216 2020-08-08 12:13:41,856 - mmaction - INFO - Epoch [8][550/603] lr: 1.000e-04, eta: 0:25:12, time: 0.238, data_time: 0.152, memory: 41, loss_action: 1.0115, loss_start: 0.5978, loss_end: 0.6010, loss: 2.2103 2020-08-08 12:13:52,069 - mmaction - INFO - Epoch [8][600/603] lr: 1.000e-04, eta: 0:25:01, time: 0.204, data_time: 0.105, memory: 41, loss_action: 0.9785, loss_start: 0.5987, loss_end: 0.6140, loss: 2.1913 2020-08-08 12:13:52,370 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-08-08 12:14:57,777 - mmaction - INFO - Epoch(train) [8][295] 2020-08-08 12:15:11,359 - mmaction - INFO - Epoch [9][50/603] lr: 1.000e-04, eta: 0:24:54, time: 0.271, data_time: 0.177, memory: 41, loss_action: 0.9917, loss_start: 0.6026, loss_end: 0.6021, loss: 2.1964 2020-08-08 12:15:22,227 - mmaction - INFO - Epoch [9][100/603] lr: 1.000e-04, eta: 0:24:44, time: 0.218, data_time: 0.110, memory: 41, loss_action: 1.0305, loss_start: 0.5984, loss_end: 0.6042, loss: 2.2331 2020-08-08 12:15:32,976 - mmaction - INFO - Epoch [9][150/603] lr: 1.000e-04, eta: 0:24:34, time: 0.215, data_time: 0.119, memory: 41, loss_action: 0.9850, loss_start: 0.6007, loss_end: 0.6044, loss: 2.1900 2020-08-08 12:15:45,071 - mmaction - INFO - Epoch [9][200/603] lr: 1.000e-04, eta: 0:24:26, time: 0.242, data_time: 0.130, memory: 41, loss_action: 1.0118, loss_start: 0.6123, loss_end: 0.6053, loss: 2.2293 2020-08-08 12:15:57,515 - mmaction - INFO - Epoch [9][250/603] lr: 1.000e-04, eta: 0:24:19, time: 0.249, data_time: 0.135, memory: 41, loss_action: 1.0015, loss_start: 0.6090, loss_end: 0.6060, loss: 2.2165 2020-08-08 12:16:06,646 - mmaction - INFO - Epoch [9][300/603] lr: 1.000e-04, eta: 0:24:06, time: 0.183, data_time: 0.075, memory: 41, loss_action: 0.9753, loss_start: 0.6056, loss_end: 0.5932, loss: 2.1741 2020-08-08 12:16:15,811 - mmaction - INFO - Epoch [9][350/603] lr: 1.000e-04, eta: 0:23:54, time: 0.183, data_time: 0.085, memory: 41, loss_action: 0.9768, loss_start: 0.6024, loss_end: 0.5999, loss: 2.1792 2020-08-08 12:16:25,337 - mmaction - INFO - Epoch [9][400/603] lr: 1.000e-04, eta: 0:23:43, time: 0.191, data_time: 0.080, memory: 41, loss_action: 0.9874, loss_start: 0.6018, loss_end: 0.6032, loss: 2.1924 2020-08-08 12:16:35,774 - mmaction - INFO - Epoch [9][450/603] lr: 1.000e-04, eta: 0:23:32, time: 0.209, data_time: 0.101, memory: 41, loss_action: 0.9964, loss_start: 0.5989, loss_end: 0.6014, loss: 2.1967 2020-08-08 12:16:45,300 - mmaction - INFO - Epoch [9][500/603] lr: 1.000e-04, eta: 0:23:21, time: 0.191, data_time: 0.077, memory: 41, loss_action: 1.0043, loss_start: 0.5974, loss_end: 0.5969, loss: 2.1987 2020-08-08 12:16:56,954 - mmaction - INFO - Epoch [9][550/603] lr: 1.000e-04, eta: 0:23:12, time: 0.233, data_time: 0.129, memory: 41, loss_action: 0.9949, loss_start: 0.6043, loss_end: 0.5969, loss: 2.1961 2020-08-08 12:17:06,781 - mmaction - INFO - Epoch [9][600/603] lr: 1.000e-04, eta: 0:23:01, time: 0.197, data_time: 0.088, memory: 41, loss_action: 1.0182, loss_start: 0.5944, loss_end: 0.6007, loss: 2.2133 2020-08-08 12:17:07,061 - mmaction - INFO - Saving checkpoint at 9 epochs 2020-08-08 12:18:11,006 - mmaction - INFO - Epoch(train) [9][295] 2020-08-08 12:18:23,757 - mmaction - INFO - Epoch [10][50/603] lr: 1.000e-04, eta: 0:22:52, time: 0.254, data_time: 0.142, memory: 41, loss_action: 0.9803, loss_start: 0.6042, loss_end: 0.6003, loss: 2.1848 2020-08-08 12:18:33,868 - mmaction - INFO - Epoch [10][100/603] lr: 1.000e-04, eta: 0:22:41, time: 0.202, data_time: 0.083, memory: 41, loss_action: 0.9912, loss_start: 0.5993, loss_end: 0.5932, loss: 2.1837 2020-08-08 12:18:43,734 - mmaction - INFO - Epoch [10][150/603] lr: 1.000e-04, eta: 0:22:30, time: 0.197, data_time: 0.096, memory: 41, loss_action: 0.9909, loss_start: 0.6043, loss_end: 0.5953, loss: 2.1905 2020-08-08 12:18:53,464 - mmaction - INFO - Epoch [10][200/603] lr: 1.000e-04, eta: 0:22:19, time: 0.195, data_time: 0.087, memory: 41, loss_action: 1.0163, loss_start: 0.6035, loss_end: 0.6083, loss: 2.2281 2020-08-08 12:19:04,252 - mmaction - INFO - Epoch [10][250/603] lr: 1.000e-04, eta: 0:22:09, time: 0.216, data_time: 0.105, memory: 41, loss_action: 0.9849, loss_start: 0.5988, loss_end: 0.6028, loss: 2.1866 2020-08-08 12:19:14,715 - mmaction - INFO - Epoch [10][300/603] lr: 1.000e-04, eta: 0:21:58, time: 0.209, data_time: 0.093, memory: 41, loss_action: 0.9980, loss_start: 0.5948, loss_end: 0.5938, loss: 2.1866 2020-08-08 12:19:23,814 - mmaction - INFO - Epoch [10][350/603] lr: 1.000e-04, eta: 0:21:47, time: 0.182, data_time: 0.072, memory: 41, loss_action: 0.9810, loss_start: 0.6032, loss_end: 0.6060, loss: 2.1903 2020-08-08 12:19:34,400 - mmaction - INFO - Epoch [10][400/603] lr: 1.000e-04, eta: 0:21:36, time: 0.212, data_time: 0.103, memory: 41, loss_action: 0.9983, loss_start: 0.6012, loss_end: 0.6011, loss: 2.2006 2020-08-08 12:19:43,737 - mmaction - INFO - Epoch [10][450/603] lr: 1.000e-04, eta: 0:21:25, time: 0.187, data_time: 0.083, memory: 41, loss_action: 1.0156, loss_start: 0.6031, loss_end: 0.6006, loss: 2.2193 2020-08-08 12:19:53,580 - mmaction - INFO - Epoch [10][500/603] lr: 1.000e-04, eta: 0:21:14, time: 0.197, data_time: 0.089, memory: 41, loss_action: 0.9861, loss_start: 0.5947, loss_end: 0.5910, loss: 2.1718 2020-08-08 12:20:02,980 - mmaction - INFO - Epoch [10][550/603] lr: 1.000e-04, eta: 0:21:02, time: 0.188, data_time: 0.076, memory: 41, loss_action: 1.0199, loss_start: 0.6050, loss_end: 0.6022, loss: 2.2271 2020-08-08 12:20:13,106 - mmaction - INFO - Epoch [10][600/603] lr: 1.000e-04, eta: 0:20:52, time: 0.203, data_time: 0.102, memory: 41, loss_action: 0.9852, loss_start: 0.5999, loss_end: 0.5990, loss: 2.1840 2020-08-08 12:20:13,637 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-08-08 12:21:15,087 - mmaction - INFO - Epoch(train) [10][295] 2020-08-08 12:21:29,559 - mmaction - INFO - Epoch [11][50/603] lr: 1.000e-04, eta: 0:20:44, time: 0.289, data_time: 0.180, memory: 41, loss_action: 1.0055, loss_start: 0.6080, loss_end: 0.5995, loss: 2.2130 2020-08-08 12:21:39,579 - mmaction - INFO - Epoch [11][100/603] lr: 1.000e-04, eta: 0:20:33, time: 0.201, data_time: 0.094, memory: 41, loss_action: 0.9964, loss_start: 0.6008, loss_end: 0.5981, loss: 2.1953 2020-08-08 12:21:49,557 - mmaction - INFO - Epoch [11][150/603] lr: 1.000e-04, eta: 0:20:23, time: 0.200, data_time: 0.093, memory: 41, loss_action: 0.9804, loss_start: 0.6024, loss_end: 0.5966, loss: 2.1794 2020-08-08 12:21:59,982 - mmaction - INFO - Epoch [11][200/603] lr: 1.000e-04, eta: 0:20:12, time: 0.208, data_time: 0.099, memory: 41, loss_action: 0.9998, loss_start: 0.5942, loss_end: 0.5970, loss: 2.1910 2020-08-08 12:22:09,904 - mmaction - INFO - Epoch [11][250/603] lr: 1.000e-04, eta: 0:20:01, time: 0.198, data_time: 0.091, memory: 41, loss_action: 0.9970, loss_start: 0.5976, loss_end: 0.6009, loss: 2.1955 2020-08-08 12:22:19,378 - mmaction - INFO - Epoch [11][300/603] lr: 1.000e-04, eta: 0:19:50, time: 0.189, data_time: 0.073, memory: 41, loss_action: 0.9924, loss_start: 0.5992, loss_end: 0.5971, loss: 2.1887 2020-08-08 12:22:28,965 - mmaction - INFO - Epoch [11][350/603] lr: 1.000e-04, eta: 0:19:39, time: 0.192, data_time: 0.090, memory: 41, loss_action: 0.9649, loss_start: 0.5982, loss_end: 0.5990, loss: 2.1620 2020-08-08 12:22:39,817 - mmaction - INFO - Epoch [11][400/603] lr: 1.000e-04, eta: 0:19:29, time: 0.217, data_time: 0.111, memory: 41, loss_action: 0.9793, loss_start: 0.5943, loss_end: 0.5907, loss: 2.1643 2020-08-08 12:22:49,083 - mmaction - INFO - Epoch [11][450/603] lr: 1.000e-04, eta: 0:19:18, time: 0.185, data_time: 0.083, memory: 41, loss_action: 1.0039, loss_start: 0.6029, loss_end: 0.5984, loss: 2.2052 2020-08-08 12:22:58,408 - mmaction - INFO - Epoch [11][500/603] lr: 1.000e-04, eta: 0:19:06, time: 0.186, data_time: 0.084, memory: 41, loss_action: 0.9946, loss_start: 0.5981, loss_end: 0.6056, loss: 2.1983 2020-08-08 12:23:07,362 - mmaction - INFO - Epoch [11][550/603] lr: 1.000e-04, eta: 0:18:55, time: 0.179, data_time: 0.072, memory: 41, loss_action: 1.0032, loss_start: 0.5968, loss_end: 0.6009, loss: 2.2009 2020-08-08 12:23:17,589 - mmaction - INFO - Epoch [11][600/603] lr: 1.000e-04, eta: 0:18:44, time: 0.205, data_time: 0.097, memory: 41, loss_action: 0.9756, loss_start: 0.6047, loss_end: 0.5965, loss: 2.1768 2020-08-08 12:23:18,124 - mmaction - INFO - Saving checkpoint at 11 epochs 2020-08-08 12:24:21,283 - mmaction - INFO - Epoch(train) [11][295] 2020-08-08 12:24:34,679 - mmaction - INFO - Epoch [12][50/603] lr: 1.000e-04, eta: 0:18:35, time: 0.267, data_time: 0.162, memory: 41, loss_action: 0.9798, loss_start: 0.5984, loss_end: 0.5956, loss: 2.1738 2020-08-08 12:24:44,057 - mmaction - INFO - Epoch [12][100/603] lr: 1.000e-04, eta: 0:18:24, time: 0.188, data_time: 0.085, memory: 41, loss_action: 0.9860, loss_start: 0.5973, loss_end: 0.5936, loss: 2.1770 2020-08-08 12:24:54,281 - mmaction - INFO - Epoch [12][150/603] lr: 1.000e-04, eta: 0:18:14, time: 0.204, data_time: 0.100, memory: 41, loss_action: 1.0130, loss_start: 0.5970, loss_end: 0.6043, loss: 2.2143 2020-08-08 12:25:04,881 - mmaction - INFO - Epoch [12][200/603] lr: 1.000e-04, eta: 0:18:04, time: 0.212, data_time: 0.101, memory: 41, loss_action: 1.0000, loss_start: 0.5941, loss_end: 0.6006, loss: 2.1946 2020-08-08 12:25:14,848 - mmaction - INFO - Epoch [12][250/603] lr: 1.000e-04, eta: 0:17:53, time: 0.199, data_time: 0.092, memory: 41, loss_action: 0.9893, loss_start: 0.6049, loss_end: 0.6040, loss: 2.1983 2020-08-08 12:25:24,930 - mmaction - INFO - Epoch [12][300/603] lr: 1.000e-04, eta: 0:17:42, time: 0.202, data_time: 0.090, memory: 41, loss_action: 0.9782, loss_start: 0.5944, loss_end: 0.5967, loss: 2.1693 2020-08-08 12:25:33,971 - mmaction - INFO - Epoch [12][350/603] lr: 1.000e-04, eta: 0:17:31, time: 0.181, data_time: 0.073, memory: 41, loss_action: 0.9836, loss_start: 0.6032, loss_end: 0.5975, loss: 2.1842 2020-08-08 12:25:43,633 - mmaction - INFO - Epoch [12][400/603] lr: 1.000e-04, eta: 0:17:20, time: 0.193, data_time: 0.077, memory: 41, loss_action: 0.9818, loss_start: 0.5966, loss_end: 0.5980, loss: 2.1764 2020-08-08 12:25:53,415 - mmaction - INFO - Epoch [12][450/603] lr: 1.000e-04, eta: 0:17:09, time: 0.196, data_time: 0.077, memory: 41, loss_action: 1.0019, loss_start: 0.5991, loss_end: 0.5931, loss: 2.1941 2020-08-08 12:26:03,399 - mmaction - INFO - Epoch [12][500/603] lr: 1.000e-04, eta: 0:16:59, time: 0.200, data_time: 0.079, memory: 41, loss_action: 1.0036, loss_start: 0.6028, loss_end: 0.5968, loss: 2.2033 2020-08-08 12:26:13,603 - mmaction - INFO - Epoch [12][550/603] lr: 1.000e-04, eta: 0:16:48, time: 0.204, data_time: 0.096, memory: 41, loss_action: 0.9856, loss_start: 0.6027, loss_end: 0.5897, loss: 2.1780 2020-08-08 12:26:22,685 - mmaction - INFO - Epoch [12][600/603] lr: 1.000e-04, eta: 0:16:37, time: 0.182, data_time: 0.078, memory: 41, loss_action: 1.0023, loss_start: 0.6007, loss_end: 0.5984, loss: 2.2014 2020-08-08 12:26:22,977 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-08-08 12:27:27,669 - mmaction - INFO - Epoch(train) [12][295] 2020-08-08 12:27:40,716 - mmaction - INFO - Epoch [13][50/603] lr: 1.000e-04, eta: 0:16:28, time: 0.260, data_time: 0.157, memory: 41, loss_action: 0.9840, loss_start: 0.6028, loss_end: 0.5967, loss: 2.1836 2020-08-08 12:27:50,555 - mmaction - INFO - Epoch [13][100/603] lr: 1.000e-04, eta: 0:16:17, time: 0.197, data_time: 0.089, memory: 41, loss_action: 0.9869, loss_start: 0.5953, loss_end: 0.6015, loss: 2.1837 2020-08-08 12:28:00,492 - mmaction - INFO - Epoch [13][150/603] lr: 1.000e-04, eta: 0:16:06, time: 0.199, data_time: 0.094, memory: 41, loss_action: 1.0081, loss_start: 0.5986, loss_end: 0.6002, loss: 2.2069 2020-08-08 12:28:10,758 - mmaction - INFO - Epoch [13][200/603] lr: 1.000e-04, eta: 0:15:56, time: 0.205, data_time: 0.096, memory: 41, loss_action: 1.0035, loss_start: 0.5932, loss_end: 0.5932, loss: 2.1899 2020-08-08 12:28:21,252 - mmaction - INFO - Epoch [13][250/603] lr: 1.000e-04, eta: 0:15:46, time: 0.210, data_time: 0.104, memory: 41, loss_action: 0.9982, loss_start: 0.6002, loss_end: 0.6027, loss: 2.2012 2020-08-08 12:28:30,793 - mmaction - INFO - Epoch [13][300/603] lr: 1.000e-04, eta: 0:15:35, time: 0.191, data_time: 0.081, memory: 41, loss_action: 0.9919, loss_start: 0.6036, loss_end: 0.6022, loss: 2.1977 2020-08-08 12:28:39,617 - mmaction - INFO - Epoch [13][350/603] lr: 1.000e-04, eta: 0:15:24, time: 0.176, data_time: 0.060, memory: 41, loss_action: 0.9746, loss_start: 0.6008, loss_end: 0.5908, loss: 2.1662 2020-08-08 12:28:49,405 - mmaction - INFO - Epoch [13][400/603] lr: 1.000e-04, eta: 0:15:13, time: 0.196, data_time: 0.091, memory: 41, loss_action: 0.9644, loss_start: 0.5910, loss_end: 0.5876, loss: 2.1430 2020-08-08 12:28:58,820 - mmaction - INFO - Epoch [13][450/603] lr: 1.000e-04, eta: 0:15:02, time: 0.188, data_time: 0.075, memory: 41, loss_action: 0.9847, loss_start: 0.5910, loss_end: 0.5865, loss: 2.1622 2020-08-08 12:29:09,580 - mmaction - INFO - Epoch [13][500/603] lr: 1.000e-04, eta: 0:14:52, time: 0.215, data_time: 0.105, memory: 41, loss_action: 0.9940, loss_start: 0.5997, loss_end: 0.6030, loss: 2.1967 2020-08-08 12:29:19,590 - mmaction - INFO - Epoch [13][550/603] lr: 1.000e-04, eta: 0:14:42, time: 0.200, data_time: 0.088, memory: 41, loss_action: 1.0126, loss_start: 0.5934, loss_end: 0.6007, loss: 2.2067 2020-08-08 12:29:29,145 - mmaction - INFO - Epoch [13][600/603] lr: 1.000e-04, eta: 0:14:31, time: 0.191, data_time: 0.082, memory: 41, loss_action: 0.9811, loss_start: 0.6022, loss_end: 0.5931, loss: 2.1765 2020-08-08 12:29:29,580 - mmaction - INFO - Saving checkpoint at 13 epochs 2020-08-08 12:30:32,216 - mmaction - INFO - Epoch(train) [13][295] 2020-08-08 12:30:46,345 - mmaction - INFO - Epoch [14][50/603] lr: 1.000e-04, eta: 0:14:22, time: 0.282, data_time: 0.196, memory: 41, loss_action: 1.0090, loss_start: 0.5934, loss_end: 0.5966, loss: 2.1990 2020-08-08 12:30:56,208 - mmaction - INFO - Epoch [14][100/603] lr: 1.000e-04, eta: 0:14:11, time: 0.197, data_time: 0.083, memory: 41, loss_action: 0.9871, loss_start: 0.5930, loss_end: 0.5863, loss: 2.1664 2020-08-08 12:31:05,731 - mmaction - INFO - Epoch [14][150/603] lr: 1.000e-04, eta: 0:14:00, time: 0.190, data_time: 0.089, memory: 41, loss_action: 0.9819, loss_start: 0.5956, loss_end: 0.5948, loss: 2.1723 2020-08-08 12:31:15,622 - mmaction - INFO - Epoch [14][200/603] lr: 1.000e-04, eta: 0:13:50, time: 0.198, data_time: 0.082, memory: 41, loss_action: 0.9492, loss_start: 0.5929, loss_end: 0.5935, loss: 2.1356 2020-08-08 12:31:25,213 - mmaction - INFO - Epoch [14][250/603] lr: 1.000e-04, eta: 0:13:39, time: 0.192, data_time: 0.092, memory: 41, loss_action: 0.9956, loss_start: 0.5944, loss_end: 0.5976, loss: 2.1877 2020-08-08 12:31:35,552 - mmaction - INFO - Epoch [14][300/603] lr: 1.000e-04, eta: 0:13:29, time: 0.207, data_time: 0.092, memory: 41, loss_action: 0.9908, loss_start: 0.5930, loss_end: 0.5966, loss: 2.1803 2020-08-08 12:31:45,960 - mmaction - INFO - Epoch [14][350/603] lr: 1.000e-04, eta: 0:13:18, time: 0.208, data_time: 0.098, memory: 41, loss_action: 0.9930, loss_start: 0.5970, loss_end: 0.5948, loss: 2.1848 2020-08-08 12:31:56,031 - mmaction - INFO - Epoch [14][400/603] lr: 1.000e-04, eta: 0:13:08, time: 0.201, data_time: 0.083, memory: 41, loss_action: 1.0039, loss_start: 0.5996, loss_end: 0.6048, loss: 2.2083 2020-08-08 12:32:06,176 - mmaction - INFO - Epoch [14][450/603] lr: 1.000e-04, eta: 0:12:58, time: 0.203, data_time: 0.105, memory: 41, loss_action: 0.9998, loss_start: 0.6002, loss_end: 0.5881, loss: 2.1881 2020-08-08 12:32:15,913 - mmaction - INFO - Epoch [14][500/603] lr: 1.000e-04, eta: 0:12:47, time: 0.195, data_time: 0.084, memory: 41, loss_action: 0.9886, loss_start: 0.6001, loss_end: 0.6006, loss: 2.1893 2020-08-08 12:32:25,478 - mmaction - INFO - Epoch [14][550/603] lr: 1.000e-04, eta: 0:12:36, time: 0.191, data_time: 0.082, memory: 41, loss_action: 0.9806, loss_start: 0.5972, loss_end: 0.5960, loss: 2.1738 2020-08-08 12:32:35,576 - mmaction - INFO - Epoch [14][600/603] lr: 1.000e-04, eta: 0:12:26, time: 0.202, data_time: 0.096, memory: 41, loss_action: 0.9714, loss_start: 0.5996, loss_end: 0.5939, loss: 2.1650 2020-08-08 12:32:35,852 - mmaction - INFO - Saving checkpoint at 14 epochs 2020-08-08 12:33:38,827 - mmaction - INFO - Epoch(train) [14][295] 2020-08-08 12:33:51,860 - mmaction - INFO - Epoch [15][50/603] lr: 1.000e-05, eta: 0:12:16, time: 0.260, data_time: 0.162, memory: 41, loss_action: 0.9688, loss_start: 0.5916, loss_end: 0.5928, loss: 2.1531 2020-08-08 12:34:01,230 - mmaction - INFO - Epoch [15][100/603] lr: 1.000e-05, eta: 0:12:05, time: 0.188, data_time: 0.089, memory: 41, loss_action: 0.9700, loss_start: 0.5939, loss_end: 0.5900, loss: 2.1539 2020-08-08 12:34:09,813 - mmaction - INFO - Epoch [15][150/603] lr: 1.000e-05, eta: 0:11:54, time: 0.172, data_time: 0.061, memory: 41, loss_action: 1.0023, loss_start: 0.6003, loss_end: 0.5979, loss: 2.2005 2020-08-08 12:34:19,580 - mmaction - INFO - Epoch [15][200/603] lr: 1.000e-05, eta: 0:11:44, time: 0.195, data_time: 0.084, memory: 41, loss_action: 0.9680, loss_start: 0.5971, loss_end: 0.5910, loss: 2.1560 2020-08-08 12:34:30,016 - mmaction - INFO - Epoch [15][250/603] lr: 1.000e-05, eta: 0:11:33, time: 0.209, data_time: 0.103, memory: 41, loss_action: 1.0142, loss_start: 0.5923, loss_end: 0.6032, loss: 2.2097 2020-08-08 12:34:39,630 - mmaction - INFO - Epoch [15][300/603] lr: 1.000e-05, eta: 0:11:23, time: 0.192, data_time: 0.093, memory: 41, loss_action: 1.0132, loss_start: 0.5889, loss_end: 0.5900, loss: 2.1922 2020-08-08 12:34:49,052 - mmaction - INFO - Epoch [15][350/603] lr: 1.000e-05, eta: 0:11:12, time: 0.188, data_time: 0.069, memory: 41, loss_action: 0.9529, loss_start: 0.5944, loss_end: 0.5914, loss: 2.1387 2020-08-08 12:34:58,815 - mmaction - INFO - Epoch [15][400/603] lr: 1.000e-05, eta: 0:11:02, time: 0.195, data_time: 0.081, memory: 41, loss_action: 0.9752, loss_start: 0.5942, loss_end: 0.5944, loss: 2.1639 2020-08-08 12:35:09,255 - mmaction - INFO - Epoch [15][450/603] lr: 1.000e-05, eta: 0:10:52, time: 0.209, data_time: 0.097, memory: 41, loss_action: 0.9957, loss_start: 0.6018, loss_end: 0.5979, loss: 2.1954 2020-08-08 12:35:17,867 - mmaction - INFO - Epoch [15][500/603] lr: 1.000e-05, eta: 0:10:41, time: 0.172, data_time: 0.080, memory: 41, loss_action: 0.9748, loss_start: 0.5880, loss_end: 0.5914, loss: 2.1542 2020-08-08 12:35:26,804 - mmaction - INFO - Epoch [15][550/603] lr: 1.000e-05, eta: 0:10:30, time: 0.179, data_time: 0.090, memory: 41, loss_action: 0.9706, loss_start: 0.5947, loss_end: 0.5921, loss: 2.1574 2020-08-08 12:35:37,723 - mmaction - INFO - Epoch [15][600/603] lr: 1.000e-05, eta: 0:10:20, time: 0.218, data_time: 0.106, memory: 41, loss_action: 0.9660, loss_start: 0.5954, loss_end: 0.5828, loss: 2.1441 2020-08-08 12:35:38,079 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-08-08 12:36:40,960 - mmaction - INFO - Epoch(train) [15][295] 2020-08-08 12:36:55,794 - mmaction - INFO - Epoch [16][50/603] lr: 1.000e-05, eta: 0:10:10, time: 0.296, data_time: 0.196, memory: 41, loss_action: 0.9946, loss_start: 0.6012, loss_end: 0.5973, loss: 2.1931 2020-08-08 12:37:05,430 - mmaction - INFO - Epoch [16][100/603] lr: 1.000e-05, eta: 0:10:00, time: 0.193, data_time: 0.079, memory: 41, loss_action: 0.9745, loss_start: 0.5936, loss_end: 0.5911, loss: 2.1592 2020-08-08 12:37:15,264 - mmaction - INFO - Epoch [16][150/603] lr: 1.000e-05, eta: 0:09:49, time: 0.197, data_time: 0.092, memory: 41, loss_action: 0.9835, loss_start: 0.5994, loss_end: 0.5882, loss: 2.1710 2020-08-08 12:37:25,355 - mmaction - INFO - Epoch [16][200/603] lr: 1.000e-05, eta: 0:09:39, time: 0.202, data_time: 0.091, memory: 41, loss_action: 0.9592, loss_start: 0.5918, loss_end: 0.5908, loss: 2.1419 2020-08-08 12:37:35,153 - mmaction - INFO - Epoch [16][250/603] lr: 1.000e-05, eta: 0:09:28, time: 0.196, data_time: 0.084, memory: 41, loss_action: 0.9696, loss_start: 0.5863, loss_end: 0.5945, loss: 2.1505 2020-08-08 12:37:46,363 - mmaction - INFO - Epoch [16][300/603] lr: 1.000e-05, eta: 0:09:18, time: 0.224, data_time: 0.109, memory: 41, loss_action: 0.9883, loss_start: 0.5942, loss_end: 0.5931, loss: 2.1757 2020-08-08 12:37:55,618 - mmaction - INFO - Epoch [16][350/603] lr: 1.000e-05, eta: 0:09:08, time: 0.185, data_time: 0.080, memory: 41, loss_action: 0.9808, loss_start: 0.5962, loss_end: 0.5980, loss: 2.1751 2020-08-08 12:38:05,803 - mmaction - INFO - Epoch [16][400/603] lr: 1.000e-05, eta: 0:08:58, time: 0.204, data_time: 0.088, memory: 41, loss_action: 0.9945, loss_start: 0.6016, loss_end: 0.6017, loss: 2.1978 2020-08-08 12:38:15,599 - mmaction - INFO - Epoch [16][450/603] lr: 1.000e-05, eta: 0:08:47, time: 0.196, data_time: 0.080, memory: 41, loss_action: 0.9605, loss_start: 0.5871, loss_end: 0.5895, loss: 2.1371 2020-08-08 12:38:26,382 - mmaction - INFO - Epoch [16][500/603] lr: 1.000e-05, eta: 0:08:37, time: 0.216, data_time: 0.104, memory: 41, loss_action: 0.9869, loss_start: 0.5855, loss_end: 0.5909, loss: 2.1633 2020-08-08 12:38:35,988 - mmaction - INFO - Epoch [16][550/603] lr: 1.000e-05, eta: 0:08:27, time: 0.192, data_time: 0.076, memory: 41, loss_action: 0.9793, loss_start: 0.5916, loss_end: 0.5898, loss: 2.1606 2020-08-08 12:38:45,310 - mmaction - INFO - Epoch [16][600/603] lr: 1.000e-05, eta: 0:08:16, time: 0.186, data_time: 0.082, memory: 41, loss_action: 0.9685, loss_start: 0.5985, loss_end: 0.5881, loss: 2.1550 2020-08-08 12:38:46,256 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-08-08 12:39:48,510 - mmaction - INFO - Epoch(train) [16][295] 2020-08-08 12:40:02,115 - mmaction - INFO - Epoch [17][50/603] lr: 1.000e-05, eta: 0:08:06, time: 0.271, data_time: 0.155, memory: 41, loss_action: 0.9763, loss_start: 0.5955, loss_end: 0.5863, loss: 2.1580 2020-08-08 12:40:11,495 - mmaction - INFO - Epoch [17][100/603] lr: 1.000e-05, eta: 0:07:55, time: 0.188, data_time: 0.080, memory: 41, loss_action: 0.9781, loss_start: 0.5928, loss_end: 0.5911, loss: 2.1620 2020-08-08 12:40:21,392 - mmaction - INFO - Epoch [17][150/603] lr: 1.000e-05, eta: 0:07:45, time: 0.198, data_time: 0.089, memory: 41, loss_action: 0.9887, loss_start: 0.5930, loss_end: 0.5928, loss: 2.1745 2020-08-08 12:40:31,334 - mmaction - INFO - Epoch [17][200/603] lr: 1.000e-05, eta: 0:07:34, time: 0.199, data_time: 0.084, memory: 41, loss_action: 0.9841, loss_start: 0.6000, loss_end: 0.5911, loss: 2.1751 2020-08-08 12:40:42,211 - mmaction - INFO - Epoch [17][250/603] lr: 1.000e-05, eta: 0:07:24, time: 0.218, data_time: 0.106, memory: 41, loss_action: 0.9803, loss_start: 0.5932, loss_end: 0.5901, loss: 2.1636 2020-08-08 12:40:51,631 - mmaction - INFO - Epoch [17][300/603] lr: 1.000e-05, eta: 0:07:14, time: 0.188, data_time: 0.094, memory: 41, loss_action: 0.9859, loss_start: 0.5931, loss_end: 0.5988, loss: 2.1779 2020-08-08 12:41:01,709 - mmaction - INFO - Epoch [17][350/603] lr: 1.000e-05, eta: 0:07:04, time: 0.202, data_time: 0.113, memory: 41, loss_action: 0.9567, loss_start: 0.5883, loss_end: 0.5892, loss: 2.1342 2020-08-08 12:41:11,257 - mmaction - INFO - Epoch [17][400/603] lr: 1.000e-05, eta: 0:06:53, time: 0.191, data_time: 0.093, memory: 41, loss_action: 0.9762, loss_start: 0.5869, loss_end: 0.5967, loss: 2.1599 2020-08-08 12:41:20,829 - mmaction - INFO - Epoch [17][450/603] lr: 1.000e-05, eta: 0:06:43, time: 0.191, data_time: 0.092, memory: 41, loss_action: 1.0145, loss_start: 0.6009, loss_end: 0.5959, loss: 2.2113 2020-08-08 12:41:30,819 - mmaction - INFO - Epoch [17][500/603] lr: 1.000e-05, eta: 0:06:32, time: 0.200, data_time: 0.107, memory: 41, loss_action: 0.9737, loss_start: 0.5951, loss_end: 0.5952, loss: 2.1640 2020-08-08 12:41:41,897 - mmaction - INFO - Epoch [17][550/603] lr: 1.000e-05, eta: 0:06:22, time: 0.222, data_time: 0.109, memory: 41, loss_action: 0.9310, loss_start: 0.5915, loss_end: 0.5865, loss: 2.1090 2020-08-08 12:41:50,850 - mmaction - INFO - Epoch [17][600/603] lr: 1.000e-05, eta: 0:06:12, time: 0.179, data_time: 0.088, memory: 41, loss_action: 0.9859, loss_start: 0.5943, loss_end: 0.5971, loss: 2.1773 2020-08-08 12:41:51,156 - mmaction - INFO - Saving checkpoint at 17 epochs 2020-08-08 12:42:54,561 - mmaction - INFO - Epoch(train) [17][295] 2020-08-08 12:43:07,791 - mmaction - INFO - Epoch [18][50/603] lr: 1.000e-05, eta: 0:06:01, time: 0.264, data_time: 0.160, memory: 41, loss_action: 0.9736, loss_start: 0.5995, loss_end: 0.5922, loss: 2.1652 2020-08-08 12:43:17,047 - mmaction - INFO - Epoch [18][100/603] lr: 1.000e-05, eta: 0:05:51, time: 0.185, data_time: 0.099, memory: 41, loss_action: 0.9273, loss_start: 0.5905, loss_end: 0.5860, loss: 2.1038 2020-08-08 12:43:26,912 - mmaction - INFO - Epoch [18][150/603] lr: 1.000e-05, eta: 0:05:40, time: 0.197, data_time: 0.096, memory: 41, loss_action: 0.9775, loss_start: 0.5936, loss_end: 0.5877, loss: 2.1588 2020-08-08 12:43:36,897 - mmaction - INFO - Epoch [18][200/603] lr: 1.000e-05, eta: 0:05:30, time: 0.200, data_time: 0.098, memory: 41, loss_action: 0.9898, loss_start: 0.5963, loss_end: 0.5964, loss: 2.1825 2020-08-08 12:43:47,206 - mmaction - INFO - Epoch [18][250/603] lr: 1.000e-05, eta: 0:05:20, time: 0.206, data_time: 0.101, memory: 41, loss_action: 1.0234, loss_start: 0.5987, loss_end: 0.5934, loss: 2.2155 2020-08-08 12:43:56,724 - mmaction - INFO - Epoch [18][300/603] lr: 1.000e-05, eta: 0:05:09, time: 0.190, data_time: 0.071, memory: 41, loss_action: 0.9949, loss_start: 0.5943, loss_end: 0.5979, loss: 2.1871 2020-08-08 12:44:07,070 - mmaction - INFO - Epoch [18][350/603] lr: 1.000e-05, eta: 0:04:59, time: 0.207, data_time: 0.089, memory: 41, loss_action: 0.9686, loss_start: 0.5925, loss_end: 0.5946, loss: 2.1557 2020-08-08 12:44:16,795 - mmaction - INFO - Epoch [18][400/603] lr: 1.000e-05, eta: 0:04:49, time: 0.194, data_time: 0.070, memory: 41, loss_action: 0.9710, loss_start: 0.5899, loss_end: 0.5935, loss: 2.1544 2020-08-08 12:44:26,715 - mmaction - INFO - Epoch [18][450/603] lr: 1.000e-05, eta: 0:04:39, time: 0.198, data_time: 0.097, memory: 41, loss_action: 0.9389, loss_start: 0.5848, loss_end: 0.5864, loss: 2.1101 2020-08-08 12:44:39,197 - mmaction - INFO - Epoch [18][500/603] lr: 1.000e-05, eta: 0:04:29, time: 0.250, data_time: 0.148, memory: 41, loss_action: 1.0053, loss_start: 0.5964, loss_end: 0.5967, loss: 2.1985 2020-08-08 12:44:49,110 - mmaction - INFO - Epoch [18][550/603] lr: 1.000e-05, eta: 0:04:18, time: 0.198, data_time: 0.092, memory: 41, loss_action: 0.9848, loss_start: 0.5926, loss_end: 0.5927, loss: 2.1701 2020-08-08 12:44:58,941 - mmaction - INFO - Epoch [18][600/603] lr: 1.000e-05, eta: 0:04:08, time: 0.197, data_time: 0.097, memory: 41, loss_action: 0.9952, loss_start: 0.5954, loss_end: 0.5915, loss: 2.1821 2020-08-08 12:44:59,556 - mmaction - INFO - Saving checkpoint at 18 epochs 2020-08-08 12:46:04,647 - mmaction - INFO - Epoch(train) [18][295] 2020-08-08 12:46:18,206 - mmaction - INFO - Epoch [19][50/603] lr: 1.000e-05, eta: 0:03:57, time: 0.270, data_time: 0.169, memory: 41, loss_action: 0.9703, loss_start: 0.5916, loss_end: 0.5937, loss: 2.1555 2020-08-08 12:46:28,136 - mmaction - INFO - Epoch [19][100/603] lr: 1.000e-05, eta: 0:03:47, time: 0.199, data_time: 0.085, memory: 41, loss_action: 0.9487, loss_start: 0.5914, loss_end: 0.5929, loss: 2.1330 2020-08-08 12:46:37,583 - mmaction - INFO - Epoch [19][150/603] lr: 1.000e-05, eta: 0:03:37, time: 0.189, data_time: 0.085, memory: 41, loss_action: 0.9950, loss_start: 0.5957, loss_end: 0.5907, loss: 2.1814 2020-08-08 12:46:48,871 - mmaction - INFO - Epoch [19][200/603] lr: 1.000e-05, eta: 0:03:26, time: 0.226, data_time: 0.122, memory: 41, loss_action: 0.9846, loss_start: 0.5944, loss_end: 0.5920, loss: 2.1710 2020-08-08 12:47:01,317 - mmaction - INFO - Epoch [19][250/603] lr: 1.000e-05, eta: 0:03:16, time: 0.249, data_time: 0.142, memory: 41, loss_action: 0.9829, loss_start: 0.5957, loss_end: 0.5992, loss: 2.1777 2020-08-08 12:47:10,724 - mmaction - INFO - Epoch [19][300/603] lr: 1.000e-05, eta: 0:03:06, time: 0.188, data_time: 0.100, memory: 41, loss_action: 0.9923, loss_start: 0.5982, loss_end: 0.5845, loss: 2.1750 2020-08-08 12:47:20,350 - mmaction - INFO - Epoch [19][350/603] lr: 1.000e-05, eta: 0:02:56, time: 0.193, data_time: 0.083, memory: 41, loss_action: 0.9736, loss_start: 0.5934, loss_end: 0.5909, loss: 2.1579 2020-08-08 12:47:29,072 - mmaction - INFO - Epoch [19][400/603] lr: 1.000e-05, eta: 0:02:45, time: 0.174, data_time: 0.062, memory: 41, loss_action: 0.9501, loss_start: 0.5889, loss_end: 0.5845, loss: 2.1235 2020-08-08 12:47:39,386 - mmaction - INFO - Epoch [19][450/603] lr: 1.000e-05, eta: 0:02:35, time: 0.206, data_time: 0.092, memory: 41, loss_action: 1.0116, loss_start: 0.5950, loss_end: 0.5985, loss: 2.2051 2020-08-08 12:47:49,903 - mmaction - INFO - Epoch [19][500/603] lr: 1.000e-05, eta: 0:02:25, time: 0.210, data_time: 0.105, memory: 41, loss_action: 0.9726, loss_start: 0.5919, loss_end: 0.5933, loss: 2.1577 2020-08-08 12:48:00,077 - mmaction - INFO - Epoch [19][550/603] lr: 1.000e-05, eta: 0:02:14, time: 0.203, data_time: 0.103, memory: 41, loss_action: 0.9793, loss_start: 0.5922, loss_end: 0.6002, loss: 2.1717 2020-08-08 12:48:09,223 - mmaction - INFO - Epoch [19][600/603] lr: 1.000e-05, eta: 0:02:04, time: 0.183, data_time: 0.079, memory: 41, loss_action: 0.9783, loss_start: 0.5935, loss_end: 0.5857, loss: 2.1575 2020-08-08 12:48:10,733 - mmaction - INFO - Saving checkpoint at 19 epochs 2020-08-08 12:49:14,660 - mmaction - INFO - Epoch(train) [19][295] 2020-08-08 12:49:29,571 - mmaction - INFO - Epoch [20][50/603] lr: 1.000e-05, eta: 0:01:53, time: 0.297, data_time: 0.186, memory: 41, loss_action: 0.9672, loss_start: 0.5964, loss_end: 0.5881, loss: 2.1517 2020-08-08 12:49:40,467 - mmaction - INFO - Epoch [20][100/603] lr: 1.000e-05, eta: 0:01:43, time: 0.218, data_time: 0.116, memory: 41, loss_action: 0.9592, loss_start: 0.5889, loss_end: 0.5950, loss: 2.1430 2020-08-08 12:49:51,156 - mmaction - INFO - Epoch [20][150/603] lr: 1.000e-05, eta: 0:01:33, time: 0.214, data_time: 0.101, memory: 41, loss_action: 0.9670, loss_start: 0.5896, loss_end: 0.5943, loss: 2.1508 2020-08-08 12:50:00,808 - mmaction - INFO - Epoch [20][200/603] lr: 1.000e-05, eta: 0:01:22, time: 0.193, data_time: 0.087, memory: 41, loss_action: 1.0119, loss_start: 0.5921, loss_end: 0.5912, loss: 2.1952 2020-08-08 12:50:11,612 - mmaction - INFO - Epoch [20][250/603] lr: 1.000e-05, eta: 0:01:12, time: 0.216, data_time: 0.097, memory: 41, loss_action: 0.9621, loss_start: 0.5950, loss_end: 0.5941, loss: 2.1513 2020-08-08 12:50:23,607 - mmaction - INFO - Epoch [20][300/603] lr: 1.000e-05, eta: 0:01:02, time: 0.240, data_time: 0.133, memory: 41, loss_action: 0.9969, loss_start: 0.5945, loss_end: 0.5946, loss: 2.1860 2020-08-08 12:50:33,563 - mmaction - INFO - Epoch [20][350/603] lr: 1.000e-05, eta: 0:00:52, time: 0.199, data_time: 0.093, memory: 41, loss_action: 0.9771, loss_start: 0.5951, loss_end: 0.5968, loss: 2.1691 2020-08-08 12:50:44,091 - mmaction - INFO - Epoch [20][400/603] lr: 1.000e-05, eta: 0:00:41, time: 0.211, data_time: 0.107, memory: 41, loss_action: 0.9621, loss_start: 0.5901, loss_end: 0.5876, loss: 2.1398 2020-08-08 12:50:54,704 - mmaction - INFO - Epoch [20][450/603] lr: 1.000e-05, eta: 0:00:31, time: 0.212, data_time: 0.107, memory: 41, loss_action: 0.9747, loss_start: 0.5917, loss_end: 0.5854, loss: 2.1518 2020-08-08 12:51:06,462 - mmaction - INFO - Epoch [20][500/603] lr: 1.000e-05, eta: 0:00:21, time: 0.235, data_time: 0.127, memory: 41, loss_action: 0.9793, loss_start: 0.5930, loss_end: 0.5956, loss: 2.1679 2020-08-08 12:51:19,045 - mmaction - INFO - Epoch [20][550/603] lr: 1.000e-05, eta: 0:00:10, time: 0.252, data_time: 0.152, memory: 41, loss_action: 1.0119, loss_start: 0.5960, loss_end: 0.5902, loss: 2.1981 2020-08-08 12:51:30,560 - mmaction - INFO - Epoch [20][600/603] lr: 1.000e-05, eta: 0:00:00, time: 0.230, data_time: 0.120, memory: 41, loss_action: 0.9695, loss_start: 0.5970, loss_end: 0.5885, loss: 2.1549 2020-08-08 12:51:30,849 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-08-08 12:52:35,322 - mmaction - INFO - Epoch(train) [20][295]