2020-07-24 11:41:43,099 - 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 0,1,2,3,4,5,6,7: 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 ------------------------------------------------------------ 2020-07-24 11:41:43,100 - mmaction - INFO - Distributed training: True 2020-07-24 11:41:43,101 - mmaction - INFO - Config: /mnt/lustre/duanhaodong/mmaction2/configs/anet/tsn_r50_320p_1x1x8_150e_anet_fine_flow.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNet', pretrained='modelzoo/tsn_r50_320p_1x1x8_110e_kinetics400_flow.pth', depth=50, in_channels=10, norm_eval=False), cls_head=dict( type='TSNHead', num_classes=200, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.8, init_std=0.01)) # model training and testing settings train_cfg = None test_cfg = dict(average_clips=None) # dataset settings dataset_type = 'RawframeDataset' data_root = 'data/anet/flow' data_root_val = 'data/anet/flow' ann_file_train = 'data/anet/anet_train_fine.txt' ann_file_val = 'data/anet/anet_val_fine.txt' ann_file_test = 'data/anet/anet_val_fine.txt' img_norm_cfg = dict(mean=[128, 128], std=[128, 128], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_pipeline = [ dict(type='SampleFrames', clip_len=5, frame_interval=1, num_clips=8), dict(type='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW_Flow'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=5, frame_interval=1, num_clips=8, test_mode=True), dict(type='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW_Flow'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=5, frame_interval=1, num_clips=25, test_mode=True), dict(type='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='TenCrop', crop_size=224), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW_Flow'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=8, workers_per_gpu=4, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, filename_tmpl='flow_{}_{:05d}.jpg', with_offset=True, modality='Flow', pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, filename_tmpl='flow_{}_{:05d}.jpg', with_offset=True, modality='Flow', pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, filename_tmpl='flow_{}_{:05d}.jpg', with_offset=True, modality='Flow', pipeline=test_pipeline)) # optimizer optimizer = dict(type='SGD', lr=0.001, momentum=0.9, weight_decay=0.0001) # this lr is used for 8 gpus optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict(policy='step', step=[60, 120]) total_epochs = 150 checkpoint_config = dict(interval=5) evaluation = dict( interval=5, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), # dict(type='TensorboardLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/tsn_r50_320p_1x1x8_150e_anet_fine_flow/' load_from = None resume_from = None workflow = [('train', 5)] 2020-07-24 11:41:53,542 - mmaction - INFO - Start running, host: duanhaodong@SH-IDC1-10-5-30-155, work_dir: /mnt/lustre/duanhaodong/mmaction2/work_dirs/tsn_r50_320p_1x1x8_150e_anet_fine_flow 2020-07-24 11:41:53,543 - mmaction - INFO - workflow: [('train', 5)], max: 150 epochs 2020-07-24 11:45:37,232 - mmaction - INFO - Epoch [1][20/117] lr: 1.000e-03, eta: 2 days, 6:27:19, time: 11.183, data_time: 4.152, memory: 5780, top1_acc: 0.0055, top5_acc: 0.0293, loss_cls: 5.3607, loss: 5.3607, grad_norm: 4.1039 2020-07-24 11:47:43,404 - mmaction - INFO - Epoch [1][40/117] lr: 1.000e-03, eta: 1 day, 18:32:21, time: 6.309, data_time: 0.004, memory: 5780, top1_acc: 0.0074, top5_acc: 0.0391, loss_cls: 5.3178, loss: 5.3178, grad_norm: 4.0977 2020-07-24 11:49:49,504 - mmaction - INFO - Epoch [1][60/117] lr: 1.000e-03, eta: 1 day, 14:32:02, time: 6.303, data_time: 0.001, memory: 5780, top1_acc: 0.0137, top5_acc: 0.0570, loss_cls: 5.2513, loss: 5.2513, grad_norm: 4.0570 2020-07-24 11:51:52,601 - mmaction - INFO - Epoch [1][80/117] lr: 1.000e-03, eta: 1 day, 12:20:14, time: 6.157, data_time: 0.005, memory: 5780, top1_acc: 0.0238, top5_acc: 0.0781, loss_cls: 5.2013, loss: 5.2013, grad_norm: 4.0501 2020-07-24 11:53:57,839 - mmaction - INFO - Epoch [1][100/117] lr: 1.000e-03, eta: 1 day, 11:06:25, time: 6.262, data_time: 0.002, memory: 5780, top1_acc: 0.0320, top5_acc: 0.0945, loss_cls: 5.1552, loss: 5.1552, grad_norm: 4.0560 2020-07-24 11:58:59,714 - mmaction - INFO - Epoch [2][20/117] lr: 1.000e-03, eta: 1 day, 8:33:27, time: 9.894, data_time: 7.754, memory: 5780, top1_acc: 0.0391, top5_acc: 0.1266, loss_cls: 5.0193, loss: 5.0193, grad_norm: 4.0798 2020-07-24 12:00:51,972 - mmaction - INFO - Epoch [2][40/117] lr: 1.000e-03, eta: 1 day, 7:49:52, time: 5.612, data_time: 0.608, memory: 5780, top1_acc: 0.0418, top5_acc: 0.1363, loss_cls: 4.9824, loss: 4.9824, grad_norm: 4.0889 2020-07-24 12:02:46,930 - mmaction - INFO - Epoch [2][60/117] lr: 1.000e-03, eta: 1 day, 7:20:11, time: 5.748, data_time: 1.252, memory: 5780, top1_acc: 0.0398, top5_acc: 0.1422, loss_cls: 4.9622, loss: 4.9622, grad_norm: 4.1060 2020-07-24 12:04:53,015 - mmaction - INFO - Epoch [2][80/117] lr: 1.000e-03, eta: 1 day, 7:12:28, time: 6.304, data_time: 0.213, memory: 5780, top1_acc: 0.0520, top5_acc: 0.1656, loss_cls: 4.9022, loss: 4.9022, grad_norm: 4.1333 2020-07-24 12:06:54,693 - mmaction - INFO - Epoch [2][100/117] lr: 1.000e-03, eta: 1 day, 6:59:54, time: 6.083, data_time: 0.004, memory: 5780, top1_acc: 0.0641, top5_acc: 0.1738, loss_cls: 4.8589, loss: 4.8589, grad_norm: 4.1199 2020-07-24 12:11:35,926 - mmaction - INFO - Epoch [3][20/117] lr: 1.000e-03, eta: 1 day, 6:00:23, time: 9.464, data_time: 7.717, memory: 5780, top1_acc: 0.0773, top5_acc: 0.2277, loss_cls: 4.7317, loss: 4.7317, grad_norm: 4.2130 2020-07-24 12:13:25,355 - mmaction - INFO - Epoch [3][40/117] lr: 1.000e-03, eta: 1 day, 5:42:02, time: 5.471, data_time: 2.145, memory: 5780, top1_acc: 0.0863, top5_acc: 0.2297, loss_cls: 4.7092, loss: 4.7092, grad_norm: 4.2181 2020-07-24 12:15:14,993 - mmaction - INFO - Epoch [3][60/117] lr: 1.000e-03, eta: 1 day, 5:26:07, time: 5.481, data_time: 3.639, memory: 5780, top1_acc: 0.0879, top5_acc: 0.2406, loss_cls: 4.6643, loss: 4.6643, grad_norm: 4.2737 2020-07-24 12:16:50,175 - mmaction - INFO - Epoch [3][80/117] lr: 1.000e-03, eta: 1 day, 4:58:47, time: 4.759, data_time: 0.788, memory: 5780, top1_acc: 0.0902, top5_acc: 0.2531, loss_cls: 4.5995, loss: 4.5995, grad_norm: 4.2780 2020-07-24 12:18:41,765 - mmaction - INFO - Epoch [3][100/117] lr: 1.000e-03, eta: 1 day, 4:48:38, time: 5.579, data_time: 0.003, memory: 5780, top1_acc: 0.1039, top5_acc: 0.2551, loss_cls: 4.5884, loss: 4.5884, grad_norm: 4.3097 2020-07-24 12:22:55,079 - mmaction - INFO - Epoch [4][20/117] lr: 1.000e-03, eta: 1 day, 4:11:00, time: 8.949, data_time: 8.075, memory: 5780, top1_acc: 0.1098, top5_acc: 0.2926, loss_cls: 4.4761, loss: 4.4761, grad_norm: 4.3507 2020-07-24 12:24:35,013 - mmaction - INFO - Epoch [4][40/117] lr: 1.000e-03, eta: 1 day, 3:55:43, time: 4.995, data_time: 2.647, memory: 5780, top1_acc: 0.1344, top5_acc: 0.2945, loss_cls: 4.4298, loss: 4.4298, grad_norm: 4.3900 2020-07-24 12:26:05,857 - mmaction - INFO - Epoch [4][60/117] lr: 1.000e-03, eta: 1 day, 3:35:26, time: 4.542, data_time: 0.643, memory: 5780, top1_acc: 0.1246, top5_acc: 0.3074, loss_cls: 4.4068, loss: 4.4068, grad_norm: 4.3952 2020-07-24 12:27:44,196 - mmaction - INFO - Epoch [4][80/117] lr: 1.000e-03, eta: 1 day, 3:21:54, time: 4.919, data_time: 0.256, memory: 5780, top1_acc: 0.1258, top5_acc: 0.3293, loss_cls: 4.3354, loss: 4.3354, grad_norm: 4.4439 2020-07-24 12:29:10,495 - mmaction - INFO - Epoch [4][100/117] lr: 1.000e-03, eta: 1 day, 3:01:48, time: 4.315, data_time: 0.002, memory: 5780, top1_acc: 0.1316, top5_acc: 0.3297, loss_cls: 4.3210, loss: 4.3210, grad_norm: 4.4570 2020-07-24 12:33:05,415 - mmaction - INFO - Epoch [5][20/117] lr: 1.000e-03, eta: 1 day, 2:32:56, time: 8.353, data_time: 4.526, memory: 5780, top1_acc: 0.1520, top5_acc: 0.3473, loss_cls: 4.2235, loss: 4.2235, grad_norm: 4.5002 2020-07-24 12:34:36,212 - mmaction - INFO - Epoch [5][40/117] lr: 1.000e-03, eta: 1 day, 2:19:13, time: 4.542, data_time: 0.007, memory: 5780, top1_acc: 0.1461, top5_acc: 0.3367, loss_cls: 4.2286, loss: 4.2286, grad_norm: 4.5285 2020-07-24 12:35:57,377 - mmaction - INFO - Epoch [5][60/117] lr: 1.000e-03, eta: 1 day, 2:01:11, time: 4.054, data_time: 0.002, memory: 5780, top1_acc: 0.1555, top5_acc: 0.3672, loss_cls: 4.1717, loss: 4.1717, grad_norm: 4.5365 2020-07-24 12:37:25,505 - mmaction - INFO - Epoch [5][80/117] lr: 1.000e-03, eta: 1 day, 1:48:01, time: 4.406, data_time: 0.007, memory: 5780, top1_acc: 0.1387, top5_acc: 0.3707, loss_cls: 4.1454, loss: 4.1454, grad_norm: 4.5785 2020-07-24 12:38:33,425 - mmaction - INFO - Epoch [5][100/117] lr: 1.000e-03, eta: 1 day, 1:25:38, time: 3.400, data_time: 0.006, memory: 5780, top1_acc: 0.1543, top5_acc: 0.3789, loss_cls: 4.1096, loss: 4.1096, grad_norm: 4.5819 2020-07-24 12:39:40,693 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-07-24 12:42:23,136 - mmaction - INFO - Epoch [6][20/117] lr: 1.000e-03, eta: 1 day, 1:04:24, time: 8.055, data_time: 5.183, memory: 5780, top1_acc: 0.1691, top5_acc: 0.3840, loss_cls: 4.0233, loss: 4.0233, grad_norm: 4.6309 2020-07-24 12:43:45,057 - mmaction - INFO - Epoch [6][40/117] lr: 1.000e-03, eta: 1 day, 0:51:29, time: 4.092, data_time: 1.325, memory: 5780, top1_acc: 0.1742, top5_acc: 0.4062, loss_cls: 4.0191, loss: 4.0191, grad_norm: 4.6096 2020-07-24 12:44:57,862 - mmaction - INFO - Epoch [6][60/117] lr: 1.000e-03, eta: 1 day, 0:35:22, time: 3.645, data_time: 2.009, memory: 5780, top1_acc: 0.1867, top5_acc: 0.4223, loss_cls: 3.9625, loss: 3.9625, grad_norm: 4.6543 2020-07-24 12:46:13,835 - mmaction - INFO - Epoch [6][80/117] lr: 1.000e-03, eta: 1 day, 0:21:28, time: 3.800, data_time: 0.787, memory: 5780, top1_acc: 0.1918, top5_acc: 0.4012, loss_cls: 3.9506, loss: 3.9506, grad_norm: 4.6410 2020-07-24 12:47:22,705 - mmaction - INFO - Epoch [6][100/117] lr: 1.000e-03, eta: 1 day, 0:05:21, time: 3.440, data_time: 0.734, memory: 5780, top1_acc: 0.1902, top5_acc: 0.4211, loss_cls: 3.9219, loss: 3.9219, grad_norm: 4.6632 2020-07-24 12:50:57,494 - mmaction - INFO - Epoch [7][20/117] lr: 1.000e-03, eta: 23:46:35, time: 7.506, data_time: 4.281, memory: 5780, top1_acc: 0.1941, top5_acc: 0.4250, loss_cls: 3.8422, loss: 3.8422, grad_norm: 4.6667 2020-07-24 12:52:12,716 - mmaction - INFO - Epoch [7][40/117] lr: 1.000e-03, eta: 23:34:52, time: 3.760, data_time: 0.467, memory: 5780, top1_acc: 0.2160, top5_acc: 0.4500, loss_cls: 3.7937, loss: 3.7937, grad_norm: 4.6597 2020-07-24 12:53:24,606 - mmaction - INFO - Epoch [7][60/117] lr: 1.000e-03, eta: 23:22:30, time: 3.596, data_time: 0.003, memory: 5780, top1_acc: 0.1965, top5_acc: 0.4363, loss_cls: 3.8338, loss: 3.8338, grad_norm: 4.6891 2020-07-24 12:54:30,107 - mmaction - INFO - Epoch [7][80/117] lr: 1.000e-03, eta: 23:08:24, time: 3.274, data_time: 0.002, memory: 5780, top1_acc: 0.2117, top5_acc: 0.4504, loss_cls: 3.7950, loss: 3.7950, grad_norm: 4.7365 2020-07-24 12:55:41,730 - mmaction - INFO - Epoch [7][100/117] lr: 1.000e-03, eta: 22:57:06, time: 3.582, data_time: 0.003, memory: 5780, top1_acc: 0.1965, top5_acc: 0.4430, loss_cls: 3.7997, loss: 3.7997, grad_norm: 4.7297 2020-07-24 12:59:13,783 - mmaction - INFO - Epoch [8][20/117] lr: 1.000e-03, eta: 22:44:53, time: 7.744, data_time: 5.225, memory: 5780, top1_acc: 0.2363, top5_acc: 0.4797, loss_cls: 3.6769, loss: 3.6769, grad_norm: 4.7310 2020-07-24 13:00:19,386 - mmaction - INFO - Epoch [8][40/117] lr: 1.000e-03, eta: 22:32:45, time: 3.281, data_time: 0.007, memory: 5780, top1_acc: 0.2172, top5_acc: 0.4699, loss_cls: 3.6934, loss: 3.6934, grad_norm: 4.7405 2020-07-24 13:01:26,262 - mmaction - INFO - Epoch [8][60/117] lr: 1.000e-03, eta: 22:21:33, time: 3.345, data_time: 0.005, memory: 5780, top1_acc: 0.2125, top5_acc: 0.4586, loss_cls: 3.7230, loss: 3.7230, grad_norm: 4.7606 2020-07-24 13:02:36,413 - mmaction - INFO - Epoch [8][80/117] lr: 1.000e-03, eta: 22:11:45, time: 3.503, data_time: 0.003, memory: 5780, top1_acc: 0.2285, top5_acc: 0.4844, loss_cls: 3.6595, loss: 3.6595, grad_norm: 4.7843 2020-07-24 13:03:48,371 - mmaction - INFO - Epoch [8][100/117] lr: 1.000e-03, eta: 22:02:54, time: 3.596, data_time: 0.007, memory: 5780, top1_acc: 0.2098, top5_acc: 0.4738, loss_cls: 3.6581, loss: 3.6581, grad_norm: 4.7686 2020-07-24 13:07:06,330 - mmaction - INFO - Epoch [9][20/117] lr: 1.000e-03, eta: 21:52:12, time: 7.489, data_time: 5.152, memory: 5780, top1_acc: 0.2445, top5_acc: 0.5004, loss_cls: 3.5889, loss: 3.5889, grad_norm: 4.7763 2020-07-24 13:08:09,173 - mmaction - INFO - Epoch [9][40/117] lr: 1.000e-03, eta: 21:41:33, time: 3.141, data_time: 0.007, memory: 5780, top1_acc: 0.2305, top5_acc: 0.4875, loss_cls: 3.5846, loss: 3.5846, grad_norm: 4.8129 2020-07-24 13:09:18,570 - mmaction - INFO - Epoch [9][60/117] lr: 1.000e-03, eta: 21:33:06, time: 3.471, data_time: 0.005, memory: 5780, top1_acc: 0.2363, top5_acc: 0.4938, loss_cls: 3.5494, loss: 3.5494, grad_norm: 4.7788 2020-07-24 13:10:20,284 - mmaction - INFO - Epoch [9][80/117] lr: 1.000e-03, eta: 21:22:51, time: 3.087, data_time: 0.105, memory: 5780, top1_acc: 0.2316, top5_acc: 0.5008, loss_cls: 3.5519, loss: 3.5519, grad_norm: 4.8184 2020-07-24 13:11:24,332 - mmaction - INFO - Epoch [9][100/117] lr: 1.000e-03, eta: 21:13:34, time: 3.200, data_time: 0.801, memory: 5780, top1_acc: 0.2461, top5_acc: 0.5062, loss_cls: 3.5410, loss: 3.5410, grad_norm: 4.8528 2020-07-24 13:14:31,159 - mmaction - INFO - Epoch [10][20/117] lr: 1.000e-03, eta: 21:02:55, time: 7.036, data_time: 4.427, memory: 5780, top1_acc: 0.2699, top5_acc: 0.5332, loss_cls: 3.4278, loss: 3.4278, grad_norm: 4.8078 2020-07-24 13:15:26,252 - mmaction - INFO - Epoch [10][40/117] lr: 1.000e-03, eta: 20:52:08, time: 2.755, data_time: 0.763, memory: 5780, top1_acc: 0.2617, top5_acc: 0.5164, loss_cls: 3.4557, loss: 3.4557, grad_norm: 4.8330 2020-07-24 13:16:23,803 - mmaction - INFO - Epoch [10][60/117] lr: 1.000e-03, eta: 20:42:18, time: 2.877, data_time: 0.478, memory: 5780, top1_acc: 0.2477, top5_acc: 0.5215, loss_cls: 3.4488, loss: 3.4488, grad_norm: 4.8838 2020-07-24 13:17:16,986 - mmaction - INFO - Epoch [10][80/117] lr: 1.000e-03, eta: 20:31:44, time: 2.659, data_time: 0.002, memory: 5780, top1_acc: 0.2531, top5_acc: 0.5047, loss_cls: 3.4931, loss: 3.4931, grad_norm: 4.8587 2020-07-24 13:18:05,413 - mmaction - INFO - Epoch [10][100/117] lr: 1.000e-03, eta: 20:20:21, time: 2.419, data_time: 0.018, memory: 5780, top1_acc: 0.2695, top5_acc: 0.5281, loss_cls: 3.3972, loss: 3.3972, grad_norm: 4.8212 2020-07-24 13:18:49,184 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-07-24 13:21:02,069 - mmaction - INFO - Epoch [11][20/117] lr: 1.000e-03, eta: 20:09:43, time: 6.541, data_time: 4.861, memory: 5780, top1_acc: 0.2637, top5_acc: 0.5289, loss_cls: 3.4044, loss: 3.4044, grad_norm: 4.8923 2020-07-24 13:21:56,382 - mmaction - INFO - Epoch [11][40/117] lr: 1.000e-03, eta: 20:00:28, time: 2.711, data_time: 0.005, memory: 5780, top1_acc: 0.2629, top5_acc: 0.5434, loss_cls: 3.3540, loss: 3.3540, grad_norm: 4.9367 2020-07-24 13:22:43,613 - mmaction - INFO - Epoch [11][60/117] lr: 1.000e-03, eta: 19:49:58, time: 2.365, data_time: 0.007, memory: 5780, top1_acc: 0.2531, top5_acc: 0.5301, loss_cls: 3.4024, loss: 3.4024, grad_norm: 4.9455 2020-07-24 13:23:42,907 - mmaction - INFO - Epoch [11][80/117] lr: 1.000e-03, eta: 19:42:23, time: 2.964, data_time: 0.091, memory: 5780, top1_acc: 0.2828, top5_acc: 0.5496, loss_cls: 3.3220, loss: 3.3220, grad_norm: 4.9361 2020-07-24 13:24:37,399 - mmaction - INFO - Epoch [11][100/117] lr: 1.000e-03, eta: 19:33:58, time: 2.724, data_time: 0.003, memory: 5780, top1_acc: 0.2844, top5_acc: 0.5410, loss_cls: 3.3386, loss: 3.3386, grad_norm: 4.8821 2020-07-24 13:27:38,990 - mmaction - INFO - Epoch [12][20/117] lr: 1.000e-03, eta: 19:27:01, time: 6.971, data_time: 3.763, memory: 5780, top1_acc: 0.2758, top5_acc: 0.5695, loss_cls: 3.2648, loss: 3.2648, grad_norm: 4.9289 2020-07-24 13:28:33,606 - mmaction - INFO - Epoch [12][40/117] lr: 1.000e-03, eta: 19:19:09, time: 2.730, data_time: 0.004, memory: 5780, top1_acc: 0.2801, top5_acc: 0.5563, loss_cls: 3.2901, loss: 3.2901, grad_norm: 4.9464 2020-07-24 13:29:29,703 - mmaction - INFO - Epoch [12][60/117] lr: 1.000e-03, eta: 19:11:45, time: 2.801, data_time: 0.004, memory: 5780, top1_acc: 0.2691, top5_acc: 0.5477, loss_cls: 3.3054, loss: 3.3054, grad_norm: 4.9667 2020-07-24 13:30:23,212 - mmaction - INFO - Epoch [12][80/117] lr: 1.000e-03, eta: 19:04:04, time: 2.677, data_time: 0.356, memory: 5780, top1_acc: 0.2789, top5_acc: 0.5547, loss_cls: 3.2905, loss: 3.2905, grad_norm: 4.9646 2020-07-24 13:31:23,832 - mmaction - INFO - Epoch [12][100/117] lr: 1.000e-03, eta: 18:57:57, time: 3.030, data_time: 1.218, memory: 5780, top1_acc: 0.2914, top5_acc: 0.5816, loss_cls: 3.2214, loss: 3.2214, grad_norm: 4.9709 2020-07-24 13:34:23,396 - mmaction - INFO - Epoch [13][20/117] lr: 1.000e-03, eta: 18:52:19, time: 7.016, data_time: 3.718, memory: 5780, top1_acc: 0.2996, top5_acc: 0.5730, loss_cls: 3.2103, loss: 3.2103, grad_norm: 4.9634 2020-07-24 13:35:15,303 - mmaction - INFO - Epoch [13][40/117] lr: 1.000e-03, eta: 18:44:53, time: 2.588, data_time: 0.004, memory: 5780, top1_acc: 0.2918, top5_acc: 0.5715, loss_cls: 3.2068, loss: 3.2068, grad_norm: 5.0026 2020-07-24 13:39:20,182 - mmaction - INFO - Epoch [13][60/117] lr: 1.000e-03, eta: 19:13:00, time: 12.250, data_time: 0.057, memory: 5780, top1_acc: 0.2934, top5_acc: 0.5727, loss_cls: 3.2201, loss: 3.2201, grad_norm: 4.9865 2020-07-24 13:40:11,955 - mmaction - INFO - Epoch [13][80/117] lr: 1.000e-03, eta: 19:05:24, time: 2.590, data_time: 0.166, memory: 5780, top1_acc: 0.2883, top5_acc: 0.5719, loss_cls: 3.2233, loss: 3.2233, grad_norm: 5.0602 2020-07-24 13:41:03,868 - mmaction - INFO - Epoch [13][100/117] lr: 1.000e-03, eta: 18:57:59, time: 2.595, data_time: 0.003, memory: 5780, top1_acc: 0.3008, top5_acc: 0.5742, loss_cls: 3.1585, loss: 3.1585, grad_norm: 5.0106 2020-07-24 13:43:56,324 - mmaction - INFO - Epoch [14][20/117] lr: 1.000e-03, eta: 18:50:14, time: 6.392, data_time: 5.548, memory: 5780, top1_acc: 0.3156, top5_acc: 0.5957, loss_cls: 3.1195, loss: 3.1195, grad_norm: 5.0025 2020-07-24 13:44:49,405 - mmaction - INFO - Epoch [14][40/117] lr: 1.000e-03, eta: 18:43:26, time: 2.657, data_time: 0.374, memory: 5780, top1_acc: 0.3055, top5_acc: 0.5750, loss_cls: 3.1650, loss: 3.1650, grad_norm: 5.0717 2020-07-24 13:45:39,264 - mmaction - INFO - Epoch [14][60/117] lr: 1.000e-03, eta: 18:36:13, time: 2.490, data_time: 0.097, memory: 5780, top1_acc: 0.3137, top5_acc: 0.5742, loss_cls: 3.1347, loss: 3.1347, grad_norm: 5.0479 2020-07-24 13:46:30,906 - mmaction - INFO - Epoch [14][80/117] lr: 1.000e-03, eta: 18:29:28, time: 2.585, data_time: 0.441, memory: 5780, top1_acc: 0.3031, top5_acc: 0.5719, loss_cls: 3.1700, loss: 3.1700, grad_norm: 5.0265 2020-07-24 13:47:23,212 - mmaction - INFO - Epoch [14][100/117] lr: 1.000e-03, eta: 18:22:59, time: 2.615, data_time: 1.028, memory: 5780, top1_acc: 0.3219, top5_acc: 0.6082, loss_cls: 3.0560, loss: 3.0560, grad_norm: 5.0109 2020-07-24 13:50:04,156 - mmaction - INFO - Epoch [15][20/117] lr: 1.000e-03, eta: 18:16:01, time: 6.310, data_time: 3.528, memory: 5780, top1_acc: 0.3355, top5_acc: 0.6051, loss_cls: 3.0632, loss: 3.0632, grad_norm: 4.9934 2020-07-24 13:50:48,316 - mmaction - INFO - Epoch [15][40/117] lr: 1.000e-03, eta: 18:08:33, time: 2.206, data_time: 0.060, memory: 5780, top1_acc: 0.3102, top5_acc: 0.5953, loss_cls: 3.0960, loss: 3.0960, grad_norm: 5.0840 2020-07-24 13:51:47,150 - mmaction - INFO - Epoch [15][60/117] lr: 1.000e-03, eta: 18:03:32, time: 2.943, data_time: 0.173, memory: 5780, top1_acc: 0.3195, top5_acc: 0.5965, loss_cls: 3.0653, loss: 3.0653, grad_norm: 5.1106 2020-07-24 13:52:25,318 - mmaction - INFO - Epoch [15][80/117] lr: 1.000e-03, eta: 17:55:25, time: 1.905, data_time: 0.006, memory: 5780, top1_acc: 0.3148, top5_acc: 0.6031, loss_cls: 3.0894, loss: 3.0894, grad_norm: 5.1230 2020-07-24 13:53:17,685 - mmaction - INFO - Epoch [15][100/117] lr: 1.000e-03, eta: 17:49:39, time: 2.624, data_time: 0.008, memory: 5780, top1_acc: 0.3156, top5_acc: 0.6180, loss_cls: 3.0334, loss: 3.0334, grad_norm: 5.1464 2020-07-24 13:53:52,563 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-07-24 13:55:57,082 - mmaction - INFO - Epoch [16][20/117] lr: 1.000e-03, eta: 17:43:12, time: 6.178, data_time: 3.959, memory: 5780, top1_acc: 0.3371, top5_acc: 0.6121, loss_cls: 2.9676, loss: 2.9676, grad_norm: 5.0836 2020-07-24 13:56:41,550 - mmaction - INFO - Epoch [16][40/117] lr: 1.000e-03, eta: 17:36:32, time: 2.224, data_time: 0.349, memory: 5780, top1_acc: 0.3344, top5_acc: 0.6207, loss_cls: 2.9697, loss: 2.9697, grad_norm: 5.1357 2020-07-24 13:57:31,694 - mmaction - INFO - Epoch [16][60/117] lr: 1.000e-03, eta: 17:30:48, time: 2.505, data_time: 0.318, memory: 5780, top1_acc: 0.3316, top5_acc: 0.6059, loss_cls: 3.0150, loss: 3.0150, grad_norm: 5.1630 2020-07-24 13:58:14,616 - mmaction - INFO - Epoch [16][80/117] lr: 1.000e-03, eta: 17:24:09, time: 2.144, data_time: 0.024, memory: 5780, top1_acc: 0.3262, top5_acc: 0.5930, loss_cls: 3.0472, loss: 3.0472, grad_norm: 5.0905 2020-07-24 13:59:06,466 - mmaction - INFO - Epoch [16][100/117] lr: 1.000e-03, eta: 17:18:54, time: 2.596, data_time: 0.012, memory: 5780, top1_acc: 0.3336, top5_acc: 0.6145, loss_cls: 3.0134, loss: 3.0134, grad_norm: 5.1621 2020-07-24 14:01:47,469 - mmaction - INFO - Epoch [17][20/117] lr: 1.000e-03, eta: 17:14:07, time: 6.502, data_time: 4.330, memory: 5780, top1_acc: 0.3348, top5_acc: 0.6184, loss_cls: 2.9820, loss: 2.9820, grad_norm: 5.1591 2020-07-24 14:02:26,126 - mmaction - INFO - Epoch [17][40/117] lr: 1.000e-03, eta: 17:07:16, time: 1.935, data_time: 0.380, memory: 5780, top1_acc: 0.3414, top5_acc: 0.6277, loss_cls: 2.9693, loss: 2.9693, grad_norm: 5.1821 2020-07-24 14:03:09,846 - mmaction - INFO - Epoch [17][60/117] lr: 1.000e-03, eta: 17:01:12, time: 2.177, data_time: 0.143, memory: 5780, top1_acc: 0.3414, top5_acc: 0.6094, loss_cls: 2.9671, loss: 2.9671, grad_norm: 5.1423 2020-07-24 14:03:55,421 - mmaction - INFO - Epoch [17][80/117] lr: 1.000e-03, eta: 16:55:32, time: 2.287, data_time: 0.702, memory: 5780, top1_acc: 0.3484, top5_acc: 0.6297, loss_cls: 2.9080, loss: 2.9080, grad_norm: 5.1550 2020-07-24 14:04:43,064 - mmaction - INFO - Epoch [17][100/117] lr: 1.000e-03, eta: 16:50:13, time: 2.381, data_time: 0.621, memory: 5780, top1_acc: 0.3398, top5_acc: 0.6316, loss_cls: 2.9366, loss: 2.9366, grad_norm: 5.1527 2020-07-24 14:07:25,646 - mmaction - INFO - Epoch [18][20/117] lr: 1.000e-03, eta: 16:45:33, time: 6.321, data_time: 4.111, memory: 5780, top1_acc: 0.3434, top5_acc: 0.6355, loss_cls: 2.9001, loss: 2.9001, grad_norm: 5.1863 2020-07-24 14:08:07,211 - mmaction - INFO - Epoch [18][40/117] lr: 1.000e-03, eta: 16:39:41, time: 2.083, data_time: 0.075, memory: 5780, top1_acc: 0.3473, top5_acc: 0.6266, loss_cls: 2.9022, loss: 2.9022, grad_norm: 5.1551 2020-07-24 14:08:49,851 - mmaction - INFO - Epoch [18][60/117] lr: 1.000e-03, eta: 16:34:01, time: 2.129, data_time: 0.132, memory: 5780, top1_acc: 0.3500, top5_acc: 0.6355, loss_cls: 2.9063, loss: 2.9063, grad_norm: 5.2255 2020-07-24 14:09:35,064 - mmaction - INFO - Epoch [18][80/117] lr: 1.000e-03, eta: 16:28:46, time: 2.260, data_time: 0.007, memory: 5780, top1_acc: 0.3430, top5_acc: 0.6254, loss_cls: 2.8906, loss: 2.8906, grad_norm: 5.2432 2020-07-24 14:10:23,485 - mmaction - INFO - Epoch [18][100/117] lr: 1.000e-03, eta: 16:24:01, time: 2.425, data_time: 0.006, memory: 5780, top1_acc: 0.3410, top5_acc: 0.6246, loss_cls: 2.9424, loss: 2.9424, grad_norm: 5.2709 2020-07-24 14:13:00,719 - mmaction - INFO - Epoch [19][20/117] lr: 1.000e-03, eta: 16:19:40, time: 6.239, data_time: 3.150, memory: 5780, top1_acc: 0.3375, top5_acc: 0.6348, loss_cls: 2.9182, loss: 2.9182, grad_norm: 5.3404 2020-07-24 14:13:44,471 - mmaction - INFO - Epoch [19][40/117] lr: 1.000e-03, eta: 16:14:31, time: 2.190, data_time: 0.006, memory: 5780, top1_acc: 0.3445, top5_acc: 0.6461, loss_cls: 2.8384, loss: 2.8384, grad_norm: 5.2380 2020-07-24 14:14:30,813 - mmaction - INFO - Epoch [19][60/117] lr: 1.000e-03, eta: 16:09:45, time: 2.317, data_time: 0.003, memory: 5780, top1_acc: 0.3539, top5_acc: 0.6531, loss_cls: 2.8402, loss: 2.8402, grad_norm: 5.1971 2020-07-24 14:15:19,019 - mmaction - INFO - Epoch [19][80/117] lr: 1.000e-03, eta: 16:05:16, time: 2.408, data_time: 0.065, memory: 5780, top1_acc: 0.3594, top5_acc: 0.6348, loss_cls: 2.8598, loss: 2.8598, grad_norm: 5.2138 2020-07-24 14:16:00,607 - mmaction - INFO - Epoch [19][100/117] lr: 1.000e-03, eta: 16:00:06, time: 2.082, data_time: 0.004, memory: 5780, top1_acc: 0.3582, top5_acc: 0.6355, loss_cls: 2.8622, loss: 2.8622, grad_norm: 5.3048 2020-07-24 14:18:40,447 - mmaction - INFO - Epoch [20][20/117] lr: 1.000e-03, eta: 15:56:07, time: 6.212, data_time: 4.962, memory: 5780, top1_acc: 0.3594, top5_acc: 0.6355, loss_cls: 2.8498, loss: 2.8498, grad_norm: 5.2798 2020-07-24 14:19:22,963 - mmaction - INFO - Epoch [20][40/117] lr: 1.000e-03, eta: 15:51:14, time: 2.132, data_time: 0.403, memory: 5780, top1_acc: 0.3570, top5_acc: 0.6453, loss_cls: 2.8302, loss: 2.8302, grad_norm: 5.2906 2020-07-24 14:20:01,488 - mmaction - INFO - Epoch [20][60/117] lr: 1.000e-03, eta: 15:45:58, time: 1.926, data_time: 0.220, memory: 5780, top1_acc: 0.3492, top5_acc: 0.6383, loss_cls: 2.8575, loss: 2.8575, grad_norm: 5.3116 2020-07-24 14:20:49,787 - mmaction - INFO - Epoch [20][80/117] lr: 1.000e-03, eta: 15:41:50, time: 2.414, data_time: 0.370, memory: 5780, top1_acc: 0.3746, top5_acc: 0.6520, loss_cls: 2.8113, loss: 2.8113, grad_norm: 5.2898 2020-07-24 14:21:37,289 - mmaction - INFO - Epoch [20][100/117] lr: 1.000e-03, eta: 15:37:42, time: 2.376, data_time: 0.004, memory: 5780, top1_acc: 0.3863, top5_acc: 0.6617, loss_cls: 2.7773, loss: 2.7773, grad_norm: 5.3067 2020-07-24 14:22:11,969 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-07-24 14:24:09,358 - mmaction - INFO - Epoch [21][20/117] lr: 1.000e-03, eta: 15:33:06, time: 5.754, data_time: 3.953, memory: 5780, top1_acc: 0.3715, top5_acc: 0.6555, loss_cls: 2.7515, loss: 2.7515, grad_norm: 5.3209 2020-07-24 14:24:49,476 - mmaction - INFO - Epoch [21][40/117] lr: 1.000e-03, eta: 15:28:19, time: 2.010, data_time: 0.008, memory: 5780, top1_acc: 0.3582, top5_acc: 0.6430, loss_cls: 2.7880, loss: 2.7880, grad_norm: 5.3832 2020-07-24 14:25:29,692 - mmaction - INFO - Epoch [21][60/117] lr: 1.000e-03, eta: 15:23:35, time: 2.010, data_time: 0.003, memory: 5780, top1_acc: 0.3688, top5_acc: 0.6605, loss_cls: 2.7937, loss: 2.7937, grad_norm: 5.2953 2020-07-24 14:26:05,704 - mmaction - INFO - Epoch [21][80/117] lr: 1.000e-03, eta: 15:18:29, time: 1.794, data_time: 0.066, memory: 5780, top1_acc: 0.3516, top5_acc: 0.6602, loss_cls: 2.7871, loss: 2.7871, grad_norm: 5.4067 2020-07-24 14:26:49,121 - mmaction - INFO - Epoch [21][100/117] lr: 1.000e-03, eta: 15:14:14, time: 2.173, data_time: 0.684, memory: 5780, top1_acc: 0.3816, top5_acc: 0.6480, loss_cls: 2.7641, loss: 2.7641, grad_norm: 5.2853 2020-07-24 14:29:28,329 - mmaction - INFO - Epoch [22][20/117] lr: 1.000e-03, eta: 15:11:12, time: 6.318, data_time: 3.542, memory: 5780, top1_acc: 0.3902, top5_acc: 0.6684, loss_cls: 2.6967, loss: 2.6967, grad_norm: 5.3150 2020-07-24 14:30:04,981 - mmaction - INFO - Epoch [22][40/117] lr: 1.000e-03, eta: 15:06:22, time: 1.830, data_time: 0.119, memory: 5780, top1_acc: 0.3820, top5_acc: 0.6594, loss_cls: 2.7318, loss: 2.7318, grad_norm: 5.4205 2020-07-24 14:30:41,592 - mmaction - INFO - Epoch [22][60/117] lr: 1.000e-03, eta: 15:01:37, time: 1.832, data_time: 0.004, memory: 5780, top1_acc: 0.3855, top5_acc: 0.6691, loss_cls: 2.7353, loss: 2.7353, grad_norm: 5.2727 2020-07-24 14:31:18,498 - mmaction - INFO - Epoch [22][80/117] lr: 1.000e-03, eta: 14:56:58, time: 1.845, data_time: 0.399, memory: 5780, top1_acc: 0.3648, top5_acc: 0.6480, loss_cls: 2.7660, loss: 2.7660, grad_norm: 5.3529 2020-07-24 14:32:02,862 - mmaction - INFO - Epoch [22][100/117] lr: 1.000e-03, eta: 14:53:05, time: 2.213, data_time: 0.928, memory: 5780, top1_acc: 0.3727, top5_acc: 0.6703, loss_cls: 2.7132, loss: 2.7132, grad_norm: 5.3834 2020-07-24 14:34:34,397 - mmaction - INFO - Epoch [23][20/117] lr: 1.000e-03, eta: 14:49:52, time: 6.080, data_time: 3.979, memory: 5780, top1_acc: 0.4000, top5_acc: 0.6738, loss_cls: 2.6970, loss: 2.6970, grad_norm: 5.4465 2020-07-24 14:35:14,184 - mmaction - INFO - Epoch [23][40/117] lr: 1.000e-03, eta: 14:45:40, time: 1.993, data_time: 0.007, memory: 5780, top1_acc: 0.3828, top5_acc: 0.6602, loss_cls: 2.7139, loss: 2.7139, grad_norm: 5.3880 2020-07-24 14:35:49,554 - mmaction - INFO - Epoch [23][60/117] lr: 1.000e-03, eta: 14:41:05, time: 1.761, data_time: 0.004, memory: 5780, top1_acc: 0.3785, top5_acc: 0.6621, loss_cls: 2.7342, loss: 2.7342, grad_norm: 5.4685 2020-07-24 14:36:25,041 - mmaction - INFO - Epoch [23][80/117] lr: 1.000e-03, eta: 14:36:37, time: 1.780, data_time: 0.011, memory: 5780, top1_acc: 0.3816, top5_acc: 0.6531, loss_cls: 2.7375, loss: 2.7375, grad_norm: 5.4681 2020-07-24 14:37:05,479 - mmaction - INFO - Epoch [23][100/117] lr: 1.000e-03, eta: 14:32:38, time: 2.022, data_time: 0.005, memory: 5780, top1_acc: 0.3672, top5_acc: 0.6484, loss_cls: 2.7710, loss: 2.7710, grad_norm: 5.5595 2020-07-24 14:39:31,917 - mmaction - INFO - Epoch [24][20/117] lr: 1.000e-03, eta: 14:29:13, time: 5.824, data_time: 4.461, memory: 5780, top1_acc: 0.3922, top5_acc: 0.6750, loss_cls: 2.6752, loss: 2.6752, grad_norm: 5.4456 2020-07-24 14:40:07,372 - mmaction - INFO - Epoch [24][40/117] lr: 1.000e-03, eta: 14:24:53, time: 1.775, data_time: 0.785, memory: 5780, top1_acc: 0.3875, top5_acc: 0.6801, loss_cls: 2.6651, loss: 2.6651, grad_norm: 5.4519 2020-07-24 14:40:41,823 - mmaction - INFO - Epoch [24][60/117] lr: 1.000e-03, eta: 14:20:32, time: 1.721, data_time: 0.072, memory: 5780, top1_acc: 0.3945, top5_acc: 0.6777, loss_cls: 2.6768, loss: 2.6768, grad_norm: 5.3938 2020-07-24 14:41:22,278 - mmaction - INFO - Epoch [24][80/117] lr: 1.000e-03, eta: 14:16:46, time: 2.025, data_time: 0.007, memory: 5780, top1_acc: 0.3918, top5_acc: 0.6637, loss_cls: 2.6886, loss: 2.6886, grad_norm: 5.5031 2020-07-24 14:41:58,874 - mmaction - INFO - Epoch [24][100/117] lr: 1.000e-03, eta: 14:12:42, time: 1.832, data_time: 0.107, memory: 5780, top1_acc: 0.3898, top5_acc: 0.6785, loss_cls: 2.6684, loss: 2.6684, grad_norm: 5.4833 2020-07-24 14:44:32,562 - mmaction - INFO - Epoch [25][20/117] lr: 1.000e-03, eta: 14:09:59, time: 6.073, data_time: 3.827, memory: 5780, top1_acc: 0.3934, top5_acc: 0.6742, loss_cls: 2.6700, loss: 2.6700, grad_norm: 5.4416 2020-07-24 14:45:05,686 - mmaction - INFO - Epoch [25][40/117] lr: 1.000e-03, eta: 14:05:43, time: 1.662, data_time: 0.087, memory: 5780, top1_acc: 0.3844, top5_acc: 0.6762, loss_cls: 2.6473, loss: 2.6473, grad_norm: 5.4867 2020-07-24 14:45:41,929 - mmaction - INFO - Epoch [25][60/117] lr: 1.000e-03, eta: 14:01:46, time: 1.810, data_time: 0.091, memory: 5780, top1_acc: 0.4055, top5_acc: 0.6863, loss_cls: 2.5956, loss: 2.5956, grad_norm: 5.4737 2020-07-24 14:46:14,487 - mmaction - INFO - Epoch [25][80/117] lr: 1.000e-03, eta: 13:57:34, time: 1.631, data_time: 0.052, memory: 5780, top1_acc: 0.3832, top5_acc: 0.6656, loss_cls: 2.6658, loss: 2.6658, grad_norm: 5.5732 2020-07-24 14:46:50,614 - mmaction - INFO - Epoch [25][100/117] lr: 1.000e-03, eta: 13:53:41, time: 1.803, data_time: 0.104, memory: 5780, top1_acc: 0.3980, top5_acc: 0.6746, loss_cls: 2.6325, loss: 2.6325, grad_norm: 5.4717 2020-07-24 14:47:21,836 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-07-24 14:49:17,013 - mmaction - INFO - Epoch [26][20/117] lr: 1.000e-03, eta: 13:50:31, time: 5.673, data_time: 3.673, memory: 5780, top1_acc: 0.3984, top5_acc: 0.6855, loss_cls: 2.6403, loss: 2.6403, grad_norm: 5.5381 2020-07-24 14:49:51,396 - mmaction - INFO - Epoch [26][40/117] lr: 1.000e-03, eta: 13:46:36, time: 1.720, data_time: 0.010, memory: 5780, top1_acc: 0.3988, top5_acc: 0.6918, loss_cls: 2.5939, loss: 2.5939, grad_norm: 5.5165 2020-07-24 14:50:22,586 - mmaction - INFO - Epoch [26][60/117] lr: 1.000e-03, eta: 13:42:29, time: 1.562, data_time: 0.006, memory: 5780, top1_acc: 0.3961, top5_acc: 0.6859, loss_cls: 2.6122, loss: 2.6122, grad_norm: 5.4935 2020-07-24 14:50:59,667 - mmaction - INFO - Epoch [26][80/117] lr: 1.000e-03, eta: 13:38:52, time: 1.850, data_time: 0.006, memory: 5780, top1_acc: 0.3871, top5_acc: 0.6762, loss_cls: 2.6315, loss: 2.6315, grad_norm: 5.5454 2020-07-24 14:51:29,477 - mmaction - INFO - Epoch [26][100/117] lr: 1.000e-03, eta: 13:34:44, time: 1.492, data_time: 0.008, memory: 5780, top1_acc: 0.4176, top5_acc: 0.6965, loss_cls: 2.5632, loss: 2.5632, grad_norm: 5.5237 2020-07-24 14:54:02,347 - mmaction - INFO - Epoch [27][20/117] lr: 1.000e-03, eta: 13:32:38, time: 6.215, data_time: 4.051, memory: 5780, top1_acc: 0.3945, top5_acc: 0.6801, loss_cls: 2.6077, loss: 2.6077, grad_norm: 5.5591 2020-07-24 14:54:45,638 - mmaction - INFO - Epoch [27][40/117] lr: 1.000e-03, eta: 13:29:38, time: 2.161, data_time: 0.069, memory: 5780, top1_acc: 0.3926, top5_acc: 0.6953, loss_cls: 2.5628, loss: 2.5628, grad_norm: 5.5265 2020-07-24 14:55:23,027 - mmaction - INFO - Epoch [27][60/117] lr: 1.000e-03, eta: 13:26:12, time: 1.875, data_time: 0.007, memory: 5780, top1_acc: 0.3992, top5_acc: 0.6898, loss_cls: 2.5930, loss: 2.5930, grad_norm: 5.6315 2020-07-24 14:56:04,888 - mmaction - INFO - Epoch [27][80/117] lr: 1.000e-03, eta: 13:23:09, time: 2.091, data_time: 0.003, memory: 5780, top1_acc: 0.4039, top5_acc: 0.6980, loss_cls: 2.5606, loss: 2.5606, grad_norm: 5.5214 2020-07-24 14:56:48,468 - mmaction - INFO - Epoch [27][100/117] lr: 1.000e-03, eta: 13:20:16, time: 2.178, data_time: 0.004, memory: 5780, top1_acc: 0.4012, top5_acc: 0.6879, loss_cls: 2.5924, loss: 2.5924, grad_norm: 5.5792 2020-07-24 14:59:10,892 - mmaction - INFO - Epoch [28][20/117] lr: 1.000e-03, eta: 13:17:46, time: 5.875, data_time: 3.109, memory: 5780, top1_acc: 0.4164, top5_acc: 0.6883, loss_cls: 2.5712, loss: 2.5712, grad_norm: 5.5645 2020-07-24 14:59:57,188 - mmaction - INFO - Epoch [28][40/117] lr: 1.000e-03, eta: 13:15:08, time: 2.310, data_time: 0.744, memory: 5780, top1_acc: 0.4105, top5_acc: 0.6840, loss_cls: 2.5500, loss: 2.5500, grad_norm: 5.5293 2020-07-24 15:00:38,078 - mmaction - INFO - Epoch [28][60/117] lr: 1.000e-03, eta: 13:12:08, time: 2.047, data_time: 0.009, memory: 5780, top1_acc: 0.3984, top5_acc: 0.6961, loss_cls: 2.5541, loss: 2.5541, grad_norm: 5.6647 2020-07-24 15:01:19,910 - mmaction - INFO - Epoch [28][80/117] lr: 1.000e-03, eta: 13:09:13, time: 2.093, data_time: 0.032, memory: 5780, top1_acc: 0.4191, top5_acc: 0.7027, loss_cls: 2.5193, loss: 2.5193, grad_norm: 5.5642 2020-07-24 15:02:02,834 - mmaction - INFO - Epoch [28][100/117] lr: 1.000e-03, eta: 13:06:25, time: 2.143, data_time: 0.004, memory: 5780, top1_acc: 0.4027, top5_acc: 0.6844, loss_cls: 2.6036, loss: 2.6036, grad_norm: 5.7170 2020-07-24 15:04:42,229 - mmaction - INFO - Epoch [29][20/117] lr: 1.000e-03, eta: 13:04:35, time: 6.255, data_time: 4.179, memory: 5780, top1_acc: 0.4359, top5_acc: 0.7141, loss_cls: 2.4732, loss: 2.4732, grad_norm: 5.5544 2020-07-24 15:05:16,354 - mmaction - INFO - Epoch [29][40/117] lr: 1.000e-03, eta: 13:01:13, time: 1.710, data_time: 0.011, memory: 5780, top1_acc: 0.4113, top5_acc: 0.6887, loss_cls: 2.5498, loss: 2.5498, grad_norm: 5.5617 2020-07-24 15:05:57,097 - mmaction - INFO - Epoch [29][60/117] lr: 1.000e-03, eta: 12:58:19, time: 2.032, data_time: 0.018, memory: 5780, top1_acc: 0.4055, top5_acc: 0.6922, loss_cls: 2.5398, loss: 2.5398, grad_norm: 5.6216 2020-07-24 15:06:34,825 - mmaction - INFO - Epoch [29][80/117] lr: 1.000e-03, eta: 12:55:16, time: 1.893, data_time: 0.135, memory: 5780, top1_acc: 0.4098, top5_acc: 0.6941, loss_cls: 2.5241, loss: 2.5241, grad_norm: 5.6482 2020-07-24 15:07:10,071 - mmaction - INFO - Epoch [29][100/117] lr: 1.000e-03, eta: 12:52:03, time: 1.759, data_time: 0.667, memory: 5780, top1_acc: 0.4125, top5_acc: 0.6980, loss_cls: 2.5354, loss: 2.5354, grad_norm: 5.7728 2020-07-24 15:09:36,721 - mmaction - INFO - Epoch [30][20/117] lr: 1.000e-03, eta: 12:49:42, time: 5.809, data_time: 3.772, memory: 5780, top1_acc: 0.4168, top5_acc: 0.7059, loss_cls: 2.5140, loss: 2.5140, grad_norm: 5.6518 2020-07-24 15:10:13,255 - mmaction - INFO - Epoch [30][40/117] lr: 1.000e-03, eta: 12:46:38, time: 1.826, data_time: 0.012, memory: 5780, top1_acc: 0.4074, top5_acc: 0.6910, loss_cls: 2.5453, loss: 2.5453, grad_norm: 5.7290 2020-07-24 15:10:51,464 - mmaction - INFO - Epoch [30][60/117] lr: 1.000e-03, eta: 12:43:43, time: 1.914, data_time: 0.334, memory: 5780, top1_acc: 0.4285, top5_acc: 0.7070, loss_cls: 2.4799, loss: 2.4799, grad_norm: 5.6850 2020-07-24 15:11:29,401 - mmaction - INFO - Epoch [30][80/117] lr: 1.000e-03, eta: 12:40:48, time: 1.892, data_time: 0.004, memory: 5780, top1_acc: 0.4227, top5_acc: 0.6926, loss_cls: 2.5152, loss: 2.5152, grad_norm: 5.7253 2020-07-24 15:12:13,159 - mmaction - INFO - Epoch [30][100/117] lr: 1.000e-03, eta: 12:38:19, time: 2.191, data_time: 0.009, memory: 5780, top1_acc: 0.4156, top5_acc: 0.6941, loss_cls: 2.5172, loss: 2.5172, grad_norm: 5.7597 2020-07-24 15:12:41,508 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-07-24 15:14:40,124 - mmaction - INFO - Epoch [31][20/117] lr: 1.000e-03, eta: 12:36:09, time: 5.863, data_time: 4.499, memory: 5780, top1_acc: 0.4227, top5_acc: 0.7051, loss_cls: 2.4848, loss: 2.4848, grad_norm: 5.7093 2020-07-24 15:15:13,656 - mmaction - INFO - Epoch [31][40/117] lr: 1.000e-03, eta: 12:33:01, time: 1.675, data_time: 0.470, memory: 5780, top1_acc: 0.4109, top5_acc: 0.6973, loss_cls: 2.5125, loss: 2.5125, grad_norm: 5.8029 2020-07-24 15:15:52,203 - mmaction - INFO - Epoch [31][60/117] lr: 1.000e-03, eta: 12:30:15, time: 1.926, data_time: 0.015, memory: 5780, top1_acc: 0.4297, top5_acc: 0.7078, loss_cls: 2.4769, loss: 2.4769, grad_norm: 5.7687 2020-07-24 15:16:19,722 - mmaction - INFO - Epoch [31][80/117] lr: 1.000e-03, eta: 12:26:47, time: 1.377, data_time: 0.005, memory: 5780, top1_acc: 0.4285, top5_acc: 0.7078, loss_cls: 2.4661, loss: 2.4661, grad_norm: 5.7586 2020-07-24 15:16:52,210 - mmaction - INFO - Epoch [31][100/117] lr: 1.000e-03, eta: 12:23:41, time: 1.627, data_time: 0.006, memory: 5780, top1_acc: 0.4258, top5_acc: 0.7133, loss_cls: 2.4663, loss: 2.4663, grad_norm: 5.7548 2020-07-24 15:19:10,294 - mmaction - INFO - Epoch [32][20/117] lr: 1.000e-03, eta: 12:21:09, time: 5.482, data_time: 3.845, memory: 5780, top1_acc: 0.4313, top5_acc: 0.7242, loss_cls: 2.4283, loss: 2.4283, grad_norm: 5.6578 2020-07-24 15:19:44,015 - mmaction - INFO - Epoch [32][40/117] lr: 1.000e-03, eta: 12:18:10, time: 1.690, data_time: 0.450, memory: 5780, top1_acc: 0.4348, top5_acc: 0.7164, loss_cls: 2.4402, loss: 2.4402, grad_norm: 5.7559 2020-07-24 15:20:15,225 - mmaction - INFO - Epoch [32][60/117] lr: 1.000e-03, eta: 12:15:04, time: 1.561, data_time: 0.173, memory: 5780, top1_acc: 0.4461, top5_acc: 0.7039, loss_cls: 2.4416, loss: 2.4416, grad_norm: 5.8109 2020-07-24 15:20:52,974 - mmaction - INFO - Epoch [32][80/117] lr: 1.000e-03, eta: 12:12:24, time: 1.886, data_time: 0.004, memory: 5780, top1_acc: 0.4266, top5_acc: 0.7086, loss_cls: 2.4821, loss: 2.4821, grad_norm: 5.7596 2020-07-24 15:21:23,434 - mmaction - INFO - Epoch [32][100/117] lr: 1.000e-03, eta: 12:09:18, time: 1.523, data_time: 0.005, memory: 5780, top1_acc: 0.4254, top5_acc: 0.7121, loss_cls: 2.4362, loss: 2.4362, grad_norm: 5.6910 2020-07-24 15:23:44,328 - mmaction - INFO - Epoch [33][20/117] lr: 1.000e-03, eta: 12:07:01, time: 5.587, data_time: 4.289, memory: 5780, top1_acc: 0.4234, top5_acc: 0.7137, loss_cls: 2.4541, loss: 2.4541, grad_norm: 5.7213 2020-07-24 15:24:15,042 - mmaction - INFO - Epoch [33][40/117] lr: 1.000e-03, eta: 12:03:59, time: 1.534, data_time: 0.130, memory: 5780, top1_acc: 0.4465, top5_acc: 0.7215, loss_cls: 2.3715, loss: 2.3715, grad_norm: 5.7867 2020-07-24 15:24:45,799 - mmaction - INFO - Epoch [33][60/117] lr: 1.000e-03, eta: 12:00:59, time: 1.542, data_time: 0.009, memory: 5780, top1_acc: 0.4340, top5_acc: 0.7098, loss_cls: 2.4364, loss: 2.4364, grad_norm: 5.8368 2020-07-24 15:25:16,318 - mmaction - INFO - Epoch [33][80/117] lr: 1.000e-03, eta: 11:58:00, time: 1.526, data_time: 0.004, memory: 5780, top1_acc: 0.4375, top5_acc: 0.6973, loss_cls: 2.4619, loss: 2.4619, grad_norm: 5.8273 2020-07-24 15:25:44,212 - mmaction - INFO - Epoch [33][100/117] lr: 1.000e-03, eta: 11:54:53, time: 1.397, data_time: 0.006, memory: 5780, top1_acc: 0.4344, top5_acc: 0.7105, loss_cls: 2.4344, loss: 2.4344, grad_norm: 5.8626 2020-07-24 15:28:02,208 - mmaction - INFO - Epoch [34][20/117] lr: 1.000e-03, eta: 11:52:39, time: 5.535, data_time: 4.027, memory: 5780, top1_acc: 0.4402, top5_acc: 0.7293, loss_cls: 2.3936, loss: 2.3936, grad_norm: 5.8491 2020-07-24 15:28:28,608 - mmaction - INFO - Epoch [34][40/117] lr: 1.000e-03, eta: 11:49:30, time: 1.324, data_time: 0.094, memory: 5780, top1_acc: 0.4477, top5_acc: 0.7250, loss_cls: 2.3687, loss: 2.3687, grad_norm: 5.7324 2020-07-24 15:28:57,396 - mmaction - INFO - Epoch [34][60/117] lr: 1.000e-03, eta: 11:46:31, time: 1.436, data_time: 0.002, memory: 5780, top1_acc: 0.4367, top5_acc: 0.7203, loss_cls: 2.3934, loss: 2.3934, grad_norm: 5.8846 2020-07-24 15:29:30,156 - mmaction - INFO - Epoch [34][80/117] lr: 1.000e-03, eta: 11:43:47, time: 1.636, data_time: 0.005, memory: 5780, top1_acc: 0.4402, top5_acc: 0.7176, loss_cls: 2.4484, loss: 2.4484, grad_norm: 5.8452 2020-07-24 15:30:05,089 - mmaction - INFO - Epoch [34][100/117] lr: 1.000e-03, eta: 11:41:12, time: 1.747, data_time: 0.008, memory: 5780, top1_acc: 0.4352, top5_acc: 0.7137, loss_cls: 2.4393, loss: 2.4393, grad_norm: 5.9173 2020-07-24 15:32:24,570 - mmaction - INFO - Epoch [35][20/117] lr: 1.000e-03, eta: 11:39:19, time: 5.757, data_time: 3.657, memory: 5780, top1_acc: 0.4246, top5_acc: 0.7125, loss_cls: 2.4387, loss: 2.4387, grad_norm: 5.9045 2020-07-24 15:33:04,574 - mmaction - INFO - Epoch [35][40/117] lr: 1.000e-03, eta: 11:37:04, time: 2.004, data_time: 0.010, memory: 5780, top1_acc: 0.4492, top5_acc: 0.7352, loss_cls: 2.3740, loss: 2.3740, grad_norm: 5.8865 2020-07-24 15:33:45,488 - mmaction - INFO - Epoch [35][60/117] lr: 1.000e-03, eta: 11:34:52, time: 2.043, data_time: 0.005, memory: 5780, top1_acc: 0.4414, top5_acc: 0.7273, loss_cls: 2.3994, loss: 2.3994, grad_norm: 5.8828 2020-07-24 15:34:24,580 - mmaction - INFO - Epoch [35][80/117] lr: 1.000e-03, eta: 11:32:35, time: 1.956, data_time: 0.007, memory: 5780, top1_acc: 0.4531, top5_acc: 0.7363, loss_cls: 2.3504, loss: 2.3504, grad_norm: 5.8421 2020-07-24 15:34:59,316 - mmaction - INFO - Epoch [35][100/117] lr: 1.000e-03, eta: 11:30:05, time: 1.735, data_time: 0.005, memory: 5780, top1_acc: 0.4395, top5_acc: 0.7180, loss_cls: 2.3900, loss: 2.3900, grad_norm: 5.8395 2020-07-24 15:35:23,721 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-07-24 15:37:13,200 - mmaction - INFO - Epoch [36][20/117] lr: 1.000e-03, eta: 11:27:53, time: 5.417, data_time: 4.515, memory: 5780, top1_acc: 0.4457, top5_acc: 0.7285, loss_cls: 2.3871, loss: 2.3871, grad_norm: 5.8649 2020-07-24 15:37:50,314 - mmaction - INFO - Epoch [36][40/117] lr: 1.000e-03, eta: 11:25:33, time: 1.854, data_time: 0.124, memory: 5780, top1_acc: 0.4473, top5_acc: 0.7238, loss_cls: 2.3773, loss: 2.3773, grad_norm: 5.8505 2020-07-24 15:38:16,368 - mmaction - INFO - Epoch [36][60/117] lr: 1.000e-03, eta: 11:22:38, time: 1.305, data_time: 0.005, memory: 5780, top1_acc: 0.4426, top5_acc: 0.7336, loss_cls: 2.3847, loss: 2.3847, grad_norm: 5.9557 2020-07-24 15:38:48,406 - mmaction - INFO - Epoch [36][80/117] lr: 1.000e-03, eta: 11:20:03, time: 1.600, data_time: 0.023, memory: 5780, top1_acc: 0.4535, top5_acc: 0.7410, loss_cls: 2.3289, loss: 2.3289, grad_norm: 5.9227 2020-07-24 15:39:17,481 - mmaction - INFO - Epoch [36][100/117] lr: 1.000e-03, eta: 11:17:21, time: 1.454, data_time: 0.159, memory: 5780, top1_acc: 0.4473, top5_acc: 0.7191, loss_cls: 2.3914, loss: 2.3914, grad_norm: 5.9548 2020-07-24 15:41:29,927 - mmaction - INFO - Epoch [37][20/117] lr: 1.000e-03, eta: 11:15:16, time: 5.443, data_time: 3.768, memory: 5780, top1_acc: 0.4664, top5_acc: 0.7492, loss_cls: 2.2659, loss: 2.2659, grad_norm: 5.7823 2020-07-24 15:41:58,448 - mmaction - INFO - Epoch [37][40/117] lr: 1.000e-03, eta: 11:12:35, time: 1.429, data_time: 0.007, memory: 5780, top1_acc: 0.4418, top5_acc: 0.7121, loss_cls: 2.3809, loss: 2.3809, grad_norm: 5.8924 2020-07-24 15:42:28,882 - mmaction - INFO - Epoch [37][60/117] lr: 1.000e-03, eta: 11:10:00, time: 1.518, data_time: 0.037, memory: 5780, top1_acc: 0.4535, top5_acc: 0.7277, loss_cls: 2.3518, loss: 2.3518, grad_norm: 6.0547 2020-07-24 15:42:57,954 - mmaction - INFO - Epoch [37][80/117] lr: 1.000e-03, eta: 11:07:22, time: 1.454, data_time: 0.006, memory: 5780, top1_acc: 0.4543, top5_acc: 0.7293, loss_cls: 2.3634, loss: 2.3634, grad_norm: 5.9680 2020-07-24 15:43:27,549 - mmaction - INFO - Epoch [37][100/117] lr: 1.000e-03, eta: 11:04:47, time: 1.478, data_time: 0.005, memory: 5780, top1_acc: 0.4422, top5_acc: 0.7191, loss_cls: 2.3727, loss: 2.3727, grad_norm: 5.9762 2020-07-24 15:45:43,303 - mmaction - INFO - Epoch [38][20/117] lr: 1.000e-03, eta: 11:02:56, time: 5.578, data_time: 3.339, memory: 5780, top1_acc: 0.4457, top5_acc: 0.7238, loss_cls: 2.3974, loss: 2.3974, grad_norm: 6.0294 2020-07-24 15:46:13,933 - mmaction - INFO - Epoch [38][40/117] lr: 1.000e-03, eta: 11:00:26, time: 1.530, data_time: 0.013, memory: 5780, top1_acc: 0.4590, top5_acc: 0.7312, loss_cls: 2.3174, loss: 2.3174, grad_norm: 5.8079 2020-07-24 15:46:39,660 - mmaction - INFO - Epoch [38][60/117] lr: 1.000e-03, eta: 10:57:43, time: 1.293, data_time: 0.012, memory: 5780, top1_acc: 0.4590, top5_acc: 0.7215, loss_cls: 2.3085, loss: 2.3085, grad_norm: 6.0215 2020-07-24 15:47:04,921 - mmaction - INFO - Epoch [38][80/117] lr: 1.000e-03, eta: 10:54:59, time: 1.259, data_time: 0.118, memory: 5780, top1_acc: 0.4437, top5_acc: 0.7188, loss_cls: 2.3588, loss: 2.3588, grad_norm: 5.9270 2020-07-24 15:47:33,283 - mmaction - INFO - Epoch [38][100/117] lr: 1.000e-03, eta: 10:52:27, time: 1.425, data_time: 0.010, memory: 5780, top1_acc: 0.4578, top5_acc: 0.7371, loss_cls: 2.3064, loss: 2.3064, grad_norm: 5.9192 2020-07-24 15:49:45,508 - mmaction - INFO - Epoch [39][20/117] lr: 1.000e-03, eta: 10:50:30, time: 5.412, data_time: 3.859, memory: 5780, top1_acc: 0.4582, top5_acc: 0.7383, loss_cls: 2.2792, loss: 2.2792, grad_norm: 5.9370 2020-07-24 15:50:17,299 - mmaction - INFO - Epoch [39][40/117] lr: 1.000e-03, eta: 10:48:09, time: 1.584, data_time: 0.059, memory: 5780, top1_acc: 0.4484, top5_acc: 0.7328, loss_cls: 2.3349, loss: 2.3349, grad_norm: 6.0935 2020-07-24 15:50:44,310 - mmaction - INFO - Epoch [39][60/117] lr: 1.000e-03, eta: 10:45:35, time: 1.355, data_time: 0.008, memory: 5780, top1_acc: 0.4566, top5_acc: 0.7332, loss_cls: 2.3057, loss: 2.3057, grad_norm: 5.9794 2020-07-24 15:51:09,859 - mmaction - INFO - Epoch [39][80/117] lr: 1.000e-03, eta: 10:42:59, time: 1.278, data_time: 0.004, memory: 5780, top1_acc: 0.4430, top5_acc: 0.7223, loss_cls: 2.3583, loss: 2.3583, grad_norm: 6.0457 2020-07-24 15:51:37,198 - mmaction - INFO - Epoch [39][100/117] lr: 1.000e-03, eta: 10:40:28, time: 1.365, data_time: 0.005, memory: 5780, top1_acc: 0.4590, top5_acc: 0.7383, loss_cls: 2.3118, loss: 2.3118, grad_norm: 5.8672 2020-07-24 15:53:46,951 - mmaction - INFO - Epoch [40][20/117] lr: 1.000e-03, eta: 10:38:28, time: 5.276, data_time: 3.936, memory: 5780, top1_acc: 0.4598, top5_acc: 0.7266, loss_cls: 2.3310, loss: 2.3310, grad_norm: 6.0052 2020-07-24 15:54:14,610 - mmaction - INFO - Epoch [40][40/117] lr: 1.000e-03, eta: 10:36:00, time: 1.383, data_time: 0.007, memory: 5780, top1_acc: 0.4582, top5_acc: 0.7352, loss_cls: 2.3065, loss: 2.3065, grad_norm: 6.1312 2020-07-24 15:54:43,922 - mmaction - INFO - Epoch [40][60/117] lr: 1.000e-03, eta: 10:33:39, time: 1.467, data_time: 0.004, memory: 5780, top1_acc: 0.4559, top5_acc: 0.7355, loss_cls: 2.3008, loss: 2.3008, grad_norm: 6.1400 2020-07-24 15:55:10,134 - mmaction - INFO - Epoch [40][80/117] lr: 1.000e-03, eta: 10:31:09, time: 1.311, data_time: 0.004, memory: 5780, top1_acc: 0.4578, top5_acc: 0.7422, loss_cls: 2.2887, loss: 2.2887, grad_norm: 6.1335 2020-07-24 15:55:35,329 - mmaction - INFO - Epoch [40][100/117] lr: 1.000e-03, eta: 10:28:38, time: 1.255, data_time: 0.005, memory: 5780, top1_acc: 0.4504, top5_acc: 0.7371, loss_cls: 2.3066, loss: 2.3066, grad_norm: 6.1077 2020-07-24 15:55:58,043 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-07-24 15:57:44,622 - mmaction - INFO - Epoch [41][20/117] lr: 1.000e-03, eta: 10:26:39, time: 5.216, data_time: 3.673, memory: 5780, top1_acc: 0.4559, top5_acc: 0.7391, loss_cls: 2.2724, loss: 2.2724, grad_norm: 6.0032 2020-07-24 15:58:17,180 - mmaction - INFO - Epoch [41][40/117] lr: 1.000e-03, eta: 10:24:29, time: 1.629, data_time: 0.011, memory: 5780, top1_acc: 0.4516, top5_acc: 0.7363, loss_cls: 2.2883, loss: 2.2883, grad_norm: 6.0349 2020-07-24 15:58:41,489 - mmaction - INFO - Epoch [41][60/117] lr: 1.000e-03, eta: 10:21:59, time: 1.219, data_time: 0.007, memory: 5780, top1_acc: 0.4586, top5_acc: 0.7316, loss_cls: 2.3113, loss: 2.3113, grad_norm: 6.0744 2020-07-24 15:59:12,704 - mmaction - INFO - Epoch [41][80/117] lr: 1.000e-03, eta: 10:19:48, time: 1.556, data_time: 0.004, memory: 5780, top1_acc: 0.4676, top5_acc: 0.7355, loss_cls: 2.2745, loss: 2.2745, grad_norm: 6.1065 2020-07-24 15:59:44,073 - mmaction - INFO - Epoch [41][100/117] lr: 1.000e-03, eta: 10:17:38, time: 1.570, data_time: 0.009, memory: 5780, top1_acc: 0.4641, top5_acc: 0.7297, loss_cls: 2.2841, loss: 2.2841, grad_norm: 6.0508 2020-07-24 16:01:51,278 - mmaction - INFO - Epoch [42][20/117] lr: 1.000e-03, eta: 10:15:54, time: 5.435, data_time: 4.029, memory: 5780, top1_acc: 0.4887, top5_acc: 0.7543, loss_cls: 2.1992, loss: 2.1992, grad_norm: 6.0306 2020-07-24 16:02:21,250 - mmaction - INFO - Epoch [42][40/117] lr: 1.000e-03, eta: 10:13:43, time: 1.504, data_time: 0.374, memory: 5780, top1_acc: 0.4594, top5_acc: 0.7273, loss_cls: 2.2916, loss: 2.2916, grad_norm: 6.1836 2020-07-24 16:02:47,576 - mmaction - INFO - Epoch [42][60/117] lr: 1.000e-03, eta: 10:11:22, time: 1.316, data_time: 0.523, memory: 5780, top1_acc: 0.4496, top5_acc: 0.7422, loss_cls: 2.3140, loss: 2.3140, grad_norm: 6.1677 2020-07-24 16:03:11,019 - mmaction - INFO - Epoch [42][80/117] lr: 1.000e-03, eta: 10:08:55, time: 1.174, data_time: 0.418, memory: 5780, top1_acc: 0.4711, top5_acc: 0.7371, loss_cls: 2.2574, loss: 2.2574, grad_norm: 5.9762 2020-07-24 16:03:40,537 - mmaction - INFO - Epoch [42][100/117] lr: 1.000e-03, eta: 10:06:45, time: 1.473, data_time: 0.070, memory: 5780, top1_acc: 0.4574, top5_acc: 0.7457, loss_cls: 2.2454, loss: 2.2454, grad_norm: 6.1150 2020-07-24 16:05:48,060 - mmaction - INFO - Epoch [43][20/117] lr: 1.000e-03, eta: 10:04:56, time: 5.271, data_time: 3.903, memory: 5780, top1_acc: 0.4469, top5_acc: 0.7172, loss_cls: 2.3292, loss: 2.3292, grad_norm: 6.4344 2020-07-24 16:06:10,630 - mmaction - INFO - Epoch [43][40/117] lr: 1.000e-03, eta: 10:02:29, time: 1.123, data_time: 0.007, memory: 5780, top1_acc: 0.4613, top5_acc: 0.7445, loss_cls: 2.2569, loss: 2.2569, grad_norm: 6.0808 2020-07-24 16:06:38,647 - mmaction - INFO - Epoch [43][60/117] lr: 1.000e-03, eta: 10:00:17, time: 1.404, data_time: 0.341, memory: 5780, top1_acc: 0.4613, top5_acc: 0.7438, loss_cls: 2.2346, loss: 2.2346, grad_norm: 6.1551 2020-07-24 16:07:04,831 - mmaction - INFO - Epoch [43][80/117] lr: 1.000e-03, eta: 9:58:02, time: 1.309, data_time: 0.008, memory: 5780, top1_acc: 0.4590, top5_acc: 0.7223, loss_cls: 2.2911, loss: 2.2911, grad_norm: 6.1468 2020-07-24 16:07:31,508 - mmaction - INFO - Epoch [43][100/117] lr: 1.000e-03, eta: 9:55:49, time: 1.333, data_time: 0.013, memory: 5780, top1_acc: 0.4773, top5_acc: 0.7492, loss_cls: 2.2076, loss: 2.2076, grad_norm: 5.9265 2020-07-24 16:09:40,000 - mmaction - INFO - Epoch [44][20/117] lr: 1.000e-03, eta: 9:54:07, time: 5.358, data_time: 4.227, memory: 5780, top1_acc: 0.4703, top5_acc: 0.7488, loss_cls: 2.2214, loss: 2.2214, grad_norm: 6.0944 2020-07-24 16:10:06,567 - mmaction - INFO - Epoch [44][40/117] lr: 1.000e-03, eta: 9:51:55, time: 1.327, data_time: 0.005, memory: 5780, top1_acc: 0.4562, top5_acc: 0.7328, loss_cls: 2.2869, loss: 2.2869, grad_norm: 6.2539 2020-07-24 16:10:31,140 - mmaction - INFO - Epoch [44][60/117] lr: 1.000e-03, eta: 9:49:39, time: 1.227, data_time: 0.004, memory: 5780, top1_acc: 0.4656, top5_acc: 0.7332, loss_cls: 2.2572, loss: 2.2572, grad_norm: 6.1862 2020-07-24 16:11:00,894 - mmaction - INFO - Epoch [44][80/117] lr: 1.000e-03, eta: 9:47:36, time: 1.483, data_time: 0.007, memory: 5780, top1_acc: 0.4594, top5_acc: 0.7512, loss_cls: 2.2268, loss: 2.2268, grad_norm: 6.2124 2020-07-24 16:11:25,457 - mmaction - INFO - Epoch [44][100/117] lr: 1.000e-03, eta: 9:45:22, time: 1.234, data_time: 0.058, memory: 5780, top1_acc: 0.4648, top5_acc: 0.7355, loss_cls: 2.2534, loss: 2.2534, grad_norm: 6.2381 2020-07-24 16:13:33,165 - mmaction - INFO - Epoch [45][20/117] lr: 1.000e-03, eta: 9:43:34, time: 5.163, data_time: 3.842, memory: 5780, top1_acc: 0.4707, top5_acc: 0.7398, loss_cls: 2.2415, loss: 2.2415, grad_norm: 6.2295 2020-07-24 16:13:58,596 - mmaction - INFO - Epoch [45][40/117] lr: 1.000e-03, eta: 9:41:23, time: 1.274, data_time: 0.174, memory: 5780, top1_acc: 0.4609, top5_acc: 0.7375, loss_cls: 2.2414, loss: 2.2414, grad_norm: 6.1935 2020-07-24 16:14:27,374 - mmaction - INFO - Epoch [45][60/117] lr: 1.000e-03, eta: 9:39:21, time: 1.437, data_time: 0.113, memory: 5780, top1_acc: 0.4668, top5_acc: 0.7352, loss_cls: 2.2746, loss: 2.2746, grad_norm: 6.2773 2020-07-24 16:14:54,158 - mmaction - INFO - Epoch [45][80/117] lr: 1.000e-03, eta: 9:37:15, time: 1.340, data_time: 0.074, memory: 5780, top1_acc: 0.4746, top5_acc: 0.7438, loss_cls: 2.2090, loss: 2.2090, grad_norm: 6.1287 2020-07-24 16:15:22,308 - mmaction - INFO - Epoch [45][100/117] lr: 1.000e-03, eta: 9:35:13, time: 1.410, data_time: 0.454, memory: 5780, top1_acc: 0.4754, top5_acc: 0.7352, loss_cls: 2.2156, loss: 2.2156, grad_norm: 6.0712 2020-07-24 16:15:44,563 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-07-24 16:17:30,190 - mmaction - INFO - Epoch [46][20/117] lr: 1.000e-03, eta: 9:33:31, time: 5.224, data_time: 3.808, memory: 5780, top1_acc: 0.4691, top5_acc: 0.7457, loss_cls: 2.2365, loss: 2.2365, grad_norm: 6.1951 2020-07-24 16:17:53,653 - mmaction - INFO - Epoch [46][40/117] lr: 1.000e-03, eta: 9:31:20, time: 1.179, data_time: 0.032, memory: 5780, top1_acc: 0.4707, top5_acc: 0.7504, loss_cls: 2.2124, loss: 2.2124, grad_norm: 6.1942 2020-07-24 16:18:26,906 - mmaction - INFO - Epoch [46][60/117] lr: 1.000e-03, eta: 9:29:32, time: 1.661, data_time: 0.132, memory: 5780, top1_acc: 0.4863, top5_acc: 0.7320, loss_cls: 2.2572, loss: 2.2572, grad_norm: 6.2721 2020-07-24 16:18:56,180 - mmaction - INFO - Epoch [46][80/117] lr: 1.000e-03, eta: 9:27:35, time: 1.459, data_time: 0.004, memory: 5780, top1_acc: 0.4629, top5_acc: 0.7434, loss_cls: 2.2351, loss: 2.2351, grad_norm: 6.2400 2020-07-24 16:19:23,072 - mmaction - INFO - Epoch [46][100/117] lr: 1.000e-03, eta: 9:25:33, time: 1.348, data_time: 0.138, memory: 5780, top1_acc: 0.4766, top5_acc: 0.7469, loss_cls: 2.2035, loss: 2.2035, grad_norm: 6.1838 2020-07-24 16:21:26,933 - mmaction - INFO - Epoch [47][20/117] lr: 1.000e-03, eta: 9:23:38, time: 4.872, data_time: 3.731, memory: 5780, top1_acc: 0.4840, top5_acc: 0.7438, loss_cls: 2.2007, loss: 2.2007, grad_norm: 6.2509 2020-07-24 16:21:53,422 - mmaction - INFO - Epoch [47][40/117] lr: 1.000e-03, eta: 9:21:37, time: 1.322, data_time: 0.116, memory: 5780, top1_acc: 0.4781, top5_acc: 0.7352, loss_cls: 2.2408, loss: 2.2408, grad_norm: 6.2559 2020-07-24 16:22:17,106 - mmaction - INFO - Epoch [47][60/117] lr: 1.000e-03, eta: 9:19:30, time: 1.188, data_time: 0.021, memory: 5780, top1_acc: 0.4699, top5_acc: 0.7488, loss_cls: 2.1964, loss: 2.1964, grad_norm: 6.2912 2020-07-24 16:22:42,820 - mmaction - INFO - Epoch [47][80/117] lr: 1.000e-03, eta: 9:17:29, time: 1.280, data_time: 0.327, memory: 5780, top1_acc: 0.4684, top5_acc: 0.7449, loss_cls: 2.2059, loss: 2.2059, grad_norm: 6.2621 2020-07-24 16:23:15,204 - mmaction - INFO - Epoch [47][100/117] lr: 1.000e-03, eta: 9:15:43, time: 1.623, data_time: 0.277, memory: 5780, top1_acc: 0.4758, top5_acc: 0.7465, loss_cls: 2.1918, loss: 2.1918, grad_norm: 6.1832 2020-07-24 16:27:58,867 - mmaction - INFO - Epoch [48][20/117] lr: 1.000e-03, eta: 9:19:58, time: 13.291, data_time: 3.895, memory: 5780, top1_acc: 0.4961, top5_acc: 0.7566, loss_cls: 2.1413, loss: 2.1413, grad_norm: 6.1529 2020-07-24 16:28:44,332 - mmaction - INFO - Epoch [48][40/117] lr: 1.000e-03, eta: 9:18:39, time: 2.273, data_time: 0.265, memory: 5780, top1_acc: 0.4945, top5_acc: 0.7633, loss_cls: 2.1580, loss: 2.1580, grad_norm: 6.1959 2020-07-24 16:29:10,834 - mmaction - INFO - Epoch [48][60/117] lr: 1.000e-03, eta: 9:16:40, time: 1.324, data_time: 0.458, memory: 5780, top1_acc: 0.4789, top5_acc: 0.7516, loss_cls: 2.2102, loss: 2.2102, grad_norm: 6.3403 2020-07-24 16:29:37,884 - mmaction - INFO - Epoch [48][80/117] lr: 1.000e-03, eta: 9:14:43, time: 1.348, data_time: 0.403, memory: 5780, top1_acc: 0.4750, top5_acc: 0.7625, loss_cls: 2.1787, loss: 2.1787, grad_norm: 6.2613 2020-07-24 16:30:06,181 - mmaction - INFO - Epoch [48][100/117] lr: 1.000e-03, eta: 9:12:49, time: 1.418, data_time: 0.439, memory: 5780, top1_acc: 0.4922, top5_acc: 0.7512, loss_cls: 2.1644, loss: 2.1644, grad_norm: 6.2151 2020-07-24 16:32:05,472 - mmaction - INFO - Epoch [49][20/117] lr: 1.000e-03, eta: 9:10:56, time: 4.904, data_time: 3.105, memory: 5780, top1_acc: 0.4719, top5_acc: 0.7430, loss_cls: 2.2060, loss: 2.2060, grad_norm: 6.3418 2020-07-24 16:32:30,468 - mmaction - INFO - Epoch [49][40/117] lr: 1.000e-03, eta: 9:08:57, time: 1.255, data_time: 0.011, memory: 5780, top1_acc: 0.4930, top5_acc: 0.7695, loss_cls: 2.0981, loss: 2.0981, grad_norm: 6.1708 2020-07-24 16:32:56,589 - mmaction - INFO - Epoch [49][60/117] lr: 1.000e-03, eta: 9:07:01, time: 1.307, data_time: 0.004, memory: 5780, top1_acc: 0.4695, top5_acc: 0.7559, loss_cls: 2.1906, loss: 2.1906, grad_norm: 6.2352 2020-07-24 16:33:19,314 - mmaction - INFO - Epoch [49][80/117] lr: 1.000e-03, eta: 9:04:57, time: 1.131, data_time: 0.011, memory: 5780, top1_acc: 0.4789, top5_acc: 0.7480, loss_cls: 2.1731, loss: 2.1731, grad_norm: 6.4442 2020-07-24 16:33:45,338 - mmaction - INFO - Epoch [49][100/117] lr: 1.000e-03, eta: 9:03:02, time: 1.304, data_time: 0.300, memory: 5780, top1_acc: 0.5012, top5_acc: 0.7605, loss_cls: 2.1100, loss: 2.1100, grad_norm: 6.2741 2020-07-24 16:35:46,668 - mmaction - INFO - Epoch [50][20/117] lr: 1.000e-03, eta: 9:01:14, time: 4.958, data_time: 3.817, memory: 5780, top1_acc: 0.4906, top5_acc: 0.7586, loss_cls: 2.1382, loss: 2.1382, grad_norm: 6.2605 2020-07-24 16:36:11,017 - mmaction - INFO - Epoch [50][40/117] lr: 1.000e-03, eta: 8:59:17, time: 1.213, data_time: 0.023, memory: 5780, top1_acc: 0.4789, top5_acc: 0.7621, loss_cls: 2.1759, loss: 2.1759, grad_norm: 6.3103 2020-07-24 16:36:34,648 - mmaction - INFO - Epoch [50][60/117] lr: 1.000e-03, eta: 8:57:18, time: 1.184, data_time: 0.007, memory: 5780, top1_acc: 0.5035, top5_acc: 0.7516, loss_cls: 2.1382, loss: 2.1382, grad_norm: 6.2676 2020-07-24 16:37:01,079 - mmaction - INFO - Epoch [50][80/117] lr: 1.000e-03, eta: 8:55:26, time: 1.316, data_time: 0.006, memory: 5780, top1_acc: 0.4980, top5_acc: 0.7531, loss_cls: 2.1372, loss: 2.1372, grad_norm: 6.1633 2020-07-24 16:37:28,527 - mmaction - INFO - Epoch [50][100/117] lr: 1.000e-03, eta: 8:53:36, time: 1.377, data_time: 0.010, memory: 5780, top1_acc: 0.4641, top5_acc: 0.7348, loss_cls: 2.2140, loss: 2.2140, grad_norm: 6.5095 2020-07-24 16:37:43,996 - mmaction - INFO - Saving checkpoint at 50 epochs 2020-07-24 16:39:33,603 - mmaction - INFO - Epoch [51][20/117] lr: 1.000e-03, eta: 8:52:10, time: 5.423, data_time: 3.715, memory: 5780, top1_acc: 0.4969, top5_acc: 0.7602, loss_cls: 2.1318, loss: 2.1318, grad_norm: 6.3596 2020-07-24 16:39:54,699 - mmaction - INFO - Epoch [51][40/117] lr: 1.000e-03, eta: 8:50:09, time: 1.054, data_time: 0.030, memory: 5780, top1_acc: 0.4844, top5_acc: 0.7520, loss_cls: 2.1817, loss: 2.1817, grad_norm: 6.5062 2020-07-24 16:40:19,715 - mmaction - INFO - Epoch [51][60/117] lr: 1.000e-03, eta: 8:48:16, time: 1.249, data_time: 0.004, memory: 5780, top1_acc: 0.4766, top5_acc: 0.7508, loss_cls: 2.1947, loss: 2.1947, grad_norm: 6.6508 2020-07-24 16:40:47,023 - mmaction - INFO - Epoch [51][80/117] lr: 1.000e-03, eta: 8:46:28, time: 1.363, data_time: 0.006, memory: 5780, top1_acc: 0.4879, top5_acc: 0.7535, loss_cls: 2.1491, loss: 2.1491, grad_norm: 6.3851 2020-07-24 16:41:09,966 - mmaction - INFO - Epoch [51][100/117] lr: 1.000e-03, eta: 8:44:33, time: 1.150, data_time: 0.034, memory: 5780, top1_acc: 0.4969, top5_acc: 0.7512, loss_cls: 2.1305, loss: 2.1305, grad_norm: 6.3302 2020-07-24 16:43:07,482 - mmaction - INFO - Epoch [52][20/117] lr: 1.000e-03, eta: 8:42:52, time: 5.009, data_time: 3.932, memory: 5780, top1_acc: 0.4855, top5_acc: 0.7609, loss_cls: 2.1087, loss: 2.1087, grad_norm: 6.2718 2020-07-24 16:43:31,644 - mmaction - INFO - Epoch [52][40/117] lr: 1.000e-03, eta: 8:41:00, time: 1.205, data_time: 0.074, memory: 5780, top1_acc: 0.5000, top5_acc: 0.7574, loss_cls: 2.1271, loss: 2.1271, grad_norm: 6.3190 2020-07-24 16:43:55,582 - mmaction - INFO - Epoch [52][60/117] lr: 1.000e-03, eta: 8:39:08, time: 1.201, data_time: 0.056, memory: 5780, top1_acc: 0.4813, top5_acc: 0.7598, loss_cls: 2.1384, loss: 2.1384, grad_norm: 6.4057 2020-07-24 16:44:20,878 - mmaction - INFO - Epoch [52][80/117] lr: 1.000e-03, eta: 8:37:19, time: 1.267, data_time: 0.006, memory: 5780, top1_acc: 0.4918, top5_acc: 0.7594, loss_cls: 2.1398, loss: 2.1398, grad_norm: 6.4152 2020-07-24 16:44:43,304 - mmaction - INFO - Epoch [52][100/117] lr: 1.000e-03, eta: 8:35:25, time: 1.121, data_time: 0.075, memory: 5780, top1_acc: 0.4938, top5_acc: 0.7539, loss_cls: 2.1224, loss: 2.1224, grad_norm: 6.3743 2020-07-24 16:46:48,016 - mmaction - INFO - Epoch [53][20/117] lr: 1.000e-03, eta: 8:33:58, time: 5.297, data_time: 3.714, memory: 5780, top1_acc: 0.5023, top5_acc: 0.7680, loss_cls: 2.1037, loss: 2.1037, grad_norm: 6.4236 2020-07-24 16:47:12,951 - mmaction - INFO - Epoch [53][40/117] lr: 1.000e-03, eta: 8:32:10, time: 1.246, data_time: 0.009, memory: 5780, top1_acc: 0.5047, top5_acc: 0.7711, loss_cls: 2.0745, loss: 2.0745, grad_norm: 6.3559 2020-07-24 16:47:35,702 - mmaction - INFO - Epoch [53][60/117] lr: 1.000e-03, eta: 8:30:18, time: 1.142, data_time: 0.124, memory: 5780, top1_acc: 0.4621, top5_acc: 0.7449, loss_cls: 2.2027, loss: 2.2027, grad_norm: 6.5401 2020-07-24 16:48:00,012 - mmaction - INFO - Epoch [53][80/117] lr: 1.000e-03, eta: 8:28:30, time: 1.213, data_time: 0.087, memory: 5780, top1_acc: 0.4945, top5_acc: 0.7641, loss_cls: 2.1288, loss: 2.1288, grad_norm: 6.4819 2020-07-24 16:48:21,217 - mmaction - INFO - Epoch [53][100/117] lr: 1.000e-03, eta: 8:26:37, time: 1.057, data_time: 0.006, memory: 5780, top1_acc: 0.4906, top5_acc: 0.7535, loss_cls: 2.1598, loss: 2.1598, grad_norm: 6.4507 2020-07-24 16:50:24,184 - mmaction - INFO - Epoch [54][20/117] lr: 1.000e-03, eta: 8:25:03, time: 5.068, data_time: 3.755, memory: 5780, top1_acc: 0.4824, top5_acc: 0.7531, loss_cls: 2.1419, loss: 2.1419, grad_norm: 6.5058 2020-07-24 16:50:46,428 - mmaction - INFO - Epoch [54][40/117] lr: 1.000e-03, eta: 8:23:12, time: 1.110, data_time: 0.006, memory: 5780, top1_acc: 0.4910, top5_acc: 0.7629, loss_cls: 2.1516, loss: 2.1516, grad_norm: 6.5469 2020-07-24 16:51:10,679 - mmaction - INFO - Epoch [54][60/117] lr: 1.000e-03, eta: 8:21:26, time: 1.210, data_time: 0.007, memory: 5780, top1_acc: 0.5055, top5_acc: 0.7590, loss_cls: 2.0674, loss: 2.0674, grad_norm: 6.3073 2020-07-24 16:51:32,418 - mmaction - INFO - Epoch [54][80/117] lr: 1.000e-03, eta: 8:19:37, time: 1.092, data_time: 0.209, memory: 5780, top1_acc: 0.4840, top5_acc: 0.7344, loss_cls: 2.1561, loss: 2.1561, grad_norm: 6.4760 2020-07-24 16:51:57,100 - mmaction - INFO - Epoch [54][100/117] lr: 1.000e-03, eta: 8:17:52, time: 1.230, data_time: 0.105, memory: 5780, top1_acc: 0.4813, top5_acc: 0.7469, loss_cls: 2.1764, loss: 2.1764, grad_norm: 6.4790 2020-07-24 16:53:52,640 - mmaction - INFO - Epoch [55][20/117] lr: 1.000e-03, eta: 8:16:15, time: 4.934, data_time: 3.748, memory: 5780, top1_acc: 0.5027, top5_acc: 0.7711, loss_cls: 2.0914, loss: 2.0914, grad_norm: 6.4150 2020-07-24 16:54:15,384 - mmaction - INFO - Epoch [55][40/117] lr: 1.000e-03, eta: 8:14:28, time: 1.141, data_time: 0.012, memory: 5780, top1_acc: 0.4824, top5_acc: 0.7582, loss_cls: 2.1146, loss: 2.1146, grad_norm: 6.4722 2020-07-24 16:54:37,173 - mmaction - INFO - Epoch [55][60/117] lr: 1.000e-03, eta: 8:12:41, time: 1.092, data_time: 0.009, memory: 5780, top1_acc: 0.5105, top5_acc: 0.7695, loss_cls: 2.0751, loss: 2.0751, grad_norm: 6.5046 2020-07-24 16:55:00,951 - mmaction - INFO - Epoch [55][80/117] lr: 1.000e-03, eta: 8:10:57, time: 1.188, data_time: 0.005, memory: 5780, top1_acc: 0.4871, top5_acc: 0.7594, loss_cls: 2.1177, loss: 2.1177, grad_norm: 6.4518 2020-07-24 16:55:24,696 - mmaction - INFO - Epoch [55][100/117] lr: 1.000e-03, eta: 8:09:14, time: 1.187, data_time: 0.006, memory: 5780, top1_acc: 0.5070, top5_acc: 0.7645, loss_cls: 2.0865, loss: 2.0865, grad_norm: 6.4721 2020-07-24 16:55:40,550 - mmaction - INFO - Saving checkpoint at 55 epochs 2020-07-24 16:57:20,905 - mmaction - INFO - Epoch [56][20/117] lr: 1.000e-03, eta: 8:07:40, time: 4.990, data_time: 3.707, memory: 5780, top1_acc: 0.5012, top5_acc: 0.7551, loss_cls: 2.1254, loss: 2.1254, grad_norm: 6.5464 2020-07-24 16:57:43,430 - mmaction - INFO - Epoch [56][40/117] lr: 1.000e-03, eta: 8:05:56, time: 1.131, data_time: 0.291, memory: 5780, top1_acc: 0.4914, top5_acc: 0.7582, loss_cls: 2.1116, loss: 2.1116, grad_norm: 6.6020 2020-07-24 16:58:05,553 - mmaction - INFO - Epoch [56][60/117] lr: 1.000e-03, eta: 8:04:11, time: 1.105, data_time: 0.032, memory: 5780, top1_acc: 0.4918, top5_acc: 0.7676, loss_cls: 2.0699, loss: 2.0699, grad_norm: 6.4073 2020-07-24 16:58:29,703 - mmaction - INFO - Epoch [56][80/117] lr: 1.000e-03, eta: 8:02:30, time: 1.206, data_time: 0.031, memory: 5780, top1_acc: 0.4930, top5_acc: 0.7691, loss_cls: 2.1110, loss: 2.1110, grad_norm: 6.5976 2020-07-24 16:58:51,054 - mmaction - INFO - Epoch [56][100/117] lr: 1.000e-03, eta: 8:00:46, time: 1.071, data_time: 0.005, memory: 5780, top1_acc: 0.4883, top5_acc: 0.7594, loss_cls: 2.1125, loss: 2.1125, grad_norm: 6.5168 2020-07-24 17:00:45,361 - mmaction - INFO - Epoch [57][20/117] lr: 1.000e-03, eta: 7:59:09, time: 4.845, data_time: 3.682, memory: 5780, top1_acc: 0.5020, top5_acc: 0.7703, loss_cls: 2.0824, loss: 2.0824, grad_norm: 6.3764 2020-07-24 17:01:07,864 - mmaction - INFO - Epoch [57][40/117] lr: 1.000e-03, eta: 7:57:26, time: 1.119, data_time: 0.010, memory: 5780, top1_acc: 0.5086, top5_acc: 0.7609, loss_cls: 2.0501, loss: 2.0501, grad_norm: 6.4718 2020-07-24 17:01:31,098 - mmaction - INFO - Epoch [57][60/117] lr: 1.000e-03, eta: 7:55:46, time: 1.168, data_time: 0.013, memory: 5780, top1_acc: 0.5082, top5_acc: 0.7676, loss_cls: 2.0563, loss: 2.0563, grad_norm: 6.5965 2020-07-24 17:01:56,158 - mmaction - INFO - Epoch [57][80/117] lr: 1.000e-03, eta: 7:54:09, time: 1.253, data_time: 0.143, memory: 5780, top1_acc: 0.4816, top5_acc: 0.7633, loss_cls: 2.1111, loss: 2.1111, grad_norm: 6.6219 2020-07-24 17:02:24,986 - mmaction - INFO - Epoch [57][100/117] lr: 1.000e-03, eta: 7:52:39, time: 1.437, data_time: 0.006, memory: 5780, top1_acc: 0.5023, top5_acc: 0.7660, loss_cls: 2.0695, loss: 2.0695, grad_norm: 6.5882 2020-07-24 17:04:27,356 - mmaction - INFO - Epoch [58][20/117] lr: 1.000e-03, eta: 7:51:14, time: 5.163, data_time: 3.972, memory: 5780, top1_acc: 0.4949, top5_acc: 0.7691, loss_cls: 2.1004, loss: 2.1004, grad_norm: 6.5506 2020-07-24 17:04:49,433 - mmaction - INFO - Epoch [58][40/117] lr: 1.000e-03, eta: 7:49:33, time: 1.103, data_time: 0.009, memory: 5780, top1_acc: 0.5105, top5_acc: 0.7711, loss_cls: 2.0522, loss: 2.0522, grad_norm: 6.5669 2020-07-24 17:05:12,548 - mmaction - INFO - Epoch [58][60/117] lr: 1.000e-03, eta: 7:47:55, time: 1.160, data_time: 0.008, memory: 5780, top1_acc: 0.5023, top5_acc: 0.7715, loss_cls: 2.0724, loss: 2.0724, grad_norm: 6.5591 2020-07-24 17:05:36,131 - mmaction - INFO - Epoch [58][80/117] lr: 1.000e-03, eta: 7:46:18, time: 1.169, data_time: 0.004, memory: 5780, top1_acc: 0.4871, top5_acc: 0.7652, loss_cls: 2.1052, loss: 2.1052, grad_norm: 6.5655 2020-07-24 17:05:57,682 - mmaction - INFO - Epoch [58][100/117] lr: 1.000e-03, eta: 7:44:38, time: 1.087, data_time: 0.310, memory: 5780, top1_acc: 0.5109, top5_acc: 0.7672, loss_cls: 2.0894, loss: 2.0894, grad_norm: 6.5860 2020-07-24 17:07:59,137 - mmaction - INFO - Epoch [59][20/117] lr: 1.000e-03, eta: 7:43:12, time: 5.080, data_time: 4.172, memory: 5780, top1_acc: 0.5195, top5_acc: 0.7750, loss_cls: 2.0319, loss: 2.0319, grad_norm: 6.5740 2020-07-24 17:08:22,456 - mmaction - INFO - Epoch [59][40/117] lr: 1.000e-03, eta: 7:41:35, time: 1.164, data_time: 0.027, memory: 5780, top1_acc: 0.4961, top5_acc: 0.7586, loss_cls: 2.0982, loss: 2.0982, grad_norm: 6.5954 2020-07-24 17:08:46,120 - mmaction - INFO - Epoch [59][60/117] lr: 1.000e-03, eta: 7:40:00, time: 1.186, data_time: 0.124, memory: 5780, top1_acc: 0.5062, top5_acc: 0.7730, loss_cls: 2.0543, loss: 2.0543, grad_norm: 6.6644 2020-07-24 17:09:09,322 - mmaction - INFO - Epoch [59][80/117] lr: 1.000e-03, eta: 7:38:24, time: 1.156, data_time: 0.006, memory: 5780, top1_acc: 0.5023, top5_acc: 0.7750, loss_cls: 2.0636, loss: 2.0636, grad_norm: 6.5593 2020-07-24 17:09:34,110 - mmaction - INFO - Epoch [59][100/117] lr: 1.000e-03, eta: 7:36:51, time: 1.246, data_time: 0.010, memory: 5780, top1_acc: 0.4895, top5_acc: 0.7641, loss_cls: 2.0850, loss: 2.0850, grad_norm: 6.7277 2020-07-24 17:11:31,694 - mmaction - INFO - Epoch [60][20/117] lr: 1.000e-03, eta: 7:35:25, time: 5.026, data_time: 3.845, memory: 5780, top1_acc: 0.4895, top5_acc: 0.7730, loss_cls: 2.0710, loss: 2.0710, grad_norm: 6.6777 2020-07-24 17:11:53,068 - mmaction - INFO - Epoch [60][40/117] lr: 1.000e-03, eta: 7:33:47, time: 1.071, data_time: 0.010, memory: 5780, top1_acc: 0.4934, top5_acc: 0.7648, loss_cls: 2.0681, loss: 2.0681, grad_norm: 6.7213 2020-07-24 17:12:16,740 - mmaction - INFO - Epoch [60][60/117] lr: 1.000e-03, eta: 7:32:14, time: 1.181, data_time: 0.025, memory: 5780, top1_acc: 0.5043, top5_acc: 0.7660, loss_cls: 2.0676, loss: 2.0676, grad_norm: 6.5400 2020-07-24 17:12:40,450 - mmaction - INFO - Epoch [60][80/117] lr: 1.000e-03, eta: 7:30:41, time: 1.182, data_time: 0.006, memory: 5780, top1_acc: 0.4977, top5_acc: 0.7617, loss_cls: 2.1035, loss: 2.1035, grad_norm: 6.7551 2020-07-24 17:13:01,467 - mmaction - INFO - Epoch [60][100/117] lr: 1.000e-03, eta: 7:29:04, time: 1.050, data_time: 0.009, memory: 5780, top1_acc: 0.5082, top5_acc: 0.7621, loss_cls: 2.0499, loss: 2.0499, grad_norm: 6.5826 2020-07-24 17:13:19,717 - mmaction - INFO - Saving checkpoint at 60 epochs 2020-07-24 17:15:01,607 - mmaction - INFO - Epoch [61][20/117] lr: 1.000e-04, eta: 7:27:38, time: 5.009, data_time: 3.796, memory: 5780, top1_acc: 0.5066, top5_acc: 0.7594, loss_cls: 2.0741, loss: 2.0741, grad_norm: 6.5536 2020-07-24 17:15:24,717 - mmaction - INFO - Epoch [61][40/117] lr: 1.000e-04, eta: 7:26:05, time: 1.156, data_time: 0.018, memory: 5780, top1_acc: 0.5004, top5_acc: 0.7688, loss_cls: 2.0607, loss: 2.0607, grad_norm: 6.6637 2020-07-24 17:15:45,105 - mmaction - INFO - Epoch [61][60/117] lr: 1.000e-04, eta: 7:24:29, time: 1.014, data_time: 0.041, memory: 5780, top1_acc: 0.5121, top5_acc: 0.7805, loss_cls: 2.0113, loss: 2.0113, grad_norm: 6.4075 2020-07-24 17:16:08,200 - mmaction - INFO - Epoch [61][80/117] lr: 1.000e-04, eta: 7:22:57, time: 1.157, data_time: 0.039, memory: 5780, top1_acc: 0.5051, top5_acc: 0.7598, loss_cls: 2.0553, loss: 2.0553, grad_norm: 6.4385 2020-07-24 17:16:34,467 - mmaction - INFO - Epoch [61][100/117] lr: 1.000e-04, eta: 7:21:30, time: 1.313, data_time: 0.006, memory: 5780, top1_acc: 0.5109, top5_acc: 0.7789, loss_cls: 2.0270, loss: 2.0270, grad_norm: 6.4764 2020-07-24 17:18:29,653 - mmaction - INFO - Epoch [62][20/117] lr: 1.000e-04, eta: 7:20:00, time: 4.848, data_time: 3.761, memory: 5780, top1_acc: 0.4883, top5_acc: 0.7773, loss_cls: 2.0578, loss: 2.0578, grad_norm: 6.5243 2020-07-24 17:18:51,635 - mmaction - INFO - Epoch [62][40/117] lr: 1.000e-04, eta: 7:18:28, time: 1.096, data_time: 0.016, memory: 5780, top1_acc: 0.5062, top5_acc: 0.7578, loss_cls: 2.0788, loss: 2.0788, grad_norm: 6.6157 2020-07-24 17:19:11,344 - mmaction - INFO - Epoch [62][60/117] lr: 1.000e-04, eta: 7:16:53, time: 0.987, data_time: 0.220, memory: 5780, top1_acc: 0.5215, top5_acc: 0.7852, loss_cls: 2.0019, loss: 2.0019, grad_norm: 6.4641 2020-07-24 17:19:35,891 - mmaction - INFO - Epoch [62][80/117] lr: 1.000e-04, eta: 7:15:25, time: 1.227, data_time: 0.182, memory: 5780, top1_acc: 0.5367, top5_acc: 0.7801, loss_cls: 1.9794, loss: 1.9794, grad_norm: 6.3659 2020-07-24 17:19:57,988 - mmaction - INFO - Epoch [62][100/117] lr: 1.000e-04, eta: 7:13:54, time: 1.107, data_time: 0.006, memory: 5780, top1_acc: 0.5234, top5_acc: 0.7836, loss_cls: 1.9911, loss: 1.9911, grad_norm: 6.4292 2020-07-24 17:21:51,381 - mmaction - INFO - Epoch [63][20/117] lr: 1.000e-04, eta: 7:12:23, time: 4.784, data_time: 3.017, memory: 5780, top1_acc: 0.5141, top5_acc: 0.7723, loss_cls: 2.0202, loss: 2.0202, grad_norm: 6.4311 2020-07-24 17:22:16,421 - mmaction - INFO - Epoch [63][40/117] lr: 1.000e-04, eta: 7:10:57, time: 1.252, data_time: 0.015, memory: 5780, top1_acc: 0.5281, top5_acc: 0.7926, loss_cls: 1.9516, loss: 1.9516, grad_norm: 6.4544 2020-07-24 17:22:35,419 - mmaction - INFO - Epoch [63][60/117] lr: 1.000e-04, eta: 7:09:23, time: 0.948, data_time: 0.009, memory: 5780, top1_acc: 0.5094, top5_acc: 0.7781, loss_cls: 2.0245, loss: 2.0245, grad_norm: 6.5577 2020-07-24 17:22:58,421 - mmaction - INFO - Epoch [63][80/117] lr: 1.000e-04, eta: 7:07:54, time: 1.156, data_time: 0.055, memory: 5780, top1_acc: 0.5227, top5_acc: 0.7770, loss_cls: 2.0080, loss: 2.0080, grad_norm: 6.5492 2020-07-24 17:23:18,915 - mmaction - INFO - Epoch [63][100/117] lr: 1.000e-04, eta: 7:06:23, time: 1.025, data_time: 0.005, memory: 5780, top1_acc: 0.5340, top5_acc: 0.7777, loss_cls: 2.0156, loss: 2.0156, grad_norm: 6.4923 2020-07-24 17:25:16,243 - mmaction - INFO - Epoch [64][20/117] lr: 1.000e-04, eta: 7:05:01, time: 5.036, data_time: 3.653, memory: 5780, top1_acc: 0.5250, top5_acc: 0.7750, loss_cls: 2.0035, loss: 2.0035, grad_norm: 6.5335 2020-07-24 17:25:37,364 - mmaction - INFO - Epoch [64][40/117] lr: 1.000e-04, eta: 7:03:31, time: 1.052, data_time: 0.004, memory: 5780, top1_acc: 0.5074, top5_acc: 0.7910, loss_cls: 1.9996, loss: 1.9996, grad_norm: 6.4674 2020-07-24 17:25:59,430 - mmaction - INFO - Epoch [64][60/117] lr: 1.000e-04, eta: 7:02:02, time: 1.104, data_time: 0.007, memory: 5780, top1_acc: 0.5250, top5_acc: 0.7660, loss_cls: 2.0428, loss: 2.0428, grad_norm: 6.5075 2020-07-24 17:26:19,237 - mmaction - INFO - Epoch [64][80/117] lr: 1.000e-04, eta: 7:00:31, time: 0.991, data_time: 0.008, memory: 5780, top1_acc: 0.5047, top5_acc: 0.7770, loss_cls: 2.0233, loss: 2.0233, grad_norm: 6.5398 2020-07-24 17:26:41,396 - mmaction - INFO - Epoch [64][100/117] lr: 1.000e-04, eta: 6:59:04, time: 1.110, data_time: 0.046, memory: 5780, top1_acc: 0.5203, top5_acc: 0.7801, loss_cls: 1.9897, loss: 1.9897, grad_norm: 6.4346 2020-07-24 17:28:36,558 - mmaction - INFO - Epoch [65][20/117] lr: 1.000e-04, eta: 6:57:40, time: 4.932, data_time: 3.527, memory: 5780, top1_acc: 0.5285, top5_acc: 0.7883, loss_cls: 1.9673, loss: 1.9673, grad_norm: 6.4788 2020-07-24 17:28:57,947 - mmaction - INFO - Epoch [65][40/117] lr: 1.000e-04, eta: 6:56:12, time: 1.066, data_time: 0.005, memory: 5780, top1_acc: 0.5039, top5_acc: 0.7684, loss_cls: 2.0665, loss: 2.0665, grad_norm: 6.4340 2020-07-24 17:29:18,822 - mmaction - INFO - Epoch [65][60/117] lr: 1.000e-04, eta: 6:54:44, time: 1.042, data_time: 0.088, memory: 5780, top1_acc: 0.5016, top5_acc: 0.7742, loss_cls: 2.0309, loss: 2.0309, grad_norm: 6.4870 2020-07-24 17:29:41,025 - mmaction - INFO - Epoch [65][80/117] lr: 1.000e-04, eta: 6:53:18, time: 1.112, data_time: 0.325, memory: 5780, top1_acc: 0.5133, top5_acc: 0.7688, loss_cls: 2.0224, loss: 2.0224, grad_norm: 6.4063 2020-07-24 17:30:00,448 - mmaction - INFO - Epoch [65][100/117] lr: 1.000e-04, eta: 6:51:48, time: 0.970, data_time: 0.199, memory: 5780, top1_acc: 0.5480, top5_acc: 0.7906, loss_cls: 1.9156, loss: 1.9156, grad_norm: 6.3170 2020-07-24 17:30:23,569 - mmaction - INFO - Saving checkpoint at 65 epochs 2020-07-24 17:32:02,634 - mmaction - INFO - Epoch [66][20/117] lr: 1.000e-04, eta: 6:50:24, time: 4.880, data_time: 3.535, memory: 5780, top1_acc: 0.5262, top5_acc: 0.7801, loss_cls: 1.9976, loss: 1.9976, grad_norm: 6.5520 2020-07-24 17:32:25,196 - mmaction - INFO - Epoch [66][40/117] lr: 1.000e-04, eta: 6:49:00, time: 1.127, data_time: 0.006, memory: 5780, top1_acc: 0.5129, top5_acc: 0.7711, loss_cls: 2.0443, loss: 2.0443, grad_norm: 6.5277 2020-07-24 17:32:44,989 - mmaction - INFO - Epoch [66][60/117] lr: 1.000e-04, eta: 6:47:32, time: 0.989, data_time: 0.005, memory: 5780, top1_acc: 0.5168, top5_acc: 0.7781, loss_cls: 1.9995, loss: 1.9995, grad_norm: 6.4715 2020-07-24 17:33:06,174 - mmaction - INFO - Epoch [66][80/117] lr: 1.000e-04, eta: 6:46:06, time: 1.058, data_time: 0.006, memory: 5780, top1_acc: 0.5074, top5_acc: 0.7895, loss_cls: 1.9979, loss: 1.9979, grad_norm: 6.4558 2020-07-24 17:33:26,263 - mmaction - INFO - Epoch [66][100/117] lr: 1.000e-04, eta: 6:44:39, time: 1.005, data_time: 0.023, memory: 5780, top1_acc: 0.5191, top5_acc: 0.7637, loss_cls: 2.0560, loss: 2.0560, grad_norm: 6.6522 2020-07-24 17:35:17,556 - mmaction - INFO - Epoch [67][20/117] lr: 1.000e-04, eta: 6:43:13, time: 4.792, data_time: 3.707, memory: 5780, top1_acc: 0.5141, top5_acc: 0.7828, loss_cls: 1.9768, loss: 1.9768, grad_norm: 6.4992 2020-07-24 17:35:39,614 - mmaction - INFO - Epoch [67][40/117] lr: 1.000e-04, eta: 6:41:50, time: 1.103, data_time: 0.021, memory: 5780, top1_acc: 0.5113, top5_acc: 0.7766, loss_cls: 2.0309, loss: 2.0309, grad_norm: 6.5802 2020-07-24 17:36:02,735 - mmaction - INFO - Epoch [67][60/117] lr: 1.000e-04, eta: 6:40:28, time: 1.155, data_time: 0.260, memory: 5780, top1_acc: 0.5305, top5_acc: 0.7758, loss_cls: 1.9776, loss: 1.9776, grad_norm: 6.4706 2020-07-24 17:36:20,780 - mmaction - INFO - Epoch [67][80/117] lr: 1.000e-04, eta: 6:38:59, time: 0.899, data_time: 0.118, memory: 5780, top1_acc: 0.5176, top5_acc: 0.7844, loss_cls: 1.9931, loss: 1.9931, grad_norm: 6.4598 2020-07-24 17:36:40,846 - mmaction - INFO - Epoch [67][100/117] lr: 1.000e-04, eta: 6:37:34, time: 1.002, data_time: 0.056, memory: 5780, top1_acc: 0.5168, top5_acc: 0.7750, loss_cls: 1.9927, loss: 1.9927, grad_norm: 6.5339 2020-07-24 17:38:37,046 - mmaction - INFO - Epoch [68][20/117] lr: 1.000e-04, eta: 6:36:16, time: 5.028, data_time: 3.903, memory: 5780, top1_acc: 0.5191, top5_acc: 0.7785, loss_cls: 2.0040, loss: 2.0040, grad_norm: 6.5278 2020-07-24 17:38:59,639 - mmaction - INFO - Epoch [68][40/117] lr: 1.000e-04, eta: 6:34:54, time: 1.133, data_time: 0.133, memory: 5780, top1_acc: 0.5219, top5_acc: 0.7664, loss_cls: 2.0319, loss: 2.0319, grad_norm: 6.6380 2020-07-24 17:39:20,446 - mmaction - INFO - Epoch [68][60/117] lr: 1.000e-04, eta: 6:33:31, time: 1.039, data_time: 0.128, memory: 5780, top1_acc: 0.5164, top5_acc: 0.7887, loss_cls: 1.9598, loss: 1.9598, grad_norm: 6.4372 2020-07-24 17:39:41,160 - mmaction - INFO - Epoch [68][80/117] lr: 1.000e-04, eta: 6:32:07, time: 1.037, data_time: 0.189, memory: 5780, top1_acc: 0.5293, top5_acc: 0.7805, loss_cls: 2.0076, loss: 2.0076, grad_norm: 6.4647 2020-07-24 17:40:02,309 - mmaction - INFO - Epoch [68][100/117] lr: 1.000e-04, eta: 6:30:45, time: 1.055, data_time: 0.061, memory: 5780, top1_acc: 0.5160, top5_acc: 0.7773, loss_cls: 2.0309, loss: 2.0309, grad_norm: 6.5636 2020-07-24 17:41:57,337 - mmaction - INFO - Epoch [69][20/117] lr: 1.000e-04, eta: 6:29:26, time: 4.984, data_time: 3.966, memory: 5780, top1_acc: 0.5230, top5_acc: 0.7680, loss_cls: 2.0282, loss: 2.0282, grad_norm: 6.5486 2020-07-24 17:42:19,547 - mmaction - INFO - Epoch [69][40/117] lr: 1.000e-04, eta: 6:28:05, time: 1.101, data_time: 0.023, memory: 5780, top1_acc: 0.5176, top5_acc: 0.7789, loss_cls: 2.0130, loss: 2.0130, grad_norm: 6.5753 2020-07-24 17:42:40,347 - mmaction - INFO - Epoch [69][60/117] lr: 1.000e-04, eta: 6:26:43, time: 1.047, data_time: 0.344, memory: 5780, top1_acc: 0.5215, top5_acc: 0.7840, loss_cls: 1.9855, loss: 1.9855, grad_norm: 6.4802 2020-07-24 17:43:01,973 - mmaction - INFO - Epoch [69][80/117] lr: 1.000e-04, eta: 6:25:23, time: 1.084, data_time: 0.261, memory: 5780, top1_acc: 0.5094, top5_acc: 0.7801, loss_cls: 2.0246, loss: 2.0246, grad_norm: 6.6749 2020-07-24 17:43:23,499 - mmaction - INFO - Epoch [69][100/117] lr: 1.000e-04, eta: 6:24:02, time: 1.072, data_time: 0.003, memory: 5780, top1_acc: 0.5176, top5_acc: 0.7766, loss_cls: 2.0027, loss: 2.0027, grad_norm: 6.4756 2020-07-24 17:45:13,621 - mmaction - INFO - Epoch [70][20/117] lr: 1.000e-04, eta: 6:22:38, time: 4.739, data_time: 3.908, memory: 5780, top1_acc: 0.5180, top5_acc: 0.7770, loss_cls: 2.0102, loss: 2.0102, grad_norm: 6.6373 2020-07-24 17:45:36,419 - mmaction - INFO - Epoch [70][40/117] lr: 1.000e-04, eta: 6:21:20, time: 1.146, data_time: 0.300, memory: 5780, top1_acc: 0.5125, top5_acc: 0.7723, loss_cls: 2.0071, loss: 2.0071, grad_norm: 6.6130 2020-07-24 17:45:57,460 - mmaction - INFO - Epoch [70][60/117] lr: 1.000e-04, eta: 6:19:59, time: 1.054, data_time: 0.016, memory: 5780, top1_acc: 0.5199, top5_acc: 0.7820, loss_cls: 2.0034, loss: 2.0034, grad_norm: 6.5306 2020-07-24 17:46:17,279 - mmaction - INFO - Epoch [70][80/117] lr: 1.000e-04, eta: 6:18:38, time: 0.986, data_time: 0.003, memory: 5780, top1_acc: 0.5152, top5_acc: 0.7777, loss_cls: 1.9815, loss: 1.9815, grad_norm: 6.5198 2020-07-24 17:46:40,133 - mmaction - INFO - Epoch [70][100/117] lr: 1.000e-04, eta: 6:17:20, time: 1.146, data_time: 0.008, memory: 5780, top1_acc: 0.5379, top5_acc: 0.7855, loss_cls: 1.9629, loss: 1.9629, grad_norm: 6.5567 2020-07-24 17:46:54,207 - mmaction - INFO - Saving checkpoint at 70 epochs 2020-07-24 17:48:31,241 - mmaction - INFO - Epoch [71][20/117] lr: 1.000e-04, eta: 6:15:58, time: 4.755, data_time: 3.489, memory: 5780, top1_acc: 0.5188, top5_acc: 0.7785, loss_cls: 2.0255, loss: 2.0255, grad_norm: 6.6052 2020-07-24 17:48:51,667 - mmaction - INFO - Epoch [71][40/117] lr: 1.000e-04, eta: 6:14:38, time: 1.011, data_time: 0.005, memory: 5780, top1_acc: 0.5301, top5_acc: 0.7852, loss_cls: 1.9689, loss: 1.9689, grad_norm: 6.5377 2020-07-24 17:49:12,750 - mmaction - INFO - Epoch [71][60/117] lr: 1.000e-04, eta: 6:13:19, time: 1.054, data_time: 0.017, memory: 5780, top1_acc: 0.5141, top5_acc: 0.7836, loss_cls: 2.0398, loss: 2.0398, grad_norm: 6.6540 2020-07-24 17:49:33,441 - mmaction - INFO - Epoch [71][80/117] lr: 1.000e-04, eta: 6:12:00, time: 1.043, data_time: 0.014, memory: 5780, top1_acc: 0.5402, top5_acc: 0.7941, loss_cls: 1.9465, loss: 1.9465, grad_norm: 6.4652 2020-07-24 17:49:53,798 - mmaction - INFO - Epoch [71][100/117] lr: 1.000e-04, eta: 6:10:41, time: 1.021, data_time: 0.006, memory: 5780, top1_acc: 0.5258, top5_acc: 0.7863, loss_cls: 1.9792, loss: 1.9792, grad_norm: 6.5324 2020-07-24 17:51:44,798 - mmaction - INFO - Epoch [72][20/117] lr: 1.000e-04, eta: 6:09:21, time: 4.838, data_time: 4.083, memory: 5780, top1_acc: 0.5137, top5_acc: 0.7703, loss_cls: 2.0249, loss: 2.0249, grad_norm: 6.5820 2020-07-24 17:52:05,799 - mmaction - INFO - Epoch [72][40/117] lr: 1.000e-04, eta: 6:08:03, time: 1.051, data_time: 0.078, memory: 5780, top1_acc: 0.5285, top5_acc: 0.7723, loss_cls: 1.9835, loss: 1.9835, grad_norm: 6.5123 2020-07-24 17:52:26,311 - mmaction - INFO - Epoch [72][60/117] lr: 1.000e-04, eta: 6:06:45, time: 1.022, data_time: 0.054, memory: 5780, top1_acc: 0.5082, top5_acc: 0.7770, loss_cls: 2.0036, loss: 2.0036, grad_norm: 6.6686 2020-07-24 17:52:47,185 - mmaction - INFO - Epoch [72][80/117] lr: 1.000e-04, eta: 6:05:27, time: 1.033, data_time: 0.008, memory: 5780, top1_acc: 0.5086, top5_acc: 0.7871, loss_cls: 1.9895, loss: 1.9895, grad_norm: 6.5443 2020-07-24 17:53:07,903 - mmaction - INFO - Epoch [72][100/117] lr: 1.000e-04, eta: 6:04:10, time: 1.047, data_time: 0.039, memory: 5780, top1_acc: 0.5262, top5_acc: 0.7930, loss_cls: 1.9827, loss: 1.9827, grad_norm: 6.5582 2020-07-24 17:55:01,643 - mmaction - INFO - Epoch [73][20/117] lr: 1.000e-04, eta: 6:02:52, time: 4.935, data_time: 3.737, memory: 5780, top1_acc: 0.5117, top5_acc: 0.7781, loss_cls: 2.0115, loss: 2.0115, grad_norm: 6.5752 2020-07-24 17:55:23,784 - mmaction - INFO - Epoch [73][40/117] lr: 1.000e-04, eta: 6:01:37, time: 1.099, data_time: 0.005, memory: 5780, top1_acc: 0.5246, top5_acc: 0.7867, loss_cls: 1.9697, loss: 1.9697, grad_norm: 6.6247 2020-07-24 17:55:45,467 - mmaction - INFO - Epoch [73][60/117] lr: 1.000e-04, eta: 6:00:21, time: 1.086, data_time: 0.131, memory: 5780, top1_acc: 0.5227, top5_acc: 0.7777, loss_cls: 1.9979, loss: 1.9979, grad_norm: 6.4815 2020-07-24 17:56:04,239 - mmaction - INFO - Epoch [73][80/117] lr: 1.000e-04, eta: 5:59:03, time: 0.940, data_time: 0.015, memory: 5780, top1_acc: 0.5191, top5_acc: 0.7801, loss_cls: 1.9711, loss: 1.9711, grad_norm: 6.5723 2020-07-24 17:56:24,843 - mmaction - INFO - Epoch [73][100/117] lr: 1.000e-04, eta: 5:57:47, time: 1.028, data_time: 0.042, memory: 5780, top1_acc: 0.5207, top5_acc: 0.7719, loss_cls: 2.0182, loss: 2.0182, grad_norm: 6.6321 2020-07-24 17:58:22,141 - mmaction - INFO - Epoch [74][20/117] lr: 1.000e-04, eta: 5:56:31, time: 5.004, data_time: 3.194, memory: 5780, top1_acc: 0.5223, top5_acc: 0.7883, loss_cls: 1.9719, loss: 1.9719, grad_norm: 6.5143 2020-07-24 17:58:41,851 - mmaction - INFO - Epoch [74][40/117] lr: 1.000e-04, eta: 5:55:15, time: 0.988, data_time: 0.010, memory: 5780, top1_acc: 0.5215, top5_acc: 0.7719, loss_cls: 2.0048, loss: 2.0048, grad_norm: 6.6126 2020-07-24 17:59:02,982 - mmaction - INFO - Epoch [74][60/117] lr: 1.000e-04, eta: 5:54:00, time: 1.057, data_time: 0.005, memory: 5780, top1_acc: 0.5332, top5_acc: 0.7977, loss_cls: 1.9154, loss: 1.9154, grad_norm: 6.3903 2020-07-24 17:59:23,169 - mmaction - INFO - Epoch [74][80/117] lr: 1.000e-04, eta: 5:52:44, time: 1.010, data_time: 0.005, memory: 5780, top1_acc: 0.5203, top5_acc: 0.7836, loss_cls: 1.9834, loss: 1.9834, grad_norm: 6.5053 2020-07-24 17:59:43,441 - mmaction - INFO - Epoch [74][100/117] lr: 1.000e-04, eta: 5:51:28, time: 1.010, data_time: 0.003, memory: 5780, top1_acc: 0.4984, top5_acc: 0.7625, loss_cls: 2.0880, loss: 2.0880, grad_norm: 6.6591 2020-07-24 18:01:36,053 - mmaction - INFO - Epoch [75][20/117] lr: 1.000e-04, eta: 5:50:10, time: 4.836, data_time: 3.693, memory: 5780, top1_acc: 0.5250, top5_acc: 0.7801, loss_cls: 1.9880, loss: 1.9880, grad_norm: 6.5754 2020-07-24 18:01:55,777 - mmaction - INFO - Epoch [75][40/117] lr: 1.000e-04, eta: 5:48:55, time: 0.989, data_time: 0.014, memory: 5780, top1_acc: 0.5035, top5_acc: 0.7797, loss_cls: 2.0527, loss: 2.0527, grad_norm: 6.6438 2020-07-24 18:02:17,333 - mmaction - INFO - Epoch [75][60/117] lr: 1.000e-04, eta: 5:47:41, time: 1.082, data_time: 0.008, memory: 5780, top1_acc: 0.5215, top5_acc: 0.7844, loss_cls: 1.9725, loss: 1.9725, grad_norm: 6.4956 2020-07-24 18:02:36,700 - mmaction - INFO - Epoch [75][80/117] lr: 1.000e-04, eta: 5:46:26, time: 0.965, data_time: 0.002, memory: 5780, top1_acc: 0.5219, top5_acc: 0.7688, loss_cls: 2.0145, loss: 2.0145, grad_norm: 6.5641 2020-07-24 18:02:57,977 - mmaction - INFO - Epoch [75][100/117] lr: 1.000e-04, eta: 5:45:13, time: 1.065, data_time: 0.006, memory: 5780, top1_acc: 0.5168, top5_acc: 0.7770, loss_cls: 2.0110, loss: 2.0110, grad_norm: 6.6948 2020-07-24 18:03:13,296 - mmaction - INFO - Saving checkpoint at 75 epochs 2020-07-24 18:04:50,217 - mmaction - INFO - Epoch [76][20/117] lr: 1.000e-04, eta: 5:43:54, time: 4.758, data_time: 3.665, memory: 5780, top1_acc: 0.5137, top5_acc: 0.7738, loss_cls: 2.0048, loss: 2.0048, grad_norm: 6.6225 2020-07-24 18:05:09,401 - mmaction - INFO - Epoch [76][40/117] lr: 1.000e-04, eta: 5:42:39, time: 0.958, data_time: 0.007, memory: 5780, top1_acc: 0.5230, top5_acc: 0.7777, loss_cls: 2.0024, loss: 2.0024, grad_norm: 6.6052 2020-07-24 18:05:29,034 - mmaction - INFO - Epoch [76][60/117] lr: 1.000e-04, eta: 5:41:25, time: 0.988, data_time: 0.108, memory: 5780, top1_acc: 0.5348, top5_acc: 0.7922, loss_cls: 1.9437, loss: 1.9437, grad_norm: 6.4879 2020-07-24 18:05:48,745 - mmaction - INFO - Epoch [76][80/117] lr: 1.000e-04, eta: 5:40:11, time: 0.980, data_time: 0.002, memory: 5780, top1_acc: 0.5340, top5_acc: 0.7793, loss_cls: 1.9495, loss: 1.9495, grad_norm: 6.5314 2020-07-24 18:06:08,750 - mmaction - INFO - Epoch [76][100/117] lr: 1.000e-04, eta: 5:38:57, time: 0.997, data_time: 0.010, memory: 5780, top1_acc: 0.5199, top5_acc: 0.7840, loss_cls: 1.9683, loss: 1.9683, grad_norm: 6.5644 2020-07-24 18:07:59,095 - mmaction - INFO - Epoch [77][20/117] lr: 1.000e-04, eta: 5:37:39, time: 4.741, data_time: 3.674, memory: 5780, top1_acc: 0.5156, top5_acc: 0.7816, loss_cls: 1.9829, loss: 1.9829, grad_norm: 6.5526 2020-07-24 18:08:19,194 - mmaction - INFO - Epoch [77][40/117] lr: 1.000e-04, eta: 5:36:26, time: 1.001, data_time: 0.010, memory: 5780, top1_acc: 0.5246, top5_acc: 0.7738, loss_cls: 1.9929, loss: 1.9929, grad_norm: 6.4865 2020-07-24 18:08:39,679 - mmaction - INFO - Epoch [77][60/117] lr: 1.000e-04, eta: 5:35:14, time: 1.025, data_time: 0.100, memory: 5780, top1_acc: 0.5129, top5_acc: 0.7781, loss_cls: 2.0330, loss: 2.0330, grad_norm: 6.6894 2020-07-24 18:08:58,678 - mmaction - INFO - Epoch [77][80/117] lr: 1.000e-04, eta: 5:34:00, time: 0.951, data_time: 0.213, memory: 5780, top1_acc: 0.5246, top5_acc: 0.7941, loss_cls: 1.9544, loss: 1.9544, grad_norm: 6.5890 2020-07-24 18:09:18,988 - mmaction - INFO - Epoch [77][100/117] lr: 1.000e-04, eta: 5:32:49, time: 1.025, data_time: 0.056, memory: 5780, top1_acc: 0.5199, top5_acc: 0.7910, loss_cls: 1.9622, loss: 1.9622, grad_norm: 6.6526 2020-07-24 18:11:16,863 - mmaction - INFO - Epoch [78][20/117] lr: 1.000e-04, eta: 5:31:35, time: 5.000, data_time: 3.827, memory: 5780, top1_acc: 0.5277, top5_acc: 0.7891, loss_cls: 1.9539, loss: 1.9539, grad_norm: 6.5010 2020-07-24 18:11:37,770 - mmaction - INFO - Epoch [78][40/117] lr: 1.000e-04, eta: 5:30:24, time: 1.044, data_time: 0.238, memory: 5780, top1_acc: 0.5406, top5_acc: 0.7828, loss_cls: 1.9574, loss: 1.9574, grad_norm: 6.5355 2020-07-24 18:11:58,149 - mmaction - INFO - Epoch [78][60/117] lr: 1.000e-04, eta: 5:29:13, time: 1.019, data_time: 0.250, memory: 5780, top1_acc: 0.5352, top5_acc: 0.7859, loss_cls: 1.9551, loss: 1.9551, grad_norm: 6.5471 2020-07-24 18:12:19,010 - mmaction - INFO - Epoch [78][80/117] lr: 1.000e-04, eta: 5:28:02, time: 1.040, data_time: 0.040, memory: 5780, top1_acc: 0.5180, top5_acc: 0.7711, loss_cls: 2.0189, loss: 2.0189, grad_norm: 6.6092 2020-07-24 18:12:38,896 - mmaction - INFO - Epoch [78][100/117] lr: 1.000e-04, eta: 5:26:51, time: 0.998, data_time: 0.135, memory: 5780, top1_acc: 0.5207, top5_acc: 0.7742, loss_cls: 2.0354, loss: 2.0354, grad_norm: 6.5636 2020-07-24 18:14:38,846 - mmaction - INFO - Epoch [79][20/117] lr: 1.000e-04, eta: 5:25:38, time: 5.010, data_time: 3.963, memory: 5780, top1_acc: 0.5027, top5_acc: 0.7668, loss_cls: 2.0412, loss: 2.0412, grad_norm: 6.7273 2020-07-24 18:14:58,136 - mmaction - INFO - Epoch [79][40/117] lr: 1.000e-04, eta: 5:24:27, time: 0.957, data_time: 0.008, memory: 5780, top1_acc: 0.5070, top5_acc: 0.7695, loss_cls: 1.9950, loss: 1.9950, grad_norm: 6.6234 2020-07-24 18:15:18,542 - mmaction - INFO - Epoch [79][60/117] lr: 1.000e-04, eta: 5:23:17, time: 1.031, data_time: 0.073, memory: 5780, top1_acc: 0.5094, top5_acc: 0.7887, loss_cls: 1.9955, loss: 1.9955, grad_norm: 6.6084 2020-07-24 18:15:38,418 - mmaction - INFO - Epoch [79][80/117] lr: 1.000e-04, eta: 5:22:06, time: 0.991, data_time: 0.005, memory: 5780, top1_acc: 0.5355, top5_acc: 0.7867, loss_cls: 1.9493, loss: 1.9493, grad_norm: 6.5613 2020-07-24 18:15:59,562 - mmaction - INFO - Epoch [79][100/117] lr: 1.000e-04, eta: 5:20:57, time: 1.057, data_time: 0.015, memory: 5780, top1_acc: 0.5160, top5_acc: 0.7719, loss_cls: 2.0367, loss: 2.0367, grad_norm: 6.5542 2020-07-24 18:17:50,965 - mmaction - INFO - Epoch [80][20/117] lr: 1.000e-04, eta: 5:19:41, time: 4.811, data_time: 3.342, memory: 5780, top1_acc: 0.5332, top5_acc: 0.7840, loss_cls: 1.9513, loss: 1.9513, grad_norm: 6.5547 2020-07-24 18:18:12,572 - mmaction - INFO - Epoch [80][40/117] lr: 1.000e-04, eta: 5:18:33, time: 1.077, data_time: 0.007, memory: 5780, top1_acc: 0.5230, top5_acc: 0.7883, loss_cls: 1.9647, loss: 1.9647, grad_norm: 6.4921 2020-07-24 18:18:30,603 - mmaction - INFO - Epoch [80][60/117] lr: 1.000e-04, eta: 5:17:21, time: 0.893, data_time: 0.006, memory: 5780, top1_acc: 0.5156, top5_acc: 0.7773, loss_cls: 2.0163, loss: 2.0163, grad_norm: 6.5982 2020-07-24 18:18:50,402 - mmaction - INFO - Epoch [80][80/117] lr: 1.000e-04, eta: 5:16:12, time: 1.002, data_time: 0.015, memory: 5780, top1_acc: 0.5406, top5_acc: 0.7891, loss_cls: 1.9632, loss: 1.9632, grad_norm: 6.5892 2020-07-24 18:19:10,716 - mmaction - INFO - Epoch [80][100/117] lr: 1.000e-04, eta: 5:15:03, time: 1.013, data_time: 0.002, memory: 5780, top1_acc: 0.5258, top5_acc: 0.7840, loss_cls: 1.9722, loss: 1.9722, grad_norm: 6.5914 2020-07-24 18:19:25,466 - mmaction - INFO - Saving checkpoint at 80 epochs 2020-07-24 18:21:03,557 - mmaction - INFO - Epoch [81][20/117] lr: 1.000e-04, eta: 5:13:48, time: 4.825, data_time: 3.506, memory: 5780, top1_acc: 0.5293, top5_acc: 0.7777, loss_cls: 1.9507, loss: 1.9507, grad_norm: 6.5924 2020-07-24 18:21:23,111 - mmaction - INFO - Epoch [81][40/117] lr: 1.000e-04, eta: 5:12:39, time: 0.971, data_time: 0.005, memory: 5780, top1_acc: 0.5191, top5_acc: 0.7863, loss_cls: 1.9897, loss: 1.9897, grad_norm: 6.5201 2020-07-24 18:21:44,779 - mmaction - INFO - Epoch [81][60/117] lr: 1.000e-04, eta: 5:11:32, time: 1.085, data_time: 0.011, memory: 5780, top1_acc: 0.5258, top5_acc: 0.7805, loss_cls: 1.9920, loss: 1.9920, grad_norm: 6.6336 2020-07-24 18:22:05,495 - mmaction - INFO - Epoch [81][80/117] lr: 1.000e-04, eta: 5:10:24, time: 1.040, data_time: 0.007, memory: 5780, top1_acc: 0.5207, top5_acc: 0.7777, loss_cls: 1.9984, loss: 1.9984, grad_norm: 6.5964 2020-07-24 18:22:26,480 - mmaction - INFO - Epoch [81][100/117] lr: 1.000e-04, eta: 5:09:17, time: 1.048, data_time: 0.004, memory: 5780, top1_acc: 0.5230, top5_acc: 0.7684, loss_cls: 1.9902, loss: 1.9902, grad_norm: 6.6547 2020-07-24 18:24:21,474 - mmaction - INFO - Epoch [82][20/117] lr: 1.000e-04, eta: 5:08:04, time: 4.951, data_time: 3.645, memory: 5780, top1_acc: 0.5348, top5_acc: 0.7852, loss_cls: 1.9359, loss: 1.9359, grad_norm: 6.5666 2020-07-24 18:24:40,307 - mmaction - INFO - Epoch [82][40/117] lr: 1.000e-04, eta: 5:06:55, time: 0.938, data_time: 0.005, memory: 5780, top1_acc: 0.5062, top5_acc: 0.7730, loss_cls: 2.0263, loss: 2.0263, grad_norm: 6.8068 2020-07-24 18:24:59,074 - mmaction - INFO - Epoch [82][60/117] lr: 1.000e-04, eta: 5:05:47, time: 0.937, data_time: 0.008, memory: 5780, top1_acc: 0.5223, top5_acc: 0.7770, loss_cls: 2.0071, loss: 2.0071, grad_norm: 6.7518 2020-07-24 18:25:19,389 - mmaction - INFO - Epoch [82][80/117] lr: 1.000e-04, eta: 5:04:39, time: 1.021, data_time: 0.010, memory: 5780, top1_acc: 0.5113, top5_acc: 0.7910, loss_cls: 1.9797, loss: 1.9797, grad_norm: 6.6655 2020-07-24 18:25:38,786 - mmaction - INFO - Epoch [82][100/117] lr: 1.000e-04, eta: 5:03:32, time: 0.966, data_time: 0.004, memory: 5780, top1_acc: 0.5328, top5_acc: 0.7840, loss_cls: 1.9545, loss: 1.9545, grad_norm: 6.6522 2020-07-24 18:27:31,436 - mmaction - INFO - Epoch [83][20/117] lr: 1.000e-04, eta: 5:02:18, time: 4.851, data_time: 3.807, memory: 5780, top1_acc: 0.5227, top5_acc: 0.7809, loss_cls: 1.9854, loss: 1.9854, grad_norm: 6.5923 2020-07-24 18:27:50,548 - mmaction - INFO - Epoch [83][40/117] lr: 1.000e-04, eta: 5:01:10, time: 0.950, data_time: 0.006, memory: 5780, top1_acc: 0.5090, top5_acc: 0.7766, loss_cls: 1.9993, loss: 1.9993, grad_norm: 6.6738 2020-07-24 18:28:11,803 - mmaction - INFO - Epoch [83][60/117] lr: 1.000e-04, eta: 5:00:04, time: 1.069, data_time: 0.012, memory: 5780, top1_acc: 0.5184, top5_acc: 0.7781, loss_cls: 1.9993, loss: 1.9993, grad_norm: 6.6416 2020-07-24 18:28:31,730 - mmaction - INFO - Epoch [83][80/117] lr: 1.000e-04, eta: 4:58:58, time: 0.996, data_time: 0.004, memory: 5780, top1_acc: 0.5309, top5_acc: 0.7949, loss_cls: 1.9532, loss: 1.9532, grad_norm: 6.6670 2020-07-24 18:28:49,364 - mmaction - INFO - Epoch [83][100/117] lr: 1.000e-04, eta: 4:57:50, time: 0.875, data_time: 0.017, memory: 5780, top1_acc: 0.5234, top5_acc: 0.7754, loss_cls: 1.9734, loss: 1.9734, grad_norm: 6.6313 2020-07-24 18:30:40,641 - mmaction - INFO - Epoch [84][20/117] lr: 1.000e-04, eta: 4:56:35, time: 4.817, data_time: 3.733, memory: 5780, top1_acc: 0.5309, top5_acc: 0.7770, loss_cls: 1.9869, loss: 1.9869, grad_norm: 6.6222 2020-07-24 18:31:00,654 - mmaction - INFO - Epoch [84][40/117] lr: 1.000e-04, eta: 4:55:29, time: 1.008, data_time: 0.014, memory: 5780, top1_acc: 0.5195, top5_acc: 0.7797, loss_cls: 1.9730, loss: 1.9730, grad_norm: 6.6763 2020-07-24 18:31:20,916 - mmaction - INFO - Epoch [84][60/117] lr: 1.000e-04, eta: 4:54:24, time: 1.010, data_time: 0.004, memory: 5780, top1_acc: 0.5148, top5_acc: 0.7820, loss_cls: 1.9899, loss: 1.9899, grad_norm: 6.5954 2020-07-24 18:31:38,367 - mmaction - INFO - Epoch [84][80/117] lr: 1.000e-04, eta: 4:53:16, time: 0.878, data_time: 0.130, memory: 5780, top1_acc: 0.5328, top5_acc: 0.8012, loss_cls: 1.9229, loss: 1.9229, grad_norm: 6.5601 2020-07-24 18:31:57,762 - mmaction - INFO - Epoch [84][100/117] lr: 1.000e-04, eta: 4:52:10, time: 0.968, data_time: 0.003, memory: 5780, top1_acc: 0.5195, top5_acc: 0.7734, loss_cls: 1.9914, loss: 1.9914, grad_norm: 6.6449 2020-07-24 18:33:49,470 - mmaction - INFO - Epoch [85][20/117] lr: 1.000e-04, eta: 4:50:56, time: 4.813, data_time: 4.044, memory: 5780, top1_acc: 0.5223, top5_acc: 0.7664, loss_cls: 2.0222, loss: 2.0222, grad_norm: 6.6976 2020-07-24 18:34:09,673 - mmaction - INFO - Epoch [85][40/117] lr: 1.000e-04, eta: 4:49:51, time: 1.008, data_time: 0.189, memory: 5780, top1_acc: 0.5336, top5_acc: 0.7848, loss_cls: 1.9630, loss: 1.9630, grad_norm: 6.5049 2020-07-24 18:34:27,948 - mmaction - INFO - Epoch [85][60/117] lr: 1.000e-04, eta: 4:48:45, time: 0.916, data_time: 0.009, memory: 5780, top1_acc: 0.5254, top5_acc: 0.7895, loss_cls: 1.9317, loss: 1.9317, grad_norm: 6.4537 2020-07-24 18:34:49,246 - mmaction - INFO - Epoch [85][80/117] lr: 1.000e-04, eta: 4:47:42, time: 1.064, data_time: 0.109, memory: 5780, top1_acc: 0.5215, top5_acc: 0.7785, loss_cls: 2.0027, loss: 2.0027, grad_norm: 6.5807 2020-07-24 18:35:09,232 - mmaction - INFO - Epoch [85][100/117] lr: 1.000e-04, eta: 4:46:37, time: 0.998, data_time: 0.008, memory: 5780, top1_acc: 0.5066, top5_acc: 0.7832, loss_cls: 2.0036, loss: 2.0036, grad_norm: 6.5647 2020-07-24 18:35:24,215 - mmaction - INFO - Saving checkpoint at 85 epochs 2020-07-24 18:36:59,692 - mmaction - INFO - Epoch [86][20/117] lr: 1.000e-04, eta: 4:45:22, time: 4.701, data_time: 3.792, memory: 5780, top1_acc: 0.5336, top5_acc: 0.7883, loss_cls: 1.9653, loss: 1.9653, grad_norm: 6.6366 2020-07-24 18:37:18,867 - mmaction - INFO - Epoch [86][40/117] lr: 1.000e-04, eta: 4:44:17, time: 0.954, data_time: 0.009, memory: 5780, top1_acc: 0.5035, top5_acc: 0.7750, loss_cls: 2.0187, loss: 2.0187, grad_norm: 6.6149 2020-07-24 18:37:37,610 - mmaction - INFO - Epoch [86][60/117] lr: 1.000e-04, eta: 4:43:12, time: 0.938, data_time: 0.011, memory: 5780, top1_acc: 0.5371, top5_acc: 0.7910, loss_cls: 1.9497, loss: 1.9497, grad_norm: 6.5560 2020-07-24 18:37:55,992 - mmaction - INFO - Epoch [86][80/117] lr: 1.000e-04, eta: 4:42:07, time: 0.925, data_time: 0.094, memory: 5780, top1_acc: 0.5355, top5_acc: 0.7902, loss_cls: 1.9462, loss: 1.9462, grad_norm: 6.5681 2020-07-24 18:38:17,705 - mmaction - INFO - Epoch [86][100/117] lr: 1.000e-04, eta: 4:41:04, time: 1.084, data_time: 0.041, memory: 5780, top1_acc: 0.5020, top5_acc: 0.7605, loss_cls: 2.0980, loss: 2.0980, grad_norm: 6.9022 2020-07-24 18:40:10,054 - mmaction - INFO - Epoch [87][20/117] lr: 1.000e-04, eta: 4:39:52, time: 4.857, data_time: 3.326, memory: 5780, top1_acc: 0.5141, top5_acc: 0.7766, loss_cls: 2.0138, loss: 2.0138, grad_norm: 6.6319 2020-07-24 18:42:26,300 - mmaction - INFO - Epoch [87][40/117] lr: 1.000e-04, eta: 4:40:14, time: 6.809, data_time: 0.005, memory: 5780, top1_acc: 0.5316, top5_acc: 0.7824, loss_cls: 1.9754, loss: 1.9754, grad_norm: 6.7594 2020-07-24 18:43:45,114 - mmaction - INFO - Epoch [87][60/117] lr: 1.000e-04, eta: 4:39:53, time: 3.943, data_time: 0.413, memory: 5780, top1_acc: 0.5398, top5_acc: 0.7934, loss_cls: 1.9249, loss: 1.9249, grad_norm: 6.5560 2020-07-24 18:44:03,631 - mmaction - INFO - Epoch [87][80/117] lr: 1.000e-04, eta: 4:38:49, time: 0.925, data_time: 0.023, memory: 5780, top1_acc: 0.5098, top5_acc: 0.7734, loss_cls: 2.0210, loss: 2.0210, grad_norm: 6.7053 2020-07-24 18:44:22,363 - mmaction - INFO - Epoch [87][100/117] lr: 1.000e-04, eta: 4:37:44, time: 0.939, data_time: 0.005, memory: 5780, top1_acc: 0.5238, top5_acc: 0.7840, loss_cls: 1.9716, loss: 1.9716, grad_norm: 6.6029 2020-07-24 18:46:14,405 - mmaction - INFO - Epoch [88][20/117] lr: 1.000e-04, eta: 4:36:30, time: 4.828, data_time: 3.998, memory: 5780, top1_acc: 0.5336, top5_acc: 0.7848, loss_cls: 1.9412, loss: 1.9412, grad_norm: 6.4754 2020-07-24 18:46:34,255 - mmaction - INFO - Epoch [88][40/117] lr: 1.000e-04, eta: 4:35:27, time: 0.993, data_time: 0.027, memory: 5780, top1_acc: 0.5309, top5_acc: 0.7918, loss_cls: 1.9469, loss: 1.9469, grad_norm: 6.6368 2020-07-24 18:46:55,658 - mmaction - INFO - Epoch [88][60/117] lr: 1.000e-04, eta: 4:34:25, time: 1.071, data_time: 0.027, memory: 5780, top1_acc: 0.5125, top5_acc: 0.7789, loss_cls: 1.9979, loss: 1.9979, grad_norm: 6.7874 2020-07-24 18:47:15,636 - mmaction - INFO - Epoch [88][80/117] lr: 1.000e-04, eta: 4:33:22, time: 0.992, data_time: 0.004, memory: 5780, top1_acc: 0.5266, top5_acc: 0.7805, loss_cls: 1.9952, loss: 1.9952, grad_norm: 6.6530 2020-07-24 18:47:34,234 - mmaction - INFO - Epoch [88][100/117] lr: 1.000e-04, eta: 4:32:19, time: 0.934, data_time: 0.010, memory: 5780, top1_acc: 0.5250, top5_acc: 0.7770, loss_cls: 1.9771, loss: 1.9771, grad_norm: 6.6693 2020-07-24 18:51:54,098 - mmaction - INFO - Epoch [89][20/117] lr: 1.000e-04, eta: 4:32:49, time: 12.272, data_time: 4.048, memory: 5780, top1_acc: 0.5195, top5_acc: 0.7781, loss_cls: 1.9944, loss: 1.9944, grad_norm: 6.6618 2020-07-24 18:53:16,670 - mmaction - INFO - Epoch [89][40/117] lr: 1.000e-04, eta: 4:32:30, time: 4.118, data_time: 0.003, memory: 5780, top1_acc: 0.5324, top5_acc: 0.7715, loss_cls: 1.9741, loss: 1.9741, grad_norm: 6.6493 2020-07-24 18:53:34,462 - mmaction - INFO - Epoch [89][60/117] lr: 1.000e-04, eta: 4:31:25, time: 0.893, data_time: 0.015, memory: 5780, top1_acc: 0.5281, top5_acc: 0.7875, loss_cls: 1.9734, loss: 1.9734, grad_norm: 6.6318 2020-07-24 18:53:53,849 - mmaction - INFO - Epoch [89][80/117] lr: 1.000e-04, eta: 4:30:22, time: 0.973, data_time: 0.010, memory: 5780, top1_acc: 0.5305, top5_acc: 0.7785, loss_cls: 1.9660, loss: 1.9660, grad_norm: 6.8115 2020-07-24 18:54:13,506 - mmaction - INFO - Epoch [89][100/117] lr: 1.000e-04, eta: 4:29:19, time: 0.978, data_time: 0.006, memory: 5780, top1_acc: 0.5285, top5_acc: 0.7719, loss_cls: 1.9826, loss: 1.9826, grad_norm: 6.6854 2020-07-24 18:56:03,159 - mmaction - INFO - Epoch [90][20/117] lr: 1.000e-04, eta: 4:28:04, time: 4.776, data_time: 3.737, memory: 5780, top1_acc: 0.5301, top5_acc: 0.7855, loss_cls: 1.9421, loss: 1.9421, grad_norm: 6.5622 2020-07-24 18:56:21,256 - mmaction - INFO - Epoch [90][40/117] lr: 1.000e-04, eta: 4:27:00, time: 0.900, data_time: 0.005, memory: 5780, top1_acc: 0.5355, top5_acc: 0.7793, loss_cls: 2.0042, loss: 2.0042, grad_norm: 6.5632 2020-07-24 18:56:40,957 - mmaction - INFO - Epoch [90][60/117] lr: 1.000e-04, eta: 4:25:58, time: 0.984, data_time: 0.009, memory: 5780, top1_acc: 0.5195, top5_acc: 0.7828, loss_cls: 1.9723, loss: 1.9723, grad_norm: 6.6892 2020-07-24 18:57:00,055 - mmaction - INFO - Epoch [90][80/117] lr: 1.000e-04, eta: 4:24:55, time: 0.956, data_time: 0.009, memory: 5780, top1_acc: 0.5266, top5_acc: 0.7773, loss_cls: 1.9992, loss: 1.9992, grad_norm: 6.7081 2020-07-24 18:57:20,453 - mmaction - INFO - Epoch [90][100/117] lr: 1.000e-04, eta: 4:23:54, time: 1.025, data_time: 0.127, memory: 5780, top1_acc: 0.5320, top5_acc: 0.7852, loss_cls: 1.9439, loss: 1.9439, grad_norm: 6.6045 2020-07-24 18:57:33,158 - mmaction - INFO - Saving checkpoint at 90 epochs 2020-07-24 18:59:07,583 - mmaction - INFO - Epoch [91][20/117] lr: 1.000e-04, eta: 4:22:37, time: 4.635, data_time: 2.891, memory: 5780, top1_acc: 0.5309, top5_acc: 0.7875, loss_cls: 1.9603, loss: 1.9603, grad_norm: 6.6220 2020-07-24 18:59:26,780 - mmaction - INFO - Epoch [91][40/117] lr: 1.000e-04, eta: 4:21:35, time: 0.961, data_time: 0.014, memory: 5780, top1_acc: 0.5418, top5_acc: 0.7867, loss_cls: 1.9492, loss: 1.9492, grad_norm: 6.5273 2020-07-24 18:59:46,788 - mmaction - INFO - Epoch [91][60/117] lr: 1.000e-04, eta: 4:20:33, time: 1.004, data_time: 0.006, memory: 5780, top1_acc: 0.5301, top5_acc: 0.7801, loss_cls: 1.9733, loss: 1.9733, grad_norm: 6.6336 2020-07-24 19:00:06,452 - mmaction - INFO - Epoch [91][80/117] lr: 1.000e-04, eta: 4:19:32, time: 0.980, data_time: 0.004, memory: 5780, top1_acc: 0.5133, top5_acc: 0.7777, loss_cls: 1.9956, loss: 1.9956, grad_norm: 6.6677 2020-07-24 19:00:24,971 - mmaction - INFO - Epoch [91][100/117] lr: 1.000e-04, eta: 4:18:30, time: 0.923, data_time: 0.006, memory: 5780, top1_acc: 0.5281, top5_acc: 0.7949, loss_cls: 1.9439, loss: 1.9439, grad_norm: 6.6163 2020-07-24 19:02:21,438 - mmaction - INFO - Epoch [92][20/117] lr: 1.000e-04, eta: 4:17:19, time: 5.050, data_time: 3.738, memory: 5780, top1_acc: 0.5172, top5_acc: 0.7766, loss_cls: 1.9899, loss: 1.9899, grad_norm: 6.7054 2020-07-24 19:02:39,357 - mmaction - INFO - Epoch [92][40/117] lr: 1.000e-04, eta: 4:16:17, time: 0.897, data_time: 0.005, memory: 5780, top1_acc: 0.5293, top5_acc: 0.7883, loss_cls: 1.9427, loss: 1.9427, grad_norm: 6.6222 2020-07-24 19:02:57,896 - mmaction - INFO - Epoch [92][60/117] lr: 1.000e-04, eta: 4:15:15, time: 0.922, data_time: 0.006, memory: 5780, top1_acc: 0.5320, top5_acc: 0.7867, loss_cls: 1.9149, loss: 1.9149, grad_norm: 6.5347 2020-07-24 19:03:19,166 - mmaction - INFO - Epoch [92][80/117] lr: 1.000e-04, eta: 4:14:15, time: 1.068, data_time: 0.011, memory: 5780, top1_acc: 0.5246, top5_acc: 0.7781, loss_cls: 1.9679, loss: 1.9679, grad_norm: 6.5887 2020-07-24 19:03:38,462 - mmaction - INFO - Epoch [92][100/117] lr: 1.000e-04, eta: 4:13:14, time: 0.965, data_time: 0.005, memory: 5780, top1_acc: 0.5098, top5_acc: 0.7855, loss_cls: 1.9993, loss: 1.9993, grad_norm: 6.7581 2020-07-24 19:05:29,730 - mmaction - INFO - Epoch [93][20/117] lr: 1.000e-04, eta: 4:12:00, time: 4.780, data_time: 3.596, memory: 5780, top1_acc: 0.5363, top5_acc: 0.7879, loss_cls: 1.9277, loss: 1.9277, grad_norm: 6.6061 2020-07-24 19:05:48,154 - mmaction - INFO - Epoch [93][40/117] lr: 1.000e-04, eta: 4:10:59, time: 0.921, data_time: 0.014, memory: 5780, top1_acc: 0.5375, top5_acc: 0.7969, loss_cls: 1.9467, loss: 1.9467, grad_norm: 6.6130 2020-07-24 19:06:06,078 - mmaction - INFO - Epoch [93][60/117] lr: 1.000e-04, eta: 4:09:58, time: 0.899, data_time: 0.012, memory: 5780, top1_acc: 0.5398, top5_acc: 0.7937, loss_cls: 1.9244, loss: 1.9244, grad_norm: 6.5853 2020-07-24 19:06:25,259 - mmaction - INFO - Epoch [93][80/117] lr: 1.000e-04, eta: 4:08:57, time: 0.960, data_time: 0.009, memory: 5780, top1_acc: 0.5277, top5_acc: 0.7902, loss_cls: 1.9579, loss: 1.9579, grad_norm: 6.8155 2020-07-24 19:06:43,964 - mmaction - INFO - Epoch [93][100/117] lr: 1.000e-04, eta: 4:07:57, time: 0.935, data_time: 0.008, memory: 5780, top1_acc: 0.5168, top5_acc: 0.7695, loss_cls: 2.0235, loss: 2.0235, grad_norm: 6.7782 2020-07-24 19:08:33,007 - mmaction - INFO - Epoch [94][20/117] lr: 1.000e-04, eta: 4:06:43, time: 4.791, data_time: 4.075, memory: 5780, top1_acc: 0.5203, top5_acc: 0.7754, loss_cls: 1.9906, loss: 1.9906, grad_norm: 6.7175 2020-07-24 19:08:52,506 - mmaction - INFO - Epoch [94][40/117] lr: 1.000e-04, eta: 4:05:43, time: 0.971, data_time: 0.008, memory: 5780, top1_acc: 0.5406, top5_acc: 0.7855, loss_cls: 1.9321, loss: 1.9321, grad_norm: 6.6172 2020-07-24 19:09:11,876 - mmaction - INFO - Epoch [94][60/117] lr: 1.000e-04, eta: 4:04:43, time: 0.974, data_time: 0.008, memory: 5780, top1_acc: 0.5246, top5_acc: 0.7855, loss_cls: 1.9731, loss: 1.9731, grad_norm: 6.6909 2020-07-24 19:09:31,215 - mmaction - INFO - Epoch [94][80/117] lr: 1.000e-04, eta: 4:03:44, time: 0.960, data_time: 0.003, memory: 5780, top1_acc: 0.5219, top5_acc: 0.7793, loss_cls: 1.9599, loss: 1.9599, grad_norm: 6.6345 2020-07-24 19:09:50,514 - mmaction - INFO - Epoch [94][100/117] lr: 1.000e-04, eta: 4:02:44, time: 0.967, data_time: 0.009, memory: 5780, top1_acc: 0.5250, top5_acc: 0.7758, loss_cls: 1.9855, loss: 1.9855, grad_norm: 6.6259 2020-07-24 19:11:39,823 - mmaction - INFO - Epoch [95][20/117] lr: 1.000e-04, eta: 4:01:31, time: 4.802, data_time: 3.769, memory: 5780, top1_acc: 0.5262, top5_acc: 0.7949, loss_cls: 1.9410, loss: 1.9410, grad_norm: 6.6692 2020-07-24 19:12:00,954 - mmaction - INFO - Epoch [95][40/117] lr: 1.000e-04, eta: 4:00:33, time: 1.054, data_time: 0.008, memory: 5780, top1_acc: 0.5203, top5_acc: 0.7809, loss_cls: 1.9522, loss: 1.9522, grad_norm: 6.6651 2020-07-24 19:12:19,702 - mmaction - INFO - Epoch [95][60/117] lr: 1.000e-04, eta: 3:59:33, time: 0.936, data_time: 0.007, memory: 5780, top1_acc: 0.5266, top5_acc: 0.7781, loss_cls: 2.0049, loss: 2.0049, grad_norm: 6.7458 2020-07-24 19:12:39,388 - mmaction - INFO - Epoch [95][80/117] lr: 1.000e-04, eta: 3:58:35, time: 0.987, data_time: 0.009, memory: 5780, top1_acc: 0.5188, top5_acc: 0.7812, loss_cls: 1.9797, loss: 1.9797, grad_norm: 6.7870 2020-07-24 19:12:57,241 - mmaction - INFO - Epoch [95][100/117] lr: 1.000e-04, eta: 3:57:35, time: 0.891, data_time: 0.007, memory: 5780, top1_acc: 0.5238, top5_acc: 0.7934, loss_cls: 1.9486, loss: 1.9486, grad_norm: 6.6696 2020-07-24 19:13:11,338 - mmaction - INFO - Saving checkpoint at 95 epochs 2020-07-24 19:14:43,474 - mmaction - INFO - Epoch [96][20/117] lr: 1.000e-04, eta: 3:56:18, time: 4.532, data_time: 3.494, memory: 5780, top1_acc: 0.5293, top5_acc: 0.7863, loss_cls: 1.9573, loss: 1.9573, grad_norm: 6.6744 2020-07-24 19:15:01,435 - mmaction - INFO - Epoch [96][40/117] lr: 1.000e-04, eta: 3:55:19, time: 0.898, data_time: 0.010, memory: 5780, top1_acc: 0.5262, top5_acc: 0.7887, loss_cls: 1.9399, loss: 1.9399, grad_norm: 6.6223 2020-07-24 19:15:20,743 - mmaction - INFO - Epoch [96][60/117] lr: 1.000e-04, eta: 3:54:21, time: 0.967, data_time: 0.008, memory: 5780, top1_acc: 0.5242, top5_acc: 0.7695, loss_cls: 1.9868, loss: 1.9868, grad_norm: 6.7380 2020-07-24 19:15:40,270 - mmaction - INFO - Epoch [96][80/117] lr: 1.000e-04, eta: 3:53:23, time: 0.969, data_time: 0.073, memory: 5780, top1_acc: 0.5145, top5_acc: 0.7734, loss_cls: 1.9934, loss: 1.9934, grad_norm: 6.7008 2020-07-24 19:15:59,340 - mmaction - INFO - Epoch [96][100/117] lr: 1.000e-04, eta: 3:52:24, time: 0.960, data_time: 0.129, memory: 5780, top1_acc: 0.5125, top5_acc: 0.7777, loss_cls: 2.0046, loss: 2.0046, grad_norm: 6.7820 2020-07-24 19:17:51,189 - mmaction - INFO - Epoch [97][20/117] lr: 1.000e-04, eta: 3:51:11, time: 4.823, data_time: 3.773, memory: 5780, top1_acc: 0.5277, top5_acc: 0.7840, loss_cls: 1.9564, loss: 1.9564, grad_norm: 6.7412 2020-07-24 19:18:10,095 - mmaction - INFO - Epoch [97][40/117] lr: 1.000e-04, eta: 3:50:13, time: 0.946, data_time: 0.010, memory: 5780, top1_acc: 0.5305, top5_acc: 0.7852, loss_cls: 1.9611, loss: 1.9611, grad_norm: 6.6082 2020-07-24 19:18:28,751 - mmaction - INFO - Epoch [97][60/117] lr: 1.000e-04, eta: 3:49:15, time: 0.931, data_time: 0.006, memory: 5780, top1_acc: 0.5277, top5_acc: 0.7832, loss_cls: 1.9471, loss: 1.9471, grad_norm: 6.6614 2020-07-24 19:18:47,969 - mmaction - INFO - Epoch [97][80/117] lr: 1.000e-04, eta: 3:48:18, time: 0.961, data_time: 0.009, memory: 5780, top1_acc: 0.5285, top5_acc: 0.7863, loss_cls: 1.9454, loss: 1.9454, grad_norm: 6.6438 2020-07-24 19:19:05,402 - mmaction - INFO - Epoch [97][100/117] lr: 1.000e-04, eta: 3:47:19, time: 0.870, data_time: 0.007, memory: 5780, top1_acc: 0.5297, top5_acc: 0.7754, loss_cls: 1.9869, loss: 1.9869, grad_norm: 6.7076 2020-07-24 19:20:58,667 - mmaction - INFO - Epoch [98][20/117] lr: 1.000e-04, eta: 3:46:07, time: 4.915, data_time: 3.901, memory: 5780, top1_acc: 0.5289, top5_acc: 0.7781, loss_cls: 2.0007, loss: 2.0007, grad_norm: 6.7348 2020-07-24 19:21:17,075 - mmaction - INFO - Epoch [98][40/117] lr: 1.000e-04, eta: 3:45:10, time: 0.915, data_time: 0.006, memory: 5780, top1_acc: 0.5211, top5_acc: 0.7797, loss_cls: 2.0033, loss: 2.0033, grad_norm: 6.8079 2020-07-24 19:21:36,201 - mmaction - INFO - Epoch [98][60/117] lr: 1.000e-04, eta: 3:44:12, time: 0.958, data_time: 0.009, memory: 5780, top1_acc: 0.5133, top5_acc: 0.7820, loss_cls: 2.0195, loss: 2.0195, grad_norm: 6.8642 2020-07-24 19:22:06,429 - mmaction - INFO - Epoch [98][80/117] lr: 1.000e-04, eta: 3:43:21, time: 1.514, data_time: 0.749, memory: 5780, top1_acc: 0.5160, top5_acc: 0.7664, loss_cls: 2.0315, loss: 2.0315, grad_norm: 6.6920 2020-07-24 19:22:24,698 - mmaction - INFO - Epoch [98][100/117] lr: 1.000e-04, eta: 3:42:24, time: 0.911, data_time: 0.153, memory: 5780, top1_acc: 0.5367, top5_acc: 0.7891, loss_cls: 1.9620, loss: 1.9620, grad_norm: 6.6788 2020-07-24 19:24:16,438 - mmaction - INFO - Epoch [99][20/117] lr: 1.000e-04, eta: 3:41:13, time: 4.943, data_time: 3.463, memory: 5780, top1_acc: 0.5227, top5_acc: 0.7957, loss_cls: 1.9451, loss: 1.9451, grad_norm: 6.7603 2020-07-24 19:24:35,535 - mmaction - INFO - Epoch [99][40/117] lr: 1.000e-04, eta: 3:40:16, time: 0.952, data_time: 0.004, memory: 5780, top1_acc: 0.5535, top5_acc: 0.7910, loss_cls: 1.9459, loss: 1.9459, grad_norm: 6.6490 2020-07-24 19:24:55,845 - mmaction - INFO - Epoch [99][60/117] lr: 1.000e-04, eta: 3:39:20, time: 1.014, data_time: 0.006, memory: 5780, top1_acc: 0.5023, top5_acc: 0.7773, loss_cls: 2.0303, loss: 2.0303, grad_norm: 6.7460 2020-07-24 19:25:15,418 - mmaction - INFO - Epoch [99][80/117] lr: 1.000e-04, eta: 3:38:23, time: 0.975, data_time: 0.008, memory: 5780, top1_acc: 0.5379, top5_acc: 0.7937, loss_cls: 1.9407, loss: 1.9407, grad_norm: 6.6757 2020-07-24 19:25:34,882 - mmaction - INFO - Epoch [99][100/117] lr: 1.000e-04, eta: 3:37:27, time: 0.970, data_time: 0.011, memory: 5780, top1_acc: 0.5180, top5_acc: 0.7758, loss_cls: 1.9746, loss: 1.9746, grad_norm: 6.7416 2020-07-24 19:27:23,314 - mmaction - INFO - Epoch [100][20/117] lr: 1.000e-04, eta: 3:36:14, time: 4.705, data_time: 3.692, memory: 5780, top1_acc: 0.5355, top5_acc: 0.7902, loss_cls: 1.9429, loss: 1.9429, grad_norm: 6.7411 2020-07-24 19:27:43,722 - mmaction - INFO - Epoch [100][40/117] lr: 1.000e-04, eta: 3:35:18, time: 1.017, data_time: 0.005, memory: 5780, top1_acc: 0.5297, top5_acc: 0.7758, loss_cls: 1.9701, loss: 1.9701, grad_norm: 6.6756 2020-07-24 19:28:01,617 - mmaction - INFO - Epoch [100][60/117] lr: 1.000e-04, eta: 3:34:21, time: 0.898, data_time: 0.008, memory: 5780, top1_acc: 0.5203, top5_acc: 0.7859, loss_cls: 1.9650, loss: 1.9650, grad_norm: 6.6853 2020-07-24 19:28:19,699 - mmaction - INFO - Epoch [100][80/117] lr: 1.000e-04, eta: 3:33:25, time: 0.901, data_time: 0.038, memory: 5780, top1_acc: 0.5332, top5_acc: 0.7746, loss_cls: 1.9395, loss: 1.9395, grad_norm: 6.6683 2020-07-24 19:28:37,550 - mmaction - INFO - Epoch [100][100/117] lr: 1.000e-04, eta: 3:32:29, time: 0.897, data_time: 0.021, memory: 5780, top1_acc: 0.5281, top5_acc: 0.7883, loss_cls: 1.9463, loss: 1.9463, grad_norm: 6.7578 2020-07-24 19:28:51,937 - mmaction - INFO - Saving checkpoint at 100 epochs 2020-07-24 19:30:26,132 - mmaction - INFO - Epoch [101][20/117] lr: 1.000e-04, eta: 3:31:14, time: 4.624, data_time: 3.434, memory: 5780, top1_acc: 0.5312, top5_acc: 0.7859, loss_cls: 1.9442, loss: 1.9442, grad_norm: 6.8624 2020-07-24 19:30:43,834 - mmaction - INFO - Epoch [101][40/117] lr: 1.000e-04, eta: 3:30:18, time: 0.885, data_time: 0.014, memory: 5780, top1_acc: 0.5188, top5_acc: 0.7746, loss_cls: 1.9947, loss: 1.9947, grad_norm: 6.7348 2020-07-24 19:31:04,717 - mmaction - INFO - Epoch [101][60/117] lr: 1.000e-04, eta: 3:29:23, time: 1.044, data_time: 0.173, memory: 5780, top1_acc: 0.5344, top5_acc: 0.7992, loss_cls: 1.9303, loss: 1.9303, grad_norm: 6.6197 2020-07-24 19:31:24,337 - mmaction - INFO - Epoch [101][80/117] lr: 1.000e-04, eta: 3:28:28, time: 0.988, data_time: 0.012, memory: 5780, top1_acc: 0.5285, top5_acc: 0.7875, loss_cls: 1.9387, loss: 1.9387, grad_norm: 6.7444 2020-07-24 19:31:42,677 - mmaction - INFO - Epoch [101][100/117] lr: 1.000e-04, eta: 3:27:33, time: 0.916, data_time: 0.004, memory: 5780, top1_acc: 0.5281, top5_acc: 0.7859, loss_cls: 1.9676, loss: 1.9676, grad_norm: 6.7267 2020-07-24 19:33:32,124 - mmaction - INFO - Epoch [102][20/117] lr: 1.000e-04, eta: 3:26:20, time: 4.722, data_time: 3.583, memory: 5780, top1_acc: 0.5223, top5_acc: 0.7848, loss_cls: 1.9720, loss: 1.9720, grad_norm: 6.9020 2020-07-24 19:33:51,842 - mmaction - INFO - Epoch [102][40/117] lr: 1.000e-04, eta: 3:25:25, time: 0.989, data_time: 0.017, memory: 5780, top1_acc: 0.5312, top5_acc: 0.7883, loss_cls: 1.9433, loss: 1.9433, grad_norm: 6.5842 2020-07-24 19:34:10,265 - mmaction - INFO - Epoch [102][60/117] lr: 1.000e-04, eta: 3:24:30, time: 0.927, data_time: 0.011, memory: 5780, top1_acc: 0.5285, top5_acc: 0.7898, loss_cls: 1.9328, loss: 1.9328, grad_norm: 6.7029 2020-07-24 19:34:30,264 - mmaction - INFO - Epoch [102][80/117] lr: 1.000e-04, eta: 3:23:36, time: 1.002, data_time: 0.005, memory: 5780, top1_acc: 0.5098, top5_acc: 0.7809, loss_cls: 1.9888, loss: 1.9888, grad_norm: 6.7223 2020-07-24 19:34:48,680 - mmaction - INFO - Epoch [102][100/117] lr: 1.000e-04, eta: 3:22:41, time: 0.919, data_time: 0.005, memory: 5780, top1_acc: 0.5195, top5_acc: 0.7883, loss_cls: 1.9784, loss: 1.9784, grad_norm: 6.7521 2020-07-24 19:36:37,931 - mmaction - INFO - Epoch [103][20/117] lr: 1.000e-04, eta: 3:21:28, time: 4.777, data_time: 3.286, memory: 5780, top1_acc: 0.5207, top5_acc: 0.7781, loss_cls: 1.9565, loss: 1.9565, grad_norm: 6.7950 2020-07-24 19:36:56,812 - mmaction - INFO - Epoch [103][40/117] lr: 1.000e-04, eta: 3:20:34, time: 0.950, data_time: 0.016, memory: 5780, top1_acc: 0.5469, top5_acc: 0.7891, loss_cls: 1.9050, loss: 1.9050, grad_norm: 6.6090 2020-07-24 19:37:15,619 - mmaction - INFO - Epoch [103][60/117] lr: 1.000e-04, eta: 3:19:39, time: 0.934, data_time: 0.008, memory: 5780, top1_acc: 0.5301, top5_acc: 0.7816, loss_cls: 1.9477, loss: 1.9477, grad_norm: 6.7527 2020-07-24 19:37:36,492 - mmaction - INFO - Epoch [103][80/117] lr: 1.000e-04, eta: 3:18:46, time: 1.055, data_time: 0.033, memory: 5780, top1_acc: 0.5363, top5_acc: 0.7859, loss_cls: 1.9611, loss: 1.9611, grad_norm: 6.6802 2020-07-24 19:37:53,975 - mmaction - INFO - Epoch [103][100/117] lr: 1.000e-04, eta: 3:17:51, time: 0.872, data_time: 0.003, memory: 5780, top1_acc: 0.5102, top5_acc: 0.7773, loss_cls: 1.9905, loss: 1.9905, grad_norm: 6.8316 2020-07-24 19:39:40,826 - mmaction - INFO - Epoch [104][20/117] lr: 1.000e-04, eta: 3:16:37, time: 4.618, data_time: 3.472, memory: 5780, top1_acc: 0.5328, top5_acc: 0.7937, loss_cls: 1.9179, loss: 1.9179, grad_norm: 6.6307 2020-07-24 19:39:59,169 - mmaction - INFO - Epoch [104][40/117] lr: 1.000e-04, eta: 3:15:43, time: 0.913, data_time: 0.007, memory: 5780, top1_acc: 0.5375, top5_acc: 0.7918, loss_cls: 1.9348, loss: 1.9348, grad_norm: 6.7181 2020-07-24 19:40:18,059 - mmaction - INFO - Epoch [104][60/117] lr: 1.000e-04, eta: 3:14:49, time: 0.945, data_time: 0.009, memory: 5780, top1_acc: 0.5379, top5_acc: 0.7906, loss_cls: 1.9407, loss: 1.9407, grad_norm: 6.5608 2020-07-24 19:40:37,374 - mmaction - INFO - Epoch [104][80/117] lr: 1.000e-04, eta: 3:13:55, time: 0.969, data_time: 0.013, memory: 5780, top1_acc: 0.5246, top5_acc: 0.7809, loss_cls: 1.9682, loss: 1.9682, grad_norm: 6.7063 2020-07-24 19:40:56,552 - mmaction - INFO - Epoch [104][100/117] lr: 1.000e-04, eta: 3:13:02, time: 0.952, data_time: 0.006, memory: 5780, top1_acc: 0.5418, top5_acc: 0.7934, loss_cls: 1.8771, loss: 1.8771, grad_norm: 6.5921 2020-07-24 19:42:42,840 - mmaction - INFO - Epoch [105][20/117] lr: 1.000e-04, eta: 3:11:49, time: 4.647, data_time: 3.758, memory: 5780, top1_acc: 0.5359, top5_acc: 0.7863, loss_cls: 1.9263, loss: 1.9263, grad_norm: 6.6564 2020-07-24 19:43:02,064 - mmaction - INFO - Epoch [105][40/117] lr: 1.000e-04, eta: 3:10:55, time: 0.963, data_time: 0.177, memory: 5780, top1_acc: 0.5500, top5_acc: 0.7918, loss_cls: 1.9181, loss: 1.9181, grad_norm: 6.6868 2020-07-24 19:43:21,751 - mmaction - INFO - Epoch [105][60/117] lr: 1.000e-04, eta: 3:10:02, time: 0.984, data_time: 0.103, memory: 5780, top1_acc: 0.5355, top5_acc: 0.7910, loss_cls: 1.9181, loss: 1.9181, grad_norm: 6.6122 2020-07-24 19:43:40,744 - mmaction - INFO - Epoch [105][80/117] lr: 1.000e-04, eta: 3:09:09, time: 0.944, data_time: 0.115, memory: 5780, top1_acc: 0.5520, top5_acc: 0.7953, loss_cls: 1.9028, loss: 1.9028, grad_norm: 6.6434 2020-07-24 19:44:00,083 - mmaction - INFO - Epoch [105][100/117] lr: 1.000e-04, eta: 3:08:16, time: 0.974, data_time: 0.016, memory: 5780, top1_acc: 0.5242, top5_acc: 0.7750, loss_cls: 1.9763, loss: 1.9763, grad_norm: 6.7473 2020-07-24 19:44:14,093 - mmaction - INFO - Saving checkpoint at 105 epochs 2020-07-24 19:45:49,223 - mmaction - INFO - Epoch [106][20/117] lr: 1.000e-04, eta: 3:07:04, time: 4.734, data_time: 3.820, memory: 5780, top1_acc: 0.5281, top5_acc: 0.7910, loss_cls: 1.9412, loss: 1.9412, grad_norm: 6.6553 2020-07-24 19:46:09,339 - mmaction - INFO - Epoch [106][40/117] lr: 1.000e-04, eta: 3:06:11, time: 1.005, data_time: 0.008, memory: 5780, top1_acc: 0.5348, top5_acc: 0.7863, loss_cls: 1.9627, loss: 1.9627, grad_norm: 6.6130 2020-07-24 19:46:27,790 - mmaction - INFO - Epoch [106][60/117] lr: 1.000e-04, eta: 3:05:18, time: 0.924, data_time: 0.007, memory: 5780, top1_acc: 0.5125, top5_acc: 0.7871, loss_cls: 1.9806, loss: 1.9806, grad_norm: 6.7802 2020-07-24 19:46:47,393 - mmaction - INFO - Epoch [106][80/117] lr: 1.000e-04, eta: 3:04:26, time: 0.981, data_time: 0.008, memory: 5780, top1_acc: 0.5316, top5_acc: 0.7891, loss_cls: 1.9401, loss: 1.9401, grad_norm: 6.7401 2020-07-24 19:47:07,188 - mmaction - INFO - Epoch [106][100/117] lr: 1.000e-04, eta: 3:03:34, time: 0.989, data_time: 0.006, memory: 5780, top1_acc: 0.5160, top5_acc: 0.7871, loss_cls: 1.9854, loss: 1.9854, grad_norm: 6.7372 2020-07-24 19:48:54,679 - mmaction - INFO - Epoch [107][20/117] lr: 1.000e-04, eta: 3:02:21, time: 4.716, data_time: 3.584, memory: 5780, top1_acc: 0.5340, top5_acc: 0.7832, loss_cls: 1.9489, loss: 1.9489, grad_norm: 6.7786 2020-07-24 19:49:13,182 - mmaction - INFO - Epoch [107][40/117] lr: 1.000e-04, eta: 3:01:28, time: 0.930, data_time: 0.014, memory: 5780, top1_acc: 0.5188, top5_acc: 0.7703, loss_cls: 2.0348, loss: 2.0348, grad_norm: 6.8685 2020-07-24 19:49:32,296 - mmaction - INFO - Epoch [107][60/117] lr: 1.000e-04, eta: 3:00:36, time: 0.953, data_time: 0.003, memory: 5780, top1_acc: 0.5375, top5_acc: 0.7898, loss_cls: 1.9054, loss: 1.9054, grad_norm: 6.6341 2020-07-24 19:49:49,976 - mmaction - INFO - Epoch [107][80/117] lr: 1.000e-04, eta: 2:59:43, time: 0.879, data_time: 0.007, memory: 5780, top1_acc: 0.5426, top5_acc: 0.7934, loss_cls: 1.9196, loss: 1.9196, grad_norm: 6.6397 2020-07-24 19:50:09,204 - mmaction - INFO - Epoch [107][100/117] lr: 1.000e-04, eta: 2:58:52, time: 0.968, data_time: 0.018, memory: 5780, top1_acc: 0.5359, top5_acc: 0.7910, loss_cls: 1.9390, loss: 1.9390, grad_norm: 6.7204 2020-07-24 19:51:57,810 - mmaction - INFO - Epoch [108][20/117] lr: 1.000e-04, eta: 2:57:39, time: 4.744, data_time: 3.721, memory: 5780, top1_acc: 0.5383, top5_acc: 0.7766, loss_cls: 1.9608, loss: 1.9608, grad_norm: 6.6841 2020-07-24 19:52:16,786 - mmaction - INFO - Epoch [108][40/117] lr: 1.000e-04, eta: 2:56:48, time: 0.956, data_time: 0.011, memory: 5780, top1_acc: 0.5223, top5_acc: 0.7844, loss_cls: 1.9600, loss: 1.9600, grad_norm: 6.6754 2020-07-24 19:52:35,323 - mmaction - INFO - Epoch [108][60/117] lr: 1.000e-04, eta: 2:55:56, time: 0.923, data_time: 0.004, memory: 5780, top1_acc: 0.5340, top5_acc: 0.7863, loss_cls: 1.9866, loss: 1.9866, grad_norm: 6.7150 2020-07-24 19:52:53,555 - mmaction - INFO - Epoch [108][80/117] lr: 1.000e-04, eta: 2:55:03, time: 0.910, data_time: 0.028, memory: 5780, top1_acc: 0.5266, top5_acc: 0.7789, loss_cls: 1.9728, loss: 1.9728, grad_norm: 6.7875 2020-07-24 19:53:12,201 - mmaction - INFO - Epoch [108][100/117] lr: 1.000e-04, eta: 2:54:12, time: 0.936, data_time: 0.008, memory: 5780, top1_acc: 0.5262, top5_acc: 0.7891, loss_cls: 1.9407, loss: 1.9407, grad_norm: 6.8019 2020-07-24 19:54:59,398 - mmaction - INFO - Epoch [109][20/117] lr: 1.000e-04, eta: 2:52:59, time: 4.673, data_time: 3.653, memory: 5780, top1_acc: 0.5293, top5_acc: 0.7871, loss_cls: 1.9645, loss: 1.9645, grad_norm: 6.7594 2020-07-24 19:55:17,634 - mmaction - INFO - Epoch [109][40/117] lr: 1.000e-04, eta: 2:52:07, time: 0.913, data_time: 0.015, memory: 5780, top1_acc: 0.5176, top5_acc: 0.7812, loss_cls: 2.0117, loss: 2.0117, grad_norm: 6.9525 2020-07-24 19:55:36,902 - mmaction - INFO - Epoch [109][60/117] lr: 1.000e-04, eta: 2:51:16, time: 0.968, data_time: 0.013, memory: 5780, top1_acc: 0.5312, top5_acc: 0.7828, loss_cls: 1.9596, loss: 1.9596, grad_norm: 6.6903 2020-07-24 19:55:54,387 - mmaction - INFO - Epoch [109][80/117] lr: 1.000e-04, eta: 2:50:25, time: 0.875, data_time: 0.013, memory: 5780, top1_acc: 0.5586, top5_acc: 0.7949, loss_cls: 1.8826, loss: 1.8826, grad_norm: 6.5740 2020-07-24 19:56:28,163 - mmaction - INFO - Epoch [109][100/117] lr: 1.000e-04, eta: 2:49:39, time: 1.692, data_time: 0.007, memory: 5780, top1_acc: 0.5301, top5_acc: 0.7820, loss_cls: 1.9715, loss: 1.9715, grad_norm: 6.7085 2020-07-24 19:58:15,526 - mmaction - INFO - Epoch [110][20/117] lr: 1.000e-04, eta: 2:48:27, time: 4.725, data_time: 3.531, memory: 5780, top1_acc: 0.5266, top5_acc: 0.8023, loss_cls: 1.9073, loss: 1.9073, grad_norm: 6.7698 2020-07-24 19:58:47,313 - mmaction - INFO - Epoch [110][40/117] lr: 1.000e-04, eta: 2:47:41, time: 1.588, data_time: 0.006, memory: 5780, top1_acc: 0.5238, top5_acc: 0.7852, loss_cls: 1.9649, loss: 1.9649, grad_norm: 6.7115 2020-07-24 19:59:06,048 - mmaction - INFO - Epoch [110][60/117] lr: 1.000e-04, eta: 2:46:50, time: 0.931, data_time: 0.006, memory: 5780, top1_acc: 0.5262, top5_acc: 0.7887, loss_cls: 1.9609, loss: 1.9609, grad_norm: 6.7326 2020-07-24 20:00:01,738 - mmaction - INFO - Epoch [110][80/117] lr: 1.000e-04, eta: 2:46:12, time: 2.786, data_time: 0.012, memory: 5780, top1_acc: 0.5355, top5_acc: 0.7855, loss_cls: 1.9663, loss: 1.9663, grad_norm: 6.6215 2020-07-24 20:01:02,579 - mmaction - INFO - Epoch [110][100/117] lr: 1.000e-04, eta: 2:45:37, time: 3.040, data_time: 0.014, memory: 5780, top1_acc: 0.5262, top5_acc: 0.7840, loss_cls: 1.9529, loss: 1.9529, grad_norm: 6.8198 2020-07-24 20:01:18,311 - mmaction - INFO - Saving checkpoint at 110 epochs 2020-07-24 20:05:24,959 - mmaction - INFO - Epoch [111][20/117] lr: 1.000e-04, eta: 2:45:19, time: 12.306, data_time: 11.316, memory: 5780, top1_acc: 0.5387, top5_acc: 0.7941, loss_cls: 1.9366, loss: 1.9366, grad_norm: 6.7826 2020-07-24 20:06:19,954 - mmaction - INFO - Epoch [111][40/117] lr: 1.000e-04, eta: 2:44:41, time: 2.751, data_time: 0.011, memory: 5780, top1_acc: 0.5539, top5_acc: 0.7918, loss_cls: 1.9067, loss: 1.9067, grad_norm: 6.5825 2020-07-24 20:06:49,580 - mmaction - INFO - Epoch [111][60/117] lr: 1.000e-04, eta: 2:43:54, time: 1.481, data_time: 0.332, memory: 5780, top1_acc: 0.5430, top5_acc: 0.7824, loss_cls: 1.9448, loss: 1.9448, grad_norm: 6.7845 2020-07-24 20:08:19,942 - mmaction - INFO - Epoch [111][80/117] lr: 1.000e-04, eta: 2:43:28, time: 4.525, data_time: 0.009, memory: 5780, top1_acc: 0.5191, top5_acc: 0.7703, loss_cls: 1.9913, loss: 1.9913, grad_norm: 6.7606 2020-07-24 20:11:17,781 - mmaction - INFO - Epoch [111][100/117] lr: 1.000e-04, eta: 2:43:33, time: 8.888, data_time: 0.003, memory: 5780, top1_acc: 0.5328, top5_acc: 0.7934, loss_cls: 1.9252, loss: 1.9252, grad_norm: 6.6606 2020-07-24 20:14:36,813 - mmaction - INFO - Epoch [112][20/117] lr: 1.000e-04, eta: 2:42:20, time: 4.826, data_time: 3.817, memory: 5780, top1_acc: 0.5176, top5_acc: 0.7785, loss_cls: 1.9903, loss: 1.9903, grad_norm: 6.7716 2020-07-24 20:14:56,483 - mmaction - INFO - Epoch [112][40/117] lr: 1.000e-04, eta: 2:41:29, time: 0.987, data_time: 0.011, memory: 5780, top1_acc: 0.5309, top5_acc: 0.7918, loss_cls: 1.9413, loss: 1.9413, grad_norm: 6.8245 2020-07-24 20:15:13,994 - mmaction - INFO - Epoch [112][60/117] lr: 1.000e-04, eta: 2:40:38, time: 0.873, data_time: 0.007, memory: 5780, top1_acc: 0.5223, top5_acc: 0.7898, loss_cls: 1.9641, loss: 1.9641, grad_norm: 6.9037 2020-07-24 20:15:34,020 - mmaction - INFO - Epoch [112][80/117] lr: 1.000e-04, eta: 2:39:47, time: 1.000, data_time: 0.010, memory: 5780, top1_acc: 0.5328, top5_acc: 0.7965, loss_cls: 1.8990, loss: 1.8990, grad_norm: 6.7211 2020-07-24 20:15:51,184 - mmaction - INFO - Epoch [112][100/117] lr: 1.000e-04, eta: 2:38:55, time: 0.860, data_time: 0.011, memory: 5780, top1_acc: 0.5238, top5_acc: 0.8020, loss_cls: 1.9032, loss: 1.9032, grad_norm: 6.7327 2020-07-24 20:17:41,760 - mmaction - INFO - Epoch [113][20/117] lr: 1.000e-04, eta: 2:37:42, time: 4.862, data_time: 4.102, memory: 5780, top1_acc: 0.5383, top5_acc: 0.7879, loss_cls: 1.9297, loss: 1.9297, grad_norm: 6.7949 2020-07-24 20:17:59,051 - mmaction - INFO - Epoch [113][40/117] lr: 1.000e-04, eta: 2:36:51, time: 0.865, data_time: 0.020, memory: 5780, top1_acc: 0.5285, top5_acc: 0.7738, loss_cls: 1.9690, loss: 1.9690, grad_norm: 6.8320 2020-07-24 20:18:17,422 - mmaction - INFO - Epoch [113][60/117] lr: 1.000e-04, eta: 2:36:00, time: 0.921, data_time: 0.008, memory: 5780, top1_acc: 0.5437, top5_acc: 0.7922, loss_cls: 1.9181, loss: 1.9181, grad_norm: 6.5806 2020-07-24 20:18:36,418 - mmaction - INFO - Epoch [113][80/117] lr: 1.000e-04, eta: 2:35:10, time: 0.950, data_time: 0.023, memory: 5780, top1_acc: 0.5301, top5_acc: 0.7766, loss_cls: 1.9923, loss: 1.9923, grad_norm: 6.8138 2020-07-24 20:18:53,841 - mmaction - INFO - Epoch [113][100/117] lr: 1.000e-04, eta: 2:34:19, time: 0.866, data_time: 0.009, memory: 5780, top1_acc: 0.5332, top5_acc: 0.7906, loss_cls: 1.9698, loss: 1.9698, grad_norm: 6.7682 2020-07-24 20:20:39,073 - mmaction - INFO - Epoch [114][20/117] lr: 1.000e-04, eta: 2:33:04, time: 4.599, data_time: 3.601, memory: 5780, top1_acc: 0.5352, top5_acc: 0.7852, loss_cls: 1.9534, loss: 1.9534, grad_norm: 6.7186 2020-07-24 20:20:57,684 - mmaction - INFO - Epoch [114][40/117] lr: 1.000e-04, eta: 2:32:14, time: 0.938, data_time: 0.061, memory: 5780, top1_acc: 0.5184, top5_acc: 0.7781, loss_cls: 1.9943, loss: 1.9943, grad_norm: 6.8032 2020-07-24 20:21:15,027 - mmaction - INFO - Epoch [114][60/117] lr: 1.000e-04, eta: 2:31:23, time: 0.867, data_time: 0.050, memory: 5780, top1_acc: 0.5445, top5_acc: 0.8020, loss_cls: 1.9079, loss: 1.9079, grad_norm: 6.7539 2020-07-24 20:21:32,665 - mmaction - INFO - Epoch [114][80/117] lr: 1.000e-04, eta: 2:30:33, time: 0.877, data_time: 0.033, memory: 5780, top1_acc: 0.5145, top5_acc: 0.7699, loss_cls: 1.9832, loss: 1.9832, grad_norm: 6.8701 2020-07-24 20:21:49,787 - mmaction - INFO - Epoch [114][100/117] lr: 1.000e-04, eta: 2:29:42, time: 0.858, data_time: 0.009, memory: 5780, top1_acc: 0.5574, top5_acc: 0.7969, loss_cls: 1.8723, loss: 1.8723, grad_norm: 6.7251 2020-07-24 20:23:37,577 - mmaction - INFO - Epoch [115][20/117] lr: 1.000e-04, eta: 2:28:29, time: 4.746, data_time: 3.911, memory: 5780, top1_acc: 0.5281, top5_acc: 0.7836, loss_cls: 1.9699, loss: 1.9699, grad_norm: 6.6976 2020-07-24 20:23:57,067 - mmaction - INFO - Epoch [115][40/117] lr: 1.000e-04, eta: 2:27:39, time: 0.982, data_time: 0.016, memory: 5780, top1_acc: 0.5418, top5_acc: 0.7969, loss_cls: 1.8920, loss: 1.8920, grad_norm: 6.6465 2020-07-24 20:24:15,505 - mmaction - INFO - Epoch [115][60/117] lr: 1.000e-04, eta: 2:26:49, time: 0.919, data_time: 0.079, memory: 5780, top1_acc: 0.5434, top5_acc: 0.7867, loss_cls: 1.9262, loss: 1.9262, grad_norm: 6.7439 2020-07-24 20:24:34,431 - mmaction - INFO - Epoch [115][80/117] lr: 1.000e-04, eta: 2:25:59, time: 0.951, data_time: 0.094, memory: 5780, top1_acc: 0.5176, top5_acc: 0.7785, loss_cls: 2.0223, loss: 2.0223, grad_norm: 6.9126 2020-07-24 20:24:51,955 - mmaction - INFO - Epoch [115][100/117] lr: 1.000e-04, eta: 2:25:09, time: 0.869, data_time: 0.012, memory: 5780, top1_acc: 0.5309, top5_acc: 0.7922, loss_cls: 1.9357, loss: 1.9357, grad_norm: 6.7981 2020-07-24 20:25:05,330 - mmaction - INFO - Saving checkpoint at 115 epochs 2020-07-24 20:26:40,477 - mmaction - INFO - Epoch [116][20/117] lr: 1.000e-04, eta: 2:23:56, time: 4.711, data_time: 3.873, memory: 5780, top1_acc: 0.5398, top5_acc: 0.7883, loss_cls: 1.9392, loss: 1.9392, grad_norm: 6.8079 2020-07-24 20:26:59,107 - mmaction - INFO - Epoch [116][40/117] lr: 1.000e-04, eta: 2:23:06, time: 0.923, data_time: 0.005, memory: 5780, top1_acc: 0.5086, top5_acc: 0.7918, loss_cls: 1.9719, loss: 1.9719, grad_norm: 6.9392 2020-07-24 20:27:15,480 - mmaction - INFO - Epoch [116][60/117] lr: 1.000e-04, eta: 2:22:16, time: 0.826, data_time: 0.015, memory: 5780, top1_acc: 0.5289, top5_acc: 0.7867, loss_cls: 1.9477, loss: 1.9477, grad_norm: 6.8274 2020-07-24 20:27:35,537 - mmaction - INFO - Epoch [116][80/117] lr: 1.000e-04, eta: 2:21:27, time: 1.004, data_time: 0.006, memory: 5780, top1_acc: 0.5371, top5_acc: 0.7883, loss_cls: 1.9026, loss: 1.9026, grad_norm: 6.6116 2020-07-24 20:27:53,133 - mmaction - INFO - Epoch [116][100/117] lr: 1.000e-04, eta: 2:20:38, time: 0.871, data_time: 0.006, memory: 5780, top1_acc: 0.5168, top5_acc: 0.7781, loss_cls: 1.9781, loss: 1.9781, grad_norm: 6.8512 2020-07-24 20:30:58,714 - mmaction - INFO - Epoch [117][20/117] lr: 1.000e-04, eta: 2:19:47, time: 8.612, data_time: 4.843, memory: 5780, top1_acc: 0.5418, top5_acc: 0.7844, loss_cls: 1.9241, loss: 1.9241, grad_norm: 6.6976 2020-07-24 20:33:06,857 - mmaction - INFO - Epoch [117][40/117] lr: 1.000e-04, eta: 2:19:29, time: 6.400, data_time: 1.202, memory: 5780, top1_acc: 0.5242, top5_acc: 0.7809, loss_cls: 1.9920, loss: 1.9920, grad_norm: 6.8732 2020-07-24 20:33:23,188 - mmaction - INFO - Epoch [117][60/117] lr: 1.000e-04, eta: 2:18:39, time: 0.821, data_time: 0.011, memory: 5780, top1_acc: 0.5449, top5_acc: 0.7906, loss_cls: 1.9290, loss: 1.9290, grad_norm: 6.7161 2020-07-24 20:33:42,721 - mmaction - INFO - Epoch [117][80/117] lr: 1.000e-04, eta: 2:17:50, time: 0.970, data_time: 0.004, memory: 5780, top1_acc: 0.5180, top5_acc: 0.7707, loss_cls: 1.9897, loss: 1.9897, grad_norm: 6.8174 2020-07-24 20:33:59,799 - mmaction - INFO - Epoch [117][100/117] lr: 1.000e-04, eta: 2:17:01, time: 0.860, data_time: 0.012, memory: 5780, top1_acc: 0.5453, top5_acc: 0.7910, loss_cls: 1.9157, loss: 1.9157, grad_norm: 6.6898 2020-07-24 20:35:46,315 - mmaction - INFO - Epoch [118][20/117] lr: 1.000e-04, eta: 2:15:46, time: 4.544, data_time: 3.089, memory: 5780, top1_acc: 0.5352, top5_acc: 0.7883, loss_cls: 1.9178, loss: 1.9178, grad_norm: 6.7417 2020-07-24 20:36:03,794 - mmaction - INFO - Epoch [118][40/117] lr: 1.000e-04, eta: 2:14:56, time: 0.870, data_time: 0.013, memory: 5780, top1_acc: 0.5387, top5_acc: 0.8047, loss_cls: 1.8886, loss: 1.8886, grad_norm: 6.7701 2020-07-24 20:36:21,953 - mmaction - INFO - Epoch [118][60/117] lr: 1.000e-04, eta: 2:14:07, time: 0.910, data_time: 0.016, memory: 5780, top1_acc: 0.5301, top5_acc: 0.7785, loss_cls: 1.9733, loss: 1.9733, grad_norm: 6.8087 2020-07-24 20:36:39,175 - mmaction - INFO - Epoch [118][80/117] lr: 1.000e-04, eta: 2:13:18, time: 0.862, data_time: 0.013, memory: 5780, top1_acc: 0.5195, top5_acc: 0.8012, loss_cls: 1.9310, loss: 1.9310, grad_norm: 6.8134 2020-07-24 20:36:57,818 - mmaction - INFO - Epoch [118][100/117] lr: 1.000e-04, eta: 2:12:29, time: 0.937, data_time: 0.010, memory: 5780, top1_acc: 0.5137, top5_acc: 0.7785, loss_cls: 1.9864, loss: 1.9864, grad_norm: 6.9327 2020-07-24 20:38:45,027 - mmaction - INFO - Epoch [119][20/117] lr: 1.000e-04, eta: 2:11:16, time: 4.767, data_time: 2.984, memory: 5780, top1_acc: 0.5223, top5_acc: 0.7887, loss_cls: 1.9781, loss: 1.9781, grad_norm: 6.8624 2020-07-24 20:39:02,129 - mmaction - INFO - Epoch [119][40/117] lr: 1.000e-04, eta: 2:10:27, time: 0.854, data_time: 0.009, memory: 5780, top1_acc: 0.5371, top5_acc: 0.7816, loss_cls: 1.9493, loss: 1.9493, grad_norm: 6.7784 2020-07-24 20:39:20,976 - mmaction - INFO - Epoch [119][60/117] lr: 1.000e-04, eta: 2:09:38, time: 0.946, data_time: 0.010, memory: 5780, top1_acc: 0.5293, top5_acc: 0.7875, loss_cls: 1.9688, loss: 1.9688, grad_norm: 6.8778 2020-07-24 20:39:38,592 - mmaction - INFO - Epoch [119][80/117] lr: 1.000e-04, eta: 2:08:49, time: 0.875, data_time: 0.005, memory: 5780, top1_acc: 0.5387, top5_acc: 0.7922, loss_cls: 1.9069, loss: 1.9069, grad_norm: 6.8872 2020-07-24 20:39:56,401 - mmaction - INFO - Epoch [119][100/117] lr: 1.000e-04, eta: 2:08:01, time: 0.893, data_time: 0.011, memory: 5780, top1_acc: 0.5367, top5_acc: 0.8031, loss_cls: 1.9019, loss: 1.9019, grad_norm: 6.7384 2020-07-24 20:41:45,247 - mmaction - INFO - Epoch [120][20/117] lr: 1.000e-04, eta: 2:06:47, time: 4.785, data_time: 3.146, memory: 5780, top1_acc: 0.5324, top5_acc: 0.7926, loss_cls: 1.9067, loss: 1.9067, grad_norm: 6.8348 2020-07-24 20:42:03,388 - mmaction - INFO - Epoch [120][40/117] lr: 1.000e-04, eta: 2:05:59, time: 0.903, data_time: 0.004, memory: 5780, top1_acc: 0.5418, top5_acc: 0.7949, loss_cls: 1.9422, loss: 1.9422, grad_norm: 6.7158 2020-07-24 20:42:20,595 - mmaction - INFO - Epoch [120][60/117] lr: 1.000e-04, eta: 2:05:10, time: 0.855, data_time: 0.006, memory: 5780, top1_acc: 0.5262, top5_acc: 0.7941, loss_cls: 1.9395, loss: 1.9395, grad_norm: 6.8932 2020-07-24 20:42:38,028 - mmaction - INFO - Epoch [120][80/117] lr: 1.000e-04, eta: 2:04:22, time: 0.875, data_time: 0.012, memory: 5780, top1_acc: 0.5258, top5_acc: 0.7809, loss_cls: 1.9563, loss: 1.9563, grad_norm: 6.6937 2020-07-24 20:42:57,040 - mmaction - INFO - Epoch [120][100/117] lr: 1.000e-04, eta: 2:03:34, time: 0.956, data_time: 0.012, memory: 5780, top1_acc: 0.5266, top5_acc: 0.7875, loss_cls: 1.9502, loss: 1.9502, grad_norm: 6.8764 2020-07-24 20:43:09,060 - mmaction - INFO - Saving checkpoint at 120 epochs 2020-07-24 20:44:42,585 - mmaction - INFO - Epoch [121][20/117] lr: 1.000e-05, eta: 2:02:20, time: 4.576, data_time: 3.717, memory: 5780, top1_acc: 0.5324, top5_acc: 0.7906, loss_cls: 1.9428, loss: 1.9428, grad_norm: 6.8666 2020-07-24 20:45:01,027 - mmaction - INFO - Epoch [121][40/117] lr: 1.000e-05, eta: 2:01:32, time: 0.922, data_time: 0.014, memory: 5780, top1_acc: 0.5461, top5_acc: 0.7953, loss_cls: 1.9107, loss: 1.9107, grad_norm: 6.7183 2020-07-24 20:45:18,924 - mmaction - INFO - Epoch [121][60/117] lr: 1.000e-05, eta: 2:00:44, time: 0.898, data_time: 0.059, memory: 5780, top1_acc: 0.5117, top5_acc: 0.7793, loss_cls: 2.0041, loss: 2.0041, grad_norm: 6.9738 2020-07-24 20:45:37,221 - mmaction - INFO - Epoch [121][80/117] lr: 1.000e-05, eta: 1:59:56, time: 0.910, data_time: 0.008, memory: 5780, top1_acc: 0.5445, top5_acc: 0.7953, loss_cls: 1.9133, loss: 1.9133, grad_norm: 6.8593 2020-07-24 20:45:55,439 - mmaction - INFO - Epoch [121][100/117] lr: 1.000e-05, eta: 1:59:09, time: 0.920, data_time: 0.013, memory: 5780, top1_acc: 0.5223, top5_acc: 0.7730, loss_cls: 1.9552, loss: 1.9552, grad_norm: 6.7764 2020-07-24 20:47:41,651 - mmaction - INFO - Epoch [122][20/117] lr: 1.000e-05, eta: 1:57:54, time: 4.571, data_time: 3.584, memory: 5780, top1_acc: 0.5406, top5_acc: 0.7969, loss_cls: 1.9218, loss: 1.9218, grad_norm: 6.7363 2020-07-24 20:47:59,767 - mmaction - INFO - Epoch [122][40/117] lr: 1.000e-05, eta: 1:57:07, time: 0.904, data_time: 0.010, memory: 5780, top1_acc: 0.5277, top5_acc: 0.7953, loss_cls: 1.9397, loss: 1.9397, grad_norm: 6.9056 2020-07-24 20:48:18,309 - mmaction - INFO - Epoch [122][60/117] lr: 1.000e-05, eta: 1:56:19, time: 0.932, data_time: 0.024, memory: 5780, top1_acc: 0.5215, top5_acc: 0.7824, loss_cls: 1.9661, loss: 1.9661, grad_norm: 6.7948 2020-07-24 20:48:37,449 - mmaction - INFO - Epoch [122][80/117] lr: 1.000e-05, eta: 1:55:32, time: 0.953, data_time: 0.005, memory: 5780, top1_acc: 0.5297, top5_acc: 0.7801, loss_cls: 1.9650, loss: 1.9650, grad_norm: 6.8599 2020-07-24 20:48:55,928 - mmaction - INFO - Epoch [122][100/117] lr: 1.000e-05, eta: 1:54:45, time: 0.923, data_time: 0.008, memory: 5780, top1_acc: 0.5355, top5_acc: 0.7867, loss_cls: 1.9335, loss: 1.9335, grad_norm: 6.6826 2020-07-24 20:50:46,033 - mmaction - INFO - Epoch [123][20/117] lr: 1.000e-05, eta: 1:53:32, time: 4.782, data_time: 3.171, memory: 5780, top1_acc: 0.5270, top5_acc: 0.7945, loss_cls: 1.9416, loss: 1.9416, grad_norm: 6.6962 2020-07-24 20:51:04,822 - mmaction - INFO - Epoch [123][40/117] lr: 1.000e-05, eta: 1:52:45, time: 0.941, data_time: 0.068, memory: 5780, top1_acc: 0.5461, top5_acc: 0.7836, loss_cls: 1.9305, loss: 1.9305, grad_norm: 6.7070 2020-07-24 20:51:24,022 - mmaction - INFO - Epoch [123][60/117] lr: 1.000e-05, eta: 1:51:58, time: 0.963, data_time: 0.176, memory: 5780, top1_acc: 0.5355, top5_acc: 0.8000, loss_cls: 1.9107, loss: 1.9107, grad_norm: 6.7337 2020-07-24 20:51:41,170 - mmaction - INFO - Epoch [123][80/117] lr: 1.000e-05, eta: 1:51:11, time: 0.851, data_time: 0.092, memory: 5780, top1_acc: 0.5484, top5_acc: 0.8004, loss_cls: 1.9048, loss: 1.9048, grad_norm: 6.7580 2020-07-24 20:51:59,340 - mmaction - INFO - Epoch [123][100/117] lr: 1.000e-05, eta: 1:50:24, time: 0.909, data_time: 0.066, memory: 5780, top1_acc: 0.5227, top5_acc: 0.7758, loss_cls: 1.9709, loss: 1.9709, grad_norm: 6.8097 2020-07-24 20:53:47,328 - mmaction - INFO - Epoch [124][20/117] lr: 1.000e-05, eta: 1:49:10, time: 4.704, data_time: 3.680, memory: 5780, top1_acc: 0.5598, top5_acc: 0.7941, loss_cls: 1.8729, loss: 1.8729, grad_norm: 6.7160 2020-07-24 20:54:04,071 - mmaction - INFO - Epoch [124][40/117] lr: 1.000e-05, eta: 1:48:23, time: 0.834, data_time: 0.006, memory: 5780, top1_acc: 0.5289, top5_acc: 0.7910, loss_cls: 1.9558, loss: 1.9558, grad_norm: 6.8760 2020-07-24 20:54:23,886 - mmaction - INFO - Epoch [124][60/117] lr: 1.000e-05, eta: 1:47:37, time: 0.987, data_time: 0.006, memory: 5780, top1_acc: 0.5402, top5_acc: 0.7996, loss_cls: 1.9028, loss: 1.9028, grad_norm: 6.7719 2020-07-24 20:54:41,069 - mmaction - INFO - Epoch [124][80/117] lr: 1.000e-05, eta: 1:46:50, time: 0.862, data_time: 0.013, memory: 5780, top1_acc: 0.5203, top5_acc: 0.7766, loss_cls: 1.9884, loss: 1.9884, grad_norm: 6.8712 2020-07-24 20:54:58,398 - mmaction - INFO - Epoch [124][100/117] lr: 1.000e-05, eta: 1:46:03, time: 0.869, data_time: 0.011, memory: 5780, top1_acc: 0.5441, top5_acc: 0.7992, loss_cls: 1.9268, loss: 1.9268, grad_norm: 6.7728 2020-07-24 20:56:42,796 - mmaction - INFO - Epoch [125][20/117] lr: 1.000e-05, eta: 1:44:49, time: 4.546, data_time: 3.565, memory: 5780, top1_acc: 0.5500, top5_acc: 0.7855, loss_cls: 1.9276, loss: 1.9276, grad_norm: 6.7000 2020-07-24 20:57:00,926 - mmaction - INFO - Epoch [125][40/117] lr: 1.000e-05, eta: 1:44:02, time: 0.909, data_time: 0.023, memory: 5780, top1_acc: 0.5477, top5_acc: 0.7871, loss_cls: 1.9143, loss: 1.9143, grad_norm: 6.7472 2020-07-24 20:57:18,015 - mmaction - INFO - Epoch [125][60/117] lr: 1.000e-05, eta: 1:43:16, time: 0.853, data_time: 0.003, memory: 5780, top1_acc: 0.5391, top5_acc: 0.7949, loss_cls: 1.9409, loss: 1.9409, grad_norm: 6.7489 2020-07-24 20:57:35,955 - mmaction - INFO - Epoch [125][80/117] lr: 1.000e-05, eta: 1:42:29, time: 0.895, data_time: 0.005, memory: 5780, top1_acc: 0.5395, top5_acc: 0.7945, loss_cls: 1.9177, loss: 1.9177, grad_norm: 6.6863 2020-07-24 20:57:54,033 - mmaction - INFO - Epoch [125][100/117] lr: 1.000e-05, eta: 1:41:43, time: 0.905, data_time: 0.053, memory: 5780, top1_acc: 0.5418, top5_acc: 0.8059, loss_cls: 1.8908, loss: 1.8908, grad_norm: 6.7753 2020-07-24 20:58:07,876 - mmaction - INFO - Saving checkpoint at 125 epochs 2020-07-24 20:59:39,969 - mmaction - INFO - Epoch [126][20/117] lr: 1.000e-05, eta: 1:40:29, time: 4.531, data_time: 3.711, memory: 5780, top1_acc: 0.5207, top5_acc: 0.7902, loss_cls: 1.9591, loss: 1.9591, grad_norm: 6.8007 2020-07-24 20:59:56,456 - mmaction - INFO - Epoch [126][40/117] lr: 1.000e-05, eta: 1:39:43, time: 0.827, data_time: 0.011, memory: 5780, top1_acc: 0.5316, top5_acc: 0.7875, loss_cls: 1.9503, loss: 1.9503, grad_norm: 6.9039 2020-07-24 21:00:14,253 - mmaction - INFO - Epoch [126][60/117] lr: 1.000e-05, eta: 1:38:57, time: 0.886, data_time: 0.034, memory: 5780, top1_acc: 0.5316, top5_acc: 0.7785, loss_cls: 1.9401, loss: 1.9401, grad_norm: 6.7560 2020-07-24 21:00:32,008 - mmaction - INFO - Epoch [126][80/117] lr: 1.000e-05, eta: 1:38:11, time: 0.891, data_time: 0.019, memory: 5780, top1_acc: 0.5348, top5_acc: 0.7945, loss_cls: 1.9128, loss: 1.9128, grad_norm: 6.8548 2020-07-24 21:00:50,657 - mmaction - INFO - Epoch [126][100/117] lr: 1.000e-05, eta: 1:37:25, time: 0.932, data_time: 0.123, memory: 5780, top1_acc: 0.5434, top5_acc: 0.7937, loss_cls: 1.9085, loss: 1.9085, grad_norm: 6.6495 2020-07-24 21:02:42,533 - mmaction - INFO - Epoch [127][20/117] lr: 1.000e-05, eta: 1:36:12, time: 4.876, data_time: 4.070, memory: 5780, top1_acc: 0.5324, top5_acc: 0.7863, loss_cls: 1.9451, loss: 1.9451, grad_norm: 6.8176 2020-07-24 21:02:59,269 - mmaction - INFO - Epoch [127][40/117] lr: 1.000e-05, eta: 1:35:26, time: 0.837, data_time: 0.016, memory: 5780, top1_acc: 0.5215, top5_acc: 0.7785, loss_cls: 1.9675, loss: 1.9675, grad_norm: 6.8789 2020-07-24 21:03:16,911 - mmaction - INFO - Epoch [127][60/117] lr: 1.000e-05, eta: 1:34:40, time: 0.883, data_time: 0.010, memory: 5780, top1_acc: 0.5328, top5_acc: 0.7820, loss_cls: 1.9660, loss: 1.9660, grad_norm: 6.8108 2020-07-24 21:03:34,446 - mmaction - INFO - Epoch [127][80/117] lr: 1.000e-05, eta: 1:33:55, time: 0.877, data_time: 0.008, memory: 5780, top1_acc: 0.5453, top5_acc: 0.8055, loss_cls: 1.8480, loss: 1.8480, grad_norm: 6.7513 2020-07-24 21:03:52,160 - mmaction - INFO - Epoch [127][100/117] lr: 1.000e-05, eta: 1:33:09, time: 0.884, data_time: 0.009, memory: 5780, top1_acc: 0.5527, top5_acc: 0.7879, loss_cls: 1.9169, loss: 1.9169, grad_norm: 6.7887 2020-07-24 21:05:42,000 - mmaction - INFO - Epoch [128][20/117] lr: 1.000e-05, eta: 1:31:56, time: 4.826, data_time: 4.029, memory: 5780, top1_acc: 0.5344, top5_acc: 0.8066, loss_cls: 1.9034, loss: 1.9034, grad_norm: 6.8047 2020-07-24 21:05:59,975 - mmaction - INFO - Epoch [128][40/117] lr: 1.000e-05, eta: 1:31:11, time: 0.907, data_time: 0.111, memory: 5780, top1_acc: 0.5246, top5_acc: 0.7863, loss_cls: 1.9444, loss: 1.9444, grad_norm: 6.7789 2020-07-24 21:06:18,093 - mmaction - INFO - Epoch [128][60/117] lr: 1.000e-05, eta: 1:30:26, time: 0.906, data_time: 0.004, memory: 5780, top1_acc: 0.5273, top5_acc: 0.7824, loss_cls: 1.9549, loss: 1.9549, grad_norm: 6.6998 2020-07-24 21:06:34,689 - mmaction - INFO - Epoch [128][80/117] lr: 1.000e-05, eta: 1:29:40, time: 0.827, data_time: 0.008, memory: 5780, top1_acc: 0.5281, top5_acc: 0.7883, loss_cls: 1.9576, loss: 1.9576, grad_norm: 6.8182 2020-07-24 21:06:52,674 - mmaction - INFO - Epoch [128][100/117] lr: 1.000e-05, eta: 1:28:55, time: 0.900, data_time: 0.006, memory: 5780, top1_acc: 0.5273, top5_acc: 0.7957, loss_cls: 1.9434, loss: 1.9434, grad_norm: 6.8799 2020-07-24 21:08:41,590 - mmaction - INFO - Epoch [129][20/117] lr: 1.000e-05, eta: 1:27:42, time: 4.765, data_time: 3.932, memory: 5780, top1_acc: 0.5328, top5_acc: 0.7910, loss_cls: 1.9115, loss: 1.9115, grad_norm: 6.7519 2020-07-24 21:08:59,718 - mmaction - INFO - Epoch [129][40/117] lr: 1.000e-05, eta: 1:26:57, time: 0.906, data_time: 0.071, memory: 5780, top1_acc: 0.5332, top5_acc: 0.7816, loss_cls: 1.9369, loss: 1.9369, grad_norm: 6.7169 2020-07-24 21:09:16,679 - mmaction - INFO - Epoch [129][60/117] lr: 1.000e-05, eta: 1:26:11, time: 0.842, data_time: 0.014, memory: 5780, top1_acc: 0.5375, top5_acc: 0.7996, loss_cls: 1.9107, loss: 1.9107, grad_norm: 6.7636 2020-07-24 21:09:34,119 - mmaction - INFO - Epoch [129][80/117] lr: 1.000e-05, eta: 1:25:26, time: 0.879, data_time: 0.045, memory: 5780, top1_acc: 0.5359, top5_acc: 0.7863, loss_cls: 1.9141, loss: 1.9141, grad_norm: 6.8056 2020-07-24 21:09:52,477 - mmaction - INFO - Epoch [129][100/117] lr: 1.000e-05, eta: 1:24:42, time: 0.920, data_time: 0.012, memory: 5780, top1_acc: 0.5320, top5_acc: 0.7895, loss_cls: 1.9141, loss: 1.9141, grad_norm: 6.6890 2020-07-24 21:11:43,115 - mmaction - INFO - Epoch [130][20/117] lr: 1.000e-05, eta: 1:23:29, time: 4.866, data_time: 3.934, memory: 5780, top1_acc: 0.5410, top5_acc: 0.7922, loss_cls: 1.9199, loss: 1.9199, grad_norm: 6.8534 2020-07-24 21:12:00,995 - mmaction - INFO - Epoch [130][40/117] lr: 1.000e-05, eta: 1:22:44, time: 0.898, data_time: 0.013, memory: 5780, top1_acc: 0.5312, top5_acc: 0.7848, loss_cls: 1.9446, loss: 1.9446, grad_norm: 6.8410 2020-07-24 21:12:19,164 - mmaction - INFO - Epoch [130][60/117] lr: 1.000e-05, eta: 1:21:59, time: 0.908, data_time: 0.009, memory: 5780, top1_acc: 0.5336, top5_acc: 0.7859, loss_cls: 1.9537, loss: 1.9537, grad_norm: 6.8227 2020-07-24 21:12:37,359 - mmaction - INFO - Epoch [130][80/117] lr: 1.000e-05, eta: 1:21:15, time: 0.911, data_time: 0.007, memory: 5780, top1_acc: 0.5418, top5_acc: 0.7914, loss_cls: 1.9231, loss: 1.9231, grad_norm: 6.7713 2020-07-24 21:12:54,653 - mmaction - INFO - Epoch [130][100/117] lr: 1.000e-05, eta: 1:20:30, time: 0.864, data_time: 0.006, memory: 5780, top1_acc: 0.5398, top5_acc: 0.7887, loss_cls: 1.8922, loss: 1.8922, grad_norm: 6.7551 2020-07-24 21:13:08,755 - mmaction - INFO - Saving checkpoint at 130 epochs 2020-07-24 21:14:43,012 - mmaction - INFO - Epoch [131][20/117] lr: 1.000e-05, eta: 1:19:17, time: 4.633, data_time: 3.657, memory: 5780, top1_acc: 0.5355, top5_acc: 0.7926, loss_cls: 1.9336, loss: 1.9336, grad_norm: 6.7151 2020-07-24 21:15:00,035 - mmaction - INFO - Epoch [131][40/117] lr: 1.000e-05, eta: 1:18:32, time: 0.848, data_time: 0.009, memory: 5780, top1_acc: 0.5250, top5_acc: 0.7824, loss_cls: 1.9678, loss: 1.9678, grad_norm: 6.8266 2020-07-24 21:15:17,130 - mmaction - INFO - Epoch [131][60/117] lr: 1.000e-05, eta: 1:17:48, time: 0.855, data_time: 0.009, memory: 5780, top1_acc: 0.5375, top5_acc: 0.7949, loss_cls: 1.9101, loss: 1.9101, grad_norm: 6.7906 2020-07-24 21:15:34,286 - mmaction - INFO - Epoch [131][80/117] lr: 1.000e-05, eta: 1:17:03, time: 0.851, data_time: 0.010, memory: 5780, top1_acc: 0.5301, top5_acc: 0.7832, loss_cls: 1.9355, loss: 1.9355, grad_norm: 6.7585 2020-07-24 21:15:51,923 - mmaction - INFO - Epoch [131][100/117] lr: 1.000e-05, eta: 1:16:19, time: 0.889, data_time: 0.015, memory: 5780, top1_acc: 0.5383, top5_acc: 0.7926, loss_cls: 1.9335, loss: 1.9335, grad_norm: 6.8610 2020-07-24 21:17:37,054 - mmaction - INFO - Epoch [132][20/117] lr: 1.000e-05, eta: 1:15:06, time: 4.578, data_time: 3.736, memory: 5780, top1_acc: 0.5395, top5_acc: 0.7973, loss_cls: 1.9006, loss: 1.9006, grad_norm: 6.8517 2020-07-24 21:17:53,962 - mmaction - INFO - Epoch [132][40/117] lr: 1.000e-05, eta: 1:14:21, time: 0.841, data_time: 0.010, memory: 5780, top1_acc: 0.5457, top5_acc: 0.7914, loss_cls: 1.9220, loss: 1.9220, grad_norm: 6.8053 2020-07-24 21:18:10,547 - mmaction - INFO - Epoch [132][60/117] lr: 1.000e-05, eta: 1:13:37, time: 0.826, data_time: 0.023, memory: 5780, top1_acc: 0.5367, top5_acc: 0.7965, loss_cls: 1.9022, loss: 1.9022, grad_norm: 6.8445 2020-07-24 21:18:28,154 - mmaction - INFO - Epoch [132][80/117] lr: 1.000e-05, eta: 1:12:53, time: 0.883, data_time: 0.014, memory: 5780, top1_acc: 0.5113, top5_acc: 0.7883, loss_cls: 1.9830, loss: 1.9830, grad_norm: 6.9451 2020-07-24 21:18:45,616 - mmaction - INFO - Epoch [132][100/117] lr: 1.000e-05, eta: 1:12:09, time: 0.870, data_time: 0.010, memory: 5780, top1_acc: 0.5480, top5_acc: 0.7914, loss_cls: 1.8948, loss: 1.8948, grad_norm: 6.6753 2020-07-24 21:20:33,205 - mmaction - INFO - Epoch [133][20/117] lr: 1.000e-05, eta: 1:10:56, time: 4.719, data_time: 3.815, memory: 5780, top1_acc: 0.5441, top5_acc: 0.7934, loss_cls: 1.9072, loss: 1.9072, grad_norm: 6.8004 2020-07-24 21:20:51,787 - mmaction - INFO - Epoch [133][40/117] lr: 1.000e-05, eta: 1:10:12, time: 0.930, data_time: 0.006, memory: 5780, top1_acc: 0.5387, top5_acc: 0.7805, loss_cls: 1.9330, loss: 1.9330, grad_norm: 6.7854 2020-07-24 21:21:10,070 - mmaction - INFO - Epoch [133][60/117] lr: 1.000e-05, eta: 1:09:28, time: 0.915, data_time: 0.006, memory: 5780, top1_acc: 0.5461, top5_acc: 0.7895, loss_cls: 1.9085, loss: 1.9085, grad_norm: 6.7367 2020-07-24 21:21:28,291 - mmaction - INFO - Epoch [133][80/117] lr: 1.000e-05, eta: 1:08:45, time: 0.909, data_time: 0.005, memory: 5780, top1_acc: 0.5305, top5_acc: 0.7828, loss_cls: 1.9377, loss: 1.9377, grad_norm: 6.8684 2020-07-24 21:21:45,020 - mmaction - INFO - Epoch [133][100/117] lr: 1.000e-05, eta: 1:08:01, time: 0.836, data_time: 0.007, memory: 5780, top1_acc: 0.5391, top5_acc: 0.7961, loss_cls: 1.9244, loss: 1.9244, grad_norm: 6.8623 2020-07-24 21:23:30,643 - mmaction - INFO - Epoch [134][20/117] lr: 1.000e-05, eta: 1:06:48, time: 4.616, data_time: 3.722, memory: 5780, top1_acc: 0.5273, top5_acc: 0.7824, loss_cls: 1.9723, loss: 1.9723, grad_norm: 6.7818 2020-07-24 21:23:47,853 - mmaction - INFO - Epoch [134][40/117] lr: 1.000e-05, eta: 1:06:04, time: 0.862, data_time: 0.012, memory: 5780, top1_acc: 0.5328, top5_acc: 0.7879, loss_cls: 1.9307, loss: 1.9307, grad_norm: 6.8296 2020-07-24 21:24:04,422 - mmaction - INFO - Epoch [134][60/117] lr: 1.000e-05, eta: 1:05:20, time: 0.835, data_time: 0.008, memory: 5780, top1_acc: 0.5266, top5_acc: 0.7941, loss_cls: 1.9557, loss: 1.9557, grad_norm: 6.8337 2020-07-24 21:24:22,146 - mmaction - INFO - Epoch [134][80/117] lr: 1.000e-05, eta: 1:04:37, time: 0.881, data_time: 0.004, memory: 5780, top1_acc: 0.5312, top5_acc: 0.7918, loss_cls: 1.9452, loss: 1.9452, grad_norm: 6.8038 2020-07-24 21:24:39,553 - mmaction - INFO - Epoch [134][100/117] lr: 1.000e-05, eta: 1:03:54, time: 0.875, data_time: 0.008, memory: 5780, top1_acc: 0.5383, top5_acc: 0.7930, loss_cls: 1.9105, loss: 1.9105, grad_norm: 6.8113 2020-07-24 21:26:25,775 - mmaction - INFO - Epoch [135][20/117] lr: 1.000e-05, eta: 1:02:41, time: 4.677, data_time: 3.769, memory: 5780, top1_acc: 0.5219, top5_acc: 0.7930, loss_cls: 1.9274, loss: 1.9274, grad_norm: 6.8070 2020-07-24 21:26:42,991 - mmaction - INFO - Epoch [135][40/117] lr: 1.000e-05, eta: 1:01:57, time: 0.869, data_time: 0.019, memory: 5780, top1_acc: 0.5391, top5_acc: 0.7961, loss_cls: 1.8959, loss: 1.8959, grad_norm: 6.6805 2020-07-24 21:27:00,050 - mmaction - INFO - Epoch [135][60/117] lr: 1.000e-05, eta: 1:01:14, time: 0.853, data_time: 0.007, memory: 5780, top1_acc: 0.5277, top5_acc: 0.7832, loss_cls: 1.9404, loss: 1.9404, grad_norm: 6.8454 2020-07-24 21:27:16,896 - mmaction - INFO - Epoch [135][80/117] lr: 1.000e-05, eta: 1:00:31, time: 0.841, data_time: 0.007, memory: 5780, top1_acc: 0.5410, top5_acc: 0.7887, loss_cls: 1.9104, loss: 1.9104, grad_norm: 6.6449 2020-07-24 21:27:34,880 - mmaction - INFO - Epoch [135][100/117] lr: 1.000e-05, eta: 0:59:48, time: 0.898, data_time: 0.009, memory: 5780, top1_acc: 0.5422, top5_acc: 0.7961, loss_cls: 1.9136, loss: 1.9136, grad_norm: 6.7117 2020-07-24 21:27:48,024 - mmaction - INFO - Saving checkpoint at 135 epochs 2020-07-24 21:29:26,828 - mmaction - INFO - Epoch [136][20/117] lr: 1.000e-05, eta: 0:58:35, time: 4.869, data_time: 3.241, memory: 5780, top1_acc: 0.5219, top5_acc: 0.7820, loss_cls: 1.9571, loss: 1.9571, grad_norm: 6.7818 2020-07-24 21:29:44,937 - mmaction - INFO - Epoch [136][40/117] lr: 1.000e-05, eta: 0:57:52, time: 0.907, data_time: 0.014, memory: 5780, top1_acc: 0.5227, top5_acc: 0.7891, loss_cls: 1.9486, loss: 1.9486, grad_norm: 6.8678 2020-07-24 21:30:01,756 - mmaction - INFO - Epoch [136][60/117] lr: 1.000e-05, eta: 0:57:09, time: 0.837, data_time: 0.012, memory: 5780, top1_acc: 0.5410, top5_acc: 0.8020, loss_cls: 1.9153, loss: 1.9153, grad_norm: 6.8109 2020-07-24 21:30:19,439 - mmaction - INFO - Epoch [136][80/117] lr: 1.000e-05, eta: 0:56:26, time: 0.890, data_time: 0.015, memory: 5780, top1_acc: 0.5484, top5_acc: 0.8016, loss_cls: 1.9003, loss: 1.9003, grad_norm: 6.7091 2020-07-24 21:30:36,082 - mmaction - INFO - Epoch [136][100/117] lr: 1.000e-05, eta: 0:55:43, time: 0.832, data_time: 0.010, memory: 5780, top1_acc: 0.5340, top5_acc: 0.7809, loss_cls: 1.9484, loss: 1.9484, grad_norm: 6.6831 2020-07-24 21:32:21,721 - mmaction - INFO - Epoch [137][20/117] lr: 1.000e-05, eta: 0:54:31, time: 4.649, data_time: 2.869, memory: 5780, top1_acc: 0.5469, top5_acc: 0.7953, loss_cls: 1.8966, loss: 1.8966, grad_norm: 6.6948 2020-07-24 21:32:38,453 - mmaction - INFO - Epoch [137][40/117] lr: 1.000e-05, eta: 0:53:48, time: 0.842, data_time: 0.012, memory: 5780, top1_acc: 0.5336, top5_acc: 0.7910, loss_cls: 1.9377, loss: 1.9377, grad_norm: 6.9168 2020-07-24 21:32:56,001 - mmaction - INFO - Epoch [137][60/117] lr: 1.000e-05, eta: 0:53:05, time: 0.869, data_time: 0.006, memory: 5780, top1_acc: 0.5336, top5_acc: 0.7941, loss_cls: 1.9307, loss: 1.9307, grad_norm: 6.8042 2020-07-24 21:33:13,138 - mmaction - INFO - Epoch [137][80/117] lr: 1.000e-05, eta: 0:52:22, time: 0.865, data_time: 0.012, memory: 5780, top1_acc: 0.5445, top5_acc: 0.7906, loss_cls: 1.9153, loss: 1.9153, grad_norm: 6.7709 2020-07-24 21:33:30,885 - mmaction - INFO - Epoch [137][100/117] lr: 1.000e-05, eta: 0:51:40, time: 0.883, data_time: 0.005, memory: 5780, top1_acc: 0.5246, top5_acc: 0.7750, loss_cls: 1.9776, loss: 1.9776, grad_norm: 6.8531 2020-07-24 21:35:14,281 - mmaction - INFO - Epoch [138][20/117] lr: 1.000e-05, eta: 0:50:27, time: 4.517, data_time: 2.943, memory: 5780, top1_acc: 0.5320, top5_acc: 0.8000, loss_cls: 1.9259, loss: 1.9259, grad_norm: 6.7190 2020-07-24 21:35:31,243 - mmaction - INFO - Epoch [138][40/117] lr: 1.000e-05, eta: 0:49:44, time: 0.848, data_time: 0.007, memory: 5780, top1_acc: 0.5363, top5_acc: 0.7945, loss_cls: 1.9306, loss: 1.9306, grad_norm: 6.8495 2020-07-24 21:35:47,691 - mmaction - INFO - Epoch [138][60/117] lr: 1.000e-05, eta: 0:49:02, time: 0.820, data_time: 0.009, memory: 5780, top1_acc: 0.5301, top5_acc: 0.7918, loss_cls: 1.9459, loss: 1.9459, grad_norm: 6.8197 2020-07-24 21:36:04,575 - mmaction - INFO - Epoch [138][80/117] lr: 1.000e-05, eta: 0:48:19, time: 0.848, data_time: 0.012, memory: 5780, top1_acc: 0.5367, top5_acc: 0.7918, loss_cls: 1.8895, loss: 1.8895, grad_norm: 6.5724 2020-07-24 21:36:22,045 - mmaction - INFO - Epoch [138][100/117] lr: 1.000e-05, eta: 0:47:37, time: 0.872, data_time: 0.036, memory: 5780, top1_acc: 0.5352, top5_acc: 0.7906, loss_cls: 1.9615, loss: 1.9615, grad_norm: 6.9479 2020-07-24 21:38:12,298 - mmaction - INFO - Epoch [139][20/117] lr: 1.000e-05, eta: 0:46:25, time: 4.850, data_time: 3.813, memory: 5780, top1_acc: 0.5437, top5_acc: 0.7926, loss_cls: 1.9430, loss: 1.9430, grad_norm: 6.7798 2020-07-24 21:38:29,966 - mmaction - INFO - Epoch [139][40/117] lr: 1.000e-05, eta: 0:45:43, time: 0.876, data_time: 0.004, memory: 5780, top1_acc: 0.5375, top5_acc: 0.7937, loss_cls: 1.9225, loss: 1.9225, grad_norm: 6.7824 2020-07-24 21:38:47,285 - mmaction - INFO - Epoch [139][60/117] lr: 1.000e-05, eta: 0:45:00, time: 0.873, data_time: 0.013, memory: 5780, top1_acc: 0.5512, top5_acc: 0.8020, loss_cls: 1.8623, loss: 1.8623, grad_norm: 6.5620 2020-07-24 21:39:03,752 - mmaction - INFO - Epoch [139][80/117] lr: 1.000e-05, eta: 0:44:18, time: 0.819, data_time: 0.007, memory: 5780, top1_acc: 0.5559, top5_acc: 0.7996, loss_cls: 1.8933, loss: 1.8933, grad_norm: 6.7772 2020-07-24 21:39:21,691 - mmaction - INFO - Epoch [139][100/117] lr: 1.000e-05, eta: 0:43:36, time: 0.897, data_time: 0.007, memory: 5780, top1_acc: 0.5203, top5_acc: 0.7852, loss_cls: 1.9558, loss: 1.9558, grad_norm: 6.9518 2020-07-24 21:41:15,715 - mmaction - INFO - Epoch [140][20/117] lr: 1.000e-05, eta: 0:42:24, time: 5.074, data_time: 2.812, memory: 5780, top1_acc: 0.5355, top5_acc: 0.8047, loss_cls: 1.9148, loss: 1.9148, grad_norm: 6.8041 2020-07-24 21:41:34,507 - mmaction - INFO - Epoch [140][40/117] lr: 1.000e-05, eta: 0:41:42, time: 0.946, data_time: 0.015, memory: 5780, top1_acc: 0.5379, top5_acc: 0.7914, loss_cls: 1.9339, loss: 1.9339, grad_norm: 6.7718 2020-07-24 21:41:52,018 - mmaction - INFO - Epoch [140][60/117] lr: 1.000e-05, eta: 0:41:01, time: 0.872, data_time: 0.006, memory: 5780, top1_acc: 0.5289, top5_acc: 0.7961, loss_cls: 1.9315, loss: 1.9315, grad_norm: 6.8159 2020-07-24 21:42:08,673 - mmaction - INFO - Epoch [140][80/117] lr: 1.000e-05, eta: 0:40:19, time: 0.832, data_time: 0.015, memory: 5780, top1_acc: 0.5410, top5_acc: 0.7891, loss_cls: 1.9072, loss: 1.9072, grad_norm: 6.8373 2020-07-24 21:42:26,075 - mmaction - INFO - Epoch [140][100/117] lr: 1.000e-05, eta: 0:39:37, time: 0.871, data_time: 0.012, memory: 5780, top1_acc: 0.5277, top5_acc: 0.7859, loss_cls: 1.9167, loss: 1.9167, grad_norm: 6.8006 2020-07-24 21:42:39,205 - mmaction - INFO - Saving checkpoint at 140 epochs 2020-07-24 21:44:10,464 - mmaction - INFO - Epoch [141][20/117] lr: 1.000e-05, eta: 0:38:24, time: 4.514, data_time: 3.722, memory: 5780, top1_acc: 0.5297, top5_acc: 0.7875, loss_cls: 1.9556, loss: 1.9556, grad_norm: 6.7901 2020-07-24 21:44:28,148 - mmaction - INFO - Epoch [141][40/117] lr: 1.000e-05, eta: 0:37:42, time: 0.889, data_time: 0.046, memory: 5780, top1_acc: 0.5387, top5_acc: 0.7961, loss_cls: 1.9165, loss: 1.9165, grad_norm: 6.7841 2020-07-24 21:44:45,473 - mmaction - INFO - Epoch [141][60/117] lr: 1.000e-05, eta: 0:37:01, time: 0.861, data_time: 0.026, memory: 5780, top1_acc: 0.5484, top5_acc: 0.7910, loss_cls: 1.9026, loss: 1.9026, grad_norm: 6.7954 2020-07-24 21:45:04,509 - mmaction - INFO - Epoch [141][80/117] lr: 1.000e-05, eta: 0:36:19, time: 0.953, data_time: 0.059, memory: 5780, top1_acc: 0.5297, top5_acc: 0.7977, loss_cls: 1.9100, loss: 1.9100, grad_norm: 6.7553 2020-07-24 21:45:22,156 - mmaction - INFO - Epoch [141][100/117] lr: 1.000e-05, eta: 0:35:38, time: 0.883, data_time: 0.015, memory: 5780, top1_acc: 0.5328, top5_acc: 0.7883, loss_cls: 1.9551, loss: 1.9551, grad_norm: 6.7831 2020-07-24 21:47:14,367 - mmaction - INFO - Epoch [142][20/117] lr: 1.000e-05, eta: 0:34:26, time: 4.930, data_time: 3.078, memory: 5780, top1_acc: 0.5363, top5_acc: 0.8000, loss_cls: 1.9203, loss: 1.9203, grad_norm: 6.8265 2020-07-24 21:47:31,609 - mmaction - INFO - Epoch [142][40/117] lr: 1.000e-05, eta: 0:33:44, time: 0.867, data_time: 0.015, memory: 5780, top1_acc: 0.5445, top5_acc: 0.8004, loss_cls: 1.9012, loss: 1.9012, grad_norm: 6.8255 2020-07-24 21:47:49,578 - mmaction - INFO - Epoch [142][60/117] lr: 1.000e-05, eta: 0:33:03, time: 0.889, data_time: 0.007, memory: 5780, top1_acc: 0.5406, top5_acc: 0.7836, loss_cls: 1.9250, loss: 1.9250, grad_norm: 6.7509 2020-07-24 21:48:06,754 - mmaction - INFO - Epoch [142][80/117] lr: 1.000e-05, eta: 0:32:22, time: 0.864, data_time: 0.018, memory: 5780, top1_acc: 0.5332, top5_acc: 0.7867, loss_cls: 1.9651, loss: 1.9651, grad_norm: 6.7533 2020-07-24 21:48:24,952 - mmaction - INFO - Epoch [142][100/117] lr: 1.000e-05, eta: 0:31:40, time: 0.912, data_time: 0.011, memory: 5780, top1_acc: 0.5145, top5_acc: 0.7777, loss_cls: 1.9704, loss: 1.9704, grad_norm: 6.8620 2020-07-24 21:50:15,413 - mmaction - INFO - Epoch [143][20/117] lr: 1.000e-05, eta: 0:30:28, time: 4.878, data_time: 3.321, memory: 5780, top1_acc: 0.5391, top5_acc: 0.7816, loss_cls: 1.9413, loss: 1.9413, grad_norm: 6.8553 2020-07-24 21:50:32,684 - mmaction - INFO - Epoch [143][40/117] lr: 1.000e-05, eta: 0:29:47, time: 0.871, data_time: 0.018, memory: 5780, top1_acc: 0.5301, top5_acc: 0.7922, loss_cls: 1.9422, loss: 1.9422, grad_norm: 6.8467 2020-07-24 21:50:50,483 - mmaction - INFO - Epoch [143][60/117] lr: 1.000e-05, eta: 0:29:06, time: 0.883, data_time: 0.004, memory: 5780, top1_acc: 0.5422, top5_acc: 0.7957, loss_cls: 1.8891, loss: 1.8891, grad_norm: 6.7920 2020-07-24 21:51:09,006 - mmaction - INFO - Epoch [143][80/117] lr: 1.000e-05, eta: 0:28:25, time: 0.926, data_time: 0.010, memory: 5780, top1_acc: 0.5379, top5_acc: 0.7965, loss_cls: 1.9142, loss: 1.9142, grad_norm: 6.8426 2020-07-24 21:51:26,497 - mmaction - INFO - Epoch [143][100/117] lr: 1.000e-05, eta: 0:27:44, time: 0.882, data_time: 0.012, memory: 5780, top1_acc: 0.5410, top5_acc: 0.7937, loss_cls: 1.9158, loss: 1.9158, grad_norm: 6.7712 2020-07-24 21:53:12,211 - mmaction - INFO - Epoch [144][20/117] lr: 1.000e-05, eta: 0:26:31, time: 4.626, data_time: 3.722, memory: 5780, top1_acc: 0.5363, top5_acc: 0.7883, loss_cls: 1.9395, loss: 1.9395, grad_norm: 6.8424 2020-07-24 21:53:29,864 - mmaction - INFO - Epoch [144][40/117] lr: 1.000e-05, eta: 0:25:50, time: 0.885, data_time: 0.019, memory: 5780, top1_acc: 0.5590, top5_acc: 0.7898, loss_cls: 1.9121, loss: 1.9121, grad_norm: 6.7615 2020-07-24 21:53:48,446 - mmaction - INFO - Epoch [144][60/117] lr: 1.000e-05, eta: 0:25:09, time: 0.934, data_time: 0.105, memory: 5780, top1_acc: 0.5434, top5_acc: 0.7980, loss_cls: 1.9022, loss: 1.9022, grad_norm: 6.7808 2020-07-24 21:54:05,622 - mmaction - INFO - Epoch [144][80/117] lr: 1.000e-05, eta: 0:24:29, time: 0.861, data_time: 0.036, memory: 5780, top1_acc: 0.5598, top5_acc: 0.7914, loss_cls: 1.8600, loss: 1.8600, grad_norm: 6.5703 2020-07-24 21:54:22,681 - mmaction - INFO - Epoch [144][100/117] lr: 1.000e-05, eta: 0:23:48, time: 0.850, data_time: 0.006, memory: 5780, top1_acc: 0.5293, top5_acc: 0.7746, loss_cls: 1.9829, loss: 1.9829, grad_norm: 6.9222 2020-07-24 21:56:12,726 - mmaction - INFO - Epoch [145][20/117] lr: 1.000e-05, eta: 0:22:35, time: 4.847, data_time: 3.020, memory: 5780, top1_acc: 0.5398, top5_acc: 0.7918, loss_cls: 1.9285, loss: 1.9285, grad_norm: 6.8325 2020-07-24 21:56:29,219 - mmaction - INFO - Epoch [145][40/117] lr: 1.000e-05, eta: 0:21:55, time: 0.822, data_time: 0.007, memory: 5780, top1_acc: 0.5324, top5_acc: 0.7840, loss_cls: 1.9555, loss: 1.9555, grad_norm: 6.7191 2020-07-24 21:56:48,345 - mmaction - INFO - Epoch [145][60/117] lr: 1.000e-05, eta: 0:21:14, time: 0.954, data_time: 0.010, memory: 5780, top1_acc: 0.5355, top5_acc: 0.8074, loss_cls: 1.9080, loss: 1.9080, grad_norm: 6.8240 2020-07-24 21:57:05,539 - mmaction - INFO - Epoch [145][80/117] lr: 1.000e-05, eta: 0:20:34, time: 0.861, data_time: 0.013, memory: 5780, top1_acc: 0.5465, top5_acc: 0.7891, loss_cls: 1.9037, loss: 1.9037, grad_norm: 6.8178 2020-07-24 21:57:23,327 - mmaction - INFO - Epoch [145][100/117] lr: 1.000e-05, eta: 0:19:53, time: 0.892, data_time: 0.010, memory: 5780, top1_acc: 0.5254, top5_acc: 0.7926, loss_cls: 1.9555, loss: 1.9555, grad_norm: 6.8086 2020-07-24 21:57:36,252 - mmaction - INFO - Saving checkpoint at 145 epochs 2020-07-24 21:59:08,205 - mmaction - INFO - Epoch [146][20/117] lr: 1.000e-05, eta: 0:18:40, time: 4.572, data_time: 3.564, memory: 5780, top1_acc: 0.5383, top5_acc: 0.7934, loss_cls: 1.8800, loss: 1.8800, grad_norm: 6.6933 2020-07-24 21:59:26,100 - mmaction - INFO - Epoch [146][40/117] lr: 1.000e-05, eta: 0:18:00, time: 0.893, data_time: 0.009, memory: 5780, top1_acc: 0.5410, top5_acc: 0.7973, loss_cls: 1.9015, loss: 1.9015, grad_norm: 6.8608 2020-07-24 21:59:43,970 - mmaction - INFO - Epoch [146][60/117] lr: 1.000e-05, eta: 0:17:20, time: 0.898, data_time: 0.019, memory: 5780, top1_acc: 0.5305, top5_acc: 0.7805, loss_cls: 1.9829, loss: 1.9829, grad_norm: 6.8486 2020-07-24 22:00:03,893 - mmaction - INFO - Epoch [146][80/117] lr: 1.000e-05, eta: 0:16:40, time: 0.996, data_time: 0.006, memory: 5780, top1_acc: 0.5266, top5_acc: 0.7824, loss_cls: 1.9780, loss: 1.9780, grad_norm: 6.8106 2020-07-24 22:00:21,122 - mmaction - INFO - Epoch [146][100/117] lr: 1.000e-05, eta: 0:15:59, time: 0.860, data_time: 0.008, memory: 5780, top1_acc: 0.5633, top5_acc: 0.7988, loss_cls: 1.8823, loss: 1.8823, grad_norm: 6.6875 2020-07-24 22:02:10,937 - mmaction - INFO - Epoch [147][20/117] lr: 1.000e-05, eta: 0:14:47, time: 4.726, data_time: 3.862, memory: 5780, top1_acc: 0.5164, top5_acc: 0.7809, loss_cls: 1.9643, loss: 1.9643, grad_norm: 6.8036 2020-07-24 22:02:29,672 - mmaction - INFO - Epoch [147][40/117] lr: 1.000e-05, eta: 0:14:06, time: 0.937, data_time: 0.016, memory: 5780, top1_acc: 0.5391, top5_acc: 0.7824, loss_cls: 1.9265, loss: 1.9265, grad_norm: 6.7601 2020-07-24 22:02:47,276 - mmaction - INFO - Epoch [147][60/117] lr: 1.000e-05, eta: 0:13:26, time: 0.881, data_time: 0.014, memory: 5780, top1_acc: 0.5391, top5_acc: 0.7898, loss_cls: 1.9204, loss: 1.9204, grad_norm: 6.7502 2020-07-24 22:03:05,061 - mmaction - INFO - Epoch [147][80/117] lr: 1.000e-05, eta: 0:12:46, time: 0.896, data_time: 0.012, memory: 5780, top1_acc: 0.5457, top5_acc: 0.7906, loss_cls: 1.8962, loss: 1.8962, grad_norm: 6.8073 2020-07-24 22:03:22,659 - mmaction - INFO - Epoch [147][100/117] lr: 1.000e-05, eta: 0:12:06, time: 0.876, data_time: 0.007, memory: 5780, top1_acc: 0.5367, top5_acc: 0.7789, loss_cls: 1.9504, loss: 1.9504, grad_norm: 6.7576 2020-07-24 22:05:08,950 - mmaction - INFO - Epoch [148][20/117] lr: 1.000e-05, eta: 0:10:54, time: 4.640, data_time: 3.557, memory: 5780, top1_acc: 0.5383, top5_acc: 0.7836, loss_cls: 1.9464, loss: 1.9464, grad_norm: 6.7618 2020-07-24 22:05:26,704 - mmaction - INFO - Epoch [148][40/117] lr: 1.000e-05, eta: 0:10:14, time: 0.891, data_time: 0.013, memory: 5780, top1_acc: 0.5367, top5_acc: 0.7801, loss_cls: 1.9396, loss: 1.9396, grad_norm: 6.8321 2020-07-24 22:05:43,431 - mmaction - INFO - Epoch [148][60/117] lr: 1.000e-05, eta: 0:09:34, time: 0.839, data_time: 0.013, memory: 5780, top1_acc: 0.5227, top5_acc: 0.7848, loss_cls: 1.9764, loss: 1.9764, grad_norm: 6.8874 2020-07-24 22:06:02,075 - mmaction - INFO - Epoch [148][80/117] lr: 1.000e-05, eta: 0:08:54, time: 0.933, data_time: 0.005, memory: 5780, top1_acc: 0.5477, top5_acc: 0.8016, loss_cls: 1.8911, loss: 1.8911, grad_norm: 6.6638 2020-07-24 22:06:19,242 - mmaction - INFO - Epoch [148][100/117] lr: 1.000e-05, eta: 0:08:14, time: 0.852, data_time: 0.006, memory: 5780, top1_acc: 0.5359, top5_acc: 0.7973, loss_cls: 1.8876, loss: 1.8876, grad_norm: 6.7484 2020-07-24 22:08:03,587 - mmaction - INFO - Epoch [149][20/117] lr: 1.000e-05, eta: 0:07:02, time: 4.576, data_time: 3.646, memory: 5780, top1_acc: 0.5316, top5_acc: 0.7992, loss_cls: 1.9159, loss: 1.9159, grad_norm: 6.8049 2020-07-24 22:08:21,354 - mmaction - INFO - Epoch [149][40/117] lr: 1.000e-05, eta: 0:06:22, time: 0.885, data_time: 0.008, memory: 5780, top1_acc: 0.5266, top5_acc: 0.7801, loss_cls: 1.9630, loss: 1.9630, grad_norm: 6.8083 2020-07-24 22:08:39,782 - mmaction - INFO - Epoch [149][60/117] lr: 1.000e-05, eta: 0:05:42, time: 0.925, data_time: 0.008, memory: 5780, top1_acc: 0.5367, top5_acc: 0.7902, loss_cls: 1.9002, loss: 1.9002, grad_norm: 6.6703 2020-07-24 22:08:58,558 - mmaction - INFO - Epoch [149][80/117] lr: 1.000e-05, eta: 0:05:03, time: 0.935, data_time: 0.006, memory: 5780, top1_acc: 0.5387, top5_acc: 0.7965, loss_cls: 1.9147, loss: 1.9147, grad_norm: 6.7160 2020-07-24 22:09:15,378 - mmaction - INFO - Epoch [149][100/117] lr: 1.000e-05, eta: 0:04:23, time: 0.836, data_time: 0.008, memory: 5780, top1_acc: 0.5312, top5_acc: 0.7816, loss_cls: 1.9526, loss: 1.9526, grad_norm: 6.8616 2020-07-24 22:11:03,258 - mmaction - INFO - Epoch [150][20/117] lr: 1.000e-05, eta: 0:03:10, time: 4.722, data_time: 3.778, memory: 5780, top1_acc: 0.5352, top5_acc: 0.7906, loss_cls: 1.9271, loss: 1.9271, grad_norm: 6.8464 2020-07-24 22:11:20,359 - mmaction - INFO - Epoch [150][40/117] lr: 1.000e-05, eta: 0:02:31, time: 0.848, data_time: 0.005, memory: 5780, top1_acc: 0.5492, top5_acc: 0.8055, loss_cls: 1.9159, loss: 1.9159, grad_norm: 6.7903 2020-07-24 22:11:37,954 - mmaction - INFO - Epoch [150][60/117] lr: 1.000e-05, eta: 0:01:52, time: 0.885, data_time: 0.012, memory: 5780, top1_acc: 0.5211, top5_acc: 0.7820, loss_cls: 1.9607, loss: 1.9607, grad_norm: 6.8617 2020-07-24 22:11:56,496 - mmaction - INFO - Epoch [150][80/117] lr: 1.000e-05, eta: 0:01:12, time: 0.926, data_time: 0.053, memory: 5780, top1_acc: 0.5414, top5_acc: 0.7848, loss_cls: 1.9303, loss: 1.9303, grad_norm: 6.6712 2020-07-24 22:12:13,553 - mmaction - INFO - Epoch [150][100/117] lr: 1.000e-05, eta: 0:00:33, time: 0.848, data_time: 0.013, memory: 5780, top1_acc: 0.5172, top5_acc: 0.7816, loss_cls: 1.9723, loss: 1.9723, grad_norm: 6.9532 2020-07-24 22:12:27,749 - mmaction - INFO - Saving checkpoint at 150 epochs