2020-10-15 17:27:42,557 - 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 GPU 0,1,2,3,4,5,6,7: GeForce GTX 1080 Ti CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-4) PyTorch: 1.1.0 PyTorch compiling details: PyTorch built with: - GCC 4.9 - Intel(R) Math Kernel Library Version 2018.0.1 Product Build 20171007 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 7.5.1 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -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, 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: 0.3.0 OpenCV: 4.1.0 MMCV: 1.1.4 MMCV Compiler: n/a MMCV CUDA Compiler: n/a MMAction2: 0.6.0+fc6c930 ------------------------------------------------------------ 2020-10-15 17:27:42,568 - mmaction - INFO - Distributed training: True 2020-10-15 17:27:42,568 - mmaction - INFO - Config: /mnt/lustre/duanhaodong/mmaction2/configs/omnisource/gg/tsn_8seg_gg.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNet', pretrained='modelzoo/resnet50-19c8e357.pth', depth=50, 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=0.4, init_std=0.01)) # model training and testing settings train_cfg = None test_cfg = dict(average_clips=None) omnisource = True # dataset settings dataset_type = 'RawframeDataset' data_root = '/mnt/lustre/DATAshare2/kinetics_400_train_320_frames' data_root_val = '/mnt/lustre/DATAshare2/kinetics_400_val_320_frames' gg_root = 'omnisource/googleimage/' ann_file_train = 'data/k200/k200_train_list.txt' ann_file_gg = 'data/omnisource/gg_top1_wodup.txt' ann_file_val = 'data/k200/k200_val_list.txt' ann_file_test = 'data/k200/k200_val_list.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], 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_kinetics_pipeline = [ dict(type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8), dict(type='RawFrameDecode', 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'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] train_gg_pipeline = [ dict(type='ImageDecode', 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'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=25, test_mode=True), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=12, omni_videos_per_gpu=[12, 64], workers_per_gpu=2, train=[dict(type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, pipeline=train_kinetics_pipeline), dict(type='ImageDataset', ann_file=ann_file_gg, data_prefix=gg_root, pipeline=train_gg_pipeline)], val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, pipeline=test_pipeline)) # optimizer optimizer = dict( type='SGD', lr=0.0075, 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=[40, 80]) total_epochs = 100 checkpoint_config = dict(interval=1) evaluation = dict( interval=5, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), ]) dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/omnisource/tsn_8seg_gg' load_from = None resume_from = None workflow = [('train', 5)] 2020-10-15 17:27:47,361 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2020-10-15 17:28:12,355 - mmaction - INFO - Start running, host: duanhaodong@SH-IDC1-10-5-36-204, work_dir: /mnt/lustre/duanhaodong/mmaction2/work_dirs/omnisource/tsn_8seg_gg 2020-10-15 17:28:12,355 - mmaction - INFO - workflow: [('train', 5)], max: 100 epochs 2020-10-15 17:31:43,554 - mmaction - INFO - Epoch [1][20/396] lr: 7.500e-03, eta: 15:09:52, time: 1.379, data_time: 0.401, memory: 8335, top1_acc/: 0.0297, top5_acc/: 0.0878, loss_cls/: 5.1875, loss/: 5.1875, grad_norm: 1.8274, top1_acc//aux0: 0.0968, top5_acc//aux0: 0.2135, loss_cls//aux0: 4.8726, loss//aux0: 4.8726 2020-10-15 17:31:45,733 - mmaction - INFO - Epoch [1][20/396] lr: 7.500e-03, eta: 1 day, 7:20:07, time: 1.471, data_time: 0.415, memory: 8335, top1_acc/: 0.0297, top5_acc/: 0.0878, loss_cls/: 5.1875, loss/: 5.1875, grad_norm: 1.8371, top1_acc//aux0: 0.1028, top5_acc//aux0: 0.2262, loss_cls//aux0: 4.8384, loss//aux0: 4.8384 2020-10-15 17:32:42,333 - mmaction - INFO - Epoch [1][40/396] lr: 7.500e-03, eta: 23:48:46, time: 1.484, data_time: 0.057, memory: 8335, top1_acc/: 0.1417, top5_acc/: 0.3214, loss_cls/: 4.3968, loss/: 4.3968, grad_norm: 1.8778, top1_acc//aux0: 0.3298, top5_acc//aux0: 0.5905, loss_cls//aux0: 3.5068, loss//aux0: 3.5068 2020-10-15 17:32:43,369 - mmaction - INFO - Epoch [1][40/396] lr: 7.500e-03, eta: 1 day, 7:42:30, time: 1.437, data_time: 0.073, memory: 8335, top1_acc/: 0.1417, top5_acc/: 0.3214, loss_cls/: 4.3968, loss/: 4.3968, grad_norm: 1.8772, top1_acc//aux0: 0.3391, top5_acc//aux0: 0.6010, loss_cls//aux0: 3.4443, loss//aux0: 3.4443 2020-10-15 17:33:40,040 - mmaction - INFO - Epoch [1][60/396] lr: 7.500e-03, eta: 1 day, 2:26:07, time: 1.450, data_time: 0.000, memory: 8335, top1_acc/: 0.2070, top5_acc/: 0.4560, loss_cls/: 3.7726, loss/: 3.7726, grad_norm: 1.9137, top1_acc//aux0: 0.4320, top5_acc//aux0: 0.7128, loss_cls//aux0: 2.6509, loss//aux0: 2.6509 2020-10-15 17:33:43,509 - mmaction - INFO - Epoch [1][60/396] lr: 7.500e-03, eta: 1 day, 7:50:16, time: 1.476, data_time: 0.009, memory: 8335, top1_acc/: 0.2070, top5_acc/: 0.4560, loss_cls/: 3.7726, loss/: 3.7726, grad_norm: 1.9242, top1_acc//aux0: 0.4352, top5_acc//aux0: 0.7174, loss_cls//aux0: 2.6263, loss//aux0: 2.6263 2020-10-15 17:34:39,656 - mmaction - INFO - Epoch [1][80/396] lr: 7.500e-03, eta: 1 day, 4:02:01, time: 1.518, data_time: 0.258, memory: 8335, top1_acc/: 0.2417, top5_acc/: 0.5115, loss_cls/: 3.4627, loss/: 3.4627, grad_norm: 1.9893, top1_acc//aux0: 0.4949, top5_acc//aux0: 0.7699, loss_cls//aux0: 2.2450, loss//aux0: 2.2450 2020-10-15 17:34:40,968 - mmaction - INFO - Epoch [1][80/396] lr: 7.500e-03, eta: 1 day, 7:54:59, time: 1.415, data_time: 0.236, memory: 8335, top1_acc/: 0.2417, top5_acc/: 0.5115, loss_cls/: 3.4627, loss/: 3.4627, grad_norm: 1.9984, top1_acc//aux0: 0.4977, top5_acc//aux0: 0.7706, loss_cls//aux0: 2.2275, loss//aux0: 2.2275 2020-10-15 17:35:36,734 - mmaction - INFO - Epoch [1][100/396] lr: 7.500e-03, eta: 1 day, 4:39:44, time: 1.432, data_time: 0.203, memory: 8335, top1_acc/: 0.2880, top5_acc/: 0.5604, loss_cls/: 3.2158, loss/: 3.2158, grad_norm: 2.0697, top1_acc//aux0: 0.5314, top5_acc//aux0: 0.8019, loss_cls//aux0: 1.9941, loss//aux0: 1.9941 2020-10-15 17:35:38,651 - mmaction - INFO - Epoch [1][100/396] lr: 7.500e-03, eta: 1 day, 7:46:51, time: 1.421, data_time: 0.212, memory: 8335, top1_acc/: 0.2880, top5_acc/: 0.5604, loss_cls/: 3.2158, loss/: 3.2158, grad_norm: 2.0647, top1_acc//aux0: 0.5336, top5_acc//aux0: 0.8037, loss_cls//aux0: 1.9842, loss//aux0: 1.9842 2020-10-15 17:36:38,301 - mmaction - INFO - Epoch [1][120/396] lr: 7.500e-03, eta: 1 day, 5:15:20, time: 1.524, data_time: 0.000, memory: 8335, top1_acc/: 0.3190, top5_acc/: 0.5935, loss_cls/: 3.0613, loss/: 3.0613, grad_norm: 2.1264, top1_acc//aux0: 0.5647, top5_acc//aux0: 0.8241, loss_cls//aux0: 1.8161, loss//aux0: 1.8161 2020-10-15 17:36:38,823 - mmaction - INFO - Epoch [1][120/396] lr: 7.500e-03, eta: 1 day, 7:57:41, time: 1.480, data_time: 0.008, memory: 8335, top1_acc/: 0.3190, top5_acc/: 0.5935, loss_cls/: 3.0613, loss/: 3.0613, grad_norm: 2.1237, top1_acc//aux0: 0.5652, top5_acc//aux0: 0.8246, loss_cls//aux0: 1.8056, loss//aux0: 1.8056 2020-10-15 17:37:37,020 - mmaction - INFO - Epoch [1][140/396] lr: 7.500e-03, eta: 1 day, 5:42:21, time: 1.484, data_time: 0.000, memory: 8335, top1_acc/: 0.3443, top5_acc/: 0.6159, loss_cls/: 2.9277, loss/: 2.9277, grad_norm: 2.1948, top1_acc//aux0: 0.5781, top5_acc//aux0: 0.8294, loss_cls//aux0: 1.7359, loss//aux0: 1.7359 2020-10-15 17:37:37,561 - mmaction - INFO - Epoch [1][140/396] lr: 7.500e-03, eta: 1 day, 8:02:27, time: 1.491, data_time: 0.008, memory: 8335, top1_acc/: 0.3443, top5_acc/: 0.6159, loss_cls/: 2.9277, loss/: 2.9277, grad_norm: 2.1988, top1_acc//aux0: 0.5781, top5_acc//aux0: 0.8296, loss_cls//aux0: 1.7363, loss//aux0: 1.7363 2020-10-15 17:38:34,833 - mmaction - INFO - Epoch [1][160/396] lr: 7.500e-03, eta: 1 day, 6:02:38, time: 1.477, data_time: 0.000, memory: 8335, top1_acc/: 0.3464, top5_acc/: 0.6310, loss_cls/: 2.8499, loss/: 2.8499, grad_norm: 2.2261, top1_acc//aux0: 0.5985, top5_acc//aux0: 0.8474, loss_cls//aux0: 1.6141, loss//aux0: 1.6141 2020-10-15 17:38:35,423 - mmaction - INFO - Epoch [1][160/396] lr: 7.500e-03, eta: 1 day, 8:01:44, time: 1.450, data_time: 0.008, memory: 8335, top1_acc/: 0.3464, top5_acc/: 0.6310, loss_cls/: 2.8499, loss/: 2.8499, grad_norm: 2.2343, top1_acc//aux0: 0.5984, top5_acc//aux0: 0.8486, loss_cls//aux0: 1.6115, loss//aux0: 1.6115 2020-10-15 17:39:33,920 - mmaction - INFO - Epoch [1][180/396] lr: 7.500e-03, eta: 1 day, 6:15:38, time: 1.483, data_time: 0.000, memory: 8335, top1_acc/: 0.3690, top5_acc/: 0.6523, loss_cls/: 2.7401, loss/: 2.7401, grad_norm: 2.2426, top1_acc//aux0: 0.6155, top5_acc//aux0: 0.8547, loss_cls//aux0: 1.5367, loss//aux0: 1.5367 2020-10-15 17:39:34,465 - mmaction - INFO - Epoch [1][180/396] lr: 7.500e-03, eta: 1 day, 8:04:33, time: 1.492, data_time: 0.009, memory: 8335, top1_acc/: 0.3690, top5_acc/: 0.6523, loss_cls/: 2.7401, loss/: 2.7401, grad_norm: 2.2496, top1_acc//aux0: 0.6173, top5_acc//aux0: 0.8539, loss_cls//aux0: 1.5321, loss//aux0: 1.5321 2020-10-15 17:40:30,928 - mmaction - INFO - Epoch [1][200/396] lr: 7.500e-03, eta: 1 day, 6:25:43, time: 1.439, data_time: 0.000, memory: 8335, top1_acc/: 0.3901, top5_acc/: 0.6651, loss_cls/: 2.6701, loss/: 2.6701, grad_norm: 2.2919, top1_acc//aux0: 0.6215, top5_acc//aux0: 0.8603, loss_cls//aux0: 1.4945, loss//aux0: 1.4945 2020-10-15 17:40:31,465 - mmaction - INFO - Epoch [1][200/396] lr: 7.500e-03, eta: 1 day, 8:00:41, time: 1.446, data_time: 0.008, memory: 8335, top1_acc/: 0.3901, top5_acc/: 0.6651, loss_cls/: 2.6701, loss/: 2.6701, grad_norm: 2.2925, top1_acc//aux0: 0.6222, top5_acc//aux0: 0.8606, loss_cls//aux0: 1.4896, loss//aux0: 1.4896 2020-10-15 17:41:28,502 - mmaction - INFO - Epoch [1][220/396] lr: 7.500e-03, eta: 1 day, 6:32:38, time: 1.465, data_time: 0.000, memory: 8335, top1_acc/: 0.3961, top5_acc/: 0.6805, loss_cls/: 2.5659, loss/: 2.5659, grad_norm: 2.3365, top1_acc//aux0: 0.6328, top5_acc//aux0: 0.8606, loss_cls//aux0: 1.4471, loss//aux0: 1.4471 2020-10-15 17:41:30,047 - mmaction - INFO - Epoch [1][220/396] lr: 7.500e-03, eta: 1 day, 8:03:32, time: 1.523, data_time: 0.008, memory: 8335, top1_acc/: 0.3961, top5_acc/: 0.6805, loss_cls/: 2.5659, loss/: 2.5659, grad_norm: 2.3343, top1_acc//aux0: 0.6333, top5_acc//aux0: 0.8617, loss_cls//aux0: 1.4463, loss//aux0: 1.4463 2020-10-15 17:42:26,958 - mmaction - INFO - Epoch [1][240/396] lr: 7.500e-03, eta: 1 day, 6:41:51, time: 1.454, data_time: 0.000, memory: 8335, top1_acc/: 0.3995, top5_acc/: 0.6852, loss_cls/: 2.5745, loss/: 2.5745, grad_norm: 2.3896, top1_acc//aux0: 0.6437, top5_acc//aux0: 0.8672, loss_cls//aux0: 1.4033, loss//aux0: 1.4033 2020-10-15 17:42:27,947 - mmaction - INFO - Epoch [1][240/396] lr: 7.500e-03, eta: 1 day, 8:01:48, time: 1.462, data_time: 0.008, memory: 8335, top1_acc/: 0.3995, top5_acc/: 0.6852, loss_cls/: 2.5745, loss/: 2.5745, grad_norm: 2.3921, top1_acc//aux0: 0.6438, top5_acc//aux0: 0.8668, loss_cls//aux0: 1.4016, loss//aux0: 1.4016 2020-10-15 17:43:25,304 - mmaction - INFO - Epoch [1][260/396] lr: 7.500e-03, eta: 1 day, 6:46:13, time: 1.450, data_time: 0.000, memory: 8335, top1_acc/: 0.4065, top5_acc/: 0.6854, loss_cls/: 2.5246, loss/: 2.5246, grad_norm: 2.4271, top1_acc//aux0: 0.6499, top5_acc//aux0: 0.8735, loss_cls//aux0: 1.3657, loss//aux0: 1.3657 2020-10-15 17:43:25,964 - mmaction - INFO - Epoch [1][260/396] lr: 7.500e-03, eta: 1 day, 7:57:05, time: 1.405, data_time: 0.009, memory: 8335, top1_acc/: 0.4065, top5_acc/: 0.6854, loss_cls/: 2.5246, loss/: 2.5246, grad_norm: 2.4274, top1_acc//aux0: 0.6505, top5_acc//aux0: 0.8740, loss_cls//aux0: 1.3670, loss//aux0: 1.3670 2020-10-15 17:44:22,473 - mmaction - INFO - Epoch [1][280/396] lr: 7.500e-03, eta: 1 day, 6:48:00, time: 1.469, data_time: 0.001, memory: 8335, top1_acc/: 0.4161, top5_acc/: 0.6880, loss_cls/: 2.5054, loss/: 2.5054, grad_norm: 2.4588, top1_acc//aux0: 0.6586, top5_acc//aux0: 0.8811, loss_cls//aux0: 1.3284, loss//aux0: 1.3284 2020-10-15 17:44:25,535 - mmaction - INFO - Epoch [1][280/396] lr: 7.500e-03, eta: 1 day, 7:56:13, time: 1.457, data_time: 0.012, memory: 8335, top1_acc/: 0.4161, top5_acc/: 0.6880, loss_cls/: 2.5054, loss/: 2.5054, grad_norm: 2.4448, top1_acc//aux0: 0.6593, top5_acc//aux0: 0.8821, loss_cls//aux0: 1.3216, loss//aux0: 1.3216 2020-10-15 17:45:19,807 - mmaction - INFO - Epoch [1][300/396] lr: 7.500e-03, eta: 1 day, 6:50:32, time: 1.442, data_time: 0.058, memory: 8335, top1_acc/: 0.4260, top5_acc/: 0.7070, loss_cls/: 2.4256, loss/: 2.4256, grad_norm: 2.4931, top1_acc//aux0: 0.6642, top5_acc//aux0: 0.8806, loss_cls//aux0: 1.3115, loss//aux0: 1.3115 2020-10-15 17:45:23,633 - mmaction - INFO - Epoch [1][300/396] lr: 7.500e-03, eta: 1 day, 7:54:18, time: 1.460, data_time: 0.077, memory: 8335, top1_acc/: 0.4260, top5_acc/: 0.7070, loss_cls/: 2.4256, loss/: 2.4256, grad_norm: 2.4969, top1_acc//aux0: 0.6658, top5_acc//aux0: 0.8799, loss_cls//aux0: 1.3118, loss//aux0: 1.3118 2020-10-15 17:46:18,756 - mmaction - INFO - Epoch [1][320/396] lr: 7.500e-03, eta: 1 day, 6:53:33, time: 1.462, data_time: 0.001, memory: 8335, top1_acc/: 0.4331, top5_acc/: 0.7026, loss_cls/: 2.4073, loss/: 2.4073, grad_norm: 2.5276, top1_acc//aux0: 0.6724, top5_acc//aux0: 0.8819, loss_cls//aux0: 1.2780, loss//aux0: 1.2780 2020-10-15 17:46:22,371 - mmaction - INFO - Epoch [1][320/396] lr: 7.500e-03, eta: 1 day, 7:51:11, time: 1.409, data_time: 0.009, memory: 8335, top1_acc/: 0.4331, top5_acc/: 0.7026, loss_cls/: 2.4073, loss/: 2.4073, grad_norm: 2.5237, top1_acc//aux0: 0.6717, top5_acc//aux0: 0.8823, loss_cls//aux0: 1.2767, loss//aux0: 1.2767 2020-10-15 17:47:16,996 - mmaction - INFO - Epoch [1][340/396] lr: 7.500e-03, eta: 1 day, 6:54:27, time: 1.471, data_time: 0.000, memory: 8335, top1_acc/: 0.4414, top5_acc/: 0.7081, loss_cls/: 2.3896, loss/: 2.3896, grad_norm: 2.5561, top1_acc//aux0: 0.6741, top5_acc//aux0: 0.8859, loss_cls//aux0: 1.2503, loss//aux0: 1.2503 2020-10-15 17:47:19,364 - mmaction - INFO - Epoch [1][340/396] lr: 7.500e-03, eta: 1 day, 7:48:41, time: 1.409, data_time: 0.007, memory: 8335, top1_acc/: 0.4414, top5_acc/: 0.7081, loss_cls/: 2.3896, loss/: 2.3896, grad_norm: 2.5454, top1_acc//aux0: 0.6731, top5_acc//aux0: 0.8855, loss_cls//aux0: 1.2512, loss//aux0: 1.2512 2020-10-15 17:48:15,110 - mmaction - INFO - Epoch [1][360/396] lr: 7.500e-03, eta: 1 day, 6:54:26, time: 1.451, data_time: 0.000, memory: 8335, top1_acc/: 0.4409, top5_acc/: 0.7187, loss_cls/: 2.3546, loss/: 2.3546, grad_norm: 2.5580, top1_acc//aux0: 0.6725, top5_acc//aux0: 0.8828, loss_cls//aux0: 1.2609, loss//aux0: 1.2609 2020-10-15 17:48:18,753 - mmaction - INFO - Epoch [1][360/396] lr: 7.500e-03, eta: 1 day, 7:45:59, time: 1.419, data_time: 0.011, memory: 8335, top1_acc/: 0.4409, top5_acc/: 0.7187, loss_cls/: 2.3546, loss/: 2.3546, grad_norm: 2.5581, top1_acc//aux0: 0.6729, top5_acc//aux0: 0.8835, loss_cls//aux0: 1.2575, loss//aux0: 1.2575 2020-10-15 17:49:13,231 - mmaction - INFO - Epoch [1][380/396] lr: 7.500e-03, eta: 1 day, 6:55:23, time: 1.472, data_time: 0.038, memory: 8335, top1_acc/: 0.4510, top5_acc/: 0.7214, loss_cls/: 2.3064, loss/: 2.3064, grad_norm: 2.5186, top1_acc//aux0: 0.6877, top5_acc//aux0: 0.8926, loss_cls//aux0: 1.1938, loss//aux0: 1.1938 2020-10-15 17:49:16,246 - mmaction - INFO - Epoch [1][380/396] lr: 7.500e-03, eta: 1 day, 7:43:30, time: 1.398, data_time: 0.046, memory: 8335, top1_acc/: 0.4510, top5_acc/: 0.7214, loss_cls/: 2.3064, loss/: 2.3064, grad_norm: 2.5354, top1_acc//aux0: 0.6878, top5_acc//aux0: 0.8921, loss_cls//aux0: 1.1961, loss//aux0: 1.1961 2020-10-15 17:50:10,482 - mmaction - INFO - Saving checkpoint at 1 epochs 2020-10-15 17:55:16,621 - mmaction - INFO - Epoch [2][20/396] lr: 7.500e-03, eta: 1 day, 5:32:39, time: 1.130, data_time: 0.000, memory: 8335, top1_acc/: 0.4638, top5_acc/: 0.7422, loss_cls/: 2.2358, loss/: 2.2358, grad_norm: 2.5790, top1_acc//aux0: 0.6907, top5_acc//aux0: 0.8912, loss_cls//aux0: 1.1935, loss//aux0: 1.1935 2020-10-15 17:55:17,202 - mmaction - INFO - Epoch [2][20/396] lr: 7.500e-03, eta: 1 day, 6:08:31, time: 1.143, data_time: 0.014, memory: 8335, top1_acc/: 0.4638, top5_acc/: 0.7422, loss_cls/: 2.2358, loss/: 2.2358, grad_norm: 2.5885, top1_acc//aux0: 0.6908, top5_acc//aux0: 0.8921, loss_cls//aux0: 1.1914, loss//aux0: 1.1914 2020-10-15 17:56:00,058 - mmaction - INFO - Epoch [2][40/396] lr: 7.500e-03, eta: 1 day, 5:16:35, time: 1.065, data_time: 0.000, memory: 8335, top1_acc/: 0.4771, top5_acc/: 0.7453, loss_cls/: 2.2095, loss/: 2.2095, grad_norm: 2.6938, top1_acc//aux0: 0.6886, top5_acc//aux0: 0.8920, loss_cls//aux0: 1.1905, loss//aux0: 1.1905 2020-10-15 17:56:00,563 - mmaction - INFO - Epoch [2][40/396] lr: 7.500e-03, eta: 1 day, 5:48:29, time: 1.066, data_time: 0.007, memory: 8335, top1_acc/: 0.4771, top5_acc/: 0.7453, loss_cls/: 2.2095, loss/: 2.2095, grad_norm: 2.6803, top1_acc//aux0: 0.6893, top5_acc//aux0: 0.8906, loss_cls//aux0: 1.1907, loss//aux0: 1.1907 2020-10-15 17:56:42,752 - mmaction - INFO - Epoch [2][60/396] lr: 7.500e-03, eta: 1 day, 4:58:16, time: 1.017, data_time: 0.001, memory: 8335, top1_acc/: 0.4638, top5_acc/: 0.7333, loss_cls/: 2.2553, loss/: 2.2553, grad_norm: 2.6654, top1_acc//aux0: 0.6983, top5_acc//aux0: 0.8960, loss_cls//aux0: 1.1533, loss//aux0: 1.1533 2020-10-15 17:56:46,079 - mmaction - INFO - Epoch [2][60/396] lr: 7.500e-03, eta: 1 day, 5:30:34, time: 1.129, data_time: 0.011, memory: 8335, top1_acc/: 0.4638, top5_acc/: 0.7333, loss_cls/: 2.2553, loss/: 2.2553, grad_norm: 2.6784, top1_acc//aux0: 0.6980, top5_acc//aux0: 0.8976, loss_cls//aux0: 1.1525, loss//aux0: 1.1525 2020-10-15 17:57:26,433 - mmaction - INFO - Epoch [2][80/396] lr: 7.500e-03, eta: 1 day, 4:44:40, time: 1.072, data_time: 0.000, memory: 8335, top1_acc/: 0.4695, top5_acc/: 0.7513, loss_cls/: 2.1656, loss/: 2.1656, grad_norm: 2.6576, top1_acc//aux0: 0.7055, top5_acc//aux0: 0.8967, loss_cls//aux0: 1.1413, loss//aux0: 1.1413 2020-10-15 17:57:28,822 - mmaction - INFO - Epoch [2][80/396] lr: 7.500e-03, eta: 1 day, 5:14:05, time: 1.074, data_time: 0.009, memory: 8335, top1_acc/: 0.4695, top5_acc/: 0.7513, loss_cls/: 2.1656, loss/: 2.1656, grad_norm: 2.6496, top1_acc//aux0: 0.7049, top5_acc//aux0: 0.8961, loss_cls//aux0: 1.1405, loss//aux0: 1.1405 2020-10-15 17:58:10,474 - mmaction - INFO - Epoch [2][100/396] lr: 7.500e-03, eta: 1 day, 4:31:32, time: 1.105, data_time: 0.000, memory: 8335, top1_acc/: 0.4651, top5_acc/: 0.7331, loss_cls/: 2.2247, loss/: 2.2247, grad_norm: 2.7244, top1_acc//aux0: 0.6943, top5_acc//aux0: 0.8963, loss_cls//aux0: 1.1501, loss//aux0: 1.1501 2020-10-15 17:58:13,106 - mmaction - INFO - Epoch [2][100/396] lr: 7.500e-03, eta: 1 day, 5:00:24, time: 1.098, data_time: 0.009, memory: 8335, top1_acc/: 0.4651, top5_acc/: 0.7331, loss_cls/: 2.2247, loss/: 2.2247, grad_norm: 2.7354, top1_acc//aux0: 0.6943, top5_acc//aux0: 0.8957, loss_cls//aux0: 1.1542, loss//aux0: 1.1542 2020-10-15 17:58:54,882 - mmaction - INFO - Epoch [2][120/396] lr: 7.500e-03, eta: 1 day, 4:21:03, time: 1.147, data_time: 0.000, memory: 8335, top1_acc/: 0.4807, top5_acc/: 0.7534, loss_cls/: 2.1568, loss/: 2.1568, grad_norm: 2.7731, top1_acc//aux0: 0.7073, top5_acc//aux0: 0.8984, loss_cls//aux0: 1.1239, loss//aux0: 1.1239 2020-10-15 17:58:55,571 - mmaction - INFO - Epoch [2][120/396] lr: 7.500e-03, eta: 1 day, 4:47:07, time: 1.033, data_time: 0.008, memory: 8335, top1_acc/: 0.4807, top5_acc/: 0.7534, loss_cls/: 2.1568, loss/: 2.1568, grad_norm: 2.7378, top1_acc//aux0: 0.7087, top5_acc//aux0: 0.8998, loss_cls//aux0: 1.1143, loss//aux0: 1.1143 2020-10-15 17:59:37,653 - mmaction - INFO - Epoch [2][140/396] lr: 7.500e-03, eta: 1 day, 4:06:54, time: 1.032, data_time: 0.000, memory: 8335, top1_acc/: 0.4826, top5_acc/: 0.7370, loss_cls/: 2.1791, loss/: 2.1791, grad_norm: 2.7279, top1_acc//aux0: 0.7031, top5_acc//aux0: 0.8959, loss_cls//aux0: 1.1250, loss//aux0: 1.1250 2020-10-15 17:59:40,573 - mmaction - INFO - Epoch [2][140/396] lr: 7.500e-03, eta: 1 day, 4:34:10, time: 1.123, data_time: 0.008, memory: 8335, top1_acc/: 0.4826, top5_acc/: 0.7370, loss_cls/: 2.1791, loss/: 2.1791, grad_norm: 2.7316, top1_acc//aux0: 0.7030, top5_acc//aux0: 0.8947, loss_cls//aux0: 1.1300, loss//aux0: 1.1300 2020-10-15 18:00:25,123 - mmaction - INFO - Epoch [2][160/396] lr: 7.500e-03, eta: 1 day, 4:01:18, time: 1.266, data_time: 0.001, memory: 8335, top1_acc/: 0.4708, top5_acc/: 0.7406, loss_cls/: 2.1633, loss/: 2.1633, grad_norm: 2.7173, top1_acc//aux0: 0.7064, top5_acc//aux0: 0.8995, loss_cls//aux0: 1.1234, loss//aux0: 1.1234 2020-10-15 18:00:26,571 - mmaction - INFO - Epoch [2][160/396] lr: 7.500e-03, eta: 1 day, 4:31:07, time: 1.273, data_time: 0.028, memory: 8335, top1_acc/: 0.4708, top5_acc/: 0.7406, loss_cls/: 2.1633, loss/: 2.1633, grad_norm: 2.7094, top1_acc//aux0: 0.7056, top5_acc//aux0: 0.9000, loss_cls//aux0: 1.1225, loss//aux0: 1.1225 2020-10-15 18:01:11,199 - mmaction - INFO - Epoch [2][180/396] lr: 7.500e-03, eta: 1 day, 3:57:23, time: 1.175, data_time: 0.003, memory: 8335, top1_acc/: 0.4924, top5_acc/: 0.7547, loss_cls/: 2.1227, loss/: 2.1227, grad_norm: 2.6859, top1_acc//aux0: 0.7125, top5_acc//aux0: 0.9028, loss_cls//aux0: 1.0962, loss//aux0: 1.0962 2020-10-15 18:01:14,122 - mmaction - INFO - Epoch [2][180/396] lr: 7.500e-03, eta: 1 day, 4:24:09, time: 1.185, data_time: 0.012, memory: 8335, top1_acc/: 0.4924, top5_acc/: 0.7547, loss_cls/: 2.1227, loss/: 2.1227, grad_norm: 2.6976, top1_acc//aux0: 0.7122, top5_acc//aux0: 0.9025, loss_cls//aux0: 1.0980, loss//aux0: 1.0980 2020-10-15 18:01:53,810 - mmaction - INFO - Epoch [2][200/396] lr: 7.500e-03, eta: 1 day, 3:48:55, time: 1.045, data_time: 0.000, memory: 8335, top1_acc/: 0.4867, top5_acc/: 0.7531, loss_cls/: 2.1278, loss/: 2.1278, grad_norm: 2.7030, top1_acc//aux0: 0.7211, top5_acc//aux0: 0.9043, loss_cls//aux0: 1.0678, loss//aux0: 1.0678 2020-10-15 18:01:56,646 - mmaction - INFO - Epoch [2][200/396] lr: 7.500e-03, eta: 1 day, 4:11:48, time: 1.050, data_time: 0.016, memory: 8335, top1_acc/: 0.4867, top5_acc/: 0.7531, loss_cls/: 2.1278, loss/: 2.1278, grad_norm: 2.7095, top1_acc//aux0: 0.7222, top5_acc//aux0: 0.9043, loss_cls//aux0: 1.0651, loss//aux0: 1.0651 2020-10-15 18:02:38,161 - mmaction - INFO - Epoch [2][220/396] lr: 7.500e-03, eta: 1 day, 3:39:31, time: 1.113, data_time: 0.037, memory: 8335, top1_acc/: 0.4958, top5_acc/: 0.7516, loss_cls/: 2.1144, loss/: 2.1144, grad_norm: 2.7643, top1_acc//aux0: 0.7141, top5_acc//aux0: 0.9019, loss_cls//aux0: 1.0783, loss//aux0: 1.0783 2020-10-15 18:02:40,416 - mmaction - INFO - Epoch [2][220/396] lr: 7.500e-03, eta: 1 day, 4:02:46, time: 1.102, data_time: 0.046, memory: 8335, top1_acc/: 0.4958, top5_acc/: 0.7516, loss_cls/: 2.1144, loss/: 2.1144, grad_norm: 2.7256, top1_acc//aux0: 0.7146, top5_acc//aux0: 0.9025, loss_cls//aux0: 1.0752, loss//aux0: 1.0752 2020-10-15 18:03:22,165 - mmaction - INFO - Epoch [2][240/396] lr: 7.500e-03, eta: 1 day, 3:30:22, time: 1.046, data_time: 0.001, memory: 8335, top1_acc/: 0.4974, top5_acc/: 0.7510, loss_cls/: 2.1154, loss/: 2.1154, grad_norm: 2.7360, top1_acc//aux0: 0.7208, top5_acc//aux0: 0.9057, loss_cls//aux0: 1.0622, loss//aux0: 1.0622 2020-10-15 18:03:22,702 - mmaction - INFO - Epoch [2][240/396] lr: 7.500e-03, eta: 1 day, 3:51:32, time: 1.037, data_time: 0.010, memory: 8335, top1_acc/: 0.4974, top5_acc/: 0.7510, loss_cls/: 2.1154, loss/: 2.1154, grad_norm: 2.7381, top1_acc//aux0: 0.7208, top5_acc//aux0: 0.9051, loss_cls//aux0: 1.0653, loss//aux0: 1.0653 2020-10-15 18:04:04,442 - mmaction - INFO - Epoch [2][260/396] lr: 7.500e-03, eta: 1 day, 3:21:18, time: 1.089, data_time: 0.016, memory: 8335, top1_acc/: 0.5130, top5_acc/: 0.7648, loss_cls/: 2.0514, loss/: 2.0514, grad_norm: 2.7499, top1_acc//aux0: 0.7213, top5_acc//aux0: 0.9077, loss_cls//aux0: 1.0482, loss//aux0: 1.0482 2020-10-15 18:04:06,754 - mmaction - INFO - Epoch [2][260/396] lr: 7.500e-03, eta: 1 day, 3:43:14, time: 1.108, data_time: 0.009, memory: 8335, top1_acc/: 0.5130, top5_acc/: 0.7648, loss_cls/: 2.0514, loss/: 2.0514, grad_norm: 2.7574, top1_acc//aux0: 0.7204, top5_acc//aux0: 0.9079, loss_cls//aux0: 1.0485, loss//aux0: 1.0485 2020-10-15 18:04:47,893 - mmaction - INFO - Epoch [2][280/396] lr: 7.500e-03, eta: 1 day, 3:14:34, time: 1.113, data_time: 0.000, memory: 8335, top1_acc/: 0.4951, top5_acc/: 0.7503, loss_cls/: 2.0944, loss/: 2.0944, grad_norm: 2.8020, top1_acc//aux0: 0.7163, top5_acc//aux0: 0.9043, loss_cls//aux0: 1.0730, loss//aux0: 1.0730 2020-10-15 18:04:49,546 - mmaction - INFO - Epoch [2][280/396] lr: 7.500e-03, eta: 1 day, 3:34:47, time: 1.053, data_time: 0.007, memory: 8335, top1_acc/: 0.4951, top5_acc/: 0.7503, loss_cls/: 2.0944, loss/: 2.0944, grad_norm: 2.8005, top1_acc//aux0: 0.7157, top5_acc//aux0: 0.9045, loss_cls//aux0: 1.0740, loss//aux0: 1.0740 2020-10-15 18:05:31,075 - mmaction - INFO - Epoch [2][300/396] lr: 7.500e-03, eta: 1 day, 3:06:08, time: 1.059, data_time: 0.001, memory: 8335, top1_acc/: 0.5083, top5_acc/: 0.7646, loss_cls/: 2.0427, loss/: 2.0427, grad_norm: 2.7549, top1_acc//aux0: 0.7213, top5_acc//aux0: 0.9074, loss_cls//aux0: 1.0432, loss//aux0: 1.0432 2020-10-15 18:05:34,388 - mmaction - INFO - Epoch [2][300/396] lr: 7.500e-03, eta: 1 day, 3:25:49, time: 1.057, data_time: 0.013, memory: 8335, top1_acc/: 0.5083, top5_acc/: 0.7646, loss_cls/: 2.0427, loss/: 2.0427, grad_norm: 2.7594, top1_acc//aux0: 0.7231, top5_acc//aux0: 0.9081, loss_cls//aux0: 1.0394, loss//aux0: 1.0394 2020-10-15 18:06:14,071 - mmaction - INFO - Epoch [2][320/396] lr: 7.500e-03, eta: 1 day, 2:57:40, time: 1.030, data_time: 0.000, memory: 8335, top1_acc/: 0.5078, top5_acc/: 0.7732, loss_cls/: 2.0341, loss/: 2.0341, grad_norm: 2.8358, top1_acc//aux0: 0.7219, top5_acc//aux0: 0.9045, loss_cls//aux0: 1.0652, loss//aux0: 1.0652 2020-10-15 18:06:16,284 - mmaction - INFO - Epoch [2][320/396] lr: 7.500e-03, eta: 1 day, 3:16:35, time: 1.044, data_time: 0.008, memory: 8335, top1_acc/: 0.5078, top5_acc/: 0.7732, loss_cls/: 2.0341, loss/: 2.0341, grad_norm: 2.8403, top1_acc//aux0: 0.7222, top5_acc//aux0: 0.9037, loss_cls//aux0: 1.0636, loss//aux0: 1.0636 2020-10-15 18:06:57,626 - mmaction - INFO - Epoch [2][340/396] lr: 7.500e-03, eta: 1 day, 2:50:07, time: 1.070, data_time: 0.000, memory: 8335, top1_acc/: 0.5096, top5_acc/: 0.7755, loss_cls/: 2.0274, loss/: 2.0274, grad_norm: 2.8311, top1_acc//aux0: 0.7260, top5_acc//aux0: 0.9042, loss_cls//aux0: 1.0377, loss//aux0: 1.0377 2020-10-15 18:06:59,355 - mmaction - INFO - Epoch [2][340/396] lr: 7.500e-03, eta: 1 day, 3:08:19, time: 1.034, data_time: 0.010, memory: 8335, top1_acc/: 0.5096, top5_acc/: 0.7755, loss_cls/: 2.0274, loss/: 2.0274, grad_norm: 2.8264, top1_acc//aux0: 0.7258, top5_acc//aux0: 0.9046, loss_cls//aux0: 1.0384, loss//aux0: 1.0384 2020-10-15 18:07:40,156 - mmaction - INFO - Epoch [2][360/396] lr: 7.500e-03, eta: 1 day, 2:42:56, time: 1.081, data_time: 0.001, memory: 8335, top1_acc/: 0.4935, top5_acc/: 0.7622, loss_cls/: 2.0574, loss/: 2.0574, grad_norm: 2.8458, top1_acc//aux0: 0.7199, top5_acc//aux0: 0.9045, loss_cls//aux0: 1.0531, loss//aux0: 1.0531 2020-10-15 18:07:42,542 - mmaction - INFO - Epoch [2][360/396] lr: 7.500e-03, eta: 1 day, 3:01:34, time: 1.089, data_time: 0.011, memory: 8335, top1_acc/: 0.4935, top5_acc/: 0.7622, loss_cls/: 2.0574, loss/: 2.0574, grad_norm: 2.8448, top1_acc//aux0: 0.7204, top5_acc//aux0: 0.9049, loss_cls//aux0: 1.0494, loss//aux0: 1.0494 2020-10-15 18:08:23,026 - mmaction - INFO - Epoch [2][380/396] lr: 7.500e-03, eta: 1 day, 2:36:30, time: 1.052, data_time: 0.000, memory: 8335, top1_acc/: 0.5018, top5_acc/: 0.7609, loss_cls/: 2.0578, loss/: 2.0578, grad_norm: 2.8519, top1_acc//aux0: 0.7263, top5_acc//aux0: 0.9054, loss_cls//aux0: 1.0484, loss//aux0: 1.0484 2020-10-15 18:08:25,452 - mmaction - INFO - Epoch [2][380/396] lr: 7.500e-03, eta: 1 day, 2:54:36, time: 1.085, data_time: 0.008, memory: 8335, top1_acc/: 0.5018, top5_acc/: 0.7609, loss_cls/: 2.0578, loss/: 2.0578, grad_norm: 2.8690, top1_acc//aux0: 0.7243, top5_acc//aux0: 0.9051, loss_cls//aux0: 1.0546, loss//aux0: 1.0546 2020-10-15 18:09:16,451 - mmaction - INFO - Saving checkpoint at 2 epochs 2020-10-15 18:14:01,013 - mmaction - INFO - Epoch [3][20/396] lr: 7.500e-03, eta: 1 day, 1:55:11, time: 0.854, data_time: 0.000, memory: 8335, top1_acc/: 0.5292, top5_acc/: 0.7794, loss_cls/: 1.9448, loss/: 1.9448, grad_norm: 2.8051, top1_acc//aux0: 0.7340, top5_acc//aux0: 0.9117, loss_cls//aux0: 1.0009, loss//aux0: 1.0009 2020-10-15 18:14:01,648 - mmaction - INFO - Epoch [3][20/396] lr: 7.500e-03, eta: 1 day, 2:08:58, time: 0.866, data_time: 0.013, memory: 8335, top1_acc/: 0.5292, top5_acc/: 0.7794, loss_cls/: 1.9448, loss/: 1.9448, grad_norm: 2.8212, top1_acc//aux0: 0.7328, top5_acc//aux0: 0.9108, loss_cls//aux0: 1.0067, loss//aux0: 1.0067 2020-10-15 18:14:35,544 - mmaction - INFO - Epoch [3][40/396] lr: 7.500e-03, eta: 1 day, 1:44:08, time: 0.880, data_time: 0.000, memory: 8335, top1_acc/: 0.5456, top5_acc/: 0.7943, loss_cls/: 1.8799, loss/: 1.8799, grad_norm: 2.8606, top1_acc//aux0: 0.7339, top5_acc//aux0: 0.9113, loss_cls//aux0: 1.0157, loss//aux0: 1.0157 2020-10-15 18:14:36,094 - mmaction - INFO - Epoch [3][40/396] lr: 7.500e-03, eta: 1 day, 1:57:53, time: 0.886, data_time: 0.008, memory: 8335, top1_acc/: 0.5456, top5_acc/: 0.7943, loss_cls/: 1.8799, loss/: 1.8799, grad_norm: 2.8531, top1_acc//aux0: 0.7343, top5_acc//aux0: 0.9123, loss_cls//aux0: 1.0122, loss//aux0: 1.0122 2020-10-15 18:15:10,286 - mmaction - INFO - Epoch [3][60/396] lr: 7.500e-03, eta: 1 day, 1:34:11, time: 0.901, data_time: 0.000, memory: 8335, top1_acc/: 0.5172, top5_acc/: 0.7719, loss_cls/: 1.9746, loss/: 1.9746, grad_norm: 2.8230, top1_acc//aux0: 0.7353, top5_acc//aux0: 0.9107, loss_cls//aux0: 1.0073, loss//aux0: 1.0073 2020-10-15 18:15:10,835 - mmaction - INFO - Epoch [3][60/396] lr: 7.500e-03, eta: 1 day, 1:47:57, time: 0.908, data_time: 0.009, memory: 8335, top1_acc/: 0.5172, top5_acc/: 0.7719, loss_cls/: 1.9746, loss/: 1.9746, grad_norm: 2.8245, top1_acc//aux0: 0.7347, top5_acc//aux0: 0.9104, loss_cls//aux0: 1.0090, loss//aux0: 1.0090 2020-10-15 18:15:44,537 - mmaction - INFO - Epoch [3][80/396] lr: 7.500e-03, eta: 1 day, 1:24:49, time: 0.888, data_time: 0.000, memory: 8335, top1_acc/: 0.5268, top5_acc/: 0.7784, loss_cls/: 1.9353, loss/: 1.9353, grad_norm: 2.8565, top1_acc//aux0: 0.7325, top5_acc//aux0: 0.9100, loss_cls//aux0: 1.0149, loss//aux0: 1.0149 2020-10-15 18:15:45,235 - mmaction - INFO - Epoch [3][80/396] lr: 7.500e-03, eta: 1 day, 1:38:11, time: 0.903, data_time: 0.007, memory: 8335, top1_acc/: 0.5268, top5_acc/: 0.7784, loss_cls/: 1.9353, loss/: 1.9353, grad_norm: 2.8697, top1_acc//aux0: 0.7336, top5_acc//aux0: 0.9101, loss_cls//aux0: 1.0129, loss//aux0: 1.0129 2020-10-15 18:16:19,444 - mmaction - INFO - Epoch [3][100/396] lr: 7.500e-03, eta: 1 day, 1:15:41, time: 0.882, data_time: 0.355, memory: 8335, top1_acc/: 0.5312, top5_acc/: 0.7893, loss_cls/: 1.8942, loss/: 1.8942, grad_norm: 2.9319, top1_acc//aux0: 0.7383, top5_acc//aux0: 0.9130, loss_cls//aux0: 0.9981, loss//aux0: 0.9981 2020-10-15 18:16:19,978 - mmaction - INFO - Epoch [3][100/396] lr: 7.500e-03, eta: 1 day, 1:28:26, time: 0.882, data_time: 0.364, memory: 8335, top1_acc/: 0.5312, top5_acc/: 0.7893, loss_cls/: 1.8942, loss/: 1.8942, grad_norm: 2.9490, top1_acc//aux0: 0.7381, top5_acc//aux0: 0.9139, loss_cls//aux0: 0.9955, loss//aux0: 0.9955 2020-10-15 18:16:54,516 - mmaction - INFO - Epoch [3][120/396] lr: 7.500e-03, eta: 1 day, 1:06:27, time: 0.870, data_time: 0.350, memory: 8335, top1_acc/: 0.5279, top5_acc/: 0.7891, loss_cls/: 1.9118, loss/: 1.9118, grad_norm: 2.9446, top1_acc//aux0: 0.7333, top5_acc//aux0: 0.9124, loss_cls//aux0: 1.0102, loss//aux0: 1.0102 2020-10-15 18:16:55,096 - mmaction - INFO - Epoch [3][120/396] lr: 7.500e-03, eta: 1 day, 1:18:55, time: 0.882, data_time: 0.362, memory: 8335, top1_acc/: 0.5279, top5_acc/: 0.7891, loss_cls/: 1.9118, loss/: 1.9118, grad_norm: 2.9319, top1_acc//aux0: 0.7339, top5_acc//aux0: 0.9114, loss_cls//aux0: 1.0112, loss//aux0: 1.0112 2020-10-15 18:17:29,645 - mmaction - INFO - Epoch [3][140/396] lr: 7.500e-03, eta: 1 day, 0:57:39, time: 0.875, data_time: 0.148, memory: 8335, top1_acc/: 0.5289, top5_acc/: 0.7812, loss_cls/: 1.9212, loss/: 1.9212, grad_norm: 2.8989, top1_acc//aux0: 0.7353, top5_acc//aux0: 0.9084, loss_cls//aux0: 1.0150, loss//aux0: 1.0150 2020-10-15 18:17:30,206 - mmaction - INFO - Epoch [3][140/396] lr: 7.500e-03, eta: 1 day, 1:09:48, time: 0.878, data_time: 0.156, memory: 8335, top1_acc/: 0.5289, top5_acc/: 0.7812, loss_cls/: 1.9212, loss/: 1.9212, grad_norm: 2.8755, top1_acc//aux0: 0.7359, top5_acc//aux0: 0.9088, loss_cls//aux0: 1.0117, loss//aux0: 1.0117 2020-10-15 18:18:03,394 - mmaction - INFO - Epoch [3][160/396] lr: 7.500e-03, eta: 1 day, 0:47:54, time: 0.782, data_time: 0.000, memory: 8335, top1_acc/: 0.5201, top5_acc/: 0.7682, loss_cls/: 1.9741, loss/: 1.9741, grad_norm: 2.8710, top1_acc//aux0: 0.7382, top5_acc//aux0: 0.9135, loss_cls//aux0: 0.9833, loss//aux0: 0.9833 2020-10-15 18:18:03,926 - mmaction - INFO - Epoch [3][160/396] lr: 7.500e-03, eta: 1 day, 0:58:34, time: 0.789, data_time: 0.007, memory: 8335, top1_acc/: 0.5201, top5_acc/: 0.7682, loss_cls/: 1.9741, loss/: 1.9741, grad_norm: 2.8799, top1_acc//aux0: 0.7377, top5_acc//aux0: 0.9135, loss_cls//aux0: 0.9849, loss//aux0: 0.9849 2020-10-15 18:18:38,189 - mmaction - INFO - Epoch [3][180/396] lr: 7.500e-03, eta: 1 day, 0:38:29, time: 0.869, data_time: 0.000, memory: 8335, top1_acc/: 0.5190, top5_acc/: 0.7839, loss_cls/: 1.9564, loss/: 1.9564, grad_norm: 2.9213, top1_acc//aux0: 0.7393, top5_acc//aux0: 0.9118, loss_cls//aux0: 0.9885, loss//aux0: 0.9885 2020-10-15 18:18:38,719 - mmaction - INFO - Epoch [3][180/396] lr: 7.500e-03, eta: 1 day, 0:50:05, time: 0.876, data_time: 0.008, memory: 8335, top1_acc/: 0.5190, top5_acc/: 0.7839, loss_cls/: 1.9564, loss/: 1.9564, grad_norm: 2.9106, top1_acc//aux0: 0.7398, top5_acc//aux0: 0.9125, loss_cls//aux0: 0.9861, loss//aux0: 0.9861 2020-10-15 18:19:13,242 - mmaction - INFO - Epoch [3][200/396] lr: 7.500e-03, eta: 1 day, 0:30:46, time: 0.885, data_time: 0.000, memory: 8335, top1_acc/: 0.5320, top5_acc/: 0.7812, loss_cls/: 1.9241, loss/: 1.9241, grad_norm: 2.8914, top1_acc//aux0: 0.7431, top5_acc//aux0: 0.9135, loss_cls//aux0: 0.9865, loss//aux0: 0.9865 2020-10-15 18:19:13,810 - mmaction - INFO - Epoch [3][200/396] lr: 7.500e-03, eta: 1 day, 0:42:21, time: 0.893, data_time: 0.008, memory: 8335, top1_acc/: 0.5320, top5_acc/: 0.7812, loss_cls/: 1.9241, loss/: 1.9241, grad_norm: 2.8908, top1_acc//aux0: 0.7429, top5_acc//aux0: 0.9123, loss_cls//aux0: 0.9908, loss//aux0: 0.9908 2020-10-15 18:19:47,062 - mmaction - INFO - Epoch [3][220/396] lr: 7.500e-03, eta: 1 day, 0:23:34, time: 0.886, data_time: 0.000, memory: 8335, top1_acc/: 0.5401, top5_acc/: 0.7909, loss_cls/: 1.8545, loss/: 1.8545, grad_norm: 2.9404, top1_acc//aux0: 0.7361, top5_acc//aux0: 0.9103, loss_cls//aux0: 0.9961, loss//aux0: 0.9961 2020-10-15 18:19:47,617 - mmaction - INFO - Epoch [3][220/396] lr: 7.500e-03, eta: 1 day, 0:34:57, time: 0.895, data_time: 0.009, memory: 8335, top1_acc/: 0.5401, top5_acc/: 0.7909, loss_cls/: 1.8545, loss/: 1.8545, grad_norm: 2.9399, top1_acc//aux0: 0.7369, top5_acc//aux0: 0.9114, loss_cls//aux0: 0.9903, loss//aux0: 0.9903 2020-10-15 18:20:22,103 - mmaction - INFO - Epoch [3][240/396] lr: 7.500e-03, eta: 1 day, 0:15:50, time: 0.820, data_time: 0.000, memory: 8335, top1_acc/: 0.5391, top5_acc/: 0.7909, loss_cls/: 1.8729, loss/: 1.8729, grad_norm: 2.8537, top1_acc//aux0: 0.7481, top5_acc//aux0: 0.9174, loss_cls//aux0: 0.9495, loss//aux0: 0.9495 2020-10-15 18:20:22,642 - mmaction - INFO - Epoch [3][240/396] lr: 7.500e-03, eta: 1 day, 0:26:08, time: 0.827, data_time: 0.008, memory: 8335, top1_acc/: 0.5391, top5_acc/: 0.7909, loss_cls/: 1.8729, loss/: 1.8729, grad_norm: 2.8648, top1_acc//aux0: 0.7474, top5_acc//aux0: 0.9169, loss_cls//aux0: 0.9502, loss//aux0: 0.9502 2020-10-15 18:20:57,410 - mmaction - INFO - Epoch [3][260/396] lr: 7.500e-03, eta: 1 day, 0:08:39, time: 0.912, data_time: 0.000, memory: 8335, top1_acc/: 0.5323, top5_acc/: 0.7872, loss_cls/: 1.9007, loss/: 1.9007, grad_norm: 2.9088, top1_acc//aux0: 0.7413, top5_acc//aux0: 0.9134, loss_cls//aux0: 0.9717, loss//aux0: 0.9717 2020-10-15 18:20:57,956 - mmaction - INFO - Epoch [3][260/396] lr: 7.500e-03, eta: 1 day, 0:19:52, time: 0.918, data_time: 0.009, memory: 8335, top1_acc/: 0.5323, top5_acc/: 0.7872, loss_cls/: 1.9007, loss/: 1.9007, grad_norm: 2.9202, top1_acc//aux0: 0.7396, top5_acc//aux0: 0.9127, loss_cls//aux0: 0.9765, loss//aux0: 0.9765 2020-10-15 18:21:31,846 - mmaction - INFO - Epoch [3][280/396] lr: 7.500e-03, eta: 1 day, 0:02:14, time: 0.864, data_time: 0.000, memory: 8335, top1_acc/: 0.5279, top5_acc/: 0.7727, loss_cls/: 1.9262, loss/: 1.9262, grad_norm: 2.8713, top1_acc//aux0: 0.7391, top5_acc//aux0: 0.9130, loss_cls//aux0: 0.9799, loss//aux0: 0.9799 2020-10-15 18:21:32,390 - mmaction - INFO - Epoch [3][280/396] lr: 7.500e-03, eta: 1 day, 0:12:41, time: 0.872, data_time: 0.010, memory: 8335, top1_acc/: 0.5279, top5_acc/: 0.7727, loss_cls/: 1.9262, loss/: 1.9262, grad_norm: 2.8773, top1_acc//aux0: 0.7394, top5_acc//aux0: 0.9137, loss_cls//aux0: 0.9806, loss//aux0: 0.9806 2020-10-15 18:22:06,087 - mmaction - INFO - Epoch [3][300/396] lr: 7.500e-03, eta: 23:55:30, time: 0.865, data_time: 0.000, memory: 8335, top1_acc/: 0.5318, top5_acc/: 0.7773, loss_cls/: 1.9437, loss/: 1.9437, grad_norm: 2.9132, top1_acc//aux0: 0.7479, top5_acc//aux0: 0.9148, loss_cls//aux0: 0.9706, loss//aux0: 0.9706 2020-10-15 18:22:06,625 - mmaction - INFO - Epoch [3][300/396] lr: 7.500e-03, eta: 1 day, 0:05:45, time: 0.872, data_time: 0.008, memory: 8335, top1_acc/: 0.5318, top5_acc/: 0.7773, loss_cls/: 1.9437, loss/: 1.9437, grad_norm: 2.9134, top1_acc//aux0: 0.7482, top5_acc//aux0: 0.9145, loss_cls//aux0: 0.9693, loss//aux0: 0.9693 2020-10-15 18:22:41,195 - mmaction - INFO - Epoch [3][320/396] lr: 7.500e-03, eta: 23:48:39, time: 0.837, data_time: 0.000, memory: 8335, top1_acc/: 0.5430, top5_acc/: 0.7781, loss_cls/: 1.9068, loss/: 1.9068, grad_norm: 2.9155, top1_acc//aux0: 0.7471, top5_acc//aux0: 0.9159, loss_cls//aux0: 0.9612, loss//aux0: 0.9612 2020-10-15 18:22:41,743 - mmaction - INFO - Epoch [3][320/396] lr: 7.500e-03, eta: 23:58:23, time: 0.843, data_time: 0.008, memory: 8335, top1_acc/: 0.5430, top5_acc/: 0.7781, loss_cls/: 1.9068, loss/: 1.9068, grad_norm: 2.8888, top1_acc//aux0: 0.7489, top5_acc//aux0: 0.9162, loss_cls//aux0: 0.9563, loss//aux0: 0.9563 2020-10-15 18:23:14,747 - mmaction - INFO - Epoch [3][340/396] lr: 7.500e-03, eta: 23:41:57, time: 0.858, data_time: 0.010, memory: 8335, top1_acc/: 0.5315, top5_acc/: 0.7859, loss_cls/: 1.9038, loss/: 1.9038, grad_norm: 2.8984, top1_acc//aux0: 0.7471, top5_acc//aux0: 0.9181, loss_cls//aux0: 0.9493, loss//aux0: 0.9493 2020-10-15 18:23:15,281 - mmaction - INFO - Epoch [3][340/396] lr: 7.500e-03, eta: 23:51:45, time: 0.864, data_time: 0.016, memory: 8335, top1_acc/: 0.5315, top5_acc/: 0.7859, loss_cls/: 1.9038, loss/: 1.9038, grad_norm: 2.8896, top1_acc//aux0: 0.7452, top5_acc//aux0: 0.9174, loss_cls//aux0: 0.9567, loss//aux0: 0.9567 2020-10-15 18:23:49,364 - mmaction - INFO - Epoch [3][360/396] lr: 7.500e-03, eta: 23:35:30, time: 0.839, data_time: 0.046, memory: 8335, top1_acc/: 0.5411, top5_acc/: 0.7919, loss_cls/: 1.8961, loss/: 1.8961, grad_norm: 2.9275, top1_acc//aux0: 0.7427, top5_acc//aux0: 0.9128, loss_cls//aux0: 0.9802, loss//aux0: 0.9802 2020-10-15 18:23:49,893 - mmaction - INFO - Epoch [3][360/396] lr: 7.500e-03, eta: 23:44:54, time: 0.845, data_time: 0.053, memory: 8335, top1_acc/: 0.5411, top5_acc/: 0.7919, loss_cls/: 1.8961, loss/: 1.8961, grad_norm: 2.9200, top1_acc//aux0: 0.7428, top5_acc//aux0: 0.9131, loss_cls//aux0: 0.9773, loss//aux0: 0.9773 2020-10-15 18:24:25,013 - mmaction - INFO - Epoch [3][380/396] lr: 7.500e-03, eta: 23:29:18, time: 0.864, data_time: 0.000, memory: 8335, top1_acc/: 0.5440, top5_acc/: 0.7940, loss_cls/: 1.8633, loss/: 1.8633, grad_norm: 2.8692, top1_acc//aux0: 0.7475, top5_acc//aux0: 0.9147, loss_cls//aux0: 0.9605, loss//aux0: 0.9605 2020-10-15 18:24:25,731 - mmaction - INFO - Epoch [3][380/396] lr: 7.500e-03, eta: 23:38:55, time: 0.880, data_time: 0.009, memory: 8335, top1_acc/: 0.5440, top5_acc/: 0.7940, loss_cls/: 1.8633, loss/: 1.8633, grad_norm: 2.8734, top1_acc//aux0: 0.7470, top5_acc//aux0: 0.9144, loss_cls//aux0: 0.9635, loss//aux0: 0.9635 2020-10-15 18:24:58,972 - mmaction - INFO - Saving checkpoint at 3 epochs 2020-10-15 18:29:40,988 - mmaction - INFO - Epoch [4][20/396] lr: 7.500e-03, eta: 23:03:05, time: 0.731, data_time: 0.000, memory: 8335, top1_acc/: 0.5714, top5_acc/: 0.8094, loss_cls/: 1.7468, loss/: 1.7468, grad_norm: 2.9167, top1_acc//aux0: 0.7455, top5_acc//aux0: 0.9202, loss_cls//aux0: 0.9435, loss//aux0: 0.9435 2020-10-15 18:29:41,560 - mmaction - INFO - Epoch [4][20/396] lr: 7.500e-03, eta: 23:10:56, time: 0.742, data_time: 0.011, memory: 8335, top1_acc/: 0.5714, top5_acc/: 0.8094, loss_cls/: 1.7468, loss/: 1.7468, grad_norm: 2.9073, top1_acc//aux0: 0.7459, top5_acc//aux0: 0.9200, loss_cls//aux0: 0.9429, loss//aux0: 0.9429 2020-10-15 18:30:11,130 - mmaction - INFO - Epoch [4][40/396] lr: 7.500e-03, eta: 22:55:22, time: 0.749, data_time: 0.000, memory: 8335, top1_acc/: 0.5526, top5_acc/: 0.8094, loss_cls/: 1.8073, loss/: 1.8073, grad_norm: 2.9107, top1_acc//aux0: 0.7501, top5_acc//aux0: 0.9156, loss_cls//aux0: 0.9455, loss//aux0: 0.9455 2020-10-15 18:30:11,646 - mmaction - INFO - Epoch [4][40/396] lr: 7.500e-03, eta: 23:03:15, time: 0.756, data_time: 0.007, memory: 8335, top1_acc/: 0.5526, top5_acc/: 0.8094, loss_cls/: 1.8073, loss/: 1.8073, grad_norm: 2.9243, top1_acc//aux0: 0.7496, top5_acc//aux0: 0.9149, loss_cls//aux0: 0.9485, loss//aux0: 0.9485 2020-10-15 18:30:41,768 - mmaction - INFO - Epoch [4][60/396] lr: 7.500e-03, eta: 22:47:51, time: 0.730, data_time: 0.000, memory: 8335, top1_acc/: 0.5510, top5_acc/: 0.8034, loss_cls/: 1.8087, loss/: 1.8087, grad_norm: 3.0224, top1_acc//aux0: 0.7457, top5_acc//aux0: 0.9164, loss_cls//aux0: 0.9472, loss//aux0: 0.9472 2020-10-15 18:30:42,405 - mmaction - INFO - Epoch [4][60/396] lr: 7.500e-03, eta: 22:55:23, time: 0.735, data_time: 0.007, memory: 8335, top1_acc/: 0.5510, top5_acc/: 0.8034, loss_cls/: 1.8087, loss/: 1.8087, grad_norm: 3.0302, top1_acc//aux0: 0.7458, top5_acc//aux0: 0.9175, loss_cls//aux0: 0.9438, loss//aux0: 0.9438 2020-10-15 18:31:11,696 - mmaction - INFO - Epoch [4][80/396] lr: 7.500e-03, eta: 22:40:27, time: 0.741, data_time: 0.000, memory: 8335, top1_acc/: 0.5487, top5_acc/: 0.8021, loss_cls/: 1.8120, loss/: 1.8120, grad_norm: 2.9484, top1_acc//aux0: 0.7482, top5_acc//aux0: 0.9170, loss_cls//aux0: 0.9535, loss//aux0: 0.9535 2020-10-15 18:31:12,257 - mmaction - INFO - Epoch [4][80/396] lr: 7.500e-03, eta: 22:48:01, time: 0.751, data_time: 0.011, memory: 8335, top1_acc/: 0.5487, top5_acc/: 0.8021, loss_cls/: 1.8120, loss/: 1.8120, grad_norm: 2.9369, top1_acc//aux0: 0.7486, top5_acc//aux0: 0.9168, loss_cls//aux0: 0.9539, loss//aux0: 0.9539 2020-10-15 18:31:42,369 - mmaction - INFO - Epoch [4][100/396] lr: 7.500e-03, eta: 22:33:42, time: 0.770, data_time: 0.000, memory: 8335, top1_acc/: 0.5578, top5_acc/: 0.8060, loss_cls/: 1.8030, loss/: 1.8030, grad_norm: 2.8992, top1_acc//aux0: 0.7522, top5_acc//aux0: 0.9189, loss_cls//aux0: 0.9384, loss//aux0: 0.9384 2020-10-15 18:31:42,972 - mmaction - INFO - Epoch [4][100/396] lr: 7.500e-03, eta: 22:41:27, time: 0.780, data_time: 0.007, memory: 8335, top1_acc/: 0.5578, top5_acc/: 0.8060, loss_cls/: 1.8030, loss/: 1.8030, grad_norm: 2.9135, top1_acc//aux0: 0.7522, top5_acc//aux0: 0.9187, loss_cls//aux0: 0.9389, loss//aux0: 0.9389 2020-10-15 18:32:11,818 - mmaction - INFO - Epoch [4][120/396] lr: 7.500e-03, eta: 22:26:55, time: 0.716, data_time: 0.000, memory: 8335, top1_acc/: 0.5549, top5_acc/: 0.8005, loss_cls/: 1.7985, loss/: 1.7985, grad_norm: 2.9259, top1_acc//aux0: 0.7547, top5_acc//aux0: 0.9160, loss_cls//aux0: 0.9334, loss//aux0: 0.9334 2020-10-15 18:32:12,343 - mmaction - INFO - Epoch [4][120/396] lr: 7.500e-03, eta: 22:33:58, time: 0.722, data_time: 0.007, memory: 8335, top1_acc/: 0.5549, top5_acc/: 0.8005, loss_cls/: 1.7985, loss/: 1.7985, grad_norm: 2.9256, top1_acc//aux0: 0.7549, top5_acc//aux0: 0.9162, loss_cls//aux0: 0.9326, loss//aux0: 0.9326 2020-10-15 18:32:41,124 - mmaction - INFO - Epoch [4][140/396] lr: 7.500e-03, eta: 22:20:03, time: 0.747, data_time: 0.000, memory: 8335, top1_acc/: 0.5589, top5_acc/: 0.7987, loss_cls/: 1.7856, loss/: 1.7856, grad_norm: 2.9883, top1_acc//aux0: 0.7551, top5_acc//aux0: 0.9180, loss_cls//aux0: 0.9298, loss//aux0: 0.9298 2020-10-15 18:32:41,674 - mmaction - INFO - Epoch [4][140/396] lr: 7.500e-03, eta: 22:27:15, time: 0.750, data_time: 0.009, memory: 8335, top1_acc/: 0.5589, top5_acc/: 0.7987, loss_cls/: 1.7856, loss/: 1.7856, grad_norm: 2.9628, top1_acc//aux0: 0.7554, top5_acc//aux0: 0.9179, loss_cls//aux0: 0.9296, loss//aux0: 0.9296 2020-10-15 18:33:10,613 - mmaction - INFO - Epoch [4][160/396] lr: 7.500e-03, eta: 22:13:39, time: 0.748, data_time: 0.000, memory: 8335, top1_acc/: 0.5542, top5_acc/: 0.7969, loss_cls/: 1.8185, loss/: 1.8185, grad_norm: 2.9802, top1_acc//aux0: 0.7558, top5_acc//aux0: 0.9172, loss_cls//aux0: 0.9306, loss//aux0: 0.9306 2020-10-15 18:33:11,267 - mmaction - INFO - Epoch [4][160/396] lr: 7.500e-03, eta: 22:20:50, time: 0.760, data_time: 0.008, memory: 8335, top1_acc/: 0.5542, top5_acc/: 0.7969, loss_cls/: 1.8185, loss/: 1.8185, grad_norm: 2.9993, top1_acc//aux0: 0.7560, top5_acc//aux0: 0.9180, loss_cls//aux0: 0.9304, loss//aux0: 0.9304 2020-10-15 18:33:40,328 - mmaction - INFO - Epoch [4][180/396] lr: 7.500e-03, eta: 22:07:23, time: 0.735, data_time: 0.000, memory: 8335, top1_acc/: 0.5544, top5_acc/: 0.7966, loss_cls/: 1.8075, loss/: 1.8075, grad_norm: 2.9589, top1_acc//aux0: 0.7518, top5_acc//aux0: 0.9168, loss_cls//aux0: 0.9421, loss//aux0: 0.9421 2020-10-15 18:33:40,856 - mmaction - INFO - Epoch [4][180/396] lr: 7.500e-03, eta: 22:14:17, time: 0.741, data_time: 0.007, memory: 8335, top1_acc/: 0.5544, top5_acc/: 0.7966, loss_cls/: 1.8075, loss/: 1.8075, grad_norm: 2.9518, top1_acc//aux0: 0.7514, top5_acc//aux0: 0.9164, loss_cls//aux0: 0.9392, loss//aux0: 0.9392 2020-10-15 18:34:10,502 - mmaction - INFO - Epoch [4][200/396] lr: 7.500e-03, eta: 22:01:15, time: 0.750, data_time: 0.000, memory: 8335, top1_acc/: 0.5615, top5_acc/: 0.8029, loss_cls/: 1.7906, loss/: 1.7906, grad_norm: 2.9819, top1_acc//aux0: 0.7588, top5_acc//aux0: 0.9170, loss_cls//aux0: 0.9203, loss//aux0: 0.9203 2020-10-15 18:34:11,003 - mmaction - INFO - Epoch [4][200/396] lr: 7.500e-03, eta: 22:08:11, time: 0.755, data_time: 0.006, memory: 8335, top1_acc/: 0.5615, top5_acc/: 0.8029, loss_cls/: 1.7906, loss/: 1.7906, grad_norm: 2.9777, top1_acc//aux0: 0.7595, top5_acc//aux0: 0.9171, loss_cls//aux0: 0.9205, loss//aux0: 0.9205 2020-10-15 18:34:39,081 - mmaction - INFO - Epoch [4][220/396] lr: 7.500e-03, eta: 21:55:40, time: 0.778, data_time: 0.127, memory: 8335, top1_acc/: 0.5638, top5_acc/: 0.7987, loss_cls/: 1.7826, loss/: 1.7826, grad_norm: 2.9744, top1_acc//aux0: 0.7558, top5_acc//aux0: 0.9208, loss_cls//aux0: 0.9149, loss//aux0: 0.9149 2020-10-15 18:34:39,623 - mmaction - INFO - Epoch [4][220/396] lr: 7.500e-03, eta: 22:02:46, time: 0.785, data_time: 0.136, memory: 8335, top1_acc/: 0.5638, top5_acc/: 0.7987, loss_cls/: 1.7826, loss/: 1.7826, grad_norm: 2.9916, top1_acc//aux0: 0.7544, top5_acc//aux0: 0.9204, loss_cls//aux0: 0.9196, loss//aux0: 0.9196 2020-10-15 18:35:07,709 - mmaction - INFO - Epoch [4][240/396] lr: 7.500e-03, eta: 21:49:58, time: 0.720, data_time: 0.003, memory: 8335, top1_acc/: 0.5630, top5_acc/: 0.8102, loss_cls/: 1.7817, loss/: 1.7817, grad_norm: 3.0225, top1_acc//aux0: 0.7573, top5_acc//aux0: 0.9197, loss_cls//aux0: 0.9172, loss//aux0: 0.9172 2020-10-15 18:35:08,256 - mmaction - INFO - Epoch [4][240/396] lr: 7.500e-03, eta: 21:56:26, time: 0.724, data_time: 0.011, memory: 8335, top1_acc/: 0.5630, top5_acc/: 0.8102, loss_cls/: 1.7817, loss/: 1.7817, grad_norm: 3.0589, top1_acc//aux0: 0.7567, top5_acc//aux0: 0.9196, loss_cls//aux0: 0.9174, loss//aux0: 0.9174 2020-10-15 18:35:37,662 - mmaction - INFO - Epoch [4][260/396] lr: 7.500e-03, eta: 21:44:16, time: 0.762, data_time: 0.000, memory: 8335, top1_acc/: 0.5742, top5_acc/: 0.8034, loss_cls/: 1.7643, loss/: 1.7643, grad_norm: 2.9731, top1_acc//aux0: 0.7578, top5_acc//aux0: 0.9200, loss_cls//aux0: 0.9101, loss//aux0: 0.9101 2020-10-15 18:35:38,196 - mmaction - INFO - Epoch [4][260/396] lr: 7.500e-03, eta: 21:51:01, time: 0.769, data_time: 0.008, memory: 8335, top1_acc/: 0.5742, top5_acc/: 0.8034, loss_cls/: 1.7643, loss/: 1.7643, grad_norm: 2.9937, top1_acc//aux0: 0.7580, top5_acc//aux0: 0.9197, loss_cls//aux0: 0.9114, loss//aux0: 0.9114 2020-10-15 18:36:07,663 - mmaction - INFO - Epoch [4][280/396] lr: 7.500e-03, eta: 21:39:33, time: 0.818, data_time: 0.000, memory: 8335, top1_acc/: 0.5466, top5_acc/: 0.7904, loss_cls/: 1.8431, loss/: 1.8431, grad_norm: 2.9952, top1_acc//aux0: 0.7565, top5_acc//aux0: 0.9212, loss_cls//aux0: 0.9189, loss//aux0: 0.9189 2020-10-15 18:36:08,193 - mmaction - INFO - Epoch [4][280/396] lr: 7.500e-03, eta: 21:46:41, time: 0.823, data_time: 0.007, memory: 8335, top1_acc/: 0.5466, top5_acc/: 0.7904, loss_cls/: 1.8431, loss/: 1.8431, grad_norm: 3.0056, top1_acc//aux0: 0.7565, top5_acc//aux0: 0.9214, loss_cls//aux0: 0.9181, loss//aux0: 0.9181 2020-10-15 18:36:37,625 - mmaction - INFO - Epoch [4][300/396] lr: 7.500e-03, eta: 21:35:19, time: 0.804, data_time: 0.000, memory: 8335, top1_acc/: 0.5622, top5_acc/: 0.7966, loss_cls/: 1.7993, loss/: 1.7993, grad_norm: 2.9896, top1_acc//aux0: 0.7538, top5_acc//aux0: 0.9207, loss_cls//aux0: 0.9233, loss//aux0: 0.9233 2020-10-15 18:36:38,219 - mmaction - INFO - Epoch [4][300/396] lr: 7.500e-03, eta: 21:42:13, time: 0.810, data_time: 0.010, memory: 8335, top1_acc/: 0.5622, top5_acc/: 0.7966, loss_cls/: 1.7993, loss/: 1.7993, grad_norm: 2.9880, top1_acc//aux0: 0.7543, top5_acc//aux0: 0.9209, loss_cls//aux0: 0.9231, loss//aux0: 0.9231 2020-10-15 18:37:07,426 - mmaction - INFO - Epoch [4][320/396] lr: 7.500e-03, eta: 21:30:31, time: 0.742, data_time: 0.000, memory: 8335, top1_acc/: 0.5609, top5_acc/: 0.7958, loss_cls/: 1.8080, loss/: 1.8080, grad_norm: 2.9471, top1_acc//aux0: 0.7576, top5_acc//aux0: 0.9200, loss_cls//aux0: 0.9160, loss//aux0: 0.9160 2020-10-15 18:37:07,969 - mmaction - INFO - Epoch [4][320/396] lr: 7.500e-03, eta: 21:36:50, time: 0.748, data_time: 0.008, memory: 8335, top1_acc/: 0.5609, top5_acc/: 0.7958, loss_cls/: 1.8080, loss/: 1.8080, grad_norm: 2.9494, top1_acc//aux0: 0.7579, top5_acc//aux0: 0.9200, loss_cls//aux0: 0.9141, loss//aux0: 0.9141 2020-10-15 18:37:37,690 - mmaction - INFO - Epoch [4][340/396] lr: 7.500e-03, eta: 21:25:36, time: 0.774, data_time: 0.001, memory: 8335, top1_acc/: 0.5661, top5_acc/: 0.8036, loss_cls/: 1.7893, loss/: 1.7893, grad_norm: 3.0255, top1_acc//aux0: 0.7494, top5_acc//aux0: 0.9134, loss_cls//aux0: 0.9469, loss//aux0: 0.9469 2020-10-15 18:37:38,208 - mmaction - INFO - Epoch [4][340/396] lr: 7.500e-03, eta: 21:32:03, time: 0.775, data_time: 0.006, memory: 8335, top1_acc/: 0.5661, top5_acc/: 0.8036, loss_cls/: 1.7893, loss/: 1.7893, grad_norm: 3.0429, top1_acc//aux0: 0.7486, top5_acc//aux0: 0.9133, loss_cls//aux0: 0.9466, loss//aux0: 0.9466 2020-10-15 18:38:07,341 - mmaction - INFO - Epoch [4][360/396] lr: 7.500e-03, eta: 21:20:55, time: 0.760, data_time: 0.000, memory: 8335, top1_acc/: 0.5687, top5_acc/: 0.8122, loss_cls/: 1.7534, loss/: 1.7534, grad_norm: 3.0424, top1_acc//aux0: 0.7563, top5_acc//aux0: 0.9202, loss_cls//aux0: 0.9080, loss//aux0: 0.9080 2020-10-15 18:38:07,890 - mmaction - INFO - Epoch [4][360/396] lr: 7.500e-03, eta: 21:27:08, time: 0.759, data_time: 0.009, memory: 8335, top1_acc/: 0.5687, top5_acc/: 0.8122, loss_cls/: 1.7534, loss/: 1.7534, grad_norm: 3.0190, top1_acc//aux0: 0.7581, top5_acc//aux0: 0.9205, loss_cls//aux0: 0.9054, loss//aux0: 0.9054 2020-10-15 18:38:36,861 - mmaction - INFO - Epoch [4][380/396] lr: 7.500e-03, eta: 21:16:11, time: 0.759, data_time: 0.000, memory: 8335, top1_acc/: 0.5531, top5_acc/: 0.8029, loss_cls/: 1.7722, loss/: 1.7722, grad_norm: 2.9972, top1_acc//aux0: 0.7578, top5_acc//aux0: 0.9198, loss_cls//aux0: 0.9098, loss//aux0: 0.9098 2020-10-15 18:38:37,429 - mmaction - INFO - Epoch [4][380/396] lr: 7.500e-03, eta: 21:22:23, time: 0.767, data_time: 0.008, memory: 8335, top1_acc/: 0.5531, top5_acc/: 0.8029, loss_cls/: 1.7722, loss/: 1.7722, grad_norm: 2.9782, top1_acc//aux0: 0.7582, top5_acc//aux0: 0.9202, loss_cls//aux0: 0.9084, loss//aux0: 0.9084 2020-10-15 18:39:08,339 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-10-15 18:43:36,117 - mmaction - INFO - Epoch [5][20/396] lr: 7.500e-03, eta: 20:57:13, time: 0.607, data_time: 0.000, memory: 8335, top1_acc/: 0.5807, top5_acc/: 0.8091, loss_cls/: 1.7356, loss/: 1.7356, grad_norm: 2.9671, top1_acc//aux0: 0.7585, top5_acc//aux0: 0.9198, loss_cls//aux0: 0.9122, loss//aux0: 0.9122 2020-10-15 18:43:36,684 - mmaction - INFO - Epoch [5][20/396] lr: 7.500e-03, eta: 21:02:04, time: 0.615, data_time: 0.010, memory: 8335, top1_acc/: 0.5807, top5_acc/: 0.8091, loss_cls/: 1.7356, loss/: 1.7356, grad_norm: 2.9722, top1_acc//aux0: 0.7581, top5_acc//aux0: 0.9198, loss_cls//aux0: 0.9108, loss//aux0: 0.9108 2020-10-15 18:44:00,792 - mmaction - INFO - Epoch [5][40/396] lr: 7.500e-03, eta: 20:50:59, time: 0.656, data_time: 0.000, memory: 8335, top1_acc/: 0.5687, top5_acc/: 0.8013, loss_cls/: 1.7761, loss/: 1.7761, grad_norm: 3.0257, top1_acc//aux0: 0.7624, top5_acc//aux0: 0.9210, loss_cls//aux0: 0.9077, loss//aux0: 0.9077 2020-10-15 18:44:01,316 - mmaction - INFO - Epoch [5][40/396] lr: 7.500e-03, eta: 20:56:10, time: 0.665, data_time: 0.010, memory: 8335, top1_acc/: 0.5687, top5_acc/: 0.8013, loss_cls/: 1.7761, loss/: 1.7761, grad_norm: 3.0217, top1_acc//aux0: 0.7629, top5_acc//aux0: 0.9214, loss_cls//aux0: 0.9080, loss//aux0: 0.9080 2020-10-15 18:44:26,189 - mmaction - INFO - Epoch [5][60/396] lr: 7.500e-03, eta: 20:45:14, time: 0.651, data_time: 0.000, memory: 8335, top1_acc/: 0.5826, top5_acc/: 0.8232, loss_cls/: 1.6915, loss/: 1.6915, grad_norm: 2.9593, top1_acc//aux0: 0.7668, top5_acc//aux0: 0.9240, loss_cls//aux0: 0.8814, loss//aux0: 0.8814 2020-10-15 18:44:26,679 - mmaction - INFO - Epoch [5][60/396] lr: 7.500e-03, eta: 20:50:16, time: 0.654, data_time: 0.004, memory: 8335, top1_acc/: 0.5826, top5_acc/: 0.8232, loss_cls/: 1.6915, loss/: 1.6915, grad_norm: 2.9623, top1_acc//aux0: 0.7673, top5_acc//aux0: 0.9246, loss_cls//aux0: 0.8808, loss//aux0: 0.8808 2020-10-15 18:44:51,984 - mmaction - INFO - Epoch [5][80/396] lr: 7.500e-03, eta: 20:39:39, time: 0.667, data_time: 0.000, memory: 8335, top1_acc/: 0.5872, top5_acc/: 0.8195, loss_cls/: 1.6950, loss/: 1.6950, grad_norm: 2.9968, top1_acc//aux0: 0.7618, top5_acc//aux0: 0.9208, loss_cls//aux0: 0.9034, loss//aux0: 0.9034 2020-10-15 18:44:52,466 - mmaction - INFO - Epoch [5][80/396] lr: 7.500e-03, eta: 20:44:44, time: 0.669, data_time: 0.004, memory: 8335, top1_acc/: 0.5872, top5_acc/: 0.8195, loss_cls/: 1.6950, loss/: 1.6950, grad_norm: 3.0256, top1_acc//aux0: 0.7616, top5_acc//aux0: 0.9206, loss_cls//aux0: 0.9044, loss//aux0: 0.9044 2020-10-15 18:45:18,352 - mmaction - INFO - Epoch [5][100/396] lr: 7.500e-03, eta: 20:34:05, time: 0.637, data_time: 0.000, memory: 8335, top1_acc/: 0.5799, top5_acc/: 0.8135, loss_cls/: 1.7256, loss/: 1.7256, grad_norm: 2.9801, top1_acc//aux0: 0.7659, top5_acc//aux0: 0.9246, loss_cls//aux0: 0.8845, loss//aux0: 0.8845 2020-10-15 18:45:18,867 - mmaction - INFO - Epoch [5][100/396] lr: 7.500e-03, eta: 20:38:55, time: 0.644, data_time: 0.008, memory: 8335, top1_acc/: 0.5799, top5_acc/: 0.8135, loss_cls/: 1.7256, loss/: 1.7256, grad_norm: 2.9983, top1_acc//aux0: 0.7654, top5_acc//aux0: 0.9242, loss_cls//aux0: 0.8861, loss//aux0: 0.8861 2020-10-15 18:45:44,707 - mmaction - INFO - Epoch [5][120/396] lr: 7.500e-03, eta: 20:28:10, time: 0.598, data_time: 0.000, memory: 8335, top1_acc/: 0.5727, top5_acc/: 0.8083, loss_cls/: 1.7368, loss/: 1.7368, grad_norm: 2.9969, top1_acc//aux0: 0.7592, top5_acc//aux0: 0.9210, loss_cls//aux0: 0.9098, loss//aux0: 0.9098 2020-10-15 18:45:45,166 - mmaction - INFO - Epoch [5][120/396] lr: 7.500e-03, eta: 20:32:38, time: 0.603, data_time: 0.006, memory: 8335, top1_acc/: 0.5727, top5_acc/: 0.8083, loss_cls/: 1.7368, loss/: 1.7368, grad_norm: 3.0078, top1_acc//aux0: 0.7596, top5_acc//aux0: 0.9210, loss_cls//aux0: 0.9093, loss//aux0: 0.9093 2020-10-15 18:46:10,520 - mmaction - INFO - Epoch [5][140/396] lr: 7.500e-03, eta: 20:22:11, time: 0.613, data_time: 0.000, memory: 8335, top1_acc/: 0.5672, top5_acc/: 0.8099, loss_cls/: 1.7489, loss/: 1.7489, grad_norm: 2.9794, top1_acc//aux0: 0.7649, top5_acc//aux0: 0.9229, loss_cls//aux0: 0.8933, loss//aux0: 0.8933 2020-10-15 18:46:11,034 - mmaction - INFO - Epoch [5][140/396] lr: 7.500e-03, eta: 20:26:43, time: 0.619, data_time: 0.007, memory: 8335, top1_acc/: 0.5672, top5_acc/: 0.8099, loss_cls/: 1.7489, loss/: 1.7489, grad_norm: 2.9600, top1_acc//aux0: 0.7663, top5_acc//aux0: 0.9228, loss_cls//aux0: 0.8877, loss//aux0: 0.8877 2020-10-15 18:46:36,685 - mmaction - INFO - Epoch [5][160/396] lr: 7.500e-03, eta: 20:16:28, time: 0.618, data_time: 0.000, memory: 8335, top1_acc/: 0.5719, top5_acc/: 0.8029, loss_cls/: 1.7543, loss/: 1.7543, grad_norm: 3.0007, top1_acc//aux0: 0.7641, top5_acc//aux0: 0.9232, loss_cls//aux0: 0.8946, loss//aux0: 0.8946 2020-10-15 18:46:37,209 - mmaction - INFO - Epoch [5][160/396] lr: 7.500e-03, eta: 20:20:59, time: 0.623, data_time: 0.006, memory: 8335, top1_acc/: 0.5719, top5_acc/: 0.8029, loss_cls/: 1.7543, loss/: 1.7543, grad_norm: 2.9969, top1_acc//aux0: 0.7629, top5_acc//aux0: 0.9227, loss_cls//aux0: 0.9007, loss//aux0: 0.9007 2020-10-15 18:47:01,290 - mmaction - INFO - Epoch [5][180/396] lr: 7.500e-03, eta: 20:10:53, time: 0.613, data_time: 0.000, memory: 8335, top1_acc/: 0.5753, top5_acc/: 0.8177, loss_cls/: 1.6897, loss/: 1.6897, grad_norm: 2.9920, top1_acc//aux0: 0.7662, top5_acc//aux0: 0.9210, loss_cls//aux0: 0.8895, loss//aux0: 0.8895 2020-10-15 18:47:01,817 - mmaction - INFO - Epoch [5][180/396] lr: 7.500e-03, eta: 20:15:19, time: 0.620, data_time: 0.008, memory: 8335, top1_acc/: 0.5753, top5_acc/: 0.8177, loss_cls/: 1.6897, loss/: 1.6897, grad_norm: 3.0067, top1_acc//aux0: 0.7659, top5_acc//aux0: 0.9220, loss_cls//aux0: 0.8873, loss//aux0: 0.8873 2020-10-15 18:47:27,939 - mmaction - INFO - Epoch [5][200/396] lr: 7.500e-03, eta: 20:05:40, time: 0.653, data_time: 0.000, memory: 8335, top1_acc/: 0.5620, top5_acc/: 0.7966, loss_cls/: 1.7679, loss/: 1.7679, grad_norm: 3.0534, top1_acc//aux0: 0.7651, top5_acc//aux0: 0.9217, loss_cls//aux0: 0.8936, loss//aux0: 0.8936 2020-10-15 18:47:28,392 - mmaction - INFO - Epoch [5][200/396] lr: 7.500e-03, eta: 20:10:16, time: 0.651, data_time: 0.004, memory: 8335, top1_acc/: 0.5620, top5_acc/: 0.7966, loss_cls/: 1.7679, loss/: 1.7679, grad_norm: 3.0422, top1_acc//aux0: 0.7654, top5_acc//aux0: 0.9209, loss_cls//aux0: 0.8942, loss//aux0: 0.8942 2020-10-15 18:47:54,587 - mmaction - INFO - Epoch [5][220/396] lr: 7.500e-03, eta: 20:01:15, time: 0.721, data_time: 0.000, memory: 8335, top1_acc/: 0.5794, top5_acc/: 0.8255, loss_cls/: 1.6796, loss/: 1.6796, grad_norm: 2.9686, top1_acc//aux0: 0.7624, top5_acc//aux0: 0.9227, loss_cls//aux0: 0.8873, loss//aux0: 0.8873 2020-10-15 18:47:55,122 - mmaction - INFO - Epoch [5][220/396] lr: 7.500e-03, eta: 20:06:20, time: 0.728, data_time: 0.007, memory: 8335, top1_acc/: 0.5794, top5_acc/: 0.8255, loss_cls/: 1.6796, loss/: 1.6796, grad_norm: 2.9967, top1_acc//aux0: 0.7614, top5_acc//aux0: 0.9227, loss_cls//aux0: 0.8912, loss//aux0: 0.8912 2020-10-15 18:48:20,212 - mmaction - INFO - Epoch [5][240/396] lr: 7.500e-03, eta: 19:57:05, time: 0.668, data_time: 0.000, memory: 8335, top1_acc/: 0.5810, top5_acc/: 0.8247, loss_cls/: 1.6517, loss/: 1.6517, grad_norm: 3.0492, top1_acc//aux0: 0.7682, top5_acc//aux0: 0.9237, loss_cls//aux0: 0.8791, loss//aux0: 0.8791 2020-10-15 18:48:20,680 - mmaction - INFO - Epoch [5][240/396] lr: 7.500e-03, eta: 20:01:43, time: 0.671, data_time: 0.004, memory: 8335, top1_acc/: 0.5810, top5_acc/: 0.8247, loss_cls/: 1.6517, loss/: 1.6517, grad_norm: 3.0445, top1_acc//aux0: 0.7690, top5_acc//aux0: 0.9239, loss_cls//aux0: 0.8760, loss//aux0: 0.8760 2020-10-15 18:48:46,887 - mmaction - INFO - Epoch [5][260/396] lr: 7.500e-03, eta: 19:52:26, time: 0.642, data_time: 0.000, memory: 8335, top1_acc/: 0.5703, top5_acc/: 0.8125, loss_cls/: 1.7079, loss/: 1.7079, grad_norm: 2.9960, top1_acc//aux0: 0.7674, top5_acc//aux0: 0.9232, loss_cls//aux0: 0.8801, loss//aux0: 0.8801 2020-10-15 18:48:47,427 - mmaction - INFO - Epoch [5][260/396] lr: 7.500e-03, eta: 19:56:52, time: 0.650, data_time: 0.009, memory: 8335, top1_acc/: 0.5703, top5_acc/: 0.8125, loss_cls/: 1.7079, loss/: 1.7079, grad_norm: 3.0016, top1_acc//aux0: 0.7672, top5_acc//aux0: 0.9224, loss_cls//aux0: 0.8822, loss//aux0: 0.8822 2020-10-15 18:49:12,965 - mmaction - INFO - Epoch [5][280/396] lr: 7.500e-03, eta: 19:47:46, time: 0.645, data_time: 0.000, memory: 8335, top1_acc/: 0.5826, top5_acc/: 0.8060, loss_cls/: 1.6996, loss/: 1.6996, grad_norm: 2.9894, top1_acc//aux0: 0.7701, top5_acc//aux0: 0.9215, loss_cls//aux0: 0.8867, loss//aux0: 0.8867 2020-10-15 18:49:13,429 - mmaction - INFO - Epoch [5][280/396] lr: 7.500e-03, eta: 19:52:09, time: 0.652, data_time: 0.008, memory: 8335, top1_acc/: 0.5826, top5_acc/: 0.8060, loss_cls/: 1.6996, loss/: 1.6996, grad_norm: 3.0002, top1_acc//aux0: 0.7704, top5_acc//aux0: 0.9224, loss_cls//aux0: 0.8850, loss//aux0: 0.8850 2020-10-15 18:49:38,603 - mmaction - INFO - Epoch [5][300/396] lr: 7.500e-03, eta: 19:42:51, time: 0.596, data_time: 0.000, memory: 8335, top1_acc/: 0.5703, top5_acc/: 0.8086, loss_cls/: 1.7631, loss/: 1.7631, grad_norm: 3.1144, top1_acc//aux0: 0.7665, top5_acc//aux0: 0.9221, loss_cls//aux0: 0.8863, loss//aux0: 0.8863 2020-10-15 18:49:39,095 - mmaction - INFO - Epoch [5][300/396] lr: 7.500e-03, eta: 19:46:51, time: 0.600, data_time: 0.006, memory: 8335, top1_acc/: 0.5703, top5_acc/: 0.8086, loss_cls/: 1.7631, loss/: 1.7631, grad_norm: 3.1077, top1_acc//aux0: 0.7681, top5_acc//aux0: 0.9229, loss_cls//aux0: 0.8784, loss//aux0: 0.8784 2020-10-15 18:50:05,989 - mmaction - INFO - Epoch [5][320/396] lr: 7.500e-03, eta: 19:38:31, time: 0.719, data_time: 0.000, memory: 8335, top1_acc/: 0.5784, top5_acc/: 0.8180, loss_cls/: 1.6735, loss/: 1.6735, grad_norm: 2.9878, top1_acc//aux0: 0.7660, top5_acc//aux0: 0.9236, loss_cls//aux0: 0.8777, loss//aux0: 0.8777 2020-10-15 18:50:06,490 - mmaction - INFO - Epoch [5][320/396] lr: 7.500e-03, eta: 19:43:17, time: 0.724, data_time: 0.005, memory: 8335, top1_acc/: 0.5784, top5_acc/: 0.8180, loss_cls/: 1.6735, loss/: 1.6735, grad_norm: 2.9940, top1_acc//aux0: 0.7642, top5_acc//aux0: 0.9227, loss_cls//aux0: 0.8856, loss//aux0: 0.8856 2020-10-15 18:50:31,544 - mmaction - INFO - Epoch [5][340/396] lr: 7.500e-03, eta: 19:34:41, time: 0.662, data_time: 0.000, memory: 8335, top1_acc/: 0.5857, top5_acc/: 0.8154, loss_cls/: 1.6941, loss/: 1.6941, grad_norm: 3.0739, top1_acc//aux0: 0.7690, top5_acc//aux0: 0.9235, loss_cls//aux0: 0.8787, loss//aux0: 0.8787 2020-10-15 18:50:31,999 - mmaction - INFO - Epoch [5][340/396] lr: 7.500e-03, eta: 19:39:02, time: 0.665, data_time: 0.004, memory: 8335, top1_acc/: 0.5857, top5_acc/: 0.8154, loss_cls/: 1.6941, loss/: 1.6941, grad_norm: 3.0636, top1_acc//aux0: 0.7693, top5_acc//aux0: 0.9235, loss_cls//aux0: 0.8784, loss//aux0: 0.8784 2020-10-15 18:50:57,742 - mmaction - INFO - Epoch [5][360/396] lr: 7.500e-03, eta: 19:30:23, time: 0.636, data_time: 0.000, memory: 8335, top1_acc/: 0.5815, top5_acc/: 0.8133, loss_cls/: 1.7179, loss/: 1.7179, grad_norm: 2.9918, top1_acc//aux0: 0.7701, top5_acc//aux0: 0.9249, loss_cls//aux0: 0.8884, loss//aux0: 0.8884 2020-10-15 18:50:58,258 - mmaction - INFO - Epoch [5][360/396] lr: 7.500e-03, eta: 19:34:31, time: 0.641, data_time: 0.006, memory: 8335, top1_acc/: 0.5815, top5_acc/: 0.8133, loss_cls/: 1.7179, loss/: 1.7179, grad_norm: 2.9796, top1_acc//aux0: 0.7707, top5_acc//aux0: 0.9258, loss_cls//aux0: 0.8823, loss//aux0: 0.8823 2020-10-15 18:51:23,775 - mmaction - INFO - Epoch [5][380/396] lr: 7.500e-03, eta: 19:26:14, time: 0.673, data_time: 0.000, memory: 8335, top1_acc/: 0.5779, top5_acc/: 0.8180, loss_cls/: 1.6795, loss/: 1.6795, grad_norm: 2.9416, top1_acc//aux0: 0.7760, top5_acc//aux0: 0.9250, loss_cls//aux0: 0.8481, loss//aux0: 0.8481 2020-10-15 18:51:24,287 - mmaction - INFO - Epoch [5][380/396] lr: 7.500e-03, eta: 19:30:34, time: 0.679, data_time: 0.007, memory: 8335, top1_acc/: 0.5779, top5_acc/: 0.8180, loss_cls/: 1.6795, loss/: 1.6795, grad_norm: 2.9478, top1_acc//aux0: 0.7747, top5_acc//aux0: 0.9239, loss_cls//aux0: 0.8539, loss//aux0: 0.8539 2020-10-15 18:51:50,154 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-10-15 18:53:49,419 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-15 18:53:49,599 - mmaction - INFO - top1_acc 0.6926 top5_acc 0.9029 2020-10-15 18:53:49,600 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-15 18:53:49,647 - mmaction - INFO - mean_acc 0.6929 2020-10-15 18:53:49,648 - mmaction - INFO - Now best checkpoint is epoch_5.pth 2020-10-15 18:53:49,657 - mmaction - INFO - Epoch(val) [5][396] top1_acc: 0.6926, top5_acc: 0.9029, mean_class_accuracy: 0.6929 2020-10-15 18:56:54,883 - mmaction - INFO - Epoch [6][20/396] lr: 7.500e-03, eta: 19:11:49, time: 0.543, data_time: 0.000, memory: 8335, top1_acc/: 0.6083, top5_acc/: 0.8344, loss_cls/: 1.5797, loss/: 1.5797, grad_norm: 3.0133, top1_acc//aux0: 0.7704, top5_acc//aux0: 0.9245, loss_cls//aux0: 0.8762, loss//aux0: 0.8762 2020-10-15 18:56:55,447 - mmaction - INFO - Epoch [6][20/396] lr: 7.500e-03, eta: 19:15:16, time: 0.553, data_time: 0.010, memory: 8335, top1_acc/: 0.6083, top5_acc/: 0.8344, loss_cls/: 1.5797, loss/: 1.5797, grad_norm: 3.0058, top1_acc//aux0: 0.7705, top5_acc//aux0: 0.9244, loss_cls//aux0: 0.8751, loss//aux0: 0.8751 2020-10-15 18:57:17,487 - mmaction - INFO - Epoch [6][40/396] lr: 7.500e-03, eta: 19:06:51, time: 0.583, data_time: 0.015, memory: 8335, top1_acc/: 0.6003, top5_acc/: 0.8253, loss_cls/: 1.6113, loss/: 1.6113, grad_norm: 2.9990, top1_acc//aux0: 0.7735, top5_acc//aux0: 0.9261, loss_cls//aux0: 0.8495, loss//aux0: 0.8495 2020-10-15 18:57:18,024 - mmaction - INFO - Epoch [6][40/396] lr: 7.500e-03, eta: 19:10:30, time: 0.589, data_time: 0.021, memory: 8335, top1_acc/: 0.6003, top5_acc/: 0.8253, loss_cls/: 1.6113, loss/: 1.6113, grad_norm: 3.0061, top1_acc//aux0: 0.7730, top5_acc//aux0: 0.9256, loss_cls//aux0: 0.8539, loss//aux0: 0.8539 2020-10-15 18:57:41,085 - mmaction - INFO - Epoch [6][60/396] lr: 7.500e-03, eta: 19:02:06, time: 0.570, data_time: 0.000, memory: 8335, top1_acc/: 0.5898, top5_acc/: 0.8289, loss_cls/: 1.6439, loss/: 1.6439, grad_norm: 3.0110, top1_acc//aux0: 0.7712, top5_acc//aux0: 0.9227, loss_cls//aux0: 0.8745, loss//aux0: 0.8745 2020-10-15 18:57:41,606 - mmaction - INFO - Epoch [6][60/396] lr: 7.500e-03, eta: 19:05:38, time: 0.576, data_time: 0.007, memory: 8335, top1_acc/: 0.5898, top5_acc/: 0.8289, loss_cls/: 1.6439, loss/: 1.6439, grad_norm: 3.0038, top1_acc//aux0: 0.7727, top5_acc//aux0: 0.9239, loss_cls//aux0: 0.8675, loss//aux0: 0.8675 2020-10-15 18:58:05,546 - mmaction - INFO - Epoch [6][80/396] lr: 7.500e-03, eta: 18:57:29, time: 0.589, data_time: 0.000, memory: 8335, top1_acc/: 0.6034, top5_acc/: 0.8302, loss_cls/: 1.6130, loss/: 1.6130, grad_norm: 3.0508, top1_acc//aux0: 0.7671, top5_acc//aux0: 0.9228, loss_cls//aux0: 0.8809, loss//aux0: 0.8809 2020-10-15 18:58:06,075 - mmaction - INFO - Epoch [6][80/396] lr: 7.500e-03, eta: 19:01:06, time: 0.596, data_time: 0.008, memory: 8335, top1_acc/: 0.6034, top5_acc/: 0.8302, loss_cls/: 1.6130, loss/: 1.6130, grad_norm: 3.0538, top1_acc//aux0: 0.7658, top5_acc//aux0: 0.9212, loss_cls//aux0: 0.8883, loss//aux0: 0.8883 2020-10-15 18:58:30,233 - mmaction - INFO - Epoch [6][100/396] lr: 7.500e-03, eta: 18:53:28, time: 0.654, data_time: 0.007, memory: 8335, top1_acc/: 0.5964, top5_acc/: 0.8320, loss_cls/: 1.6091, loss/: 1.6091, grad_norm: 3.0135, top1_acc//aux0: 0.7689, top5_acc//aux0: 0.9259, loss_cls//aux0: 0.8719, loss//aux0: 0.8719 2020-10-15 18:58:30,770 - mmaction - INFO - Epoch [6][100/396] lr: 7.500e-03, eta: 18:57:26, time: 0.660, data_time: 0.015, memory: 8335, top1_acc/: 0.5964, top5_acc/: 0.8320, loss_cls/: 1.6091, loss/: 1.6091, grad_norm: 3.0155, top1_acc//aux0: 0.7688, top5_acc//aux0: 0.9269, loss_cls//aux0: 0.8668, loss//aux0: 0.8668 2020-10-15 18:58:53,655 - mmaction - INFO - Epoch [6][120/396] lr: 7.500e-03, eta: 18:49:35, time: 0.602, data_time: 0.000, memory: 8335, top1_acc/: 0.5760, top5_acc/: 0.8242, loss_cls/: 1.6576, loss/: 1.6576, grad_norm: 3.0039, top1_acc//aux0: 0.7710, top5_acc//aux0: 0.9260, loss_cls//aux0: 0.8633, loss//aux0: 0.8633 2020-10-15 18:58:54,183 - mmaction - INFO - Epoch [6][120/396] lr: 7.500e-03, eta: 18:53:12, time: 0.607, data_time: 0.006, memory: 8335, top1_acc/: 0.5760, top5_acc/: 0.8242, loss_cls/: 1.6576, loss/: 1.6576, grad_norm: 3.0296, top1_acc//aux0: 0.7706, top5_acc//aux0: 0.9261, loss_cls//aux0: 0.8658, loss//aux0: 0.8658 2020-10-15 18:59:17,358 - mmaction - INFO - Epoch [6][140/396] lr: 7.500e-03, eta: 18:45:17, time: 0.571, data_time: 0.000, memory: 8335, top1_acc/: 0.5987, top5_acc/: 0.8349, loss_cls/: 1.6151, loss/: 1.6151, grad_norm: 2.9534, top1_acc//aux0: 0.7751, top5_acc//aux0: 0.9260, loss_cls//aux0: 0.8569, loss//aux0: 0.8569 2020-10-15 18:59:17,948 - mmaction - INFO - Epoch [6][140/396] lr: 7.500e-03, eta: 18:48:42, time: 0.581, data_time: 0.008, memory: 8335, top1_acc/: 0.5987, top5_acc/: 0.8349, loss_cls/: 1.6151, loss/: 1.6151, grad_norm: 2.9740, top1_acc//aux0: 0.7745, top5_acc//aux0: 0.9254, loss_cls//aux0: 0.8591, loss//aux0: 0.8591 2020-10-15 18:59:41,361 - mmaction - INFO - Epoch [6][160/396] lr: 7.500e-03, eta: 18:41:05, time: 0.604, data_time: 0.002, memory: 8335, top1_acc/: 0.5844, top5_acc/: 0.8130, loss_cls/: 1.6677, loss/: 1.6677, grad_norm: 3.0310, top1_acc//aux0: 0.7722, top5_acc//aux0: 0.9254, loss_cls//aux0: 0.8601, loss//aux0: 0.8601 2020-10-15 18:59:41,906 - mmaction - INFO - Epoch [6][160/396] lr: 7.500e-03, eta: 18:44:39, time: 0.611, data_time: 0.009, memory: 8335, top1_acc/: 0.5844, top5_acc/: 0.8130, loss_cls/: 1.6677, loss/: 1.6677, grad_norm: 3.0422, top1_acc//aux0: 0.7738, top5_acc//aux0: 0.9259, loss_cls//aux0: 0.8564, loss//aux0: 0.8564 2020-10-15 19:00:06,132 - mmaction - INFO - Epoch [6][180/396] lr: 7.500e-03, eta: 18:37:20, time: 0.639, data_time: 0.000, memory: 8335, top1_acc/: 0.5849, top5_acc/: 0.8188, loss_cls/: 1.6913, loss/: 1.6913, grad_norm: 3.0366, top1_acc//aux0: 0.7706, top5_acc//aux0: 0.9277, loss_cls//aux0: 0.8645, loss//aux0: 0.8645 2020-10-15 19:00:06,656 - mmaction - INFO - Epoch [6][180/396] lr: 7.500e-03, eta: 18:41:04, time: 0.646, data_time: 0.007, memory: 8335, top1_acc/: 0.5849, top5_acc/: 0.8188, loss_cls/: 1.6913, loss/: 1.6913, grad_norm: 3.0016, top1_acc//aux0: 0.7708, top5_acc//aux0: 0.9282, loss_cls//aux0: 0.8600, loss//aux0: 0.8600 2020-10-15 19:00:29,894 - mmaction - INFO - Epoch [6][200/396] lr: 7.500e-03, eta: 18:33:34, time: 0.592, data_time: 0.000, memory: 8335, top1_acc/: 0.6026, top5_acc/: 0.8250, loss_cls/: 1.6190, loss/: 1.6190, grad_norm: 3.0329, top1_acc//aux0: 0.7754, top5_acc//aux0: 0.9258, loss_cls//aux0: 0.8515, loss//aux0: 0.8515 2020-10-15 19:00:30,415 - mmaction - INFO - Epoch [6][200/396] lr: 7.500e-03, eta: 18:36:59, time: 0.597, data_time: 0.007, memory: 8335, top1_acc/: 0.6026, top5_acc/: 0.8250, loss_cls/: 1.6190, loss/: 1.6190, grad_norm: 3.0448, top1_acc//aux0: 0.7754, top5_acc//aux0: 0.9254, loss_cls//aux0: 0.8546, loss//aux0: 0.8546 2020-10-15 19:00:54,546 - mmaction - INFO - Epoch [6][220/396] lr: 7.500e-03, eta: 18:29:42, time: 0.611, data_time: 0.000, memory: 8335, top1_acc/: 0.5901, top5_acc/: 0.8174, loss_cls/: 1.6549, loss/: 1.6549, grad_norm: 2.9464, top1_acc//aux0: 0.7759, top5_acc//aux0: 0.9261, loss_cls//aux0: 0.8440, loss//aux0: 0.8440 2020-10-15 19:00:55,068 - mmaction - INFO - Epoch [6][220/396] lr: 7.500e-03, eta: 18:33:09, time: 0.610, data_time: 0.007, memory: 8335, top1_acc/: 0.5901, top5_acc/: 0.8174, loss_cls/: 1.6549, loss/: 1.6549, grad_norm: 2.9764, top1_acc//aux0: 0.7750, top5_acc//aux0: 0.9256, loss_cls//aux0: 0.8484, loss//aux0: 0.8484 2020-10-15 19:01:18,356 - mmaction - INFO - Epoch [6][240/396] lr: 7.500e-03, eta: 18:25:53, time: 0.598, data_time: 0.000, memory: 8335, top1_acc/: 0.5836, top5_acc/: 0.8141, loss_cls/: 1.6777, loss/: 1.6777, grad_norm: 3.2045, top1_acc//aux0: 0.7706, top5_acc//aux0: 0.9273, loss_cls//aux0: 0.8561, loss//aux0: 0.8561 2020-10-15 19:01:18,889 - mmaction - INFO - Epoch [6][240/396] lr: 7.500e-03, eta: 18:29:17, time: 0.604, data_time: 0.007, memory: 8335, top1_acc/: 0.5836, top5_acc/: 0.8141, loss_cls/: 1.6777, loss/: 1.6777, grad_norm: 3.1830, top1_acc//aux0: 0.7712, top5_acc//aux0: 0.9278, loss_cls//aux0: 0.8530, loss//aux0: 0.8530 2020-10-15 19:01:42,700 - mmaction - INFO - Epoch [6][260/396] lr: 7.500e-03, eta: 18:22:08, time: 0.602, data_time: 0.000, memory: 8335, top1_acc/: 0.5917, top5_acc/: 0.8247, loss_cls/: 1.6472, loss/: 1.6472, grad_norm: 3.0413, top1_acc//aux0: 0.7720, top5_acc//aux0: 0.9250, loss_cls//aux0: 0.8607, loss//aux0: 0.8607 2020-10-15 19:01:43,242 - mmaction - INFO - Epoch [6][260/396] lr: 7.500e-03, eta: 18:25:33, time: 0.614, data_time: 0.010, memory: 8335, top1_acc/: 0.5917, top5_acc/: 0.8247, loss_cls/: 1.6472, loss/: 1.6472, grad_norm: 3.0507, top1_acc//aux0: 0.7721, top5_acc//aux0: 0.9250, loss_cls//aux0: 0.8602, loss//aux0: 0.8602 2020-10-15 19:02:06,729 - mmaction - INFO - Epoch [6][280/396] lr: 7.500e-03, eta: 18:18:36, time: 0.620, data_time: 0.061, memory: 8335, top1_acc/: 0.5984, top5_acc/: 0.8297, loss_cls/: 1.5937, loss/: 1.5937, grad_norm: 3.0239, top1_acc//aux0: 0.7702, top5_acc//aux0: 0.9239, loss_cls//aux0: 0.8602, loss//aux0: 0.8602 2020-10-15 19:02:07,273 - mmaction - INFO - Epoch [6][280/396] lr: 7.500e-03, eta: 18:22:03, time: 0.628, data_time: 0.069, memory: 8335, top1_acc/: 0.5984, top5_acc/: 0.8297, loss_cls/: 1.5937, loss/: 1.5937, grad_norm: 3.0280, top1_acc//aux0: 0.7699, top5_acc//aux0: 0.9239, loss_cls//aux0: 0.8622, loss//aux0: 0.8622 2020-10-15 19:02:30,994 - mmaction - INFO - Epoch [6][300/396] lr: 7.500e-03, eta: 18:15:05, time: 0.599, data_time: 0.000, memory: 8335, top1_acc/: 0.5792, top5_acc/: 0.8190, loss_cls/: 1.6639, loss/: 1.6639, grad_norm: 3.0283, top1_acc//aux0: 0.7744, top5_acc//aux0: 0.9254, loss_cls//aux0: 0.8545, loss//aux0: 0.8545 2020-10-15 19:02:31,519 - mmaction - INFO - Epoch [6][300/396] lr: 7.500e-03, eta: 18:18:23, time: 0.606, data_time: 0.007, memory: 8335, top1_acc/: 0.5792, top5_acc/: 0.8190, loss_cls/: 1.6639, loss/: 1.6639, grad_norm: 3.0238, top1_acc//aux0: 0.7752, top5_acc//aux0: 0.9253, loss_cls//aux0: 0.8525, loss//aux0: 0.8525 2020-10-15 19:02:55,230 - mmaction - INFO - Epoch [6][320/396] lr: 7.500e-03, eta: 18:11:34, time: 0.613, data_time: 0.000, memory: 8335, top1_acc/: 0.5883, top5_acc/: 0.8167, loss_cls/: 1.6477, loss/: 1.6477, grad_norm: 3.0972, top1_acc//aux0: 0.7664, top5_acc//aux0: 0.9228, loss_cls//aux0: 0.8819, loss//aux0: 0.8819 2020-10-15 19:02:55,775 - mmaction - INFO - Epoch [6][320/396] lr: 7.500e-03, eta: 18:14:54, time: 0.618, data_time: 0.008, memory: 8335, top1_acc/: 0.5883, top5_acc/: 0.8167, loss_cls/: 1.6477, loss/: 1.6477, grad_norm: 3.0448, top1_acc//aux0: 0.7646, top5_acc//aux0: 0.9230, loss_cls//aux0: 0.8868, loss//aux0: 0.8868 2020-10-15 19:03:18,213 - mmaction - INFO - Epoch [6][340/396] lr: 7.500e-03, eta: 18:08:07, time: 0.604, data_time: 0.000, memory: 8335, top1_acc/: 0.5969, top5_acc/: 0.8229, loss_cls/: 1.6176, loss/: 1.6176, grad_norm: 3.0329, top1_acc//aux0: 0.7753, top5_acc//aux0: 0.9284, loss_cls//aux0: 0.8489, loss//aux0: 0.8489 2020-10-15 19:03:18,742 - mmaction - INFO - Epoch [6][340/396] lr: 7.500e-03, eta: 18:11:23, time: 0.610, data_time: 0.008, memory: 8335, top1_acc/: 0.5969, top5_acc/: 0.8229, loss_cls/: 1.6176, loss/: 1.6176, grad_norm: 3.0332, top1_acc//aux0: 0.7764, top5_acc//aux0: 0.9289, loss_cls//aux0: 0.8461, loss//aux0: 0.8461 2020-10-15 19:03:43,111 - mmaction - INFO - Epoch [6][360/396] lr: 7.500e-03, eta: 18:04:44, time: 0.615, data_time: 0.000, memory: 8335, top1_acc/: 0.5901, top5_acc/: 0.8276, loss_cls/: 1.6414, loss/: 1.6414, grad_norm: 2.9831, top1_acc//aux0: 0.7766, top5_acc//aux0: 0.9300, loss_cls//aux0: 0.8432, loss//aux0: 0.8432 2020-10-15 19:03:43,720 - mmaction - INFO - Epoch [6][360/396] lr: 7.500e-03, eta: 18:08:04, time: 0.626, data_time: 0.010, memory: 8335, top1_acc/: 0.5901, top5_acc/: 0.8276, loss_cls/: 1.6414, loss/: 1.6414, grad_norm: 2.9817, top1_acc//aux0: 0.7777, top5_acc//aux0: 0.9294, loss_cls//aux0: 0.8402, loss//aux0: 0.8402 2020-10-15 19:04:07,393 - mmaction - INFO - Epoch [6][380/396] lr: 7.500e-03, eta: 18:01:18, time: 0.578, data_time: 0.000, memory: 8335, top1_acc/: 0.5828, top5_acc/: 0.8193, loss_cls/: 1.6872, loss/: 1.6872, grad_norm: 3.0940, top1_acc//aux0: 0.7732, top5_acc//aux0: 0.9248, loss_cls//aux0: 0.8604, loss//aux0: 0.8604 2020-10-15 19:04:07,934 - mmaction - INFO - Epoch [6][380/396] lr: 7.500e-03, eta: 18:04:24, time: 0.590, data_time: 0.013, memory: 8335, top1_acc/: 0.5828, top5_acc/: 0.8193, loss_cls/: 1.6872, loss/: 1.6872, grad_norm: 3.0828, top1_acc//aux0: 0.7729, top5_acc//aux0: 0.9252, loss_cls//aux0: 0.8599, loss//aux0: 0.8599 2020-10-15 19:04:33,801 - mmaction - INFO - Saving checkpoint at 6 epochs 2020-10-15 19:08:10,282 - mmaction - INFO - Epoch [7][20/396] lr: 7.500e-03, eta: 17:49:45, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.6107, top5_acc/: 0.8333, loss_cls/: 1.5809, loss/: 1.5809, grad_norm: 3.0683, top1_acc//aux0: 0.7738, top5_acc//aux0: 0.9260, loss_cls//aux0: 0.8513, loss//aux0: 0.8513 2020-10-15 19:08:10,748 - mmaction - INFO - Epoch [7][20/396] lr: 7.500e-03, eta: 17:52:26, time: 0.520, data_time: 0.005, memory: 8335, top1_acc/: 0.6107, top5_acc/: 0.8333, loss_cls/: 1.5809, loss/: 1.5809, grad_norm: 3.0707, top1_acc//aux0: 0.7742, top5_acc//aux0: 0.9266, loss_cls//aux0: 0.8498, loss//aux0: 0.8498 2020-10-15 19:08:31,953 - mmaction - INFO - Epoch [7][40/396] lr: 7.500e-03, eta: 17:45:56, time: 0.574, data_time: 0.000, memory: 8335, top1_acc/: 0.6034, top5_acc/: 0.8289, loss_cls/: 1.5977, loss/: 1.5977, grad_norm: 3.0712, top1_acc//aux0: 0.7753, top5_acc//aux0: 0.9276, loss_cls//aux0: 0.8487, loss//aux0: 0.8487 2020-10-15 19:08:32,413 - mmaction - INFO - Epoch [7][40/396] lr: 7.500e-03, eta: 17:48:53, time: 0.576, data_time: 0.004, memory: 8335, top1_acc/: 0.6034, top5_acc/: 0.8289, loss_cls/: 1.5977, loss/: 1.5977, grad_norm: 3.0566, top1_acc//aux0: 0.7745, top5_acc//aux0: 0.9270, loss_cls//aux0: 0.8512, loss//aux0: 0.8512 2020-10-15 19:08:55,386 - mmaction - INFO - Epoch [7][60/396] lr: 7.500e-03, eta: 17:42:45, time: 0.631, data_time: 0.000, memory: 8335, top1_acc/: 0.6026, top5_acc/: 0.8289, loss_cls/: 1.6068, loss/: 1.6068, grad_norm: 3.1083, top1_acc//aux0: 0.7736, top5_acc//aux0: 0.9264, loss_cls//aux0: 0.8517, loss//aux0: 0.8517 2020-10-15 19:08:55,892 - mmaction - INFO - Epoch [7][60/396] lr: 7.500e-03, eta: 17:45:59, time: 0.636, data_time: 0.006, memory: 8335, top1_acc/: 0.6026, top5_acc/: 0.8289, loss_cls/: 1.6068, loss/: 1.6068, grad_norm: 3.1079, top1_acc//aux0: 0.7744, top5_acc//aux0: 0.9263, loss_cls//aux0: 0.8511, loss//aux0: 0.8511 2020-10-15 19:09:17,230 - mmaction - INFO - Epoch [7][80/396] lr: 7.500e-03, eta: 17:39:26, time: 0.534, data_time: 0.000, memory: 8335, top1_acc/: 0.6177, top5_acc/: 0.8367, loss_cls/: 1.5554, loss/: 1.5554, grad_norm: 2.9999, top1_acc//aux0: 0.7753, top5_acc//aux0: 0.9264, loss_cls//aux0: 0.8487, loss//aux0: 0.8487 2020-10-15 19:09:17,692 - mmaction - INFO - Epoch [7][80/396] lr: 7.500e-03, eta: 17:42:07, time: 0.535, data_time: 0.003, memory: 8335, top1_acc/: 0.6177, top5_acc/: 0.8367, loss_cls/: 1.5554, loss/: 1.5554, grad_norm: 3.0013, top1_acc//aux0: 0.7749, top5_acc//aux0: 0.9271, loss_cls//aux0: 0.8474, loss//aux0: 0.8474 2020-10-15 19:09:40,799 - mmaction - INFO - Epoch [7][100/396] lr: 7.500e-03, eta: 17:36:05, time: 0.620, data_time: 0.000, memory: 8335, top1_acc/: 0.5961, top5_acc/: 0.8310, loss_cls/: 1.5939, loss/: 1.5939, grad_norm: 2.9654, top1_acc//aux0: 0.7788, top5_acc//aux0: 0.9274, loss_cls//aux0: 0.8335, loss//aux0: 0.8335 2020-10-15 19:09:41,235 - mmaction - INFO - Epoch [7][100/396] lr: 7.500e-03, eta: 17:39:11, time: 0.622, data_time: 0.002, memory: 8335, top1_acc/: 0.5961, top5_acc/: 0.8310, loss_cls/: 1.5939, loss/: 1.5939, grad_norm: 2.9673, top1_acc//aux0: 0.7781, top5_acc//aux0: 0.9269, loss_cls//aux0: 0.8343, loss//aux0: 0.8343 2020-10-15 19:10:04,216 - mmaction - INFO - Epoch [7][120/396] lr: 7.500e-03, eta: 17:32:54, time: 0.558, data_time: 0.000, memory: 8335, top1_acc/: 0.6026, top5_acc/: 0.8362, loss_cls/: 1.6060, loss/: 1.6060, grad_norm: 3.0416, top1_acc//aux0: 0.7798, top5_acc//aux0: 0.9290, loss_cls//aux0: 0.8281, loss//aux0: 0.8281 2020-10-15 19:10:04,647 - mmaction - INFO - Epoch [7][120/396] lr: 7.500e-03, eta: 17:35:40, time: 0.559, data_time: 0.002, memory: 8335, top1_acc/: 0.6026, top5_acc/: 0.8362, loss_cls/: 1.6060, loss/: 1.6060, grad_norm: 3.0373, top1_acc//aux0: 0.7814, top5_acc//aux0: 0.9292, loss_cls//aux0: 0.8254, loss//aux0: 0.8254 2020-10-15 19:10:26,506 - mmaction - INFO - Epoch [7][140/396] lr: 7.500e-03, eta: 17:29:21, time: 0.536, data_time: 0.000, memory: 8335, top1_acc/: 0.6065, top5_acc/: 0.8294, loss_cls/: 1.5773, loss/: 1.5773, grad_norm: 3.0804, top1_acc//aux0: 0.7758, top5_acc//aux0: 0.9264, loss_cls//aux0: 0.8445, loss//aux0: 0.8445 2020-10-15 19:10:26,976 - mmaction - INFO - Epoch [7][140/396] lr: 7.500e-03, eta: 17:32:00, time: 0.540, data_time: 0.005, memory: 8335, top1_acc/: 0.6065, top5_acc/: 0.8294, loss_cls/: 1.5773, loss/: 1.5773, grad_norm: 3.0771, top1_acc//aux0: 0.7751, top5_acc//aux0: 0.9261, loss_cls//aux0: 0.8477, loss//aux0: 0.8477 2020-10-15 19:10:49,282 - mmaction - INFO - Epoch [7][160/396] lr: 7.500e-03, eta: 17:25:58, time: 0.583, data_time: 0.000, memory: 8335, top1_acc/: 0.6036, top5_acc/: 0.8372, loss_cls/: 1.5532, loss/: 1.5532, grad_norm: 3.0558, top1_acc//aux0: 0.7793, top5_acc//aux0: 0.9288, loss_cls//aux0: 0.8329, loss//aux0: 0.8329 2020-10-15 19:10:49,816 - mmaction - INFO - Epoch [7][160/396] lr: 7.500e-03, eta: 17:28:51, time: 0.589, data_time: 0.006, memory: 8335, top1_acc/: 0.6036, top5_acc/: 0.8372, loss_cls/: 1.5532, loss/: 1.5532, grad_norm: 3.0636, top1_acc//aux0: 0.7798, top5_acc//aux0: 0.9292, loss_cls//aux0: 0.8296, loss//aux0: 0.8296 2020-10-15 19:11:12,765 - mmaction - INFO - Epoch [7][180/396] lr: 7.500e-03, eta: 17:23:00, time: 0.604, data_time: 0.000, memory: 8335, top1_acc/: 0.6018, top5_acc/: 0.8292, loss_cls/: 1.6001, loss/: 1.6001, grad_norm: 3.0786, top1_acc//aux0: 0.7763, top5_acc//aux0: 0.9245, loss_cls//aux0: 0.8513, loss//aux0: 0.8513 2020-10-15 19:11:13,246 - mmaction - INFO - Epoch [7][180/396] lr: 7.500e-03, eta: 17:25:55, time: 0.607, data_time: 0.005, memory: 8335, top1_acc/: 0.6018, top5_acc/: 0.8292, loss_cls/: 1.6001, loss/: 1.6001, grad_norm: 3.0897, top1_acc//aux0: 0.7752, top5_acc//aux0: 0.9240, loss_cls//aux0: 0.8548, loss//aux0: 0.8548 2020-10-15 19:11:35,437 - mmaction - INFO - Epoch [7][200/396] lr: 7.500e-03, eta: 17:19:55, time: 0.559, data_time: 0.000, memory: 8335, top1_acc/: 0.6117, top5_acc/: 0.8299, loss_cls/: 1.5705, loss/: 1.5705, grad_norm: 3.0981, top1_acc//aux0: 0.7721, top5_acc//aux0: 0.9263, loss_cls//aux0: 0.8620, loss//aux0: 0.8620 2020-10-15 19:11:35,895 - mmaction - INFO - Epoch [7][200/396] lr: 7.500e-03, eta: 17:22:37, time: 0.562, data_time: 0.004, memory: 8335, top1_acc/: 0.6117, top5_acc/: 0.8299, loss_cls/: 1.5705, loss/: 1.5705, grad_norm: 3.0744, top1_acc//aux0: 0.7749, top5_acc//aux0: 0.9271, loss_cls//aux0: 0.8531, loss//aux0: 0.8531 2020-10-15 19:11:58,991 - mmaction - INFO - Epoch [7][220/396] lr: 7.500e-03, eta: 17:16:49, time: 0.590, data_time: 0.000, memory: 8335, top1_acc/: 0.5914, top5_acc/: 0.8156, loss_cls/: 1.6481, loss/: 1.6481, grad_norm: 3.0680, top1_acc//aux0: 0.7785, top5_acc//aux0: 0.9241, loss_cls//aux0: 0.8471, loss//aux0: 0.8471 2020-10-15 19:11:59,445 - mmaction - INFO - Epoch [7][220/396] lr: 7.500e-03, eta: 17:19:39, time: 0.595, data_time: 0.005, memory: 8335, top1_acc/: 0.5914, top5_acc/: 0.8156, loss_cls/: 1.6481, loss/: 1.6481, grad_norm: 3.0799, top1_acc//aux0: 0.7763, top5_acc//aux0: 0.9232, loss_cls//aux0: 0.8573, loss//aux0: 0.8573 2020-10-15 19:12:22,131 - mmaction - INFO - Epoch [7][240/396] lr: 7.500e-03, eta: 17:13:51, time: 0.576, data_time: 0.000, memory: 8335, top1_acc/: 0.6148, top5_acc/: 0.8367, loss_cls/: 1.5656, loss/: 1.5656, grad_norm: 3.4042, top1_acc//aux0: 0.7720, top5_acc//aux0: 0.9253, loss_cls//aux0: 0.8587, loss//aux0: 0.8587 2020-10-15 19:12:22,582 - mmaction - INFO - Epoch [7][240/396] lr: 7.500e-03, eta: 17:16:34, time: 0.576, data_time: 0.004, memory: 8335, top1_acc/: 0.6148, top5_acc/: 0.8367, loss_cls/: 1.5656, loss/: 1.5656, grad_norm: 3.2408, top1_acc//aux0: 0.7718, top5_acc//aux0: 0.9253, loss_cls//aux0: 0.8553, loss//aux0: 0.8553 2020-10-15 19:12:44,812 - mmaction - INFO - Epoch [7][260/396] lr: 7.500e-03, eta: 17:10:49, time: 0.569, data_time: 0.000, memory: 8335, top1_acc/: 0.6089, top5_acc/: 0.8346, loss_cls/: 1.5964, loss/: 1.5964, grad_norm: 3.0336, top1_acc//aux0: 0.7753, top5_acc//aux0: 0.9259, loss_cls//aux0: 0.8386, loss//aux0: 0.8386 2020-10-15 19:12:45,276 - mmaction - INFO - Epoch [7][260/396] lr: 7.500e-03, eta: 17:13:29, time: 0.571, data_time: 0.004, memory: 8335, top1_acc/: 0.6089, top5_acc/: 0.8346, loss_cls/: 1.5964, loss/: 1.5964, grad_norm: 3.0374, top1_acc//aux0: 0.7750, top5_acc//aux0: 0.9262, loss_cls//aux0: 0.8432, loss//aux0: 0.8432 2020-10-15 19:13:07,678 - mmaction - INFO - Epoch [7][280/396] lr: 7.500e-03, eta: 17:08:00, time: 0.615, data_time: 0.000, memory: 8335, top1_acc/: 0.5948, top5_acc/: 0.8273, loss_cls/: 1.6224, loss/: 1.6224, grad_norm: 3.0863, top1_acc//aux0: 0.7805, top5_acc//aux0: 0.9294, loss_cls//aux0: 0.8313, loss//aux0: 0.8313 2020-10-15 19:13:08,126 - mmaction - INFO - Epoch [7][280/396] lr: 7.500e-03, eta: 17:10:52, time: 0.618, data_time: 0.003, memory: 8335, top1_acc/: 0.5948, top5_acc/: 0.8273, loss_cls/: 1.6224, loss/: 1.6224, grad_norm: 3.0911, top1_acc//aux0: 0.7805, top5_acc//aux0: 0.9292, loss_cls//aux0: 0.8292, loss//aux0: 0.8292 2020-10-15 19:13:29,720 - mmaction - INFO - Epoch [7][300/396] lr: 7.500e-03, eta: 17:05:03, time: 0.532, data_time: 0.000, memory: 8335, top1_acc/: 0.6005, top5_acc/: 0.8315, loss_cls/: 1.5650, loss/: 1.5650, grad_norm: 3.0089, top1_acc//aux0: 0.7757, top5_acc//aux0: 0.9258, loss_cls//aux0: 0.8548, loss//aux0: 0.8548 2020-10-15 19:13:30,240 - mmaction - INFO - Epoch [7][300/396] lr: 7.500e-03, eta: 17:07:31, time: 0.538, data_time: 0.005, memory: 8335, top1_acc/: 0.6005, top5_acc/: 0.8315, loss_cls/: 1.5650, loss/: 1.5650, grad_norm: 2.9947, top1_acc//aux0: 0.7766, top5_acc//aux0: 0.9251, loss_cls//aux0: 0.8533, loss//aux0: 0.8533 2020-10-15 19:13:53,837 - mmaction - INFO - Epoch [7][320/396] lr: 7.500e-03, eta: 17:02:02, time: 0.588, data_time: 0.000, memory: 8335, top1_acc/: 0.6062, top5_acc/: 0.8203, loss_cls/: 1.5938, loss/: 1.5938, grad_norm: 2.9663, top1_acc//aux0: 0.7780, top5_acc//aux0: 0.9255, loss_cls//aux0: 0.8493, loss//aux0: 0.8493 2020-10-15 19:13:54,296 - mmaction - INFO - Epoch [7][320/396] lr: 7.500e-03, eta: 17:04:44, time: 0.591, data_time: 0.005, memory: 8335, top1_acc/: 0.6062, top5_acc/: 0.8203, loss_cls/: 1.5938, loss/: 1.5938, grad_norm: 2.9562, top1_acc//aux0: 0.7785, top5_acc//aux0: 0.9263, loss_cls//aux0: 0.8456, loss//aux0: 0.8456 2020-10-15 19:14:15,101 - mmaction - INFO - Epoch [7][340/396] lr: 7.500e-03, eta: 16:59:08, time: 0.553, data_time: 0.000, memory: 8335, top1_acc/: 0.6023, top5_acc/: 0.8242, loss_cls/: 1.6320, loss/: 1.6320, grad_norm: 2.9687, top1_acc//aux0: 0.7856, top5_acc//aux0: 0.9283, loss_cls//aux0: 0.8238, loss//aux0: 0.8238 2020-10-15 19:14:15,535 - mmaction - INFO - Epoch [7][340/396] lr: 7.500e-03, eta: 17:01:39, time: 0.554, data_time: 0.004, memory: 8335, top1_acc/: 0.6023, top5_acc/: 0.8242, loss_cls/: 1.6320, loss/: 1.6320, grad_norm: 2.9715, top1_acc//aux0: 0.7850, top5_acc//aux0: 0.9278, loss_cls//aux0: 0.8277, loss//aux0: 0.8277 2020-10-15 19:14:38,482 - mmaction - INFO - Epoch [7][360/396] lr: 7.500e-03, eta: 16:56:12, time: 0.571, data_time: 0.000, memory: 8335, top1_acc/: 0.5826, top5_acc/: 0.8201, loss_cls/: 1.6382, loss/: 1.6382, grad_norm: 3.0054, top1_acc//aux0: 0.7813, top5_acc//aux0: 0.9286, loss_cls//aux0: 0.8255, loss//aux0: 0.8255 2020-10-15 19:14:38,976 - mmaction - INFO - Epoch [7][360/396] lr: 7.500e-03, eta: 16:58:47, time: 0.576, data_time: 0.004, memory: 8335, top1_acc/: 0.5826, top5_acc/: 0.8201, loss_cls/: 1.6382, loss/: 1.6382, grad_norm: 3.0090, top1_acc//aux0: 0.7810, top5_acc//aux0: 0.9291, loss_cls//aux0: 0.8242, loss//aux0: 0.8242 2020-10-15 19:15:02,045 - mmaction - INFO - Epoch [7][380/396] lr: 7.500e-03, eta: 16:53:32, time: 0.605, data_time: 0.000, memory: 8335, top1_acc/: 0.5922, top5_acc/: 0.8284, loss_cls/: 1.6221, loss/: 1.6221, grad_norm: 2.9880, top1_acc//aux0: 0.7801, top5_acc//aux0: 0.9252, loss_cls//aux0: 0.8401, loss//aux0: 0.8401 2020-10-15 19:15:02,474 - mmaction - INFO - Epoch [7][380/396] lr: 7.500e-03, eta: 16:56:14, time: 0.606, data_time: 0.003, memory: 8335, top1_acc/: 0.5922, top5_acc/: 0.8284, loss_cls/: 1.6221, loss/: 1.6221, grad_norm: 3.0048, top1_acc//aux0: 0.7796, top5_acc//aux0: 0.9249, loss_cls//aux0: 0.8417, loss//aux0: 0.8417 2020-10-15 19:15:27,599 - mmaction - INFO - Saving checkpoint at 7 epochs 2020-10-15 19:18:39,554 - mmaction - INFO - Epoch [8][20/396] lr: 7.500e-03, eta: 16:44:25, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.6214, top5_acc/: 0.8388, loss_cls/: 1.5376, loss/: 1.5376, grad_norm: 2.9897, top1_acc//aux0: 0.7891, top5_acc//aux0: 0.9314, loss_cls//aux0: 0.7991, loss//aux0: 0.7991 2020-10-15 19:18:40,045 - mmaction - INFO - Epoch [8][20/396] lr: 7.500e-03, eta: 16:46:42, time: 0.521, data_time: 0.007, memory: 8335, top1_acc/: 0.6214, top5_acc/: 0.8388, loss_cls/: 1.5376, loss/: 1.5376, grad_norm: 2.9921, top1_acc//aux0: 0.7892, top5_acc//aux0: 0.9314, loss_cls//aux0: 0.7972, loss//aux0: 0.7972 2020-10-15 19:19:00,359 - mmaction - INFO - Epoch [8][40/396] lr: 7.500e-03, eta: 16:41:20, time: 0.532, data_time: 0.000, memory: 8335, top1_acc/: 0.6135, top5_acc/: 0.8370, loss_cls/: 1.5537, loss/: 1.5537, grad_norm: 3.0259, top1_acc//aux0: 0.7833, top5_acc//aux0: 0.9306, loss_cls//aux0: 0.8081, loss//aux0: 0.8081 2020-10-15 19:19:00,843 - mmaction - INFO - Epoch [8][40/396] lr: 7.500e-03, eta: 16:43:40, time: 0.536, data_time: 0.004, memory: 8335, top1_acc/: 0.6135, top5_acc/: 0.8370, loss_cls/: 1.5537, loss/: 1.5537, grad_norm: 3.0389, top1_acc//aux0: 0.7827, top5_acc//aux0: 0.9310, loss_cls//aux0: 0.8112, loss//aux0: 0.8112 2020-10-15 19:19:22,390 - mmaction - INFO - Epoch [8][60/396] lr: 7.500e-03, eta: 16:38:27, time: 0.559, data_time: 0.000, memory: 8335, top1_acc/: 0.6211, top5_acc/: 0.8409, loss_cls/: 1.5427, loss/: 1.5427, grad_norm: 3.0491, top1_acc//aux0: 0.7818, top5_acc//aux0: 0.9302, loss_cls//aux0: 0.8237, loss//aux0: 0.8237 2020-10-15 19:19:22,897 - mmaction - INFO - Epoch [8][60/396] lr: 7.500e-03, eta: 16:40:54, time: 0.565, data_time: 0.007, memory: 8335, top1_acc/: 0.6211, top5_acc/: 0.8409, loss_cls/: 1.5427, loss/: 1.5427, grad_norm: 3.0309, top1_acc//aux0: 0.7826, top5_acc//aux0: 0.9301, loss_cls//aux0: 0.8215, loss//aux0: 0.8215 2020-10-15 19:19:43,762 - mmaction - INFO - Epoch [8][80/396] lr: 7.500e-03, eta: 16:35:37, time: 0.532, data_time: 0.000, memory: 8335, top1_acc/: 0.6172, top5_acc/: 0.8307, loss_cls/: 1.5758, loss/: 1.5758, grad_norm: 3.0344, top1_acc//aux0: 0.7886, top5_acc//aux0: 0.9303, loss_cls//aux0: 0.8052, loss//aux0: 0.8052 2020-10-15 19:19:44,238 - mmaction - INFO - Epoch [8][80/396] lr: 7.500e-03, eta: 16:37:55, time: 0.534, data_time: 0.003, memory: 8335, top1_acc/: 0.6172, top5_acc/: 0.8307, loss_cls/: 1.5758, loss/: 1.5758, grad_norm: 3.0179, top1_acc//aux0: 0.7884, top5_acc//aux0: 0.9299, loss_cls//aux0: 0.8060, loss//aux0: 0.8060 2020-10-15 19:20:06,005 - mmaction - INFO - Epoch [8][100/396] lr: 7.500e-03, eta: 16:32:46, time: 0.550, data_time: 0.000, memory: 8335, top1_acc/: 0.6169, top5_acc/: 0.8458, loss_cls/: 1.4997, loss/: 1.4997, grad_norm: 3.1227, top1_acc//aux0: 0.7822, top5_acc//aux0: 0.9251, loss_cls//aux0: 0.8353, loss//aux0: 0.8353 2020-10-15 19:20:06,450 - mmaction - INFO - Epoch [8][100/396] lr: 7.500e-03, eta: 16:35:07, time: 0.551, data_time: 0.002, memory: 8335, top1_acc/: 0.6169, top5_acc/: 0.8458, loss_cls/: 1.4997, loss/: 1.4997, grad_norm: 3.1380, top1_acc//aux0: 0.7813, top5_acc//aux0: 0.9244, loss_cls//aux0: 0.8386, loss//aux0: 0.8386 2020-10-15 19:20:26,990 - mmaction - INFO - Epoch [8][120/396] lr: 7.500e-03, eta: 16:29:57, time: 0.533, data_time: 0.000, memory: 8335, top1_acc/: 0.6010, top5_acc/: 0.8341, loss_cls/: 1.5714, loss/: 1.5714, grad_norm: 3.0692, top1_acc//aux0: 0.7851, top5_acc//aux0: 0.9297, loss_cls//aux0: 0.8159, loss//aux0: 0.8159 2020-10-15 19:20:27,432 - mmaction - INFO - Epoch [8][120/396] lr: 7.500e-03, eta: 16:32:13, time: 0.535, data_time: 0.003, memory: 8335, top1_acc/: 0.6010, top5_acc/: 0.8341, loss_cls/: 1.5714, loss/: 1.5714, grad_norm: 3.0626, top1_acc//aux0: 0.7859, top5_acc//aux0: 0.9311, loss_cls//aux0: 0.8119, loss//aux0: 0.8119 2020-10-15 19:20:48,355 - mmaction - INFO - Epoch [8][140/396] lr: 7.500e-03, eta: 16:27:04, time: 0.523, data_time: 0.000, memory: 8335, top1_acc/: 0.6159, top5_acc/: 0.8357, loss_cls/: 1.5175, loss/: 1.5175, grad_norm: 3.0007, top1_acc//aux0: 0.7858, top5_acc//aux0: 0.9300, loss_cls//aux0: 0.8157, loss//aux0: 0.8157 2020-10-15 19:20:48,866 - mmaction - INFO - Epoch [8][140/396] lr: 7.500e-03, eta: 16:29:16, time: 0.527, data_time: 0.006, memory: 8335, top1_acc/: 0.6159, top5_acc/: 0.8357, loss_cls/: 1.5175, loss/: 1.5175, grad_norm: 3.0159, top1_acc//aux0: 0.7860, top5_acc//aux0: 0.9294, loss_cls//aux0: 0.8166, loss//aux0: 0.8166 2020-10-15 19:21:10,877 - mmaction - INFO - Epoch [8][160/396] lr: 7.500e-03, eta: 16:24:24, time: 0.579, data_time: 0.000, memory: 8335, top1_acc/: 0.6216, top5_acc/: 0.8458, loss_cls/: 1.5002, loss/: 1.5002, grad_norm: 3.0957, top1_acc//aux0: 0.7853, top5_acc//aux0: 0.9304, loss_cls//aux0: 0.8133, loss//aux0: 0.8133 2020-10-15 19:21:11,333 - mmaction - INFO - Epoch [8][160/396] lr: 7.500e-03, eta: 16:26:48, time: 0.576, data_time: 0.003, memory: 8335, top1_acc/: 0.6216, top5_acc/: 0.8458, loss_cls/: 1.5002, loss/: 1.5002, grad_norm: 3.0867, top1_acc//aux0: 0.7842, top5_acc//aux0: 0.9297, loss_cls//aux0: 0.8165, loss//aux0: 0.8165 2020-10-15 19:21:32,487 - mmaction - INFO - Epoch [8][180/396] lr: 7.500e-03, eta: 16:21:51, time: 0.548, data_time: 0.000, memory: 8335, top1_acc/: 0.6089, top5_acc/: 0.8359, loss_cls/: 1.5649, loss/: 1.5649, grad_norm: 3.0418, top1_acc//aux0: 0.7817, top5_acc//aux0: 0.9323, loss_cls//aux0: 0.8128, loss//aux0: 0.8128 2020-10-15 19:21:32,988 - mmaction - INFO - Epoch [8][180/396] lr: 7.500e-03, eta: 16:24:09, time: 0.553, data_time: 0.006, memory: 8335, top1_acc/: 0.6089, top5_acc/: 0.8359, loss_cls/: 1.5649, loss/: 1.5649, grad_norm: 3.0654, top1_acc//aux0: 0.7822, top5_acc//aux0: 0.9333, loss_cls//aux0: 0.8100, loss//aux0: 0.8100 2020-10-15 19:21:53,714 - mmaction - INFO - Epoch [8][200/396] lr: 7.500e-03, eta: 16:19:15, time: 0.550, data_time: 0.000, memory: 8335, top1_acc/: 0.6182, top5_acc/: 0.8471, loss_cls/: 1.5188, loss/: 1.5188, grad_norm: 3.0387, top1_acc//aux0: 0.7826, top5_acc//aux0: 0.9290, loss_cls//aux0: 0.8197, loss//aux0: 0.8197 2020-10-15 19:21:54,174 - mmaction - INFO - Epoch [8][200/396] lr: 7.500e-03, eta: 16:21:31, time: 0.552, data_time: 0.003, memory: 8335, top1_acc/: 0.6182, top5_acc/: 0.8471, loss_cls/: 1.5188, loss/: 1.5188, grad_norm: 3.0470, top1_acc//aux0: 0.7830, top5_acc//aux0: 0.9291, loss_cls//aux0: 0.8189, loss//aux0: 0.8189 2020-10-15 19:22:15,792 - mmaction - INFO - Epoch [8][220/396] lr: 7.500e-03, eta: 16:16:31, time: 0.514, data_time: 0.001, memory: 8335, top1_acc/: 0.6195, top5_acc/: 0.8344, loss_cls/: 1.5475, loss/: 1.5475, grad_norm: 3.0854, top1_acc//aux0: 0.7807, top5_acc//aux0: 0.9299, loss_cls//aux0: 0.8231, loss//aux0: 0.8231 2020-10-15 19:22:16,257 - mmaction - INFO - Epoch [8][220/396] lr: 7.500e-03, eta: 16:18:37, time: 0.516, data_time: 0.005, memory: 8335, top1_acc/: 0.6195, top5_acc/: 0.8344, loss_cls/: 1.5475, loss/: 1.5475, grad_norm: 3.0963, top1_acc//aux0: 0.7805, top5_acc//aux0: 0.9296, loss_cls//aux0: 0.8230, loss//aux0: 0.8230 2020-10-15 19:22:37,407 - mmaction - INFO - Epoch [8][240/396] lr: 7.500e-03, eta: 16:13:54, time: 0.568, data_time: 0.000, memory: 8335, top1_acc/: 0.6167, top5_acc/: 0.8437, loss_cls/: 1.5319, loss/: 1.5319, grad_norm: 3.0228, top1_acc//aux0: 0.7840, top5_acc//aux0: 0.9308, loss_cls//aux0: 0.8172, loss//aux0: 0.8172 2020-10-15 19:22:37,841 - mmaction - INFO - Epoch [8][240/396] lr: 7.500e-03, eta: 16:16:12, time: 0.569, data_time: 0.003, memory: 8335, top1_acc/: 0.6167, top5_acc/: 0.8437, loss_cls/: 1.5319, loss/: 1.5319, grad_norm: 3.0126, top1_acc//aux0: 0.7840, top5_acc//aux0: 0.9305, loss_cls//aux0: 0.8185, loss//aux0: 0.8185 2020-10-15 19:22:58,757 - mmaction - INFO - Epoch [8][260/396] lr: 7.500e-03, eta: 16:11:29, time: 0.560, data_time: 0.000, memory: 8335, top1_acc/: 0.6198, top5_acc/: 0.8346, loss_cls/: 1.5239, loss/: 1.5239, grad_norm: 3.0919, top1_acc//aux0: 0.7828, top5_acc//aux0: 0.9281, loss_cls//aux0: 0.8264, loss//aux0: 0.8264 2020-10-15 19:22:59,214 - mmaction - INFO - Epoch [8][260/396] lr: 7.500e-03, eta: 16:13:45, time: 0.564, data_time: 0.004, memory: 8335, top1_acc/: 0.6198, top5_acc/: 0.8346, loss_cls/: 1.5239, loss/: 1.5239, grad_norm: 3.1149, top1_acc//aux0: 0.7825, top5_acc//aux0: 0.9273, loss_cls//aux0: 0.8307, loss//aux0: 0.8307 2020-10-15 19:23:19,634 - mmaction - INFO - Epoch [8][280/396] lr: 7.500e-03, eta: 16:08:55, time: 0.518, data_time: 0.000, memory: 8335, top1_acc/: 0.6195, top5_acc/: 0.8409, loss_cls/: 1.5411, loss/: 1.5411, grad_norm: 3.0899, top1_acc//aux0: 0.7792, top5_acc//aux0: 0.9258, loss_cls//aux0: 0.8382, loss//aux0: 0.8382 2020-10-15 19:23:20,186 - mmaction - INFO - Epoch [8][280/396] lr: 7.500e-03, eta: 16:11:00, time: 0.524, data_time: 0.002, memory: 8335, top1_acc/: 0.6195, top5_acc/: 0.8409, loss_cls/: 1.5411, loss/: 1.5411, grad_norm: 3.0936, top1_acc//aux0: 0.7794, top5_acc//aux0: 0.9262, loss_cls//aux0: 0.8366, loss//aux0: 0.8366 2020-10-15 19:23:41,881 - mmaction - INFO - Epoch [8][300/396] lr: 7.500e-03, eta: 16:06:24, time: 0.566, data_time: 0.000, memory: 8335, top1_acc/: 0.6036, top5_acc/: 0.8339, loss_cls/: 1.5678, loss/: 1.5678, grad_norm: 2.9906, top1_acc//aux0: 0.7786, top5_acc//aux0: 0.9262, loss_cls//aux0: 0.8341, loss//aux0: 0.8341 2020-10-15 19:23:42,349 - mmaction - INFO - Epoch [8][300/396] lr: 7.500e-03, eta: 16:08:39, time: 0.568, data_time: 0.004, memory: 8335, top1_acc/: 0.6036, top5_acc/: 0.8339, loss_cls/: 1.5678, loss/: 1.5678, grad_norm: 2.9894, top1_acc//aux0: 0.7785, top5_acc//aux0: 0.9268, loss_cls//aux0: 0.8310, loss//aux0: 0.8310 2020-10-15 19:24:03,683 - mmaction - INFO - Epoch [8][320/396] lr: 7.500e-03, eta: 16:03:59, time: 0.540, data_time: 0.000, memory: 8335, top1_acc/: 0.6120, top5_acc/: 0.8354, loss_cls/: 1.5544, loss/: 1.5544, grad_norm: 3.0403, top1_acc//aux0: 0.7858, top5_acc//aux0: 0.9309, loss_cls//aux0: 0.8062, loss//aux0: 0.8062 2020-10-15 19:24:04,314 - mmaction - INFO - Epoch [8][320/396] lr: 7.500e-03, eta: 16:06:09, time: 0.550, data_time: 0.006, memory: 8335, top1_acc/: 0.6120, top5_acc/: 0.8354, loss_cls/: 1.5544, loss/: 1.5544, grad_norm: 3.0395, top1_acc//aux0: 0.7856, top5_acc//aux0: 0.9313, loss_cls//aux0: 0.8065, loss//aux0: 0.8065 2020-10-15 19:24:25,051 - mmaction - INFO - Epoch [8][340/396] lr: 7.500e-03, eta: 16:01:34, time: 0.551, data_time: 0.000, memory: 8335, top1_acc/: 0.6169, top5_acc/: 0.8448, loss_cls/: 1.5486, loss/: 1.5486, grad_norm: 3.0740, top1_acc//aux0: 0.7818, top5_acc//aux0: 0.9306, loss_cls//aux0: 0.8117, loss//aux0: 0.8117 2020-10-15 19:24:25,565 - mmaction - INFO - Epoch [8][340/396] lr: 7.500e-03, eta: 16:03:45, time: 0.558, data_time: 0.006, memory: 8335, top1_acc/: 0.6169, top5_acc/: 0.8448, loss_cls/: 1.5486, loss/: 1.5486, grad_norm: 3.0655, top1_acc//aux0: 0.7812, top5_acc//aux0: 0.9299, loss_cls//aux0: 0.8129, loss//aux0: 0.8129 2020-10-15 19:24:46,862 - mmaction - INFO - Epoch [8][360/396] lr: 7.500e-03, eta: 15:59:15, time: 0.564, data_time: 0.000, memory: 8335, top1_acc/: 0.6266, top5_acc/: 0.8385, loss_cls/: 1.5169, loss/: 1.5169, grad_norm: 3.0817, top1_acc//aux0: 0.7797, top5_acc//aux0: 0.9300, loss_cls//aux0: 0.8207, loss//aux0: 0.8207 2020-10-15 19:24:47,309 - mmaction - INFO - Epoch [8][360/396] lr: 7.500e-03, eta: 16:01:24, time: 0.556, data_time: 0.004, memory: 8335, top1_acc/: 0.6266, top5_acc/: 0.8385, loss_cls/: 1.5169, loss/: 1.5169, grad_norm: 3.0557, top1_acc//aux0: 0.7808, top5_acc//aux0: 0.9309, loss_cls//aux0: 0.8163, loss//aux0: 0.8163 2020-10-15 19:25:09,325 - mmaction - INFO - Epoch [8][380/396] lr: 7.500e-03, eta: 15:56:47, time: 0.517, data_time: 0.000, memory: 8335, top1_acc/: 0.6044, top5_acc/: 0.8305, loss_cls/: 1.6042, loss/: 1.6042, grad_norm: 2.9656, top1_acc//aux0: 0.7905, top5_acc//aux0: 0.9316, loss_cls//aux0: 0.8011, loss//aux0: 0.8011 2020-10-15 19:25:09,782 - mmaction - INFO - Epoch [8][380/396] lr: 7.500e-03, eta: 15:58:46, time: 0.518, data_time: 0.003, memory: 8335, top1_acc/: 0.6044, top5_acc/: 0.8305, loss_cls/: 1.6042, loss/: 1.6042, grad_norm: 2.9761, top1_acc//aux0: 0.7897, top5_acc//aux0: 0.9307, loss_cls//aux0: 0.8070, loss//aux0: 0.8070 2020-10-15 19:25:31,532 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-10-15 19:28:33,112 - mmaction - INFO - Epoch [9][20/396] lr: 7.500e-03, eta: 15:48:58, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.6164, top5_acc/: 0.8451, loss_cls/: 1.4905, loss/: 1.4905, grad_norm: 2.9816, top1_acc//aux0: 0.7889, top5_acc//aux0: 0.9310, loss_cls//aux0: 0.7959, loss//aux0: 0.7959 2020-10-15 19:28:33,541 - mmaction - INFO - Epoch [9][20/396] lr: 7.500e-03, eta: 15:50:55, time: 0.514, data_time: 0.004, memory: 8335, top1_acc/: 0.6164, top5_acc/: 0.8451, loss_cls/: 1.4905, loss/: 1.4905, grad_norm: 2.9791, top1_acc//aux0: 0.7891, top5_acc//aux0: 0.9310, loss_cls//aux0: 0.7955, loss//aux0: 0.7955 2020-10-15 19:28:53,653 - mmaction - INFO - Epoch [9][40/396] lr: 7.500e-03, eta: 15:46:25, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.6323, top5_acc/: 0.8469, loss_cls/: 1.4660, loss/: 1.4660, grad_norm: 2.9911, top1_acc//aux0: 0.7899, top5_acc//aux0: 0.9306, loss_cls//aux0: 0.7993, loss//aux0: 0.7993 2020-10-15 19:28:54,113 - mmaction - INFO - Epoch [9][40/396] lr: 7.500e-03, eta: 15:48:22, time: 0.518, data_time: 0.003, memory: 8335, top1_acc/: 0.6323, top5_acc/: 0.8469, loss_cls/: 1.4660, loss/: 1.4660, grad_norm: 3.0149, top1_acc//aux0: 0.7884, top5_acc//aux0: 0.9305, loss_cls//aux0: 0.8025, loss//aux0: 0.8025 2020-10-15 19:29:13,903 - mmaction - INFO - Epoch [9][60/396] lr: 7.500e-03, eta: 15:43:53, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.6214, top5_acc/: 0.8417, loss_cls/: 1.5060, loss/: 1.5060, grad_norm: 2.9879, top1_acc//aux0: 0.7848, top5_acc//aux0: 0.9302, loss_cls//aux0: 0.8075, loss//aux0: 0.8075 2020-10-15 19:29:14,371 - mmaction - INFO - Epoch [9][60/396] lr: 7.500e-03, eta: 15:45:48, time: 0.511, data_time: 0.005, memory: 8335, top1_acc/: 0.6214, top5_acc/: 0.8417, loss_cls/: 1.5060, loss/: 1.5060, grad_norm: 3.0043, top1_acc//aux0: 0.7860, top5_acc//aux0: 0.9302, loss_cls//aux0: 0.8038, loss//aux0: 0.8038 2020-10-15 19:29:35,030 - mmaction - INFO - Epoch [9][80/396] lr: 7.500e-03, eta: 15:41:23, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.6130, top5_acc/: 0.8341, loss_cls/: 1.5412, loss/: 1.5412, grad_norm: 3.0261, top1_acc//aux0: 0.7836, top5_acc//aux0: 0.9308, loss_cls//aux0: 0.8065, loss//aux0: 0.8065 2020-10-15 19:29:35,486 - mmaction - INFO - Epoch [9][80/396] lr: 7.500e-03, eta: 15:43:18, time: 0.514, data_time: 0.004, memory: 8335, top1_acc/: 0.6130, top5_acc/: 0.8341, loss_cls/: 1.5412, loss/: 1.5412, grad_norm: 3.0322, top1_acc//aux0: 0.7840, top5_acc//aux0: 0.9308, loss_cls//aux0: 0.8063, loss//aux0: 0.8063 2020-10-15 19:29:56,043 - mmaction - INFO - Epoch [9][100/396] lr: 7.500e-03, eta: 15:38:57, time: 0.524, data_time: 0.000, memory: 8335, top1_acc/: 0.6279, top5_acc/: 0.8542, loss_cls/: 1.4464, loss/: 1.4464, grad_norm: 3.0015, top1_acc//aux0: 0.7895, top5_acc//aux0: 0.9318, loss_cls//aux0: 0.7975, loss//aux0: 0.7975 2020-10-15 19:29:56,486 - mmaction - INFO - Epoch [9][100/396] lr: 7.500e-03, eta: 15:40:53, time: 0.520, data_time: 0.003, memory: 8335, top1_acc/: 0.6279, top5_acc/: 0.8542, loss_cls/: 1.4464, loss/: 1.4464, grad_norm: 2.9981, top1_acc//aux0: 0.7896, top5_acc//aux0: 0.9318, loss_cls//aux0: 0.7968, loss//aux0: 0.7968 2020-10-15 19:30:17,577 - mmaction - INFO - Epoch [9][120/396] lr: 7.500e-03, eta: 15:36:36, time: 0.534, data_time: 0.000, memory: 8335, top1_acc/: 0.6214, top5_acc/: 0.8500, loss_cls/: 1.4876, loss/: 1.4876, grad_norm: 3.0260, top1_acc//aux0: 0.7846, top5_acc//aux0: 0.9288, loss_cls//aux0: 0.8169, loss//aux0: 0.8169 2020-10-15 19:30:18,037 - mmaction - INFO - Epoch [9][120/396] lr: 7.500e-03, eta: 15:38:35, time: 0.537, data_time: 0.003, memory: 8335, top1_acc/: 0.6214, top5_acc/: 0.8500, loss_cls/: 1.4876, loss/: 1.4876, grad_norm: 3.0270, top1_acc//aux0: 0.7834, top5_acc//aux0: 0.9282, loss_cls//aux0: 0.8226, loss//aux0: 0.8226 2020-10-15 19:30:38,331 - mmaction - INFO - Epoch [9][140/396] lr: 7.500e-03, eta: 15:34:20, time: 0.529, data_time: 0.000, memory: 8335, top1_acc/: 0.6227, top5_acc/: 0.8438, loss_cls/: 1.4888, loss/: 1.4888, grad_norm: 3.0180, top1_acc//aux0: 0.7896, top5_acc//aux0: 0.9307, loss_cls//aux0: 0.8020, loss//aux0: 0.8020 2020-10-15 19:30:38,816 - mmaction - INFO - Epoch [9][140/396] lr: 7.500e-03, eta: 15:36:15, time: 0.524, data_time: 0.005, memory: 8335, top1_acc/: 0.6227, top5_acc/: 0.8438, loss_cls/: 1.4888, loss/: 1.4888, grad_norm: 3.0432, top1_acc//aux0: 0.7905, top5_acc//aux0: 0.9315, loss_cls//aux0: 0.7989, loss//aux0: 0.7989 2020-10-15 19:30:59,153 - mmaction - INFO - Epoch [9][160/396] lr: 7.500e-03, eta: 15:32:02, time: 0.529, data_time: 0.000, memory: 8335, top1_acc/: 0.6266, top5_acc/: 0.8411, loss_cls/: 1.5073, loss/: 1.5073, grad_norm: 3.0848, top1_acc//aux0: 0.7859, top5_acc//aux0: 0.9322, loss_cls//aux0: 0.7958, loss//aux0: 0.7958 2020-10-15 19:30:59,636 - mmaction - INFO - Epoch [9][160/396] lr: 7.500e-03, eta: 15:33:58, time: 0.532, data_time: 0.004, memory: 8335, top1_acc/: 0.6266, top5_acc/: 0.8411, loss_cls/: 1.5073, loss/: 1.5073, grad_norm: 3.1092, top1_acc//aux0: 0.7851, top5_acc//aux0: 0.9313, loss_cls//aux0: 0.8012, loss//aux0: 0.8012 2020-10-15 19:31:20,427 - mmaction - INFO - Epoch [9][180/396] lr: 7.500e-03, eta: 15:29:41, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.6112, top5_acc/: 0.8344, loss_cls/: 1.5443, loss/: 1.5443, grad_norm: 3.0479, top1_acc//aux0: 0.7869, top5_acc//aux0: 0.9311, loss_cls//aux0: 0.8099, loss//aux0: 0.8099 2020-10-15 19:31:20,968 - mmaction - INFO - Epoch [9][180/396] lr: 7.500e-03, eta: 15:31:32, time: 0.511, data_time: 0.006, memory: 8335, top1_acc/: 0.6112, top5_acc/: 0.8344, loss_cls/: 1.5443, loss/: 1.5443, grad_norm: 3.0485, top1_acc//aux0: 0.7875, top5_acc//aux0: 0.9310, loss_cls//aux0: 0.8067, loss//aux0: 0.8067 2020-10-15 19:31:42,666 - mmaction - INFO - Epoch [9][200/396] lr: 7.500e-03, eta: 15:27:39, time: 0.603, data_time: 0.000, memory: 8335, top1_acc/: 0.6253, top5_acc/: 0.8456, loss_cls/: 1.5164, loss/: 1.5164, grad_norm: 3.0363, top1_acc//aux0: 0.7852, top5_acc//aux0: 0.9278, loss_cls//aux0: 0.8126, loss//aux0: 0.8126 2020-10-15 19:31:43,202 - mmaction - INFO - Epoch [9][200/396] lr: 7.500e-03, eta: 15:29:47, time: 0.595, data_time: 0.003, memory: 8335, top1_acc/: 0.6253, top5_acc/: 0.8456, loss_cls/: 1.5164, loss/: 1.5164, grad_norm: 3.0323, top1_acc//aux0: 0.7857, top5_acc//aux0: 0.9287, loss_cls//aux0: 0.8097, loss//aux0: 0.8097 2020-10-15 19:32:04,264 - mmaction - INFO - Epoch [9][220/396] lr: 7.500e-03, eta: 15:25:47, time: 0.558, data_time: 0.000, memory: 8335, top1_acc/: 0.6195, top5_acc/: 0.8349, loss_cls/: 1.5226, loss/: 1.5226, grad_norm: 3.0749, top1_acc//aux0: 0.7879, top5_acc//aux0: 0.9322, loss_cls//aux0: 0.7965, loss//aux0: 0.7965 2020-10-15 19:32:04,739 - mmaction - INFO - Epoch [9][220/396] lr: 7.500e-03, eta: 15:27:46, time: 0.561, data_time: 0.004, memory: 8335, top1_acc/: 0.6195, top5_acc/: 0.8349, loss_cls/: 1.5226, loss/: 1.5226, grad_norm: 3.0727, top1_acc//aux0: 0.7876, top5_acc//aux0: 0.9319, loss_cls//aux0: 0.7962, loss//aux0: 0.7962 2020-10-15 19:32:24,783 - mmaction - INFO - Epoch [9][240/396] lr: 7.500e-03, eta: 15:23:36, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.6284, top5_acc/: 0.8427, loss_cls/: 1.4776, loss/: 1.4776, grad_norm: 3.0906, top1_acc//aux0: 0.7856, top5_acc//aux0: 0.9290, loss_cls//aux0: 0.8036, loss//aux0: 0.8036 2020-10-15 19:32:25,229 - mmaction - INFO - Epoch [9][240/396] lr: 7.500e-03, eta: 15:25:24, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.6284, top5_acc/: 0.8427, loss_cls/: 1.4776, loss/: 1.4776, grad_norm: 3.0969, top1_acc//aux0: 0.7867, top5_acc//aux0: 0.9295, loss_cls//aux0: 0.8008, loss//aux0: 0.8008 2020-10-15 19:32:46,489 - mmaction - INFO - Epoch [9][260/396] lr: 7.500e-03, eta: 15:21:21, time: 0.525, data_time: 0.000, memory: 8335, top1_acc/: 0.6242, top5_acc/: 0.8323, loss_cls/: 1.5280, loss/: 1.5280, grad_norm: 3.0515, top1_acc//aux0: 0.7920, top5_acc//aux0: 0.9352, loss_cls//aux0: 0.7838, loss//aux0: 0.7838 2020-10-15 19:32:46,952 - mmaction - INFO - Epoch [9][260/396] lr: 7.500e-03, eta: 15:23:12, time: 0.528, data_time: 0.003, memory: 8335, top1_acc/: 0.6242, top5_acc/: 0.8323, loss_cls/: 1.5280, loss/: 1.5280, grad_norm: 3.0408, top1_acc//aux0: 0.7911, top5_acc//aux0: 0.9350, loss_cls//aux0: 0.7870, loss//aux0: 0.7870 2020-10-15 19:33:07,616 - mmaction - INFO - Epoch [9][280/396] lr: 7.500e-03, eta: 15:19:13, time: 0.537, data_time: 0.000, memory: 8335, top1_acc/: 0.6242, top5_acc/: 0.8495, loss_cls/: 1.4792, loss/: 1.4792, grad_norm: 3.0564, top1_acc//aux0: 0.7821, top5_acc//aux0: 0.9276, loss_cls//aux0: 0.8156, loss//aux0: 0.8156 2020-10-15 19:33:08,062 - mmaction - INFO - Epoch [9][280/396] lr: 7.500e-03, eta: 15:21:06, time: 0.539, data_time: 0.004, memory: 8335, top1_acc/: 0.6242, top5_acc/: 0.8495, loss_cls/: 1.4792, loss/: 1.4792, grad_norm: 3.0569, top1_acc//aux0: 0.7817, top5_acc//aux0: 0.9274, loss_cls//aux0: 0.8171, loss//aux0: 0.8171 2020-10-15 19:33:28,245 - mmaction - INFO - Epoch [9][300/396] lr: 7.500e-03, eta: 15:17:03, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.6268, top5_acc/: 0.8448, loss_cls/: 1.4957, loss/: 1.4957, grad_norm: 2.9796, top1_acc//aux0: 0.7885, top5_acc//aux0: 0.9296, loss_cls//aux0: 0.8049, loss//aux0: 0.8049 2020-10-15 19:33:28,718 - mmaction - INFO - Epoch [9][300/396] lr: 7.500e-03, eta: 15:18:50, time: 0.513, data_time: 0.003, memory: 8335, top1_acc/: 0.6268, top5_acc/: 0.8448, loss_cls/: 1.4957, loss/: 1.4957, grad_norm: 2.9795, top1_acc//aux0: 0.7875, top5_acc//aux0: 0.9297, loss_cls//aux0: 0.8050, loss//aux0: 0.8050 2020-10-15 19:33:49,019 - mmaction - INFO - Epoch [9][320/396] lr: 7.500e-03, eta: 15:14:52, time: 0.523, data_time: 0.000, memory: 8335, top1_acc/: 0.6245, top5_acc/: 0.8422, loss_cls/: 1.4873, loss/: 1.4873, grad_norm: 3.0441, top1_acc//aux0: 0.7837, top5_acc//aux0: 0.9313, loss_cls//aux0: 0.8023, loss//aux0: 0.8023 2020-10-15 19:33:49,504 - mmaction - INFO - Epoch [9][320/396] lr: 7.500e-03, eta: 15:16:41, time: 0.528, data_time: 0.005, memory: 8335, top1_acc/: 0.6245, top5_acc/: 0.8422, loss_cls/: 1.4873, loss/: 1.4873, grad_norm: 3.0235, top1_acc//aux0: 0.7858, top5_acc//aux0: 0.9319, loss_cls//aux0: 0.7967, loss//aux0: 0.7967 2020-10-15 19:34:10,198 - mmaction - INFO - Epoch [9][340/396] lr: 7.500e-03, eta: 15:12:44, time: 0.519, data_time: 0.000, memory: 8335, top1_acc/: 0.6208, top5_acc/: 0.8451, loss_cls/: 1.4940, loss/: 1.4940, grad_norm: 3.0145, top1_acc//aux0: 0.7878, top5_acc//aux0: 0.9311, loss_cls//aux0: 0.8121, loss//aux0: 0.8121 2020-10-15 19:34:10,637 - mmaction - INFO - Epoch [9][340/396] lr: 7.500e-03, eta: 15:14:31, time: 0.521, data_time: 0.002, memory: 8335, top1_acc/: 0.6208, top5_acc/: 0.8451, loss_cls/: 1.4940, loss/: 1.4940, grad_norm: 3.0046, top1_acc//aux0: 0.7858, top5_acc//aux0: 0.9302, loss_cls//aux0: 0.8189, loss//aux0: 0.8189 2020-10-15 19:34:31,707 - mmaction - INFO - Epoch [9][360/396] lr: 7.500e-03, eta: 15:10:37, time: 0.522, data_time: 0.000, memory: 8335, top1_acc/: 0.6214, top5_acc/: 0.8448, loss_cls/: 1.4948, loss/: 1.4948, grad_norm: 3.3303, top1_acc//aux0: 0.7872, top5_acc//aux0: 0.9292, loss_cls//aux0: 0.8165, loss//aux0: 0.8165 2020-10-15 19:34:32,216 - mmaction - INFO - Epoch [9][360/396] lr: 7.500e-03, eta: 15:12:24, time: 0.526, data_time: 0.006, memory: 8335, top1_acc/: 0.6214, top5_acc/: 0.8448, loss_cls/: 1.4948, loss/: 1.4948, grad_norm: 3.3406, top1_acc//aux0: 0.7873, top5_acc//aux0: 0.9289, loss_cls//aux0: 0.8174, loss//aux0: 0.8174 2020-10-15 19:34:52,667 - mmaction - INFO - Epoch [9][380/396] lr: 7.500e-03, eta: 15:08:32, time: 0.522, data_time: 0.000, memory: 8335, top1_acc/: 0.6125, top5_acc/: 0.8383, loss_cls/: 1.5277, loss/: 1.5277, grad_norm: 3.1013, top1_acc//aux0: 0.7813, top5_acc//aux0: 0.9297, loss_cls//aux0: 0.8263, loss//aux0: 0.8263 2020-10-15 19:34:53,156 - mmaction - INFO - Epoch [9][380/396] lr: 7.500e-03, eta: 15:10:19, time: 0.527, data_time: 0.006, memory: 8335, top1_acc/: 0.6125, top5_acc/: 0.8383, loss_cls/: 1.5277, loss/: 1.5277, grad_norm: 3.0892, top1_acc//aux0: 0.7833, top5_acc//aux0: 0.9307, loss_cls//aux0: 0.8199, loss//aux0: 0.8199 2020-10-15 19:35:14,871 - mmaction - INFO - Saving checkpoint at 9 epochs 2020-10-15 19:38:12,268 - mmaction - INFO - Epoch [10][20/396] lr: 7.500e-03, eta: 15:02:00, time: 0.518, data_time: 0.000, memory: 8335, top1_acc/: 0.6310, top5_acc/: 0.8505, loss_cls/: 1.4604, loss/: 1.4604, grad_norm: 3.0144, top1_acc//aux0: 0.7915, top5_acc//aux0: 0.9321, loss_cls//aux0: 0.7870, loss//aux0: 0.7870 2020-10-15 19:38:12,759 - mmaction - INFO - Epoch [10][20/396] lr: 7.500e-03, eta: 15:03:45, time: 0.522, data_time: 0.005, memory: 8335, top1_acc/: 0.6310, top5_acc/: 0.8505, loss_cls/: 1.4604, loss/: 1.4604, grad_norm: 3.0204, top1_acc//aux0: 0.7907, top5_acc//aux0: 0.9316, loss_cls//aux0: 0.7901, loss//aux0: 0.7901 2020-10-15 19:38:33,432 - mmaction - INFO - Epoch [10][40/396] lr: 7.500e-03, eta: 15:00:05, time: 0.553, data_time: 0.000, memory: 8335, top1_acc/: 0.6367, top5_acc/: 0.8549, loss_cls/: 1.4325, loss/: 1.4325, grad_norm: 2.9343, top1_acc//aux0: 0.7915, top5_acc//aux0: 0.9321, loss_cls//aux0: 0.7887, loss//aux0: 0.7887 2020-10-15 19:38:33,882 - mmaction - INFO - Epoch [10][40/396] lr: 7.500e-03, eta: 15:01:55, time: 0.554, data_time: 0.003, memory: 8335, top1_acc/: 0.6367, top5_acc/: 0.8549, loss_cls/: 1.4325, loss/: 1.4325, grad_norm: 2.9597, top1_acc//aux0: 0.7909, top5_acc//aux0: 0.9319, loss_cls//aux0: 0.7894, loss//aux0: 0.7894 2020-10-15 19:38:56,280 - mmaction - INFO - Epoch [10][60/396] lr: 7.500e-03, eta: 14:58:30, time: 0.620, data_time: 0.000, memory: 8335, top1_acc/: 0.6320, top5_acc/: 0.8469, loss_cls/: 1.4793, loss/: 1.4793, grad_norm: 3.1434, top1_acc//aux0: 0.7869, top5_acc//aux0: 0.9310, loss_cls//aux0: 0.7984, loss//aux0: 0.7984 2020-10-15 19:38:56,763 - mmaction - INFO - Epoch [10][60/396] lr: 7.500e-03, eta: 15:00:34, time: 0.623, data_time: 0.003, memory: 8335, top1_acc/: 0.6320, top5_acc/: 0.8469, loss_cls/: 1.4793, loss/: 1.4793, grad_norm: 3.1463, top1_acc//aux0: 0.7881, top5_acc//aux0: 0.9321, loss_cls//aux0: 0.7941, loss//aux0: 0.7941 2020-10-15 19:39:16,961 - mmaction - INFO - Epoch [10][80/396] lr: 7.500e-03, eta: 14:56:47, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.6341, top5_acc/: 0.8396, loss_cls/: 1.4940, loss/: 1.4940, grad_norm: 2.9720, top1_acc//aux0: 0.7913, top5_acc//aux0: 0.9331, loss_cls//aux0: 0.7820, loss//aux0: 0.7820 2020-10-15 19:39:17,388 - mmaction - INFO - Epoch [10][80/396] lr: 7.500e-03, eta: 14:58:28, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.6341, top5_acc/: 0.8396, loss_cls/: 1.4940, loss/: 1.4940, grad_norm: 2.9647, top1_acc//aux0: 0.7915, top5_acc//aux0: 0.9334, loss_cls//aux0: 0.7786, loss//aux0: 0.7786 2020-10-15 19:39:37,882 - mmaction - INFO - Epoch [10][100/396] lr: 7.500e-03, eta: 14:54:50, time: 0.543, data_time: 0.000, memory: 8335, top1_acc/: 0.6419, top5_acc/: 0.8565, loss_cls/: 1.4270, loss/: 1.4270, grad_norm: 3.0078, top1_acc//aux0: 0.7933, top5_acc//aux0: 0.9329, loss_cls//aux0: 0.7865, loss//aux0: 0.7865 2020-10-15 19:39:38,332 - mmaction - INFO - Epoch [10][100/396] lr: 7.500e-03, eta: 14:56:37, time: 0.545, data_time: 0.003, memory: 8335, top1_acc/: 0.6419, top5_acc/: 0.8565, loss_cls/: 1.4270, loss/: 1.4270, grad_norm: 3.0032, top1_acc//aux0: 0.7928, top5_acc//aux0: 0.9317, loss_cls//aux0: 0.7927, loss//aux0: 0.7927 2020-10-15 19:39:58,526 - mmaction - INFO - Epoch [10][120/396] lr: 7.500e-03, eta: 14:52:55, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.6201, top5_acc/: 0.8477, loss_cls/: 1.4758, loss/: 1.4758, grad_norm: 3.0195, top1_acc//aux0: 0.7930, top5_acc//aux0: 0.9331, loss_cls//aux0: 0.7897, loss//aux0: 0.7897 2020-10-15 19:39:59,034 - mmaction - INFO - Epoch [10][120/396] lr: 7.500e-03, eta: 14:54:35, time: 0.513, data_time: 0.005, memory: 8335, top1_acc/: 0.6201, top5_acc/: 0.8477, loss_cls/: 1.4758, loss/: 1.4758, grad_norm: 3.0437, top1_acc//aux0: 0.7941, top5_acc//aux0: 0.9334, loss_cls//aux0: 0.7881, loss//aux0: 0.7881 2020-10-15 19:40:19,120 - mmaction - INFO - Epoch [10][140/396] lr: 7.500e-03, eta: 14:50:56, time: 0.519, data_time: 0.000, memory: 8335, top1_acc/: 0.6393, top5_acc/: 0.8615, loss_cls/: 1.3845, loss/: 1.3845, grad_norm: 3.0362, top1_acc//aux0: 0.7901, top5_acc//aux0: 0.9327, loss_cls//aux0: 0.7955, loss//aux0: 0.7955 2020-10-15 19:40:19,579 - mmaction - INFO - Epoch [10][140/396] lr: 7.500e-03, eta: 14:52:37, time: 0.523, data_time: 0.003, memory: 8335, top1_acc/: 0.6393, top5_acc/: 0.8615, loss_cls/: 1.3845, loss/: 1.3845, grad_norm: 3.0171, top1_acc//aux0: 0.7893, top5_acc//aux0: 0.9328, loss_cls//aux0: 0.7954, loss//aux0: 0.7954 2020-10-15 19:40:39,664 - mmaction - INFO - Epoch [10][160/396] lr: 7.500e-03, eta: 14:48:57, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.6391, top5_acc/: 0.8557, loss_cls/: 1.4351, loss/: 1.4351, grad_norm: 3.0279, top1_acc//aux0: 0.7868, top5_acc//aux0: 0.9312, loss_cls//aux0: 0.7991, loss//aux0: 0.7991 2020-10-15 19:40:40,144 - mmaction - INFO - Epoch [10][160/396] lr: 7.500e-03, eta: 14:50:35, time: 0.506, data_time: 0.003, memory: 8335, top1_acc/: 0.6391, top5_acc/: 0.8557, loss_cls/: 1.4351, loss/: 1.4351, grad_norm: 3.0350, top1_acc//aux0: 0.7864, top5_acc//aux0: 0.9307, loss_cls//aux0: 0.8010, loss//aux0: 0.8010 2020-10-15 19:41:00,180 - mmaction - INFO - Epoch [10][180/396] lr: 7.500e-03, eta: 14:46:56, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.6273, top5_acc/: 0.8469, loss_cls/: 1.4645, loss/: 1.4645, grad_norm: 2.9973, top1_acc//aux0: 0.7904, top5_acc//aux0: 0.9293, loss_cls//aux0: 0.7996, loss//aux0: 0.7996 2020-10-15 19:41:00,657 - mmaction - INFO - Epoch [10][180/396] lr: 7.500e-03, eta: 14:48:33, time: 0.506, data_time: 0.005, memory: 8335, top1_acc/: 0.6273, top5_acc/: 0.8469, loss_cls/: 1.4645, loss/: 1.4645, grad_norm: 3.0067, top1_acc//aux0: 0.7911, top5_acc//aux0: 0.9292, loss_cls//aux0: 0.8007, loss//aux0: 0.8007 2020-10-15 19:41:20,779 - mmaction - INFO - Epoch [10][200/396] lr: 7.500e-03, eta: 14:44:59, time: 0.517, data_time: 0.000, memory: 8335, top1_acc/: 0.6232, top5_acc/: 0.8484, loss_cls/: 1.4704, loss/: 1.4704, grad_norm: 3.0813, top1_acc//aux0: 0.7815, top5_acc//aux0: 0.9262, loss_cls//aux0: 0.8286, loss//aux0: 0.8286 2020-10-15 19:41:21,252 - mmaction - INFO - Epoch [10][200/396] lr: 7.500e-03, eta: 14:46:38, time: 0.521, data_time: 0.005, memory: 8335, top1_acc/: 0.6232, top5_acc/: 0.8484, loss_cls/: 1.4704, loss/: 1.4704, grad_norm: 3.0600, top1_acc//aux0: 0.7821, top5_acc//aux0: 0.9277, loss_cls//aux0: 0.8209, loss//aux0: 0.8209 2020-10-15 19:41:41,170 - mmaction - INFO - Epoch [10][220/396] lr: 7.500e-03, eta: 14:43:03, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.6169, top5_acc/: 0.8479, loss_cls/: 1.4869, loss/: 1.4869, grad_norm: 3.0933, top1_acc//aux0: 0.7916, top5_acc//aux0: 0.9355, loss_cls//aux0: 0.7754, loss//aux0: 0.7754 2020-10-15 19:41:41,704 - mmaction - INFO - Epoch [10][220/396] lr: 7.500e-03, eta: 14:44:40, time: 0.512, data_time: 0.004, memory: 8335, top1_acc/: 0.6169, top5_acc/: 0.8479, loss_cls/: 1.4869, loss/: 1.4869, grad_norm: 3.1019, top1_acc//aux0: 0.7899, top5_acc//aux0: 0.9344, loss_cls//aux0: 0.7831, loss//aux0: 0.7831 2020-10-15 19:42:01,725 - mmaction - INFO - Epoch [10][240/396] lr: 7.500e-03, eta: 14:41:08, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.6154, top5_acc/: 0.8448, loss_cls/: 1.5151, loss/: 1.5151, grad_norm: 3.0962, top1_acc//aux0: 0.7820, top5_acc//aux0: 0.9289, loss_cls//aux0: 0.8185, loss//aux0: 0.8185 2020-10-15 19:42:02,298 - mmaction - INFO - Epoch [10][240/396] lr: 7.500e-03, eta: 14:42:46, time: 0.523, data_time: 0.006, memory: 8335, top1_acc/: 0.6154, top5_acc/: 0.8448, loss_cls/: 1.5151, loss/: 1.5151, grad_norm: 3.1077, top1_acc//aux0: 0.7833, top5_acc//aux0: 0.9290, loss_cls//aux0: 0.8151, loss//aux0: 0.8151 2020-10-15 19:42:22,295 - mmaction - INFO - Epoch [10][260/396] lr: 7.500e-03, eta: 14:39:15, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.6234, top5_acc/: 0.8424, loss_cls/: 1.4935, loss/: 1.4935, grad_norm: 3.0329, top1_acc//aux0: 0.7897, top5_acc//aux0: 0.9304, loss_cls//aux0: 0.7922, loss//aux0: 0.7922 2020-10-15 19:42:22,730 - mmaction - INFO - Epoch [10][260/396] lr: 7.500e-03, eta: 14:40:51, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.6234, top5_acc/: 0.8424, loss_cls/: 1.4935, loss/: 1.4935, grad_norm: 3.0464, top1_acc//aux0: 0.7892, top5_acc//aux0: 0.9299, loss_cls//aux0: 0.7966, loss//aux0: 0.7966 2020-10-15 19:42:43,635 - mmaction - INFO - Epoch [10][280/396] lr: 7.500e-03, eta: 14:37:28, time: 0.543, data_time: 0.000, memory: 8335, top1_acc/: 0.6375, top5_acc/: 0.8510, loss_cls/: 1.4501, loss/: 1.4501, grad_norm: 3.0388, top1_acc//aux0: 0.7883, top5_acc//aux0: 0.9310, loss_cls//aux0: 0.8056, loss//aux0: 0.8056 2020-10-15 19:42:44,079 - mmaction - INFO - Epoch [10][280/396] lr: 7.500e-03, eta: 14:39:09, time: 0.544, data_time: 0.003, memory: 8335, top1_acc/: 0.6375, top5_acc/: 0.8510, loss_cls/: 1.4501, loss/: 1.4501, grad_norm: 3.0355, top1_acc//aux0: 0.7886, top5_acc//aux0: 0.9322, loss_cls//aux0: 0.7980, loss//aux0: 0.7980 2020-10-15 19:43:05,938 - mmaction - INFO - Epoch [10][300/396] lr: 7.500e-03, eta: 14:35:43, time: 0.523, data_time: 0.001, memory: 8335, top1_acc/: 0.6375, top5_acc/: 0.8440, loss_cls/: 1.4549, loss/: 1.4549, grad_norm: 3.0208, top1_acc//aux0: 0.7933, top5_acc//aux0: 0.9329, loss_cls//aux0: 0.7814, loss//aux0: 0.7814 2020-10-15 19:43:06,400 - mmaction - INFO - Epoch [10][300/396] lr: 7.500e-03, eta: 14:37:20, time: 0.526, data_time: 0.005, memory: 8335, top1_acc/: 0.6375, top5_acc/: 0.8440, loss_cls/: 1.4549, loss/: 1.4549, grad_norm: 3.0463, top1_acc//aux0: 0.7923, top5_acc//aux0: 0.9313, loss_cls//aux0: 0.7882, loss//aux0: 0.7882 2020-10-15 19:43:26,495 - mmaction - INFO - Epoch [10][320/396] lr: 7.500e-03, eta: 14:33:56, time: 0.519, data_time: 0.000, memory: 8335, top1_acc/: 0.6190, top5_acc/: 0.8445, loss_cls/: 1.5068, loss/: 1.5068, grad_norm: 3.0552, top1_acc//aux0: 0.7920, top5_acc//aux0: 0.9311, loss_cls//aux0: 0.7930, loss//aux0: 0.7930 2020-10-15 19:43:26,943 - mmaction - INFO - Epoch [10][320/396] lr: 7.500e-03, eta: 14:35:30, time: 0.513, data_time: 0.003, memory: 8335, top1_acc/: 0.6190, top5_acc/: 0.8445, loss_cls/: 1.5068, loss/: 1.5068, grad_norm: 3.0478, top1_acc//aux0: 0.7936, top5_acc//aux0: 0.9325, loss_cls//aux0: 0.7862, loss//aux0: 0.7862 2020-10-15 19:43:47,105 - mmaction - INFO - Epoch [10][340/396] lr: 7.500e-03, eta: 14:32:05, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.6344, top5_acc/: 0.8487, loss_cls/: 1.4738, loss/: 1.4738, grad_norm: 3.0225, top1_acc//aux0: 0.7933, top5_acc//aux0: 0.9335, loss_cls//aux0: 0.7838, loss//aux0: 0.7838 2020-10-15 19:43:47,542 - mmaction - INFO - Epoch [10][340/396] lr: 7.500e-03, eta: 14:33:38, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.6344, top5_acc/: 0.8487, loss_cls/: 1.4738, loss/: 1.4738, grad_norm: 2.9879, top1_acc//aux0: 0.7937, top5_acc//aux0: 0.9337, loss_cls//aux0: 0.7822, loss//aux0: 0.7822 2020-10-15 19:44:08,700 - mmaction - INFO - Epoch [10][360/396] lr: 7.500e-03, eta: 14:30:22, time: 0.550, data_time: 0.000, memory: 8335, top1_acc/: 0.6286, top5_acc/: 0.8430, loss_cls/: 1.4841, loss/: 1.4841, grad_norm: 3.1127, top1_acc//aux0: 0.7918, top5_acc//aux0: 0.9315, loss_cls//aux0: 0.7884, loss//aux0: 0.7884 2020-10-15 19:44:09,152 - mmaction - INFO - Epoch [10][360/396] lr: 7.500e-03, eta: 14:32:02, time: 0.551, data_time: 0.002, memory: 8335, top1_acc/: 0.6286, top5_acc/: 0.8430, loss_cls/: 1.4841, loss/: 1.4841, grad_norm: 3.1213, top1_acc//aux0: 0.7915, top5_acc//aux0: 0.9307, loss_cls//aux0: 0.7920, loss//aux0: 0.7920 2020-10-15 19:44:29,239 - mmaction - INFO - Epoch [10][380/396] lr: 7.500e-03, eta: 14:28:39, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.6240, top5_acc/: 0.8331, loss_cls/: 1.5189, loss/: 1.5189, grad_norm: 3.0645, top1_acc//aux0: 0.7896, top5_acc//aux0: 0.9301, loss_cls//aux0: 0.7985, loss//aux0: 0.7985 2020-10-15 19:44:29,681 - mmaction - INFO - Epoch [10][380/396] lr: 7.500e-03, eta: 14:30:11, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.6240, top5_acc/: 0.8331, loss_cls/: 1.5189, loss/: 1.5189, grad_norm: 3.0452, top1_acc//aux0: 0.7898, top5_acc//aux0: 0.9310, loss_cls//aux0: 0.7945, loss//aux0: 0.7945 2020-10-15 19:44:51,701 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-10-15 19:46:07,716 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-15 19:46:07,830 - mmaction - INFO - top1_acc 0.6935 top5_acc 0.8958 2020-10-15 19:46:07,830 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-15 19:46:07,866 - mmaction - INFO - mean_acc 0.6932 2020-10-15 19:46:07,866 - mmaction - INFO - Now best checkpoint is epoch_10.pth 2020-10-15 19:46:07,872 - mmaction - INFO - Epoch(val) [10][396] top1_acc: 0.6935, top5_acc: 0.8958, mean_class_accuracy: 0.6932 2020-10-15 19:48:44,921 - mmaction - INFO - Epoch [11][20/396] lr: 7.500e-03, eta: 14:22:57, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.6487, top5_acc/: 0.8625, loss_cls/: 1.4031, loss/: 1.4031, grad_norm: 3.0399, top1_acc//aux0: 0.7890, top5_acc//aux0: 0.9326, loss_cls//aux0: 0.7903, loss//aux0: 0.7903 2020-10-15 19:48:45,440 - mmaction - INFO - Epoch [11][20/396] lr: 7.500e-03, eta: 14:24:29, time: 0.514, data_time: 0.002, memory: 8335, top1_acc/: 0.6487, top5_acc/: 0.8625, loss_cls/: 1.4031, loss/: 1.4031, grad_norm: 3.0375, top1_acc//aux0: 0.7900, top5_acc//aux0: 0.9334, loss_cls//aux0: 0.7851, loss//aux0: 0.7851 2020-10-15 19:49:05,384 - mmaction - INFO - Epoch [11][40/396] lr: 7.500e-03, eta: 14:21:13, time: 0.519, data_time: 0.000, memory: 8335, top1_acc/: 0.6432, top5_acc/: 0.8518, loss_cls/: 1.4107, loss/: 1.4107, grad_norm: 3.0373, top1_acc//aux0: 0.7930, top5_acc//aux0: 0.9344, loss_cls//aux0: 0.7829, loss//aux0: 0.7829 2020-10-15 19:49:05,822 - mmaction - INFO - Epoch [11][40/396] lr: 7.500e-03, eta: 14:22:46, time: 0.521, data_time: 0.003, memory: 8335, top1_acc/: 0.6432, top5_acc/: 0.8518, loss_cls/: 1.4107, loss/: 1.4107, grad_norm: 3.0393, top1_acc//aux0: 0.7916, top5_acc//aux0: 0.9335, loss_cls//aux0: 0.7889, loss//aux0: 0.7889 2020-10-15 19:49:25,724 - mmaction - INFO - Epoch [11][60/396] lr: 7.500e-03, eta: 14:19:31, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.6461, top5_acc/: 0.8581, loss_cls/: 1.3864, loss/: 1.3864, grad_norm: 2.9861, top1_acc//aux0: 0.7943, top5_acc//aux0: 0.9359, loss_cls//aux0: 0.7673, loss//aux0: 0.7673 2020-10-15 19:49:26,186 - mmaction - INFO - Epoch [11][60/396] lr: 7.500e-03, eta: 14:21:02, time: 0.516, data_time: 0.003, memory: 8335, top1_acc/: 0.6461, top5_acc/: 0.8581, loss_cls/: 1.3864, loss/: 1.3864, grad_norm: 2.9718, top1_acc//aux0: 0.7959, top5_acc//aux0: 0.9363, loss_cls//aux0: 0.7630, loss//aux0: 0.7630 2020-10-15 19:49:46,607 - mmaction - INFO - Epoch [11][80/396] lr: 7.500e-03, eta: 14:17:52, time: 0.536, data_time: 0.000, memory: 8335, top1_acc/: 0.6380, top5_acc/: 0.8510, loss_cls/: 1.4421, loss/: 1.4421, grad_norm: 3.0526, top1_acc//aux0: 0.7975, top5_acc//aux0: 0.9348, loss_cls//aux0: 0.7697, loss//aux0: 0.7697 2020-10-15 19:49:47,057 - mmaction - INFO - Epoch [11][80/396] lr: 7.500e-03, eta: 14:19:26, time: 0.537, data_time: 0.003, memory: 8335, top1_acc/: 0.6380, top5_acc/: 0.8510, loss_cls/: 1.4421, loss/: 1.4421, grad_norm: 3.0882, top1_acc//aux0: 0.7964, top5_acc//aux0: 0.9347, loss_cls//aux0: 0.7735, loss//aux0: 0.7735 2020-10-15 19:50:07,037 - mmaction - INFO - Epoch [11][100/396] lr: 7.500e-03, eta: 14:16:12, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.6380, top5_acc/: 0.8529, loss_cls/: 1.4527, loss/: 1.4527, grad_norm: 3.0940, top1_acc//aux0: 0.7951, top5_acc//aux0: 0.9350, loss_cls//aux0: 0.7766, loss//aux0: 0.7766 2020-10-15 19:50:07,507 - mmaction - INFO - Epoch [11][100/396] lr: 7.500e-03, eta: 14:17:42, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.6380, top5_acc/: 0.8529, loss_cls/: 1.4527, loss/: 1.4527, grad_norm: 3.1057, top1_acc//aux0: 0.7942, top5_acc//aux0: 0.9345, loss_cls//aux0: 0.7791, loss//aux0: 0.7791 2020-10-15 19:50:27,473 - mmaction - INFO - Epoch [11][120/396] lr: 7.500e-03, eta: 14:14:31, time: 0.517, data_time: 0.000, memory: 8335, top1_acc/: 0.6185, top5_acc/: 0.8464, loss_cls/: 1.4790, loss/: 1.4790, grad_norm: 3.0017, top1_acc//aux0: 0.7979, top5_acc//aux0: 0.9315, loss_cls//aux0: 0.7732, loss//aux0: 0.7732 2020-10-15 19:50:27,948 - mmaction - INFO - Epoch [11][120/396] lr: 7.500e-03, eta: 14:16:01, time: 0.520, data_time: 0.004, memory: 8335, top1_acc/: 0.6185, top5_acc/: 0.8464, loss_cls/: 1.4790, loss/: 1.4790, grad_norm: 3.0244, top1_acc//aux0: 0.7971, top5_acc//aux0: 0.9310, loss_cls//aux0: 0.7756, loss//aux0: 0.7756 2020-10-15 19:50:48,162 - mmaction - INFO - Epoch [11][140/396] lr: 7.500e-03, eta: 14:12:53, time: 0.524, data_time: 0.000, memory: 8335, top1_acc/: 0.6346, top5_acc/: 0.8497, loss_cls/: 1.4537, loss/: 1.4537, grad_norm: 3.1277, top1_acc//aux0: 0.7848, top5_acc//aux0: 0.9292, loss_cls//aux0: 0.8038, loss//aux0: 0.8038 2020-10-15 19:50:48,624 - mmaction - INFO - Epoch [11][140/396] lr: 7.500e-03, eta: 14:14:24, time: 0.527, data_time: 0.003, memory: 8335, top1_acc/: 0.6346, top5_acc/: 0.8497, loss_cls/: 1.4537, loss/: 1.4537, grad_norm: 3.1170, top1_acc//aux0: 0.7873, top5_acc//aux0: 0.9305, loss_cls//aux0: 0.7937, loss//aux0: 0.7937 2020-10-15 19:51:08,713 - mmaction - INFO - Epoch [11][160/396] lr: 7.500e-03, eta: 14:11:15, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.6409, top5_acc/: 0.8448, loss_cls/: 1.4517, loss/: 1.4517, grad_norm: 3.0098, top1_acc//aux0: 0.7930, top5_acc//aux0: 0.9345, loss_cls//aux0: 0.7754, loss//aux0: 0.7754 2020-10-15 19:51:09,174 - mmaction - INFO - Epoch [11][160/396] lr: 7.500e-03, eta: 14:12:43, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.6409, top5_acc/: 0.8448, loss_cls/: 1.4517, loss/: 1.4517, grad_norm: 3.0014, top1_acc//aux0: 0.7926, top5_acc//aux0: 0.9338, loss_cls//aux0: 0.7796, loss//aux0: 0.7796 2020-10-15 19:51:30,012 - mmaction - INFO - Epoch [11][180/396] lr: 7.500e-03, eta: 14:09:38, time: 0.526, data_time: 0.000, memory: 8335, top1_acc/: 0.6320, top5_acc/: 0.8471, loss_cls/: 1.4705, loss/: 1.4705, grad_norm: 3.0797, top1_acc//aux0: 0.7899, top5_acc//aux0: 0.9320, loss_cls//aux0: 0.7968, loss//aux0: 0.7968 2020-10-15 19:51:30,453 - mmaction - INFO - Epoch [11][180/396] lr: 7.500e-03, eta: 14:11:08, time: 0.527, data_time: 0.002, memory: 8335, top1_acc/: 0.6320, top5_acc/: 0.8471, loss_cls/: 1.4705, loss/: 1.4705, grad_norm: 3.0843, top1_acc//aux0: 0.7898, top5_acc//aux0: 0.9321, loss_cls//aux0: 0.7979, loss//aux0: 0.7979 2020-10-15 19:51:50,642 - mmaction - INFO - Epoch [11][200/396] lr: 7.500e-03, eta: 14:08:02, time: 0.518, data_time: 0.000, memory: 8335, top1_acc/: 0.6305, top5_acc/: 0.8435, loss_cls/: 1.5206, loss/: 1.5206, grad_norm: 3.1152, top1_acc//aux0: 0.7921, top5_acc//aux0: 0.9340, loss_cls//aux0: 0.7845, loss//aux0: 0.7845 2020-10-15 19:51:51,097 - mmaction - INFO - Epoch [11][200/396] lr: 7.500e-03, eta: 14:09:30, time: 0.519, data_time: 0.003, memory: 8335, top1_acc/: 0.6305, top5_acc/: 0.8435, loss_cls/: 1.5206, loss/: 1.5206, grad_norm: 3.0754, top1_acc//aux0: 0.7927, top5_acc//aux0: 0.9342, loss_cls//aux0: 0.7835, loss//aux0: 0.7835 2020-10-15 19:52:11,855 - mmaction - INFO - Epoch [11][220/396] lr: 7.500e-03, eta: 14:06:24, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.6487, top5_acc/: 0.8513, loss_cls/: 1.4206, loss/: 1.4206, grad_norm: 3.0212, top1_acc//aux0: 0.7900, top5_acc//aux0: 0.9311, loss_cls//aux0: 0.7917, loss//aux0: 0.7917 2020-10-15 19:52:12,361 - mmaction - INFO - Epoch [11][220/396] lr: 7.500e-03, eta: 14:07:50, time: 0.510, data_time: 0.004, memory: 8335, top1_acc/: 0.6487, top5_acc/: 0.8513, loss_cls/: 1.4206, loss/: 1.4206, grad_norm: 3.0056, top1_acc//aux0: 0.7892, top5_acc//aux0: 0.9302, loss_cls//aux0: 0.7943, loss//aux0: 0.7943 2020-10-15 19:52:32,220 - mmaction - INFO - Epoch [11][240/396] lr: 7.500e-03, eta: 14:04:46, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.6286, top5_acc/: 0.8435, loss_cls/: 1.4667, loss/: 1.4667, grad_norm: 2.9711, top1_acc//aux0: 0.7926, top5_acc//aux0: 0.9311, loss_cls//aux0: 0.7902, loss//aux0: 0.7902 2020-10-15 19:52:32,685 - mmaction - INFO - Epoch [11][240/396] lr: 7.500e-03, eta: 14:06:12, time: 0.515, data_time: 0.003, memory: 8335, top1_acc/: 0.6286, top5_acc/: 0.8435, loss_cls/: 1.4667, loss/: 1.4667, grad_norm: 2.9735, top1_acc//aux0: 0.7921, top5_acc//aux0: 0.9314, loss_cls//aux0: 0.7905, loss//aux0: 0.7905 2020-10-15 19:52:53,256 - mmaction - INFO - Epoch [11][260/396] lr: 7.500e-03, eta: 14:03:13, time: 0.535, data_time: 0.000, memory: 8335, top1_acc/: 0.6362, top5_acc/: 0.8461, loss_cls/: 1.4415, loss/: 1.4415, grad_norm: 3.0586, top1_acc//aux0: 0.7937, top5_acc//aux0: 0.9328, loss_cls//aux0: 0.7779, loss//aux0: 0.7779 2020-10-15 19:52:53,777 - mmaction - INFO - Epoch [11][260/396] lr: 7.500e-03, eta: 14:04:43, time: 0.538, data_time: 0.004, memory: 8335, top1_acc/: 0.6362, top5_acc/: 0.8461, loss_cls/: 1.4415, loss/: 1.4415, grad_norm: 3.0731, top1_acc//aux0: 0.7943, top5_acc//aux0: 0.9332, loss_cls//aux0: 0.7761, loss//aux0: 0.7761 2020-10-15 19:53:13,577 - mmaction - INFO - Epoch [11][280/396] lr: 7.500e-03, eta: 14:01:40, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.6323, top5_acc/: 0.8477, loss_cls/: 1.4830, loss/: 1.4830, grad_norm: 2.9878, top1_acc//aux0: 0.7936, top5_acc//aux0: 0.9344, loss_cls//aux0: 0.7757, loss//aux0: 0.7757 2020-10-15 19:53:14,052 - mmaction - INFO - Epoch [11][280/396] lr: 7.500e-03, eta: 14:03:04, time: 0.506, data_time: 0.004, memory: 8335, top1_acc/: 0.6323, top5_acc/: 0.8477, loss_cls/: 1.4830, loss/: 1.4830, grad_norm: 2.9781, top1_acc//aux0: 0.7927, top5_acc//aux0: 0.9344, loss_cls//aux0: 0.7763, loss//aux0: 0.7763 2020-10-15 19:53:34,002 - mmaction - INFO - Epoch [11][300/396] lr: 7.500e-03, eta: 14:00:03, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.6289, top5_acc/: 0.8456, loss_cls/: 1.4618, loss/: 1.4618, grad_norm: 3.0555, top1_acc//aux0: 0.7945, top5_acc//aux0: 0.9354, loss_cls//aux0: 0.7744, loss//aux0: 0.7744 2020-10-15 19:53:34,470 - mmaction - INFO - Epoch [11][300/396] lr: 7.500e-03, eta: 14:01:28, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.6289, top5_acc/: 0.8456, loss_cls/: 1.4618, loss/: 1.4618, grad_norm: 3.0537, top1_acc//aux0: 0.7949, top5_acc//aux0: 0.9349, loss_cls//aux0: 0.7742, loss//aux0: 0.7742 2020-10-15 19:53:54,612 - mmaction - INFO - Epoch [11][320/396] lr: 7.500e-03, eta: 13:58:30, time: 0.522, data_time: 0.000, memory: 8335, top1_acc/: 0.6305, top5_acc/: 0.8523, loss_cls/: 1.4477, loss/: 1.4477, grad_norm: 3.0396, top1_acc//aux0: 0.7912, top5_acc//aux0: 0.9300, loss_cls//aux0: 0.7891, loss//aux0: 0.7891 2020-10-15 19:53:55,083 - mmaction - INFO - Epoch [11][320/396] lr: 7.500e-03, eta: 13:59:57, time: 0.523, data_time: 0.003, memory: 8335, top1_acc/: 0.6305, top5_acc/: 0.8523, loss_cls/: 1.4477, loss/: 1.4477, grad_norm: 3.0433, top1_acc//aux0: 0.7919, top5_acc//aux0: 0.9307, loss_cls//aux0: 0.7863, loss//aux0: 0.7863 2020-10-15 19:54:15,262 - mmaction - INFO - Epoch [11][340/396] lr: 7.500e-03, eta: 13:56:59, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.6307, top5_acc/: 0.8503, loss_cls/: 1.4340, loss/: 1.4340, grad_norm: 3.0886, top1_acc//aux0: 0.7941, top5_acc//aux0: 0.9327, loss_cls//aux0: 0.7737, loss//aux0: 0.7737 2020-10-15 19:54:15,742 - mmaction - INFO - Epoch [11][340/396] lr: 7.500e-03, eta: 13:58:24, time: 0.518, data_time: 0.004, memory: 8335, top1_acc/: 0.6307, top5_acc/: 0.8503, loss_cls/: 1.4340, loss/: 1.4340, grad_norm: 3.1107, top1_acc//aux0: 0.7914, top5_acc//aux0: 0.9321, loss_cls//aux0: 0.7814, loss//aux0: 0.7814 2020-10-15 19:54:35,586 - mmaction - INFO - Epoch [11][360/396] lr: 7.500e-03, eta: 13:55:26, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.6302, top5_acc/: 0.8518, loss_cls/: 1.4451, loss/: 1.4451, grad_norm: 2.9913, top1_acc//aux0: 0.7906, top5_acc//aux0: 0.9309, loss_cls//aux0: 0.7913, loss//aux0: 0.7913 2020-10-15 19:54:36,046 - mmaction - INFO - Epoch [11][360/396] lr: 7.500e-03, eta: 13:56:49, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.6302, top5_acc/: 0.8518, loss_cls/: 1.4451, loss/: 1.4451, grad_norm: 3.0169, top1_acc//aux0: 0.7921, top5_acc//aux0: 0.9313, loss_cls//aux0: 0.7892, loss//aux0: 0.7892 2020-10-15 19:54:57,414 - mmaction - INFO - Epoch [11][380/396] lr: 7.500e-03, eta: 13:53:51, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.6307, top5_acc/: 0.8508, loss_cls/: 1.4444, loss/: 1.4444, grad_norm: 3.0801, top1_acc//aux0: 0.7926, top5_acc//aux0: 0.9314, loss_cls//aux0: 0.7906, loss//aux0: 0.7906 2020-10-15 19:54:57,876 - mmaction - INFO - Epoch [11][380/396] lr: 7.500e-03, eta: 13:55:14, time: 0.510, data_time: 0.004, memory: 8335, top1_acc/: 0.6307, top5_acc/: 0.8508, loss_cls/: 1.4444, loss/: 1.4444, grad_norm: 3.0663, top1_acc//aux0: 0.7937, top5_acc//aux0: 0.9315, loss_cls//aux0: 0.7854, loss//aux0: 0.7854 2020-10-15 19:55:17,798 - mmaction - INFO - Saving checkpoint at 11 epochs 2020-10-15 19:58:09,540 - mmaction - INFO - Epoch [12][20/396] lr: 7.500e-03, eta: 13:48:54, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.6625, top5_acc/: 0.8609, loss_cls/: 1.3651, loss/: 1.3651, grad_norm: 3.0901, top1_acc//aux0: 0.7975, top5_acc//aux0: 0.9332, loss_cls//aux0: 0.7643, loss//aux0: 0.7643 2020-10-15 19:58:10,000 - mmaction - INFO - Epoch [12][20/396] lr: 7.500e-03, eta: 13:50:17, time: 0.516, data_time: 0.004, memory: 8335, top1_acc/: 0.6625, top5_acc/: 0.8609, loss_cls/: 1.3651, loss/: 1.3651, grad_norm: 3.0909, top1_acc//aux0: 0.7975, top5_acc//aux0: 0.9332, loss_cls//aux0: 0.7647, loss//aux0: 0.7647 2020-10-15 19:58:29,646 - mmaction - INFO - Epoch [12][40/396] lr: 7.500e-03, eta: 13:47:23, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.6557, top5_acc/: 0.8536, loss_cls/: 1.4143, loss/: 1.4143, grad_norm: 2.9967, top1_acc//aux0: 0.7918, top5_acc//aux0: 0.9337, loss_cls//aux0: 0.7818, loss//aux0: 0.7818 2020-10-15 19:58:30,082 - mmaction - INFO - Epoch [12][40/396] lr: 7.500e-03, eta: 13:48:44, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.6557, top5_acc/: 0.8536, loss_cls/: 1.4143, loss/: 1.4143, grad_norm: 3.0101, top1_acc//aux0: 0.7907, top5_acc//aux0: 0.9330, loss_cls//aux0: 0.7850, loss//aux0: 0.7850 2020-10-15 19:58:49,930 - mmaction - INFO - Epoch [12][60/396] lr: 7.500e-03, eta: 13:45:52, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.6401, top5_acc/: 0.8607, loss_cls/: 1.3824, loss/: 1.3824, grad_norm: 3.0396, top1_acc//aux0: 0.7911, top5_acc//aux0: 0.9291, loss_cls//aux0: 0.7920, loss//aux0: 0.7920 2020-10-15 19:58:50,374 - mmaction - INFO - Epoch [12][60/396] lr: 7.500e-03, eta: 13:47:13, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.6401, top5_acc/: 0.8607, loss_cls/: 1.3824, loss/: 1.3824, grad_norm: 3.0446, top1_acc//aux0: 0.7921, top5_acc//aux0: 0.9298, loss_cls//aux0: 0.7881, loss//aux0: 0.7881 2020-10-15 19:59:10,481 - mmaction - INFO - Epoch [12][80/396] lr: 7.500e-03, eta: 13:44:23, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.6302, top5_acc/: 0.8500, loss_cls/: 1.4346, loss/: 1.4346, grad_norm: 2.9770, top1_acc//aux0: 0.8001, top5_acc//aux0: 0.9372, loss_cls//aux0: 0.7572, loss//aux0: 0.7572 2020-10-15 19:59:10,962 - mmaction - INFO - Epoch [12][80/396] lr: 7.500e-03, eta: 13:45:44, time: 0.515, data_time: 0.004, memory: 8335, top1_acc/: 0.6302, top5_acc/: 0.8500, loss_cls/: 1.4346, loss/: 1.4346, grad_norm: 2.9942, top1_acc//aux0: 0.7991, top5_acc//aux0: 0.9372, loss_cls//aux0: 0.7613, loss//aux0: 0.7613 2020-10-15 19:59:31,109 - mmaction - INFO - Epoch [12][100/396] lr: 7.500e-03, eta: 13:42:57, time: 0.526, data_time: 0.000, memory: 8335, top1_acc/: 0.6422, top5_acc/: 0.8549, loss_cls/: 1.4174, loss/: 1.4174, grad_norm: 3.0422, top1_acc//aux0: 0.7954, top5_acc//aux0: 0.9334, loss_cls//aux0: 0.7729, loss//aux0: 0.7729 2020-10-15 19:59:31,582 - mmaction - INFO - Epoch [12][100/396] lr: 7.500e-03, eta: 13:44:20, time: 0.528, data_time: 0.004, memory: 8335, top1_acc/: 0.6422, top5_acc/: 0.8549, loss_cls/: 1.4174, loss/: 1.4174, grad_norm: 3.0462, top1_acc//aux0: 0.7954, top5_acc//aux0: 0.9327, loss_cls//aux0: 0.7730, loss//aux0: 0.7730 2020-10-15 19:59:51,563 - mmaction - INFO - Epoch [12][120/396] lr: 7.500e-03, eta: 13:41:32, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.6539, top5_acc/: 0.8521, loss_cls/: 1.3803, loss/: 1.3803, grad_norm: 2.9874, top1_acc//aux0: 0.7916, top5_acc//aux0: 0.9308, loss_cls//aux0: 0.7848, loss//aux0: 0.7848 2020-10-15 19:59:52,116 - mmaction - INFO - Epoch [12][120/396] lr: 7.500e-03, eta: 13:42:54, time: 0.523, data_time: 0.004, memory: 8335, top1_acc/: 0.6539, top5_acc/: 0.8521, loss_cls/: 1.3803, loss/: 1.3803, grad_norm: 2.9776, top1_acc//aux0: 0.7936, top5_acc//aux0: 0.9317, loss_cls//aux0: 0.7791, loss//aux0: 0.7791 2020-10-15 20:00:12,126 - mmaction - INFO - Epoch [12][140/396] lr: 7.500e-03, eta: 13:40:06, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.6490, top5_acc/: 0.8638, loss_cls/: 1.3905, loss/: 1.3905, grad_norm: 2.9808, top1_acc//aux0: 0.7950, top5_acc//aux0: 0.9314, loss_cls//aux0: 0.7798, loss//aux0: 0.7798 2020-10-15 20:00:12,618 - mmaction - INFO - Epoch [12][140/396] lr: 7.500e-03, eta: 13:41:26, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.6490, top5_acc/: 0.8638, loss_cls/: 1.3905, loss/: 1.3905, grad_norm: 2.9818, top1_acc//aux0: 0.7933, top5_acc//aux0: 0.9314, loss_cls//aux0: 0.7834, loss//aux0: 0.7834 2020-10-15 20:00:32,724 - mmaction - INFO - Epoch [12][160/396] lr: 7.500e-03, eta: 13:38:41, time: 0.523, data_time: 0.000, memory: 8335, top1_acc/: 0.6469, top5_acc/: 0.8555, loss_cls/: 1.4025, loss/: 1.4025, grad_norm: 3.0591, top1_acc//aux0: 0.7908, top5_acc//aux0: 0.9328, loss_cls//aux0: 0.7859, loss//aux0: 0.7859 2020-10-15 20:00:33,215 - mmaction - INFO - Epoch [12][160/396] lr: 7.500e-03, eta: 13:40:01, time: 0.514, data_time: 0.005, memory: 8335, top1_acc/: 0.6469, top5_acc/: 0.8555, loss_cls/: 1.4025, loss/: 1.4025, grad_norm: 3.0566, top1_acc//aux0: 0.7915, top5_acc//aux0: 0.9330, loss_cls//aux0: 0.7821, loss//aux0: 0.7821 2020-10-15 20:00:53,285 - mmaction - INFO - Epoch [12][180/396] lr: 7.500e-03, eta: 13:37:16, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.6419, top5_acc/: 0.8583, loss_cls/: 1.4177, loss/: 1.4177, grad_norm: 3.0270, top1_acc//aux0: 0.7952, top5_acc//aux0: 0.9334, loss_cls//aux0: 0.7744, loss//aux0: 0.7744 2020-10-15 20:00:53,769 - mmaction - INFO - Epoch [12][180/396] lr: 7.500e-03, eta: 13:38:35, time: 0.517, data_time: 0.005, memory: 8335, top1_acc/: 0.6419, top5_acc/: 0.8583, loss_cls/: 1.4177, loss/: 1.4177, grad_norm: 3.0287, top1_acc//aux0: 0.7943, top5_acc//aux0: 0.9329, loss_cls//aux0: 0.7790, loss//aux0: 0.7790 2020-10-15 20:01:13,911 - mmaction - INFO - Epoch [12][200/396] lr: 7.500e-03, eta: 13:35:50, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.6443, top5_acc/: 0.8557, loss_cls/: 1.4155, loss/: 1.4155, grad_norm: 3.3574, top1_acc//aux0: 0.7924, top5_acc//aux0: 0.9334, loss_cls//aux0: 0.7740, loss//aux0: 0.7740 2020-10-15 20:01:14,373 - mmaction - INFO - Epoch [12][200/396] lr: 7.500e-03, eta: 13:37:09, time: 0.513, data_time: 0.004, memory: 8335, top1_acc/: 0.6443, top5_acc/: 0.8557, loss_cls/: 1.4155, loss/: 1.4155, grad_norm: 3.3346, top1_acc//aux0: 0.7925, top5_acc//aux0: 0.9333, loss_cls//aux0: 0.7731, loss//aux0: 0.7731 2020-10-15 20:01:34,254 - mmaction - INFO - Epoch [12][220/396] lr: 7.500e-03, eta: 13:34:25, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.6411, top5_acc/: 0.8534, loss_cls/: 1.4351, loss/: 1.4351, grad_norm: 3.0348, top1_acc//aux0: 0.7941, top5_acc//aux0: 0.9327, loss_cls//aux0: 0.7824, loss//aux0: 0.7824 2020-10-15 20:01:34,691 - mmaction - INFO - Epoch [12][220/396] lr: 7.500e-03, eta: 13:35:43, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.6411, top5_acc/: 0.8534, loss_cls/: 1.4351, loss/: 1.4351, grad_norm: 3.0569, top1_acc//aux0: 0.7937, top5_acc//aux0: 0.9329, loss_cls//aux0: 0.7849, loss//aux0: 0.7849 2020-10-15 20:01:54,632 - mmaction - INFO - Epoch [12][240/396] lr: 7.500e-03, eta: 13:33:00, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.6469, top5_acc/: 0.8398, loss_cls/: 1.4422, loss/: 1.4422, grad_norm: 2.9946, top1_acc//aux0: 0.7971, top5_acc//aux0: 0.9335, loss_cls//aux0: 0.7652, loss//aux0: 0.7652 2020-10-15 20:01:55,108 - mmaction - INFO - Epoch [12][240/396] lr: 7.500e-03, eta: 13:34:19, time: 0.516, data_time: 0.004, memory: 8335, top1_acc/: 0.6469, top5_acc/: 0.8398, loss_cls/: 1.4422, loss/: 1.4422, grad_norm: 3.0084, top1_acc//aux0: 0.7980, top5_acc//aux0: 0.9334, loss_cls//aux0: 0.7637, loss//aux0: 0.7637 2020-10-15 20:02:15,199 - mmaction - INFO - Epoch [12][260/396] lr: 7.500e-03, eta: 13:31:38, time: 0.523, data_time: 0.000, memory: 8335, top1_acc/: 0.6378, top5_acc/: 0.8513, loss_cls/: 1.4189, loss/: 1.4189, grad_norm: 3.0554, top1_acc//aux0: 0.7906, top5_acc//aux0: 0.9334, loss_cls//aux0: 0.7881, loss//aux0: 0.7881 2020-10-15 20:02:15,641 - mmaction - INFO - Epoch [12][260/396] lr: 7.500e-03, eta: 13:32:57, time: 0.519, data_time: 0.003, memory: 8335, top1_acc/: 0.6378, top5_acc/: 0.8513, loss_cls/: 1.4189, loss/: 1.4189, grad_norm: 3.0762, top1_acc//aux0: 0.7896, top5_acc//aux0: 0.9334, loss_cls//aux0: 0.7880, loss//aux0: 0.7880 2020-10-15 20:02:35,462 - mmaction - INFO - Epoch [12][280/396] lr: 7.500e-03, eta: 13:30:15, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.6380, top5_acc/: 0.8547, loss_cls/: 1.4253, loss/: 1.4253, grad_norm: 3.2962, top1_acc//aux0: 0.7894, top5_acc//aux0: 0.9302, loss_cls//aux0: 0.7918, loss//aux0: 0.7918 2020-10-15 20:02:35,904 - mmaction - INFO - Epoch [12][280/396] lr: 7.500e-03, eta: 13:31:32, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.6380, top5_acc/: 0.8547, loss_cls/: 1.4253, loss/: 1.4253, grad_norm: 3.2768, top1_acc//aux0: 0.7908, top5_acc//aux0: 0.9306, loss_cls//aux0: 0.7877, loss//aux0: 0.7877 2020-10-15 20:02:56,084 - mmaction - INFO - Epoch [12][300/396] lr: 7.500e-03, eta: 13:28:52, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.6500, top5_acc/: 0.8602, loss_cls/: 1.4042, loss/: 1.4042, grad_norm: 3.0147, top1_acc//aux0: 0.7935, top5_acc//aux0: 0.9340, loss_cls//aux0: 0.7709, loss//aux0: 0.7709 2020-10-15 20:02:56,548 - mmaction - INFO - Epoch [12][300/396] lr: 7.500e-03, eta: 13:30:10, time: 0.518, data_time: 0.005, memory: 8335, top1_acc/: 0.6500, top5_acc/: 0.8602, loss_cls/: 1.4042, loss/: 1.4042, grad_norm: 3.0226, top1_acc//aux0: 0.7920, top5_acc//aux0: 0.9340, loss_cls//aux0: 0.7747, loss//aux0: 0.7747 2020-10-15 20:03:16,559 - mmaction - INFO - Epoch [12][320/396] lr: 7.500e-03, eta: 13:27:31, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.6375, top5_acc/: 0.8505, loss_cls/: 1.4482, loss/: 1.4482, grad_norm: 3.0339, top1_acc//aux0: 0.7976, top5_acc//aux0: 0.9369, loss_cls//aux0: 0.7585, loss//aux0: 0.7585 2020-10-15 20:03:17,014 - mmaction - INFO - Epoch [12][320/396] lr: 7.500e-03, eta: 13:28:48, time: 0.514, data_time: 0.004, memory: 8335, top1_acc/: 0.6375, top5_acc/: 0.8505, loss_cls/: 1.4482, loss/: 1.4482, grad_norm: 3.0294, top1_acc//aux0: 0.7981, top5_acc//aux0: 0.9367, loss_cls//aux0: 0.7572, loss//aux0: 0.7572 2020-10-15 20:03:36,990 - mmaction - INFO - Epoch [12][340/396] lr: 7.500e-03, eta: 13:26:08, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.6349, top5_acc/: 0.8523, loss_cls/: 1.4441, loss/: 1.4441, grad_norm: 3.0008, top1_acc//aux0: 0.7942, top5_acc//aux0: 0.9323, loss_cls//aux0: 0.7744, loss//aux0: 0.7744 2020-10-15 20:03:37,571 - mmaction - INFO - Epoch [12][340/396] lr: 7.500e-03, eta: 13:27:25, time: 0.515, data_time: 0.010, memory: 8335, top1_acc/: 0.6349, top5_acc/: 0.8523, loss_cls/: 1.4441, loss/: 1.4441, grad_norm: 3.0036, top1_acc//aux0: 0.7939, top5_acc//aux0: 0.9326, loss_cls//aux0: 0.7732, loss//aux0: 0.7732 2020-10-15 20:03:57,577 - mmaction - INFO - Epoch [12][360/396] lr: 7.500e-03, eta: 13:24:48, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.6331, top5_acc/: 0.8432, loss_cls/: 1.4659, loss/: 1.4659, grad_norm: 3.0438, top1_acc//aux0: 0.7968, top5_acc//aux0: 0.9319, loss_cls//aux0: 0.7646, loss//aux0: 0.7646 2020-10-15 20:03:58,014 - mmaction - INFO - Epoch [12][360/396] lr: 7.500e-03, eta: 13:26:04, time: 0.516, data_time: 0.003, memory: 8335, top1_acc/: 0.6331, top5_acc/: 0.8432, loss_cls/: 1.4659, loss/: 1.4659, grad_norm: 3.0542, top1_acc//aux0: 0.7984, top5_acc//aux0: 0.9319, loss_cls//aux0: 0.7639, loss//aux0: 0.7639 2020-10-15 20:04:17,986 - mmaction - INFO - Epoch [12][380/396] lr: 7.500e-03, eta: 13:23:26, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.6315, top5_acc/: 0.8438, loss_cls/: 1.4580, loss/: 1.4580, grad_norm: 3.0609, top1_acc//aux0: 0.7977, top5_acc//aux0: 0.9335, loss_cls//aux0: 0.7715, loss//aux0: 0.7715 2020-10-15 20:04:18,432 - mmaction - INFO - Epoch [12][380/396] lr: 7.500e-03, eta: 13:24:40, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.6315, top5_acc/: 0.8438, loss_cls/: 1.4580, loss/: 1.4580, grad_norm: 3.0506, top1_acc//aux0: 0.7981, top5_acc//aux0: 0.9341, loss_cls//aux0: 0.7693, loss//aux0: 0.7693 2020-10-15 20:04:39,266 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-10-15 20:07:32,442 - mmaction - INFO - Epoch [13][20/396] lr: 7.500e-03, eta: 13:19:00, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.6529, top5_acc/: 0.8596, loss_cls/: 1.3548, loss/: 1.3548, grad_norm: 3.0098, top1_acc//aux0: 0.7994, top5_acc//aux0: 0.9342, loss_cls//aux0: 0.7582, loss//aux0: 0.7582 2020-10-15 20:07:32,906 - mmaction - INFO - Epoch [13][20/396] lr: 7.500e-03, eta: 13:20:14, time: 0.505, data_time: 0.004, memory: 8335, top1_acc/: 0.6529, top5_acc/: 0.8596, loss_cls/: 1.3548, loss/: 1.3548, grad_norm: 3.0258, top1_acc//aux0: 0.7990, top5_acc//aux0: 0.9348, loss_cls//aux0: 0.7583, loss//aux0: 0.7583 2020-10-15 20:07:52,652 - mmaction - INFO - Epoch [13][40/396] lr: 7.500e-03, eta: 13:17:39, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.6557, top5_acc/: 0.8628, loss_cls/: 1.3473, loss/: 1.3473, grad_norm: 2.9983, top1_acc//aux0: 0.7963, top5_acc//aux0: 0.9367, loss_cls//aux0: 0.7683, loss//aux0: 0.7683 2020-10-15 20:07:53,143 - mmaction - INFO - Epoch [13][40/396] lr: 7.500e-03, eta: 13:18:54, time: 0.511, data_time: 0.007, memory: 8335, top1_acc/: 0.6557, top5_acc/: 0.8628, loss_cls/: 1.3473, loss/: 1.3473, grad_norm: 3.0081, top1_acc//aux0: 0.7963, top5_acc//aux0: 0.9354, loss_cls//aux0: 0.7722, loss//aux0: 0.7722 2020-10-15 20:08:13,342 - mmaction - INFO - Epoch [13][60/396] lr: 7.500e-03, eta: 13:16:23, time: 0.526, data_time: 0.000, memory: 8335, top1_acc/: 0.6591, top5_acc/: 0.8656, loss_cls/: 1.3590, loss/: 1.3590, grad_norm: 2.9333, top1_acc//aux0: 0.7990, top5_acc//aux0: 0.9329, loss_cls//aux0: 0.7694, loss//aux0: 0.7694 2020-10-15 20:08:13,770 - mmaction - INFO - Epoch [13][60/396] lr: 7.500e-03, eta: 13:17:37, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.6591, top5_acc/: 0.8656, loss_cls/: 1.3590, loss/: 1.3590, grad_norm: 2.9408, top1_acc//aux0: 0.7995, top5_acc//aux0: 0.9343, loss_cls//aux0: 0.7650, loss//aux0: 0.7650 2020-10-15 20:08:33,599 - mmaction - INFO - Epoch [13][80/396] lr: 7.500e-03, eta: 13:15:05, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.6510, top5_acc/: 0.8589, loss_cls/: 1.3805, loss/: 1.3805, grad_norm: 3.0072, top1_acc//aux0: 0.7957, top5_acc//aux0: 0.9334, loss_cls//aux0: 0.7721, loss//aux0: 0.7721 2020-10-15 20:08:34,043 - mmaction - INFO - Epoch [13][80/396] lr: 7.500e-03, eta: 13:16:18, time: 0.509, data_time: 0.001, memory: 8335, top1_acc/: 0.6510, top5_acc/: 0.8589, loss_cls/: 1.3805, loss/: 1.3805, grad_norm: 2.9993, top1_acc//aux0: 0.7960, top5_acc//aux0: 0.9327, loss_cls//aux0: 0.7711, loss//aux0: 0.7711 2020-10-15 20:08:53,776 - mmaction - INFO - Epoch [13][100/396] lr: 7.500e-03, eta: 13:13:46, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.6625, top5_acc/: 0.8630, loss_cls/: 1.3461, loss/: 1.3461, grad_norm: 3.0429, top1_acc//aux0: 0.7928, top5_acc//aux0: 0.9317, loss_cls//aux0: 0.7824, loss//aux0: 0.7824 2020-10-15 20:08:54,213 - mmaction - INFO - Epoch [13][100/396] lr: 7.500e-03, eta: 13:14:58, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.6625, top5_acc/: 0.8630, loss_cls/: 1.3461, loss/: 1.3461, grad_norm: 3.0363, top1_acc//aux0: 0.7922, top5_acc//aux0: 0.9315, loss_cls//aux0: 0.7843, loss//aux0: 0.7843 2020-10-15 20:12:31,181 - mmaction - INFO - Epoch [13][120/396] lr: 7.500e-03, eta: 13:12:48, time: 0.649, data_time: 0.108, memory: 8335, top1_acc/: 0.6576, top5_acc/: 0.8648, loss_cls/: 1.3668, loss/: 1.3668, grad_norm: 2.9723, top1_acc//aux0: 0.8000, top5_acc//aux0: 0.9343, loss_cls//aux0: 0.7623, loss//aux0: 0.7623 2020-10-15 20:12:31,659 - mmaction - INFO - Epoch [13][120/396] lr: 7.500e-03, eta: 13:14:25, time: 0.684, data_time: 0.143, memory: 8335, top1_acc/: 0.6576, top5_acc/: 0.8648, loss_cls/: 1.3668, loss/: 1.3668, grad_norm: 2.9712, top1_acc//aux0: 0.8001, top5_acc//aux0: 0.9342, loss_cls//aux0: 0.7616, loss//aux0: 0.7616 2020-10-15 20:12:52,533 - mmaction - INFO - Epoch [13][140/396] lr: 7.500e-03, eta: 13:11:58, time: 0.530, data_time: 0.000, memory: 8335, top1_acc/: 0.6435, top5_acc/: 0.8622, loss_cls/: 1.3860, loss/: 1.3860, grad_norm: 2.9835, top1_acc//aux0: 0.8004, top5_acc//aux0: 0.9340, loss_cls//aux0: 0.7620, loss//aux0: 0.7620 2020-10-15 20:12:53,057 - mmaction - INFO - Epoch [13][140/396] lr: 7.500e-03, eta: 13:13:14, time: 0.533, data_time: 0.004, memory: 8335, top1_acc/: 0.6435, top5_acc/: 0.8622, loss_cls/: 1.3860, loss/: 1.3860, grad_norm: 2.9834, top1_acc//aux0: 0.8004, top5_acc//aux0: 0.9344, loss_cls//aux0: 0.7610, loss//aux0: 0.7610 2020-10-15 20:13:14,220 - mmaction - INFO - Epoch [13][160/396] lr: 7.500e-03, eta: 13:10:44, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.6594, top5_acc/: 0.8703, loss_cls/: 1.3492, loss/: 1.3492, grad_norm: 3.0654, top1_acc//aux0: 0.7953, top5_acc//aux0: 0.9358, loss_cls//aux0: 0.7593, loss//aux0: 0.7593 2020-10-15 20:13:14,691 - mmaction - INFO - Epoch [13][160/396] lr: 7.500e-03, eta: 13:11:55, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.6594, top5_acc/: 0.8703, loss_cls/: 1.3492, loss/: 1.3492, grad_norm: 3.0679, top1_acc//aux0: 0.7958, top5_acc//aux0: 0.9360, loss_cls//aux0: 0.7575, loss//aux0: 0.7575 2020-10-15 20:13:34,667 - mmaction - INFO - Epoch [13][180/396] lr: 7.500e-03, eta: 13:09:28, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.6521, top5_acc/: 0.8547, loss_cls/: 1.3942, loss/: 1.3942, grad_norm: 3.0433, top1_acc//aux0: 0.7974, top5_acc//aux0: 0.9342, loss_cls//aux0: 0.7699, loss//aux0: 0.7699 2020-10-15 20:13:35,158 - mmaction - INFO - Epoch [13][180/396] lr: 7.500e-03, eta: 13:10:40, time: 0.518, data_time: 0.005, memory: 8335, top1_acc/: 0.6521, top5_acc/: 0.8547, loss_cls/: 1.3942, loss/: 1.3942, grad_norm: 3.0331, top1_acc//aux0: 0.7974, top5_acc//aux0: 0.9347, loss_cls//aux0: 0.7694, loss//aux0: 0.7694 2020-10-15 20:13:57,244 - mmaction - INFO - Epoch [13][200/396] lr: 7.500e-03, eta: 13:08:16, time: 0.533, data_time: 0.000, memory: 8335, top1_acc/: 0.6534, top5_acc/: 0.8599, loss_cls/: 1.3603, loss/: 1.3603, grad_norm: 3.3387, top1_acc//aux0: 0.8007, top5_acc//aux0: 0.9361, loss_cls//aux0: 0.7486, loss//aux0: 0.7486 2020-10-15 20:13:57,695 - mmaction - INFO - Epoch [13][200/396] lr: 7.500e-03, eta: 13:09:31, time: 0.535, data_time: 0.003, memory: 8335, top1_acc/: 0.6534, top5_acc/: 0.8599, loss_cls/: 1.3603, loss/: 1.3603, grad_norm: 3.1977, top1_acc//aux0: 0.8008, top5_acc//aux0: 0.9354, loss_cls//aux0: 0.7515, loss//aux0: 0.7515 2020-10-15 20:14:17,764 - mmaction - INFO - Epoch [13][220/396] lr: 7.500e-03, eta: 13:07:05, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.6479, top5_acc/: 0.8555, loss_cls/: 1.4006, loss/: 1.4006, grad_norm: 3.0280, top1_acc//aux0: 0.7941, top5_acc//aux0: 0.9333, loss_cls//aux0: 0.7771, loss//aux0: 0.7771 2020-10-15 20:14:18,276 - mmaction - INFO - Epoch [13][220/396] lr: 7.500e-03, eta: 13:08:17, time: 0.518, data_time: 0.004, memory: 8335, top1_acc/: 0.6479, top5_acc/: 0.8555, loss_cls/: 1.4006, loss/: 1.4006, grad_norm: 3.0075, top1_acc//aux0: 0.7939, top5_acc//aux0: 0.9324, loss_cls//aux0: 0.7792, loss//aux0: 0.7792 2020-10-15 20:14:38,283 - mmaction - INFO - Epoch [13][240/396] lr: 7.500e-03, eta: 13:05:51, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.6469, top5_acc/: 0.8477, loss_cls/: 1.4201, loss/: 1.4201, grad_norm: 3.0363, top1_acc//aux0: 0.7983, top5_acc//aux0: 0.9355, loss_cls//aux0: 0.7505, loss//aux0: 0.7505 2020-10-15 20:14:38,771 - mmaction - INFO - Epoch [13][240/396] lr: 7.500e-03, eta: 13:07:02, time: 0.513, data_time: 0.005, memory: 8335, top1_acc/: 0.6469, top5_acc/: 0.8477, loss_cls/: 1.4201, loss/: 1.4201, grad_norm: 3.0501, top1_acc//aux0: 0.7976, top5_acc//aux0: 0.9362, loss_cls//aux0: 0.7488, loss//aux0: 0.7488 2020-10-15 20:14:58,786 - mmaction - INFO - Epoch [13][260/396] lr: 7.500e-03, eta: 13:04:38, time: 0.521, data_time: 0.000, memory: 8335, top1_acc/: 0.6320, top5_acc/: 0.8500, loss_cls/: 1.4220, loss/: 1.4220, grad_norm: 3.0890, top1_acc//aux0: 0.7951, top5_acc//aux0: 0.9343, loss_cls//aux0: 0.7674, loss//aux0: 0.7674 2020-10-15 20:14:59,240 - mmaction - INFO - Epoch [13][260/396] lr: 7.500e-03, eta: 13:05:50, time: 0.522, data_time: 0.002, memory: 8335, top1_acc/: 0.6320, top5_acc/: 0.8500, loss_cls/: 1.4220, loss/: 1.4220, grad_norm: 3.0759, top1_acc//aux0: 0.7952, top5_acc//aux0: 0.9345, loss_cls//aux0: 0.7680, loss//aux0: 0.7680 2020-10-15 20:15:19,097 - mmaction - INFO - Epoch [13][280/396] lr: 7.500e-03, eta: 13:03:25, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.6435, top5_acc/: 0.8510, loss_cls/: 1.4133, loss/: 1.4133, grad_norm: 3.1277, top1_acc//aux0: 0.7928, top5_acc//aux0: 0.9332, loss_cls//aux0: 0.7804, loss//aux0: 0.7804 2020-10-15 20:15:19,539 - mmaction - INFO - Epoch [13][280/396] lr: 7.500e-03, eta: 13:04:36, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.6435, top5_acc/: 0.8510, loss_cls/: 1.4133, loss/: 1.4133, grad_norm: 3.1468, top1_acc//aux0: 0.7915, top5_acc//aux0: 0.9330, loss_cls//aux0: 0.7852, loss//aux0: 0.7852 2020-10-15 20:15:42,222 - mmaction - INFO - Epoch [13][300/396] lr: 7.500e-03, eta: 13:02:20, time: 0.566, data_time: 0.000, memory: 8335, top1_acc/: 0.6482, top5_acc/: 0.8604, loss_cls/: 1.3880, loss/: 1.3880, grad_norm: 3.0104, top1_acc//aux0: 0.7951, top5_acc//aux0: 0.9344, loss_cls//aux0: 0.7675, loss//aux0: 0.7675 2020-10-15 20:15:42,683 - mmaction - INFO - Epoch [13][300/396] lr: 7.500e-03, eta: 13:03:37, time: 0.568, data_time: 0.003, memory: 8335, top1_acc/: 0.6482, top5_acc/: 0.8604, loss_cls/: 1.3880, loss/: 1.3880, grad_norm: 3.0162, top1_acc//aux0: 0.7976, top5_acc//aux0: 0.9351, loss_cls//aux0: 0.7598, loss//aux0: 0.7598 2020-10-15 20:16:03,444 - mmaction - INFO - Epoch [13][320/396] lr: 7.500e-03, eta: 13:01:15, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.6411, top5_acc/: 0.8578, loss_cls/: 1.4071, loss/: 1.4071, grad_norm: 2.9965, top1_acc//aux0: 0.7940, top5_acc//aux0: 0.9313, loss_cls//aux0: 0.7829, loss//aux0: 0.7829 2020-10-15 20:16:03,912 - mmaction - INFO - Epoch [13][320/396] lr: 7.500e-03, eta: 13:02:25, time: 0.514, data_time: 0.003, memory: 8335, top1_acc/: 0.6411, top5_acc/: 0.8578, loss_cls/: 1.4071, loss/: 1.4071, grad_norm: 2.9906, top1_acc//aux0: 0.7932, top5_acc//aux0: 0.9315, loss_cls//aux0: 0.7847, loss//aux0: 0.7847 2020-10-15 20:16:23,455 - mmaction - INFO - Epoch [13][340/396] lr: 7.500e-03, eta: 13:00:00, time: 0.497, data_time: 0.000, memory: 8335, top1_acc/: 0.6419, top5_acc/: 0.8552, loss_cls/: 1.4065, loss/: 1.4065, grad_norm: 3.0847, top1_acc//aux0: 0.7966, top5_acc//aux0: 0.9341, loss_cls//aux0: 0.7666, loss//aux0: 0.7666 2020-10-15 20:16:23,968 - mmaction - INFO - Epoch [13][340/396] lr: 7.500e-03, eta: 13:01:08, time: 0.501, data_time: 0.003, memory: 8335, top1_acc/: 0.6419, top5_acc/: 0.8552, loss_cls/: 1.4065, loss/: 1.4065, grad_norm: 3.0815, top1_acc//aux0: 0.7972, top5_acc//aux0: 0.9332, loss_cls//aux0: 0.7703, loss//aux0: 0.7703 2020-10-15 20:16:43,745 - mmaction - INFO - Epoch [13][360/396] lr: 7.500e-03, eta: 12:58:46, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.6484, top5_acc/: 0.8503, loss_cls/: 1.3961, loss/: 1.3961, grad_norm: 3.0277, top1_acc//aux0: 0.8010, top5_acc//aux0: 0.9333, loss_cls//aux0: 0.7652, loss//aux0: 0.7652 2020-10-15 20:16:44,359 - mmaction - INFO - Epoch [13][360/396] lr: 7.500e-03, eta: 12:59:56, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.6484, top5_acc/: 0.8503, loss_cls/: 1.3961, loss/: 1.3961, grad_norm: 3.0064, top1_acc//aux0: 0.8009, top5_acc//aux0: 0.9346, loss_cls//aux0: 0.7572, loss//aux0: 0.7572 2020-10-15 20:17:04,197 - mmaction - INFO - Epoch [13][380/396] lr: 7.500e-03, eta: 12:57:35, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.6513, top5_acc/: 0.8630, loss_cls/: 1.3496, loss/: 1.3496, grad_norm: 3.0684, top1_acc//aux0: 0.7957, top5_acc//aux0: 0.9336, loss_cls//aux0: 0.7647, loss//aux0: 0.7647 2020-10-15 20:17:04,745 - mmaction - INFO - Epoch [13][380/396] lr: 7.500e-03, eta: 12:58:45, time: 0.520, data_time: 0.004, memory: 8335, top1_acc/: 0.6513, top5_acc/: 0.8630, loss_cls/: 1.3496, loss/: 1.3496, grad_norm: 3.0724, top1_acc//aux0: 0.7954, top5_acc//aux0: 0.9325, loss_cls//aux0: 0.7696, loss//aux0: 0.7696 2020-10-15 20:17:27,112 - mmaction - INFO - Saving checkpoint at 13 epochs 2020-10-15 20:20:49,720 - mmaction - INFO - Epoch [14][20/396] lr: 7.500e-03, eta: 12:53:39, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.6586, top5_acc/: 0.8628, loss_cls/: 1.3468, loss/: 1.3468, grad_norm: 2.9802, top1_acc//aux0: 0.7977, top5_acc//aux0: 0.9331, loss_cls//aux0: 0.7648, loss//aux0: 0.7648 2020-10-15 20:20:50,176 - mmaction - INFO - Epoch [14][20/396] lr: 7.500e-03, eta: 12:54:47, time: 0.512, data_time: 0.006, memory: 8335, top1_acc/: 0.6586, top5_acc/: 0.8628, loss_cls/: 1.3468, loss/: 1.3468, grad_norm: 2.9700, top1_acc//aux0: 0.7980, top5_acc//aux0: 0.9334, loss_cls//aux0: 0.7644, loss//aux0: 0.7644 2020-10-15 20:21:09,797 - mmaction - INFO - Epoch [14][40/396] lr: 7.500e-03, eta: 12:52:28, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.6659, top5_acc/: 0.8682, loss_cls/: 1.3126, loss/: 1.3126, grad_norm: 3.1295, top1_acc//aux0: 0.7996, top5_acc//aux0: 0.9348, loss_cls//aux0: 0.7563, loss//aux0: 0.7563 2020-10-15 20:21:10,241 - mmaction - INFO - Epoch [14][40/396] lr: 7.500e-03, eta: 12:53:35, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.6659, top5_acc/: 0.8682, loss_cls/: 1.3126, loss/: 1.3126, grad_norm: 3.1446, top1_acc//aux0: 0.7992, top5_acc//aux0: 0.9348, loss_cls//aux0: 0.7576, loss//aux0: 0.7576 2020-10-15 20:21:30,070 - mmaction - INFO - Epoch [14][60/396] lr: 7.500e-03, eta: 12:51:16, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.6474, top5_acc/: 0.8635, loss_cls/: 1.3824, loss/: 1.3824, grad_norm: 3.0396, top1_acc//aux0: 0.7981, top5_acc//aux0: 0.9340, loss_cls//aux0: 0.7635, loss//aux0: 0.7635 2020-10-15 20:21:30,518 - mmaction - INFO - Epoch [14][60/396] lr: 7.500e-03, eta: 12:52:23, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.6474, top5_acc/: 0.8635, loss_cls/: 1.3824, loss/: 1.3824, grad_norm: 3.0476, top1_acc//aux0: 0.7987, top5_acc//aux0: 0.9336, loss_cls//aux0: 0.7612, loss//aux0: 0.7612 2020-10-15 20:21:50,447 - mmaction - INFO - Epoch [14][80/396] lr: 7.500e-03, eta: 12:50:07, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.6357, top5_acc/: 0.8570, loss_cls/: 1.4030, loss/: 1.4030, grad_norm: 3.0816, top1_acc//aux0: 0.8011, top5_acc//aux0: 0.9360, loss_cls//aux0: 0.7530, loss//aux0: 0.7530 2020-10-15 20:21:50,906 - mmaction - INFO - Epoch [14][80/396] lr: 7.500e-03, eta: 12:51:15, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.6357, top5_acc/: 0.8570, loss_cls/: 1.4030, loss/: 1.4030, grad_norm: 3.1003, top1_acc//aux0: 0.8005, top5_acc//aux0: 0.9363, loss_cls//aux0: 0.7569, loss//aux0: 0.7569 2020-10-15 20:22:10,792 - mmaction - INFO - Epoch [14][100/396] lr: 7.500e-03, eta: 12:48:58, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.6591, top5_acc/: 0.8656, loss_cls/: 1.3251, loss/: 1.3251, grad_norm: 3.0305, top1_acc//aux0: 0.8002, top5_acc//aux0: 0.9358, loss_cls//aux0: 0.7574, loss//aux0: 0.7574 2020-10-15 20:22:11,351 - mmaction - INFO - Epoch [14][100/396] lr: 7.500e-03, eta: 12:50:05, time: 0.515, data_time: 0.008, memory: 8335, top1_acc/: 0.6591, top5_acc/: 0.8656, loss_cls/: 1.3251, loss/: 1.3251, grad_norm: 3.0542, top1_acc//aux0: 0.8000, top5_acc//aux0: 0.9359, loss_cls//aux0: 0.7585, loss//aux0: 0.7585 2020-10-15 20:22:31,237 - mmaction - INFO - Epoch [14][120/396] lr: 7.500e-03, eta: 12:47:50, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.6583, top5_acc/: 0.8573, loss_cls/: 1.3563, loss/: 1.3563, grad_norm: 3.0144, top1_acc//aux0: 0.8018, top5_acc//aux0: 0.9383, loss_cls//aux0: 0.7514, loss//aux0: 0.7514 2020-10-15 20:22:31,680 - mmaction - INFO - Epoch [14][120/396] lr: 7.500e-03, eta: 12:48:57, time: 0.513, data_time: 0.003, memory: 8335, top1_acc/: 0.6583, top5_acc/: 0.8573, loss_cls/: 1.3563, loss/: 1.3563, grad_norm: 3.0122, top1_acc//aux0: 0.8038, top5_acc//aux0: 0.9385, loss_cls//aux0: 0.7437, loss//aux0: 0.7437 2020-10-15 20:22:51,600 - mmaction - INFO - Epoch [14][140/396] lr: 7.500e-03, eta: 12:46:41, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.6565, top5_acc/: 0.8641, loss_cls/: 1.3539, loss/: 1.3539, grad_norm: 3.0868, top1_acc//aux0: 0.8010, top5_acc//aux0: 0.9361, loss_cls//aux0: 0.7517, loss//aux0: 0.7517 2020-10-15 20:22:52,079 - mmaction - INFO - Epoch [14][140/396] lr: 7.500e-03, eta: 12:47:47, time: 0.509, data_time: 0.004, memory: 8335, top1_acc/: 0.6565, top5_acc/: 0.8641, loss_cls/: 1.3539, loss/: 1.3539, grad_norm: 3.0914, top1_acc//aux0: 0.7994, top5_acc//aux0: 0.9355, loss_cls//aux0: 0.7544, loss//aux0: 0.7544 2020-10-15 20:23:12,096 - mmaction - INFO - Epoch [14][160/396] lr: 7.500e-03, eta: 12:45:33, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.6534, top5_acc/: 0.8594, loss_cls/: 1.3507, loss/: 1.3507, grad_norm: 3.0448, top1_acc//aux0: 0.8002, top5_acc//aux0: 0.9325, loss_cls//aux0: 0.7517, loss//aux0: 0.7517 2020-10-15 20:23:12,536 - mmaction - INFO - Epoch [14][160/396] lr: 7.500e-03, eta: 12:46:40, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.6534, top5_acc/: 0.8594, loss_cls/: 1.3507, loss/: 1.3507, grad_norm: 3.0362, top1_acc//aux0: 0.8009, top5_acc//aux0: 0.9330, loss_cls//aux0: 0.7502, loss//aux0: 0.7502 2020-10-15 20:23:32,309 - mmaction - INFO - Epoch [14][180/396] lr: 7.500e-03, eta: 12:44:26, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.6534, top5_acc/: 0.8638, loss_cls/: 1.3530, loss/: 1.3530, grad_norm: 3.0421, top1_acc//aux0: 0.7986, top5_acc//aux0: 0.9330, loss_cls//aux0: 0.7651, loss//aux0: 0.7651 2020-10-15 20:23:32,757 - mmaction - INFO - Epoch [14][180/396] lr: 7.500e-03, eta: 12:45:31, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.6534, top5_acc/: 0.8638, loss_cls/: 1.3530, loss/: 1.3530, grad_norm: 3.0345, top1_acc//aux0: 0.7981, top5_acc//aux0: 0.9325, loss_cls//aux0: 0.7682, loss//aux0: 0.7682 2020-10-15 20:23:52,920 - mmaction - INFO - Epoch [14][200/396] lr: 7.500e-03, eta: 12:43:18, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.6674, top5_acc/: 0.8771, loss_cls/: 1.3133, loss/: 1.3133, grad_norm: 2.9811, top1_acc//aux0: 0.7986, top5_acc//aux0: 0.9340, loss_cls//aux0: 0.7553, loss//aux0: 0.7553 2020-10-15 20:23:53,394 - mmaction - INFO - Epoch [14][200/396] lr: 7.500e-03, eta: 12:44:24, time: 0.514, data_time: 0.003, memory: 8335, top1_acc/: 0.6674, top5_acc/: 0.8771, loss_cls/: 1.3133, loss/: 1.3133, grad_norm: 2.9873, top1_acc//aux0: 0.7989, top5_acc//aux0: 0.9341, loss_cls//aux0: 0.7550, loss//aux0: 0.7550 2020-10-15 20:24:13,393 - mmaction - INFO - Epoch [14][220/396] lr: 7.500e-03, eta: 12:42:12, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.6531, top5_acc/: 0.8589, loss_cls/: 1.3795, loss/: 1.3795, grad_norm: 2.9918, top1_acc//aux0: 0.8053, top5_acc//aux0: 0.9380, loss_cls//aux0: 0.7372, loss//aux0: 0.7372 2020-10-15 20:24:13,836 - mmaction - INFO - Epoch [14][220/396] lr: 7.500e-03, eta: 12:43:19, time: 0.518, data_time: 0.002, memory: 8335, top1_acc/: 0.6531, top5_acc/: 0.8589, loss_cls/: 1.3795, loss/: 1.3795, grad_norm: 2.9928, top1_acc//aux0: 0.8045, top5_acc//aux0: 0.9373, loss_cls//aux0: 0.7413, loss//aux0: 0.7413 2020-10-15 20:24:33,856 - mmaction - INFO - Epoch [14][240/396] lr: 7.500e-03, eta: 12:41:07, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.6604, top5_acc/: 0.8594, loss_cls/: 1.3817, loss/: 1.3817, grad_norm: 3.0073, top1_acc//aux0: 0.7995, top5_acc//aux0: 0.9342, loss_cls//aux0: 0.7625, loss//aux0: 0.7625 2020-10-15 20:24:34,303 - mmaction - INFO - Epoch [14][240/396] lr: 7.500e-03, eta: 12:42:12, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.6604, top5_acc/: 0.8594, loss_cls/: 1.3817, loss/: 1.3817, grad_norm: 3.0077, top1_acc//aux0: 0.7994, top5_acc//aux0: 0.9351, loss_cls//aux0: 0.7591, loss//aux0: 0.7591 2020-10-15 20:24:54,512 - mmaction - INFO - Epoch [14][260/396] lr: 7.500e-03, eta: 12:40:01, time: 0.517, data_time: 0.000, memory: 8335, top1_acc/: 0.6333, top5_acc/: 0.8531, loss_cls/: 1.4217, loss/: 1.4217, grad_norm: 3.0172, top1_acc//aux0: 0.8017, top5_acc//aux0: 0.9359, loss_cls//aux0: 0.7435, loss//aux0: 0.7435 2020-10-15 20:24:55,010 - mmaction - INFO - Epoch [14][260/396] lr: 7.500e-03, eta: 12:41:07, time: 0.520, data_time: 0.004, memory: 8335, top1_acc/: 0.6333, top5_acc/: 0.8531, loss_cls/: 1.4217, loss/: 1.4217, grad_norm: 3.0293, top1_acc//aux0: 0.8013, top5_acc//aux0: 0.9359, loss_cls//aux0: 0.7444, loss//aux0: 0.7444 2020-10-15 20:25:15,021 - mmaction - INFO - Epoch [14][280/396] lr: 7.500e-03, eta: 12:38:57, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.6406, top5_acc/: 0.8557, loss_cls/: 1.4107, loss/: 1.4107, grad_norm: 3.1299, top1_acc//aux0: 0.7893, top5_acc//aux0: 0.9341, loss_cls//aux0: 0.7786, loss//aux0: 0.7786 2020-10-15 20:25:15,460 - mmaction - INFO - Epoch [14][280/396] lr: 7.500e-03, eta: 12:40:01, time: 0.515, data_time: 0.004, memory: 8335, top1_acc/: 0.6406, top5_acc/: 0.8557, loss_cls/: 1.4107, loss/: 1.4107, grad_norm: 3.1105, top1_acc//aux0: 0.7910, top5_acc//aux0: 0.9347, loss_cls//aux0: 0.7737, loss//aux0: 0.7737 2020-10-15 20:25:35,438 - mmaction - INFO - Epoch [14][300/396] lr: 7.500e-03, eta: 12:37:52, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.6573, top5_acc/: 0.8680, loss_cls/: 1.3428, loss/: 1.3428, grad_norm: 3.0090, top1_acc//aux0: 0.8006, top5_acc//aux0: 0.9332, loss_cls//aux0: 0.7570, loss//aux0: 0.7570 2020-10-15 20:25:35,898 - mmaction - INFO - Epoch [14][300/396] lr: 7.500e-03, eta: 12:38:57, time: 0.517, data_time: 0.003, memory: 8335, top1_acc/: 0.6573, top5_acc/: 0.8680, loss_cls/: 1.3428, loss/: 1.3428, grad_norm: 2.9966, top1_acc//aux0: 0.7999, top5_acc//aux0: 0.9325, loss_cls//aux0: 0.7590, loss//aux0: 0.7590 2020-10-15 20:25:55,884 - mmaction - INFO - Epoch [14][320/396] lr: 7.500e-03, eta: 12:36:47, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.6372, top5_acc/: 0.8557, loss_cls/: 1.4044, loss/: 1.4044, grad_norm: 3.1411, top1_acc//aux0: 0.7958, top5_acc//aux0: 0.9333, loss_cls//aux0: 0.7712, loss//aux0: 0.7712 2020-10-15 20:25:56,329 - mmaction - INFO - Epoch [14][320/396] lr: 7.500e-03, eta: 12:37:50, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.6372, top5_acc/: 0.8557, loss_cls/: 1.4044, loss/: 1.4044, grad_norm: 3.1222, top1_acc//aux0: 0.7957, top5_acc//aux0: 0.9336, loss_cls//aux0: 0.7707, loss//aux0: 0.7707 2020-10-15 20:26:16,360 - mmaction - INFO - Epoch [14][340/396] lr: 7.500e-03, eta: 12:35:41, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.6495, top5_acc/: 0.8544, loss_cls/: 1.3855, loss/: 1.3855, grad_norm: 3.0355, top1_acc//aux0: 0.8007, top5_acc//aux0: 0.9371, loss_cls//aux0: 0.7509, loss//aux0: 0.7509 2020-10-15 20:26:16,816 - mmaction - INFO - Epoch [14][340/396] lr: 7.500e-03, eta: 12:36:45, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.6495, top5_acc/: 0.8544, loss_cls/: 1.3855, loss/: 1.3855, grad_norm: 3.0434, top1_acc//aux0: 0.8010, top5_acc//aux0: 0.9368, loss_cls//aux0: 0.7511, loss//aux0: 0.7511 2020-10-15 20:26:36,665 - mmaction - INFO - Epoch [14][360/396] lr: 7.500e-03, eta: 12:34:36, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.6549, top5_acc/: 0.8562, loss_cls/: 1.3731, loss/: 1.3731, grad_norm: 3.0015, top1_acc//aux0: 0.8009, top5_acc//aux0: 0.9366, loss_cls//aux0: 0.7502, loss//aux0: 0.7502 2020-10-15 20:26:37,138 - mmaction - INFO - Epoch [14][360/396] lr: 7.500e-03, eta: 12:35:38, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.6549, top5_acc/: 0.8562, loss_cls/: 1.3731, loss/: 1.3731, grad_norm: 2.9932, top1_acc//aux0: 0.8021, top5_acc//aux0: 0.9372, loss_cls//aux0: 0.7465, loss//aux0: 0.7465 2020-10-15 20:26:57,131 - mmaction - INFO - Epoch [14][380/396] lr: 7.500e-03, eta: 12:33:31, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.6549, top5_acc/: 0.8560, loss_cls/: 1.3743, loss/: 1.3743, grad_norm: 3.4703, top1_acc//aux0: 0.8001, top5_acc//aux0: 0.9368, loss_cls//aux0: 0.7554, loss//aux0: 0.7554 2020-10-15 20:26:57,613 - mmaction - INFO - Epoch [14][380/396] lr: 7.500e-03, eta: 12:34:35, time: 0.516, data_time: 0.004, memory: 8335, top1_acc/: 0.6549, top5_acc/: 0.8560, loss_cls/: 1.3743, loss/: 1.3743, grad_norm: 3.0950, top1_acc//aux0: 0.7986, top5_acc//aux0: 0.9358, loss_cls//aux0: 0.7611, loss//aux0: 0.7611 2020-10-15 20:27:16,646 - mmaction - INFO - Saving checkpoint at 14 epochs 2020-10-15 20:29:57,931 - mmaction - INFO - Epoch [15][20/396] lr: 7.500e-03, eta: 12:29:56, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.6721, top5_acc/: 0.8638, loss_cls/: 1.3188, loss/: 1.3188, grad_norm: 3.0190, top1_acc//aux0: 0.8030, top5_acc//aux0: 0.9383, loss_cls//aux0: 0.7377, loss//aux0: 0.7377 2020-10-15 20:29:58,412 - mmaction - INFO - Epoch [15][20/396] lr: 7.500e-03, eta: 12:30:59, time: 0.513, data_time: 0.007, memory: 8335, top1_acc/: 0.6721, top5_acc/: 0.8638, loss_cls/: 1.3188, loss/: 1.3188, grad_norm: 3.0199, top1_acc//aux0: 0.8032, top5_acc//aux0: 0.9384, loss_cls//aux0: 0.7373, loss//aux0: 0.7373 2020-10-15 20:30:18,263 - mmaction - INFO - Epoch [15][40/396] lr: 7.500e-03, eta: 12:28:54, time: 0.518, data_time: 0.000, memory: 8335, top1_acc/: 0.6695, top5_acc/: 0.8695, loss_cls/: 1.3012, loss/: 1.3012, grad_norm: 2.9570, top1_acc//aux0: 0.8032, top5_acc//aux0: 0.9370, loss_cls//aux0: 0.7461, loss//aux0: 0.7461 2020-10-15 20:30:18,699 - mmaction - INFO - Epoch [15][40/396] lr: 7.500e-03, eta: 12:29:56, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.6695, top5_acc/: 0.8695, loss_cls/: 1.3012, loss/: 1.3012, grad_norm: 2.9719, top1_acc//aux0: 0.8032, top5_acc//aux0: 0.9365, loss_cls//aux0: 0.7496, loss//aux0: 0.7496 2020-10-15 20:30:38,808 - mmaction - INFO - Epoch [15][60/396] lr: 7.500e-03, eta: 12:27:52, time: 0.519, data_time: 0.000, memory: 8335, top1_acc/: 0.6602, top5_acc/: 0.8560, loss_cls/: 1.3783, loss/: 1.3783, grad_norm: 3.0506, top1_acc//aux0: 0.7984, top5_acc//aux0: 0.9377, loss_cls//aux0: 0.7498, loss//aux0: 0.7498 2020-10-15 20:30:39,250 - mmaction - INFO - Epoch [15][60/396] lr: 7.500e-03, eta: 12:28:55, time: 0.515, data_time: 0.003, memory: 8335, top1_acc/: 0.6602, top5_acc/: 0.8560, loss_cls/: 1.3783, loss/: 1.3783, grad_norm: 3.0529, top1_acc//aux0: 0.7970, top5_acc//aux0: 0.9372, loss_cls//aux0: 0.7522, loss//aux0: 0.7522 2020-10-15 20:30:59,544 - mmaction - INFO - Epoch [15][80/396] lr: 7.500e-03, eta: 12:26:52, time: 0.524, data_time: 0.000, memory: 8335, top1_acc/: 0.6659, top5_acc/: 0.8732, loss_cls/: 1.2885, loss/: 1.2885, grad_norm: 3.0091, top1_acc//aux0: 0.8018, top5_acc//aux0: 0.9358, loss_cls//aux0: 0.7460, loss//aux0: 0.7460 2020-10-15 20:30:59,989 - mmaction - INFO - Epoch [15][80/396] lr: 7.500e-03, eta: 12:27:56, time: 0.527, data_time: 0.005, memory: 8335, top1_acc/: 0.6659, top5_acc/: 0.8732, loss_cls/: 1.2885, loss/: 1.2885, grad_norm: 3.0036, top1_acc//aux0: 0.8030, top5_acc//aux0: 0.9368, loss_cls//aux0: 0.7394, loss//aux0: 0.7394 2020-10-15 20:31:19,932 - mmaction - INFO - Epoch [15][100/396] lr: 7.500e-03, eta: 12:25:52, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.6701, top5_acc/: 0.8641, loss_cls/: 1.3078, loss/: 1.3078, grad_norm: 3.0678, top1_acc//aux0: 0.7987, top5_acc//aux0: 0.9363, loss_cls//aux0: 0.7536, loss//aux0: 0.7536 2020-10-15 20:31:20,379 - mmaction - INFO - Epoch [15][100/396] lr: 7.500e-03, eta: 12:26:53, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.6701, top5_acc/: 0.8641, loss_cls/: 1.3078, loss/: 1.3078, grad_norm: 3.0438, top1_acc//aux0: 0.7991, top5_acc//aux0: 0.9365, loss_cls//aux0: 0.7515, loss//aux0: 0.7515 2020-10-15 20:31:40,183 - mmaction - INFO - Epoch [15][120/396] lr: 7.500e-03, eta: 12:24:49, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.6609, top5_acc/: 0.8740, loss_cls/: 1.3289, loss/: 1.3289, grad_norm: 3.0437, top1_acc//aux0: 0.7974, top5_acc//aux0: 0.9354, loss_cls//aux0: 0.7526, loss//aux0: 0.7526 2020-10-15 20:31:40,651 - mmaction - INFO - Epoch [15][120/396] lr: 7.500e-03, eta: 12:25:50, time: 0.507, data_time: 0.004, memory: 8335, top1_acc/: 0.6609, top5_acc/: 0.8740, loss_cls/: 1.3289, loss/: 1.3289, grad_norm: 3.0364, top1_acc//aux0: 0.7977, top5_acc//aux0: 0.9355, loss_cls//aux0: 0.7538, loss//aux0: 0.7538 2020-10-15 20:32:00,638 - mmaction - INFO - Epoch [15][140/396] lr: 7.500e-03, eta: 12:23:47, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.6544, top5_acc/: 0.8641, loss_cls/: 1.3581, loss/: 1.3581, grad_norm: 3.1295, top1_acc//aux0: 0.7990, top5_acc//aux0: 0.9353, loss_cls//aux0: 0.7607, loss//aux0: 0.7607 2020-10-15 20:32:01,073 - mmaction - INFO - Epoch [15][140/396] lr: 7.500e-03, eta: 12:24:48, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.6544, top5_acc/: 0.8641, loss_cls/: 1.3581, loss/: 1.3581, grad_norm: 3.1230, top1_acc//aux0: 0.7975, top5_acc//aux0: 0.9339, loss_cls//aux0: 0.7690, loss//aux0: 0.7690 2020-10-15 20:32:20,838 - mmaction - INFO - Epoch [15][160/396] lr: 7.500e-03, eta: 12:22:46, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.6682, top5_acc/: 0.8651, loss_cls/: 1.3442, loss/: 1.3442, grad_norm: 3.0303, top1_acc//aux0: 0.7970, top5_acc//aux0: 0.9322, loss_cls//aux0: 0.7808, loss//aux0: 0.7808 2020-10-15 20:32:21,285 - mmaction - INFO - Epoch [15][160/396] lr: 7.500e-03, eta: 12:23:46, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.6682, top5_acc/: 0.8651, loss_cls/: 1.3442, loss/: 1.3442, grad_norm: 3.0320, top1_acc//aux0: 0.7974, top5_acc//aux0: 0.9330, loss_cls//aux0: 0.7753, loss//aux0: 0.7753 2020-10-15 20:32:41,453 - mmaction - INFO - Epoch [15][180/396] lr: 7.500e-03, eta: 12:21:44, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.6510, top5_acc/: 0.8581, loss_cls/: 1.3828, loss/: 1.3828, grad_norm: 3.0744, top1_acc//aux0: 0.7989, top5_acc//aux0: 0.9340, loss_cls//aux0: 0.7675, loss//aux0: 0.7675 2020-10-15 20:32:41,888 - mmaction - INFO - Epoch [15][180/396] lr: 7.500e-03, eta: 12:22:45, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.6510, top5_acc/: 0.8581, loss_cls/: 1.3828, loss/: 1.3828, grad_norm: 3.0975, top1_acc//aux0: 0.7987, top5_acc//aux0: 0.9335, loss_cls//aux0: 0.7731, loss//aux0: 0.7731 2020-10-15 20:33:01,773 - mmaction - INFO - Epoch [15][200/396] lr: 7.500e-03, eta: 12:20:42, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.6596, top5_acc/: 0.8669, loss_cls/: 1.3306, loss/: 1.3306, grad_norm: 3.0674, top1_acc//aux0: 0.8006, top5_acc//aux0: 0.9343, loss_cls//aux0: 0.7559, loss//aux0: 0.7559 2020-10-15 20:33:02,252 - mmaction - INFO - Epoch [15][200/396] lr: 7.500e-03, eta: 12:21:42, time: 0.505, data_time: 0.005, memory: 8335, top1_acc/: 0.6596, top5_acc/: 0.8669, loss_cls/: 1.3306, loss/: 1.3306, grad_norm: 3.0636, top1_acc//aux0: 0.8010, top5_acc//aux0: 0.9346, loss_cls//aux0: 0.7513, loss//aux0: 0.7513 2020-10-15 20:33:22,026 - mmaction - INFO - Epoch [15][220/396] lr: 7.500e-03, eta: 12:19:40, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.6622, top5_acc/: 0.8740, loss_cls/: 1.3149, loss/: 1.3149, grad_norm: 3.0109, top1_acc//aux0: 0.8004, top5_acc//aux0: 0.9360, loss_cls//aux0: 0.7520, loss//aux0: 0.7520 2020-10-15 20:33:22,483 - mmaction - INFO - Epoch [15][220/396] lr: 7.500e-03, eta: 12:20:39, time: 0.503, data_time: 0.003, memory: 8335, top1_acc/: 0.6622, top5_acc/: 0.8740, loss_cls/: 1.3149, loss/: 1.3149, grad_norm: 3.0084, top1_acc//aux0: 0.8008, top5_acc//aux0: 0.9361, loss_cls//aux0: 0.7510, loss//aux0: 0.7510 2020-10-15 20:33:42,569 - mmaction - INFO - Epoch [15][240/396] lr: 7.500e-03, eta: 12:18:38, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.6615, top5_acc/: 0.8625, loss_cls/: 1.3479, loss/: 1.3479, grad_norm: 2.9606, top1_acc//aux0: 0.8017, top5_acc//aux0: 0.9356, loss_cls//aux0: 0.7475, loss//aux0: 0.7475 2020-10-15 20:33:43,011 - mmaction - INFO - Epoch [15][240/396] lr: 7.500e-03, eta: 12:19:37, time: 0.506, data_time: 0.003, memory: 8335, top1_acc/: 0.6615, top5_acc/: 0.8625, loss_cls/: 1.3479, loss/: 1.3479, grad_norm: 2.9822, top1_acc//aux0: 0.8018, top5_acc//aux0: 0.9361, loss_cls//aux0: 0.7470, loss//aux0: 0.7470 2020-10-15 20:34:02,946 - mmaction - INFO - Epoch [15][260/396] lr: 7.500e-03, eta: 12:17:37, time: 0.508, data_time: 0.001, memory: 8335, top1_acc/: 0.6591, top5_acc/: 0.8560, loss_cls/: 1.3827, loss/: 1.3827, grad_norm: 3.0479, top1_acc//aux0: 0.7993, top5_acc//aux0: 0.9344, loss_cls//aux0: 0.7585, loss//aux0: 0.7585 2020-10-15 20:34:03,388 - mmaction - INFO - Epoch [15][260/396] lr: 7.500e-03, eta: 12:18:36, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.6591, top5_acc/: 0.8560, loss_cls/: 1.3827, loss/: 1.3827, grad_norm: 3.0330, top1_acc//aux0: 0.7993, top5_acc//aux0: 0.9337, loss_cls//aux0: 0.7592, loss//aux0: 0.7592 2020-10-15 20:34:23,237 - mmaction - INFO - Epoch [15][280/396] lr: 7.500e-03, eta: 12:16:37, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.6685, top5_acc/: 0.8583, loss_cls/: 1.3500, loss/: 1.3500, grad_norm: 3.0828, top1_acc//aux0: 0.8028, top5_acc//aux0: 0.9354, loss_cls//aux0: 0.7493, loss//aux0: 0.7493 2020-10-15 20:34:23,672 - mmaction - INFO - Epoch [15][280/396] lr: 7.500e-03, eta: 12:17:36, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.6685, top5_acc/: 0.8583, loss_cls/: 1.3500, loss/: 1.3500, grad_norm: 3.0887, top1_acc//aux0: 0.8024, top5_acc//aux0: 0.9359, loss_cls//aux0: 0.7497, loss//aux0: 0.7497 2020-10-15 20:34:43,594 - mmaction - INFO - Epoch [15][300/396] lr: 7.500e-03, eta: 12:15:37, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.6635, top5_acc/: 0.8560, loss_cls/: 1.3537, loss/: 1.3537, grad_norm: 3.0214, top1_acc//aux0: 0.8040, top5_acc//aux0: 0.9376, loss_cls//aux0: 0.7462, loss//aux0: 0.7462 2020-10-15 20:34:44,048 - mmaction - INFO - Epoch [15][300/396] lr: 7.500e-03, eta: 12:16:35, time: 0.504, data_time: 0.003, memory: 8335, top1_acc/: 0.6635, top5_acc/: 0.8560, loss_cls/: 1.3537, loss/: 1.3537, grad_norm: 3.0247, top1_acc//aux0: 0.8044, top5_acc//aux0: 0.9373, loss_cls//aux0: 0.7447, loss//aux0: 0.7447 2020-10-15 20:35:04,055 - mmaction - INFO - Epoch [15][320/396] lr: 7.500e-03, eta: 12:14:37, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.6620, top5_acc/: 0.8648, loss_cls/: 1.3462, loss/: 1.3462, grad_norm: 3.0937, top1_acc//aux0: 0.8003, top5_acc//aux0: 0.9370, loss_cls//aux0: 0.7444, loss//aux0: 0.7444 2020-10-15 20:35:04,541 - mmaction - INFO - Epoch [15][320/396] lr: 7.500e-03, eta: 12:15:36, time: 0.514, data_time: 0.006, memory: 8335, top1_acc/: 0.6620, top5_acc/: 0.8648, loss_cls/: 1.3462, loss/: 1.3462, grad_norm: 3.1008, top1_acc//aux0: 0.8002, top5_acc//aux0: 0.9371, loss_cls//aux0: 0.7457, loss//aux0: 0.7457 2020-10-15 20:35:24,502 - mmaction - INFO - Epoch [15][340/396] lr: 7.500e-03, eta: 12:13:39, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.6549, top5_acc/: 0.8599, loss_cls/: 1.3579, loss/: 1.3579, grad_norm: 3.2004, top1_acc//aux0: 0.7995, top5_acc//aux0: 0.9341, loss_cls//aux0: 0.7602, loss//aux0: 0.7602 2020-10-15 20:35:24,956 - mmaction - INFO - Epoch [15][340/396] lr: 7.500e-03, eta: 12:14:38, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.6549, top5_acc/: 0.8599, loss_cls/: 1.3579, loss/: 1.3579, grad_norm: 3.2134, top1_acc//aux0: 0.7984, top5_acc//aux0: 0.9334, loss_cls//aux0: 0.7631, loss//aux0: 0.7631 2020-10-15 20:35:44,830 - mmaction - INFO - Epoch [15][360/396] lr: 7.500e-03, eta: 12:12:40, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.6576, top5_acc/: 0.8677, loss_cls/: 1.3226, loss/: 1.3226, grad_norm: 3.0280, top1_acc//aux0: 0.8004, top5_acc//aux0: 0.9357, loss_cls//aux0: 0.7570, loss//aux0: 0.7570 2020-10-15 20:35:45,289 - mmaction - INFO - Epoch [15][360/396] lr: 7.500e-03, eta: 12:13:38, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.6576, top5_acc/: 0.8677, loss_cls/: 1.3226, loss/: 1.3226, grad_norm: 3.0104, top1_acc//aux0: 0.8018, top5_acc//aux0: 0.9361, loss_cls//aux0: 0.7523, loss//aux0: 0.7523 2020-10-15 20:36:05,271 - mmaction - INFO - Epoch [15][380/396] lr: 7.500e-03, eta: 12:11:41, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.6586, top5_acc/: 0.8620, loss_cls/: 1.3620, loss/: 1.3620, grad_norm: 3.0991, top1_acc//aux0: 0.8032, top5_acc//aux0: 0.9354, loss_cls//aux0: 0.7464, loss//aux0: 0.7464 2020-10-15 20:36:05,710 - mmaction - INFO - Epoch [15][380/396] lr: 7.500e-03, eta: 12:12:39, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.6586, top5_acc/: 0.8620, loss_cls/: 1.3620, loss/: 1.3620, grad_norm: 3.1075, top1_acc//aux0: 0.8025, top5_acc//aux0: 0.9354, loss_cls//aux0: 0.7473, loss//aux0: 0.7473 2020-10-15 20:36:23,108 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-10-15 20:37:37,007 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-15 20:37:37,119 - mmaction - INFO - top1_acc 0.7329 top5_acc 0.9115 2020-10-15 20:37:37,119 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-15 20:37:37,158 - mmaction - INFO - mean_acc 0.7330 2020-10-15 20:37:37,159 - mmaction - INFO - Now best checkpoint is epoch_15.pth 2020-10-15 20:37:37,164 - mmaction - INFO - Epoch(val) [15][396] top1_acc: 0.7329, top5_acc: 0.9115, mean_class_accuracy: 0.7330 2020-10-15 20:40:16,631 - mmaction - INFO - Epoch [16][20/396] lr: 7.500e-03, eta: 12:08:25, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.6648, top5_acc/: 0.8620, loss_cls/: 1.3226, loss/: 1.3226, grad_norm: 2.9473, top1_acc//aux0: 0.7970, top5_acc//aux0: 0.9361, loss_cls//aux0: 0.7498, loss//aux0: 0.7498 2020-10-15 20:40:17,061 - mmaction - INFO - Epoch [16][20/396] lr: 7.500e-03, eta: 12:09:23, time: 0.514, data_time: 0.003, memory: 8335, top1_acc/: 0.6648, top5_acc/: 0.8620, loss_cls/: 1.3226, loss/: 1.3226, grad_norm: 2.9433, top1_acc//aux0: 0.7975, top5_acc//aux0: 0.9365, loss_cls//aux0: 0.7476, loss//aux0: 0.7476 2020-10-15 20:40:36,669 - mmaction - INFO - Epoch [16][40/396] lr: 7.500e-03, eta: 12:07:27, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.6643, top5_acc/: 0.8664, loss_cls/: 1.3284, loss/: 1.3284, grad_norm: 3.0204, top1_acc//aux0: 0.8019, top5_acc//aux0: 0.9372, loss_cls//aux0: 0.7451, loss//aux0: 0.7451 2020-10-15 20:40:37,179 - mmaction - INFO - Epoch [16][40/396] lr: 7.500e-03, eta: 12:08:24, time: 0.506, data_time: 0.004, memory: 8335, top1_acc/: 0.6643, top5_acc/: 0.8664, loss_cls/: 1.3284, loss/: 1.3284, grad_norm: 3.0214, top1_acc//aux0: 0.8017, top5_acc//aux0: 0.9364, loss_cls//aux0: 0.7486, loss//aux0: 0.7486 2020-10-15 20:40:57,334 - mmaction - INFO - Epoch [16][60/396] lr: 7.500e-03, eta: 12:06:29, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.6698, top5_acc/: 0.8729, loss_cls/: 1.2725, loss/: 1.2725, grad_norm: 2.9357, top1_acc//aux0: 0.8028, top5_acc//aux0: 0.9352, loss_cls//aux0: 0.7501, loss//aux0: 0.7501 2020-10-15 20:40:57,823 - mmaction - INFO - Epoch [16][60/396] lr: 7.500e-03, eta: 12:07:26, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.6698, top5_acc/: 0.8729, loss_cls/: 1.2725, loss/: 1.2725, grad_norm: 2.9251, top1_acc//aux0: 0.8021, top5_acc//aux0: 0.9353, loss_cls//aux0: 0.7504, loss//aux0: 0.7504 2020-10-15 20:41:17,458 - mmaction - INFO - Epoch [16][80/396] lr: 7.500e-03, eta: 12:05:31, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.6635, top5_acc/: 0.8664, loss_cls/: 1.3268, loss/: 1.3268, grad_norm: 3.0467, top1_acc//aux0: 0.8007, top5_acc//aux0: 0.9357, loss_cls//aux0: 0.7510, loss//aux0: 0.7510 2020-10-15 20:41:17,995 - mmaction - INFO - Epoch [16][80/396] lr: 7.500e-03, eta: 12:06:28, time: 0.509, data_time: 0.007, memory: 8335, top1_acc/: 0.6635, top5_acc/: 0.8664, loss_cls/: 1.3268, loss/: 1.3268, grad_norm: 3.0476, top1_acc//aux0: 0.8006, top5_acc//aux0: 0.9356, loss_cls//aux0: 0.7529, loss//aux0: 0.7529 2020-10-15 20:41:37,821 - mmaction - INFO - Epoch [16][100/396] lr: 7.500e-03, eta: 12:04:34, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.6635, top5_acc/: 0.8711, loss_cls/: 1.3120, loss/: 1.3120, grad_norm: 2.9797, top1_acc//aux0: 0.8017, top5_acc//aux0: 0.9376, loss_cls//aux0: 0.7460, loss//aux0: 0.7460 2020-10-15 20:41:38,268 - mmaction - INFO - Epoch [16][100/396] lr: 7.500e-03, eta: 12:05:30, time: 0.503, data_time: 0.003, memory: 8335, top1_acc/: 0.6635, top5_acc/: 0.8711, loss_cls/: 1.3120, loss/: 1.3120, grad_norm: 2.9888, top1_acc//aux0: 0.8029, top5_acc//aux0: 0.9386, loss_cls//aux0: 0.7399, loss//aux0: 0.7399 2020-10-15 20:41:58,241 - mmaction - INFO - Epoch [16][120/396] lr: 7.500e-03, eta: 12:03:37, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.6607, top5_acc/: 0.8615, loss_cls/: 1.3450, loss/: 1.3450, grad_norm: 2.9840, top1_acc//aux0: 0.8020, top5_acc//aux0: 0.9369, loss_cls//aux0: 0.7440, loss//aux0: 0.7440 2020-10-15 20:41:58,716 - mmaction - INFO - Epoch [16][120/396] lr: 7.500e-03, eta: 12:04:34, time: 0.514, data_time: 0.003, memory: 8335, top1_acc/: 0.6607, top5_acc/: 0.8615, loss_cls/: 1.3450, loss/: 1.3450, grad_norm: 2.9817, top1_acc//aux0: 0.8012, top5_acc//aux0: 0.9358, loss_cls//aux0: 0.7499, loss//aux0: 0.7499 2020-10-15 20:42:18,685 - mmaction - INFO - Epoch [16][140/396] lr: 7.500e-03, eta: 12:02:41, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.6729, top5_acc/: 0.8581, loss_cls/: 1.3373, loss/: 1.3373, grad_norm: 3.0007, top1_acc//aux0: 0.8078, top5_acc//aux0: 0.9356, loss_cls//aux0: 0.7360, loss//aux0: 0.7360 2020-10-15 20:42:19,145 - mmaction - INFO - Epoch [16][140/396] lr: 7.500e-03, eta: 12:03:38, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.6729, top5_acc/: 0.8581, loss_cls/: 1.3373, loss/: 1.3373, grad_norm: 2.9973, top1_acc//aux0: 0.8089, top5_acc//aux0: 0.9359, loss_cls//aux0: 0.7305, loss//aux0: 0.7305 2020-10-15 20:42:39,317 - mmaction - INFO - Epoch [16][160/396] lr: 7.500e-03, eta: 12:01:47, time: 0.517, data_time: 0.000, memory: 8335, top1_acc/: 0.6661, top5_acc/: 0.8589, loss_cls/: 1.3621, loss/: 1.3621, grad_norm: 2.9611, top1_acc//aux0: 0.8081, top5_acc//aux0: 0.9369, loss_cls//aux0: 0.7306, loss//aux0: 0.7306 2020-10-15 20:42:39,759 - mmaction - INFO - Epoch [16][160/396] lr: 7.500e-03, eta: 12:02:44, time: 0.519, data_time: 0.002, memory: 8335, top1_acc/: 0.6661, top5_acc/: 0.8589, loss_cls/: 1.3621, loss/: 1.3621, grad_norm: 2.9534, top1_acc//aux0: 0.8069, top5_acc//aux0: 0.9372, loss_cls//aux0: 0.7331, loss//aux0: 0.7331 2020-10-15 20:42:59,692 - mmaction - INFO - Epoch [16][180/396] lr: 7.500e-03, eta: 12:00:52, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.6656, top5_acc/: 0.8724, loss_cls/: 1.3040, loss/: 1.3040, grad_norm: 3.0357, top1_acc//aux0: 0.8001, top5_acc//aux0: 0.9384, loss_cls//aux0: 0.7439, loss//aux0: 0.7439 2020-10-15 20:43:00,180 - mmaction - INFO - Epoch [16][180/396] lr: 7.500e-03, eta: 12:01:49, time: 0.518, data_time: 0.004, memory: 8335, top1_acc/: 0.6656, top5_acc/: 0.8724, loss_cls/: 1.3040, loss/: 1.3040, grad_norm: 3.0295, top1_acc//aux0: 0.8010, top5_acc//aux0: 0.9386, loss_cls//aux0: 0.7418, loss//aux0: 0.7418 2020-10-15 20:43:19,984 - mmaction - INFO - Epoch [16][200/396] lr: 7.500e-03, eta: 11:59:57, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.6638, top5_acc/: 0.8542, loss_cls/: 1.3326, loss/: 1.3326, grad_norm: 2.9967, top1_acc//aux0: 0.8039, top5_acc//aux0: 0.9369, loss_cls//aux0: 0.7425, loss//aux0: 0.7425 2020-10-15 20:43:20,475 - mmaction - INFO - Epoch [16][200/396] lr: 7.500e-03, eta: 12:00:52, time: 0.504, data_time: 0.003, memory: 8335, top1_acc/: 0.6638, top5_acc/: 0.8542, loss_cls/: 1.3326, loss/: 1.3326, grad_norm: 2.9997, top1_acc//aux0: 0.8024, top5_acc//aux0: 0.9364, loss_cls//aux0: 0.7475, loss//aux0: 0.7475 2020-10-15 20:43:40,508 - mmaction - INFO - Epoch [16][220/396] lr: 7.500e-03, eta: 11:59:01, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.6573, top5_acc/: 0.8602, loss_cls/: 1.3739, loss/: 1.3739, grad_norm: 3.0884, top1_acc//aux0: 0.8037, top5_acc//aux0: 0.9366, loss_cls//aux0: 0.7417, loss//aux0: 0.7417 2020-10-15 20:43:40,964 - mmaction - INFO - Epoch [16][220/396] lr: 7.500e-03, eta: 11:59:56, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.6573, top5_acc/: 0.8602, loss_cls/: 1.3739, loss/: 1.3739, grad_norm: 3.0915, top1_acc//aux0: 0.8040, top5_acc//aux0: 0.9363, loss_cls//aux0: 0.7416, loss//aux0: 0.7416 2020-10-15 20:44:00,898 - mmaction - INFO - Epoch [16][240/396] lr: 7.500e-03, eta: 11:58:05, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.6682, top5_acc/: 0.8698, loss_cls/: 1.3244, loss/: 1.3244, grad_norm: 3.0649, top1_acc//aux0: 0.7982, top5_acc//aux0: 0.9350, loss_cls//aux0: 0.7614, loss//aux0: 0.7614 2020-10-15 20:44:01,346 - mmaction - INFO - Epoch [16][240/396] lr: 7.500e-03, eta: 11:59:00, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.6682, top5_acc/: 0.8698, loss_cls/: 1.3244, loss/: 1.3244, grad_norm: 3.0347, top1_acc//aux0: 0.7994, top5_acc//aux0: 0.9356, loss_cls//aux0: 0.7552, loss//aux0: 0.7552 2020-10-15 20:44:21,240 - mmaction - INFO - Epoch [16][260/396] lr: 7.500e-03, eta: 11:57:10, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.6586, top5_acc/: 0.8596, loss_cls/: 1.3440, loss/: 1.3440, grad_norm: 2.9865, top1_acc//aux0: 0.8000, top5_acc//aux0: 0.9381, loss_cls//aux0: 0.7358, loss//aux0: 0.7358 2020-10-15 20:44:21,688 - mmaction - INFO - Epoch [16][260/396] lr: 7.500e-03, eta: 11:58:06, time: 0.517, data_time: 0.002, memory: 8335, top1_acc/: 0.6586, top5_acc/: 0.8596, loss_cls/: 1.3440, loss/: 1.3440, grad_norm: 2.9946, top1_acc//aux0: 0.7986, top5_acc//aux0: 0.9377, loss_cls//aux0: 0.7420, loss//aux0: 0.7420 2020-10-15 20:44:41,758 - mmaction - INFO - Epoch [16][280/396] lr: 7.500e-03, eta: 11:56:16, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.6445, top5_acc/: 0.8612, loss_cls/: 1.3791, loss/: 1.3791, grad_norm: 3.0431, top1_acc//aux0: 0.7989, top5_acc//aux0: 0.9350, loss_cls//aux0: 0.7560, loss//aux0: 0.7560 2020-10-15 20:44:42,232 - mmaction - INFO - Epoch [16][280/396] lr: 7.500e-03, eta: 11:57:11, time: 0.514, data_time: 0.003, memory: 8335, top1_acc/: 0.6445, top5_acc/: 0.8612, loss_cls/: 1.3791, loss/: 1.3791, grad_norm: 3.0311, top1_acc//aux0: 0.7995, top5_acc//aux0: 0.9354, loss_cls//aux0: 0.7516, loss//aux0: 0.7516 2020-10-15 20:45:02,082 - mmaction - INFO - Epoch [16][300/396] lr: 7.500e-03, eta: 11:55:22, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.6589, top5_acc/: 0.8641, loss_cls/: 1.3154, loss/: 1.3154, grad_norm: 3.0814, top1_acc//aux0: 0.8005, top5_acc//aux0: 0.9362, loss_cls//aux0: 0.7565, loss//aux0: 0.7565 2020-10-15 20:45:02,549 - mmaction - INFO - Epoch [16][300/396] lr: 7.500e-03, eta: 11:56:16, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.6589, top5_acc/: 0.8641, loss_cls/: 1.3154, loss/: 1.3154, grad_norm: 3.0999, top1_acc//aux0: 0.8011, top5_acc//aux0: 0.9361, loss_cls//aux0: 0.7575, loss//aux0: 0.7575 2020-10-15 20:45:22,381 - mmaction - INFO - Epoch [16][320/396] lr: 7.500e-03, eta: 11:54:26, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.6602, top5_acc/: 0.8625, loss_cls/: 1.3563, loss/: 1.3563, grad_norm: 3.0351, top1_acc//aux0: 0.7993, top5_acc//aux0: 0.9332, loss_cls//aux0: 0.7585, loss//aux0: 0.7585 2020-10-15 20:45:22,838 - mmaction - INFO - Epoch [16][320/396] lr: 7.500e-03, eta: 11:55:20, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.6602, top5_acc/: 0.8625, loss_cls/: 1.3563, loss/: 1.3563, grad_norm: 3.0392, top1_acc//aux0: 0.7983, top5_acc//aux0: 0.9327, loss_cls//aux0: 0.7623, loss//aux0: 0.7623 2020-10-15 20:45:42,802 - mmaction - INFO - Epoch [16][340/396] lr: 7.500e-03, eta: 11:53:31, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.6779, top5_acc/: 0.8563, loss_cls/: 1.3122, loss/: 1.3122, grad_norm: 2.9791, top1_acc//aux0: 0.7993, top5_acc//aux0: 0.9350, loss_cls//aux0: 0.7573, loss//aux0: 0.7573 2020-10-15 20:45:43,255 - mmaction - INFO - Epoch [16][340/396] lr: 7.500e-03, eta: 11:54:24, time: 0.504, data_time: 0.003, memory: 8335, top1_acc/: 0.6779, top5_acc/: 0.8563, loss_cls/: 1.3122, loss/: 1.3122, grad_norm: 2.9928, top1_acc//aux0: 0.7998, top5_acc//aux0: 0.9355, loss_cls//aux0: 0.7545, loss//aux0: 0.7545 2020-10-15 20:46:03,310 - mmaction - INFO - Epoch [16][360/396] lr: 7.500e-03, eta: 11:52:37, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.6719, top5_acc/: 0.8747, loss_cls/: 1.2896, loss/: 1.2896, grad_norm: 3.0002, top1_acc//aux0: 0.8046, top5_acc//aux0: 0.9379, loss_cls//aux0: 0.7374, loss//aux0: 0.7374 2020-10-15 20:46:03,782 - mmaction - INFO - Epoch [16][360/396] lr: 7.500e-03, eta: 11:53:32, time: 0.519, data_time: 0.005, memory: 8335, top1_acc/: 0.6719, top5_acc/: 0.8747, loss_cls/: 1.2896, loss/: 1.2896, grad_norm: 3.0048, top1_acc//aux0: 0.8055, top5_acc//aux0: 0.9383, loss_cls//aux0: 0.7340, loss//aux0: 0.7340 2020-10-15 20:46:23,638 - mmaction - INFO - Epoch [16][380/396] lr: 7.500e-03, eta: 11:51:44, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.6651, top5_acc/: 0.8641, loss_cls/: 1.3190, loss/: 1.3190, grad_norm: 3.0528, top1_acc//aux0: 0.8034, top5_acc//aux0: 0.9388, loss_cls//aux0: 0.7334, loss//aux0: 0.7334 2020-10-15 20:46:24,084 - mmaction - INFO - Epoch [16][380/396] lr: 7.500e-03, eta: 11:52:38, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.6651, top5_acc/: 0.8641, loss_cls/: 1.3190, loss/: 1.3190, grad_norm: 3.0447, top1_acc//aux0: 0.8021, top5_acc//aux0: 0.9378, loss_cls//aux0: 0.7373, loss//aux0: 0.7373 2020-10-15 20:46:42,383 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-10-15 20:49:50,982 - mmaction - INFO - Epoch [17][20/396] lr: 7.500e-03, eta: 11:48:42, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.6747, top5_acc/: 0.8711, loss_cls/: 1.2889, loss/: 1.2889, grad_norm: 2.9506, top1_acc//aux0: 0.8059, top5_acc//aux0: 0.9378, loss_cls//aux0: 0.7269, loss//aux0: 0.7269 2020-10-15 20:49:51,456 - mmaction - INFO - Epoch [17][20/396] lr: 7.500e-03, eta: 11:49:36, time: 0.510, data_time: 0.004, memory: 8335, top1_acc/: 0.6747, top5_acc/: 0.8711, loss_cls/: 1.2889, loss/: 1.2889, grad_norm: 2.9587, top1_acc//aux0: 0.8054, top5_acc//aux0: 0.9379, loss_cls//aux0: 0.7281, loss//aux0: 0.7281 2020-10-15 20:50:11,215 - mmaction - INFO - Epoch [17][40/396] lr: 7.500e-03, eta: 11:47:50, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.6758, top5_acc/: 0.8755, loss_cls/: 1.2774, loss/: 1.2774, grad_norm: 2.9681, top1_acc//aux0: 0.8032, top5_acc//aux0: 0.9360, loss_cls//aux0: 0.7430, loss//aux0: 0.7430 2020-10-15 20:50:11,685 - mmaction - INFO - Epoch [17][40/396] lr: 7.500e-03, eta: 11:48:43, time: 0.514, data_time: 0.003, memory: 8335, top1_acc/: 0.6758, top5_acc/: 0.8755, loss_cls/: 1.2774, loss/: 1.2774, grad_norm: 2.9723, top1_acc//aux0: 0.8035, top5_acc//aux0: 0.9364, loss_cls//aux0: 0.7431, loss//aux0: 0.7431 2020-10-15 20:50:31,621 - mmaction - INFO - Epoch [17][60/396] lr: 7.500e-03, eta: 11:46:57, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.6760, top5_acc/: 0.8729, loss_cls/: 1.2797, loss/: 1.2797, grad_norm: 3.0421, top1_acc//aux0: 0.8082, top5_acc//aux0: 0.9375, loss_cls//aux0: 0.7356, loss//aux0: 0.7356 2020-10-15 20:50:32,079 - mmaction - INFO - Epoch [17][60/396] lr: 7.500e-03, eta: 11:47:49, time: 0.503, data_time: 0.004, memory: 8335, top1_acc/: 0.6760, top5_acc/: 0.8729, loss_cls/: 1.2797, loss/: 1.2797, grad_norm: 3.0466, top1_acc//aux0: 0.8083, top5_acc//aux0: 0.9370, loss_cls//aux0: 0.7358, loss//aux0: 0.7358 2020-10-15 20:50:51,680 - mmaction - INFO - Epoch [17][80/396] lr: 7.500e-03, eta: 11:46:03, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.6719, top5_acc/: 0.8690, loss_cls/: 1.2976, loss/: 1.2976, grad_norm: 2.9383, top1_acc//aux0: 0.8052, top5_acc//aux0: 0.9370, loss_cls//aux0: 0.7428, loss//aux0: 0.7428 2020-10-15 20:50:52,130 - mmaction - INFO - Epoch [17][80/396] lr: 7.500e-03, eta: 11:46:55, time: 0.503, data_time: 0.004, memory: 8335, top1_acc/: 0.6719, top5_acc/: 0.8690, loss_cls/: 1.2976, loss/: 1.2976, grad_norm: 2.9256, top1_acc//aux0: 0.8051, top5_acc//aux0: 0.9370, loss_cls//aux0: 0.7431, loss//aux0: 0.7431 2020-10-15 20:51:12,141 - mmaction - INFO - Epoch [17][100/396] lr: 7.500e-03, eta: 11:45:11, time: 0.517, data_time: 0.000, memory: 8335, top1_acc/: 0.6781, top5_acc/: 0.8781, loss_cls/: 1.2501, loss/: 1.2501, grad_norm: 3.0041, top1_acc//aux0: 0.8066, top5_acc//aux0: 0.9385, loss_cls//aux0: 0.7340, loss//aux0: 0.7340 2020-10-15 20:51:12,589 - mmaction - INFO - Epoch [17][100/396] lr: 7.500e-03, eta: 11:46:05, time: 0.517, data_time: 0.002, memory: 8335, top1_acc/: 0.6781, top5_acc/: 0.8781, loss_cls/: 1.2501, loss/: 1.2501, grad_norm: 3.0287, top1_acc//aux0: 0.8070, top5_acc//aux0: 0.9385, loss_cls//aux0: 0.7340, loss//aux0: 0.7340 2020-10-15 20:51:32,385 - mmaction - INFO - Epoch [17][120/396] lr: 7.500e-03, eta: 11:44:20, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.6755, top5_acc/: 0.8724, loss_cls/: 1.2845, loss/: 1.2845, grad_norm: 3.1278, top1_acc//aux0: 0.8056, top5_acc//aux0: 0.9373, loss_cls//aux0: 0.7361, loss//aux0: 0.7361 2020-10-15 20:51:32,835 - mmaction - INFO - Epoch [17][120/396] lr: 7.500e-03, eta: 11:45:12, time: 0.506, data_time: 0.003, memory: 8335, top1_acc/: 0.6755, top5_acc/: 0.8724, loss_cls/: 1.2845, loss/: 1.2845, grad_norm: 3.0983, top1_acc//aux0: 0.8062, top5_acc//aux0: 0.9377, loss_cls//aux0: 0.7304, loss//aux0: 0.7304 2020-10-15 20:51:52,795 - mmaction - INFO - Epoch [17][140/396] lr: 7.500e-03, eta: 11:43:28, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.6685, top5_acc/: 0.8698, loss_cls/: 1.3272, loss/: 1.3272, grad_norm: 3.0460, top1_acc//aux0: 0.8053, top5_acc//aux0: 0.9370, loss_cls//aux0: 0.7314, loss//aux0: 0.7314 2020-10-15 20:51:53,254 - mmaction - INFO - Epoch [17][140/396] lr: 7.500e-03, eta: 11:44:20, time: 0.514, data_time: 0.002, memory: 8335, top1_acc/: 0.6685, top5_acc/: 0.8698, loss_cls/: 1.3272, loss/: 1.3272, grad_norm: 3.0482, top1_acc//aux0: 0.8034, top5_acc//aux0: 0.9368, loss_cls//aux0: 0.7384, loss//aux0: 0.7384 2020-10-15 20:52:13,104 - mmaction - INFO - Epoch [17][160/396] lr: 7.500e-03, eta: 11:42:37, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.6693, top5_acc/: 0.8698, loss_cls/: 1.3036, loss/: 1.3036, grad_norm: 2.9852, top1_acc//aux0: 0.8011, top5_acc//aux0: 0.9359, loss_cls//aux0: 0.7520, loss//aux0: 0.7520 2020-10-15 20:52:13,547 - mmaction - INFO - Epoch [17][160/396] lr: 7.500e-03, eta: 11:43:29, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.6693, top5_acc/: 0.8698, loss_cls/: 1.3036, loss/: 1.3036, grad_norm: 3.0175, top1_acc//aux0: 0.8011, top5_acc//aux0: 0.9353, loss_cls//aux0: 0.7544, loss//aux0: 0.7544 2020-10-15 20:52:33,464 - mmaction - INFO - Epoch [17][180/396] lr: 7.500e-03, eta: 11:41:45, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.6635, top5_acc/: 0.8703, loss_cls/: 1.3001, loss/: 1.3001, grad_norm: 3.0020, top1_acc//aux0: 0.8032, top5_acc//aux0: 0.9365, loss_cls//aux0: 0.7474, loss//aux0: 0.7474 2020-10-15 20:52:33,944 - mmaction - INFO - Epoch [17][180/396] lr: 7.500e-03, eta: 11:42:36, time: 0.503, data_time: 0.003, memory: 8335, top1_acc/: 0.6635, top5_acc/: 0.8703, loss_cls/: 1.3001, loss/: 1.3001, grad_norm: 2.9978, top1_acc//aux0: 0.8043, top5_acc//aux0: 0.9368, loss_cls//aux0: 0.7424, loss//aux0: 0.7424 2020-10-15 20:52:54,072 - mmaction - INFO - Epoch [17][200/396] lr: 7.500e-03, eta: 11:40:53, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.6745, top5_acc/: 0.8815, loss_cls/: 1.2476, loss/: 1.2476, grad_norm: 3.0936, top1_acc//aux0: 0.8030, top5_acc//aux0: 0.9357, loss_cls//aux0: 0.7423, loss//aux0: 0.7423 2020-10-15 20:52:54,545 - mmaction - INFO - Epoch [17][200/396] lr: 7.500e-03, eta: 11:41:45, time: 0.513, data_time: 0.003, memory: 8335, top1_acc/: 0.6745, top5_acc/: 0.8815, loss_cls/: 1.2476, loss/: 1.2476, grad_norm: 3.0923, top1_acc//aux0: 0.8030, top5_acc//aux0: 0.9354, loss_cls//aux0: 0.7442, loss//aux0: 0.7442 2020-10-15 20:53:14,511 - mmaction - INFO - Epoch [17][220/396] lr: 7.500e-03, eta: 11:40:03, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.6620, top5_acc/: 0.8604, loss_cls/: 1.3788, loss/: 1.3788, grad_norm: 3.0960, top1_acc//aux0: 0.8057, top5_acc//aux0: 0.9375, loss_cls//aux0: 0.7348, loss//aux0: 0.7348 2020-10-15 20:53:14,971 - mmaction - INFO - Epoch [17][220/396] lr: 7.500e-03, eta: 11:40:55, time: 0.514, data_time: 0.002, memory: 8335, top1_acc/: 0.6620, top5_acc/: 0.8604, loss_cls/: 1.3788, loss/: 1.3788, grad_norm: 3.0868, top1_acc//aux0: 0.8055, top5_acc//aux0: 0.9380, loss_cls//aux0: 0.7337, loss//aux0: 0.7337 2020-10-15 20:53:34,738 - mmaction - INFO - Epoch [17][240/396] lr: 7.500e-03, eta: 11:39:12, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.6667, top5_acc/: 0.8714, loss_cls/: 1.3149, loss/: 1.3149, grad_norm: 3.0657, top1_acc//aux0: 0.7985, top5_acc//aux0: 0.9360, loss_cls//aux0: 0.7537, loss//aux0: 0.7537 2020-10-15 20:53:35,188 - mmaction - INFO - Epoch [17][240/396] lr: 7.500e-03, eta: 11:40:02, time: 0.502, data_time: 0.003, memory: 8335, top1_acc/: 0.6667, top5_acc/: 0.8714, loss_cls/: 1.3149, loss/: 1.3149, grad_norm: 3.0659, top1_acc//aux0: 0.7973, top5_acc//aux0: 0.9354, loss_cls//aux0: 0.7594, loss//aux0: 0.7594 2020-10-15 20:53:55,312 - mmaction - INFO - Epoch [17][260/396] lr: 7.500e-03, eta: 11:38:21, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.6708, top5_acc/: 0.8758, loss_cls/: 1.2548, loss/: 1.2548, grad_norm: 2.9819, top1_acc//aux0: 0.8000, top5_acc//aux0: 0.9333, loss_cls//aux0: 0.7556, loss//aux0: 0.7556 2020-10-15 20:53:55,758 - mmaction - INFO - Epoch [17][260/396] lr: 7.500e-03, eta: 11:39:12, time: 0.514, data_time: 0.003, memory: 8335, top1_acc/: 0.6708, top5_acc/: 0.8758, loss_cls/: 1.2548, loss/: 1.2548, grad_norm: 2.9747, top1_acc//aux0: 0.8011, top5_acc//aux0: 0.9337, loss_cls//aux0: 0.7488, loss//aux0: 0.7488 2020-10-15 20:54:15,654 - mmaction - INFO - Epoch [17][280/396] lr: 7.500e-03, eta: 11:37:31, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.6656, top5_acc/: 0.8591, loss_cls/: 1.3335, loss/: 1.3335, grad_norm: 2.9699, top1_acc//aux0: 0.8069, top5_acc//aux0: 0.9380, loss_cls//aux0: 0.7256, loss//aux0: 0.7256 2020-10-15 20:54:16,153 - mmaction - INFO - Epoch [17][280/396] lr: 7.500e-03, eta: 11:38:23, time: 0.518, data_time: 0.003, memory: 8335, top1_acc/: 0.6656, top5_acc/: 0.8591, loss_cls/: 1.3335, loss/: 1.3335, grad_norm: 2.9635, top1_acc//aux0: 0.8077, top5_acc//aux0: 0.9385, loss_cls//aux0: 0.7255, loss//aux0: 0.7255 2020-10-15 20:54:36,093 - mmaction - INFO - Epoch [17][300/396] lr: 7.500e-03, eta: 11:36:42, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.6615, top5_acc/: 0.8617, loss_cls/: 1.3351, loss/: 1.3351, grad_norm: 3.0677, top1_acc//aux0: 0.8025, top5_acc//aux0: 0.9383, loss_cls//aux0: 0.7370, loss//aux0: 0.7370 2020-10-15 20:54:36,559 - mmaction - INFO - Epoch [17][300/396] lr: 7.500e-03, eta: 11:37:32, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.6615, top5_acc/: 0.8617, loss_cls/: 1.3351, loss/: 1.3351, grad_norm: 3.0657, top1_acc//aux0: 0.8015, top5_acc//aux0: 0.9380, loss_cls//aux0: 0.7383, loss//aux0: 0.7383 2020-10-15 20:54:56,504 - mmaction - INFO - Epoch [17][320/396] lr: 7.500e-03, eta: 11:35:52, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.6701, top5_acc/: 0.8742, loss_cls/: 1.2950, loss/: 1.2950, grad_norm: 3.0282, top1_acc//aux0: 0.8058, top5_acc//aux0: 0.9353, loss_cls//aux0: 0.7447, loss//aux0: 0.7447 2020-10-15 20:54:56,987 - mmaction - INFO - Epoch [17][320/396] lr: 7.500e-03, eta: 11:36:43, time: 0.513, data_time: 0.004, memory: 8335, top1_acc/: 0.6701, top5_acc/: 0.8742, loss_cls/: 1.2950, loss/: 1.2950, grad_norm: 3.0274, top1_acc//aux0: 0.8060, top5_acc//aux0: 0.9350, loss_cls//aux0: 0.7455, loss//aux0: 0.7455 2020-10-15 20:55:17,124 - mmaction - INFO - Epoch [17][340/396] lr: 7.500e-03, eta: 11:35:02, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.6729, top5_acc/: 0.8701, loss_cls/: 1.2894, loss/: 1.2894, grad_norm: 2.9860, top1_acc//aux0: 0.8042, top5_acc//aux0: 0.9353, loss_cls//aux0: 0.7414, loss//aux0: 0.7414 2020-10-15 20:55:17,568 - mmaction - INFO - Epoch [17][340/396] lr: 7.500e-03, eta: 11:35:51, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.6729, top5_acc/: 0.8701, loss_cls/: 1.2894, loss/: 1.2894, grad_norm: 2.9918, top1_acc//aux0: 0.8049, top5_acc//aux0: 0.9358, loss_cls//aux0: 0.7381, loss//aux0: 0.7381 2020-10-15 20:55:37,384 - mmaction - INFO - Epoch [17][360/396] lr: 7.500e-03, eta: 11:34:11, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.6654, top5_acc/: 0.8654, loss_cls/: 1.3029, loss/: 1.3029, grad_norm: 3.0108, top1_acc//aux0: 0.8004, top5_acc//aux0: 0.9358, loss_cls//aux0: 0.7427, loss//aux0: 0.7427 2020-10-15 20:55:37,852 - mmaction - INFO - Epoch [17][360/396] lr: 7.500e-03, eta: 11:35:02, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.6654, top5_acc/: 0.8654, loss_cls/: 1.3029, loss/: 1.3029, grad_norm: 3.0068, top1_acc//aux0: 0.7999, top5_acc//aux0: 0.9363, loss_cls//aux0: 0.7439, loss//aux0: 0.7439 2020-10-15 20:55:57,692 - mmaction - INFO - Epoch [17][380/396] lr: 7.500e-03, eta: 11:33:21, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.6544, top5_acc/: 0.8664, loss_cls/: 1.3432, loss/: 1.3432, grad_norm: 3.0769, top1_acc//aux0: 0.8052, top5_acc//aux0: 0.9366, loss_cls//aux0: 0.7405, loss//aux0: 0.7405 2020-10-15 20:55:58,148 - mmaction - INFO - Epoch [17][380/396] lr: 7.500e-03, eta: 11:34:11, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.6544, top5_acc/: 0.8664, loss_cls/: 1.3432, loss/: 1.3432, grad_norm: 3.0526, top1_acc//aux0: 0.8046, top5_acc//aux0: 0.9363, loss_cls//aux0: 0.7411, loss//aux0: 0.7411 2020-10-15 20:56:18,993 - mmaction - INFO - Saving checkpoint at 17 epochs 2020-10-15 20:59:40,484 - mmaction - INFO - Epoch [18][20/396] lr: 7.500e-03, eta: 11:30:33, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.6935, top5_acc/: 0.8807, loss_cls/: 1.1966, loss/: 1.1966, grad_norm: 2.9653, top1_acc//aux0: 0.8053, top5_acc//aux0: 0.9381, loss_cls//aux0: 0.7348, loss//aux0: 0.7348 2020-10-15 20:59:40,921 - mmaction - INFO - Epoch [18][20/396] lr: 7.500e-03, eta: 11:31:22, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.6935, top5_acc/: 0.8807, loss_cls/: 1.1966, loss/: 1.1966, grad_norm: 2.9585, top1_acc//aux0: 0.8063, top5_acc//aux0: 0.9389, loss_cls//aux0: 0.7321, loss//aux0: 0.7321 2020-10-15 21:00:00,590 - mmaction - INFO - Epoch [18][40/396] lr: 7.500e-03, eta: 11:29:43, time: 0.499, data_time: 0.000, memory: 8335, top1_acc/: 0.6742, top5_acc/: 0.8781, loss_cls/: 1.2720, loss/: 1.2720, grad_norm: 3.1408, top1_acc//aux0: 0.8010, top5_acc//aux0: 0.9378, loss_cls//aux0: 0.7446, loss//aux0: 0.7446 2020-10-15 21:00:01,036 - mmaction - INFO - Epoch [18][40/396] lr: 7.500e-03, eta: 11:30:32, time: 0.508, data_time: 0.009, memory: 8335, top1_acc/: 0.6742, top5_acc/: 0.8781, loss_cls/: 1.2720, loss/: 1.2720, grad_norm: 3.1066, top1_acc//aux0: 0.8008, top5_acc//aux0: 0.9377, loss_cls//aux0: 0.7435, loss//aux0: 0.7435 2020-10-15 21:00:21,102 - mmaction - INFO - Epoch [18][60/396] lr: 7.500e-03, eta: 11:28:54, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.6836, top5_acc/: 0.8799, loss_cls/: 1.2479, loss/: 1.2479, grad_norm: 2.9325, top1_acc//aux0: 0.8090, top5_acc//aux0: 0.9394, loss_cls//aux0: 0.7182, loss//aux0: 0.7182 2020-10-15 21:00:21,741 - mmaction - INFO - Epoch [18][60/396] lr: 7.500e-03, eta: 11:29:45, time: 0.525, data_time: 0.018, memory: 8335, top1_acc/: 0.6836, top5_acc/: 0.8799, loss_cls/: 1.2479, loss/: 1.2479, grad_norm: 2.9350, top1_acc//aux0: 0.8083, top5_acc//aux0: 0.9389, loss_cls//aux0: 0.7188, loss//aux0: 0.7188 2020-10-15 21:00:47,487 - mmaction - INFO - Epoch [18][80/396] lr: 7.500e-03, eta: 11:28:07, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.6745, top5_acc/: 0.8690, loss_cls/: 1.2748, loss/: 1.2748, grad_norm: 3.0972, top1_acc//aux0: 0.8023, top5_acc//aux0: 0.9354, loss_cls//aux0: 0.7505, loss//aux0: 0.7505 2020-10-15 21:00:47,996 - mmaction - INFO - Epoch [18][80/396] lr: 7.500e-03, eta: 11:28:56, time: 0.511, data_time: 0.006, memory: 8335, top1_acc/: 0.6745, top5_acc/: 0.8690, loss_cls/: 1.2748, loss/: 1.2748, grad_norm: 3.0928, top1_acc//aux0: 0.8020, top5_acc//aux0: 0.9352, loss_cls//aux0: 0.7520, loss//aux0: 0.7520 2020-10-15 21:01:07,785 - mmaction - INFO - Epoch [18][100/396] lr: 7.500e-03, eta: 11:27:18, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.6625, top5_acc/: 0.8708, loss_cls/: 1.2989, loss/: 1.2989, grad_norm: 3.0077, top1_acc//aux0: 0.8064, top5_acc//aux0: 0.9383, loss_cls//aux0: 0.7276, loss//aux0: 0.7276 2020-10-15 21:01:08,308 - mmaction - INFO - Epoch [18][100/396] lr: 7.500e-03, eta: 11:28:08, time: 0.515, data_time: 0.007, memory: 8335, top1_acc/: 0.6625, top5_acc/: 0.8708, loss_cls/: 1.2989, loss/: 1.2989, grad_norm: 3.0167, top1_acc//aux0: 0.8070, top5_acc//aux0: 0.9376, loss_cls//aux0: 0.7309, loss//aux0: 0.7309 2020-10-15 21:01:28,453 - mmaction - INFO - Epoch [18][120/396] lr: 7.500e-03, eta: 11:26:32, time: 0.517, data_time: 0.000, memory: 8335, top1_acc/: 0.6698, top5_acc/: 0.8729, loss_cls/: 1.2938, loss/: 1.2938, grad_norm: 2.9841, top1_acc//aux0: 0.8037, top5_acc//aux0: 0.9351, loss_cls//aux0: 0.7482, loss//aux0: 0.7482 2020-10-15 21:01:28,917 - mmaction - INFO - Epoch [18][120/396] lr: 7.500e-03, eta: 11:27:20, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.6698, top5_acc/: 0.8729, loss_cls/: 1.2938, loss/: 1.2938, grad_norm: 2.9874, top1_acc//aux0: 0.8032, top5_acc//aux0: 0.9364, loss_cls//aux0: 0.7450, loss//aux0: 0.7450 2020-10-15 21:01:48,776 - mmaction - INFO - Epoch [18][140/396] lr: 7.500e-03, eta: 11:25:43, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.6831, top5_acc/: 0.8721, loss_cls/: 1.2500, loss/: 1.2500, grad_norm: 2.9626, top1_acc//aux0: 0.8080, top5_acc//aux0: 0.9387, loss_cls//aux0: 0.7297, loss//aux0: 0.7297 2020-10-15 21:01:49,227 - mmaction - INFO - Epoch [18][140/396] lr: 7.500e-03, eta: 11:26:32, time: 0.512, data_time: 0.007, memory: 8335, top1_acc/: 0.6831, top5_acc/: 0.8721, loss_cls/: 1.2500, loss/: 1.2500, grad_norm: 2.9615, top1_acc//aux0: 0.8084, top5_acc//aux0: 0.9383, loss_cls//aux0: 0.7289, loss//aux0: 0.7289 2020-10-15 21:02:09,102 - mmaction - INFO - Epoch [18][160/396] lr: 7.500e-03, eta: 11:24:56, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.6698, top5_acc/: 0.8740, loss_cls/: 1.2757, loss/: 1.2757, grad_norm: 2.9509, top1_acc//aux0: 0.8083, top5_acc//aux0: 0.9408, loss_cls//aux0: 0.7115, loss//aux0: 0.7115 2020-10-15 21:02:09,532 - mmaction - INFO - Epoch [18][160/396] lr: 7.500e-03, eta: 11:25:44, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.6698, top5_acc/: 0.8740, loss_cls/: 1.2757, loss/: 1.2757, grad_norm: 2.9732, top1_acc//aux0: 0.8080, top5_acc//aux0: 0.9402, loss_cls//aux0: 0.7162, loss//aux0: 0.7162 2020-10-15 21:02:29,716 - mmaction - INFO - Epoch [18][180/396] lr: 7.500e-03, eta: 11:24:08, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.6734, top5_acc/: 0.8773, loss_cls/: 1.2512, loss/: 1.2512, grad_norm: 2.9866, top1_acc//aux0: 0.8052, top5_acc//aux0: 0.9365, loss_cls//aux0: 0.7292, loss//aux0: 0.7292 2020-10-15 21:02:30,140 - mmaction - INFO - Epoch [18][180/396] lr: 7.500e-03, eta: 11:24:56, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.6734, top5_acc/: 0.8773, loss_cls/: 1.2512, loss/: 1.2512, grad_norm: 2.9739, top1_acc//aux0: 0.8049, top5_acc//aux0: 0.9365, loss_cls//aux0: 0.7272, loss//aux0: 0.7272 2020-10-15 21:02:50,386 - mmaction - INFO - Epoch [18][200/396] lr: 7.500e-03, eta: 11:23:21, time: 0.520, data_time: 0.000, memory: 8335, top1_acc/: 0.6716, top5_acc/: 0.8721, loss_cls/: 1.2794, loss/: 1.2794, grad_norm: 3.0242, top1_acc//aux0: 0.8027, top5_acc//aux0: 0.9355, loss_cls//aux0: 0.7425, loss//aux0: 0.7425 2020-10-15 21:02:50,857 - mmaction - INFO - Epoch [18][200/396] lr: 7.500e-03, eta: 11:24:11, time: 0.523, data_time: 0.004, memory: 8335, top1_acc/: 0.6716, top5_acc/: 0.8721, loss_cls/: 1.2794, loss/: 1.2794, grad_norm: 3.0385, top1_acc//aux0: 0.8035, top5_acc//aux0: 0.9364, loss_cls//aux0: 0.7404, loss//aux0: 0.7404 2020-10-15 21:03:10,591 - mmaction - INFO - Epoch [18][220/396] lr: 7.500e-03, eta: 11:22:35, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.6672, top5_acc/: 0.8693, loss_cls/: 1.3067, loss/: 1.3067, grad_norm: 2.9789, top1_acc//aux0: 0.8049, top5_acc//aux0: 0.9378, loss_cls//aux0: 0.7395, loss//aux0: 0.7395 2020-10-15 21:03:11,151 - mmaction - INFO - Epoch [18][220/396] lr: 7.500e-03, eta: 11:23:23, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.6672, top5_acc/: 0.8693, loss_cls/: 1.3067, loss/: 1.3067, grad_norm: 2.9775, top1_acc//aux0: 0.8041, top5_acc//aux0: 0.9369, loss_cls//aux0: 0.7434, loss//aux0: 0.7434 2020-10-15 21:03:31,150 - mmaction - INFO - Epoch [18][240/396] lr: 7.500e-03, eta: 11:21:48, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.6693, top5_acc/: 0.8711, loss_cls/: 1.2864, loss/: 1.2864, grad_norm: 3.0676, top1_acc//aux0: 0.8025, top5_acc//aux0: 0.9352, loss_cls//aux0: 0.7496, loss//aux0: 0.7496 2020-10-15 21:03:31,625 - mmaction - INFO - Epoch [18][240/396] lr: 7.500e-03, eta: 11:22:35, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.6693, top5_acc/: 0.8711, loss_cls/: 1.2864, loss/: 1.2864, grad_norm: 3.0900, top1_acc//aux0: 0.8014, top5_acc//aux0: 0.9358, loss_cls//aux0: 0.7499, loss//aux0: 0.7499 2020-10-15 21:03:51,658 - mmaction - INFO - Epoch [18][260/396] lr: 7.500e-03, eta: 11:21:01, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.6607, top5_acc/: 0.8599, loss_cls/: 1.3393, loss/: 1.3393, grad_norm: 3.0733, top1_acc//aux0: 0.8074, top5_acc//aux0: 0.9372, loss_cls//aux0: 0.7376, loss//aux0: 0.7376 2020-10-15 21:03:52,108 - mmaction - INFO - Epoch [18][260/396] lr: 7.500e-03, eta: 11:21:49, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.6607, top5_acc/: 0.8599, loss_cls/: 1.3393, loss/: 1.3393, grad_norm: 3.0798, top1_acc//aux0: 0.8080, top5_acc//aux0: 0.9365, loss_cls//aux0: 0.7389, loss//aux0: 0.7389 2020-10-15 21:04:11,911 - mmaction - INFO - Epoch [18][280/396] lr: 7.500e-03, eta: 11:20:14, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.6724, top5_acc/: 0.8693, loss_cls/: 1.2943, loss/: 1.2943, grad_norm: 3.0089, top1_acc//aux0: 0.8034, top5_acc//aux0: 0.9334, loss_cls//aux0: 0.7526, loss//aux0: 0.7526 2020-10-15 21:04:12,363 - mmaction - INFO - Epoch [18][280/396] lr: 7.500e-03, eta: 11:21:01, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.6724, top5_acc/: 0.8693, loss_cls/: 1.2943, loss/: 1.2943, grad_norm: 3.0377, top1_acc//aux0: 0.8035, top5_acc//aux0: 0.9334, loss_cls//aux0: 0.7537, loss//aux0: 0.7537 2020-10-15 21:04:32,293 - mmaction - INFO - Epoch [18][300/396] lr: 7.500e-03, eta: 11:19:27, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.6716, top5_acc/: 0.8664, loss_cls/: 1.3143, loss/: 1.3143, grad_norm: 3.0003, top1_acc//aux0: 0.8035, top5_acc//aux0: 0.9363, loss_cls//aux0: 0.7500, loss//aux0: 0.7500 2020-10-15 21:04:32,783 - mmaction - INFO - Epoch [18][300/396] lr: 7.500e-03, eta: 11:20:14, time: 0.511, data_time: 0.005, memory: 8335, top1_acc/: 0.6716, top5_acc/: 0.8664, loss_cls/: 1.3143, loss/: 1.3143, grad_norm: 3.0106, top1_acc//aux0: 0.8038, top5_acc//aux0: 0.9364, loss_cls//aux0: 0.7470, loss//aux0: 0.7470 2020-10-15 21:04:52,877 - mmaction - INFO - Epoch [18][320/396] lr: 7.500e-03, eta: 11:18:40, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.6734, top5_acc/: 0.8565, loss_cls/: 1.3216, loss/: 1.3216, grad_norm: 3.0538, top1_acc//aux0: 0.8011, top5_acc//aux0: 0.9336, loss_cls//aux0: 0.7533, loss//aux0: 0.7533 2020-10-15 21:04:53,339 - mmaction - INFO - Epoch [18][320/396] lr: 7.500e-03, eta: 11:19:27, time: 0.509, data_time: 0.004, memory: 8335, top1_acc/: 0.6734, top5_acc/: 0.8565, loss_cls/: 1.3216, loss/: 1.3216, grad_norm: 3.0568, top1_acc//aux0: 0.8012, top5_acc//aux0: 0.9344, loss_cls//aux0: 0.7524, loss//aux0: 0.7524 2020-10-15 21:05:13,388 - mmaction - INFO - Epoch [18][340/396] lr: 7.500e-03, eta: 11:17:54, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.6820, top5_acc/: 0.8784, loss_cls/: 1.2455, loss/: 1.2455, grad_norm: 3.0174, top1_acc//aux0: 0.8066, top5_acc//aux0: 0.9385, loss_cls//aux0: 0.7293, loss//aux0: 0.7293 2020-10-15 21:05:13,844 - mmaction - INFO - Epoch [18][340/396] lr: 7.500e-03, eta: 11:18:41, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.6820, top5_acc/: 0.8784, loss_cls/: 1.2455, loss/: 1.2455, grad_norm: 3.0091, top1_acc//aux0: 0.8066, top5_acc//aux0: 0.9380, loss_cls//aux0: 0.7278, loss//aux0: 0.7278 2020-10-15 21:05:33,703 - mmaction - INFO - Epoch [18][360/396] lr: 7.500e-03, eta: 11:17:07, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.6753, top5_acc/: 0.8867, loss_cls/: 1.2712, loss/: 1.2712, grad_norm: 3.1490, top1_acc//aux0: 0.8110, top5_acc//aux0: 0.9379, loss_cls//aux0: 0.7221, loss//aux0: 0.7221 2020-10-15 21:05:34,151 - mmaction - INFO - Epoch [18][360/396] lr: 7.500e-03, eta: 11:17:53, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.6753, top5_acc/: 0.8867, loss_cls/: 1.2712, loss/: 1.2712, grad_norm: 3.1696, top1_acc//aux0: 0.8106, top5_acc//aux0: 0.9374, loss_cls//aux0: 0.7253, loss//aux0: 0.7253 2020-10-15 21:05:54,344 - mmaction - INFO - Epoch [18][380/396] lr: 7.500e-03, eta: 11:16:21, time: 0.518, data_time: 0.000, memory: 8335, top1_acc/: 0.6729, top5_acc/: 0.8763, loss_cls/: 1.2883, loss/: 1.2883, grad_norm: 2.9742, top1_acc//aux0: 0.8095, top5_acc//aux0: 0.9396, loss_cls//aux0: 0.7167, loss//aux0: 0.7167 2020-10-15 21:05:54,811 - mmaction - INFO - Epoch [18][380/396] lr: 7.500e-03, eta: 11:17:09, time: 0.520, data_time: 0.003, memory: 8335, top1_acc/: 0.6729, top5_acc/: 0.8763, loss_cls/: 1.2883, loss/: 1.2883, grad_norm: 2.9791, top1_acc//aux0: 0.8101, top5_acc//aux0: 0.9402, loss_cls//aux0: 0.7147, loss//aux0: 0.7147 2020-10-15 21:06:17,764 - mmaction - INFO - Saving checkpoint at 18 epochs 2020-10-15 21:09:26,060 - mmaction - INFO - Epoch [19][20/396] lr: 7.500e-03, eta: 11:13:45, time: 0.499, data_time: 0.000, memory: 8335, top1_acc/: 0.6786, top5_acc/: 0.8784, loss_cls/: 1.2463, loss/: 1.2463, grad_norm: 2.9900, top1_acc//aux0: 0.8061, top5_acc//aux0: 0.9364, loss_cls//aux0: 0.7389, loss//aux0: 0.7389 2020-10-15 21:09:26,528 - mmaction - INFO - Epoch [19][20/396] lr: 7.500e-03, eta: 11:14:30, time: 0.502, data_time: 0.003, memory: 8335, top1_acc/: 0.6786, top5_acc/: 0.8784, loss_cls/: 1.2463, loss/: 1.2463, grad_norm: 2.9949, top1_acc//aux0: 0.8064, top5_acc//aux0: 0.9360, loss_cls//aux0: 0.7383, loss//aux0: 0.7383 2020-10-15 21:09:46,584 - mmaction - INFO - Epoch [19][40/396] lr: 7.500e-03, eta: 11:13:00, time: 0.524, data_time: 0.000, memory: 8335, top1_acc/: 0.6810, top5_acc/: 0.8779, loss_cls/: 1.2718, loss/: 1.2718, grad_norm: 3.0473, top1_acc//aux0: 0.8044, top5_acc//aux0: 0.9372, loss_cls//aux0: 0.7383, loss//aux0: 0.7383 2020-10-15 21:09:47,046 - mmaction - INFO - Epoch [19][40/396] lr: 7.500e-03, eta: 11:13:47, time: 0.525, data_time: 0.004, memory: 8335, top1_acc/: 0.6810, top5_acc/: 0.8779, loss_cls/: 1.2718, loss/: 1.2718, grad_norm: 3.0419, top1_acc//aux0: 0.8030, top5_acc//aux0: 0.9368, loss_cls//aux0: 0.7444, loss//aux0: 0.7444 2020-10-15 21:10:06,750 - mmaction - INFO - Epoch [19][60/396] lr: 7.500e-03, eta: 11:12:16, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.6794, top5_acc/: 0.8753, loss_cls/: 1.2601, loss/: 1.2601, grad_norm: 3.0366, top1_acc//aux0: 0.8104, top5_acc//aux0: 0.9381, loss_cls//aux0: 0.7233, loss//aux0: 0.7233 2020-10-15 21:10:07,204 - mmaction - INFO - Epoch [19][60/396] lr: 7.500e-03, eta: 11:13:01, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.6794, top5_acc/: 0.8753, loss_cls/: 1.2601, loss/: 1.2601, grad_norm: 3.0498, top1_acc//aux0: 0.8116, top5_acc//aux0: 0.9392, loss_cls//aux0: 0.7178, loss//aux0: 0.7178 2020-10-15 21:10:26,937 - mmaction - INFO - Epoch [19][80/396] lr: 7.500e-03, eta: 11:11:29, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.6839, top5_acc/: 0.8831, loss_cls/: 1.2359, loss/: 1.2359, grad_norm: 3.0039, top1_acc//aux0: 0.8053, top5_acc//aux0: 0.9392, loss_cls//aux0: 0.7309, loss//aux0: 0.7309 2020-10-15 21:10:27,377 - mmaction - INFO - Epoch [19][80/396] lr: 7.500e-03, eta: 11:12:15, time: 0.503, data_time: 0.003, memory: 8335, top1_acc/: 0.6839, top5_acc/: 0.8831, loss_cls/: 1.2359, loss/: 1.2359, grad_norm: 3.0235, top1_acc//aux0: 0.8056, top5_acc//aux0: 0.9387, loss_cls//aux0: 0.7302, loss//aux0: 0.7302 2020-10-15 21:10:47,367 - mmaction - INFO - Epoch [19][100/396] lr: 7.500e-03, eta: 11:10:44, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.6836, top5_acc/: 0.8833, loss_cls/: 1.2415, loss/: 1.2415, grad_norm: 2.9656, top1_acc//aux0: 0.8041, top5_acc//aux0: 0.9354, loss_cls//aux0: 0.7447, loss//aux0: 0.7447 2020-10-15 21:10:47,823 - mmaction - INFO - Epoch [19][100/396] lr: 7.500e-03, eta: 11:11:30, time: 0.514, data_time: 0.002, memory: 8335, top1_acc/: 0.6836, top5_acc/: 0.8833, loss_cls/: 1.2415, loss/: 1.2415, grad_norm: 2.9731, top1_acc//aux0: 0.8036, top5_acc//aux0: 0.9352, loss_cls//aux0: 0.7462, loss//aux0: 0.7462 2020-10-15 21:11:07,669 - mmaction - INFO - Epoch [19][120/396] lr: 7.500e-03, eta: 11:10:00, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.6833, top5_acc/: 0.8729, loss_cls/: 1.2616, loss/: 1.2616, grad_norm: 2.9965, top1_acc//aux0: 0.8067, top5_acc//aux0: 0.9391, loss_cls//aux0: 0.7282, loss//aux0: 0.7282 2020-10-15 21:11:08,154 - mmaction - INFO - Epoch [19][120/396] lr: 7.500e-03, eta: 11:10:45, time: 0.513, data_time: 0.004, memory: 8335, top1_acc/: 0.6833, top5_acc/: 0.8729, loss_cls/: 1.2616, loss/: 1.2616, grad_norm: 2.9860, top1_acc//aux0: 0.8071, top5_acc//aux0: 0.9396, loss_cls//aux0: 0.7240, loss//aux0: 0.7240 2020-10-15 21:11:27,955 - mmaction - INFO - Epoch [19][140/396] lr: 7.500e-03, eta: 11:09:15, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.6805, top5_acc/: 0.8781, loss_cls/: 1.2538, loss/: 1.2538, grad_norm: 3.0687, top1_acc//aux0: 0.8066, top5_acc//aux0: 0.9383, loss_cls//aux0: 0.7224, loss//aux0: 0.7224 2020-10-15 21:11:28,406 - mmaction - INFO - Epoch [19][140/396] lr: 7.500e-03, eta: 11:10:00, time: 0.504, data_time: 0.003, memory: 8335, top1_acc/: 0.6805, top5_acc/: 0.8781, loss_cls/: 1.2538, loss/: 1.2538, grad_norm: 3.0728, top1_acc//aux0: 0.8065, top5_acc//aux0: 0.9379, loss_cls//aux0: 0.7257, loss//aux0: 0.7257 2020-10-15 21:11:48,383 - mmaction - INFO - Epoch [19][160/396] lr: 7.500e-03, eta: 11:08:30, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.6711, top5_acc/: 0.8724, loss_cls/: 1.3042, loss/: 1.3042, grad_norm: 3.6475, top1_acc//aux0: 0.8014, top5_acc//aux0: 0.9375, loss_cls//aux0: 0.7397, loss//aux0: 0.7397 2020-10-15 21:11:48,824 - mmaction - INFO - Epoch [19][160/396] lr: 7.500e-03, eta: 11:09:15, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.6711, top5_acc/: 0.8724, loss_cls/: 1.3042, loss/: 1.3042, grad_norm: 3.6738, top1_acc//aux0: 0.8005, top5_acc//aux0: 0.9381, loss_cls//aux0: 0.7413, loss//aux0: 0.7413 2020-10-15 21:12:08,748 - mmaction - INFO - Epoch [19][180/396] lr: 7.500e-03, eta: 11:07:45, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.6727, top5_acc/: 0.8698, loss_cls/: 1.2715, loss/: 1.2715, grad_norm: 2.9975, top1_acc//aux0: 0.8095, top5_acc//aux0: 0.9380, loss_cls//aux0: 0.7269, loss//aux0: 0.7269 2020-10-15 21:12:09,207 - mmaction - INFO - Epoch [19][180/396] lr: 7.500e-03, eta: 11:08:30, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.6727, top5_acc/: 0.8698, loss_cls/: 1.2715, loss/: 1.2715, grad_norm: 3.0123, top1_acc//aux0: 0.8095, top5_acc//aux0: 0.9377, loss_cls//aux0: 0.7258, loss//aux0: 0.7258 2020-10-15 21:12:29,150 - mmaction - INFO - Epoch [19][200/396] lr: 7.500e-03, eta: 11:07:01, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.6919, top5_acc/: 0.8786, loss_cls/: 1.2353, loss/: 1.2353, grad_norm: 3.1010, top1_acc//aux0: 0.8043, top5_acc//aux0: 0.9391, loss_cls//aux0: 0.7386, loss//aux0: 0.7386 2020-10-15 21:12:29,594 - mmaction - INFO - Epoch [19][200/396] lr: 7.500e-03, eta: 11:07:45, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.6919, top5_acc/: 0.8786, loss_cls/: 1.2353, loss/: 1.2353, grad_norm: 3.1041, top1_acc//aux0: 0.8046, top5_acc//aux0: 0.9391, loss_cls//aux0: 0.7377, loss//aux0: 0.7377 2020-10-15 21:12:49,368 - mmaction - INFO - Epoch [19][220/396] lr: 7.500e-03, eta: 11:06:15, time: 0.498, data_time: 0.000, memory: 8335, top1_acc/: 0.6753, top5_acc/: 0.8714, loss_cls/: 1.2739, loss/: 1.2739, grad_norm: 3.0665, top1_acc//aux0: 0.8061, top5_acc//aux0: 0.9364, loss_cls//aux0: 0.7381, loss//aux0: 0.7381 2020-10-15 21:12:49,814 - mmaction - INFO - Epoch [19][220/396] lr: 7.500e-03, eta: 11:06:59, time: 0.500, data_time: 0.002, memory: 8335, top1_acc/: 0.6753, top5_acc/: 0.8714, loss_cls/: 1.2739, loss/: 1.2739, grad_norm: 3.0797, top1_acc//aux0: 0.8066, top5_acc//aux0: 0.9360, loss_cls//aux0: 0.7385, loss//aux0: 0.7385 2020-10-15 21:13:09,928 - mmaction - INFO - Epoch [19][240/396] lr: 7.500e-03, eta: 11:05:31, time: 0.519, data_time: 0.000, memory: 8335, top1_acc/: 0.6755, top5_acc/: 0.8719, loss_cls/: 1.2612, loss/: 1.2612, grad_norm: 3.0250, top1_acc//aux0: 0.8109, top5_acc//aux0: 0.9401, loss_cls//aux0: 0.7078, loss//aux0: 0.7078 2020-10-15 21:13:10,397 - mmaction - INFO - Epoch [19][240/396] lr: 7.500e-03, eta: 11:06:16, time: 0.515, data_time: 0.003, memory: 8335, top1_acc/: 0.6755, top5_acc/: 0.8719, loss_cls/: 1.2612, loss/: 1.2612, grad_norm: 3.0328, top1_acc//aux0: 0.8110, top5_acc//aux0: 0.9407, loss_cls//aux0: 0.7082, loss//aux0: 0.7082 2020-10-15 21:13:30,118 - mmaction - INFO - Epoch [19][260/396] lr: 7.500e-03, eta: 11:04:47, time: 0.499, data_time: 0.000, memory: 8335, top1_acc/: 0.6771, top5_acc/: 0.8747, loss_cls/: 1.2827, loss/: 1.2827, grad_norm: 3.0731, top1_acc//aux0: 0.8083, top5_acc//aux0: 0.9396, loss_cls//aux0: 0.7193, loss//aux0: 0.7193 2020-10-15 21:13:30,578 - mmaction - INFO - Epoch [19][260/396] lr: 7.500e-03, eta: 11:05:30, time: 0.501, data_time: 0.003, memory: 8335, top1_acc/: 0.6771, top5_acc/: 0.8747, loss_cls/: 1.2827, loss/: 1.2827, grad_norm: 3.0553, top1_acc//aux0: 0.8076, top5_acc//aux0: 0.9393, loss_cls//aux0: 0.7192, loss//aux0: 0.7192 2020-10-15 21:13:50,462 - mmaction - INFO - Epoch [19][280/396] lr: 7.500e-03, eta: 11:04:01, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.6737, top5_acc/: 0.8750, loss_cls/: 1.2548, loss/: 1.2548, grad_norm: 3.1531, top1_acc//aux0: 0.8054, top5_acc//aux0: 0.9366, loss_cls//aux0: 0.7439, loss//aux0: 0.7439 2020-10-15 21:13:50,941 - mmaction - INFO - Epoch [19][280/396] lr: 7.500e-03, eta: 11:04:45, time: 0.504, data_time: 0.004, memory: 8335, top1_acc/: 0.6737, top5_acc/: 0.8750, loss_cls/: 1.2548, loss/: 1.2548, grad_norm: 3.1419, top1_acc//aux0: 0.8066, top5_acc//aux0: 0.9372, loss_cls//aux0: 0.7416, loss//aux0: 0.7416 2020-10-15 21:14:10,942 - mmaction - INFO - Epoch [19][300/396] lr: 7.500e-03, eta: 11:03:18, time: 0.521, data_time: 0.000, memory: 8335, top1_acc/: 0.6802, top5_acc/: 0.8727, loss_cls/: 1.2611, loss/: 1.2611, grad_norm: 3.1142, top1_acc//aux0: 0.8112, top5_acc//aux0: 0.9398, loss_cls//aux0: 0.7174, loss//aux0: 0.7174 2020-10-15 21:14:11,402 - mmaction - INFO - Epoch [19][300/396] lr: 7.500e-03, eta: 11:04:03, time: 0.517, data_time: 0.003, memory: 8335, top1_acc/: 0.6802, top5_acc/: 0.8727, loss_cls/: 1.2611, loss/: 1.2611, grad_norm: 3.1183, top1_acc//aux0: 0.8099, top5_acc//aux0: 0.9389, loss_cls//aux0: 0.7206, loss//aux0: 0.7206 2020-10-15 21:14:31,246 - mmaction - INFO - Epoch [19][320/396] lr: 7.500e-03, eta: 11:02:35, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.6771, top5_acc/: 0.8721, loss_cls/: 1.2972, loss/: 1.2972, grad_norm: 3.0592, top1_acc//aux0: 0.8057, top5_acc//aux0: 0.9380, loss_cls//aux0: 0.7281, loss//aux0: 0.7281 2020-10-15 21:14:31,699 - mmaction - INFO - Epoch [19][320/396] lr: 7.500e-03, eta: 11:03:19, time: 0.508, data_time: 0.005, memory: 8335, top1_acc/: 0.6771, top5_acc/: 0.8721, loss_cls/: 1.2972, loss/: 1.2972, grad_norm: 3.0457, top1_acc//aux0: 0.8064, top5_acc//aux0: 0.9381, loss_cls//aux0: 0.7270, loss//aux0: 0.7270 2020-10-15 21:14:51,971 - mmaction - INFO - Epoch [19][340/396] lr: 7.500e-03, eta: 11:01:53, time: 0.528, data_time: 0.000, memory: 8335, top1_acc/: 0.6674, top5_acc/: 0.8620, loss_cls/: 1.3239, loss/: 1.3239, grad_norm: 3.0140, top1_acc//aux0: 0.8096, top5_acc//aux0: 0.9373, loss_cls//aux0: 0.7245, loss//aux0: 0.7245 2020-10-15 21:14:52,455 - mmaction - INFO - Epoch [19][340/396] lr: 7.500e-03, eta: 11:02:38, time: 0.523, data_time: 0.002, memory: 8335, top1_acc/: 0.6674, top5_acc/: 0.8620, loss_cls/: 1.3239, loss/: 1.3239, grad_norm: 3.0213, top1_acc//aux0: 0.8100, top5_acc//aux0: 0.9372, loss_cls//aux0: 0.7235, loss//aux0: 0.7235 2020-10-15 21:15:12,387 - mmaction - INFO - Epoch [19][360/396] lr: 7.500e-03, eta: 11:01:11, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.6732, top5_acc/: 0.8638, loss_cls/: 1.3069, loss/: 1.3069, grad_norm: 3.0263, top1_acc//aux0: 0.8062, top5_acc//aux0: 0.9358, loss_cls//aux0: 0.7324, loss//aux0: 0.7324 2020-10-15 21:15:12,870 - mmaction - INFO - Epoch [19][360/396] lr: 7.500e-03, eta: 11:01:55, time: 0.516, data_time: 0.004, memory: 8335, top1_acc/: 0.6732, top5_acc/: 0.8638, loss_cls/: 1.3069, loss/: 1.3069, grad_norm: 3.0150, top1_acc//aux0: 0.8055, top5_acc//aux0: 0.9360, loss_cls//aux0: 0.7336, loss//aux0: 0.7336 2020-10-15 21:15:32,520 - mmaction - INFO - Epoch [19][380/396] lr: 7.500e-03, eta: 11:00:28, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.6669, top5_acc/: 0.8716, loss_cls/: 1.2989, loss/: 1.2989, grad_norm: 3.0642, top1_acc//aux0: 0.8005, top5_acc//aux0: 0.9389, loss_cls//aux0: 0.7417, loss//aux0: 0.7417 2020-10-15 21:15:32,966 - mmaction - INFO - Epoch [19][380/396] lr: 7.500e-03, eta: 11:01:11, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.6669, top5_acc/: 0.8716, loss_cls/: 1.2989, loss/: 1.2989, grad_norm: 3.0465, top1_acc//aux0: 0.8001, top5_acc//aux0: 0.9390, loss_cls//aux0: 0.7413, loss//aux0: 0.7413 2020-10-15 21:15:53,869 - mmaction - INFO - Saving checkpoint at 19 epochs 2020-10-15 21:18:55,304 - mmaction - INFO - Epoch [20][20/396] lr: 7.500e-03, eta: 10:57:59, time: 0.495, data_time: 0.000, memory: 8335, top1_acc/: 0.6823, top5_acc/: 0.8846, loss_cls/: 1.2306, loss/: 1.2306, grad_norm: 3.0531, top1_acc//aux0: 0.8025, top5_acc//aux0: 0.9385, loss_cls//aux0: 0.7357, loss//aux0: 0.7357 2020-10-15 21:18:55,749 - mmaction - INFO - Epoch [20][20/396] lr: 7.500e-03, eta: 10:58:42, time: 0.499, data_time: 0.005, memory: 8335, top1_acc/: 0.6823, top5_acc/: 0.8846, loss_cls/: 1.2306, loss/: 1.2306, grad_norm: 3.0442, top1_acc//aux0: 0.8033, top5_acc//aux0: 0.9393, loss_cls//aux0: 0.7314, loss//aux0: 0.7314 2020-10-15 21:19:15,631 - mmaction - INFO - Epoch [20][40/396] lr: 7.500e-03, eta: 10:57:15, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.6841, top5_acc/: 0.8747, loss_cls/: 1.2603, loss/: 1.2603, grad_norm: 2.9463, top1_acc//aux0: 0.8084, top5_acc//aux0: 0.9398, loss_cls//aux0: 0.7183, loss//aux0: 0.7183 2020-10-15 21:19:16,073 - mmaction - INFO - Epoch [20][40/396] lr: 7.500e-03, eta: 10:57:58, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.6841, top5_acc/: 0.8747, loss_cls/: 1.2603, loss/: 1.2603, grad_norm: 2.9263, top1_acc//aux0: 0.8086, top5_acc//aux0: 0.9393, loss_cls//aux0: 0.7193, loss//aux0: 0.7193 2020-10-15 21:19:36,024 - mmaction - INFO - Epoch [20][60/396] lr: 7.500e-03, eta: 10:56:32, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.6917, top5_acc/: 0.8776, loss_cls/: 1.2294, loss/: 1.2294, grad_norm: 3.0062, top1_acc//aux0: 0.8053, top5_acc//aux0: 0.9365, loss_cls//aux0: 0.7369, loss//aux0: 0.7369 2020-10-15 21:19:36,490 - mmaction - INFO - Epoch [20][60/396] lr: 7.500e-03, eta: 10:57:14, time: 0.503, data_time: 0.004, memory: 8335, top1_acc/: 0.6917, top5_acc/: 0.8776, loss_cls/: 1.2294, loss/: 1.2294, grad_norm: 3.0140, top1_acc//aux0: 0.8033, top5_acc//aux0: 0.9365, loss_cls//aux0: 0.7406, loss//aux0: 0.7406 2020-10-15 21:19:56,495 - mmaction - INFO - Epoch [20][80/396] lr: 7.500e-03, eta: 10:55:50, time: 0.522, data_time: 0.000, memory: 8335, top1_acc/: 0.6924, top5_acc/: 0.8901, loss_cls/: 1.1916, loss/: 1.1916, grad_norm: 3.0072, top1_acc//aux0: 0.8039, top5_acc//aux0: 0.9383, loss_cls//aux0: 0.7283, loss//aux0: 0.7283 2020-10-15 21:19:56,951 - mmaction - INFO - Epoch [20][80/396] lr: 7.500e-03, eta: 10:56:34, time: 0.523, data_time: 0.003, memory: 8335, top1_acc/: 0.6924, top5_acc/: 0.8901, loss_cls/: 1.1916, loss/: 1.1916, grad_norm: 2.9912, top1_acc//aux0: 0.8058, top5_acc//aux0: 0.9385, loss_cls//aux0: 0.7233, loss//aux0: 0.7233 2020-10-15 21:20:16,727 - mmaction - INFO - Epoch [20][100/396] lr: 7.500e-03, eta: 10:55:09, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.6677, top5_acc/: 0.8763, loss_cls/: 1.3006, loss/: 1.3006, grad_norm: 3.0084, top1_acc//aux0: 0.8060, top5_acc//aux0: 0.9357, loss_cls//aux0: 0.7415, loss//aux0: 0.7415 2020-10-15 21:20:17,179 - mmaction - INFO - Epoch [20][100/396] lr: 7.500e-03, eta: 10:55:52, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.6677, top5_acc/: 0.8763, loss_cls/: 1.3006, loss/: 1.3006, grad_norm: 3.0209, top1_acc//aux0: 0.8044, top5_acc//aux0: 0.9350, loss_cls//aux0: 0.7484, loss//aux0: 0.7484 2020-10-15 21:20:37,057 - mmaction - INFO - Epoch [20][120/396] lr: 7.500e-03, eta: 10:54:27, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.6875, top5_acc/: 0.8810, loss_cls/: 1.2127, loss/: 1.2127, grad_norm: 2.9777, top1_acc//aux0: 0.8025, top5_acc//aux0: 0.9352, loss_cls//aux0: 0.7435, loss//aux0: 0.7435 2020-10-15 21:20:37,511 - mmaction - INFO - Epoch [20][120/396] lr: 7.500e-03, eta: 10:55:10, time: 0.515, data_time: 0.003, memory: 8335, top1_acc/: 0.6875, top5_acc/: 0.8810, loss_cls/: 1.2127, loss/: 1.2127, grad_norm: 2.9771, top1_acc//aux0: 0.8034, top5_acc//aux0: 0.9354, loss_cls//aux0: 0.7407, loss//aux0: 0.7407 2020-10-15 21:20:57,317 - mmaction - INFO - Epoch [20][140/396] lr: 7.500e-03, eta: 10:53:45, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.6810, top5_acc/: 0.8708, loss_cls/: 1.2562, loss/: 1.2562, grad_norm: 3.0115, top1_acc//aux0: 0.8052, top5_acc//aux0: 0.9369, loss_cls//aux0: 0.7378, loss//aux0: 0.7378 2020-10-15 21:20:57,753 - mmaction - INFO - Epoch [20][140/396] lr: 7.500e-03, eta: 10:54:27, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.6810, top5_acc/: 0.8708, loss_cls/: 1.2562, loss/: 1.2562, grad_norm: 3.0159, top1_acc//aux0: 0.8044, top5_acc//aux0: 0.9364, loss_cls//aux0: 0.7406, loss//aux0: 0.7406 2020-10-15 21:21:17,641 - mmaction - INFO - Epoch [20][160/396] lr: 7.500e-03, eta: 10:53:03, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.6771, top5_acc/: 0.8680, loss_cls/: 1.2698, loss/: 1.2698, grad_norm: 3.1120, top1_acc//aux0: 0.8084, top5_acc//aux0: 0.9368, loss_cls//aux0: 0.7313, loss//aux0: 0.7313 2020-10-15 21:21:18,120 - mmaction - INFO - Epoch [20][160/396] lr: 7.500e-03, eta: 10:53:46, time: 0.514, data_time: 0.004, memory: 8335, top1_acc/: 0.6771, top5_acc/: 0.8680, loss_cls/: 1.2698, loss/: 1.2698, grad_norm: 3.1099, top1_acc//aux0: 0.8090, top5_acc//aux0: 0.9367, loss_cls//aux0: 0.7302, loss//aux0: 0.7302 2020-10-15 21:21:37,875 - mmaction - INFO - Epoch [20][180/396] lr: 7.500e-03, eta: 10:52:21, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.6771, top5_acc/: 0.8779, loss_cls/: 1.2743, loss/: 1.2743, grad_norm: 2.9672, top1_acc//aux0: 0.8122, top5_acc//aux0: 0.9398, loss_cls//aux0: 0.7049, loss//aux0: 0.7049 2020-10-15 21:21:38,317 - mmaction - INFO - Epoch [20][180/396] lr: 7.500e-03, eta: 10:53:03, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.6771, top5_acc/: 0.8779, loss_cls/: 1.2743, loss/: 1.2743, grad_norm: 2.9572, top1_acc//aux0: 0.8129, top5_acc//aux0: 0.9403, loss_cls//aux0: 0.7037, loss//aux0: 0.7037 2020-10-15 21:21:58,259 - mmaction - INFO - Epoch [20][200/396] lr: 7.500e-03, eta: 10:51:40, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.6768, top5_acc/: 0.8727, loss_cls/: 1.2593, loss/: 1.2593, grad_norm: 3.0114, top1_acc//aux0: 0.8078, top5_acc//aux0: 0.9388, loss_cls//aux0: 0.7189, loss//aux0: 0.7189 2020-10-15 21:21:58,703 - mmaction - INFO - Epoch [20][200/396] lr: 7.500e-03, eta: 10:52:22, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.6768, top5_acc/: 0.8727, loss_cls/: 1.2593, loss/: 1.2593, grad_norm: 2.9906, top1_acc//aux0: 0.8071, top5_acc//aux0: 0.9385, loss_cls//aux0: 0.7196, loss//aux0: 0.7196 2020-10-15 21:22:18,559 - mmaction - INFO - Epoch [20][220/396] lr: 7.500e-03, eta: 10:50:58, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.6672, top5_acc/: 0.8706, loss_cls/: 1.2951, loss/: 1.2951, grad_norm: 3.1208, top1_acc//aux0: 0.8061, top5_acc//aux0: 0.9362, loss_cls//aux0: 0.7284, loss//aux0: 0.7284 2020-10-15 21:22:19,012 - mmaction - INFO - Epoch [20][220/396] lr: 7.500e-03, eta: 10:51:40, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.6672, top5_acc/: 0.8706, loss_cls/: 1.2951, loss/: 1.2951, grad_norm: 3.1991, top1_acc//aux0: 0.8053, top5_acc//aux0: 0.9361, loss_cls//aux0: 0.7322, loss//aux0: 0.7322 2020-10-15 21:22:39,205 - mmaction - INFO - Epoch [20][240/396] lr: 7.500e-03, eta: 10:50:17, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.6786, top5_acc/: 0.8661, loss_cls/: 1.2780, loss/: 1.2780, grad_norm: 3.1127, top1_acc//aux0: 0.8083, top5_acc//aux0: 0.9378, loss_cls//aux0: 0.7302, loss//aux0: 0.7302 2020-10-15 21:22:39,704 - mmaction - INFO - Epoch [20][240/396] lr: 7.500e-03, eta: 10:50:59, time: 0.519, data_time: 0.004, memory: 8335, top1_acc/: 0.6786, top5_acc/: 0.8661, loss_cls/: 1.2780, loss/: 1.2780, grad_norm: 3.1167, top1_acc//aux0: 0.8097, top5_acc//aux0: 0.9381, loss_cls//aux0: 0.7241, loss//aux0: 0.7241 2020-10-15 21:22:59,381 - mmaction - INFO - Epoch [20][260/396] lr: 7.500e-03, eta: 10:49:36, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.6867, top5_acc/: 0.8784, loss_cls/: 1.2418, loss/: 1.2418, grad_norm: 2.9902, top1_acc//aux0: 0.8054, top5_acc//aux0: 0.9369, loss_cls//aux0: 0.7321, loss//aux0: 0.7321 2020-10-15 21:22:59,826 - mmaction - INFO - Epoch [20][260/396] lr: 7.500e-03, eta: 10:50:17, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.6867, top5_acc/: 0.8784, loss_cls/: 1.2418, loss/: 1.2418, grad_norm: 2.9854, top1_acc//aux0: 0.8050, top5_acc//aux0: 0.9364, loss_cls//aux0: 0.7344, loss//aux0: 0.7344 2020-10-15 21:23:19,700 - mmaction - INFO - Epoch [20][280/396] lr: 7.500e-03, eta: 10:48:54, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.6776, top5_acc/: 0.8776, loss_cls/: 1.2506, loss/: 1.2506, grad_norm: 2.9815, top1_acc//aux0: 0.8077, top5_acc//aux0: 0.9384, loss_cls//aux0: 0.7202, loss//aux0: 0.7202 2020-10-15 21:23:20,143 - mmaction - INFO - Epoch [20][280/396] lr: 7.500e-03, eta: 10:49:35, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.6776, top5_acc/: 0.8776, loss_cls/: 1.2506, loss/: 1.2506, grad_norm: 2.9799, top1_acc//aux0: 0.8074, top5_acc//aux0: 0.9386, loss_cls//aux0: 0.7218, loss//aux0: 0.7218 2020-10-15 21:23:40,404 - mmaction - INFO - Epoch [20][300/396] lr: 7.500e-03, eta: 10:48:14, time: 0.524, data_time: 0.000, memory: 8335, top1_acc/: 0.6815, top5_acc/: 0.8703, loss_cls/: 1.2639, loss/: 1.2639, grad_norm: 2.9548, top1_acc//aux0: 0.8066, top5_acc//aux0: 0.9359, loss_cls//aux0: 0.7359, loss//aux0: 0.7359 2020-10-15 21:23:40,852 - mmaction - INFO - Epoch [20][300/396] lr: 7.500e-03, eta: 10:48:57, time: 0.526, data_time: 0.002, memory: 8335, top1_acc/: 0.6815, top5_acc/: 0.8703, loss_cls/: 1.2639, loss/: 1.2639, grad_norm: 2.9624, top1_acc//aux0: 0.8066, top5_acc//aux0: 0.9365, loss_cls//aux0: 0.7339, loss//aux0: 0.7339 2020-10-15 21:24:00,828 - mmaction - INFO - Epoch [20][320/396] lr: 7.500e-03, eta: 10:47:35, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.6768, top5_acc/: 0.8753, loss_cls/: 1.2603, loss/: 1.2603, grad_norm: 2.9583, top1_acc//aux0: 0.8057, top5_acc//aux0: 0.9364, loss_cls//aux0: 0.7344, loss//aux0: 0.7344 2020-10-15 21:24:01,305 - mmaction - INFO - Epoch [20][320/396] lr: 7.500e-03, eta: 10:48:16, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.6768, top5_acc/: 0.8753, loss_cls/: 1.2603, loss/: 1.2603, grad_norm: 2.9658, top1_acc//aux0: 0.8054, top5_acc//aux0: 0.9356, loss_cls//aux0: 0.7365, loss//aux0: 0.7365 2020-10-15 21:24:21,003 - mmaction - INFO - Epoch [20][340/396] lr: 7.500e-03, eta: 10:46:53, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.6836, top5_acc/: 0.8753, loss_cls/: 1.2269, loss/: 1.2269, grad_norm: 3.0308, top1_acc//aux0: 0.8065, top5_acc//aux0: 0.9394, loss_cls//aux0: 0.7292, loss//aux0: 0.7292 2020-10-15 21:24:21,465 - mmaction - INFO - Epoch [20][340/396] lr: 7.500e-03, eta: 10:47:34, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.6836, top5_acc/: 0.8753, loss_cls/: 1.2269, loss/: 1.2269, grad_norm: 3.0222, top1_acc//aux0: 0.8071, top5_acc//aux0: 0.9403, loss_cls//aux0: 0.7252, loss//aux0: 0.7252 2020-10-15 21:24:41,536 - mmaction - INFO - Epoch [20][360/396] lr: 7.500e-03, eta: 10:46:11, time: 0.497, data_time: 0.000, memory: 8335, top1_acc/: 0.6742, top5_acc/: 0.8805, loss_cls/: 1.2458, loss/: 1.2458, grad_norm: 3.0767, top1_acc//aux0: 0.8015, top5_acc//aux0: 0.9361, loss_cls//aux0: 0.7408, loss//aux0: 0.7408 2020-10-15 21:24:42,018 - mmaction - INFO - Epoch [20][360/396] lr: 7.500e-03, eta: 10:46:51, time: 0.500, data_time: 0.004, memory: 8335, top1_acc/: 0.6742, top5_acc/: 0.8805, loss_cls/: 1.2458, loss/: 1.2458, grad_norm: 3.0675, top1_acc//aux0: 0.8020, top5_acc//aux0: 0.9357, loss_cls//aux0: 0.7418, loss//aux0: 0.7418 2020-10-15 21:25:02,039 - mmaction - INFO - Epoch [20][380/396] lr: 7.500e-03, eta: 10:45:29, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.6797, top5_acc/: 0.8724, loss_cls/: 1.2918, loss/: 1.2918, grad_norm: 3.0333, top1_acc//aux0: 0.8098, top5_acc//aux0: 0.9399, loss_cls//aux0: 0.7172, loss//aux0: 0.7172 2020-10-15 21:25:02,476 - mmaction - INFO - Epoch [20][380/396] lr: 7.500e-03, eta: 10:46:10, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.6797, top5_acc/: 0.8724, loss_cls/: 1.2918, loss/: 1.2918, grad_norm: 3.0222, top1_acc//aux0: 0.8105, top5_acc//aux0: 0.9408, loss_cls//aux0: 0.7123, loss//aux0: 0.7123 2020-10-15 21:25:20,619 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-10-15 21:26:39,991 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-15 21:26:40,128 - mmaction - INFO - top1_acc 0.7445 top5_acc 0.9221 2020-10-15 21:26:40,128 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-15 21:26:40,183 - mmaction - INFO - mean_acc 0.7448 2020-10-15 21:26:40,183 - mmaction - INFO - Now best checkpoint is epoch_20.pth 2020-10-15 21:26:40,189 - mmaction - INFO - Epoch(val) [20][396] top1_acc: 0.7445, top5_acc: 0.9221, mean_class_accuracy: 0.7448 2020-10-15 21:29:29,359 - mmaction - INFO - Epoch [21][20/396] lr: 7.500e-03, eta: 10:43:11, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.6888, top5_acc/: 0.8826, loss_cls/: 1.2155, loss/: 1.2155, grad_norm: 3.0228, top1_acc//aux0: 0.8028, top5_acc//aux0: 0.9363, loss_cls//aux0: 0.7406, loss//aux0: 0.7406 2020-10-15 21:29:29,830 - mmaction - INFO - Epoch [21][20/396] lr: 7.500e-03, eta: 10:43:51, time: 0.511, data_time: 0.006, memory: 8335, top1_acc/: 0.6888, top5_acc/: 0.8826, loss_cls/: 1.2155, loss/: 1.2155, grad_norm: 3.0356, top1_acc//aux0: 0.8020, top5_acc//aux0: 0.9361, loss_cls//aux0: 0.7426, loss//aux0: 0.7426 2020-10-15 21:29:49,442 - mmaction - INFO - Epoch [21][40/396] lr: 7.500e-03, eta: 10:42:30, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.6901, top5_acc/: 0.8802, loss_cls/: 1.2139, loss/: 1.2139, grad_norm: 2.9531, top1_acc//aux0: 0.8109, top5_acc//aux0: 0.9398, loss_cls//aux0: 0.7100, loss//aux0: 0.7100 2020-10-15 21:29:49,985 - mmaction - INFO - Epoch [21][40/396] lr: 7.500e-03, eta: 10:43:10, time: 0.507, data_time: 0.004, memory: 8335, top1_acc/: 0.6901, top5_acc/: 0.8802, loss_cls/: 1.2139, loss/: 1.2139, grad_norm: 2.9581, top1_acc//aux0: 0.8111, top5_acc//aux0: 0.9396, loss_cls//aux0: 0.7112, loss//aux0: 0.7112 2020-10-15 21:30:09,607 - mmaction - INFO - Epoch [21][60/396] lr: 7.500e-03, eta: 10:41:49, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.6906, top5_acc/: 0.8828, loss_cls/: 1.2059, loss/: 1.2059, grad_norm: 2.9866, top1_acc//aux0: 0.8080, top5_acc//aux0: 0.9385, loss_cls//aux0: 0.7182, loss//aux0: 0.7182 2020-10-15 21:30:10,051 - mmaction - INFO - Epoch [21][60/396] lr: 7.500e-03, eta: 10:42:29, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.6906, top5_acc/: 0.8828, loss_cls/: 1.2059, loss/: 1.2059, grad_norm: 2.9754, top1_acc//aux0: 0.8090, top5_acc//aux0: 0.9394, loss_cls//aux0: 0.7145, loss//aux0: 0.7145 2020-10-15 21:30:29,727 - mmaction - INFO - Epoch [21][80/396] lr: 7.500e-03, eta: 10:41:08, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.6898, top5_acc/: 0.8794, loss_cls/: 1.2261, loss/: 1.2261, grad_norm: 3.0258, top1_acc//aux0: 0.8042, top5_acc//aux0: 0.9373, loss_cls//aux0: 0.7314, loss//aux0: 0.7314 2020-10-15 21:30:30,169 - mmaction - INFO - Epoch [21][80/396] lr: 7.500e-03, eta: 10:41:48, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.6898, top5_acc/: 0.8794, loss_cls/: 1.2261, loss/: 1.2261, grad_norm: 3.0267, top1_acc//aux0: 0.8039, top5_acc//aux0: 0.9363, loss_cls//aux0: 0.7341, loss//aux0: 0.7341 2020-10-15 21:30:50,286 - mmaction - INFO - Epoch [21][100/396] lr: 7.500e-03, eta: 10:40:27, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.6904, top5_acc/: 0.8784, loss_cls/: 1.2250, loss/: 1.2250, grad_norm: 3.3759, top1_acc//aux0: 0.8006, top5_acc//aux0: 0.9348, loss_cls//aux0: 0.7611, loss//aux0: 0.7611 2020-10-15 21:30:50,753 - mmaction - INFO - Epoch [21][100/396] lr: 7.500e-03, eta: 10:41:08, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.6904, top5_acc/: 0.8784, loss_cls/: 1.2250, loss/: 1.2250, grad_norm: 3.1638, top1_acc//aux0: 0.8010, top5_acc//aux0: 0.9356, loss_cls//aux0: 0.7573, loss//aux0: 0.7573 2020-10-15 21:31:10,657 - mmaction - INFO - Epoch [21][120/396] lr: 7.500e-03, eta: 10:39:48, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.6828, top5_acc/: 0.8706, loss_cls/: 1.2551, loss/: 1.2551, grad_norm: 3.0039, top1_acc//aux0: 0.8110, top5_acc//aux0: 0.9388, loss_cls//aux0: 0.7160, loss//aux0: 0.7160 2020-10-15 21:31:11,167 - mmaction - INFO - Epoch [21][120/396] lr: 7.500e-03, eta: 10:40:28, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.6828, top5_acc/: 0.8706, loss_cls/: 1.2551, loss/: 1.2551, grad_norm: 3.0032, top1_acc//aux0: 0.8111, top5_acc//aux0: 0.9384, loss_cls//aux0: 0.7185, loss//aux0: 0.7185 2020-10-15 21:31:30,787 - mmaction - INFO - Epoch [21][140/396] lr: 7.500e-03, eta: 10:39:08, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.6854, top5_acc/: 0.8693, loss_cls/: 1.2367, loss/: 1.2367, grad_norm: 3.0101, top1_acc//aux0: 0.8108, top5_acc//aux0: 0.9409, loss_cls//aux0: 0.7088, loss//aux0: 0.7088 2020-10-15 21:31:31,295 - mmaction - INFO - Epoch [21][140/396] lr: 7.500e-03, eta: 10:39:47, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.6854, top5_acc/: 0.8693, loss_cls/: 1.2367, loss/: 1.2367, grad_norm: 2.9957, top1_acc//aux0: 0.8105, top5_acc//aux0: 0.9411, loss_cls//aux0: 0.7056, loss//aux0: 0.7056 2020-10-15 21:31:51,043 - mmaction - INFO - Epoch [21][160/396] lr: 7.500e-03, eta: 10:38:27, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.6773, top5_acc/: 0.8740, loss_cls/: 1.2561, loss/: 1.2561, grad_norm: 2.9954, top1_acc//aux0: 0.8089, top5_acc//aux0: 0.9380, loss_cls//aux0: 0.7148, loss//aux0: 0.7148 2020-10-15 21:31:51,501 - mmaction - INFO - Epoch [21][160/396] lr: 7.500e-03, eta: 10:39:07, time: 0.506, data_time: 0.003, memory: 8335, top1_acc/: 0.6773, top5_acc/: 0.8740, loss_cls/: 1.2561, loss/: 1.2561, grad_norm: 3.0037, top1_acc//aux0: 0.8088, top5_acc//aux0: 0.9379, loss_cls//aux0: 0.7169, loss//aux0: 0.7169 2020-10-15 21:32:11,546 - mmaction - INFO - Epoch [21][180/396] lr: 7.500e-03, eta: 10:37:48, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.6815, top5_acc/: 0.8781, loss_cls/: 1.2291, loss/: 1.2291, grad_norm: 3.0389, top1_acc//aux0: 0.8095, top5_acc//aux0: 0.9400, loss_cls//aux0: 0.7131, loss//aux0: 0.7131 2020-10-15 21:32:12,005 - mmaction - INFO - Epoch [21][180/396] lr: 7.500e-03, eta: 10:38:28, time: 0.516, data_time: 0.004, memory: 8335, top1_acc/: 0.6815, top5_acc/: 0.8781, loss_cls/: 1.2291, loss/: 1.2291, grad_norm: 3.0391, top1_acc//aux0: 0.8094, top5_acc//aux0: 0.9402, loss_cls//aux0: 0.7121, loss//aux0: 0.7121 2020-10-15 21:32:31,948 - mmaction - INFO - Epoch [21][200/396] lr: 7.500e-03, eta: 10:37:09, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.6875, top5_acc/: 0.8875, loss_cls/: 1.2060, loss/: 1.2060, grad_norm: 3.0253, top1_acc//aux0: 0.8068, top5_acc//aux0: 0.9386, loss_cls//aux0: 0.7207, loss//aux0: 0.7207 2020-10-15 21:32:32,413 - mmaction - INFO - Epoch [21][200/396] lr: 7.500e-03, eta: 10:37:48, time: 0.510, data_time: 0.005, memory: 8335, top1_acc/: 0.6875, top5_acc/: 0.8875, loss_cls/: 1.2060, loss/: 1.2060, grad_norm: 3.0265, top1_acc//aux0: 0.8069, top5_acc//aux0: 0.9385, loss_cls//aux0: 0.7229, loss//aux0: 0.7229 2020-10-15 21:32:52,155 - mmaction - INFO - Epoch [21][220/396] lr: 7.500e-03, eta: 10:36:29, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.6706, top5_acc/: 0.8685, loss_cls/: 1.2903, loss/: 1.2903, grad_norm: 3.0797, top1_acc//aux0: 0.8091, top5_acc//aux0: 0.9378, loss_cls//aux0: 0.7200, loss//aux0: 0.7200 2020-10-15 21:32:52,616 - mmaction - INFO - Epoch [21][220/396] lr: 7.500e-03, eta: 10:37:08, time: 0.504, data_time: 0.004, memory: 8335, top1_acc/: 0.6706, top5_acc/: 0.8685, loss_cls/: 1.2903, loss/: 1.2903, grad_norm: 3.0734, top1_acc//aux0: 0.8094, top5_acc//aux0: 0.9380, loss_cls//aux0: 0.7161, loss//aux0: 0.7161 2020-10-15 21:33:12,532 - mmaction - INFO - Epoch [21][240/396] lr: 7.500e-03, eta: 10:35:50, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.6789, top5_acc/: 0.8753, loss_cls/: 1.2465, loss/: 1.2465, grad_norm: 2.9713, top1_acc//aux0: 0.8162, top5_acc//aux0: 0.9407, loss_cls//aux0: 0.6959, loss//aux0: 0.6959 2020-10-15 21:33:12,954 - mmaction - INFO - Epoch [21][240/396] lr: 7.500e-03, eta: 10:36:29, time: 0.514, data_time: 0.002, memory: 8335, top1_acc/: 0.6789, top5_acc/: 0.8753, loss_cls/: 1.2465, loss/: 1.2465, grad_norm: 2.9396, top1_acc//aux0: 0.8157, top5_acc//aux0: 0.9405, loss_cls//aux0: 0.6995, loss//aux0: 0.6995 2020-10-15 21:33:33,150 - mmaction - INFO - Epoch [21][260/396] lr: 7.500e-03, eta: 10:35:11, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.6826, top5_acc/: 0.8755, loss_cls/: 1.2516, loss/: 1.2516, grad_norm: 3.0582, top1_acc//aux0: 0.8050, top5_acc//aux0: 0.9403, loss_cls//aux0: 0.7250, loss//aux0: 0.7250 2020-10-15 21:33:33,573 - mmaction - INFO - Epoch [21][260/396] lr: 7.500e-03, eta: 10:35:51, time: 0.518, data_time: 0.002, memory: 8335, top1_acc/: 0.6826, top5_acc/: 0.8755, loss_cls/: 1.2516, loss/: 1.2516, grad_norm: 3.0546, top1_acc//aux0: 0.8053, top5_acc//aux0: 0.9402, loss_cls//aux0: 0.7244, loss//aux0: 0.7244 2020-10-15 21:33:53,390 - mmaction - INFO - Epoch [21][280/396] lr: 7.500e-03, eta: 10:34:33, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.6823, top5_acc/: 0.8745, loss_cls/: 1.2516, loss/: 1.2516, grad_norm: 3.0727, top1_acc//aux0: 0.8088, top5_acc//aux0: 0.9389, loss_cls//aux0: 0.7220, loss//aux0: 0.7220 2020-10-15 21:33:53,832 - mmaction - INFO - Epoch [21][280/396] lr: 7.500e-03, eta: 10:35:12, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.6823, top5_acc/: 0.8745, loss_cls/: 1.2516, loss/: 1.2516, grad_norm: 3.0551, top1_acc//aux0: 0.8091, top5_acc//aux0: 0.9386, loss_cls//aux0: 0.7220, loss//aux0: 0.7220 2020-10-15 21:34:13,708 - mmaction - INFO - Epoch [21][300/396] lr: 7.500e-03, eta: 10:33:54, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.6781, top5_acc/: 0.8734, loss_cls/: 1.2688, loss/: 1.2688, grad_norm: 3.0100, top1_acc//aux0: 0.8104, top5_acc//aux0: 0.9387, loss_cls//aux0: 0.7200, loss//aux0: 0.7200 2020-10-15 21:34:14,143 - mmaction - INFO - Epoch [21][300/396] lr: 7.500e-03, eta: 10:34:32, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.6781, top5_acc/: 0.8734, loss_cls/: 1.2688, loss/: 1.2688, grad_norm: 3.0067, top1_acc//aux0: 0.8111, top5_acc//aux0: 0.9393, loss_cls//aux0: 0.7163, loss//aux0: 0.7163 2020-10-15 21:34:33,984 - mmaction - INFO - Epoch [21][320/396] lr: 7.500e-03, eta: 10:33:15, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.6964, top5_acc/: 0.8810, loss_cls/: 1.2271, loss/: 1.2271, grad_norm: 3.0076, top1_acc//aux0: 0.8061, top5_acc//aux0: 0.9373, loss_cls//aux0: 0.7267, loss//aux0: 0.7267 2020-10-15 21:34:34,437 - mmaction - INFO - Epoch [21][320/396] lr: 7.500e-03, eta: 10:33:53, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.6964, top5_acc/: 0.8810, loss_cls/: 1.2271, loss/: 1.2271, grad_norm: 2.9964, top1_acc//aux0: 0.8054, top5_acc//aux0: 0.9368, loss_cls//aux0: 0.7301, loss//aux0: 0.7301 2020-10-15 21:34:54,251 - mmaction - INFO - Epoch [21][340/396] lr: 7.500e-03, eta: 10:32:35, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.6789, top5_acc/: 0.8763, loss_cls/: 1.2521, loss/: 1.2521, grad_norm: 3.0016, top1_acc//aux0: 0.8110, top5_acc//aux0: 0.9367, loss_cls//aux0: 0.7244, loss//aux0: 0.7244 2020-10-15 21:34:54,710 - mmaction - INFO - Epoch [21][340/396] lr: 7.500e-03, eta: 10:33:14, time: 0.504, data_time: 0.003, memory: 8335, top1_acc/: 0.6789, top5_acc/: 0.8763, loss_cls/: 1.2521, loss/: 1.2521, grad_norm: 3.0214, top1_acc//aux0: 0.8104, top5_acc//aux0: 0.9370, loss_cls//aux0: 0.7237, loss//aux0: 0.7237 2020-10-15 21:35:14,390 - mmaction - INFO - Epoch [21][360/396] lr: 7.500e-03, eta: 10:31:56, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.6854, top5_acc/: 0.8815, loss_cls/: 1.2184, loss/: 1.2184, grad_norm: 3.0179, top1_acc//aux0: 0.8074, top5_acc//aux0: 0.9391, loss_cls//aux0: 0.7219, loss//aux0: 0.7219 2020-10-15 21:35:14,829 - mmaction - INFO - Epoch [21][360/396] lr: 7.500e-03, eta: 10:32:34, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.6854, top5_acc/: 0.8815, loss_cls/: 1.2184, loss/: 1.2184, grad_norm: 3.0032, top1_acc//aux0: 0.8083, top5_acc//aux0: 0.9392, loss_cls//aux0: 0.7201, loss//aux0: 0.7201 2020-10-15 21:35:34,616 - mmaction - INFO - Epoch [21][380/396] lr: 7.500e-03, eta: 10:31:16, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.6755, top5_acc/: 0.8747, loss_cls/: 1.2808, loss/: 1.2808, grad_norm: 3.8142, top1_acc//aux0: 0.8063, top5_acc//aux0: 0.9376, loss_cls//aux0: 0.7381, loss//aux0: 0.7381 2020-10-15 21:35:35,073 - mmaction - INFO - Epoch [21][380/396] lr: 7.500e-03, eta: 10:31:54, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.6755, top5_acc/: 0.8747, loss_cls/: 1.2808, loss/: 1.2808, grad_norm: 3.8111, top1_acc//aux0: 0.8064, top5_acc//aux0: 0.9375, loss_cls//aux0: 0.7364, loss//aux0: 0.7364 2020-10-15 21:35:53,702 - mmaction - INFO - Saving checkpoint at 21 epochs 2020-10-15 21:38:37,442 - mmaction - INFO - Epoch [22][20/396] lr: 7.500e-03, eta: 10:29:05, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.6945, top5_acc/: 0.8854, loss_cls/: 1.1924, loss/: 1.1924, grad_norm: 3.0076, top1_acc//aux0: 0.8068, top5_acc//aux0: 0.9378, loss_cls//aux0: 0.7268, loss//aux0: 0.7268 2020-10-15 21:38:37,899 - mmaction - INFO - Epoch [22][20/396] lr: 7.500e-03, eta: 10:29:42, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.6945, top5_acc/: 0.8854, loss_cls/: 1.1924, loss/: 1.1924, grad_norm: 2.9996, top1_acc//aux0: 0.8075, top5_acc//aux0: 0.9382, loss_cls//aux0: 0.7238, loss//aux0: 0.7238 2020-10-15 21:38:57,805 - mmaction - INFO - Epoch [22][40/396] lr: 7.500e-03, eta: 10:28:26, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.6969, top5_acc/: 0.8836, loss_cls/: 1.1973, loss/: 1.1973, grad_norm: 2.9795, top1_acc//aux0: 0.8092, top5_acc//aux0: 0.9410, loss_cls//aux0: 0.7112, loss//aux0: 0.7112 2020-10-15 21:38:58,238 - mmaction - INFO - Epoch [22][40/396] lr: 7.500e-03, eta: 10:29:05, time: 0.515, data_time: 0.002, memory: 8335, top1_acc/: 0.6969, top5_acc/: 0.8836, loss_cls/: 1.1973, loss/: 1.1973, grad_norm: 2.9679, top1_acc//aux0: 0.8088, top5_acc//aux0: 0.9409, loss_cls//aux0: 0.7129, loss//aux0: 0.7129 2020-10-15 21:39:18,049 - mmaction - INFO - Epoch [22][60/396] lr: 7.500e-03, eta: 10:27:49, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.6711, top5_acc/: 0.8760, loss_cls/: 1.2595, loss/: 1.2595, grad_norm: 3.0073, top1_acc//aux0: 0.8096, top5_acc//aux0: 0.9406, loss_cls//aux0: 0.7130, loss//aux0: 0.7130 2020-10-15 21:39:18,488 - mmaction - INFO - Epoch [22][60/396] lr: 7.500e-03, eta: 10:28:27, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.6711, top5_acc/: 0.8760, loss_cls/: 1.2595, loss/: 1.2595, grad_norm: 3.0005, top1_acc//aux0: 0.8098, top5_acc//aux0: 0.9401, loss_cls//aux0: 0.7123, loss//aux0: 0.7123 2020-10-15 21:39:38,424 - mmaction - INFO - Epoch [22][80/396] lr: 7.500e-03, eta: 10:27:11, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.7013, top5_acc/: 0.8865, loss_cls/: 1.1811, loss/: 1.1811, grad_norm: 2.9971, top1_acc//aux0: 0.8136, top5_acc//aux0: 0.9425, loss_cls//aux0: 0.6968, loss//aux0: 0.6968 2020-10-15 21:39:38,906 - mmaction - INFO - Epoch [22][80/396] lr: 7.500e-03, eta: 10:27:48, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.7013, top5_acc/: 0.8865, loss_cls/: 1.1811, loss/: 1.1811, grad_norm: 2.9996, top1_acc//aux0: 0.8134, top5_acc//aux0: 0.9430, loss_cls//aux0: 0.6964, loss//aux0: 0.6964 2020-10-15 21:39:58,954 - mmaction - INFO - Epoch [22][100/396] lr: 7.500e-03, eta: 10:26:33, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.6859, top5_acc/: 0.8854, loss_cls/: 1.2267, loss/: 1.2267, grad_norm: 3.0225, top1_acc//aux0: 0.8093, top5_acc//aux0: 0.9366, loss_cls//aux0: 0.7195, loss//aux0: 0.7195 2020-10-15 21:39:59,420 - mmaction - INFO - Epoch [22][100/396] lr: 7.500e-03, eta: 10:27:11, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.6859, top5_acc/: 0.8854, loss_cls/: 1.2267, loss/: 1.2267, grad_norm: 3.0231, top1_acc//aux0: 0.8102, top5_acc//aux0: 0.9359, loss_cls//aux0: 0.7208, loss//aux0: 0.7208 2020-10-15 21:40:19,208 - mmaction - INFO - Epoch [22][120/396] lr: 7.500e-03, eta: 10:25:55, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.6924, top5_acc/: 0.8810, loss_cls/: 1.2154, loss/: 1.2154, grad_norm: 3.0368, top1_acc//aux0: 0.8096, top5_acc//aux0: 0.9390, loss_cls//aux0: 0.7151, loss//aux0: 0.7151 2020-10-15 21:40:19,665 - mmaction - INFO - Epoch [22][120/396] lr: 7.500e-03, eta: 10:26:32, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.6924, top5_acc/: 0.8810, loss_cls/: 1.2154, loss/: 1.2154, grad_norm: 3.0340, top1_acc//aux0: 0.8090, top5_acc//aux0: 0.9396, loss_cls//aux0: 0.7139, loss//aux0: 0.7139 2020-10-15 21:40:39,537 - mmaction - INFO - Epoch [22][140/396] lr: 7.500e-03, eta: 10:25:17, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.6917, top5_acc/: 0.8823, loss_cls/: 1.1828, loss/: 1.1828, grad_norm: 2.9503, top1_acc//aux0: 0.8111, top5_acc//aux0: 0.9387, loss_cls//aux0: 0.7039, loss//aux0: 0.7039 2020-10-15 21:40:39,985 - mmaction - INFO - Epoch [22][140/396] lr: 7.500e-03, eta: 10:25:55, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.6917, top5_acc/: 0.8823, loss_cls/: 1.1828, loss/: 1.1828, grad_norm: 2.9376, top1_acc//aux0: 0.8106, top5_acc//aux0: 0.9390, loss_cls//aux0: 0.7042, loss//aux0: 0.7042 2020-10-15 21:41:00,142 - mmaction - INFO - Epoch [22][160/396] lr: 7.500e-03, eta: 10:24:40, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.7005, top5_acc/: 0.8878, loss_cls/: 1.1706, loss/: 1.1706, grad_norm: 2.9530, top1_acc//aux0: 0.8122, top5_acc//aux0: 0.9394, loss_cls//aux0: 0.7124, loss//aux0: 0.7124 2020-10-15 21:41:00,592 - mmaction - INFO - Epoch [22][160/396] lr: 7.500e-03, eta: 10:25:18, time: 0.518, data_time: 0.003, memory: 8335, top1_acc/: 0.7005, top5_acc/: 0.8878, loss_cls/: 1.1706, loss/: 1.1706, grad_norm: 2.9605, top1_acc//aux0: 0.8120, top5_acc//aux0: 0.9387, loss_cls//aux0: 0.7152, loss//aux0: 0.7152 2020-10-15 21:41:20,478 - mmaction - INFO - Epoch [22][180/396] lr: 7.500e-03, eta: 10:24:03, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.6977, top5_acc/: 0.8831, loss_cls/: 1.1968, loss/: 1.1968, grad_norm: 3.2271, top1_acc//aux0: 0.8072, top5_acc//aux0: 0.9373, loss_cls//aux0: 0.7252, loss//aux0: 0.7252 2020-10-15 21:41:20,928 - mmaction - INFO - Epoch [22][180/396] lr: 7.500e-03, eta: 10:24:40, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.6977, top5_acc/: 0.8831, loss_cls/: 1.1968, loss/: 1.1968, grad_norm: 3.2537, top1_acc//aux0: 0.8073, top5_acc//aux0: 0.9375, loss_cls//aux0: 0.7254, loss//aux0: 0.7254 2020-10-15 21:41:40,684 - mmaction - INFO - Epoch [22][200/396] lr: 7.500e-03, eta: 10:23:25, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.6964, top5_acc/: 0.8818, loss_cls/: 1.1827, loss/: 1.1827, grad_norm: 2.9352, top1_acc//aux0: 0.8109, top5_acc//aux0: 0.9364, loss_cls//aux0: 0.7246, loss//aux0: 0.7246 2020-10-15 21:41:41,133 - mmaction - INFO - Epoch [22][200/396] lr: 7.500e-03, eta: 10:24:01, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.6964, top5_acc/: 0.8818, loss_cls/: 1.1827, loss/: 1.1827, grad_norm: 2.9169, top1_acc//aux0: 0.8113, top5_acc//aux0: 0.9362, loss_cls//aux0: 0.7212, loss//aux0: 0.7212 2020-10-15 21:42:01,368 - mmaction - INFO - Epoch [22][220/396] lr: 7.500e-03, eta: 10:22:48, time: 0.520, data_time: 0.000, memory: 8335, top1_acc/: 0.6831, top5_acc/: 0.8737, loss_cls/: 1.2274, loss/: 1.2274, grad_norm: 2.9347, top1_acc//aux0: 0.8146, top5_acc//aux0: 0.9411, loss_cls//aux0: 0.6920, loss//aux0: 0.6920 2020-10-15 21:42:01,809 - mmaction - INFO - Epoch [22][220/396] lr: 7.500e-03, eta: 10:23:25, time: 0.520, data_time: 0.003, memory: 8335, top1_acc/: 0.6831, top5_acc/: 0.8737, loss_cls/: 1.2274, loss/: 1.2274, grad_norm: 2.9296, top1_acc//aux0: 0.8142, top5_acc//aux0: 0.9414, loss_cls//aux0: 0.6917, loss//aux0: 0.6917 2020-10-15 21:42:21,627 - mmaction - INFO - Epoch [22][240/396] lr: 7.500e-03, eta: 10:22:11, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.6982, top5_acc/: 0.8826, loss_cls/: 1.2039, loss/: 1.2039, grad_norm: 2.9756, top1_acc//aux0: 0.8120, top5_acc//aux0: 0.9399, loss_cls//aux0: 0.7037, loss//aux0: 0.7037 2020-10-15 21:42:22,071 - mmaction - INFO - Epoch [22][240/396] lr: 7.500e-03, eta: 10:22:47, time: 0.506, data_time: 0.003, memory: 8335, top1_acc/: 0.6982, top5_acc/: 0.8826, loss_cls/: 1.2039, loss/: 1.2039, grad_norm: 2.9845, top1_acc//aux0: 0.8119, top5_acc//aux0: 0.9394, loss_cls//aux0: 0.7088, loss//aux0: 0.7088 2020-10-15 21:42:41,905 - mmaction - INFO - Epoch [22][260/396] lr: 7.500e-03, eta: 10:21:33, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.6815, top5_acc/: 0.8732, loss_cls/: 1.2595, loss/: 1.2595, grad_norm: 3.0353, top1_acc//aux0: 0.8071, top5_acc//aux0: 0.9372, loss_cls//aux0: 0.7277, loss//aux0: 0.7277 2020-10-15 21:42:42,370 - mmaction - INFO - Epoch [22][260/396] lr: 7.500e-03, eta: 10:22:09, time: 0.510, data_time: 0.007, memory: 8335, top1_acc/: 0.6815, top5_acc/: 0.8732, loss_cls/: 1.2595, loss/: 1.2595, grad_norm: 3.0566, top1_acc//aux0: 0.8059, top5_acc//aux0: 0.9375, loss_cls//aux0: 0.7297, loss//aux0: 0.7297 2020-10-15 21:43:02,518 - mmaction - INFO - Epoch [22][280/396] lr: 7.500e-03, eta: 10:20:55, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.6924, top5_acc/: 0.8742, loss_cls/: 1.2309, loss/: 1.2309, grad_norm: 2.9343, top1_acc//aux0: 0.8076, top5_acc//aux0: 0.9379, loss_cls//aux0: 0.7286, loss//aux0: 0.7286 2020-10-15 21:43:02,958 - mmaction - INFO - Epoch [22][280/396] lr: 7.500e-03, eta: 10:21:31, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.6924, top5_acc/: 0.8742, loss_cls/: 1.2309, loss/: 1.2309, grad_norm: 2.9695, top1_acc//aux0: 0.8081, top5_acc//aux0: 0.9375, loss_cls//aux0: 0.7291, loss//aux0: 0.7291 2020-10-15 21:43:22,793 - mmaction - INFO - Epoch [22][300/396] lr: 7.500e-03, eta: 10:20:17, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.6841, top5_acc/: 0.8826, loss_cls/: 1.2456, loss/: 1.2456, grad_norm: 2.9729, top1_acc//aux0: 0.8070, top5_acc//aux0: 0.9369, loss_cls//aux0: 0.7341, loss//aux0: 0.7341 2020-10-15 21:43:23,284 - mmaction - INFO - Epoch [22][300/396] lr: 7.500e-03, eta: 10:20:54, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.6841, top5_acc/: 0.8826, loss_cls/: 1.2456, loss/: 1.2456, grad_norm: 2.9583, top1_acc//aux0: 0.8088, top5_acc//aux0: 0.9375, loss_cls//aux0: 0.7261, loss//aux0: 0.7261 2020-10-15 21:43:43,000 - mmaction - INFO - Epoch [22][320/396] lr: 7.500e-03, eta: 10:19:40, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.6839, top5_acc/: 0.8836, loss_cls/: 1.2028, loss/: 1.2028, grad_norm: 3.0029, top1_acc//aux0: 0.8133, top5_acc//aux0: 0.9416, loss_cls//aux0: 0.6992, loss//aux0: 0.6992 2020-10-15 21:43:43,445 - mmaction - INFO - Epoch [22][320/396] lr: 7.500e-03, eta: 10:20:16, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.6839, top5_acc/: 0.8836, loss_cls/: 1.2028, loss/: 1.2028, grad_norm: 2.9983, top1_acc//aux0: 0.8125, top5_acc//aux0: 0.9414, loss_cls//aux0: 0.7021, loss//aux0: 0.7021 2020-10-15 21:44:03,136 - mmaction - INFO - Epoch [22][340/396] lr: 7.500e-03, eta: 10:19:02, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.6911, top5_acc/: 0.8833, loss_cls/: 1.2094, loss/: 1.2094, grad_norm: 3.0318, top1_acc//aux0: 0.8149, top5_acc//aux0: 0.9416, loss_cls//aux0: 0.6971, loss//aux0: 0.6971 2020-10-15 21:44:03,611 - mmaction - INFO - Epoch [22][340/396] lr: 7.500e-03, eta: 10:19:38, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.6911, top5_acc/: 0.8833, loss_cls/: 1.2094, loss/: 1.2094, grad_norm: 3.0356, top1_acc//aux0: 0.8150, top5_acc//aux0: 0.9416, loss_cls//aux0: 0.6974, loss//aux0: 0.6974 2020-10-15 21:44:23,406 - mmaction - INFO - Epoch [22][360/396] lr: 7.500e-03, eta: 10:18:24, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.6906, top5_acc/: 0.8844, loss_cls/: 1.2000, loss/: 1.2000, grad_norm: 3.0171, top1_acc//aux0: 0.8061, top5_acc//aux0: 0.9366, loss_cls//aux0: 0.7321, loss//aux0: 0.7321 2020-10-15 21:44:23,849 - mmaction - INFO - Epoch [22][360/396] lr: 7.500e-03, eta: 10:19:00, time: 0.504, data_time: 0.003, memory: 8335, top1_acc/: 0.6906, top5_acc/: 0.8844, loss_cls/: 1.2000, loss/: 1.2000, grad_norm: 3.0070, top1_acc//aux0: 0.8059, top5_acc//aux0: 0.9364, loss_cls//aux0: 0.7341, loss//aux0: 0.7341 2020-10-15 21:44:43,703 - mmaction - INFO - Epoch [22][380/396] lr: 7.500e-03, eta: 10:17:47, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.6807, top5_acc/: 0.8812, loss_cls/: 1.2401, loss/: 1.2401, grad_norm: 3.1515, top1_acc//aux0: 0.8058, top5_acc//aux0: 0.9393, loss_cls//aux0: 0.7268, loss//aux0: 0.7268 2020-10-15 21:44:44,156 - mmaction - INFO - Epoch [22][380/396] lr: 7.500e-03, eta: 10:18:23, time: 0.504, data_time: 0.003, memory: 8335, top1_acc/: 0.6807, top5_acc/: 0.8812, loss_cls/: 1.2401, loss/: 1.2401, grad_norm: 3.1363, top1_acc//aux0: 0.8064, top5_acc//aux0: 0.9391, loss_cls//aux0: 0.7238, loss//aux0: 0.7238 2020-10-15 21:45:01,694 - mmaction - INFO - Saving checkpoint at 22 epochs 2020-10-15 21:47:53,043 - mmaction - INFO - Epoch [23][20/396] lr: 7.500e-03, eta: 10:15:42, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.6971, top5_acc/: 0.8794, loss_cls/: 1.2140, loss/: 1.2140, grad_norm: 3.0148, top1_acc//aux0: 0.8108, top5_acc//aux0: 0.9422, loss_cls//aux0: 0.7027, loss//aux0: 0.7027 2020-10-15 21:47:53,490 - mmaction - INFO - Epoch [23][20/396] lr: 7.500e-03, eta: 10:16:18, time: 0.508, data_time: 0.005, memory: 8335, top1_acc/: 0.6971, top5_acc/: 0.8794, loss_cls/: 1.2140, loss/: 1.2140, grad_norm: 3.0113, top1_acc//aux0: 0.8109, top5_acc//aux0: 0.9420, loss_cls//aux0: 0.7026, loss//aux0: 0.7026 2020-10-15 21:48:13,158 - mmaction - INFO - Epoch [23][40/396] lr: 7.500e-03, eta: 10:15:05, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.6979, top5_acc/: 0.8948, loss_cls/: 1.1665, loss/: 1.1665, grad_norm: 2.9935, top1_acc//aux0: 0.8165, top5_acc//aux0: 0.9397, loss_cls//aux0: 0.6989, loss//aux0: 0.6989 2020-10-15 21:48:13,600 - mmaction - INFO - Epoch [23][40/396] lr: 7.500e-03, eta: 10:15:40, time: 0.502, data_time: 0.003, memory: 8335, top1_acc/: 0.6979, top5_acc/: 0.8948, loss_cls/: 1.1665, loss/: 1.1665, grad_norm: 2.9887, top1_acc//aux0: 0.8170, top5_acc//aux0: 0.9396, loss_cls//aux0: 0.6983, loss//aux0: 0.6983 2020-10-15 21:48:33,614 - mmaction - INFO - Epoch [23][60/396] lr: 7.500e-03, eta: 10:14:27, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.6872, top5_acc/: 0.8693, loss_cls/: 1.2494, loss/: 1.2494, grad_norm: 2.9515, top1_acc//aux0: 0.8096, top5_acc//aux0: 0.9369, loss_cls//aux0: 0.7147, loss//aux0: 0.7147 2020-10-15 21:48:34,059 - mmaction - INFO - Epoch [23][60/396] lr: 7.500e-03, eta: 10:15:03, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.6872, top5_acc/: 0.8693, loss_cls/: 1.2494, loss/: 1.2494, grad_norm: 2.9669, top1_acc//aux0: 0.8082, top5_acc//aux0: 0.9369, loss_cls//aux0: 0.7179, loss//aux0: 0.7179 2020-10-15 21:48:54,048 - mmaction - INFO - Epoch [23][80/396] lr: 7.500e-03, eta: 10:13:51, time: 0.517, data_time: 0.000, memory: 8335, top1_acc/: 0.6885, top5_acc/: 0.8812, loss_cls/: 1.2053, loss/: 1.2053, grad_norm: 2.9738, top1_acc//aux0: 0.8088, top5_acc//aux0: 0.9411, loss_cls//aux0: 0.7086, loss//aux0: 0.7086 2020-10-15 21:48:54,532 - mmaction - INFO - Epoch [23][80/396] lr: 7.500e-03, eta: 10:14:28, time: 0.521, data_time: 0.003, memory: 8335, top1_acc/: 0.6885, top5_acc/: 0.8812, loss_cls/: 1.2053, loss/: 1.2053, grad_norm: 2.9774, top1_acc//aux0: 0.8093, top5_acc//aux0: 0.9409, loss_cls//aux0: 0.7091, loss//aux0: 0.7091 2020-10-15 21:49:14,342 - mmaction - INFO - Epoch [23][100/396] lr: 7.500e-03, eta: 10:13:15, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.7000, top5_acc/: 0.8839, loss_cls/: 1.1708, loss/: 1.1708, grad_norm: 2.9389, top1_acc//aux0: 0.8106, top5_acc//aux0: 0.9404, loss_cls//aux0: 0.7117, loss//aux0: 0.7117 2020-10-15 21:49:14,809 - mmaction - INFO - Epoch [23][100/396] lr: 7.500e-03, eta: 10:13:51, time: 0.509, data_time: 0.005, memory: 8335, top1_acc/: 0.7000, top5_acc/: 0.8839, loss_cls/: 1.1708, loss/: 1.1708, grad_norm: 2.9624, top1_acc//aux0: 0.8118, top5_acc//aux0: 0.9411, loss_cls//aux0: 0.7067, loss//aux0: 0.7067 2020-10-15 21:49:34,783 - mmaction - INFO - Epoch [23][120/396] lr: 7.500e-03, eta: 10:12:39, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.6930, top5_acc/: 0.8826, loss_cls/: 1.1882, loss/: 1.1882, grad_norm: 2.9637, top1_acc//aux0: 0.8148, top5_acc//aux0: 0.9420, loss_cls//aux0: 0.6965, loss//aux0: 0.6965 2020-10-15 21:49:35,222 - mmaction - INFO - Epoch [23][120/396] lr: 7.500e-03, eta: 10:13:15, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.6930, top5_acc/: 0.8826, loss_cls/: 1.1882, loss/: 1.1882, grad_norm: 2.9612, top1_acc//aux0: 0.8145, top5_acc//aux0: 0.9420, loss_cls//aux0: 0.6965, loss//aux0: 0.6965 2020-10-15 21:49:55,143 - mmaction - INFO - Epoch [23][140/396] lr: 7.500e-03, eta: 10:12:03, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.6914, top5_acc/: 0.8846, loss_cls/: 1.1888, loss/: 1.1888, grad_norm: 2.9797, top1_acc//aux0: 0.8146, top5_acc//aux0: 0.9430, loss_cls//aux0: 0.6900, loss//aux0: 0.6900 2020-10-15 21:49:55,590 - mmaction - INFO - Epoch [23][140/396] lr: 7.500e-03, eta: 10:12:38, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.6914, top5_acc/: 0.8846, loss_cls/: 1.1888, loss/: 1.1888, grad_norm: 2.9741, top1_acc//aux0: 0.8138, top5_acc//aux0: 0.9422, loss_cls//aux0: 0.6941, loss//aux0: 0.6941 2020-10-15 21:50:15,262 - mmaction - INFO - Epoch [23][160/396] lr: 7.500e-03, eta: 10:11:26, time: 0.498, data_time: 0.000, memory: 8335, top1_acc/: 0.6956, top5_acc/: 0.8904, loss_cls/: 1.1758, loss/: 1.1758, grad_norm: 2.9992, top1_acc//aux0: 0.8083, top5_acc//aux0: 0.9419, loss_cls//aux0: 0.7085, loss//aux0: 0.7085 2020-10-15 21:50:15,708 - mmaction - INFO - Epoch [23][160/396] lr: 7.500e-03, eta: 10:12:01, time: 0.502, data_time: 0.003, memory: 8335, top1_acc/: 0.6956, top5_acc/: 0.8904, loss_cls/: 1.1758, loss/: 1.1758, grad_norm: 3.0122, top1_acc//aux0: 0.8073, top5_acc//aux0: 0.9425, loss_cls//aux0: 0.7081, loss//aux0: 0.7081 2020-10-15 21:50:35,534 - mmaction - INFO - Epoch [23][180/396] lr: 7.500e-03, eta: 10:10:50, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.6945, top5_acc/: 0.8828, loss_cls/: 1.1852, loss/: 1.1852, grad_norm: 3.0800, top1_acc//aux0: 0.8139, top5_acc//aux0: 0.9423, loss_cls//aux0: 0.7015, loss//aux0: 0.7015 2020-10-15 21:50:35,967 - mmaction - INFO - Epoch [23][180/396] lr: 7.500e-03, eta: 10:11:25, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.6945, top5_acc/: 0.8828, loss_cls/: 1.1852, loss/: 1.1852, grad_norm: 3.2051, top1_acc//aux0: 0.8145, top5_acc//aux0: 0.9414, loss_cls//aux0: 0.7052, loss//aux0: 0.7052 2020-10-15 21:50:55,887 - mmaction - INFO - Epoch [23][200/396] lr: 7.500e-03, eta: 10:10:14, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.6818, top5_acc/: 0.8695, loss_cls/: 1.2517, loss/: 1.2517, grad_norm: 3.0093, top1_acc//aux0: 0.8106, top5_acc//aux0: 0.9396, loss_cls//aux0: 0.7154, loss//aux0: 0.7154 2020-10-15 21:50:56,335 - mmaction - INFO - Epoch [23][200/396] lr: 7.500e-03, eta: 10:10:49, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.6818, top5_acc/: 0.8695, loss_cls/: 1.2517, loss/: 1.2517, grad_norm: 2.9973, top1_acc//aux0: 0.8122, top5_acc//aux0: 0.9410, loss_cls//aux0: 0.7053, loss//aux0: 0.7053 2020-10-15 21:51:16,424 - mmaction - INFO - Epoch [23][220/396] lr: 7.500e-03, eta: 10:09:39, time: 0.521, data_time: 0.000, memory: 8335, top1_acc/: 0.6940, top5_acc/: 0.8810, loss_cls/: 1.1974, loss/: 1.1974, grad_norm: 3.0239, top1_acc//aux0: 0.8144, top5_acc//aux0: 0.9409, loss_cls//aux0: 0.7000, loss//aux0: 0.7000 2020-10-15 21:51:16,901 - mmaction - INFO - Epoch [23][220/396] lr: 7.500e-03, eta: 10:10:14, time: 0.520, data_time: 0.003, memory: 8335, top1_acc/: 0.6940, top5_acc/: 0.8810, loss_cls/: 1.1974, loss/: 1.1974, grad_norm: 3.0317, top1_acc//aux0: 0.8138, top5_acc//aux0: 0.9405, loss_cls//aux0: 0.7045, loss//aux0: 0.7045 2020-10-15 21:51:36,633 - mmaction - INFO - Epoch [23][240/396] lr: 7.500e-03, eta: 10:09:03, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.6870, top5_acc/: 0.8815, loss_cls/: 1.2340, loss/: 1.2340, grad_norm: 2.9797, top1_acc//aux0: 0.8143, top5_acc//aux0: 0.9417, loss_cls//aux0: 0.7056, loss//aux0: 0.7056 2020-10-15 21:51:37,087 - mmaction - INFO - Epoch [23][240/396] lr: 7.500e-03, eta: 10:09:38, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.6870, top5_acc/: 0.8815, loss_cls/: 1.2340, loss/: 1.2340, grad_norm: 2.9857, top1_acc//aux0: 0.8141, top5_acc//aux0: 0.9416, loss_cls//aux0: 0.7048, loss//aux0: 0.7048 2020-10-15 21:51:57,186 - mmaction - INFO - Epoch [23][260/396] lr: 7.500e-03, eta: 10:08:28, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.6896, top5_acc/: 0.8758, loss_cls/: 1.2233, loss/: 1.2233, grad_norm: 3.0372, top1_acc//aux0: 0.8099, top5_acc//aux0: 0.9393, loss_cls//aux0: 0.7190, loss//aux0: 0.7190 2020-10-15 21:51:57,643 - mmaction - INFO - Epoch [23][260/396] lr: 7.500e-03, eta: 10:09:03, time: 0.513, data_time: 0.003, memory: 8335, top1_acc/: 0.6896, top5_acc/: 0.8758, loss_cls/: 1.2233, loss/: 1.2233, grad_norm: 3.0214, top1_acc//aux0: 0.8107, top5_acc//aux0: 0.9397, loss_cls//aux0: 0.7166, loss//aux0: 0.7166 2020-10-15 21:52:17,483 - mmaction - INFO - Epoch [23][280/396] lr: 7.500e-03, eta: 10:07:52, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.6943, top5_acc/: 0.8781, loss_cls/: 1.2325, loss/: 1.2325, grad_norm: 2.9646, top1_acc//aux0: 0.8121, top5_acc//aux0: 0.9389, loss_cls//aux0: 0.7139, loss//aux0: 0.7139 2020-10-15 21:52:17,947 - mmaction - INFO - Epoch [23][280/396] lr: 7.500e-03, eta: 10:08:26, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.6943, top5_acc/: 0.8781, loss_cls/: 1.2325, loss/: 1.2325, grad_norm: 2.9625, top1_acc//aux0: 0.8116, top5_acc//aux0: 0.9379, loss_cls//aux0: 0.7183, loss//aux0: 0.7183 2020-10-15 21:52:37,871 - mmaction - INFO - Epoch [23][300/396] lr: 7.500e-03, eta: 10:07:16, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.6979, top5_acc/: 0.8859, loss_cls/: 1.1749, loss/: 1.1749, grad_norm: 2.9941, top1_acc//aux0: 0.8083, top5_acc//aux0: 0.9366, loss_cls//aux0: 0.7232, loss//aux0: 0.7232 2020-10-15 21:52:38,312 - mmaction - INFO - Epoch [23][300/396] lr: 7.500e-03, eta: 10:07:50, time: 0.504, data_time: 0.001, memory: 8335, top1_acc/: 0.6979, top5_acc/: 0.8859, loss_cls/: 1.1749, loss/: 1.1749, grad_norm: 3.0056, top1_acc//aux0: 0.8063, top5_acc//aux0: 0.9361, loss_cls//aux0: 0.7297, loss//aux0: 0.7297 2020-10-15 21:52:57,950 - mmaction - INFO - Epoch [23][320/396] lr: 7.500e-03, eta: 10:06:39, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.6841, top5_acc/: 0.8823, loss_cls/: 1.2055, loss/: 1.2055, grad_norm: 2.9871, top1_acc//aux0: 0.8150, top5_acc//aux0: 0.9423, loss_cls//aux0: 0.6987, loss//aux0: 0.6987 2020-10-15 21:52:58,380 - mmaction - INFO - Epoch [23][320/396] lr: 7.500e-03, eta: 10:07:13, time: 0.502, data_time: 0.003, memory: 8335, top1_acc/: 0.6841, top5_acc/: 0.8823, loss_cls/: 1.2055, loss/: 1.2055, grad_norm: 2.9535, top1_acc//aux0: 0.8170, top5_acc//aux0: 0.9435, loss_cls//aux0: 0.6881, loss//aux0: 0.6881 2020-10-15 21:53:19,110 - mmaction - INFO - Epoch [23][340/396] lr: 7.500e-03, eta: 10:06:04, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.6969, top5_acc/: 0.8833, loss_cls/: 1.2113, loss/: 1.2113, grad_norm: 2.9787, top1_acc//aux0: 0.8104, top5_acc//aux0: 0.9387, loss_cls//aux0: 0.7133, loss//aux0: 0.7133 2020-10-15 21:53:19,556 - mmaction - INFO - Epoch [23][340/396] lr: 7.500e-03, eta: 10:06:38, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.6969, top5_acc/: 0.8833, loss_cls/: 1.2113, loss/: 1.2113, grad_norm: 2.9984, top1_acc//aux0: 0.8091, top5_acc//aux0: 0.9381, loss_cls//aux0: 0.7186, loss//aux0: 0.7186 2020-10-15 21:53:39,513 - mmaction - INFO - Epoch [23][360/396] lr: 7.500e-03, eta: 10:05:28, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.6773, top5_acc/: 0.8820, loss_cls/: 1.2250, loss/: 1.2250, grad_norm: 3.0436, top1_acc//aux0: 0.8104, top5_acc//aux0: 0.9394, loss_cls//aux0: 0.7093, loss//aux0: 0.7093 2020-10-15 21:53:39,978 - mmaction - INFO - Epoch [23][360/396] lr: 7.500e-03, eta: 10:06:03, time: 0.510, data_time: 0.004, memory: 8335, top1_acc/: 0.6773, top5_acc/: 0.8820, loss_cls/: 1.2250, loss/: 1.2250, grad_norm: 3.0276, top1_acc//aux0: 0.8113, top5_acc//aux0: 0.9391, loss_cls//aux0: 0.7076, loss//aux0: 0.7076 2020-10-15 21:54:00,019 - mmaction - INFO - Epoch [23][380/396] lr: 7.500e-03, eta: 10:04:53, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.6911, top5_acc/: 0.8917, loss_cls/: 1.1765, loss/: 1.1765, grad_norm: 3.0706, top1_acc//aux0: 0.8092, top5_acc//aux0: 0.9399, loss_cls//aux0: 0.7173, loss//aux0: 0.7173 2020-10-15 21:54:00,477 - mmaction - INFO - Epoch [23][380/396] lr: 7.500e-03, eta: 10:05:28, time: 0.517, data_time: 0.003, memory: 8335, top1_acc/: 0.6911, top5_acc/: 0.8917, loss_cls/: 1.1765, loss/: 1.1765, grad_norm: 3.0571, top1_acc//aux0: 0.8087, top5_acc//aux0: 0.9406, loss_cls//aux0: 0.7177, loss//aux0: 0.7177 2020-10-15 21:54:17,762 - mmaction - INFO - Saving checkpoint at 23 epochs 2020-10-15 21:57:06,198 - mmaction - INFO - Epoch [24][20/396] lr: 7.500e-03, eta: 10:02:55, time: 0.499, data_time: 0.000, memory: 8335, top1_acc/: 0.7089, top5_acc/: 0.8805, loss_cls/: 1.1734, loss/: 1.1734, grad_norm: 3.0158, top1_acc//aux0: 0.8112, top5_acc//aux0: 0.9386, loss_cls//aux0: 0.7135, loss//aux0: 0.7135 2020-10-15 21:57:06,667 - mmaction - INFO - Epoch [24][20/396] lr: 7.500e-03, eta: 10:03:29, time: 0.500, data_time: 0.003, memory: 8335, top1_acc/: 0.7089, top5_acc/: 0.8805, loss_cls/: 1.1734, loss/: 1.1734, grad_norm: 2.9919, top1_acc//aux0: 0.8125, top5_acc//aux0: 0.9393, loss_cls//aux0: 0.7084, loss//aux0: 0.7084 2020-10-15 21:57:26,440 - mmaction - INFO - Epoch [24][40/396] lr: 7.500e-03, eta: 10:02:20, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.7042, top5_acc/: 0.8969, loss_cls/: 1.1368, loss/: 1.1368, grad_norm: 2.9844, top1_acc//aux0: 0.8158, top5_acc//aux0: 0.9411, loss_cls//aux0: 0.6928, loss//aux0: 0.6928 2020-10-15 21:57:26,907 - mmaction - INFO - Epoch [24][40/396] lr: 7.500e-03, eta: 10:02:54, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.7042, top5_acc/: 0.8969, loss_cls/: 1.1368, loss/: 1.1368, grad_norm: 2.9829, top1_acc//aux0: 0.8146, top5_acc//aux0: 0.9403, loss_cls//aux0: 0.6987, loss//aux0: 0.6987 2020-10-15 21:57:46,615 - mmaction - INFO - Epoch [24][60/396] lr: 7.500e-03, eta: 10:01:45, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.6958, top5_acc/: 0.8888, loss_cls/: 1.1721, loss/: 1.1721, grad_norm: 3.0012, top1_acc//aux0: 0.8119, top5_acc//aux0: 0.9397, loss_cls//aux0: 0.7111, loss//aux0: 0.7111 2020-10-15 21:57:47,093 - mmaction - INFO - Epoch [24][60/396] lr: 7.500e-03, eta: 10:02:18, time: 0.504, data_time: 0.004, memory: 8335, top1_acc/: 0.6958, top5_acc/: 0.8888, loss_cls/: 1.1721, loss/: 1.1721, grad_norm: 2.9823, top1_acc//aux0: 0.8120, top5_acc//aux0: 0.9403, loss_cls//aux0: 0.7084, loss//aux0: 0.7084 2020-10-15 21:58:06,942 - mmaction - INFO - Epoch [24][80/396] lr: 7.500e-03, eta: 10:01:10, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.6958, top5_acc/: 0.8854, loss_cls/: 1.1907, loss/: 1.1907, grad_norm: 3.0213, top1_acc//aux0: 0.8125, top5_acc//aux0: 0.9394, loss_cls//aux0: 0.7121, loss//aux0: 0.7121 2020-10-15 21:58:07,419 - mmaction - INFO - Epoch [24][80/396] lr: 7.500e-03, eta: 10:01:44, time: 0.516, data_time: 0.002, memory: 8335, top1_acc/: 0.6958, top5_acc/: 0.8854, loss_cls/: 1.1907, loss/: 1.1907, grad_norm: 3.0332, top1_acc//aux0: 0.8136, top5_acc//aux0: 0.9392, loss_cls//aux0: 0.7107, loss//aux0: 0.7107 2020-10-15 21:58:27,450 - mmaction - INFO - Epoch [24][100/396] lr: 7.500e-03, eta: 10:00:36, time: 0.520, data_time: 0.000, memory: 8335, top1_acc/: 0.6945, top5_acc/: 0.8805, loss_cls/: 1.1846, loss/: 1.1846, grad_norm: 3.0561, top1_acc//aux0: 0.8123, top5_acc//aux0: 0.9405, loss_cls//aux0: 0.7052, loss//aux0: 0.7052 2020-10-15 21:58:27,895 - mmaction - INFO - Epoch [24][100/396] lr: 7.500e-03, eta: 10:01:10, time: 0.521, data_time: 0.003, memory: 8335, top1_acc/: 0.6945, top5_acc/: 0.8805, loss_cls/: 1.1846, loss/: 1.1846, grad_norm: 3.0442, top1_acc//aux0: 0.8105, top5_acc//aux0: 0.9398, loss_cls//aux0: 0.7110, loss//aux0: 0.7110 2020-10-15 21:58:48,096 - mmaction - INFO - Epoch [24][120/396] lr: 7.500e-03, eta: 10:00:03, time: 0.523, data_time: 0.000, memory: 8335, top1_acc/: 0.7016, top5_acc/: 0.8927, loss_cls/: 1.1501, loss/: 1.1501, grad_norm: 2.9894, top1_acc//aux0: 0.8142, top5_acc//aux0: 0.9391, loss_cls//aux0: 0.7162, loss//aux0: 0.7162 2020-10-15 21:58:48,589 - mmaction - INFO - Epoch [24][120/396] lr: 7.500e-03, eta: 10:00:38, time: 0.527, data_time: 0.004, memory: 8335, top1_acc/: 0.7016, top5_acc/: 0.8927, loss_cls/: 1.1501, loss/: 1.1501, grad_norm: 2.9877, top1_acc//aux0: 0.8146, top5_acc//aux0: 0.9394, loss_cls//aux0: 0.7147, loss//aux0: 0.7147 2020-10-15 21:59:08,513 - mmaction - INFO - Epoch [24][140/396] lr: 7.500e-03, eta: 9:59:29, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.6885, top5_acc/: 0.8768, loss_cls/: 1.2119, loss/: 1.2119, grad_norm: 3.0181, top1_acc//aux0: 0.8133, top5_acc//aux0: 0.9410, loss_cls//aux0: 0.7017, loss//aux0: 0.7017 2020-10-15 21:59:08,948 - mmaction - INFO - Epoch [24][140/396] lr: 7.500e-03, eta: 10:00:02, time: 0.504, data_time: 0.004, memory: 8335, top1_acc/: 0.6885, top5_acc/: 0.8768, loss_cls/: 1.2119, loss/: 1.2119, grad_norm: 3.0311, top1_acc//aux0: 0.8136, top5_acc//aux0: 0.9412, loss_cls//aux0: 0.7009, loss//aux0: 0.7009 2020-10-15 21:59:29,030 - mmaction - INFO - Epoch [24][160/396] lr: 7.500e-03, eta: 9:58:55, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.6953, top5_acc/: 0.8802, loss_cls/: 1.2108, loss/: 1.2108, grad_norm: 3.0648, top1_acc//aux0: 0.8079, top5_acc//aux0: 0.9378, loss_cls//aux0: 0.7279, loss//aux0: 0.7279 2020-10-15 21:59:29,468 - mmaction - INFO - Epoch [24][160/396] lr: 7.500e-03, eta: 9:59:28, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.6953, top5_acc/: 0.8802, loss_cls/: 1.2108, loss/: 1.2108, grad_norm: 3.0607, top1_acc//aux0: 0.8072, top5_acc//aux0: 0.9376, loss_cls//aux0: 0.7273, loss//aux0: 0.7273 2020-10-15 21:59:49,264 - mmaction - INFO - Epoch [24][180/396] lr: 7.500e-03, eta: 9:58:20, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.6898, top5_acc/: 0.8833, loss_cls/: 1.2045, loss/: 1.2045, grad_norm: 3.3129, top1_acc//aux0: 0.8135, top5_acc//aux0: 0.9399, loss_cls//aux0: 0.7109, loss//aux0: 0.7109 2020-10-15 21:59:49,683 - mmaction - INFO - Epoch [24][180/396] lr: 7.500e-03, eta: 9:58:53, time: 0.509, data_time: 0.008, memory: 8335, top1_acc/: 0.6898, top5_acc/: 0.8833, loss_cls/: 1.2045, loss/: 1.2045, grad_norm: 3.3088, top1_acc//aux0: 0.8138, top5_acc//aux0: 0.9398, loss_cls//aux0: 0.7113, loss//aux0: 0.7113 2020-10-15 22:00:09,545 - mmaction - INFO - Epoch [24][200/396] lr: 7.500e-03, eta: 9:57:45, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7029, top5_acc/: 0.8849, loss_cls/: 1.1788, loss/: 1.1788, grad_norm: 2.9431, top1_acc//aux0: 0.8109, top5_acc//aux0: 0.9382, loss_cls//aux0: 0.7157, loss//aux0: 0.7157 2020-10-15 22:00:10,002 - mmaction - INFO - Epoch [24][200/396] lr: 7.500e-03, eta: 9:58:18, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.7029, top5_acc/: 0.8849, loss_cls/: 1.1788, loss/: 1.1788, grad_norm: 2.9605, top1_acc//aux0: 0.8106, top5_acc//aux0: 0.9384, loss_cls//aux0: 0.7169, loss//aux0: 0.7169 2020-10-15 22:00:29,962 - mmaction - INFO - Epoch [24][220/396] lr: 7.500e-03, eta: 9:57:11, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.6956, top5_acc/: 0.8852, loss_cls/: 1.1743, loss/: 1.1743, grad_norm: 2.9549, top1_acc//aux0: 0.8146, top5_acc//aux0: 0.9419, loss_cls//aux0: 0.6984, loss//aux0: 0.6984 2020-10-15 22:00:30,396 - mmaction - INFO - Epoch [24][220/396] lr: 7.500e-03, eta: 9:57:44, time: 0.517, data_time: 0.003, memory: 8335, top1_acc/: 0.6956, top5_acc/: 0.8852, loss_cls/: 1.1743, loss/: 1.1743, grad_norm: 2.9628, top1_acc//aux0: 0.8148, top5_acc//aux0: 0.9416, loss_cls//aux0: 0.7009, loss//aux0: 0.7009 2020-10-15 22:00:50,177 - mmaction - INFO - Epoch [24][240/396] lr: 7.500e-03, eta: 9:56:37, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.7010, top5_acc/: 0.8807, loss_cls/: 1.1847, loss/: 1.1847, grad_norm: 3.0111, top1_acc//aux0: 0.8142, top5_acc//aux0: 0.9406, loss_cls//aux0: 0.7110, loss//aux0: 0.7110 2020-10-15 22:00:50,632 - mmaction - INFO - Epoch [24][240/396] lr: 7.500e-03, eta: 9:57:10, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.7010, top5_acc/: 0.8807, loss_cls/: 1.1847, loss/: 1.1847, grad_norm: 3.0150, top1_acc//aux0: 0.8133, top5_acc//aux0: 0.9410, loss_cls//aux0: 0.7094, loss//aux0: 0.7094 2020-10-15 22:01:10,525 - mmaction - INFO - Epoch [24][260/396] lr: 7.500e-03, eta: 9:56:03, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.6885, top5_acc/: 0.8820, loss_cls/: 1.2012, loss/: 1.2012, grad_norm: 3.5496, top1_acc//aux0: 0.8091, top5_acc//aux0: 0.9381, loss_cls//aux0: 0.7191, loss//aux0: 0.7191 2020-10-15 22:01:10,971 - mmaction - INFO - Epoch [24][260/396] lr: 7.500e-03, eta: 9:56:36, time: 0.514, data_time: 0.002, memory: 8335, top1_acc/: 0.6885, top5_acc/: 0.8820, loss_cls/: 1.2012, loss/: 1.2012, grad_norm: 3.3851, top1_acc//aux0: 0.8096, top5_acc//aux0: 0.9379, loss_cls//aux0: 0.7180, loss//aux0: 0.7180 2020-10-15 22:01:31,123 - mmaction - INFO - Epoch [24][280/396] lr: 7.500e-03, eta: 9:55:29, time: 0.512, data_time: 0.001, memory: 8335, top1_acc/: 0.6932, top5_acc/: 0.8784, loss_cls/: 1.2156, loss/: 1.2156, grad_norm: 2.9846, top1_acc//aux0: 0.8112, top5_acc//aux0: 0.9393, loss_cls//aux0: 0.7202, loss//aux0: 0.7202 2020-10-15 22:01:31,560 - mmaction - INFO - Epoch [24][280/396] lr: 7.500e-03, eta: 9:56:02, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.6932, top5_acc/: 0.8784, loss_cls/: 1.2156, loss/: 1.2156, grad_norm: 2.9873, top1_acc//aux0: 0.8116, top5_acc//aux0: 0.9392, loss_cls//aux0: 0.7209, loss//aux0: 0.7209 2020-10-15 22:01:51,687 - mmaction - INFO - Epoch [24][300/396] lr: 7.500e-03, eta: 9:54:55, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.6909, top5_acc/: 0.8789, loss_cls/: 1.2163, loss/: 1.2163, grad_norm: 3.0879, top1_acc//aux0: 0.8147, top5_acc//aux0: 0.9407, loss_cls//aux0: 0.7083, loss//aux0: 0.7083 2020-10-15 22:01:52,132 - mmaction - INFO - Epoch [24][300/396] lr: 7.500e-03, eta: 9:55:28, time: 0.514, data_time: 0.002, memory: 8335, top1_acc/: 0.6909, top5_acc/: 0.8789, loss_cls/: 1.2163, loss/: 1.2163, grad_norm: 3.0481, top1_acc//aux0: 0.8140, top5_acc//aux0: 0.9407, loss_cls//aux0: 0.7077, loss//aux0: 0.7077 2020-10-15 22:02:12,096 - mmaction - INFO - Epoch [24][320/396] lr: 7.500e-03, eta: 9:54:21, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7005, top5_acc/: 0.8794, loss_cls/: 1.2156, loss/: 1.2156, grad_norm: 2.9717, top1_acc//aux0: 0.8101, top5_acc//aux0: 0.9386, loss_cls//aux0: 0.7270, loss//aux0: 0.7270 2020-10-15 22:02:12,581 - mmaction - INFO - Epoch [24][320/396] lr: 7.500e-03, eta: 9:54:53, time: 0.508, data_time: 0.004, memory: 8335, top1_acc/: 0.7005, top5_acc/: 0.8794, loss_cls/: 1.2156, loss/: 1.2156, grad_norm: 2.9764, top1_acc//aux0: 0.8117, top5_acc//aux0: 0.9389, loss_cls//aux0: 0.7233, loss//aux0: 0.7233 2020-10-15 22:02:32,692 - mmaction - INFO - Epoch [24][340/396] lr: 7.500e-03, eta: 9:53:48, time: 0.523, data_time: 0.000, memory: 8335, top1_acc/: 0.6844, top5_acc/: 0.8693, loss_cls/: 1.2453, loss/: 1.2453, grad_norm: 3.0453, top1_acc//aux0: 0.8085, top5_acc//aux0: 0.9355, loss_cls//aux0: 0.7360, loss//aux0: 0.7360 2020-10-15 22:02:33,148 - mmaction - INFO - Epoch [24][340/396] lr: 7.500e-03, eta: 9:54:21, time: 0.525, data_time: 0.004, memory: 8335, top1_acc/: 0.6844, top5_acc/: 0.8693, loss_cls/: 1.2453, loss/: 1.2453, grad_norm: 3.0632, top1_acc//aux0: 0.8077, top5_acc//aux0: 0.9352, loss_cls//aux0: 0.7401, loss//aux0: 0.7401 2020-10-15 22:02:52,902 - mmaction - INFO - Epoch [24][360/396] lr: 7.500e-03, eta: 9:53:14, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.6984, top5_acc/: 0.8922, loss_cls/: 1.1522, loss/: 1.1522, grad_norm: 2.9963, top1_acc//aux0: 0.8105, top5_acc//aux0: 0.9412, loss_cls//aux0: 0.7109, loss//aux0: 0.7109 2020-10-15 22:02:53,367 - mmaction - INFO - Epoch [24][360/396] lr: 7.500e-03, eta: 9:53:46, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.6984, top5_acc/: 0.8922, loss_cls/: 1.1522, loss/: 1.1522, grad_norm: 2.9848, top1_acc//aux0: 0.8111, top5_acc//aux0: 0.9417, loss_cls//aux0: 0.7065, loss//aux0: 0.7065 2020-10-15 22:03:13,564 - mmaction - INFO - Epoch [24][380/396] lr: 7.500e-03, eta: 9:52:40, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.6951, top5_acc/: 0.8792, loss_cls/: 1.2139, loss/: 1.2139, grad_norm: 2.9246, top1_acc//aux0: 0.8151, top5_acc//aux0: 0.9400, loss_cls//aux0: 0.6966, loss//aux0: 0.6966 2020-10-15 22:03:14,001 - mmaction - INFO - Epoch [24][380/396] lr: 7.500e-03, eta: 9:53:12, time: 0.506, data_time: 0.001, memory: 8335, top1_acc/: 0.6951, top5_acc/: 0.8792, loss_cls/: 1.2139, loss/: 1.2139, grad_norm: 2.9278, top1_acc//aux0: 0.8153, top5_acc//aux0: 0.9405, loss_cls//aux0: 0.6953, loss//aux0: 0.6953 2020-10-15 22:03:32,948 - mmaction - INFO - Saving checkpoint at 24 epochs 2020-10-15 22:06:23,411 - mmaction - INFO - Epoch [25][20/396] lr: 7.500e-03, eta: 9:50:46, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.7023, top5_acc/: 0.8891, loss_cls/: 1.1662, loss/: 1.1662, grad_norm: 3.0018, top1_acc//aux0: 0.8109, top5_acc//aux0: 0.9385, loss_cls//aux0: 0.7179, loss//aux0: 0.7179 2020-10-15 22:06:23,854 - mmaction - INFO - Epoch [25][20/396] lr: 7.500e-03, eta: 9:51:18, time: 0.502, data_time: 0.003, memory: 8335, top1_acc/: 0.7023, top5_acc/: 0.8891, loss_cls/: 1.1662, loss/: 1.1662, grad_norm: 2.9881, top1_acc//aux0: 0.8105, top5_acc//aux0: 0.9388, loss_cls//aux0: 0.7186, loss//aux0: 0.7186 2020-10-15 22:06:43,436 - mmaction - INFO - Epoch [25][40/396] lr: 7.500e-03, eta: 9:50:12, time: 0.499, data_time: 0.000, memory: 8335, top1_acc/: 0.6997, top5_acc/: 0.8880, loss_cls/: 1.1646, loss/: 1.1646, grad_norm: 3.0309, top1_acc//aux0: 0.8133, top5_acc//aux0: 0.9409, loss_cls//aux0: 0.6994, loss//aux0: 0.6994 2020-10-15 22:06:43,902 - mmaction - INFO - Epoch [25][40/396] lr: 7.500e-03, eta: 9:50:43, time: 0.501, data_time: 0.003, memory: 8335, top1_acc/: 0.6997, top5_acc/: 0.8880, loss_cls/: 1.1646, loss/: 1.1646, grad_norm: 3.0275, top1_acc//aux0: 0.8141, top5_acc//aux0: 0.9407, loss_cls//aux0: 0.6966, loss//aux0: 0.6966 2020-10-15 22:07:03,708 - mmaction - INFO - Epoch [25][60/396] lr: 7.500e-03, eta: 9:49:38, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.7117, top5_acc/: 0.8990, loss_cls/: 1.1073, loss/: 1.1073, grad_norm: 2.9759, top1_acc//aux0: 0.8207, top5_acc//aux0: 0.9443, loss_cls//aux0: 0.6821, loss//aux0: 0.6821 2020-10-15 22:07:04,179 - mmaction - INFO - Epoch [25][60/396] lr: 7.500e-03, eta: 9:50:10, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.7117, top5_acc/: 0.8990, loss_cls/: 1.1073, loss/: 1.1073, grad_norm: 2.9683, top1_acc//aux0: 0.8215, top5_acc//aux0: 0.9444, loss_cls//aux0: 0.6807, loss//aux0: 0.6807 2020-10-15 22:07:23,763 - mmaction - INFO - Epoch [25][80/396] lr: 7.500e-03, eta: 9:49:04, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.7005, top5_acc/: 0.8805, loss_cls/: 1.1753, loss/: 1.1753, grad_norm: 2.9535, top1_acc//aux0: 0.8145, top5_acc//aux0: 0.9424, loss_cls//aux0: 0.6900, loss//aux0: 0.6900 2020-10-15 22:07:24,209 - mmaction - INFO - Epoch [25][80/396] lr: 7.500e-03, eta: 9:49:35, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.7005, top5_acc/: 0.8805, loss_cls/: 1.1753, loss/: 1.1753, grad_norm: 2.9609, top1_acc//aux0: 0.8135, top5_acc//aux0: 0.9421, loss_cls//aux0: 0.6930, loss//aux0: 0.6930 2020-10-15 22:07:44,076 - mmaction - INFO - Epoch [25][100/396] lr: 7.500e-03, eta: 9:48:30, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.6937, top5_acc/: 0.8802, loss_cls/: 1.1986, loss/: 1.1986, grad_norm: 2.9934, top1_acc//aux0: 0.8154, top5_acc//aux0: 0.9424, loss_cls//aux0: 0.6939, loss//aux0: 0.6939 2020-10-15 22:07:44,528 - mmaction - INFO - Epoch [25][100/396] lr: 7.500e-03, eta: 9:49:02, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.6937, top5_acc/: 0.8802, loss_cls/: 1.1986, loss/: 1.1986, grad_norm: 3.0000, top1_acc//aux0: 0.8154, top5_acc//aux0: 0.9425, loss_cls//aux0: 0.6947, loss//aux0: 0.6947 2020-10-15 22:08:04,439 - mmaction - INFO - Epoch [25][120/396] lr: 7.500e-03, eta: 9:47:57, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7023, top5_acc/: 0.8898, loss_cls/: 1.1610, loss/: 1.1610, grad_norm: 2.9835, top1_acc//aux0: 0.8113, top5_acc//aux0: 0.9391, loss_cls//aux0: 0.7089, loss//aux0: 0.7089 2020-10-15 22:08:04,873 - mmaction - INFO - Epoch [25][120/396] lr: 7.500e-03, eta: 9:48:28, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.7023, top5_acc/: 0.8898, loss_cls/: 1.1610, loss/: 1.1610, grad_norm: 2.9844, top1_acc//aux0: 0.8114, top5_acc//aux0: 0.9396, loss_cls//aux0: 0.7066, loss//aux0: 0.7066 2020-10-15 22:08:24,713 - mmaction - INFO - Epoch [25][140/396] lr: 7.500e-03, eta: 9:47:23, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.6997, top5_acc/: 0.8839, loss_cls/: 1.1651, loss/: 1.1651, grad_norm: 2.9998, top1_acc//aux0: 0.8147, top5_acc//aux0: 0.9411, loss_cls//aux0: 0.6981, loss//aux0: 0.6981 2020-10-15 22:08:25,168 - mmaction - INFO - Epoch [25][140/396] lr: 7.500e-03, eta: 9:47:54, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.6997, top5_acc/: 0.8839, loss_cls/: 1.1651, loss/: 1.1651, grad_norm: 3.0121, top1_acc//aux0: 0.8148, top5_acc//aux0: 0.9411, loss_cls//aux0: 0.6978, loss//aux0: 0.6978 2020-10-15 22:08:45,163 - mmaction - INFO - Epoch [25][160/396] lr: 7.500e-03, eta: 9:46:49, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.7104, top5_acc/: 0.8891, loss_cls/: 1.1474, loss/: 1.1474, grad_norm: 2.9963, top1_acc//aux0: 0.8138, top5_acc//aux0: 0.9430, loss_cls//aux0: 0.6987, loss//aux0: 0.6987 2020-10-15 22:08:45,666 - mmaction - INFO - Epoch [25][160/396] lr: 7.500e-03, eta: 9:47:20, time: 0.503, data_time: 0.004, memory: 8335, top1_acc/: 0.7104, top5_acc/: 0.8891, loss_cls/: 1.1474, loss/: 1.1474, grad_norm: 3.0179, top1_acc//aux0: 0.8132, top5_acc//aux0: 0.9425, loss_cls//aux0: 0.7002, loss//aux0: 0.7002 2020-10-15 22:09:05,502 - mmaction - INFO - Epoch [25][180/396] lr: 7.500e-03, eta: 9:46:15, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.6893, top5_acc/: 0.8875, loss_cls/: 1.2008, loss/: 1.2008, grad_norm: 3.0476, top1_acc//aux0: 0.8123, top5_acc//aux0: 0.9401, loss_cls//aux0: 0.7117, loss//aux0: 0.7117 2020-10-15 22:09:05,995 - mmaction - INFO - Epoch [25][180/396] lr: 7.500e-03, eta: 9:46:46, time: 0.506, data_time: 0.003, memory: 8335, top1_acc/: 0.6893, top5_acc/: 0.8875, loss_cls/: 1.2008, loss/: 1.2008, grad_norm: 3.0374, top1_acc//aux0: 0.8131, top5_acc//aux0: 0.9399, loss_cls//aux0: 0.7097, loss//aux0: 0.7097 2020-10-15 22:09:25,773 - mmaction - INFO - Epoch [25][200/396] lr: 7.500e-03, eta: 9:45:42, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.6943, top5_acc/: 0.8885, loss_cls/: 1.1896, loss/: 1.1896, grad_norm: 3.0254, top1_acc//aux0: 0.8115, top5_acc//aux0: 0.9378, loss_cls//aux0: 0.7100, loss//aux0: 0.7100 2020-10-15 22:09:26,236 - mmaction - INFO - Epoch [25][200/396] lr: 7.500e-03, eta: 9:46:13, time: 0.506, data_time: 0.005, memory: 8335, top1_acc/: 0.6943, top5_acc/: 0.8885, loss_cls/: 1.1896, loss/: 1.1896, grad_norm: 3.0221, top1_acc//aux0: 0.8106, top5_acc//aux0: 0.9374, loss_cls//aux0: 0.7136, loss//aux0: 0.7136 2020-10-15 22:09:46,021 - mmaction - INFO - Epoch [25][220/396] lr: 7.500e-03, eta: 9:45:08, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.7016, top5_acc/: 0.8885, loss_cls/: 1.1820, loss/: 1.1820, grad_norm: 3.0363, top1_acc//aux0: 0.8137, top5_acc//aux0: 0.9392, loss_cls//aux0: 0.7025, loss//aux0: 0.7025 2020-10-15 22:09:46,490 - mmaction - INFO - Epoch [25][220/396] lr: 7.500e-03, eta: 9:45:40, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.7016, top5_acc/: 0.8885, loss_cls/: 1.1820, loss/: 1.1820, grad_norm: 3.0212, top1_acc//aux0: 0.8146, top5_acc//aux0: 0.9398, loss_cls//aux0: 0.6997, loss//aux0: 0.6997 2020-10-15 22:10:06,397 - mmaction - INFO - Epoch [25][240/396] lr: 7.500e-03, eta: 9:44:35, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.7036, top5_acc/: 0.8878, loss_cls/: 1.1656, loss/: 1.1656, grad_norm: 3.0122, top1_acc//aux0: 0.8146, top5_acc//aux0: 0.9406, loss_cls//aux0: 0.7024, loss//aux0: 0.7024 2020-10-15 22:10:06,883 - mmaction - INFO - Epoch [25][240/396] lr: 7.500e-03, eta: 9:45:07, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.7036, top5_acc/: 0.8878, loss_cls/: 1.1656, loss/: 1.1656, grad_norm: 3.0639, top1_acc//aux0: 0.8136, top5_acc//aux0: 0.9400, loss_cls//aux0: 0.7067, loss//aux0: 0.7067 2020-10-15 22:10:26,695 - mmaction - INFO - Epoch [25][260/396] lr: 7.500e-03, eta: 9:44:02, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7081, top5_acc/: 0.8839, loss_cls/: 1.1501, loss/: 1.1501, grad_norm: 2.9814, top1_acc//aux0: 0.8174, top5_acc//aux0: 0.9418, loss_cls//aux0: 0.6895, loss//aux0: 0.6895 2020-10-15 22:10:27,127 - mmaction - INFO - Epoch [25][260/396] lr: 7.500e-03, eta: 9:44:34, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.7081, top5_acc/: 0.8839, loss_cls/: 1.1501, loss/: 1.1501, grad_norm: 2.9781, top1_acc//aux0: 0.8177, top5_acc//aux0: 0.9421, loss_cls//aux0: 0.6883, loss//aux0: 0.6883 2020-10-15 22:10:47,139 - mmaction - INFO - Epoch [25][280/396] lr: 7.500e-03, eta: 9:43:29, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.6904, top5_acc/: 0.8779, loss_cls/: 1.2127, loss/: 1.2127, grad_norm: 2.9991, top1_acc//aux0: 0.8155, top5_acc//aux0: 0.9412, loss_cls//aux0: 0.6970, loss//aux0: 0.6970 2020-10-15 22:10:47,573 - mmaction - INFO - Epoch [25][280/396] lr: 7.500e-03, eta: 9:44:00, time: 0.509, data_time: 0.001, memory: 8335, top1_acc/: 0.6904, top5_acc/: 0.8779, loss_cls/: 1.2127, loss/: 1.2127, grad_norm: 3.0019, top1_acc//aux0: 0.8159, top5_acc//aux0: 0.9418, loss_cls//aux0: 0.6928, loss//aux0: 0.6928 2020-10-15 22:11:07,747 - mmaction - INFO - Epoch [25][300/396] lr: 7.500e-03, eta: 9:42:57, time: 0.518, data_time: 0.000, memory: 8335, top1_acc/: 0.6849, top5_acc/: 0.8854, loss_cls/: 1.2082, loss/: 1.2082, grad_norm: 3.0418, top1_acc//aux0: 0.8139, top5_acc//aux0: 0.9421, loss_cls//aux0: 0.7053, loss//aux0: 0.7053 2020-10-15 22:11:08,191 - mmaction - INFO - Epoch [25][300/396] lr: 7.500e-03, eta: 9:43:29, time: 0.520, data_time: 0.002, memory: 8335, top1_acc/: 0.6849, top5_acc/: 0.8854, loss_cls/: 1.2082, loss/: 1.2082, grad_norm: 3.0509, top1_acc//aux0: 0.8145, top5_acc//aux0: 0.9420, loss_cls//aux0: 0.7047, loss//aux0: 0.7047 2020-10-15 22:11:28,128 - mmaction - INFO - Epoch [25][320/396] lr: 7.500e-03, eta: 9:42:25, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.6948, top5_acc/: 0.8844, loss_cls/: 1.1813, loss/: 1.1813, grad_norm: 2.9562, top1_acc//aux0: 0.8203, top5_acc//aux0: 0.9424, loss_cls//aux0: 0.6787, loss//aux0: 0.6787 2020-10-15 22:11:28,630 - mmaction - INFO - Epoch [25][320/396] lr: 7.500e-03, eta: 9:42:56, time: 0.517, data_time: 0.003, memory: 8335, top1_acc/: 0.6948, top5_acc/: 0.8844, loss_cls/: 1.1813, loss/: 1.1813, grad_norm: 2.9580, top1_acc//aux0: 0.8192, top5_acc//aux0: 0.9419, loss_cls//aux0: 0.6823, loss//aux0: 0.6823 2020-10-15 22:11:48,424 - mmaction - INFO - Epoch [25][340/396] lr: 7.500e-03, eta: 9:41:52, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7044, top5_acc/: 0.8878, loss_cls/: 1.1710, loss/: 1.1710, grad_norm: 3.0453, top1_acc//aux0: 0.8141, top5_acc//aux0: 0.9385, loss_cls//aux0: 0.7094, loss//aux0: 0.7094 2020-10-15 22:11:48,915 - mmaction - INFO - Epoch [25][340/396] lr: 7.500e-03, eta: 9:42:23, time: 0.507, data_time: 0.004, memory: 8335, top1_acc/: 0.7044, top5_acc/: 0.8878, loss_cls/: 1.1710, loss/: 1.1710, grad_norm: 3.0421, top1_acc//aux0: 0.8133, top5_acc//aux0: 0.9376, loss_cls//aux0: 0.7144, loss//aux0: 0.7144 2020-10-15 22:12:09,007 - mmaction - INFO - Epoch [25][360/396] lr: 7.500e-03, eta: 9:41:19, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.6898, top5_acc/: 0.8859, loss_cls/: 1.1986, loss/: 1.1986, grad_norm: 3.0414, top1_acc//aux0: 0.8079, top5_acc//aux0: 0.9361, loss_cls//aux0: 0.7295, loss//aux0: 0.7295 2020-10-15 22:12:09,450 - mmaction - INFO - Epoch [25][360/396] lr: 7.500e-03, eta: 9:41:50, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.6898, top5_acc/: 0.8859, loss_cls/: 1.1986, loss/: 1.1986, grad_norm: 3.0351, top1_acc//aux0: 0.8090, top5_acc//aux0: 0.9378, loss_cls//aux0: 0.7209, loss//aux0: 0.7209 2020-10-15 22:12:29,241 - mmaction - INFO - Epoch [25][380/396] lr: 7.500e-03, eta: 9:40:47, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.7008, top5_acc/: 0.8878, loss_cls/: 1.1870, loss/: 1.1870, grad_norm: 2.9424, top1_acc//aux0: 0.8146, top5_acc//aux0: 0.9384, loss_cls//aux0: 0.7125, loss//aux0: 0.7125 2020-10-15 22:12:29,702 - mmaction - INFO - Epoch [25][380/396] lr: 7.500e-03, eta: 9:41:17, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.7008, top5_acc/: 0.8878, loss_cls/: 1.1870, loss/: 1.1870, grad_norm: 2.9519, top1_acc//aux0: 0.8144, top5_acc//aux0: 0.9369, loss_cls//aux0: 0.7184, loss//aux0: 0.7184 2020-10-15 22:12:48,973 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-10-15 22:14:10,630 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-15 22:14:10,786 - mmaction - INFO - top1_acc 0.7501 top5_acc 0.9208 2020-10-15 22:14:10,786 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-15 22:14:10,831 - mmaction - INFO - mean_acc 0.7505 2020-10-15 22:14:10,831 - mmaction - INFO - Now best checkpoint is epoch_25.pth 2020-10-15 22:14:10,837 - mmaction - INFO - Epoch(val) [25][396] top1_acc: 0.7501, top5_acc: 0.9208, mean_class_accuracy: 0.7505 2020-10-15 22:16:43,361 - mmaction - INFO - Epoch [26][20/396] lr: 7.500e-03, eta: 9:38:58, time: 0.497, data_time: 0.000, memory: 8335, top1_acc/: 0.7057, top5_acc/: 0.8930, loss_cls/: 1.1386, loss/: 1.1386, grad_norm: 2.9840, top1_acc//aux0: 0.8160, top5_acc//aux0: 0.9408, loss_cls//aux0: 0.6883, loss//aux0: 0.6883 2020-10-15 22:16:43,807 - mmaction - INFO - Epoch [26][20/396] lr: 7.500e-03, eta: 9:39:28, time: 0.499, data_time: 0.003, memory: 8335, top1_acc/: 0.7057, top5_acc/: 0.8930, loss_cls/: 1.1386, loss/: 1.1386, grad_norm: 2.9768, top1_acc//aux0: 0.8167, top5_acc//aux0: 0.9404, loss_cls//aux0: 0.6868, loss//aux0: 0.6868 2020-10-15 22:17:03,542 - mmaction - INFO - Epoch [26][40/396] lr: 7.500e-03, eta: 9:38:25, time: 0.499, data_time: 0.000, memory: 8335, top1_acc/: 0.6971, top5_acc/: 0.8906, loss_cls/: 1.1718, loss/: 1.1718, grad_norm: 3.0436, top1_acc//aux0: 0.8163, top5_acc//aux0: 0.9419, loss_cls//aux0: 0.6955, loss//aux0: 0.6955 2020-10-15 22:17:04,014 - mmaction - INFO - Epoch [26][40/396] lr: 7.500e-03, eta: 9:38:55, time: 0.502, data_time: 0.004, memory: 8335, top1_acc/: 0.6971, top5_acc/: 0.8906, loss_cls/: 1.1718, loss/: 1.1718, grad_norm: 3.0337, top1_acc//aux0: 0.8152, top5_acc//aux0: 0.9425, loss_cls//aux0: 0.6966, loss//aux0: 0.6966 2020-10-15 22:17:23,846 - mmaction - INFO - Epoch [26][60/396] lr: 7.500e-03, eta: 9:37:52, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.7073, top5_acc/: 0.8891, loss_cls/: 1.1566, loss/: 1.1566, grad_norm: 3.0432, top1_acc//aux0: 0.8174, top5_acc//aux0: 0.9436, loss_cls//aux0: 0.6831, loss//aux0: 0.6831 2020-10-15 22:17:24,348 - mmaction - INFO - Epoch [26][60/396] lr: 7.500e-03, eta: 9:38:22, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.7073, top5_acc/: 0.8891, loss_cls/: 1.1566, loss/: 1.1566, grad_norm: 3.0540, top1_acc//aux0: 0.8173, top5_acc//aux0: 0.9427, loss_cls//aux0: 0.6875, loss//aux0: 0.6875 2020-10-15 22:17:44,064 - mmaction - INFO - Epoch [26][80/396] lr: 7.500e-03, eta: 9:37:19, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.7026, top5_acc/: 0.8859, loss_cls/: 1.1614, loss/: 1.1614, grad_norm: 3.0270, top1_acc//aux0: 0.8165, top5_acc//aux0: 0.9400, loss_cls//aux0: 0.7004, loss//aux0: 0.7004 2020-10-15 22:17:44,526 - mmaction - INFO - Epoch [26][80/396] lr: 7.500e-03, eta: 9:37:49, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.7026, top5_acc/: 0.8859, loss_cls/: 1.1614, loss/: 1.1614, grad_norm: 3.0307, top1_acc//aux0: 0.8165, top5_acc//aux0: 0.9399, loss_cls//aux0: 0.6993, loss//aux0: 0.6993 2020-10-15 22:18:04,242 - mmaction - INFO - Epoch [26][100/396] lr: 7.500e-03, eta: 9:36:47, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7029, top5_acc/: 0.8953, loss_cls/: 1.1438, loss/: 1.1438, grad_norm: 2.9805, top1_acc//aux0: 0.8161, top5_acc//aux0: 0.9424, loss_cls//aux0: 0.6925, loss//aux0: 0.6925 2020-10-15 22:18:04,684 - mmaction - INFO - Epoch [26][100/396] lr: 7.500e-03, eta: 9:37:16, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.7029, top5_acc/: 0.8953, loss_cls/: 1.1438, loss/: 1.1438, grad_norm: 2.9928, top1_acc//aux0: 0.8162, top5_acc//aux0: 0.9431, loss_cls//aux0: 0.6908, loss//aux0: 0.6908 2020-10-15 22:18:24,608 - mmaction - INFO - Epoch [26][120/396] lr: 7.500e-03, eta: 9:36:14, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.7063, top5_acc/: 0.8799, loss_cls/: 1.1890, loss/: 1.1890, grad_norm: 2.9791, top1_acc//aux0: 0.8154, top5_acc//aux0: 0.9407, loss_cls//aux0: 0.6952, loss//aux0: 0.6952 2020-10-15 22:18:25,133 - mmaction - INFO - Epoch [26][120/396] lr: 7.500e-03, eta: 9:36:44, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.7063, top5_acc/: 0.8799, loss_cls/: 1.1890, loss/: 1.1890, grad_norm: 3.0001, top1_acc//aux0: 0.8145, top5_acc//aux0: 0.9404, loss_cls//aux0: 0.6989, loss//aux0: 0.6989 2020-10-15 22:18:44,907 - mmaction - INFO - Epoch [26][140/396] lr: 7.500e-03, eta: 9:35:41, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.7065, top5_acc/: 0.8917, loss_cls/: 1.1202, loss/: 1.1202, grad_norm: 2.9292, top1_acc//aux0: 0.8137, top5_acc//aux0: 0.9398, loss_cls//aux0: 0.7032, loss//aux0: 0.7032 2020-10-15 22:18:45,405 - mmaction - INFO - Epoch [26][140/396] lr: 7.500e-03, eta: 9:36:11, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.7065, top5_acc/: 0.8917, loss_cls/: 1.1202, loss/: 1.1202, grad_norm: 2.9384, top1_acc//aux0: 0.8153, top5_acc//aux0: 0.9403, loss_cls//aux0: 0.6974, loss//aux0: 0.6974 2020-10-15 22:19:05,166 - mmaction - INFO - Epoch [26][160/396] lr: 7.500e-03, eta: 9:35:09, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.7023, top5_acc/: 0.8831, loss_cls/: 1.1968, loss/: 1.1968, grad_norm: 3.0216, top1_acc//aux0: 0.8143, top5_acc//aux0: 0.9413, loss_cls//aux0: 0.7075, loss//aux0: 0.7075 2020-10-15 22:19:05,669 - mmaction - INFO - Epoch [26][160/396] lr: 7.500e-03, eta: 9:35:39, time: 0.513, data_time: 0.003, memory: 8335, top1_acc/: 0.7023, top5_acc/: 0.8831, loss_cls/: 1.1968, loss/: 1.1968, grad_norm: 3.0198, top1_acc//aux0: 0.8140, top5_acc//aux0: 0.9406, loss_cls//aux0: 0.7111, loss//aux0: 0.7111 2020-10-15 22:19:25,451 - mmaction - INFO - Epoch [26][180/396] lr: 7.500e-03, eta: 9:34:37, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.7010, top5_acc/: 0.8888, loss_cls/: 1.1567, loss/: 1.1567, grad_norm: 2.9401, top1_acc//aux0: 0.8166, top5_acc//aux0: 0.9406, loss_cls//aux0: 0.7010, loss//aux0: 0.7010 2020-10-15 22:19:25,902 - mmaction - INFO - Epoch [26][180/396] lr: 7.500e-03, eta: 9:35:07, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.7010, top5_acc/: 0.8888, loss_cls/: 1.1567, loss/: 1.1567, grad_norm: 2.9493, top1_acc//aux0: 0.8163, top5_acc//aux0: 0.9416, loss_cls//aux0: 0.6976, loss//aux0: 0.6976 2020-10-15 22:19:45,686 - mmaction - INFO - Epoch [26][200/396] lr: 7.500e-03, eta: 9:34:05, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7052, top5_acc/: 0.8833, loss_cls/: 1.1716, loss/: 1.1716, grad_norm: 3.0518, top1_acc//aux0: 0.8113, top5_acc//aux0: 0.9388, loss_cls//aux0: 0.7058, loss//aux0: 0.7058 2020-10-15 22:19:46,137 - mmaction - INFO - Epoch [26][200/396] lr: 7.500e-03, eta: 9:34:35, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.7052, top5_acc/: 0.8833, loss_cls/: 1.1716, loss/: 1.1716, grad_norm: 3.0466, top1_acc//aux0: 0.8113, top5_acc//aux0: 0.9388, loss_cls//aux0: 0.7077, loss//aux0: 0.7077 2020-10-15 22:20:05,919 - mmaction - INFO - Epoch [26][220/396] lr: 7.500e-03, eta: 9:33:33, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7070, top5_acc/: 0.8859, loss_cls/: 1.1688, loss/: 1.1688, grad_norm: 3.0364, top1_acc//aux0: 0.8155, top5_acc//aux0: 0.9437, loss_cls//aux0: 0.6902, loss//aux0: 0.6902 2020-10-15 22:20:06,352 - mmaction - INFO - Epoch [26][220/396] lr: 7.500e-03, eta: 9:34:03, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.7070, top5_acc/: 0.8859, loss_cls/: 1.1688, loss/: 1.1688, grad_norm: 3.0592, top1_acc//aux0: 0.8146, top5_acc//aux0: 0.9427, loss_cls//aux0: 0.6938, loss//aux0: 0.6938 2020-10-15 22:20:26,305 - mmaction - INFO - Epoch [26][240/396] lr: 7.500e-03, eta: 9:33:01, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.7047, top5_acc/: 0.8857, loss_cls/: 1.1617, loss/: 1.1617, grad_norm: 3.0022, top1_acc//aux0: 0.8089, top5_acc//aux0: 0.9375, loss_cls//aux0: 0.7221, loss//aux0: 0.7221 2020-10-15 22:20:26,757 - mmaction - INFO - Epoch [26][240/396] lr: 7.500e-03, eta: 9:33:31, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.7047, top5_acc/: 0.8857, loss_cls/: 1.1617, loss/: 1.1617, grad_norm: 2.9876, top1_acc//aux0: 0.8108, top5_acc//aux0: 0.9380, loss_cls//aux0: 0.7174, loss//aux0: 0.7174 2020-10-15 22:20:46,713 - mmaction - INFO - Epoch [26][260/396] lr: 7.500e-03, eta: 9:32:29, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.7021, top5_acc/: 0.8789, loss_cls/: 1.1821, loss/: 1.1821, grad_norm: 3.1010, top1_acc//aux0: 0.8108, top5_acc//aux0: 0.9403, loss_cls//aux0: 0.7118, loss//aux0: 0.7118 2020-10-15 22:20:47,151 - mmaction - INFO - Epoch [26][260/396] lr: 7.500e-03, eta: 9:32:59, time: 0.515, data_time: 0.002, memory: 8335, top1_acc/: 0.7021, top5_acc/: 0.8789, loss_cls/: 1.1821, loss/: 1.1821, grad_norm: 3.1012, top1_acc//aux0: 0.8099, top5_acc//aux0: 0.9405, loss_cls//aux0: 0.7116, loss//aux0: 0.7116 2020-10-15 22:21:06,972 - mmaction - INFO - Epoch [26][280/396] lr: 7.500e-03, eta: 9:31:58, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.6932, top5_acc/: 0.8807, loss_cls/: 1.1958, loss/: 1.1958, grad_norm: 2.9134, top1_acc//aux0: 0.8140, top5_acc//aux0: 0.9396, loss_cls//aux0: 0.7005, loss//aux0: 0.7005 2020-10-15 22:21:07,406 - mmaction - INFO - Epoch [26][280/396] lr: 7.500e-03, eta: 9:32:28, time: 0.512, data_time: 0.001, memory: 8335, top1_acc/: 0.6932, top5_acc/: 0.8807, loss_cls/: 1.1958, loss/: 1.1958, grad_norm: 2.9064, top1_acc//aux0: 0.8144, top5_acc//aux0: 0.9398, loss_cls//aux0: 0.6997, loss//aux0: 0.6997 2020-10-15 22:21:27,470 - mmaction - INFO - Epoch [26][300/396] lr: 7.500e-03, eta: 9:31:27, time: 0.520, data_time: 0.000, memory: 8335, top1_acc/: 0.6992, top5_acc/: 0.8841, loss_cls/: 1.1836, loss/: 1.1836, grad_norm: 2.9295, top1_acc//aux0: 0.8186, top5_acc//aux0: 0.9410, loss_cls//aux0: 0.6867, loss//aux0: 0.6867 2020-10-15 22:21:27,915 - mmaction - INFO - Epoch [26][300/396] lr: 7.500e-03, eta: 9:31:57, time: 0.515, data_time: 0.003, memory: 8335, top1_acc/: 0.6992, top5_acc/: 0.8841, loss_cls/: 1.1836, loss/: 1.1836, grad_norm: 2.9196, top1_acc//aux0: 0.8189, top5_acc//aux0: 0.9412, loss_cls//aux0: 0.6848, loss//aux0: 0.6848 2020-10-15 22:21:47,769 - mmaction - INFO - Epoch [26][320/396] lr: 7.500e-03, eta: 9:30:55, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7023, top5_acc/: 0.8865, loss_cls/: 1.1774, loss/: 1.1774, grad_norm: 3.0671, top1_acc//aux0: 0.8111, top5_acc//aux0: 0.9384, loss_cls//aux0: 0.7049, loss//aux0: 0.7049 2020-10-15 22:21:48,210 - mmaction - INFO - Epoch [26][320/396] lr: 7.500e-03, eta: 9:31:24, time: 0.506, data_time: 0.003, memory: 8335, top1_acc/: 0.7023, top5_acc/: 0.8865, loss_cls/: 1.1774, loss/: 1.1774, grad_norm: 3.0486, top1_acc//aux0: 0.8108, top5_acc//aux0: 0.9376, loss_cls//aux0: 0.7067, loss//aux0: 0.7067 2020-10-15 22:22:08,297 - mmaction - INFO - Epoch [26][340/396] lr: 7.500e-03, eta: 9:30:23, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.6906, top5_acc/: 0.8703, loss_cls/: 1.2454, loss/: 1.2454, grad_norm: 2.9648, top1_acc//aux0: 0.8159, top5_acc//aux0: 0.9414, loss_cls//aux0: 0.6978, loss//aux0: 0.6978 2020-10-15 22:22:08,761 - mmaction - INFO - Epoch [26][340/396] lr: 7.500e-03, eta: 9:30:53, time: 0.514, data_time: 0.003, memory: 8335, top1_acc/: 0.6906, top5_acc/: 0.8703, loss_cls/: 1.2454, loss/: 1.2454, grad_norm: 2.9623, top1_acc//aux0: 0.8153, top5_acc//aux0: 0.9414, loss_cls//aux0: 0.7003, loss//aux0: 0.7003 2020-10-15 22:22:28,667 - mmaction - INFO - Epoch [26][360/396] lr: 7.500e-03, eta: 9:29:52, time: 0.517, data_time: 0.000, memory: 8335, top1_acc/: 0.7102, top5_acc/: 0.8956, loss_cls/: 1.1288, loss/: 1.1288, grad_norm: 3.0148, top1_acc//aux0: 0.8135, top5_acc//aux0: 0.9396, loss_cls//aux0: 0.7088, loss//aux0: 0.7088 2020-10-15 22:22:29,130 - mmaction - INFO - Epoch [26][360/396] lr: 7.500e-03, eta: 9:30:22, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.7102, top5_acc/: 0.8956, loss_cls/: 1.1288, loss/: 1.1288, grad_norm: 3.0300, top1_acc//aux0: 0.8133, top5_acc//aux0: 0.9399, loss_cls//aux0: 0.7072, loss//aux0: 0.7072 2020-10-15 22:22:48,903 - mmaction - INFO - Epoch [26][380/396] lr: 7.500e-03, eta: 9:29:21, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.6888, top5_acc/: 0.8805, loss_cls/: 1.2071, loss/: 1.2071, grad_norm: 2.9690, top1_acc//aux0: 0.8153, top5_acc//aux0: 0.9411, loss_cls//aux0: 0.6965, loss//aux0: 0.6965 2020-10-15 22:22:49,327 - mmaction - INFO - Epoch [26][380/396] lr: 7.500e-03, eta: 9:29:50, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.6888, top5_acc/: 0.8805, loss_cls/: 1.2071, loss/: 1.2071, grad_norm: 2.9609, top1_acc//aux0: 0.8168, top5_acc//aux0: 0.9413, loss_cls//aux0: 0.6944, loss//aux0: 0.6944 2020-10-15 22:23:06,918 - mmaction - INFO - Saving checkpoint at 26 epochs 2020-10-15 22:26:20,990 - mmaction - INFO - Epoch [27][20/396] lr: 7.500e-03, eta: 9:27:37, time: 0.498, data_time: 0.000, memory: 8335, top1_acc/: 0.7151, top5_acc/: 0.8951, loss_cls/: 1.1107, loss/: 1.1107, grad_norm: 3.0323, top1_acc//aux0: 0.8163, top5_acc//aux0: 0.9391, loss_cls//aux0: 0.7011, loss//aux0: 0.7011 2020-10-15 22:26:21,457 - mmaction - INFO - Epoch [27][20/396] lr: 7.500e-03, eta: 9:28:05, time: 0.501, data_time: 0.003, memory: 8335, top1_acc/: 0.7151, top5_acc/: 0.8951, loss_cls/: 1.1107, loss/: 1.1107, grad_norm: 3.0204, top1_acc//aux0: 0.8161, top5_acc//aux0: 0.9395, loss_cls//aux0: 0.7007, loss//aux0: 0.7007 2020-10-15 22:26:41,203 - mmaction - INFO - Epoch [27][40/396] lr: 7.500e-03, eta: 9:27:04, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.7102, top5_acc/: 0.8911, loss_cls/: 1.1437, loss/: 1.1437, grad_norm: 2.9051, top1_acc//aux0: 0.8189, top5_acc//aux0: 0.9435, loss_cls//aux0: 0.6822, loss//aux0: 0.6822 2020-10-15 22:26:41,698 - mmaction - INFO - Epoch [27][40/396] lr: 7.500e-03, eta: 9:27:33, time: 0.504, data_time: 0.003, memory: 8335, top1_acc/: 0.7102, top5_acc/: 0.8911, loss_cls/: 1.1437, loss/: 1.1437, grad_norm: 2.8922, top1_acc//aux0: 0.8194, top5_acc//aux0: 0.9431, loss_cls//aux0: 0.6813, loss//aux0: 0.6813 2020-10-15 22:27:01,449 - mmaction - INFO - Epoch [27][60/396] lr: 7.500e-03, eta: 9:26:32, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.6904, top5_acc/: 0.8839, loss_cls/: 1.1944, loss/: 1.1944, grad_norm: 2.9950, top1_acc//aux0: 0.8142, top5_acc//aux0: 0.9404, loss_cls//aux0: 0.7027, loss//aux0: 0.7027 2020-10-15 22:27:01,903 - mmaction - INFO - Epoch [27][60/396] lr: 7.500e-03, eta: 9:27:01, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.6904, top5_acc/: 0.8839, loss_cls/: 1.1944, loss/: 1.1944, grad_norm: 3.0022, top1_acc//aux0: 0.8140, top5_acc//aux0: 0.9410, loss_cls//aux0: 0.7018, loss//aux0: 0.7018 2020-10-15 22:27:21,937 - mmaction - INFO - Epoch [27][80/396] lr: 7.500e-03, eta: 9:26:00, time: 0.498, data_time: 0.000, memory: 8335, top1_acc/: 0.7078, top5_acc/: 0.8888, loss_cls/: 1.1373, loss/: 1.1373, grad_norm: 2.9907, top1_acc//aux0: 0.8142, top5_acc//aux0: 0.9409, loss_cls//aux0: 0.6962, loss//aux0: 0.6962 2020-10-15 22:27:22,381 - mmaction - INFO - Epoch [27][80/396] lr: 7.500e-03, eta: 9:26:28, time: 0.498, data_time: 0.002, memory: 8335, top1_acc/: 0.7078, top5_acc/: 0.8888, loss_cls/: 1.1373, loss/: 1.1373, grad_norm: 2.9827, top1_acc//aux0: 0.8138, top5_acc//aux0: 0.9401, loss_cls//aux0: 0.6983, loss//aux0: 0.6983 2020-10-15 22:27:42,508 - mmaction - INFO - Epoch [27][100/396] lr: 7.500e-03, eta: 9:25:29, time: 0.523, data_time: 0.000, memory: 8335, top1_acc/: 0.7107, top5_acc/: 0.8945, loss_cls/: 1.1207, loss/: 1.1207, grad_norm: 2.9290, top1_acc//aux0: 0.8164, top5_acc//aux0: 0.9444, loss_cls//aux0: 0.6834, loss//aux0: 0.6834 2020-10-15 22:27:42,983 - mmaction - INFO - Epoch [27][100/396] lr: 7.500e-03, eta: 9:25:59, time: 0.524, data_time: 0.003, memory: 8335, top1_acc/: 0.7107, top5_acc/: 0.8945, loss_cls/: 1.1207, loss/: 1.1207, grad_norm: 2.9170, top1_acc//aux0: 0.8177, top5_acc//aux0: 0.9454, loss_cls//aux0: 0.6803, loss//aux0: 0.6803 2020-10-15 22:28:02,544 - mmaction - INFO - Epoch [27][120/396] lr: 7.500e-03, eta: 9:24:58, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.7044, top5_acc/: 0.8872, loss_cls/: 1.1821, loss/: 1.1821, grad_norm: 2.9717, top1_acc//aux0: 0.8153, top5_acc//aux0: 0.9431, loss_cls//aux0: 0.6930, loss//aux0: 0.6930 2020-10-15 22:28:03,015 - mmaction - INFO - Epoch [27][120/396] lr: 7.500e-03, eta: 9:25:27, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.7044, top5_acc/: 0.8872, loss_cls/: 1.1821, loss/: 1.1821, grad_norm: 2.9796, top1_acc//aux0: 0.8137, top5_acc//aux0: 0.9428, loss_cls//aux0: 0.6962, loss//aux0: 0.6962 2020-10-15 22:28:22,770 - mmaction - INFO - Epoch [27][140/396] lr: 7.500e-03, eta: 9:24:26, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7000, top5_acc/: 0.8885, loss_cls/: 1.1580, loss/: 1.1580, grad_norm: 2.9883, top1_acc//aux0: 0.8136, top5_acc//aux0: 0.9444, loss_cls//aux0: 0.6903, loss//aux0: 0.6903 2020-10-15 22:28:23,361 - mmaction - INFO - Epoch [27][140/396] lr: 7.500e-03, eta: 9:24:55, time: 0.509, data_time: 0.005, memory: 8335, top1_acc/: 0.7000, top5_acc/: 0.8885, loss_cls/: 1.1580, loss/: 1.1580, grad_norm: 2.9736, top1_acc//aux0: 0.8150, top5_acc//aux0: 0.9439, loss_cls//aux0: 0.6892, loss//aux0: 0.6892 2020-10-15 22:28:43,533 - mmaction - INFO - Epoch [27][160/396] lr: 7.500e-03, eta: 9:23:56, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.7013, top5_acc/: 0.8818, loss_cls/: 1.1657, loss/: 1.1657, grad_norm: 3.0014, top1_acc//aux0: 0.8160, top5_acc//aux0: 0.9398, loss_cls//aux0: 0.6979, loss//aux0: 0.6979 2020-10-15 22:28:43,979 - mmaction - INFO - Epoch [27][160/396] lr: 7.500e-03, eta: 9:24:24, time: 0.514, data_time: 0.003, memory: 8335, top1_acc/: 0.7013, top5_acc/: 0.8818, loss_cls/: 1.1657, loss/: 1.1657, grad_norm: 3.0091, top1_acc//aux0: 0.8155, top5_acc//aux0: 0.9402, loss_cls//aux0: 0.6980, loss//aux0: 0.6980 2020-10-15 22:29:04,200 - mmaction - INFO - Epoch [27][180/396] lr: 7.500e-03, eta: 9:23:25, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.7026, top5_acc/: 0.8909, loss_cls/: 1.1583, loss/: 1.1583, grad_norm: 3.0492, top1_acc//aux0: 0.8105, top5_acc//aux0: 0.9394, loss_cls//aux0: 0.7140, loss//aux0: 0.7140 2020-10-15 22:29:04,641 - mmaction - INFO - Epoch [27][180/396] lr: 7.500e-03, eta: 9:23:53, time: 0.512, data_time: 0.005, memory: 8335, top1_acc/: 0.7026, top5_acc/: 0.8909, loss_cls/: 1.1583, loss/: 1.1583, grad_norm: 3.0509, top1_acc//aux0: 0.8107, top5_acc//aux0: 0.9392, loss_cls//aux0: 0.7155, loss//aux0: 0.7155 2020-10-15 22:29:24,423 - mmaction - INFO - Epoch [27][200/396] lr: 7.500e-03, eta: 9:22:53, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7065, top5_acc/: 0.8911, loss_cls/: 1.1611, loss/: 1.1611, grad_norm: 2.9640, top1_acc//aux0: 0.8152, top5_acc//aux0: 0.9405, loss_cls//aux0: 0.7008, loss//aux0: 0.7008 2020-10-15 22:29:24,867 - mmaction - INFO - Epoch [27][200/396] lr: 7.500e-03, eta: 9:23:21, time: 0.505, data_time: 0.001, memory: 8335, top1_acc/: 0.7065, top5_acc/: 0.8911, loss_cls/: 1.1611, loss/: 1.1611, grad_norm: 2.9895, top1_acc//aux0: 0.8133, top5_acc//aux0: 0.9401, loss_cls//aux0: 0.7053, loss//aux0: 0.7053 2020-10-15 22:29:44,795 - mmaction - INFO - Epoch [27][220/396] lr: 7.500e-03, eta: 9:22:22, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.7096, top5_acc/: 0.8859, loss_cls/: 1.1615, loss/: 1.1615, grad_norm: 2.9836, top1_acc//aux0: 0.8094, top5_acc//aux0: 0.9417, loss_cls//aux0: 0.7048, loss//aux0: 0.7048 2020-10-15 22:29:45,260 - mmaction - INFO - Epoch [27][220/396] lr: 7.500e-03, eta: 9:22:51, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.7096, top5_acc/: 0.8859, loss_cls/: 1.1615, loss/: 1.1615, grad_norm: 3.0011, top1_acc//aux0: 0.8103, top5_acc//aux0: 0.9422, loss_cls//aux0: 0.7004, loss//aux0: 0.7004 2020-10-15 22:30:05,249 - mmaction - INFO - Epoch [27][240/396] lr: 7.500e-03, eta: 9:21:52, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.7141, top5_acc/: 0.8893, loss_cls/: 1.1294, loss/: 1.1294, grad_norm: 2.8716, top1_acc//aux0: 0.8177, top5_acc//aux0: 0.9407, loss_cls//aux0: 0.7003, loss//aux0: 0.7003 2020-10-15 22:30:05,719 - mmaction - INFO - Epoch [27][240/396] lr: 7.500e-03, eta: 9:22:20, time: 0.517, data_time: 0.003, memory: 8335, top1_acc/: 0.7141, top5_acc/: 0.8893, loss_cls/: 1.1294, loss/: 1.1294, grad_norm: 2.8780, top1_acc//aux0: 0.8187, top5_acc//aux0: 0.9407, loss_cls//aux0: 0.6993, loss//aux0: 0.6993 2020-10-15 22:30:25,563 - mmaction - INFO - Epoch [27][260/396] lr: 7.500e-03, eta: 9:21:21, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7047, top5_acc/: 0.8857, loss_cls/: 1.1639, loss/: 1.1639, grad_norm: 3.0305, top1_acc//aux0: 0.8117, top5_acc//aux0: 0.9409, loss_cls//aux0: 0.7077, loss//aux0: 0.7077 2020-10-15 22:30:26,023 - mmaction - INFO - Epoch [27][260/396] lr: 7.500e-03, eta: 9:21:49, time: 0.508, data_time: 0.004, memory: 8335, top1_acc/: 0.7047, top5_acc/: 0.8857, loss_cls/: 1.1639, loss/: 1.1639, grad_norm: 3.0217, top1_acc//aux0: 0.8114, top5_acc//aux0: 0.9413, loss_cls//aux0: 0.7055, loss//aux0: 0.7055 2020-10-15 22:30:45,696 - mmaction - INFO - Epoch [27][280/396] lr: 7.500e-03, eta: 9:20:49, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.7122, top5_acc/: 0.8883, loss_cls/: 1.1530, loss/: 1.1530, grad_norm: 3.0140, top1_acc//aux0: 0.8149, top5_acc//aux0: 0.9423, loss_cls//aux0: 0.6926, loss//aux0: 0.6926 2020-10-15 22:30:46,133 - mmaction - INFO - Epoch [27][280/396] lr: 7.500e-03, eta: 9:21:17, time: 0.499, data_time: 0.003, memory: 8335, top1_acc/: 0.7122, top5_acc/: 0.8883, loss_cls/: 1.1530, loss/: 1.1530, grad_norm: 3.0000, top1_acc//aux0: 0.8147, top5_acc//aux0: 0.9423, loss_cls//aux0: 0.6944, loss//aux0: 0.6944 2020-10-15 22:31:05,882 - mmaction - INFO - Epoch [27][300/396] lr: 7.500e-03, eta: 9:20:18, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.6932, top5_acc/: 0.8812, loss_cls/: 1.1838, loss/: 1.1838, grad_norm: 2.9842, top1_acc//aux0: 0.8158, top5_acc//aux0: 0.9419, loss_cls//aux0: 0.6949, loss//aux0: 0.6949 2020-10-15 22:31:06,351 - mmaction - INFO - Epoch [27][300/396] lr: 7.500e-03, eta: 9:20:46, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.6932, top5_acc/: 0.8812, loss_cls/: 1.1838, loss/: 1.1838, grad_norm: 2.9926, top1_acc//aux0: 0.8143, top5_acc//aux0: 0.9417, loss_cls//aux0: 0.6968, loss//aux0: 0.6968 2020-10-15 22:31:26,041 - mmaction - INFO - Epoch [27][320/396] lr: 7.500e-03, eta: 9:19:47, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7018, top5_acc/: 0.8904, loss_cls/: 1.1500, loss/: 1.1500, grad_norm: 3.0048, top1_acc//aux0: 0.8165, top5_acc//aux0: 0.9427, loss_cls//aux0: 0.6921, loss//aux0: 0.6921 2020-10-15 22:31:26,493 - mmaction - INFO - Epoch [27][320/396] lr: 7.500e-03, eta: 9:20:15, time: 0.506, data_time: 0.003, memory: 8335, top1_acc/: 0.7018, top5_acc/: 0.8904, loss_cls/: 1.1500, loss/: 1.1500, grad_norm: 2.9932, top1_acc//aux0: 0.8189, top5_acc//aux0: 0.9421, loss_cls//aux0: 0.6892, loss//aux0: 0.6892 2020-10-15 22:31:46,302 - mmaction - INFO - Epoch [27][340/396] lr: 7.500e-03, eta: 9:19:16, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.6932, top5_acc/: 0.8870, loss_cls/: 1.1658, loss/: 1.1658, grad_norm: 3.0105, top1_acc//aux0: 0.8115, top5_acc//aux0: 0.9392, loss_cls//aux0: 0.7097, loss//aux0: 0.7097 2020-10-15 22:31:46,771 - mmaction - INFO - Epoch [27][340/396] lr: 7.500e-03, eta: 9:19:44, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.6932, top5_acc/: 0.8870, loss_cls/: 1.1658, loss/: 1.1658, grad_norm: 3.0108, top1_acc//aux0: 0.8116, top5_acc//aux0: 0.9399, loss_cls//aux0: 0.7084, loss//aux0: 0.7084 2020-10-15 22:32:06,670 - mmaction - INFO - Epoch [27][360/396] lr: 7.500e-03, eta: 9:18:45, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.7060, top5_acc/: 0.8891, loss_cls/: 1.1668, loss/: 1.1668, grad_norm: 2.9466, top1_acc//aux0: 0.8155, top5_acc//aux0: 0.9430, loss_cls//aux0: 0.6907, loss//aux0: 0.6907 2020-10-15 22:32:07,113 - mmaction - INFO - Epoch [27][360/396] lr: 7.500e-03, eta: 9:19:13, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.7060, top5_acc/: 0.8891, loss_cls/: 1.1668, loss/: 1.1668, grad_norm: 2.9541, top1_acc//aux0: 0.8143, top5_acc//aux0: 0.9424, loss_cls//aux0: 0.6940, loss//aux0: 0.6940 2020-10-15 22:32:26,997 - mmaction - INFO - Epoch [27][380/396] lr: 7.500e-03, eta: 9:18:15, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.6951, top5_acc/: 0.8867, loss_cls/: 1.1762, loss/: 1.1762, grad_norm: 3.0173, top1_acc//aux0: 0.8159, top5_acc//aux0: 0.9384, loss_cls//aux0: 0.7026, loss//aux0: 0.7026 2020-10-15 22:32:27,426 - mmaction - INFO - Epoch [27][380/396] lr: 7.500e-03, eta: 9:18:43, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.6951, top5_acc/: 0.8867, loss_cls/: 1.1762, loss/: 1.1762, grad_norm: 3.0091, top1_acc//aux0: 0.8152, top5_acc//aux0: 0.9386, loss_cls//aux0: 0.7034, loss//aux0: 0.7034 2020-10-15 22:32:46,339 - mmaction - INFO - Saving checkpoint at 27 epochs 2020-10-15 22:35:47,320 - mmaction - INFO - Epoch [28][20/396] lr: 7.500e-03, eta: 9:16:35, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.7128, top5_acc/: 0.8974, loss_cls/: 1.1278, loss/: 1.1278, grad_norm: 2.9594, top1_acc//aux0: 0.8158, top5_acc//aux0: 0.9438, loss_cls//aux0: 0.6835, loss//aux0: 0.6835 2020-10-15 22:35:47,751 - mmaction - INFO - Epoch [28][20/396] lr: 7.500e-03, eta: 9:17:03, time: 0.503, data_time: 0.003, memory: 8335, top1_acc/: 0.7128, top5_acc/: 0.8974, loss_cls/: 1.1278, loss/: 1.1278, grad_norm: 2.9519, top1_acc//aux0: 0.8147, top5_acc//aux0: 0.9431, loss_cls//aux0: 0.6859, loss//aux0: 0.6859 2020-10-15 22:36:07,685 - mmaction - INFO - Epoch [28][40/396] lr: 7.500e-03, eta: 9:16:04, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.6987, top5_acc/: 0.8885, loss_cls/: 1.1675, loss/: 1.1675, grad_norm: 3.0129, top1_acc//aux0: 0.8194, top5_acc//aux0: 0.9414, loss_cls//aux0: 0.6904, loss//aux0: 0.6904 2020-10-15 22:36:08,147 - mmaction - INFO - Epoch [28][40/396] lr: 7.500e-03, eta: 9:16:32, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.6987, top5_acc/: 0.8885, loss_cls/: 1.1675, loss/: 1.1675, grad_norm: 3.0025, top1_acc//aux0: 0.8208, top5_acc//aux0: 0.9427, loss_cls//aux0: 0.6856, loss//aux0: 0.6856 2020-10-15 22:36:28,037 - mmaction - INFO - Epoch [28][60/396] lr: 7.500e-03, eta: 9:15:34, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7055, top5_acc/: 0.8927, loss_cls/: 1.1345, loss/: 1.1345, grad_norm: 2.9795, top1_acc//aux0: 0.8158, top5_acc//aux0: 0.9397, loss_cls//aux0: 0.6926, loss//aux0: 0.6926 2020-10-15 22:36:28,502 - mmaction - INFO - Epoch [28][60/396] lr: 7.500e-03, eta: 9:16:01, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.7055, top5_acc/: 0.8927, loss_cls/: 1.1345, loss/: 1.1345, grad_norm: 2.9983, top1_acc//aux0: 0.8150, top5_acc//aux0: 0.9393, loss_cls//aux0: 0.6961, loss//aux0: 0.6961 2020-10-15 22:36:48,200 - mmaction - INFO - Epoch [28][80/396] lr: 7.500e-03, eta: 9:15:03, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.7130, top5_acc/: 0.8974, loss_cls/: 1.1109, loss/: 1.1109, grad_norm: 3.0238, top1_acc//aux0: 0.8127, top5_acc//aux0: 0.9405, loss_cls//aux0: 0.7043, loss//aux0: 0.7043 2020-10-15 22:36:48,670 - mmaction - INFO - Epoch [28][80/396] lr: 7.500e-03, eta: 9:15:30, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.7130, top5_acc/: 0.8974, loss_cls/: 1.1109, loss/: 1.1109, grad_norm: 3.0335, top1_acc//aux0: 0.8125, top5_acc//aux0: 0.9401, loss_cls//aux0: 0.7066, loss//aux0: 0.7066 2020-10-15 22:37:08,613 - mmaction - INFO - Epoch [28][100/396] lr: 7.500e-03, eta: 9:14:32, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.7060, top5_acc/: 0.8820, loss_cls/: 1.1593, loss/: 1.1593, grad_norm: 3.0113, top1_acc//aux0: 0.8146, top5_acc//aux0: 0.9397, loss_cls//aux0: 0.7055, loss//aux0: 0.7055 2020-10-15 22:37:09,087 - mmaction - INFO - Epoch [28][100/396] lr: 7.500e-03, eta: 9:15:00, time: 0.515, data_time: 0.004, memory: 8335, top1_acc/: 0.7060, top5_acc/: 0.8820, loss_cls/: 1.1593, loss/: 1.1593, grad_norm: 3.0242, top1_acc//aux0: 0.8147, top5_acc//aux0: 0.9395, loss_cls//aux0: 0.7043, loss//aux0: 0.7043 2020-10-15 22:37:28,889 - mmaction - INFO - Epoch [28][120/396] lr: 7.500e-03, eta: 9:14:02, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.7013, top5_acc/: 0.8839, loss_cls/: 1.1623, loss/: 1.1623, grad_norm: 2.9343, top1_acc//aux0: 0.8173, top5_acc//aux0: 0.9408, loss_cls//aux0: 0.6933, loss//aux0: 0.6933 2020-10-15 22:37:29,361 - mmaction - INFO - Epoch [28][120/396] lr: 7.500e-03, eta: 9:14:29, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.7013, top5_acc/: 0.8839, loss_cls/: 1.1623, loss/: 1.1623, grad_norm: 2.9297, top1_acc//aux0: 0.8178, top5_acc//aux0: 0.9410, loss_cls//aux0: 0.6925, loss//aux0: 0.6925 2020-10-15 22:37:49,239 - mmaction - INFO - Epoch [28][140/396] lr: 7.500e-03, eta: 9:13:31, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7271, top5_acc/: 0.8966, loss_cls/: 1.0771, loss/: 1.0771, grad_norm: 2.9327, top1_acc//aux0: 0.8192, top5_acc//aux0: 0.9417, loss_cls//aux0: 0.6817, loss//aux0: 0.6817 2020-10-15 22:37:49,673 - mmaction - INFO - Epoch [28][140/396] lr: 7.500e-03, eta: 9:13:58, time: 0.502, data_time: 0.003, memory: 8335, top1_acc/: 0.7271, top5_acc/: 0.8966, loss_cls/: 1.0771, loss/: 1.0771, grad_norm: 2.9385, top1_acc//aux0: 0.8192, top5_acc//aux0: 0.9416, loss_cls//aux0: 0.6817, loss//aux0: 0.6817 2020-10-15 22:38:09,732 - mmaction - INFO - Epoch [28][160/396] lr: 7.500e-03, eta: 9:13:01, time: 0.522, data_time: 0.000, memory: 8335, top1_acc/: 0.7031, top5_acc/: 0.8833, loss_cls/: 1.1763, loss/: 1.1763, grad_norm: 3.0268, top1_acc//aux0: 0.8217, top5_acc//aux0: 0.9410, loss_cls//aux0: 0.6808, loss//aux0: 0.6808 2020-10-15 22:38:10,203 - mmaction - INFO - Epoch [28][160/396] lr: 7.500e-03, eta: 9:13:29, time: 0.522, data_time: 0.002, memory: 8335, top1_acc/: 0.7031, top5_acc/: 0.8833, loss_cls/: 1.1763, loss/: 1.1763, grad_norm: 3.0447, top1_acc//aux0: 0.8224, top5_acc//aux0: 0.9413, loss_cls//aux0: 0.6772, loss//aux0: 0.6772 2020-10-15 22:38:29,966 - mmaction - INFO - Epoch [28][180/396] lr: 7.500e-03, eta: 9:12:31, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7068, top5_acc/: 0.8940, loss_cls/: 1.1399, loss/: 1.1399, grad_norm: 3.3645, top1_acc//aux0: 0.8182, top5_acc//aux0: 0.9409, loss_cls//aux0: 0.6920, loss//aux0: 0.6920 2020-10-15 22:38:30,399 - mmaction - INFO - Epoch [28][180/396] lr: 7.500e-03, eta: 9:12:58, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.7068, top5_acc/: 0.8940, loss_cls/: 1.1399, loss/: 1.1399, grad_norm: 3.3659, top1_acc//aux0: 0.8180, top5_acc//aux0: 0.9405, loss_cls//aux0: 0.6952, loss//aux0: 0.6952 2020-10-15 22:38:50,350 - mmaction - INFO - Epoch [28][200/396] lr: 7.500e-03, eta: 9:12:01, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.6940, top5_acc/: 0.8927, loss_cls/: 1.1741, loss/: 1.1741, grad_norm: 3.0494, top1_acc//aux0: 0.8147, top5_acc//aux0: 0.9421, loss_cls//aux0: 0.6985, loss//aux0: 0.6985 2020-10-15 22:38:50,796 - mmaction - INFO - Epoch [28][200/396] lr: 7.500e-03, eta: 9:12:28, time: 0.516, data_time: 0.003, memory: 8335, top1_acc/: 0.6940, top5_acc/: 0.8927, loss_cls/: 1.1741, loss/: 1.1741, grad_norm: 3.0221, top1_acc//aux0: 0.8146, top5_acc//aux0: 0.9429, loss_cls//aux0: 0.6973, loss//aux0: 0.6973 2020-10-15 22:39:10,800 - mmaction - INFO - Epoch [28][220/396] lr: 7.500e-03, eta: 9:11:31, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.6997, top5_acc/: 0.8831, loss_cls/: 1.1731, loss/: 1.1731, grad_norm: 3.0291, top1_acc//aux0: 0.8135, top5_acc//aux0: 0.9406, loss_cls//aux0: 0.7015, loss//aux0: 0.7015 2020-10-15 22:39:11,234 - mmaction - INFO - Epoch [28][220/396] lr: 7.500e-03, eta: 9:11:58, time: 0.518, data_time: 0.009, memory: 8335, top1_acc/: 0.6997, top5_acc/: 0.8831, loss_cls/: 1.1731, loss/: 1.1731, grad_norm: 3.0239, top1_acc//aux0: 0.8131, top5_acc//aux0: 0.9402, loss_cls//aux0: 0.7026, loss//aux0: 0.7026 2020-10-15 22:39:31,096 - mmaction - INFO - Epoch [28][240/396] lr: 7.500e-03, eta: 9:11:02, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.7099, top5_acc/: 0.8839, loss_cls/: 1.1589, loss/: 1.1589, grad_norm: 2.9920, top1_acc//aux0: 0.8120, top5_acc//aux0: 0.9398, loss_cls//aux0: 0.7037, loss//aux0: 0.7037 2020-10-15 22:39:31,529 - mmaction - INFO - Epoch [28][240/396] lr: 7.500e-03, eta: 9:11:29, time: 0.513, data_time: 0.001, memory: 8335, top1_acc/: 0.7099, top5_acc/: 0.8839, loss_cls/: 1.1589, loss/: 1.1589, grad_norm: 2.9977, top1_acc//aux0: 0.8114, top5_acc//aux0: 0.9400, loss_cls//aux0: 0.7047, loss//aux0: 0.7047 2020-10-15 22:39:51,361 - mmaction - INFO - Epoch [28][260/396] lr: 7.500e-03, eta: 9:10:32, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.7018, top5_acc/: 0.8927, loss_cls/: 1.1449, loss/: 1.1449, grad_norm: 3.0235, top1_acc//aux0: 0.8156, top5_acc//aux0: 0.9424, loss_cls//aux0: 0.6909, loss//aux0: 0.6909 2020-10-15 22:39:51,954 - mmaction - INFO - Epoch [28][260/396] lr: 7.500e-03, eta: 9:10:58, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.7018, top5_acc/: 0.8927, loss_cls/: 1.1449, loss/: 1.1449, grad_norm: 3.0485, top1_acc//aux0: 0.8150, top5_acc//aux0: 0.9421, loss_cls//aux0: 0.6913, loss//aux0: 0.6913 2020-10-15 22:40:11,618 - mmaction - INFO - Epoch [28][280/396] lr: 7.500e-03, eta: 9:10:01, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.7169, top5_acc/: 0.8914, loss_cls/: 1.1130, loss/: 1.1130, grad_norm: 2.9689, top1_acc//aux0: 0.8058, top5_acc//aux0: 0.9365, loss_cls//aux0: 0.7252, loss//aux0: 0.7252 2020-10-15 22:40:12,056 - mmaction - INFO - Epoch [28][280/396] lr: 7.500e-03, eta: 9:10:27, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.7169, top5_acc/: 0.8914, loss_cls/: 1.1130, loss/: 1.1130, grad_norm: 2.9629, top1_acc//aux0: 0.8071, top5_acc//aux0: 0.9365, loss_cls//aux0: 0.7235, loss//aux0: 0.7235 2020-10-15 22:40:32,026 - mmaction - INFO - Epoch [28][300/396] lr: 7.500e-03, eta: 9:09:30, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.6966, top5_acc/: 0.8880, loss_cls/: 1.1766, loss/: 1.1766, grad_norm: 2.9895, top1_acc//aux0: 0.8146, top5_acc//aux0: 0.9400, loss_cls//aux0: 0.7056, loss//aux0: 0.7056 2020-10-15 22:40:32,471 - mmaction - INFO - Epoch [28][300/396] lr: 7.500e-03, eta: 9:09:57, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.6966, top5_acc/: 0.8880, loss_cls/: 1.1766, loss/: 1.1766, grad_norm: 2.9787, top1_acc//aux0: 0.8144, top5_acc//aux0: 0.9401, loss_cls//aux0: 0.7053, loss//aux0: 0.7053 2020-10-15 22:40:52,510 - mmaction - INFO - Epoch [28][320/396] lr: 7.500e-03, eta: 9:09:00, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.7000, top5_acc/: 0.8854, loss_cls/: 1.1899, loss/: 1.1899, grad_norm: 2.9438, top1_acc//aux0: 0.8165, top5_acc//aux0: 0.9400, loss_cls//aux0: 0.6939, loss//aux0: 0.6939 2020-10-15 22:40:52,975 - mmaction - INFO - Epoch [28][320/396] lr: 7.500e-03, eta: 9:09:27, time: 0.518, data_time: 0.003, memory: 8335, top1_acc/: 0.7000, top5_acc/: 0.8854, loss_cls/: 1.1899, loss/: 1.1899, grad_norm: 2.9219, top1_acc//aux0: 0.8163, top5_acc//aux0: 0.9397, loss_cls//aux0: 0.6955, loss//aux0: 0.6955 2020-10-15 22:41:12,847 - mmaction - INFO - Epoch [28][340/396] lr: 7.500e-03, eta: 9:08:31, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7047, top5_acc/: 0.8865, loss_cls/: 1.1592, loss/: 1.1592, grad_norm: 2.9985, top1_acc//aux0: 0.8137, top5_acc//aux0: 0.9405, loss_cls//aux0: 0.7038, loss//aux0: 0.7038 2020-10-15 22:41:13,299 - mmaction - INFO - Epoch [28][340/396] lr: 7.500e-03, eta: 9:08:57, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.7047, top5_acc/: 0.8865, loss_cls/: 1.1592, loss/: 1.1592, grad_norm: 3.0041, top1_acc//aux0: 0.8138, top5_acc//aux0: 0.9417, loss_cls//aux0: 0.7002, loss//aux0: 0.7002 2020-10-15 22:41:33,175 - mmaction - INFO - Epoch [28][360/396] lr: 7.500e-03, eta: 9:08:00, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7062, top5_acc/: 0.8844, loss_cls/: 1.1387, loss/: 1.1387, grad_norm: 2.9228, top1_acc//aux0: 0.8193, top5_acc//aux0: 0.9452, loss_cls//aux0: 0.6712, loss//aux0: 0.6712 2020-10-15 22:41:33,631 - mmaction - INFO - Epoch [28][360/396] lr: 7.500e-03, eta: 9:08:27, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.7062, top5_acc/: 0.8844, loss_cls/: 1.1387, loss/: 1.1387, grad_norm: 2.9287, top1_acc//aux0: 0.8195, top5_acc//aux0: 0.9445, loss_cls//aux0: 0.6719, loss//aux0: 0.6719 2020-10-15 22:41:53,580 - mmaction - INFO - Epoch [28][380/396] lr: 7.500e-03, eta: 9:07:31, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7180, top5_acc/: 0.8885, loss_cls/: 1.1251, loss/: 1.1251, grad_norm: 3.0294, top1_acc//aux0: 0.8142, top5_acc//aux0: 0.9408, loss_cls//aux0: 0.7001, loss//aux0: 0.7001 2020-10-15 22:41:54,038 - mmaction - INFO - Epoch [28][380/396] lr: 7.500e-03, eta: 9:07:57, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.7180, top5_acc/: 0.8885, loss_cls/: 1.1251, loss/: 1.1251, grad_norm: 3.0183, top1_acc//aux0: 0.8131, top5_acc//aux0: 0.9401, loss_cls//aux0: 0.7051, loss//aux0: 0.7051 2020-10-15 22:42:13,779 - mmaction - INFO - Saving checkpoint at 28 epochs 2020-10-15 22:44:51,465 - mmaction - INFO - Epoch [29][20/396] lr: 7.500e-03, eta: 9:05:54, time: 0.497, data_time: 0.000, memory: 8335, top1_acc/: 0.7169, top5_acc/: 0.8906, loss_cls/: 1.1351, loss/: 1.1351, grad_norm: 3.0047, top1_acc//aux0: 0.8146, top5_acc//aux0: 0.9411, loss_cls//aux0: 0.7062, loss//aux0: 0.7062 2020-10-15 22:44:51,945 - mmaction - INFO - Epoch [29][20/396] lr: 7.500e-03, eta: 9:06:20, time: 0.499, data_time: 0.002, memory: 8335, top1_acc/: 0.7169, top5_acc/: 0.8906, loss_cls/: 1.1351, loss/: 1.1351, grad_norm: 3.0228, top1_acc//aux0: 0.8127, top5_acc//aux0: 0.9407, loss_cls//aux0: 0.7100, loss//aux0: 0.7100 2020-10-15 22:45:11,570 - mmaction - INFO - Epoch [29][40/396] lr: 7.500e-03, eta: 9:05:24, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7078, top5_acc/: 0.8943, loss_cls/: 1.1383, loss/: 1.1383, grad_norm: 3.0273, top1_acc//aux0: 0.8134, top5_acc//aux0: 0.9444, loss_cls//aux0: 0.6921, loss//aux0: 0.6921 2020-10-15 22:45:12,016 - mmaction - INFO - Epoch [29][40/396] lr: 7.500e-03, eta: 9:05:50, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.7078, top5_acc/: 0.8943, loss_cls/: 1.1383, loss/: 1.1383, grad_norm: 3.0193, top1_acc//aux0: 0.8153, top5_acc//aux0: 0.9440, loss_cls//aux0: 0.6909, loss//aux0: 0.6909 2020-10-15 22:45:31,731 - mmaction - INFO - Epoch [29][60/396] lr: 7.500e-03, eta: 9:04:54, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7190, top5_acc/: 0.9003, loss_cls/: 1.0963, loss/: 1.0963, grad_norm: 3.0162, top1_acc//aux0: 0.8156, top5_acc//aux0: 0.9426, loss_cls//aux0: 0.6883, loss//aux0: 0.6883 2020-10-15 22:45:32,173 - mmaction - INFO - Epoch [29][60/396] lr: 7.500e-03, eta: 9:05:19, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.7190, top5_acc/: 0.9003, loss_cls/: 1.0963, loss/: 1.0963, grad_norm: 3.0124, top1_acc//aux0: 0.8144, top5_acc//aux0: 0.9430, loss_cls//aux0: 0.6880, loss//aux0: 0.6880 2020-10-15 22:45:52,148 - mmaction - INFO - Epoch [29][80/396] lr: 7.500e-03, eta: 9:04:24, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7078, top5_acc/: 0.8844, loss_cls/: 1.1473, loss/: 1.1473, grad_norm: 2.9698, top1_acc//aux0: 0.8174, top5_acc//aux0: 0.9434, loss_cls//aux0: 0.6858, loss//aux0: 0.6858 2020-10-15 22:45:52,602 - mmaction - INFO - Epoch [29][80/396] lr: 7.500e-03, eta: 9:04:50, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.7078, top5_acc/: 0.8844, loss_cls/: 1.1473, loss/: 1.1473, grad_norm: 2.9619, top1_acc//aux0: 0.8194, top5_acc//aux0: 0.9435, loss_cls//aux0: 0.6797, loss//aux0: 0.6797 2020-10-15 22:46:12,422 - mmaction - INFO - Epoch [29][100/396] lr: 7.500e-03, eta: 9:03:54, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7237, top5_acc/: 0.8951, loss_cls/: 1.1072, loss/: 1.1072, grad_norm: 2.9489, top1_acc//aux0: 0.8186, top5_acc//aux0: 0.9407, loss_cls//aux0: 0.6870, loss//aux0: 0.6870 2020-10-15 22:46:12,881 - mmaction - INFO - Epoch [29][100/396] lr: 7.500e-03, eta: 9:04:20, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.7237, top5_acc/: 0.8951, loss_cls/: 1.1072, loss/: 1.1072, grad_norm: 2.9339, top1_acc//aux0: 0.8184, top5_acc//aux0: 0.9404, loss_cls//aux0: 0.6892, loss//aux0: 0.6892 2020-10-15 22:46:32,754 - mmaction - INFO - Epoch [29][120/396] lr: 7.500e-03, eta: 9:03:25, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7211, top5_acc/: 0.8969, loss_cls/: 1.0836, loss/: 1.0836, grad_norm: 3.0035, top1_acc//aux0: 0.8146, top5_acc//aux0: 0.9373, loss_cls//aux0: 0.7101, loss//aux0: 0.7101 2020-10-15 22:46:33,239 - mmaction - INFO - Epoch [29][120/396] lr: 7.500e-03, eta: 9:03:50, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.7211, top5_acc/: 0.8969, loss_cls/: 1.0836, loss/: 1.0836, grad_norm: 2.9797, top1_acc//aux0: 0.8128, top5_acc//aux0: 0.9374, loss_cls//aux0: 0.7131, loss//aux0: 0.7131 2020-10-15 22:46:52,986 - mmaction - INFO - Epoch [29][140/396] lr: 7.500e-03, eta: 9:02:55, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.7005, top5_acc/: 0.8932, loss_cls/: 1.1279, loss/: 1.1279, grad_norm: 2.9955, top1_acc//aux0: 0.8185, top5_acc//aux0: 0.9424, loss_cls//aux0: 0.6844, loss//aux0: 0.6844 2020-10-15 22:46:53,430 - mmaction - INFO - Epoch [29][140/396] lr: 7.500e-03, eta: 9:03:21, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.7005, top5_acc/: 0.8932, loss_cls/: 1.1279, loss/: 1.1279, grad_norm: 2.9887, top1_acc//aux0: 0.8208, top5_acc//aux0: 0.9430, loss_cls//aux0: 0.6797, loss//aux0: 0.6797 2020-10-15 22:47:13,375 - mmaction - INFO - Epoch [29][160/396] lr: 7.500e-03, eta: 9:02:25, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.7208, top5_acc/: 0.8937, loss_cls/: 1.1055, loss/: 1.1055, grad_norm: 3.0276, top1_acc//aux0: 0.8159, top5_acc//aux0: 0.9409, loss_cls//aux0: 0.6928, loss//aux0: 0.6928 2020-10-15 22:47:13,848 - mmaction - INFO - Epoch [29][160/396] lr: 7.500e-03, eta: 9:02:51, time: 0.504, data_time: 0.003, memory: 8335, top1_acc/: 0.7208, top5_acc/: 0.8937, loss_cls/: 1.1055, loss/: 1.1055, grad_norm: 2.9887, top1_acc//aux0: 0.8160, top5_acc//aux0: 0.9407, loss_cls//aux0: 0.6926, loss//aux0: 0.6926 2020-10-15 22:47:33,754 - mmaction - INFO - Epoch [29][180/396] lr: 7.500e-03, eta: 9:01:56, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.6938, top5_acc/: 0.8922, loss_cls/: 1.1485, loss/: 1.1485, grad_norm: 2.9789, top1_acc//aux0: 0.8185, top5_acc//aux0: 0.9412, loss_cls//aux0: 0.6917, loss//aux0: 0.6917 2020-10-15 22:47:34,236 - mmaction - INFO - Epoch [29][180/396] lr: 7.500e-03, eta: 9:02:22, time: 0.516, data_time: 0.003, memory: 8335, top1_acc/: 0.6938, top5_acc/: 0.8922, loss_cls/: 1.1485, loss/: 1.1485, grad_norm: 3.0120, top1_acc//aux0: 0.8160, top5_acc//aux0: 0.9412, loss_cls//aux0: 0.6971, loss//aux0: 0.6971 2020-10-15 22:47:54,226 - mmaction - INFO - Epoch [29][200/396] lr: 7.500e-03, eta: 9:01:27, time: 0.522, data_time: 0.000, memory: 8335, top1_acc/: 0.7120, top5_acc/: 0.8956, loss_cls/: 1.1035, loss/: 1.1035, grad_norm: 3.1738, top1_acc//aux0: 0.8157, top5_acc//aux0: 0.9434, loss_cls//aux0: 0.6865, loss//aux0: 0.6865 2020-10-15 22:47:54,678 - mmaction - INFO - Epoch [29][200/396] lr: 7.500e-03, eta: 9:01:53, time: 0.520, data_time: 0.002, memory: 8335, top1_acc/: 0.7120, top5_acc/: 0.8956, loss_cls/: 1.1035, loss/: 1.1035, grad_norm: 3.0398, top1_acc//aux0: 0.8157, top5_acc//aux0: 0.9431, loss_cls//aux0: 0.6868, loss//aux0: 0.6868 2020-10-15 22:48:14,597 - mmaction - INFO - Epoch [29][220/396] lr: 7.500e-03, eta: 9:00:59, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.7148, top5_acc/: 0.8891, loss_cls/: 1.1357, loss/: 1.1357, grad_norm: 3.0804, top1_acc//aux0: 0.8164, top5_acc//aux0: 0.9417, loss_cls//aux0: 0.6932, loss//aux0: 0.6932 2020-10-15 22:48:15,046 - mmaction - INFO - Epoch [29][220/396] lr: 7.500e-03, eta: 9:01:24, time: 0.509, data_time: 0.005, memory: 8335, top1_acc/: 0.7148, top5_acc/: 0.8891, loss_cls/: 1.1357, loss/: 1.1357, grad_norm: 3.0747, top1_acc//aux0: 0.8178, top5_acc//aux0: 0.9419, loss_cls//aux0: 0.6899, loss//aux0: 0.6899 2020-10-15 22:48:34,899 - mmaction - INFO - Epoch [29][240/396] lr: 7.500e-03, eta: 9:00:29, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.7070, top5_acc/: 0.8893, loss_cls/: 1.1505, loss/: 1.1505, grad_norm: 2.9977, top1_acc//aux0: 0.8198, top5_acc//aux0: 0.9418, loss_cls//aux0: 0.6862, loss//aux0: 0.6862 2020-10-15 22:48:35,340 - mmaction - INFO - Epoch [29][240/396] lr: 7.500e-03, eta: 9:00:55, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.7070, top5_acc/: 0.8893, loss_cls/: 1.1505, loss/: 1.1505, grad_norm: 2.9999, top1_acc//aux0: 0.8201, top5_acc//aux0: 0.9419, loss_cls//aux0: 0.6849, loss//aux0: 0.6849 2020-10-15 22:48:55,267 - mmaction - INFO - Epoch [29][260/396] lr: 7.500e-03, eta: 9:00:00, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.6945, top5_acc/: 0.8859, loss_cls/: 1.1855, loss/: 1.1855, grad_norm: 2.9711, top1_acc//aux0: 0.8172, top5_acc//aux0: 0.9441, loss_cls//aux0: 0.6806, loss//aux0: 0.6806 2020-10-15 22:48:55,723 - mmaction - INFO - Epoch [29][260/396] lr: 7.500e-03, eta: 9:00:25, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.6945, top5_acc/: 0.8859, loss_cls/: 1.1855, loss/: 1.1855, grad_norm: 2.9952, top1_acc//aux0: 0.8162, top5_acc//aux0: 0.9433, loss_cls//aux0: 0.6871, loss//aux0: 0.6871 2020-10-15 22:49:15,707 - mmaction - INFO - Epoch [29][280/396] lr: 7.500e-03, eta: 8:59:31, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.7161, top5_acc/: 0.8932, loss_cls/: 1.1129, loss/: 1.1129, grad_norm: 2.9342, top1_acc//aux0: 0.8169, top5_acc//aux0: 0.9403, loss_cls//aux0: 0.6979, loss//aux0: 0.6979 2020-10-15 22:49:16,142 - mmaction - INFO - Epoch [29][280/396] lr: 7.500e-03, eta: 8:59:56, time: 0.516, data_time: 0.003, memory: 8335, top1_acc/: 0.7161, top5_acc/: 0.8932, loss_cls/: 1.1129, loss/: 1.1129, grad_norm: 2.9437, top1_acc//aux0: 0.8173, top5_acc//aux0: 0.9404, loss_cls//aux0: 0.6935, loss//aux0: 0.6935 2020-10-15 22:49:36,142 - mmaction - INFO - Epoch [29][300/396] lr: 7.500e-03, eta: 8:59:02, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.7000, top5_acc/: 0.8870, loss_cls/: 1.1605, loss/: 1.1605, grad_norm: 3.0067, top1_acc//aux0: 0.8167, top5_acc//aux0: 0.9423, loss_cls//aux0: 0.6908, loss//aux0: 0.6908 2020-10-15 22:49:36,582 - mmaction - INFO - Epoch [29][300/396] lr: 7.500e-03, eta: 8:59:27, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.7000, top5_acc/: 0.8870, loss_cls/: 1.1605, loss/: 1.1605, grad_norm: 3.0134, top1_acc//aux0: 0.8169, top5_acc//aux0: 0.9426, loss_cls//aux0: 0.6908, loss//aux0: 0.6908 2020-10-15 22:49:56,518 - mmaction - INFO - Epoch [29][320/396] lr: 7.500e-03, eta: 8:58:33, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.7250, top5_acc/: 0.8953, loss_cls/: 1.1040, loss/: 1.1040, grad_norm: 2.9445, top1_acc//aux0: 0.8171, top5_acc//aux0: 0.9398, loss_cls//aux0: 0.6898, loss//aux0: 0.6898 2020-10-15 22:49:57,001 - mmaction - INFO - Epoch [29][320/396] lr: 7.500e-03, eta: 8:58:58, time: 0.515, data_time: 0.002, memory: 8335, top1_acc/: 0.7250, top5_acc/: 0.8953, loss_cls/: 1.1040, loss/: 1.1040, grad_norm: 2.9627, top1_acc//aux0: 0.8166, top5_acc//aux0: 0.9395, loss_cls//aux0: 0.6918, loss//aux0: 0.6918 2020-10-15 22:50:16,941 - mmaction - INFO - Epoch [29][340/396] lr: 7.500e-03, eta: 8:58:04, time: 0.518, data_time: 0.000, memory: 8335, top1_acc/: 0.7073, top5_acc/: 0.8872, loss_cls/: 1.1663, loss/: 1.1663, grad_norm: 3.0393, top1_acc//aux0: 0.8146, top5_acc//aux0: 0.9389, loss_cls//aux0: 0.7046, loss//aux0: 0.7046 2020-10-15 22:50:17,376 - mmaction - INFO - Epoch [29][340/396] lr: 7.500e-03, eta: 8:58:30, time: 0.519, data_time: 0.002, memory: 8335, top1_acc/: 0.7073, top5_acc/: 0.8872, loss_cls/: 1.1663, loss/: 1.1663, grad_norm: 3.0458, top1_acc//aux0: 0.8149, top5_acc//aux0: 0.9396, loss_cls//aux0: 0.7035, loss//aux0: 0.7035 2020-10-15 22:50:37,157 - mmaction - INFO - Epoch [29][360/396] lr: 7.500e-03, eta: 8:57:35, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.7091, top5_acc/: 0.8865, loss_cls/: 1.1429, loss/: 1.1429, grad_norm: 2.9737, top1_acc//aux0: 0.8154, top5_acc//aux0: 0.9386, loss_cls//aux0: 0.6980, loss//aux0: 0.6980 2020-10-15 22:50:37,604 - mmaction - INFO - Epoch [29][360/396] lr: 7.500e-03, eta: 8:58:00, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.7091, top5_acc/: 0.8865, loss_cls/: 1.1429, loss/: 1.1429, grad_norm: 2.9775, top1_acc//aux0: 0.8157, top5_acc//aux0: 0.9387, loss_cls//aux0: 0.6961, loss//aux0: 0.6961 2020-10-15 22:50:57,497 - mmaction - INFO - Epoch [29][380/396] lr: 7.500e-03, eta: 8:57:06, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.6919, top5_acc/: 0.8904, loss_cls/: 1.1786, loss/: 1.1786, grad_norm: 3.0624, top1_acc//aux0: 0.8106, top5_acc//aux0: 0.9389, loss_cls//aux0: 0.7063, loss//aux0: 0.7063 2020-10-15 22:50:57,955 - mmaction - INFO - Epoch [29][380/396] lr: 7.500e-03, eta: 8:57:31, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.6919, top5_acc/: 0.8904, loss_cls/: 1.1786, loss/: 1.1786, grad_norm: 3.0434, top1_acc//aux0: 0.8106, top5_acc//aux0: 0.9386, loss_cls//aux0: 0.7084, loss//aux0: 0.7084 2020-10-15 22:51:15,549 - mmaction - INFO - Saving checkpoint at 29 epochs 2020-10-15 22:54:06,166 - mmaction - INFO - Epoch [30][20/396] lr: 7.500e-03, eta: 8:55:33, time: 0.498, data_time: 0.000, memory: 8335, top1_acc/: 0.7174, top5_acc/: 0.8977, loss_cls/: 1.1023, loss/: 1.1023, grad_norm: 2.9333, top1_acc//aux0: 0.8180, top5_acc//aux0: 0.9418, loss_cls//aux0: 0.6855, loss//aux0: 0.6855 2020-10-15 22:54:06,645 - mmaction - INFO - Epoch [30][20/396] lr: 7.500e-03, eta: 8:55:58, time: 0.501, data_time: 0.003, memory: 8335, top1_acc/: 0.7174, top5_acc/: 0.8977, loss_cls/: 1.1023, loss/: 1.1023, grad_norm: 2.9274, top1_acc//aux0: 0.8179, top5_acc//aux0: 0.9413, loss_cls//aux0: 0.6874, loss//aux0: 0.6874 2020-10-15 22:54:26,780 - mmaction - INFO - Epoch [30][40/396] lr: 7.500e-03, eta: 8:55:04, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.7055, top5_acc/: 0.8901, loss_cls/: 1.1478, loss/: 1.1478, grad_norm: 3.4000, top1_acc//aux0: 0.8139, top5_acc//aux0: 0.9422, loss_cls//aux0: 0.6921, loss//aux0: 0.6921 2020-10-15 22:54:27,207 - mmaction - INFO - Epoch [30][40/396] lr: 7.500e-03, eta: 8:55:28, time: 0.501, data_time: 0.002, memory: 8335, top1_acc/: 0.7055, top5_acc/: 0.8901, loss_cls/: 1.1478, loss/: 1.1478, grad_norm: 3.3923, top1_acc//aux0: 0.8139, top5_acc//aux0: 0.9422, loss_cls//aux0: 0.6942, loss//aux0: 0.6942 2020-10-15 22:54:47,116 - mmaction - INFO - Epoch [30][60/396] lr: 7.500e-03, eta: 8:54:35, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.7227, top5_acc/: 0.8945, loss_cls/: 1.1031, loss/: 1.1031, grad_norm: 2.9885, top1_acc//aux0: 0.8174, top5_acc//aux0: 0.9426, loss_cls//aux0: 0.6944, loss//aux0: 0.6944 2020-10-15 22:54:47,551 - mmaction - INFO - Epoch [30][60/396] lr: 7.500e-03, eta: 8:54:59, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.7227, top5_acc/: 0.8945, loss_cls/: 1.1031, loss/: 1.1031, grad_norm: 2.9960, top1_acc//aux0: 0.8179, top5_acc//aux0: 0.9434, loss_cls//aux0: 0.6891, loss//aux0: 0.6891 2020-10-15 22:55:07,386 - mmaction - INFO - Epoch [30][80/396] lr: 7.500e-03, eta: 8:54:06, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.7177, top5_acc/: 0.8974, loss_cls/: 1.0926, loss/: 1.0926, grad_norm: 3.0063, top1_acc//aux0: 0.8150, top5_acc//aux0: 0.9434, loss_cls//aux0: 0.6851, loss//aux0: 0.6851 2020-10-15 22:55:07,827 - mmaction - INFO - Epoch [30][80/396] lr: 7.500e-03, eta: 8:54:30, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.7177, top5_acc/: 0.8974, loss_cls/: 1.0926, loss/: 1.0926, grad_norm: 3.0053, top1_acc//aux0: 0.8148, top5_acc//aux0: 0.9431, loss_cls//aux0: 0.6878, loss//aux0: 0.6878 2020-10-15 22:55:27,570 - mmaction - INFO - Epoch [30][100/396] lr: 7.500e-03, eta: 8:53:37, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.7148, top5_acc/: 0.8924, loss_cls/: 1.1144, loss/: 1.1144, grad_norm: 3.8225, top1_acc//aux0: 0.8161, top5_acc//aux0: 0.9401, loss_cls//aux0: 0.6955, loss//aux0: 0.6955 2020-10-15 22:55:28,011 - mmaction - INFO - Epoch [30][100/396] lr: 7.500e-03, eta: 8:54:01, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.7148, top5_acc/: 0.8924, loss_cls/: 1.1144, loss/: 1.1144, grad_norm: 3.8307, top1_acc//aux0: 0.8156, top5_acc//aux0: 0.9399, loss_cls//aux0: 0.6956, loss//aux0: 0.6956 2020-10-15 22:55:47,761 - mmaction - INFO - Epoch [30][120/396] lr: 7.500e-03, eta: 8:53:07, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7081, top5_acc/: 0.8922, loss_cls/: 1.1272, loss/: 1.1272, grad_norm: 3.0170, top1_acc//aux0: 0.8170, top5_acc//aux0: 0.9403, loss_cls//aux0: 0.6912, loss//aux0: 0.6912 2020-10-15 22:55:48,264 - mmaction - INFO - Epoch [30][120/396] lr: 7.500e-03, eta: 8:53:32, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.7081, top5_acc/: 0.8922, loss_cls/: 1.1272, loss/: 1.1272, grad_norm: 3.0331, top1_acc//aux0: 0.8174, top5_acc//aux0: 0.9409, loss_cls//aux0: 0.6873, loss//aux0: 0.6873 2020-10-15 22:56:08,321 - mmaction - INFO - Epoch [30][140/396] lr: 7.500e-03, eta: 8:52:38, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.7294, top5_acc/: 0.8969, loss_cls/: 1.0689, loss/: 1.0689, grad_norm: 2.9640, top1_acc//aux0: 0.8183, top5_acc//aux0: 0.9461, loss_cls//aux0: 0.6712, loss//aux0: 0.6712 2020-10-15 22:56:08,814 - mmaction - INFO - Epoch [30][140/396] lr: 7.500e-03, eta: 8:53:03, time: 0.518, data_time: 0.005, memory: 8335, top1_acc/: 0.7294, top5_acc/: 0.8969, loss_cls/: 1.0689, loss/: 1.0689, grad_norm: 2.9646, top1_acc//aux0: 0.8182, top5_acc//aux0: 0.9461, loss_cls//aux0: 0.6737, loss//aux0: 0.6737 2020-10-15 22:56:28,693 - mmaction - INFO - Epoch [30][160/396] lr: 7.500e-03, eta: 8:52:10, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.7109, top5_acc/: 0.8833, loss_cls/: 1.1617, loss/: 1.1617, grad_norm: 2.9993, top1_acc//aux0: 0.8151, top5_acc//aux0: 0.9409, loss_cls//aux0: 0.6937, loss//aux0: 0.6937 2020-10-15 22:56:29,147 - mmaction - INFO - Epoch [30][160/396] lr: 7.500e-03, eta: 8:52:35, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.7109, top5_acc/: 0.8833, loss_cls/: 1.1617, loss/: 1.1617, grad_norm: 2.9957, top1_acc//aux0: 0.8172, top5_acc//aux0: 0.9411, loss_cls//aux0: 0.6878, loss//aux0: 0.6878 2020-10-15 22:56:48,839 - mmaction - INFO - Epoch [30][180/396] lr: 7.500e-03, eta: 8:51:41, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.6982, top5_acc/: 0.8872, loss_cls/: 1.1502, loss/: 1.1502, grad_norm: 3.0429, top1_acc//aux0: 0.8155, top5_acc//aux0: 0.9404, loss_cls//aux0: 0.6986, loss//aux0: 0.6986 2020-10-15 22:56:49,281 - mmaction - INFO - Epoch [30][180/396] lr: 7.500e-03, eta: 8:52:06, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.6982, top5_acc/: 0.8872, loss_cls/: 1.1502, loss/: 1.1502, grad_norm: 3.0444, top1_acc//aux0: 0.8127, top5_acc//aux0: 0.9394, loss_cls//aux0: 0.7081, loss//aux0: 0.7081 2020-10-15 22:57:09,096 - mmaction - INFO - Epoch [30][200/396] lr: 7.500e-03, eta: 8:51:12, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7117, top5_acc/: 0.8932, loss_cls/: 1.1086, loss/: 1.1086, grad_norm: 2.9729, top1_acc//aux0: 0.8153, top5_acc//aux0: 0.9400, loss_cls//aux0: 0.6983, loss//aux0: 0.6983 2020-10-15 22:57:09,533 - mmaction - INFO - Epoch [30][200/396] lr: 7.500e-03, eta: 8:51:36, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.7117, top5_acc/: 0.8932, loss_cls/: 1.1086, loss/: 1.1086, grad_norm: 2.9819, top1_acc//aux0: 0.8160, top5_acc//aux0: 0.9403, loss_cls//aux0: 0.6956, loss//aux0: 0.6956 2020-10-15 22:57:29,440 - mmaction - INFO - Epoch [30][220/396] lr: 7.500e-03, eta: 8:50:43, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.6888, top5_acc/: 0.8867, loss_cls/: 1.1810, loss/: 1.1810, grad_norm: 3.0200, top1_acc//aux0: 0.8183, top5_acc//aux0: 0.9452, loss_cls//aux0: 0.6765, loss//aux0: 0.6765 2020-10-15 22:57:29,871 - mmaction - INFO - Epoch [30][220/396] lr: 7.500e-03, eta: 8:51:07, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.6888, top5_acc/: 0.8867, loss_cls/: 1.1810, loss/: 1.1810, grad_norm: 3.0167, top1_acc//aux0: 0.8184, top5_acc//aux0: 0.9455, loss_cls//aux0: 0.6733, loss//aux0: 0.6733 2020-10-15 22:57:49,748 - mmaction - INFO - Epoch [30][240/396] lr: 7.500e-03, eta: 8:50:15, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.7086, top5_acc/: 0.8820, loss_cls/: 1.1493, loss/: 1.1493, grad_norm: 2.9534, top1_acc//aux0: 0.8147, top5_acc//aux0: 0.9409, loss_cls//aux0: 0.6948, loss//aux0: 0.6948 2020-10-15 22:57:50,181 - mmaction - INFO - Epoch [30][240/396] lr: 7.500e-03, eta: 8:50:39, time: 0.512, data_time: 0.004, memory: 8335, top1_acc/: 0.7086, top5_acc/: 0.8820, loss_cls/: 1.1493, loss/: 1.1493, grad_norm: 2.9537, top1_acc//aux0: 0.8140, top5_acc//aux0: 0.9405, loss_cls//aux0: 0.6981, loss//aux0: 0.6981 2020-10-15 22:58:10,328 - mmaction - INFO - Epoch [30][260/396] lr: 7.500e-03, eta: 8:49:47, time: 0.524, data_time: 0.000, memory: 8335, top1_acc/: 0.7073, top5_acc/: 0.8898, loss_cls/: 1.1247, loss/: 1.1247, grad_norm: 3.0086, top1_acc//aux0: 0.8141, top5_acc//aux0: 0.9437, loss_cls//aux0: 0.6880, loss//aux0: 0.6880 2020-10-15 22:58:10,764 - mmaction - INFO - Epoch [30][260/396] lr: 7.500e-03, eta: 8:50:11, time: 0.517, data_time: 0.002, memory: 8335, top1_acc/: 0.7073, top5_acc/: 0.8898, loss_cls/: 1.1247, loss/: 1.1247, grad_norm: 3.0053, top1_acc//aux0: 0.8148, top5_acc//aux0: 0.9439, loss_cls//aux0: 0.6860, loss//aux0: 0.6860 2020-10-15 22:58:30,481 - mmaction - INFO - Epoch [30][280/396] lr: 7.500e-03, eta: 8:49:18, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7065, top5_acc/: 0.8870, loss_cls/: 1.1553, loss/: 1.1553, grad_norm: 3.0622, top1_acc//aux0: 0.8197, top5_acc//aux0: 0.9427, loss_cls//aux0: 0.6775, loss//aux0: 0.6775 2020-10-15 22:58:30,911 - mmaction - INFO - Epoch [30][280/396] lr: 7.500e-03, eta: 8:49:42, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.7065, top5_acc/: 0.8870, loss_cls/: 1.1553, loss/: 1.1553, grad_norm: 3.0492, top1_acc//aux0: 0.8193, top5_acc//aux0: 0.9426, loss_cls//aux0: 0.6779, loss//aux0: 0.6779 2020-10-15 22:58:50,724 - mmaction - INFO - Epoch [30][300/396] lr: 7.500e-03, eta: 8:48:49, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.7049, top5_acc/: 0.8922, loss_cls/: 1.1567, loss/: 1.1567, grad_norm: 3.0639, top1_acc//aux0: 0.8140, top5_acc//aux0: 0.9409, loss_cls//aux0: 0.6943, loss//aux0: 0.6943 2020-10-15 22:58:51,160 - mmaction - INFO - Epoch [30][300/396] lr: 7.500e-03, eta: 8:49:13, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.7049, top5_acc/: 0.8922, loss_cls/: 1.1567, loss/: 1.1567, grad_norm: 3.0647, top1_acc//aux0: 0.8142, top5_acc//aux0: 0.9410, loss_cls//aux0: 0.6927, loss//aux0: 0.6927 2020-10-15 22:59:10,935 - mmaction - INFO - Epoch [30][320/396] lr: 7.500e-03, eta: 8:48:21, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.7172, top5_acc/: 0.9026, loss_cls/: 1.0671, loss/: 1.0671, grad_norm: 2.9463, top1_acc//aux0: 0.8227, top5_acc//aux0: 0.9442, loss_cls//aux0: 0.6722, loss//aux0: 0.6722 2020-10-15 22:59:11,384 - mmaction - INFO - Epoch [30][320/396] lr: 7.500e-03, eta: 8:48:45, time: 0.511, data_time: 0.001, memory: 8335, top1_acc/: 0.7172, top5_acc/: 0.9026, loss_cls/: 1.0671, loss/: 1.0671, grad_norm: 2.9683, top1_acc//aux0: 0.8226, top5_acc//aux0: 0.9437, loss_cls//aux0: 0.6764, loss//aux0: 0.6764 2020-10-15 22:59:31,458 - mmaction - INFO - Epoch [30][340/396] lr: 7.500e-03, eta: 8:47:53, time: 0.519, data_time: 0.000, memory: 8335, top1_acc/: 0.7146, top5_acc/: 0.8945, loss_cls/: 1.1234, loss/: 1.1234, grad_norm: 2.9542, top1_acc//aux0: 0.8180, top5_acc//aux0: 0.9415, loss_cls//aux0: 0.6905, loss//aux0: 0.6905 2020-10-15 22:59:31,946 - mmaction - INFO - Epoch [30][340/396] lr: 7.500e-03, eta: 8:48:17, time: 0.522, data_time: 0.004, memory: 8335, top1_acc/: 0.7146, top5_acc/: 0.8945, loss_cls/: 1.1234, loss/: 1.1234, grad_norm: 2.9443, top1_acc//aux0: 0.8171, top5_acc//aux0: 0.9410, loss_cls//aux0: 0.6936, loss//aux0: 0.6936 2020-10-15 22:59:51,863 - mmaction - INFO - Epoch [30][360/396] lr: 7.500e-03, eta: 8:47:25, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.7109, top5_acc/: 0.8943, loss_cls/: 1.1161, loss/: 1.1161, grad_norm: 2.9905, top1_acc//aux0: 0.8189, top5_acc//aux0: 0.9433, loss_cls//aux0: 0.6746, loss//aux0: 0.6746 2020-10-15 22:59:52,326 - mmaction - INFO - Epoch [30][360/396] lr: 7.500e-03, eta: 8:47:49, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.7109, top5_acc/: 0.8943, loss_cls/: 1.1161, loss/: 1.1161, grad_norm: 2.9933, top1_acc//aux0: 0.8201, top5_acc//aux0: 0.9440, loss_cls//aux0: 0.6686, loss//aux0: 0.6686 2020-10-15 23:00:12,103 - mmaction - INFO - Epoch [30][380/396] lr: 7.500e-03, eta: 8:46:56, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7016, top5_acc/: 0.8956, loss_cls/: 1.1397, loss/: 1.1397, grad_norm: 3.0418, top1_acc//aux0: 0.8191, top5_acc//aux0: 0.9428, loss_cls//aux0: 0.6787, loss//aux0: 0.6787 2020-10-15 23:00:12,575 - mmaction - INFO - Epoch [30][380/396] lr: 7.500e-03, eta: 8:47:20, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.7016, top5_acc/: 0.8956, loss_cls/: 1.1397, loss/: 1.1397, grad_norm: 3.0485, top1_acc//aux0: 0.8188, top5_acc//aux0: 0.9431, loss_cls//aux0: 0.6808, loss//aux0: 0.6808 2020-10-15 23:00:31,459 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-10-15 23:01:50,133 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-15 23:01:50,312 - mmaction - INFO - top1_acc 0.7458 top5_acc 0.9144 2020-10-15 23:01:50,313 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-15 23:01:50,445 - mmaction - INFO - mean_acc 0.7461 2020-10-15 23:01:50,447 - mmaction - INFO - Epoch(val) [30][396] top1_acc: 0.7458, top5_acc: 0.9144, mean_class_accuracy: 0.7461 2020-10-15 23:04:36,698 - mmaction - INFO - Epoch [31][20/396] lr: 7.500e-03, eta: 8:45:27, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.7156, top5_acc/: 0.8943, loss_cls/: 1.1019, loss/: 1.1019, grad_norm: 2.9914, top1_acc//aux0: 0.8161, top5_acc//aux0: 0.9409, loss_cls//aux0: 0.6917, loss//aux0: 0.6917 2020-10-15 23:04:37,170 - mmaction - INFO - Epoch [31][20/396] lr: 7.500e-03, eta: 8:45:51, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.7156, top5_acc/: 0.8943, loss_cls/: 1.1019, loss/: 1.1019, grad_norm: 2.9892, top1_acc//aux0: 0.8165, top5_acc//aux0: 0.9407, loss_cls//aux0: 0.6917, loss//aux0: 0.6917 2020-10-15 23:04:56,823 - mmaction - INFO - Epoch [31][40/396] lr: 7.500e-03, eta: 8:44:59, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.7049, top5_acc/: 0.8828, loss_cls/: 1.1514, loss/: 1.1514, grad_norm: 2.9796, top1_acc//aux0: 0.8227, top5_acc//aux0: 0.9439, loss_cls//aux0: 0.6775, loss//aux0: 0.6775 2020-10-15 23:04:57,278 - mmaction - INFO - Epoch [31][40/396] lr: 7.500e-03, eta: 8:45:22, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.7049, top5_acc/: 0.8828, loss_cls/: 1.1514, loss/: 1.1514, grad_norm: 2.9669, top1_acc//aux0: 0.8225, top5_acc//aux0: 0.9447, loss_cls//aux0: 0.6752, loss//aux0: 0.6752 2020-10-15 23:05:16,921 - mmaction - INFO - Epoch [31][60/396] lr: 7.500e-03, eta: 8:44:30, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.7174, top5_acc/: 0.9003, loss_cls/: 1.0804, loss/: 1.0804, grad_norm: 2.9371, top1_acc//aux0: 0.8210, top5_acc//aux0: 0.9430, loss_cls//aux0: 0.6771, loss//aux0: 0.6771 2020-10-15 23:05:17,389 - mmaction - INFO - Epoch [31][60/396] lr: 7.500e-03, eta: 8:44:53, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.7174, top5_acc/: 0.9003, loss_cls/: 1.0804, loss/: 1.0804, grad_norm: 2.9243, top1_acc//aux0: 0.8204, top5_acc//aux0: 0.9421, loss_cls//aux0: 0.6805, loss//aux0: 0.6805 2020-10-15 23:05:37,089 - mmaction - INFO - Epoch [31][80/396] lr: 7.500e-03, eta: 8:44:01, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7143, top5_acc/: 0.8930, loss_cls/: 1.1074, loss/: 1.1074, grad_norm: 2.9547, top1_acc//aux0: 0.8146, top5_acc//aux0: 0.9411, loss_cls//aux0: 0.6975, loss//aux0: 0.6975 2020-10-15 23:05:37,567 - mmaction - INFO - Epoch [31][80/396] lr: 7.500e-03, eta: 8:44:24, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.7143, top5_acc/: 0.8930, loss_cls/: 1.1074, loss/: 1.1074, grad_norm: 2.9548, top1_acc//aux0: 0.8150, top5_acc//aux0: 0.9419, loss_cls//aux0: 0.6938, loss//aux0: 0.6938 2020-10-15 23:05:57,416 - mmaction - INFO - Epoch [31][100/396] lr: 7.500e-03, eta: 8:43:32, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7169, top5_acc/: 0.9031, loss_cls/: 1.0800, loss/: 1.0800, grad_norm: 2.9133, top1_acc//aux0: 0.8150, top5_acc//aux0: 0.9404, loss_cls//aux0: 0.6956, loss//aux0: 0.6956 2020-10-15 23:05:57,934 - mmaction - INFO - Epoch [31][100/396] lr: 7.500e-03, eta: 8:43:56, time: 0.506, data_time: 0.004, memory: 8335, top1_acc/: 0.7169, top5_acc/: 0.9031, loss_cls/: 1.0800, loss/: 1.0800, grad_norm: 2.9022, top1_acc//aux0: 0.8163, top5_acc//aux0: 0.9397, loss_cls//aux0: 0.6957, loss//aux0: 0.6957 2020-10-15 23:06:17,827 - mmaction - INFO - Epoch [31][120/396] lr: 7.500e-03, eta: 8:43:04, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7125, top5_acc/: 0.8951, loss_cls/: 1.1087, loss/: 1.1087, grad_norm: 2.9476, top1_acc//aux0: 0.8196, top5_acc//aux0: 0.9420, loss_cls//aux0: 0.6883, loss//aux0: 0.6883 2020-10-15 23:06:18,290 - mmaction - INFO - Epoch [31][120/396] lr: 7.500e-03, eta: 8:43:28, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.7125, top5_acc/: 0.8951, loss_cls/: 1.1087, loss/: 1.1087, grad_norm: 2.9595, top1_acc//aux0: 0.8184, top5_acc//aux0: 0.9424, loss_cls//aux0: 0.6907, loss//aux0: 0.6907 2020-10-15 23:06:38,152 - mmaction - INFO - Epoch [31][140/396] lr: 7.500e-03, eta: 8:42:36, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.7271, top5_acc/: 0.9010, loss_cls/: 1.0547, loss/: 1.0547, grad_norm: 2.9805, top1_acc//aux0: 0.8195, top5_acc//aux0: 0.9402, loss_cls//aux0: 0.6901, loss//aux0: 0.6901 2020-10-15 23:06:38,611 - mmaction - INFO - Epoch [31][140/396] lr: 7.500e-03, eta: 8:42:59, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.7271, top5_acc/: 0.9010, loss_cls/: 1.0547, loss/: 1.0547, grad_norm: 2.9665, top1_acc//aux0: 0.8195, top5_acc//aux0: 0.9401, loss_cls//aux0: 0.6900, loss//aux0: 0.6900 2020-10-15 23:06:58,429 - mmaction - INFO - Epoch [31][160/396] lr: 7.500e-03, eta: 8:42:08, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7094, top5_acc/: 0.8951, loss_cls/: 1.1133, loss/: 1.1133, grad_norm: 3.0339, top1_acc//aux0: 0.8179, top5_acc//aux0: 0.9420, loss_cls//aux0: 0.6807, loss//aux0: 0.6807 2020-10-15 23:06:58,910 - mmaction - INFO - Epoch [31][160/396] lr: 7.500e-03, eta: 8:42:31, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.7094, top5_acc/: 0.8951, loss_cls/: 1.1133, loss/: 1.1133, grad_norm: 3.0361, top1_acc//aux0: 0.8181, top5_acc//aux0: 0.9417, loss_cls//aux0: 0.6801, loss//aux0: 0.6801 2020-10-15 23:07:18,860 - mmaction - INFO - Epoch [31][180/396] lr: 7.500e-03, eta: 8:41:39, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.7206, top5_acc/: 0.8904, loss_cls/: 1.1044, loss/: 1.1044, grad_norm: 3.0453, top1_acc//aux0: 0.8205, top5_acc//aux0: 0.9431, loss_cls//aux0: 0.6702, loss//aux0: 0.6702 2020-10-15 23:07:19,301 - mmaction - INFO - Epoch [31][180/396] lr: 7.500e-03, eta: 8:42:02, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.7206, top5_acc/: 0.8904, loss_cls/: 1.1044, loss/: 1.1044, grad_norm: 3.0660, top1_acc//aux0: 0.8201, top5_acc//aux0: 0.9427, loss_cls//aux0: 0.6723, loss//aux0: 0.6723 2020-10-15 23:07:39,061 - mmaction - INFO - Epoch [31][200/396] lr: 7.500e-03, eta: 8:41:11, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7117, top5_acc/: 0.8940, loss_cls/: 1.1114, loss/: 1.1114, grad_norm: 3.0234, top1_acc//aux0: 0.8197, top5_acc//aux0: 0.9417, loss_cls//aux0: 0.6865, loss//aux0: 0.6865 2020-10-15 23:07:39,513 - mmaction - INFO - Epoch [31][200/396] lr: 7.500e-03, eta: 8:41:34, time: 0.503, data_time: 0.003, memory: 8335, top1_acc/: 0.7117, top5_acc/: 0.8940, loss_cls/: 1.1114, loss/: 1.1114, grad_norm: 3.0199, top1_acc//aux0: 0.8193, top5_acc//aux0: 0.9417, loss_cls//aux0: 0.6888, loss//aux0: 0.6888 2020-10-15 23:07:59,460 - mmaction - INFO - Epoch [31][220/396] lr: 7.500e-03, eta: 8:40:42, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.7169, top5_acc/: 0.9042, loss_cls/: 1.0643, loss/: 1.0643, grad_norm: 3.0262, top1_acc//aux0: 0.8094, top5_acc//aux0: 0.9382, loss_cls//aux0: 0.7171, loss//aux0: 0.7171 2020-10-15 23:07:59,907 - mmaction - INFO - Epoch [31][220/396] lr: 7.500e-03, eta: 8:41:06, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.7169, top5_acc/: 0.9042, loss_cls/: 1.0643, loss/: 1.0643, grad_norm: 3.0291, top1_acc//aux0: 0.8089, top5_acc//aux0: 0.9383, loss_cls//aux0: 0.7171, loss//aux0: 0.7171 2020-10-15 23:08:19,747 - mmaction - INFO - Epoch [31][240/396] lr: 7.500e-03, eta: 8:40:14, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.7169, top5_acc/: 0.8977, loss_cls/: 1.1201, loss/: 1.1201, grad_norm: 2.9095, top1_acc//aux0: 0.8165, top5_acc//aux0: 0.9418, loss_cls//aux0: 0.6877, loss//aux0: 0.6877 2020-10-15 23:08:20,180 - mmaction - INFO - Epoch [31][240/396] lr: 7.500e-03, eta: 8:40:38, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.7169, top5_acc/: 0.8977, loss_cls/: 1.1201, loss/: 1.1201, grad_norm: 2.9213, top1_acc//aux0: 0.8173, top5_acc//aux0: 0.9421, loss_cls//aux0: 0.6837, loss//aux0: 0.6837 2020-10-15 23:08:39,908 - mmaction - INFO - Epoch [31][260/396] lr: 7.500e-03, eta: 8:39:46, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.7148, top5_acc/: 0.8919, loss_cls/: 1.1235, loss/: 1.1235, grad_norm: 2.8949, top1_acc//aux0: 0.8197, top5_acc//aux0: 0.9417, loss_cls//aux0: 0.6789, loss//aux0: 0.6789 2020-10-15 23:08:40,349 - mmaction - INFO - Epoch [31][260/396] lr: 7.500e-03, eta: 8:40:09, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.7148, top5_acc/: 0.8919, loss_cls/: 1.1235, loss/: 1.1235, grad_norm: 2.9169, top1_acc//aux0: 0.8207, top5_acc//aux0: 0.9419, loss_cls//aux0: 0.6766, loss//aux0: 0.6766 2020-10-15 23:09:00,287 - mmaction - INFO - Epoch [31][280/396] lr: 7.500e-03, eta: 8:39:18, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.7117, top5_acc/: 0.9000, loss_cls/: 1.1206, loss/: 1.1206, grad_norm: 2.9556, top1_acc//aux0: 0.8205, top5_acc//aux0: 0.9433, loss_cls//aux0: 0.6767, loss//aux0: 0.6767 2020-10-15 23:09:00,750 - mmaction - INFO - Epoch [31][280/396] lr: 7.500e-03, eta: 8:39:41, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.7117, top5_acc/: 0.9000, loss_cls/: 1.1206, loss/: 1.1206, grad_norm: 2.9696, top1_acc//aux0: 0.8201, top5_acc//aux0: 0.9437, loss_cls//aux0: 0.6776, loss//aux0: 0.6776 2020-10-15 23:09:20,623 - mmaction - INFO - Epoch [31][300/396] lr: 7.500e-03, eta: 8:38:50, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.7021, top5_acc/: 0.8937, loss_cls/: 1.1217, loss/: 1.1217, grad_norm: 2.9960, top1_acc//aux0: 0.8207, top5_acc//aux0: 0.9436, loss_cls//aux0: 0.6745, loss//aux0: 0.6745 2020-10-15 23:09:21,665 - mmaction - INFO - Epoch [31][300/396] lr: 7.500e-03, eta: 8:39:14, time: 0.541, data_time: 0.003, memory: 8335, top1_acc/: 0.7021, top5_acc/: 0.8937, loss_cls/: 1.1217, loss/: 1.1217, grad_norm: 3.0228, top1_acc//aux0: 0.8196, top5_acc//aux0: 0.9423, loss_cls//aux0: 0.6803, loss//aux0: 0.6803 2020-10-15 23:09:41,546 - mmaction - INFO - Epoch [31][320/396] lr: 7.500e-03, eta: 8:38:23, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7174, top5_acc/: 0.8859, loss_cls/: 1.1141, loss/: 1.1141, grad_norm: 2.9850, top1_acc//aux0: 0.8156, top5_acc//aux0: 0.9411, loss_cls//aux0: 0.6931, loss//aux0: 0.6931 2020-10-15 23:09:42,002 - mmaction - INFO - Epoch [31][320/396] lr: 7.500e-03, eta: 8:38:46, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.7174, top5_acc/: 0.8859, loss_cls/: 1.1141, loss/: 1.1141, grad_norm: 2.9851, top1_acc//aux0: 0.8165, top5_acc//aux0: 0.9413, loss_cls//aux0: 0.6914, loss//aux0: 0.6914 2020-10-15 23:10:01,934 - mmaction - INFO - Epoch [31][340/396] lr: 7.500e-03, eta: 8:37:55, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.7070, top5_acc/: 0.8927, loss_cls/: 1.1387, loss/: 1.1387, grad_norm: 3.0430, top1_acc//aux0: 0.8173, top5_acc//aux0: 0.9449, loss_cls//aux0: 0.6816, loss//aux0: 0.6816 2020-10-15 23:10:02,388 - mmaction - INFO - Epoch [31][340/396] lr: 7.500e-03, eta: 8:38:18, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.7070, top5_acc/: 0.8927, loss_cls/: 1.1387, loss/: 1.1387, grad_norm: 3.0454, top1_acc//aux0: 0.8179, top5_acc//aux0: 0.9456, loss_cls//aux0: 0.6775, loss//aux0: 0.6775 2020-10-15 23:10:22,185 - mmaction - INFO - Epoch [31][360/396] lr: 7.500e-03, eta: 8:37:27, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.7141, top5_acc/: 0.8914, loss_cls/: 1.1042, loss/: 1.1042, grad_norm: 2.9671, top1_acc//aux0: 0.8140, top5_acc//aux0: 0.9415, loss_cls//aux0: 0.6958, loss//aux0: 0.6958 2020-10-15 23:10:22,648 - mmaction - INFO - Epoch [31][360/396] lr: 7.500e-03, eta: 8:37:49, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.7141, top5_acc/: 0.8914, loss_cls/: 1.1042, loss/: 1.1042, grad_norm: 2.9817, top1_acc//aux0: 0.8129, top5_acc//aux0: 0.9408, loss_cls//aux0: 0.6995, loss//aux0: 0.6995 2020-10-15 23:10:42,549 - mmaction - INFO - Epoch [31][380/396] lr: 7.500e-03, eta: 8:36:58, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.7255, top5_acc/: 0.8854, loss_cls/: 1.1340, loss/: 1.1340, grad_norm: 3.0331, top1_acc//aux0: 0.8159, top5_acc//aux0: 0.9411, loss_cls//aux0: 0.6963, loss//aux0: 0.6963 2020-10-15 23:10:43,002 - mmaction - INFO - Epoch [31][380/396] lr: 7.500e-03, eta: 8:37:21, time: 0.503, data_time: 0.003, memory: 8335, top1_acc/: 0.7255, top5_acc/: 0.8854, loss_cls/: 1.1340, loss/: 1.1340, grad_norm: 3.0040, top1_acc//aux0: 0.8167, top5_acc//aux0: 0.9423, loss_cls//aux0: 0.6904, loss//aux0: 0.6904 2020-10-15 23:11:02,541 - mmaction - INFO - Saving checkpoint at 31 epochs 2020-10-15 23:13:36,775 - mmaction - INFO - Epoch [32][20/396] lr: 7.500e-03, eta: 8:35:31, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.7185, top5_acc/: 0.8937, loss_cls/: 1.1132, loss/: 1.1132, grad_norm: 3.0764, top1_acc//aux0: 0.8207, top5_acc//aux0: 0.9437, loss_cls//aux0: 0.6833, loss//aux0: 0.6833 2020-10-15 23:13:37,235 - mmaction - INFO - Epoch [32][20/396] lr: 7.500e-03, eta: 8:35:54, time: 0.503, data_time: 0.004, memory: 8335, top1_acc/: 0.7185, top5_acc/: 0.8937, loss_cls/: 1.1132, loss/: 1.1132, grad_norm: 3.0772, top1_acc//aux0: 0.8201, top5_acc//aux0: 0.9439, loss_cls//aux0: 0.6827, loss//aux0: 0.6827 2020-10-15 23:13:57,257 - mmaction - INFO - Epoch [32][40/396] lr: 7.500e-03, eta: 8:35:04, time: 0.518, data_time: 0.000, memory: 8335, top1_acc/: 0.7169, top5_acc/: 0.9016, loss_cls/: 1.0904, loss/: 1.0904, grad_norm: 2.9755, top1_acc//aux0: 0.8147, top5_acc//aux0: 0.9411, loss_cls//aux0: 0.6872, loss//aux0: 0.6872 2020-10-15 23:13:57,690 - mmaction - INFO - Epoch [32][40/396] lr: 7.500e-03, eta: 8:35:27, time: 0.519, data_time: 0.002, memory: 8335, top1_acc/: 0.7169, top5_acc/: 0.9016, loss_cls/: 1.0904, loss/: 1.0904, grad_norm: 2.9852, top1_acc//aux0: 0.8155, top5_acc//aux0: 0.9410, loss_cls//aux0: 0.6862, loss//aux0: 0.6862 2020-10-15 23:14:17,515 - mmaction - INFO - Epoch [32][60/396] lr: 7.500e-03, eta: 8:34:37, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.7367, top5_acc/: 0.9076, loss_cls/: 1.0160, loss/: 1.0160, grad_norm: 2.9616, top1_acc//aux0: 0.8208, top5_acc//aux0: 0.9434, loss_cls//aux0: 0.6723, loss//aux0: 0.6723 2020-10-15 23:14:17,959 - mmaction - INFO - Epoch [32][60/396] lr: 7.500e-03, eta: 8:34:59, time: 0.514, data_time: 0.002, memory: 8335, top1_acc/: 0.7367, top5_acc/: 0.9076, loss_cls/: 1.0160, loss/: 1.0160, grad_norm: 2.9720, top1_acc//aux0: 0.8210, top5_acc//aux0: 0.9433, loss_cls//aux0: 0.6743, loss//aux0: 0.6743 2020-10-15 23:14:37,708 - mmaction - INFO - Epoch [32][80/396] lr: 7.500e-03, eta: 8:34:09, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.7237, top5_acc/: 0.8956, loss_cls/: 1.0802, loss/: 1.0802, grad_norm: 2.9415, top1_acc//aux0: 0.8181, top5_acc//aux0: 0.9422, loss_cls//aux0: 0.6817, loss//aux0: 0.6817 2020-10-15 23:14:38,219 - mmaction - INFO - Epoch [32][80/396] lr: 7.500e-03, eta: 8:34:31, time: 0.506, data_time: 0.004, memory: 8335, top1_acc/: 0.7237, top5_acc/: 0.8956, loss_cls/: 1.0802, loss/: 1.0802, grad_norm: 2.9379, top1_acc//aux0: 0.8180, top5_acc//aux0: 0.9421, loss_cls//aux0: 0.6824, loss//aux0: 0.6824 2020-10-15 23:14:58,007 - mmaction - INFO - Epoch [32][100/396] lr: 7.500e-03, eta: 8:33:41, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.7276, top5_acc/: 0.8974, loss_cls/: 1.0954, loss/: 1.0954, grad_norm: 2.9882, top1_acc//aux0: 0.8163, top5_acc//aux0: 0.9415, loss_cls//aux0: 0.6980, loss//aux0: 0.6980 2020-10-15 23:14:58,464 - mmaction - INFO - Epoch [32][100/396] lr: 7.500e-03, eta: 8:34:03, time: 0.504, data_time: 0.001, memory: 8335, top1_acc/: 0.7276, top5_acc/: 0.8974, loss_cls/: 1.0954, loss/: 1.0954, grad_norm: 2.9859, top1_acc//aux0: 0.8156, top5_acc//aux0: 0.9417, loss_cls//aux0: 0.6963, loss//aux0: 0.6963 2020-10-15 23:15:18,295 - mmaction - INFO - Epoch [32][120/396] lr: 7.500e-03, eta: 8:33:13, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.7331, top5_acc/: 0.9049, loss_cls/: 1.0349, loss/: 1.0349, grad_norm: 2.9329, top1_acc//aux0: 0.8206, top5_acc//aux0: 0.9419, loss_cls//aux0: 0.6745, loss//aux0: 0.6745 2020-10-15 23:15:18,763 - mmaction - INFO - Epoch [32][120/396] lr: 7.500e-03, eta: 8:33:35, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.7331, top5_acc/: 0.9049, loss_cls/: 1.0349, loss/: 1.0349, grad_norm: 2.9431, top1_acc//aux0: 0.8208, top5_acc//aux0: 0.9421, loss_cls//aux0: 0.6750, loss//aux0: 0.6750 2020-10-15 23:15:38,471 - mmaction - INFO - Epoch [32][140/396] lr: 7.500e-03, eta: 8:32:45, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7167, top5_acc/: 0.9003, loss_cls/: 1.0925, loss/: 1.0925, grad_norm: 2.9852, top1_acc//aux0: 0.8161, top5_acc//aux0: 0.9398, loss_cls//aux0: 0.6974, loss//aux0: 0.6974 2020-10-15 23:15:38,947 - mmaction - INFO - Epoch [32][140/396] lr: 7.500e-03, eta: 8:33:07, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.7167, top5_acc/: 0.9003, loss_cls/: 1.0925, loss/: 1.0925, grad_norm: 2.9999, top1_acc//aux0: 0.8149, top5_acc//aux0: 0.9393, loss_cls//aux0: 0.7021, loss//aux0: 0.7021 2020-10-15 23:15:59,023 - mmaction - INFO - Epoch [32][160/396] lr: 7.500e-03, eta: 8:32:18, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.7182, top5_acc/: 0.8953, loss_cls/: 1.1061, loss/: 1.1061, grad_norm: 3.0305, top1_acc//aux0: 0.8196, top5_acc//aux0: 0.9417, loss_cls//aux0: 0.6890, loss//aux0: 0.6890 2020-10-15 23:15:59,497 - mmaction - INFO - Epoch [32][160/396] lr: 7.500e-03, eta: 8:32:40, time: 0.518, data_time: 0.002, memory: 8335, top1_acc/: 0.7182, top5_acc/: 0.8953, loss_cls/: 1.1061, loss/: 1.1061, grad_norm: 3.0163, top1_acc//aux0: 0.8204, top5_acc//aux0: 0.9418, loss_cls//aux0: 0.6851, loss//aux0: 0.6851 2020-10-15 23:16:19,298 - mmaction - INFO - Epoch [32][180/396] lr: 7.500e-03, eta: 8:31:50, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.7063, top5_acc/: 0.8862, loss_cls/: 1.1280, loss/: 1.1280, grad_norm: 3.0029, top1_acc//aux0: 0.8159, top5_acc//aux0: 0.9412, loss_cls//aux0: 0.6888, loss//aux0: 0.6888 2020-10-15 23:16:19,762 - mmaction - INFO - Epoch [32][180/396] lr: 7.500e-03, eta: 8:32:12, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.7063, top5_acc/: 0.8862, loss_cls/: 1.1280, loss/: 1.1280, grad_norm: 3.0131, top1_acc//aux0: 0.8158, top5_acc//aux0: 0.9413, loss_cls//aux0: 0.6893, loss//aux0: 0.6893 2020-10-15 23:16:39,646 - mmaction - INFO - Epoch [32][200/396] lr: 7.500e-03, eta: 8:31:23, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.7258, top5_acc/: 0.8948, loss_cls/: 1.0875, loss/: 1.0875, grad_norm: 3.0257, top1_acc//aux0: 0.8147, top5_acc//aux0: 0.9413, loss_cls//aux0: 0.6935, loss//aux0: 0.6935 2020-10-15 23:16:40,122 - mmaction - INFO - Epoch [32][200/396] lr: 7.500e-03, eta: 8:31:45, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.7258, top5_acc/: 0.8948, loss_cls/: 1.0875, loss/: 1.0875, grad_norm: 3.0260, top1_acc//aux0: 0.8151, top5_acc//aux0: 0.9411, loss_cls//aux0: 0.6943, loss//aux0: 0.6943 2020-10-15 23:16:59,906 - mmaction - INFO - Epoch [32][220/396] lr: 7.500e-03, eta: 8:30:55, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7172, top5_acc/: 0.8982, loss_cls/: 1.1053, loss/: 1.1053, grad_norm: 2.9568, top1_acc//aux0: 0.8224, top5_acc//aux0: 0.9444, loss_cls//aux0: 0.6697, loss//aux0: 0.6697 2020-10-15 23:17:00,366 - mmaction - INFO - Epoch [32][220/396] lr: 7.500e-03, eta: 8:31:17, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.7172, top5_acc/: 0.8982, loss_cls/: 1.1053, loss/: 1.1053, grad_norm: 2.9543, top1_acc//aux0: 0.8225, top5_acc//aux0: 0.9449, loss_cls//aux0: 0.6664, loss//aux0: 0.6664 2020-10-15 23:17:20,374 - mmaction - INFO - Epoch [32][240/396] lr: 7.500e-03, eta: 8:30:27, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7151, top5_acc/: 0.8995, loss_cls/: 1.0957, loss/: 1.0957, grad_norm: 2.9959, top1_acc//aux0: 0.8194, top5_acc//aux0: 0.9417, loss_cls//aux0: 0.6803, loss//aux0: 0.6803 2020-10-15 23:17:20,810 - mmaction - INFO - Epoch [32][240/396] lr: 7.500e-03, eta: 8:30:49, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.7151, top5_acc/: 0.8995, loss_cls/: 1.0957, loss/: 1.0957, grad_norm: 2.9652, top1_acc//aux0: 0.8204, top5_acc//aux0: 0.9421, loss_cls//aux0: 0.6774, loss//aux0: 0.6774 2020-10-15 23:17:40,657 - mmaction - INFO - Epoch [32][260/396] lr: 7.500e-03, eta: 8:30:00, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.7312, top5_acc/: 0.8990, loss_cls/: 1.0679, loss/: 1.0679, grad_norm: 2.9816, top1_acc//aux0: 0.8125, top5_acc//aux0: 0.9401, loss_cls//aux0: 0.7066, loss//aux0: 0.7066 2020-10-15 23:17:41,099 - mmaction - INFO - Epoch [32][260/396] lr: 7.500e-03, eta: 8:30:22, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.7312, top5_acc/: 0.8990, loss_cls/: 1.0679, loss/: 1.0679, grad_norm: 2.9827, top1_acc//aux0: 0.8111, top5_acc//aux0: 0.9392, loss_cls//aux0: 0.7138, loss//aux0: 0.7138 2020-10-15 23:18:00,948 - mmaction - INFO - Epoch [32][280/396] lr: 7.500e-03, eta: 8:29:32, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.7266, top5_acc/: 0.8951, loss_cls/: 1.0753, loss/: 1.0753, grad_norm: 3.0133, top1_acc//aux0: 0.8156, top5_acc//aux0: 0.9389, loss_cls//aux0: 0.7013, loss//aux0: 0.7013 2020-10-15 23:18:01,421 - mmaction - INFO - Epoch [32][280/396] lr: 7.500e-03, eta: 8:29:54, time: 0.504, data_time: 0.003, memory: 8335, top1_acc/: 0.7266, top5_acc/: 0.8951, loss_cls/: 1.0753, loss/: 1.0753, grad_norm: 3.0026, top1_acc//aux0: 0.8165, top5_acc//aux0: 0.9392, loss_cls//aux0: 0.6966, loss//aux0: 0.6966 2020-10-15 23:18:21,289 - mmaction - INFO - Epoch [32][300/396] lr: 7.500e-03, eta: 8:29:04, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.7128, top5_acc/: 0.8940, loss_cls/: 1.1229, loss/: 1.1229, grad_norm: 2.9944, top1_acc//aux0: 0.8165, top5_acc//aux0: 0.9435, loss_cls//aux0: 0.6801, loss//aux0: 0.6801 2020-10-15 23:18:21,752 - mmaction - INFO - Epoch [32][300/396] lr: 7.500e-03, eta: 8:29:26, time: 0.510, data_time: 0.004, memory: 8335, top1_acc/: 0.7128, top5_acc/: 0.8940, loss_cls/: 1.1229, loss/: 1.1229, grad_norm: 3.0182, top1_acc//aux0: 0.8156, top5_acc//aux0: 0.9439, loss_cls//aux0: 0.6819, loss//aux0: 0.6819 2020-10-15 23:18:41,673 - mmaction - INFO - Epoch [32][320/396] lr: 7.500e-03, eta: 8:28:37, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.7250, top5_acc/: 0.8979, loss_cls/: 1.0772, loss/: 1.0772, grad_norm: 2.9772, top1_acc//aux0: 0.8139, top5_acc//aux0: 0.9421, loss_cls//aux0: 0.6958, loss//aux0: 0.6958 2020-10-15 23:18:42,118 - mmaction - INFO - Epoch [32][320/396] lr: 7.500e-03, eta: 8:28:58, time: 0.502, data_time: 0.003, memory: 8335, top1_acc/: 0.7250, top5_acc/: 0.8979, loss_cls/: 1.0772, loss/: 1.0772, grad_norm: 2.9721, top1_acc//aux0: 0.8142, top5_acc//aux0: 0.9414, loss_cls//aux0: 0.6975, loss//aux0: 0.6975 2020-10-15 23:19:02,040 - mmaction - INFO - Epoch [32][340/396] lr: 7.500e-03, eta: 8:28:09, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.7036, top5_acc/: 0.8810, loss_cls/: 1.1431, loss/: 1.1431, grad_norm: 2.9664, top1_acc//aux0: 0.8171, top5_acc//aux0: 0.9424, loss_cls//aux0: 0.6868, loss//aux0: 0.6868 2020-10-15 23:19:02,523 - mmaction - INFO - Epoch [32][340/396] lr: 7.500e-03, eta: 8:28:31, time: 0.513, data_time: 0.003, memory: 8335, top1_acc/: 0.7036, top5_acc/: 0.8810, loss_cls/: 1.1431, loss/: 1.1431, grad_norm: 2.9609, top1_acc//aux0: 0.8154, top5_acc//aux0: 0.9421, loss_cls//aux0: 0.6907, loss//aux0: 0.6907 2020-10-15 23:19:22,242 - mmaction - INFO - Epoch [32][360/396] lr: 7.500e-03, eta: 8:27:42, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7065, top5_acc/: 0.8969, loss_cls/: 1.1226, loss/: 1.1226, grad_norm: 3.0362, top1_acc//aux0: 0.8135, top5_acc//aux0: 0.9410, loss_cls//aux0: 0.7023, loss//aux0: 0.7023 2020-10-15 23:19:22,693 - mmaction - INFO - Epoch [32][360/396] lr: 7.500e-03, eta: 8:28:03, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.7065, top5_acc/: 0.8969, loss_cls/: 1.1226, loss/: 1.1226, grad_norm: 3.0476, top1_acc//aux0: 0.8147, top5_acc//aux0: 0.9419, loss_cls//aux0: 0.6964, loss//aux0: 0.6964 2020-10-15 23:19:42,461 - mmaction - INFO - Epoch [32][380/396] lr: 7.500e-03, eta: 8:27:14, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7112, top5_acc/: 0.8924, loss_cls/: 1.1232, loss/: 1.1232, grad_norm: 2.9814, top1_acc//aux0: 0.8221, top5_acc//aux0: 0.9429, loss_cls//aux0: 0.6702, loss//aux0: 0.6702 2020-10-15 23:19:42,936 - mmaction - INFO - Epoch [32][380/396] lr: 7.500e-03, eta: 8:27:36, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.7112, top5_acc/: 0.8924, loss_cls/: 1.1232, loss/: 1.1232, grad_norm: 3.0184, top1_acc//aux0: 0.8226, top5_acc//aux0: 0.9424, loss_cls//aux0: 0.6713, loss//aux0: 0.6713 2020-10-15 23:20:00,828 - mmaction - INFO - Saving checkpoint at 32 epochs 2020-10-15 23:22:38,006 - mmaction - INFO - Epoch [33][20/396] lr: 7.500e-03, eta: 8:25:50, time: 0.495, data_time: 0.000, memory: 8335, top1_acc/: 0.7266, top5_acc/: 0.9031, loss_cls/: 1.0604, loss/: 1.0604, grad_norm: 2.9427, top1_acc//aux0: 0.8220, top5_acc//aux0: 0.9420, loss_cls//aux0: 0.6700, loss//aux0: 0.6700 2020-10-15 23:22:38,471 - mmaction - INFO - Epoch [33][20/396] lr: 7.500e-03, eta: 8:26:11, time: 0.496, data_time: 0.002, memory: 8335, top1_acc/: 0.7266, top5_acc/: 0.9031, loss_cls/: 1.0604, loss/: 1.0604, grad_norm: 2.9543, top1_acc//aux0: 0.8218, top5_acc//aux0: 0.9422, loss_cls//aux0: 0.6703, loss//aux0: 0.6703 2020-10-15 23:22:58,472 - mmaction - INFO - Epoch [33][40/396] lr: 7.500e-03, eta: 8:25:22, time: 0.518, data_time: 0.000, memory: 8335, top1_acc/: 0.7227, top5_acc/: 0.8990, loss_cls/: 1.0923, loss/: 1.0923, grad_norm: 3.0704, top1_acc//aux0: 0.8152, top5_acc//aux0: 0.9423, loss_cls//aux0: 0.6986, loss//aux0: 0.6986 2020-10-15 23:22:58,930 - mmaction - INFO - Epoch [33][40/396] lr: 7.500e-03, eta: 8:25:44, time: 0.521, data_time: 0.004, memory: 8335, top1_acc/: 0.7227, top5_acc/: 0.8990, loss_cls/: 1.0923, loss/: 1.0923, grad_norm: 3.0736, top1_acc//aux0: 0.8145, top5_acc//aux0: 0.9418, loss_cls//aux0: 0.7006, loss//aux0: 0.7006 2020-10-15 23:23:18,694 - mmaction - INFO - Epoch [33][60/396] lr: 7.500e-03, eta: 8:24:56, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7169, top5_acc/: 0.9013, loss_cls/: 1.0848, loss/: 1.0848, grad_norm: 2.9601, top1_acc//aux0: 0.8199, top5_acc//aux0: 0.9408, loss_cls//aux0: 0.6820, loss//aux0: 0.6820 2020-10-15 23:23:19,142 - mmaction - INFO - Epoch [33][60/396] lr: 7.500e-03, eta: 8:25:17, time: 0.506, data_time: 0.003, memory: 8335, top1_acc/: 0.7169, top5_acc/: 0.9013, loss_cls/: 1.0848, loss/: 1.0848, grad_norm: 2.9851, top1_acc//aux0: 0.8202, top5_acc//aux0: 0.9412, loss_cls//aux0: 0.6796, loss//aux0: 0.6796 2020-10-15 23:23:38,917 - mmaction - INFO - Epoch [33][80/396] lr: 7.500e-03, eta: 8:24:28, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.7224, top5_acc/: 0.9023, loss_cls/: 1.0847, loss/: 1.0847, grad_norm: 2.9746, top1_acc//aux0: 0.8191, top5_acc//aux0: 0.9418, loss_cls//aux0: 0.6797, loss//aux0: 0.6797 2020-10-15 23:23:39,348 - mmaction - INFO - Epoch [33][80/396] lr: 7.500e-03, eta: 8:24:49, time: 0.501, data_time: 0.002, memory: 8335, top1_acc/: 0.7224, top5_acc/: 0.9023, loss_cls/: 1.0847, loss/: 1.0847, grad_norm: 2.9754, top1_acc//aux0: 0.8206, top5_acc//aux0: 0.9422, loss_cls//aux0: 0.6775, loss//aux0: 0.6775 2020-10-15 23:23:59,188 - mmaction - INFO - Epoch [33][100/396] lr: 7.500e-03, eta: 8:24:00, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.7169, top5_acc/: 0.8935, loss_cls/: 1.0868, loss/: 1.0868, grad_norm: 2.9860, top1_acc//aux0: 0.8204, top5_acc//aux0: 0.9431, loss_cls//aux0: 0.6755, loss//aux0: 0.6755 2020-10-15 23:23:59,664 - mmaction - INFO - Epoch [33][100/396] lr: 7.500e-03, eta: 8:24:21, time: 0.506, data_time: 0.004, memory: 8335, top1_acc/: 0.7169, top5_acc/: 0.8935, loss_cls/: 1.0868, loss/: 1.0868, grad_norm: 2.9792, top1_acc//aux0: 0.8189, top5_acc//aux0: 0.9421, loss_cls//aux0: 0.6801, loss//aux0: 0.6801 2020-10-15 23:24:19,452 - mmaction - INFO - Epoch [33][120/396] lr: 7.500e-03, eta: 8:23:33, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.7221, top5_acc/: 0.9044, loss_cls/: 1.0666, loss/: 1.0666, grad_norm: 2.9746, top1_acc//aux0: 0.8214, top5_acc//aux0: 0.9436, loss_cls//aux0: 0.6683, loss//aux0: 0.6683 2020-10-15 23:24:19,939 - mmaction - INFO - Epoch [33][120/396] lr: 7.500e-03, eta: 8:23:54, time: 0.506, data_time: 0.003, memory: 8335, top1_acc/: 0.7221, top5_acc/: 0.9044, loss_cls/: 1.0666, loss/: 1.0666, grad_norm: 2.9941, top1_acc//aux0: 0.8220, top5_acc//aux0: 0.9443, loss_cls//aux0: 0.6683, loss//aux0: 0.6683 2020-10-15 23:24:39,632 - mmaction - INFO - Epoch [33][140/396] lr: 7.500e-03, eta: 8:23:05, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.7091, top5_acc/: 0.8982, loss_cls/: 1.1108, loss/: 1.1108, grad_norm: 3.0220, top1_acc//aux0: 0.8228, top5_acc//aux0: 0.9434, loss_cls//aux0: 0.6651, loss//aux0: 0.6651 2020-10-15 23:24:40,086 - mmaction - INFO - Epoch [33][140/396] lr: 7.500e-03, eta: 8:23:26, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.7091, top5_acc/: 0.8982, loss_cls/: 1.1108, loss/: 1.1108, grad_norm: 3.0380, top1_acc//aux0: 0.8231, top5_acc//aux0: 0.9435, loss_cls//aux0: 0.6633, loss//aux0: 0.6633 2020-10-15 23:24:59,780 - mmaction - INFO - Epoch [33][160/396] lr: 7.500e-03, eta: 8:22:37, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7312, top5_acc/: 0.9003, loss_cls/: 1.0443, loss/: 1.0443, grad_norm: 3.0276, top1_acc//aux0: 0.8160, top5_acc//aux0: 0.9397, loss_cls//aux0: 0.6902, loss//aux0: 0.6902 2020-10-15 23:25:00,254 - mmaction - INFO - Epoch [33][160/396] lr: 7.500e-03, eta: 8:22:59, time: 0.506, data_time: 0.003, memory: 8335, top1_acc/: 0.7312, top5_acc/: 0.9003, loss_cls/: 1.0443, loss/: 1.0443, grad_norm: 3.0231, top1_acc//aux0: 0.8166, top5_acc//aux0: 0.9394, loss_cls//aux0: 0.6880, loss//aux0: 0.6880 2020-10-15 23:25:20,063 - mmaction - INFO - Epoch [33][180/396] lr: 7.500e-03, eta: 8:22:10, time: 0.506, data_time: 0.001, memory: 8335, top1_acc/: 0.7266, top5_acc/: 0.9042, loss_cls/: 1.0602, loss/: 1.0602, grad_norm: 2.9857, top1_acc//aux0: 0.8156, top5_acc//aux0: 0.9431, loss_cls//aux0: 0.6880, loss//aux0: 0.6880 2020-10-15 23:25:20,589 - mmaction - INFO - Epoch [33][180/396] lr: 7.500e-03, eta: 8:22:31, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.7266, top5_acc/: 0.9042, loss_cls/: 1.0602, loss/: 1.0602, grad_norm: 2.9735, top1_acc//aux0: 0.8150, top5_acc//aux0: 0.9434, loss_cls//aux0: 0.6890, loss//aux0: 0.6890 2020-10-15 23:25:40,571 - mmaction - INFO - Epoch [33][200/396] lr: 7.500e-03, eta: 8:21:43, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.7206, top5_acc/: 0.9029, loss_cls/: 1.0653, loss/: 1.0653, grad_norm: 3.0303, top1_acc//aux0: 0.8176, top5_acc//aux0: 0.9427, loss_cls//aux0: 0.6881, loss//aux0: 0.6881 2020-10-15 23:25:41,018 - mmaction - INFO - Epoch [33][200/396] lr: 7.500e-03, eta: 8:22:04, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.7206, top5_acc/: 0.9029, loss_cls/: 1.0653, loss/: 1.0653, grad_norm: 3.0312, top1_acc//aux0: 0.8172, top5_acc//aux0: 0.9417, loss_cls//aux0: 0.6920, loss//aux0: 0.6920 2020-10-15 23:26:00,676 - mmaction - INFO - Epoch [33][220/396] lr: 7.500e-03, eta: 8:21:16, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.7156, top5_acc/: 0.8927, loss_cls/: 1.1089, loss/: 1.1089, grad_norm: 3.0094, top1_acc//aux0: 0.8201, top5_acc//aux0: 0.9427, loss_cls//aux0: 0.6789, loss//aux0: 0.6789 2020-10-15 23:26:01,127 - mmaction - INFO - Epoch [33][220/396] lr: 7.500e-03, eta: 8:21:37, time: 0.504, data_time: 0.003, memory: 8335, top1_acc/: 0.7156, top5_acc/: 0.8927, loss_cls/: 1.1089, loss/: 1.1089, grad_norm: 2.9962, top1_acc//aux0: 0.8197, top5_acc//aux0: 0.9435, loss_cls//aux0: 0.6764, loss//aux0: 0.6764 2020-10-15 23:26:20,762 - mmaction - INFO - Epoch [33][240/396] lr: 7.500e-03, eta: 8:20:48, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.7096, top5_acc/: 0.8875, loss_cls/: 1.1427, loss/: 1.1427, grad_norm: 2.9702, top1_acc//aux0: 0.8178, top5_acc//aux0: 0.9415, loss_cls//aux0: 0.6812, loss//aux0: 0.6812 2020-10-15 23:26:21,219 - mmaction - INFO - Epoch [33][240/396] lr: 7.500e-03, eta: 8:21:09, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.7096, top5_acc/: 0.8875, loss_cls/: 1.1427, loss/: 1.1427, grad_norm: 2.9677, top1_acc//aux0: 0.8185, top5_acc//aux0: 0.9415, loss_cls//aux0: 0.6797, loss//aux0: 0.6797 2020-10-15 23:26:41,348 - mmaction - INFO - Epoch [33][260/396] lr: 7.500e-03, eta: 8:20:22, time: 0.520, data_time: 0.000, memory: 8335, top1_acc/: 0.7104, top5_acc/: 0.8906, loss_cls/: 1.1307, loss/: 1.1307, grad_norm: 3.0066, top1_acc//aux0: 0.8188, top5_acc//aux0: 0.9447, loss_cls//aux0: 0.6784, loss//aux0: 0.6784 2020-10-15 23:26:41,845 - mmaction - INFO - Epoch [33][260/396] lr: 7.500e-03, eta: 8:20:43, time: 0.522, data_time: 0.002, memory: 8335, top1_acc/: 0.7104, top5_acc/: 0.8906, loss_cls/: 1.1307, loss/: 1.1307, grad_norm: 3.0046, top1_acc//aux0: 0.8187, top5_acc//aux0: 0.9443, loss_cls//aux0: 0.6808, loss//aux0: 0.6808 2020-10-15 23:27:01,724 - mmaction - INFO - Epoch [33][280/396] lr: 7.500e-03, eta: 8:19:55, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7044, top5_acc/: 0.8885, loss_cls/: 1.1463, loss/: 1.1463, grad_norm: 3.0285, top1_acc//aux0: 0.8233, top5_acc//aux0: 0.9463, loss_cls//aux0: 0.6645, loss//aux0: 0.6645 2020-10-15 23:27:02,170 - mmaction - INFO - Epoch [33][280/396] lr: 7.500e-03, eta: 8:20:16, time: 0.512, data_time: 0.008, memory: 8335, top1_acc/: 0.7044, top5_acc/: 0.8885, loss_cls/: 1.1463, loss/: 1.1463, grad_norm: 3.0159, top1_acc//aux0: 0.8242, top5_acc//aux0: 0.9470, loss_cls//aux0: 0.6616, loss//aux0: 0.6616 2020-10-15 23:27:22,118 - mmaction - INFO - Epoch [33][300/396] lr: 7.500e-03, eta: 8:19:28, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.7102, top5_acc/: 0.8854, loss_cls/: 1.1335, loss/: 1.1335, grad_norm: 2.9746, top1_acc//aux0: 0.8170, top5_acc//aux0: 0.9421, loss_cls//aux0: 0.6906, loss//aux0: 0.6906 2020-10-15 23:27:22,570 - mmaction - INFO - Epoch [33][300/396] lr: 7.500e-03, eta: 8:19:50, time: 0.516, data_time: 0.003, memory: 8335, top1_acc/: 0.7102, top5_acc/: 0.8854, loss_cls/: 1.1335, loss/: 1.1335, grad_norm: 2.9674, top1_acc//aux0: 0.8163, top5_acc//aux0: 0.9421, loss_cls//aux0: 0.6926, loss//aux0: 0.6926 2020-10-15 23:27:42,636 - mmaction - INFO - Epoch [33][320/396] lr: 7.500e-03, eta: 8:19:02, time: 0.517, data_time: 0.000, memory: 8335, top1_acc/: 0.7078, top5_acc/: 0.8930, loss_cls/: 1.1256, loss/: 1.1256, grad_norm: 3.1632, top1_acc//aux0: 0.8171, top5_acc//aux0: 0.9422, loss_cls//aux0: 0.6885, loss//aux0: 0.6885 2020-10-15 23:27:43,078 - mmaction - INFO - Epoch [33][320/396] lr: 7.500e-03, eta: 8:19:23, time: 0.517, data_time: 0.002, memory: 8335, top1_acc/: 0.7078, top5_acc/: 0.8930, loss_cls/: 1.1256, loss/: 1.1256, grad_norm: 3.1638, top1_acc//aux0: 0.8172, top5_acc//aux0: 0.9419, loss_cls//aux0: 0.6878, loss//aux0: 0.6878 2020-10-15 23:28:02,888 - mmaction - INFO - Epoch [33][340/396] lr: 7.500e-03, eta: 8:18:36, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.7115, top5_acc/: 0.8898, loss_cls/: 1.1327, loss/: 1.1327, grad_norm: 3.0171, top1_acc//aux0: 0.8169, top5_acc//aux0: 0.9410, loss_cls//aux0: 0.6867, loss//aux0: 0.6867 2020-10-15 23:28:03,347 - mmaction - INFO - Epoch [33][340/396] lr: 7.500e-03, eta: 8:18:57, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.7115, top5_acc/: 0.8898, loss_cls/: 1.1327, loss/: 1.1327, grad_norm: 3.0256, top1_acc//aux0: 0.8165, top5_acc//aux0: 0.9411, loss_cls//aux0: 0.6883, loss//aux0: 0.6883 2020-10-15 23:28:23,116 - mmaction - INFO - Epoch [33][360/396] lr: 7.500e-03, eta: 8:18:09, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7294, top5_acc/: 0.9081, loss_cls/: 1.0659, loss/: 1.0659, grad_norm: 3.0385, top1_acc//aux0: 0.8161, top5_acc//aux0: 0.9399, loss_cls//aux0: 0.6895, loss//aux0: 0.6895 2020-10-15 23:28:23,549 - mmaction - INFO - Epoch [33][360/396] lr: 7.500e-03, eta: 8:18:29, time: 0.506, data_time: 0.001, memory: 8335, top1_acc/: 0.7294, top5_acc/: 0.9081, loss_cls/: 1.0659, loss/: 1.0659, grad_norm: 3.0312, top1_acc//aux0: 0.8164, top5_acc//aux0: 0.9395, loss_cls//aux0: 0.6879, loss//aux0: 0.6879 2020-10-15 23:28:43,472 - mmaction - INFO - Epoch [33][380/396] lr: 7.500e-03, eta: 8:17:42, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.7052, top5_acc/: 0.8872, loss_cls/: 1.1573, loss/: 1.1573, grad_norm: 2.9543, top1_acc//aux0: 0.8248, top5_acc//aux0: 0.9425, loss_cls//aux0: 0.6668, loss//aux0: 0.6668 2020-10-15 23:28:43,911 - mmaction - INFO - Epoch [33][380/396] lr: 7.500e-03, eta: 8:18:02, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.7052, top5_acc/: 0.8872, loss_cls/: 1.1573, loss/: 1.1573, grad_norm: 2.9654, top1_acc//aux0: 0.8252, top5_acc//aux0: 0.9428, loss_cls//aux0: 0.6653, loss//aux0: 0.6653 2020-10-15 23:29:01,939 - mmaction - INFO - Saving checkpoint at 33 epochs 2020-10-15 23:31:57,808 - mmaction - INFO - Epoch [34][20/396] lr: 7.500e-03, eta: 8:16:20, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7240, top5_acc/: 0.8935, loss_cls/: 1.0783, loss/: 1.0783, grad_norm: 2.9774, top1_acc//aux0: 0.8197, top5_acc//aux0: 0.9400, loss_cls//aux0: 0.6837, loss//aux0: 0.6837 2020-10-15 23:31:58,243 - mmaction - INFO - Epoch [34][20/396] lr: 7.500e-03, eta: 8:16:41, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.7240, top5_acc/: 0.8935, loss_cls/: 1.0783, loss/: 1.0783, grad_norm: 2.9814, top1_acc//aux0: 0.8201, top5_acc//aux0: 0.9407, loss_cls//aux0: 0.6813, loss//aux0: 0.6813 2020-10-15 23:32:17,916 - mmaction - INFO - Epoch [34][40/396] lr: 7.500e-03, eta: 8:15:53, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.7336, top5_acc/: 0.9000, loss_cls/: 1.0683, loss/: 1.0683, grad_norm: 2.9980, top1_acc//aux0: 0.8213, top5_acc//aux0: 0.9429, loss_cls//aux0: 0.6702, loss//aux0: 0.6702 2020-10-15 23:32:18,352 - mmaction - INFO - Epoch [34][40/396] lr: 7.500e-03, eta: 8:16:14, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.7336, top5_acc/: 0.9000, loss_cls/: 1.0683, loss/: 1.0683, grad_norm: 3.0107, top1_acc//aux0: 0.8213, top5_acc//aux0: 0.9425, loss_cls//aux0: 0.6716, loss//aux0: 0.6716 2020-10-15 23:32:38,144 - mmaction - INFO - Epoch [34][60/396] lr: 7.500e-03, eta: 8:15:26, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.7245, top5_acc/: 0.9026, loss_cls/: 1.0572, loss/: 1.0572, grad_norm: 3.2578, top1_acc//aux0: 0.8175, top5_acc//aux0: 0.9426, loss_cls//aux0: 0.6829, loss//aux0: 0.6829 2020-10-15 23:32:38,639 - mmaction - INFO - Epoch [34][60/396] lr: 7.500e-03, eta: 8:15:47, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.7245, top5_acc/: 0.9026, loss_cls/: 1.0572, loss/: 1.0572, grad_norm: 3.2582, top1_acc//aux0: 0.8165, top5_acc//aux0: 0.9425, loss_cls//aux0: 0.6857, loss//aux0: 0.6857 2020-10-15 23:32:58,626 - mmaction - INFO - Epoch [34][80/396] lr: 7.500e-03, eta: 8:15:00, time: 0.517, data_time: 0.000, memory: 8335, top1_acc/: 0.7250, top5_acc/: 0.8945, loss_cls/: 1.0850, loss/: 1.0850, grad_norm: 3.0067, top1_acc//aux0: 0.8178, top5_acc//aux0: 0.9436, loss_cls//aux0: 0.6763, loss//aux0: 0.6763 2020-10-15 23:32:59,091 - mmaction - INFO - Epoch [34][80/396] lr: 7.500e-03, eta: 8:15:21, time: 0.519, data_time: 0.003, memory: 8335, top1_acc/: 0.7250, top5_acc/: 0.8945, loss_cls/: 1.0850, loss/: 1.0850, grad_norm: 3.0151, top1_acc//aux0: 0.8178, top5_acc//aux0: 0.9433, loss_cls//aux0: 0.6790, loss//aux0: 0.6790 2020-10-15 23:33:19,103 - mmaction - INFO - Epoch [34][100/396] lr: 7.500e-03, eta: 8:14:33, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.7206, top5_acc/: 0.8987, loss_cls/: 1.0804, loss/: 1.0804, grad_norm: 3.1560, top1_acc//aux0: 0.8166, top5_acc//aux0: 0.9398, loss_cls//aux0: 0.6967, loss//aux0: 0.6967 2020-10-15 23:33:19,560 - mmaction - INFO - Epoch [34][100/396] lr: 7.500e-03, eta: 8:14:54, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.7206, top5_acc/: 0.8987, loss_cls/: 1.0804, loss/: 1.0804, grad_norm: 3.1685, top1_acc//aux0: 0.8163, top5_acc//aux0: 0.9394, loss_cls//aux0: 0.6967, loss//aux0: 0.6967 2020-10-15 23:33:39,632 - mmaction - INFO - Epoch [34][120/396] lr: 7.500e-03, eta: 8:14:07, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.7365, top5_acc/: 0.9057, loss_cls/: 1.0469, loss/: 1.0469, grad_norm: 3.0454, top1_acc//aux0: 0.8173, top5_acc//aux0: 0.9398, loss_cls//aux0: 0.7021, loss//aux0: 0.7021 2020-10-15 23:33:40,114 - mmaction - INFO - Epoch [34][120/396] lr: 7.500e-03, eta: 8:14:27, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.7365, top5_acc/: 0.9057, loss_cls/: 1.0469, loss/: 1.0469, grad_norm: 3.0293, top1_acc//aux0: 0.8191, top5_acc//aux0: 0.9402, loss_cls//aux0: 0.6975, loss//aux0: 0.6975 2020-10-15 23:34:00,065 - mmaction - INFO - Epoch [34][140/396] lr: 7.500e-03, eta: 8:13:40, time: 0.517, data_time: 0.000, memory: 8335, top1_acc/: 0.7305, top5_acc/: 0.9049, loss_cls/: 1.0300, loss/: 1.0300, grad_norm: 2.9962, top1_acc//aux0: 0.8200, top5_acc//aux0: 0.9433, loss_cls//aux0: 0.6756, loss//aux0: 0.6756 2020-10-15 23:34:00,499 - mmaction - INFO - Epoch [34][140/396] lr: 7.500e-03, eta: 8:14:01, time: 0.516, data_time: 0.003, memory: 8335, top1_acc/: 0.7305, top5_acc/: 0.9049, loss_cls/: 1.0300, loss/: 1.0300, grad_norm: 3.0207, top1_acc//aux0: 0.8190, top5_acc//aux0: 0.9438, loss_cls//aux0: 0.6761, loss//aux0: 0.6761 2020-10-15 23:34:20,364 - mmaction - INFO - Epoch [34][160/396] lr: 7.500e-03, eta: 8:13:14, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.7164, top5_acc/: 0.8948, loss_cls/: 1.0992, loss/: 1.0992, grad_norm: 3.0350, top1_acc//aux0: 0.8144, top5_acc//aux0: 0.9404, loss_cls//aux0: 0.6948, loss//aux0: 0.6948 2020-10-15 23:34:20,811 - mmaction - INFO - Epoch [34][160/396] lr: 7.500e-03, eta: 8:13:34, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.7164, top5_acc/: 0.8948, loss_cls/: 1.0992, loss/: 1.0992, grad_norm: 3.0228, top1_acc//aux0: 0.8138, top5_acc//aux0: 0.9399, loss_cls//aux0: 0.6968, loss//aux0: 0.6968 2020-10-15 23:34:40,828 - mmaction - INFO - Epoch [34][180/396] lr: 7.500e-03, eta: 8:12:47, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.7211, top5_acc/: 0.8992, loss_cls/: 1.0574, loss/: 1.0574, grad_norm: 3.0246, top1_acc//aux0: 0.8182, top5_acc//aux0: 0.9421, loss_cls//aux0: 0.6823, loss//aux0: 0.6823 2020-10-15 23:34:41,262 - mmaction - INFO - Epoch [34][180/396] lr: 7.500e-03, eta: 8:13:08, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.7211, top5_acc/: 0.8992, loss_cls/: 1.0574, loss/: 1.0574, grad_norm: 3.0019, top1_acc//aux0: 0.8195, top5_acc//aux0: 0.9422, loss_cls//aux0: 0.6790, loss//aux0: 0.6790 2020-10-15 23:35:01,271 - mmaction - INFO - Epoch [34][200/396] lr: 7.500e-03, eta: 8:12:21, time: 0.517, data_time: 0.000, memory: 8335, top1_acc/: 0.7078, top5_acc/: 0.8919, loss_cls/: 1.1079, loss/: 1.1079, grad_norm: 2.9850, top1_acc//aux0: 0.8224, top5_acc//aux0: 0.9431, loss_cls//aux0: 0.6750, loss//aux0: 0.6750 2020-10-15 23:35:01,715 - mmaction - INFO - Epoch [34][200/396] lr: 7.500e-03, eta: 8:12:41, time: 0.514, data_time: 0.002, memory: 8335, top1_acc/: 0.7078, top5_acc/: 0.8919, loss_cls/: 1.1079, loss/: 1.1079, grad_norm: 2.9830, top1_acc//aux0: 0.8213, top5_acc//aux0: 0.9434, loss_cls//aux0: 0.6767, loss//aux0: 0.6767 2020-10-15 23:35:21,591 - mmaction - INFO - Epoch [34][220/396] lr: 7.500e-03, eta: 8:11:55, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.7224, top5_acc/: 0.9029, loss_cls/: 1.0528, loss/: 1.0528, grad_norm: 2.9097, top1_acc//aux0: 0.8203, top5_acc//aux0: 0.9424, loss_cls//aux0: 0.6739, loss//aux0: 0.6739 2020-10-15 23:35:22,038 - mmaction - INFO - Epoch [34][220/396] lr: 7.500e-03, eta: 8:12:15, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.7224, top5_acc/: 0.9029, loss_cls/: 1.0528, loss/: 1.0528, grad_norm: 2.9074, top1_acc//aux0: 0.8210, top5_acc//aux0: 0.9425, loss_cls//aux0: 0.6730, loss//aux0: 0.6730 2020-10-15 23:35:41,897 - mmaction - INFO - Epoch [34][240/396] lr: 7.500e-03, eta: 8:11:28, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7224, top5_acc/: 0.8940, loss_cls/: 1.0987, loss/: 1.0987, grad_norm: 3.0354, top1_acc//aux0: 0.8225, top5_acc//aux0: 0.9445, loss_cls//aux0: 0.6762, loss//aux0: 0.6762 2020-10-15 23:35:42,336 - mmaction - INFO - Epoch [34][240/396] lr: 7.500e-03, eta: 8:11:49, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.7224, top5_acc/: 0.8940, loss_cls/: 1.0987, loss/: 1.0987, grad_norm: 3.0220, top1_acc//aux0: 0.8227, top5_acc//aux0: 0.9444, loss_cls//aux0: 0.6767, loss//aux0: 0.6767 2020-10-15 23:36:02,195 - mmaction - INFO - Epoch [34][260/396] lr: 7.500e-03, eta: 8:11:02, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.7276, top5_acc/: 0.8909, loss_cls/: 1.1056, loss/: 1.1056, grad_norm: 3.0191, top1_acc//aux0: 0.8187, top5_acc//aux0: 0.9417, loss_cls//aux0: 0.6877, loss//aux0: 0.6877 2020-10-15 23:36:02,668 - mmaction - INFO - Epoch [34][260/396] lr: 7.500e-03, eta: 8:11:22, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.7276, top5_acc/: 0.8909, loss_cls/: 1.1056, loss/: 1.1056, grad_norm: 3.0309, top1_acc//aux0: 0.8180, top5_acc//aux0: 0.9419, loss_cls//aux0: 0.6879, loss//aux0: 0.6879 2020-10-15 23:36:22,727 - mmaction - INFO - Epoch [34][280/396] lr: 7.500e-03, eta: 8:10:35, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.7195, top5_acc/: 0.9021, loss_cls/: 1.0802, loss/: 1.0802, grad_norm: 3.3245, top1_acc//aux0: 0.8208, top5_acc//aux0: 0.9416, loss_cls//aux0: 0.6774, loss//aux0: 0.6774 2020-10-15 23:36:23,183 - mmaction - INFO - Epoch [34][280/396] lr: 7.500e-03, eta: 8:10:56, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.7195, top5_acc/: 0.9021, loss_cls/: 1.0802, loss/: 1.0802, grad_norm: 3.1809, top1_acc//aux0: 0.8213, top5_acc//aux0: 0.9415, loss_cls//aux0: 0.6760, loss//aux0: 0.6760 2020-10-15 23:36:43,051 - mmaction - INFO - Epoch [34][300/396] lr: 7.500e-03, eta: 8:10:09, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.7141, top5_acc/: 0.9000, loss_cls/: 1.0883, loss/: 1.0883, grad_norm: 3.2028, top1_acc//aux0: 0.8192, top5_acc//aux0: 0.9418, loss_cls//aux0: 0.6841, loss//aux0: 0.6841 2020-10-15 23:36:43,498 - mmaction - INFO - Epoch [34][300/396] lr: 7.500e-03, eta: 8:10:29, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.7141, top5_acc/: 0.9000, loss_cls/: 1.0883, loss/: 1.0883, grad_norm: 3.8085, top1_acc//aux0: 0.8191, top5_acc//aux0: 0.9420, loss_cls//aux0: 0.6841, loss//aux0: 0.6841 2020-10-15 23:37:03,498 - mmaction - INFO - Epoch [34][320/396] lr: 7.500e-03, eta: 8:09:43, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.7049, top5_acc/: 0.8893, loss_cls/: 1.1694, loss/: 1.1694, grad_norm: 3.1601, top1_acc//aux0: 0.8150, top5_acc//aux0: 0.9423, loss_cls//aux0: 0.7003, loss//aux0: 0.7003 2020-10-15 23:37:03,951 - mmaction - INFO - Epoch [34][320/396] lr: 7.500e-03, eta: 8:10:03, time: 0.519, data_time: 0.003, memory: 8335, top1_acc/: 0.7049, top5_acc/: 0.8893, loss_cls/: 1.1694, loss/: 1.1694, grad_norm: 3.1423, top1_acc//aux0: 0.8150, top5_acc//aux0: 0.9419, loss_cls//aux0: 0.7013, loss//aux0: 0.7013 2020-10-15 23:37:23,730 - mmaction - INFO - Epoch [34][340/396] lr: 7.500e-03, eta: 8:09:17, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.7245, top5_acc/: 0.8969, loss_cls/: 1.0951, loss/: 1.0951, grad_norm: 2.9913, top1_acc//aux0: 0.8195, top5_acc//aux0: 0.9447, loss_cls//aux0: 0.6782, loss//aux0: 0.6782 2020-10-15 23:37:24,167 - mmaction - INFO - Epoch [34][340/396] lr: 7.500e-03, eta: 8:09:37, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.7245, top5_acc/: 0.8969, loss_cls/: 1.0951, loss/: 1.0951, grad_norm: 2.9995, top1_acc//aux0: 0.8196, top5_acc//aux0: 0.9446, loss_cls//aux0: 0.6774, loss//aux0: 0.6774 2020-10-15 23:37:44,318 - mmaction - INFO - Epoch [34][360/396] lr: 7.500e-03, eta: 8:08:51, time: 0.518, data_time: 0.000, memory: 8335, top1_acc/: 0.7237, top5_acc/: 0.9003, loss_cls/: 1.0786, loss/: 1.0786, grad_norm: 3.0426, top1_acc//aux0: 0.8172, top5_acc//aux0: 0.9387, loss_cls//aux0: 0.6930, loss//aux0: 0.6930 2020-10-15 23:37:44,822 - mmaction - INFO - Epoch [34][360/396] lr: 7.500e-03, eta: 8:09:11, time: 0.521, data_time: 0.003, memory: 8335, top1_acc/: 0.7237, top5_acc/: 0.9003, loss_cls/: 1.0786, loss/: 1.0786, grad_norm: 3.0700, top1_acc//aux0: 0.8172, top5_acc//aux0: 0.9386, loss_cls//aux0: 0.6930, loss//aux0: 0.6930 2020-10-15 23:38:04,641 - mmaction - INFO - Epoch [34][380/396] lr: 7.500e-03, eta: 8:08:24, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7156, top5_acc/: 0.8896, loss_cls/: 1.1342, loss/: 1.1342, grad_norm: 3.0382, top1_acc//aux0: 0.8170, top5_acc//aux0: 0.9410, loss_cls//aux0: 0.6940, loss//aux0: 0.6940 2020-10-15 23:38:05,079 - mmaction - INFO - Epoch [34][380/396] lr: 7.500e-03, eta: 8:08:44, time: 0.506, data_time: 0.003, memory: 8335, top1_acc/: 0.7156, top5_acc/: 0.8896, loss_cls/: 1.1342, loss/: 1.1342, grad_norm: 3.1179, top1_acc//aux0: 0.8168, top5_acc//aux0: 0.9415, loss_cls//aux0: 0.6956, loss//aux0: 0.6956 2020-10-15 23:38:23,879 - mmaction - INFO - Saving checkpoint at 34 epochs 2020-10-15 23:40:58,144 - mmaction - INFO - Epoch [35][20/396] lr: 7.500e-03, eta: 8:07:05, time: 0.499, data_time: 0.000, memory: 8335, top1_acc/: 0.7302, top5_acc/: 0.9021, loss_cls/: 1.0666, loss/: 1.0666, grad_norm: 3.0053, top1_acc//aux0: 0.8187, top5_acc//aux0: 0.9416, loss_cls//aux0: 0.6859, loss//aux0: 0.6859 2020-10-15 23:40:58,626 - mmaction - INFO - Epoch [35][20/396] lr: 7.500e-03, eta: 8:07:24, time: 0.504, data_time: 0.004, memory: 8335, top1_acc/: 0.7302, top5_acc/: 0.9021, loss_cls/: 1.0666, loss/: 1.0666, grad_norm: 3.0137, top1_acc//aux0: 0.8189, top5_acc//aux0: 0.9417, loss_cls//aux0: 0.6846, loss//aux0: 0.6846 2020-10-15 23:41:18,541 - mmaction - INFO - Epoch [35][40/396] lr: 7.500e-03, eta: 8:06:39, time: 0.517, data_time: 0.000, memory: 8335, top1_acc/: 0.7268, top5_acc/: 0.8948, loss_cls/: 1.0742, loss/: 1.0742, grad_norm: 3.0452, top1_acc//aux0: 0.8192, top5_acc//aux0: 0.9425, loss_cls//aux0: 0.6856, loss//aux0: 0.6856 2020-10-15 23:41:19,012 - mmaction - INFO - Epoch [35][40/396] lr: 7.500e-03, eta: 8:06:59, time: 0.521, data_time: 0.002, memory: 8335, top1_acc/: 0.7268, top5_acc/: 0.8948, loss_cls/: 1.0742, loss/: 1.0742, grad_norm: 3.0248, top1_acc//aux0: 0.8194, top5_acc//aux0: 0.9426, loss_cls//aux0: 0.6859, loss//aux0: 0.6859 2020-10-15 23:41:38,792 - mmaction - INFO - Epoch [35][60/396] lr: 7.500e-03, eta: 8:06:13, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.7247, top5_acc/: 0.9076, loss_cls/: 1.0599, loss/: 1.0599, grad_norm: 3.0390, top1_acc//aux0: 0.8177, top5_acc//aux0: 0.9439, loss_cls//aux0: 0.6767, loss//aux0: 0.6767 2020-10-15 23:41:39,268 - mmaction - INFO - Epoch [35][60/396] lr: 7.500e-03, eta: 8:06:32, time: 0.509, data_time: 0.004, memory: 8335, top1_acc/: 0.7247, top5_acc/: 0.9076, loss_cls/: 1.0599, loss/: 1.0599, grad_norm: 2.9664, top1_acc//aux0: 0.8175, top5_acc//aux0: 0.9440, loss_cls//aux0: 0.6760, loss//aux0: 0.6760 2020-10-15 23:41:58,951 - mmaction - INFO - Epoch [35][80/396] lr: 7.500e-03, eta: 8:05:46, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.7315, top5_acc/: 0.9044, loss_cls/: 1.0465, loss/: 1.0465, grad_norm: 3.0255, top1_acc//aux0: 0.8195, top5_acc//aux0: 0.9426, loss_cls//aux0: 0.6816, loss//aux0: 0.6816 2020-10-15 23:41:59,419 - mmaction - INFO - Epoch [35][80/396] lr: 7.500e-03, eta: 8:06:06, time: 0.502, data_time: 0.003, memory: 8335, top1_acc/: 0.7315, top5_acc/: 0.9044, loss_cls/: 1.0465, loss/: 1.0465, grad_norm: 3.0237, top1_acc//aux0: 0.8200, top5_acc//aux0: 0.9426, loss_cls//aux0: 0.6813, loss//aux0: 0.6813 2020-10-15 23:42:19,063 - mmaction - INFO - Epoch [35][100/396] lr: 7.500e-03, eta: 8:05:19, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.7354, top5_acc/: 0.9049, loss_cls/: 1.0360, loss/: 1.0360, grad_norm: 2.9533, top1_acc//aux0: 0.8246, top5_acc//aux0: 0.9431, loss_cls//aux0: 0.6715, loss//aux0: 0.6715 2020-10-15 23:42:19,500 - mmaction - INFO - Epoch [35][100/396] lr: 7.500e-03, eta: 8:05:39, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.7354, top5_acc/: 0.9049, loss_cls/: 1.0360, loss/: 1.0360, grad_norm: 2.9417, top1_acc//aux0: 0.8237, top5_acc//aux0: 0.9422, loss_cls//aux0: 0.6748, loss//aux0: 0.6748 2020-10-15 23:42:39,378 - mmaction - INFO - Epoch [35][120/396] lr: 7.500e-03, eta: 8:04:53, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.7331, top5_acc/: 0.9091, loss_cls/: 1.0374, loss/: 1.0374, grad_norm: 2.9998, top1_acc//aux0: 0.8178, top5_acc//aux0: 0.9427, loss_cls//aux0: 0.6748, loss//aux0: 0.6748 2020-10-15 23:42:39,856 - mmaction - INFO - Epoch [35][120/396] lr: 7.500e-03, eta: 8:05:12, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.7331, top5_acc/: 0.9091, loss_cls/: 1.0374, loss/: 1.0374, grad_norm: 2.9839, top1_acc//aux0: 0.8184, top5_acc//aux0: 0.9434, loss_cls//aux0: 0.6710, loss//aux0: 0.6710 2020-10-15 23:42:59,759 - mmaction - INFO - Epoch [35][140/396] lr: 7.500e-03, eta: 8:04:26, time: 0.499, data_time: 0.000, memory: 8335, top1_acc/: 0.7273, top5_acc/: 0.8964, loss_cls/: 1.0665, loss/: 1.0665, grad_norm: 2.9814, top1_acc//aux0: 0.8227, top5_acc//aux0: 0.9441, loss_cls//aux0: 0.6721, loss//aux0: 0.6721 2020-10-15 23:43:00,208 - mmaction - INFO - Epoch [35][140/396] lr: 7.500e-03, eta: 8:04:45, time: 0.502, data_time: 0.003, memory: 8335, top1_acc/: 0.7273, top5_acc/: 0.8964, loss_cls/: 1.0665, loss/: 1.0665, grad_norm: 2.9691, top1_acc//aux0: 0.8218, top5_acc//aux0: 0.9437, loss_cls//aux0: 0.6772, loss//aux0: 0.6772 2020-10-15 23:43:19,981 - mmaction - INFO - Epoch [35][160/396] lr: 7.500e-03, eta: 8:03:59, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.7167, top5_acc/: 0.8956, loss_cls/: 1.1044, loss/: 1.1044, grad_norm: 2.9961, top1_acc//aux0: 0.8223, top5_acc//aux0: 0.9424, loss_cls//aux0: 0.6780, loss//aux0: 0.6780 2020-10-15 23:43:20,475 - mmaction - INFO - Epoch [35][160/396] lr: 7.500e-03, eta: 8:04:19, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.7167, top5_acc/: 0.8956, loss_cls/: 1.1044, loss/: 1.1044, grad_norm: 3.0024, top1_acc//aux0: 0.8224, top5_acc//aux0: 0.9427, loss_cls//aux0: 0.6766, loss//aux0: 0.6766 2020-10-15 23:43:40,067 - mmaction - INFO - Epoch [35][180/396] lr: 7.500e-03, eta: 8:03:33, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.7177, top5_acc/: 0.8940, loss_cls/: 1.0946, loss/: 1.0946, grad_norm: 2.9797, top1_acc//aux0: 0.8150, top5_acc//aux0: 0.9403, loss_cls//aux0: 0.6966, loss//aux0: 0.6966 2020-10-15 23:43:40,580 - mmaction - INFO - Epoch [35][180/396] lr: 7.500e-03, eta: 8:03:52, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.7177, top5_acc/: 0.8940, loss_cls/: 1.0946, loss/: 1.0946, grad_norm: 2.9593, top1_acc//aux0: 0.8158, top5_acc//aux0: 0.9406, loss_cls//aux0: 0.6915, loss//aux0: 0.6915 2020-10-15 23:44:00,398 - mmaction - INFO - Epoch [35][200/396] lr: 7.500e-03, eta: 8:03:07, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7299, top5_acc/: 0.8982, loss_cls/: 1.0618, loss/: 1.0618, grad_norm: 2.9759, top1_acc//aux0: 0.8197, top5_acc//aux0: 0.9432, loss_cls//aux0: 0.6768, loss//aux0: 0.6768 2020-10-15 23:44:00,855 - mmaction - INFO - Epoch [35][200/396] lr: 7.500e-03, eta: 8:03:26, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.7299, top5_acc/: 0.8982, loss_cls/: 1.0618, loss/: 1.0618, grad_norm: 2.9768, top1_acc//aux0: 0.8187, top5_acc//aux0: 0.9428, loss_cls//aux0: 0.6816, loss//aux0: 0.6816 2020-10-15 23:44:20,768 - mmaction - INFO - Epoch [35][220/396] lr: 7.500e-03, eta: 8:02:41, time: 0.518, data_time: 0.000, memory: 8335, top1_acc/: 0.7154, top5_acc/: 0.8914, loss_cls/: 1.1185, loss/: 1.1185, grad_norm: 2.9873, top1_acc//aux0: 0.8213, top5_acc//aux0: 0.9444, loss_cls//aux0: 0.6687, loss//aux0: 0.6687 2020-10-15 23:44:21,214 - mmaction - INFO - Epoch [35][220/396] lr: 7.500e-03, eta: 8:03:00, time: 0.519, data_time: 0.002, memory: 8335, top1_acc/: 0.7154, top5_acc/: 0.8914, loss_cls/: 1.1185, loss/: 1.1185, grad_norm: 2.9875, top1_acc//aux0: 0.8213, top5_acc//aux0: 0.9445, loss_cls//aux0: 0.6683, loss//aux0: 0.6683 2020-10-15 23:44:40,901 - mmaction - INFO - Epoch [35][240/396] lr: 7.500e-03, eta: 8:02:15, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.7065, top5_acc/: 0.8935, loss_cls/: 1.1192, loss/: 1.1192, grad_norm: 3.0134, top1_acc//aux0: 0.8138, top5_acc//aux0: 0.9402, loss_cls//aux0: 0.6977, loss//aux0: 0.6977 2020-10-15 23:44:41,346 - mmaction - INFO - Epoch [35][240/396] lr: 7.500e-03, eta: 8:02:34, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.7065, top5_acc/: 0.8935, loss_cls/: 1.1192, loss/: 1.1192, grad_norm: 3.0018, top1_acc//aux0: 0.8143, top5_acc//aux0: 0.9402, loss_cls//aux0: 0.6969, loss//aux0: 0.6969 2020-10-15 23:45:01,144 - mmaction - INFO - Epoch [35][260/396] lr: 7.500e-03, eta: 8:01:49, time: 0.510, data_time: 0.001, memory: 8335, top1_acc/: 0.7156, top5_acc/: 0.8953, loss_cls/: 1.1189, loss/: 1.1189, grad_norm: 3.0407, top1_acc//aux0: 0.8194, top5_acc//aux0: 0.9435, loss_cls//aux0: 0.6821, loss//aux0: 0.6821 2020-10-15 23:45:01,603 - mmaction - INFO - Epoch [35][260/396] lr: 7.500e-03, eta: 8:02:08, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.7156, top5_acc/: 0.8953, loss_cls/: 1.1189, loss/: 1.1189, grad_norm: 3.0411, top1_acc//aux0: 0.8191, top5_acc//aux0: 0.9433, loss_cls//aux0: 0.6845, loss//aux0: 0.6845 2020-10-15 23:45:21,239 - mmaction - INFO - Epoch [35][280/396] lr: 7.500e-03, eta: 8:01:22, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.7370, top5_acc/: 0.9010, loss_cls/: 1.0462, loss/: 1.0462, grad_norm: 2.9980, top1_acc//aux0: 0.8201, top5_acc//aux0: 0.9400, loss_cls//aux0: 0.6856, loss//aux0: 0.6856 2020-10-15 23:45:21,687 - mmaction - INFO - Epoch [35][280/396] lr: 7.500e-03, eta: 8:01:41, time: 0.501, data_time: 0.003, memory: 8335, top1_acc/: 0.7370, top5_acc/: 0.9010, loss_cls/: 1.0462, loss/: 1.0462, grad_norm: 3.0076, top1_acc//aux0: 0.8201, top5_acc//aux0: 0.9397, loss_cls//aux0: 0.6862, loss//aux0: 0.6862 2020-10-15 23:45:41,702 - mmaction - INFO - Epoch [35][300/396] lr: 7.500e-03, eta: 8:00:56, time: 0.524, data_time: 0.000, memory: 8335, top1_acc/: 0.7203, top5_acc/: 0.8956, loss_cls/: 1.0932, loss/: 1.0932, grad_norm: 3.0154, top1_acc//aux0: 0.8188, top5_acc//aux0: 0.9433, loss_cls//aux0: 0.6901, loss//aux0: 0.6901 2020-10-15 23:45:42,189 - mmaction - INFO - Epoch [35][300/396] lr: 7.500e-03, eta: 8:01:16, time: 0.520, data_time: 0.003, memory: 8335, top1_acc/: 0.7203, top5_acc/: 0.8956, loss_cls/: 1.0932, loss/: 1.0932, grad_norm: 3.0180, top1_acc//aux0: 0.8190, top5_acc//aux0: 0.9435, loss_cls//aux0: 0.6872, loss//aux0: 0.6872 2020-10-15 23:46:01,949 - mmaction - INFO - Epoch [35][320/396] lr: 7.500e-03, eta: 8:00:31, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.7250, top5_acc/: 0.9026, loss_cls/: 1.0719, loss/: 1.0719, grad_norm: 3.0829, top1_acc//aux0: 0.8211, top5_acc//aux0: 0.9406, loss_cls//aux0: 0.6818, loss//aux0: 0.6818 2020-10-15 23:46:02,416 - mmaction - INFO - Epoch [35][320/396] lr: 7.500e-03, eta: 8:00:50, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.7250, top5_acc/: 0.9026, loss_cls/: 1.0719, loss/: 1.0719, grad_norm: 3.0660, top1_acc//aux0: 0.8211, top5_acc//aux0: 0.9413, loss_cls//aux0: 0.6801, loss//aux0: 0.6801 2020-10-15 23:46:22,246 - mmaction - INFO - Epoch [35][340/396] lr: 7.500e-03, eta: 8:00:05, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.7273, top5_acc/: 0.8953, loss_cls/: 1.0578, loss/: 1.0578, grad_norm: 2.9585, top1_acc//aux0: 0.8203, top5_acc//aux0: 0.9432, loss_cls//aux0: 0.6762, loss//aux0: 0.6762 2020-10-15 23:46:22,721 - mmaction - INFO - Epoch [35][340/396] lr: 7.500e-03, eta: 8:00:24, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.7273, top5_acc/: 0.8953, loss_cls/: 1.0578, loss/: 1.0578, grad_norm: 2.9440, top1_acc//aux0: 0.8212, top5_acc//aux0: 0.9426, loss_cls//aux0: 0.6764, loss//aux0: 0.6764 2020-10-15 23:46:42,570 - mmaction - INFO - Epoch [35][360/396] lr: 7.500e-03, eta: 7:59:39, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.7208, top5_acc/: 0.8982, loss_cls/: 1.0852, loss/: 1.0852, grad_norm: 3.0175, top1_acc//aux0: 0.8216, top5_acc//aux0: 0.9430, loss_cls//aux0: 0.6762, loss//aux0: 0.6762 2020-10-15 23:46:43,016 - mmaction - INFO - Epoch [35][360/396] lr: 7.500e-03, eta: 7:59:58, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.7208, top5_acc/: 0.8982, loss_cls/: 1.0852, loss/: 1.0852, grad_norm: 3.0292, top1_acc//aux0: 0.8202, top5_acc//aux0: 0.9429, loss_cls//aux0: 0.6800, loss//aux0: 0.6800 2020-10-15 23:47:02,910 - mmaction - INFO - Epoch [35][380/396] lr: 7.500e-03, eta: 7:59:13, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.7102, top5_acc/: 0.8990, loss_cls/: 1.1265, loss/: 1.1265, grad_norm: 3.0223, top1_acc//aux0: 0.8198, top5_acc//aux0: 0.9392, loss_cls//aux0: 0.6903, loss//aux0: 0.6903 2020-10-15 23:47:03,363 - mmaction - INFO - Epoch [35][380/396] lr: 7.500e-03, eta: 7:59:32, time: 0.514, data_time: 0.002, memory: 8335, top1_acc/: 0.7102, top5_acc/: 0.8990, loss_cls/: 1.1265, loss/: 1.1265, grad_norm: 3.0297, top1_acc//aux0: 0.8203, top5_acc//aux0: 0.9398, loss_cls//aux0: 0.6877, loss//aux0: 0.6877 2020-10-15 23:47:21,786 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-10-15 23:48:37,184 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-15 23:48:37,294 - mmaction - INFO - top1_acc 0.7520 top5_acc 0.9188 2020-10-15 23:48:37,294 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-15 23:48:37,353 - mmaction - INFO - mean_acc 0.7522 2020-10-15 23:48:37,353 - mmaction - INFO - Now best checkpoint is epoch_35.pth 2020-10-15 23:48:37,358 - mmaction - INFO - Epoch(val) [35][396] top1_acc: 0.7520, top5_acc: 0.9188, mean_class_accuracy: 0.7522 2020-10-15 23:51:25,789 - mmaction - INFO - Epoch [36][20/396] lr: 7.500e-03, eta: 7:57:56, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.7336, top5_acc/: 0.9049, loss_cls/: 1.0306, loss/: 1.0306, grad_norm: 2.9480, top1_acc//aux0: 0.8243, top5_acc//aux0: 0.9436, loss_cls//aux0: 0.6649, loss//aux0: 0.6649 2020-10-15 23:51:26,237 - mmaction - INFO - Epoch [36][20/396] lr: 7.500e-03, eta: 7:58:15, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.7336, top5_acc/: 0.9049, loss_cls/: 1.0306, loss/: 1.0306, grad_norm: 2.9560, top1_acc//aux0: 0.8248, top5_acc//aux0: 0.9437, loss_cls//aux0: 0.6641, loss//aux0: 0.6641 2020-10-15 23:51:45,875 - mmaction - INFO - Epoch [36][40/396] lr: 7.500e-03, eta: 7:57:30, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.7427, top5_acc/: 0.9125, loss_cls/: 0.9913, loss/: 0.9913, grad_norm: 2.9774, top1_acc//aux0: 0.8227, top5_acc//aux0: 0.9465, loss_cls//aux0: 0.6660, loss//aux0: 0.6660 2020-10-15 23:51:46,312 - mmaction - INFO - Epoch [36][40/396] lr: 7.500e-03, eta: 7:57:49, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.7427, top5_acc/: 0.9125, loss_cls/: 0.9913, loss/: 0.9913, grad_norm: 2.9707, top1_acc//aux0: 0.8223, top5_acc//aux0: 0.9458, loss_cls//aux0: 0.6693, loss//aux0: 0.6693 2020-10-15 23:52:06,066 - mmaction - INFO - Epoch [36][60/396] lr: 7.500e-03, eta: 7:57:04, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.7250, top5_acc/: 0.8966, loss_cls/: 1.0914, loss/: 1.0914, grad_norm: 3.0524, top1_acc//aux0: 0.8190, top5_acc//aux0: 0.9422, loss_cls//aux0: 0.6859, loss//aux0: 0.6859 2020-10-15 23:52:06,540 - mmaction - INFO - Epoch [36][60/396] lr: 7.500e-03, eta: 7:57:22, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.7250, top5_acc/: 0.8966, loss_cls/: 1.0914, loss/: 1.0914, grad_norm: 3.0620, top1_acc//aux0: 0.8188, top5_acc//aux0: 0.9423, loss_cls//aux0: 0.6863, loss//aux0: 0.6863 2020-10-15 23:52:26,172 - mmaction - INFO - Epoch [36][80/396] lr: 7.500e-03, eta: 7:56:38, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.7104, top5_acc/: 0.8883, loss_cls/: 1.1453, loss/: 1.1453, grad_norm: 3.5142, top1_acc//aux0: 0.8108, top5_acc//aux0: 0.9384, loss_cls//aux0: 0.7276, loss//aux0: 0.7276 2020-10-15 23:52:26,631 - mmaction - INFO - Epoch [36][80/396] lr: 7.500e-03, eta: 7:56:56, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.7104, top5_acc/: 0.8883, loss_cls/: 1.1453, loss/: 1.1453, grad_norm: 3.4297, top1_acc//aux0: 0.8101, top5_acc//aux0: 0.9383, loss_cls//aux0: 0.7303, loss//aux0: 0.7303 2020-10-15 23:52:46,307 - mmaction - INFO - Epoch [36][100/396] lr: 7.500e-03, eta: 7:56:11, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.7302, top5_acc/: 0.9016, loss_cls/: 1.0471, loss/: 1.0471, grad_norm: 3.1734, top1_acc//aux0: 0.8165, top5_acc//aux0: 0.9420, loss_cls//aux0: 0.6875, loss//aux0: 0.6875 2020-10-15 23:52:46,766 - mmaction - INFO - Epoch [36][100/396] lr: 7.500e-03, eta: 7:56:30, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.7302, top5_acc/: 0.9016, loss_cls/: 1.0471, loss/: 1.0471, grad_norm: 3.1714, top1_acc//aux0: 0.8178, top5_acc//aux0: 0.9431, loss_cls//aux0: 0.6793, loss//aux0: 0.6793 2020-10-15 23:53:06,600 - mmaction - INFO - Epoch [36][120/396] lr: 7.500e-03, eta: 7:55:45, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.7208, top5_acc/: 0.8979, loss_cls/: 1.0727, loss/: 1.0727, grad_norm: 3.1249, top1_acc//aux0: 0.8218, top5_acc//aux0: 0.9421, loss_cls//aux0: 0.6802, loss//aux0: 0.6802 2020-10-15 23:53:07,057 - mmaction - INFO - Epoch [36][120/396] lr: 7.500e-03, eta: 7:56:04, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.7208, top5_acc/: 0.8979, loss_cls/: 1.0727, loss/: 1.0727, grad_norm: 3.1209, top1_acc//aux0: 0.8207, top5_acc//aux0: 0.9417, loss_cls//aux0: 0.6861, loss//aux0: 0.6861 2020-10-15 23:53:26,744 - mmaction - INFO - Epoch [36][140/396] lr: 7.500e-03, eta: 7:55:19, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.7263, top5_acc/: 0.9070, loss_cls/: 1.0523, loss/: 1.0523, grad_norm: 3.0187, top1_acc//aux0: 0.8193, top5_acc//aux0: 0.9421, loss_cls//aux0: 0.6818, loss//aux0: 0.6818 2020-10-15 23:53:27,239 - mmaction - INFO - Epoch [36][140/396] lr: 7.500e-03, eta: 7:55:38, time: 0.507, data_time: 0.006, memory: 8335, top1_acc/: 0.7263, top5_acc/: 0.9070, loss_cls/: 1.0523, loss/: 1.0523, grad_norm: 3.0116, top1_acc//aux0: 0.8200, top5_acc//aux0: 0.9422, loss_cls//aux0: 0.6789, loss//aux0: 0.6789 2020-10-15 23:53:47,075 - mmaction - INFO - Epoch [36][160/396] lr: 7.500e-03, eta: 7:54:53, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7346, top5_acc/: 0.9021, loss_cls/: 1.0494, loss/: 1.0494, grad_norm: 3.0700, top1_acc//aux0: 0.8207, top5_acc//aux0: 0.9425, loss_cls//aux0: 0.6796, loss//aux0: 0.6796 2020-10-15 23:53:47,523 - mmaction - INFO - Epoch [36][160/396] lr: 7.500e-03, eta: 7:55:12, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.7346, top5_acc/: 0.9021, loss_cls/: 1.0494, loss/: 1.0494, grad_norm: 3.0727, top1_acc//aux0: 0.8204, top5_acc//aux0: 0.9421, loss_cls//aux0: 0.6805, loss//aux0: 0.6805 2020-10-15 23:54:07,329 - mmaction - INFO - Epoch [36][180/396] lr: 7.500e-03, eta: 7:54:27, time: 0.499, data_time: 0.000, memory: 8335, top1_acc/: 0.7349, top5_acc/: 0.8977, loss_cls/: 1.0541, loss/: 1.0541, grad_norm: 3.0110, top1_acc//aux0: 0.8231, top5_acc//aux0: 0.9461, loss_cls//aux0: 0.6710, loss//aux0: 0.6710 2020-10-15 23:54:07,812 - mmaction - INFO - Epoch [36][180/396] lr: 7.500e-03, eta: 7:54:45, time: 0.502, data_time: 0.003, memory: 8335, top1_acc/: 0.7349, top5_acc/: 0.8977, loss_cls/: 1.0541, loss/: 1.0541, grad_norm: 3.0028, top1_acc//aux0: 0.8230, top5_acc//aux0: 0.9466, loss_cls//aux0: 0.6691, loss//aux0: 0.6691 2020-10-15 23:54:27,654 - mmaction - INFO - Epoch [36][200/396] lr: 7.500e-03, eta: 7:54:01, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.7216, top5_acc/: 0.9057, loss_cls/: 1.0729, loss/: 1.0729, grad_norm: 2.9866, top1_acc//aux0: 0.8260, top5_acc//aux0: 0.9459, loss_cls//aux0: 0.6556, loss//aux0: 0.6556 2020-10-15 23:54:28,101 - mmaction - INFO - Epoch [36][200/396] lr: 7.500e-03, eta: 7:54:20, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.7216, top5_acc/: 0.9057, loss_cls/: 1.0729, loss/: 1.0729, grad_norm: 2.9778, top1_acc//aux0: 0.8265, top5_acc//aux0: 0.9455, loss_cls//aux0: 0.6565, loss//aux0: 0.6565 2020-10-15 23:54:47,699 - mmaction - INFO - Epoch [36][220/396] lr: 7.500e-03, eta: 7:53:35, time: 0.499, data_time: 0.000, memory: 8335, top1_acc/: 0.7164, top5_acc/: 0.8951, loss_cls/: 1.0832, loss/: 1.0832, grad_norm: 2.9692, top1_acc//aux0: 0.8194, top5_acc//aux0: 0.9431, loss_cls//aux0: 0.6764, loss//aux0: 0.6764 2020-10-15 23:54:48,147 - mmaction - INFO - Epoch [36][220/396] lr: 7.500e-03, eta: 7:53:53, time: 0.501, data_time: 0.002, memory: 8335, top1_acc/: 0.7164, top5_acc/: 0.8951, loss_cls/: 1.0832, loss/: 1.0832, grad_norm: 2.9773, top1_acc//aux0: 0.8188, top5_acc//aux0: 0.9432, loss_cls//aux0: 0.6775, loss//aux0: 0.6775 2020-10-15 23:55:08,300 - mmaction - INFO - Epoch [36][240/396] lr: 7.500e-03, eta: 7:53:09, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.7188, top5_acc/: 0.9029, loss_cls/: 1.0759, loss/: 1.0759, grad_norm: 2.9958, top1_acc//aux0: 0.8179, top5_acc//aux0: 0.9423, loss_cls//aux0: 0.6844, loss//aux0: 0.6844 2020-10-15 23:55:08,820 - mmaction - INFO - Epoch [36][240/396] lr: 7.500e-03, eta: 7:53:28, time: 0.516, data_time: 0.002, memory: 8335, top1_acc/: 0.7188, top5_acc/: 0.9029, loss_cls/: 1.0759, loss/: 1.0759, grad_norm: 2.9896, top1_acc//aux0: 0.8182, top5_acc//aux0: 0.9423, loss_cls//aux0: 0.6821, loss//aux0: 0.6821 2020-10-15 23:55:28,538 - mmaction - INFO - Epoch [36][260/396] lr: 7.500e-03, eta: 7:52:44, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.7167, top5_acc/: 0.9016, loss_cls/: 1.0610, loss/: 1.0610, grad_norm: 2.9993, top1_acc//aux0: 0.8231, top5_acc//aux0: 0.9454, loss_cls//aux0: 0.6619, loss//aux0: 0.6619 2020-10-15 23:55:29,016 - mmaction - INFO - Epoch [36][260/396] lr: 7.500e-03, eta: 7:53:02, time: 0.501, data_time: 0.003, memory: 8335, top1_acc/: 0.7167, top5_acc/: 0.9016, loss_cls/: 1.0610, loss/: 1.0610, grad_norm: 2.9931, top1_acc//aux0: 0.8239, top5_acc//aux0: 0.9456, loss_cls//aux0: 0.6605, loss//aux0: 0.6605 2020-10-15 23:55:48,669 - mmaction - INFO - Epoch [36][280/396] lr: 7.500e-03, eta: 7:52:17, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7263, top5_acc/: 0.8990, loss_cls/: 1.0801, loss/: 1.0801, grad_norm: 3.0093, top1_acc//aux0: 0.8232, top5_acc//aux0: 0.9448, loss_cls//aux0: 0.6672, loss//aux0: 0.6672 2020-10-15 23:55:49,182 - mmaction - INFO - Epoch [36][280/396] lr: 7.500e-03, eta: 7:52:36, time: 0.506, data_time: 0.004, memory: 8335, top1_acc/: 0.7263, top5_acc/: 0.8990, loss_cls/: 1.0801, loss/: 1.0801, grad_norm: 3.0003, top1_acc//aux0: 0.8237, top5_acc//aux0: 0.9446, loss_cls//aux0: 0.6658, loss//aux0: 0.6658 2020-10-15 23:56:09,045 - mmaction - INFO - Epoch [36][300/396] lr: 7.500e-03, eta: 7:51:52, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.7281, top5_acc/: 0.8987, loss_cls/: 1.0676, loss/: 1.0676, grad_norm: 2.9528, top1_acc//aux0: 0.8202, top5_acc//aux0: 0.9399, loss_cls//aux0: 0.6860, loss//aux0: 0.6860 2020-10-15 23:56:09,509 - mmaction - INFO - Epoch [36][300/396] lr: 7.500e-03, eta: 7:52:10, time: 0.514, data_time: 0.003, memory: 8335, top1_acc/: 0.7281, top5_acc/: 0.8987, loss_cls/: 1.0676, loss/: 1.0676, grad_norm: 2.9288, top1_acc//aux0: 0.8200, top5_acc//aux0: 0.9407, loss_cls//aux0: 0.6858, loss//aux0: 0.6858 2020-10-15 23:56:29,403 - mmaction - INFO - Epoch [36][320/396] lr: 7.500e-03, eta: 7:51:26, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.7271, top5_acc/: 0.9016, loss_cls/: 1.0507, loss/: 1.0507, grad_norm: 3.1075, top1_acc//aux0: 0.8233, top5_acc//aux0: 0.9425, loss_cls//aux0: 0.6671, loss//aux0: 0.6671 2020-10-15 23:56:29,878 - mmaction - INFO - Epoch [36][320/396] lr: 7.500e-03, eta: 7:51:44, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.7271, top5_acc/: 0.9016, loss_cls/: 1.0507, loss/: 1.0507, grad_norm: 3.1170, top1_acc//aux0: 0.8220, top5_acc//aux0: 0.9414, loss_cls//aux0: 0.6735, loss//aux0: 0.6735 2020-10-15 23:56:49,541 - mmaction - INFO - Epoch [36][340/396] lr: 7.500e-03, eta: 7:51:00, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.7146, top5_acc/: 0.8966, loss_cls/: 1.0837, loss/: 1.0837, grad_norm: 3.0040, top1_acc//aux0: 0.8192, top5_acc//aux0: 0.9449, loss_cls//aux0: 0.6827, loss//aux0: 0.6827 2020-10-15 23:56:49,983 - mmaction - INFO - Epoch [36][340/396] lr: 7.500e-03, eta: 7:51:18, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.7146, top5_acc/: 0.8966, loss_cls/: 1.0837, loss/: 1.0837, grad_norm: 3.0023, top1_acc//aux0: 0.8197, top5_acc//aux0: 0.9451, loss_cls//aux0: 0.6805, loss//aux0: 0.6805 2020-10-15 23:57:09,783 - mmaction - INFO - Epoch [36][360/396] lr: 7.500e-03, eta: 7:50:34, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7177, top5_acc/: 0.8956, loss_cls/: 1.0986, loss/: 1.0986, grad_norm: 3.0397, top1_acc//aux0: 0.8156, top5_acc//aux0: 0.9421, loss_cls//aux0: 0.6954, loss//aux0: 0.6954 2020-10-15 23:57:10,229 - mmaction - INFO - Epoch [36][360/396] lr: 7.500e-03, eta: 7:50:52, time: 0.511, data_time: 0.008, memory: 8335, top1_acc/: 0.7177, top5_acc/: 0.8956, loss_cls/: 1.0986, loss/: 1.0986, grad_norm: 3.0197, top1_acc//aux0: 0.8144, top5_acc//aux0: 0.9420, loss_cls//aux0: 0.6979, loss//aux0: 0.6979 2020-10-15 23:57:30,010 - mmaction - INFO - Epoch [36][380/396] lr: 7.500e-03, eta: 7:50:09, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7122, top5_acc/: 0.8997, loss_cls/: 1.1057, loss/: 1.1057, grad_norm: 2.9564, top1_acc//aux0: 0.8216, top5_acc//aux0: 0.9434, loss_cls//aux0: 0.6711, loss//aux0: 0.6711 2020-10-15 23:57:30,438 - mmaction - INFO - Epoch [36][380/396] lr: 7.500e-03, eta: 7:50:27, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.7122, top5_acc/: 0.8997, loss_cls/: 1.1057, loss/: 1.1057, grad_norm: 2.9668, top1_acc//aux0: 0.8220, top5_acc//aux0: 0.9428, loss_cls//aux0: 0.6743, loss//aux0: 0.6743 2020-10-15 23:57:48,835 - mmaction - INFO - Saving checkpoint at 36 epochs 2020-10-16 00:01:14,030 - mmaction - INFO - Epoch [37][20/396] lr: 7.500e-03, eta: 7:48:54, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.7201, top5_acc/: 0.8977, loss_cls/: 1.0870, loss/: 1.0870, grad_norm: 3.0316, top1_acc//aux0: 0.8186, top5_acc//aux0: 0.9430, loss_cls//aux0: 0.6795, loss//aux0: 0.6795 2020-10-16 00:01:14,540 - mmaction - INFO - Epoch [37][20/396] lr: 7.500e-03, eta: 7:49:12, time: 0.514, data_time: 0.004, memory: 8335, top1_acc/: 0.7201, top5_acc/: 0.8977, loss_cls/: 1.0870, loss/: 1.0870, grad_norm: 3.0143, top1_acc//aux0: 0.8190, top5_acc//aux0: 0.9434, loss_cls//aux0: 0.6754, loss//aux0: 0.6754 2020-10-16 00:01:34,204 - mmaction - INFO - Epoch [37][40/396] lr: 7.500e-03, eta: 7:48:28, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.7268, top5_acc/: 0.8961, loss_cls/: 1.0608, loss/: 1.0608, grad_norm: 2.9277, top1_acc//aux0: 0.8196, top5_acc//aux0: 0.9427, loss_cls//aux0: 0.6829, loss//aux0: 0.6829 2020-10-16 00:01:34,670 - mmaction - INFO - Epoch [37][40/396] lr: 7.500e-03, eta: 7:48:46, time: 0.506, data_time: 0.003, memory: 8335, top1_acc/: 0.7268, top5_acc/: 0.8961, loss_cls/: 1.0608, loss/: 1.0608, grad_norm: 2.9120, top1_acc//aux0: 0.8197, top5_acc//aux0: 0.9423, loss_cls//aux0: 0.6848, loss//aux0: 0.6848 2020-10-16 00:01:54,500 - mmaction - INFO - Epoch [37][60/396] lr: 7.500e-03, eta: 7:48:02, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.7289, top5_acc/: 0.9010, loss_cls/: 1.0312, loss/: 1.0312, grad_norm: 2.9855, top1_acc//aux0: 0.8225, top5_acc//aux0: 0.9440, loss_cls//aux0: 0.6626, loss//aux0: 0.6626 2020-10-16 00:01:54,932 - mmaction - INFO - Epoch [37][60/396] lr: 7.500e-03, eta: 7:48:20, time: 0.501, data_time: 0.001, memory: 8335, top1_acc/: 0.7289, top5_acc/: 0.9010, loss_cls/: 1.0312, loss/: 1.0312, grad_norm: 3.1062, top1_acc//aux0: 0.8212, top5_acc//aux0: 0.9435, loss_cls//aux0: 0.6676, loss//aux0: 0.6676 2020-10-16 00:02:14,649 - mmaction - INFO - Epoch [37][80/396] lr: 7.500e-03, eta: 7:47:36, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7331, top5_acc/: 0.9018, loss_cls/: 1.0555, loss/: 1.0555, grad_norm: 3.5785, top1_acc//aux0: 0.8180, top5_acc//aux0: 0.9414, loss_cls//aux0: 0.6906, loss//aux0: 0.6906 2020-10-16 00:02:15,117 - mmaction - INFO - Epoch [37][80/396] lr: 7.500e-03, eta: 7:47:54, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.7331, top5_acc/: 0.9018, loss_cls/: 1.0555, loss/: 1.0555, grad_norm: 3.5554, top1_acc//aux0: 0.8192, top5_acc//aux0: 0.9414, loss_cls//aux0: 0.6870, loss//aux0: 0.6870 2020-10-16 00:02:34,719 - mmaction - INFO - Epoch [37][100/396] lr: 7.500e-03, eta: 7:47:11, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.7393, top5_acc/: 0.9076, loss_cls/: 1.0300, loss/: 1.0300, grad_norm: 2.9952, top1_acc//aux0: 0.8189, top5_acc//aux0: 0.9440, loss_cls//aux0: 0.6745, loss//aux0: 0.6745 2020-10-16 00:02:35,191 - mmaction - INFO - Epoch [37][100/396] lr: 7.500e-03, eta: 7:47:28, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.7393, top5_acc/: 0.9076, loss_cls/: 1.0300, loss/: 1.0300, grad_norm: 3.0130, top1_acc//aux0: 0.8185, top5_acc//aux0: 0.9443, loss_cls//aux0: 0.6777, loss//aux0: 0.6777 2020-10-16 00:02:54,964 - mmaction - INFO - Epoch [37][120/396] lr: 7.500e-03, eta: 7:46:45, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7385, top5_acc/: 0.9034, loss_cls/: 1.0357, loss/: 1.0357, grad_norm: 2.8666, top1_acc//aux0: 0.8277, top5_acc//aux0: 0.9458, loss_cls//aux0: 0.6507, loss//aux0: 0.6507 2020-10-16 00:02:55,412 - mmaction - INFO - Epoch [37][120/396] lr: 7.500e-03, eta: 7:47:03, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.7385, top5_acc/: 0.9034, loss_cls/: 1.0357, loss/: 1.0357, grad_norm: 2.8720, top1_acc//aux0: 0.8274, top5_acc//aux0: 0.9465, loss_cls//aux0: 0.6470, loss//aux0: 0.6470 2020-10-16 00:03:15,463 - mmaction - INFO - Epoch [37][140/396] lr: 7.500e-03, eta: 7:46:19, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7320, top5_acc/: 0.9021, loss_cls/: 1.0408, loss/: 1.0408, grad_norm: 2.9386, top1_acc//aux0: 0.8219, top5_acc//aux0: 0.9446, loss_cls//aux0: 0.6690, loss//aux0: 0.6690 2020-10-16 00:03:15,959 - mmaction - INFO - Epoch [37][140/396] lr: 7.500e-03, eta: 7:46:37, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.7320, top5_acc/: 0.9021, loss_cls/: 1.0408, loss/: 1.0408, grad_norm: 2.9543, top1_acc//aux0: 0.8227, top5_acc//aux0: 0.9451, loss_cls//aux0: 0.6668, loss//aux0: 0.6668 2020-10-16 00:03:35,665 - mmaction - INFO - Epoch [37][160/396] lr: 7.500e-03, eta: 7:45:54, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.7310, top5_acc/: 0.9055, loss_cls/: 1.0432, loss/: 1.0432, grad_norm: 2.9990, top1_acc//aux0: 0.8204, top5_acc//aux0: 0.9411, loss_cls//aux0: 0.6780, loss//aux0: 0.6780 2020-10-16 00:03:36,196 - mmaction - INFO - Epoch [37][160/396] lr: 7.500e-03, eta: 7:46:11, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.7310, top5_acc/: 0.9055, loss_cls/: 1.0432, loss/: 1.0432, grad_norm: 3.0000, top1_acc//aux0: 0.8208, top5_acc//aux0: 0.9404, loss_cls//aux0: 0.6802, loss//aux0: 0.6802 2020-10-16 00:03:55,834 - mmaction - INFO - Epoch [37][180/396] lr: 7.500e-03, eta: 7:45:28, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.7305, top5_acc/: 0.9034, loss_cls/: 1.0622, loss/: 1.0622, grad_norm: 2.9687, top1_acc//aux0: 0.8186, top5_acc//aux0: 0.9416, loss_cls//aux0: 0.6817, loss//aux0: 0.6817 2020-10-16 00:03:56,405 - mmaction - INFO - Epoch [37][180/396] lr: 7.500e-03, eta: 7:45:46, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.7305, top5_acc/: 0.9034, loss_cls/: 1.0622, loss/: 1.0622, grad_norm: 2.9635, top1_acc//aux0: 0.8172, top5_acc//aux0: 0.9415, loss_cls//aux0: 0.6840, loss//aux0: 0.6840 2020-10-16 00:04:16,448 - mmaction - INFO - Epoch [37][200/396] lr: 7.500e-03, eta: 7:45:03, time: 0.520, data_time: 0.000, memory: 8335, top1_acc/: 0.7344, top5_acc/: 0.9010, loss_cls/: 1.0561, loss/: 1.0561, grad_norm: 2.9785, top1_acc//aux0: 0.8224, top5_acc//aux0: 0.9442, loss_cls//aux0: 0.6598, loss//aux0: 0.6598 2020-10-16 00:04:16,891 - mmaction - INFO - Epoch [37][200/396] lr: 7.500e-03, eta: 7:45:21, time: 0.519, data_time: 0.002, memory: 8335, top1_acc/: 0.7344, top5_acc/: 0.9010, loss_cls/: 1.0561, loss/: 1.0561, grad_norm: 2.9588, top1_acc//aux0: 0.8239, top5_acc//aux0: 0.9449, loss_cls//aux0: 0.6554, loss//aux0: 0.6554 2020-10-16 00:04:36,990 - mmaction - INFO - Epoch [37][220/396] lr: 7.500e-03, eta: 7:44:38, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.7396, top5_acc/: 0.9036, loss_cls/: 1.0249, loss/: 1.0249, grad_norm: 2.9742, top1_acc//aux0: 0.8195, top5_acc//aux0: 0.9437, loss_cls//aux0: 0.6727, loss//aux0: 0.6727 2020-10-16 00:04:37,422 - mmaction - INFO - Epoch [37][220/396] lr: 7.500e-03, eta: 7:44:56, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.7396, top5_acc/: 0.9036, loss_cls/: 1.0249, loss/: 1.0249, grad_norm: 2.9271, top1_acc//aux0: 0.8184, top5_acc//aux0: 0.9427, loss_cls//aux0: 0.6779, loss//aux0: 0.6779 2020-10-16 00:04:57,105 - mmaction - INFO - Epoch [37][240/396] lr: 7.500e-03, eta: 7:44:13, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.7247, top5_acc/: 0.9042, loss_cls/: 1.0589, loss/: 1.0589, grad_norm: 3.0137, top1_acc//aux0: 0.8229, top5_acc//aux0: 0.9434, loss_cls//aux0: 0.6728, loss//aux0: 0.6728 2020-10-16 00:04:57,553 - mmaction - INFO - Epoch [37][240/396] lr: 7.500e-03, eta: 7:44:30, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.7247, top5_acc/: 0.9042, loss_cls/: 1.0589, loss/: 1.0589, grad_norm: 2.9904, top1_acc//aux0: 0.8225, top5_acc//aux0: 0.9437, loss_cls//aux0: 0.6715, loss//aux0: 0.6715 2020-10-16 00:05:17,482 - mmaction - INFO - Epoch [37][260/396] lr: 7.500e-03, eta: 7:43:47, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.7318, top5_acc/: 0.9031, loss_cls/: 1.0383, loss/: 1.0383, grad_norm: 2.9572, top1_acc//aux0: 0.8228, top5_acc//aux0: 0.9443, loss_cls//aux0: 0.6670, loss//aux0: 0.6670 2020-10-16 00:05:17,949 - mmaction - INFO - Epoch [37][260/396] lr: 7.500e-03, eta: 7:44:05, time: 0.515, data_time: 0.002, memory: 8335, top1_acc/: 0.7318, top5_acc/: 0.9031, loss_cls/: 1.0383, loss/: 1.0383, grad_norm: 2.9602, top1_acc//aux0: 0.8237, top5_acc//aux0: 0.9445, loss_cls//aux0: 0.6660, loss//aux0: 0.6660 2020-10-16 00:05:37,725 - mmaction - INFO - Epoch [37][280/396] lr: 7.500e-03, eta: 7:43:22, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.7331, top5_acc/: 0.9023, loss_cls/: 1.0379, loss/: 1.0379, grad_norm: 2.9908, top1_acc//aux0: 0.8204, top5_acc//aux0: 0.9440, loss_cls//aux0: 0.6734, loss//aux0: 0.6734 2020-10-16 00:05:38,158 - mmaction - INFO - Epoch [37][280/396] lr: 7.500e-03, eta: 7:43:39, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.7331, top5_acc/: 0.9023, loss_cls/: 1.0379, loss/: 1.0379, grad_norm: 2.9864, top1_acc//aux0: 0.8209, top5_acc//aux0: 0.9437, loss_cls//aux0: 0.6721, loss//aux0: 0.6721 2020-10-16 00:05:58,116 - mmaction - INFO - Epoch [37][300/396] lr: 7.500e-03, eta: 7:42:56, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7349, top5_acc/: 0.8969, loss_cls/: 1.0567, loss/: 1.0567, grad_norm: 2.9757, top1_acc//aux0: 0.8197, top5_acc//aux0: 0.9396, loss_cls//aux0: 0.6792, loss//aux0: 0.6792 2020-10-16 00:05:58,562 - mmaction - INFO - Epoch [37][300/396] lr: 7.500e-03, eta: 7:43:14, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.7349, top5_acc/: 0.8969, loss_cls/: 1.0567, loss/: 1.0567, grad_norm: 2.9872, top1_acc//aux0: 0.8180, top5_acc//aux0: 0.9396, loss_cls//aux0: 0.6834, loss//aux0: 0.6834 2020-10-16 00:06:18,451 - mmaction - INFO - Epoch [37][320/396] lr: 7.500e-03, eta: 7:42:31, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.7255, top5_acc/: 0.9018, loss_cls/: 1.0737, loss/: 1.0737, grad_norm: 2.9434, top1_acc//aux0: 0.8241, top5_acc//aux0: 0.9443, loss_cls//aux0: 0.6654, loss//aux0: 0.6654 2020-10-16 00:06:18,908 - mmaction - INFO - Epoch [37][320/396] lr: 7.500e-03, eta: 7:42:49, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.7255, top5_acc/: 0.9018, loss_cls/: 1.0737, loss/: 1.0737, grad_norm: 2.9535, top1_acc//aux0: 0.8247, top5_acc//aux0: 0.9439, loss_cls//aux0: 0.6663, loss//aux0: 0.6663 2020-10-16 00:06:38,788 - mmaction - INFO - Epoch [37][340/396] lr: 7.500e-03, eta: 7:42:05, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.7255, top5_acc/: 0.9078, loss_cls/: 1.0407, loss/: 1.0407, grad_norm: 2.9922, top1_acc//aux0: 0.8225, top5_acc//aux0: 0.9451, loss_cls//aux0: 0.6645, loss//aux0: 0.6645 2020-10-16 00:06:39,247 - mmaction - INFO - Epoch [37][340/396] lr: 7.500e-03, eta: 7:42:23, time: 0.502, data_time: 0.003, memory: 8335, top1_acc/: 0.7255, top5_acc/: 0.9078, loss_cls/: 1.0407, loss/: 1.0407, grad_norm: 2.9807, top1_acc//aux0: 0.8229, top5_acc//aux0: 0.9458, loss_cls//aux0: 0.6601, loss//aux0: 0.6601 2020-10-16 00:06:59,208 - mmaction - INFO - Epoch [37][360/396] lr: 7.500e-03, eta: 7:41:40, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.7208, top5_acc/: 0.9000, loss_cls/: 1.0791, loss/: 1.0791, grad_norm: 3.0721, top1_acc//aux0: 0.8207, top5_acc//aux0: 0.9410, loss_cls//aux0: 0.6730, loss//aux0: 0.6730 2020-10-16 00:06:59,679 - mmaction - INFO - Epoch [37][360/396] lr: 7.500e-03, eta: 7:41:58, time: 0.519, data_time: 0.002, memory: 8335, top1_acc/: 0.7208, top5_acc/: 0.9000, loss_cls/: 1.0791, loss/: 1.0791, grad_norm: 3.0866, top1_acc//aux0: 0.8198, top5_acc//aux0: 0.9401, loss_cls//aux0: 0.6769, loss//aux0: 0.6769 2020-10-16 00:07:19,542 - mmaction - INFO - Epoch [37][380/396] lr: 7.500e-03, eta: 7:41:15, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.7203, top5_acc/: 0.9010, loss_cls/: 1.0766, loss/: 1.0766, grad_norm: 3.0622, top1_acc//aux0: 0.8161, top5_acc//aux0: 0.9436, loss_cls//aux0: 0.6839, loss//aux0: 0.6839 2020-10-16 00:07:19,996 - mmaction - INFO - Epoch [37][380/396] lr: 7.500e-03, eta: 7:41:32, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.7203, top5_acc/: 0.9010, loss_cls/: 1.0766, loss/: 1.0766, grad_norm: 3.0687, top1_acc//aux0: 0.8159, top5_acc//aux0: 0.9437, loss_cls//aux0: 0.6834, loss//aux0: 0.6834 2020-10-16 00:07:40,310 - mmaction - INFO - Saving checkpoint at 37 epochs 2020-10-16 00:10:25,143 - mmaction - INFO - Epoch [38][20/396] lr: 7.500e-03, eta: 7:40:01, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.7430, top5_acc/: 0.9130, loss_cls/: 0.9961, loss/: 0.9961, grad_norm: 2.9732, top1_acc//aux0: 0.8259, top5_acc//aux0: 0.9451, loss_cls//aux0: 0.6563, loss//aux0: 0.6563 2020-10-16 00:10:25,613 - mmaction - INFO - Epoch [38][20/396] lr: 7.500e-03, eta: 7:40:18, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.7430, top5_acc/: 0.9130, loss_cls/: 0.9961, loss/: 0.9961, grad_norm: 2.9563, top1_acc//aux0: 0.8255, top5_acc//aux0: 0.9448, loss_cls//aux0: 0.6565, loss//aux0: 0.6565 2020-10-16 00:10:45,372 - mmaction - INFO - Epoch [38][40/396] lr: 7.500e-03, eta: 7:39:36, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.7346, top5_acc/: 0.9062, loss_cls/: 1.0065, loss/: 1.0065, grad_norm: 3.3048, top1_acc//aux0: 0.8209, top5_acc//aux0: 0.9437, loss_cls//aux0: 0.6773, loss//aux0: 0.6773 2020-10-16 00:10:45,810 - mmaction - INFO - Epoch [38][40/396] lr: 7.500e-03, eta: 7:39:53, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.7346, top5_acc/: 0.9062, loss_cls/: 1.0065, loss/: 1.0065, grad_norm: 3.1684, top1_acc//aux0: 0.8208, top5_acc//aux0: 0.9439, loss_cls//aux0: 0.6771, loss//aux0: 0.6771 2020-10-16 00:11:05,447 - mmaction - INFO - Epoch [38][60/396] lr: 7.500e-03, eta: 7:39:10, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7289, top5_acc/: 0.9018, loss_cls/: 1.0599, loss/: 1.0599, grad_norm: 2.9487, top1_acc//aux0: 0.8233, top5_acc//aux0: 0.9456, loss_cls//aux0: 0.6605, loss//aux0: 0.6605 2020-10-16 00:11:05,901 - mmaction - INFO - Epoch [38][60/396] lr: 7.500e-03, eta: 7:39:28, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.7289, top5_acc/: 0.9018, loss_cls/: 1.0599, loss/: 1.0599, grad_norm: 2.9481, top1_acc//aux0: 0.8236, top5_acc//aux0: 0.9461, loss_cls//aux0: 0.6588, loss//aux0: 0.6588 2020-10-16 00:11:25,629 - mmaction - INFO - Epoch [38][80/396] lr: 7.500e-03, eta: 7:38:45, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7312, top5_acc/: 0.9000, loss_cls/: 1.0643, loss/: 1.0643, grad_norm: 2.9551, top1_acc//aux0: 0.8236, top5_acc//aux0: 0.9445, loss_cls//aux0: 0.6632, loss//aux0: 0.6632 2020-10-16 00:11:26,070 - mmaction - INFO - Epoch [38][80/396] lr: 7.500e-03, eta: 7:39:02, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.7312, top5_acc/: 0.9000, loss_cls/: 1.0643, loss/: 1.0643, grad_norm: 2.9415, top1_acc//aux0: 0.8244, top5_acc//aux0: 0.9447, loss_cls//aux0: 0.6597, loss//aux0: 0.6597 2020-10-16 00:11:45,752 - mmaction - INFO - Epoch [38][100/396] lr: 7.500e-03, eta: 7:38:20, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.7378, top5_acc/: 0.9010, loss_cls/: 1.0317, loss/: 1.0317, grad_norm: 2.9370, top1_acc//aux0: 0.8212, top5_acc//aux0: 0.9422, loss_cls//aux0: 0.6668, loss//aux0: 0.6668 2020-10-16 00:11:46,186 - mmaction - INFO - Epoch [38][100/396] lr: 7.500e-03, eta: 7:38:37, time: 0.502, data_time: 0.001, memory: 8335, top1_acc/: 0.7378, top5_acc/: 0.9010, loss_cls/: 1.0317, loss/: 1.0317, grad_norm: 2.9323, top1_acc//aux0: 0.8206, top5_acc//aux0: 0.9414, loss_cls//aux0: 0.6721, loss//aux0: 0.6721 2020-10-16 00:12:05,856 - mmaction - INFO - Epoch [38][120/396] lr: 7.500e-03, eta: 7:37:54, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.7307, top5_acc/: 0.9049, loss_cls/: 1.0504, loss/: 1.0504, grad_norm: 2.9797, top1_acc//aux0: 0.8240, top5_acc//aux0: 0.9434, loss_cls//aux0: 0.6649, loss//aux0: 0.6649 2020-10-16 00:12:06,296 - mmaction - INFO - Epoch [38][120/396] lr: 7.500e-03, eta: 7:38:11, time: 0.503, data_time: 0.003, memory: 8335, top1_acc/: 0.7307, top5_acc/: 0.9049, loss_cls/: 1.0504, loss/: 1.0504, grad_norm: 2.9815, top1_acc//aux0: 0.8236, top5_acc//aux0: 0.9432, loss_cls//aux0: 0.6664, loss//aux0: 0.6664 2020-10-16 00:12:26,081 - mmaction - INFO - Epoch [38][140/396] lr: 7.500e-03, eta: 7:37:28, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.7258, top5_acc/: 0.8956, loss_cls/: 1.0878, loss/: 1.0878, grad_norm: 2.9776, top1_acc//aux0: 0.8273, top5_acc//aux0: 0.9456, loss_cls//aux0: 0.6634, loss//aux0: 0.6634 2020-10-16 00:12:26,539 - mmaction - INFO - Epoch [38][140/396] lr: 7.500e-03, eta: 7:37:45, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.7258, top5_acc/: 0.8956, loss_cls/: 1.0878, loss/: 1.0878, grad_norm: 2.9559, top1_acc//aux0: 0.8279, top5_acc//aux0: 0.9458, loss_cls//aux0: 0.6609, loss//aux0: 0.6609 2020-10-16 00:12:46,193 - mmaction - INFO - Epoch [38][160/396] lr: 7.500e-03, eta: 7:37:03, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.7508, top5_acc/: 0.9112, loss_cls/: 0.9772, loss/: 0.9772, grad_norm: 2.9390, top1_acc//aux0: 0.8229, top5_acc//aux0: 0.9436, loss_cls//aux0: 0.6673, loss//aux0: 0.6673 2020-10-16 00:12:46,639 - mmaction - INFO - Epoch [38][160/396] lr: 7.500e-03, eta: 7:37:20, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.7508, top5_acc/: 0.9112, loss_cls/: 0.9772, loss/: 0.9772, grad_norm: 2.9244, top1_acc//aux0: 0.8234, top5_acc//aux0: 0.9441, loss_cls//aux0: 0.6640, loss//aux0: 0.6640 2020-10-16 00:13:06,364 - mmaction - INFO - Epoch [38][180/396] lr: 7.500e-03, eta: 7:36:37, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.7227, top5_acc/: 0.8974, loss_cls/: 1.0591, loss/: 1.0591, grad_norm: 2.9990, top1_acc//aux0: 0.8211, top5_acc//aux0: 0.9427, loss_cls//aux0: 0.6714, loss//aux0: 0.6714 2020-10-16 00:13:06,801 - mmaction - INFO - Epoch [38][180/396] lr: 7.500e-03, eta: 7:36:54, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.7227, top5_acc/: 0.8974, loss_cls/: 1.0591, loss/: 1.0591, grad_norm: 3.0087, top1_acc//aux0: 0.8204, top5_acc//aux0: 0.9423, loss_cls//aux0: 0.6750, loss//aux0: 0.6750 2020-10-16 00:13:26,613 - mmaction - INFO - Epoch [38][200/396] lr: 7.500e-03, eta: 7:36:12, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.7221, top5_acc/: 0.8995, loss_cls/: 1.0861, loss/: 1.0861, grad_norm: 2.9848, top1_acc//aux0: 0.8178, top5_acc//aux0: 0.9409, loss_cls//aux0: 0.6807, loss//aux0: 0.6807 2020-10-16 00:13:27,066 - mmaction - INFO - Epoch [38][200/396] lr: 7.500e-03, eta: 7:36:29, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.7221, top5_acc/: 0.8995, loss_cls/: 1.0861, loss/: 1.0861, grad_norm: 2.9995, top1_acc//aux0: 0.8179, top5_acc//aux0: 0.9412, loss_cls//aux0: 0.6808, loss//aux0: 0.6808 2020-10-16 00:13:46,775 - mmaction - INFO - Epoch [38][220/396] lr: 7.500e-03, eta: 7:35:47, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7302, top5_acc/: 0.9068, loss_cls/: 1.0275, loss/: 1.0275, grad_norm: 2.9483, top1_acc//aux0: 0.8234, top5_acc//aux0: 0.9445, loss_cls//aux0: 0.6685, loss//aux0: 0.6685 2020-10-16 00:13:47,237 - mmaction - INFO - Epoch [38][220/396] lr: 7.500e-03, eta: 7:36:04, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.7302, top5_acc/: 0.9068, loss_cls/: 1.0275, loss/: 1.0275, grad_norm: 2.9375, top1_acc//aux0: 0.8237, top5_acc//aux0: 0.9444, loss_cls//aux0: 0.6681, loss//aux0: 0.6681 2020-10-16 00:14:06,928 - mmaction - INFO - Epoch [38][240/396] lr: 7.500e-03, eta: 7:35:22, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.7240, top5_acc/: 0.9042, loss_cls/: 1.0382, loss/: 1.0382, grad_norm: 3.0402, top1_acc//aux0: 0.8262, top5_acc//aux0: 0.9438, loss_cls//aux0: 0.6599, loss//aux0: 0.6599 2020-10-16 00:14:07,372 - mmaction - INFO - Epoch [38][240/396] lr: 7.500e-03, eta: 7:35:38, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.7240, top5_acc/: 0.9042, loss_cls/: 1.0382, loss/: 1.0382, grad_norm: 3.0409, top1_acc//aux0: 0.8255, top5_acc//aux0: 0.9437, loss_cls//aux0: 0.6611, loss//aux0: 0.6611 2020-10-16 00:14:27,166 - mmaction - INFO - Epoch [38][260/396] lr: 7.500e-03, eta: 7:34:56, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.7286, top5_acc/: 0.8995, loss_cls/: 1.0694, loss/: 1.0694, grad_norm: 2.9435, top1_acc//aux0: 0.8188, top5_acc//aux0: 0.9424, loss_cls//aux0: 0.6783, loss//aux0: 0.6783 2020-10-16 00:14:27,651 - mmaction - INFO - Epoch [38][260/396] lr: 7.500e-03, eta: 7:35:13, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.7286, top5_acc/: 0.8995, loss_cls/: 1.0694, loss/: 1.0694, grad_norm: 2.9257, top1_acc//aux0: 0.8200, top5_acc//aux0: 0.9424, loss_cls//aux0: 0.6762, loss//aux0: 0.6762 2020-10-16 00:14:47,418 - mmaction - INFO - Epoch [38][280/396] lr: 7.500e-03, eta: 7:34:31, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7344, top5_acc/: 0.9021, loss_cls/: 1.0465, loss/: 1.0465, grad_norm: 3.0199, top1_acc//aux0: 0.8211, top5_acc//aux0: 0.9437, loss_cls//aux0: 0.6720, loss//aux0: 0.6720 2020-10-16 00:14:47,860 - mmaction - INFO - Epoch [38][280/396] lr: 7.500e-03, eta: 7:34:48, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.7344, top5_acc/: 0.9021, loss_cls/: 1.0465, loss/: 1.0465, grad_norm: 3.0008, top1_acc//aux0: 0.8201, top5_acc//aux0: 0.9432, loss_cls//aux0: 0.6742, loss//aux0: 0.6742 2020-10-16 00:15:07,879 - mmaction - INFO - Epoch [38][300/396] lr: 7.500e-03, eta: 7:34:06, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7326, top5_acc/: 0.9010, loss_cls/: 1.0631, loss/: 1.0631, grad_norm: 2.9633, top1_acc//aux0: 0.8242, top5_acc//aux0: 0.9440, loss_cls//aux0: 0.6658, loss//aux0: 0.6658 2020-10-16 00:15:08,353 - mmaction - INFO - Epoch [38][300/396] lr: 7.500e-03, eta: 7:34:23, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.7326, top5_acc/: 0.9010, loss_cls/: 1.0631, loss/: 1.0631, grad_norm: 2.9754, top1_acc//aux0: 0.8246, top5_acc//aux0: 0.9447, loss_cls//aux0: 0.6659, loss//aux0: 0.6659 2020-10-16 00:15:28,295 - mmaction - INFO - Epoch [38][320/396] lr: 7.500e-03, eta: 7:33:41, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.7154, top5_acc/: 0.8982, loss_cls/: 1.1008, loss/: 1.1008, grad_norm: 2.9984, top1_acc//aux0: 0.8197, top5_acc//aux0: 0.9423, loss_cls//aux0: 0.6809, loss//aux0: 0.6809 2020-10-16 00:15:28,786 - mmaction - INFO - Epoch [38][320/396] lr: 7.500e-03, eta: 7:33:57, time: 0.508, data_time: 0.006, memory: 8335, top1_acc/: 0.7154, top5_acc/: 0.8982, loss_cls/: 1.1008, loss/: 1.1008, grad_norm: 3.0062, top1_acc//aux0: 0.8187, top5_acc//aux0: 0.9426, loss_cls//aux0: 0.6812, loss//aux0: 0.6812 2020-10-16 00:15:48,667 - mmaction - INFO - Epoch [38][340/396] lr: 7.500e-03, eta: 7:33:16, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.7180, top5_acc/: 0.8979, loss_cls/: 1.0962, loss/: 1.0962, grad_norm: 3.0424, top1_acc//aux0: 0.8212, top5_acc//aux0: 0.9414, loss_cls//aux0: 0.6822, loss//aux0: 0.6822 2020-10-16 00:15:49,130 - mmaction - INFO - Epoch [38][340/396] lr: 7.500e-03, eta: 7:33:33, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.7180, top5_acc/: 0.8979, loss_cls/: 1.0962, loss/: 1.0962, grad_norm: 3.0465, top1_acc//aux0: 0.8218, top5_acc//aux0: 0.9408, loss_cls//aux0: 0.6823, loss//aux0: 0.6823 2020-10-16 00:16:08,832 - mmaction - INFO - Epoch [38][360/396] lr: 7.500e-03, eta: 7:32:51, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.7367, top5_acc/: 0.9013, loss_cls/: 1.0397, loss/: 1.0397, grad_norm: 3.0052, top1_acc//aux0: 0.8219, top5_acc//aux0: 0.9442, loss_cls//aux0: 0.6672, loss//aux0: 0.6672 2020-10-16 00:16:09,289 - mmaction - INFO - Epoch [38][360/396] lr: 7.500e-03, eta: 7:33:07, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.7367, top5_acc/: 0.9013, loss_cls/: 1.0397, loss/: 1.0397, grad_norm: 3.0000, top1_acc//aux0: 0.8224, top5_acc//aux0: 0.9444, loss_cls//aux0: 0.6673, loss//aux0: 0.6673 2020-10-16 00:16:28,876 - mmaction - INFO - Epoch [38][380/396] lr: 7.500e-03, eta: 7:32:25, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.7260, top5_acc/: 0.9018, loss_cls/: 1.0810, loss/: 1.0810, grad_norm: 2.9848, top1_acc//aux0: 0.8208, top5_acc//aux0: 0.9430, loss_cls//aux0: 0.6816, loss//aux0: 0.6816 2020-10-16 00:16:29,320 - mmaction - INFO - Epoch [38][380/396] lr: 7.500e-03, eta: 7:32:42, time: 0.503, data_time: 0.003, memory: 8335, top1_acc/: 0.7260, top5_acc/: 0.9018, loss_cls/: 1.0810, loss/: 1.0810, grad_norm: 2.9868, top1_acc//aux0: 0.8204, top5_acc//aux0: 0.9428, loss_cls//aux0: 0.6817, loss//aux0: 0.6817 2020-10-16 00:16:46,690 - mmaction - INFO - Saving checkpoint at 38 epochs 2020-10-16 00:19:22,974 - mmaction - INFO - Epoch [39][20/396] lr: 7.500e-03, eta: 7:31:14, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.7404, top5_acc/: 0.9086, loss_cls/: 1.0138, loss/: 1.0138, grad_norm: 2.9269, top1_acc//aux0: 0.8231, top5_acc//aux0: 0.9453, loss_cls//aux0: 0.6555, loss//aux0: 0.6555 2020-10-16 00:19:23,408 - mmaction - INFO - Epoch [39][20/396] lr: 7.500e-03, eta: 7:31:30, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.7404, top5_acc/: 0.9086, loss_cls/: 1.0138, loss/: 1.0138, grad_norm: 2.9263, top1_acc//aux0: 0.8237, top5_acc//aux0: 0.9453, loss_cls//aux0: 0.6556, loss//aux0: 0.6556 2020-10-16 00:19:43,140 - mmaction - INFO - Epoch [39][40/396] lr: 7.500e-03, eta: 7:30:49, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.7492, top5_acc/: 0.9099, loss_cls/: 1.0003, loss/: 1.0003, grad_norm: 2.9262, top1_acc//aux0: 0.8226, top5_acc//aux0: 0.9439, loss_cls//aux0: 0.6616, loss//aux0: 0.6616 2020-10-16 00:19:43,577 - mmaction - INFO - Epoch [39][40/396] lr: 7.500e-03, eta: 7:31:05, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.7492, top5_acc/: 0.9099, loss_cls/: 1.0003, loss/: 1.0003, grad_norm: 2.9267, top1_acc//aux0: 0.8222, top5_acc//aux0: 0.9441, loss_cls//aux0: 0.6610, loss//aux0: 0.6610 2020-10-16 00:20:03,172 - mmaction - INFO - Epoch [39][60/396] lr: 7.500e-03, eta: 7:30:23, time: 0.498, data_time: 0.000, memory: 8335, top1_acc/: 0.7310, top5_acc/: 0.8997, loss_cls/: 1.0336, loss/: 1.0336, grad_norm: 2.9483, top1_acc//aux0: 0.8202, top5_acc//aux0: 0.9444, loss_cls//aux0: 0.6645, loss//aux0: 0.6645 2020-10-16 00:20:03,663 - mmaction - INFO - Epoch [39][60/396] lr: 7.500e-03, eta: 7:30:40, time: 0.503, data_time: 0.003, memory: 8335, top1_acc/: 0.7310, top5_acc/: 0.8997, loss_cls/: 1.0336, loss/: 1.0336, grad_norm: 2.9556, top1_acc//aux0: 0.8202, top5_acc//aux0: 0.9439, loss_cls//aux0: 0.6660, loss//aux0: 0.6660 2020-10-16 00:20:23,577 - mmaction - INFO - Epoch [39][80/396] lr: 7.500e-03, eta: 7:29:58, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.7362, top5_acc/: 0.9003, loss_cls/: 1.0306, loss/: 1.0306, grad_norm: 2.9732, top1_acc//aux0: 0.8245, top5_acc//aux0: 0.9442, loss_cls//aux0: 0.6609, loss//aux0: 0.6609 2020-10-16 00:20:24,033 - mmaction - INFO - Epoch [39][80/396] lr: 7.500e-03, eta: 7:30:15, time: 0.514, data_time: 0.002, memory: 8335, top1_acc/: 0.7362, top5_acc/: 0.9003, loss_cls/: 1.0306, loss/: 1.0306, grad_norm: 2.9665, top1_acc//aux0: 0.8248, top5_acc//aux0: 0.9450, loss_cls//aux0: 0.6589, loss//aux0: 0.6589 2020-10-16 00:20:43,643 - mmaction - INFO - Epoch [39][100/396] lr: 7.500e-03, eta: 7:29:34, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.7451, top5_acc/: 0.9068, loss_cls/: 1.0218, loss/: 1.0218, grad_norm: 3.0424, top1_acc//aux0: 0.8195, top5_acc//aux0: 0.9423, loss_cls//aux0: 0.6813, loss//aux0: 0.6813 2020-10-16 00:20:44,089 - mmaction - INFO - Epoch [39][100/396] lr: 7.500e-03, eta: 7:29:50, time: 0.504, data_time: 0.005, memory: 8335, top1_acc/: 0.7451, top5_acc/: 0.9068, loss_cls/: 1.0218, loss/: 1.0218, grad_norm: 3.0422, top1_acc//aux0: 0.8181, top5_acc//aux0: 0.9414, loss_cls//aux0: 0.6862, loss//aux0: 0.6862 2020-10-16 00:21:03,761 - mmaction - INFO - Epoch [39][120/396] lr: 7.500e-03, eta: 7:29:08, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7292, top5_acc/: 0.8943, loss_cls/: 1.0273, loss/: 1.0273, grad_norm: 2.9617, top1_acc//aux0: 0.8208, top5_acc//aux0: 0.9424, loss_cls//aux0: 0.6720, loss//aux0: 0.6720 2020-10-16 00:21:04,208 - mmaction - INFO - Epoch [39][120/396] lr: 7.500e-03, eta: 7:29:25, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.7292, top5_acc/: 0.8943, loss_cls/: 1.0273, loss/: 1.0273, grad_norm: 2.9557, top1_acc//aux0: 0.8226, top5_acc//aux0: 0.9434, loss_cls//aux0: 0.6661, loss//aux0: 0.6661 2020-10-16 00:21:24,073 - mmaction - INFO - Epoch [39][140/396] lr: 7.500e-03, eta: 7:28:43, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.7279, top5_acc/: 0.9057, loss_cls/: 1.0640, loss/: 1.0640, grad_norm: 3.6990, top1_acc//aux0: 0.8237, top5_acc//aux0: 0.9437, loss_cls//aux0: 0.6623, loss//aux0: 0.6623 2020-10-16 00:21:24,523 - mmaction - INFO - Epoch [39][140/396] lr: 7.500e-03, eta: 7:29:00, time: 0.515, data_time: 0.011, memory: 8335, top1_acc/: 0.7279, top5_acc/: 0.9057, loss_cls/: 1.0640, loss/: 1.0640, grad_norm: 3.6942, top1_acc//aux0: 0.8224, top5_acc//aux0: 0.9426, loss_cls//aux0: 0.6686, loss//aux0: 0.6686 2020-10-16 00:21:44,255 - mmaction - INFO - Epoch [39][160/396] lr: 7.500e-03, eta: 7:28:18, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.7255, top5_acc/: 0.8987, loss_cls/: 1.0833, loss/: 1.0833, grad_norm: 3.1573, top1_acc//aux0: 0.8124, top5_acc//aux0: 0.9382, loss_cls//aux0: 0.7192, loss//aux0: 0.7192 2020-10-16 00:21:44,694 - mmaction - INFO - Epoch [39][160/396] lr: 7.500e-03, eta: 7:28:35, time: 0.506, data_time: 0.007, memory: 8335, top1_acc/: 0.7255, top5_acc/: 0.8987, loss_cls/: 1.0833, loss/: 1.0833, grad_norm: 3.1563, top1_acc//aux0: 0.8127, top5_acc//aux0: 0.9381, loss_cls//aux0: 0.7190, loss//aux0: 0.7190 2020-10-16 00:22:04,598 - mmaction - INFO - Epoch [39][180/396] lr: 7.500e-03, eta: 7:27:54, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.7411, top5_acc/: 0.9031, loss_cls/: 1.0317, loss/: 1.0317, grad_norm: 2.9516, top1_acc//aux0: 0.8197, top5_acc//aux0: 0.9417, loss_cls//aux0: 0.6870, loss//aux0: 0.6870 2020-10-16 00:22:05,028 - mmaction - INFO - Epoch [39][180/396] lr: 7.500e-03, eta: 7:28:10, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.7411, top5_acc/: 0.9031, loss_cls/: 1.0317, loss/: 1.0317, grad_norm: 2.9313, top1_acc//aux0: 0.8204, top5_acc//aux0: 0.9425, loss_cls//aux0: 0.6815, loss//aux0: 0.6815 2020-10-16 00:22:25,005 - mmaction - INFO - Epoch [39][200/396] lr: 7.500e-03, eta: 7:27:29, time: 0.519, data_time: 0.000, memory: 8335, top1_acc/: 0.7487, top5_acc/: 0.9044, loss_cls/: 1.0025, loss/: 1.0025, grad_norm: 2.8877, top1_acc//aux0: 0.8233, top5_acc//aux0: 0.9436, loss_cls//aux0: 0.6616, loss//aux0: 0.6616 2020-10-16 00:22:25,452 - mmaction - INFO - Epoch [39][200/396] lr: 7.500e-03, eta: 7:27:46, time: 0.522, data_time: 0.003, memory: 8335, top1_acc/: 0.7487, top5_acc/: 0.9044, loss_cls/: 1.0025, loss/: 1.0025, grad_norm: 2.8803, top1_acc//aux0: 0.8227, top5_acc//aux0: 0.9438, loss_cls//aux0: 0.6619, loss//aux0: 0.6619 2020-10-16 00:22:45,134 - mmaction - INFO - Epoch [39][220/396] lr: 7.500e-03, eta: 7:27:05, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.7479, top5_acc/: 0.9060, loss_cls/: 1.0105, loss/: 1.0105, grad_norm: 2.9996, top1_acc//aux0: 0.8193, top5_acc//aux0: 0.9455, loss_cls//aux0: 0.6688, loss//aux0: 0.6688 2020-10-16 00:22:45,595 - mmaction - INFO - Epoch [39][220/396] lr: 7.500e-03, eta: 7:27:21, time: 0.506, data_time: 0.003, memory: 8335, top1_acc/: 0.7479, top5_acc/: 0.9060, loss_cls/: 1.0105, loss/: 1.0105, grad_norm: 2.9804, top1_acc//aux0: 0.8196, top5_acc//aux0: 0.9452, loss_cls//aux0: 0.6700, loss//aux0: 0.6700 2020-10-16 00:23:05,186 - mmaction - INFO - Epoch [39][240/396] lr: 7.500e-03, eta: 7:26:39, time: 0.498, data_time: 0.000, memory: 8335, top1_acc/: 0.7339, top5_acc/: 0.9107, loss_cls/: 1.0224, loss/: 1.0224, grad_norm: 3.0107, top1_acc//aux0: 0.8241, top5_acc//aux0: 0.9446, loss_cls//aux0: 0.6587, loss//aux0: 0.6587 2020-10-16 00:23:05,629 - mmaction - INFO - Epoch [39][240/396] lr: 7.500e-03, eta: 7:26:55, time: 0.499, data_time: 0.003, memory: 8335, top1_acc/: 0.7339, top5_acc/: 0.9107, loss_cls/: 1.0224, loss/: 1.0224, grad_norm: 3.0065, top1_acc//aux0: 0.8245, top5_acc//aux0: 0.9448, loss_cls//aux0: 0.6577, loss//aux0: 0.6577 2020-10-16 00:23:25,279 - mmaction - INFO - Epoch [39][260/396] lr: 7.500e-03, eta: 7:26:14, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.7315, top5_acc/: 0.8984, loss_cls/: 1.0379, loss/: 1.0379, grad_norm: 3.1108, top1_acc//aux0: 0.8203, top5_acc//aux0: 0.9421, loss_cls//aux0: 0.6746, loss//aux0: 0.6746 2020-10-16 00:23:25,723 - mmaction - INFO - Epoch [39][260/396] lr: 7.500e-03, eta: 7:26:30, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.7315, top5_acc/: 0.8984, loss_cls/: 1.0379, loss/: 1.0379, grad_norm: 3.0934, top1_acc//aux0: 0.8200, top5_acc//aux0: 0.9419, loss_cls//aux0: 0.6750, loss//aux0: 0.6750 2020-10-16 00:23:45,552 - mmaction - INFO - Epoch [39][280/396] lr: 7.500e-03, eta: 7:25:49, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.7367, top5_acc/: 0.9034, loss_cls/: 1.0157, loss/: 1.0157, grad_norm: 3.0942, top1_acc//aux0: 0.8192, top5_acc//aux0: 0.9424, loss_cls//aux0: 0.6864, loss//aux0: 0.6864 2020-10-16 00:23:45,994 - mmaction - INFO - Epoch [39][280/396] lr: 7.500e-03, eta: 7:26:05, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.7367, top5_acc/: 0.9034, loss_cls/: 1.0157, loss/: 1.0157, grad_norm: 2.9783, top1_acc//aux0: 0.8183, top5_acc//aux0: 0.9422, loss_cls//aux0: 0.6902, loss//aux0: 0.6902 2020-10-16 00:24:06,007 - mmaction - INFO - Epoch [39][300/396] lr: 7.500e-03, eta: 7:25:24, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.7357, top5_acc/: 0.9104, loss_cls/: 1.0081, loss/: 1.0081, grad_norm: 2.9579, top1_acc//aux0: 0.8237, top5_acc//aux0: 0.9447, loss_cls//aux0: 0.6610, loss//aux0: 0.6610 2020-10-16 00:24:06,450 - mmaction - INFO - Epoch [39][300/396] lr: 7.500e-03, eta: 7:25:40, time: 0.502, data_time: 0.003, memory: 8335, top1_acc/: 0.7357, top5_acc/: 0.9104, loss_cls/: 1.0081, loss/: 1.0081, grad_norm: 2.9477, top1_acc//aux0: 0.8246, top5_acc//aux0: 0.9449, loss_cls//aux0: 0.6587, loss//aux0: 0.6587 2020-10-16 00:24:26,185 - mmaction - INFO - Epoch [39][320/396] lr: 7.500e-03, eta: 7:24:59, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.7305, top5_acc/: 0.8974, loss_cls/: 1.0573, loss/: 1.0573, grad_norm: 2.9840, top1_acc//aux0: 0.8234, top5_acc//aux0: 0.9455, loss_cls//aux0: 0.6652, loss//aux0: 0.6652 2020-10-16 00:24:26,641 - mmaction - INFO - Epoch [39][320/396] lr: 7.500e-03, eta: 7:25:15, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.7305, top5_acc/: 0.8974, loss_cls/: 1.0573, loss/: 1.0573, grad_norm: 2.9780, top1_acc//aux0: 0.8228, top5_acc//aux0: 0.9451, loss_cls//aux0: 0.6661, loss//aux0: 0.6661 2020-10-16 00:24:46,236 - mmaction - INFO - Epoch [39][340/396] lr: 7.500e-03, eta: 7:24:34, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.7219, top5_acc/: 0.8974, loss_cls/: 1.0749, loss/: 1.0749, grad_norm: 2.9901, top1_acc//aux0: 0.8208, top5_acc//aux0: 0.9426, loss_cls//aux0: 0.6714, loss//aux0: 0.6714 2020-10-16 00:24:46,774 - mmaction - INFO - Epoch [39][340/396] lr: 7.500e-03, eta: 7:24:50, time: 0.506, data_time: 0.006, memory: 8335, top1_acc/: 0.7219, top5_acc/: 0.8974, loss_cls/: 1.0749, loss/: 1.0749, grad_norm: 2.9975, top1_acc//aux0: 0.8224, top5_acc//aux0: 0.9428, loss_cls//aux0: 0.6677, loss//aux0: 0.6677 2020-10-16 00:25:06,573 - mmaction - INFO - Epoch [39][360/396] lr: 7.500e-03, eta: 7:24:09, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.7305, top5_acc/: 0.8990, loss_cls/: 1.0613, loss/: 1.0613, grad_norm: 3.0229, top1_acc//aux0: 0.8248, top5_acc//aux0: 0.9435, loss_cls//aux0: 0.6685, loss//aux0: 0.6685 2020-10-16 00:25:07,165 - mmaction - INFO - Epoch [39][360/396] lr: 7.500e-03, eta: 7:24:25, time: 0.518, data_time: 0.004, memory: 8335, top1_acc/: 0.7305, top5_acc/: 0.8990, loss_cls/: 1.0613, loss/: 1.0613, grad_norm: 3.0273, top1_acc//aux0: 0.8238, top5_acc//aux0: 0.9437, loss_cls//aux0: 0.6710, loss//aux0: 0.6710 2020-10-16 00:25:27,021 - mmaction - INFO - Epoch [39][380/396] lr: 7.500e-03, eta: 7:23:45, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7268, top5_acc/: 0.8990, loss_cls/: 1.0408, loss/: 1.0408, grad_norm: 2.9520, top1_acc//aux0: 0.8175, top5_acc//aux0: 0.9448, loss_cls//aux0: 0.6703, loss//aux0: 0.6703 2020-10-16 00:25:27,484 - mmaction - INFO - Epoch [39][380/396] lr: 7.500e-03, eta: 7:24:01, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.7268, top5_acc/: 0.8990, loss_cls/: 1.0408, loss/: 1.0408, grad_norm: 2.9520, top1_acc//aux0: 0.8173, top5_acc//aux0: 0.9443, loss_cls//aux0: 0.6709, loss//aux0: 0.6709 2020-10-16 00:25:45,948 - mmaction - INFO - Saving checkpoint at 39 epochs 2020-10-16 00:28:46,305 - mmaction - INFO - Epoch [40][20/396] lr: 7.500e-03, eta: 7:22:34, time: 0.496, data_time: 0.000, memory: 8335, top1_acc/: 0.7578, top5_acc/: 0.9073, loss_cls/: 0.9782, loss/: 0.9782, grad_norm: 2.9137, top1_acc//aux0: 0.8197, top5_acc//aux0: 0.9426, loss_cls//aux0: 0.6757, loss//aux0: 0.6757 2020-10-16 00:28:46,768 - mmaction - INFO - Epoch [40][20/396] lr: 7.500e-03, eta: 7:22:50, time: 0.498, data_time: 0.003, memory: 8335, top1_acc/: 0.7578, top5_acc/: 0.9073, loss_cls/: 0.9782, loss/: 0.9782, grad_norm: 2.8972, top1_acc//aux0: 0.8198, top5_acc//aux0: 0.9432, loss_cls//aux0: 0.6740, loss//aux0: 0.6740 2020-10-16 00:29:06,334 - mmaction - INFO - Epoch [40][40/396] lr: 7.500e-03, eta: 7:22:09, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.7503, top5_acc/: 0.9081, loss_cls/: 0.9714, loss/: 0.9714, grad_norm: 2.9313, top1_acc//aux0: 0.8243, top5_acc//aux0: 0.9449, loss_cls//aux0: 0.6562, loss//aux0: 0.6562 2020-10-16 00:29:06,805 - mmaction - INFO - Epoch [40][40/396] lr: 7.500e-03, eta: 7:22:25, time: 0.498, data_time: 0.003, memory: 8335, top1_acc/: 0.7503, top5_acc/: 0.9081, loss_cls/: 0.9714, loss/: 0.9714, grad_norm: 2.9431, top1_acc//aux0: 0.8237, top5_acc//aux0: 0.9440, loss_cls//aux0: 0.6578, loss//aux0: 0.6578 2020-10-16 00:29:26,440 - mmaction - INFO - Epoch [40][60/396] lr: 7.500e-03, eta: 7:21:44, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7344, top5_acc/: 0.9104, loss_cls/: 1.0275, loss/: 1.0275, grad_norm: 3.0279, top1_acc//aux0: 0.8218, top5_acc//aux0: 0.9448, loss_cls//aux0: 0.6624, loss//aux0: 0.6624 2020-10-16 00:29:26,875 - mmaction - INFO - Epoch [40][60/396] lr: 7.500e-03, eta: 7:22:00, time: 0.506, data_time: 0.001, memory: 8335, top1_acc/: 0.7344, top5_acc/: 0.9104, loss_cls/: 1.0275, loss/: 1.0275, grad_norm: 3.0197, top1_acc//aux0: 0.8224, top5_acc//aux0: 0.9449, loss_cls//aux0: 0.6623, loss//aux0: 0.6623 2020-10-16 00:29:46,752 - mmaction - INFO - Epoch [40][80/396] lr: 7.500e-03, eta: 7:21:20, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.7445, top5_acc/: 0.9010, loss_cls/: 1.0284, loss/: 1.0284, grad_norm: 2.9622, top1_acc//aux0: 0.8222, top5_acc//aux0: 0.9410, loss_cls//aux0: 0.6771, loss//aux0: 0.6771 2020-10-16 00:29:47,200 - mmaction - INFO - Epoch [40][80/396] lr: 7.500e-03, eta: 7:21:35, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.7445, top5_acc/: 0.9010, loss_cls/: 1.0284, loss/: 1.0284, grad_norm: 2.9631, top1_acc//aux0: 0.8220, top5_acc//aux0: 0.9408, loss_cls//aux0: 0.6776, loss//aux0: 0.6776 2020-10-16 00:30:06,891 - mmaction - INFO - Epoch [40][100/396] lr: 7.500e-03, eta: 7:20:55, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7372, top5_acc/: 0.9044, loss_cls/: 1.0020, loss/: 1.0020, grad_norm: 2.9381, top1_acc//aux0: 0.8233, top5_acc//aux0: 0.9444, loss_cls//aux0: 0.6610, loss//aux0: 0.6610 2020-10-16 00:30:07,353 - mmaction - INFO - Epoch [40][100/396] lr: 7.500e-03, eta: 7:21:10, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.7372, top5_acc/: 0.9044, loss_cls/: 1.0020, loss/: 1.0020, grad_norm: 2.9093, top1_acc//aux0: 0.8241, top5_acc//aux0: 0.9453, loss_cls//aux0: 0.6554, loss//aux0: 0.6554 2020-10-16 00:30:27,490 - mmaction - INFO - Epoch [40][120/396] lr: 7.500e-03, eta: 7:20:30, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7362, top5_acc/: 0.9065, loss_cls/: 1.0194, loss/: 1.0194, grad_norm: 3.0349, top1_acc//aux0: 0.8237, top5_acc//aux0: 0.9477, loss_cls//aux0: 0.6518, loss//aux0: 0.6518 2020-10-16 00:30:27,957 - mmaction - INFO - Epoch [40][120/396] lr: 7.500e-03, eta: 7:20:46, time: 0.512, data_time: 0.004, memory: 8335, top1_acc/: 0.7362, top5_acc/: 0.9065, loss_cls/: 1.0194, loss/: 1.0194, grad_norm: 3.0466, top1_acc//aux0: 0.8225, top5_acc//aux0: 0.9476, loss_cls//aux0: 0.6587, loss//aux0: 0.6587 2020-10-16 00:30:48,022 - mmaction - INFO - Epoch [40][140/396] lr: 7.500e-03, eta: 7:20:06, time: 0.526, data_time: 0.000, memory: 8335, top1_acc/: 0.7409, top5_acc/: 0.9000, loss_cls/: 1.0222, loss/: 1.0222, grad_norm: 2.9475, top1_acc//aux0: 0.8234, top5_acc//aux0: 0.9425, loss_cls//aux0: 0.6706, loss//aux0: 0.6706 2020-10-16 00:30:48,460 - mmaction - INFO - Epoch [40][140/396] lr: 7.500e-03, eta: 7:20:22, time: 0.514, data_time: 0.001, memory: 8335, top1_acc/: 0.7409, top5_acc/: 0.9000, loss_cls/: 1.0222, loss/: 1.0222, grad_norm: 2.9228, top1_acc//aux0: 0.8247, top5_acc//aux0: 0.9423, loss_cls//aux0: 0.6657, loss//aux0: 0.6657 2020-10-16 00:31:08,475 - mmaction - INFO - Epoch [40][160/396] lr: 7.500e-03, eta: 7:19:42, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.7357, top5_acc/: 0.8995, loss_cls/: 1.0324, loss/: 1.0324, grad_norm: 2.9775, top1_acc//aux0: 0.8253, top5_acc//aux0: 0.9448, loss_cls//aux0: 0.6596, loss//aux0: 0.6596 2020-10-16 00:31:08,917 - mmaction - INFO - Epoch [40][160/396] lr: 7.500e-03, eta: 7:19:58, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.7357, top5_acc/: 0.8995, loss_cls/: 1.0324, loss/: 1.0324, grad_norm: 2.9604, top1_acc//aux0: 0.8251, top5_acc//aux0: 0.9453, loss_cls//aux0: 0.6588, loss//aux0: 0.6588 2020-10-16 00:31:28,698 - mmaction - INFO - Epoch [40][180/396] lr: 7.500e-03, eta: 7:19:17, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7307, top5_acc/: 0.9039, loss_cls/: 1.0373, loss/: 1.0373, grad_norm: 3.0776, top1_acc//aux0: 0.8233, top5_acc//aux0: 0.9442, loss_cls//aux0: 0.6594, loss//aux0: 0.6594 2020-10-16 00:31:29,163 - mmaction - INFO - Epoch [40][180/396] lr: 7.500e-03, eta: 7:19:33, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.7307, top5_acc/: 0.9039, loss_cls/: 1.0373, loss/: 1.0373, grad_norm: 3.0764, top1_acc//aux0: 0.8223, top5_acc//aux0: 0.9436, loss_cls//aux0: 0.6639, loss//aux0: 0.6639 2020-10-16 00:31:49,043 - mmaction - INFO - Epoch [40][200/396] lr: 7.500e-03, eta: 7:18:53, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7258, top5_acc/: 0.9026, loss_cls/: 1.0570, loss/: 1.0570, grad_norm: 3.0364, top1_acc//aux0: 0.8189, top5_acc//aux0: 0.9412, loss_cls//aux0: 0.6847, loss//aux0: 0.6847 2020-10-16 00:31:49,499 - mmaction - INFO - Epoch [40][200/396] lr: 7.500e-03, eta: 7:19:08, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.7258, top5_acc/: 0.9026, loss_cls/: 1.0570, loss/: 1.0570, grad_norm: 3.0079, top1_acc//aux0: 0.8191, top5_acc//aux0: 0.9413, loss_cls//aux0: 0.6843, loss//aux0: 0.6843 2020-10-16 00:32:09,315 - mmaction - INFO - Epoch [40][220/396] lr: 7.500e-03, eta: 7:18:28, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.7266, top5_acc/: 0.9010, loss_cls/: 1.0383, loss/: 1.0383, grad_norm: 2.9201, top1_acc//aux0: 0.8253, top5_acc//aux0: 0.9446, loss_cls//aux0: 0.6627, loss//aux0: 0.6627 2020-10-16 00:32:09,812 - mmaction - INFO - Epoch [40][220/396] lr: 7.500e-03, eta: 7:18:43, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.7266, top5_acc/: 0.9010, loss_cls/: 1.0383, loss/: 1.0383, grad_norm: 2.9002, top1_acc//aux0: 0.8259, top5_acc//aux0: 0.9441, loss_cls//aux0: 0.6633, loss//aux0: 0.6633 2020-10-16 00:32:29,840 - mmaction - INFO - Epoch [40][240/396] lr: 7.500e-03, eta: 7:18:04, time: 0.521, data_time: 0.000, memory: 8335, top1_acc/: 0.7221, top5_acc/: 0.9010, loss_cls/: 1.0526, loss/: 1.0526, grad_norm: 3.0490, top1_acc//aux0: 0.8223, top5_acc//aux0: 0.9418, loss_cls//aux0: 0.6741, loss//aux0: 0.6741 2020-10-16 00:32:30,294 - mmaction - INFO - Epoch [40][240/396] lr: 7.500e-03, eta: 7:18:20, time: 0.521, data_time: 0.002, memory: 8335, top1_acc/: 0.7221, top5_acc/: 0.9010, loss_cls/: 1.0526, loss/: 1.0526, grad_norm: 3.0497, top1_acc//aux0: 0.8222, top5_acc//aux0: 0.9419, loss_cls//aux0: 0.6736, loss//aux0: 0.6736 2020-10-16 00:32:50,024 - mmaction - INFO - Epoch [40][260/396] lr: 7.500e-03, eta: 7:17:40, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7250, top5_acc/: 0.8982, loss_cls/: 1.0648, loss/: 1.0648, grad_norm: 3.0355, top1_acc//aux0: 0.8271, top5_acc//aux0: 0.9436, loss_cls//aux0: 0.6673, loss//aux0: 0.6673 2020-10-16 00:32:50,546 - mmaction - INFO - Epoch [40][260/396] lr: 7.500e-03, eta: 7:17:55, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.7250, top5_acc/: 0.8982, loss_cls/: 1.0648, loss/: 1.0648, grad_norm: 3.0162, top1_acc//aux0: 0.8273, top5_acc//aux0: 0.9436, loss_cls//aux0: 0.6659, loss//aux0: 0.6659 2020-10-16 00:33:10,545 - mmaction - INFO - Epoch [40][280/396] lr: 7.500e-03, eta: 7:17:15, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7250, top5_acc/: 0.9026, loss_cls/: 1.0783, loss/: 1.0783, grad_norm: 3.0104, top1_acc//aux0: 0.8217, top5_acc//aux0: 0.9443, loss_cls//aux0: 0.6705, loss//aux0: 0.6705 2020-10-16 00:33:11,011 - mmaction - INFO - Epoch [40][280/396] lr: 7.500e-03, eta: 7:17:31, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.7250, top5_acc/: 0.9026, loss_cls/: 1.0783, loss/: 1.0783, grad_norm: 3.0200, top1_acc//aux0: 0.8203, top5_acc//aux0: 0.9445, loss_cls//aux0: 0.6734, loss//aux0: 0.6734 2020-10-16 00:33:30,808 - mmaction - INFO - Epoch [40][300/396] lr: 7.500e-03, eta: 7:16:51, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.7362, top5_acc/: 0.9068, loss_cls/: 1.0320, loss/: 1.0320, grad_norm: 3.0260, top1_acc//aux0: 0.8221, top5_acc//aux0: 0.9440, loss_cls//aux0: 0.6699, loss//aux0: 0.6699 2020-10-16 00:33:31,238 - mmaction - INFO - Epoch [40][300/396] lr: 7.500e-03, eta: 7:17:06, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.7362, top5_acc/: 0.9068, loss_cls/: 1.0320, loss/: 1.0320, grad_norm: 2.9797, top1_acc//aux0: 0.8236, top5_acc//aux0: 0.9445, loss_cls//aux0: 0.6663, loss//aux0: 0.6663 2020-10-16 00:33:50,933 - mmaction - INFO - Epoch [40][320/396] lr: 7.500e-03, eta: 7:16:26, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7297, top5_acc/: 0.9042, loss_cls/: 1.0438, loss/: 1.0438, grad_norm: 2.9997, top1_acc//aux0: 0.8245, top5_acc//aux0: 0.9462, loss_cls//aux0: 0.6534, loss//aux0: 0.6534 2020-10-16 00:33:51,394 - mmaction - INFO - Epoch [40][320/396] lr: 7.500e-03, eta: 7:16:41, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.7297, top5_acc/: 0.9042, loss_cls/: 1.0438, loss/: 1.0438, grad_norm: 2.9703, top1_acc//aux0: 0.8243, top5_acc//aux0: 0.9462, loss_cls//aux0: 0.6525, loss//aux0: 0.6525 2020-10-16 00:34:11,350 - mmaction - INFO - Epoch [40][340/396] lr: 7.500e-03, eta: 7:16:02, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.7344, top5_acc/: 0.9021, loss_cls/: 1.0268, loss/: 1.0268, grad_norm: 2.9631, top1_acc//aux0: 0.8195, top5_acc//aux0: 0.9437, loss_cls//aux0: 0.6731, loss//aux0: 0.6731 2020-10-16 00:34:11,826 - mmaction - INFO - Epoch [40][340/396] lr: 7.500e-03, eta: 7:16:17, time: 0.517, data_time: 0.002, memory: 8335, top1_acc/: 0.7344, top5_acc/: 0.9021, loss_cls/: 1.0268, loss/: 1.0268, grad_norm: 2.9822, top1_acc//aux0: 0.8182, top5_acc//aux0: 0.9434, loss_cls//aux0: 0.6793, loss//aux0: 0.6793 2020-10-16 00:34:31,776 - mmaction - INFO - Epoch [40][360/396] lr: 7.500e-03, eta: 7:15:38, time: 0.517, data_time: 0.000, memory: 8335, top1_acc/: 0.7271, top5_acc/: 0.9055, loss_cls/: 1.0434, loss/: 1.0434, grad_norm: 3.2488, top1_acc//aux0: 0.8180, top5_acc//aux0: 0.9426, loss_cls//aux0: 0.6906, loss//aux0: 0.6906 2020-10-16 00:34:32,215 - mmaction - INFO - Epoch [40][360/396] lr: 7.500e-03, eta: 7:15:53, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.7271, top5_acc/: 0.9055, loss_cls/: 1.0434, loss/: 1.0434, grad_norm: 3.0668, top1_acc//aux0: 0.8191, top5_acc//aux0: 0.9429, loss_cls//aux0: 0.6838, loss//aux0: 0.6838 2020-10-16 00:34:51,921 - mmaction - INFO - Epoch [40][380/396] lr: 7.500e-03, eta: 7:15:13, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.7255, top5_acc/: 0.9062, loss_cls/: 1.0453, loss/: 1.0453, grad_norm: 3.0890, top1_acc//aux0: 0.8235, top5_acc//aux0: 0.9475, loss_cls//aux0: 0.6599, loss//aux0: 0.6599 2020-10-16 00:34:52,375 - mmaction - INFO - Epoch [40][380/396] lr: 7.500e-03, eta: 7:15:28, time: 0.504, data_time: 0.003, memory: 8335, top1_acc/: 0.7255, top5_acc/: 0.9062, loss_cls/: 1.0453, loss/: 1.0453, grad_norm: 3.0710, top1_acc//aux0: 0.8233, top5_acc//aux0: 0.9470, loss_cls//aux0: 0.6641, loss//aux0: 0.6641 2020-10-16 00:35:13,074 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-10-16 00:36:31,626 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-16 00:36:31,759 - mmaction - INFO - top1_acc 0.7451 top5_acc 0.9212 2020-10-16 00:36:31,759 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-16 00:36:31,806 - mmaction - INFO - mean_acc 0.7454 2020-10-16 00:36:31,809 - mmaction - INFO - Epoch(val) [40][396] top1_acc: 0.7451, top5_acc: 0.9212, mean_class_accuracy: 0.7454 2020-10-16 00:39:05,928 - mmaction - INFO - Epoch [41][20/396] lr: 7.500e-04, eta: 7:14:05, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.7581, top5_acc/: 0.9133, loss_cls/: 0.9457, loss/: 0.9457, grad_norm: 2.8700, top1_acc//aux0: 0.8255, top5_acc//aux0: 0.9438, loss_cls//aux0: 0.6555, loss//aux0: 0.6555 2020-10-16 00:39:06,379 - mmaction - INFO - Epoch [41][20/396] lr: 7.500e-04, eta: 7:14:20, time: 0.516, data_time: 0.005, memory: 8335, top1_acc/: 0.7581, top5_acc/: 0.9133, loss_cls/: 0.9457, loss/: 0.9457, grad_norm: 2.8683, top1_acc//aux0: 0.8264, top5_acc//aux0: 0.9442, loss_cls//aux0: 0.6529, loss//aux0: 0.6529 2020-10-16 00:39:26,077 - mmaction - INFO - Epoch [41][40/396] lr: 7.500e-04, eta: 7:13:41, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7656, top5_acc/: 0.9182, loss_cls/: 0.9008, loss/: 0.9008, grad_norm: 2.8795, top1_acc//aux0: 0.8279, top5_acc//aux0: 0.9450, loss_cls//aux0: 0.6504, loss//aux0: 0.6504 2020-10-16 00:39:26,539 - mmaction - INFO - Epoch [41][40/396] lr: 7.500e-04, eta: 7:13:56, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.7656, top5_acc/: 0.9182, loss_cls/: 0.9008, loss/: 0.9008, grad_norm: 2.8675, top1_acc//aux0: 0.8276, top5_acc//aux0: 0.9449, loss_cls//aux0: 0.6512, loss//aux0: 0.6512 2020-10-16 00:39:46,279 - mmaction - INFO - Epoch [41][60/396] lr: 7.500e-04, eta: 7:13:17, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7682, top5_acc/: 0.9234, loss_cls/: 0.8921, loss/: 0.8921, grad_norm: 2.8534, top1_acc//aux0: 0.8289, top5_acc//aux0: 0.9469, loss_cls//aux0: 0.6355, loss//aux0: 0.6355 2020-10-16 00:39:46,753 - mmaction - INFO - Epoch [41][60/396] lr: 7.500e-04, eta: 7:13:32, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.7682, top5_acc/: 0.9234, loss_cls/: 0.8921, loss/: 0.8921, grad_norm: 2.8539, top1_acc//aux0: 0.8281, top5_acc//aux0: 0.9465, loss_cls//aux0: 0.6379, loss//aux0: 0.6379 2020-10-16 00:40:06,610 - mmaction - INFO - Epoch [41][80/396] lr: 7.500e-04, eta: 7:12:52, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.7646, top5_acc/: 0.9203, loss_cls/: 0.9070, loss/: 0.9070, grad_norm: 2.7593, top1_acc//aux0: 0.8346, top5_acc//aux0: 0.9493, loss_cls//aux0: 0.6177, loss//aux0: 0.6177 2020-10-16 00:40:07,069 - mmaction - INFO - Epoch [41][80/396] lr: 7.500e-04, eta: 7:13:08, time: 0.517, data_time: 0.002, memory: 8335, top1_acc/: 0.7646, top5_acc/: 0.9203, loss_cls/: 0.9070, loss/: 0.9070, grad_norm: 2.7443, top1_acc//aux0: 0.8361, top5_acc//aux0: 0.9501, loss_cls//aux0: 0.6111, loss//aux0: 0.6111 2020-10-16 00:40:27,064 - mmaction - INFO - Epoch [41][100/396] lr: 7.500e-04, eta: 7:12:29, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.7635, top5_acc/: 0.9122, loss_cls/: 0.9311, loss/: 0.9311, grad_norm: 2.7910, top1_acc//aux0: 0.8349, top5_acc//aux0: 0.9490, loss_cls//aux0: 0.6111, loss//aux0: 0.6111 2020-10-16 00:40:27,515 - mmaction - INFO - Epoch [41][100/396] lr: 7.500e-04, eta: 7:12:44, time: 0.518, data_time: 0.003, memory: 8335, top1_acc/: 0.7635, top5_acc/: 0.9122, loss_cls/: 0.9311, loss/: 0.9311, grad_norm: 2.8148, top1_acc//aux0: 0.8336, top5_acc//aux0: 0.9487, loss_cls//aux0: 0.6161, loss//aux0: 0.6161 2020-10-16 00:40:47,477 - mmaction - INFO - Epoch [41][120/396] lr: 7.500e-04, eta: 7:12:05, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.7719, top5_acc/: 0.9245, loss_cls/: 0.8751, loss/: 0.8751, grad_norm: 2.7730, top1_acc//aux0: 0.8329, top5_acc//aux0: 0.9485, loss_cls//aux0: 0.6231, loss//aux0: 0.6231 2020-10-16 00:40:47,931 - mmaction - INFO - Epoch [41][120/396] lr: 7.500e-04, eta: 7:12:20, time: 0.519, data_time: 0.004, memory: 8335, top1_acc/: 0.7719, top5_acc/: 0.9245, loss_cls/: 0.8751, loss/: 0.8751, grad_norm: 2.7969, top1_acc//aux0: 0.8328, top5_acc//aux0: 0.9486, loss_cls//aux0: 0.6229, loss//aux0: 0.6229 2020-10-16 00:41:07,684 - mmaction - INFO - Epoch [41][140/396] lr: 7.500e-04, eta: 7:11:41, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7708, top5_acc/: 0.9208, loss_cls/: 0.8926, loss/: 0.8926, grad_norm: 2.7610, top1_acc//aux0: 0.8393, top5_acc//aux0: 0.9492, loss_cls//aux0: 0.6094, loss//aux0: 0.6094 2020-10-16 00:41:08,129 - mmaction - INFO - Epoch [41][140/396] lr: 7.500e-04, eta: 7:11:56, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.7708, top5_acc/: 0.9208, loss_cls/: 0.8926, loss/: 0.8926, grad_norm: 2.7397, top1_acc//aux0: 0.8409, top5_acc//aux0: 0.9496, loss_cls//aux0: 0.6050, loss//aux0: 0.6050 2020-10-16 00:41:27,998 - mmaction - INFO - Epoch [41][160/396] lr: 7.500e-04, eta: 7:11:17, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7870, top5_acc/: 0.9208, loss_cls/: 0.8736, loss/: 0.8736, grad_norm: 2.7762, top1_acc//aux0: 0.8421, top5_acc//aux0: 0.9526, loss_cls//aux0: 0.5952, loss//aux0: 0.5952 2020-10-16 00:41:28,435 - mmaction - INFO - Epoch [41][160/396] lr: 7.500e-04, eta: 7:11:32, time: 0.506, data_time: 0.003, memory: 8335, top1_acc/: 0.7870, top5_acc/: 0.9208, loss_cls/: 0.8736, loss/: 0.8736, grad_norm: 2.7647, top1_acc//aux0: 0.8410, top5_acc//aux0: 0.9517, loss_cls//aux0: 0.5993, loss//aux0: 0.5993 2020-10-16 00:41:48,339 - mmaction - INFO - Epoch [41][180/396] lr: 7.500e-04, eta: 7:10:52, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7760, top5_acc/: 0.9276, loss_cls/: 0.8650, loss/: 0.8650, grad_norm: 2.7290, top1_acc//aux0: 0.8398, top5_acc//aux0: 0.9506, loss_cls//aux0: 0.5986, loss//aux0: 0.5986 2020-10-16 00:41:48,787 - mmaction - INFO - Epoch [41][180/396] lr: 7.500e-04, eta: 7:11:07, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.7760, top5_acc/: 0.9276, loss_cls/: 0.8650, loss/: 0.8650, grad_norm: 2.7090, top1_acc//aux0: 0.8403, top5_acc//aux0: 0.9509, loss_cls//aux0: 0.5974, loss//aux0: 0.5974 2020-10-16 00:42:08,919 - mmaction - INFO - Epoch [41][200/396] lr: 7.500e-04, eta: 7:10:28, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.7688, top5_acc/: 0.9227, loss_cls/: 0.8821, loss/: 0.8821, grad_norm: 2.8086, top1_acc//aux0: 0.8401, top5_acc//aux0: 0.9488, loss_cls//aux0: 0.5997, loss//aux0: 0.5997 2020-10-16 00:42:09,388 - mmaction - INFO - Epoch [41][200/396] lr: 7.500e-04, eta: 7:10:43, time: 0.515, data_time: 0.003, memory: 8335, top1_acc/: 0.7688, top5_acc/: 0.9227, loss_cls/: 0.8821, loss/: 0.8821, grad_norm: 2.8109, top1_acc//aux0: 0.8389, top5_acc//aux0: 0.9486, loss_cls//aux0: 0.6030, loss//aux0: 0.6030 2020-10-16 00:42:29,078 - mmaction - INFO - Epoch [41][220/396] lr: 7.500e-04, eta: 7:10:04, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.7659, top5_acc/: 0.9242, loss_cls/: 0.8781, loss/: 0.8781, grad_norm: 2.8238, top1_acc//aux0: 0.8354, top5_acc//aux0: 0.9481, loss_cls//aux0: 0.6144, loss//aux0: 0.6144 2020-10-16 00:42:29,504 - mmaction - INFO - Epoch [41][220/396] lr: 7.500e-04, eta: 7:10:19, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.7659, top5_acc/: 0.9242, loss_cls/: 0.8781, loss/: 0.8781, grad_norm: 2.7945, top1_acc//aux0: 0.8358, top5_acc//aux0: 0.9480, loss_cls//aux0: 0.6124, loss//aux0: 0.6124 2020-10-16 00:42:49,442 - mmaction - INFO - Epoch [41][240/396] lr: 7.500e-04, eta: 7:09:40, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.7789, top5_acc/: 0.9190, loss_cls/: 0.8876, loss/: 0.8876, grad_norm: 2.8345, top1_acc//aux0: 0.8393, top5_acc//aux0: 0.9490, loss_cls//aux0: 0.6104, loss//aux0: 0.6104 2020-10-16 00:42:49,879 - mmaction - INFO - Epoch [41][240/396] lr: 7.500e-04, eta: 7:09:55, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.7789, top5_acc/: 0.9190, loss_cls/: 0.8876, loss/: 0.8876, grad_norm: 2.8179, top1_acc//aux0: 0.8400, top5_acc//aux0: 0.9491, loss_cls//aux0: 0.6091, loss//aux0: 0.6091 2020-10-16 00:43:09,666 - mmaction - INFO - Epoch [41][260/396] lr: 7.500e-04, eta: 7:09:15, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7750, top5_acc/: 0.9174, loss_cls/: 0.8892, loss/: 0.8892, grad_norm: 2.7570, top1_acc//aux0: 0.8404, top5_acc//aux0: 0.9505, loss_cls//aux0: 0.5932, loss//aux0: 0.5932 2020-10-16 00:43:10,115 - mmaction - INFO - Epoch [41][260/396] lr: 7.500e-04, eta: 7:09:30, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.7750, top5_acc/: 0.9174, loss_cls/: 0.8892, loss/: 0.8892, grad_norm: 2.7568, top1_acc//aux0: 0.8400, top5_acc//aux0: 0.9507, loss_cls//aux0: 0.5934, loss//aux0: 0.5934 2020-10-16 00:43:29,893 - mmaction - INFO - Epoch [41][280/396] lr: 7.500e-04, eta: 7:08:51, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.7807, top5_acc/: 0.9180, loss_cls/: 0.8523, loss/: 0.8523, grad_norm: 2.7722, top1_acc//aux0: 0.8407, top5_acc//aux0: 0.9491, loss_cls//aux0: 0.6030, loss//aux0: 0.6030 2020-10-16 00:43:30,343 - mmaction - INFO - Epoch [41][280/396] lr: 7.500e-04, eta: 7:09:06, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.7807, top5_acc/: 0.9180, loss_cls/: 0.8523, loss/: 0.8523, grad_norm: 2.7592, top1_acc//aux0: 0.8417, top5_acc//aux0: 0.9496, loss_cls//aux0: 0.6003, loss//aux0: 0.6003 2020-10-16 00:43:50,307 - mmaction - INFO - Epoch [41][300/396] lr: 7.500e-04, eta: 7:08:27, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.7852, top5_acc/: 0.9255, loss_cls/: 0.8395, loss/: 0.8395, grad_norm: 2.7852, top1_acc//aux0: 0.8402, top5_acc//aux0: 0.9497, loss_cls//aux0: 0.6030, loss//aux0: 0.6030 2020-10-16 00:43:50,757 - mmaction - INFO - Epoch [41][300/396] lr: 7.500e-04, eta: 7:08:42, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.7852, top5_acc/: 0.9255, loss_cls/: 0.8395, loss/: 0.8395, grad_norm: 2.7911, top1_acc//aux0: 0.8394, top5_acc//aux0: 0.9495, loss_cls//aux0: 0.6058, loss//aux0: 0.6058 2020-10-16 00:44:10,517 - mmaction - INFO - Epoch [41][320/396] lr: 7.500e-04, eta: 7:08:03, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7773, top5_acc/: 0.9266, loss_cls/: 0.8737, loss/: 0.8737, grad_norm: 2.7947, top1_acc//aux0: 0.8408, top5_acc//aux0: 0.9507, loss_cls//aux0: 0.5927, loss//aux0: 0.5927 2020-10-16 00:44:10,988 - mmaction - INFO - Epoch [41][320/396] lr: 7.500e-04, eta: 7:08:18, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.7773, top5_acc/: 0.9266, loss_cls/: 0.8737, loss/: 0.8737, grad_norm: 2.7909, top1_acc//aux0: 0.8411, top5_acc//aux0: 0.9505, loss_cls//aux0: 0.5898, loss//aux0: 0.5898 2020-10-16 00:44:31,044 - mmaction - INFO - Epoch [41][340/396] lr: 7.500e-04, eta: 7:07:39, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.7854, top5_acc/: 0.9289, loss_cls/: 0.8308, loss/: 0.8308, grad_norm: 2.7448, top1_acc//aux0: 0.8423, top5_acc//aux0: 0.9496, loss_cls//aux0: 0.5923, loss//aux0: 0.5923 2020-10-16 00:44:31,495 - mmaction - INFO - Epoch [41][340/396] lr: 7.500e-04, eta: 7:07:53, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.7854, top5_acc/: 0.9289, loss_cls/: 0.8308, loss/: 0.8308, grad_norm: 2.7422, top1_acc//aux0: 0.8424, top5_acc//aux0: 0.9494, loss_cls//aux0: 0.5965, loss//aux0: 0.5965 2020-10-16 00:44:51,283 - mmaction - INFO - Epoch [41][360/396] lr: 7.500e-04, eta: 7:07:14, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7716, top5_acc/: 0.9177, loss_cls/: 0.9021, loss/: 0.9021, grad_norm: 2.7515, top1_acc//aux0: 0.8428, top5_acc//aux0: 0.9505, loss_cls//aux0: 0.5937, loss//aux0: 0.5937 2020-10-16 00:44:51,715 - mmaction - INFO - Epoch [41][360/396] lr: 7.500e-04, eta: 7:07:29, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.7716, top5_acc/: 0.9177, loss_cls/: 0.9021, loss/: 0.9021, grad_norm: 2.7889, top1_acc//aux0: 0.8417, top5_acc//aux0: 0.9507, loss_cls//aux0: 0.5945, loss//aux0: 0.5945 2020-10-16 00:45:11,577 - mmaction - INFO - Epoch [41][380/396] lr: 7.500e-04, eta: 7:06:50, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.7771, top5_acc/: 0.9203, loss_cls/: 0.8777, loss/: 0.8777, grad_norm: 2.8170, top1_acc//aux0: 0.8401, top5_acc//aux0: 0.9474, loss_cls//aux0: 0.6133, loss//aux0: 0.6133 2020-10-16 00:45:12,022 - mmaction - INFO - Epoch [41][380/396] lr: 7.500e-04, eta: 7:07:04, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.7771, top5_acc/: 0.9203, loss_cls/: 0.8777, loss/: 0.8777, grad_norm: 2.8016, top1_acc//aux0: 0.8403, top5_acc//aux0: 0.9472, loss_cls//aux0: 0.6129, loss//aux0: 0.6129 2020-10-16 00:45:31,038 - mmaction - INFO - Saving checkpoint at 41 epochs 2020-10-16 00:48:43,577 - mmaction - INFO - Epoch [42][20/396] lr: 7.500e-04, eta: 7:05:43, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.7878, top5_acc/: 0.9219, loss_cls/: 0.8487, loss/: 0.8487, grad_norm: 2.8360, top1_acc//aux0: 0.8391, top5_acc//aux0: 0.9497, loss_cls//aux0: 0.6042, loss//aux0: 0.6042 2020-10-16 00:48:44,044 - mmaction - INFO - Epoch [42][20/396] lr: 7.500e-04, eta: 7:05:58, time: 0.514, data_time: 0.003, memory: 8335, top1_acc/: 0.7878, top5_acc/: 0.9219, loss_cls/: 0.8487, loss/: 0.8487, grad_norm: 2.8356, top1_acc//aux0: 0.8384, top5_acc//aux0: 0.9496, loss_cls//aux0: 0.6062, loss//aux0: 0.6062 2020-10-16 00:49:03,820 - mmaction - INFO - Epoch [42][40/396] lr: 7.500e-04, eta: 7:05:19, time: 0.498, data_time: 0.000, memory: 8335, top1_acc/: 0.7854, top5_acc/: 0.9286, loss_cls/: 0.8222, loss/: 0.8222, grad_norm: 2.7913, top1_acc//aux0: 0.8416, top5_acc//aux0: 0.9518, loss_cls//aux0: 0.5890, loss//aux0: 0.5890 2020-10-16 00:49:04,276 - mmaction - INFO - Epoch [42][40/396] lr: 7.500e-04, eta: 7:05:33, time: 0.500, data_time: 0.003, memory: 8335, top1_acc/: 0.7854, top5_acc/: 0.9286, loss_cls/: 0.8222, loss/: 0.8222, grad_norm: 2.8005, top1_acc//aux0: 0.8422, top5_acc//aux0: 0.9516, loss_cls//aux0: 0.5895, loss//aux0: 0.5895 2020-10-16 00:49:24,042 - mmaction - INFO - Epoch [42][60/396] lr: 7.500e-04, eta: 7:04:54, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7888, top5_acc/: 0.9299, loss_cls/: 0.8212, loss/: 0.8212, grad_norm: 2.7990, top1_acc//aux0: 0.8439, top5_acc//aux0: 0.9511, loss_cls//aux0: 0.5878, loss//aux0: 0.5878 2020-10-16 00:49:24,530 - mmaction - INFO - Epoch [42][60/396] lr: 7.500e-04, eta: 7:05:09, time: 0.504, data_time: 0.003, memory: 8335, top1_acc/: 0.7888, top5_acc/: 0.9299, loss_cls/: 0.8212, loss/: 0.8212, grad_norm: 2.8315, top1_acc//aux0: 0.8434, top5_acc//aux0: 0.9514, loss_cls//aux0: 0.5888, loss//aux0: 0.5888 2020-10-16 00:49:44,180 - mmaction - INFO - Epoch [42][80/396] lr: 7.500e-04, eta: 7:04:30, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7719, top5_acc/: 0.9214, loss_cls/: 0.8767, loss/: 0.8767, grad_norm: 2.7740, top1_acc//aux0: 0.8438, top5_acc//aux0: 0.9520, loss_cls//aux0: 0.5807, loss//aux0: 0.5807 2020-10-16 00:49:44,639 - mmaction - INFO - Epoch [42][80/396] lr: 7.500e-04, eta: 7:04:44, time: 0.506, data_time: 0.003, memory: 8335, top1_acc/: 0.7719, top5_acc/: 0.9214, loss_cls/: 0.8767, loss/: 0.8767, grad_norm: 2.7757, top1_acc//aux0: 0.8447, top5_acc//aux0: 0.9519, loss_cls//aux0: 0.5762, loss//aux0: 0.5762 2020-10-16 00:50:04,308 - mmaction - INFO - Epoch [42][100/396] lr: 7.500e-04, eta: 7:04:06, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7849, top5_acc/: 0.9266, loss_cls/: 0.8549, loss/: 0.8549, grad_norm: 2.7619, top1_acc//aux0: 0.8509, top5_acc//aux0: 0.9541, loss_cls//aux0: 0.5653, loss//aux0: 0.5653 2020-10-16 00:50:04,763 - mmaction - INFO - Epoch [42][100/396] lr: 7.500e-04, eta: 7:04:20, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.7849, top5_acc/: 0.9266, loss_cls/: 0.8549, loss/: 0.8549, grad_norm: 2.7556, top1_acc//aux0: 0.8509, top5_acc//aux0: 0.9544, loss_cls//aux0: 0.5641, loss//aux0: 0.5641 2020-10-16 00:50:24,560 - mmaction - INFO - Epoch [42][120/396] lr: 7.500e-04, eta: 7:03:42, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7919, top5_acc/: 0.9339, loss_cls/: 0.8224, loss/: 0.8224, grad_norm: 2.7715, top1_acc//aux0: 0.8451, top5_acc//aux0: 0.9520, loss_cls//aux0: 0.5778, loss//aux0: 0.5778 2020-10-16 00:50:25,020 - mmaction - INFO - Epoch [42][120/396] lr: 7.500e-04, eta: 7:03:56, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.7919, top5_acc/: 0.9339, loss_cls/: 0.8224, loss/: 0.8224, grad_norm: 2.7602, top1_acc//aux0: 0.8460, top5_acc//aux0: 0.9524, loss_cls//aux0: 0.5758, loss//aux0: 0.5758 2020-10-16 00:50:44,628 - mmaction - INFO - Epoch [42][140/396] lr: 7.500e-04, eta: 7:03:17, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.7898, top5_acc/: 0.9279, loss_cls/: 0.8266, loss/: 0.8266, grad_norm: 2.7826, top1_acc//aux0: 0.8437, top5_acc//aux0: 0.9521, loss_cls//aux0: 0.5838, loss//aux0: 0.5838 2020-10-16 00:50:45,086 - mmaction - INFO - Epoch [42][140/396] lr: 7.500e-04, eta: 7:03:31, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.7898, top5_acc/: 0.9279, loss_cls/: 0.8266, loss/: 0.8266, grad_norm: 2.7755, top1_acc//aux0: 0.8434, top5_acc//aux0: 0.9513, loss_cls//aux0: 0.5868, loss//aux0: 0.5868 2020-10-16 00:51:05,195 - mmaction - INFO - Epoch [42][160/396] lr: 7.500e-04, eta: 7:02:53, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.7885, top5_acc/: 0.9266, loss_cls/: 0.8301, loss/: 0.8301, grad_norm: 2.7682, top1_acc//aux0: 0.8462, top5_acc//aux0: 0.9509, loss_cls//aux0: 0.5728, loss//aux0: 0.5728 2020-10-16 00:51:05,645 - mmaction - INFO - Epoch [42][160/396] lr: 7.500e-04, eta: 7:03:07, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.7885, top5_acc/: 0.9266, loss_cls/: 0.8301, loss/: 0.8301, grad_norm: 2.7740, top1_acc//aux0: 0.8449, top5_acc//aux0: 0.9508, loss_cls//aux0: 0.5761, loss//aux0: 0.5761 2020-10-16 00:51:25,430 - mmaction - INFO - Epoch [42][180/396] lr: 7.500e-04, eta: 7:02:29, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.7823, top5_acc/: 0.9258, loss_cls/: 0.8390, loss/: 0.8390, grad_norm: 2.7757, top1_acc//aux0: 0.8459, top5_acc//aux0: 0.9521, loss_cls//aux0: 0.5756, loss//aux0: 0.5756 2020-10-16 00:51:25,873 - mmaction - INFO - Epoch [42][180/396] lr: 7.500e-04, eta: 7:02:43, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.7823, top5_acc/: 0.9258, loss_cls/: 0.8390, loss/: 0.8390, grad_norm: 2.7782, top1_acc//aux0: 0.8473, top5_acc//aux0: 0.9527, loss_cls//aux0: 0.5709, loss//aux0: 0.5709 2020-10-16 00:51:45,491 - mmaction - INFO - Epoch [42][200/396] lr: 7.500e-04, eta: 7:02:05, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.7758, top5_acc/: 0.9263, loss_cls/: 0.8456, loss/: 0.8456, grad_norm: 2.8100, top1_acc//aux0: 0.8485, top5_acc//aux0: 0.9526, loss_cls//aux0: 0.5718, loss//aux0: 0.5718 2020-10-16 00:51:45,955 - mmaction - INFO - Epoch [42][200/396] lr: 7.500e-04, eta: 7:02:19, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.7758, top5_acc/: 0.9263, loss_cls/: 0.8456, loss/: 0.8456, grad_norm: 2.8045, top1_acc//aux0: 0.8476, top5_acc//aux0: 0.9526, loss_cls//aux0: 0.5734, loss//aux0: 0.5734 2020-10-16 00:52:05,632 - mmaction - INFO - Epoch [42][220/396] lr: 7.500e-04, eta: 7:01:40, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7854, top5_acc/: 0.9266, loss_cls/: 0.8315, loss/: 0.8315, grad_norm: 2.7714, top1_acc//aux0: 0.8483, top5_acc//aux0: 0.9526, loss_cls//aux0: 0.5662, loss//aux0: 0.5662 2020-10-16 00:52:06,085 - mmaction - INFO - Epoch [42][220/396] lr: 7.500e-04, eta: 7:01:55, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.7854, top5_acc/: 0.9266, loss_cls/: 0.8315, loss/: 0.8315, grad_norm: 2.7895, top1_acc//aux0: 0.8467, top5_acc//aux0: 0.9518, loss_cls//aux0: 0.5686, loss//aux0: 0.5686 2020-10-16 00:52:25,750 - mmaction - INFO - Epoch [42][240/396] lr: 7.500e-04, eta: 7:01:16, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.7904, top5_acc/: 0.9307, loss_cls/: 0.8152, loss/: 0.8152, grad_norm: 2.7772, top1_acc//aux0: 0.8424, top5_acc//aux0: 0.9506, loss_cls//aux0: 0.5872, loss//aux0: 0.5872 2020-10-16 00:52:26,249 - mmaction - INFO - Epoch [42][240/396] lr: 7.500e-04, eta: 7:01:30, time: 0.501, data_time: 0.002, memory: 8335, top1_acc/: 0.7904, top5_acc/: 0.9307, loss_cls/: 0.8152, loss/: 0.8152, grad_norm: 2.7632, top1_acc//aux0: 0.8444, top5_acc//aux0: 0.9511, loss_cls//aux0: 0.5851, loss//aux0: 0.5851 2020-10-16 00:52:46,220 - mmaction - INFO - Epoch [42][260/396] lr: 7.500e-04, eta: 7:00:52, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.7909, top5_acc/: 0.9232, loss_cls/: 0.8400, loss/: 0.8400, grad_norm: 2.8302, top1_acc//aux0: 0.8409, top5_acc//aux0: 0.9488, loss_cls//aux0: 0.5938, loss//aux0: 0.5938 2020-10-16 00:52:46,674 - mmaction - INFO - Epoch [42][260/396] lr: 7.500e-04, eta: 7:01:06, time: 0.513, data_time: 0.003, memory: 8335, top1_acc/: 0.7909, top5_acc/: 0.9232, loss_cls/: 0.8400, loss/: 0.8400, grad_norm: 2.8205, top1_acc//aux0: 0.8404, top5_acc//aux0: 0.9491, loss_cls//aux0: 0.5934, loss//aux0: 0.5934 2020-10-16 00:53:06,404 - mmaction - INFO - Epoch [42][280/396] lr: 7.500e-04, eta: 7:00:28, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.7826, top5_acc/: 0.9258, loss_cls/: 0.8341, loss/: 0.8341, grad_norm: 2.7455, top1_acc//aux0: 0.8486, top5_acc//aux0: 0.9531, loss_cls//aux0: 0.5755, loss//aux0: 0.5755 2020-10-16 00:53:06,852 - mmaction - INFO - Epoch [42][280/396] lr: 7.500e-04, eta: 7:00:42, time: 0.501, data_time: 0.002, memory: 8335, top1_acc/: 0.7826, top5_acc/: 0.9258, loss_cls/: 0.8341, loss/: 0.8341, grad_norm: 2.7233, top1_acc//aux0: 0.8499, top5_acc//aux0: 0.9533, loss_cls//aux0: 0.5716, loss//aux0: 0.5716 2020-10-16 00:53:26,609 - mmaction - INFO - Epoch [42][300/396] lr: 7.500e-04, eta: 7:00:03, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7917, top5_acc/: 0.9312, loss_cls/: 0.8060, loss/: 0.8060, grad_norm: 2.7765, top1_acc//aux0: 0.8461, top5_acc//aux0: 0.9532, loss_cls//aux0: 0.5794, loss//aux0: 0.5794 2020-10-16 00:53:27,084 - mmaction - INFO - Epoch [42][300/396] lr: 7.500e-04, eta: 7:00:18, time: 0.506, data_time: 0.003, memory: 8335, top1_acc/: 0.7917, top5_acc/: 0.9312, loss_cls/: 0.8060, loss/: 0.8060, grad_norm: 2.7711, top1_acc//aux0: 0.8454, top5_acc//aux0: 0.9531, loss_cls//aux0: 0.5817, loss//aux0: 0.5817 2020-10-16 00:53:46,957 - mmaction - INFO - Epoch [42][320/396] lr: 7.500e-04, eta: 6:59:40, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.7875, top5_acc/: 0.9242, loss_cls/: 0.8524, loss/: 0.8524, grad_norm: 2.7979, top1_acc//aux0: 0.8464, top5_acc//aux0: 0.9527, loss_cls//aux0: 0.5778, loss//aux0: 0.5778 2020-10-16 00:53:47,417 - mmaction - INFO - Epoch [42][320/396] lr: 7.500e-04, eta: 6:59:54, time: 0.517, data_time: 0.003, memory: 8335, top1_acc/: 0.7875, top5_acc/: 0.9242, loss_cls/: 0.8524, loss/: 0.8524, grad_norm: 2.7900, top1_acc//aux0: 0.8468, top5_acc//aux0: 0.9528, loss_cls//aux0: 0.5763, loss//aux0: 0.5763 2020-10-16 00:54:07,335 - mmaction - INFO - Epoch [42][340/396] lr: 7.500e-04, eta: 6:59:16, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.7948, top5_acc/: 0.9294, loss_cls/: 0.8269, loss/: 0.8269, grad_norm: 2.7938, top1_acc//aux0: 0.8500, top5_acc//aux0: 0.9534, loss_cls//aux0: 0.5696, loss//aux0: 0.5696 2020-10-16 00:54:07,781 - mmaction - INFO - Epoch [42][340/396] lr: 7.500e-04, eta: 6:59:30, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.7948, top5_acc/: 0.9294, loss_cls/: 0.8269, loss/: 0.8269, grad_norm: 2.7885, top1_acc//aux0: 0.8492, top5_acc//aux0: 0.9527, loss_cls//aux0: 0.5728, loss//aux0: 0.5728 2020-10-16 00:54:27,500 - mmaction - INFO - Epoch [42][360/396] lr: 7.500e-04, eta: 6:58:52, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.7904, top5_acc/: 0.9258, loss_cls/: 0.8293, loss/: 0.8293, grad_norm: 2.8061, top1_acc//aux0: 0.8432, top5_acc//aux0: 0.9515, loss_cls//aux0: 0.5955, loss//aux0: 0.5955 2020-10-16 00:54:27,979 - mmaction - INFO - Epoch [42][360/396] lr: 7.500e-04, eta: 6:59:06, time: 0.504, data_time: 0.003, memory: 8335, top1_acc/: 0.7904, top5_acc/: 0.9258, loss_cls/: 0.8293, loss/: 0.8293, grad_norm: 2.8001, top1_acc//aux0: 0.8440, top5_acc//aux0: 0.9522, loss_cls//aux0: 0.5927, loss//aux0: 0.5927 2020-10-16 00:54:47,790 - mmaction - INFO - Epoch [42][380/396] lr: 7.500e-04, eta: 6:58:28, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.7852, top5_acc/: 0.9229, loss_cls/: 0.8461, loss/: 0.8461, grad_norm: 2.8289, top1_acc//aux0: 0.8433, top5_acc//aux0: 0.9493, loss_cls//aux0: 0.5901, loss//aux0: 0.5901 2020-10-16 00:54:48,223 - mmaction - INFO - Epoch [42][380/396] lr: 7.500e-04, eta: 6:58:42, time: 0.506, data_time: 0.001, memory: 8335, top1_acc/: 0.7852, top5_acc/: 0.9229, loss_cls/: 0.8461, loss/: 0.8461, grad_norm: 2.8169, top1_acc//aux0: 0.8431, top5_acc//aux0: 0.9488, loss_cls//aux0: 0.5926, loss//aux0: 0.5926 2020-10-16 00:55:06,409 - mmaction - INFO - Saving checkpoint at 42 epochs 2020-10-16 00:57:42,789 - mmaction - INFO - Epoch [43][20/396] lr: 7.500e-04, eta: 6:57:22, time: 0.499, data_time: 0.000, memory: 8335, top1_acc/: 0.7789, top5_acc/: 0.9260, loss_cls/: 0.8452, loss/: 0.8452, grad_norm: 2.8243, top1_acc//aux0: 0.8455, top5_acc//aux0: 0.9541, loss_cls//aux0: 0.5763, loss//aux0: 0.5763 2020-10-16 00:57:43,258 - mmaction - INFO - Epoch [43][20/396] lr: 7.500e-04, eta: 6:57:36, time: 0.501, data_time: 0.003, memory: 8335, top1_acc/: 0.7789, top5_acc/: 0.9260, loss_cls/: 0.8452, loss/: 0.8452, grad_norm: 2.8274, top1_acc//aux0: 0.8458, top5_acc//aux0: 0.9540, loss_cls//aux0: 0.5766, loss//aux0: 0.5766 2020-10-16 00:58:03,075 - mmaction - INFO - Epoch [43][40/396] lr: 7.500e-04, eta: 6:56:58, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.7891, top5_acc/: 0.9281, loss_cls/: 0.8159, loss/: 0.8159, grad_norm: 2.7803, top1_acc//aux0: 0.8486, top5_acc//aux0: 0.9537, loss_cls//aux0: 0.5756, loss//aux0: 0.5756 2020-10-16 00:58:03,549 - mmaction - INFO - Epoch [43][40/396] lr: 7.500e-04, eta: 6:57:12, time: 0.515, data_time: 0.003, memory: 8335, top1_acc/: 0.7891, top5_acc/: 0.9281, loss_cls/: 0.8159, loss/: 0.8159, grad_norm: 2.7821, top1_acc//aux0: 0.8478, top5_acc//aux0: 0.9537, loss_cls//aux0: 0.5763, loss//aux0: 0.5763 2020-10-16 00:58:23,185 - mmaction - INFO - Epoch [43][60/396] lr: 7.500e-04, eta: 6:56:34, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.7948, top5_acc/: 0.9302, loss_cls/: 0.8228, loss/: 0.8228, grad_norm: 2.7876, top1_acc//aux0: 0.8446, top5_acc//aux0: 0.9531, loss_cls//aux0: 0.5750, loss//aux0: 0.5750 2020-10-16 00:58:23,666 - mmaction - INFO - Epoch [43][60/396] lr: 7.500e-04, eta: 6:56:48, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.7948, top5_acc/: 0.9302, loss_cls/: 0.8228, loss/: 0.8228, grad_norm: 2.7852, top1_acc//aux0: 0.8453, top5_acc//aux0: 0.9532, loss_cls//aux0: 0.5737, loss//aux0: 0.5737 2020-10-16 00:58:43,494 - mmaction - INFO - Epoch [43][80/396] lr: 7.500e-04, eta: 6:56:10, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7948, top5_acc/: 0.9292, loss_cls/: 0.8029, loss/: 0.8029, grad_norm: 2.7791, top1_acc//aux0: 0.8478, top5_acc//aux0: 0.9526, loss_cls//aux0: 0.5708, loss//aux0: 0.5708 2020-10-16 00:58:43,949 - mmaction - INFO - Epoch [43][80/396] lr: 7.500e-04, eta: 6:56:24, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.7948, top5_acc/: 0.9292, loss_cls/: 0.8029, loss/: 0.8029, grad_norm: 2.7754, top1_acc//aux0: 0.8480, top5_acc//aux0: 0.9531, loss_cls//aux0: 0.5686, loss//aux0: 0.5686 2020-10-16 00:59:03,763 - mmaction - INFO - Epoch [43][100/396] lr: 7.500e-04, eta: 6:55:46, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.7911, top5_acc/: 0.9294, loss_cls/: 0.8080, loss/: 0.8080, grad_norm: 2.7698, top1_acc//aux0: 0.8462, top5_acc//aux0: 0.9519, loss_cls//aux0: 0.5786, loss//aux0: 0.5786 2020-10-16 00:59:04,234 - mmaction - INFO - Epoch [43][100/396] lr: 7.500e-04, eta: 6:56:00, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.7911, top5_acc/: 0.9294, loss_cls/: 0.8080, loss/: 0.8080, grad_norm: 2.7688, top1_acc//aux0: 0.8461, top5_acc//aux0: 0.9514, loss_cls//aux0: 0.5819, loss//aux0: 0.5819 2020-10-16 00:59:23,891 - mmaction - INFO - Epoch [43][120/396] lr: 7.500e-04, eta: 6:55:22, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.7956, top5_acc/: 0.9341, loss_cls/: 0.8120, loss/: 0.8120, grad_norm: 2.7366, top1_acc//aux0: 0.8470, top5_acc//aux0: 0.9505, loss_cls//aux0: 0.5758, loss//aux0: 0.5758 2020-10-16 00:59:24,334 - mmaction - INFO - Epoch [43][120/396] lr: 7.500e-04, eta: 6:55:36, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.7956, top5_acc/: 0.9341, loss_cls/: 0.8120, loss/: 0.8120, grad_norm: 2.7518, top1_acc//aux0: 0.8462, top5_acc//aux0: 0.9506, loss_cls//aux0: 0.5772, loss//aux0: 0.5772 2020-10-16 00:59:44,213 - mmaction - INFO - Epoch [43][140/396] lr: 7.500e-04, eta: 6:54:58, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.7953, top5_acc/: 0.9279, loss_cls/: 0.8088, loss/: 0.8088, grad_norm: 2.8456, top1_acc//aux0: 0.8415, top5_acc//aux0: 0.9504, loss_cls//aux0: 0.5949, loss//aux0: 0.5949 2020-10-16 00:59:44,641 - mmaction - INFO - Epoch [43][140/396] lr: 7.500e-04, eta: 6:55:12, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.7953, top5_acc/: 0.9279, loss_cls/: 0.8088, loss/: 0.8088, grad_norm: 2.8269, top1_acc//aux0: 0.8428, top5_acc//aux0: 0.9502, loss_cls//aux0: 0.5912, loss//aux0: 0.5912 2020-10-16 01:00:04,418 - mmaction - INFO - Epoch [43][160/396] lr: 7.500e-04, eta: 6:54:35, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7953, top5_acc/: 0.9297, loss_cls/: 0.8089, loss/: 0.8089, grad_norm: 2.7226, top1_acc//aux0: 0.8478, top5_acc//aux0: 0.9514, loss_cls//aux0: 0.5707, loss//aux0: 0.5707 2020-10-16 01:00:04,866 - mmaction - INFO - Epoch [43][160/396] lr: 7.500e-04, eta: 6:54:49, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.7953, top5_acc/: 0.9297, loss_cls/: 0.8089, loss/: 0.8089, grad_norm: 2.7598, top1_acc//aux0: 0.8465, top5_acc//aux0: 0.9511, loss_cls//aux0: 0.5736, loss//aux0: 0.5736 2020-10-16 01:00:24,576 - mmaction - INFO - Epoch [43][180/396] lr: 7.500e-04, eta: 6:54:11, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7997, top5_acc/: 0.9284, loss_cls/: 0.7938, loss/: 0.7938, grad_norm: 2.8382, top1_acc//aux0: 0.8464, top5_acc//aux0: 0.9530, loss_cls//aux0: 0.5762, loss//aux0: 0.5762 2020-10-16 01:00:25,046 - mmaction - INFO - Epoch [43][180/396] lr: 7.500e-04, eta: 6:54:25, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.7997, top5_acc/: 0.9284, loss_cls/: 0.7938, loss/: 0.7938, grad_norm: 2.8341, top1_acc//aux0: 0.8466, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5721, loss//aux0: 0.5721 2020-10-16 01:00:44,996 - mmaction - INFO - Epoch [43][200/396] lr: 7.500e-04, eta: 6:53:47, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7794, top5_acc/: 0.9263, loss_cls/: 0.8502, loss/: 0.8502, grad_norm: 2.8458, top1_acc//aux0: 0.8463, top5_acc//aux0: 0.9521, loss_cls//aux0: 0.5698, loss//aux0: 0.5698 2020-10-16 01:00:45,434 - mmaction - INFO - Epoch [43][200/396] lr: 7.500e-04, eta: 6:54:01, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.7794, top5_acc/: 0.9263, loss_cls/: 0.8502, loss/: 0.8502, grad_norm: 2.8411, top1_acc//aux0: 0.8462, top5_acc//aux0: 0.9511, loss_cls//aux0: 0.5739, loss//aux0: 0.5739 2020-10-16 01:01:05,181 - mmaction - INFO - Epoch [43][220/396] lr: 7.500e-04, eta: 6:53:23, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.7909, top5_acc/: 0.9279, loss_cls/: 0.8170, loss/: 0.8170, grad_norm: 2.7991, top1_acc//aux0: 0.8461, top5_acc//aux0: 0.9546, loss_cls//aux0: 0.5722, loss//aux0: 0.5722 2020-10-16 01:01:05,641 - mmaction - INFO - Epoch [43][220/396] lr: 7.500e-04, eta: 6:53:37, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.7909, top5_acc/: 0.9279, loss_cls/: 0.8170, loss/: 0.8170, grad_norm: 2.8017, top1_acc//aux0: 0.8467, top5_acc//aux0: 0.9548, loss_cls//aux0: 0.5709, loss//aux0: 0.5709 2020-10-16 01:01:25,281 - mmaction - INFO - Epoch [43][240/396] lr: 7.500e-04, eta: 6:52:59, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.7979, top5_acc/: 0.9310, loss_cls/: 0.7920, loss/: 0.7920, grad_norm: 2.7795, top1_acc//aux0: 0.8472, top5_acc//aux0: 0.9524, loss_cls//aux0: 0.5717, loss//aux0: 0.5717 2020-10-16 01:01:25,742 - mmaction - INFO - Epoch [43][240/396] lr: 7.500e-04, eta: 6:53:13, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.7979, top5_acc/: 0.9310, loss_cls/: 0.7920, loss/: 0.7920, grad_norm: 2.7667, top1_acc//aux0: 0.8480, top5_acc//aux0: 0.9528, loss_cls//aux0: 0.5672, loss//aux0: 0.5672 2020-10-16 01:01:45,481 - mmaction - INFO - Epoch [43][260/396] lr: 7.500e-04, eta: 6:52:35, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.7820, top5_acc/: 0.9253, loss_cls/: 0.8296, loss/: 0.8296, grad_norm: 2.8427, top1_acc//aux0: 0.8479, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5694, loss//aux0: 0.5694 2020-10-16 01:01:45,916 - mmaction - INFO - Epoch [43][260/396] lr: 7.500e-04, eta: 6:52:49, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.7820, top5_acc/: 0.9253, loss_cls/: 0.8296, loss/: 0.8296, grad_norm: 2.8307, top1_acc//aux0: 0.8472, top5_acc//aux0: 0.9537, loss_cls//aux0: 0.5721, loss//aux0: 0.5721 2020-10-16 01:02:05,798 - mmaction - INFO - Epoch [43][280/396] lr: 7.500e-04, eta: 6:52:11, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.7927, top5_acc/: 0.9268, loss_cls/: 0.8131, loss/: 0.8131, grad_norm: 2.8600, top1_acc//aux0: 0.8500, top5_acc//aux0: 0.9509, loss_cls//aux0: 0.5679, loss//aux0: 0.5679 2020-10-16 01:02:06,348 - mmaction - INFO - Epoch [43][280/396] lr: 7.500e-04, eta: 6:52:25, time: 0.516, data_time: 0.002, memory: 8335, top1_acc/: 0.7927, top5_acc/: 0.9268, loss_cls/: 0.8131, loss/: 0.8131, grad_norm: 2.8673, top1_acc//aux0: 0.8494, top5_acc//aux0: 0.9505, loss_cls//aux0: 0.5705, loss//aux0: 0.5705 2020-10-16 01:02:26,122 - mmaction - INFO - Epoch [43][300/396] lr: 7.500e-04, eta: 6:51:48, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.7862, top5_acc/: 0.9234, loss_cls/: 0.8271, loss/: 0.8271, grad_norm: 2.7494, top1_acc//aux0: 0.8480, top5_acc//aux0: 0.9523, loss_cls//aux0: 0.5677, loss//aux0: 0.5677 2020-10-16 01:02:26,560 - mmaction - INFO - Epoch [43][300/396] lr: 7.500e-04, eta: 6:52:01, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.7862, top5_acc/: 0.9234, loss_cls/: 0.8271, loss/: 0.8271, grad_norm: 2.7357, top1_acc//aux0: 0.8490, top5_acc//aux0: 0.9537, loss_cls//aux0: 0.5632, loss//aux0: 0.5632 2020-10-16 01:02:46,274 - mmaction - INFO - Epoch [43][320/396] lr: 7.500e-04, eta: 6:51:24, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7859, top5_acc/: 0.9260, loss_cls/: 0.8271, loss/: 0.8271, grad_norm: 2.7814, top1_acc//aux0: 0.8501, top5_acc//aux0: 0.9553, loss_cls//aux0: 0.5616, loss//aux0: 0.5616 2020-10-16 01:02:46,790 - mmaction - INFO - Epoch [43][320/396] lr: 7.500e-04, eta: 6:51:37, time: 0.510, data_time: 0.007, memory: 8335, top1_acc/: 0.7859, top5_acc/: 0.9260, loss_cls/: 0.8271, loss/: 0.8271, grad_norm: 2.7990, top1_acc//aux0: 0.8499, top5_acc//aux0: 0.9543, loss_cls//aux0: 0.5655, loss//aux0: 0.5655 2020-10-16 01:03:06,689 - mmaction - INFO - Epoch [43][340/396] lr: 7.500e-04, eta: 6:51:00, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.7888, top5_acc/: 0.9253, loss_cls/: 0.8232, loss/: 0.8232, grad_norm: 2.8395, top1_acc//aux0: 0.8479, top5_acc//aux0: 0.9539, loss_cls//aux0: 0.5682, loss//aux0: 0.5682 2020-10-16 01:03:07,142 - mmaction - INFO - Epoch [43][340/396] lr: 7.500e-04, eta: 6:51:14, time: 0.516, data_time: 0.002, memory: 8335, top1_acc/: 0.7888, top5_acc/: 0.9253, loss_cls/: 0.8232, loss/: 0.8232, grad_norm: 2.8276, top1_acc//aux0: 0.8479, top5_acc//aux0: 0.9544, loss_cls//aux0: 0.5659, loss//aux0: 0.5659 2020-10-16 01:03:26,886 - mmaction - INFO - Epoch [43][360/396] lr: 7.500e-04, eta: 6:50:36, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.7911, top5_acc/: 0.9281, loss_cls/: 0.8120, loss/: 0.8120, grad_norm: 2.8258, top1_acc//aux0: 0.8469, top5_acc//aux0: 0.9510, loss_cls//aux0: 0.5755, loss//aux0: 0.5755 2020-10-16 01:03:27,330 - mmaction - INFO - Epoch [43][360/396] lr: 7.500e-04, eta: 6:50:50, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.7911, top5_acc/: 0.9281, loss_cls/: 0.8120, loss/: 0.8120, grad_norm: 2.8194, top1_acc//aux0: 0.8476, top5_acc//aux0: 0.9516, loss_cls//aux0: 0.5732, loss//aux0: 0.5732 2020-10-16 01:03:47,166 - mmaction - INFO - Epoch [43][380/396] lr: 7.500e-04, eta: 6:50:12, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8023, top5_acc/: 0.9307, loss_cls/: 0.7890, loss/: 0.7890, grad_norm: 2.8230, top1_acc//aux0: 0.8476, top5_acc//aux0: 0.9530, loss_cls//aux0: 0.5698, loss//aux0: 0.5698 2020-10-16 01:03:47,622 - mmaction - INFO - Epoch [43][380/396] lr: 7.500e-04, eta: 6:50:26, time: 0.506, data_time: 0.003, memory: 8335, top1_acc/: 0.8023, top5_acc/: 0.9307, loss_cls/: 0.7890, loss/: 0.7890, grad_norm: 2.8221, top1_acc//aux0: 0.8468, top5_acc//aux0: 0.9523, loss_cls//aux0: 0.5713, loss//aux0: 0.5713 2020-10-16 01:04:05,382 - mmaction - INFO - Saving checkpoint at 43 epochs 2020-10-16 01:06:56,282 - mmaction - INFO - Epoch [44][20/396] lr: 7.500e-04, eta: 6:49:08, time: 0.498, data_time: 0.000, memory: 8335, top1_acc/: 0.7982, top5_acc/: 0.9354, loss_cls/: 0.7931, loss/: 0.7931, grad_norm: 2.7862, top1_acc//aux0: 0.8460, top5_acc//aux0: 0.9511, loss_cls//aux0: 0.5729, loss//aux0: 0.5729 2020-10-16 01:06:56,743 - mmaction - INFO - Epoch [44][20/396] lr: 7.500e-04, eta: 6:49:21, time: 0.500, data_time: 0.002, memory: 8335, top1_acc/: 0.7982, top5_acc/: 0.9354, loss_cls/: 0.7931, loss/: 0.7931, grad_norm: 2.7817, top1_acc//aux0: 0.8456, top5_acc//aux0: 0.9508, loss_cls//aux0: 0.5750, loss//aux0: 0.5750 2020-10-16 01:07:16,306 - mmaction - INFO - Epoch [44][40/396] lr: 7.500e-04, eta: 6:48:44, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8021, top5_acc/: 0.9294, loss_cls/: 0.7709, loss/: 0.7709, grad_norm: 2.8419, top1_acc//aux0: 0.8440, top5_acc//aux0: 0.9511, loss_cls//aux0: 0.5818, loss//aux0: 0.5818 2020-10-16 01:07:16,760 - mmaction - INFO - Epoch [44][40/396] lr: 7.500e-04, eta: 6:48:57, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.8021, top5_acc/: 0.9294, loss_cls/: 0.7709, loss/: 0.7709, grad_norm: 2.8385, top1_acc//aux0: 0.8443, top5_acc//aux0: 0.9515, loss_cls//aux0: 0.5786, loss//aux0: 0.5786 2020-10-16 01:07:36,427 - mmaction - INFO - Epoch [44][60/396] lr: 7.500e-04, eta: 6:48:20, time: 0.495, data_time: 0.000, memory: 8335, top1_acc/: 0.8031, top5_acc/: 0.9359, loss_cls/: 0.7791, loss/: 0.7791, grad_norm: 2.8232, top1_acc//aux0: 0.8489, top5_acc//aux0: 0.9537, loss_cls//aux0: 0.5594, loss//aux0: 0.5594 2020-10-16 01:07:36,868 - mmaction - INFO - Epoch [44][60/396] lr: 7.500e-04, eta: 6:48:33, time: 0.497, data_time: 0.002, memory: 8335, top1_acc/: 0.8031, top5_acc/: 0.9359, loss_cls/: 0.7791, loss/: 0.7791, grad_norm: 2.8178, top1_acc//aux0: 0.8500, top5_acc//aux0: 0.9539, loss_cls//aux0: 0.5584, loss//aux0: 0.5584 2020-10-16 01:07:56,481 - mmaction - INFO - Epoch [44][80/396] lr: 7.500e-04, eta: 6:47:56, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.7885, top5_acc/: 0.9362, loss_cls/: 0.8097, loss/: 0.8097, grad_norm: 2.7669, top1_acc//aux0: 0.8510, top5_acc//aux0: 0.9548, loss_cls//aux0: 0.5539, loss//aux0: 0.5539 2020-10-16 01:07:56,941 - mmaction - INFO - Epoch [44][80/396] lr: 7.500e-04, eta: 6:48:09, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.7885, top5_acc/: 0.9362, loss_cls/: 0.8097, loss/: 0.8097, grad_norm: 2.7610, top1_acc//aux0: 0.8510, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5516, loss//aux0: 0.5516 2020-10-16 01:08:16,619 - mmaction - INFO - Epoch [44][100/396] lr: 7.500e-04, eta: 6:47:32, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.7922, top5_acc/: 0.9276, loss_cls/: 0.8110, loss/: 0.8110, grad_norm: 2.7765, top1_acc//aux0: 0.8497, top5_acc//aux0: 0.9552, loss_cls//aux0: 0.5585, loss//aux0: 0.5585 2020-10-16 01:08:17,137 - mmaction - INFO - Epoch [44][100/396] lr: 7.500e-04, eta: 6:47:45, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.7922, top5_acc/: 0.9276, loss_cls/: 0.8110, loss/: 0.8110, grad_norm: 2.7969, top1_acc//aux0: 0.8491, top5_acc//aux0: 0.9549, loss_cls//aux0: 0.5609, loss//aux0: 0.5609 2020-10-16 01:08:36,736 - mmaction - INFO - Epoch [44][120/396] lr: 7.500e-04, eta: 6:47:08, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8034, top5_acc/: 0.9341, loss_cls/: 0.7897, loss/: 0.7897, grad_norm: 2.8106, top1_acc//aux0: 0.8507, top5_acc//aux0: 0.9526, loss_cls//aux0: 0.5597, loss//aux0: 0.5597 2020-10-16 01:08:37,187 - mmaction - INFO - Epoch [44][120/396] lr: 7.500e-04, eta: 6:47:21, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8034, top5_acc/: 0.9341, loss_cls/: 0.7897, loss/: 0.7897, grad_norm: 2.8146, top1_acc//aux0: 0.8504, top5_acc//aux0: 0.9527, loss_cls//aux0: 0.5611, loss//aux0: 0.5611 2020-10-16 01:08:57,045 - mmaction - INFO - Epoch [44][140/396] lr: 7.500e-04, eta: 6:46:44, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.7964, top5_acc/: 0.9378, loss_cls/: 0.7815, loss/: 0.7815, grad_norm: 2.8049, top1_acc//aux0: 0.8533, top5_acc//aux0: 0.9540, loss_cls//aux0: 0.5563, loss//aux0: 0.5563 2020-10-16 01:08:57,500 - mmaction - INFO - Epoch [44][140/396] lr: 7.500e-04, eta: 6:46:57, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.7964, top5_acc/: 0.9378, loss_cls/: 0.7815, loss/: 0.7815, grad_norm: 2.8348, top1_acc//aux0: 0.8531, top5_acc//aux0: 0.9535, loss_cls//aux0: 0.5582, loss//aux0: 0.5582 2020-10-16 01:09:17,286 - mmaction - INFO - Epoch [44][160/396] lr: 7.500e-04, eta: 6:46:20, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7922, top5_acc/: 0.9273, loss_cls/: 0.8097, loss/: 0.8097, grad_norm: 2.7996, top1_acc//aux0: 0.8532, top5_acc//aux0: 0.9543, loss_cls//aux0: 0.5561, loss//aux0: 0.5561 2020-10-16 01:09:17,769 - mmaction - INFO - Epoch [44][160/396] lr: 7.500e-04, eta: 6:46:33, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.7922, top5_acc/: 0.9273, loss_cls/: 0.8097, loss/: 0.8097, grad_norm: 2.7998, top1_acc//aux0: 0.8533, top5_acc//aux0: 0.9545, loss_cls//aux0: 0.5552, loss//aux0: 0.5552 2020-10-16 01:09:37,576 - mmaction - INFO - Epoch [44][180/396] lr: 7.500e-04, eta: 6:45:56, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8000, top5_acc/: 0.9299, loss_cls/: 0.8006, loss/: 0.8006, grad_norm: 2.8249, top1_acc//aux0: 0.8438, top5_acc//aux0: 0.9507, loss_cls//aux0: 0.5813, loss//aux0: 0.5813 2020-10-16 01:09:38,081 - mmaction - INFO - Epoch [44][180/396] lr: 7.500e-04, eta: 6:46:10, time: 0.508, data_time: 0.004, memory: 8335, top1_acc/: 0.8000, top5_acc/: 0.9299, loss_cls/: 0.8006, loss/: 0.8006, grad_norm: 2.8070, top1_acc//aux0: 0.8445, top5_acc//aux0: 0.9512, loss_cls//aux0: 0.5790, loss//aux0: 0.5790 2020-10-16 01:09:57,767 - mmaction - INFO - Epoch [44][200/396] lr: 7.500e-04, eta: 6:45:33, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.7922, top5_acc/: 0.9286, loss_cls/: 0.8106, loss/: 0.8106, grad_norm: 2.8246, top1_acc//aux0: 0.8478, top5_acc//aux0: 0.9518, loss_cls//aux0: 0.5724, loss//aux0: 0.5724 2020-10-16 01:09:58,238 - mmaction - INFO - Epoch [44][200/396] lr: 7.500e-04, eta: 6:45:46, time: 0.501, data_time: 0.003, memory: 8335, top1_acc/: 0.7922, top5_acc/: 0.9286, loss_cls/: 0.8106, loss/: 0.8106, grad_norm: 2.8175, top1_acc//aux0: 0.8476, top5_acc//aux0: 0.9514, loss_cls//aux0: 0.5741, loss//aux0: 0.5741 2020-10-16 01:10:17,829 - mmaction - INFO - Epoch [44][220/396] lr: 7.500e-04, eta: 6:45:09, time: 0.499, data_time: 0.000, memory: 8335, top1_acc/: 0.8031, top5_acc/: 0.9328, loss_cls/: 0.7626, loss/: 0.7626, grad_norm: 2.7367, top1_acc//aux0: 0.8512, top5_acc//aux0: 0.9549, loss_cls//aux0: 0.5556, loss//aux0: 0.5556 2020-10-16 01:10:18,296 - mmaction - INFO - Epoch [44][220/396] lr: 7.500e-04, eta: 6:45:22, time: 0.500, data_time: 0.003, memory: 8335, top1_acc/: 0.8031, top5_acc/: 0.9328, loss_cls/: 0.7626, loss/: 0.7626, grad_norm: 2.7556, top1_acc//aux0: 0.8509, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5555, loss//aux0: 0.5555 2020-10-16 01:10:38,086 - mmaction - INFO - Epoch [44][240/396] lr: 7.500e-04, eta: 6:44:45, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.7849, top5_acc/: 0.9336, loss_cls/: 0.8161, loss/: 0.8161, grad_norm: 2.8958, top1_acc//aux0: 0.8472, top5_acc//aux0: 0.9537, loss_cls//aux0: 0.5741, loss//aux0: 0.5741 2020-10-16 01:10:38,550 - mmaction - INFO - Epoch [44][240/396] lr: 7.500e-04, eta: 6:44:58, time: 0.508, data_time: 0.004, memory: 8335, top1_acc/: 0.7849, top5_acc/: 0.9336, loss_cls/: 0.8161, loss/: 0.8161, grad_norm: 2.9135, top1_acc//aux0: 0.8466, top5_acc//aux0: 0.9535, loss_cls//aux0: 0.5744, loss//aux0: 0.5744 2020-10-16 01:10:58,354 - mmaction - INFO - Epoch [44][260/396] lr: 7.500e-04, eta: 6:44:21, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8060, top5_acc/: 0.9323, loss_cls/: 0.7941, loss/: 0.7941, grad_norm: 2.7451, top1_acc//aux0: 0.8485, top5_acc//aux0: 0.9540, loss_cls//aux0: 0.5656, loss//aux0: 0.5656 2020-10-16 01:10:58,801 - mmaction - INFO - Epoch [44][260/396] lr: 7.500e-04, eta: 6:44:34, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8060, top5_acc/: 0.9323, loss_cls/: 0.7941, loss/: 0.7941, grad_norm: 2.7679, top1_acc//aux0: 0.8484, top5_acc//aux0: 0.9538, loss_cls//aux0: 0.5660, loss//aux0: 0.5660 2020-10-16 01:11:18,632 - mmaction - INFO - Epoch [44][280/396] lr: 7.500e-04, eta: 6:43:57, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.7951, top5_acc/: 0.9247, loss_cls/: 0.7969, loss/: 0.7969, grad_norm: 2.7897, top1_acc//aux0: 0.8502, top5_acc//aux0: 0.9546, loss_cls//aux0: 0.5556, loss//aux0: 0.5556 2020-10-16 01:11:19,077 - mmaction - INFO - Epoch [44][280/396] lr: 7.500e-04, eta: 6:44:10, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.7951, top5_acc/: 0.9247, loss_cls/: 0.7969, loss/: 0.7969, grad_norm: 2.8155, top1_acc//aux0: 0.8508, top5_acc//aux0: 0.9552, loss_cls//aux0: 0.5537, loss//aux0: 0.5537 2020-10-16 01:11:39,132 - mmaction - INFO - Epoch [44][300/396] lr: 7.500e-04, eta: 6:43:34, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8018, top5_acc/: 0.9365, loss_cls/: 0.7759, loss/: 0.7759, grad_norm: 2.8380, top1_acc//aux0: 0.8493, top5_acc//aux0: 0.9540, loss_cls//aux0: 0.5632, loss//aux0: 0.5632 2020-10-16 01:11:39,584 - mmaction - INFO - Epoch [44][300/396] lr: 7.500e-04, eta: 6:43:47, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8018, top5_acc/: 0.9365, loss_cls/: 0.7759, loss/: 0.7759, grad_norm: 2.8373, top1_acc//aux0: 0.8499, top5_acc//aux0: 0.9540, loss_cls//aux0: 0.5635, loss//aux0: 0.5635 2020-10-16 01:11:59,327 - mmaction - INFO - Epoch [44][320/396] lr: 7.500e-04, eta: 6:43:10, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7904, top5_acc/: 0.9305, loss_cls/: 0.8267, loss/: 0.8267, grad_norm: 2.8361, top1_acc//aux0: 0.8493, top5_acc//aux0: 0.9543, loss_cls//aux0: 0.5591, loss//aux0: 0.5591 2020-10-16 01:11:59,827 - mmaction - INFO - Epoch [44][320/396] lr: 7.500e-04, eta: 6:43:23, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.7904, top5_acc/: 0.9305, loss_cls/: 0.8267, loss/: 0.8267, grad_norm: 2.8284, top1_acc//aux0: 0.8485, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5612, loss//aux0: 0.5612 2020-10-16 01:12:19,678 - mmaction - INFO - Epoch [44][340/396] lr: 7.500e-04, eta: 6:42:47, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8016, top5_acc/: 0.9318, loss_cls/: 0.7695, loss/: 0.7695, grad_norm: 2.7826, top1_acc//aux0: 0.8508, top5_acc//aux0: 0.9543, loss_cls//aux0: 0.5623, loss//aux0: 0.5623 2020-10-16 01:12:20,123 - mmaction - INFO - Epoch [44][340/396] lr: 7.500e-04, eta: 6:43:00, time: 0.516, data_time: 0.002, memory: 8335, top1_acc/: 0.8016, top5_acc/: 0.9318, loss_cls/: 0.7695, loss/: 0.7695, grad_norm: 2.7793, top1_acc//aux0: 0.8521, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5578, loss//aux0: 0.5578 2020-10-16 01:12:39,768 - mmaction - INFO - Epoch [44][360/396] lr: 7.500e-04, eta: 6:42:23, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8023, top5_acc/: 0.9247, loss_cls/: 0.7988, loss/: 0.7988, grad_norm: 2.8568, top1_acc//aux0: 0.8509, top5_acc//aux0: 0.9534, loss_cls//aux0: 0.5604, loss//aux0: 0.5604 2020-10-16 01:12:40,226 - mmaction - INFO - Epoch [44][360/396] lr: 7.500e-04, eta: 6:42:36, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.8023, top5_acc/: 0.9247, loss_cls/: 0.7988, loss/: 0.7988, grad_norm: 2.8739, top1_acc//aux0: 0.8503, top5_acc//aux0: 0.9532, loss_cls//aux0: 0.5644, loss//aux0: 0.5644 2020-10-16 01:13:00,109 - mmaction - INFO - Epoch [44][380/396] lr: 7.500e-04, eta: 6:41:59, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.7917, top5_acc/: 0.9286, loss_cls/: 0.8125, loss/: 0.8125, grad_norm: 2.8480, top1_acc//aux0: 0.8478, top5_acc//aux0: 0.9528, loss_cls//aux0: 0.5753, loss//aux0: 0.5753 2020-10-16 01:13:00,575 - mmaction - INFO - Epoch [44][380/396] lr: 7.500e-04, eta: 6:42:13, time: 0.515, data_time: 0.004, memory: 8335, top1_acc/: 0.7917, top5_acc/: 0.9286, loss_cls/: 0.8125, loss/: 0.8125, grad_norm: 2.8422, top1_acc//aux0: 0.8468, top5_acc//aux0: 0.9524, loss_cls//aux0: 0.5752, loss//aux0: 0.5752 2020-10-16 01:13:18,750 - mmaction - INFO - Saving checkpoint at 44 epochs 2020-10-16 01:15:57,337 - mmaction - INFO - Epoch [45][20/396] lr: 7.500e-04, eta: 6:40:56, time: 0.496, data_time: 0.000, memory: 8335, top1_acc/: 0.7927, top5_acc/: 0.9258, loss_cls/: 0.8260, loss/: 0.8260, grad_norm: 2.8114, top1_acc//aux0: 0.8513, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5584, loss//aux0: 0.5584 2020-10-16 01:15:57,910 - mmaction - INFO - Epoch [45][20/396] lr: 7.500e-04, eta: 6:41:09, time: 0.507, data_time: 0.008, memory: 8335, top1_acc/: 0.7927, top5_acc/: 0.9258, loss_cls/: 0.8260, loss/: 0.8260, grad_norm: 2.8158, top1_acc//aux0: 0.8512, top5_acc//aux0: 0.9545, loss_cls//aux0: 0.5564, loss//aux0: 0.5564 2020-10-16 01:16:17,292 - mmaction - INFO - Epoch [45][40/396] lr: 7.500e-04, eta: 6:40:33, time: 0.497, data_time: 0.000, memory: 8335, top1_acc/: 0.8016, top5_acc/: 0.9279, loss_cls/: 0.7863, loss/: 0.7863, grad_norm: 2.8136, top1_acc//aux0: 0.8502, top5_acc//aux0: 0.9546, loss_cls//aux0: 0.5501, loss//aux0: 0.5501 2020-10-16 01:16:17,720 - mmaction - INFO - Epoch [45][40/396] lr: 7.500e-04, eta: 6:40:45, time: 0.499, data_time: 0.002, memory: 8335, top1_acc/: 0.8016, top5_acc/: 0.9279, loss_cls/: 0.7863, loss/: 0.7863, grad_norm: 2.8076, top1_acc//aux0: 0.8501, top5_acc//aux0: 0.9548, loss_cls//aux0: 0.5531, loss//aux0: 0.5531 2020-10-16 01:16:37,611 - mmaction - INFO - Epoch [45][60/396] lr: 7.500e-04, eta: 6:40:09, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.7930, top5_acc/: 0.9362, loss_cls/: 0.7924, loss/: 0.7924, grad_norm: 2.8531, top1_acc//aux0: 0.8439, top5_acc//aux0: 0.9521, loss_cls//aux0: 0.5834, loss//aux0: 0.5834 2020-10-16 01:16:38,052 - mmaction - INFO - Epoch [45][60/396] lr: 7.500e-04, eta: 6:40:22, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.7930, top5_acc/: 0.9362, loss_cls/: 0.7924, loss/: 0.7924, grad_norm: 2.8445, top1_acc//aux0: 0.8443, top5_acc//aux0: 0.9519, loss_cls//aux0: 0.5828, loss//aux0: 0.5828 2020-10-16 01:16:57,909 - mmaction - INFO - Epoch [45][80/396] lr: 7.500e-04, eta: 6:39:45, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7909, top5_acc/: 0.9320, loss_cls/: 0.8119, loss/: 0.8119, grad_norm: 2.7931, top1_acc//aux0: 0.8524, top5_acc//aux0: 0.9555, loss_cls//aux0: 0.5550, loss//aux0: 0.5550 2020-10-16 01:16:58,383 - mmaction - INFO - Epoch [45][80/396] lr: 7.500e-04, eta: 6:39:58, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.7909, top5_acc/: 0.9320, loss_cls/: 0.8119, loss/: 0.8119, grad_norm: 2.7861, top1_acc//aux0: 0.8524, top5_acc//aux0: 0.9555, loss_cls//aux0: 0.5536, loss//aux0: 0.5536 2020-10-16 01:17:18,116 - mmaction - INFO - Epoch [45][100/396] lr: 7.500e-04, eta: 6:39:22, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.7935, top5_acc/: 0.9299, loss_cls/: 0.8153, loss/: 0.8153, grad_norm: 2.7772, top1_acc//aux0: 0.8494, top5_acc//aux0: 0.9522, loss_cls//aux0: 0.5659, loss//aux0: 0.5659 2020-10-16 01:17:18,542 - mmaction - INFO - Epoch [45][100/396] lr: 7.500e-04, eta: 6:39:34, time: 0.502, data_time: 0.001, memory: 8335, top1_acc/: 0.7935, top5_acc/: 0.9299, loss_cls/: 0.8153, loss/: 0.8153, grad_norm: 2.7540, top1_acc//aux0: 0.8498, top5_acc//aux0: 0.9522, loss_cls//aux0: 0.5667, loss//aux0: 0.5667 2020-10-16 01:17:38,176 - mmaction - INFO - Epoch [45][120/396] lr: 7.500e-04, eta: 6:38:58, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.8083, top5_acc/: 0.9375, loss_cls/: 0.7541, loss/: 0.7541, grad_norm: 2.8820, top1_acc//aux0: 0.8498, top5_acc//aux0: 0.9535, loss_cls//aux0: 0.5660, loss//aux0: 0.5660 2020-10-16 01:17:38,649 - mmaction - INFO - Epoch [45][120/396] lr: 7.500e-04, eta: 6:39:11, time: 0.503, data_time: 0.004, memory: 8335, top1_acc/: 0.8083, top5_acc/: 0.9375, loss_cls/: 0.7541, loss/: 0.7541, grad_norm: 2.8506, top1_acc//aux0: 0.8494, top5_acc//aux0: 0.9531, loss_cls//aux0: 0.5684, loss//aux0: 0.5684 2020-10-16 01:17:58,469 - mmaction - INFO - Epoch [45][140/396] lr: 7.500e-04, eta: 6:38:34, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.7974, top5_acc/: 0.9323, loss_cls/: 0.7751, loss/: 0.7751, grad_norm: 2.8494, top1_acc//aux0: 0.8500, top5_acc//aux0: 0.9539, loss_cls//aux0: 0.5579, loss//aux0: 0.5579 2020-10-16 01:17:58,936 - mmaction - INFO - Epoch [45][140/396] lr: 7.500e-04, eta: 6:38:47, time: 0.506, data_time: 0.003, memory: 8335, top1_acc/: 0.7974, top5_acc/: 0.9323, loss_cls/: 0.7751, loss/: 0.7751, grad_norm: 2.8553, top1_acc//aux0: 0.8494, top5_acc//aux0: 0.9538, loss_cls//aux0: 0.5583, loss//aux0: 0.5583 2020-10-16 01:18:18,582 - mmaction - INFO - Epoch [45][160/396] lr: 7.500e-04, eta: 6:38:11, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.7979, top5_acc/: 0.9279, loss_cls/: 0.8038, loss/: 0.8038, grad_norm: 2.8221, top1_acc//aux0: 0.8528, top5_acc//aux0: 0.9521, loss_cls//aux0: 0.5623, loss//aux0: 0.5623 2020-10-16 01:18:19,064 - mmaction - INFO - Epoch [45][160/396] lr: 7.500e-04, eta: 6:38:23, time: 0.503, data_time: 0.003, memory: 8335, top1_acc/: 0.7979, top5_acc/: 0.9279, loss_cls/: 0.8038, loss/: 0.8038, grad_norm: 2.8210, top1_acc//aux0: 0.8539, top5_acc//aux0: 0.9521, loss_cls//aux0: 0.5601, loss//aux0: 0.5601 2020-10-16 01:18:38,976 - mmaction - INFO - Epoch [45][180/396] lr: 7.500e-04, eta: 6:37:47, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8044, top5_acc/: 0.9370, loss_cls/: 0.7484, loss/: 0.7484, grad_norm: 2.7904, top1_acc//aux0: 0.8502, top5_acc//aux0: 0.9526, loss_cls//aux0: 0.5597, loss//aux0: 0.5597 2020-10-16 01:18:39,429 - mmaction - INFO - Epoch [45][180/396] lr: 7.500e-04, eta: 6:38:00, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8044, top5_acc/: 0.9370, loss_cls/: 0.7484, loss/: 0.7484, grad_norm: 2.7929, top1_acc//aux0: 0.8495, top5_acc//aux0: 0.9533, loss_cls//aux0: 0.5606, loss//aux0: 0.5606 2020-10-16 01:18:59,295 - mmaction - INFO - Epoch [45][200/396] lr: 7.500e-04, eta: 6:37:24, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.7997, top5_acc/: 0.9307, loss_cls/: 0.7985, loss/: 0.7985, grad_norm: 2.8033, top1_acc//aux0: 0.8493, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5638, loss//aux0: 0.5638 2020-10-16 01:18:59,753 - mmaction - INFO - Epoch [45][200/396] lr: 7.500e-04, eta: 6:37:37, time: 0.511, data_time: 0.001, memory: 8335, top1_acc/: 0.7997, top5_acc/: 0.9307, loss_cls/: 0.7985, loss/: 0.7985, grad_norm: 2.8194, top1_acc//aux0: 0.8491, top5_acc//aux0: 0.9543, loss_cls//aux0: 0.5650, loss//aux0: 0.5650 2020-10-16 01:19:19,549 - mmaction - INFO - Epoch [45][220/396] lr: 7.500e-04, eta: 6:37:01, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.7930, top5_acc/: 0.9302, loss_cls/: 0.7995, loss/: 0.7995, grad_norm: 2.8204, top1_acc//aux0: 0.8461, top5_acc//aux0: 0.9508, loss_cls//aux0: 0.5781, loss//aux0: 0.5781 2020-10-16 01:19:19,978 - mmaction - INFO - Epoch [45][220/396] lr: 7.500e-04, eta: 6:37:13, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.7930, top5_acc/: 0.9302, loss_cls/: 0.7995, loss/: 0.7995, grad_norm: 2.8168, top1_acc//aux0: 0.8467, top5_acc//aux0: 0.9511, loss_cls//aux0: 0.5753, loss//aux0: 0.5753 2020-10-16 01:19:39,819 - mmaction - INFO - Epoch [45][240/396] lr: 7.500e-04, eta: 6:36:37, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.7901, top5_acc/: 0.9276, loss_cls/: 0.8196, loss/: 0.8196, grad_norm: 2.8149, top1_acc//aux0: 0.8526, top5_acc//aux0: 0.9525, loss_cls//aux0: 0.5568, loss//aux0: 0.5568 2020-10-16 01:19:40,275 - mmaction - INFO - Epoch [45][240/396] lr: 7.500e-04, eta: 6:36:50, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.7901, top5_acc/: 0.9276, loss_cls/: 0.8196, loss/: 0.8196, grad_norm: 2.7909, top1_acc//aux0: 0.8523, top5_acc//aux0: 0.9528, loss_cls//aux0: 0.5577, loss//aux0: 0.5577 2020-10-16 01:20:00,212 - mmaction - INFO - Epoch [45][260/396] lr: 7.500e-04, eta: 6:36:14, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8042, top5_acc/: 0.9279, loss_cls/: 0.7838, loss/: 0.7838, grad_norm: 2.8084, top1_acc//aux0: 0.8523, top5_acc//aux0: 0.9578, loss_cls//aux0: 0.5472, loss//aux0: 0.5472 2020-10-16 01:20:00,707 - mmaction - INFO - Epoch [45][260/396] lr: 7.500e-04, eta: 6:36:27, time: 0.514, data_time: 0.003, memory: 8335, top1_acc/: 0.8042, top5_acc/: 0.9279, loss_cls/: 0.7838, loss/: 0.7838, grad_norm: 2.8176, top1_acc//aux0: 0.8518, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5485, loss//aux0: 0.5485 2020-10-16 01:20:20,533 - mmaction - INFO - Epoch [45][280/396] lr: 7.500e-04, eta: 6:35:51, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7940, top5_acc/: 0.9240, loss_cls/: 0.8180, loss/: 0.8180, grad_norm: 2.8475, top1_acc//aux0: 0.8457, top5_acc//aux0: 0.9530, loss_cls//aux0: 0.5692, loss//aux0: 0.5692 2020-10-16 01:20:20,978 - mmaction - INFO - Epoch [45][280/396] lr: 7.500e-04, eta: 6:36:03, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.7940, top5_acc/: 0.9240, loss_cls/: 0.8180, loss/: 0.8180, grad_norm: 2.8272, top1_acc//aux0: 0.8464, top5_acc//aux0: 0.9534, loss_cls//aux0: 0.5660, loss//aux0: 0.5660 2020-10-16 01:20:40,769 - mmaction - INFO - Epoch [45][300/396] lr: 7.500e-04, eta: 6:35:27, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7917, top5_acc/: 0.9273, loss_cls/: 0.8046, loss/: 0.8046, grad_norm: 2.7853, top1_acc//aux0: 0.8509, top5_acc//aux0: 0.9559, loss_cls//aux0: 0.5573, loss//aux0: 0.5573 2020-10-16 01:20:41,330 - mmaction - INFO - Epoch [45][300/396] lr: 7.500e-04, eta: 6:35:40, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.7917, top5_acc/: 0.9273, loss_cls/: 0.8046, loss/: 0.8046, grad_norm: 2.8022, top1_acc//aux0: 0.8498, top5_acc//aux0: 0.9555, loss_cls//aux0: 0.5625, loss//aux0: 0.5625 2020-10-16 01:21:01,120 - mmaction - INFO - Epoch [45][320/396] lr: 7.500e-04, eta: 6:35:04, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7997, top5_acc/: 0.9307, loss_cls/: 0.7847, loss/: 0.7847, grad_norm: 2.8216, top1_acc//aux0: 0.8536, top5_acc//aux0: 0.9541, loss_cls//aux0: 0.5506, loss//aux0: 0.5506 2020-10-16 01:21:01,584 - mmaction - INFO - Epoch [45][320/396] lr: 7.500e-04, eta: 6:35:16, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.7997, top5_acc/: 0.9307, loss_cls/: 0.7847, loss/: 0.7847, grad_norm: 2.7962, top1_acc//aux0: 0.8558, top5_acc//aux0: 0.9545, loss_cls//aux0: 0.5430, loss//aux0: 0.5430 2020-10-16 01:21:21,549 - mmaction - INFO - Epoch [45][340/396] lr: 7.500e-04, eta: 6:34:41, time: 0.517, data_time: 0.000, memory: 8335, top1_acc/: 0.8060, top5_acc/: 0.9372, loss_cls/: 0.7636, loss/: 0.7636, grad_norm: 2.7867, top1_acc//aux0: 0.8507, top5_acc//aux0: 0.9539, loss_cls//aux0: 0.5629, loss//aux0: 0.5629 2020-10-16 01:21:22,000 - mmaction - INFO - Epoch [45][340/396] lr: 7.500e-04, eta: 6:34:53, time: 0.518, data_time: 0.002, memory: 8335, top1_acc/: 0.8060, top5_acc/: 0.9372, loss_cls/: 0.7636, loss/: 0.7636, grad_norm: 2.7988, top1_acc//aux0: 0.8497, top5_acc//aux0: 0.9536, loss_cls//aux0: 0.5658, loss//aux0: 0.5658 2020-10-16 01:21:41,744 - mmaction - INFO - Epoch [45][360/396] lr: 7.500e-04, eta: 6:34:17, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7995, top5_acc/: 0.9339, loss_cls/: 0.7856, loss/: 0.7856, grad_norm: 2.8002, top1_acc//aux0: 0.8521, top5_acc//aux0: 0.9535, loss_cls//aux0: 0.5560, loss//aux0: 0.5560 2020-10-16 01:21:42,196 - mmaction - INFO - Epoch [45][360/396] lr: 7.500e-04, eta: 6:34:30, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.7995, top5_acc/: 0.9339, loss_cls/: 0.7856, loss/: 0.7856, grad_norm: 2.7870, top1_acc//aux0: 0.8521, top5_acc//aux0: 0.9538, loss_cls//aux0: 0.5546, loss//aux0: 0.5546 2020-10-16 01:22:01,835 - mmaction - INFO - Epoch [45][380/396] lr: 7.500e-04, eta: 6:33:54, time: 0.499, data_time: 0.000, memory: 8335, top1_acc/: 0.7958, top5_acc/: 0.9339, loss_cls/: 0.7813, loss/: 0.7813, grad_norm: 2.8243, top1_acc//aux0: 0.8501, top5_acc//aux0: 0.9534, loss_cls//aux0: 0.5581, loss//aux0: 0.5581 2020-10-16 01:22:02,262 - mmaction - INFO - Epoch [45][380/396] lr: 7.500e-04, eta: 6:34:06, time: 0.500, data_time: 0.002, memory: 8335, top1_acc/: 0.7958, top5_acc/: 0.9339, loss_cls/: 0.7813, loss/: 0.7813, grad_norm: 2.7958, top1_acc//aux0: 0.8499, top5_acc//aux0: 0.9527, loss_cls//aux0: 0.5620, loss//aux0: 0.5620 2020-10-16 01:22:21,294 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-10-16 01:23:41,427 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-16 01:23:41,551 - mmaction - INFO - top1_acc 0.7778 top5_acc 0.9349 2020-10-16 01:23:41,551 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-16 01:23:41,626 - mmaction - INFO - mean_acc 0.7782 2020-10-16 01:23:41,626 - mmaction - INFO - Now best checkpoint is epoch_45.pth 2020-10-16 01:23:41,630 - mmaction - INFO - Epoch(val) [45][396] top1_acc: 0.7778, top5_acc: 0.9349, mean_class_accuracy: 0.7782 2020-10-16 01:26:34,507 - mmaction - INFO - Epoch [46][20/396] lr: 7.500e-04, eta: 6:32:51, time: 0.497, data_time: 0.000, memory: 8335, top1_acc/: 0.8070, top5_acc/: 0.9370, loss_cls/: 0.7464, loss/: 0.7464, grad_norm: 2.8123, top1_acc//aux0: 0.8457, top5_acc//aux0: 0.9521, loss_cls//aux0: 0.5756, loss//aux0: 0.5756 2020-10-16 01:26:34,968 - mmaction - INFO - Epoch [46][20/396] lr: 7.500e-04, eta: 6:33:04, time: 0.503, data_time: 0.005, memory: 8335, top1_acc/: 0.8070, top5_acc/: 0.9370, loss_cls/: 0.7464, loss/: 0.7464, grad_norm: 2.8153, top1_acc//aux0: 0.8461, top5_acc//aux0: 0.9527, loss_cls//aux0: 0.5718, loss//aux0: 0.5718 2020-10-16 01:26:54,669 - mmaction - INFO - Epoch [46][40/396] lr: 7.500e-04, eta: 6:32:28, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8073, top5_acc/: 0.9344, loss_cls/: 0.7725, loss/: 0.7725, grad_norm: 2.8107, top1_acc//aux0: 0.8524, top5_acc//aux0: 0.9549, loss_cls//aux0: 0.5532, loss//aux0: 0.5532 2020-10-16 01:26:55,108 - mmaction - INFO - Epoch [46][40/396] lr: 7.500e-04, eta: 6:32:40, time: 0.504, data_time: 0.001, memory: 8335, top1_acc/: 0.8073, top5_acc/: 0.9344, loss_cls/: 0.7725, loss/: 0.7725, grad_norm: 2.8199, top1_acc//aux0: 0.8511, top5_acc//aux0: 0.9541, loss_cls//aux0: 0.5581, loss//aux0: 0.5581 2020-10-16 01:27:14,619 - mmaction - INFO - Epoch [46][60/396] lr: 7.500e-04, eta: 6:32:04, time: 0.499, data_time: 0.000, memory: 8335, top1_acc/: 0.7768, top5_acc/: 0.9266, loss_cls/: 0.8327, loss/: 0.8327, grad_norm: 2.9202, top1_acc//aux0: 0.8498, top5_acc//aux0: 0.9535, loss_cls//aux0: 0.5569, loss//aux0: 0.5569 2020-10-16 01:27:15,066 - mmaction - INFO - Epoch [46][60/396] lr: 7.500e-04, eta: 6:32:16, time: 0.501, data_time: 0.002, memory: 8335, top1_acc/: 0.7768, top5_acc/: 0.9266, loss_cls/: 0.8327, loss/: 0.8327, grad_norm: 2.9139, top1_acc//aux0: 0.8503, top5_acc//aux0: 0.9537, loss_cls//aux0: 0.5562, loss//aux0: 0.5562 2020-10-16 01:27:34,728 - mmaction - INFO - Epoch [46][80/396] lr: 7.500e-04, eta: 6:31:41, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8008, top5_acc/: 0.9318, loss_cls/: 0.7761, loss/: 0.7761, grad_norm: 2.8459, top1_acc//aux0: 0.8502, top5_acc//aux0: 0.9525, loss_cls//aux0: 0.5666, loss//aux0: 0.5666 2020-10-16 01:27:35,180 - mmaction - INFO - Epoch [46][80/396] lr: 7.500e-04, eta: 6:31:53, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.8008, top5_acc/: 0.9318, loss_cls/: 0.7761, loss/: 0.7761, grad_norm: 2.8346, top1_acc//aux0: 0.8506, top5_acc//aux0: 0.9532, loss_cls//aux0: 0.5647, loss//aux0: 0.5647 2020-10-16 01:27:54,914 - mmaction - INFO - Epoch [46][100/396] lr: 7.500e-04, eta: 6:31:17, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8039, top5_acc/: 0.9326, loss_cls/: 0.7734, loss/: 0.7734, grad_norm: 2.8412, top1_acc//aux0: 0.8509, top5_acc//aux0: 0.9531, loss_cls//aux0: 0.5551, loss//aux0: 0.5551 2020-10-16 01:27:55,384 - mmaction - INFO - Epoch [46][100/396] lr: 7.500e-04, eta: 6:31:30, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.8039, top5_acc/: 0.9326, loss_cls/: 0.7734, loss/: 0.7734, grad_norm: 2.8714, top1_acc//aux0: 0.8519, top5_acc//aux0: 0.9529, loss_cls//aux0: 0.5545, loss//aux0: 0.5545 2020-10-16 01:28:15,079 - mmaction - INFO - Epoch [46][120/396] lr: 7.500e-04, eta: 6:30:54, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.8070, top5_acc/: 0.9367, loss_cls/: 0.7458, loss/: 0.7458, grad_norm: 2.9146, top1_acc//aux0: 0.8494, top5_acc//aux0: 0.9552, loss_cls//aux0: 0.5613, loss//aux0: 0.5613 2020-10-16 01:28:15,516 - mmaction - INFO - Epoch [46][120/396] lr: 7.500e-04, eta: 6:31:06, time: 0.501, data_time: 0.002, memory: 8335, top1_acc/: 0.8070, top5_acc/: 0.9367, loss_cls/: 0.7458, loss/: 0.7458, grad_norm: 2.9256, top1_acc//aux0: 0.8478, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5661, loss//aux0: 0.5661 2020-10-16 01:28:35,154 - mmaction - INFO - Epoch [46][140/396] lr: 7.500e-04, eta: 6:30:30, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8099, top5_acc/: 0.9380, loss_cls/: 0.7646, loss/: 0.7646, grad_norm: 2.8358, top1_acc//aux0: 0.8463, top5_acc//aux0: 0.9501, loss_cls//aux0: 0.5762, loss//aux0: 0.5762 2020-10-16 01:28:35,616 - mmaction - INFO - Epoch [46][140/396] lr: 7.500e-04, eta: 6:30:42, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.8099, top5_acc/: 0.9380, loss_cls/: 0.7646, loss/: 0.7646, grad_norm: 2.8251, top1_acc//aux0: 0.8477, top5_acc//aux0: 0.9506, loss_cls//aux0: 0.5716, loss//aux0: 0.5716 2020-10-16 01:28:55,586 - mmaction - INFO - Epoch [46][160/396] lr: 7.500e-04, eta: 6:30:07, time: 0.517, data_time: 0.000, memory: 8335, top1_acc/: 0.7948, top5_acc/: 0.9263, loss_cls/: 0.8014, loss/: 0.8014, grad_norm: 2.8210, top1_acc//aux0: 0.8507, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5593, loss//aux0: 0.5593 2020-10-16 01:28:56,051 - mmaction - INFO - Epoch [46][160/396] lr: 7.500e-04, eta: 6:30:20, time: 0.519, data_time: 0.002, memory: 8335, top1_acc/: 0.7948, top5_acc/: 0.9263, loss_cls/: 0.8014, loss/: 0.8014, grad_norm: 2.8207, top1_acc//aux0: 0.8504, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5580, loss//aux0: 0.5580 2020-10-16 01:29:15,864 - mmaction - INFO - Epoch [46][180/396] lr: 7.500e-04, eta: 6:29:44, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8008, top5_acc/: 0.9344, loss_cls/: 0.7849, loss/: 0.7849, grad_norm: 2.8375, top1_acc//aux0: 0.8537, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5527, loss//aux0: 0.5527 2020-10-16 01:29:16,301 - mmaction - INFO - Epoch [46][180/396] lr: 7.500e-04, eta: 6:29:56, time: 0.512, data_time: 0.001, memory: 8335, top1_acc/: 0.8008, top5_acc/: 0.9344, loss_cls/: 0.7849, loss/: 0.7849, grad_norm: 2.8293, top1_acc//aux0: 0.8529, top5_acc//aux0: 0.9533, loss_cls//aux0: 0.5582, loss//aux0: 0.5582 2020-10-16 01:29:36,127 - mmaction - INFO - Epoch [46][200/396] lr: 7.500e-04, eta: 6:29:21, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.7930, top5_acc/: 0.9276, loss_cls/: 0.8001, loss/: 0.8001, grad_norm: 2.8804, top1_acc//aux0: 0.8494, top5_acc//aux0: 0.9545, loss_cls//aux0: 0.5659, loss//aux0: 0.5659 2020-10-16 01:29:36,584 - mmaction - INFO - Epoch [46][200/396] lr: 7.500e-04, eta: 6:29:33, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.7930, top5_acc/: 0.9276, loss_cls/: 0.8001, loss/: 0.8001, grad_norm: 2.8790, top1_acc//aux0: 0.8493, top5_acc//aux0: 0.9552, loss_cls//aux0: 0.5647, loss//aux0: 0.5647 2020-10-16 01:29:56,270 - mmaction - INFO - Epoch [46][220/396] lr: 7.500e-04, eta: 6:28:57, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.7943, top5_acc/: 0.9307, loss_cls/: 0.8106, loss/: 0.8106, grad_norm: 2.8947, top1_acc//aux0: 0.8486, top5_acc//aux0: 0.9536, loss_cls//aux0: 0.5693, loss//aux0: 0.5693 2020-10-16 01:29:56,705 - mmaction - INFO - Epoch [46][220/396] lr: 7.500e-04, eta: 6:29:10, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.7943, top5_acc/: 0.9307, loss_cls/: 0.8106, loss/: 0.8106, grad_norm: 2.9028, top1_acc//aux0: 0.8484, top5_acc//aux0: 0.9540, loss_cls//aux0: 0.5683, loss//aux0: 0.5683 2020-10-16 01:30:16,690 - mmaction - INFO - Epoch [46][240/396] lr: 7.500e-04, eta: 6:28:34, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8073, top5_acc/: 0.9331, loss_cls/: 0.7778, loss/: 0.7778, grad_norm: 2.8538, top1_acc//aux0: 0.8480, top5_acc//aux0: 0.9520, loss_cls//aux0: 0.5696, loss//aux0: 0.5696 2020-10-16 01:30:17,139 - mmaction - INFO - Epoch [46][240/396] lr: 7.500e-04, eta: 6:28:47, time: 0.516, data_time: 0.003, memory: 8335, top1_acc/: 0.8073, top5_acc/: 0.9331, loss_cls/: 0.7778, loss/: 0.7778, grad_norm: 2.8404, top1_acc//aux0: 0.8482, top5_acc//aux0: 0.9519, loss_cls//aux0: 0.5696, loss//aux0: 0.5696 2020-10-16 01:30:36,980 - mmaction - INFO - Epoch [46][260/396] lr: 7.500e-04, eta: 6:28:11, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.7964, top5_acc/: 0.9378, loss_cls/: 0.7774, loss/: 0.7774, grad_norm: 2.8396, top1_acc//aux0: 0.8488, top5_acc//aux0: 0.9536, loss_cls//aux0: 0.5658, loss//aux0: 0.5658 2020-10-16 01:30:37,422 - mmaction - INFO - Epoch [46][260/396] lr: 7.500e-04, eta: 6:28:23, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.7964, top5_acc/: 0.9378, loss_cls/: 0.7774, loss/: 0.7774, grad_norm: 2.8326, top1_acc//aux0: 0.8493, top5_acc//aux0: 0.9541, loss_cls//aux0: 0.5641, loss//aux0: 0.5641 2020-10-16 01:30:57,071 - mmaction - INFO - Epoch [46][280/396] lr: 7.500e-04, eta: 6:27:48, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.8057, top5_acc/: 0.9401, loss_cls/: 0.7486, loss/: 0.7486, grad_norm: 2.8578, top1_acc//aux0: 0.8455, top5_acc//aux0: 0.9499, loss_cls//aux0: 0.5798, loss//aux0: 0.5798 2020-10-16 01:30:57,533 - mmaction - INFO - Epoch [46][280/396] lr: 7.500e-04, eta: 6:28:00, time: 0.501, data_time: 0.002, memory: 8335, top1_acc/: 0.8057, top5_acc/: 0.9401, loss_cls/: 0.7486, loss/: 0.7486, grad_norm: 2.8539, top1_acc//aux0: 0.8450, top5_acc//aux0: 0.9495, loss_cls//aux0: 0.5821, loss//aux0: 0.5821 2020-10-16 01:31:17,434 - mmaction - INFO - Epoch [46][300/396] lr: 7.500e-04, eta: 6:27:24, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8010, top5_acc/: 0.9346, loss_cls/: 0.7852, loss/: 0.7852, grad_norm: 2.8255, top1_acc//aux0: 0.8500, top5_acc//aux0: 0.9524, loss_cls//aux0: 0.5625, loss//aux0: 0.5625 2020-10-16 01:31:17,905 - mmaction - INFO - Epoch [46][300/396] lr: 7.500e-04, eta: 6:27:36, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8010, top5_acc/: 0.9346, loss_cls/: 0.7852, loss/: 0.7852, grad_norm: 2.8228, top1_acc//aux0: 0.8503, top5_acc//aux0: 0.9525, loss_cls//aux0: 0.5615, loss//aux0: 0.5615 2020-10-16 01:31:37,570 - mmaction - INFO - Epoch [46][320/396] lr: 7.500e-04, eta: 6:27:01, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7982, top5_acc/: 0.9310, loss_cls/: 0.7879, loss/: 0.7879, grad_norm: 2.9265, top1_acc//aux0: 0.8490, top5_acc//aux0: 0.9546, loss_cls//aux0: 0.5588, loss//aux0: 0.5588 2020-10-16 01:31:38,127 - mmaction - INFO - Epoch [46][320/396] lr: 7.500e-04, eta: 6:27:13, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.7982, top5_acc/: 0.9310, loss_cls/: 0.7879, loss/: 0.7879, grad_norm: 2.9414, top1_acc//aux0: 0.8488, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5600, loss//aux0: 0.5600 2020-10-16 01:31:57,900 - mmaction - INFO - Epoch [46][340/396] lr: 7.500e-04, eta: 6:26:38, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7977, top5_acc/: 0.9250, loss_cls/: 0.8159, loss/: 0.8159, grad_norm: 2.8507, top1_acc//aux0: 0.8497, top5_acc//aux0: 0.9531, loss_cls//aux0: 0.5654, loss//aux0: 0.5654 2020-10-16 01:31:58,364 - mmaction - INFO - Epoch [46][340/396] lr: 7.500e-04, eta: 6:26:50, time: 0.503, data_time: 0.003, memory: 8335, top1_acc/: 0.7977, top5_acc/: 0.9250, loss_cls/: 0.8159, loss/: 0.8159, grad_norm: 2.8541, top1_acc//aux0: 0.8502, top5_acc//aux0: 0.9538, loss_cls//aux0: 0.5620, loss//aux0: 0.5620 2020-10-16 01:32:18,335 - mmaction - INFO - Epoch [46][360/396] lr: 7.500e-04, eta: 6:26:14, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.7951, top5_acc/: 0.9294, loss_cls/: 0.7992, loss/: 0.7992, grad_norm: 2.8137, top1_acc//aux0: 0.8504, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5503, loss//aux0: 0.5503 2020-10-16 01:32:18,820 - mmaction - INFO - Epoch [46][360/396] lr: 7.500e-04, eta: 6:26:26, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.7951, top5_acc/: 0.9294, loss_cls/: 0.7992, loss/: 0.7992, grad_norm: 2.8119, top1_acc//aux0: 0.8508, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5497, loss//aux0: 0.5497 2020-10-16 01:32:38,604 - mmaction - INFO - Epoch [46][380/396] lr: 7.500e-04, eta: 6:25:51, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8044, top5_acc/: 0.9323, loss_cls/: 0.7785, loss/: 0.7785, grad_norm: 2.8409, top1_acc//aux0: 0.8524, top5_acc//aux0: 0.9536, loss_cls//aux0: 0.5491, loss//aux0: 0.5491 2020-10-16 01:32:39,063 - mmaction - INFO - Epoch [46][380/396] lr: 7.500e-04, eta: 6:26:03, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8044, top5_acc/: 0.9323, loss_cls/: 0.7785, loss/: 0.7785, grad_norm: 2.8412, top1_acc//aux0: 0.8522, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5498, loss//aux0: 0.5498 2020-10-16 01:32:56,471 - mmaction - INFO - Saving checkpoint at 46 epochs 2020-10-16 01:35:55,766 - mmaction - INFO - Epoch [47][20/396] lr: 7.500e-04, eta: 6:24:50, time: 0.499, data_time: 0.000, memory: 8335, top1_acc/: 0.7932, top5_acc/: 0.9297, loss_cls/: 0.8064, loss/: 0.8064, grad_norm: 2.8365, top1_acc//aux0: 0.8550, top5_acc//aux0: 0.9528, loss_cls//aux0: 0.5574, loss//aux0: 0.5574 2020-10-16 01:35:56,228 - mmaction - INFO - Epoch [47][20/396] lr: 7.500e-04, eta: 6:25:02, time: 0.509, data_time: 0.011, memory: 8335, top1_acc/: 0.7932, top5_acc/: 0.9297, loss_cls/: 0.8064, loss/: 0.8064, grad_norm: 2.8386, top1_acc//aux0: 0.8555, top5_acc//aux0: 0.9531, loss_cls//aux0: 0.5549, loss//aux0: 0.5549 2020-10-16 01:36:15,872 - mmaction - INFO - Epoch [47][40/396] lr: 7.500e-04, eta: 6:24:27, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.7992, top5_acc/: 0.9380, loss_cls/: 0.7707, loss/: 0.7707, grad_norm: 2.8754, top1_acc//aux0: 0.8512, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5522, loss//aux0: 0.5522 2020-10-16 01:36:16,373 - mmaction - INFO - Epoch [47][40/396] lr: 7.500e-04, eta: 6:24:39, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.7992, top5_acc/: 0.9380, loss_cls/: 0.7707, loss/: 0.7707, grad_norm: 2.8926, top1_acc//aux0: 0.8496, top5_acc//aux0: 0.9538, loss_cls//aux0: 0.5580, loss//aux0: 0.5580 2020-10-16 01:36:35,939 - mmaction - INFO - Epoch [47][60/396] lr: 7.500e-04, eta: 6:24:04, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.8018, top5_acc/: 0.9354, loss_cls/: 0.7648, loss/: 0.7648, grad_norm: 2.7427, top1_acc//aux0: 0.8534, top5_acc//aux0: 0.9543, loss_cls//aux0: 0.5494, loss//aux0: 0.5494 2020-10-16 01:36:36,412 - mmaction - INFO - Epoch [47][60/396] lr: 7.500e-04, eta: 6:24:15, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.8018, top5_acc/: 0.9354, loss_cls/: 0.7648, loss/: 0.7648, grad_norm: 2.7390, top1_acc//aux0: 0.8547, top5_acc//aux0: 0.9549, loss_cls//aux0: 0.5451, loss//aux0: 0.5451 2020-10-16 01:36:56,212 - mmaction - INFO - Epoch [47][80/396] lr: 7.500e-04, eta: 6:23:41, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7961, top5_acc/: 0.9271, loss_cls/: 0.7976, loss/: 0.7976, grad_norm: 2.8762, top1_acc//aux0: 0.8524, top5_acc//aux0: 0.9535, loss_cls//aux0: 0.5595, loss//aux0: 0.5595 2020-10-16 01:36:56,749 - mmaction - INFO - Epoch [47][80/396] lr: 7.500e-04, eta: 6:23:53, time: 0.514, data_time: 0.002, memory: 8335, top1_acc/: 0.7961, top5_acc/: 0.9271, loss_cls/: 0.7976, loss/: 0.7976, grad_norm: 2.8426, top1_acc//aux0: 0.8520, top5_acc//aux0: 0.9532, loss_cls//aux0: 0.5600, loss//aux0: 0.5600 2020-10-16 01:37:16,515 - mmaction - INFO - Epoch [47][100/396] lr: 7.500e-04, eta: 6:23:18, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8070, top5_acc/: 0.9375, loss_cls/: 0.7504, loss/: 0.7504, grad_norm: 2.8477, top1_acc//aux0: 0.8486, top5_acc//aux0: 0.9529, loss_cls//aux0: 0.5598, loss//aux0: 0.5598 2020-10-16 01:37:16,979 - mmaction - INFO - Epoch [47][100/396] lr: 7.500e-04, eta: 6:23:29, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8070, top5_acc/: 0.9375, loss_cls/: 0.7504, loss/: 0.7504, grad_norm: 2.8373, top1_acc//aux0: 0.8494, top5_acc//aux0: 0.9529, loss_cls//aux0: 0.5584, loss//aux0: 0.5584 2020-10-16 01:37:36,977 - mmaction - INFO - Epoch [47][120/396] lr: 7.500e-04, eta: 6:22:55, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.8169, top5_acc/: 0.9305, loss_cls/: 0.7680, loss/: 0.7680, grad_norm: 2.8221, top1_acc//aux0: 0.8511, top5_acc//aux0: 0.9549, loss_cls//aux0: 0.5524, loss//aux0: 0.5524 2020-10-16 01:37:37,510 - mmaction - INFO - Epoch [47][120/396] lr: 7.500e-04, eta: 6:23:07, time: 0.518, data_time: 0.002, memory: 8335, top1_acc/: 0.8169, top5_acc/: 0.9305, loss_cls/: 0.7680, loss/: 0.7680, grad_norm: 2.8089, top1_acc//aux0: 0.8503, top5_acc//aux0: 0.9551, loss_cls//aux0: 0.5528, loss//aux0: 0.5528 2020-10-16 01:37:57,337 - mmaction - INFO - Epoch [47][140/396] lr: 7.500e-04, eta: 6:22:32, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8060, top5_acc/: 0.9318, loss_cls/: 0.7774, loss/: 0.7774, grad_norm: 2.8394, top1_acc//aux0: 0.8499, top5_acc//aux0: 0.9527, loss_cls//aux0: 0.5565, loss//aux0: 0.5565 2020-10-16 01:37:57,764 - mmaction - INFO - Epoch [47][140/396] lr: 7.500e-04, eta: 6:22:44, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.8060, top5_acc/: 0.9318, loss_cls/: 0.7774, loss/: 0.7774, grad_norm: 2.8170, top1_acc//aux0: 0.8505, top5_acc//aux0: 0.9527, loss_cls//aux0: 0.5558, loss//aux0: 0.5558 2020-10-16 01:38:17,603 - mmaction - INFO - Epoch [47][160/396] lr: 7.500e-04, eta: 6:22:09, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.8060, top5_acc/: 0.9297, loss_cls/: 0.7723, loss/: 0.7723, grad_norm: 2.8531, top1_acc//aux0: 0.8516, top5_acc//aux0: 0.9539, loss_cls//aux0: 0.5616, loss//aux0: 0.5616 2020-10-16 01:38:18,052 - mmaction - INFO - Epoch [47][160/396] lr: 7.500e-04, eta: 6:22:20, time: 0.501, data_time: 0.003, memory: 8335, top1_acc/: 0.8060, top5_acc/: 0.9297, loss_cls/: 0.7723, loss/: 0.7723, grad_norm: 2.8534, top1_acc//aux0: 0.8517, top5_acc//aux0: 0.9538, loss_cls//aux0: 0.5615, loss//aux0: 0.5615 2020-10-16 01:38:37,640 - mmaction - INFO - Epoch [47][180/396] lr: 7.500e-04, eta: 6:21:45, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8049, top5_acc/: 0.9326, loss_cls/: 0.7720, loss/: 0.7720, grad_norm: 2.8371, top1_acc//aux0: 0.8521, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5548, loss//aux0: 0.5548 2020-10-16 01:38:38,102 - mmaction - INFO - Epoch [47][180/396] lr: 7.500e-04, eta: 6:21:57, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8049, top5_acc/: 0.9326, loss_cls/: 0.7720, loss/: 0.7720, grad_norm: 2.8415, top1_acc//aux0: 0.8518, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5570, loss//aux0: 0.5570 2020-10-16 01:38:57,749 - mmaction - INFO - Epoch [47][200/396] lr: 7.500e-04, eta: 6:21:22, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8107, top5_acc/: 0.9365, loss_cls/: 0.7523, loss/: 0.7523, grad_norm: 2.8681, top1_acc//aux0: 0.8516, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5555, loss//aux0: 0.5555 2020-10-16 01:38:58,199 - mmaction - INFO - Epoch [47][200/396] lr: 7.500e-04, eta: 6:21:34, time: 0.504, data_time: 0.003, memory: 8335, top1_acc/: 0.8107, top5_acc/: 0.9365, loss_cls/: 0.7523, loss/: 0.7523, grad_norm: 2.8678, top1_acc//aux0: 0.8506, top5_acc//aux0: 0.9554, loss_cls//aux0: 0.5570, loss//aux0: 0.5570 2020-10-16 01:39:17,933 - mmaction - INFO - Epoch [47][220/396] lr: 7.500e-04, eta: 6:20:59, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8107, top5_acc/: 0.9344, loss_cls/: 0.7563, loss/: 0.7563, grad_norm: 2.8621, top1_acc//aux0: 0.8489, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5620, loss//aux0: 0.5620 2020-10-16 01:39:18,377 - mmaction - INFO - Epoch [47][220/396] lr: 7.500e-04, eta: 6:21:10, time: 0.506, data_time: 0.001, memory: 8335, top1_acc/: 0.8107, top5_acc/: 0.9344, loss_cls/: 0.7563, loss/: 0.7563, grad_norm: 2.8586, top1_acc//aux0: 0.8491, top5_acc//aux0: 0.9543, loss_cls//aux0: 0.5628, loss//aux0: 0.5628 2020-10-16 01:39:38,211 - mmaction - INFO - Epoch [47][240/396] lr: 7.500e-04, eta: 6:20:36, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8076, top5_acc/: 0.9359, loss_cls/: 0.7523, loss/: 0.7523, grad_norm: 2.8137, top1_acc//aux0: 0.8520, top5_acc//aux0: 0.9533, loss_cls//aux0: 0.5575, loss//aux0: 0.5575 2020-10-16 01:39:38,675 - mmaction - INFO - Epoch [47][240/396] lr: 7.500e-04, eta: 6:20:47, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8076, top5_acc/: 0.9359, loss_cls/: 0.7523, loss/: 0.7523, grad_norm: 2.8267, top1_acc//aux0: 0.8519, top5_acc//aux0: 0.9539, loss_cls//aux0: 0.5551, loss//aux0: 0.5551 2020-10-16 01:39:58,446 - mmaction - INFO - Epoch [47][260/396] lr: 7.500e-04, eta: 6:20:12, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.7948, top5_acc/: 0.9289, loss_cls/: 0.7903, loss/: 0.7903, grad_norm: 2.8187, top1_acc//aux0: 0.8530, top5_acc//aux0: 0.9545, loss_cls//aux0: 0.5505, loss//aux0: 0.5505 2020-10-16 01:39:58,910 - mmaction - INFO - Epoch [47][260/396] lr: 7.500e-04, eta: 6:20:24, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.7948, top5_acc/: 0.9289, loss_cls/: 0.7903, loss/: 0.7903, grad_norm: 2.8302, top1_acc//aux0: 0.8531, top5_acc//aux0: 0.9545, loss_cls//aux0: 0.5507, loss//aux0: 0.5507 2020-10-16 01:40:18,750 - mmaction - INFO - Epoch [47][280/396] lr: 7.500e-04, eta: 6:19:49, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8052, top5_acc/: 0.9328, loss_cls/: 0.7734, loss/: 0.7734, grad_norm: 2.8609, top1_acc//aux0: 0.8501, top5_acc//aux0: 0.9543, loss_cls//aux0: 0.5606, loss//aux0: 0.5606 2020-10-16 01:40:19,273 - mmaction - INFO - Epoch [47][280/396] lr: 7.500e-04, eta: 6:20:01, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8052, top5_acc/: 0.9328, loss_cls/: 0.7734, loss/: 0.7734, grad_norm: 2.8580, top1_acc//aux0: 0.8508, top5_acc//aux0: 0.9546, loss_cls//aux0: 0.5584, loss//aux0: 0.5584 2020-10-16 01:40:39,091 - mmaction - INFO - Epoch [47][300/396] lr: 7.500e-04, eta: 6:19:26, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.7966, top5_acc/: 0.9326, loss_cls/: 0.7905, loss/: 0.7905, grad_norm: 2.8233, top1_acc//aux0: 0.8542, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5410, loss//aux0: 0.5410 2020-10-16 01:40:39,562 - mmaction - INFO - Epoch [47][300/396] lr: 7.500e-04, eta: 6:19:38, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.7966, top5_acc/: 0.9326, loss_cls/: 0.7905, loss/: 0.7905, grad_norm: 2.8483, top1_acc//aux0: 0.8539, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5436, loss//aux0: 0.5436 2020-10-16 01:40:59,400 - mmaction - INFO - Epoch [47][320/396] lr: 7.500e-04, eta: 6:19:03, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8008, top5_acc/: 0.9370, loss_cls/: 0.7638, loss/: 0.7638, grad_norm: 2.8308, top1_acc//aux0: 0.8532, top5_acc//aux0: 0.9536, loss_cls//aux0: 0.5593, loss//aux0: 0.5593 2020-10-16 01:40:59,860 - mmaction - INFO - Epoch [47][320/396] lr: 7.500e-04, eta: 6:19:15, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8008, top5_acc/: 0.9370, loss_cls/: 0.7638, loss/: 0.7638, grad_norm: 2.8443, top1_acc//aux0: 0.8528, top5_acc//aux0: 0.9532, loss_cls//aux0: 0.5617, loss//aux0: 0.5617 2020-10-16 01:41:19,611 - mmaction - INFO - Epoch [47][340/396] lr: 7.500e-04, eta: 6:18:40, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.7924, top5_acc/: 0.9297, loss_cls/: 0.8017, loss/: 0.8017, grad_norm: 2.7961, top1_acc//aux0: 0.8512, top5_acc//aux0: 0.9540, loss_cls//aux0: 0.5550, loss//aux0: 0.5550 2020-10-16 01:41:20,069 - mmaction - INFO - Epoch [47][340/396] lr: 7.500e-04, eta: 6:18:52, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.7924, top5_acc/: 0.9297, loss_cls/: 0.8017, loss/: 0.8017, grad_norm: 2.8156, top1_acc//aux0: 0.8513, top5_acc//aux0: 0.9544, loss_cls//aux0: 0.5526, loss//aux0: 0.5526 2020-10-16 01:41:39,779 - mmaction - INFO - Epoch [47][360/396] lr: 7.500e-04, eta: 6:18:17, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7958, top5_acc/: 0.9221, loss_cls/: 0.8168, loss/: 0.8168, grad_norm: 2.8593, top1_acc//aux0: 0.8531, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5447, loss//aux0: 0.5447 2020-10-16 01:41:40,222 - mmaction - INFO - Epoch [47][360/396] lr: 7.500e-04, eta: 6:18:28, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.7958, top5_acc/: 0.9221, loss_cls/: 0.8168, loss/: 0.8168, grad_norm: 2.8823, top1_acc//aux0: 0.8524, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5482, loss//aux0: 0.5482 2020-10-16 01:41:59,980 - mmaction - INFO - Epoch [47][380/396] lr: 7.500e-04, eta: 6:17:54, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8013, top5_acc/: 0.9354, loss_cls/: 0.7889, loss/: 0.7889, grad_norm: 2.9114, top1_acc//aux0: 0.8478, top5_acc//aux0: 0.9552, loss_cls//aux0: 0.5676, loss//aux0: 0.5676 2020-10-16 01:42:00,431 - mmaction - INFO - Epoch [47][380/396] lr: 7.500e-04, eta: 6:18:05, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8013, top5_acc/: 0.9354, loss_cls/: 0.7889, loss/: 0.7889, grad_norm: 2.8786, top1_acc//aux0: 0.8498, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5597, loss//aux0: 0.5597 2020-10-16 01:42:19,028 - mmaction - INFO - Saving checkpoint at 47 epochs 2020-10-16 01:44:56,960 - mmaction - INFO - Epoch [48][20/396] lr: 7.500e-04, eta: 6:16:54, time: 0.495, data_time: 0.000, memory: 8335, top1_acc/: 0.7997, top5_acc/: 0.9357, loss_cls/: 0.7749, loss/: 0.7749, grad_norm: 2.8838, top1_acc//aux0: 0.8507, top5_acc//aux0: 0.9544, loss_cls//aux0: 0.5538, loss//aux0: 0.5538 2020-10-16 01:44:57,461 - mmaction - INFO - Epoch [48][20/396] lr: 7.500e-04, eta: 6:17:05, time: 0.497, data_time: 0.002, memory: 8335, top1_acc/: 0.7997, top5_acc/: 0.9357, loss_cls/: 0.7749, loss/: 0.7749, grad_norm: 2.8812, top1_acc//aux0: 0.8510, top5_acc//aux0: 0.9546, loss_cls//aux0: 0.5520, loss//aux0: 0.5520 2020-10-16 01:45:17,196 - mmaction - INFO - Epoch [48][40/396] lr: 7.500e-04, eta: 6:16:30, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8128, top5_acc/: 0.9352, loss_cls/: 0.7433, loss/: 0.7433, grad_norm: 2.8010, top1_acc//aux0: 0.8528, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5451, loss//aux0: 0.5451 2020-10-16 01:45:17,680 - mmaction - INFO - Epoch [48][40/396] lr: 7.500e-04, eta: 6:16:42, time: 0.512, data_time: 0.004, memory: 8335, top1_acc/: 0.8128, top5_acc/: 0.9352, loss_cls/: 0.7433, loss/: 0.7433, grad_norm: 2.8002, top1_acc//aux0: 0.8523, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5465, loss//aux0: 0.5465 2020-10-16 01:45:37,377 - mmaction - INFO - Epoch [48][60/396] lr: 7.500e-04, eta: 6:16:07, time: 0.499, data_time: 0.000, memory: 8335, top1_acc/: 0.8057, top5_acc/: 0.9299, loss_cls/: 0.7883, loss/: 0.7883, grad_norm: 2.8449, top1_acc//aux0: 0.8540, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5433, loss//aux0: 0.5433 2020-10-16 01:45:37,807 - mmaction - INFO - Epoch [48][60/396] lr: 7.500e-04, eta: 6:16:19, time: 0.500, data_time: 0.001, memory: 8335, top1_acc/: 0.8057, top5_acc/: 0.9299, loss_cls/: 0.7883, loss/: 0.7883, grad_norm: 2.8387, top1_acc//aux0: 0.8545, top5_acc//aux0: 0.9554, loss_cls//aux0: 0.5436, loss//aux0: 0.5436 2020-10-16 01:45:57,442 - mmaction - INFO - Epoch [48][80/396] lr: 7.500e-04, eta: 6:15:44, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8099, top5_acc/: 0.9305, loss_cls/: 0.7601, loss/: 0.7601, grad_norm: 2.8911, top1_acc//aux0: 0.8473, top5_acc//aux0: 0.9552, loss_cls//aux0: 0.5625, loss//aux0: 0.5625 2020-10-16 01:45:57,889 - mmaction - INFO - Epoch [48][80/396] lr: 7.500e-04, eta: 6:15:55, time: 0.502, data_time: 0.003, memory: 8335, top1_acc/: 0.8099, top5_acc/: 0.9305, loss_cls/: 0.7601, loss/: 0.7601, grad_norm: 2.8883, top1_acc//aux0: 0.8466, top5_acc//aux0: 0.9552, loss_cls//aux0: 0.5643, loss//aux0: 0.5643 2020-10-16 01:46:17,585 - mmaction - INFO - Epoch [48][100/396] lr: 7.500e-04, eta: 6:15:21, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8107, top5_acc/: 0.9401, loss_cls/: 0.7358, loss/: 0.7358, grad_norm: 2.8707, top1_acc//aux0: 0.8518, top5_acc//aux0: 0.9524, loss_cls//aux0: 0.5641, loss//aux0: 0.5641 2020-10-16 01:46:18,060 - mmaction - INFO - Epoch [48][100/396] lr: 7.500e-04, eta: 6:15:32, time: 0.503, data_time: 0.003, memory: 8335, top1_acc/: 0.8107, top5_acc/: 0.9401, loss_cls/: 0.7358, loss/: 0.7358, grad_norm: 2.8591, top1_acc//aux0: 0.8525, top5_acc//aux0: 0.9526, loss_cls//aux0: 0.5615, loss//aux0: 0.5615 2020-10-16 01:46:37,809 - mmaction - INFO - Epoch [48][120/396] lr: 7.500e-04, eta: 6:14:58, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7992, top5_acc/: 0.9320, loss_cls/: 0.7791, loss/: 0.7791, grad_norm: 2.8633, top1_acc//aux0: 0.8521, top5_acc//aux0: 0.9540, loss_cls//aux0: 0.5542, loss//aux0: 0.5542 2020-10-16 01:46:38,259 - mmaction - INFO - Epoch [48][120/396] lr: 7.500e-04, eta: 6:15:09, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.7992, top5_acc/: 0.9320, loss_cls/: 0.7791, loss/: 0.7791, grad_norm: 2.8715, top1_acc//aux0: 0.8525, top5_acc//aux0: 0.9537, loss_cls//aux0: 0.5552, loss//aux0: 0.5552 2020-10-16 01:46:57,850 - mmaction - INFO - Epoch [48][140/396] lr: 7.500e-04, eta: 6:14:35, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.7951, top5_acc/: 0.9284, loss_cls/: 0.7992, loss/: 0.7992, grad_norm: 2.8869, top1_acc//aux0: 0.8524, top5_acc//aux0: 0.9537, loss_cls//aux0: 0.5578, loss//aux0: 0.5578 2020-10-16 01:46:58,302 - mmaction - INFO - Epoch [48][140/396] lr: 7.500e-04, eta: 6:14:46, time: 0.501, data_time: 0.002, memory: 8335, top1_acc/: 0.7951, top5_acc/: 0.9284, loss_cls/: 0.7992, loss/: 0.7992, grad_norm: 2.9041, top1_acc//aux0: 0.8504, top5_acc//aux0: 0.9529, loss_cls//aux0: 0.5632, loss//aux0: 0.5632 2020-10-16 01:47:17,980 - mmaction - INFO - Epoch [48][160/396] lr: 7.500e-04, eta: 6:14:11, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8096, top5_acc/: 0.9354, loss_cls/: 0.7712, loss/: 0.7712, grad_norm: 2.8202, top1_acc//aux0: 0.8542, top5_acc//aux0: 0.9532, loss_cls//aux0: 0.5516, loss//aux0: 0.5516 2020-10-16 01:47:18,436 - mmaction - INFO - Epoch [48][160/396] lr: 7.500e-04, eta: 6:14:23, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.8096, top5_acc/: 0.9354, loss_cls/: 0.7712, loss/: 0.7712, grad_norm: 2.8073, top1_acc//aux0: 0.8559, top5_acc//aux0: 0.9544, loss_cls//aux0: 0.5438, loss//aux0: 0.5438 2020-10-16 01:47:38,060 - mmaction - INFO - Epoch [48][180/396] lr: 7.500e-04, eta: 6:13:48, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.8044, top5_acc/: 0.9362, loss_cls/: 0.7562, loss/: 0.7562, grad_norm: 2.8760, top1_acc//aux0: 0.8508, top5_acc//aux0: 0.9536, loss_cls//aux0: 0.5550, loss//aux0: 0.5550 2020-10-16 01:47:38,485 - mmaction - INFO - Epoch [48][180/396] lr: 7.500e-04, eta: 6:13:59, time: 0.500, data_time: 0.002, memory: 8335, top1_acc/: 0.8044, top5_acc/: 0.9362, loss_cls/: 0.7562, loss/: 0.7562, grad_norm: 2.8816, top1_acc//aux0: 0.8505, top5_acc//aux0: 0.9535, loss_cls//aux0: 0.5572, loss//aux0: 0.5572 2020-10-16 01:47:58,240 - mmaction - INFO - Epoch [48][200/396] lr: 7.500e-04, eta: 6:13:25, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8065, top5_acc/: 0.9333, loss_cls/: 0.7610, loss/: 0.7610, grad_norm: 2.8406, top1_acc//aux0: 0.8514, top5_acc//aux0: 0.9552, loss_cls//aux0: 0.5530, loss//aux0: 0.5530 2020-10-16 01:47:58,716 - mmaction - INFO - Epoch [48][200/396] lr: 7.500e-04, eta: 6:13:36, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.8065, top5_acc/: 0.9333, loss_cls/: 0.7610, loss/: 0.7610, grad_norm: 2.8358, top1_acc//aux0: 0.8513, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5547, loss//aux0: 0.5547 2020-10-16 01:48:18,486 - mmaction - INFO - Epoch [48][220/396] lr: 7.500e-04, eta: 6:13:02, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8049, top5_acc/: 0.9331, loss_cls/: 0.7627, loss/: 0.7627, grad_norm: 2.8992, top1_acc//aux0: 0.8515, top5_acc//aux0: 0.9559, loss_cls//aux0: 0.5500, loss//aux0: 0.5500 2020-10-16 01:48:18,965 - mmaction - INFO - Epoch [48][220/396] lr: 7.500e-04, eta: 6:13:13, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8049, top5_acc/: 0.9331, loss_cls/: 0.7627, loss/: 0.7627, grad_norm: 2.8912, top1_acc//aux0: 0.8513, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5517, loss//aux0: 0.5517 2020-10-16 01:48:38,640 - mmaction - INFO - Epoch [48][240/396] lr: 7.500e-04, eta: 6:12:39, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8026, top5_acc/: 0.9375, loss_cls/: 0.7666, loss/: 0.7666, grad_norm: 2.8259, top1_acc//aux0: 0.8533, top5_acc//aux0: 0.9544, loss_cls//aux0: 0.5539, loss//aux0: 0.5539 2020-10-16 01:48:39,086 - mmaction - INFO - Epoch [48][240/396] lr: 7.500e-04, eta: 6:12:50, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.8026, top5_acc/: 0.9375, loss_cls/: 0.7666, loss/: 0.7666, grad_norm: 2.8337, top1_acc//aux0: 0.8538, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5509, loss//aux0: 0.5509 2020-10-16 01:48:58,801 - mmaction - INFO - Epoch [48][260/396] lr: 7.500e-04, eta: 6:12:16, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8083, top5_acc/: 0.9354, loss_cls/: 0.7617, loss/: 0.7617, grad_norm: 2.8619, top1_acc//aux0: 0.8504, top5_acc//aux0: 0.9544, loss_cls//aux0: 0.5521, loss//aux0: 0.5521 2020-10-16 01:48:59,257 - mmaction - INFO - Epoch [48][260/396] lr: 7.500e-04, eta: 6:12:27, time: 0.501, data_time: 0.002, memory: 8335, top1_acc/: 0.8083, top5_acc/: 0.9354, loss_cls/: 0.7617, loss/: 0.7617, grad_norm: 2.8702, top1_acc//aux0: 0.8497, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5546, loss//aux0: 0.5546 2020-10-16 01:49:19,257 - mmaction - INFO - Epoch [48][280/396] lr: 7.500e-04, eta: 6:11:53, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8109, top5_acc/: 0.9352, loss_cls/: 0.7467, loss/: 0.7467, grad_norm: 2.8879, top1_acc//aux0: 0.8527, top5_acc//aux0: 0.9524, loss_cls//aux0: 0.5577, loss//aux0: 0.5577 2020-10-16 01:49:19,765 - mmaction - INFO - Epoch [48][280/396] lr: 7.500e-04, eta: 6:12:04, time: 0.511, data_time: 0.004, memory: 8335, top1_acc/: 0.8109, top5_acc/: 0.9352, loss_cls/: 0.7467, loss/: 0.7467, grad_norm: 2.9165, top1_acc//aux0: 0.8518, top5_acc//aux0: 0.9520, loss_cls//aux0: 0.5616, loss//aux0: 0.5616 2020-10-16 01:49:39,695 - mmaction - INFO - Epoch [48][300/396] lr: 7.500e-04, eta: 6:11:30, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.7940, top5_acc/: 0.9302, loss_cls/: 0.8020, loss/: 0.8020, grad_norm: 2.9277, top1_acc//aux0: 0.8511, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5616, loss//aux0: 0.5616 2020-10-16 01:49:40,146 - mmaction - INFO - Epoch [48][300/396] lr: 7.500e-04, eta: 6:11:41, time: 0.514, data_time: 0.003, memory: 8335, top1_acc/: 0.7940, top5_acc/: 0.9302, loss_cls/: 0.8020, loss/: 0.8020, grad_norm: 2.9235, top1_acc//aux0: 0.8529, top5_acc//aux0: 0.9551, loss_cls//aux0: 0.5541, loss//aux0: 0.5541 2020-10-16 01:49:59,778 - mmaction - INFO - Epoch [48][320/396] lr: 7.500e-04, eta: 6:11:07, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8016, top5_acc/: 0.9294, loss_cls/: 0.7961, loss/: 0.7961, grad_norm: 2.8835, top1_acc//aux0: 0.8523, top5_acc//aux0: 0.9553, loss_cls//aux0: 0.5523, loss//aux0: 0.5523 2020-10-16 01:50:00,234 - mmaction - INFO - Epoch [48][320/396] lr: 7.500e-04, eta: 6:11:18, time: 0.503, data_time: 0.003, memory: 8335, top1_acc/: 0.8016, top5_acc/: 0.9294, loss_cls/: 0.7961, loss/: 0.7961, grad_norm: 2.8671, top1_acc//aux0: 0.8525, top5_acc//aux0: 0.9551, loss_cls//aux0: 0.5509, loss//aux0: 0.5509 2020-10-16 01:50:20,108 - mmaction - INFO - Epoch [48][340/396] lr: 7.500e-04, eta: 6:10:44, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8107, top5_acc/: 0.9313, loss_cls/: 0.7619, loss/: 0.7619, grad_norm: 2.8618, top1_acc//aux0: 0.8532, top5_acc//aux0: 0.9535, loss_cls//aux0: 0.5573, loss//aux0: 0.5573 2020-10-16 01:50:20,590 - mmaction - INFO - Epoch [48][340/396] lr: 7.500e-04, eta: 6:10:55, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.8107, top5_acc/: 0.9313, loss_cls/: 0.7619, loss/: 0.7619, grad_norm: 2.8565, top1_acc//aux0: 0.8523, top5_acc//aux0: 0.9531, loss_cls//aux0: 0.5602, loss//aux0: 0.5602 2020-10-16 01:50:40,274 - mmaction - INFO - Epoch [48][360/396] lr: 7.500e-04, eta: 6:10:21, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8034, top5_acc/: 0.9292, loss_cls/: 0.7730, loss/: 0.7730, grad_norm: 2.8378, top1_acc//aux0: 0.8506, top5_acc//aux0: 0.9544, loss_cls//aux0: 0.5582, loss//aux0: 0.5582 2020-10-16 01:50:40,804 - mmaction - INFO - Epoch [48][360/396] lr: 7.500e-04, eta: 6:10:32, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8034, top5_acc/: 0.9292, loss_cls/: 0.7730, loss/: 0.7730, grad_norm: 2.8429, top1_acc//aux0: 0.8510, top5_acc//aux0: 0.9545, loss_cls//aux0: 0.5583, loss//aux0: 0.5583 2020-10-16 01:51:00,614 - mmaction - INFO - Epoch [48][380/396] lr: 7.500e-04, eta: 6:09:58, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8078, top5_acc/: 0.9372, loss_cls/: 0.7462, loss/: 0.7462, grad_norm: 2.8703, top1_acc//aux0: 0.8512, top5_acc//aux0: 0.9544, loss_cls//aux0: 0.5550, loss//aux0: 0.5550 2020-10-16 01:51:01,051 - mmaction - INFO - Epoch [48][380/396] lr: 7.500e-04, eta: 6:10:09, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.8078, top5_acc/: 0.9372, loss_cls/: 0.7462, loss/: 0.7462, grad_norm: 2.8804, top1_acc//aux0: 0.8507, top5_acc//aux0: 0.9545, loss_cls//aux0: 0.5554, loss//aux0: 0.5554 2020-10-16 01:51:19,153 - mmaction - INFO - Saving checkpoint at 48 epochs 2020-10-16 01:54:19,114 - mmaction - INFO - Epoch [49][20/396] lr: 7.500e-04, eta: 6:08:59, time: 0.494, data_time: 0.000, memory: 8335, top1_acc/: 0.8169, top5_acc/: 0.9391, loss_cls/: 0.7296, loss/: 0.7296, grad_norm: 2.8453, top1_acc//aux0: 0.8454, top5_acc//aux0: 0.9534, loss_cls//aux0: 0.5727, loss//aux0: 0.5727 2020-10-16 01:54:19,602 - mmaction - INFO - Epoch [49][20/396] lr: 7.500e-04, eta: 6:09:10, time: 0.495, data_time: 0.002, memory: 8335, top1_acc/: 0.8169, top5_acc/: 0.9391, loss_cls/: 0.7296, loss/: 0.7296, grad_norm: 2.8346, top1_acc//aux0: 0.8462, top5_acc//aux0: 0.9539, loss_cls//aux0: 0.5683, loss//aux0: 0.5683 2020-10-16 01:54:39,199 - mmaction - INFO - Epoch [49][40/396] lr: 7.500e-04, eta: 6:08:36, time: 0.499, data_time: 0.000, memory: 8335, top1_acc/: 0.8081, top5_acc/: 0.9263, loss_cls/: 0.7831, loss/: 0.7831, grad_norm: 2.8738, top1_acc//aux0: 0.8497, top5_acc//aux0: 0.9540, loss_cls//aux0: 0.5622, loss//aux0: 0.5622 2020-10-16 01:54:39,642 - mmaction - INFO - Epoch [49][40/396] lr: 7.500e-04, eta: 6:08:46, time: 0.501, data_time: 0.003, memory: 8335, top1_acc/: 0.8081, top5_acc/: 0.9263, loss_cls/: 0.7831, loss/: 0.7831, grad_norm: 2.8931, top1_acc//aux0: 0.8489, top5_acc//aux0: 0.9532, loss_cls//aux0: 0.5668, loss//aux0: 0.5668 2020-10-16 01:54:59,407 - mmaction - INFO - Epoch [49][60/396] lr: 7.500e-04, eta: 6:08:13, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.7990, top5_acc/: 0.9307, loss_cls/: 0.7874, loss/: 0.7874, grad_norm: 2.8739, top1_acc//aux0: 0.8554, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5428, loss//aux0: 0.5428 2020-10-16 01:54:59,888 - mmaction - INFO - Epoch [49][60/396] lr: 7.500e-04, eta: 6:08:24, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.7990, top5_acc/: 0.9307, loss_cls/: 0.7874, loss/: 0.7874, grad_norm: 2.8669, top1_acc//aux0: 0.8555, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5394, loss//aux0: 0.5394 2020-10-16 01:55:19,786 - mmaction - INFO - Epoch [49][80/396] lr: 7.500e-04, eta: 6:07:50, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8023, top5_acc/: 0.9388, loss_cls/: 0.7651, loss/: 0.7651, grad_norm: 2.8645, top1_acc//aux0: 0.8527, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5418, loss//aux0: 0.5418 2020-10-16 01:55:20,238 - mmaction - INFO - Epoch [49][80/396] lr: 7.500e-04, eta: 6:08:01, time: 0.513, data_time: 0.003, memory: 8335, top1_acc/: 0.8023, top5_acc/: 0.9388, loss_cls/: 0.7651, loss/: 0.7651, grad_norm: 2.8647, top1_acc//aux0: 0.8528, top5_acc//aux0: 0.9578, loss_cls//aux0: 0.5426, loss//aux0: 0.5426 2020-10-16 01:55:39,953 - mmaction - INFO - Epoch [49][100/396] lr: 7.500e-04, eta: 6:07:27, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.7927, top5_acc/: 0.9299, loss_cls/: 0.7977, loss/: 0.7977, grad_norm: 2.8350, top1_acc//aux0: 0.8524, top5_acc//aux0: 0.9516, loss_cls//aux0: 0.5638, loss//aux0: 0.5638 2020-10-16 01:55:40,379 - mmaction - INFO - Epoch [49][100/396] lr: 7.500e-04, eta: 6:07:38, time: 0.502, data_time: 0.003, memory: 8335, top1_acc/: 0.7927, top5_acc/: 0.9299, loss_cls/: 0.7977, loss/: 0.7977, grad_norm: 2.8474, top1_acc//aux0: 0.8522, top5_acc//aux0: 0.9509, loss_cls//aux0: 0.5667, loss//aux0: 0.5667 2020-10-16 01:56:00,329 - mmaction - INFO - Epoch [49][120/396] lr: 7.500e-04, eta: 6:07:04, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8062, top5_acc/: 0.9328, loss_cls/: 0.7695, loss/: 0.7695, grad_norm: 2.8851, top1_acc//aux0: 0.8461, top5_acc//aux0: 0.9517, loss_cls//aux0: 0.5765, loss//aux0: 0.5765 2020-10-16 01:56:00,761 - mmaction - INFO - Epoch [49][120/396] lr: 7.500e-04, eta: 6:07:15, time: 0.512, data_time: 0.004, memory: 8335, top1_acc/: 0.8062, top5_acc/: 0.9328, loss_cls/: 0.7695, loss/: 0.7695, grad_norm: 2.8828, top1_acc//aux0: 0.8465, top5_acc//aux0: 0.9520, loss_cls//aux0: 0.5736, loss//aux0: 0.5736 2020-10-16 01:56:20,548 - mmaction - INFO - Epoch [49][140/396] lr: 7.500e-04, eta: 6:06:41, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.7966, top5_acc/: 0.9302, loss_cls/: 0.7810, loss/: 0.7810, grad_norm: 3.0502, top1_acc//aux0: 0.8518, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5523, loss//aux0: 0.5523 2020-10-16 01:56:21,039 - mmaction - INFO - Epoch [49][140/396] lr: 7.500e-04, eta: 6:06:52, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.7966, top5_acc/: 0.9302, loss_cls/: 0.7810, loss/: 0.7810, grad_norm: 3.0683, top1_acc//aux0: 0.8514, top5_acc//aux0: 0.9548, loss_cls//aux0: 0.5573, loss//aux0: 0.5573 2020-10-16 01:56:41,142 - mmaction - INFO - Epoch [49][160/396] lr: 7.500e-04, eta: 6:06:19, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8086, top5_acc/: 0.9383, loss_cls/: 0.7448, loss/: 0.7448, grad_norm: 2.8722, top1_acc//aux0: 0.8539, top5_acc//aux0: 0.9541, loss_cls//aux0: 0.5533, loss//aux0: 0.5533 2020-10-16 01:56:41,599 - mmaction - INFO - Epoch [49][160/396] lr: 7.500e-04, eta: 6:06:29, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8086, top5_acc/: 0.9383, loss_cls/: 0.7448, loss/: 0.7448, grad_norm: 2.8819, top1_acc//aux0: 0.8536, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5497, loss//aux0: 0.5497 2020-10-16 01:57:01,281 - mmaction - INFO - Epoch [49][180/396] lr: 7.500e-04, eta: 6:05:56, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8138, top5_acc/: 0.9388, loss_cls/: 0.7483, loss/: 0.7483, grad_norm: 2.8097, top1_acc//aux0: 0.8559, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5481, loss//aux0: 0.5481 2020-10-16 01:57:01,761 - mmaction - INFO - Epoch [49][180/396] lr: 7.500e-04, eta: 6:06:06, time: 0.503, data_time: 0.001, memory: 8335, top1_acc/: 0.8138, top5_acc/: 0.9388, loss_cls/: 0.7483, loss/: 0.7483, grad_norm: 2.8289, top1_acc//aux0: 0.8559, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5481, loss//aux0: 0.5481 2020-10-16 01:57:21,509 - mmaction - INFO - Epoch [49][200/396] lr: 7.500e-04, eta: 6:05:33, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7943, top5_acc/: 0.9339, loss_cls/: 0.7869, loss/: 0.7869, grad_norm: 2.9051, top1_acc//aux0: 0.8494, top5_acc//aux0: 0.9545, loss_cls//aux0: 0.5614, loss//aux0: 0.5614 2020-10-16 01:57:21,964 - mmaction - INFO - Epoch [49][200/396] lr: 7.500e-04, eta: 6:05:44, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.7943, top5_acc/: 0.9339, loss_cls/: 0.7869, loss/: 0.7869, grad_norm: 2.9101, top1_acc//aux0: 0.8499, top5_acc//aux0: 0.9539, loss_cls//aux0: 0.5618, loss//aux0: 0.5618 2020-10-16 01:57:41,639 - mmaction - INFO - Epoch [49][220/396] lr: 7.500e-04, eta: 6:05:10, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8068, top5_acc/: 0.9333, loss_cls/: 0.7706, loss/: 0.7706, grad_norm: 2.9047, top1_acc//aux0: 0.8494, top5_acc//aux0: 0.9538, loss_cls//aux0: 0.5546, loss//aux0: 0.5546 2020-10-16 01:57:42,162 - mmaction - INFO - Epoch [49][220/396] lr: 7.500e-04, eta: 6:05:20, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.8068, top5_acc/: 0.9333, loss_cls/: 0.7706, loss/: 0.7706, grad_norm: 2.9115, top1_acc//aux0: 0.8490, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5547, loss//aux0: 0.5547 2020-10-16 01:58:01,887 - mmaction - INFO - Epoch [49][240/396] lr: 7.500e-04, eta: 6:04:47, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.7995, top5_acc/: 0.9307, loss_cls/: 0.7806, loss/: 0.7806, grad_norm: 2.8972, top1_acc//aux0: 0.8518, top5_acc//aux0: 0.9526, loss_cls//aux0: 0.5636, loss//aux0: 0.5636 2020-10-16 01:58:02,395 - mmaction - INFO - Epoch [49][240/396] lr: 7.500e-04, eta: 6:04:58, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.7995, top5_acc/: 0.9307, loss_cls/: 0.7806, loss/: 0.7806, grad_norm: 2.9046, top1_acc//aux0: 0.8515, top5_acc//aux0: 0.9526, loss_cls//aux0: 0.5638, loss//aux0: 0.5638 2020-10-16 01:58:22,116 - mmaction - INFO - Epoch [49][260/396] lr: 7.500e-04, eta: 6:04:24, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8005, top5_acc/: 0.9333, loss_cls/: 0.7842, loss/: 0.7842, grad_norm: 2.8843, top1_acc//aux0: 0.8504, top5_acc//aux0: 0.9543, loss_cls//aux0: 0.5509, loss//aux0: 0.5509 2020-10-16 01:58:22,573 - mmaction - INFO - Epoch [49][260/396] lr: 7.500e-04, eta: 6:04:35, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8005, top5_acc/: 0.9333, loss_cls/: 0.7842, loss/: 0.7842, grad_norm: 2.8920, top1_acc//aux0: 0.8499, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5524, loss//aux0: 0.5524 2020-10-16 01:58:42,277 - mmaction - INFO - Epoch [49][280/396] lr: 7.500e-04, eta: 6:04:01, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8000, top5_acc/: 0.9326, loss_cls/: 0.7688, loss/: 0.7688, grad_norm: 2.8802, top1_acc//aux0: 0.8531, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5503, loss//aux0: 0.5503 2020-10-16 01:58:42,718 - mmaction - INFO - Epoch [49][280/396] lr: 7.500e-04, eta: 6:04:12, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.8000, top5_acc/: 0.9326, loss_cls/: 0.7688, loss/: 0.7688, grad_norm: 2.8609, top1_acc//aux0: 0.8542, top5_acc//aux0: 0.9540, loss_cls//aux0: 0.5488, loss//aux0: 0.5488 2020-10-16 01:59:02,550 - mmaction - INFO - Epoch [49][300/396] lr: 7.500e-04, eta: 6:03:38, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8221, top5_acc/: 0.9391, loss_cls/: 0.7104, loss/: 0.7104, grad_norm: 2.8341, top1_acc//aux0: 0.8522, top5_acc//aux0: 0.9537, loss_cls//aux0: 0.5581, loss//aux0: 0.5581 2020-10-16 01:59:02,996 - mmaction - INFO - Epoch [49][300/396] lr: 7.500e-04, eta: 6:03:49, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8221, top5_acc/: 0.9391, loss_cls/: 0.7104, loss/: 0.7104, grad_norm: 2.8402, top1_acc//aux0: 0.8517, top5_acc//aux0: 0.9534, loss_cls//aux0: 0.5583, loss//aux0: 0.5583 2020-10-16 01:59:23,044 - mmaction - INFO - Epoch [49][320/396] lr: 7.500e-04, eta: 6:03:16, time: 0.518, data_time: 0.000, memory: 8335, top1_acc/: 0.8099, top5_acc/: 0.9333, loss_cls/: 0.7621, loss/: 0.7621, grad_norm: 2.8879, top1_acc//aux0: 0.8520, top5_acc//aux0: 0.9530, loss_cls//aux0: 0.5613, loss//aux0: 0.5613 2020-10-16 01:59:23,585 - mmaction - INFO - Epoch [49][320/396] lr: 7.500e-04, eta: 6:03:27, time: 0.524, data_time: 0.002, memory: 8335, top1_acc/: 0.8099, top5_acc/: 0.9333, loss_cls/: 0.7621, loss/: 0.7621, grad_norm: 2.8773, top1_acc//aux0: 0.8521, top5_acc//aux0: 0.9534, loss_cls//aux0: 0.5620, loss//aux0: 0.5620 2020-10-16 01:59:43,255 - mmaction - INFO - Epoch [49][340/396] lr: 7.500e-04, eta: 6:02:53, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8000, top5_acc/: 0.9341, loss_cls/: 0.7874, loss/: 0.7874, grad_norm: 2.8602, top1_acc//aux0: 0.8512, top5_acc//aux0: 0.9539, loss_cls//aux0: 0.5541, loss//aux0: 0.5541 2020-10-16 01:59:43,724 - mmaction - INFO - Epoch [49][340/396] lr: 7.500e-04, eta: 6:03:03, time: 0.502, data_time: 0.001, memory: 8335, top1_acc/: 0.8000, top5_acc/: 0.9341, loss_cls/: 0.7874, loss/: 0.7874, grad_norm: 2.8525, top1_acc//aux0: 0.8520, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5502, loss//aux0: 0.5502 2020-10-16 02:00:03,561 - mmaction - INFO - Epoch [49][360/396] lr: 7.500e-04, eta: 6:02:30, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8094, top5_acc/: 0.9331, loss_cls/: 0.7516, loss/: 0.7516, grad_norm: 2.9118, top1_acc//aux0: 0.8518, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5463, loss//aux0: 0.5463 2020-10-16 02:00:04,004 - mmaction - INFO - Epoch [49][360/396] lr: 7.500e-04, eta: 6:02:41, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8094, top5_acc/: 0.9331, loss_cls/: 0.7516, loss/: 0.7516, grad_norm: 2.9130, top1_acc//aux0: 0.8511, top5_acc//aux0: 0.9544, loss_cls//aux0: 0.5484, loss//aux0: 0.5484 2020-10-16 02:00:23,700 - mmaction - INFO - Epoch [49][380/396] lr: 7.500e-04, eta: 6:02:07, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8052, top5_acc/: 0.9326, loss_cls/: 0.7580, loss/: 0.7580, grad_norm: 2.9626, top1_acc//aux0: 0.8482, top5_acc//aux0: 0.9531, loss_cls//aux0: 0.5680, loss//aux0: 0.5680 2020-10-16 02:00:24,131 - mmaction - INFO - Epoch [49][380/396] lr: 7.500e-04, eta: 6:02:18, time: 0.508, data_time: 0.004, memory: 8335, top1_acc/: 0.8052, top5_acc/: 0.9326, loss_cls/: 0.7580, loss/: 0.7580, grad_norm: 2.9612, top1_acc//aux0: 0.8484, top5_acc//aux0: 0.9531, loss_cls//aux0: 0.5682, loss//aux0: 0.5682 2020-10-16 02:00:42,089 - mmaction - INFO - Saving checkpoint at 49 epochs 2020-10-16 02:03:46,994 - mmaction - INFO - Epoch [50][20/396] lr: 7.500e-04, eta: 6:01:09, time: 0.498, data_time: 0.000, memory: 8335, top1_acc/: 0.8117, top5_acc/: 0.9383, loss_cls/: 0.7389, loss/: 0.7389, grad_norm: 2.8847, top1_acc//aux0: 0.8548, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5365, loss//aux0: 0.5365 2020-10-16 02:03:47,424 - mmaction - INFO - Epoch [50][20/396] lr: 7.500e-04, eta: 6:01:20, time: 0.500, data_time: 0.003, memory: 8335, top1_acc/: 0.8117, top5_acc/: 0.9383, loss_cls/: 0.7389, loss/: 0.7389, grad_norm: 2.8932, top1_acc//aux0: 0.8550, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5401, loss//aux0: 0.5401 2020-10-16 02:04:07,305 - mmaction - INFO - Epoch [50][40/396] lr: 7.500e-04, eta: 6:00:47, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8005, top5_acc/: 0.9344, loss_cls/: 0.7746, loss/: 0.7746, grad_norm: 2.8877, top1_acc//aux0: 0.8479, top5_acc//aux0: 0.9530, loss_cls//aux0: 0.5648, loss//aux0: 0.5648 2020-10-16 02:04:07,745 - mmaction - INFO - Epoch [50][40/396] lr: 7.500e-04, eta: 6:00:57, time: 0.510, data_time: 0.001, memory: 8335, top1_acc/: 0.8005, top5_acc/: 0.9344, loss_cls/: 0.7746, loss/: 0.7746, grad_norm: 2.8782, top1_acc//aux0: 0.8478, top5_acc//aux0: 0.9533, loss_cls//aux0: 0.5612, loss//aux0: 0.5612 2020-10-16 02:04:27,343 - mmaction - INFO - Epoch [50][60/396] lr: 7.500e-04, eta: 6:00:24, time: 0.497, data_time: 0.000, memory: 8335, top1_acc/: 0.8081, top5_acc/: 0.9393, loss_cls/: 0.7462, loss/: 0.7462, grad_norm: 2.9342, top1_acc//aux0: 0.8508, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5502, loss//aux0: 0.5502 2020-10-16 02:04:27,788 - mmaction - INFO - Epoch [50][60/396] lr: 7.500e-04, eta: 6:00:34, time: 0.498, data_time: 0.002, memory: 8335, top1_acc/: 0.8081, top5_acc/: 0.9393, loss_cls/: 0.7462, loss/: 0.7462, grad_norm: 2.9524, top1_acc//aux0: 0.8499, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5510, loss//aux0: 0.5510 2020-10-16 02:04:47,359 - mmaction - INFO - Epoch [50][80/396] lr: 7.500e-04, eta: 6:00:01, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.8115, top5_acc/: 0.9375, loss_cls/: 0.7385, loss/: 0.7385, grad_norm: 2.8714, top1_acc//aux0: 0.8536, top5_acc//aux0: 0.9552, loss_cls//aux0: 0.5452, loss//aux0: 0.5452 2020-10-16 02:04:47,833 - mmaction - INFO - Epoch [50][80/396] lr: 7.500e-04, eta: 6:00:11, time: 0.502, data_time: 0.003, memory: 8335, top1_acc/: 0.8115, top5_acc/: 0.9375, loss_cls/: 0.7385, loss/: 0.7385, grad_norm: 2.8787, top1_acc//aux0: 0.8551, top5_acc//aux0: 0.9554, loss_cls//aux0: 0.5421, loss//aux0: 0.5421 2020-10-16 02:05:07,588 - mmaction - INFO - Epoch [50][100/396] lr: 7.500e-04, eta: 5:59:38, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8109, top5_acc/: 0.9388, loss_cls/: 0.7153, loss/: 0.7153, grad_norm: 2.8687, top1_acc//aux0: 0.8494, top5_acc//aux0: 0.9539, loss_cls//aux0: 0.5580, loss//aux0: 0.5580 2020-10-16 02:05:08,043 - mmaction - INFO - Epoch [50][100/396] lr: 7.500e-04, eta: 5:59:48, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.8109, top5_acc/: 0.9388, loss_cls/: 0.7153, loss/: 0.7153, grad_norm: 2.8772, top1_acc//aux0: 0.8485, top5_acc//aux0: 0.9535, loss_cls//aux0: 0.5613, loss//aux0: 0.5613 2020-10-16 02:05:27,761 - mmaction - INFO - Epoch [50][120/396] lr: 7.500e-04, eta: 5:59:15, time: 0.498, data_time: 0.000, memory: 8335, top1_acc/: 0.8065, top5_acc/: 0.9276, loss_cls/: 0.7706, loss/: 0.7706, grad_norm: 2.8316, top1_acc//aux0: 0.8560, top5_acc//aux0: 0.9541, loss_cls//aux0: 0.5404, loss//aux0: 0.5404 2020-10-16 02:05:28,215 - mmaction - INFO - Epoch [50][120/396] lr: 7.500e-04, eta: 5:59:25, time: 0.499, data_time: 0.002, memory: 8335, top1_acc/: 0.8065, top5_acc/: 0.9276, loss_cls/: 0.7706, loss/: 0.7706, grad_norm: 2.8372, top1_acc//aux0: 0.8553, top5_acc//aux0: 0.9537, loss_cls//aux0: 0.5414, loss//aux0: 0.5414 2020-10-16 02:05:47,724 - mmaction - INFO - Epoch [50][140/396] lr: 7.500e-04, eta: 5:58:52, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8060, top5_acc/: 0.9336, loss_cls/: 0.7864, loss/: 0.7864, grad_norm: 2.8562, top1_acc//aux0: 0.8524, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5453, loss//aux0: 0.5453 2020-10-16 02:05:48,179 - mmaction - INFO - Epoch [50][140/396] lr: 7.500e-04, eta: 5:59:02, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.8060, top5_acc/: 0.9336, loss_cls/: 0.7864, loss/: 0.7864, grad_norm: 2.8610, top1_acc//aux0: 0.8534, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5455, loss//aux0: 0.5455 2020-10-16 02:06:08,009 - mmaction - INFO - Epoch [50][160/396] lr: 7.500e-04, eta: 5:58:29, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8125, top5_acc/: 0.9367, loss_cls/: 0.7545, loss/: 0.7545, grad_norm: 2.8396, top1_acc//aux0: 0.8556, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5400, loss//aux0: 0.5400 2020-10-16 02:06:08,457 - mmaction - INFO - Epoch [50][160/396] lr: 7.500e-04, eta: 5:58:39, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8125, top5_acc/: 0.9367, loss_cls/: 0.7545, loss/: 0.7545, grad_norm: 2.8453, top1_acc//aux0: 0.8546, top5_acc//aux0: 0.9559, loss_cls//aux0: 0.5398, loss//aux0: 0.5398 2020-10-16 02:06:28,049 - mmaction - INFO - Epoch [50][180/396] lr: 7.500e-04, eta: 5:58:06, time: 0.499, data_time: 0.000, memory: 8335, top1_acc/: 0.8070, top5_acc/: 0.9305, loss_cls/: 0.7639, loss/: 0.7639, grad_norm: 2.9128, top1_acc//aux0: 0.8538, top5_acc//aux0: 0.9523, loss_cls//aux0: 0.5546, loss//aux0: 0.5546 2020-10-16 02:06:28,511 - mmaction - INFO - Epoch [50][180/396] lr: 7.500e-04, eta: 5:58:16, time: 0.501, data_time: 0.002, memory: 8335, top1_acc/: 0.8070, top5_acc/: 0.9305, loss_cls/: 0.7639, loss/: 0.7639, grad_norm: 2.9142, top1_acc//aux0: 0.8537, top5_acc//aux0: 0.9519, loss_cls//aux0: 0.5574, loss//aux0: 0.5574 2020-10-16 02:06:48,152 - mmaction - INFO - Epoch [50][200/396] lr: 7.500e-04, eta: 5:57:43, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8063, top5_acc/: 0.9388, loss_cls/: 0.7457, loss/: 0.7457, grad_norm: 2.8512, top1_acc//aux0: 0.8508, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5575, loss//aux0: 0.5575 2020-10-16 02:06:48,616 - mmaction - INFO - Epoch [50][200/396] lr: 7.500e-04, eta: 5:57:53, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8063, top5_acc/: 0.9388, loss_cls/: 0.7457, loss/: 0.7457, grad_norm: 2.8449, top1_acc//aux0: 0.8515, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5526, loss//aux0: 0.5526 2020-10-16 02:07:08,442 - mmaction - INFO - Epoch [50][220/396] lr: 7.500e-04, eta: 5:57:20, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.7945, top5_acc/: 0.9253, loss_cls/: 0.7853, loss/: 0.7853, grad_norm: 2.8646, top1_acc//aux0: 0.8521, top5_acc//aux0: 0.9530, loss_cls//aux0: 0.5554, loss//aux0: 0.5554 2020-10-16 02:07:08,902 - mmaction - INFO - Epoch [50][220/396] lr: 7.500e-04, eta: 5:57:31, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.7945, top5_acc/: 0.9253, loss_cls/: 0.7853, loss/: 0.7853, grad_norm: 2.8425, top1_acc//aux0: 0.8532, top5_acc//aux0: 0.9531, loss_cls//aux0: 0.5527, loss//aux0: 0.5527 2020-10-16 02:07:28,538 - mmaction - INFO - Epoch [50][240/396] lr: 7.500e-04, eta: 5:56:57, time: 0.498, data_time: 0.000, memory: 8335, top1_acc/: 0.8068, top5_acc/: 0.9320, loss_cls/: 0.7467, loss/: 0.7467, grad_norm: 2.8747, top1_acc//aux0: 0.8542, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5443, loss//aux0: 0.5443 2020-10-16 02:07:29,037 - mmaction - INFO - Epoch [50][240/396] lr: 7.500e-04, eta: 5:57:08, time: 0.501, data_time: 0.002, memory: 8335, top1_acc/: 0.8068, top5_acc/: 0.9320, loss_cls/: 0.7467, loss/: 0.7467, grad_norm: 2.8949, top1_acc//aux0: 0.8521, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5505, loss//aux0: 0.5505 2020-10-16 02:07:48,818 - mmaction - INFO - Epoch [50][260/396] lr: 7.500e-04, eta: 5:56:35, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8099, top5_acc/: 0.9349, loss_cls/: 0.7427, loss/: 0.7427, grad_norm: 2.8871, top1_acc//aux0: 0.8506, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5600, loss//aux0: 0.5600 2020-10-16 02:07:49,292 - mmaction - INFO - Epoch [50][260/396] lr: 7.500e-04, eta: 5:56:45, time: 0.508, data_time: 0.001, memory: 8335, top1_acc/: 0.8099, top5_acc/: 0.9349, loss_cls/: 0.7427, loss/: 0.7427, grad_norm: 2.8843, top1_acc//aux0: 0.8515, top5_acc//aux0: 0.9555, loss_cls//aux0: 0.5578, loss//aux0: 0.5578 2020-10-16 02:08:08,920 - mmaction - INFO - Epoch [50][280/396] lr: 7.500e-04, eta: 5:56:12, time: 0.496, data_time: 0.000, memory: 8335, top1_acc/: 0.8073, top5_acc/: 0.9378, loss_cls/: 0.7498, loss/: 0.7498, grad_norm: 2.9228, top1_acc//aux0: 0.8517, top5_acc//aux0: 0.9548, loss_cls//aux0: 0.5537, loss//aux0: 0.5537 2020-10-16 02:08:09,342 - mmaction - INFO - Epoch [50][280/396] lr: 7.500e-04, eta: 5:56:22, time: 0.498, data_time: 0.001, memory: 8335, top1_acc/: 0.8073, top5_acc/: 0.9378, loss_cls/: 0.7498, loss/: 0.7498, grad_norm: 2.9159, top1_acc//aux0: 0.8519, top5_acc//aux0: 0.9541, loss_cls//aux0: 0.5545, loss//aux0: 0.5545 2020-10-16 02:08:29,017 - mmaction - INFO - Epoch [50][300/396] lr: 7.500e-04, eta: 5:55:49, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8042, top5_acc/: 0.9344, loss_cls/: 0.7596, loss/: 0.7596, grad_norm: 2.8683, top1_acc//aux0: 0.8548, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5429, loss//aux0: 0.5429 2020-10-16 02:08:29,506 - mmaction - INFO - Epoch [50][300/396] lr: 7.500e-04, eta: 5:55:59, time: 0.504, data_time: 0.003, memory: 8335, top1_acc/: 0.8042, top5_acc/: 0.9344, loss_cls/: 0.7596, loss/: 0.7596, grad_norm: 2.8743, top1_acc//aux0: 0.8543, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5444, loss//aux0: 0.5444 2020-10-16 02:08:49,108 - mmaction - INFO - Epoch [50][320/396] lr: 7.500e-04, eta: 5:55:26, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.7990, top5_acc/: 0.9357, loss_cls/: 0.7797, loss/: 0.7797, grad_norm: 2.9260, top1_acc//aux0: 0.8515, top5_acc//aux0: 0.9559, loss_cls//aux0: 0.5535, loss//aux0: 0.5535 2020-10-16 02:08:49,574 - mmaction - INFO - Epoch [50][320/396] lr: 7.500e-04, eta: 5:55:36, time: 0.501, data_time: 0.002, memory: 8335, top1_acc/: 0.7990, top5_acc/: 0.9357, loss_cls/: 0.7797, loss/: 0.7797, grad_norm: 2.9366, top1_acc//aux0: 0.8512, top5_acc//aux0: 0.9559, loss_cls//aux0: 0.5537, loss//aux0: 0.5537 2020-10-16 02:09:09,211 - mmaction - INFO - Epoch [50][340/396] lr: 7.500e-04, eta: 5:55:03, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.7974, top5_acc/: 0.9294, loss_cls/: 0.7925, loss/: 0.7925, grad_norm: 2.8192, top1_acc//aux0: 0.8540, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5384, loss//aux0: 0.5384 2020-10-16 02:09:09,670 - mmaction - INFO - Epoch [50][340/396] lr: 7.500e-04, eta: 5:55:13, time: 0.501, data_time: 0.002, memory: 8335, top1_acc/: 0.7974, top5_acc/: 0.9294, loss_cls/: 0.7925, loss/: 0.7925, grad_norm: 2.8077, top1_acc//aux0: 0.8546, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5359, loss//aux0: 0.5359 2020-10-16 02:09:29,463 - mmaction - INFO - Epoch [50][360/396] lr: 7.500e-04, eta: 5:54:40, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.8000, top5_acc/: 0.9302, loss_cls/: 0.7881, loss/: 0.7881, grad_norm: 2.8436, top1_acc//aux0: 0.8550, top5_acc//aux0: 0.9553, loss_cls//aux0: 0.5335, loss//aux0: 0.5335 2020-10-16 02:09:29,906 - mmaction - INFO - Epoch [50][360/396] lr: 7.500e-04, eta: 5:54:50, time: 0.500, data_time: 0.001, memory: 8335, top1_acc/: 0.8000, top5_acc/: 0.9302, loss_cls/: 0.7881, loss/: 0.7881, grad_norm: 2.8376, top1_acc//aux0: 0.8556, top5_acc//aux0: 0.9553, loss_cls//aux0: 0.5347, loss//aux0: 0.5347 2020-10-16 02:09:49,518 - mmaction - INFO - Epoch [50][380/396] lr: 7.500e-04, eta: 5:54:17, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8070, top5_acc/: 0.9323, loss_cls/: 0.7785, loss/: 0.7785, grad_norm: 2.8751, top1_acc//aux0: 0.8523, top5_acc//aux0: 0.9552, loss_cls//aux0: 0.5532, loss//aux0: 0.5532 2020-10-16 02:09:49,983 - mmaction - INFO - Epoch [50][380/396] lr: 7.500e-04, eta: 5:54:27, time: 0.502, data_time: 0.001, memory: 8335, top1_acc/: 0.8070, top5_acc/: 0.9323, loss_cls/: 0.7785, loss/: 0.7785, grad_norm: 2.8818, top1_acc//aux0: 0.8518, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5510, loss//aux0: 0.5510 2020-10-16 02:10:09,199 - mmaction - INFO - Saving checkpoint at 50 epochs 2020-10-16 02:11:26,099 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-16 02:11:26,206 - mmaction - INFO - top1_acc 0.7774 top5_acc 0.9357 2020-10-16 02:11:26,206 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-16 02:11:26,251 - mmaction - INFO - mean_acc 0.7778 2020-10-16 02:11:26,254 - mmaction - INFO - Epoch(val) [50][396] top1_acc: 0.7774, top5_acc: 0.9357, mean_class_accuracy: 0.7778 2020-10-16 02:13:55,137 - mmaction - INFO - Epoch [51][20/396] lr: 7.500e-04, eta: 5:53:20, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8073, top5_acc/: 0.9365, loss_cls/: 0.7345, loss/: 0.7345, grad_norm: 2.9030, top1_acc//aux0: 0.8559, top5_acc//aux0: 0.9543, loss_cls//aux0: 0.5438, loss//aux0: 0.5438 2020-10-16 02:13:55,594 - mmaction - INFO - Epoch [51][20/396] lr: 7.500e-04, eta: 5:53:30, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.8073, top5_acc/: 0.9365, loss_cls/: 0.7345, loss/: 0.7345, grad_norm: 2.9187, top1_acc//aux0: 0.8556, top5_acc//aux0: 0.9536, loss_cls//aux0: 0.5446, loss//aux0: 0.5446 2020-10-16 02:14:15,311 - mmaction - INFO - Epoch [51][40/396] lr: 7.500e-04, eta: 5:52:58, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8133, top5_acc/: 0.9401, loss_cls/: 0.7391, loss/: 0.7391, grad_norm: 2.8719, top1_acc//aux0: 0.8562, top5_acc//aux0: 0.9548, loss_cls//aux0: 0.5461, loss//aux0: 0.5461 2020-10-16 02:14:15,805 - mmaction - INFO - Epoch [51][40/396] lr: 7.500e-04, eta: 5:53:08, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.8133, top5_acc/: 0.9401, loss_cls/: 0.7391, loss/: 0.7391, grad_norm: 2.8671, top1_acc//aux0: 0.8562, top5_acc//aux0: 0.9559, loss_cls//aux0: 0.5453, loss//aux0: 0.5453 2020-10-16 02:14:35,405 - mmaction - INFO - Epoch [51][60/396] lr: 7.500e-04, eta: 5:52:35, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8120, top5_acc/: 0.9396, loss_cls/: 0.7300, loss/: 0.7300, grad_norm: 2.8641, top1_acc//aux0: 0.8529, top5_acc//aux0: 0.9540, loss_cls//aux0: 0.5469, loss//aux0: 0.5469 2020-10-16 02:14:35,864 - mmaction - INFO - Epoch [51][60/396] lr: 7.500e-04, eta: 5:52:45, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8120, top5_acc/: 0.9396, loss_cls/: 0.7300, loss/: 0.7300, grad_norm: 2.8660, top1_acc//aux0: 0.8529, top5_acc//aux0: 0.9540, loss_cls//aux0: 0.5459, loss//aux0: 0.5459 2020-10-16 02:14:55,677 - mmaction - INFO - Epoch [51][80/396] lr: 7.500e-04, eta: 5:52:12, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8076, top5_acc/: 0.9323, loss_cls/: 0.7634, loss/: 0.7634, grad_norm: 2.8781, top1_acc//aux0: 0.8500, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5496, loss//aux0: 0.5496 2020-10-16 02:14:56,110 - mmaction - INFO - Epoch [51][80/396] lr: 7.500e-04, eta: 5:52:22, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8076, top5_acc/: 0.9323, loss_cls/: 0.7634, loss/: 0.7634, grad_norm: 2.8865, top1_acc//aux0: 0.8504, top5_acc//aux0: 0.9541, loss_cls//aux0: 0.5504, loss//aux0: 0.5504 2020-10-16 02:15:15,769 - mmaction - INFO - Epoch [51][100/396] lr: 7.500e-04, eta: 5:51:50, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8081, top5_acc/: 0.9352, loss_cls/: 0.7549, loss/: 0.7549, grad_norm: 2.9021, top1_acc//aux0: 0.8534, top5_acc//aux0: 0.9533, loss_cls//aux0: 0.5504, loss//aux0: 0.5504 2020-10-16 02:15:16,230 - mmaction - INFO - Epoch [51][100/396] lr: 7.500e-04, eta: 5:52:00, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8081, top5_acc/: 0.9352, loss_cls/: 0.7549, loss/: 0.7549, grad_norm: 2.9050, top1_acc//aux0: 0.8528, top5_acc//aux0: 0.9535, loss_cls//aux0: 0.5530, loss//aux0: 0.5530 2020-10-16 02:15:36,009 - mmaction - INFO - Epoch [51][120/396] lr: 7.500e-04, eta: 5:51:27, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8076, top5_acc/: 0.9320, loss_cls/: 0.7548, loss/: 0.7548, grad_norm: 2.9113, top1_acc//aux0: 0.8510, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5567, loss//aux0: 0.5567 2020-10-16 02:15:36,465 - mmaction - INFO - Epoch [51][120/396] lr: 7.500e-04, eta: 5:51:37, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8076, top5_acc/: 0.9320, loss_cls/: 0.7548, loss/: 0.7548, grad_norm: 2.9188, top1_acc//aux0: 0.8508, top5_acc//aux0: 0.9541, loss_cls//aux0: 0.5561, loss//aux0: 0.5561 2020-10-16 02:15:56,054 - mmaction - INFO - Epoch [51][140/396] lr: 7.500e-04, eta: 5:51:04, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.7966, top5_acc/: 0.9310, loss_cls/: 0.7853, loss/: 0.7853, grad_norm: 2.8702, top1_acc//aux0: 0.8530, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5473, loss//aux0: 0.5473 2020-10-16 02:15:56,484 - mmaction - INFO - Epoch [51][140/396] lr: 7.500e-04, eta: 5:51:14, time: 0.505, data_time: 0.001, memory: 8335, top1_acc/: 0.7966, top5_acc/: 0.9310, loss_cls/: 0.7853, loss/: 0.7853, grad_norm: 2.8683, top1_acc//aux0: 0.8539, top5_acc//aux0: 0.9546, loss_cls//aux0: 0.5456, loss//aux0: 0.5456 2020-10-16 02:16:16,414 - mmaction - INFO - Epoch [51][160/396] lr: 7.500e-04, eta: 5:50:42, time: 0.517, data_time: 0.000, memory: 8335, top1_acc/: 0.8120, top5_acc/: 0.9378, loss_cls/: 0.7457, loss/: 0.7457, grad_norm: 2.9155, top1_acc//aux0: 0.8492, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5523, loss//aux0: 0.5523 2020-10-16 02:16:16,838 - mmaction - INFO - Epoch [51][160/396] lr: 7.500e-04, eta: 5:50:52, time: 0.517, data_time: 0.002, memory: 8335, top1_acc/: 0.8120, top5_acc/: 0.9378, loss_cls/: 0.7457, loss/: 0.7457, grad_norm: 2.9399, top1_acc//aux0: 0.8493, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5506, loss//aux0: 0.5506 2020-10-16 02:16:36,456 - mmaction - INFO - Epoch [51][180/396] lr: 7.500e-04, eta: 5:50:20, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8036, top5_acc/: 0.9326, loss_cls/: 0.7667, loss/: 0.7667, grad_norm: 2.8874, top1_acc//aux0: 0.8536, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5421, loss//aux0: 0.5421 2020-10-16 02:16:36,905 - mmaction - INFO - Epoch [51][180/396] lr: 7.500e-04, eta: 5:50:29, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8036, top5_acc/: 0.9326, loss_cls/: 0.7667, loss/: 0.7667, grad_norm: 2.8856, top1_acc//aux0: 0.8535, top5_acc//aux0: 0.9538, loss_cls//aux0: 0.5434, loss//aux0: 0.5434 2020-10-16 02:16:56,664 - mmaction - INFO - Epoch [51][200/396] lr: 7.500e-04, eta: 5:49:57, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8083, top5_acc/: 0.9398, loss_cls/: 0.7293, loss/: 0.7293, grad_norm: 2.8616, top1_acc//aux0: 0.8564, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5415, loss//aux0: 0.5415 2020-10-16 02:16:57,119 - mmaction - INFO - Epoch [51][200/396] lr: 7.500e-04, eta: 5:50:07, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.8083, top5_acc/: 0.9398, loss_cls/: 0.7293, loss/: 0.7293, grad_norm: 2.8485, top1_acc//aux0: 0.8558, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5420, loss//aux0: 0.5420 2020-10-16 02:17:16,881 - mmaction - INFO - Epoch [51][220/396] lr: 7.500e-04, eta: 5:49:34, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8096, top5_acc/: 0.9357, loss_cls/: 0.7484, loss/: 0.7484, grad_norm: 2.8872, top1_acc//aux0: 0.8550, top5_acc//aux0: 0.9553, loss_cls//aux0: 0.5492, loss//aux0: 0.5492 2020-10-16 02:17:17,333 - mmaction - INFO - Epoch [51][220/396] lr: 7.500e-04, eta: 5:49:44, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8096, top5_acc/: 0.9357, loss_cls/: 0.7484, loss/: 0.7484, grad_norm: 2.8960, top1_acc//aux0: 0.8552, top5_acc//aux0: 0.9548, loss_cls//aux0: 0.5494, loss//aux0: 0.5494 2020-10-16 02:17:36,994 - mmaction - INFO - Epoch [51][240/396] lr: 7.500e-04, eta: 5:49:12, time: 0.499, data_time: 0.000, memory: 8335, top1_acc/: 0.8026, top5_acc/: 0.9372, loss_cls/: 0.7636, loss/: 0.7636, grad_norm: 2.9422, top1_acc//aux0: 0.8549, top5_acc//aux0: 0.9548, loss_cls//aux0: 0.5451, loss//aux0: 0.5451 2020-10-16 02:17:37,460 - mmaction - INFO - Epoch [51][240/396] lr: 7.500e-04, eta: 5:49:21, time: 0.500, data_time: 0.002, memory: 8335, top1_acc/: 0.8026, top5_acc/: 0.9372, loss_cls/: 0.7636, loss/: 0.7636, grad_norm: 2.9247, top1_acc//aux0: 0.8550, top5_acc//aux0: 0.9552, loss_cls//aux0: 0.5441, loss//aux0: 0.5441 2020-10-16 02:17:57,332 - mmaction - INFO - Epoch [51][260/396] lr: 7.500e-04, eta: 5:48:49, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8172, top5_acc/: 0.9378, loss_cls/: 0.7379, loss/: 0.7379, grad_norm: 2.8741, top1_acc//aux0: 0.8524, top5_acc//aux0: 0.9538, loss_cls//aux0: 0.5573, loss//aux0: 0.5573 2020-10-16 02:17:57,792 - mmaction - INFO - Epoch [51][260/396] lr: 7.500e-04, eta: 5:48:59, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8172, top5_acc/: 0.9378, loss_cls/: 0.7379, loss/: 0.7379, grad_norm: 2.8655, top1_acc//aux0: 0.8532, top5_acc//aux0: 0.9535, loss_cls//aux0: 0.5573, loss//aux0: 0.5573 2020-10-16 02:18:17,441 - mmaction - INFO - Epoch [51][280/396] lr: 7.500e-04, eta: 5:48:26, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.7990, top5_acc/: 0.9354, loss_cls/: 0.7835, loss/: 0.7835, grad_norm: 2.9098, top1_acc//aux0: 0.8565, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5371, loss//aux0: 0.5371 2020-10-16 02:18:17,927 - mmaction - INFO - Epoch [51][280/396] lr: 7.500e-04, eta: 5:48:36, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.7990, top5_acc/: 0.9354, loss_cls/: 0.7835, loss/: 0.7835, grad_norm: 2.9214, top1_acc//aux0: 0.8555, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5397, loss//aux0: 0.5397 2020-10-16 02:18:37,673 - mmaction - INFO - Epoch [51][300/396] lr: 7.500e-04, eta: 5:48:04, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8013, top5_acc/: 0.9339, loss_cls/: 0.7701, loss/: 0.7701, grad_norm: 2.9275, top1_acc//aux0: 0.8516, top5_acc//aux0: 0.9551, loss_cls//aux0: 0.5537, loss//aux0: 0.5537 2020-10-16 02:18:38,134 - mmaction - INFO - Epoch [51][300/396] lr: 7.500e-04, eta: 5:48:14, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8013, top5_acc/: 0.9339, loss_cls/: 0.7701, loss/: 0.7701, grad_norm: 2.9149, top1_acc//aux0: 0.8521, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5524, loss//aux0: 0.5524 2020-10-16 02:18:57,766 - mmaction - INFO - Epoch [51][320/396] lr: 7.500e-04, eta: 5:47:41, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8052, top5_acc/: 0.9344, loss_cls/: 0.7616, loss/: 0.7616, grad_norm: 2.9328, top1_acc//aux0: 0.8517, top5_acc//aux0: 0.9544, loss_cls//aux0: 0.5551, loss//aux0: 0.5551 2020-10-16 02:18:58,231 - mmaction - INFO - Epoch [51][320/396] lr: 7.500e-04, eta: 5:47:51, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.8052, top5_acc/: 0.9344, loss_cls/: 0.7616, loss/: 0.7616, grad_norm: 2.9339, top1_acc//aux0: 0.8513, top5_acc//aux0: 0.9548, loss_cls//aux0: 0.5544, loss//aux0: 0.5544 2020-10-16 02:19:17,847 - mmaction - INFO - Epoch [51][340/396] lr: 7.500e-04, eta: 5:47:18, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8125, top5_acc/: 0.9339, loss_cls/: 0.7432, loss/: 0.7432, grad_norm: 2.8699, top1_acc//aux0: 0.8539, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5422, loss//aux0: 0.5422 2020-10-16 02:19:18,281 - mmaction - INFO - Epoch [51][340/396] lr: 7.500e-04, eta: 5:47:28, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.8125, top5_acc/: 0.9339, loss_cls/: 0.7432, loss/: 0.7432, grad_norm: 2.8664, top1_acc//aux0: 0.8540, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5416, loss//aux0: 0.5416 2020-10-16 02:19:37,890 - mmaction - INFO - Epoch [51][360/396] lr: 7.500e-04, eta: 5:46:56, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.7948, top5_acc/: 0.9245, loss_cls/: 0.8031, loss/: 0.8031, grad_norm: 2.9513, top1_acc//aux0: 0.8489, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5563, loss//aux0: 0.5563 2020-10-16 02:19:38,340 - mmaction - INFO - Epoch [51][360/396] lr: 7.500e-04, eta: 5:47:05, time: 0.500, data_time: 0.002, memory: 8335, top1_acc/: 0.7948, top5_acc/: 0.9245, loss_cls/: 0.8031, loss/: 0.8031, grad_norm: 2.9575, top1_acc//aux0: 0.8484, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5591, loss//aux0: 0.5591 2020-10-16 02:19:58,009 - mmaction - INFO - Epoch [51][380/396] lr: 7.500e-04, eta: 5:46:33, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8065, top5_acc/: 0.9331, loss_cls/: 0.7630, loss/: 0.7630, grad_norm: 2.8649, top1_acc//aux0: 0.8538, top5_acc//aux0: 0.9535, loss_cls//aux0: 0.5456, loss//aux0: 0.5456 2020-10-16 02:19:58,455 - mmaction - INFO - Epoch [51][380/396] lr: 7.500e-04, eta: 5:46:43, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.8065, top5_acc/: 0.9331, loss_cls/: 0.7630, loss/: 0.7630, grad_norm: 2.8686, top1_acc//aux0: 0.8539, top5_acc//aux0: 0.9541, loss_cls//aux0: 0.5450, loss//aux0: 0.5450 2020-10-16 02:20:15,991 - mmaction - INFO - Saving checkpoint at 51 epochs 2020-10-16 02:23:10,067 - mmaction - INFO - Epoch [52][20/396] lr: 7.500e-04, eta: 5:45:37, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.7958, top5_acc/: 0.9443, loss_cls/: 0.7590, loss/: 0.7590, grad_norm: 2.9080, top1_acc//aux0: 0.8550, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5361, loss//aux0: 0.5361 2020-10-16 02:23:10,533 - mmaction - INFO - Epoch [52][20/396] lr: 7.500e-04, eta: 5:45:46, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.7958, top5_acc/: 0.9443, loss_cls/: 0.7590, loss/: 0.7590, grad_norm: 2.9073, top1_acc//aux0: 0.8554, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5346, loss//aux0: 0.5346 2020-10-16 02:23:30,109 - mmaction - INFO - Epoch [52][40/396] lr: 7.500e-04, eta: 5:45:14, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.8094, top5_acc/: 0.9365, loss_cls/: 0.7550, loss/: 0.7550, grad_norm: 2.8637, top1_acc//aux0: 0.8576, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5201, loss//aux0: 0.5201 2020-10-16 02:23:30,607 - mmaction - INFO - Epoch [52][40/396] lr: 7.500e-04, eta: 5:45:24, time: 0.504, data_time: 0.003, memory: 8335, top1_acc/: 0.8094, top5_acc/: 0.9365, loss_cls/: 0.7550, loss/: 0.7550, grad_norm: 2.8699, top1_acc//aux0: 0.8572, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5235, loss//aux0: 0.5235 2020-10-16 02:23:50,372 - mmaction - INFO - Epoch [52][60/396] lr: 7.500e-04, eta: 5:44:51, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8013, top5_acc/: 0.9414, loss_cls/: 0.7524, loss/: 0.7524, grad_norm: 2.8896, top1_acc//aux0: 0.8588, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5334, loss//aux0: 0.5334 2020-10-16 02:23:50,819 - mmaction - INFO - Epoch [52][60/396] lr: 7.500e-04, eta: 5:45:01, time: 0.502, data_time: 0.003, memory: 8335, top1_acc/: 0.8013, top5_acc/: 0.9414, loss_cls/: 0.7524, loss/: 0.7524, grad_norm: 2.8759, top1_acc//aux0: 0.8600, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5290, loss//aux0: 0.5290 2020-10-16 02:24:10,590 - mmaction - INFO - Epoch [52][80/396] lr: 7.500e-04, eta: 5:44:29, time: 0.502, data_time: 0.001, memory: 8335, top1_acc/: 0.8068, top5_acc/: 0.9365, loss_cls/: 0.7579, loss/: 0.7579, grad_norm: 2.9267, top1_acc//aux0: 0.8529, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5398, loss//aux0: 0.5398 2020-10-16 02:24:11,051 - mmaction - INFO - Epoch [52][80/396] lr: 7.500e-04, eta: 5:44:38, time: 0.503, data_time: 0.003, memory: 8335, top1_acc/: 0.8068, top5_acc/: 0.9365, loss_cls/: 0.7579, loss/: 0.7579, grad_norm: 2.9205, top1_acc//aux0: 0.8509, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5442, loss//aux0: 0.5442 2020-10-16 02:24:30,859 - mmaction - INFO - Epoch [52][100/396] lr: 7.500e-04, eta: 5:44:06, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8193, top5_acc/: 0.9458, loss_cls/: 0.6990, loss/: 0.6990, grad_norm: 2.9065, top1_acc//aux0: 0.8532, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5418, loss//aux0: 0.5418 2020-10-16 02:24:31,306 - mmaction - INFO - Epoch [52][100/396] lr: 7.500e-04, eta: 5:44:16, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.8193, top5_acc/: 0.9458, loss_cls/: 0.6990, loss/: 0.6990, grad_norm: 2.9130, top1_acc//aux0: 0.8541, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5416, loss//aux0: 0.5416 2020-10-16 02:24:50,997 - mmaction - INFO - Epoch [52][120/396] lr: 7.500e-04, eta: 5:43:44, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8135, top5_acc/: 0.9331, loss_cls/: 0.7390, loss/: 0.7390, grad_norm: 2.8966, top1_acc//aux0: 0.8504, top5_acc//aux0: 0.9555, loss_cls//aux0: 0.5582, loss//aux0: 0.5582 2020-10-16 02:24:51,473 - mmaction - INFO - Epoch [52][120/396] lr: 7.500e-04, eta: 5:43:54, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8135, top5_acc/: 0.9331, loss_cls/: 0.7390, loss/: 0.7390, grad_norm: 2.8817, top1_acc//aux0: 0.8498, top5_acc//aux0: 0.9552, loss_cls//aux0: 0.5571, loss//aux0: 0.5571 2020-10-16 02:25:11,235 - mmaction - INFO - Epoch [52][140/396] lr: 7.500e-04, eta: 5:43:22, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.7940, top5_acc/: 0.9294, loss_cls/: 0.7943, loss/: 0.7943, grad_norm: 2.9267, top1_acc//aux0: 0.8507, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5509, loss//aux0: 0.5509 2020-10-16 02:25:11,669 - mmaction - INFO - Epoch [52][140/396] lr: 7.500e-04, eta: 5:43:31, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.7940, top5_acc/: 0.9294, loss_cls/: 0.7943, loss/: 0.7943, grad_norm: 2.9299, top1_acc//aux0: 0.8505, top5_acc//aux0: 0.9543, loss_cls//aux0: 0.5528, loss//aux0: 0.5528 2020-10-16 02:25:31,542 - mmaction - INFO - Epoch [52][160/396] lr: 7.500e-04, eta: 5:42:59, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8026, top5_acc/: 0.9331, loss_cls/: 0.7707, loss/: 0.7707, grad_norm: 2.9203, top1_acc//aux0: 0.8516, top5_acc//aux0: 0.9523, loss_cls//aux0: 0.5569, loss//aux0: 0.5569 2020-10-16 02:25:32,019 - mmaction - INFO - Epoch [52][160/396] lr: 7.500e-04, eta: 5:43:09, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8026, top5_acc/: 0.9331, loss_cls/: 0.7707, loss/: 0.7707, grad_norm: 2.9241, top1_acc//aux0: 0.8518, top5_acc//aux0: 0.9519, loss_cls//aux0: 0.5574, loss//aux0: 0.5574 2020-10-16 02:25:51,725 - mmaction - INFO - Epoch [52][180/396] lr: 7.500e-04, eta: 5:42:37, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8091, top5_acc/: 0.9414, loss_cls/: 0.7343, loss/: 0.7343, grad_norm: 2.8695, top1_acc//aux0: 0.8539, top5_acc//aux0: 0.9545, loss_cls//aux0: 0.5437, loss//aux0: 0.5437 2020-10-16 02:25:52,167 - mmaction - INFO - Epoch [52][180/396] lr: 7.500e-04, eta: 5:42:46, time: 0.502, data_time: 0.003, memory: 8335, top1_acc/: 0.8091, top5_acc/: 0.9414, loss_cls/: 0.7343, loss/: 0.7343, grad_norm: 2.8873, top1_acc//aux0: 0.8542, top5_acc//aux0: 0.9549, loss_cls//aux0: 0.5422, loss//aux0: 0.5422 2020-10-16 02:26:12,042 - mmaction - INFO - Epoch [52][200/396] lr: 7.500e-04, eta: 5:42:14, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8130, top5_acc/: 0.9432, loss_cls/: 0.7210, loss/: 0.7210, grad_norm: 2.8877, top1_acc//aux0: 0.8558, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5370, loss//aux0: 0.5370 2020-10-16 02:26:12,495 - mmaction - INFO - Epoch [52][200/396] lr: 7.500e-04, eta: 5:42:24, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8130, top5_acc/: 0.9432, loss_cls/: 0.7210, loss/: 0.7210, grad_norm: 2.8950, top1_acc//aux0: 0.8559, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5358, loss//aux0: 0.5358 2020-10-16 02:26:32,362 - mmaction - INFO - Epoch [52][220/396] lr: 7.500e-04, eta: 5:41:52, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8232, top5_acc/: 0.9380, loss_cls/: 0.7193, loss/: 0.7193, grad_norm: 2.8500, top1_acc//aux0: 0.8511, top5_acc//aux0: 0.9545, loss_cls//aux0: 0.5549, loss//aux0: 0.5549 2020-10-16 02:26:32,819 - mmaction - INFO - Epoch [52][220/396] lr: 7.500e-04, eta: 5:42:01, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8232, top5_acc/: 0.9380, loss_cls/: 0.7193, loss/: 0.7193, grad_norm: 2.8507, top1_acc//aux0: 0.8510, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5555, loss//aux0: 0.5555 2020-10-16 02:26:52,701 - mmaction - INFO - Epoch [52][240/396] lr: 7.500e-04, eta: 5:41:29, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8018, top5_acc/: 0.9305, loss_cls/: 0.7703, loss/: 0.7703, grad_norm: 2.9457, top1_acc//aux0: 0.8515, top5_acc//aux0: 0.9540, loss_cls//aux0: 0.5588, loss//aux0: 0.5588 2020-10-16 02:26:53,164 - mmaction - INFO - Epoch [52][240/396] lr: 7.500e-04, eta: 5:41:39, time: 0.505, data_time: 0.001, memory: 8335, top1_acc/: 0.8018, top5_acc/: 0.9305, loss_cls/: 0.7703, loss/: 0.7703, grad_norm: 2.9491, top1_acc//aux0: 0.8518, top5_acc//aux0: 0.9543, loss_cls//aux0: 0.5587, loss//aux0: 0.5587 2020-10-16 02:27:13,205 - mmaction - INFO - Epoch [52][260/396] lr: 7.500e-04, eta: 5:41:07, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8062, top5_acc/: 0.9299, loss_cls/: 0.7699, loss/: 0.7699, grad_norm: 2.9163, top1_acc//aux0: 0.8539, top5_acc//aux0: 0.9551, loss_cls//aux0: 0.5474, loss//aux0: 0.5474 2020-10-16 02:27:13,635 - mmaction - INFO - Epoch [52][260/396] lr: 7.500e-04, eta: 5:41:17, time: 0.510, data_time: 0.001, memory: 8335, top1_acc/: 0.8062, top5_acc/: 0.9299, loss_cls/: 0.7699, loss/: 0.7699, grad_norm: 2.9015, top1_acc//aux0: 0.8542, top5_acc//aux0: 0.9549, loss_cls//aux0: 0.5466, loss//aux0: 0.5466 2020-10-16 02:27:33,453 - mmaction - INFO - Epoch [52][280/396] lr: 7.500e-04, eta: 5:40:45, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8193, top5_acc/: 0.9396, loss_cls/: 0.7130, loss/: 0.7130, grad_norm: 2.8889, top1_acc//aux0: 0.8538, top5_acc//aux0: 0.9549, loss_cls//aux0: 0.5483, loss//aux0: 0.5483 2020-10-16 02:27:33,908 - mmaction - INFO - Epoch [52][280/396] lr: 7.500e-04, eta: 5:40:54, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8193, top5_acc/: 0.9396, loss_cls/: 0.7130, loss/: 0.7130, grad_norm: 2.8674, top1_acc//aux0: 0.8540, top5_acc//aux0: 0.9554, loss_cls//aux0: 0.5463, loss//aux0: 0.5463 2020-10-16 02:27:53,511 - mmaction - INFO - Epoch [52][300/396] lr: 7.500e-04, eta: 5:40:22, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8151, top5_acc/: 0.9362, loss_cls/: 0.7451, loss/: 0.7451, grad_norm: 2.8575, top1_acc//aux0: 0.8542, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5471, loss//aux0: 0.5471 2020-10-16 02:27:53,984 - mmaction - INFO - Epoch [52][300/396] lr: 7.500e-04, eta: 5:40:32, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8151, top5_acc/: 0.9362, loss_cls/: 0.7451, loss/: 0.7451, grad_norm: 2.8480, top1_acc//aux0: 0.8539, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5478, loss//aux0: 0.5478 2020-10-16 02:28:13,841 - mmaction - INFO - Epoch [52][320/396] lr: 7.500e-04, eta: 5:40:00, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8083, top5_acc/: 0.9401, loss_cls/: 0.7502, loss/: 0.7502, grad_norm: 2.9091, top1_acc//aux0: 0.8557, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5354, loss//aux0: 0.5354 2020-10-16 02:28:14,286 - mmaction - INFO - Epoch [52][320/396] lr: 7.500e-04, eta: 5:40:09, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8083, top5_acc/: 0.9401, loss_cls/: 0.7502, loss/: 0.7502, grad_norm: 2.9091, top1_acc//aux0: 0.8550, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5377, loss//aux0: 0.5377 2020-10-16 02:28:34,008 - mmaction - INFO - Epoch [52][340/396] lr: 7.500e-04, eta: 5:39:37, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8128, top5_acc/: 0.9393, loss_cls/: 0.7339, loss/: 0.7339, grad_norm: 2.8549, top1_acc//aux0: 0.8501, top5_acc//aux0: 0.9544, loss_cls//aux0: 0.5504, loss//aux0: 0.5504 2020-10-16 02:28:34,443 - mmaction - INFO - Epoch [52][340/396] lr: 7.500e-04, eta: 5:39:47, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8128, top5_acc/: 0.9393, loss_cls/: 0.7339, loss/: 0.7339, grad_norm: 2.8435, top1_acc//aux0: 0.8517, top5_acc//aux0: 0.9544, loss_cls//aux0: 0.5489, loss//aux0: 0.5489 2020-10-16 02:28:53,978 - mmaction - INFO - Epoch [52][360/396] lr: 7.500e-04, eta: 5:39:15, time: 0.496, data_time: 0.000, memory: 8335, top1_acc/: 0.8068, top5_acc/: 0.9315, loss_cls/: 0.7628, loss/: 0.7628, grad_norm: 2.8442, top1_acc//aux0: 0.8621, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5246, loss//aux0: 0.5246 2020-10-16 02:28:54,448 - mmaction - INFO - Epoch [52][360/396] lr: 7.500e-04, eta: 5:39:24, time: 0.499, data_time: 0.002, memory: 8335, top1_acc/: 0.8068, top5_acc/: 0.9315, loss_cls/: 0.7628, loss/: 0.7628, grad_norm: 2.8596, top1_acc//aux0: 0.8596, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5302, loss//aux0: 0.5302 2020-10-16 02:29:14,237 - mmaction - INFO - Epoch [52][380/396] lr: 7.500e-04, eta: 5:38:52, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8060, top5_acc/: 0.9305, loss_cls/: 0.7610, loss/: 0.7610, grad_norm: 2.8545, top1_acc//aux0: 0.8514, top5_acc//aux0: 0.9557, loss_cls//aux0: 0.5483, loss//aux0: 0.5483 2020-10-16 02:29:14,677 - mmaction - INFO - Epoch [52][380/396] lr: 7.500e-04, eta: 5:39:01, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8060, top5_acc/: 0.9305, loss_cls/: 0.7610, loss/: 0.7610, grad_norm: 2.8480, top1_acc//aux0: 0.8531, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5421, loss//aux0: 0.5421 2020-10-16 02:29:33,726 - mmaction - INFO - Saving checkpoint at 52 epochs 2020-10-16 02:32:09,004 - mmaction - INFO - Epoch [53][20/396] lr: 7.500e-04, eta: 5:37:57, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.8172, top5_acc/: 0.9365, loss_cls/: 0.7356, loss/: 0.7356, grad_norm: 2.8516, top1_acc//aux0: 0.8573, top5_acc//aux0: 0.9552, loss_cls//aux0: 0.5318, loss//aux0: 0.5318 2020-10-16 02:32:09,466 - mmaction - INFO - Epoch [53][20/396] lr: 7.500e-04, eta: 5:38:06, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.8172, top5_acc/: 0.9365, loss_cls/: 0.7356, loss/: 0.7356, grad_norm: 2.8551, top1_acc//aux0: 0.8573, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5309, loss//aux0: 0.5309 2020-10-16 02:32:28,974 - mmaction - INFO - Epoch [53][40/396] lr: 7.500e-04, eta: 5:37:34, time: 0.497, data_time: 0.000, memory: 8335, top1_acc/: 0.8120, top5_acc/: 0.9326, loss_cls/: 0.7379, loss/: 0.7379, grad_norm: 2.8178, top1_acc//aux0: 0.8527, top5_acc//aux0: 0.9559, loss_cls//aux0: 0.5430, loss//aux0: 0.5430 2020-10-16 02:32:29,430 - mmaction - INFO - Epoch [53][40/396] lr: 7.500e-04, eta: 5:37:43, time: 0.497, data_time: 0.002, memory: 8335, top1_acc/: 0.8120, top5_acc/: 0.9326, loss_cls/: 0.7379, loss/: 0.7379, grad_norm: 2.7896, top1_acc//aux0: 0.8540, top5_acc//aux0: 0.9557, loss_cls//aux0: 0.5401, loss//aux0: 0.5401 2020-10-16 02:32:49,140 - mmaction - INFO - Epoch [53][60/396] lr: 7.500e-04, eta: 5:37:11, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.8063, top5_acc/: 0.9432, loss_cls/: 0.7468, loss/: 0.7468, grad_norm: 2.9462, top1_acc//aux0: 0.8521, top5_acc//aux0: 0.9530, loss_cls//aux0: 0.5535, loss//aux0: 0.5535 2020-10-16 02:32:49,606 - mmaction - INFO - Epoch [53][60/396] lr: 7.500e-04, eta: 5:37:21, time: 0.502, data_time: 0.003, memory: 8335, top1_acc/: 0.8063, top5_acc/: 0.9432, loss_cls/: 0.7468, loss/: 0.7468, grad_norm: 2.9156, top1_acc//aux0: 0.8511, top5_acc//aux0: 0.9527, loss_cls//aux0: 0.5567, loss//aux0: 0.5567 2020-10-16 02:33:09,580 - mmaction - INFO - Epoch [53][80/396] lr: 7.500e-04, eta: 5:36:49, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.7964, top5_acc/: 0.9336, loss_cls/: 0.7743, loss/: 0.7743, grad_norm: 2.9281, top1_acc//aux0: 0.8570, top5_acc//aux0: 0.9551, loss_cls//aux0: 0.5417, loss//aux0: 0.5417 2020-10-16 02:33:10,055 - mmaction - INFO - Epoch [53][80/396] lr: 7.500e-04, eta: 5:36:58, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.7964, top5_acc/: 0.9336, loss_cls/: 0.7743, loss/: 0.7743, grad_norm: 2.9243, top1_acc//aux0: 0.8560, top5_acc//aux0: 0.9553, loss_cls//aux0: 0.5441, loss//aux0: 0.5441 2020-10-16 02:33:29,726 - mmaction - INFO - Epoch [53][100/396] lr: 7.500e-04, eta: 5:36:27, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8135, top5_acc/: 0.9385, loss_cls/: 0.7256, loss/: 0.7256, grad_norm: 2.8890, top1_acc//aux0: 0.8549, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5393, loss//aux0: 0.5393 2020-10-16 02:33:30,223 - mmaction - INFO - Epoch [53][100/396] lr: 7.500e-04, eta: 5:36:36, time: 0.503, data_time: 0.004, memory: 8335, top1_acc/: 0.8135, top5_acc/: 0.9385, loss_cls/: 0.7256, loss/: 0.7256, grad_norm: 2.8779, top1_acc//aux0: 0.8561, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5363, loss//aux0: 0.5363 2020-10-16 02:33:49,975 - mmaction - INFO - Epoch [53][120/396] lr: 7.500e-04, eta: 5:36:04, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8062, top5_acc/: 0.9331, loss_cls/: 0.7610, loss/: 0.7610, grad_norm: 2.9269, top1_acc//aux0: 0.8514, top5_acc//aux0: 0.9537, loss_cls//aux0: 0.5569, loss//aux0: 0.5569 2020-10-16 02:33:50,486 - mmaction - INFO - Epoch [53][120/396] lr: 7.500e-04, eta: 5:36:13, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8062, top5_acc/: 0.9331, loss_cls/: 0.7610, loss/: 0.7610, grad_norm: 2.9237, top1_acc//aux0: 0.8504, top5_acc//aux0: 0.9535, loss_cls//aux0: 0.5585, loss//aux0: 0.5585 2020-10-16 02:34:10,337 - mmaction - INFO - Epoch [53][140/396] lr: 7.500e-04, eta: 5:35:42, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8122, top5_acc/: 0.9385, loss_cls/: 0.7376, loss/: 0.7376, grad_norm: 2.9438, top1_acc//aux0: 0.8537, top5_acc//aux0: 0.9557, loss_cls//aux0: 0.5434, loss//aux0: 0.5434 2020-10-16 02:34:10,813 - mmaction - INFO - Epoch [53][140/396] lr: 7.500e-04, eta: 5:35:51, time: 0.515, data_time: 0.002, memory: 8335, top1_acc/: 0.8122, top5_acc/: 0.9385, loss_cls/: 0.7376, loss/: 0.7376, grad_norm: 2.9351, top1_acc//aux0: 0.8534, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5445, loss//aux0: 0.5445 2020-10-16 02:34:30,547 - mmaction - INFO - Epoch [53][160/396] lr: 7.500e-04, eta: 5:35:20, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8208, top5_acc/: 0.9419, loss_cls/: 0.7115, loss/: 0.7115, grad_norm: 2.9049, top1_acc//aux0: 0.8541, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5388, loss//aux0: 0.5388 2020-10-16 02:34:31,014 - mmaction - INFO - Epoch [53][160/396] lr: 7.500e-04, eta: 5:35:29, time: 0.504, data_time: 0.001, memory: 8335, top1_acc/: 0.8208, top5_acc/: 0.9419, loss_cls/: 0.7115, loss/: 0.7115, grad_norm: 2.9247, top1_acc//aux0: 0.8546, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5393, loss//aux0: 0.5393 2020-10-16 02:34:50,849 - mmaction - INFO - Epoch [53][180/396] lr: 7.500e-04, eta: 5:34:57, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8224, top5_acc/: 0.9391, loss_cls/: 0.7198, loss/: 0.7198, grad_norm: 2.9185, top1_acc//aux0: 0.8525, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5565, loss//aux0: 0.5565 2020-10-16 02:34:51,325 - mmaction - INFO - Epoch [53][180/396] lr: 7.500e-04, eta: 5:35:06, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.8224, top5_acc/: 0.9391, loss_cls/: 0.7198, loss/: 0.7198, grad_norm: 2.9051, top1_acc//aux0: 0.8528, top5_acc//aux0: 0.9548, loss_cls//aux0: 0.5541, loss//aux0: 0.5541 2020-10-16 02:35:11,142 - mmaction - INFO - Epoch [53][200/396] lr: 7.500e-04, eta: 5:34:35, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8094, top5_acc/: 0.9336, loss_cls/: 0.7646, loss/: 0.7646, grad_norm: 2.9312, top1_acc//aux0: 0.8547, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5336, loss//aux0: 0.5336 2020-10-16 02:35:11,582 - mmaction - INFO - Epoch [53][200/396] lr: 7.500e-04, eta: 5:34:44, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.8094, top5_acc/: 0.9336, loss_cls/: 0.7646, loss/: 0.7646, grad_norm: 2.9268, top1_acc//aux0: 0.8540, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5357, loss//aux0: 0.5357 2020-10-16 02:35:31,381 - mmaction - INFO - Epoch [53][220/396] lr: 7.500e-04, eta: 5:34:13, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8193, top5_acc/: 0.9430, loss_cls/: 0.7001, loss/: 0.7001, grad_norm: 2.9231, top1_acc//aux0: 0.8549, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5387, loss//aux0: 0.5387 2020-10-16 02:35:31,859 - mmaction - INFO - Epoch [53][220/396] lr: 7.500e-04, eta: 5:34:22, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8193, top5_acc/: 0.9430, loss_cls/: 0.7001, loss/: 0.7001, grad_norm: 2.9143, top1_acc//aux0: 0.8555, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5379, loss//aux0: 0.5379 2020-10-16 02:35:51,719 - mmaction - INFO - Epoch [53][240/396] lr: 7.500e-04, eta: 5:33:50, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8039, top5_acc/: 0.9344, loss_cls/: 0.7700, loss/: 0.7700, grad_norm: 2.8952, top1_acc//aux0: 0.8542, top5_acc//aux0: 0.9546, loss_cls//aux0: 0.5526, loss//aux0: 0.5526 2020-10-16 02:35:52,167 - mmaction - INFO - Epoch [53][240/396] lr: 7.500e-04, eta: 5:34:00, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8039, top5_acc/: 0.9344, loss_cls/: 0.7700, loss/: 0.7700, grad_norm: 2.8857, top1_acc//aux0: 0.8542, top5_acc//aux0: 0.9548, loss_cls//aux0: 0.5515, loss//aux0: 0.5515 2020-10-16 02:36:12,027 - mmaction - INFO - Epoch [53][260/396] lr: 7.500e-04, eta: 5:33:28, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8078, top5_acc/: 0.9414, loss_cls/: 0.7388, loss/: 0.7388, grad_norm: 2.9108, top1_acc//aux0: 0.8525, top5_acc//aux0: 0.9528, loss_cls//aux0: 0.5560, loss//aux0: 0.5560 2020-10-16 02:36:12,511 - mmaction - INFO - Epoch [53][260/396] lr: 7.500e-04, eta: 5:33:37, time: 0.514, data_time: 0.005, memory: 8335, top1_acc/: 0.8078, top5_acc/: 0.9414, loss_cls/: 0.7388, loss/: 0.7388, grad_norm: 2.8753, top1_acc//aux0: 0.8539, top5_acc//aux0: 0.9531, loss_cls//aux0: 0.5524, loss//aux0: 0.5524 2020-10-16 02:36:32,423 - mmaction - INFO - Epoch [53][280/396] lr: 7.500e-04, eta: 5:33:06, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8031, top5_acc/: 0.9349, loss_cls/: 0.7648, loss/: 0.7648, grad_norm: 2.9119, top1_acc//aux0: 0.8560, top5_acc//aux0: 0.9548, loss_cls//aux0: 0.5372, loss//aux0: 0.5372 2020-10-16 02:36:32,878 - mmaction - INFO - Epoch [53][280/396] lr: 7.500e-04, eta: 5:33:15, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.8031, top5_acc/: 0.9349, loss_cls/: 0.7648, loss/: 0.7648, grad_norm: 2.8927, top1_acc//aux0: 0.8557, top5_acc//aux0: 0.9549, loss_cls//aux0: 0.5384, loss//aux0: 0.5384 2020-10-16 02:36:52,799 - mmaction - INFO - Epoch [53][300/396] lr: 7.500e-04, eta: 5:32:44, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8203, top5_acc/: 0.9359, loss_cls/: 0.7441, loss/: 0.7441, grad_norm: 2.8984, top1_acc//aux0: 0.8569, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5406, loss//aux0: 0.5406 2020-10-16 02:36:53,259 - mmaction - INFO - Epoch [53][300/396] lr: 7.500e-04, eta: 5:32:53, time: 0.515, data_time: 0.003, memory: 8335, top1_acc/: 0.8203, top5_acc/: 0.9359, loss_cls/: 0.7441, loss/: 0.7441, grad_norm: 2.9077, top1_acc//aux0: 0.8560, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5416, loss//aux0: 0.5416 2020-10-16 02:37:13,128 - mmaction - INFO - Epoch [53][320/396] lr: 7.500e-04, eta: 5:32:22, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8073, top5_acc/: 0.9315, loss_cls/: 0.7779, loss/: 0.7779, grad_norm: 2.8841, top1_acc//aux0: 0.8567, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5448, loss//aux0: 0.5448 2020-10-16 02:37:13,550 - mmaction - INFO - Epoch [53][320/396] lr: 7.500e-04, eta: 5:32:31, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8073, top5_acc/: 0.9315, loss_cls/: 0.7779, loss/: 0.7779, grad_norm: 2.9076, top1_acc//aux0: 0.8557, top5_acc//aux0: 0.9554, loss_cls//aux0: 0.5485, loss//aux0: 0.5485 2020-10-16 02:37:33,291 - mmaction - INFO - Epoch [53][340/396] lr: 7.500e-04, eta: 5:31:59, time: 0.498, data_time: 0.000, memory: 8335, top1_acc/: 0.8076, top5_acc/: 0.9362, loss_cls/: 0.7374, loss/: 0.7374, grad_norm: 2.9585, top1_acc//aux0: 0.8527, top5_acc//aux0: 0.9559, loss_cls//aux0: 0.5425, loss//aux0: 0.5425 2020-10-16 02:37:33,764 - mmaction - INFO - Epoch [53][340/396] lr: 7.500e-04, eta: 5:32:08, time: 0.501, data_time: 0.002, memory: 8335, top1_acc/: 0.8076, top5_acc/: 0.9362, loss_cls/: 0.7374, loss/: 0.7374, grad_norm: 2.9688, top1_acc//aux0: 0.8530, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5427, loss//aux0: 0.5427 2020-10-16 02:37:53,600 - mmaction - INFO - Epoch [53][360/396] lr: 7.500e-04, eta: 5:31:37, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8156, top5_acc/: 0.9346, loss_cls/: 0.7409, loss/: 0.7409, grad_norm: 2.9553, top1_acc//aux0: 0.8547, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5426, loss//aux0: 0.5426 2020-10-16 02:37:54,040 - mmaction - INFO - Epoch [53][360/396] lr: 7.500e-04, eta: 5:31:46, time: 0.510, data_time: 0.001, memory: 8335, top1_acc/: 0.8156, top5_acc/: 0.9346, loss_cls/: 0.7409, loss/: 0.7409, grad_norm: 2.9440, top1_acc//aux0: 0.8542, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5426, loss//aux0: 0.5426 2020-10-16 02:38:13,870 - mmaction - INFO - Epoch [53][380/396] lr: 7.500e-04, eta: 5:31:15, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8070, top5_acc/: 0.9344, loss_cls/: 0.7517, loss/: 0.7517, grad_norm: 2.9473, top1_acc//aux0: 0.8557, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5385, loss//aux0: 0.5385 2020-10-16 02:38:14,310 - mmaction - INFO - Epoch [53][380/396] lr: 7.500e-04, eta: 5:31:24, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8070, top5_acc/: 0.9344, loss_cls/: 0.7517, loss/: 0.7517, grad_norm: 2.9441, top1_acc//aux0: 0.8570, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5359, loss//aux0: 0.5359 2020-10-16 02:38:32,758 - mmaction - INFO - Saving checkpoint at 53 epochs 2020-10-16 02:41:21,461 - mmaction - INFO - Epoch [54][20/396] lr: 7.500e-04, eta: 5:30:20, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8138, top5_acc/: 0.9409, loss_cls/: 0.7156, loss/: 0.7156, grad_norm: 2.9418, top1_acc//aux0: 0.8515, top5_acc//aux0: 0.9537, loss_cls//aux0: 0.5575, loss//aux0: 0.5575 2020-10-16 02:41:21,933 - mmaction - INFO - Epoch [54][20/396] lr: 7.500e-04, eta: 5:30:29, time: 0.512, data_time: 0.004, memory: 8335, top1_acc/: 0.8138, top5_acc/: 0.9409, loss_cls/: 0.7156, loss/: 0.7156, grad_norm: 2.9402, top1_acc//aux0: 0.8521, top5_acc//aux0: 0.9539, loss_cls//aux0: 0.5558, loss//aux0: 0.5558 2020-10-16 02:41:41,560 - mmaction - INFO - Epoch [54][40/396] lr: 7.500e-04, eta: 5:29:58, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8089, top5_acc/: 0.9372, loss_cls/: 0.7474, loss/: 0.7474, grad_norm: 2.9219, top1_acc//aux0: 0.8519, top5_acc//aux0: 0.9551, loss_cls//aux0: 0.5573, loss//aux0: 0.5573 2020-10-16 02:41:42,000 - mmaction - INFO - Epoch [54][40/396] lr: 7.500e-04, eta: 5:30:07, time: 0.505, data_time: 0.004, memory: 8335, top1_acc/: 0.8089, top5_acc/: 0.9372, loss_cls/: 0.7474, loss/: 0.7474, grad_norm: 2.9159, top1_acc//aux0: 0.8510, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5584, loss//aux0: 0.5584 2020-10-16 02:42:02,003 - mmaction - INFO - Epoch [54][60/396] lr: 7.500e-04, eta: 5:29:36, time: 0.517, data_time: 0.000, memory: 8335, top1_acc/: 0.8125, top5_acc/: 0.9362, loss_cls/: 0.7372, loss/: 0.7372, grad_norm: 2.8977, top1_acc//aux0: 0.8515, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5495, loss//aux0: 0.5495 2020-10-16 02:42:02,485 - mmaction - INFO - Epoch [54][60/396] lr: 7.500e-04, eta: 5:29:45, time: 0.516, data_time: 0.003, memory: 8335, top1_acc/: 0.8125, top5_acc/: 0.9362, loss_cls/: 0.7372, loss/: 0.7372, grad_norm: 2.8970, top1_acc//aux0: 0.8510, top5_acc//aux0: 0.9559, loss_cls//aux0: 0.5527, loss//aux0: 0.5527 2020-10-16 02:42:22,186 - mmaction - INFO - Epoch [54][80/396] lr: 7.500e-04, eta: 5:29:14, time: 0.498, data_time: 0.000, memory: 8335, top1_acc/: 0.8130, top5_acc/: 0.9349, loss_cls/: 0.7345, loss/: 0.7345, grad_norm: 2.9163, top1_acc//aux0: 0.8562, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5412, loss//aux0: 0.5412 2020-10-16 02:42:22,651 - mmaction - INFO - Epoch [54][80/396] lr: 7.500e-04, eta: 5:29:23, time: 0.502, data_time: 0.003, memory: 8335, top1_acc/: 0.8130, top5_acc/: 0.9349, loss_cls/: 0.7345, loss/: 0.7345, grad_norm: 2.9157, top1_acc//aux0: 0.8574, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5368, loss//aux0: 0.5368 2020-10-16 02:42:42,319 - mmaction - INFO - Epoch [54][100/396] lr: 7.500e-04, eta: 5:28:51, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8016, top5_acc/: 0.9409, loss_cls/: 0.7534, loss/: 0.7534, grad_norm: 2.8975, top1_acc//aux0: 0.8597, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5261, loss//aux0: 0.5261 2020-10-16 02:42:42,769 - mmaction - INFO - Epoch [54][100/396] lr: 7.500e-04, eta: 5:29:00, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8016, top5_acc/: 0.9409, loss_cls/: 0.7534, loss/: 0.7534, grad_norm: 2.9021, top1_acc//aux0: 0.8594, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5272, loss//aux0: 0.5272 2020-10-16 02:43:02,560 - mmaction - INFO - Epoch [54][120/396] lr: 7.500e-04, eta: 5:28:29, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8130, top5_acc/: 0.9393, loss_cls/: 0.7114, loss/: 0.7114, grad_norm: 2.9007, top1_acc//aux0: 0.8537, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5493, loss//aux0: 0.5493 2020-10-16 02:43:02,996 - mmaction - INFO - Epoch [54][120/396] lr: 7.500e-04, eta: 5:28:38, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.8130, top5_acc/: 0.9393, loss_cls/: 0.7114, loss/: 0.7114, grad_norm: 2.8905, top1_acc//aux0: 0.8540, top5_acc//aux0: 0.9545, loss_cls//aux0: 0.5486, loss//aux0: 0.5486 2020-10-16 02:43:22,913 - mmaction - INFO - Epoch [54][140/396] lr: 7.500e-04, eta: 5:28:07, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8065, top5_acc/: 0.9310, loss_cls/: 0.7717, loss/: 0.7717, grad_norm: 2.9270, top1_acc//aux0: 0.8531, top5_acc//aux0: 0.9533, loss_cls//aux0: 0.5533, loss//aux0: 0.5533 2020-10-16 02:43:23,350 - mmaction - INFO - Epoch [54][140/396] lr: 7.500e-04, eta: 5:28:16, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8065, top5_acc/: 0.9310, loss_cls/: 0.7717, loss/: 0.7717, grad_norm: 2.9339, top1_acc//aux0: 0.8520, top5_acc//aux0: 0.9529, loss_cls//aux0: 0.5563, loss//aux0: 0.5563 2020-10-16 02:43:43,284 - mmaction - INFO - Epoch [54][160/396] lr: 7.500e-04, eta: 5:27:45, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8198, top5_acc/: 0.9391, loss_cls/: 0.7173, loss/: 0.7173, grad_norm: 2.8910, top1_acc//aux0: 0.8526, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5443, loss//aux0: 0.5443 2020-10-16 02:43:43,747 - mmaction - INFO - Epoch [54][160/396] lr: 7.500e-04, eta: 5:27:53, time: 0.506, data_time: 0.001, memory: 8335, top1_acc/: 0.8198, top5_acc/: 0.9391, loss_cls/: 0.7173, loss/: 0.7173, grad_norm: 2.8993, top1_acc//aux0: 0.8533, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5431, loss//aux0: 0.5431 2020-10-16 02:44:03,665 - mmaction - INFO - Epoch [54][180/396] lr: 7.500e-04, eta: 5:27:22, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8036, top5_acc/: 0.9352, loss_cls/: 0.7625, loss/: 0.7625, grad_norm: 2.9881, top1_acc//aux0: 0.8539, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5452, loss//aux0: 0.5452 2020-10-16 02:44:04,105 - mmaction - INFO - Epoch [54][180/396] lr: 7.500e-04, eta: 5:27:31, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.8036, top5_acc/: 0.9352, loss_cls/: 0.7625, loss/: 0.7625, grad_norm: 2.9993, top1_acc//aux0: 0.8535, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5465, loss//aux0: 0.5465 2020-10-16 02:44:23,752 - mmaction - INFO - Epoch [54][200/396] lr: 7.500e-04, eta: 5:27:00, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.8148, top5_acc/: 0.9411, loss_cls/: 0.7236, loss/: 0.7236, grad_norm: 2.9534, top1_acc//aux0: 0.8493, top5_acc//aux0: 0.9529, loss_cls//aux0: 0.5659, loss//aux0: 0.5659 2020-10-16 02:44:24,198 - mmaction - INFO - Epoch [54][200/396] lr: 7.500e-04, eta: 5:27:09, time: 0.501, data_time: 0.003, memory: 8335, top1_acc/: 0.8148, top5_acc/: 0.9411, loss_cls/: 0.7236, loss/: 0.7236, grad_norm: 2.9485, top1_acc//aux0: 0.8501, top5_acc//aux0: 0.9533, loss_cls//aux0: 0.5617, loss//aux0: 0.5617 2020-10-16 02:44:44,201 - mmaction - INFO - Epoch [54][220/396] lr: 7.500e-04, eta: 5:26:38, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8091, top5_acc/: 0.9331, loss_cls/: 0.7554, loss/: 0.7554, grad_norm: 2.9092, top1_acc//aux0: 0.8561, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5320, loss//aux0: 0.5320 2020-10-16 02:44:44,678 - mmaction - INFO - Epoch [54][220/396] lr: 7.500e-04, eta: 5:26:46, time: 0.515, data_time: 0.003, memory: 8335, top1_acc/: 0.8091, top5_acc/: 0.9331, loss_cls/: 0.7554, loss/: 0.7554, grad_norm: 2.9044, top1_acc//aux0: 0.8561, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5338, loss//aux0: 0.5338 2020-10-16 02:45:04,238 - mmaction - INFO - Epoch [54][240/396] lr: 7.500e-04, eta: 5:26:15, time: 0.498, data_time: 0.000, memory: 8335, top1_acc/: 0.8115, top5_acc/: 0.9464, loss_cls/: 0.7226, loss/: 0.7226, grad_norm: 2.9281, top1_acc//aux0: 0.8521, top5_acc//aux0: 0.9532, loss_cls//aux0: 0.5579, loss//aux0: 0.5579 2020-10-16 02:45:04,664 - mmaction - INFO - Epoch [54][240/396] lr: 7.500e-04, eta: 5:26:24, time: 0.497, data_time: 0.002, memory: 8335, top1_acc/: 0.8115, top5_acc/: 0.9464, loss_cls/: 0.7226, loss/: 0.7226, grad_norm: 2.9212, top1_acc//aux0: 0.8512, top5_acc//aux0: 0.9529, loss_cls//aux0: 0.5607, loss//aux0: 0.5607 2020-10-16 02:45:24,534 - mmaction - INFO - Epoch [54][260/396] lr: 7.500e-04, eta: 5:25:53, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8112, top5_acc/: 0.9352, loss_cls/: 0.7388, loss/: 0.7388, grad_norm: 2.9073, top1_acc//aux0: 0.8518, top5_acc//aux0: 0.9557, loss_cls//aux0: 0.5440, loss//aux0: 0.5440 2020-10-16 02:45:24,985 - mmaction - INFO - Epoch [54][260/396] lr: 7.500e-04, eta: 5:26:02, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8112, top5_acc/: 0.9352, loss_cls/: 0.7388, loss/: 0.7388, grad_norm: 2.9055, top1_acc//aux0: 0.8530, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5394, loss//aux0: 0.5394 2020-10-16 02:45:44,812 - mmaction - INFO - Epoch [54][280/396] lr: 7.500e-04, eta: 5:25:31, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8195, top5_acc/: 0.9404, loss_cls/: 0.7118, loss/: 0.7118, grad_norm: 2.8650, top1_acc//aux0: 0.8575, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5271, loss//aux0: 0.5271 2020-10-16 02:45:45,276 - mmaction - INFO - Epoch [54][280/396] lr: 7.500e-04, eta: 5:25:39, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8195, top5_acc/: 0.9404, loss_cls/: 0.7118, loss/: 0.7118, grad_norm: 2.8383, top1_acc//aux0: 0.8564, top5_acc//aux0: 0.9578, loss_cls//aux0: 0.5289, loss//aux0: 0.5289 2020-10-16 02:46:04,919 - mmaction - INFO - Epoch [54][300/396] lr: 7.500e-04, eta: 5:25:08, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8081, top5_acc/: 0.9323, loss_cls/: 0.7550, loss/: 0.7550, grad_norm: 2.8942, top1_acc//aux0: 0.8565, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5319, loss//aux0: 0.5319 2020-10-16 02:46:05,364 - mmaction - INFO - Epoch [54][300/396] lr: 7.500e-04, eta: 5:25:17, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8081, top5_acc/: 0.9323, loss_cls/: 0.7550, loss/: 0.7550, grad_norm: 2.8863, top1_acc//aux0: 0.8571, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5311, loss//aux0: 0.5311 2020-10-16 02:46:25,320 - mmaction - INFO - Epoch [54][320/396] lr: 7.500e-04, eta: 5:24:46, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8109, top5_acc/: 0.9344, loss_cls/: 0.7487, loss/: 0.7487, grad_norm: 2.9246, top1_acc//aux0: 0.8557, top5_acc//aux0: 0.9551, loss_cls//aux0: 0.5425, loss//aux0: 0.5425 2020-10-16 02:46:25,781 - mmaction - INFO - Epoch [54][320/396] lr: 7.500e-04, eta: 5:24:55, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8109, top5_acc/: 0.9344, loss_cls/: 0.7487, loss/: 0.7487, grad_norm: 2.9350, top1_acc//aux0: 0.8553, top5_acc//aux0: 0.9553, loss_cls//aux0: 0.5437, loss//aux0: 0.5437 2020-10-16 02:46:45,612 - mmaction - INFO - Epoch [54][340/396] lr: 7.500e-04, eta: 5:24:24, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8227, top5_acc/: 0.9380, loss_cls/: 0.7187, loss/: 0.7187, grad_norm: 2.8617, top1_acc//aux0: 0.8548, top5_acc//aux0: 0.9554, loss_cls//aux0: 0.5419, loss//aux0: 0.5419 2020-10-16 02:46:46,031 - mmaction - INFO - Epoch [54][340/396] lr: 7.500e-04, eta: 5:24:33, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8227, top5_acc/: 0.9380, loss_cls/: 0.7187, loss/: 0.7187, grad_norm: 2.8566, top1_acc//aux0: 0.8548, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5439, loss//aux0: 0.5439 2020-10-16 02:47:05,874 - mmaction - INFO - Epoch [54][360/396] lr: 7.500e-04, eta: 5:24:02, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8081, top5_acc/: 0.9328, loss_cls/: 0.7510, loss/: 0.7510, grad_norm: 2.9289, top1_acc//aux0: 0.8544, top5_acc//aux0: 0.9555, loss_cls//aux0: 0.5398, loss//aux0: 0.5398 2020-10-16 02:47:06,303 - mmaction - INFO - Epoch [54][360/396] lr: 7.500e-04, eta: 5:24:10, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8081, top5_acc/: 0.9328, loss_cls/: 0.7510, loss/: 0.7510, grad_norm: 2.9320, top1_acc//aux0: 0.8545, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5369, loss//aux0: 0.5369 2020-10-16 02:47:26,215 - mmaction - INFO - Epoch [54][380/396] lr: 7.500e-04, eta: 5:23:40, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8070, top5_acc/: 0.9294, loss_cls/: 0.7808, loss/: 0.7808, grad_norm: 2.9144, top1_acc//aux0: 0.8509, top5_acc//aux0: 0.9552, loss_cls//aux0: 0.5461, loss//aux0: 0.5461 2020-10-16 02:47:26,683 - mmaction - INFO - Epoch [54][380/396] lr: 7.500e-04, eta: 5:23:48, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8070, top5_acc/: 0.9294, loss_cls/: 0.7808, loss/: 0.7808, grad_norm: 2.9144, top1_acc//aux0: 0.8512, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5451, loss//aux0: 0.5451 2020-10-16 02:47:44,646 - mmaction - INFO - Saving checkpoint at 54 epochs 2020-10-16 02:50:31,676 - mmaction - INFO - Epoch [55][20/396] lr: 7.500e-04, eta: 5:22:46, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8109, top5_acc/: 0.9365, loss_cls/: 0.7433, loss/: 0.7433, grad_norm: 2.9431, top1_acc//aux0: 0.8496, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5590, loss//aux0: 0.5590 2020-10-16 02:50:32,113 - mmaction - INFO - Epoch [55][20/396] lr: 7.500e-04, eta: 5:22:55, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.8109, top5_acc/: 0.9365, loss_cls/: 0.7433, loss/: 0.7433, grad_norm: 2.9307, top1_acc//aux0: 0.8507, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5570, loss//aux0: 0.5570 2020-10-16 02:50:51,950 - mmaction - INFO - Epoch [55][40/396] lr: 7.500e-04, eta: 5:22:24, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8190, top5_acc/: 0.9406, loss_cls/: 0.7247, loss/: 0.7247, grad_norm: 2.8616, top1_acc//aux0: 0.8572, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5344, loss//aux0: 0.5344 2020-10-16 02:50:52,395 - mmaction - INFO - Epoch [55][40/396] lr: 7.500e-04, eta: 5:22:33, time: 0.513, data_time: 0.003, memory: 8335, top1_acc/: 0.8190, top5_acc/: 0.9406, loss_cls/: 0.7247, loss/: 0.7247, grad_norm: 2.8599, top1_acc//aux0: 0.8560, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5365, loss//aux0: 0.5365 2020-10-16 02:51:11,957 - mmaction - INFO - Epoch [55][60/396] lr: 7.500e-04, eta: 5:22:02, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.8297, top5_acc/: 0.9352, loss_cls/: 0.7146, loss/: 0.7146, grad_norm: 2.9129, top1_acc//aux0: 0.8565, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5421, loss//aux0: 0.5421 2020-10-16 02:51:12,416 - mmaction - INFO - Epoch [55][60/396] lr: 7.500e-04, eta: 5:22:10, time: 0.501, data_time: 0.002, memory: 8335, top1_acc/: 0.8297, top5_acc/: 0.9352, loss_cls/: 0.7146, loss/: 0.7146, grad_norm: 2.9118, top1_acc//aux0: 0.8568, top5_acc//aux0: 0.9543, loss_cls//aux0: 0.5412, loss//aux0: 0.5412 2020-10-16 02:51:32,119 - mmaction - INFO - Epoch [55][80/396] lr: 7.500e-04, eta: 5:21:39, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8138, top5_acc/: 0.9427, loss_cls/: 0.7181, loss/: 0.7181, grad_norm: 2.9005, top1_acc//aux0: 0.8545, top5_acc//aux0: 0.9536, loss_cls//aux0: 0.5454, loss//aux0: 0.5454 2020-10-16 02:51:32,557 - mmaction - INFO - Epoch [55][80/396] lr: 7.500e-04, eta: 5:21:48, time: 0.509, data_time: 0.001, memory: 8335, top1_acc/: 0.8138, top5_acc/: 0.9427, loss_cls/: 0.7181, loss/: 0.7181, grad_norm: 2.8964, top1_acc//aux0: 0.8548, top5_acc//aux0: 0.9539, loss_cls//aux0: 0.5447, loss//aux0: 0.5447 2020-10-16 02:51:52,395 - mmaction - INFO - Epoch [55][100/396] lr: 7.500e-04, eta: 5:21:17, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8161, top5_acc/: 0.9406, loss_cls/: 0.7178, loss/: 0.7178, grad_norm: 2.8547, top1_acc//aux0: 0.8583, top5_acc//aux0: 0.9584, loss_cls//aux0: 0.5315, loss//aux0: 0.5315 2020-10-16 02:51:52,859 - mmaction - INFO - Epoch [55][100/396] lr: 7.500e-04, eta: 5:21:26, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8161, top5_acc/: 0.9406, loss_cls/: 0.7178, loss/: 0.7178, grad_norm: 2.8755, top1_acc//aux0: 0.8576, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5310, loss//aux0: 0.5310 2020-10-16 02:52:12,644 - mmaction - INFO - Epoch [55][120/396] lr: 7.500e-04, eta: 5:20:55, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8143, top5_acc/: 0.9419, loss_cls/: 0.7135, loss/: 0.7135, grad_norm: 2.8774, top1_acc//aux0: 0.8574, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5292, loss//aux0: 0.5292 2020-10-16 02:52:13,078 - mmaction - INFO - Epoch [55][120/396] lr: 7.500e-04, eta: 5:21:04, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8143, top5_acc/: 0.9419, loss_cls/: 0.7135, loss/: 0.7135, grad_norm: 2.8696, top1_acc//aux0: 0.8581, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5292, loss//aux0: 0.5292 2020-10-16 02:52:32,769 - mmaction - INFO - Epoch [55][140/396] lr: 7.500e-04, eta: 5:20:33, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8164, top5_acc/: 0.9372, loss_cls/: 0.7279, loss/: 0.7279, grad_norm: 2.9179, top1_acc//aux0: 0.8552, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5421, loss//aux0: 0.5421 2020-10-16 02:52:33,218 - mmaction - INFO - Epoch [55][140/396] lr: 7.500e-04, eta: 5:20:41, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.8164, top5_acc/: 0.9372, loss_cls/: 0.7279, loss/: 0.7279, grad_norm: 2.9095, top1_acc//aux0: 0.8546, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5449, loss//aux0: 0.5449 2020-10-16 02:52:52,869 - mmaction - INFO - Epoch [55][160/396] lr: 7.500e-04, eta: 5:20:11, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8016, top5_acc/: 0.9312, loss_cls/: 0.7708, loss/: 0.7708, grad_norm: 2.9643, top1_acc//aux0: 0.8550, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5446, loss//aux0: 0.5446 2020-10-16 02:52:53,300 - mmaction - INFO - Epoch [55][160/396] lr: 7.500e-04, eta: 5:20:19, time: 0.504, data_time: 0.001, memory: 8335, top1_acc/: 0.8016, top5_acc/: 0.9312, loss_cls/: 0.7708, loss/: 0.7708, grad_norm: 2.9659, top1_acc//aux0: 0.8558, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5399, loss//aux0: 0.5399 2020-10-16 02:53:13,016 - mmaction - INFO - Epoch [55][180/396] lr: 7.500e-04, eta: 5:19:49, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8227, top5_acc/: 0.9406, loss_cls/: 0.6999, loss/: 0.6999, grad_norm: 2.9556, top1_acc//aux0: 0.8508, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5447, loss//aux0: 0.5447 2020-10-16 02:53:13,481 - mmaction - INFO - Epoch [55][180/396] lr: 7.500e-04, eta: 5:19:57, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8227, top5_acc/: 0.9406, loss_cls/: 0.6999, loss/: 0.6999, grad_norm: 2.9453, top1_acc//aux0: 0.8506, top5_acc//aux0: 0.9553, loss_cls//aux0: 0.5483, loss//aux0: 0.5483 2020-10-16 02:53:33,188 - mmaction - INFO - Epoch [55][200/396] lr: 7.500e-04, eta: 5:19:26, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8180, top5_acc/: 0.9406, loss_cls/: 0.7138, loss/: 0.7138, grad_norm: 2.9601, top1_acc//aux0: 0.8536, top5_acc//aux0: 0.9553, loss_cls//aux0: 0.5403, loss//aux0: 0.5403 2020-10-16 02:53:33,649 - mmaction - INFO - Epoch [55][200/396] lr: 7.500e-04, eta: 5:19:35, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8180, top5_acc/: 0.9406, loss_cls/: 0.7138, loss/: 0.7138, grad_norm: 2.9716, top1_acc//aux0: 0.8532, top5_acc//aux0: 0.9551, loss_cls//aux0: 0.5411, loss//aux0: 0.5411 2020-10-16 02:53:53,718 - mmaction - INFO - Epoch [55][220/396] lr: 7.500e-04, eta: 5:19:04, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8148, top5_acc/: 0.9417, loss_cls/: 0.7249, loss/: 0.7249, grad_norm: 2.9277, top1_acc//aux0: 0.8524, top5_acc//aux0: 0.9528, loss_cls//aux0: 0.5600, loss//aux0: 0.5600 2020-10-16 02:53:54,197 - mmaction - INFO - Epoch [55][220/396] lr: 7.500e-04, eta: 5:19:13, time: 0.515, data_time: 0.003, memory: 8335, top1_acc/: 0.8148, top5_acc/: 0.9417, loss_cls/: 0.7249, loss/: 0.7249, grad_norm: 2.9380, top1_acc//aux0: 0.8519, top5_acc//aux0: 0.9531, loss_cls//aux0: 0.5613, loss//aux0: 0.5613 2020-10-16 02:54:14,135 - mmaction - INFO - Epoch [55][240/396] lr: 7.500e-04, eta: 5:18:42, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8107, top5_acc/: 0.9370, loss_cls/: 0.7478, loss/: 0.7478, grad_norm: 2.8712, top1_acc//aux0: 0.8562, top5_acc//aux0: 0.9549, loss_cls//aux0: 0.5370, loss//aux0: 0.5370 2020-10-16 02:54:14,582 - mmaction - INFO - Epoch [55][240/396] lr: 7.500e-04, eta: 5:18:51, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8107, top5_acc/: 0.9370, loss_cls/: 0.7478, loss/: 0.7478, grad_norm: 2.8868, top1_acc//aux0: 0.8569, top5_acc//aux0: 0.9557, loss_cls//aux0: 0.5342, loss//aux0: 0.5342 2020-10-16 02:54:34,480 - mmaction - INFO - Epoch [55][260/396] lr: 7.500e-04, eta: 5:18:20, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8096, top5_acc/: 0.9396, loss_cls/: 0.7444, loss/: 0.7444, grad_norm: 2.8900, top1_acc//aux0: 0.8575, top5_acc//aux0: 0.9551, loss_cls//aux0: 0.5431, loss//aux0: 0.5431 2020-10-16 02:54:34,913 - mmaction - INFO - Epoch [55][260/396] lr: 7.500e-04, eta: 5:18:29, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8096, top5_acc/: 0.9396, loss_cls/: 0.7444, loss/: 0.7444, grad_norm: 2.8596, top1_acc//aux0: 0.8576, top5_acc//aux0: 0.9548, loss_cls//aux0: 0.5433, loss//aux0: 0.5433 2020-10-16 02:54:54,754 - mmaction - INFO - Epoch [55][280/396] lr: 7.500e-04, eta: 5:17:58, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8138, top5_acc/: 0.9396, loss_cls/: 0.7268, loss/: 0.7268, grad_norm: 2.9670, top1_acc//aux0: 0.8525, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5455, loss//aux0: 0.5455 2020-10-16 02:54:55,255 - mmaction - INFO - Epoch [55][280/396] lr: 7.500e-04, eta: 5:18:06, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8138, top5_acc/: 0.9396, loss_cls/: 0.7268, loss/: 0.7268, grad_norm: 2.9496, top1_acc//aux0: 0.8533, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5431, loss//aux0: 0.5431 2020-10-16 02:55:14,984 - mmaction - INFO - Epoch [55][300/396] lr: 7.500e-04, eta: 5:17:36, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8161, top5_acc/: 0.9391, loss_cls/: 0.7315, loss/: 0.7315, grad_norm: 2.9170, top1_acc//aux0: 0.8566, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5358, loss//aux0: 0.5358 2020-10-16 02:55:15,427 - mmaction - INFO - Epoch [55][300/396] lr: 7.500e-04, eta: 5:17:44, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8161, top5_acc/: 0.9391, loss_cls/: 0.7315, loss/: 0.7315, grad_norm: 2.9210, top1_acc//aux0: 0.8554, top5_acc//aux0: 0.9554, loss_cls//aux0: 0.5378, loss//aux0: 0.5378 2020-10-16 02:55:35,271 - mmaction - INFO - Epoch [55][320/396] lr: 7.500e-04, eta: 5:17:14, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8115, top5_acc/: 0.9378, loss_cls/: 0.7344, loss/: 0.7344, grad_norm: 2.9336, top1_acc//aux0: 0.8531, top5_acc//aux0: 0.9535, loss_cls//aux0: 0.5514, loss//aux0: 0.5514 2020-10-16 02:55:35,756 - mmaction - INFO - Epoch [55][320/396] lr: 7.500e-04, eta: 5:17:22, time: 0.513, data_time: 0.003, memory: 8335, top1_acc/: 0.8115, top5_acc/: 0.9378, loss_cls/: 0.7344, loss/: 0.7344, grad_norm: 2.9523, top1_acc//aux0: 0.8532, top5_acc//aux0: 0.9525, loss_cls//aux0: 0.5545, loss//aux0: 0.5545 2020-10-16 02:55:55,433 - mmaction - INFO - Epoch [55][340/396] lr: 7.500e-04, eta: 5:16:52, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8135, top5_acc/: 0.9409, loss_cls/: 0.7204, loss/: 0.7204, grad_norm: 2.9842, top1_acc//aux0: 0.8507, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5488, loss//aux0: 0.5488 2020-10-16 02:55:55,878 - mmaction - INFO - Epoch [55][340/396] lr: 7.500e-04, eta: 5:17:00, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8135, top5_acc/: 0.9409, loss_cls/: 0.7204, loss/: 0.7204, grad_norm: 2.9869, top1_acc//aux0: 0.8516, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5428, loss//aux0: 0.5428 2020-10-16 02:56:15,892 - mmaction - INFO - Epoch [55][360/396] lr: 7.500e-04, eta: 5:16:30, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8078, top5_acc/: 0.9396, loss_cls/: 0.7475, loss/: 0.7475, grad_norm: 2.9783, top1_acc//aux0: 0.8586, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5273, loss//aux0: 0.5273 2020-10-16 02:56:16,359 - mmaction - INFO - Epoch [55][360/396] lr: 7.500e-04, eta: 5:16:38, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.8078, top5_acc/: 0.9396, loss_cls/: 0.7475, loss/: 0.7475, grad_norm: 2.9797, top1_acc//aux0: 0.8572, top5_acc//aux0: 0.9551, loss_cls//aux0: 0.5340, loss//aux0: 0.5340 2020-10-16 02:56:36,348 - mmaction - INFO - Epoch [55][380/396] lr: 7.500e-04, eta: 5:16:08, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.8237, top5_acc/: 0.9367, loss_cls/: 0.7170, loss/: 0.7170, grad_norm: 2.8849, top1_acc//aux0: 0.8553, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5461, loss//aux0: 0.5461 2020-10-16 02:56:36,800 - mmaction - INFO - Epoch [55][380/396] lr: 7.500e-04, eta: 5:16:16, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8237, top5_acc/: 0.9367, loss_cls/: 0.7170, loss/: 0.7170, grad_norm: 2.8858, top1_acc//aux0: 0.8560, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5434, loss//aux0: 0.5434 2020-10-16 02:56:55,792 - mmaction - INFO - Saving checkpoint at 55 epochs 2020-10-16 02:58:10,941 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-16 02:58:11,047 - mmaction - INFO - top1_acc 0.7801 top5_acc 0.9328 2020-10-16 02:58:11,047 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-16 02:58:11,090 - mmaction - INFO - mean_acc 0.7804 2020-10-16 02:58:11,091 - mmaction - INFO - Now best checkpoint is epoch_55.pth 2020-10-16 02:58:11,096 - mmaction - INFO - Epoch(val) [55][396] top1_acc: 0.7801, top5_acc: 0.9328, mean_class_accuracy: 0.7804 2020-10-16 03:00:49,168 - mmaction - INFO - Epoch [56][20/396] lr: 7.500e-04, eta: 5:15:15, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8052, top5_acc/: 0.9286, loss_cls/: 0.7490, loss/: 0.7490, grad_norm: 2.9260, top1_acc//aux0: 0.8539, top5_acc//aux0: 0.9546, loss_cls//aux0: 0.5475, loss//aux0: 0.5475 2020-10-16 03:00:49,610 - mmaction - INFO - Epoch [56][20/396] lr: 7.500e-04, eta: 5:15:23, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.8052, top5_acc/: 0.9286, loss_cls/: 0.7490, loss/: 0.7490, grad_norm: 2.9303, top1_acc//aux0: 0.8535, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5486, loss//aux0: 0.5486 2020-10-16 03:01:09,049 - mmaction - INFO - Epoch [56][40/396] lr: 7.500e-04, eta: 5:14:52, time: 0.495, data_time: 0.000, memory: 8335, top1_acc/: 0.8219, top5_acc/: 0.9422, loss_cls/: 0.7080, loss/: 0.7080, grad_norm: 2.9320, top1_acc//aux0: 0.8568, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5326, loss//aux0: 0.5326 2020-10-16 03:01:09,496 - mmaction - INFO - Epoch [56][40/396] lr: 7.500e-04, eta: 5:15:01, time: 0.496, data_time: 0.001, memory: 8335, top1_acc/: 0.8219, top5_acc/: 0.9422, loss_cls/: 0.7080, loss/: 0.7080, grad_norm: 2.9292, top1_acc//aux0: 0.8567, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5337, loss//aux0: 0.5337 2020-10-16 03:01:29,306 - mmaction - INFO - Epoch [56][60/396] lr: 7.500e-04, eta: 5:14:30, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8208, top5_acc/: 0.9362, loss_cls/: 0.7290, loss/: 0.7290, grad_norm: 2.9074, top1_acc//aux0: 0.8546, top5_acc//aux0: 0.9540, loss_cls//aux0: 0.5532, loss//aux0: 0.5532 2020-10-16 03:01:29,761 - mmaction - INFO - Epoch [56][60/396] lr: 7.500e-04, eta: 5:14:38, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8208, top5_acc/: 0.9362, loss_cls/: 0.7290, loss/: 0.7290, grad_norm: 2.9038, top1_acc//aux0: 0.8555, top5_acc//aux0: 0.9544, loss_cls//aux0: 0.5484, loss//aux0: 0.5484 2020-10-16 03:01:49,393 - mmaction - INFO - Epoch [56][80/396] lr: 7.500e-04, eta: 5:14:08, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.8138, top5_acc/: 0.9341, loss_cls/: 0.7428, loss/: 0.7428, grad_norm: 2.9645, top1_acc//aux0: 0.8521, top5_acc//aux0: 0.9541, loss_cls//aux0: 0.5577, loss//aux0: 0.5577 2020-10-16 03:01:49,891 - mmaction - INFO - Epoch [56][80/396] lr: 7.500e-04, eta: 5:14:16, time: 0.503, data_time: 0.003, memory: 8335, top1_acc/: 0.8138, top5_acc/: 0.9341, loss_cls/: 0.7428, loss/: 0.7428, grad_norm: 2.9727, top1_acc//aux0: 0.8519, top5_acc//aux0: 0.9545, loss_cls//aux0: 0.5578, loss//aux0: 0.5578 2020-10-16 03:02:09,712 - mmaction - INFO - Epoch [56][100/396] lr: 7.500e-04, eta: 5:13:46, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8297, top5_acc/: 0.9417, loss_cls/: 0.6907, loss/: 0.6907, grad_norm: 2.9321, top1_acc//aux0: 0.8550, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5436, loss//aux0: 0.5436 2020-10-16 03:02:10,179 - mmaction - INFO - Epoch [56][100/396] lr: 7.500e-04, eta: 5:13:54, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8297, top5_acc/: 0.9417, loss_cls/: 0.6907, loss/: 0.6907, grad_norm: 2.9367, top1_acc//aux0: 0.8539, top5_acc//aux0: 0.9545, loss_cls//aux0: 0.5495, loss//aux0: 0.5495 2020-10-16 03:02:29,975 - mmaction - INFO - Epoch [56][120/396] lr: 7.500e-04, eta: 5:13:24, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8076, top5_acc/: 0.9326, loss_cls/: 0.7645, loss/: 0.7645, grad_norm: 2.9739, top1_acc//aux0: 0.8531, top5_acc//aux0: 0.9538, loss_cls//aux0: 0.5473, loss//aux0: 0.5473 2020-10-16 03:02:30,439 - mmaction - INFO - Epoch [56][120/396] lr: 7.500e-04, eta: 5:13:32, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8076, top5_acc/: 0.9326, loss_cls/: 0.7645, loss/: 0.7645, grad_norm: 2.9719, top1_acc//aux0: 0.8546, top5_acc//aux0: 0.9545, loss_cls//aux0: 0.5426, loss//aux0: 0.5426 2020-10-16 03:02:50,151 - mmaction - INFO - Epoch [56][140/396] lr: 7.500e-04, eta: 5:13:02, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8130, top5_acc/: 0.9362, loss_cls/: 0.7424, loss/: 0.7424, grad_norm: 2.9163, top1_acc//aux0: 0.8566, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5361, loss//aux0: 0.5361 2020-10-16 03:02:50,602 - mmaction - INFO - Epoch [56][140/396] lr: 7.500e-04, eta: 5:13:10, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8130, top5_acc/: 0.9362, loss_cls/: 0.7424, loss/: 0.7424, grad_norm: 2.9353, top1_acc//aux0: 0.8553, top5_acc//aux0: 0.9554, loss_cls//aux0: 0.5415, loss//aux0: 0.5415 2020-10-16 03:03:10,327 - mmaction - INFO - Epoch [56][160/396] lr: 7.500e-04, eta: 5:12:40, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8115, top5_acc/: 0.9370, loss_cls/: 0.7290, loss/: 0.7290, grad_norm: 2.9729, top1_acc//aux0: 0.8546, top5_acc//aux0: 0.9535, loss_cls//aux0: 0.5478, loss//aux0: 0.5478 2020-10-16 03:03:10,779 - mmaction - INFO - Epoch [56][160/396] lr: 7.500e-04, eta: 5:12:48, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8115, top5_acc/: 0.9370, loss_cls/: 0.7290, loss/: 0.7290, grad_norm: 2.9837, top1_acc//aux0: 0.8548, top5_acc//aux0: 0.9543, loss_cls//aux0: 0.5452, loss//aux0: 0.5452 2020-10-16 03:03:30,542 - mmaction - INFO - Epoch [56][180/396] lr: 7.500e-04, eta: 5:12:18, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8096, top5_acc/: 0.9346, loss_cls/: 0.7412, loss/: 0.7412, grad_norm: 2.9534, top1_acc//aux0: 0.8519, top5_acc//aux0: 0.9534, loss_cls//aux0: 0.5552, loss//aux0: 0.5552 2020-10-16 03:03:30,980 - mmaction - INFO - Epoch [56][180/396] lr: 7.500e-04, eta: 5:12:26, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8096, top5_acc/: 0.9346, loss_cls/: 0.7412, loss/: 0.7412, grad_norm: 2.9671, top1_acc//aux0: 0.8516, top5_acc//aux0: 0.9536, loss_cls//aux0: 0.5555, loss//aux0: 0.5555 2020-10-16 03:03:50,785 - mmaction - INFO - Epoch [56][200/396] lr: 7.500e-04, eta: 5:11:56, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8062, top5_acc/: 0.9346, loss_cls/: 0.7732, loss/: 0.7732, grad_norm: 2.9548, top1_acc//aux0: 0.8531, top5_acc//aux0: 0.9555, loss_cls//aux0: 0.5460, loss//aux0: 0.5460 2020-10-16 03:03:51,253 - mmaction - INFO - Epoch [56][200/396] lr: 7.500e-04, eta: 5:12:04, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.8062, top5_acc/: 0.9346, loss_cls/: 0.7732, loss/: 0.7732, grad_norm: 2.9563, top1_acc//aux0: 0.8533, top5_acc//aux0: 0.9549, loss_cls//aux0: 0.5463, loss//aux0: 0.5463 2020-10-16 03:04:10,970 - mmaction - INFO - Epoch [56][220/396] lr: 7.500e-04, eta: 5:11:34, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8266, top5_acc/: 0.9398, loss_cls/: 0.7002, loss/: 0.7002, grad_norm: 2.9445, top1_acc//aux0: 0.8497, top5_acc//aux0: 0.9541, loss_cls//aux0: 0.5571, loss//aux0: 0.5571 2020-10-16 03:04:11,390 - mmaction - INFO - Epoch [56][220/396] lr: 7.500e-04, eta: 5:11:42, time: 0.504, data_time: 0.001, memory: 8335, top1_acc/: 0.8266, top5_acc/: 0.9398, loss_cls/: 0.7002, loss/: 0.7002, grad_norm: 2.9334, top1_acc//aux0: 0.8505, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5530, loss//aux0: 0.5530 2020-10-16 03:04:31,102 - mmaction - INFO - Epoch [56][240/396] lr: 7.500e-04, eta: 5:11:12, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8177, top5_acc/: 0.9346, loss_cls/: 0.7381, loss/: 0.7381, grad_norm: 2.8609, top1_acc//aux0: 0.8583, top5_acc//aux0: 0.9549, loss_cls//aux0: 0.5359, loss//aux0: 0.5359 2020-10-16 03:04:31,540 - mmaction - INFO - Epoch [56][240/396] lr: 7.500e-04, eta: 5:11:20, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.8177, top5_acc/: 0.9346, loss_cls/: 0.7381, loss/: 0.7381, grad_norm: 2.8605, top1_acc//aux0: 0.8584, top5_acc//aux0: 0.9553, loss_cls//aux0: 0.5364, loss//aux0: 0.5364 2020-10-16 03:04:51,269 - mmaction - INFO - Epoch [56][260/396] lr: 7.500e-04, eta: 5:10:50, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8180, top5_acc/: 0.9396, loss_cls/: 0.7290, loss/: 0.7290, grad_norm: 2.8970, top1_acc//aux0: 0.8596, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5246, loss//aux0: 0.5246 2020-10-16 03:04:51,746 - mmaction - INFO - Epoch [56][260/396] lr: 7.500e-04, eta: 5:10:58, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8180, top5_acc/: 0.9396, loss_cls/: 0.7290, loss/: 0.7290, grad_norm: 2.9043, top1_acc//aux0: 0.8590, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5274, loss//aux0: 0.5274 2020-10-16 03:05:11,584 - mmaction - INFO - Epoch [56][280/396] lr: 7.500e-04, eta: 5:10:28, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8214, top5_acc/: 0.9411, loss_cls/: 0.6982, loss/: 0.6982, grad_norm: 2.8560, top1_acc//aux0: 0.8579, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5345, loss//aux0: 0.5345 2020-10-16 03:05:12,040 - mmaction - INFO - Epoch [56][280/396] lr: 7.500e-04, eta: 5:10:36, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8214, top5_acc/: 0.9411, loss_cls/: 0.6982, loss/: 0.6982, grad_norm: 2.8565, top1_acc//aux0: 0.8576, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5330, loss//aux0: 0.5330 2020-10-16 03:05:31,734 - mmaction - INFO - Epoch [56][300/396] lr: 7.500e-04, eta: 5:10:06, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8076, top5_acc/: 0.9375, loss_cls/: 0.7530, loss/: 0.7530, grad_norm: 2.9287, top1_acc//aux0: 0.8527, top5_acc//aux0: 0.9553, loss_cls//aux0: 0.5438, loss//aux0: 0.5438 2020-10-16 03:05:32,198 - mmaction - INFO - Epoch [56][300/396] lr: 7.500e-04, eta: 5:10:14, time: 0.507, data_time: 0.001, memory: 8335, top1_acc/: 0.8076, top5_acc/: 0.9375, loss_cls/: 0.7530, loss/: 0.7530, grad_norm: 2.9188, top1_acc//aux0: 0.8534, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5411, loss//aux0: 0.5411 2020-10-16 03:05:51,839 - mmaction - INFO - Epoch [56][320/396] lr: 7.500e-04, eta: 5:09:43, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8167, top5_acc/: 0.9380, loss_cls/: 0.7305, loss/: 0.7305, grad_norm: 2.8753, top1_acc//aux0: 0.8599, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5296, loss//aux0: 0.5296 2020-10-16 03:05:52,276 - mmaction - INFO - Epoch [56][320/396] lr: 7.500e-04, eta: 5:09:51, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8167, top5_acc/: 0.9380, loss_cls/: 0.7305, loss/: 0.7305, grad_norm: 2.8695, top1_acc//aux0: 0.8600, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5315, loss//aux0: 0.5315 2020-10-16 03:06:12,150 - mmaction - INFO - Epoch [56][340/396] lr: 7.500e-04, eta: 5:09:22, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8112, top5_acc/: 0.9372, loss_cls/: 0.7396, loss/: 0.7396, grad_norm: 2.9051, top1_acc//aux0: 0.8561, top5_acc//aux0: 0.9557, loss_cls//aux0: 0.5348, loss//aux0: 0.5348 2020-10-16 03:06:12,589 - mmaction - INFO - Epoch [56][340/396] lr: 7.500e-04, eta: 5:09:30, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.8112, top5_acc/: 0.9372, loss_cls/: 0.7396, loss/: 0.7396, grad_norm: 2.9243, top1_acc//aux0: 0.8550, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5370, loss//aux0: 0.5370 2020-10-16 03:06:32,270 - mmaction - INFO - Epoch [56][360/396] lr: 7.500e-04, eta: 5:09:00, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.8148, top5_acc/: 0.9367, loss_cls/: 0.7342, loss/: 0.7342, grad_norm: 2.9269, top1_acc//aux0: 0.8514, top5_acc//aux0: 0.9540, loss_cls//aux0: 0.5503, loss//aux0: 0.5503 2020-10-16 03:06:32,705 - mmaction - INFO - Epoch [56][360/396] lr: 7.500e-04, eta: 5:09:07, time: 0.501, data_time: 0.002, memory: 8335, top1_acc/: 0.8148, top5_acc/: 0.9367, loss_cls/: 0.7342, loss/: 0.7342, grad_norm: 2.9010, top1_acc//aux0: 0.8526, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5469, loss//aux0: 0.5469 2020-10-16 03:06:52,571 - mmaction - INFO - Epoch [56][380/396] lr: 7.500e-04, eta: 5:08:37, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8122, top5_acc/: 0.9341, loss_cls/: 0.7345, loss/: 0.7345, grad_norm: 2.9364, top1_acc//aux0: 0.8521, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5488, loss//aux0: 0.5488 2020-10-16 03:06:53,004 - mmaction - INFO - Epoch [56][380/396] lr: 7.500e-04, eta: 5:08:46, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8122, top5_acc/: 0.9341, loss_cls/: 0.7345, loss/: 0.7345, grad_norm: 2.9493, top1_acc//aux0: 0.8520, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5501, loss//aux0: 0.5501 2020-10-16 03:07:12,974 - mmaction - INFO - Saving checkpoint at 56 epochs 2020-10-16 03:10:01,140 - mmaction - INFO - Epoch [57][20/396] lr: 7.500e-04, eta: 5:07:45, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8187, top5_acc/: 0.9435, loss_cls/: 0.7124, loss/: 0.7124, grad_norm: 2.9019, top1_acc//aux0: 0.8519, top5_acc//aux0: 0.9531, loss_cls//aux0: 0.5546, loss//aux0: 0.5546 2020-10-16 03:10:01,598 - mmaction - INFO - Epoch [57][20/396] lr: 7.500e-04, eta: 5:07:53, time: 0.513, data_time: 0.003, memory: 8335, top1_acc/: 0.8187, top5_acc/: 0.9435, loss_cls/: 0.7124, loss/: 0.7124, grad_norm: 2.8732, top1_acc//aux0: 0.8526, top5_acc//aux0: 0.9534, loss_cls//aux0: 0.5521, loss//aux0: 0.5521 2020-10-16 03:10:21,650 - mmaction - INFO - Epoch [57][40/396] lr: 7.500e-04, eta: 5:07:23, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8130, top5_acc/: 0.9388, loss_cls/: 0.7163, loss/: 0.7163, grad_norm: 3.0251, top1_acc//aux0: 0.8501, top5_acc//aux0: 0.9541, loss_cls//aux0: 0.5520, loss//aux0: 0.5520 2020-10-16 03:10:22,136 - mmaction - INFO - Epoch [57][40/396] lr: 7.500e-04, eta: 5:07:32, time: 0.521, data_time: 0.008, memory: 8335, top1_acc/: 0.8130, top5_acc/: 0.9388, loss_cls/: 0.7163, loss/: 0.7163, grad_norm: 3.0089, top1_acc//aux0: 0.8499, top5_acc//aux0: 0.9540, loss_cls//aux0: 0.5515, loss//aux0: 0.5515 2020-10-16 03:10:41,846 - mmaction - INFO - Epoch [57][60/396] lr: 7.500e-04, eta: 5:07:02, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8013, top5_acc/: 0.9328, loss_cls/: 0.7546, loss/: 0.7546, grad_norm: 2.9907, top1_acc//aux0: 0.8493, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5543, loss//aux0: 0.5543 2020-10-16 03:10:42,317 - mmaction - INFO - Epoch [57][60/396] lr: 7.500e-04, eta: 5:07:10, time: 0.506, data_time: 0.003, memory: 8335, top1_acc/: 0.8013, top5_acc/: 0.9328, loss_cls/: 0.7546, loss/: 0.7546, grad_norm: 2.9534, top1_acc//aux0: 0.8501, top5_acc//aux0: 0.9549, loss_cls//aux0: 0.5537, loss//aux0: 0.5537 2020-10-16 03:11:02,000 - mmaction - INFO - Epoch [57][80/396] lr: 7.500e-04, eta: 5:06:40, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8052, top5_acc/: 0.9362, loss_cls/: 0.7582, loss/: 0.7582, grad_norm: 2.9334, top1_acc//aux0: 0.8560, top5_acc//aux0: 0.9555, loss_cls//aux0: 0.5365, loss//aux0: 0.5365 2020-10-16 03:11:02,459 - mmaction - INFO - Epoch [57][80/396] lr: 7.500e-04, eta: 5:06:48, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8052, top5_acc/: 0.9362, loss_cls/: 0.7582, loss/: 0.7582, grad_norm: 2.9191, top1_acc//aux0: 0.8553, top5_acc//aux0: 0.9555, loss_cls//aux0: 0.5361, loss//aux0: 0.5361 2020-10-16 03:11:22,116 - mmaction - INFO - Epoch [57][100/396] lr: 7.500e-04, eta: 5:06:18, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8242, top5_acc/: 0.9417, loss_cls/: 0.6974, loss/: 0.6974, grad_norm: 2.8902, top1_acc//aux0: 0.8558, top5_acc//aux0: 0.9539, loss_cls//aux0: 0.5464, loss//aux0: 0.5464 2020-10-16 03:11:22,575 - mmaction - INFO - Epoch [57][100/396] lr: 7.500e-04, eta: 5:06:26, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8242, top5_acc/: 0.9417, loss_cls/: 0.6974, loss/: 0.6974, grad_norm: 2.8758, top1_acc//aux0: 0.8558, top5_acc//aux0: 0.9533, loss_cls//aux0: 0.5489, loss//aux0: 0.5489 2020-10-16 03:11:42,727 - mmaction - INFO - Epoch [57][120/396] lr: 7.500e-04, eta: 5:05:56, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8070, top5_acc/: 0.9430, loss_cls/: 0.7336, loss/: 0.7336, grad_norm: 2.9637, top1_acc//aux0: 0.8521, top5_acc//aux0: 0.9554, loss_cls//aux0: 0.5471, loss//aux0: 0.5471 2020-10-16 03:11:43,257 - mmaction - INFO - Epoch [57][120/396] lr: 7.500e-04, eta: 5:06:04, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8070, top5_acc/: 0.9430, loss_cls/: 0.7336, loss/: 0.7336, grad_norm: 3.0015, top1_acc//aux0: 0.8497, top5_acc//aux0: 0.9552, loss_cls//aux0: 0.5530, loss//aux0: 0.5530 2020-10-16 03:12:02,696 - mmaction - INFO - Epoch [57][140/396] lr: 7.500e-04, eta: 5:05:34, time: 0.495, data_time: 0.000, memory: 8335, top1_acc/: 0.8237, top5_acc/: 0.9419, loss_cls/: 0.6992, loss/: 0.6992, grad_norm: 2.8740, top1_acc//aux0: 0.8561, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5308, loss//aux0: 0.5308 2020-10-16 03:12:03,133 - mmaction - INFO - Epoch [57][140/396] lr: 7.500e-04, eta: 5:05:41, time: 0.495, data_time: 0.002, memory: 8335, top1_acc/: 0.8237, top5_acc/: 0.9419, loss_cls/: 0.6992, loss/: 0.6992, grad_norm: 2.8642, top1_acc//aux0: 0.8586, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5247, loss//aux0: 0.5247 2020-10-16 03:12:22,976 - mmaction - INFO - Epoch [57][160/396] lr: 7.500e-04, eta: 5:05:12, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8102, top5_acc/: 0.9414, loss_cls/: 0.7241, loss/: 0.7241, grad_norm: 2.9793, top1_acc//aux0: 0.8575, top5_acc//aux0: 0.9553, loss_cls//aux0: 0.5355, loss//aux0: 0.5355 2020-10-16 03:12:23,455 - mmaction - INFO - Epoch [57][160/396] lr: 7.500e-04, eta: 5:05:19, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8102, top5_acc/: 0.9414, loss_cls/: 0.7241, loss/: 0.7241, grad_norm: 2.9947, top1_acc//aux0: 0.8559, top5_acc//aux0: 0.9551, loss_cls//aux0: 0.5407, loss//aux0: 0.5407 2020-10-16 03:12:43,181 - mmaction - INFO - Epoch [57][180/396] lr: 7.500e-04, eta: 5:04:50, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8130, top5_acc/: 0.9380, loss_cls/: 0.7308, loss/: 0.7308, grad_norm: 2.9047, top1_acc//aux0: 0.8579, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5399, loss//aux0: 0.5399 2020-10-16 03:12:43,618 - mmaction - INFO - Epoch [57][180/396] lr: 7.500e-04, eta: 5:04:57, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.8130, top5_acc/: 0.9380, loss_cls/: 0.7308, loss/: 0.7308, grad_norm: 2.9264, top1_acc//aux0: 0.8583, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5365, loss//aux0: 0.5365 2020-10-16 03:13:03,462 - mmaction - INFO - Epoch [57][200/396] lr: 7.500e-04, eta: 5:04:27, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.8135, top5_acc/: 0.9440, loss_cls/: 0.7073, loss/: 0.7073, grad_norm: 2.8754, top1_acc//aux0: 0.8607, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5261, loss//aux0: 0.5261 2020-10-16 03:13:03,934 - mmaction - INFO - Epoch [57][200/396] lr: 7.500e-04, eta: 5:04:35, time: 0.500, data_time: 0.002, memory: 8335, top1_acc/: 0.8135, top5_acc/: 0.9440, loss_cls/: 0.7073, loss/: 0.7073, grad_norm: 2.8994, top1_acc//aux0: 0.8607, top5_acc//aux0: 0.9578, loss_cls//aux0: 0.5275, loss//aux0: 0.5275 2020-10-16 03:13:23,663 - mmaction - INFO - Epoch [57][220/396] lr: 7.500e-04, eta: 5:04:05, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8128, top5_acc/: 0.9383, loss_cls/: 0.7337, loss/: 0.7337, grad_norm: 3.0156, top1_acc//aux0: 0.8550, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5461, loss//aux0: 0.5461 2020-10-16 03:13:24,140 - mmaction - INFO - Epoch [57][220/396] lr: 7.500e-04, eta: 5:04:13, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8128, top5_acc/: 0.9383, loss_cls/: 0.7337, loss/: 0.7337, grad_norm: 3.0313, top1_acc//aux0: 0.8549, top5_acc//aux0: 0.9554, loss_cls//aux0: 0.5459, loss//aux0: 0.5459 2020-10-16 03:13:43,903 - mmaction - INFO - Epoch [57][240/396] lr: 7.500e-04, eta: 5:03:43, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8156, top5_acc/: 0.9427, loss_cls/: 0.7260, loss/: 0.7260, grad_norm: 2.9787, top1_acc//aux0: 0.8530, top5_acc//aux0: 0.9538, loss_cls//aux0: 0.5465, loss//aux0: 0.5465 2020-10-16 03:13:44,398 - mmaction - INFO - Epoch [57][240/396] lr: 7.500e-04, eta: 5:03:51, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8156, top5_acc/: 0.9427, loss_cls/: 0.7260, loss/: 0.7260, grad_norm: 2.9720, top1_acc//aux0: 0.8538, top5_acc//aux0: 0.9535, loss_cls//aux0: 0.5445, loss//aux0: 0.5445 2020-10-16 03:14:04,198 - mmaction - INFO - Epoch [57][260/396] lr: 7.500e-04, eta: 5:03:22, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8273, top5_acc/: 0.9430, loss_cls/: 0.6995, loss/: 0.6995, grad_norm: 2.9014, top1_acc//aux0: 0.8551, top5_acc//aux0: 0.9539, loss_cls//aux0: 0.5414, loss//aux0: 0.5414 2020-10-16 03:14:04,665 - mmaction - INFO - Epoch [57][260/396] lr: 7.500e-04, eta: 5:03:29, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8273, top5_acc/: 0.9430, loss_cls/: 0.6995, loss/: 0.6995, grad_norm: 2.9111, top1_acc//aux0: 0.8549, top5_acc//aux0: 0.9539, loss_cls//aux0: 0.5429, loss//aux0: 0.5429 2020-10-16 03:14:24,423 - mmaction - INFO - Epoch [57][280/396] lr: 7.500e-04, eta: 5:02:59, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8120, top5_acc/: 0.9313, loss_cls/: 0.7440, loss/: 0.7440, grad_norm: 2.9457, top1_acc//aux0: 0.8526, top5_acc//aux0: 0.9541, loss_cls//aux0: 0.5514, loss//aux0: 0.5514 2020-10-16 03:14:24,866 - mmaction - INFO - Epoch [57][280/396] lr: 7.500e-04, eta: 5:03:07, time: 0.501, data_time: 0.002, memory: 8335, top1_acc/: 0.8120, top5_acc/: 0.9313, loss_cls/: 0.7440, loss/: 0.7440, grad_norm: 2.9448, top1_acc//aux0: 0.8531, top5_acc//aux0: 0.9546, loss_cls//aux0: 0.5459, loss//aux0: 0.5459 2020-10-16 03:14:44,839 - mmaction - INFO - Epoch [57][300/396] lr: 7.500e-04, eta: 5:02:37, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8188, top5_acc/: 0.9406, loss_cls/: 0.7185, loss/: 0.7185, grad_norm: 2.9058, top1_acc//aux0: 0.8564, top5_acc//aux0: 0.9553, loss_cls//aux0: 0.5322, loss//aux0: 0.5322 2020-10-16 03:14:45,338 - mmaction - INFO - Epoch [57][300/396] lr: 7.500e-04, eta: 5:02:45, time: 0.511, data_time: 0.001, memory: 8335, top1_acc/: 0.8188, top5_acc/: 0.9406, loss_cls/: 0.7185, loss/: 0.7185, grad_norm: 2.8840, top1_acc//aux0: 0.8568, top5_acc//aux0: 0.9549, loss_cls//aux0: 0.5331, loss//aux0: 0.5331 2020-10-16 03:15:05,132 - mmaction - INFO - Epoch [57][320/396] lr: 7.500e-04, eta: 5:02:16, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8010, top5_acc/: 0.9294, loss_cls/: 0.7782, loss/: 0.7782, grad_norm: 2.9636, top1_acc//aux0: 0.8527, top5_acc//aux0: 0.9538, loss_cls//aux0: 0.5493, loss//aux0: 0.5493 2020-10-16 03:15:05,630 - mmaction - INFO - Epoch [57][320/396] lr: 7.500e-04, eta: 5:02:24, time: 0.516, data_time: 0.003, memory: 8335, top1_acc/: 0.8010, top5_acc/: 0.9294, loss_cls/: 0.7782, loss/: 0.7782, grad_norm: 2.9703, top1_acc//aux0: 0.8516, top5_acc//aux0: 0.9533, loss_cls//aux0: 0.5538, loss//aux0: 0.5538 2020-10-16 03:15:25,264 - mmaction - INFO - Epoch [57][340/396] lr: 7.500e-04, eta: 5:01:54, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8260, top5_acc/: 0.9458, loss_cls/: 0.7090, loss/: 0.7090, grad_norm: 2.9327, top1_acc//aux0: 0.8561, top5_acc//aux0: 0.9555, loss_cls//aux0: 0.5373, loss//aux0: 0.5373 2020-10-16 03:15:25,707 - mmaction - INFO - Epoch [57][340/396] lr: 7.500e-04, eta: 5:02:02, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8260, top5_acc/: 0.9458, loss_cls/: 0.7090, loss/: 0.7090, grad_norm: 2.9024, top1_acc//aux0: 0.8559, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5367, loss//aux0: 0.5367 2020-10-16 03:15:45,542 - mmaction - INFO - Epoch [57][360/396] lr: 7.500e-04, eta: 5:01:32, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8141, top5_acc/: 0.9370, loss_cls/: 0.7299, loss/: 0.7299, grad_norm: 3.0077, top1_acc//aux0: 0.8540, top5_acc//aux0: 0.9578, loss_cls//aux0: 0.5309, loss//aux0: 0.5309 2020-10-16 03:15:46,003 - mmaction - INFO - Epoch [57][360/396] lr: 7.500e-04, eta: 5:01:40, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.8141, top5_acc/: 0.9370, loss_cls/: 0.7299, loss/: 0.7299, grad_norm: 2.9774, top1_acc//aux0: 0.8546, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5316, loss//aux0: 0.5316 2020-10-16 03:16:05,696 - mmaction - INFO - Epoch [57][380/396] lr: 7.500e-04, eta: 5:01:10, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8180, top5_acc/: 0.9448, loss_cls/: 0.7024, loss/: 0.7024, grad_norm: 2.9238, top1_acc//aux0: 0.8549, top5_acc//aux0: 0.9545, loss_cls//aux0: 0.5313, loss//aux0: 0.5313 2020-10-16 03:16:06,147 - mmaction - INFO - Epoch [57][380/396] lr: 7.500e-04, eta: 5:01:18, time: 0.502, data_time: 0.003, memory: 8335, top1_acc/: 0.8180, top5_acc/: 0.9448, loss_cls/: 0.7024, loss/: 0.7024, grad_norm: 2.9309, top1_acc//aux0: 0.8545, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5314, loss//aux0: 0.5314 2020-10-16 03:16:24,495 - mmaction - INFO - Saving checkpoint at 57 epochs 2020-10-16 03:18:57,911 - mmaction - INFO - Epoch [58][20/396] lr: 7.500e-04, eta: 5:00:18, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8284, top5_acc/: 0.9424, loss_cls/: 0.6945, loss/: 0.6945, grad_norm: 2.9937, top1_acc//aux0: 0.8559, top5_acc//aux0: 0.9545, loss_cls//aux0: 0.5446, loss//aux0: 0.5446 2020-10-16 03:18:58,423 - mmaction - INFO - Epoch [58][20/396] lr: 7.500e-04, eta: 5:00:26, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.8284, top5_acc/: 0.9424, loss_cls/: 0.6945, loss/: 0.6945, grad_norm: 2.9907, top1_acc//aux0: 0.8563, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5425, loss//aux0: 0.5425 2020-10-16 03:19:18,071 - mmaction - INFO - Epoch [58][40/396] lr: 7.500e-04, eta: 4:59:56, time: 0.499, data_time: 0.000, memory: 8335, top1_acc/: 0.8216, top5_acc/: 0.9367, loss_cls/: 0.7406, loss/: 0.7406, grad_norm: 2.9299, top1_acc//aux0: 0.8547, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5384, loss//aux0: 0.5384 2020-10-16 03:19:18,541 - mmaction - INFO - Epoch [58][40/396] lr: 7.500e-04, eta: 5:00:04, time: 0.504, data_time: 0.003, memory: 8335, top1_acc/: 0.8216, top5_acc/: 0.9367, loss_cls/: 0.7406, loss/: 0.7406, grad_norm: 2.9237, top1_acc//aux0: 0.8549, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5390, loss//aux0: 0.5390 2020-10-16 03:19:38,150 - mmaction - INFO - Epoch [58][60/396] lr: 7.500e-04, eta: 4:59:34, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8159, top5_acc/: 0.9445, loss_cls/: 0.7143, loss/: 0.7143, grad_norm: 2.9800, top1_acc//aux0: 0.8556, top5_acc//aux0: 0.9544, loss_cls//aux0: 0.5475, loss//aux0: 0.5475 2020-10-16 03:19:38,604 - mmaction - INFO - Epoch [58][60/396] lr: 7.500e-04, eta: 4:59:42, time: 0.503, data_time: 0.003, memory: 8335, top1_acc/: 0.8159, top5_acc/: 0.9445, loss_cls/: 0.7143, loss/: 0.7143, grad_norm: 2.9870, top1_acc//aux0: 0.8544, top5_acc//aux0: 0.9544, loss_cls//aux0: 0.5491, loss//aux0: 0.5491 2020-10-16 03:19:58,371 - mmaction - INFO - Epoch [58][80/396] lr: 7.500e-04, eta: 4:59:12, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8148, top5_acc/: 0.9391, loss_cls/: 0.7163, loss/: 0.7163, grad_norm: 2.9439, top1_acc//aux0: 0.8531, top5_acc//aux0: 0.9531, loss_cls//aux0: 0.5570, loss//aux0: 0.5570 2020-10-16 03:19:58,807 - mmaction - INFO - Epoch [58][80/396] lr: 7.500e-04, eta: 4:59:20, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8148, top5_acc/: 0.9391, loss_cls/: 0.7163, loss/: 0.7163, grad_norm: 2.9394, top1_acc//aux0: 0.8541, top5_acc//aux0: 0.9532, loss_cls//aux0: 0.5543, loss//aux0: 0.5543 2020-10-16 03:20:18,555 - mmaction - INFO - Epoch [58][100/396] lr: 7.500e-04, eta: 4:58:50, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8198, top5_acc/: 0.9430, loss_cls/: 0.6948, loss/: 0.6948, grad_norm: 2.9355, top1_acc//aux0: 0.8553, top5_acc//aux0: 0.9553, loss_cls//aux0: 0.5388, loss//aux0: 0.5388 2020-10-16 03:20:18,995 - mmaction - INFO - Epoch [58][100/396] lr: 7.500e-04, eta: 4:58:58, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8198, top5_acc/: 0.9430, loss_cls/: 0.6948, loss/: 0.6948, grad_norm: 2.9486, top1_acc//aux0: 0.8553, top5_acc//aux0: 0.9552, loss_cls//aux0: 0.5413, loss//aux0: 0.5413 2020-10-16 03:20:38,836 - mmaction - INFO - Epoch [58][120/396] lr: 7.500e-04, eta: 4:58:29, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8240, top5_acc/: 0.9469, loss_cls/: 0.6827, loss/: 0.6827, grad_norm: 2.9182, top1_acc//aux0: 0.8621, top5_acc//aux0: 0.9588, loss_cls//aux0: 0.5276, loss//aux0: 0.5276 2020-10-16 03:20:39,294 - mmaction - INFO - Epoch [58][120/396] lr: 7.500e-04, eta: 4:58:36, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.8240, top5_acc/: 0.9469, loss_cls/: 0.6827, loss/: 0.6827, grad_norm: 2.9163, top1_acc//aux0: 0.8625, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5257, loss//aux0: 0.5257 2020-10-16 03:20:59,121 - mmaction - INFO - Epoch [58][140/396] lr: 7.500e-04, eta: 4:58:07, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8148, top5_acc/: 0.9406, loss_cls/: 0.7061, loss/: 0.7061, grad_norm: 2.9416, top1_acc//aux0: 0.8556, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5401, loss//aux0: 0.5401 2020-10-16 03:20:59,598 - mmaction - INFO - Epoch [58][140/396] lr: 7.500e-04, eta: 4:58:14, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8148, top5_acc/: 0.9406, loss_cls/: 0.7061, loss/: 0.7061, grad_norm: 2.9326, top1_acc//aux0: 0.8545, top5_acc//aux0: 0.9553, loss_cls//aux0: 0.5435, loss//aux0: 0.5435 2020-10-16 03:21:19,373 - mmaction - INFO - Epoch [58][160/396] lr: 7.500e-04, eta: 4:57:45, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8216, top5_acc/: 0.9422, loss_cls/: 0.7080, loss/: 0.7080, grad_norm: 2.9588, top1_acc//aux0: 0.8488, top5_acc//aux0: 0.9554, loss_cls//aux0: 0.5587, loss//aux0: 0.5587 2020-10-16 03:21:19,833 - mmaction - INFO - Epoch [58][160/396] lr: 7.500e-04, eta: 4:57:52, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8216, top5_acc/: 0.9422, loss_cls/: 0.7080, loss/: 0.7080, grad_norm: 2.9683, top1_acc//aux0: 0.8484, top5_acc//aux0: 0.9557, loss_cls//aux0: 0.5595, loss//aux0: 0.5595 2020-10-16 03:21:39,490 - mmaction - INFO - Epoch [58][180/396] lr: 7.500e-04, eta: 4:57:23, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8154, top5_acc/: 0.9393, loss_cls/: 0.7129, loss/: 0.7129, grad_norm: 2.9199, top1_acc//aux0: 0.8573, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5267, loss//aux0: 0.5267 2020-10-16 03:21:39,947 - mmaction - INFO - Epoch [58][180/396] lr: 7.500e-04, eta: 4:57:30, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8154, top5_acc/: 0.9393, loss_cls/: 0.7129, loss/: 0.7129, grad_norm: 2.8804, top1_acc//aux0: 0.8587, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5219, loss//aux0: 0.5219 2020-10-16 03:22:00,132 - mmaction - INFO - Epoch [58][200/396] lr: 7.500e-04, eta: 4:57:01, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8112, top5_acc/: 0.9341, loss_cls/: 0.7366, loss/: 0.7366, grad_norm: 2.9280, top1_acc//aux0: 0.8533, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5426, loss//aux0: 0.5426 2020-10-16 03:22:00,582 - mmaction - INFO - Epoch [58][200/396] lr: 7.500e-04, eta: 4:57:08, time: 0.504, data_time: 0.003, memory: 8335, top1_acc/: 0.8112, top5_acc/: 0.9341, loss_cls/: 0.7366, loss/: 0.7366, grad_norm: 2.9407, top1_acc//aux0: 0.8515, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5479, loss//aux0: 0.5479 2020-10-16 03:22:20,564 - mmaction - INFO - Epoch [58][220/396] lr: 7.500e-04, eta: 4:56:39, time: 0.522, data_time: 0.000, memory: 8335, top1_acc/: 0.8260, top5_acc/: 0.9419, loss_cls/: 0.6855, loss/: 0.6855, grad_norm: 2.9267, top1_acc//aux0: 0.8562, top5_acc//aux0: 0.9577, loss_cls//aux0: 0.5320, loss//aux0: 0.5320 2020-10-16 03:22:21,023 - mmaction - INFO - Epoch [58][220/396] lr: 7.500e-04, eta: 4:56:47, time: 0.525, data_time: 0.002, memory: 8335, top1_acc/: 0.8260, top5_acc/: 0.9419, loss_cls/: 0.6855, loss/: 0.6855, grad_norm: 2.9396, top1_acc//aux0: 0.8565, top5_acc//aux0: 0.9577, loss_cls//aux0: 0.5309, loss//aux0: 0.5309 2020-10-16 03:22:40,665 - mmaction - INFO - Epoch [58][240/396] lr: 7.500e-04, eta: 4:56:18, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8128, top5_acc/: 0.9349, loss_cls/: 0.7445, loss/: 0.7445, grad_norm: 3.0131, top1_acc//aux0: 0.8550, top5_acc//aux0: 0.9531, loss_cls//aux0: 0.5519, loss//aux0: 0.5519 2020-10-16 03:22:41,134 - mmaction - INFO - Epoch [58][240/396] lr: 7.500e-04, eta: 4:56:25, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8128, top5_acc/: 0.9349, loss_cls/: 0.7445, loss/: 0.7445, grad_norm: 3.0110, top1_acc//aux0: 0.8551, top5_acc//aux0: 0.9530, loss_cls//aux0: 0.5526, loss//aux0: 0.5526 2020-10-16 03:23:00,892 - mmaction - INFO - Epoch [58][260/396] lr: 7.500e-04, eta: 4:55:56, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8167, top5_acc/: 0.9372, loss_cls/: 0.7337, loss/: 0.7337, grad_norm: 2.9469, top1_acc//aux0: 0.8588, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5335, loss//aux0: 0.5335 2020-10-16 03:23:01,322 - mmaction - INFO - Epoch [58][260/396] lr: 7.500e-04, eta: 4:56:03, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8167, top5_acc/: 0.9372, loss_cls/: 0.7337, loss/: 0.7337, grad_norm: 2.9379, top1_acc//aux0: 0.8596, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5295, loss//aux0: 0.5295 2020-10-16 03:23:21,251 - mmaction - INFO - Epoch [58][280/396] lr: 7.500e-04, eta: 4:55:34, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8167, top5_acc/: 0.9419, loss_cls/: 0.7119, loss/: 0.7119, grad_norm: 2.9018, top1_acc//aux0: 0.8600, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5257, loss//aux0: 0.5257 2020-10-16 03:23:21,694 - mmaction - INFO - Epoch [58][280/396] lr: 7.500e-04, eta: 4:55:41, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8167, top5_acc/: 0.9419, loss_cls/: 0.7119, loss/: 0.7119, grad_norm: 2.8864, top1_acc//aux0: 0.8602, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5261, loss//aux0: 0.5261 2020-10-16 03:23:41,393 - mmaction - INFO - Epoch [58][300/396] lr: 7.500e-04, eta: 4:55:12, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8062, top5_acc/: 0.9339, loss_cls/: 0.7544, loss/: 0.7544, grad_norm: 3.0029, top1_acc//aux0: 0.8571, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5369, loss//aux0: 0.5369 2020-10-16 03:23:41,894 - mmaction - INFO - Epoch [58][300/396] lr: 7.500e-04, eta: 4:55:20, time: 0.510, data_time: 0.005, memory: 8335, top1_acc/: 0.8062, top5_acc/: 0.9339, loss_cls/: 0.7544, loss/: 0.7544, grad_norm: 2.9924, top1_acc//aux0: 0.8574, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5363, loss//aux0: 0.5363 2020-10-16 03:24:01,708 - mmaction - INFO - Epoch [58][320/396] lr: 7.500e-04, eta: 4:54:50, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8102, top5_acc/: 0.9344, loss_cls/: 0.7483, loss/: 0.7483, grad_norm: 2.9813, top1_acc//aux0: 0.8578, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5326, loss//aux0: 0.5326 2020-10-16 03:24:02,200 - mmaction - INFO - Epoch [58][320/396] lr: 7.500e-04, eta: 4:54:58, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8102, top5_acc/: 0.9344, loss_cls/: 0.7483, loss/: 0.7483, grad_norm: 2.9569, top1_acc//aux0: 0.8588, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5295, loss//aux0: 0.5295 2020-10-16 03:24:21,936 - mmaction - INFO - Epoch [58][340/396] lr: 7.500e-04, eta: 4:54:28, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8151, top5_acc/: 0.9424, loss_cls/: 0.7089, loss/: 0.7089, grad_norm: 2.9940, top1_acc//aux0: 0.8550, top5_acc//aux0: 0.9555, loss_cls//aux0: 0.5431, loss//aux0: 0.5431 2020-10-16 03:24:22,426 - mmaction - INFO - Epoch [58][340/396] lr: 7.500e-04, eta: 4:54:36, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.8151, top5_acc/: 0.9424, loss_cls/: 0.7089, loss/: 0.7089, grad_norm: 2.9861, top1_acc//aux0: 0.8538, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5468, loss//aux0: 0.5468 2020-10-16 03:24:42,414 - mmaction - INFO - Epoch [58][360/396] lr: 7.500e-04, eta: 4:54:07, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8242, top5_acc/: 0.9349, loss_cls/: 0.7149, loss/: 0.7149, grad_norm: 2.9171, top1_acc//aux0: 0.8516, top5_acc//aux0: 0.9522, loss_cls//aux0: 0.5551, loss//aux0: 0.5551 2020-10-16 03:24:42,945 - mmaction - INFO - Epoch [58][360/396] lr: 7.500e-04, eta: 4:54:14, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8242, top5_acc/: 0.9349, loss_cls/: 0.7149, loss/: 0.7149, grad_norm: 2.9170, top1_acc//aux0: 0.8513, top5_acc//aux0: 0.9524, loss_cls//aux0: 0.5541, loss//aux0: 0.5541 2020-10-16 03:25:02,835 - mmaction - INFO - Epoch [58][380/396] lr: 7.500e-04, eta: 4:53:45, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8078, top5_acc/: 0.9352, loss_cls/: 0.7598, loss/: 0.7598, grad_norm: 3.0349, top1_acc//aux0: 0.8537, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5389, loss//aux0: 0.5389 2020-10-16 03:25:03,324 - mmaction - INFO - Epoch [58][380/396] lr: 7.500e-04, eta: 4:53:52, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8078, top5_acc/: 0.9352, loss_cls/: 0.7598, loss/: 0.7598, grad_norm: 3.0316, top1_acc//aux0: 0.8525, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5449, loss//aux0: 0.5449 2020-10-16 03:25:21,040 - mmaction - INFO - Saving checkpoint at 58 epochs 2020-10-16 03:28:07,320 - mmaction - INFO - Epoch [59][20/396] lr: 7.500e-04, eta: 4:52:54, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8266, top5_acc/: 0.9380, loss_cls/: 0.6976, loss/: 0.6976, grad_norm: 2.9443, top1_acc//aux0: 0.8572, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5327, loss//aux0: 0.5327 2020-10-16 03:28:07,772 - mmaction - INFO - Epoch [59][20/396] lr: 7.500e-04, eta: 4:53:01, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.8266, top5_acc/: 0.9380, loss_cls/: 0.6976, loss/: 0.6976, grad_norm: 2.9407, top1_acc//aux0: 0.8571, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5332, loss//aux0: 0.5332 2020-10-16 03:28:27,359 - mmaction - INFO - Epoch [59][40/396] lr: 7.500e-04, eta: 4:52:32, time: 0.499, data_time: 0.000, memory: 8335, top1_acc/: 0.8104, top5_acc/: 0.9393, loss_cls/: 0.7289, loss/: 0.7289, grad_norm: 2.9840, top1_acc//aux0: 0.8534, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5498, loss//aux0: 0.5498 2020-10-16 03:28:27,788 - mmaction - INFO - Epoch [59][40/396] lr: 7.500e-04, eta: 4:52:39, time: 0.498, data_time: 0.002, memory: 8335, top1_acc/: 0.8104, top5_acc/: 0.9393, loss_cls/: 0.7289, loss/: 0.7289, grad_norm: 2.9870, top1_acc//aux0: 0.8537, top5_acc//aux0: 0.9555, loss_cls//aux0: 0.5492, loss//aux0: 0.5492 2020-10-16 03:28:47,535 - mmaction - INFO - Epoch [59][60/396] lr: 7.500e-04, eta: 4:52:10, time: 0.503, data_time: 0.001, memory: 8335, top1_acc/: 0.8120, top5_acc/: 0.9367, loss_cls/: 0.7390, loss/: 0.7390, grad_norm: 3.0158, top1_acc//aux0: 0.8574, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5384, loss//aux0: 0.5384 2020-10-16 03:28:48,015 - mmaction - INFO - Epoch [59][60/396] lr: 7.500e-04, eta: 4:52:17, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8120, top5_acc/: 0.9367, loss_cls/: 0.7390, loss/: 0.7390, grad_norm: 3.0006, top1_acc//aux0: 0.8575, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5374, loss//aux0: 0.5374 2020-10-16 03:29:08,015 - mmaction - INFO - Epoch [59][80/396] lr: 7.500e-04, eta: 4:51:48, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8130, top5_acc/: 0.9398, loss_cls/: 0.7193, loss/: 0.7193, grad_norm: 2.9679, top1_acc//aux0: 0.8572, top5_acc//aux0: 0.9553, loss_cls//aux0: 0.5318, loss//aux0: 0.5318 2020-10-16 03:29:08,444 - mmaction - INFO - Epoch [59][80/396] lr: 7.500e-04, eta: 4:51:55, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8130, top5_acc/: 0.9398, loss_cls/: 0.7193, loss/: 0.7193, grad_norm: 2.9431, top1_acc//aux0: 0.8577, top5_acc//aux0: 0.9545, loss_cls//aux0: 0.5312, loss//aux0: 0.5312 2020-10-16 03:29:28,075 - mmaction - INFO - Epoch [59][100/396] lr: 7.500e-04, eta: 4:51:26, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8195, top5_acc/: 0.9370, loss_cls/: 0.7214, loss/: 0.7214, grad_norm: 2.8972, top1_acc//aux0: 0.8575, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5332, loss//aux0: 0.5332 2020-10-16 03:29:28,540 - mmaction - INFO - Epoch [59][100/396] lr: 7.500e-04, eta: 4:51:34, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.8195, top5_acc/: 0.9370, loss_cls/: 0.7214, loss/: 0.7214, grad_norm: 2.8847, top1_acc//aux0: 0.8577, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5299, loss//aux0: 0.5299 2020-10-16 03:29:48,423 - mmaction - INFO - Epoch [59][120/396] lr: 7.500e-04, eta: 4:51:05, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8219, top5_acc/: 0.9477, loss_cls/: 0.6947, loss/: 0.6947, grad_norm: 2.9738, top1_acc//aux0: 0.8592, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5240, loss//aux0: 0.5240 2020-10-16 03:29:48,881 - mmaction - INFO - Epoch [59][120/396] lr: 7.500e-04, eta: 4:51:12, time: 0.506, data_time: 0.003, memory: 8335, top1_acc/: 0.8219, top5_acc/: 0.9477, loss_cls/: 0.6947, loss/: 0.6947, grad_norm: 2.9893, top1_acc//aux0: 0.8575, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5324, loss//aux0: 0.5324 2020-10-16 03:30:08,511 - mmaction - INFO - Epoch [59][140/396] lr: 7.500e-04, eta: 4:50:43, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8216, top5_acc/: 0.9354, loss_cls/: 0.7323, loss/: 0.7323, grad_norm: 2.9540, top1_acc//aux0: 0.8535, top5_acc//aux0: 0.9549, loss_cls//aux0: 0.5434, loss//aux0: 0.5434 2020-10-16 03:30:08,965 - mmaction - INFO - Epoch [59][140/396] lr: 7.500e-04, eta: 4:50:50, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8216, top5_acc/: 0.9354, loss_cls/: 0.7323, loss/: 0.7323, grad_norm: 2.9421, top1_acc//aux0: 0.8552, top5_acc//aux0: 0.9552, loss_cls//aux0: 0.5372, loss//aux0: 0.5372 2020-10-16 03:30:28,734 - mmaction - INFO - Epoch [59][160/396] lr: 7.500e-04, eta: 4:50:21, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8156, top5_acc/: 0.9401, loss_cls/: 0.7097, loss/: 0.7097, grad_norm: 2.9302, top1_acc//aux0: 0.8554, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5381, loss//aux0: 0.5381 2020-10-16 03:30:29,181 - mmaction - INFO - Epoch [59][160/396] lr: 7.500e-04, eta: 4:50:28, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8156, top5_acc/: 0.9401, loss_cls/: 0.7097, loss/: 0.7097, grad_norm: 2.9360, top1_acc//aux0: 0.8545, top5_acc//aux0: 0.9543, loss_cls//aux0: 0.5413, loss//aux0: 0.5413 2020-10-16 03:30:49,087 - mmaction - INFO - Epoch [59][180/396] lr: 7.500e-04, eta: 4:49:59, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8188, top5_acc/: 0.9414, loss_cls/: 0.7055, loss/: 0.7055, grad_norm: 2.9496, top1_acc//aux0: 0.8550, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5340, loss//aux0: 0.5340 2020-10-16 03:30:49,539 - mmaction - INFO - Epoch [59][180/396] lr: 7.500e-04, eta: 4:50:06, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.8188, top5_acc/: 0.9414, loss_cls/: 0.7055, loss/: 0.7055, grad_norm: 2.9303, top1_acc//aux0: 0.8555, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5324, loss//aux0: 0.5324 2020-10-16 03:31:09,311 - mmaction - INFO - Epoch [59][200/396] lr: 7.500e-04, eta: 4:49:37, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8086, top5_acc/: 0.9411, loss_cls/: 0.7295, loss/: 0.7295, grad_norm: 2.9187, top1_acc//aux0: 0.8563, top5_acc//aux0: 0.9554, loss_cls//aux0: 0.5430, loss//aux0: 0.5430 2020-10-16 03:31:09,765 - mmaction - INFO - Epoch [59][200/396] lr: 7.500e-04, eta: 4:49:45, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8086, top5_acc/: 0.9411, loss_cls/: 0.7295, loss/: 0.7295, grad_norm: 2.9064, top1_acc//aux0: 0.8560, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5443, loss//aux0: 0.5443 2020-10-16 03:31:29,673 - mmaction - INFO - Epoch [59][220/396] lr: 7.500e-04, eta: 4:49:16, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8102, top5_acc/: 0.9320, loss_cls/: 0.7559, loss/: 0.7559, grad_norm: 2.9344, top1_acc//aux0: 0.8597, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5355, loss//aux0: 0.5355 2020-10-16 03:31:30,131 - mmaction - INFO - Epoch [59][220/396] lr: 7.500e-04, eta: 4:49:23, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8102, top5_acc/: 0.9320, loss_cls/: 0.7559, loss/: 0.7559, grad_norm: 2.9563, top1_acc//aux0: 0.8595, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5358, loss//aux0: 0.5358 2020-10-16 03:31:49,877 - mmaction - INFO - Epoch [59][240/396] lr: 7.500e-04, eta: 4:48:54, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8208, top5_acc/: 0.9398, loss_cls/: 0.7000, loss/: 0.7000, grad_norm: 2.9082, top1_acc//aux0: 0.8571, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5347, loss//aux0: 0.5347 2020-10-16 03:31:50,394 - mmaction - INFO - Epoch [59][240/396] lr: 7.500e-04, eta: 4:49:01, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8208, top5_acc/: 0.9398, loss_cls/: 0.7000, loss/: 0.7000, grad_norm: 2.8970, top1_acc//aux0: 0.8579, top5_acc//aux0: 0.9578, loss_cls//aux0: 0.5332, loss//aux0: 0.5332 2020-10-16 03:32:10,154 - mmaction - INFO - Epoch [59][260/396] lr: 7.500e-04, eta: 4:48:32, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8115, top5_acc/: 0.9396, loss_cls/: 0.7234, loss/: 0.7234, grad_norm: 2.9472, top1_acc//aux0: 0.8540, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5411, loss//aux0: 0.5411 2020-10-16 03:32:10,626 - mmaction - INFO - Epoch [59][260/396] lr: 7.500e-04, eta: 4:48:39, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8115, top5_acc/: 0.9396, loss_cls/: 0.7234, loss/: 0.7234, grad_norm: 2.9317, top1_acc//aux0: 0.8539, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5404, loss//aux0: 0.5404 2020-10-16 03:32:30,445 - mmaction - INFO - Epoch [59][280/396] lr: 7.500e-04, eta: 4:48:10, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8227, top5_acc/: 0.9365, loss_cls/: 0.7194, loss/: 0.7194, grad_norm: 2.9302, top1_acc//aux0: 0.8586, top5_acc//aux0: 0.9559, loss_cls//aux0: 0.5296, loss//aux0: 0.5296 2020-10-16 03:32:30,910 - mmaction - INFO - Epoch [59][280/396] lr: 7.500e-04, eta: 4:48:17, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.8227, top5_acc/: 0.9365, loss_cls/: 0.7194, loss/: 0.7194, grad_norm: 2.9084, top1_acc//aux0: 0.8588, top5_acc//aux0: 0.9557, loss_cls//aux0: 0.5296, loss//aux0: 0.5296 2020-10-16 03:32:50,919 - mmaction - INFO - Epoch [59][300/396] lr: 7.500e-04, eta: 4:47:49, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8117, top5_acc/: 0.9388, loss_cls/: 0.7309, loss/: 0.7309, grad_norm: 2.9752, top1_acc//aux0: 0.8563, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5346, loss//aux0: 0.5346 2020-10-16 03:32:51,369 - mmaction - INFO - Epoch [59][300/396] lr: 7.500e-04, eta: 4:47:56, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8117, top5_acc/: 0.9388, loss_cls/: 0.7309, loss/: 0.7309, grad_norm: 2.9591, top1_acc//aux0: 0.8560, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5358, loss//aux0: 0.5358 2020-10-16 03:33:11,096 - mmaction - INFO - Epoch [59][320/396] lr: 7.500e-04, eta: 4:47:27, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8174, top5_acc/: 0.9430, loss_cls/: 0.7069, loss/: 0.7069, grad_norm: 2.9655, top1_acc//aux0: 0.8574, top5_acc//aux0: 0.9557, loss_cls//aux0: 0.5375, loss//aux0: 0.5375 2020-10-16 03:33:11,557 - mmaction - INFO - Epoch [59][320/396] lr: 7.500e-04, eta: 4:47:34, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8174, top5_acc/: 0.9430, loss_cls/: 0.7069, loss/: 0.7069, grad_norm: 2.9625, top1_acc//aux0: 0.8563, top5_acc//aux0: 0.9551, loss_cls//aux0: 0.5417, loss//aux0: 0.5417 2020-10-16 03:33:31,489 - mmaction - INFO - Epoch [59][340/396] lr: 7.500e-04, eta: 4:47:05, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8190, top5_acc/: 0.9333, loss_cls/: 0.7180, loss/: 0.7180, grad_norm: 2.9515, top1_acc//aux0: 0.8572, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5348, loss//aux0: 0.5348 2020-10-16 03:33:31,950 - mmaction - INFO - Epoch [59][340/396] lr: 7.500e-04, eta: 4:47:12, time: 0.515, data_time: 0.002, memory: 8335, top1_acc/: 0.8190, top5_acc/: 0.9333, loss_cls/: 0.7180, loss/: 0.7180, grad_norm: 2.9490, top1_acc//aux0: 0.8576, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5317, loss//aux0: 0.5317 2020-10-16 03:33:51,972 - mmaction - INFO - Epoch [59][360/396] lr: 7.500e-04, eta: 4:46:44, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8195, top5_acc/: 0.9422, loss_cls/: 0.7038, loss/: 0.7038, grad_norm: 2.9183, top1_acc//aux0: 0.8562, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5409, loss//aux0: 0.5409 2020-10-16 03:33:52,444 - mmaction - INFO - Epoch [59][360/396] lr: 7.500e-04, eta: 4:46:51, time: 0.517, data_time: 0.003, memory: 8335, top1_acc/: 0.8195, top5_acc/: 0.9422, loss_cls/: 0.7038, loss/: 0.7038, grad_norm: 2.9298, top1_acc//aux0: 0.8564, top5_acc//aux0: 0.9549, loss_cls//aux0: 0.5403, loss//aux0: 0.5403 2020-10-16 03:34:12,203 - mmaction - INFO - Epoch [59][380/396] lr: 7.500e-04, eta: 4:46:22, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8083, top5_acc/: 0.9362, loss_cls/: 0.7495, loss/: 0.7495, grad_norm: 3.0075, top1_acc//aux0: 0.8567, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5344, loss//aux0: 0.5344 2020-10-16 03:34:12,692 - mmaction - INFO - Epoch [59][380/396] lr: 7.500e-04, eta: 4:46:29, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8083, top5_acc/: 0.9362, loss_cls/: 0.7495, loss/: 0.7495, grad_norm: 3.0152, top1_acc//aux0: 0.8574, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5327, loss//aux0: 0.5327 2020-10-16 03:34:29,963 - mmaction - INFO - Saving checkpoint at 59 epochs 2020-10-16 03:37:03,584 - mmaction - INFO - Epoch [60][20/396] lr: 7.500e-04, eta: 4:45:32, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8221, top5_acc/: 0.9445, loss_cls/: 0.6979, loss/: 0.6979, grad_norm: 3.0208, top1_acc//aux0: 0.8591, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5212, loss//aux0: 0.5212 2020-10-16 03:37:04,023 - mmaction - INFO - Epoch [60][20/396] lr: 7.500e-04, eta: 4:45:39, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.8221, top5_acc/: 0.9445, loss_cls/: 0.6979, loss/: 0.6979, grad_norm: 3.0139, top1_acc//aux0: 0.8587, top5_acc//aux0: 0.9584, loss_cls//aux0: 0.5222, loss//aux0: 0.5222 2020-10-16 03:37:23,684 - mmaction - INFO - Epoch [60][40/396] lr: 7.500e-04, eta: 4:45:10, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8271, top5_acc/: 0.9461, loss_cls/: 0.6844, loss/: 0.6844, grad_norm: 2.9336, top1_acc//aux0: 0.8549, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5349, loss//aux0: 0.5349 2020-10-16 03:37:24,170 - mmaction - INFO - Epoch [60][40/396] lr: 7.500e-04, eta: 4:45:17, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8271, top5_acc/: 0.9461, loss_cls/: 0.6844, loss/: 0.6844, grad_norm: 2.9441, top1_acc//aux0: 0.8548, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5368, loss//aux0: 0.5368 2020-10-16 03:37:44,041 - mmaction - INFO - Epoch [60][60/396] lr: 7.500e-04, eta: 4:44:48, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8211, top5_acc/: 0.9409, loss_cls/: 0.7204, loss/: 0.7204, grad_norm: 2.9903, top1_acc//aux0: 0.8572, top5_acc//aux0: 0.9544, loss_cls//aux0: 0.5352, loss//aux0: 0.5352 2020-10-16 03:37:44,484 - mmaction - INFO - Epoch [60][60/396] lr: 7.500e-04, eta: 4:44:55, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.8211, top5_acc/: 0.9409, loss_cls/: 0.7204, loss/: 0.7204, grad_norm: 2.9996, top1_acc//aux0: 0.8575, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5356, loss//aux0: 0.5356 2020-10-16 03:38:04,297 - mmaction - INFO - Epoch [60][80/396] lr: 7.500e-04, eta: 4:44:26, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8052, top5_acc/: 0.9344, loss_cls/: 0.7562, loss/: 0.7562, grad_norm: 3.0560, top1_acc//aux0: 0.8536, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5474, loss//aux0: 0.5474 2020-10-16 03:38:04,767 - mmaction - INFO - Epoch [60][80/396] lr: 7.500e-04, eta: 4:44:33, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8052, top5_acc/: 0.9344, loss_cls/: 0.7562, loss/: 0.7562, grad_norm: 3.0312, top1_acc//aux0: 0.8534, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5457, loss//aux0: 0.5457 2020-10-16 03:38:24,681 - mmaction - INFO - Epoch [60][100/396] lr: 7.500e-04, eta: 4:44:05, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8135, top5_acc/: 0.9440, loss_cls/: 0.7184, loss/: 0.7184, grad_norm: 2.9815, top1_acc//aux0: 0.8537, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5477, loss//aux0: 0.5477 2020-10-16 03:38:25,122 - mmaction - INFO - Epoch [60][100/396] lr: 7.500e-04, eta: 4:44:12, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8135, top5_acc/: 0.9440, loss_cls/: 0.7184, loss/: 0.7184, grad_norm: 2.9733, top1_acc//aux0: 0.8540, top5_acc//aux0: 0.9545, loss_cls//aux0: 0.5473, loss//aux0: 0.5473 2020-10-16 03:38:44,759 - mmaction - INFO - Epoch [60][120/396] lr: 7.500e-04, eta: 4:43:43, time: 0.499, data_time: 0.000, memory: 8335, top1_acc/: 0.8156, top5_acc/: 0.9318, loss_cls/: 0.7348, loss/: 0.7348, grad_norm: 2.9573, top1_acc//aux0: 0.8526, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5464, loss//aux0: 0.5464 2020-10-16 03:38:45,206 - mmaction - INFO - Epoch [60][120/396] lr: 7.500e-04, eta: 4:43:50, time: 0.500, data_time: 0.002, memory: 8335, top1_acc/: 0.8156, top5_acc/: 0.9318, loss_cls/: 0.7348, loss/: 0.7348, grad_norm: 2.9442, top1_acc//aux0: 0.8512, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5518, loss//aux0: 0.5518 2020-10-16 03:39:04,989 - mmaction - INFO - Epoch [60][140/396] lr: 7.500e-04, eta: 4:43:21, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8286, top5_acc/: 0.9451, loss_cls/: 0.6894, loss/: 0.6894, grad_norm: 2.9243, top1_acc//aux0: 0.8564, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5357, loss//aux0: 0.5357 2020-10-16 03:39:05,432 - mmaction - INFO - Epoch [60][140/396] lr: 7.500e-04, eta: 4:43:28, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.8286, top5_acc/: 0.9451, loss_cls/: 0.6894, loss/: 0.6894, grad_norm: 2.9303, top1_acc//aux0: 0.8580, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5296, loss//aux0: 0.5296 2020-10-16 03:39:25,187 - mmaction - INFO - Epoch [60][160/396] lr: 7.500e-04, eta: 4:42:59, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8034, top5_acc/: 0.9346, loss_cls/: 0.7460, loss/: 0.7460, grad_norm: 2.9708, top1_acc//aux0: 0.8573, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5222, loss//aux0: 0.5222 2020-10-16 03:39:25,637 - mmaction - INFO - Epoch [60][160/396] lr: 7.500e-04, eta: 4:43:06, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8034, top5_acc/: 0.9346, loss_cls/: 0.7460, loss/: 0.7460, grad_norm: 2.9413, top1_acc//aux0: 0.8585, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5181, loss//aux0: 0.5181 2020-10-16 03:39:45,308 - mmaction - INFO - Epoch [60][180/396] lr: 7.500e-04, eta: 4:42:38, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8247, top5_acc/: 0.9398, loss_cls/: 0.7010, loss/: 0.7010, grad_norm: 2.9459, top1_acc//aux0: 0.8576, top5_acc//aux0: 0.9592, loss_cls//aux0: 0.5241, loss//aux0: 0.5241 2020-10-16 03:39:45,738 - mmaction - INFO - Epoch [60][180/396] lr: 7.500e-04, eta: 4:42:44, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.8247, top5_acc/: 0.9398, loss_cls/: 0.7010, loss/: 0.7010, grad_norm: 2.9599, top1_acc//aux0: 0.8562, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5289, loss//aux0: 0.5289 2020-10-16 03:40:05,795 - mmaction - INFO - Epoch [60][200/396] lr: 7.500e-04, eta: 4:42:16, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8063, top5_acc/: 0.9331, loss_cls/: 0.7452, loss/: 0.7452, grad_norm: 2.9985, top1_acc//aux0: 0.8570, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5411, loss//aux0: 0.5411 2020-10-16 03:40:06,261 - mmaction - INFO - Epoch [60][200/396] lr: 7.500e-04, eta: 4:42:23, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.8063, top5_acc/: 0.9331, loss_cls/: 0.7452, loss/: 0.7452, grad_norm: 2.9991, top1_acc//aux0: 0.8567, top5_acc//aux0: 0.9553, loss_cls//aux0: 0.5425, loss//aux0: 0.5425 2020-10-16 03:40:26,500 - mmaction - INFO - Epoch [60][220/396] lr: 7.500e-04, eta: 4:41:54, time: 0.521, data_time: 0.000, memory: 8335, top1_acc/: 0.8146, top5_acc/: 0.9388, loss_cls/: 0.7249, loss/: 0.7249, grad_norm: 2.9646, top1_acc//aux0: 0.8567, top5_acc//aux0: 0.9553, loss_cls//aux0: 0.5360, loss//aux0: 0.5360 2020-10-16 03:40:26,987 - mmaction - INFO - Epoch [60][220/396] lr: 7.500e-04, eta: 4:42:01, time: 0.523, data_time: 0.002, memory: 8335, top1_acc/: 0.8146, top5_acc/: 0.9388, loss_cls/: 0.7249, loss/: 0.7249, grad_norm: 2.9639, top1_acc//aux0: 0.8570, top5_acc//aux0: 0.9559, loss_cls//aux0: 0.5331, loss//aux0: 0.5331 2020-10-16 03:40:47,236 - mmaction - INFO - Epoch [60][240/396] lr: 7.500e-04, eta: 4:41:33, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8055, top5_acc/: 0.9339, loss_cls/: 0.7557, loss/: 0.7557, grad_norm: 2.9812, top1_acc//aux0: 0.8536, top5_acc//aux0: 0.9553, loss_cls//aux0: 0.5470, loss//aux0: 0.5470 2020-10-16 03:40:47,713 - mmaction - INFO - Epoch [60][240/396] lr: 7.500e-04, eta: 4:41:40, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.8055, top5_acc/: 0.9339, loss_cls/: 0.7557, loss/: 0.7557, grad_norm: 2.9624, top1_acc//aux0: 0.8535, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5474, loss//aux0: 0.5474 2020-10-16 03:41:07,713 - mmaction - INFO - Epoch [60][260/396] lr: 7.500e-04, eta: 4:41:11, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8174, top5_acc/: 0.9430, loss_cls/: 0.7118, loss/: 0.7118, grad_norm: 3.0043, top1_acc//aux0: 0.8511, top5_acc//aux0: 0.9529, loss_cls//aux0: 0.5502, loss//aux0: 0.5502 2020-10-16 03:41:08,154 - mmaction - INFO - Epoch [60][260/396] lr: 7.500e-04, eta: 4:41:18, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8174, top5_acc/: 0.9430, loss_cls/: 0.7118, loss/: 0.7118, grad_norm: 3.0222, top1_acc//aux0: 0.8510, top5_acc//aux0: 0.9533, loss_cls//aux0: 0.5496, loss//aux0: 0.5496 2020-10-16 03:41:28,000 - mmaction - INFO - Epoch [60][280/396] lr: 7.500e-04, eta: 4:40:50, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8276, top5_acc/: 0.9461, loss_cls/: 0.6741, loss/: 0.6741, grad_norm: 2.9896, top1_acc//aux0: 0.8541, top5_acc//aux0: 0.9551, loss_cls//aux0: 0.5457, loss//aux0: 0.5457 2020-10-16 03:41:28,449 - mmaction - INFO - Epoch [60][280/396] lr: 7.500e-04, eta: 4:40:57, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8276, top5_acc/: 0.9461, loss_cls/: 0.6741, loss/: 0.6741, grad_norm: 2.9880, top1_acc//aux0: 0.8542, top5_acc//aux0: 0.9548, loss_cls//aux0: 0.5474, loss//aux0: 0.5474 2020-10-16 03:41:48,189 - mmaction - INFO - Epoch [60][300/396] lr: 7.500e-04, eta: 4:40:28, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8109, top5_acc/: 0.9372, loss_cls/: 0.7368, loss/: 0.7368, grad_norm: 2.9975, top1_acc//aux0: 0.8590, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5260, loss//aux0: 0.5260 2020-10-16 03:41:48,624 - mmaction - INFO - Epoch [60][300/396] lr: 7.500e-04, eta: 4:40:35, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8109, top5_acc/: 0.9372, loss_cls/: 0.7368, loss/: 0.7368, grad_norm: 3.0253, top1_acc//aux0: 0.8582, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5295, loss//aux0: 0.5295 2020-10-16 03:42:08,438 - mmaction - INFO - Epoch [60][320/396] lr: 7.500e-04, eta: 4:40:06, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8201, top5_acc/: 0.9349, loss_cls/: 0.7244, loss/: 0.7244, grad_norm: 2.9779, top1_acc//aux0: 0.8526, top5_acc//aux0: 0.9544, loss_cls//aux0: 0.5442, loss//aux0: 0.5442 2020-10-16 03:42:08,914 - mmaction - INFO - Epoch [60][320/396] lr: 7.500e-04, eta: 4:40:13, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8201, top5_acc/: 0.9349, loss_cls/: 0.7244, loss/: 0.7244, grad_norm: 2.9830, top1_acc//aux0: 0.8538, top5_acc//aux0: 0.9544, loss_cls//aux0: 0.5399, loss//aux0: 0.5399 2020-10-16 03:42:28,600 - mmaction - INFO - Epoch [60][340/396] lr: 7.500e-04, eta: 4:39:45, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8185, top5_acc/: 0.9432, loss_cls/: 0.7025, loss/: 0.7025, grad_norm: 2.9650, top1_acc//aux0: 0.8527, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5443, loss//aux0: 0.5443 2020-10-16 03:42:29,045 - mmaction - INFO - Epoch [60][340/396] lr: 7.500e-04, eta: 4:39:51, time: 0.503, data_time: 0.003, memory: 8335, top1_acc/: 0.8185, top5_acc/: 0.9432, loss_cls/: 0.7025, loss/: 0.7025, grad_norm: 2.9480, top1_acc//aux0: 0.8528, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5422, loss//aux0: 0.5422 2020-10-16 03:42:48,776 - mmaction - INFO - Epoch [60][360/396] lr: 7.500e-04, eta: 4:39:23, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8297, top5_acc/: 0.9479, loss_cls/: 0.6702, loss/: 0.6702, grad_norm: 2.9036, top1_acc//aux0: 0.8551, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5383, loss//aux0: 0.5383 2020-10-16 03:42:49,203 - mmaction - INFO - Epoch [60][360/396] lr: 7.500e-04, eta: 4:39:30, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8297, top5_acc/: 0.9479, loss_cls/: 0.6702, loss/: 0.6702, grad_norm: 2.9211, top1_acc//aux0: 0.8544, top5_acc//aux0: 0.9559, loss_cls//aux0: 0.5412, loss//aux0: 0.5412 2020-10-16 03:43:08,937 - mmaction - INFO - Epoch [60][380/396] lr: 7.500e-04, eta: 4:39:01, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8154, top5_acc/: 0.9378, loss_cls/: 0.7317, loss/: 0.7317, grad_norm: 2.9284, top1_acc//aux0: 0.8582, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5334, loss//aux0: 0.5334 2020-10-16 03:43:09,365 - mmaction - INFO - Epoch [60][380/396] lr: 7.500e-04, eta: 4:39:08, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.8154, top5_acc/: 0.9378, loss_cls/: 0.7317, loss/: 0.7317, grad_norm: 2.9298, top1_acc//aux0: 0.8587, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5322, loss//aux0: 0.5322 2020-10-16 03:43:26,385 - mmaction - INFO - Saving checkpoint at 60 epochs 2020-10-16 03:44:42,579 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-16 03:44:42,686 - mmaction - INFO - top1_acc 0.7813 top5_acc 0.9361 2020-10-16 03:44:42,686 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-16 03:44:42,708 - mmaction - INFO - mean_acc 0.7818 2020-10-16 03:44:42,709 - mmaction - INFO - Now best checkpoint is epoch_60.pth 2020-10-16 03:44:42,714 - mmaction - INFO - Epoch(val) [60][396] top1_acc: 0.7813, top5_acc: 0.9361, mean_class_accuracy: 0.7818 2020-10-16 03:47:29,381 - mmaction - INFO - Epoch [61][20/396] lr: 7.500e-04, eta: 4:38:12, time: 0.523, data_time: 0.000, memory: 8335, top1_acc/: 0.8242, top5_acc/: 0.9422, loss_cls/: 0.6916, loss/: 0.6916, grad_norm: 2.9361, top1_acc//aux0: 0.8577, top5_acc//aux0: 0.9553, loss_cls//aux0: 0.5290, loss//aux0: 0.5290 2020-10-16 03:47:29,837 - mmaction - INFO - Epoch [61][20/396] lr: 7.500e-04, eta: 4:38:19, time: 0.529, data_time: 0.009, memory: 8335, top1_acc/: 0.8242, top5_acc/: 0.9422, loss_cls/: 0.6916, loss/: 0.6916, grad_norm: 2.9394, top1_acc//aux0: 0.8578, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5272, loss//aux0: 0.5272 2020-10-16 03:47:49,674 - mmaction - INFO - Epoch [61][40/396] lr: 7.500e-04, eta: 4:37:50, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8156, top5_acc/: 0.9375, loss_cls/: 0.7312, loss/: 0.7312, grad_norm: 2.9920, top1_acc//aux0: 0.8536, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5356, loss//aux0: 0.5356 2020-10-16 03:47:50,152 - mmaction - INFO - Epoch [61][40/396] lr: 7.500e-04, eta: 4:37:57, time: 0.510, data_time: 0.005, memory: 8335, top1_acc/: 0.8156, top5_acc/: 0.9375, loss_cls/: 0.7312, loss/: 0.7312, grad_norm: 2.9638, top1_acc//aux0: 0.8536, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5359, loss//aux0: 0.5359 2020-10-16 03:48:10,068 - mmaction - INFO - Epoch [61][60/396] lr: 7.500e-04, eta: 4:37:29, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.8206, top5_acc/: 0.9396, loss_cls/: 0.7122, loss/: 0.7122, grad_norm: 2.9892, top1_acc//aux0: 0.8549, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5398, loss//aux0: 0.5398 2020-10-16 03:48:10,517 - mmaction - INFO - Epoch [61][60/396] lr: 7.500e-04, eta: 4:37:36, time: 0.517, data_time: 0.002, memory: 8335, top1_acc/: 0.8206, top5_acc/: 0.9396, loss_cls/: 0.7122, loss/: 0.7122, grad_norm: 3.0010, top1_acc//aux0: 0.8546, top5_acc//aux0: 0.9557, loss_cls//aux0: 0.5425, loss//aux0: 0.5425 2020-10-16 03:48:30,374 - mmaction - INFO - Epoch [61][80/396] lr: 7.500e-04, eta: 4:37:07, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8143, top5_acc/: 0.9378, loss_cls/: 0.7279, loss/: 0.7279, grad_norm: 2.9667, top1_acc//aux0: 0.8548, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5465, loss//aux0: 0.5465 2020-10-16 03:48:30,815 - mmaction - INFO - Epoch [61][80/396] lr: 7.500e-04, eta: 4:37:14, time: 0.501, data_time: 0.002, memory: 8335, top1_acc/: 0.8143, top5_acc/: 0.9378, loss_cls/: 0.7279, loss/: 0.7279, grad_norm: 2.9566, top1_acc//aux0: 0.8547, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5466, loss//aux0: 0.5466 2020-10-16 03:48:50,737 - mmaction - INFO - Epoch [61][100/396] lr: 7.500e-04, eta: 4:36:46, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8203, top5_acc/: 0.9346, loss_cls/: 0.7139, loss/: 0.7139, grad_norm: 2.9524, top1_acc//aux0: 0.8568, top5_acc//aux0: 0.9546, loss_cls//aux0: 0.5413, loss//aux0: 0.5413 2020-10-16 03:48:51,212 - mmaction - INFO - Epoch [61][100/396] lr: 7.500e-04, eta: 4:36:52, time: 0.516, data_time: 0.002, memory: 8335, top1_acc/: 0.8203, top5_acc/: 0.9346, loss_cls/: 0.7139, loss/: 0.7139, grad_norm: 2.9289, top1_acc//aux0: 0.8575, top5_acc//aux0: 0.9546, loss_cls//aux0: 0.5399, loss//aux0: 0.5399 2020-10-16 03:49:11,136 - mmaction - INFO - Epoch [61][120/396] lr: 7.500e-04, eta: 4:36:24, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8240, top5_acc/: 0.9471, loss_cls/: 0.6903, loss/: 0.6903, grad_norm: 2.9454, top1_acc//aux0: 0.8529, top5_acc//aux0: 0.9535, loss_cls//aux0: 0.5486, loss//aux0: 0.5486 2020-10-16 03:49:11,586 - mmaction - INFO - Epoch [61][120/396] lr: 7.500e-04, eta: 4:36:31, time: 0.507, data_time: 0.001, memory: 8335, top1_acc/: 0.8240, top5_acc/: 0.9471, loss_cls/: 0.6903, loss/: 0.6903, grad_norm: 2.9407, top1_acc//aux0: 0.8523, top5_acc//aux0: 0.9530, loss_cls//aux0: 0.5504, loss//aux0: 0.5504 2020-10-16 03:49:31,551 - mmaction - INFO - Epoch [61][140/396] lr: 7.500e-04, eta: 4:36:02, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8229, top5_acc/: 0.9406, loss_cls/: 0.7222, loss/: 0.7222, grad_norm: 2.9465, top1_acc//aux0: 0.8562, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5321, loss//aux0: 0.5321 2020-10-16 03:49:32,032 - mmaction - INFO - Epoch [61][140/396] lr: 7.500e-04, eta: 4:36:09, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.8229, top5_acc/: 0.9406, loss_cls/: 0.7222, loss/: 0.7222, grad_norm: 2.9495, top1_acc//aux0: 0.8552, top5_acc//aux0: 0.9557, loss_cls//aux0: 0.5372, loss//aux0: 0.5372 2020-10-16 03:49:51,920 - mmaction - INFO - Epoch [61][160/396] lr: 7.500e-04, eta: 4:35:41, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8185, top5_acc/: 0.9349, loss_cls/: 0.7264, loss/: 0.7264, grad_norm: 2.9220, top1_acc//aux0: 0.8598, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5253, loss//aux0: 0.5253 2020-10-16 03:49:52,364 - mmaction - INFO - Epoch [61][160/396] lr: 7.500e-04, eta: 4:35:48, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.8185, top5_acc/: 0.9349, loss_cls/: 0.7264, loss/: 0.7264, grad_norm: 2.9209, top1_acc//aux0: 0.8608, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5168, loss//aux0: 0.5168 2020-10-16 03:50:12,116 - mmaction - INFO - Epoch [61][180/396] lr: 7.500e-04, eta: 4:35:19, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8193, top5_acc/: 0.9422, loss_cls/: 0.7028, loss/: 0.7028, grad_norm: 2.9725, top1_acc//aux0: 0.8599, top5_acc//aux0: 0.9599, loss_cls//aux0: 0.5154, loss//aux0: 0.5154 2020-10-16 03:50:12,561 - mmaction - INFO - Epoch [61][180/396] lr: 7.500e-04, eta: 4:35:26, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8193, top5_acc/: 0.9422, loss_cls/: 0.7028, loss/: 0.7028, grad_norm: 2.9697, top1_acc//aux0: 0.8601, top5_acc//aux0: 0.9595, loss_cls//aux0: 0.5171, loss//aux0: 0.5171 2020-10-16 03:50:32,466 - mmaction - INFO - Epoch [61][200/396] lr: 7.500e-04, eta: 4:34:58, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8237, top5_acc/: 0.9411, loss_cls/: 0.7171, loss/: 0.7171, grad_norm: 2.9795, top1_acc//aux0: 0.8535, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5451, loss//aux0: 0.5451 2020-10-16 03:50:32,886 - mmaction - INFO - Epoch [61][200/396] lr: 7.500e-04, eta: 4:35:04, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8237, top5_acc/: 0.9411, loss_cls/: 0.7171, loss/: 0.7171, grad_norm: 2.9803, top1_acc//aux0: 0.8528, top5_acc//aux0: 0.9543, loss_cls//aux0: 0.5471, loss//aux0: 0.5471 2020-10-16 03:50:52,543 - mmaction - INFO - Epoch [61][220/396] lr: 7.500e-04, eta: 4:34:36, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.8143, top5_acc/: 0.9328, loss_cls/: 0.7347, loss/: 0.7347, grad_norm: 2.9509, top1_acc//aux0: 0.8565, top5_acc//aux0: 0.9553, loss_cls//aux0: 0.5406, loss//aux0: 0.5406 2020-10-16 03:50:52,974 - mmaction - INFO - Epoch [61][220/396] lr: 7.500e-04, eta: 4:34:42, time: 0.500, data_time: 0.002, memory: 8335, top1_acc/: 0.8143, top5_acc/: 0.9328, loss_cls/: 0.7347, loss/: 0.7347, grad_norm: 2.9792, top1_acc//aux0: 0.8567, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5390, loss//aux0: 0.5390 2020-10-16 03:51:12,750 - mmaction - INFO - Epoch [61][240/396] lr: 7.500e-04, eta: 4:34:14, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8120, top5_acc/: 0.9432, loss_cls/: 0.7084, loss/: 0.7084, grad_norm: 2.9538, top1_acc//aux0: 0.8585, top5_acc//aux0: 0.9578, loss_cls//aux0: 0.5272, loss//aux0: 0.5272 2020-10-16 03:51:13,211 - mmaction - INFO - Epoch [61][240/396] lr: 7.500e-04, eta: 4:34:21, time: 0.506, data_time: 0.004, memory: 8335, top1_acc/: 0.8120, top5_acc/: 0.9432, loss_cls/: 0.7084, loss/: 0.7084, grad_norm: 2.9778, top1_acc//aux0: 0.8588, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5280, loss//aux0: 0.5280 2020-10-16 03:51:33,003 - mmaction - INFO - Epoch [61][260/396] lr: 7.500e-04, eta: 4:33:53, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8180, top5_acc/: 0.9370, loss_cls/: 0.7053, loss/: 0.7053, grad_norm: 2.9412, top1_acc//aux0: 0.8565, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5333, loss//aux0: 0.5333 2020-10-16 03:51:33,446 - mmaction - INFO - Epoch [61][260/396] lr: 7.500e-04, eta: 4:33:59, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8180, top5_acc/: 0.9370, loss_cls/: 0.7053, loss/: 0.7053, grad_norm: 2.9526, top1_acc//aux0: 0.8563, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5338, loss//aux0: 0.5338 2020-10-16 03:51:53,245 - mmaction - INFO - Epoch [61][280/396] lr: 7.500e-04, eta: 4:33:31, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8271, top5_acc/: 0.9448, loss_cls/: 0.6859, loss/: 0.6859, grad_norm: 2.9139, top1_acc//aux0: 0.8542, top5_acc//aux0: 0.9554, loss_cls//aux0: 0.5420, loss//aux0: 0.5420 2020-10-16 03:51:53,716 - mmaction - INFO - Epoch [61][280/396] lr: 7.500e-04, eta: 4:33:38, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8271, top5_acc/: 0.9448, loss_cls/: 0.6859, loss/: 0.6859, grad_norm: 2.9043, top1_acc//aux0: 0.8545, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5406, loss//aux0: 0.5406 2020-10-16 03:52:13,775 - mmaction - INFO - Epoch [61][300/396] lr: 7.500e-04, eta: 4:33:09, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8081, top5_acc/: 0.9424, loss_cls/: 0.7363, loss/: 0.7363, grad_norm: 3.0218, top1_acc//aux0: 0.8581, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5369, loss//aux0: 0.5369 2020-10-16 03:52:14,219 - mmaction - INFO - Epoch [61][300/396] lr: 7.500e-04, eta: 4:33:16, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8081, top5_acc/: 0.9424, loss_cls/: 0.7363, loss/: 0.7363, grad_norm: 3.0211, top1_acc//aux0: 0.8579, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5385, loss//aux0: 0.5385 2020-10-16 03:52:34,034 - mmaction - INFO - Epoch [61][320/396] lr: 7.500e-04, eta: 4:32:48, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8102, top5_acc/: 0.9328, loss_cls/: 0.7463, loss/: 0.7463, grad_norm: 3.0226, top1_acc//aux0: 0.8584, top5_acc//aux0: 0.9592, loss_cls//aux0: 0.5326, loss//aux0: 0.5326 2020-10-16 03:52:34,472 - mmaction - INFO - Epoch [61][320/396] lr: 7.500e-04, eta: 4:32:54, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8102, top5_acc/: 0.9328, loss_cls/: 0.7463, loss/: 0.7463, grad_norm: 3.0229, top1_acc//aux0: 0.8583, top5_acc//aux0: 0.9592, loss_cls//aux0: 0.5320, loss//aux0: 0.5320 2020-10-16 03:52:54,128 - mmaction - INFO - Epoch [61][340/396] lr: 7.500e-04, eta: 4:32:26, time: 0.499, data_time: 0.000, memory: 8335, top1_acc/: 0.8148, top5_acc/: 0.9393, loss_cls/: 0.7268, loss/: 0.7268, grad_norm: 2.9929, top1_acc//aux0: 0.8536, top5_acc//aux0: 0.9551, loss_cls//aux0: 0.5387, loss//aux0: 0.5387 2020-10-16 03:52:54,576 - mmaction - INFO - Epoch [61][340/396] lr: 7.500e-04, eta: 4:32:33, time: 0.501, data_time: 0.002, memory: 8335, top1_acc/: 0.8148, top5_acc/: 0.9393, loss_cls/: 0.7268, loss/: 0.7268, grad_norm: 3.0085, top1_acc//aux0: 0.8538, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5400, loss//aux0: 0.5400 2020-10-16 03:53:14,279 - mmaction - INFO - Epoch [61][360/396] lr: 7.500e-04, eta: 4:32:04, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8086, top5_acc/: 0.9333, loss_cls/: 0.7397, loss/: 0.7397, grad_norm: 3.0605, top1_acc//aux0: 0.8551, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5403, loss//aux0: 0.5403 2020-10-16 03:53:14,720 - mmaction - INFO - Epoch [61][360/396] lr: 7.500e-04, eta: 4:32:11, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.8086, top5_acc/: 0.9333, loss_cls/: 0.7397, loss/: 0.7397, grad_norm: 3.0494, top1_acc//aux0: 0.8543, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5407, loss//aux0: 0.5407 2020-10-16 03:53:34,361 - mmaction - INFO - Epoch [61][380/396] lr: 7.500e-04, eta: 4:31:43, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8297, top5_acc/: 0.9391, loss_cls/: 0.6810, loss/: 0.6810, grad_norm: 2.9503, top1_acc//aux0: 0.8559, top5_acc//aux0: 0.9545, loss_cls//aux0: 0.5408, loss//aux0: 0.5408 2020-10-16 03:53:34,806 - mmaction - INFO - Epoch [61][380/396] lr: 7.500e-04, eta: 4:31:49, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.8297, top5_acc/: 0.9391, loss_cls/: 0.6810, loss/: 0.6810, grad_norm: 2.9585, top1_acc//aux0: 0.8565, top5_acc//aux0: 0.9548, loss_cls//aux0: 0.5405, loss//aux0: 0.5405 2020-10-16 03:53:53,079 - mmaction - INFO - Saving checkpoint at 61 epochs 2020-10-16 03:56:27,768 - mmaction - INFO - Epoch [62][20/396] lr: 7.500e-04, eta: 4:30:53, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.8221, top5_acc/: 0.9445, loss_cls/: 0.6859, loss/: 0.6859, grad_norm: 2.9748, top1_acc//aux0: 0.8557, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5339, loss//aux0: 0.5339 2020-10-16 03:56:28,213 - mmaction - INFO - Epoch [62][20/396] lr: 7.500e-04, eta: 4:31:00, time: 0.501, data_time: 0.002, memory: 8335, top1_acc/: 0.8221, top5_acc/: 0.9445, loss_cls/: 0.6859, loss/: 0.6859, grad_norm: 2.9819, top1_acc//aux0: 0.8564, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5306, loss//aux0: 0.5306 2020-10-16 03:56:47,948 - mmaction - INFO - Epoch [62][40/396] lr: 7.500e-04, eta: 4:30:32, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8206, top5_acc/: 0.9443, loss_cls/: 0.6976, loss/: 0.6976, grad_norm: 2.9339, top1_acc//aux0: 0.8569, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5296, loss//aux0: 0.5296 2020-10-16 03:56:48,489 - mmaction - INFO - Epoch [62][40/396] lr: 7.500e-04, eta: 4:30:38, time: 0.515, data_time: 0.005, memory: 8335, top1_acc/: 0.8206, top5_acc/: 0.9443, loss_cls/: 0.6976, loss/: 0.6976, grad_norm: 2.9180, top1_acc//aux0: 0.8562, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5328, loss//aux0: 0.5328 2020-10-16 03:57:08,148 - mmaction - INFO - Epoch [62][60/396] lr: 7.500e-04, eta: 4:30:10, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8268, top5_acc/: 0.9430, loss_cls/: 0.7031, loss/: 0.7031, grad_norm: 2.9697, top1_acc//aux0: 0.8574, top5_acc//aux0: 0.9555, loss_cls//aux0: 0.5386, loss//aux0: 0.5386 2020-10-16 03:57:08,585 - mmaction - INFO - Epoch [62][60/396] lr: 7.500e-04, eta: 4:30:17, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8268, top5_acc/: 0.9430, loss_cls/: 0.7031, loss/: 0.7031, grad_norm: 2.9614, top1_acc//aux0: 0.8574, top5_acc//aux0: 0.9557, loss_cls//aux0: 0.5378, loss//aux0: 0.5378 2020-10-16 03:57:28,155 - mmaction - INFO - Epoch [62][80/396] lr: 7.500e-04, eta: 4:29:48, time: 0.499, data_time: 0.000, memory: 8335, top1_acc/: 0.8292, top5_acc/: 0.9448, loss_cls/: 0.6814, loss/: 0.6814, grad_norm: 2.9857, top1_acc//aux0: 0.8571, top5_acc//aux0: 0.9553, loss_cls//aux0: 0.5340, loss//aux0: 0.5340 2020-10-16 03:57:28,611 - mmaction - INFO - Epoch [62][80/396] lr: 7.500e-04, eta: 4:29:55, time: 0.501, data_time: 0.002, memory: 8335, top1_acc/: 0.8292, top5_acc/: 0.9448, loss_cls/: 0.6814, loss/: 0.6814, grad_norm: 2.9753, top1_acc//aux0: 0.8571, top5_acc//aux0: 0.9555, loss_cls//aux0: 0.5328, loss//aux0: 0.5328 2020-10-16 03:57:48,250 - mmaction - INFO - Epoch [62][100/396] lr: 7.500e-04, eta: 4:29:27, time: 0.499, data_time: 0.000, memory: 8335, top1_acc/: 0.8253, top5_acc/: 0.9424, loss_cls/: 0.6961, loss/: 0.6961, grad_norm: 2.9825, top1_acc//aux0: 0.8580, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5275, loss//aux0: 0.5275 2020-10-16 03:57:48,712 - mmaction - INFO - Epoch [62][100/396] lr: 7.500e-04, eta: 4:29:33, time: 0.502, data_time: 0.003, memory: 8335, top1_acc/: 0.8253, top5_acc/: 0.9424, loss_cls/: 0.6961, loss/: 0.6961, grad_norm: 2.9787, top1_acc//aux0: 0.8580, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5289, loss//aux0: 0.5289 2020-10-16 03:58:08,740 - mmaction - INFO - Epoch [62][120/396] lr: 7.500e-04, eta: 4:29:05, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8180, top5_acc/: 0.9393, loss_cls/: 0.6976, loss/: 0.6976, grad_norm: 3.0027, top1_acc//aux0: 0.8593, top5_acc//aux0: 0.9590, loss_cls//aux0: 0.5193, loss//aux0: 0.5193 2020-10-16 03:58:09,205 - mmaction - INFO - Epoch [62][120/396] lr: 7.500e-04, eta: 4:29:12, time: 0.514, data_time: 0.003, memory: 8335, top1_acc/: 0.8180, top5_acc/: 0.9393, loss_cls/: 0.6976, loss/: 0.6976, grad_norm: 2.9943, top1_acc//aux0: 0.8597, top5_acc//aux0: 0.9584, loss_cls//aux0: 0.5196, loss//aux0: 0.5196 2020-10-16 03:58:29,002 - mmaction - INFO - Epoch [62][140/396] lr: 7.500e-04, eta: 4:28:44, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8180, top5_acc/: 0.9409, loss_cls/: 0.7183, loss/: 0.7183, grad_norm: 3.0312, top1_acc//aux0: 0.8536, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5385, loss//aux0: 0.5385 2020-10-16 03:58:29,461 - mmaction - INFO - Epoch [62][140/396] lr: 7.500e-04, eta: 4:28:50, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8180, top5_acc/: 0.9409, loss_cls/: 0.7183, loss/: 0.7183, grad_norm: 3.0438, top1_acc//aux0: 0.8524, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5405, loss//aux0: 0.5405 2020-10-16 03:58:49,298 - mmaction - INFO - Epoch [62][160/396] lr: 7.500e-04, eta: 4:28:22, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8143, top5_acc/: 0.9359, loss_cls/: 0.7228, loss/: 0.7228, grad_norm: 2.9612, top1_acc//aux0: 0.8542, top5_acc//aux0: 0.9543, loss_cls//aux0: 0.5369, loss//aux0: 0.5369 2020-10-16 03:58:49,750 - mmaction - INFO - Epoch [62][160/396] lr: 7.500e-04, eta: 4:28:28, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.8143, top5_acc/: 0.9359, loss_cls/: 0.7228, loss/: 0.7228, grad_norm: 2.9630, top1_acc//aux0: 0.8549, top5_acc//aux0: 0.9544, loss_cls//aux0: 0.5335, loss//aux0: 0.5335 2020-10-16 03:59:09,470 - mmaction - INFO - Epoch [62][180/396] lr: 7.500e-04, eta: 4:28:00, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8167, top5_acc/: 0.9440, loss_cls/: 0.7050, loss/: 0.7050, grad_norm: 2.9706, top1_acc//aux0: 0.8590, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5213, loss//aux0: 0.5213 2020-10-16 03:59:09,939 - mmaction - INFO - Epoch [62][180/396] lr: 7.500e-04, eta: 4:28:07, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8167, top5_acc/: 0.9440, loss_cls/: 0.7050, loss/: 0.7050, grad_norm: 2.9889, top1_acc//aux0: 0.8586, top5_acc//aux0: 0.9588, loss_cls//aux0: 0.5259, loss//aux0: 0.5259 2020-10-16 03:59:29,765 - mmaction - INFO - Epoch [62][200/396] lr: 7.500e-04, eta: 4:27:39, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8115, top5_acc/: 0.9424, loss_cls/: 0.7122, loss/: 0.7122, grad_norm: 3.0229, top1_acc//aux0: 0.8539, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5381, loss//aux0: 0.5381 2020-10-16 03:59:30,216 - mmaction - INFO - Epoch [62][200/396] lr: 7.500e-04, eta: 4:27:45, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.8115, top5_acc/: 0.9424, loss_cls/: 0.7122, loss/: 0.7122, grad_norm: 3.0294, top1_acc//aux0: 0.8534, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5390, loss//aux0: 0.5390 2020-10-16 03:59:49,934 - mmaction - INFO - Epoch [62][220/396] lr: 7.500e-04, eta: 4:27:17, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8216, top5_acc/: 0.9401, loss_cls/: 0.7011, loss/: 0.7011, grad_norm: 2.9478, top1_acc//aux0: 0.8557, top5_acc//aux0: 0.9545, loss_cls//aux0: 0.5421, loss//aux0: 0.5421 2020-10-16 03:59:50,404 - mmaction - INFO - Epoch [62][220/396] lr: 7.500e-04, eta: 4:27:24, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.8216, top5_acc/: 0.9401, loss_cls/: 0.7011, loss/: 0.7011, grad_norm: 2.9604, top1_acc//aux0: 0.8563, top5_acc//aux0: 0.9549, loss_cls//aux0: 0.5393, loss//aux0: 0.5393 2020-10-16 04:00:10,176 - mmaction - INFO - Epoch [62][240/396] lr: 7.500e-04, eta: 4:26:56, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8234, top5_acc/: 0.9391, loss_cls/: 0.7097, loss/: 0.7097, grad_norm: 2.9777, top1_acc//aux0: 0.8559, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5340, loss//aux0: 0.5340 2020-10-16 04:00:10,606 - mmaction - INFO - Epoch [62][240/396] lr: 7.500e-04, eta: 4:27:02, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.8234, top5_acc/: 0.9391, loss_cls/: 0.7097, loss/: 0.7097, grad_norm: 2.9972, top1_acc//aux0: 0.8562, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5328, loss//aux0: 0.5328 2020-10-16 04:00:30,431 - mmaction - INFO - Epoch [62][260/396] lr: 7.500e-04, eta: 4:26:34, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8164, top5_acc/: 0.9414, loss_cls/: 0.7117, loss/: 0.7117, grad_norm: 3.0094, top1_acc//aux0: 0.8544, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5375, loss//aux0: 0.5375 2020-10-16 04:00:30,871 - mmaction - INFO - Epoch [62][260/396] lr: 7.500e-04, eta: 4:26:40, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.8164, top5_acc/: 0.9414, loss_cls/: 0.7117, loss/: 0.7117, grad_norm: 2.9919, top1_acc//aux0: 0.8552, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5343, loss//aux0: 0.5343 2020-10-16 04:00:50,630 - mmaction - INFO - Epoch [62][280/396] lr: 7.500e-04, eta: 4:26:13, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8206, top5_acc/: 0.9388, loss_cls/: 0.7088, loss/: 0.7088, grad_norm: 2.9759, top1_acc//aux0: 0.8583, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5323, loss//aux0: 0.5323 2020-10-16 04:00:51,104 - mmaction - INFO - Epoch [62][280/396] lr: 7.500e-04, eta: 4:26:19, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8206, top5_acc/: 0.9388, loss_cls/: 0.7088, loss/: 0.7088, grad_norm: 2.9727, top1_acc//aux0: 0.8574, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5350, loss//aux0: 0.5350 2020-10-16 04:01:10,959 - mmaction - INFO - Epoch [62][300/396] lr: 7.500e-04, eta: 4:25:51, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8094, top5_acc/: 0.9302, loss_cls/: 0.7482, loss/: 0.7482, grad_norm: 3.0110, top1_acc//aux0: 0.8542, top5_acc//aux0: 0.9555, loss_cls//aux0: 0.5360, loss//aux0: 0.5360 2020-10-16 04:01:11,412 - mmaction - INFO - Epoch [62][300/396] lr: 7.500e-04, eta: 4:25:57, time: 0.507, data_time: 0.001, memory: 8335, top1_acc/: 0.8094, top5_acc/: 0.9302, loss_cls/: 0.7482, loss/: 0.7482, grad_norm: 3.0056, top1_acc//aux0: 0.8542, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5364, loss//aux0: 0.5364 2020-10-16 04:01:31,282 - mmaction - INFO - Epoch [62][320/396] lr: 7.500e-04, eta: 4:25:29, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8133, top5_acc/: 0.9398, loss_cls/: 0.7064, loss/: 0.7064, grad_norm: 2.9904, top1_acc//aux0: 0.8519, top5_acc//aux0: 0.9541, loss_cls//aux0: 0.5534, loss//aux0: 0.5534 2020-10-16 04:01:31,745 - mmaction - INFO - Epoch [62][320/396] lr: 7.500e-04, eta: 4:25:36, time: 0.507, data_time: 0.004, memory: 8335, top1_acc/: 0.8133, top5_acc/: 0.9398, loss_cls/: 0.7064, loss/: 0.7064, grad_norm: 2.9842, top1_acc//aux0: 0.8521, top5_acc//aux0: 0.9541, loss_cls//aux0: 0.5530, loss//aux0: 0.5530 2020-10-16 04:01:51,487 - mmaction - INFO - Epoch [62][340/396] lr: 7.500e-04, eta: 4:25:08, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8125, top5_acc/: 0.9427, loss_cls/: 0.7099, loss/: 0.7099, grad_norm: 3.0103, top1_acc//aux0: 0.8589, top5_acc//aux0: 0.9593, loss_cls//aux0: 0.5270, loss//aux0: 0.5270 2020-10-16 04:01:51,957 - mmaction - INFO - Epoch [62][340/396] lr: 7.500e-04, eta: 4:25:14, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8125, top5_acc/: 0.9427, loss_cls/: 0.7099, loss/: 0.7099, grad_norm: 3.0005, top1_acc//aux0: 0.8591, top5_acc//aux0: 0.9594, loss_cls//aux0: 0.5246, loss//aux0: 0.5246 2020-10-16 04:02:11,940 - mmaction - INFO - Epoch [62][360/396] lr: 7.500e-04, eta: 4:24:46, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8128, top5_acc/: 0.9339, loss_cls/: 0.7462, loss/: 0.7462, grad_norm: 2.9580, top1_acc//aux0: 0.8547, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5375, loss//aux0: 0.5375 2020-10-16 04:02:12,419 - mmaction - INFO - Epoch [62][360/396] lr: 7.500e-04, eta: 4:24:52, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8128, top5_acc/: 0.9339, loss_cls/: 0.7462, loss/: 0.7462, grad_norm: 2.9360, top1_acc//aux0: 0.8552, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5380, loss//aux0: 0.5380 2020-10-16 04:02:32,148 - mmaction - INFO - Epoch [62][380/396] lr: 7.500e-04, eta: 4:24:25, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8214, top5_acc/: 0.9393, loss_cls/: 0.7090, loss/: 0.7090, grad_norm: 3.0358, top1_acc//aux0: 0.8583, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5363, loss//aux0: 0.5363 2020-10-16 04:02:32,584 - mmaction - INFO - Epoch [62][380/396] lr: 7.500e-04, eta: 4:24:31, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8214, top5_acc/: 0.9393, loss_cls/: 0.7090, loss/: 0.7090, grad_norm: 3.0401, top1_acc//aux0: 0.8578, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5379, loss//aux0: 0.5379 2020-10-16 04:02:51,016 - mmaction - INFO - Saving checkpoint at 62 epochs 2020-10-16 04:05:45,739 - mmaction - INFO - Epoch [63][20/396] lr: 7.500e-04, eta: 4:23:36, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8339, top5_acc/: 0.9437, loss_cls/: 0.6810, loss/: 0.6810, grad_norm: 2.9445, top1_acc//aux0: 0.8570, top5_acc//aux0: 0.9578, loss_cls//aux0: 0.5286, loss//aux0: 0.5286 2020-10-16 04:05:46,180 - mmaction - INFO - Epoch [63][20/396] lr: 7.500e-04, eta: 4:23:42, time: 0.500, data_time: 0.002, memory: 8335, top1_acc/: 0.8339, top5_acc/: 0.9437, loss_cls/: 0.6810, loss/: 0.6810, grad_norm: 2.9393, top1_acc//aux0: 0.8573, top5_acc//aux0: 0.9577, loss_cls//aux0: 0.5283, loss//aux0: 0.5283 2020-10-16 04:06:05,934 - mmaction - INFO - Epoch [63][40/396] lr: 7.500e-04, eta: 4:23:14, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8172, top5_acc/: 0.9440, loss_cls/: 0.7264, loss/: 0.7264, grad_norm: 3.0113, top1_acc//aux0: 0.8544, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5374, loss//aux0: 0.5374 2020-10-16 04:06:06,389 - mmaction - INFO - Epoch [63][40/396] lr: 7.500e-04, eta: 4:23:20, time: 0.503, data_time: 0.005, memory: 8335, top1_acc/: 0.8172, top5_acc/: 0.9440, loss_cls/: 0.7264, loss/: 0.7264, grad_norm: 3.0241, top1_acc//aux0: 0.8534, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5380, loss//aux0: 0.5380 2020-10-16 04:06:26,595 - mmaction - INFO - Epoch [63][60/396] lr: 7.500e-04, eta: 4:22:53, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8247, top5_acc/: 0.9456, loss_cls/: 0.6801, loss/: 0.6801, grad_norm: 2.9092, top1_acc//aux0: 0.8597, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5272, loss//aux0: 0.5272 2020-10-16 04:06:27,098 - mmaction - INFO - Epoch [63][60/396] lr: 7.500e-04, eta: 4:22:59, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8247, top5_acc/: 0.9456, loss_cls/: 0.6801, loss/: 0.6801, grad_norm: 2.9276, top1_acc//aux0: 0.8593, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5309, loss//aux0: 0.5309 2020-10-16 04:06:47,155 - mmaction - INFO - Epoch [63][80/396] lr: 7.500e-04, eta: 4:22:31, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8198, top5_acc/: 0.9406, loss_cls/: 0.7156, loss/: 0.7156, grad_norm: 3.0161, top1_acc//aux0: 0.8509, top5_acc//aux0: 0.9534, loss_cls//aux0: 0.5520, loss//aux0: 0.5520 2020-10-16 04:06:47,675 - mmaction - INFO - Epoch [63][80/396] lr: 7.500e-04, eta: 4:22:37, time: 0.516, data_time: 0.005, memory: 8335, top1_acc/: 0.8198, top5_acc/: 0.9406, loss_cls/: 0.7156, loss/: 0.7156, grad_norm: 3.0088, top1_acc//aux0: 0.8518, top5_acc//aux0: 0.9538, loss_cls//aux0: 0.5494, loss//aux0: 0.5494 2020-10-16 04:07:07,477 - mmaction - INFO - Epoch [63][100/396] lr: 7.500e-04, eta: 4:22:10, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8214, top5_acc/: 0.9448, loss_cls/: 0.7032, loss/: 0.7032, grad_norm: 2.9511, top1_acc//aux0: 0.8580, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5373, loss//aux0: 0.5373 2020-10-16 04:07:07,963 - mmaction - INFO - Epoch [63][100/396] lr: 7.500e-04, eta: 4:22:16, time: 0.509, data_time: 0.004, memory: 8335, top1_acc/: 0.8214, top5_acc/: 0.9448, loss_cls/: 0.7032, loss/: 0.7032, grad_norm: 2.9445, top1_acc//aux0: 0.8583, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5348, loss//aux0: 0.5348 2020-10-16 04:07:27,659 - mmaction - INFO - Epoch [63][120/396] lr: 7.500e-04, eta: 4:21:48, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8177, top5_acc/: 0.9409, loss_cls/: 0.7201, loss/: 0.7201, grad_norm: 3.0018, top1_acc//aux0: 0.8576, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5373, loss//aux0: 0.5373 2020-10-16 04:07:28,165 - mmaction - INFO - Epoch [63][120/396] lr: 7.500e-04, eta: 4:21:54, time: 0.506, data_time: 0.004, memory: 8335, top1_acc/: 0.8177, top5_acc/: 0.9409, loss_cls/: 0.7201, loss/: 0.7201, grad_norm: 3.0171, top1_acc//aux0: 0.8573, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5401, loss//aux0: 0.5401 2020-10-16 04:07:47,966 - mmaction - INFO - Epoch [63][140/396] lr: 7.500e-04, eta: 4:21:27, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8250, top5_acc/: 0.9456, loss_cls/: 0.6874, loss/: 0.6874, grad_norm: 3.0375, top1_acc//aux0: 0.8531, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5481, loss//aux0: 0.5481 2020-10-16 04:07:48,413 - mmaction - INFO - Epoch [63][140/396] lr: 7.500e-04, eta: 4:21:33, time: 0.504, data_time: 0.004, memory: 8335, top1_acc/: 0.8250, top5_acc/: 0.9456, loss_cls/: 0.6874, loss/: 0.6874, grad_norm: 3.0238, top1_acc//aux0: 0.8534, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5451, loss//aux0: 0.5451 2020-10-16 04:08:08,352 - mmaction - INFO - Epoch [63][160/396] lr: 7.500e-04, eta: 4:21:05, time: 0.514, data_time: 0.001, memory: 8335, top1_acc/: 0.8198, top5_acc/: 0.9438, loss_cls/: 0.7040, loss/: 0.7040, grad_norm: 2.8832, top1_acc//aux0: 0.8583, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5228, loss//aux0: 0.5228 2020-10-16 04:08:08,779 - mmaction - INFO - Epoch [63][160/396] lr: 7.500e-04, eta: 4:21:11, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8198, top5_acc/: 0.9438, loss_cls/: 0.7040, loss/: 0.7040, grad_norm: 2.9026, top1_acc//aux0: 0.8575, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5290, loss//aux0: 0.5290 2020-10-16 04:08:28,683 - mmaction - INFO - Epoch [63][180/396] lr: 7.500e-04, eta: 4:20:44, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8237, top5_acc/: 0.9388, loss_cls/: 0.7132, loss/: 0.7132, grad_norm: 2.9774, top1_acc//aux0: 0.8573, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5326, loss//aux0: 0.5326 2020-10-16 04:08:29,146 - mmaction - INFO - Epoch [63][180/396] lr: 7.500e-04, eta: 4:20:50, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8237, top5_acc/: 0.9388, loss_cls/: 0.7132, loss/: 0.7132, grad_norm: 2.9435, top1_acc//aux0: 0.8600, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5213, loss//aux0: 0.5213 2020-10-16 04:08:49,222 - mmaction - INFO - Epoch [63][200/396] lr: 7.500e-04, eta: 4:20:22, time: 0.521, data_time: 0.000, memory: 8335, top1_acc/: 0.8198, top5_acc/: 0.9440, loss_cls/: 0.6884, loss/: 0.6884, grad_norm: 3.0487, top1_acc//aux0: 0.8539, top5_acc//aux0: 0.9536, loss_cls//aux0: 0.5482, loss//aux0: 0.5482 2020-10-16 04:08:49,711 - mmaction - INFO - Epoch [63][200/396] lr: 7.500e-04, eta: 4:20:29, time: 0.522, data_time: 0.002, memory: 8335, top1_acc/: 0.8198, top5_acc/: 0.9440, loss_cls/: 0.6884, loss/: 0.6884, grad_norm: 3.0620, top1_acc//aux0: 0.8516, top5_acc//aux0: 0.9532, loss_cls//aux0: 0.5547, loss//aux0: 0.5547 2020-10-16 04:09:09,720 - mmaction - INFO - Epoch [63][220/396] lr: 7.500e-04, eta: 4:20:01, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8193, top5_acc/: 0.9383, loss_cls/: 0.7123, loss/: 0.7123, grad_norm: 2.9508, top1_acc//aux0: 0.8577, top5_acc//aux0: 0.9553, loss_cls//aux0: 0.5358, loss//aux0: 0.5358 2020-10-16 04:09:10,197 - mmaction - INFO - Epoch [63][220/396] lr: 7.500e-04, eta: 4:20:07, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8193, top5_acc/: 0.9383, loss_cls/: 0.7123, loss/: 0.7123, grad_norm: 2.9505, top1_acc//aux0: 0.8592, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5337, loss//aux0: 0.5337 2020-10-16 04:09:30,288 - mmaction - INFO - Epoch [63][240/396] lr: 7.500e-04, eta: 4:19:40, time: 0.517, data_time: 0.000, memory: 8335, top1_acc/: 0.8185, top5_acc/: 0.9398, loss_cls/: 0.7120, loss/: 0.7120, grad_norm: 3.0014, top1_acc//aux0: 0.8585, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5386, loss//aux0: 0.5386 2020-10-16 04:09:30,750 - mmaction - INFO - Epoch [63][240/396] lr: 7.500e-04, eta: 4:19:46, time: 0.515, data_time: 0.002, memory: 8335, top1_acc/: 0.8185, top5_acc/: 0.9398, loss_cls/: 0.7120, loss/: 0.7120, grad_norm: 2.9829, top1_acc//aux0: 0.8578, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5387, loss//aux0: 0.5387 2020-10-16 04:09:50,673 - mmaction - INFO - Epoch [63][260/396] lr: 7.500e-04, eta: 4:19:18, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8112, top5_acc/: 0.9328, loss_cls/: 0.7336, loss/: 0.7336, grad_norm: 3.0021, top1_acc//aux0: 0.8583, top5_acc//aux0: 0.9577, loss_cls//aux0: 0.5221, loss//aux0: 0.5221 2020-10-16 04:09:51,112 - mmaction - INFO - Epoch [63][260/396] lr: 7.500e-04, eta: 4:19:24, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8112, top5_acc/: 0.9328, loss_cls/: 0.7336, loss/: 0.7336, grad_norm: 3.0102, top1_acc//aux0: 0.8577, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5241, loss//aux0: 0.5241 2020-10-16 04:10:10,896 - mmaction - INFO - Epoch [63][280/396] lr: 7.500e-04, eta: 4:18:57, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8224, top5_acc/: 0.9346, loss_cls/: 0.7285, loss/: 0.7285, grad_norm: 2.9764, top1_acc//aux0: 0.8596, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5269, loss//aux0: 0.5269 2020-10-16 04:10:11,346 - mmaction - INFO - Epoch [63][280/396] lr: 7.500e-04, eta: 4:19:03, time: 0.506, data_time: 0.003, memory: 8335, top1_acc/: 0.8224, top5_acc/: 0.9346, loss_cls/: 0.7285, loss/: 0.7285, grad_norm: 2.9894, top1_acc//aux0: 0.8594, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5282, loss//aux0: 0.5282 2020-10-16 04:10:31,107 - mmaction - INFO - Epoch [63][300/396] lr: 7.500e-04, eta: 4:18:35, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8240, top5_acc/: 0.9419, loss_cls/: 0.7043, loss/: 0.7043, grad_norm: 2.9508, top1_acc//aux0: 0.8632, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5208, loss//aux0: 0.5208 2020-10-16 04:10:31,590 - mmaction - INFO - Epoch [63][300/396] lr: 7.500e-04, eta: 4:18:41, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8240, top5_acc/: 0.9419, loss_cls/: 0.7043, loss/: 0.7043, grad_norm: 2.9397, top1_acc//aux0: 0.8646, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5177, loss//aux0: 0.5177 2020-10-16 04:10:51,443 - mmaction - INFO - Epoch [63][320/396] lr: 7.500e-04, eta: 4:18:14, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8227, top5_acc/: 0.9383, loss_cls/: 0.7094, loss/: 0.7094, grad_norm: 2.9703, top1_acc//aux0: 0.8591, top5_acc//aux0: 0.9543, loss_cls//aux0: 0.5331, loss//aux0: 0.5331 2020-10-16 04:10:51,887 - mmaction - INFO - Epoch [63][320/396] lr: 7.500e-04, eta: 4:18:20, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.8227, top5_acc/: 0.9383, loss_cls/: 0.7094, loss/: 0.7094, grad_norm: 2.9752, top1_acc//aux0: 0.8588, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5344, loss//aux0: 0.5344 2020-10-16 04:11:11,824 - mmaction - INFO - Epoch [63][340/396] lr: 7.500e-04, eta: 4:17:52, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.8146, top5_acc/: 0.9406, loss_cls/: 0.7056, loss/: 0.7056, grad_norm: 2.9573, top1_acc//aux0: 0.8553, top5_acc//aux0: 0.9535, loss_cls//aux0: 0.5537, loss//aux0: 0.5537 2020-10-16 04:11:12,247 - mmaction - INFO - Epoch [63][340/396] lr: 7.500e-04, eta: 4:17:59, time: 0.515, data_time: 0.002, memory: 8335, top1_acc/: 0.8146, top5_acc/: 0.9406, loss_cls/: 0.7056, loss/: 0.7056, grad_norm: 2.9561, top1_acc//aux0: 0.8545, top5_acc//aux0: 0.9532, loss_cls//aux0: 0.5536, loss//aux0: 0.5536 2020-10-16 04:11:32,152 - mmaction - INFO - Epoch [63][360/396] lr: 7.500e-04, eta: 4:17:31, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8151, top5_acc/: 0.9367, loss_cls/: 0.7364, loss/: 0.7364, grad_norm: 2.9855, top1_acc//aux0: 0.8558, top5_acc//aux0: 0.9551, loss_cls//aux0: 0.5447, loss//aux0: 0.5447 2020-10-16 04:11:32,598 - mmaction - INFO - Epoch [63][360/396] lr: 7.500e-04, eta: 4:17:37, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8151, top5_acc/: 0.9367, loss_cls/: 0.7364, loss/: 0.7364, grad_norm: 2.9751, top1_acc//aux0: 0.8571, top5_acc//aux0: 0.9554, loss_cls//aux0: 0.5425, loss//aux0: 0.5425 2020-10-16 04:11:52,471 - mmaction - INFO - Epoch [63][380/396] lr: 7.500e-04, eta: 4:17:10, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.8245, top5_acc/: 0.9388, loss_cls/: 0.7052, loss/: 0.7052, grad_norm: 2.9278, top1_acc//aux0: 0.8584, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5299, loss//aux0: 0.5299 2020-10-16 04:11:52,931 - mmaction - INFO - Epoch [63][380/396] lr: 7.500e-04, eta: 4:17:16, time: 0.516, data_time: 0.001, memory: 8335, top1_acc/: 0.8245, top5_acc/: 0.9388, loss_cls/: 0.7052, loss/: 0.7052, grad_norm: 2.9134, top1_acc//aux0: 0.8578, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5333, loss//aux0: 0.5333 2020-10-16 04:12:11,261 - mmaction - INFO - Saving checkpoint at 63 epochs 2020-10-16 04:14:44,133 - mmaction - INFO - Epoch [64][20/396] lr: 7.500e-04, eta: 4:16:22, time: 0.498, data_time: 0.000, memory: 8335, top1_acc/: 0.8174, top5_acc/: 0.9453, loss_cls/: 0.6969, loss/: 0.6969, grad_norm: 2.9650, top1_acc//aux0: 0.8573, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5369, loss//aux0: 0.5369 2020-10-16 04:14:44,597 - mmaction - INFO - Epoch [64][20/396] lr: 7.500e-04, eta: 4:16:27, time: 0.500, data_time: 0.003, memory: 8335, top1_acc/: 0.8174, top5_acc/: 0.9453, loss_cls/: 0.6969, loss/: 0.6969, grad_norm: 2.9792, top1_acc//aux0: 0.8578, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5351, loss//aux0: 0.5351 2020-10-16 04:15:04,436 - mmaction - INFO - Epoch [64][40/396] lr: 7.500e-04, eta: 4:16:00, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8203, top5_acc/: 0.9398, loss_cls/: 0.7095, loss/: 0.7095, grad_norm: 3.0014, top1_acc//aux0: 0.8555, top5_acc//aux0: 0.9555, loss_cls//aux0: 0.5496, loss//aux0: 0.5496 2020-10-16 04:15:04,890 - mmaction - INFO - Epoch [64][40/396] lr: 7.500e-04, eta: 4:16:06, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.8203, top5_acc/: 0.9398, loss_cls/: 0.7095, loss/: 0.7095, grad_norm: 2.9995, top1_acc//aux0: 0.8549, top5_acc//aux0: 0.9549, loss_cls//aux0: 0.5538, loss//aux0: 0.5538 2020-10-16 04:15:24,749 - mmaction - INFO - Epoch [64][60/396] lr: 7.500e-04, eta: 4:15:39, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.8221, top5_acc/: 0.9411, loss_cls/: 0.7015, loss/: 0.7015, grad_norm: 3.0252, top1_acc//aux0: 0.8549, top5_acc//aux0: 0.9551, loss_cls//aux0: 0.5442, loss//aux0: 0.5442 2020-10-16 04:15:25,205 - mmaction - INFO - Epoch [64][60/396] lr: 7.500e-04, eta: 4:15:45, time: 0.517, data_time: 0.005, memory: 8335, top1_acc/: 0.8221, top5_acc/: 0.9411, loss_cls/: 0.7015, loss/: 0.7015, grad_norm: 3.0194, top1_acc//aux0: 0.8546, top5_acc//aux0: 0.9548, loss_cls//aux0: 0.5448, loss//aux0: 0.5448 2020-10-16 04:15:45,119 - mmaction - INFO - Epoch [64][80/396] lr: 7.500e-04, eta: 4:15:17, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8154, top5_acc/: 0.9385, loss_cls/: 0.7293, loss/: 0.7293, grad_norm: 3.0027, top1_acc//aux0: 0.8579, top5_acc//aux0: 0.9546, loss_cls//aux0: 0.5333, loss//aux0: 0.5333 2020-10-16 04:15:45,552 - mmaction - INFO - Epoch [64][80/396] lr: 7.500e-04, eta: 4:15:23, time: 0.515, data_time: 0.002, memory: 8335, top1_acc/: 0.8154, top5_acc/: 0.9385, loss_cls/: 0.7293, loss/: 0.7293, grad_norm: 3.0013, top1_acc//aux0: 0.8591, top5_acc//aux0: 0.9557, loss_cls//aux0: 0.5272, loss//aux0: 0.5272 2020-10-16 04:16:05,430 - mmaction - INFO - Epoch [64][100/396] lr: 7.500e-04, eta: 4:14:56, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8169, top5_acc/: 0.9404, loss_cls/: 0.7114, loss/: 0.7114, grad_norm: 2.9451, top1_acc//aux0: 0.8603, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5294, loss//aux0: 0.5294 2020-10-16 04:16:05,885 - mmaction - INFO - Epoch [64][100/396] lr: 7.500e-04, eta: 4:15:02, time: 0.505, data_time: 0.004, memory: 8335, top1_acc/: 0.8169, top5_acc/: 0.9404, loss_cls/: 0.7114, loss/: 0.7114, grad_norm: 2.9593, top1_acc//aux0: 0.8584, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5357, loss//aux0: 0.5357 2020-10-16 04:16:25,803 - mmaction - INFO - Epoch [64][120/396] lr: 7.500e-04, eta: 4:14:34, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8161, top5_acc/: 0.9357, loss_cls/: 0.7336, loss/: 0.7336, grad_norm: 2.9834, top1_acc//aux0: 0.8562, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5339, loss//aux0: 0.5339 2020-10-16 04:16:26,318 - mmaction - INFO - Epoch [64][120/396] lr: 7.500e-04, eta: 4:14:40, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8161, top5_acc/: 0.9357, loss_cls/: 0.7336, loss/: 0.7336, grad_norm: 2.9788, top1_acc//aux0: 0.8577, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5305, loss//aux0: 0.5305 2020-10-16 04:16:46,373 - mmaction - INFO - Epoch [64][140/396] lr: 7.500e-04, eta: 4:14:13, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8224, top5_acc/: 0.9365, loss_cls/: 0.7141, loss/: 0.7141, grad_norm: 2.9941, top1_acc//aux0: 0.8607, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5250, loss//aux0: 0.5250 2020-10-16 04:16:46,859 - mmaction - INFO - Epoch [64][140/396] lr: 7.500e-04, eta: 4:14:19, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8224, top5_acc/: 0.9365, loss_cls/: 0.7141, loss/: 0.7141, grad_norm: 2.9880, top1_acc//aux0: 0.8612, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5245, loss//aux0: 0.5245 2020-10-16 04:17:06,889 - mmaction - INFO - Epoch [64][160/396] lr: 7.500e-04, eta: 4:13:52, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8245, top5_acc/: 0.9453, loss_cls/: 0.6858, loss/: 0.6858, grad_norm: 2.9181, top1_acc//aux0: 0.8552, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5392, loss//aux0: 0.5392 2020-10-16 04:17:07,348 - mmaction - INFO - Epoch [64][160/396] lr: 7.500e-04, eta: 4:13:58, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.8245, top5_acc/: 0.9453, loss_cls/: 0.6858, loss/: 0.6858, grad_norm: 2.9039, top1_acc//aux0: 0.8544, top5_acc//aux0: 0.9540, loss_cls//aux0: 0.5429, loss//aux0: 0.5429 2020-10-16 04:17:27,230 - mmaction - INFO - Epoch [64][180/396] lr: 7.500e-04, eta: 4:13:30, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8279, top5_acc/: 0.9427, loss_cls/: 0.6916, loss/: 0.6916, grad_norm: 2.9989, top1_acc//aux0: 0.8526, top5_acc//aux0: 0.9535, loss_cls//aux0: 0.5514, loss//aux0: 0.5514 2020-10-16 04:17:27,725 - mmaction - INFO - Epoch [64][180/396] lr: 7.500e-04, eta: 4:13:36, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8279, top5_acc/: 0.9427, loss_cls/: 0.6916, loss/: 0.6916, grad_norm: 2.9942, top1_acc//aux0: 0.8527, top5_acc//aux0: 0.9543, loss_cls//aux0: 0.5462, loss//aux0: 0.5462 2020-10-16 04:17:47,447 - mmaction - INFO - Epoch [64][200/396] lr: 7.500e-04, eta: 4:13:09, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8255, top5_acc/: 0.9464, loss_cls/: 0.6887, loss/: 0.6887, grad_norm: 2.9965, top1_acc//aux0: 0.8568, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5279, loss//aux0: 0.5279 2020-10-16 04:17:47,879 - mmaction - INFO - Epoch [64][200/396] lr: 7.500e-04, eta: 4:13:15, time: 0.509, data_time: 0.001, memory: 8335, top1_acc/: 0.8255, top5_acc/: 0.9464, loss_cls/: 0.6887, loss/: 0.6887, grad_norm: 2.9869, top1_acc//aux0: 0.8569, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5259, loss//aux0: 0.5259 2020-10-16 04:18:07,754 - mmaction - INFO - Epoch [64][220/396] lr: 7.500e-04, eta: 4:12:48, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8339, top5_acc/: 0.9437, loss_cls/: 0.6916, loss/: 0.6916, grad_norm: 2.9422, top1_acc//aux0: 0.8566, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5332, loss//aux0: 0.5332 2020-10-16 04:18:08,217 - mmaction - INFO - Epoch [64][220/396] lr: 7.500e-04, eta: 4:12:53, time: 0.506, data_time: 0.001, memory: 8335, top1_acc/: 0.8339, top5_acc/: 0.9437, loss_cls/: 0.6916, loss/: 0.6916, grad_norm: 2.9624, top1_acc//aux0: 0.8554, top5_acc//aux0: 0.9551, loss_cls//aux0: 0.5411, loss//aux0: 0.5411 2020-10-16 04:18:28,061 - mmaction - INFO - Epoch [64][240/396] lr: 7.500e-04, eta: 4:12:26, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8133, top5_acc/: 0.9339, loss_cls/: 0.7137, loss/: 0.7137, grad_norm: 2.9142, top1_acc//aux0: 0.8582, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5338, loss//aux0: 0.5338 2020-10-16 04:18:28,513 - mmaction - INFO - Epoch [64][240/396] lr: 7.500e-04, eta: 4:12:32, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8133, top5_acc/: 0.9339, loss_cls/: 0.7137, loss/: 0.7137, grad_norm: 2.9370, top1_acc//aux0: 0.8581, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5330, loss//aux0: 0.5330 2020-10-16 04:18:48,376 - mmaction - INFO - Epoch [64][260/396] lr: 7.500e-04, eta: 4:12:05, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.8201, top5_acc/: 0.9432, loss_cls/: 0.6855, loss/: 0.6855, grad_norm: 2.9623, top1_acc//aux0: 0.8535, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5482, loss//aux0: 0.5482 2020-10-16 04:18:48,820 - mmaction - INFO - Epoch [64][260/396] lr: 7.500e-04, eta: 4:12:10, time: 0.500, data_time: 0.002, memory: 8335, top1_acc/: 0.8201, top5_acc/: 0.9432, loss_cls/: 0.6855, loss/: 0.6855, grad_norm: 2.9502, top1_acc//aux0: 0.8545, top5_acc//aux0: 0.9541, loss_cls//aux0: 0.5466, loss//aux0: 0.5466 2020-10-16 04:19:08,500 - mmaction - INFO - Epoch [64][280/396] lr: 7.500e-04, eta: 4:11:43, time: 0.499, data_time: 0.000, memory: 8335, top1_acc/: 0.8211, top5_acc/: 0.9424, loss_cls/: 0.6956, loss/: 0.6956, grad_norm: 2.9453, top1_acc//aux0: 0.8570, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5305, loss//aux0: 0.5305 2020-10-16 04:19:08,955 - mmaction - INFO - Epoch [64][280/396] lr: 7.500e-04, eta: 4:11:49, time: 0.501, data_time: 0.002, memory: 8335, top1_acc/: 0.8211, top5_acc/: 0.9424, loss_cls/: 0.6956, loss/: 0.6956, grad_norm: 2.9562, top1_acc//aux0: 0.8568, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5305, loss//aux0: 0.5305 2020-10-16 04:19:28,856 - mmaction - INFO - Epoch [64][300/396] lr: 7.500e-04, eta: 4:11:21, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8161, top5_acc/: 0.9346, loss_cls/: 0.7252, loss/: 0.7252, grad_norm: 2.9647, top1_acc//aux0: 0.8559, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5324, loss//aux0: 0.5324 2020-10-16 04:19:29,306 - mmaction - INFO - Epoch [64][300/396] lr: 7.500e-04, eta: 4:11:27, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8161, top5_acc/: 0.9346, loss_cls/: 0.7252, loss/: 0.7252, grad_norm: 2.9670, top1_acc//aux0: 0.8560, top5_acc//aux0: 0.9557, loss_cls//aux0: 0.5300, loss//aux0: 0.5300 2020-10-16 04:19:49,286 - mmaction - INFO - Epoch [64][320/396] lr: 7.500e-04, eta: 4:11:00, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8276, top5_acc/: 0.9419, loss_cls/: 0.6933, loss/: 0.6933, grad_norm: 2.9976, top1_acc//aux0: 0.8578, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5294, loss//aux0: 0.5294 2020-10-16 04:19:49,738 - mmaction - INFO - Epoch [64][320/396] lr: 7.500e-04, eta: 4:11:06, time: 0.514, data_time: 0.003, memory: 8335, top1_acc/: 0.8276, top5_acc/: 0.9419, loss_cls/: 0.6933, loss/: 0.6933, grad_norm: 2.9819, top1_acc//aux0: 0.8583, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5290, loss//aux0: 0.5290 2020-10-16 04:20:09,466 - mmaction - INFO - Epoch [64][340/396] lr: 7.500e-04, eta: 4:10:39, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8203, top5_acc/: 0.9414, loss_cls/: 0.7059, loss/: 0.7059, grad_norm: 3.0052, top1_acc//aux0: 0.8558, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5354, loss//aux0: 0.5354 2020-10-16 04:20:09,894 - mmaction - INFO - Epoch [64][340/396] lr: 7.500e-04, eta: 4:10:44, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8203, top5_acc/: 0.9414, loss_cls/: 0.7059, loss/: 0.7059, grad_norm: 2.9753, top1_acc//aux0: 0.8555, top5_acc//aux0: 0.9559, loss_cls//aux0: 0.5345, loss//aux0: 0.5345 2020-10-16 04:20:29,681 - mmaction - INFO - Epoch [64][360/396] lr: 7.500e-04, eta: 4:10:17, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.8138, top5_acc/: 0.9401, loss_cls/: 0.7078, loss/: 0.7078, grad_norm: 2.9775, top1_acc//aux0: 0.8564, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5306, loss//aux0: 0.5306 2020-10-16 04:20:30,126 - mmaction - INFO - Epoch [64][360/396] lr: 7.500e-04, eta: 4:10:23, time: 0.504, data_time: 0.004, memory: 8335, top1_acc/: 0.8138, top5_acc/: 0.9401, loss_cls/: 0.7078, loss/: 0.7078, grad_norm: 2.9771, top1_acc//aux0: 0.8564, top5_acc//aux0: 0.9577, loss_cls//aux0: 0.5322, loss//aux0: 0.5322 2020-10-16 04:20:49,875 - mmaction - INFO - Epoch [64][380/396] lr: 7.500e-04, eta: 4:09:56, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8281, top5_acc/: 0.9414, loss_cls/: 0.6898, loss/: 0.6898, grad_norm: 3.0089, top1_acc//aux0: 0.8590, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5264, loss//aux0: 0.5264 2020-10-16 04:20:50,307 - mmaction - INFO - Epoch [64][380/396] lr: 7.500e-04, eta: 4:10:02, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8281, top5_acc/: 0.9414, loss_cls/: 0.6898, loss/: 0.6898, grad_norm: 3.0003, top1_acc//aux0: 0.8583, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5278, loss//aux0: 0.5278 2020-10-16 04:21:08,081 - mmaction - INFO - Saving checkpoint at 64 epochs 2020-10-16 04:24:02,348 - mmaction - INFO - Epoch [65][20/396] lr: 7.500e-04, eta: 4:09:08, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8237, top5_acc/: 0.9437, loss_cls/: 0.6938, loss/: 0.6938, grad_norm: 2.9805, top1_acc//aux0: 0.8628, top5_acc//aux0: 0.9608, loss_cls//aux0: 0.5104, loss//aux0: 0.5104 2020-10-16 04:24:02,778 - mmaction - INFO - Epoch [65][20/396] lr: 7.500e-04, eta: 4:09:14, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8237, top5_acc/: 0.9437, loss_cls/: 0.6938, loss/: 0.6938, grad_norm: 2.9829, top1_acc//aux0: 0.8630, top5_acc//aux0: 0.9608, loss_cls//aux0: 0.5102, loss//aux0: 0.5102 2020-10-16 04:24:22,508 - mmaction - INFO - Epoch [65][40/396] lr: 7.500e-04, eta: 4:08:47, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8227, top5_acc/: 0.9438, loss_cls/: 0.6965, loss/: 0.6965, grad_norm: 2.9994, top1_acc//aux0: 0.8578, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5372, loss//aux0: 0.5372 2020-10-16 04:24:22,972 - mmaction - INFO - Epoch [65][40/396] lr: 7.500e-04, eta: 4:08:52, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8227, top5_acc/: 0.9438, loss_cls/: 0.6965, loss/: 0.6965, grad_norm: 3.0157, top1_acc//aux0: 0.8566, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5418, loss//aux0: 0.5418 2020-10-16 04:24:42,915 - mmaction - INFO - Epoch [65][60/396] lr: 7.500e-04, eta: 4:08:25, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8237, top5_acc/: 0.9372, loss_cls/: 0.6986, loss/: 0.6986, grad_norm: 2.9738, top1_acc//aux0: 0.8543, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5391, loss//aux0: 0.5391 2020-10-16 04:24:43,421 - mmaction - INFO - Epoch [65][60/396] lr: 7.500e-04, eta: 4:08:31, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.8237, top5_acc/: 0.9372, loss_cls/: 0.6986, loss/: 0.6986, grad_norm: 2.9946, top1_acc//aux0: 0.8548, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5339, loss//aux0: 0.5339 2020-10-16 04:25:03,297 - mmaction - INFO - Epoch [65][80/396] lr: 7.500e-04, eta: 4:08:04, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8177, top5_acc/: 0.9365, loss_cls/: 0.7140, loss/: 0.7140, grad_norm: 3.0350, top1_acc//aux0: 0.8577, top5_acc//aux0: 0.9559, loss_cls//aux0: 0.5363, loss//aux0: 0.5363 2020-10-16 04:25:03,789 - mmaction - INFO - Epoch [65][80/396] lr: 7.500e-04, eta: 4:08:09, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8177, top5_acc/: 0.9365, loss_cls/: 0.7140, loss/: 0.7140, grad_norm: 3.0473, top1_acc//aux0: 0.8580, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5370, loss//aux0: 0.5370 2020-10-16 04:25:23,604 - mmaction - INFO - Epoch [65][100/396] lr: 7.500e-04, eta: 4:07:42, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8120, top5_acc/: 0.9393, loss_cls/: 0.7294, loss/: 0.7294, grad_norm: 2.9902, top1_acc//aux0: 0.8590, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5219, loss//aux0: 0.5219 2020-10-16 04:25:24,059 - mmaction - INFO - Epoch [65][100/396] lr: 7.500e-04, eta: 4:07:48, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.8120, top5_acc/: 0.9393, loss_cls/: 0.7294, loss/: 0.7294, grad_norm: 2.9930, top1_acc//aux0: 0.8592, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5219, loss//aux0: 0.5219 2020-10-16 04:25:43,882 - mmaction - INFO - Epoch [65][120/396] lr: 7.500e-04, eta: 4:07:21, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8219, top5_acc/: 0.9411, loss_cls/: 0.6850, loss/: 0.6850, grad_norm: 3.0010, top1_acc//aux0: 0.8608, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5260, loss//aux0: 0.5260 2020-10-16 04:25:44,365 - mmaction - INFO - Epoch [65][120/396] lr: 7.500e-04, eta: 4:07:27, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.8219, top5_acc/: 0.9411, loss_cls/: 0.6850, loss/: 0.6850, grad_norm: 2.9885, top1_acc//aux0: 0.8605, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5259, loss//aux0: 0.5259 2020-10-16 04:26:04,077 - mmaction - INFO - Epoch [65][140/396] lr: 7.500e-04, eta: 4:07:00, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8221, top5_acc/: 0.9414, loss_cls/: 0.6821, loss/: 0.6821, grad_norm: 2.9752, top1_acc//aux0: 0.8579, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5313, loss//aux0: 0.5313 2020-10-16 04:26:04,535 - mmaction - INFO - Epoch [65][140/396] lr: 7.500e-04, eta: 4:07:05, time: 0.504, data_time: 0.001, memory: 8335, top1_acc/: 0.8221, top5_acc/: 0.9414, loss_cls/: 0.6821, loss/: 0.6821, grad_norm: 2.9683, top1_acc//aux0: 0.8584, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5321, loss//aux0: 0.5321 2020-10-16 04:26:24,477 - mmaction - INFO - Epoch [65][160/396] lr: 7.500e-04, eta: 4:06:38, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8250, top5_acc/: 0.9424, loss_cls/: 0.6861, loss/: 0.6861, grad_norm: 2.9752, top1_acc//aux0: 0.8619, top5_acc//aux0: 0.9588, loss_cls//aux0: 0.5189, loss//aux0: 0.5189 2020-10-16 04:26:24,922 - mmaction - INFO - Epoch [65][160/396] lr: 7.500e-04, eta: 4:06:44, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.8250, top5_acc/: 0.9424, loss_cls/: 0.6861, loss/: 0.6861, grad_norm: 2.9920, top1_acc//aux0: 0.8609, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5194, loss//aux0: 0.5194 2020-10-16 04:26:45,021 - mmaction - INFO - Epoch [65][180/396] lr: 7.500e-04, eta: 4:06:17, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8247, top5_acc/: 0.9401, loss_cls/: 0.6936, loss/: 0.6936, grad_norm: 2.9914, top1_acc//aux0: 0.8621, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5163, loss//aux0: 0.5163 2020-10-16 04:26:45,467 - mmaction - INFO - Epoch [65][180/396] lr: 7.500e-04, eta: 4:06:23, time: 0.515, data_time: 0.002, memory: 8335, top1_acc/: 0.8247, top5_acc/: 0.9401, loss_cls/: 0.6936, loss/: 0.6936, grad_norm: 3.0013, top1_acc//aux0: 0.8612, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5199, loss//aux0: 0.5199 2020-10-16 04:27:05,484 - mmaction - INFO - Epoch [65][200/396] lr: 7.500e-04, eta: 4:05:56, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.8260, top5_acc/: 0.9414, loss_cls/: 0.7007, loss/: 0.7007, grad_norm: 2.9755, top1_acc//aux0: 0.8608, top5_acc//aux0: 0.9557, loss_cls//aux0: 0.5249, loss//aux0: 0.5249 2020-10-16 04:27:05,952 - mmaction - INFO - Epoch [65][200/396] lr: 7.500e-04, eta: 4:06:01, time: 0.516, data_time: 0.002, memory: 8335, top1_acc/: 0.8260, top5_acc/: 0.9414, loss_cls/: 0.7007, loss/: 0.7007, grad_norm: 2.9779, top1_acc//aux0: 0.8618, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5211, loss//aux0: 0.5211 2020-10-16 04:27:25,956 - mmaction - INFO - Epoch [65][220/396] lr: 7.500e-04, eta: 4:05:34, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8247, top5_acc/: 0.9398, loss_cls/: 0.6957, loss/: 0.6957, grad_norm: 3.0056, top1_acc//aux0: 0.8516, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5543, loss//aux0: 0.5543 2020-10-16 04:27:26,481 - mmaction - INFO - Epoch [65][220/396] lr: 7.500e-04, eta: 4:05:40, time: 0.516, data_time: 0.002, memory: 8335, top1_acc/: 0.8247, top5_acc/: 0.9398, loss_cls/: 0.6957, loss/: 0.6957, grad_norm: 3.0127, top1_acc//aux0: 0.8518, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5563, loss//aux0: 0.5563 2020-10-16 04:27:46,335 - mmaction - INFO - Epoch [65][240/396] lr: 7.500e-04, eta: 4:05:13, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8219, top5_acc/: 0.9430, loss_cls/: 0.6910, loss/: 0.6910, grad_norm: 3.0716, top1_acc//aux0: 0.8554, top5_acc//aux0: 0.9554, loss_cls//aux0: 0.5397, loss//aux0: 0.5397 2020-10-16 04:27:46,805 - mmaction - INFO - Epoch [65][240/396] lr: 7.500e-04, eta: 4:05:19, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8219, top5_acc/: 0.9430, loss_cls/: 0.6910, loss/: 0.6910, grad_norm: 3.0664, top1_acc//aux0: 0.8553, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5371, loss//aux0: 0.5371 2020-10-16 04:28:06,999 - mmaction - INFO - Epoch [65][260/396] lr: 7.500e-04, eta: 4:04:52, time: 0.513, data_time: 0.001, memory: 8335, top1_acc/: 0.8159, top5_acc/: 0.9372, loss_cls/: 0.7195, loss/: 0.7195, grad_norm: 3.0358, top1_acc//aux0: 0.8557, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5397, loss//aux0: 0.5397 2020-10-16 04:28:07,426 - mmaction - INFO - Epoch [65][260/396] lr: 7.500e-04, eta: 4:04:57, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.8159, top5_acc/: 0.9372, loss_cls/: 0.7195, loss/: 0.7195, grad_norm: 3.0367, top1_acc//aux0: 0.8560, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5393, loss//aux0: 0.5393 2020-10-16 04:28:27,227 - mmaction - INFO - Epoch [65][280/396] lr: 7.500e-04, eta: 4:04:30, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8214, top5_acc/: 0.9375, loss_cls/: 0.7177, loss/: 0.7177, grad_norm: 2.9215, top1_acc//aux0: 0.8591, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5261, loss//aux0: 0.5261 2020-10-16 04:28:27,684 - mmaction - INFO - Epoch [65][280/396] lr: 7.500e-04, eta: 4:04:36, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.8214, top5_acc/: 0.9375, loss_cls/: 0.7177, loss/: 0.7177, grad_norm: 2.9648, top1_acc//aux0: 0.8578, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5302, loss//aux0: 0.5302 2020-10-16 04:28:47,807 - mmaction - INFO - Epoch [65][300/396] lr: 7.500e-04, eta: 4:04:09, time: 0.523, data_time: 0.000, memory: 8335, top1_acc/: 0.8143, top5_acc/: 0.9346, loss_cls/: 0.7475, loss/: 0.7475, grad_norm: 3.0837, top1_acc//aux0: 0.8560, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5282, loss//aux0: 0.5282 2020-10-16 04:28:48,248 - mmaction - INFO - Epoch [65][300/396] lr: 7.500e-04, eta: 4:04:15, time: 0.522, data_time: 0.003, memory: 8335, top1_acc/: 0.8143, top5_acc/: 0.9346, loss_cls/: 0.7475, loss/: 0.7475, grad_norm: 3.0741, top1_acc//aux0: 0.8565, top5_acc//aux0: 0.9592, loss_cls//aux0: 0.5249, loss//aux0: 0.5249 2020-10-16 04:29:08,098 - mmaction - INFO - Epoch [65][320/396] lr: 7.500e-04, eta: 4:03:48, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8187, top5_acc/: 0.9414, loss_cls/: 0.6863, loss/: 0.6863, grad_norm: 2.9147, top1_acc//aux0: 0.8599, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5150, loss//aux0: 0.5150 2020-10-16 04:29:08,559 - mmaction - INFO - Epoch [65][320/396] lr: 7.500e-04, eta: 4:03:54, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.8187, top5_acc/: 0.9414, loss_cls/: 0.6863, loss/: 0.6863, grad_norm: 2.9279, top1_acc//aux0: 0.8605, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5149, loss//aux0: 0.5149 2020-10-16 04:29:28,840 - mmaction - INFO - Epoch [65][340/396] lr: 7.500e-04, eta: 4:03:27, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8263, top5_acc/: 0.9419, loss_cls/: 0.6794, loss/: 0.6794, grad_norm: 3.0284, top1_acc//aux0: 0.8524, top5_acc//aux0: 0.9546, loss_cls//aux0: 0.5530, loss//aux0: 0.5530 2020-10-16 04:29:29,292 - mmaction - INFO - Epoch [65][340/396] lr: 7.500e-04, eta: 4:03:32, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8263, top5_acc/: 0.9419, loss_cls/: 0.6794, loss/: 0.6794, grad_norm: 3.0278, top1_acc//aux0: 0.8532, top5_acc//aux0: 0.9543, loss_cls//aux0: 0.5515, loss//aux0: 0.5515 2020-10-16 04:29:49,239 - mmaction - INFO - Epoch [65][360/396] lr: 7.500e-04, eta: 4:03:05, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8138, top5_acc/: 0.9349, loss_cls/: 0.7185, loss/: 0.7185, grad_norm: 2.9960, top1_acc//aux0: 0.8624, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5187, loss//aux0: 0.5187 2020-10-16 04:29:49,685 - mmaction - INFO - Epoch [65][360/396] lr: 7.500e-04, eta: 4:03:11, time: 0.515, data_time: 0.002, memory: 8335, top1_acc/: 0.8138, top5_acc/: 0.9349, loss_cls/: 0.7185, loss/: 0.7185, grad_norm: 3.0149, top1_acc//aux0: 0.8600, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5234, loss//aux0: 0.5234 2020-10-16 04:30:09,404 - mmaction - INFO - Epoch [65][380/396] lr: 7.500e-04, eta: 4:02:44, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8310, top5_acc/: 0.9424, loss_cls/: 0.6858, loss/: 0.6858, grad_norm: 3.0252, top1_acc//aux0: 0.8559, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5412, loss//aux0: 0.5412 2020-10-16 04:30:09,880 - mmaction - INFO - Epoch [65][380/396] lr: 7.500e-04, eta: 4:02:50, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8310, top5_acc/: 0.9424, loss_cls/: 0.6858, loss/: 0.6858, grad_norm: 3.0191, top1_acc//aux0: 0.8581, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5357, loss//aux0: 0.5357 2020-10-16 04:30:28,627 - mmaction - INFO - Saving checkpoint at 65 epochs 2020-10-16 04:31:44,315 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-16 04:31:44,452 - mmaction - INFO - top1_acc 0.7803 top5_acc 0.9359 2020-10-16 04:31:44,452 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-16 04:31:44,534 - mmaction - INFO - mean_acc 0.7808 2020-10-16 04:31:44,537 - mmaction - INFO - Epoch(val) [65][396] top1_acc: 0.7803, top5_acc: 0.9359, mean_class_accuracy: 0.7808 2020-10-16 04:34:14,435 - mmaction - INFO - Epoch [66][20/396] lr: 7.500e-04, eta: 4:01:57, time: 0.499, data_time: 0.000, memory: 8335, top1_acc/: 0.8357, top5_acc/: 0.9427, loss_cls/: 0.6690, loss/: 0.6690, grad_norm: 2.9934, top1_acc//aux0: 0.8620, top5_acc//aux0: 0.9584, loss_cls//aux0: 0.5210, loss//aux0: 0.5210 2020-10-16 04:34:14,865 - mmaction - INFO - Epoch [66][20/396] lr: 7.500e-04, eta: 4:02:02, time: 0.498, data_time: 0.001, memory: 8335, top1_acc/: 0.8357, top5_acc/: 0.9427, loss_cls/: 0.6690, loss/: 0.6690, grad_norm: 3.0168, top1_acc//aux0: 0.8613, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5258, loss//aux0: 0.5258 2020-10-16 04:34:34,684 - mmaction - INFO - Epoch [66][40/396] lr: 7.500e-04, eta: 4:01:35, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8096, top5_acc/: 0.9383, loss_cls/: 0.7132, loss/: 0.7132, grad_norm: 2.9592, top1_acc//aux0: 0.8583, top5_acc//aux0: 0.9548, loss_cls//aux0: 0.5368, loss//aux0: 0.5368 2020-10-16 04:34:35,129 - mmaction - INFO - Epoch [66][40/396] lr: 7.500e-04, eta: 4:01:41, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8096, top5_acc/: 0.9383, loss_cls/: 0.7132, loss/: 0.7132, grad_norm: 2.9733, top1_acc//aux0: 0.8583, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5330, loss//aux0: 0.5330 2020-10-16 04:34:54,827 - mmaction - INFO - Epoch [66][60/396] lr: 7.500e-04, eta: 4:01:14, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8109, top5_acc/: 0.9383, loss_cls/: 0.7325, loss/: 0.7325, grad_norm: 3.0306, top1_acc//aux0: 0.8614, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5182, loss//aux0: 0.5182 2020-10-16 04:34:55,282 - mmaction - INFO - Epoch [66][60/396] lr: 7.500e-04, eta: 4:01:20, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8109, top5_acc/: 0.9383, loss_cls/: 0.7325, loss/: 0.7325, grad_norm: 3.0251, top1_acc//aux0: 0.8616, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5187, loss//aux0: 0.5187 2020-10-16 04:35:15,033 - mmaction - INFO - Epoch [66][80/396] lr: 7.500e-04, eta: 4:00:53, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8211, top5_acc/: 0.9424, loss_cls/: 0.7021, loss/: 0.7021, grad_norm: 2.9923, top1_acc//aux0: 0.8599, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5270, loss//aux0: 0.5270 2020-10-16 04:35:15,512 - mmaction - INFO - Epoch [66][80/396] lr: 7.500e-04, eta: 4:00:58, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.8211, top5_acc/: 0.9424, loss_cls/: 0.7021, loss/: 0.7021, grad_norm: 2.9982, top1_acc//aux0: 0.8598, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5264, loss//aux0: 0.5264 2020-10-16 04:35:35,374 - mmaction - INFO - Epoch [66][100/396] lr: 7.500e-04, eta: 4:00:31, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8190, top5_acc/: 0.9391, loss_cls/: 0.7051, loss/: 0.7051, grad_norm: 2.9932, top1_acc//aux0: 0.8547, top5_acc//aux0: 0.9559, loss_cls//aux0: 0.5402, loss//aux0: 0.5402 2020-10-16 04:35:35,838 - mmaction - INFO - Epoch [66][100/396] lr: 7.500e-04, eta: 4:00:37, time: 0.513, data_time: 0.001, memory: 8335, top1_acc/: 0.8190, top5_acc/: 0.9391, loss_cls/: 0.7051, loss/: 0.7051, grad_norm: 3.0020, top1_acc//aux0: 0.8547, top5_acc//aux0: 0.9554, loss_cls//aux0: 0.5386, loss//aux0: 0.5386 2020-10-16 04:35:55,702 - mmaction - INFO - Epoch [66][120/396] lr: 7.500e-04, eta: 4:00:10, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8193, top5_acc/: 0.9385, loss_cls/: 0.7128, loss/: 0.7128, grad_norm: 2.9833, top1_acc//aux0: 0.8559, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5311, loss//aux0: 0.5311 2020-10-16 04:35:56,150 - mmaction - INFO - Epoch [66][120/396] lr: 7.500e-04, eta: 4:00:16, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8193, top5_acc/: 0.9385, loss_cls/: 0.7128, loss/: 0.7128, grad_norm: 2.9636, top1_acc//aux0: 0.8563, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5316, loss//aux0: 0.5316 2020-10-16 04:36:15,990 - mmaction - INFO - Epoch [66][140/396] lr: 7.500e-04, eta: 3:59:49, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8341, top5_acc/: 0.9469, loss_cls/: 0.6622, loss/: 0.6622, grad_norm: 2.9300, top1_acc//aux0: 0.8595, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5246, loss//aux0: 0.5246 2020-10-16 04:36:16,425 - mmaction - INFO - Epoch [66][140/396] lr: 7.500e-04, eta: 3:59:54, time: 0.507, data_time: 0.001, memory: 8335, top1_acc/: 0.8341, top5_acc/: 0.9469, loss_cls/: 0.6622, loss/: 0.6622, grad_norm: 2.9088, top1_acc//aux0: 0.8596, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5262, loss//aux0: 0.5262 2020-10-16 04:36:36,092 - mmaction - INFO - Epoch [66][160/396] lr: 7.500e-04, eta: 3:59:27, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8224, top5_acc/: 0.9380, loss_cls/: 0.7011, loss/: 0.7011, grad_norm: 2.9899, top1_acc//aux0: 0.8574, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5225, loss//aux0: 0.5225 2020-10-16 04:36:36,548 - mmaction - INFO - Epoch [66][160/396] lr: 7.500e-04, eta: 3:59:33, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8224, top5_acc/: 0.9380, loss_cls/: 0.7011, loss/: 0.7011, grad_norm: 2.9979, top1_acc//aux0: 0.8574, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5239, loss//aux0: 0.5239 2020-10-16 04:36:56,422 - mmaction - INFO - Epoch [66][180/396] lr: 7.500e-04, eta: 3:59:06, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8336, top5_acc/: 0.9487, loss_cls/: 0.6584, loss/: 0.6584, grad_norm: 2.9561, top1_acc//aux0: 0.8621, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5234, loss//aux0: 0.5234 2020-10-16 04:36:56,869 - mmaction - INFO - Epoch [66][180/396] lr: 7.500e-04, eta: 3:59:11, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.8336, top5_acc/: 0.9487, loss_cls/: 0.6584, loss/: 0.6584, grad_norm: 2.9712, top1_acc//aux0: 0.8610, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5230, loss//aux0: 0.5230 2020-10-16 04:37:16,791 - mmaction - INFO - Epoch [66][200/396] lr: 7.500e-04, eta: 3:58:45, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8177, top5_acc/: 0.9406, loss_cls/: 0.7133, loss/: 0.7133, grad_norm: 3.0221, top1_acc//aux0: 0.8553, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5359, loss//aux0: 0.5359 2020-10-16 04:37:17,235 - mmaction - INFO - Epoch [66][200/396] lr: 7.500e-04, eta: 3:58:50, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.8177, top5_acc/: 0.9406, loss_cls/: 0.7133, loss/: 0.7133, grad_norm: 3.0118, top1_acc//aux0: 0.8559, top5_acc//aux0: 0.9559, loss_cls//aux0: 0.5334, loss//aux0: 0.5334 2020-10-16 04:37:37,090 - mmaction - INFO - Epoch [66][220/396] lr: 7.500e-04, eta: 3:58:24, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8271, top5_acc/: 0.9458, loss_cls/: 0.6796, loss/: 0.6796, grad_norm: 2.9906, top1_acc//aux0: 0.8616, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5120, loss//aux0: 0.5120 2020-10-16 04:37:37,550 - mmaction - INFO - Epoch [66][220/396] lr: 7.500e-04, eta: 3:58:29, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8271, top5_acc/: 0.9458, loss_cls/: 0.6796, loss/: 0.6796, grad_norm: 2.9689, top1_acc//aux0: 0.8625, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5112, loss//aux0: 0.5112 2020-10-16 04:37:57,310 - mmaction - INFO - Epoch [66][240/396] lr: 7.500e-04, eta: 3:58:02, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8174, top5_acc/: 0.9383, loss_cls/: 0.7082, loss/: 0.7082, grad_norm: 3.1088, top1_acc//aux0: 0.8588, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5376, loss//aux0: 0.5376 2020-10-16 04:37:57,768 - mmaction - INFO - Epoch [66][240/396] lr: 7.500e-04, eta: 3:58:08, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8174, top5_acc/: 0.9383, loss_cls/: 0.7082, loss/: 0.7082, grad_norm: 3.0985, top1_acc//aux0: 0.8577, top5_acc//aux0: 0.9539, loss_cls//aux0: 0.5395, loss//aux0: 0.5395 2020-10-16 04:38:17,582 - mmaction - INFO - Epoch [66][260/396] lr: 7.500e-04, eta: 3:57:41, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8208, top5_acc/: 0.9406, loss_cls/: 0.7074, loss/: 0.7074, grad_norm: 3.0291, top1_acc//aux0: 0.8566, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5296, loss//aux0: 0.5296 2020-10-16 04:38:18,031 - mmaction - INFO - Epoch [66][260/396] lr: 7.500e-04, eta: 3:57:46, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8208, top5_acc/: 0.9406, loss_cls/: 0.7074, loss/: 0.7074, grad_norm: 3.0339, top1_acc//aux0: 0.8568, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5307, loss//aux0: 0.5307 2020-10-16 04:38:37,934 - mmaction - INFO - Epoch [66][280/396] lr: 7.500e-04, eta: 3:57:19, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8167, top5_acc/: 0.9357, loss_cls/: 0.7306, loss/: 0.7306, grad_norm: 3.0421, top1_acc//aux0: 0.8638, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5165, loss//aux0: 0.5165 2020-10-16 04:38:38,391 - mmaction - INFO - Epoch [66][280/396] lr: 7.500e-04, eta: 3:57:25, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8167, top5_acc/: 0.9357, loss_cls/: 0.7306, loss/: 0.7306, grad_norm: 3.0612, top1_acc//aux0: 0.8638, top5_acc//aux0: 0.9577, loss_cls//aux0: 0.5153, loss//aux0: 0.5153 2020-10-16 04:38:58,158 - mmaction - INFO - Epoch [66][300/396] lr: 7.500e-04, eta: 3:56:58, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8310, top5_acc/: 0.9401, loss_cls/: 0.6889, loss/: 0.6889, grad_norm: 3.0676, top1_acc//aux0: 0.8560, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5352, loss//aux0: 0.5352 2020-10-16 04:38:58,621 - mmaction - INFO - Epoch [66][300/396] lr: 7.500e-04, eta: 3:57:03, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8310, top5_acc/: 0.9401, loss_cls/: 0.6889, loss/: 0.6889, grad_norm: 3.0668, top1_acc//aux0: 0.8562, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5357, loss//aux0: 0.5357 2020-10-16 04:39:18,331 - mmaction - INFO - Epoch [66][320/396] lr: 7.500e-04, eta: 3:56:37, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8294, top5_acc/: 0.9477, loss_cls/: 0.6603, loss/: 0.6603, grad_norm: 3.0272, top1_acc//aux0: 0.8590, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5260, loss//aux0: 0.5260 2020-10-16 04:39:18,792 - mmaction - INFO - Epoch [66][320/396] lr: 7.500e-04, eta: 3:56:42, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8294, top5_acc/: 0.9477, loss_cls/: 0.6603, loss/: 0.6603, grad_norm: 3.0130, top1_acc//aux0: 0.8597, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5228, loss//aux0: 0.5228 2020-10-16 04:39:38,905 - mmaction - INFO - Epoch [66][340/396] lr: 7.500e-04, eta: 3:56:15, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8297, top5_acc/: 0.9497, loss_cls/: 0.6609, loss/: 0.6609, grad_norm: 3.0220, top1_acc//aux0: 0.8573, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5296, loss//aux0: 0.5296 2020-10-16 04:39:39,341 - mmaction - INFO - Epoch [66][340/396] lr: 7.500e-04, eta: 3:56:21, time: 0.513, data_time: 0.001, memory: 8335, top1_acc/: 0.8297, top5_acc/: 0.9497, loss_cls/: 0.6609, loss/: 0.6609, grad_norm: 3.0000, top1_acc//aux0: 0.8571, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5304, loss//aux0: 0.5304 2020-10-16 04:39:59,293 - mmaction - INFO - Epoch [66][360/396] lr: 7.500e-04, eta: 3:55:54, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8159, top5_acc/: 0.9359, loss_cls/: 0.7324, loss/: 0.7324, grad_norm: 3.0802, top1_acc//aux0: 0.8529, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5434, loss//aux0: 0.5434 2020-10-16 04:39:59,755 - mmaction - INFO - Epoch [66][360/396] lr: 7.500e-04, eta: 3:55:59, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.8159, top5_acc/: 0.9359, loss_cls/: 0.7324, loss/: 0.7324, grad_norm: 3.0857, top1_acc//aux0: 0.8520, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5451, loss//aux0: 0.5451 2020-10-16 04:40:19,476 - mmaction - INFO - Epoch [66][380/396] lr: 7.500e-04, eta: 3:55:33, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.8169, top5_acc/: 0.9396, loss_cls/: 0.7197, loss/: 0.7197, grad_norm: 3.0250, top1_acc//aux0: 0.8557, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5274, loss//aux0: 0.5274 2020-10-16 04:40:19,961 - mmaction - INFO - Epoch [66][380/396] lr: 7.500e-04, eta: 3:55:38, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.8169, top5_acc/: 0.9396, loss_cls/: 0.7197, loss/: 0.7197, grad_norm: 3.0145, top1_acc//aux0: 0.8569, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5247, loss//aux0: 0.5247 2020-10-16 04:40:37,528 - mmaction - INFO - Saving checkpoint at 66 epochs 2020-10-16 04:43:05,570 - mmaction - INFO - Epoch [67][20/396] lr: 7.500e-04, eta: 3:54:46, time: 0.498, data_time: 0.000, memory: 8335, top1_acc/: 0.8263, top5_acc/: 0.9432, loss_cls/: 0.6696, loss/: 0.6696, grad_norm: 2.9386, top1_acc//aux0: 0.8593, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5296, loss//aux0: 0.5296 2020-10-16 04:43:06,031 - mmaction - INFO - Epoch [67][20/396] lr: 7.500e-04, eta: 3:54:51, time: 0.500, data_time: 0.003, memory: 8335, top1_acc/: 0.8263, top5_acc/: 0.9432, loss_cls/: 0.6696, loss/: 0.6696, grad_norm: 2.9412, top1_acc//aux0: 0.8584, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5321, loss//aux0: 0.5321 2020-10-16 04:43:25,966 - mmaction - INFO - Epoch [67][40/396] lr: 7.500e-04, eta: 3:54:24, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8177, top5_acc/: 0.9359, loss_cls/: 0.7170, loss/: 0.7170, grad_norm: 3.0262, top1_acc//aux0: 0.8552, top5_acc//aux0: 0.9533, loss_cls//aux0: 0.5416, loss//aux0: 0.5416 2020-10-16 04:43:26,420 - mmaction - INFO - Epoch [67][40/396] lr: 7.500e-04, eta: 3:54:30, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.8177, top5_acc/: 0.9359, loss_cls/: 0.7170, loss/: 0.7170, grad_norm: 3.0306, top1_acc//aux0: 0.8562, top5_acc//aux0: 0.9532, loss_cls//aux0: 0.5375, loss//aux0: 0.5375 2020-10-16 04:43:46,285 - mmaction - INFO - Epoch [67][60/396] lr: 7.500e-04, eta: 3:54:03, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8180, top5_acc/: 0.9359, loss_cls/: 0.7114, loss/: 0.7114, grad_norm: 3.0339, top1_acc//aux0: 0.8602, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5212, loss//aux0: 0.5212 2020-10-16 04:43:46,728 - mmaction - INFO - Epoch [67][60/396] lr: 7.500e-04, eta: 3:54:08, time: 0.510, data_time: 0.001, memory: 8335, top1_acc/: 0.8180, top5_acc/: 0.9359, loss_cls/: 0.7114, loss/: 0.7114, grad_norm: 3.0391, top1_acc//aux0: 0.8604, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5211, loss//aux0: 0.5211 2020-10-16 04:44:06,702 - mmaction - INFO - Epoch [67][80/396] lr: 7.500e-04, eta: 3:53:42, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8214, top5_acc/: 0.9409, loss_cls/: 0.7080, loss/: 0.7080, grad_norm: 3.0525, top1_acc//aux0: 0.8567, top5_acc//aux0: 0.9559, loss_cls//aux0: 0.5387, loss//aux0: 0.5387 2020-10-16 04:44:07,157 - mmaction - INFO - Epoch [67][80/396] lr: 7.500e-04, eta: 3:53:47, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8214, top5_acc/: 0.9409, loss_cls/: 0.7080, loss/: 0.7080, grad_norm: 3.0613, top1_acc//aux0: 0.8558, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5409, loss//aux0: 0.5409 2020-10-16 04:44:27,147 - mmaction - INFO - Epoch [67][100/396] lr: 7.500e-04, eta: 3:53:21, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8292, top5_acc/: 0.9401, loss_cls/: 0.6958, loss/: 0.6958, grad_norm: 2.9849, top1_acc//aux0: 0.8549, top5_acc//aux0: 0.9551, loss_cls//aux0: 0.5354, loss//aux0: 0.5354 2020-10-16 04:44:27,617 - mmaction - INFO - Epoch [67][100/396] lr: 7.500e-04, eta: 3:53:26, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8292, top5_acc/: 0.9401, loss_cls/: 0.6958, loss/: 0.6958, grad_norm: 2.9955, top1_acc//aux0: 0.8558, top5_acc//aux0: 0.9548, loss_cls//aux0: 0.5360, loss//aux0: 0.5360 2020-10-16 04:44:47,407 - mmaction - INFO - Epoch [67][120/396] lr: 7.500e-04, eta: 3:52:59, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8357, top5_acc/: 0.9448, loss_cls/: 0.6456, loss/: 0.6456, grad_norm: 3.0099, top1_acc//aux0: 0.8569, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5393, loss//aux0: 0.5393 2020-10-16 04:44:47,842 - mmaction - INFO - Epoch [67][120/396] lr: 7.500e-04, eta: 3:53:05, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8357, top5_acc/: 0.9448, loss_cls/: 0.6456, loss/: 0.6456, grad_norm: 3.0183, top1_acc//aux0: 0.8561, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5414, loss//aux0: 0.5414 2020-10-16 04:45:07,901 - mmaction - INFO - Epoch [67][140/396] lr: 7.500e-04, eta: 3:52:38, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8195, top5_acc/: 0.9417, loss_cls/: 0.6915, loss/: 0.6915, grad_norm: 3.0134, top1_acc//aux0: 0.8573, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5316, loss//aux0: 0.5316 2020-10-16 04:45:08,351 - mmaction - INFO - Epoch [67][140/396] lr: 7.500e-04, eta: 3:52:43, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8195, top5_acc/: 0.9417, loss_cls/: 0.6915, loss/: 0.6915, grad_norm: 3.0240, top1_acc//aux0: 0.8572, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5309, loss//aux0: 0.5309 2020-10-16 04:45:28,311 - mmaction - INFO - Epoch [67][160/396] lr: 7.500e-04, eta: 3:52:17, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8237, top5_acc/: 0.9458, loss_cls/: 0.6831, loss/: 0.6831, grad_norm: 3.0686, top1_acc//aux0: 0.8520, top5_acc//aux0: 0.9533, loss_cls//aux0: 0.5562, loss//aux0: 0.5562 2020-10-16 04:45:28,779 - mmaction - INFO - Epoch [67][160/396] lr: 7.500e-04, eta: 3:52:22, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8237, top5_acc/: 0.9458, loss_cls/: 0.6831, loss/: 0.6831, grad_norm: 3.0588, top1_acc//aux0: 0.8532, top5_acc//aux0: 0.9533, loss_cls//aux0: 0.5526, loss//aux0: 0.5526 2020-10-16 04:45:48,619 - mmaction - INFO - Epoch [67][180/396] lr: 7.500e-04, eta: 3:51:56, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8211, top5_acc/: 0.9357, loss_cls/: 0.7051, loss/: 0.7051, grad_norm: 3.0450, top1_acc//aux0: 0.8587, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5239, loss//aux0: 0.5239 2020-10-16 04:45:49,076 - mmaction - INFO - Epoch [67][180/396] lr: 7.500e-04, eta: 3:52:01, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8211, top5_acc/: 0.9357, loss_cls/: 0.7051, loss/: 0.7051, grad_norm: 3.0534, top1_acc//aux0: 0.8581, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5238, loss//aux0: 0.5238 2020-10-16 04:46:08,927 - mmaction - INFO - Epoch [67][200/396] lr: 7.500e-04, eta: 3:51:34, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8148, top5_acc/: 0.9383, loss_cls/: 0.7090, loss/: 0.7090, grad_norm: 3.0158, top1_acc//aux0: 0.8579, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5187, loss//aux0: 0.5187 2020-10-16 04:46:09,362 - mmaction - INFO - Epoch [67][200/396] lr: 7.500e-04, eta: 3:51:39, time: 0.502, data_time: 0.001, memory: 8335, top1_acc/: 0.8148, top5_acc/: 0.9383, loss_cls/: 0.7090, loss/: 0.7090, grad_norm: 3.0166, top1_acc//aux0: 0.8584, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5202, loss//aux0: 0.5202 2020-10-16 04:46:29,293 - mmaction - INFO - Epoch [67][220/396] lr: 7.500e-04, eta: 3:51:13, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.8229, top5_acc/: 0.9427, loss_cls/: 0.7063, loss/: 0.7063, grad_norm: 2.9905, top1_acc//aux0: 0.8572, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5265, loss//aux0: 0.5265 2020-10-16 04:46:29,757 - mmaction - INFO - Epoch [67][220/396] lr: 7.500e-04, eta: 3:51:18, time: 0.515, data_time: 0.002, memory: 8335, top1_acc/: 0.8229, top5_acc/: 0.9427, loss_cls/: 0.7063, loss/: 0.7063, grad_norm: 3.0271, top1_acc//aux0: 0.8555, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5313, loss//aux0: 0.5313 2020-10-16 04:46:49,695 - mmaction - INFO - Epoch [67][240/396] lr: 7.500e-04, eta: 3:50:52, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8240, top5_acc/: 0.9336, loss_cls/: 0.7254, loss/: 0.7254, grad_norm: 3.0659, top1_acc//aux0: 0.8520, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5477, loss//aux0: 0.5477 2020-10-16 04:46:50,167 - mmaction - INFO - Epoch [67][240/396] lr: 7.500e-04, eta: 3:50:57, time: 0.513, data_time: 0.003, memory: 8335, top1_acc/: 0.8240, top5_acc/: 0.9336, loss_cls/: 0.7254, loss/: 0.7254, grad_norm: 3.0681, top1_acc//aux0: 0.8526, top5_acc//aux0: 0.9545, loss_cls//aux0: 0.5444, loss//aux0: 0.5444 2020-10-16 04:47:09,998 - mmaction - INFO - Epoch [67][260/396] lr: 7.500e-04, eta: 3:50:31, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8242, top5_acc/: 0.9427, loss_cls/: 0.6827, loss/: 0.6827, grad_norm: 3.0299, top1_acc//aux0: 0.8566, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5352, loss//aux0: 0.5352 2020-10-16 04:47:10,438 - mmaction - INFO - Epoch [67][260/396] lr: 7.500e-04, eta: 3:50:36, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8242, top5_acc/: 0.9427, loss_cls/: 0.6827, loss/: 0.6827, grad_norm: 3.0357, top1_acc//aux0: 0.8570, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5366, loss//aux0: 0.5366 2020-10-16 04:47:30,290 - mmaction - INFO - Epoch [67][280/396] lr: 7.500e-04, eta: 3:50:09, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8260, top5_acc/: 0.9383, loss_cls/: 0.6814, loss/: 0.6814, grad_norm: 3.0299, top1_acc//aux0: 0.8583, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5344, loss//aux0: 0.5344 2020-10-16 04:47:30,749 - mmaction - INFO - Epoch [67][280/396] lr: 7.500e-04, eta: 3:50:14, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.8260, top5_acc/: 0.9383, loss_cls/: 0.6814, loss/: 0.6814, grad_norm: 3.0305, top1_acc//aux0: 0.8576, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5342, loss//aux0: 0.5342 2020-10-16 04:47:50,694 - mmaction - INFO - Epoch [67][300/396] lr: 7.500e-04, eta: 3:49:48, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8143, top5_acc/: 0.9409, loss_cls/: 0.7119, loss/: 0.7119, grad_norm: 3.0234, top1_acc//aux0: 0.8572, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5339, loss//aux0: 0.5339 2020-10-16 04:47:51,152 - mmaction - INFO - Epoch [67][300/396] lr: 7.500e-04, eta: 3:49:53, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8143, top5_acc/: 0.9409, loss_cls/: 0.7119, loss/: 0.7119, grad_norm: 3.0116, top1_acc//aux0: 0.8583, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5292, loss//aux0: 0.5292 2020-10-16 04:48:11,273 - mmaction - INFO - Epoch [67][320/396] lr: 7.500e-04, eta: 3:49:27, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.8188, top5_acc/: 0.9398, loss_cls/: 0.7001, loss/: 0.7001, grad_norm: 3.0479, top1_acc//aux0: 0.8538, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5336, loss//aux0: 0.5336 2020-10-16 04:48:11,725 - mmaction - INFO - Epoch [67][320/396] lr: 7.500e-04, eta: 3:49:32, time: 0.515, data_time: 0.002, memory: 8335, top1_acc/: 0.8188, top5_acc/: 0.9398, loss_cls/: 0.7001, loss/: 0.7001, grad_norm: 3.0528, top1_acc//aux0: 0.8537, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5337, loss//aux0: 0.5337 2020-10-16 04:48:31,547 - mmaction - INFO - Epoch [67][340/396] lr: 7.500e-04, eta: 3:49:06, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8201, top5_acc/: 0.9404, loss_cls/: 0.6975, loss/: 0.6975, grad_norm: 3.0669, top1_acc//aux0: 0.8575, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5318, loss//aux0: 0.5318 2020-10-16 04:48:31,998 - mmaction - INFO - Epoch [67][340/396] lr: 7.500e-04, eta: 3:49:11, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8201, top5_acc/: 0.9404, loss_cls/: 0.6975, loss/: 0.6975, grad_norm: 3.0612, top1_acc//aux0: 0.8576, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5328, loss//aux0: 0.5328 2020-10-16 04:48:51,841 - mmaction - INFO - Epoch [67][360/396] lr: 7.500e-04, eta: 3:48:44, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8245, top5_acc/: 0.9432, loss_cls/: 0.7024, loss/: 0.7024, grad_norm: 3.0964, top1_acc//aux0: 0.8561, top5_acc//aux0: 0.9541, loss_cls//aux0: 0.5412, loss//aux0: 0.5412 2020-10-16 04:48:52,300 - mmaction - INFO - Epoch [67][360/396] lr: 7.500e-04, eta: 3:48:49, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8245, top5_acc/: 0.9432, loss_cls/: 0.7024, loss/: 0.7024, grad_norm: 3.0670, top1_acc//aux0: 0.8568, top5_acc//aux0: 0.9549, loss_cls//aux0: 0.5376, loss//aux0: 0.5376 2020-10-16 04:49:12,148 - mmaction - INFO - Epoch [67][380/396] lr: 7.500e-04, eta: 3:48:23, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8292, top5_acc/: 0.9357, loss_cls/: 0.7141, loss/: 0.7141, grad_norm: 3.0393, top1_acc//aux0: 0.8567, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5277, loss//aux0: 0.5277 2020-10-16 04:49:12,609 - mmaction - INFO - Epoch [67][380/396] lr: 7.500e-04, eta: 3:48:28, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8292, top5_acc/: 0.9357, loss_cls/: 0.7141, loss/: 0.7141, grad_norm: 3.0211, top1_acc//aux0: 0.8558, top5_acc//aux0: 0.9580, loss_cls//aux0: 0.5309, loss//aux0: 0.5309 2020-10-16 04:49:31,963 - mmaction - INFO - Saving checkpoint at 67 epochs 2020-10-16 04:52:07,034 - mmaction - INFO - Epoch [68][20/396] lr: 7.500e-04, eta: 3:47:37, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8247, top5_acc/: 0.9404, loss_cls/: 0.6958, loss/: 0.6958, grad_norm: 3.0523, top1_acc//aux0: 0.8594, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5253, loss//aux0: 0.5253 2020-10-16 04:52:07,472 - mmaction - INFO - Epoch [68][20/396] lr: 7.500e-04, eta: 3:47:42, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.8247, top5_acc/: 0.9404, loss_cls/: 0.6958, loss/: 0.6958, grad_norm: 3.0470, top1_acc//aux0: 0.8594, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5267, loss//aux0: 0.5267 2020-10-16 04:52:27,409 - mmaction - INFO - Epoch [68][40/396] lr: 7.500e-04, eta: 3:47:16, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8234, top5_acc/: 0.9424, loss_cls/: 0.6760, loss/: 0.6760, grad_norm: 3.1113, top1_acc//aux0: 0.8561, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5363, loss//aux0: 0.5363 2020-10-16 04:52:27,858 - mmaction - INFO - Epoch [68][40/396] lr: 7.500e-04, eta: 3:47:21, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8234, top5_acc/: 0.9424, loss_cls/: 0.6760, loss/: 0.6760, grad_norm: 3.1197, top1_acc//aux0: 0.8555, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5354, loss//aux0: 0.5354 2020-10-16 04:52:47,602 - mmaction - INFO - Epoch [68][60/396] lr: 7.500e-04, eta: 3:46:54, time: 0.497, data_time: 0.000, memory: 8335, top1_acc/: 0.8333, top5_acc/: 0.9490, loss_cls/: 0.6715, loss/: 0.6715, grad_norm: 2.9514, top1_acc//aux0: 0.8582, top5_acc//aux0: 0.9545, loss_cls//aux0: 0.5321, loss//aux0: 0.5321 2020-10-16 04:52:48,068 - mmaction - INFO - Epoch [68][60/396] lr: 7.500e-04, eta: 3:46:59, time: 0.497, data_time: 0.002, memory: 8335, top1_acc/: 0.8333, top5_acc/: 0.9490, loss_cls/: 0.6715, loss/: 0.6715, grad_norm: 2.9535, top1_acc//aux0: 0.8596, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5298, loss//aux0: 0.5298 2020-10-16 04:53:07,925 - mmaction - INFO - Epoch [68][80/396] lr: 7.500e-04, eta: 3:46:33, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8240, top5_acc/: 0.9370, loss_cls/: 0.7218, loss/: 0.7218, grad_norm: 3.0007, top1_acc//aux0: 0.8620, top5_acc//aux0: 0.9597, loss_cls//aux0: 0.5143, loss//aux0: 0.5143 2020-10-16 04:53:08,428 - mmaction - INFO - Epoch [68][80/396] lr: 7.500e-04, eta: 3:46:38, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8240, top5_acc/: 0.9370, loss_cls/: 0.7218, loss/: 0.7218, grad_norm: 3.0110, top1_acc//aux0: 0.8612, top5_acc//aux0: 0.9596, loss_cls//aux0: 0.5162, loss//aux0: 0.5162 2020-10-16 04:53:27,974 - mmaction - INFO - Epoch [68][100/396] lr: 7.500e-04, eta: 3:46:12, time: 0.499, data_time: 0.000, memory: 8335, top1_acc/: 0.8302, top5_acc/: 0.9448, loss_cls/: 0.6603, loss/: 0.6603, grad_norm: 2.9872, top1_acc//aux0: 0.8606, top5_acc//aux0: 0.9580, loss_cls//aux0: 0.5178, loss//aux0: 0.5178 2020-10-16 04:53:28,453 - mmaction - INFO - Epoch [68][100/396] lr: 7.500e-04, eta: 3:46:17, time: 0.501, data_time: 0.002, memory: 8335, top1_acc/: 0.8302, top5_acc/: 0.9448, loss_cls/: 0.6603, loss/: 0.6603, grad_norm: 2.9968, top1_acc//aux0: 0.8606, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5205, loss//aux0: 0.5205 2020-10-16 04:53:48,050 - mmaction - INFO - Epoch [68][120/396] lr: 7.500e-04, eta: 3:45:50, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8206, top5_acc/: 0.9404, loss_cls/: 0.7126, loss/: 0.7126, grad_norm: 2.9922, top1_acc//aux0: 0.8524, top5_acc//aux0: 0.9546, loss_cls//aux0: 0.5488, loss//aux0: 0.5488 2020-10-16 04:53:48,502 - mmaction - INFO - Epoch [68][120/396] lr: 7.500e-04, eta: 3:45:55, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.8206, top5_acc/: 0.9404, loss_cls/: 0.7126, loss/: 0.7126, grad_norm: 2.9728, top1_acc//aux0: 0.8522, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5455, loss//aux0: 0.5455 2020-10-16 04:54:08,256 - mmaction - INFO - Epoch [68][140/396] lr: 7.500e-04, eta: 3:45:29, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8336, top5_acc/: 0.9437, loss_cls/: 0.6606, loss/: 0.6606, grad_norm: 3.0615, top1_acc//aux0: 0.8561, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5310, loss//aux0: 0.5310 2020-10-16 04:54:08,728 - mmaction - INFO - Epoch [68][140/396] lr: 7.500e-04, eta: 3:45:34, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.8336, top5_acc/: 0.9437, loss_cls/: 0.6606, loss/: 0.6606, grad_norm: 3.0657, top1_acc//aux0: 0.8562, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5328, loss//aux0: 0.5328 2020-10-16 04:54:28,847 - mmaction - INFO - Epoch [68][160/396] lr: 7.500e-04, eta: 3:45:08, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8122, top5_acc/: 0.9362, loss_cls/: 0.7225, loss/: 0.7225, grad_norm: 3.0246, top1_acc//aux0: 0.8602, top5_acc//aux0: 0.9557, loss_cls//aux0: 0.5264, loss//aux0: 0.5264 2020-10-16 04:54:29,342 - mmaction - INFO - Epoch [68][160/396] lr: 7.500e-04, eta: 3:45:13, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8122, top5_acc/: 0.9362, loss_cls/: 0.7225, loss/: 0.7225, grad_norm: 3.0126, top1_acc//aux0: 0.8604, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5253, loss//aux0: 0.5253 2020-10-16 04:54:49,081 - mmaction - INFO - Epoch [68][180/396] lr: 7.500e-04, eta: 3:44:46, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8258, top5_acc/: 0.9432, loss_cls/: 0.6840, loss/: 0.6840, grad_norm: 3.0576, top1_acc//aux0: 0.8585, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5315, loss//aux0: 0.5315 2020-10-16 04:54:49,539 - mmaction - INFO - Epoch [68][180/396] lr: 7.500e-04, eta: 3:44:51, time: 0.504, data_time: 0.003, memory: 8335, top1_acc/: 0.8258, top5_acc/: 0.9432, loss_cls/: 0.6840, loss/: 0.6840, grad_norm: 3.0701, top1_acc//aux0: 0.8583, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5313, loss//aux0: 0.5313 2020-10-16 04:55:09,364 - mmaction - INFO - Epoch [68][200/396] lr: 7.500e-04, eta: 3:44:25, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8229, top5_acc/: 0.9440, loss_cls/: 0.7083, loss/: 0.7083, grad_norm: 3.0685, top1_acc//aux0: 0.8546, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5501, loss//aux0: 0.5501 2020-10-16 04:55:09,789 - mmaction - INFO - Epoch [68][200/396] lr: 7.500e-04, eta: 3:44:30, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8229, top5_acc/: 0.9440, loss_cls/: 0.7083, loss/: 0.7083, grad_norm: 3.0313, top1_acc//aux0: 0.8552, top5_acc//aux0: 0.9551, loss_cls//aux0: 0.5495, loss//aux0: 0.5495 2020-10-16 04:55:29,843 - mmaction - INFO - Epoch [68][220/396] lr: 7.500e-04, eta: 3:44:04, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.8357, top5_acc/: 0.9469, loss_cls/: 0.6591, loss/: 0.6591, grad_norm: 3.0494, top1_acc//aux0: 0.8548, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5355, loss//aux0: 0.5355 2020-10-16 04:55:30,318 - mmaction - INFO - Epoch [68][220/396] lr: 7.500e-04, eta: 3:44:09, time: 0.517, data_time: 0.003, memory: 8335, top1_acc/: 0.8357, top5_acc/: 0.9469, loss_cls/: 0.6591, loss/: 0.6591, grad_norm: 3.0371, top1_acc//aux0: 0.8550, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5340, loss//aux0: 0.5340 2020-10-16 04:55:50,221 - mmaction - INFO - Epoch [68][240/396] lr: 7.500e-04, eta: 3:43:43, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8284, top5_acc/: 0.9435, loss_cls/: 0.6659, loss/: 0.6659, grad_norm: 2.9812, top1_acc//aux0: 0.8616, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5253, loss//aux0: 0.5253 2020-10-16 04:55:50,786 - mmaction - INFO - Epoch [68][240/396] lr: 7.500e-04, eta: 3:43:48, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8284, top5_acc/: 0.9435, loss_cls/: 0.6659, loss/: 0.6659, grad_norm: 2.9726, top1_acc//aux0: 0.8616, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5247, loss//aux0: 0.5247 2020-10-16 04:56:10,781 - mmaction - INFO - Epoch [68][260/396] lr: 7.500e-04, eta: 3:43:22, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8208, top5_acc/: 0.9419, loss_cls/: 0.6895, loss/: 0.6895, grad_norm: 2.9932, top1_acc//aux0: 0.8577, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5230, loss//aux0: 0.5230 2020-10-16 04:56:11,249 - mmaction - INFO - Epoch [68][260/396] lr: 7.500e-04, eta: 3:43:27, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8208, top5_acc/: 0.9419, loss_cls/: 0.6895, loss/: 0.6895, grad_norm: 2.9936, top1_acc//aux0: 0.8572, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5238, loss//aux0: 0.5238 2020-10-16 04:56:31,171 - mmaction - INFO - Epoch [68][280/396] lr: 7.500e-04, eta: 3:43:01, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8250, top5_acc/: 0.9422, loss_cls/: 0.6882, loss/: 0.6882, grad_norm: 3.0796, top1_acc//aux0: 0.8568, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5297, loss//aux0: 0.5297 2020-10-16 04:56:31,640 - mmaction - INFO - Epoch [68][280/396] lr: 7.500e-04, eta: 3:43:05, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8250, top5_acc/: 0.9422, loss_cls/: 0.6882, loss/: 0.6882, grad_norm: 3.0460, top1_acc//aux0: 0.8571, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5292, loss//aux0: 0.5292 2020-10-16 04:56:51,608 - mmaction - INFO - Epoch [68][300/396] lr: 7.500e-04, eta: 3:42:39, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8234, top5_acc/: 0.9411, loss_cls/: 0.6901, loss/: 0.6901, grad_norm: 3.0128, top1_acc//aux0: 0.8572, top5_acc//aux0: 0.9580, loss_cls//aux0: 0.5219, loss//aux0: 0.5219 2020-10-16 04:56:52,045 - mmaction - INFO - Epoch [68][300/396] lr: 7.500e-04, eta: 3:42:44, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8234, top5_acc/: 0.9411, loss_cls/: 0.6901, loss/: 0.6901, grad_norm: 3.0171, top1_acc//aux0: 0.8560, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5267, loss//aux0: 0.5267 2020-10-16 04:57:12,050 - mmaction - INFO - Epoch [68][320/396] lr: 7.500e-04, eta: 3:42:18, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8193, top5_acc/: 0.9469, loss_cls/: 0.6913, loss/: 0.6913, grad_norm: 3.1394, top1_acc//aux0: 0.8515, top5_acc//aux0: 0.9530, loss_cls//aux0: 0.5501, loss//aux0: 0.5501 2020-10-16 04:57:12,492 - mmaction - INFO - Epoch [68][320/396] lr: 7.500e-04, eta: 3:42:23, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8193, top5_acc/: 0.9469, loss_cls/: 0.6913, loss/: 0.6913, grad_norm: 3.1227, top1_acc//aux0: 0.8523, top5_acc//aux0: 0.9531, loss_cls//aux0: 0.5477, loss//aux0: 0.5477 2020-10-16 04:57:32,301 - mmaction - INFO - Epoch [68][340/396] lr: 7.500e-04, eta: 3:41:57, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8195, top5_acc/: 0.9271, loss_cls/: 0.7513, loss/: 0.7513, grad_norm: 3.0332, top1_acc//aux0: 0.8587, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5147, loss//aux0: 0.5147 2020-10-16 04:57:32,738 - mmaction - INFO - Epoch [68][340/396] lr: 7.500e-04, eta: 3:42:02, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8195, top5_acc/: 0.9271, loss_cls/: 0.7513, loss/: 0.7513, grad_norm: 3.0288, top1_acc//aux0: 0.8590, top5_acc//aux0: 0.9594, loss_cls//aux0: 0.5138, loss//aux0: 0.5138 2020-10-16 04:57:52,941 - mmaction - INFO - Epoch [68][360/396] lr: 7.500e-04, eta: 3:41:36, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.8193, top5_acc/: 0.9396, loss_cls/: 0.7183, loss/: 0.7183, grad_norm: 3.0587, top1_acc//aux0: 0.8598, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5225, loss//aux0: 0.5225 2020-10-16 04:57:53,420 - mmaction - INFO - Epoch [68][360/396] lr: 7.500e-04, eta: 3:41:41, time: 0.519, data_time: 0.005, memory: 8335, top1_acc/: 0.8193, top5_acc/: 0.9396, loss_cls/: 0.7183, loss/: 0.7183, grad_norm: 3.0723, top1_acc//aux0: 0.8590, top5_acc//aux0: 0.9559, loss_cls//aux0: 0.5261, loss//aux0: 0.5261 2020-10-16 04:58:13,535 - mmaction - INFO - Epoch [68][380/396] lr: 7.500e-04, eta: 3:41:15, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.8151, top5_acc/: 0.9362, loss_cls/: 0.7261, loss/: 0.7261, grad_norm: 3.0561, top1_acc//aux0: 0.8592, top5_acc//aux0: 0.9557, loss_cls//aux0: 0.5317, loss//aux0: 0.5317 2020-10-16 04:58:14,011 - mmaction - INFO - Epoch [68][380/396] lr: 7.500e-04, eta: 3:41:20, time: 0.517, data_time: 0.002, memory: 8335, top1_acc/: 0.8151, top5_acc/: 0.9362, loss_cls/: 0.7261, loss/: 0.7261, grad_norm: 3.0695, top1_acc//aux0: 0.8594, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5297, loss//aux0: 0.5297 2020-10-16 04:58:32,193 - mmaction - INFO - Saving checkpoint at 68 epochs 2020-10-16 05:01:04,689 - mmaction - INFO - Epoch [69][20/396] lr: 7.500e-04, eta: 3:40:29, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8281, top5_acc/: 0.9471, loss_cls/: 0.6654, loss/: 0.6654, grad_norm: 3.0455, top1_acc//aux0: 0.8578, top5_acc//aux0: 0.9546, loss_cls//aux0: 0.5363, loss//aux0: 0.5363 2020-10-16 05:01:05,151 - mmaction - INFO - Epoch [69][20/396] lr: 7.500e-04, eta: 3:40:34, time: 0.502, data_time: 0.003, memory: 8335, top1_acc/: 0.8281, top5_acc/: 0.9471, loss_cls/: 0.6654, loss/: 0.6654, grad_norm: 3.0405, top1_acc//aux0: 0.8577, top5_acc//aux0: 0.9549, loss_cls//aux0: 0.5353, loss//aux0: 0.5353 2020-10-16 05:01:24,887 - mmaction - INFO - Epoch [69][40/396] lr: 7.500e-04, eta: 3:40:08, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8344, top5_acc/: 0.9443, loss_cls/: 0.6738, loss/: 0.6738, grad_norm: 3.0687, top1_acc//aux0: 0.8545, top5_acc//aux0: 0.9549, loss_cls//aux0: 0.5420, loss//aux0: 0.5420 2020-10-16 05:01:25,367 - mmaction - INFO - Epoch [69][40/396] lr: 7.500e-04, eta: 3:40:12, time: 0.508, data_time: 0.004, memory: 8335, top1_acc/: 0.8344, top5_acc/: 0.9443, loss_cls/: 0.6738, loss/: 0.6738, grad_norm: 3.0631, top1_acc//aux0: 0.8553, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5401, loss//aux0: 0.5401 2020-10-16 05:01:44,957 - mmaction - INFO - Epoch [69][60/396] lr: 7.500e-04, eta: 3:39:46, time: 0.499, data_time: 0.000, memory: 8335, top1_acc/: 0.8224, top5_acc/: 0.9391, loss_cls/: 0.6931, loss/: 0.6931, grad_norm: 2.9312, top1_acc//aux0: 0.8603, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5196, loss//aux0: 0.5196 2020-10-16 05:01:45,408 - mmaction - INFO - Epoch [69][60/396] lr: 7.500e-04, eta: 3:39:51, time: 0.502, data_time: 0.003, memory: 8335, top1_acc/: 0.8224, top5_acc/: 0.9391, loss_cls/: 0.6931, loss/: 0.6931, grad_norm: 2.9353, top1_acc//aux0: 0.8607, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5176, loss//aux0: 0.5176 2020-10-16 05:02:05,220 - mmaction - INFO - Epoch [69][80/396] lr: 7.500e-04, eta: 3:39:25, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8263, top5_acc/: 0.9432, loss_cls/: 0.6932, loss/: 0.6932, grad_norm: 2.9626, top1_acc//aux0: 0.8608, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5216, loss//aux0: 0.5216 2020-10-16 05:02:05,687 - mmaction - INFO - Epoch [69][80/396] lr: 7.500e-04, eta: 3:39:30, time: 0.514, data_time: 0.003, memory: 8335, top1_acc/: 0.8263, top5_acc/: 0.9432, loss_cls/: 0.6932, loss/: 0.6932, grad_norm: 2.9827, top1_acc//aux0: 0.8591, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5291, loss//aux0: 0.5291 2020-10-16 05:02:25,423 - mmaction - INFO - Epoch [69][100/396] lr: 7.500e-04, eta: 3:39:04, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8271, top5_acc/: 0.9422, loss_cls/: 0.6820, loss/: 0.6820, grad_norm: 3.0209, top1_acc//aux0: 0.8561, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5293, loss//aux0: 0.5293 2020-10-16 05:02:25,880 - mmaction - INFO - Epoch [69][100/396] lr: 7.500e-04, eta: 3:39:09, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8271, top5_acc/: 0.9422, loss_cls/: 0.6820, loss/: 0.6820, grad_norm: 3.0385, top1_acc//aux0: 0.8558, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5305, loss//aux0: 0.5305 2020-10-16 05:02:45,506 - mmaction - INFO - Epoch [69][120/396] lr: 7.500e-04, eta: 3:38:43, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8133, top5_acc/: 0.9365, loss_cls/: 0.7404, loss/: 0.7404, grad_norm: 3.0536, top1_acc//aux0: 0.8564, top5_acc//aux0: 0.9554, loss_cls//aux0: 0.5468, loss//aux0: 0.5468 2020-10-16 05:02:45,948 - mmaction - INFO - Epoch [69][120/396] lr: 7.500e-04, eta: 3:38:47, time: 0.504, data_time: 0.003, memory: 8335, top1_acc/: 0.8133, top5_acc/: 0.9365, loss_cls/: 0.7404, loss/: 0.7404, grad_norm: 3.0598, top1_acc//aux0: 0.8573, top5_acc//aux0: 0.9557, loss_cls//aux0: 0.5446, loss//aux0: 0.5446 2020-10-16 05:03:05,849 - mmaction - INFO - Epoch [69][140/396] lr: 7.500e-04, eta: 3:38:22, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8302, top5_acc/: 0.9469, loss_cls/: 0.6839, loss/: 0.6839, grad_norm: 2.9731, top1_acc//aux0: 0.8626, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5177, loss//aux0: 0.5177 2020-10-16 05:03:06,305 - mmaction - INFO - Epoch [69][140/396] lr: 7.500e-04, eta: 3:38:26, time: 0.507, data_time: 0.004, memory: 8335, top1_acc/: 0.8302, top5_acc/: 0.9469, loss_cls/: 0.6839, loss/: 0.6839, grad_norm: 2.9686, top1_acc//aux0: 0.8630, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5145, loss//aux0: 0.5145 2020-10-16 05:03:26,225 - mmaction - INFO - Epoch [69][160/396] lr: 7.500e-04, eta: 3:38:00, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8273, top5_acc/: 0.9409, loss_cls/: 0.6765, loss/: 0.6765, grad_norm: 2.9584, top1_acc//aux0: 0.8636, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5150, loss//aux0: 0.5150 2020-10-16 05:03:26,665 - mmaction - INFO - Epoch [69][160/396] lr: 7.500e-04, eta: 3:38:05, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8273, top5_acc/: 0.9409, loss_cls/: 0.6765, loss/: 0.6765, grad_norm: 2.9765, top1_acc//aux0: 0.8629, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5161, loss//aux0: 0.5161 2020-10-16 05:03:46,343 - mmaction - INFO - Epoch [69][180/396] lr: 7.500e-04, eta: 3:37:39, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.8318, top5_acc/: 0.9424, loss_cls/: 0.6768, loss/: 0.6768, grad_norm: 3.0039, top1_acc//aux0: 0.8597, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5217, loss//aux0: 0.5217 2020-10-16 05:03:46,782 - mmaction - INFO - Epoch [69][180/396] lr: 7.500e-04, eta: 3:37:44, time: 0.501, data_time: 0.002, memory: 8335, top1_acc/: 0.8318, top5_acc/: 0.9424, loss_cls/: 0.6768, loss/: 0.6768, grad_norm: 3.0097, top1_acc//aux0: 0.8594, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5250, loss//aux0: 0.5250 2020-10-16 05:04:06,582 - mmaction - INFO - Epoch [69][200/396] lr: 7.500e-04, eta: 3:37:18, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8240, top5_acc/: 0.9461, loss_cls/: 0.6760, loss/: 0.6760, grad_norm: 3.0417, top1_acc//aux0: 0.8574, top5_acc//aux0: 0.9551, loss_cls//aux0: 0.5393, loss//aux0: 0.5393 2020-10-16 05:04:07,060 - mmaction - INFO - Epoch [69][200/396] lr: 7.500e-04, eta: 3:37:22, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8240, top5_acc/: 0.9461, loss_cls/: 0.6760, loss/: 0.6760, grad_norm: 3.0368, top1_acc//aux0: 0.8581, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5335, loss//aux0: 0.5335 2020-10-16 05:04:26,981 - mmaction - INFO - Epoch [69][220/396] lr: 7.500e-04, eta: 3:36:57, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8203, top5_acc/: 0.9404, loss_cls/: 0.7090, loss/: 0.7090, grad_norm: 3.0294, top1_acc//aux0: 0.8581, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5342, loss//aux0: 0.5342 2020-10-16 05:04:27,441 - mmaction - INFO - Epoch [69][220/396] lr: 7.500e-04, eta: 3:37:01, time: 0.506, data_time: 0.003, memory: 8335, top1_acc/: 0.8203, top5_acc/: 0.9404, loss_cls/: 0.7090, loss/: 0.7090, grad_norm: 3.0302, top1_acc//aux0: 0.8582, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5368, loss//aux0: 0.5368 2020-10-16 05:04:47,415 - mmaction - INFO - Epoch [69][240/396] lr: 7.500e-04, eta: 3:36:35, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8411, top5_acc/: 0.9490, loss_cls/: 0.6466, loss/: 0.6466, grad_norm: 2.9635, top1_acc//aux0: 0.8582, top5_acc//aux0: 0.9559, loss_cls//aux0: 0.5278, loss//aux0: 0.5278 2020-10-16 05:04:47,877 - mmaction - INFO - Epoch [69][240/396] lr: 7.500e-04, eta: 3:36:40, time: 0.511, data_time: 0.001, memory: 8335, top1_acc/: 0.8411, top5_acc/: 0.9490, loss_cls/: 0.6466, loss/: 0.6466, grad_norm: 2.9653, top1_acc//aux0: 0.8574, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5287, loss//aux0: 0.5287 2020-10-16 05:05:07,906 - mmaction - INFO - Epoch [69][260/396] lr: 7.500e-04, eta: 3:36:14, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8279, top5_acc/: 0.9419, loss_cls/: 0.6872, loss/: 0.6872, grad_norm: 3.0847, top1_acc//aux0: 0.8554, top5_acc//aux0: 0.9548, loss_cls//aux0: 0.5481, loss//aux0: 0.5481 2020-10-16 05:05:08,367 - mmaction - INFO - Epoch [69][260/396] lr: 7.500e-04, eta: 3:36:19, time: 0.512, data_time: 0.001, memory: 8335, top1_acc/: 0.8279, top5_acc/: 0.9419, loss_cls/: 0.6872, loss/: 0.6872, grad_norm: 3.0969, top1_acc//aux0: 0.8560, top5_acc//aux0: 0.9549, loss_cls//aux0: 0.5471, loss//aux0: 0.5471 2020-10-16 05:05:28,411 - mmaction - INFO - Epoch [69][280/396] lr: 7.500e-04, eta: 3:35:53, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8245, top5_acc/: 0.9417, loss_cls/: 0.6780, loss/: 0.6780, grad_norm: 3.0456, top1_acc//aux0: 0.8580, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5281, loss//aux0: 0.5281 2020-10-16 05:05:28,843 - mmaction - INFO - Epoch [69][280/396] lr: 7.500e-04, eta: 3:35:58, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8245, top5_acc/: 0.9417, loss_cls/: 0.6780, loss/: 0.6780, grad_norm: 3.0432, top1_acc//aux0: 0.8590, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5263, loss//aux0: 0.5263 2020-10-16 05:05:48,898 - mmaction - INFO - Epoch [69][300/396] lr: 7.500e-04, eta: 3:35:32, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8237, top5_acc/: 0.9409, loss_cls/: 0.6953, loss/: 0.6953, grad_norm: 3.0138, top1_acc//aux0: 0.8599, top5_acc//aux0: 0.9559, loss_cls//aux0: 0.5277, loss//aux0: 0.5277 2020-10-16 05:05:49,412 - mmaction - INFO - Epoch [69][300/396] lr: 7.500e-04, eta: 3:35:36, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8237, top5_acc/: 0.9409, loss_cls/: 0.6953, loss/: 0.6953, grad_norm: 3.0217, top1_acc//aux0: 0.8586, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5298, loss//aux0: 0.5298 2020-10-16 05:06:09,305 - mmaction - INFO - Epoch [69][320/396] lr: 7.500e-04, eta: 3:35:11, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8138, top5_acc/: 0.9396, loss_cls/: 0.7146, loss/: 0.7146, grad_norm: 3.0831, top1_acc//aux0: 0.8584, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5308, loss//aux0: 0.5308 2020-10-16 05:06:09,766 - mmaction - INFO - Epoch [69][320/396] lr: 7.500e-04, eta: 3:35:15, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8138, top5_acc/: 0.9396, loss_cls/: 0.7146, loss/: 0.7146, grad_norm: 3.0748, top1_acc//aux0: 0.8591, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5312, loss//aux0: 0.5312 2020-10-16 05:06:29,613 - mmaction - INFO - Epoch [69][340/396] lr: 7.500e-04, eta: 3:34:49, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8229, top5_acc/: 0.9396, loss_cls/: 0.7105, loss/: 0.7105, grad_norm: 2.9862, top1_acc//aux0: 0.8547, top5_acc//aux0: 0.9549, loss_cls//aux0: 0.5425, loss//aux0: 0.5425 2020-10-16 05:06:30,061 - mmaction - INFO - Epoch [69][340/396] lr: 7.500e-04, eta: 3:34:54, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8229, top5_acc/: 0.9396, loss_cls/: 0.7105, loss/: 0.7105, grad_norm: 2.9653, top1_acc//aux0: 0.8545, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5414, loss//aux0: 0.5414 2020-10-16 05:06:50,261 - mmaction - INFO - Epoch [69][360/396] lr: 7.500e-04, eta: 3:34:28, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8172, top5_acc/: 0.9372, loss_cls/: 0.7135, loss/: 0.7135, grad_norm: 3.1285, top1_acc//aux0: 0.8562, top5_acc//aux0: 0.9555, loss_cls//aux0: 0.5425, loss//aux0: 0.5425 2020-10-16 05:06:50,724 - mmaction - INFO - Epoch [69][360/396] lr: 7.500e-04, eta: 3:34:33, time: 0.515, data_time: 0.005, memory: 8335, top1_acc/: 0.8172, top5_acc/: 0.9372, loss_cls/: 0.7135, loss/: 0.7135, grad_norm: 3.1267, top1_acc//aux0: 0.8562, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5417, loss//aux0: 0.5417 2020-10-16 05:07:10,929 - mmaction - INFO - Epoch [69][380/396] lr: 7.500e-04, eta: 3:34:07, time: 0.518, data_time: 0.000, memory: 8335, top1_acc/: 0.8326, top5_acc/: 0.9419, loss_cls/: 0.6720, loss/: 0.6720, grad_norm: 3.0187, top1_acc//aux0: 0.8592, top5_acc//aux0: 0.9549, loss_cls//aux0: 0.5364, loss//aux0: 0.5364 2020-10-16 05:07:11,371 - mmaction - INFO - Epoch [69][380/396] lr: 7.500e-04, eta: 3:34:12, time: 0.517, data_time: 0.002, memory: 8335, top1_acc/: 0.8326, top5_acc/: 0.9419, loss_cls/: 0.6720, loss/: 0.6720, grad_norm: 2.9916, top1_acc//aux0: 0.8595, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5372, loss//aux0: 0.5372 2020-10-16 05:07:28,803 - mmaction - INFO - Saving checkpoint at 69 epochs 2020-10-16 05:10:17,149 - mmaction - INFO - Epoch [70][20/396] lr: 7.500e-04, eta: 3:33:22, time: 0.496, data_time: 0.000, memory: 8335, top1_acc/: 0.8253, top5_acc/: 0.9464, loss_cls/: 0.6806, loss/: 0.6806, grad_norm: 3.0082, top1_acc//aux0: 0.8594, top5_acc//aux0: 0.9584, loss_cls//aux0: 0.5245, loss//aux0: 0.5245 2020-10-16 05:10:17,592 - mmaction - INFO - Epoch [70][20/396] lr: 7.500e-04, eta: 3:33:26, time: 0.498, data_time: 0.003, memory: 8335, top1_acc/: 0.8253, top5_acc/: 0.9464, loss_cls/: 0.6806, loss/: 0.6806, grad_norm: 3.0157, top1_acc//aux0: 0.8587, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5266, loss//aux0: 0.5266 2020-10-16 05:10:37,502 - mmaction - INFO - Epoch [70][40/396] lr: 7.500e-04, eta: 3:33:01, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8320, top5_acc/: 0.9451, loss_cls/: 0.6742, loss/: 0.6742, grad_norm: 3.0653, top1_acc//aux0: 0.8569, top5_acc//aux0: 0.9537, loss_cls//aux0: 0.5338, loss//aux0: 0.5338 2020-10-16 05:10:37,976 - mmaction - INFO - Epoch [70][40/396] lr: 7.500e-04, eta: 3:33:05, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.8320, top5_acc/: 0.9451, loss_cls/: 0.6742, loss/: 0.6742, grad_norm: 3.0363, top1_acc//aux0: 0.8572, top5_acc//aux0: 0.9540, loss_cls//aux0: 0.5313, loss//aux0: 0.5313 2020-10-16 05:10:57,860 - mmaction - INFO - Epoch [70][60/396] lr: 7.500e-04, eta: 3:32:40, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8247, top5_acc/: 0.9422, loss_cls/: 0.6905, loss/: 0.6905, grad_norm: 3.0153, top1_acc//aux0: 0.8588, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5216, loss//aux0: 0.5216 2020-10-16 05:10:58,306 - mmaction - INFO - Epoch [70][60/396] lr: 7.500e-04, eta: 3:32:44, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8247, top5_acc/: 0.9422, loss_cls/: 0.6905, loss/: 0.6905, grad_norm: 3.0053, top1_acc//aux0: 0.8593, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5222, loss//aux0: 0.5222 2020-10-16 05:11:17,816 - mmaction - INFO - Epoch [70][80/396] lr: 7.500e-04, eta: 3:32:18, time: 0.498, data_time: 0.000, memory: 8335, top1_acc/: 0.8255, top5_acc/: 0.9432, loss_cls/: 0.6952, loss/: 0.6952, grad_norm: 2.9693, top1_acc//aux0: 0.8625, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5180, loss//aux0: 0.5180 2020-10-16 05:11:18,266 - mmaction - INFO - Epoch [70][80/396] lr: 7.500e-04, eta: 3:32:23, time: 0.500, data_time: 0.003, memory: 8335, top1_acc/: 0.8255, top5_acc/: 0.9432, loss_cls/: 0.6952, loss/: 0.6952, grad_norm: 2.9753, top1_acc//aux0: 0.8621, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5178, loss//aux0: 0.5178 2020-10-16 05:11:38,377 - mmaction - INFO - Epoch [70][100/396] lr: 7.500e-04, eta: 3:31:57, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8284, top5_acc/: 0.9427, loss_cls/: 0.6813, loss/: 0.6813, grad_norm: 2.9679, top1_acc//aux0: 0.8596, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5252, loss//aux0: 0.5252 2020-10-16 05:11:38,828 - mmaction - INFO - Epoch [70][100/396] lr: 7.500e-04, eta: 3:32:02, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.8284, top5_acc/: 0.9427, loss_cls/: 0.6813, loss/: 0.6813, grad_norm: 2.9634, top1_acc//aux0: 0.8594, top5_acc//aux0: 0.9559, loss_cls//aux0: 0.5250, loss//aux0: 0.5250 2020-10-16 05:11:58,731 - mmaction - INFO - Epoch [70][120/396] lr: 7.500e-04, eta: 3:31:36, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8187, top5_acc/: 0.9391, loss_cls/: 0.7166, loss/: 0.7166, grad_norm: 3.1076, top1_acc//aux0: 0.8577, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5308, loss//aux0: 0.5308 2020-10-16 05:11:59,260 - mmaction - INFO - Epoch [70][120/396] lr: 7.500e-04, eta: 3:31:41, time: 0.516, data_time: 0.003, memory: 8335, top1_acc/: 0.8187, top5_acc/: 0.9391, loss_cls/: 0.7166, loss/: 0.7166, grad_norm: 3.1072, top1_acc//aux0: 0.8577, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5329, loss//aux0: 0.5329 2020-10-16 05:12:19,207 - mmaction - INFO - Epoch [70][140/396] lr: 7.500e-04, eta: 3:31:15, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8289, top5_acc/: 0.9461, loss_cls/: 0.6748, loss/: 0.6748, grad_norm: 2.9863, top1_acc//aux0: 0.8595, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5307, loss//aux0: 0.5307 2020-10-16 05:12:19,660 - mmaction - INFO - Epoch [70][140/396] lr: 7.500e-04, eta: 3:31:19, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.8289, top5_acc/: 0.9461, loss_cls/: 0.6748, loss/: 0.6748, grad_norm: 3.0059, top1_acc//aux0: 0.8598, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5295, loss//aux0: 0.5295 2020-10-16 05:12:39,626 - mmaction - INFO - Epoch [70][160/396] lr: 7.500e-04, eta: 3:30:54, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8289, top5_acc/: 0.9451, loss_cls/: 0.6523, loss/: 0.6523, grad_norm: 2.9749, top1_acc//aux0: 0.8547, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5337, loss//aux0: 0.5337 2020-10-16 05:12:40,094 - mmaction - INFO - Epoch [70][160/396] lr: 7.500e-04, eta: 3:30:58, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8289, top5_acc/: 0.9451, loss_cls/: 0.6523, loss/: 0.6523, grad_norm: 2.9703, top1_acc//aux0: 0.8553, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5333, loss//aux0: 0.5333 2020-10-16 05:13:00,061 - mmaction - INFO - Epoch [70][180/396] lr: 7.500e-04, eta: 3:30:33, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8180, top5_acc/: 0.9437, loss_cls/: 0.7017, loss/: 0.7017, grad_norm: 3.0708, top1_acc//aux0: 0.8569, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5383, loss//aux0: 0.5383 2020-10-16 05:13:00,537 - mmaction - INFO - Epoch [70][180/396] lr: 7.500e-04, eta: 3:30:37, time: 0.509, data_time: 0.001, memory: 8335, top1_acc/: 0.8180, top5_acc/: 0.9437, loss_cls/: 0.7017, loss/: 0.7017, grad_norm: 3.0691, top1_acc//aux0: 0.8568, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5357, loss//aux0: 0.5357 2020-10-16 05:13:20,693 - mmaction - INFO - Epoch [70][200/396] lr: 7.500e-04, eta: 3:30:12, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8237, top5_acc/: 0.9411, loss_cls/: 0.6743, loss/: 0.6743, grad_norm: 2.9939, top1_acc//aux0: 0.8584, top5_acc//aux0: 0.9593, loss_cls//aux0: 0.5264, loss//aux0: 0.5264 2020-10-16 05:13:21,156 - mmaction - INFO - Epoch [70][200/396] lr: 7.500e-04, eta: 3:30:16, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.8237, top5_acc/: 0.9411, loss_cls/: 0.6743, loss/: 0.6743, grad_norm: 2.9783, top1_acc//aux0: 0.8576, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5303, loss//aux0: 0.5303 2020-10-16 05:13:41,410 - mmaction - INFO - Epoch [70][220/396] lr: 7.500e-04, eta: 3:29:51, time: 0.519, data_time: 0.000, memory: 8335, top1_acc/: 0.8216, top5_acc/: 0.9438, loss_cls/: 0.6995, loss/: 0.6995, grad_norm: 3.0446, top1_acc//aux0: 0.8578, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5240, loss//aux0: 0.5240 2020-10-16 05:13:41,839 - mmaction - INFO - Epoch [70][220/396] lr: 7.500e-04, eta: 3:29:55, time: 0.517, data_time: 0.001, memory: 8335, top1_acc/: 0.8216, top5_acc/: 0.9438, loss_cls/: 0.6995, loss/: 0.6995, grad_norm: 3.0351, top1_acc//aux0: 0.8583, top5_acc//aux0: 0.9594, loss_cls//aux0: 0.5204, loss//aux0: 0.5204 2020-10-16 05:14:01,903 - mmaction - INFO - Epoch [70][240/396] lr: 7.500e-04, eta: 3:29:30, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8229, top5_acc/: 0.9424, loss_cls/: 0.7036, loss/: 0.7036, grad_norm: 3.0800, top1_acc//aux0: 0.8582, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5318, loss//aux0: 0.5318 2020-10-16 05:14:02,336 - mmaction - INFO - Epoch [70][240/396] lr: 7.500e-04, eta: 3:29:34, time: 0.512, data_time: 0.001, memory: 8335, top1_acc/: 0.8229, top5_acc/: 0.9424, loss_cls/: 0.7036, loss/: 0.7036, grad_norm: 3.0844, top1_acc//aux0: 0.8575, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5359, loss//aux0: 0.5359 2020-10-16 05:14:22,451 - mmaction - INFO - Epoch [70][260/396] lr: 7.500e-04, eta: 3:29:09, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8273, top5_acc/: 0.9443, loss_cls/: 0.6748, loss/: 0.6748, grad_norm: 3.0459, top1_acc//aux0: 0.8572, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5279, loss//aux0: 0.5279 2020-10-16 05:14:22,953 - mmaction - INFO - Epoch [70][260/396] lr: 7.500e-04, eta: 3:29:13, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.8273, top5_acc/: 0.9443, loss_cls/: 0.6748, loss/: 0.6748, grad_norm: 3.0387, top1_acc//aux0: 0.8583, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5254, loss//aux0: 0.5254 2020-10-16 05:14:42,805 - mmaction - INFO - Epoch [70][280/396] lr: 7.500e-04, eta: 3:28:47, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8276, top5_acc/: 0.9401, loss_cls/: 0.7007, loss/: 0.7007, grad_norm: 3.0687, top1_acc//aux0: 0.8614, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5236, loss//aux0: 0.5236 2020-10-16 05:14:43,243 - mmaction - INFO - Epoch [70][280/396] lr: 7.500e-04, eta: 3:28:52, time: 0.504, data_time: 0.003, memory: 8335, top1_acc/: 0.8276, top5_acc/: 0.9401, loss_cls/: 0.7007, loss/: 0.7007, grad_norm: 3.0762, top1_acc//aux0: 0.8607, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5253, loss//aux0: 0.5253 2020-10-16 05:15:03,162 - mmaction - INFO - Epoch [70][300/396] lr: 7.500e-04, eta: 3:28:26, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8279, top5_acc/: 0.9456, loss_cls/: 0.6748, loss/: 0.6748, grad_norm: 3.0517, top1_acc//aux0: 0.8580, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5295, loss//aux0: 0.5295 2020-10-16 05:15:03,615 - mmaction - INFO - Epoch [70][300/396] lr: 7.500e-04, eta: 3:28:31, time: 0.503, data_time: 0.003, memory: 8335, top1_acc/: 0.8279, top5_acc/: 0.9456, loss_cls/: 0.6748, loss/: 0.6748, grad_norm: 3.0675, top1_acc//aux0: 0.8578, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5277, loss//aux0: 0.5277 2020-10-16 05:15:24,034 - mmaction - INFO - Epoch [70][320/396] lr: 7.500e-04, eta: 3:28:05, time: 0.525, data_time: 0.000, memory: 8335, top1_acc/: 0.8320, top5_acc/: 0.9422, loss_cls/: 0.6764, loss/: 0.6764, grad_norm: 3.0652, top1_acc//aux0: 0.8552, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5404, loss//aux0: 0.5404 2020-10-16 05:15:24,470 - mmaction - INFO - Epoch [70][320/396] lr: 7.500e-04, eta: 3:28:10, time: 0.524, data_time: 0.002, memory: 8335, top1_acc/: 0.8320, top5_acc/: 0.9422, loss_cls/: 0.6764, loss/: 0.6764, grad_norm: 3.0973, top1_acc//aux0: 0.8550, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5449, loss//aux0: 0.5449 2020-10-16 05:15:44,493 - mmaction - INFO - Epoch [70][340/396] lr: 7.500e-04, eta: 3:27:44, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8260, top5_acc/: 0.9424, loss_cls/: 0.6815, loss/: 0.6815, grad_norm: 3.0157, top1_acc//aux0: 0.8606, top5_acc//aux0: 0.9591, loss_cls//aux0: 0.5173, loss//aux0: 0.5173 2020-10-16 05:15:44,937 - mmaction - INFO - Epoch [70][340/396] lr: 7.500e-04, eta: 3:27:49, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.8260, top5_acc/: 0.9424, loss_cls/: 0.6815, loss/: 0.6815, grad_norm: 3.0359, top1_acc//aux0: 0.8622, top5_acc//aux0: 0.9600, loss_cls//aux0: 0.5112, loss//aux0: 0.5112 2020-10-16 05:16:04,853 - mmaction - INFO - Epoch [70][360/396] lr: 7.500e-04, eta: 3:27:23, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8294, top5_acc/: 0.9409, loss_cls/: 0.6768, loss/: 0.6768, grad_norm: 3.0635, top1_acc//aux0: 0.8574, top5_acc//aux0: 0.9584, loss_cls//aux0: 0.5272, loss//aux0: 0.5272 2020-10-16 05:16:05,300 - mmaction - INFO - Epoch [70][360/396] lr: 7.500e-04, eta: 3:27:28, time: 0.514, data_time: 0.003, memory: 8335, top1_acc/: 0.8294, top5_acc/: 0.9409, loss_cls/: 0.6768, loss/: 0.6768, grad_norm: 3.0695, top1_acc//aux0: 0.8563, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5306, loss//aux0: 0.5306 2020-10-16 05:16:25,232 - mmaction - INFO - Epoch [70][380/396] lr: 7.500e-04, eta: 3:27:02, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8234, top5_acc/: 0.9464, loss_cls/: 0.6728, loss/: 0.6728, grad_norm: 3.0816, top1_acc//aux0: 0.8581, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5329, loss//aux0: 0.5329 2020-10-16 05:16:25,700 - mmaction - INFO - Epoch [70][380/396] lr: 7.500e-04, eta: 3:27:06, time: 0.513, data_time: 0.003, memory: 8335, top1_acc/: 0.8234, top5_acc/: 0.9464, loss_cls/: 0.6728, loss/: 0.6728, grad_norm: 3.0836, top1_acc//aux0: 0.8583, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5316, loss//aux0: 0.5316 2020-10-16 05:16:43,717 - mmaction - INFO - Saving checkpoint at 70 epochs 2020-10-16 05:17:59,041 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-16 05:17:59,160 - mmaction - INFO - top1_acc 0.7780 top5_acc 0.9349 2020-10-16 05:17:59,160 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-16 05:17:59,201 - mmaction - INFO - mean_acc 0.7783 2020-10-16 05:17:59,204 - mmaction - INFO - Epoch(val) [70][396] top1_acc: 0.7780, top5_acc: 0.9349, mean_class_accuracy: 0.7783 2020-10-16 05:20:32,298 - mmaction - INFO - Epoch [71][20/396] lr: 7.500e-04, eta: 3:26:17, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8323, top5_acc/: 0.9482, loss_cls/: 0.6551, loss/: 0.6551, grad_norm: 3.0493, top1_acc//aux0: 0.8559, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5320, loss//aux0: 0.5320 2020-10-16 05:20:32,750 - mmaction - INFO - Epoch [71][20/396] lr: 7.500e-04, eta: 3:26:21, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8323, top5_acc/: 0.9482, loss_cls/: 0.6551, loss/: 0.6551, grad_norm: 3.0615, top1_acc//aux0: 0.8561, top5_acc//aux0: 0.9580, loss_cls//aux0: 0.5334, loss//aux0: 0.5334 2020-10-16 05:20:52,647 - mmaction - INFO - Epoch [71][40/396] lr: 7.500e-04, eta: 3:25:56, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8320, top5_acc/: 0.9448, loss_cls/: 0.6658, loss/: 0.6658, grad_norm: 3.0973, top1_acc//aux0: 0.8542, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5414, loss//aux0: 0.5414 2020-10-16 05:20:53,149 - mmaction - INFO - Epoch [71][40/396] lr: 7.500e-04, eta: 3:26:00, time: 0.515, data_time: 0.004, memory: 8335, top1_acc/: 0.8320, top5_acc/: 0.9448, loss_cls/: 0.6658, loss/: 0.6658, grad_norm: 3.1000, top1_acc//aux0: 0.8536, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5400, loss//aux0: 0.5400 2020-10-16 05:21:12,951 - mmaction - INFO - Epoch [71][60/396] lr: 7.500e-04, eta: 3:25:35, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8133, top5_acc/: 0.9359, loss_cls/: 0.7134, loss/: 0.7134, grad_norm: 3.1234, top1_acc//aux0: 0.8585, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5324, loss//aux0: 0.5324 2020-10-16 05:21:13,381 - mmaction - INFO - Epoch [71][60/396] lr: 7.500e-04, eta: 3:25:39, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8133, top5_acc/: 0.9359, loss_cls/: 0.7134, loss/: 0.7134, grad_norm: 3.1073, top1_acc//aux0: 0.8590, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5334, loss//aux0: 0.5334 2020-10-16 05:21:33,470 - mmaction - INFO - Epoch [71][80/396] lr: 7.500e-04, eta: 3:25:14, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.8281, top5_acc/: 0.9417, loss_cls/: 0.6878, loss/: 0.6878, grad_norm: 3.0339, top1_acc//aux0: 0.8589, top5_acc//aux0: 0.9584, loss_cls//aux0: 0.5200, loss//aux0: 0.5200 2020-10-16 05:21:33,905 - mmaction - INFO - Epoch [71][80/396] lr: 7.500e-04, eta: 3:25:18, time: 0.514, data_time: 0.005, memory: 8335, top1_acc/: 0.8281, top5_acc/: 0.9417, loss_cls/: 0.6878, loss/: 0.6878, grad_norm: 3.0229, top1_acc//aux0: 0.8586, top5_acc//aux0: 0.9588, loss_cls//aux0: 0.5184, loss//aux0: 0.5184 2020-10-16 05:21:53,790 - mmaction - INFO - Epoch [71][100/396] lr: 7.500e-04, eta: 3:24:53, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8404, top5_acc/: 0.9487, loss_cls/: 0.6266, loss/: 0.6266, grad_norm: 3.0242, top1_acc//aux0: 0.8554, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5386, loss//aux0: 0.5386 2020-10-16 05:21:54,245 - mmaction - INFO - Epoch [71][100/396] lr: 7.500e-04, eta: 3:24:57, time: 0.505, data_time: 0.001, memory: 8335, top1_acc/: 0.8404, top5_acc/: 0.9487, loss_cls/: 0.6266, loss/: 0.6266, grad_norm: 3.0025, top1_acc//aux0: 0.8562, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5370, loss//aux0: 0.5370 2020-10-16 05:22:14,220 - mmaction - INFO - Epoch [71][120/396] lr: 7.500e-04, eta: 3:24:32, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8214, top5_acc/: 0.9336, loss_cls/: 0.7141, loss/: 0.7141, grad_norm: 3.0298, top1_acc//aux0: 0.8604, top5_acc//aux0: 0.9591, loss_cls//aux0: 0.5138, loss//aux0: 0.5138 2020-10-16 05:22:14,669 - mmaction - INFO - Epoch [71][120/396] lr: 7.500e-04, eta: 3:24:36, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8214, top5_acc/: 0.9336, loss_cls/: 0.7141, loss/: 0.7141, grad_norm: 3.0479, top1_acc//aux0: 0.8600, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5158, loss//aux0: 0.5158 2020-10-16 05:22:34,913 - mmaction - INFO - Epoch [71][140/396] lr: 7.500e-04, eta: 3:24:11, time: 0.521, data_time: 0.000, memory: 8335, top1_acc/: 0.8294, top5_acc/: 0.9424, loss_cls/: 0.6861, loss/: 0.6861, grad_norm: 3.0548, top1_acc//aux0: 0.8579, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5312, loss//aux0: 0.5312 2020-10-16 05:22:35,376 - mmaction - INFO - Epoch [71][140/396] lr: 7.500e-04, eta: 3:24:15, time: 0.522, data_time: 0.003, memory: 8335, top1_acc/: 0.8294, top5_acc/: 0.9424, loss_cls/: 0.6861, loss/: 0.6861, grad_norm: 3.0445, top1_acc//aux0: 0.8578, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5320, loss//aux0: 0.5320 2020-10-16 05:22:55,270 - mmaction - INFO - Epoch [71][160/396] lr: 7.500e-04, eta: 3:23:50, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8318, top5_acc/: 0.9451, loss_cls/: 0.6541, loss/: 0.6541, grad_norm: 3.0407, top1_acc//aux0: 0.8574, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5350, loss//aux0: 0.5350 2020-10-16 05:22:55,713 - mmaction - INFO - Epoch [71][160/396] lr: 7.500e-04, eta: 3:23:54, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8318, top5_acc/: 0.9451, loss_cls/: 0.6541, loss/: 0.6541, grad_norm: 3.0561, top1_acc//aux0: 0.8575, top5_acc//aux0: 0.9548, loss_cls//aux0: 0.5352, loss//aux0: 0.5352 2020-10-16 05:23:15,585 - mmaction - INFO - Epoch [71][180/396] lr: 7.500e-04, eta: 3:23:29, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8365, top5_acc/: 0.9482, loss_cls/: 0.6334, loss/: 0.6334, grad_norm: 3.0161, top1_acc//aux0: 0.8574, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5329, loss//aux0: 0.5329 2020-10-16 05:23:16,019 - mmaction - INFO - Epoch [71][180/396] lr: 7.500e-04, eta: 3:23:33, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8365, top5_acc/: 0.9482, loss_cls/: 0.6334, loss/: 0.6334, grad_norm: 2.9949, top1_acc//aux0: 0.8587, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5283, loss//aux0: 0.5283 2020-10-16 05:23:35,860 - mmaction - INFO - Epoch [71][200/396] lr: 7.500e-04, eta: 3:23:07, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8255, top5_acc/: 0.9393, loss_cls/: 0.6881, loss/: 0.6881, grad_norm: 3.0511, top1_acc//aux0: 0.8582, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5304, loss//aux0: 0.5304 2020-10-16 05:23:36,336 - mmaction - INFO - Epoch [71][200/396] lr: 7.500e-04, eta: 3:23:12, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8255, top5_acc/: 0.9393, loss_cls/: 0.6881, loss/: 0.6881, grad_norm: 3.0756, top1_acc//aux0: 0.8569, top5_acc//aux0: 0.9557, loss_cls//aux0: 0.5358, loss//aux0: 0.5358 2020-10-16 05:23:56,406 - mmaction - INFO - Epoch [71][220/396] lr: 7.500e-04, eta: 3:22:46, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8211, top5_acc/: 0.9396, loss_cls/: 0.7149, loss/: 0.7149, grad_norm: 3.0323, top1_acc//aux0: 0.8565, top5_acc//aux0: 0.9552, loss_cls//aux0: 0.5407, loss//aux0: 0.5407 2020-10-16 05:23:56,900 - mmaction - INFO - Epoch [71][220/396] lr: 7.500e-04, eta: 3:22:51, time: 0.514, data_time: 0.003, memory: 8335, top1_acc/: 0.8211, top5_acc/: 0.9396, loss_cls/: 0.7149, loss/: 0.7149, grad_norm: 3.0388, top1_acc//aux0: 0.8563, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5392, loss//aux0: 0.5392 2020-10-16 05:24:17,084 - mmaction - INFO - Epoch [71][240/396] lr: 7.500e-04, eta: 3:22:25, time: 0.518, data_time: 0.000, memory: 8335, top1_acc/: 0.8393, top5_acc/: 0.9477, loss_cls/: 0.6429, loss/: 0.6429, grad_norm: 2.9963, top1_acc//aux0: 0.8578, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5285, loss//aux0: 0.5285 2020-10-16 05:24:17,664 - mmaction - INFO - Epoch [71][240/396] lr: 7.500e-04, eta: 3:22:30, time: 0.526, data_time: 0.001, memory: 8335, top1_acc/: 0.8393, top5_acc/: 0.9477, loss_cls/: 0.6429, loss/: 0.6429, grad_norm: 2.9997, top1_acc//aux0: 0.8583, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5259, loss//aux0: 0.5259 2020-10-16 05:24:37,547 - mmaction - INFO - Epoch [71][260/396] lr: 7.500e-04, eta: 3:22:05, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8237, top5_acc/: 0.9451, loss_cls/: 0.6874, loss/: 0.6874, grad_norm: 3.0954, top1_acc//aux0: 0.8534, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5396, loss//aux0: 0.5396 2020-10-16 05:24:38,002 - mmaction - INFO - Epoch [71][260/396] lr: 7.500e-04, eta: 3:22:09, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8237, top5_acc/: 0.9451, loss_cls/: 0.6874, loss/: 0.6874, grad_norm: 3.0929, top1_acc//aux0: 0.8535, top5_acc//aux0: 0.9557, loss_cls//aux0: 0.5418, loss//aux0: 0.5418 2020-10-16 05:24:57,997 - mmaction - INFO - Epoch [71][280/396] lr: 7.500e-04, eta: 3:21:43, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.8315, top5_acc/: 0.9451, loss_cls/: 0.6833, loss/: 0.6833, grad_norm: 3.0658, top1_acc//aux0: 0.8562, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5389, loss//aux0: 0.5389 2020-10-16 05:24:58,456 - mmaction - INFO - Epoch [71][280/396] lr: 7.500e-04, eta: 3:21:48, time: 0.515, data_time: 0.003, memory: 8335, top1_acc/: 0.8315, top5_acc/: 0.9451, loss_cls/: 0.6833, loss/: 0.6833, grad_norm: 3.0329, top1_acc//aux0: 0.8568, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5384, loss//aux0: 0.5384 2020-10-16 05:25:18,516 - mmaction - INFO - Epoch [71][300/396] lr: 7.500e-04, eta: 3:21:23, time: 0.520, data_time: 0.000, memory: 8335, top1_acc/: 0.8297, top5_acc/: 0.9437, loss_cls/: 0.7004, loss/: 0.7004, grad_norm: 3.0762, top1_acc//aux0: 0.8591, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5273, loss//aux0: 0.5273 2020-10-16 05:25:18,951 - mmaction - INFO - Epoch [71][300/396] lr: 7.500e-04, eta: 3:21:27, time: 0.520, data_time: 0.002, memory: 8335, top1_acc/: 0.8297, top5_acc/: 0.9437, loss_cls/: 0.7004, loss/: 0.7004, grad_norm: 3.0460, top1_acc//aux0: 0.8592, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5249, loss//aux0: 0.5249 2020-10-16 05:25:38,753 - mmaction - INFO - Epoch [71][320/396] lr: 7.500e-04, eta: 3:21:02, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8362, top5_acc/: 0.9445, loss_cls/: 0.6534, loss/: 0.6534, grad_norm: 3.0191, top1_acc//aux0: 0.8620, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5191, loss//aux0: 0.5191 2020-10-16 05:25:39,231 - mmaction - INFO - Epoch [71][320/396] lr: 7.500e-04, eta: 3:21:06, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8362, top5_acc/: 0.9445, loss_cls/: 0.6534, loss/: 0.6534, grad_norm: 3.0206, top1_acc//aux0: 0.8606, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5238, loss//aux0: 0.5238 2020-10-16 05:25:59,025 - mmaction - INFO - Epoch [71][340/396] lr: 7.500e-04, eta: 3:20:40, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8177, top5_acc/: 0.9380, loss_cls/: 0.7068, loss/: 0.7068, grad_norm: 3.0159, top1_acc//aux0: 0.8643, top5_acc//aux0: 0.9594, loss_cls//aux0: 0.5085, loss//aux0: 0.5085 2020-10-16 05:25:59,464 - mmaction - INFO - Epoch [71][340/396] lr: 7.500e-04, eta: 3:20:45, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8177, top5_acc/: 0.9380, loss_cls/: 0.7068, loss/: 0.7068, grad_norm: 3.0243, top1_acc//aux0: 0.8647, top5_acc//aux0: 0.9594, loss_cls//aux0: 0.5085, loss//aux0: 0.5085 2020-10-16 05:26:19,264 - mmaction - INFO - Epoch [71][360/396] lr: 7.500e-04, eta: 3:20:19, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8289, top5_acc/: 0.9383, loss_cls/: 0.7070, loss/: 0.7070, grad_norm: 3.0588, top1_acc//aux0: 0.8595, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5286, loss//aux0: 0.5286 2020-10-16 05:26:19,712 - mmaction - INFO - Epoch [71][360/396] lr: 7.500e-04, eta: 3:20:24, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8289, top5_acc/: 0.9383, loss_cls/: 0.7070, loss/: 0.7070, grad_norm: 3.0611, top1_acc//aux0: 0.8598, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5257, loss//aux0: 0.5257 2020-10-16 05:26:39,673 - mmaction - INFO - Epoch [71][380/396] lr: 7.500e-04, eta: 3:19:58, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8182, top5_acc/: 0.9448, loss_cls/: 0.6952, loss/: 0.6952, grad_norm: 3.1268, top1_acc//aux0: 0.8594, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5276, loss//aux0: 0.5276 2020-10-16 05:26:40,116 - mmaction - INFO - Epoch [71][380/396] lr: 7.500e-04, eta: 3:20:02, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8182, top5_acc/: 0.9448, loss_cls/: 0.6952, loss/: 0.6952, grad_norm: 3.1359, top1_acc//aux0: 0.8582, top5_acc//aux0: 0.9551, loss_cls//aux0: 0.5321, loss//aux0: 0.5321 2020-10-16 05:26:59,518 - mmaction - INFO - Saving checkpoint at 71 epochs 2020-10-16 05:29:55,243 - mmaction - INFO - Epoch [72][20/396] lr: 7.500e-04, eta: 3:19:14, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8240, top5_acc/: 0.9409, loss_cls/: 0.6810, loss/: 0.6810, grad_norm: 2.9971, top1_acc//aux0: 0.8611, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5135, loss//aux0: 0.5135 2020-10-16 05:29:55,698 - mmaction - INFO - Epoch [72][20/396] lr: 7.500e-04, eta: 3:19:18, time: 0.513, data_time: 0.005, memory: 8335, top1_acc/: 0.8240, top5_acc/: 0.9409, loss_cls/: 0.6810, loss/: 0.6810, grad_norm: 2.9828, top1_acc//aux0: 0.8615, top5_acc//aux0: 0.9588, loss_cls//aux0: 0.5119, loss//aux0: 0.5119 2020-10-16 05:30:15,498 - mmaction - INFO - Epoch [72][40/396] lr: 7.500e-04, eta: 3:18:53, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8263, top5_acc/: 0.9419, loss_cls/: 0.6962, loss/: 0.6962, grad_norm: 3.0507, top1_acc//aux0: 0.8601, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5211, loss//aux0: 0.5211 2020-10-16 05:30:16,003 - mmaction - INFO - Epoch [72][40/396] lr: 7.500e-04, eta: 3:18:57, time: 0.516, data_time: 0.005, memory: 8335, top1_acc/: 0.8263, top5_acc/: 0.9419, loss_cls/: 0.6962, loss/: 0.6962, grad_norm: 3.0555, top1_acc//aux0: 0.8595, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5230, loss//aux0: 0.5230 2020-10-16 05:30:35,800 - mmaction - INFO - Epoch [72][60/396] lr: 7.500e-04, eta: 3:18:32, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8292, top5_acc/: 0.9385, loss_cls/: 0.6953, loss/: 0.6953, grad_norm: 3.0330, top1_acc//aux0: 0.8609, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5292, loss//aux0: 0.5292 2020-10-16 05:30:36,284 - mmaction - INFO - Epoch [72][60/396] lr: 7.500e-04, eta: 3:18:36, time: 0.516, data_time: 0.002, memory: 8335, top1_acc/: 0.8292, top5_acc/: 0.9385, loss_cls/: 0.6953, loss/: 0.6953, grad_norm: 3.0468, top1_acc//aux0: 0.8606, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5297, loss//aux0: 0.5297 2020-10-16 05:30:56,018 - mmaction - INFO - Epoch [72][80/396] lr: 7.500e-04, eta: 3:18:11, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8326, top5_acc/: 0.9430, loss_cls/: 0.6676, loss/: 0.6676, grad_norm: 3.0586, top1_acc//aux0: 0.8566, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5318, loss//aux0: 0.5318 2020-10-16 05:30:56,467 - mmaction - INFO - Epoch [72][80/396] lr: 7.500e-04, eta: 3:18:15, time: 0.506, data_time: 0.003, memory: 8335, top1_acc/: 0.8326, top5_acc/: 0.9430, loss_cls/: 0.6676, loss/: 0.6676, grad_norm: 3.0614, top1_acc//aux0: 0.8572, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5325, loss//aux0: 0.5325 2020-10-16 05:31:16,190 - mmaction - INFO - Epoch [72][100/396] lr: 7.500e-04, eta: 3:17:50, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8234, top5_acc/: 0.9411, loss_cls/: 0.6953, loss/: 0.6953, grad_norm: 3.1122, top1_acc//aux0: 0.8614, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5181, loss//aux0: 0.5181 2020-10-16 05:31:16,640 - mmaction - INFO - Epoch [72][100/396] lr: 7.500e-04, eta: 3:17:54, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8234, top5_acc/: 0.9411, loss_cls/: 0.6953, loss/: 0.6953, grad_norm: 3.1522, top1_acc//aux0: 0.8604, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5200, loss//aux0: 0.5200 2020-10-16 05:31:36,672 - mmaction - INFO - Epoch [72][120/396] lr: 7.500e-04, eta: 3:17:29, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8195, top5_acc/: 0.9391, loss_cls/: 0.6925, loss/: 0.6925, grad_norm: 3.1484, top1_acc//aux0: 0.8515, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5432, loss//aux0: 0.5432 2020-10-16 05:31:37,127 - mmaction - INFO - Epoch [72][120/396] lr: 7.500e-04, eta: 3:17:33, time: 0.515, data_time: 0.002, memory: 8335, top1_acc/: 0.8195, top5_acc/: 0.9391, loss_cls/: 0.6925, loss/: 0.6925, grad_norm: 3.1375, top1_acc//aux0: 0.8526, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5409, loss//aux0: 0.5409 2020-10-16 05:31:56,916 - mmaction - INFO - Epoch [72][140/396] lr: 7.500e-04, eta: 3:17:07, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8320, top5_acc/: 0.9469, loss_cls/: 0.6595, loss/: 0.6595, grad_norm: 3.1077, top1_acc//aux0: 0.8572, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5307, loss//aux0: 0.5307 2020-10-16 05:31:57,393 - mmaction - INFO - Epoch [72][140/396] lr: 7.500e-04, eta: 3:17:12, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.8320, top5_acc/: 0.9469, loss_cls/: 0.6595, loss/: 0.6595, grad_norm: 3.0978, top1_acc//aux0: 0.8562, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5309, loss//aux0: 0.5309 2020-10-16 05:32:17,297 - mmaction - INFO - Epoch [72][160/396] lr: 7.500e-04, eta: 3:16:46, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8341, top5_acc/: 0.9492, loss_cls/: 0.6684, loss/: 0.6684, grad_norm: 3.0894, top1_acc//aux0: 0.8570, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5276, loss//aux0: 0.5276 2020-10-16 05:32:17,745 - mmaction - INFO - Epoch [72][160/396] lr: 7.500e-04, eta: 3:16:50, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8341, top5_acc/: 0.9492, loss_cls/: 0.6684, loss/: 0.6684, grad_norm: 3.1007, top1_acc//aux0: 0.8572, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5278, loss//aux0: 0.5278 2020-10-16 05:32:37,696 - mmaction - INFO - Epoch [72][180/396] lr: 7.500e-04, eta: 3:16:25, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8273, top5_acc/: 0.9419, loss_cls/: 0.6766, loss/: 0.6766, grad_norm: 3.0965, top1_acc//aux0: 0.8557, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5303, loss//aux0: 0.5303 2020-10-16 05:32:38,176 - mmaction - INFO - Epoch [72][180/396] lr: 7.500e-04, eta: 3:16:29, time: 0.513, data_time: 0.004, memory: 8335, top1_acc/: 0.8273, top5_acc/: 0.9419, loss_cls/: 0.6766, loss/: 0.6766, grad_norm: 3.0897, top1_acc//aux0: 0.8563, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5301, loss//aux0: 0.5301 2020-10-16 05:32:57,911 - mmaction - INFO - Epoch [72][200/396] lr: 7.500e-04, eta: 3:16:04, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8206, top5_acc/: 0.9427, loss_cls/: 0.6904, loss/: 0.6904, grad_norm: 3.0487, top1_acc//aux0: 0.8571, top5_acc//aux0: 0.9577, loss_cls//aux0: 0.5290, loss//aux0: 0.5290 2020-10-16 05:32:58,345 - mmaction - INFO - Epoch [72][200/396] lr: 7.500e-04, eta: 3:16:08, time: 0.502, data_time: 0.001, memory: 8335, top1_acc/: 0.8206, top5_acc/: 0.9427, loss_cls/: 0.6904, loss/: 0.6904, grad_norm: 3.0297, top1_acc//aux0: 0.8574, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5266, loss//aux0: 0.5266 2020-10-16 05:33:18,117 - mmaction - INFO - Epoch [72][220/396] lr: 7.500e-04, eta: 3:15:43, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8266, top5_acc/: 0.9448, loss_cls/: 0.6693, loss/: 0.6693, grad_norm: 3.0893, top1_acc//aux0: 0.8597, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5216, loss//aux0: 0.5216 2020-10-16 05:33:18,567 - mmaction - INFO - Epoch [72][220/396] lr: 7.500e-04, eta: 3:15:47, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8266, top5_acc/: 0.9448, loss_cls/: 0.6693, loss/: 0.6693, grad_norm: 3.0564, top1_acc//aux0: 0.8602, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5184, loss//aux0: 0.5184 2020-10-16 05:33:38,574 - mmaction - INFO - Epoch [72][240/396] lr: 7.500e-04, eta: 3:15:22, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8216, top5_acc/: 0.9401, loss_cls/: 0.6960, loss/: 0.6960, grad_norm: 3.0703, top1_acc//aux0: 0.8623, top5_acc//aux0: 0.9594, loss_cls//aux0: 0.5105, loss//aux0: 0.5105 2020-10-16 05:33:39,021 - mmaction - INFO - Epoch [72][240/396] lr: 7.500e-04, eta: 3:15:26, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.8216, top5_acc/: 0.9401, loss_cls/: 0.6960, loss/: 0.6960, grad_norm: 3.0672, top1_acc//aux0: 0.8626, top5_acc//aux0: 0.9588, loss_cls//aux0: 0.5144, loss//aux0: 0.5144 2020-10-16 05:33:58,858 - mmaction - INFO - Epoch [72][260/396] lr: 7.500e-04, eta: 3:15:01, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8279, top5_acc/: 0.9430, loss_cls/: 0.6916, loss/: 0.6916, grad_norm: 3.0983, top1_acc//aux0: 0.8591, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5264, loss//aux0: 0.5264 2020-10-16 05:33:59,357 - mmaction - INFO - Epoch [72][260/396] lr: 7.500e-04, eta: 3:15:05, time: 0.513, data_time: 0.006, memory: 8335, top1_acc/: 0.8279, top5_acc/: 0.9430, loss_cls/: 0.6916, loss/: 0.6916, grad_norm: 3.0971, top1_acc//aux0: 0.8579, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5262, loss//aux0: 0.5262 2020-10-16 05:34:19,199 - mmaction - INFO - Epoch [72][280/396] lr: 7.500e-04, eta: 3:14:40, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8307, top5_acc/: 0.9432, loss_cls/: 0.6715, loss/: 0.6715, grad_norm: 3.1192, top1_acc//aux0: 0.8560, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5462, loss//aux0: 0.5462 2020-10-16 05:34:19,637 - mmaction - INFO - Epoch [72][280/396] lr: 7.500e-04, eta: 3:14:44, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8307, top5_acc/: 0.9432, loss_cls/: 0.6715, loss/: 0.6715, grad_norm: 3.0751, top1_acc//aux0: 0.8566, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5452, loss//aux0: 0.5452 2020-10-16 05:34:39,417 - mmaction - INFO - Epoch [72][300/396] lr: 7.500e-04, eta: 3:14:19, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8169, top5_acc/: 0.9388, loss_cls/: 0.7237, loss/: 0.7237, grad_norm: 3.1029, top1_acc//aux0: 0.8574, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5278, loss//aux0: 0.5278 2020-10-16 05:34:39,901 - mmaction - INFO - Epoch [72][300/396] lr: 7.500e-04, eta: 3:14:23, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.8169, top5_acc/: 0.9388, loss_cls/: 0.7237, loss/: 0.7237, grad_norm: 3.1233, top1_acc//aux0: 0.8560, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5333, loss//aux0: 0.5333 2020-10-16 05:34:59,878 - mmaction - INFO - Epoch [72][320/396] lr: 7.500e-04, eta: 3:13:58, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8299, top5_acc/: 0.9393, loss_cls/: 0.6894, loss/: 0.6894, grad_norm: 3.0830, top1_acc//aux0: 0.8582, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5242, loss//aux0: 0.5242 2020-10-16 05:35:00,322 - mmaction - INFO - Epoch [72][320/396] lr: 7.500e-04, eta: 3:14:02, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.8299, top5_acc/: 0.9393, loss_cls/: 0.6894, loss/: 0.6894, grad_norm: 3.1016, top1_acc//aux0: 0.8586, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5215, loss//aux0: 0.5215 2020-10-16 05:35:20,187 - mmaction - INFO - Epoch [72][340/396] lr: 7.500e-04, eta: 3:13:37, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8201, top5_acc/: 0.9464, loss_cls/: 0.6866, loss/: 0.6866, grad_norm: 3.1042, top1_acc//aux0: 0.8581, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5320, loss//aux0: 0.5320 2020-10-16 05:35:20,652 - mmaction - INFO - Epoch [72][340/396] lr: 7.500e-04, eta: 3:13:41, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8201, top5_acc/: 0.9464, loss_cls/: 0.6866, loss/: 0.6866, grad_norm: 3.1140, top1_acc//aux0: 0.8589, top5_acc//aux0: 0.9548, loss_cls//aux0: 0.5317, loss//aux0: 0.5317 2020-10-16 05:35:40,825 - mmaction - INFO - Epoch [72][360/396] lr: 7.500e-04, eta: 3:13:16, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.8320, top5_acc/: 0.9458, loss_cls/: 0.6719, loss/: 0.6719, grad_norm: 3.1292, top1_acc//aux0: 0.8597, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5162, loss//aux0: 0.5162 2020-10-16 05:35:41,290 - mmaction - INFO - Epoch [72][360/396] lr: 7.500e-04, eta: 3:13:20, time: 0.519, data_time: 0.002, memory: 8335, top1_acc/: 0.8320, top5_acc/: 0.9458, loss_cls/: 0.6719, loss/: 0.6719, grad_norm: 3.1169, top1_acc//aux0: 0.8595, top5_acc//aux0: 0.9594, loss_cls//aux0: 0.5137, loss//aux0: 0.5137 2020-10-16 05:36:01,476 - mmaction - INFO - Epoch [72][380/396] lr: 7.500e-04, eta: 3:12:55, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.8242, top5_acc/: 0.9406, loss_cls/: 0.6856, loss/: 0.6856, grad_norm: 3.0980, top1_acc//aux0: 0.8525, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5443, loss//aux0: 0.5443 2020-10-16 05:36:01,924 - mmaction - INFO - Epoch [72][380/396] lr: 7.500e-04, eta: 3:12:59, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.8242, top5_acc/: 0.9406, loss_cls/: 0.6856, loss/: 0.6856, grad_norm: 3.0783, top1_acc//aux0: 0.8524, top5_acc//aux0: 0.9551, loss_cls//aux0: 0.5464, loss//aux0: 0.5464 2020-10-16 05:36:20,309 - mmaction - INFO - Saving checkpoint at 72 epochs 2020-10-16 05:38:53,552 - mmaction - INFO - Epoch [73][20/396] lr: 7.500e-04, eta: 3:12:11, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8359, top5_acc/: 0.9510, loss_cls/: 0.6505, loss/: 0.6505, grad_norm: 3.1083, top1_acc//aux0: 0.8568, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5258, loss//aux0: 0.5258 2020-10-16 05:38:54,040 - mmaction - INFO - Epoch [73][20/396] lr: 7.500e-04, eta: 3:12:15, time: 0.513, data_time: 0.003, memory: 8335, top1_acc/: 0.8359, top5_acc/: 0.9510, loss_cls/: 0.6505, loss/: 0.6505, grad_norm: 3.1202, top1_acc//aux0: 0.8565, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5259, loss//aux0: 0.5259 2020-10-16 05:39:13,901 - mmaction - INFO - Epoch [73][40/396] lr: 7.500e-04, eta: 3:11:50, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8315, top5_acc/: 0.9492, loss_cls/: 0.6490, loss/: 0.6490, grad_norm: 3.0411, top1_acc//aux0: 0.8601, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5245, loss//aux0: 0.5245 2020-10-16 05:39:14,365 - mmaction - INFO - Epoch [73][40/396] lr: 7.500e-04, eta: 3:11:54, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8315, top5_acc/: 0.9492, loss_cls/: 0.6490, loss/: 0.6490, grad_norm: 3.0210, top1_acc//aux0: 0.8608, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5222, loss//aux0: 0.5222 2020-10-16 05:39:34,245 - mmaction - INFO - Epoch [73][60/396] lr: 7.500e-04, eta: 3:11:29, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8286, top5_acc/: 0.9451, loss_cls/: 0.6844, loss/: 0.6844, grad_norm: 3.0696, top1_acc//aux0: 0.8583, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5263, loss//aux0: 0.5263 2020-10-16 05:39:34,705 - mmaction - INFO - Epoch [73][60/396] lr: 7.500e-04, eta: 3:11:33, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8286, top5_acc/: 0.9451, loss_cls/: 0.6844, loss/: 0.6844, grad_norm: 3.0604, top1_acc//aux0: 0.8591, top5_acc//aux0: 0.9580, loss_cls//aux0: 0.5256, loss//aux0: 0.5256 2020-10-16 05:39:54,890 - mmaction - INFO - Epoch [73][80/396] lr: 7.500e-04, eta: 3:11:08, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.8339, top5_acc/: 0.9424, loss_cls/: 0.6741, loss/: 0.6741, grad_norm: 2.9981, top1_acc//aux0: 0.8621, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5147, loss//aux0: 0.5147 2020-10-16 05:39:55,367 - mmaction - INFO - Epoch [73][80/396] lr: 7.500e-04, eta: 3:11:12, time: 0.518, data_time: 0.003, memory: 8335, top1_acc/: 0.8339, top5_acc/: 0.9424, loss_cls/: 0.6741, loss/: 0.6741, grad_norm: 3.0109, top1_acc//aux0: 0.8599, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5205, loss//aux0: 0.5205 2020-10-16 05:40:15,322 - mmaction - INFO - Epoch [73][100/396] lr: 7.500e-04, eta: 3:10:47, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8245, top5_acc/: 0.9448, loss_cls/: 0.6801, loss/: 0.6801, grad_norm: 3.0116, top1_acc//aux0: 0.8635, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5180, loss//aux0: 0.5180 2020-10-16 05:40:15,764 - mmaction - INFO - Epoch [73][100/396] lr: 7.500e-04, eta: 3:10:51, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.8245, top5_acc/: 0.9448, loss_cls/: 0.6801, loss/: 0.6801, grad_norm: 3.0018, top1_acc//aux0: 0.8653, top5_acc//aux0: 0.9580, loss_cls//aux0: 0.5122, loss//aux0: 0.5122 2020-10-16 05:40:35,809 - mmaction - INFO - Epoch [73][120/396] lr: 7.500e-04, eta: 3:10:26, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8117, top5_acc/: 0.9396, loss_cls/: 0.7331, loss/: 0.7331, grad_norm: 3.1283, top1_acc//aux0: 0.8560, top5_acc//aux0: 0.9545, loss_cls//aux0: 0.5454, loss//aux0: 0.5454 2020-10-16 05:40:36,259 - mmaction - INFO - Epoch [73][120/396] lr: 7.500e-04, eta: 3:10:30, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8117, top5_acc/: 0.9396, loss_cls/: 0.7331, loss/: 0.7331, grad_norm: 3.1390, top1_acc//aux0: 0.8548, top5_acc//aux0: 0.9537, loss_cls//aux0: 0.5526, loss//aux0: 0.5526 2020-10-16 05:40:56,039 - mmaction - INFO - Epoch [73][140/396] lr: 7.500e-04, eta: 3:10:05, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8260, top5_acc/: 0.9461, loss_cls/: 0.6796, loss/: 0.6796, grad_norm: 3.0917, top1_acc//aux0: 0.8577, top5_acc//aux0: 0.9540, loss_cls//aux0: 0.5426, loss//aux0: 0.5426 2020-10-16 05:40:56,534 - mmaction - INFO - Epoch [73][140/396] lr: 7.500e-04, eta: 3:10:09, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8260, top5_acc/: 0.9461, loss_cls/: 0.6796, loss/: 0.6796, grad_norm: 3.0941, top1_acc//aux0: 0.8586, top5_acc//aux0: 0.9544, loss_cls//aux0: 0.5391, loss//aux0: 0.5391 2020-10-16 05:41:16,668 - mmaction - INFO - Epoch [73][160/396] lr: 7.500e-04, eta: 3:09:44, time: 0.519, data_time: 0.000, memory: 8335, top1_acc/: 0.8221, top5_acc/: 0.9393, loss_cls/: 0.6982, loss/: 0.6982, grad_norm: 3.1330, top1_acc//aux0: 0.8591, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5375, loss//aux0: 0.5375 2020-10-16 05:41:17,110 - mmaction - INFO - Epoch [73][160/396] lr: 7.500e-04, eta: 3:09:48, time: 0.520, data_time: 0.002, memory: 8335, top1_acc/: 0.8221, top5_acc/: 0.9393, loss_cls/: 0.6982, loss/: 0.6982, grad_norm: 3.1419, top1_acc//aux0: 0.8589, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5384, loss//aux0: 0.5384 2020-10-16 05:41:37,114 - mmaction - INFO - Epoch [73][180/396] lr: 7.500e-04, eta: 3:09:23, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8224, top5_acc/: 0.9445, loss_cls/: 0.7022, loss/: 0.7022, grad_norm: 3.1126, top1_acc//aux0: 0.8585, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5253, loss//aux0: 0.5253 2020-10-16 05:41:37,556 - mmaction - INFO - Epoch [73][180/396] lr: 7.500e-04, eta: 3:09:27, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8224, top5_acc/: 0.9445, loss_cls/: 0.7022, loss/: 0.7022, grad_norm: 3.1096, top1_acc//aux0: 0.8573, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5266, loss//aux0: 0.5266 2020-10-16 05:41:57,751 - mmaction - INFO - Epoch [73][200/396] lr: 7.500e-04, eta: 3:09:02, time: 0.521, data_time: 0.000, memory: 8335, top1_acc/: 0.8326, top5_acc/: 0.9466, loss_cls/: 0.6584, loss/: 0.6584, grad_norm: 3.1180, top1_acc//aux0: 0.8556, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5393, loss//aux0: 0.5393 2020-10-16 05:41:58,207 - mmaction - INFO - Epoch [73][200/396] lr: 7.500e-04, eta: 3:09:06, time: 0.523, data_time: 0.003, memory: 8335, top1_acc/: 0.8326, top5_acc/: 0.9466, loss_cls/: 0.6584, loss/: 0.6584, grad_norm: 3.1151, top1_acc//aux0: 0.8562, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5371, loss//aux0: 0.5371 2020-10-16 05:42:18,122 - mmaction - INFO - Epoch [73][220/396] lr: 7.500e-04, eta: 3:08:41, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8273, top5_acc/: 0.9474, loss_cls/: 0.6525, loss/: 0.6525, grad_norm: 3.0619, top1_acc//aux0: 0.8587, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5209, loss//aux0: 0.5209 2020-10-16 05:42:18,583 - mmaction - INFO - Epoch [73][220/396] lr: 7.500e-04, eta: 3:08:45, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8273, top5_acc/: 0.9474, loss_cls/: 0.6525, loss/: 0.6525, grad_norm: 3.0667, top1_acc//aux0: 0.8592, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5198, loss//aux0: 0.5198 2020-10-16 05:42:39,011 - mmaction - INFO - Epoch [73][240/396] lr: 7.500e-04, eta: 3:08:20, time: 0.524, data_time: 0.000, memory: 8335, top1_acc/: 0.8331, top5_acc/: 0.9443, loss_cls/: 0.6873, loss/: 0.6873, grad_norm: 3.0846, top1_acc//aux0: 0.8549, top5_acc//aux0: 0.9528, loss_cls//aux0: 0.5430, loss//aux0: 0.5430 2020-10-16 05:42:39,454 - mmaction - INFO - Epoch [73][240/396] lr: 7.500e-04, eta: 3:08:24, time: 0.521, data_time: 0.002, memory: 8335, top1_acc/: 0.8331, top5_acc/: 0.9443, loss_cls/: 0.6873, loss/: 0.6873, grad_norm: 3.0771, top1_acc//aux0: 0.8542, top5_acc//aux0: 0.9527, loss_cls//aux0: 0.5462, loss//aux0: 0.5462 2020-10-16 05:42:59,515 - mmaction - INFO - Epoch [73][260/396] lr: 7.500e-04, eta: 3:07:59, time: 0.520, data_time: 0.000, memory: 8335, top1_acc/: 0.8307, top5_acc/: 0.9435, loss_cls/: 0.6904, loss/: 0.6904, grad_norm: 3.0523, top1_acc//aux0: 0.8602, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5198, loss//aux0: 0.5198 2020-10-16 05:42:59,966 - mmaction - INFO - Epoch [73][260/396] lr: 7.500e-04, eta: 3:08:03, time: 0.520, data_time: 0.002, memory: 8335, top1_acc/: 0.8307, top5_acc/: 0.9435, loss_cls/: 0.6904, loss/: 0.6904, grad_norm: 3.0636, top1_acc//aux0: 0.8605, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5201, loss//aux0: 0.5201 2020-10-16 05:43:19,827 - mmaction - INFO - Epoch [73][280/396] lr: 7.500e-04, eta: 3:07:38, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8187, top5_acc/: 0.9357, loss_cls/: 0.7312, loss/: 0.7312, grad_norm: 3.0404, top1_acc//aux0: 0.8611, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5212, loss//aux0: 0.5212 2020-10-16 05:43:20,273 - mmaction - INFO - Epoch [73][280/396] lr: 7.500e-04, eta: 3:07:42, time: 0.514, data_time: 0.003, memory: 8335, top1_acc/: 0.8187, top5_acc/: 0.9357, loss_cls/: 0.7312, loss/: 0.7312, grad_norm: 3.0368, top1_acc//aux0: 0.8615, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5188, loss//aux0: 0.5188 2020-10-16 05:43:40,180 - mmaction - INFO - Epoch [73][300/396] lr: 7.500e-04, eta: 3:07:17, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8294, top5_acc/: 0.9417, loss_cls/: 0.6786, loss/: 0.6786, grad_norm: 3.0622, top1_acc//aux0: 0.8616, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5189, loss//aux0: 0.5189 2020-10-16 05:43:40,643 - mmaction - INFO - Epoch [73][300/396] lr: 7.500e-04, eta: 3:07:21, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8294, top5_acc/: 0.9417, loss_cls/: 0.6786, loss/: 0.6786, grad_norm: 3.0536, top1_acc//aux0: 0.8622, top5_acc//aux0: 0.9578, loss_cls//aux0: 0.5159, loss//aux0: 0.5159 2020-10-16 05:44:00,558 - mmaction - INFO - Epoch [73][320/396] lr: 7.500e-04, eta: 3:06:56, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8279, top5_acc/: 0.9440, loss_cls/: 0.6992, loss/: 0.6992, grad_norm: 3.0542, top1_acc//aux0: 0.8575, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5301, loss//aux0: 0.5301 2020-10-16 05:44:01,041 - mmaction - INFO - Epoch [73][320/396] lr: 7.500e-04, eta: 3:07:00, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8279, top5_acc/: 0.9440, loss_cls/: 0.6992, loss/: 0.6992, grad_norm: 3.0429, top1_acc//aux0: 0.8573, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5307, loss//aux0: 0.5307 2020-10-16 05:44:21,203 - mmaction - INFO - Epoch [73][340/396] lr: 7.500e-04, eta: 3:06:36, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.8318, top5_acc/: 0.9445, loss_cls/: 0.6653, loss/: 0.6653, grad_norm: 3.0086, top1_acc//aux0: 0.8588, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5189, loss//aux0: 0.5189 2020-10-16 05:44:21,678 - mmaction - INFO - Epoch [73][340/396] lr: 7.500e-04, eta: 3:06:39, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.8318, top5_acc/: 0.9445, loss_cls/: 0.6653, loss/: 0.6653, grad_norm: 2.9862, top1_acc//aux0: 0.8591, top5_acc//aux0: 0.9580, loss_cls//aux0: 0.5178, loss//aux0: 0.5178 2020-10-16 05:44:41,710 - mmaction - INFO - Epoch [73][360/396] lr: 7.500e-04, eta: 3:06:15, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8315, top5_acc/: 0.9456, loss_cls/: 0.6482, loss/: 0.6482, grad_norm: 3.0593, top1_acc//aux0: 0.8626, top5_acc//aux0: 0.9600, loss_cls//aux0: 0.5071, loss//aux0: 0.5071 2020-10-16 05:44:42,151 - mmaction - INFO - Epoch [73][360/396] lr: 7.500e-04, eta: 3:06:18, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.8315, top5_acc/: 0.9456, loss_cls/: 0.6482, loss/: 0.6482, grad_norm: 3.0511, top1_acc//aux0: 0.8618, top5_acc//aux0: 0.9596, loss_cls//aux0: 0.5096, loss//aux0: 0.5096 2020-10-16 05:45:02,173 - mmaction - INFO - Epoch [73][380/396] lr: 7.500e-04, eta: 3:05:54, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8297, top5_acc/: 0.9445, loss_cls/: 0.6704, loss/: 0.6704, grad_norm: 3.0423, top1_acc//aux0: 0.8613, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5183, loss//aux0: 0.5183 2020-10-16 05:45:02,670 - mmaction - INFO - Epoch [73][380/396] lr: 7.500e-04, eta: 3:05:57, time: 0.516, data_time: 0.002, memory: 8335, top1_acc/: 0.8297, top5_acc/: 0.9445, loss_cls/: 0.6704, loss/: 0.6704, grad_norm: 3.0432, top1_acc//aux0: 0.8609, top5_acc//aux0: 0.9591, loss_cls//aux0: 0.5182, loss//aux0: 0.5182 2020-10-16 05:45:21,338 - mmaction - INFO - Saving checkpoint at 73 epochs 2020-10-16 05:48:18,353 - mmaction - INFO - Epoch [74][20/396] lr: 7.500e-04, eta: 3:05:10, time: 0.499, data_time: 0.000, memory: 8335, top1_acc/: 0.8336, top5_acc/: 0.9409, loss_cls/: 0.6853, loss/: 0.6853, grad_norm: 3.0488, top1_acc//aux0: 0.8576, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5259, loss//aux0: 0.5259 2020-10-16 05:48:18,805 - mmaction - INFO - Epoch [74][20/396] lr: 7.500e-04, eta: 3:05:13, time: 0.501, data_time: 0.002, memory: 8335, top1_acc/: 0.8336, top5_acc/: 0.9409, loss_cls/: 0.6853, loss/: 0.6853, grad_norm: 3.0482, top1_acc//aux0: 0.8573, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5271, loss//aux0: 0.5271 2020-10-16 05:48:38,696 - mmaction - INFO - Epoch [74][40/396] lr: 7.500e-04, eta: 3:04:49, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8362, top5_acc/: 0.9523, loss_cls/: 0.6288, loss/: 0.6288, grad_norm: 3.0098, top1_acc//aux0: 0.8593, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5260, loss//aux0: 0.5260 2020-10-16 05:48:39,209 - mmaction - INFO - Epoch [74][40/396] lr: 7.500e-04, eta: 3:04:52, time: 0.512, data_time: 0.001, memory: 8335, top1_acc/: 0.8362, top5_acc/: 0.9523, loss_cls/: 0.6288, loss/: 0.6288, grad_norm: 2.9859, top1_acc//aux0: 0.8609, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5203, loss//aux0: 0.5203 2020-10-16 05:48:58,848 - mmaction - INFO - Epoch [74][60/396] lr: 7.500e-04, eta: 3:04:28, time: 0.498, data_time: 0.000, memory: 8335, top1_acc/: 0.8326, top5_acc/: 0.9464, loss_cls/: 0.6493, loss/: 0.6493, grad_norm: 3.0900, top1_acc//aux0: 0.8610, top5_acc//aux0: 0.9591, loss_cls//aux0: 0.5186, loss//aux0: 0.5186 2020-10-16 05:48:59,272 - mmaction - INFO - Epoch [74][60/396] lr: 7.500e-04, eta: 3:04:31, time: 0.500, data_time: 0.002, memory: 8335, top1_acc/: 0.8326, top5_acc/: 0.9464, loss_cls/: 0.6493, loss/: 0.6493, grad_norm: 3.0560, top1_acc//aux0: 0.8599, top5_acc//aux0: 0.9591, loss_cls//aux0: 0.5215, loss//aux0: 0.5215 2020-10-16 05:49:18,985 - mmaction - INFO - Epoch [74][80/396] lr: 7.500e-04, eta: 3:04:07, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8346, top5_acc/: 0.9497, loss_cls/: 0.6518, loss/: 0.6518, grad_norm: 3.0654, top1_acc//aux0: 0.8573, top5_acc//aux0: 0.9597, loss_cls//aux0: 0.5193, loss//aux0: 0.5193 2020-10-16 05:49:19,428 - mmaction - INFO - Epoch [74][80/396] lr: 7.500e-04, eta: 3:04:10, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8346, top5_acc/: 0.9497, loss_cls/: 0.6518, loss/: 0.6518, grad_norm: 3.0500, top1_acc//aux0: 0.8581, top5_acc//aux0: 0.9592, loss_cls//aux0: 0.5191, loss//aux0: 0.5191 2020-10-16 05:49:39,418 - mmaction - INFO - Epoch [74][100/396] lr: 7.500e-04, eta: 3:03:45, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8255, top5_acc/: 0.9417, loss_cls/: 0.6873, loss/: 0.6873, grad_norm: 3.0338, top1_acc//aux0: 0.8593, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5285, loss//aux0: 0.5285 2020-10-16 05:49:39,905 - mmaction - INFO - Epoch [74][100/396] lr: 7.500e-04, eta: 3:03:49, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.8255, top5_acc/: 0.9417, loss_cls/: 0.6873, loss/: 0.6873, grad_norm: 3.0187, top1_acc//aux0: 0.8586, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5284, loss//aux0: 0.5284 2020-10-16 05:49:59,721 - mmaction - INFO - Epoch [74][120/396] lr: 7.500e-04, eta: 3:03:25, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8370, top5_acc/: 0.9510, loss_cls/: 0.6215, loss/: 0.6215, grad_norm: 3.0852, top1_acc//aux0: 0.8571, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5226, loss//aux0: 0.5226 2020-10-16 05:50:00,180 - mmaction - INFO - Epoch [74][120/396] lr: 7.500e-04, eta: 3:03:28, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8370, top5_acc/: 0.9510, loss_cls/: 0.6215, loss/: 0.6215, grad_norm: 3.0944, top1_acc//aux0: 0.8568, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5238, loss//aux0: 0.5238 2020-10-16 05:50:19,900 - mmaction - INFO - Epoch [74][140/396] lr: 7.500e-04, eta: 3:03:03, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8240, top5_acc/: 0.9406, loss_cls/: 0.6813, loss/: 0.6813, grad_norm: 3.0582, top1_acc//aux0: 0.8567, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5269, loss//aux0: 0.5269 2020-10-16 05:50:20,337 - mmaction - INFO - Epoch [74][140/396] lr: 7.500e-04, eta: 3:03:07, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.8240, top5_acc/: 0.9406, loss_cls/: 0.6813, loss/: 0.6813, grad_norm: 3.0481, top1_acc//aux0: 0.8572, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5276, loss//aux0: 0.5276 2020-10-16 05:50:40,146 - mmaction - INFO - Epoch [74][160/396] lr: 7.500e-04, eta: 3:02:42, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8268, top5_acc/: 0.9453, loss_cls/: 0.6797, loss/: 0.6797, grad_norm: 3.1030, top1_acc//aux0: 0.8554, top5_acc//aux0: 0.9544, loss_cls//aux0: 0.5412, loss//aux0: 0.5412 2020-10-16 05:50:40,608 - mmaction - INFO - Epoch [74][160/396] lr: 7.500e-04, eta: 3:02:46, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8268, top5_acc/: 0.9453, loss_cls/: 0.6797, loss/: 0.6797, grad_norm: 3.1180, top1_acc//aux0: 0.8544, top5_acc//aux0: 0.9543, loss_cls//aux0: 0.5431, loss//aux0: 0.5431 2020-10-16 05:51:00,415 - mmaction - INFO - Epoch [74][180/396] lr: 7.500e-04, eta: 3:02:21, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.8219, top5_acc/: 0.9367, loss_cls/: 0.6952, loss/: 0.6952, grad_norm: 3.0783, top1_acc//aux0: 0.8539, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5417, loss//aux0: 0.5417 2020-10-16 05:51:00,862 - mmaction - INFO - Epoch [74][180/396] lr: 7.500e-04, eta: 3:02:25, time: 0.501, data_time: 0.002, memory: 8335, top1_acc/: 0.8219, top5_acc/: 0.9367, loss_cls/: 0.6952, loss/: 0.6952, grad_norm: 3.0568, top1_acc//aux0: 0.8549, top5_acc//aux0: 0.9557, loss_cls//aux0: 0.5365, loss//aux0: 0.5365 2020-10-16 05:51:20,716 - mmaction - INFO - Epoch [74][200/396] lr: 7.500e-04, eta: 3:02:00, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8357, top5_acc/: 0.9521, loss_cls/: 0.6338, loss/: 0.6338, grad_norm: 3.0589, top1_acc//aux0: 0.8593, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5231, loss//aux0: 0.5231 2020-10-16 05:51:21,172 - mmaction - INFO - Epoch [74][200/396] lr: 7.500e-04, eta: 3:02:04, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8357, top5_acc/: 0.9521, loss_cls/: 0.6338, loss/: 0.6338, grad_norm: 3.0655, top1_acc//aux0: 0.8589, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5243, loss//aux0: 0.5243 2020-10-16 05:51:41,153 - mmaction - INFO - Epoch [74][220/396] lr: 7.500e-04, eta: 3:01:39, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8180, top5_acc/: 0.9406, loss_cls/: 0.6963, loss/: 0.6963, grad_norm: 3.0203, top1_acc//aux0: 0.8617, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5089, loss//aux0: 0.5089 2020-10-16 05:51:41,582 - mmaction - INFO - Epoch [74][220/396] lr: 7.500e-04, eta: 3:01:43, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8180, top5_acc/: 0.9406, loss_cls/: 0.6963, loss/: 0.6963, grad_norm: 3.0050, top1_acc//aux0: 0.8625, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5080, loss//aux0: 0.5080 2020-10-16 05:52:01,494 - mmaction - INFO - Epoch [74][240/396] lr: 7.500e-04, eta: 3:01:18, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8289, top5_acc/: 0.9466, loss_cls/: 0.6608, loss/: 0.6608, grad_norm: 3.0965, top1_acc//aux0: 0.8608, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5168, loss//aux0: 0.5168 2020-10-16 05:52:01,939 - mmaction - INFO - Epoch [74][240/396] lr: 7.500e-04, eta: 3:01:22, time: 0.507, data_time: 0.001, memory: 8335, top1_acc/: 0.8289, top5_acc/: 0.9466, loss_cls/: 0.6608, loss/: 0.6608, grad_norm: 3.0976, top1_acc//aux0: 0.8601, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5187, loss//aux0: 0.5187 2020-10-16 05:52:21,887 - mmaction - INFO - Epoch [74][260/396] lr: 7.500e-04, eta: 3:00:57, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8240, top5_acc/: 0.9440, loss_cls/: 0.6935, loss/: 0.6935, grad_norm: 3.1374, top1_acc//aux0: 0.8570, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5310, loss//aux0: 0.5310 2020-10-16 05:52:22,335 - mmaction - INFO - Epoch [74][260/396] lr: 7.500e-04, eta: 3:01:01, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.8240, top5_acc/: 0.9440, loss_cls/: 0.6935, loss/: 0.6935, grad_norm: 3.1270, top1_acc//aux0: 0.8574, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5308, loss//aux0: 0.5308 2020-10-16 05:52:42,355 - mmaction - INFO - Epoch [74][280/396] lr: 7.500e-04, eta: 3:00:36, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8115, top5_acc/: 0.9391, loss_cls/: 0.7289, loss/: 0.7289, grad_norm: 3.1148, top1_acc//aux0: 0.8551, top5_acc//aux0: 0.9559, loss_cls//aux0: 0.5401, loss//aux0: 0.5401 2020-10-16 05:52:42,802 - mmaction - INFO - Epoch [74][280/396] lr: 7.500e-04, eta: 3:00:40, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8115, top5_acc/: 0.9391, loss_cls/: 0.7289, loss/: 0.7289, grad_norm: 3.1039, top1_acc//aux0: 0.8548, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5401, loss//aux0: 0.5401 2020-10-16 05:53:02,652 - mmaction - INFO - Epoch [74][300/396] lr: 7.500e-04, eta: 3:00:15, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8232, top5_acc/: 0.9456, loss_cls/: 0.6921, loss/: 0.6921, grad_norm: 3.0161, top1_acc//aux0: 0.8596, top5_acc//aux0: 0.9584, loss_cls//aux0: 0.5151, loss//aux0: 0.5151 2020-10-16 05:53:03,123 - mmaction - INFO - Epoch [74][300/396] lr: 7.500e-04, eta: 3:00:19, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8232, top5_acc/: 0.9456, loss_cls/: 0.6921, loss/: 0.6921, grad_norm: 3.0043, top1_acc//aux0: 0.8593, top5_acc//aux0: 0.9578, loss_cls//aux0: 0.5165, loss//aux0: 0.5165 2020-10-16 05:53:23,141 - mmaction - INFO - Epoch [74][320/396] lr: 7.500e-04, eta: 2:59:54, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.8221, top5_acc/: 0.9354, loss_cls/: 0.6994, loss/: 0.6994, grad_norm: 3.1367, top1_acc//aux0: 0.8577, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5376, loss//aux0: 0.5376 2020-10-16 05:53:23,592 - mmaction - INFO - Epoch [74][320/396] lr: 7.500e-04, eta: 2:59:58, time: 0.519, data_time: 0.003, memory: 8335, top1_acc/: 0.8221, top5_acc/: 0.9354, loss_cls/: 0.6994, loss/: 0.6994, grad_norm: 3.1530, top1_acc//aux0: 0.8571, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5404, loss//aux0: 0.5404 2020-10-16 05:53:43,412 - mmaction - INFO - Epoch [74][340/396] lr: 7.500e-04, eta: 2:59:34, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8201, top5_acc/: 0.9443, loss_cls/: 0.6863, loss/: 0.6863, grad_norm: 3.0688, top1_acc//aux0: 0.8606, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5274, loss//aux0: 0.5274 2020-10-16 05:53:43,896 - mmaction - INFO - Epoch [74][340/396] lr: 7.500e-04, eta: 2:59:37, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8201, top5_acc/: 0.9443, loss_cls/: 0.6863, loss/: 0.6863, grad_norm: 3.0473, top1_acc//aux0: 0.8613, top5_acc//aux0: 0.9557, loss_cls//aux0: 0.5232, loss//aux0: 0.5232 2020-10-16 05:54:03,728 - mmaction - INFO - Epoch [74][360/396] lr: 7.500e-04, eta: 2:59:13, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8203, top5_acc/: 0.9471, loss_cls/: 0.6783, loss/: 0.6783, grad_norm: 3.0855, top1_acc//aux0: 0.8622, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5157, loss//aux0: 0.5157 2020-10-16 05:54:04,174 - mmaction - INFO - Epoch [74][360/396] lr: 7.500e-04, eta: 2:59:16, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8203, top5_acc/: 0.9471, loss_cls/: 0.6783, loss/: 0.6783, grad_norm: 3.0831, top1_acc//aux0: 0.8622, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5175, loss//aux0: 0.5175 2020-10-16 05:54:24,119 - mmaction - INFO - Epoch [74][380/396] lr: 7.500e-04, eta: 2:58:51, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8305, top5_acc/: 0.9453, loss_cls/: 0.6622, loss/: 0.6622, grad_norm: 3.1124, top1_acc//aux0: 0.8589, top5_acc//aux0: 0.9588, loss_cls//aux0: 0.5273, loss//aux0: 0.5273 2020-10-16 05:54:24,574 - mmaction - INFO - Epoch [74][380/396] lr: 7.500e-04, eta: 2:58:55, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.8305, top5_acc/: 0.9453, loss_cls/: 0.6622, loss/: 0.6622, grad_norm: 3.1144, top1_acc//aux0: 0.8589, top5_acc//aux0: 0.9591, loss_cls//aux0: 0.5284, loss//aux0: 0.5284 2020-10-16 05:54:41,900 - mmaction - INFO - Saving checkpoint at 74 epochs 2020-10-16 05:57:37,230 - mmaction - INFO - Epoch [75][20/396] lr: 7.500e-04, eta: 2:58:08, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8339, top5_acc/: 0.9414, loss_cls/: 0.6734, loss/: 0.6734, grad_norm: 3.0804, top1_acc//aux0: 0.8600, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5197, loss//aux0: 0.5197 2020-10-16 05:57:37,671 - mmaction - INFO - Epoch [75][20/396] lr: 7.500e-04, eta: 2:58:12, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8339, top5_acc/: 0.9414, loss_cls/: 0.6734, loss/: 0.6734, grad_norm: 3.0913, top1_acc//aux0: 0.8598, top5_acc//aux0: 0.9577, loss_cls//aux0: 0.5201, loss//aux0: 0.5201 2020-10-16 05:57:57,282 - mmaction - INFO - Epoch [75][40/396] lr: 7.500e-04, eta: 2:57:47, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.8396, top5_acc/: 0.9469, loss_cls/: 0.6302, loss/: 0.6302, grad_norm: 3.0677, top1_acc//aux0: 0.8571, top5_acc//aux0: 0.9553, loss_cls//aux0: 0.5335, loss//aux0: 0.5335 2020-10-16 05:57:57,759 - mmaction - INFO - Epoch [75][40/396] lr: 7.500e-04, eta: 2:57:50, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8396, top5_acc/: 0.9469, loss_cls/: 0.6302, loss/: 0.6302, grad_norm: 3.0617, top1_acc//aux0: 0.8573, top5_acc//aux0: 0.9552, loss_cls//aux0: 0.5346, loss//aux0: 0.5346 2020-10-16 05:58:17,696 - mmaction - INFO - Epoch [75][60/396] lr: 7.500e-04, eta: 2:57:26, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8359, top5_acc/: 0.9474, loss_cls/: 0.6472, loss/: 0.6472, grad_norm: 3.0558, top1_acc//aux0: 0.8604, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5158, loss//aux0: 0.5158 2020-10-16 05:58:18,140 - mmaction - INFO - Epoch [75][60/396] lr: 7.500e-04, eta: 2:57:29, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8359, top5_acc/: 0.9474, loss_cls/: 0.6472, loss/: 0.6472, grad_norm: 3.0684, top1_acc//aux0: 0.8594, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5174, loss//aux0: 0.5174 2020-10-16 05:58:37,972 - mmaction - INFO - Epoch [75][80/396] lr: 7.500e-04, eta: 2:57:05, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8333, top5_acc/: 0.9443, loss_cls/: 0.6625, loss/: 0.6625, grad_norm: 3.0966, top1_acc//aux0: 0.8551, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5397, loss//aux0: 0.5397 2020-10-16 05:58:38,405 - mmaction - INFO - Epoch [75][80/396] lr: 7.500e-04, eta: 2:57:08, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8333, top5_acc/: 0.9443, loss_cls/: 0.6625, loss/: 0.6625, grad_norm: 3.1159, top1_acc//aux0: 0.8559, top5_acc//aux0: 0.9544, loss_cls//aux0: 0.5393, loss//aux0: 0.5393 2020-10-16 05:58:58,313 - mmaction - INFO - Epoch [75][100/396] lr: 7.500e-04, eta: 2:56:44, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8268, top5_acc/: 0.9396, loss_cls/: 0.6968, loss/: 0.6968, grad_norm: 3.1141, top1_acc//aux0: 0.8546, top5_acc//aux0: 0.9549, loss_cls//aux0: 0.5342, loss//aux0: 0.5342 2020-10-16 05:58:58,753 - mmaction - INFO - Epoch [75][100/396] lr: 7.500e-04, eta: 2:56:47, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8268, top5_acc/: 0.9396, loss_cls/: 0.6968, loss/: 0.6968, grad_norm: 3.0927, top1_acc//aux0: 0.8551, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5291, loss//aux0: 0.5291 2020-10-16 05:59:18,725 - mmaction - INFO - Epoch [75][120/396] lr: 7.500e-04, eta: 2:56:23, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8352, top5_acc/: 0.9482, loss_cls/: 0.6543, loss/: 0.6543, grad_norm: 3.0153, top1_acc//aux0: 0.8588, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5294, loss//aux0: 0.5294 2020-10-16 05:59:19,187 - mmaction - INFO - Epoch [75][120/396] lr: 7.500e-04, eta: 2:56:26, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8352, top5_acc/: 0.9482, loss_cls/: 0.6543, loss/: 0.6543, grad_norm: 2.9942, top1_acc//aux0: 0.8586, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5332, loss//aux0: 0.5332 2020-10-16 05:59:38,877 - mmaction - INFO - Epoch [75][140/396] lr: 7.500e-04, eta: 2:56:02, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8289, top5_acc/: 0.9424, loss_cls/: 0.6653, loss/: 0.6653, grad_norm: 3.0967, top1_acc//aux0: 0.8572, top5_acc//aux0: 0.9555, loss_cls//aux0: 0.5318, loss//aux0: 0.5318 2020-10-16 05:59:39,316 - mmaction - INFO - Epoch [75][140/396] lr: 7.500e-04, eta: 2:56:05, time: 0.500, data_time: 0.001, memory: 8335, top1_acc/: 0.8289, top5_acc/: 0.9424, loss_cls/: 0.6653, loss/: 0.6653, grad_norm: 3.1030, top1_acc//aux0: 0.8570, top5_acc//aux0: 0.9559, loss_cls//aux0: 0.5302, loss//aux0: 0.5302 2020-10-16 05:59:59,328 - mmaction - INFO - Epoch [75][160/396] lr: 7.500e-04, eta: 2:55:41, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8339, top5_acc/: 0.9443, loss_cls/: 0.6601, loss/: 0.6601, grad_norm: 3.0775, top1_acc//aux0: 0.8637, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5120, loss//aux0: 0.5120 2020-10-16 05:59:59,792 - mmaction - INFO - Epoch [75][160/396] lr: 7.500e-04, eta: 2:55:44, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.8339, top5_acc/: 0.9443, loss_cls/: 0.6601, loss/: 0.6601, grad_norm: 3.0710, top1_acc//aux0: 0.8646, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5094, loss//aux0: 0.5094 2020-10-16 06:00:26,379 - mmaction - INFO - Epoch [75][180/396] lr: 7.500e-04, eta: 2:55:20, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8310, top5_acc/: 0.9406, loss_cls/: 0.6671, loss/: 0.6671, grad_norm: 3.0298, top1_acc//aux0: 0.8624, top5_acc//aux0: 0.9588, loss_cls//aux0: 0.5075, loss//aux0: 0.5075 2020-10-16 06:00:27,046 - mmaction - INFO - Epoch [75][180/396] lr: 7.500e-04, eta: 2:55:24, time: 0.527, data_time: 0.015, memory: 8335, top1_acc/: 0.8310, top5_acc/: 0.9406, loss_cls/: 0.6671, loss/: 0.6671, grad_norm: 3.0440, top1_acc//aux0: 0.8617, top5_acc//aux0: 0.9588, loss_cls//aux0: 0.5094, loss//aux0: 0.5094 2020-10-16 06:00:47,230 - mmaction - INFO - Epoch [75][200/396] lr: 7.500e-04, eta: 2:54:59, time: 0.522, data_time: 0.000, memory: 8335, top1_acc/: 0.8221, top5_acc/: 0.9451, loss_cls/: 0.6863, loss/: 0.6863, grad_norm: 2.9984, top1_acc//aux0: 0.8580, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5309, loss//aux0: 0.5309 2020-10-16 06:00:47,665 - mmaction - INFO - Epoch [75][200/396] lr: 7.500e-04, eta: 2:55:03, time: 0.520, data_time: 0.002, memory: 8335, top1_acc/: 0.8221, top5_acc/: 0.9451, loss_cls/: 0.6863, loss/: 0.6863, grad_norm: 3.0069, top1_acc//aux0: 0.8578, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5322, loss//aux0: 0.5322 2020-10-16 06:01:07,859 - mmaction - INFO - Epoch [75][220/396] lr: 7.500e-04, eta: 2:54:38, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.8227, top5_acc/: 0.9469, loss_cls/: 0.6867, loss/: 0.6867, grad_norm: 3.1059, top1_acc//aux0: 0.8580, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5289, loss//aux0: 0.5289 2020-10-16 06:01:08,305 - mmaction - INFO - Epoch [75][220/396] lr: 7.500e-04, eta: 2:54:42, time: 0.518, data_time: 0.002, memory: 8335, top1_acc/: 0.8227, top5_acc/: 0.9469, loss_cls/: 0.6867, loss/: 0.6867, grad_norm: 3.1237, top1_acc//aux0: 0.8570, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5318, loss//aux0: 0.5318 2020-10-16 06:01:28,361 - mmaction - INFO - Epoch [75][240/396] lr: 7.500e-04, eta: 2:54:18, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8341, top5_acc/: 0.9445, loss_cls/: 0.6707, loss/: 0.6707, grad_norm: 3.1122, top1_acc//aux0: 0.8587, top5_acc//aux0: 0.9551, loss_cls//aux0: 0.5338, loss//aux0: 0.5338 2020-10-16 06:01:28,802 - mmaction - INFO - Epoch [75][240/396] lr: 7.500e-04, eta: 2:54:21, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8341, top5_acc/: 0.9445, loss_cls/: 0.6707, loss/: 0.6707, grad_norm: 3.1201, top1_acc//aux0: 0.8587, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5364, loss//aux0: 0.5364 2020-10-16 06:01:48,616 - mmaction - INFO - Epoch [75][260/396] lr: 7.500e-04, eta: 2:53:57, time: 0.499, data_time: 0.000, memory: 8335, top1_acc/: 0.8276, top5_acc/: 0.9411, loss_cls/: 0.6761, loss/: 0.6761, grad_norm: 3.0872, top1_acc//aux0: 0.8588, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5330, loss//aux0: 0.5330 2020-10-16 06:01:49,057 - mmaction - INFO - Epoch [75][260/396] lr: 7.500e-04, eta: 2:54:00, time: 0.501, data_time: 0.003, memory: 8335, top1_acc/: 0.8276, top5_acc/: 0.9411, loss_cls/: 0.6761, loss/: 0.6761, grad_norm: 3.0899, top1_acc//aux0: 0.8600, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5269, loss//aux0: 0.5269 2020-10-16 06:02:08,896 - mmaction - INFO - Epoch [75][280/396] lr: 7.500e-04, eta: 2:53:36, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8284, top5_acc/: 0.9417, loss_cls/: 0.6822, loss/: 0.6822, grad_norm: 3.0897, top1_acc//aux0: 0.8605, top5_acc//aux0: 0.9554, loss_cls//aux0: 0.5284, loss//aux0: 0.5284 2020-10-16 06:02:09,395 - mmaction - INFO - Epoch [75][280/396] lr: 7.500e-04, eta: 2:53:39, time: 0.506, data_time: 0.003, memory: 8335, top1_acc/: 0.8284, top5_acc/: 0.9417, loss_cls/: 0.6822, loss/: 0.6822, grad_norm: 3.0744, top1_acc//aux0: 0.8607, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5256, loss//aux0: 0.5256 2020-10-16 06:02:29,380 - mmaction - INFO - Epoch [75][300/396] lr: 7.500e-04, eta: 2:53:15, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8198, top5_acc/: 0.9414, loss_cls/: 0.7040, loss/: 0.7040, grad_norm: 3.1241, top1_acc//aux0: 0.8584, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5273, loss//aux0: 0.5273 2020-10-16 06:02:29,830 - mmaction - INFO - Epoch [75][300/396] lr: 7.500e-04, eta: 2:53:18, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8198, top5_acc/: 0.9414, loss_cls/: 0.7040, loss/: 0.7040, grad_norm: 3.1110, top1_acc//aux0: 0.8585, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5293, loss//aux0: 0.5293 2020-10-16 06:02:49,907 - mmaction - INFO - Epoch [75][320/396] lr: 7.500e-04, eta: 2:52:54, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8320, top5_acc/: 0.9388, loss_cls/: 0.6821, loss/: 0.6821, grad_norm: 3.1020, top1_acc//aux0: 0.8570, top5_acc//aux0: 0.9559, loss_cls//aux0: 0.5351, loss//aux0: 0.5351 2020-10-16 06:02:50,365 - mmaction - INFO - Epoch [75][320/396] lr: 7.500e-04, eta: 2:52:57, time: 0.514, data_time: 0.002, memory: 8335, top1_acc/: 0.8320, top5_acc/: 0.9388, loss_cls/: 0.6821, loss/: 0.6821, grad_norm: 3.1116, top1_acc//aux0: 0.8552, top5_acc//aux0: 0.9553, loss_cls//aux0: 0.5401, loss//aux0: 0.5401 2020-10-16 06:03:10,424 - mmaction - INFO - Epoch [75][340/396] lr: 7.500e-04, eta: 2:52:33, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.8313, top5_acc/: 0.9427, loss_cls/: 0.6747, loss/: 0.6747, grad_norm: 3.0798, top1_acc//aux0: 0.8615, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5156, loss//aux0: 0.5156 2020-10-16 06:03:10,870 - mmaction - INFO - Epoch [75][340/396] lr: 7.500e-04, eta: 2:52:36, time: 0.516, data_time: 0.002, memory: 8335, top1_acc/: 0.8313, top5_acc/: 0.9427, loss_cls/: 0.6747, loss/: 0.6747, grad_norm: 3.0558, top1_acc//aux0: 0.8633, top5_acc//aux0: 0.9593, loss_cls//aux0: 0.5089, loss//aux0: 0.5089 2020-10-16 06:03:30,957 - mmaction - INFO - Epoch [75][360/396] lr: 7.500e-04, eta: 2:52:12, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.8247, top5_acc/: 0.9398, loss_cls/: 0.6870, loss/: 0.6870, grad_norm: 3.1128, top1_acc//aux0: 0.8608, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5202, loss//aux0: 0.5202 2020-10-16 06:03:31,409 - mmaction - INFO - Epoch [75][360/396] lr: 7.500e-04, eta: 2:52:15, time: 0.517, data_time: 0.003, memory: 8335, top1_acc/: 0.8247, top5_acc/: 0.9398, loss_cls/: 0.6870, loss/: 0.6870, grad_norm: 3.1143, top1_acc//aux0: 0.8595, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5273, loss//aux0: 0.5273 2020-10-16 06:03:51,350 - mmaction - INFO - Epoch [75][380/396] lr: 7.500e-04, eta: 2:51:51, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8229, top5_acc/: 0.9409, loss_cls/: 0.6806, loss/: 0.6806, grad_norm: 3.0788, top1_acc//aux0: 0.8592, top5_acc//aux0: 0.9554, loss_cls//aux0: 0.5347, loss//aux0: 0.5347 2020-10-16 06:03:51,790 - mmaction - INFO - Epoch [75][380/396] lr: 7.500e-04, eta: 2:51:54, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8229, top5_acc/: 0.9409, loss_cls/: 0.6806, loss/: 0.6806, grad_norm: 3.0946, top1_acc//aux0: 0.8598, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5312, loss//aux0: 0.5312 2020-10-16 06:04:13,630 - mmaction - INFO - Saving checkpoint at 75 epochs 2020-10-16 06:05:42,330 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-16 06:05:42,455 - mmaction - INFO - top1_acc 0.7803 top5_acc 0.9339 2020-10-16 06:05:42,455 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-16 06:05:42,485 - mmaction - INFO - mean_acc 0.7807 2020-10-16 06:05:42,487 - mmaction - INFO - Epoch(val) [75][396] top1_acc: 0.7803, top5_acc: 0.9339, mean_class_accuracy: 0.7807 2020-10-16 06:08:28,165 - mmaction - INFO - Epoch [76][20/396] lr: 7.500e-04, eta: 2:51:08, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8378, top5_acc/: 0.9427, loss_cls/: 0.6561, loss/: 0.6561, grad_norm: 3.0565, top1_acc//aux0: 0.8602, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5262, loss//aux0: 0.5262 2020-10-16 06:08:28,597 - mmaction - INFO - Epoch [76][20/396] lr: 7.500e-04, eta: 2:51:11, time: 0.526, data_time: 0.022, memory: 8335, top1_acc/: 0.8378, top5_acc/: 0.9427, loss_cls/: 0.6561, loss/: 0.6561, grad_norm: 3.0581, top1_acc//aux0: 0.8601, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5264, loss//aux0: 0.5264 2020-10-16 06:08:48,655 - mmaction - INFO - Epoch [76][40/396] lr: 7.500e-04, eta: 2:50:47, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.8253, top5_acc/: 0.9469, loss_cls/: 0.6839, loss/: 0.6839, grad_norm: 3.1060, top1_acc//aux0: 0.8604, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5290, loss//aux0: 0.5290 2020-10-16 06:08:49,103 - mmaction - INFO - Epoch [76][40/396] lr: 7.500e-04, eta: 2:50:51, time: 0.515, data_time: 0.002, memory: 8335, top1_acc/: 0.8253, top5_acc/: 0.9469, loss_cls/: 0.6839, loss/: 0.6839, grad_norm: 3.1151, top1_acc//aux0: 0.8598, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5288, loss//aux0: 0.5288 2020-10-16 06:09:09,446 - mmaction - INFO - Epoch [76][60/396] lr: 7.500e-04, eta: 2:50:26, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8240, top5_acc/: 0.9445, loss_cls/: 0.6791, loss/: 0.6791, grad_norm: 3.1203, top1_acc//aux0: 0.8598, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5299, loss//aux0: 0.5299 2020-10-16 06:09:09,890 - mmaction - INFO - Epoch [76][60/396] lr: 7.500e-04, eta: 2:50:30, time: 0.507, data_time: 0.004, memory: 8335, top1_acc/: 0.8240, top5_acc/: 0.9445, loss_cls/: 0.6791, loss/: 0.6791, grad_norm: 3.1022, top1_acc//aux0: 0.8606, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5277, loss//aux0: 0.5277 2020-10-16 06:09:29,830 - mmaction - INFO - Epoch [76][80/396] lr: 7.500e-04, eta: 2:50:05, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8320, top5_acc/: 0.9417, loss_cls/: 0.6706, loss/: 0.6706, grad_norm: 3.0196, top1_acc//aux0: 0.8605, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5196, loss//aux0: 0.5196 2020-10-16 06:09:30,323 - mmaction - INFO - Epoch [76][80/396] lr: 7.500e-04, eta: 2:50:09, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.8320, top5_acc/: 0.9417, loss_cls/: 0.6706, loss/: 0.6706, grad_norm: 3.0297, top1_acc//aux0: 0.8603, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5225, loss//aux0: 0.5225 2020-10-16 06:09:50,368 - mmaction - INFO - Epoch [76][100/396] lr: 7.500e-04, eta: 2:49:44, time: 0.521, data_time: 0.000, memory: 8335, top1_acc/: 0.8388, top5_acc/: 0.9422, loss_cls/: 0.6602, loss/: 0.6602, grad_norm: 3.0000, top1_acc//aux0: 0.8570, top5_acc//aux0: 0.9552, loss_cls//aux0: 0.5351, loss//aux0: 0.5351 2020-10-16 06:09:50,836 - mmaction - INFO - Epoch [76][100/396] lr: 7.500e-04, eta: 2:49:48, time: 0.519, data_time: 0.001, memory: 8335, top1_acc/: 0.8388, top5_acc/: 0.9422, loss_cls/: 0.6602, loss/: 0.6602, grad_norm: 2.9813, top1_acc//aux0: 0.8567, top5_acc//aux0: 0.9546, loss_cls//aux0: 0.5352, loss//aux0: 0.5352 2020-10-16 06:10:10,690 - mmaction - INFO - Epoch [76][120/396] lr: 7.500e-04, eta: 2:49:24, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8370, top5_acc/: 0.9484, loss_cls/: 0.6328, loss/: 0.6328, grad_norm: 3.0102, top1_acc//aux0: 0.8595, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5210, loss//aux0: 0.5210 2020-10-16 06:10:11,132 - mmaction - INFO - Epoch [76][120/396] lr: 7.500e-04, eta: 2:49:27, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8370, top5_acc/: 0.9484, loss_cls/: 0.6328, loss/: 0.6328, grad_norm: 3.0169, top1_acc//aux0: 0.8593, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5216, loss//aux0: 0.5216 2020-10-16 06:10:31,063 - mmaction - INFO - Epoch [76][140/396] lr: 7.500e-04, eta: 2:49:03, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8141, top5_acc/: 0.9378, loss_cls/: 0.7265, loss/: 0.7265, grad_norm: 3.0589, top1_acc//aux0: 0.8583, top5_acc//aux0: 0.9553, loss_cls//aux0: 0.5404, loss//aux0: 0.5404 2020-10-16 06:10:31,495 - mmaction - INFO - Epoch [76][140/396] lr: 7.500e-04, eta: 2:49:06, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8141, top5_acc/: 0.9378, loss_cls/: 0.7265, loss/: 0.7265, grad_norm: 3.0805, top1_acc//aux0: 0.8580, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5410, loss//aux0: 0.5410 2020-10-16 06:10:51,484 - mmaction - INFO - Epoch [76][160/396] lr: 7.500e-04, eta: 2:48:42, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8234, top5_acc/: 0.9419, loss_cls/: 0.6977, loss/: 0.6977, grad_norm: 3.0802, top1_acc//aux0: 0.8621, top5_acc//aux0: 0.9580, loss_cls//aux0: 0.5142, loss//aux0: 0.5142 2020-10-16 06:10:51,931 - mmaction - INFO - Epoch [76][160/396] lr: 7.500e-04, eta: 2:48:45, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.8234, top5_acc/: 0.9419, loss_cls/: 0.6977, loss/: 0.6977, grad_norm: 3.0878, top1_acc//aux0: 0.8624, top5_acc//aux0: 0.9580, loss_cls//aux0: 0.5122, loss//aux0: 0.5122 2020-10-16 06:11:11,977 - mmaction - INFO - Epoch [76][180/396] lr: 7.500e-04, eta: 2:48:21, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.8310, top5_acc/: 0.9471, loss_cls/: 0.6635, loss/: 0.6635, grad_norm: 3.1118, top1_acc//aux0: 0.8611, top5_acc//aux0: 0.9588, loss_cls//aux0: 0.5198, loss//aux0: 0.5198 2020-10-16 06:11:12,415 - mmaction - INFO - Epoch [76][180/396] lr: 7.500e-04, eta: 2:48:24, time: 0.516, data_time: 0.002, memory: 8335, top1_acc/: 0.8310, top5_acc/: 0.9471, loss_cls/: 0.6635, loss/: 0.6635, grad_norm: 3.1142, top1_acc//aux0: 0.8616, top5_acc//aux0: 0.9588, loss_cls//aux0: 0.5194, loss//aux0: 0.5194 2020-10-16 06:11:32,328 - mmaction - INFO - Epoch [76][200/396] lr: 7.500e-04, eta: 2:48:00, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8326, top5_acc/: 0.9487, loss_cls/: 0.6579, loss/: 0.6579, grad_norm: 3.0699, top1_acc//aux0: 0.8592, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5299, loss//aux0: 0.5299 2020-10-16 06:11:32,888 - mmaction - INFO - Epoch [76][200/396] lr: 7.500e-04, eta: 2:48:03, time: 0.515, data_time: 0.003, memory: 8335, top1_acc/: 0.8326, top5_acc/: 0.9487, loss_cls/: 0.6579, loss/: 0.6579, grad_norm: 3.0606, top1_acc//aux0: 0.8601, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5271, loss//aux0: 0.5271 2020-10-16 06:11:52,828 - mmaction - INFO - Epoch [76][220/396] lr: 7.500e-04, eta: 2:47:39, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8427, top5_acc/: 0.9471, loss_cls/: 0.6293, loss/: 0.6293, grad_norm: 3.0491, top1_acc//aux0: 0.8579, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5258, loss//aux0: 0.5258 2020-10-16 06:11:53,257 - mmaction - INFO - Epoch [76][220/396] lr: 7.500e-04, eta: 2:47:42, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.8427, top5_acc/: 0.9471, loss_cls/: 0.6293, loss/: 0.6293, grad_norm: 3.0312, top1_acc//aux0: 0.8575, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5270, loss//aux0: 0.5270 2020-10-16 06:12:13,058 - mmaction - INFO - Epoch [76][240/396] lr: 7.500e-04, eta: 2:47:18, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8323, top5_acc/: 0.9471, loss_cls/: 0.6490, loss/: 0.6490, grad_norm: 3.1331, top1_acc//aux0: 0.8563, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5338, loss//aux0: 0.5338 2020-10-16 06:12:13,504 - mmaction - INFO - Epoch [76][240/396] lr: 7.500e-04, eta: 2:47:21, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.8323, top5_acc/: 0.9471, loss_cls/: 0.6490, loss/: 0.6490, grad_norm: 3.1233, top1_acc//aux0: 0.8558, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5371, loss//aux0: 0.5371 2020-10-16 06:12:33,338 - mmaction - INFO - Epoch [76][260/396] lr: 7.500e-04, eta: 2:46:57, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8242, top5_acc/: 0.9435, loss_cls/: 0.6870, loss/: 0.6870, grad_norm: 3.0785, top1_acc//aux0: 0.8561, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5287, loss//aux0: 0.5287 2020-10-16 06:12:33,780 - mmaction - INFO - Epoch [76][260/396] lr: 7.500e-04, eta: 2:47:00, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.8242, top5_acc/: 0.9435, loss_cls/: 0.6870, loss/: 0.6870, grad_norm: 3.0574, top1_acc//aux0: 0.8568, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5248, loss//aux0: 0.5248 2020-10-16 06:12:53,665 - mmaction - INFO - Epoch [76][280/396] lr: 7.500e-04, eta: 2:46:36, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8240, top5_acc/: 0.9432, loss_cls/: 0.6752, loss/: 0.6752, grad_norm: 2.9858, top1_acc//aux0: 0.8656, top5_acc//aux0: 0.9591, loss_cls//aux0: 0.5051, loss//aux0: 0.5051 2020-10-16 06:12:54,118 - mmaction - INFO - Epoch [76][280/396] lr: 7.500e-04, eta: 2:46:40, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8240, top5_acc/: 0.9432, loss_cls/: 0.6752, loss/: 0.6752, grad_norm: 3.0144, top1_acc//aux0: 0.8647, top5_acc//aux0: 0.9588, loss_cls//aux0: 0.5087, loss//aux0: 0.5087 2020-10-16 06:13:14,075 - mmaction - INFO - Epoch [76][300/396] lr: 7.500e-04, eta: 2:46:15, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8365, top5_acc/: 0.9469, loss_cls/: 0.6525, loss/: 0.6525, grad_norm: 3.0174, top1_acc//aux0: 0.8618, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5117, loss//aux0: 0.5117 2020-10-16 06:13:14,538 - mmaction - INFO - Epoch [76][300/396] lr: 7.500e-04, eta: 2:46:19, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.8365, top5_acc/: 0.9469, loss_cls/: 0.6525, loss/: 0.6525, grad_norm: 3.0250, top1_acc//aux0: 0.8612, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5125, loss//aux0: 0.5125 2020-10-16 06:13:34,487 - mmaction - INFO - Epoch [76][320/396] lr: 7.500e-04, eta: 2:45:54, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8354, top5_acc/: 0.9479, loss_cls/: 0.6569, loss/: 0.6569, grad_norm: 3.1104, top1_acc//aux0: 0.8532, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5369, loss//aux0: 0.5369 2020-10-16 06:13:34,905 - mmaction - INFO - Epoch [76][320/396] lr: 7.500e-04, eta: 2:45:58, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8354, top5_acc/: 0.9479, loss_cls/: 0.6569, loss/: 0.6569, grad_norm: 3.1240, top1_acc//aux0: 0.8535, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5366, loss//aux0: 0.5366 2020-10-16 06:13:54,854 - mmaction - INFO - Epoch [76][340/396] lr: 7.500e-04, eta: 2:45:34, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8432, top5_acc/: 0.9523, loss_cls/: 0.6107, loss/: 0.6107, grad_norm: 3.0148, top1_acc//aux0: 0.8583, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5278, loss//aux0: 0.5278 2020-10-16 06:13:55,304 - mmaction - INFO - Epoch [76][340/396] lr: 7.500e-04, eta: 2:45:37, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.8432, top5_acc/: 0.9523, loss_cls/: 0.6107, loss/: 0.6107, grad_norm: 2.9877, top1_acc//aux0: 0.8596, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5239, loss//aux0: 0.5239 2020-10-16 06:14:15,071 - mmaction - INFO - Epoch [76][360/396] lr: 7.500e-04, eta: 2:45:13, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8315, top5_acc/: 0.9430, loss_cls/: 0.6564, loss/: 0.6564, grad_norm: 3.0555, top1_acc//aux0: 0.8621, top5_acc//aux0: 0.9599, loss_cls//aux0: 0.5093, loss//aux0: 0.5093 2020-10-16 06:14:15,529 - mmaction - INFO - Epoch [76][360/396] lr: 7.500e-04, eta: 2:45:16, time: 0.503, data_time: 0.003, memory: 8335, top1_acc/: 0.8315, top5_acc/: 0.9430, loss_cls/: 0.6564, loss/: 0.6564, grad_norm: 3.0918, top1_acc//aux0: 0.8609, top5_acc//aux0: 0.9601, loss_cls//aux0: 0.5114, loss//aux0: 0.5114 2020-10-16 06:14:35,505 - mmaction - INFO - Epoch [76][380/396] lr: 7.500e-04, eta: 2:44:52, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8336, top5_acc/: 0.9500, loss_cls/: 0.6491, loss/: 0.6491, grad_norm: 3.0470, top1_acc//aux0: 0.8589, top5_acc//aux0: 0.9578, loss_cls//aux0: 0.5272, loss//aux0: 0.5272 2020-10-16 06:14:35,967 - mmaction - INFO - Epoch [76][380/396] lr: 7.500e-04, eta: 2:44:55, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8336, top5_acc/: 0.9500, loss_cls/: 0.6491, loss/: 0.6491, grad_norm: 3.0320, top1_acc//aux0: 0.8607, top5_acc//aux0: 0.9577, loss_cls//aux0: 0.5243, loss//aux0: 0.5243 2020-10-16 06:14:53,916 - mmaction - INFO - Saving checkpoint at 76 epochs 2020-10-16 06:17:24,204 - mmaction - INFO - Epoch [77][20/396] lr: 7.500e-04, eta: 2:44:09, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8198, top5_acc/: 0.9393, loss_cls/: 0.7220, loss/: 0.7220, grad_norm: 3.0859, top1_acc//aux0: 0.8591, top5_acc//aux0: 0.9594, loss_cls//aux0: 0.5125, loss//aux0: 0.5125 2020-10-16 06:17:24,645 - mmaction - INFO - Epoch [77][20/396] lr: 7.500e-04, eta: 2:44:12, time: 0.504, data_time: 0.003, memory: 8335, top1_acc/: 0.8198, top5_acc/: 0.9393, loss_cls/: 0.7220, loss/: 0.7220, grad_norm: 3.0571, top1_acc//aux0: 0.8598, top5_acc//aux0: 0.9597, loss_cls//aux0: 0.5103, loss//aux0: 0.5103 2020-10-16 06:17:44,523 - mmaction - INFO - Epoch [77][40/396] lr: 7.500e-04, eta: 2:43:48, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8255, top5_acc/: 0.9471, loss_cls/: 0.6676, loss/: 0.6676, grad_norm: 3.1261, top1_acc//aux0: 0.8598, top5_acc//aux0: 0.9577, loss_cls//aux0: 0.5271, loss//aux0: 0.5271 2020-10-16 06:17:44,982 - mmaction - INFO - Epoch [77][40/396] lr: 7.500e-04, eta: 2:43:51, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8255, top5_acc/: 0.9471, loss_cls/: 0.6676, loss/: 0.6676, grad_norm: 3.1273, top1_acc//aux0: 0.8597, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5300, loss//aux0: 0.5300 2020-10-16 06:18:04,857 - mmaction - INFO - Epoch [77][60/396] lr: 7.500e-04, eta: 2:43:27, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.8268, top5_acc/: 0.9427, loss_cls/: 0.6856, loss/: 0.6856, grad_norm: 3.1160, top1_acc//aux0: 0.8612, top5_acc//aux0: 0.9578, loss_cls//aux0: 0.5222, loss//aux0: 0.5222 2020-10-16 06:18:05,307 - mmaction - INFO - Epoch [77][60/396] lr: 7.500e-04, eta: 2:43:30, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8268, top5_acc/: 0.9427, loss_cls/: 0.6856, loss/: 0.6856, grad_norm: 3.1023, top1_acc//aux0: 0.8608, top5_acc//aux0: 0.9580, loss_cls//aux0: 0.5214, loss//aux0: 0.5214 2020-10-16 06:18:25,283 - mmaction - INFO - Epoch [77][80/396] lr: 7.500e-04, eta: 2:43:06, time: 0.517, data_time: 0.000, memory: 8335, top1_acc/: 0.8289, top5_acc/: 0.9419, loss_cls/: 0.6711, loss/: 0.6711, grad_norm: 3.1143, top1_acc//aux0: 0.8584, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5218, loss//aux0: 0.5218 2020-10-16 06:18:25,734 - mmaction - INFO - Epoch [77][80/396] lr: 7.500e-04, eta: 2:43:09, time: 0.516, data_time: 0.002, memory: 8335, top1_acc/: 0.8289, top5_acc/: 0.9419, loss_cls/: 0.6711, loss/: 0.6711, grad_norm: 3.1169, top1_acc//aux0: 0.8578, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5232, loss//aux0: 0.5232 2020-10-16 06:18:45,632 - mmaction - INFO - Epoch [77][100/396] lr: 7.500e-04, eta: 2:42:45, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8354, top5_acc/: 0.9482, loss_cls/: 0.6498, loss/: 0.6498, grad_norm: 3.0885, top1_acc//aux0: 0.8626, top5_acc//aux0: 0.9590, loss_cls//aux0: 0.5122, loss//aux0: 0.5122 2020-10-16 06:18:46,123 - mmaction - INFO - Epoch [77][100/396] lr: 7.500e-04, eta: 2:42:49, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8354, top5_acc/: 0.9482, loss_cls/: 0.6498, loss/: 0.6498, grad_norm: 3.1037, top1_acc//aux0: 0.8627, top5_acc//aux0: 0.9591, loss_cls//aux0: 0.5124, loss//aux0: 0.5124 2020-10-16 06:19:05,988 - mmaction - INFO - Epoch [77][120/396] lr: 7.500e-04, eta: 2:42:24, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8232, top5_acc/: 0.9443, loss_cls/: 0.6922, loss/: 0.6922, grad_norm: 3.0958, top1_acc//aux0: 0.8569, top5_acc//aux0: 0.9591, loss_cls//aux0: 0.5305, loss//aux0: 0.5305 2020-10-16 06:19:06,426 - mmaction - INFO - Epoch [77][120/396] lr: 7.500e-04, eta: 2:42:28, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8232, top5_acc/: 0.9443, loss_cls/: 0.6922, loss/: 0.6922, grad_norm: 3.0852, top1_acc//aux0: 0.8576, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5309, loss//aux0: 0.5309 2020-10-16 06:19:26,489 - mmaction - INFO - Epoch [77][140/396] lr: 7.500e-04, eta: 2:42:04, time: 0.519, data_time: 0.000, memory: 8335, top1_acc/: 0.8302, top5_acc/: 0.9453, loss_cls/: 0.6755, loss/: 0.6755, grad_norm: 3.0552, top1_acc//aux0: 0.8596, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5276, loss//aux0: 0.5276 2020-10-16 06:19:26,944 - mmaction - INFO - Epoch [77][140/396] lr: 7.500e-04, eta: 2:42:07, time: 0.520, data_time: 0.003, memory: 8335, top1_acc/: 0.8302, top5_acc/: 0.9453, loss_cls/: 0.6755, loss/: 0.6755, grad_norm: 3.0621, top1_acc//aux0: 0.8595, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5262, loss//aux0: 0.5262 2020-10-16 06:19:46,751 - mmaction - INFO - Epoch [77][160/396] lr: 7.500e-04, eta: 2:41:43, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8320, top5_acc/: 0.9443, loss_cls/: 0.6642, loss/: 0.6642, grad_norm: 3.0524, top1_acc//aux0: 0.8646, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5117, loss//aux0: 0.5117 2020-10-16 06:19:47,200 - mmaction - INFO - Epoch [77][160/396] lr: 7.500e-04, eta: 2:41:46, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8320, top5_acc/: 0.9443, loss_cls/: 0.6642, loss/: 0.6642, grad_norm: 3.0631, top1_acc//aux0: 0.8655, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5088, loss//aux0: 0.5088 2020-10-16 06:20:07,131 - mmaction - INFO - Epoch [77][180/396] lr: 7.500e-04, eta: 2:41:22, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8320, top5_acc/: 0.9430, loss_cls/: 0.6461, loss/: 0.6461, grad_norm: 3.0367, top1_acc//aux0: 0.8593, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5312, loss//aux0: 0.5312 2020-10-16 06:20:07,578 - mmaction - INFO - Epoch [77][180/396] lr: 7.500e-04, eta: 2:41:25, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8320, top5_acc/: 0.9430, loss_cls/: 0.6461, loss/: 0.6461, grad_norm: 3.0156, top1_acc//aux0: 0.8590, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5331, loss//aux0: 0.5331 2020-10-16 06:20:27,468 - mmaction - INFO - Epoch [77][200/396] lr: 7.500e-04, eta: 2:41:01, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8305, top5_acc/: 0.9479, loss_cls/: 0.6615, loss/: 0.6615, grad_norm: 3.1356, top1_acc//aux0: 0.8582, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5295, loss//aux0: 0.5295 2020-10-16 06:20:27,932 - mmaction - INFO - Epoch [77][200/396] lr: 7.500e-04, eta: 2:41:04, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8305, top5_acc/: 0.9479, loss_cls/: 0.6615, loss/: 0.6615, grad_norm: 3.1202, top1_acc//aux0: 0.8578, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5298, loss//aux0: 0.5298 2020-10-16 06:20:47,824 - mmaction - INFO - Epoch [77][220/396] lr: 7.500e-04, eta: 2:40:40, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8344, top5_acc/: 0.9448, loss_cls/: 0.6639, loss/: 0.6639, grad_norm: 3.1235, top1_acc//aux0: 0.8593, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5207, loss//aux0: 0.5207 2020-10-16 06:20:48,263 - mmaction - INFO - Epoch [77][220/396] lr: 7.500e-04, eta: 2:40:43, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.8344, top5_acc/: 0.9448, loss_cls/: 0.6639, loss/: 0.6639, grad_norm: 3.0996, top1_acc//aux0: 0.8593, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5209, loss//aux0: 0.5209 2020-10-16 06:21:08,447 - mmaction - INFO - Epoch [77][240/396] lr: 7.500e-04, eta: 2:40:19, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.8341, top5_acc/: 0.9391, loss_cls/: 0.6669, loss/: 0.6669, grad_norm: 3.0979, top1_acc//aux0: 0.8599, top5_acc//aux0: 0.9580, loss_cls//aux0: 0.5226, loss//aux0: 0.5226 2020-10-16 06:21:08,875 - mmaction - INFO - Epoch [77][240/396] lr: 7.500e-04, eta: 2:40:22, time: 0.518, data_time: 0.003, memory: 8335, top1_acc/: 0.8341, top5_acc/: 0.9391, loss_cls/: 0.6669, loss/: 0.6669, grad_norm: 3.0835, top1_acc//aux0: 0.8593, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5217, loss//aux0: 0.5217 2020-10-16 06:21:28,862 - mmaction - INFO - Epoch [77][260/396] lr: 7.500e-04, eta: 2:39:58, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8245, top5_acc/: 0.9417, loss_cls/: 0.6941, loss/: 0.6941, grad_norm: 3.0933, top1_acc//aux0: 0.8579, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5288, loss//aux0: 0.5288 2020-10-16 06:21:29,302 - mmaction - INFO - Epoch [77][260/396] lr: 7.500e-04, eta: 2:40:01, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.8245, top5_acc/: 0.9417, loss_cls/: 0.6941, loss/: 0.6941, grad_norm: 3.1110, top1_acc//aux0: 0.8578, top5_acc//aux0: 0.9542, loss_cls//aux0: 0.5293, loss//aux0: 0.5293 2020-10-16 06:21:49,249 - mmaction - INFO - Epoch [77][280/396] lr: 7.500e-04, eta: 2:39:37, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8253, top5_acc/: 0.9409, loss_cls/: 0.7015, loss/: 0.7015, grad_norm: 3.1049, top1_acc//aux0: 0.8599, top5_acc//aux0: 0.9594, loss_cls//aux0: 0.5132, loss//aux0: 0.5132 2020-10-16 06:21:49,695 - mmaction - INFO - Epoch [77][280/396] lr: 7.500e-04, eta: 2:39:41, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.8253, top5_acc/: 0.9409, loss_cls/: 0.7015, loss/: 0.7015, grad_norm: 3.0997, top1_acc//aux0: 0.8600, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5156, loss//aux0: 0.5156 2020-10-16 06:22:09,560 - mmaction - INFO - Epoch [77][300/396] lr: 7.500e-04, eta: 2:39:17, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8271, top5_acc/: 0.9430, loss_cls/: 0.6771, loss/: 0.6771, grad_norm: 3.1469, top1_acc//aux0: 0.8597, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5252, loss//aux0: 0.5252 2020-10-16 06:22:09,991 - mmaction - INFO - Epoch [77][300/396] lr: 7.500e-04, eta: 2:39:20, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8271, top5_acc/: 0.9430, loss_cls/: 0.6771, loss/: 0.6771, grad_norm: 3.1131, top1_acc//aux0: 0.8604, top5_acc//aux0: 0.9577, loss_cls//aux0: 0.5213, loss//aux0: 0.5213 2020-10-16 06:22:29,977 - mmaction - INFO - Epoch [77][320/396] lr: 7.500e-04, eta: 2:38:56, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8352, top5_acc/: 0.9432, loss_cls/: 0.6674, loss/: 0.6674, grad_norm: 3.0761, top1_acc//aux0: 0.8616, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5093, loss//aux0: 0.5093 2020-10-16 06:22:30,422 - mmaction - INFO - Epoch [77][320/396] lr: 7.500e-04, eta: 2:38:59, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8352, top5_acc/: 0.9432, loss_cls/: 0.6674, loss/: 0.6674, grad_norm: 3.1217, top1_acc//aux0: 0.8605, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5148, loss//aux0: 0.5148 2020-10-16 06:22:50,448 - mmaction - INFO - Epoch [77][340/396] lr: 7.500e-04, eta: 2:38:35, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8333, top5_acc/: 0.9505, loss_cls/: 0.6436, loss/: 0.6436, grad_norm: 3.1231, top1_acc//aux0: 0.8589, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5288, loss//aux0: 0.5288 2020-10-16 06:22:50,928 - mmaction - INFO - Epoch [77][340/396] lr: 7.500e-04, eta: 2:38:38, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.8333, top5_acc/: 0.9505, loss_cls/: 0.6436, loss/: 0.6436, grad_norm: 3.1374, top1_acc//aux0: 0.8597, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5267, loss//aux0: 0.5267 2020-10-16 06:23:11,011 - mmaction - INFO - Epoch [77][360/396] lr: 7.500e-04, eta: 2:38:14, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.8362, top5_acc/: 0.9464, loss_cls/: 0.6555, loss/: 0.6555, grad_norm: 3.0519, top1_acc//aux0: 0.8597, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5269, loss//aux0: 0.5269 2020-10-16 06:23:11,468 - mmaction - INFO - Epoch [77][360/396] lr: 7.500e-04, eta: 2:38:17, time: 0.517, data_time: 0.003, memory: 8335, top1_acc/: 0.8362, top5_acc/: 0.9464, loss_cls/: 0.6555, loss/: 0.6555, grad_norm: 3.0561, top1_acc//aux0: 0.8591, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5266, loss//aux0: 0.5266 2020-10-16 06:23:31,263 - mmaction - INFO - Epoch [77][380/396] lr: 7.500e-04, eta: 2:37:53, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8354, top5_acc/: 0.9477, loss_cls/: 0.6519, loss/: 0.6519, grad_norm: 3.0909, top1_acc//aux0: 0.8591, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5226, loss//aux0: 0.5226 2020-10-16 06:23:31,729 - mmaction - INFO - Epoch [77][380/396] lr: 7.500e-04, eta: 2:37:56, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8354, top5_acc/: 0.9477, loss_cls/: 0.6519, loss/: 0.6519, grad_norm: 3.0852, top1_acc//aux0: 0.8598, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5240, loss//aux0: 0.5240 2020-10-16 06:23:51,334 - mmaction - INFO - Saving checkpoint at 77 epochs 2020-10-16 06:26:34,871 - mmaction - INFO - Epoch [78][20/396] lr: 7.500e-04, eta: 2:37:11, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8307, top5_acc/: 0.9443, loss_cls/: 0.6878, loss/: 0.6878, grad_norm: 3.1843, top1_acc//aux0: 0.8570, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5323, loss//aux0: 0.5323 2020-10-16 06:26:35,367 - mmaction - INFO - Epoch [78][20/396] lr: 7.500e-04, eta: 2:37:14, time: 0.506, data_time: 0.005, memory: 8335, top1_acc/: 0.8307, top5_acc/: 0.9443, loss_cls/: 0.6878, loss/: 0.6878, grad_norm: 3.1402, top1_acc//aux0: 0.8575, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5291, loss//aux0: 0.5291 2020-10-16 06:26:55,182 - mmaction - INFO - Epoch [78][40/396] lr: 7.500e-04, eta: 2:36:50, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8326, top5_acc/: 0.9466, loss_cls/: 0.6668, loss/: 0.6668, grad_norm: 3.0440, top1_acc//aux0: 0.8636, top5_acc//aux0: 0.9596, loss_cls//aux0: 0.5095, loss//aux0: 0.5095 2020-10-16 06:26:55,620 - mmaction - INFO - Epoch [78][40/396] lr: 7.500e-04, eta: 2:36:53, time: 0.507, data_time: 0.001, memory: 8335, top1_acc/: 0.8326, top5_acc/: 0.9466, loss_cls/: 0.6668, loss/: 0.6668, grad_norm: 3.0419, top1_acc//aux0: 0.8642, top5_acc//aux0: 0.9594, loss_cls//aux0: 0.5085, loss//aux0: 0.5085 2020-10-16 06:27:15,595 - mmaction - INFO - Epoch [78][60/396] lr: 7.500e-04, eta: 2:36:29, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8297, top5_acc/: 0.9375, loss_cls/: 0.6817, loss/: 0.6817, grad_norm: 3.1059, top1_acc//aux0: 0.8598, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5223, loss//aux0: 0.5223 2020-10-16 06:27:16,056 - mmaction - INFO - Epoch [78][60/396] lr: 7.500e-04, eta: 2:36:32, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.8297, top5_acc/: 0.9375, loss_cls/: 0.6817, loss/: 0.6817, grad_norm: 3.0858, top1_acc//aux0: 0.8591, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5254, loss//aux0: 0.5254 2020-10-16 06:27:35,871 - mmaction - INFO - Epoch [78][80/396] lr: 7.500e-04, eta: 2:36:08, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8365, top5_acc/: 0.9477, loss_cls/: 0.6470, loss/: 0.6470, grad_norm: 3.1409, top1_acc//aux0: 0.8561, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5335, loss//aux0: 0.5335 2020-10-16 06:27:36,316 - mmaction - INFO - Epoch [78][80/396] lr: 7.500e-04, eta: 2:36:11, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8365, top5_acc/: 0.9477, loss_cls/: 0.6470, loss/: 0.6470, grad_norm: 3.1252, top1_acc//aux0: 0.8556, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5352, loss//aux0: 0.5352 2020-10-16 06:27:56,366 - mmaction - INFO - Epoch [78][100/396] lr: 7.500e-04, eta: 2:35:47, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8286, top5_acc/: 0.9490, loss_cls/: 0.6519, loss/: 0.6519, grad_norm: 3.0692, top1_acc//aux0: 0.8589, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5255, loss//aux0: 0.5255 2020-10-16 06:27:56,801 - mmaction - INFO - Epoch [78][100/396] lr: 7.500e-04, eta: 2:35:50, time: 0.514, data_time: 0.003, memory: 8335, top1_acc/: 0.8286, top5_acc/: 0.9490, loss_cls/: 0.6519, loss/: 0.6519, grad_norm: 3.0708, top1_acc//aux0: 0.8589, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5250, loss//aux0: 0.5250 2020-10-16 06:28:16,720 - mmaction - INFO - Epoch [78][120/396] lr: 7.500e-04, eta: 2:35:26, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8344, top5_acc/: 0.9432, loss_cls/: 0.6522, loss/: 0.6522, grad_norm: 3.0283, top1_acc//aux0: 0.8623, top5_acc//aux0: 0.9580, loss_cls//aux0: 0.5144, loss//aux0: 0.5144 2020-10-16 06:28:17,168 - mmaction - INFO - Epoch [78][120/396] lr: 7.500e-04, eta: 2:35:29, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8344, top5_acc/: 0.9432, loss_cls/: 0.6522, loss/: 0.6522, grad_norm: 3.0383, top1_acc//aux0: 0.8619, top5_acc//aux0: 0.9577, loss_cls//aux0: 0.5167, loss//aux0: 0.5167 2020-10-16 06:28:37,105 - mmaction - INFO - Epoch [78][140/396] lr: 7.500e-04, eta: 2:35:05, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8232, top5_acc/: 0.9406, loss_cls/: 0.6882, loss/: 0.6882, grad_norm: 3.0743, top1_acc//aux0: 0.8626, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5201, loss//aux0: 0.5201 2020-10-16 06:28:37,551 - mmaction - INFO - Epoch [78][140/396] lr: 7.500e-04, eta: 2:35:08, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8232, top5_acc/: 0.9406, loss_cls/: 0.6882, loss/: 0.6882, grad_norm: 3.0726, top1_acc//aux0: 0.8626, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5174, loss//aux0: 0.5174 2020-10-16 06:28:57,536 - mmaction - INFO - Epoch [78][160/396] lr: 7.500e-04, eta: 2:34:44, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8424, top5_acc/: 0.9458, loss_cls/: 0.6549, loss/: 0.6549, grad_norm: 3.0418, top1_acc//aux0: 0.8610, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5143, loss//aux0: 0.5143 2020-10-16 06:28:58,003 - mmaction - INFO - Epoch [78][160/396] lr: 7.500e-04, eta: 2:34:47, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.8424, top5_acc/: 0.9458, loss_cls/: 0.6549, loss/: 0.6549, grad_norm: 3.0410, top1_acc//aux0: 0.8617, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5145, loss//aux0: 0.5145 2020-10-16 06:29:17,871 - mmaction - INFO - Epoch [78][180/396] lr: 7.500e-04, eta: 2:34:24, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8323, top5_acc/: 0.9445, loss_cls/: 0.6654, loss/: 0.6654, grad_norm: 3.1376, top1_acc//aux0: 0.8573, top5_acc//aux0: 0.9547, loss_cls//aux0: 0.5345, loss//aux0: 0.5345 2020-10-16 06:29:18,334 - mmaction - INFO - Epoch [78][180/396] lr: 7.500e-04, eta: 2:34:26, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.8323, top5_acc/: 0.9445, loss_cls/: 0.6654, loss/: 0.6654, grad_norm: 3.1350, top1_acc//aux0: 0.8575, top5_acc//aux0: 0.9552, loss_cls//aux0: 0.5326, loss//aux0: 0.5326 2020-10-16 06:29:38,225 - mmaction - INFO - Epoch [78][200/396] lr: 7.500e-04, eta: 2:34:03, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8362, top5_acc/: 0.9487, loss_cls/: 0.6420, loss/: 0.6420, grad_norm: 3.0744, top1_acc//aux0: 0.8620, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5112, loss//aux0: 0.5112 2020-10-16 06:29:38,665 - mmaction - INFO - Epoch [78][200/396] lr: 7.500e-04, eta: 2:34:06, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.8362, top5_acc/: 0.9487, loss_cls/: 0.6420, loss/: 0.6420, grad_norm: 3.0737, top1_acc//aux0: 0.8620, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5133, loss//aux0: 0.5133 2020-10-16 06:29:58,440 - mmaction - INFO - Epoch [78][220/396] lr: 7.500e-04, eta: 2:33:42, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8323, top5_acc/: 0.9461, loss_cls/: 0.6588, loss/: 0.6588, grad_norm: 3.1359, top1_acc//aux0: 0.8613, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5216, loss//aux0: 0.5216 2020-10-16 06:29:58,896 - mmaction - INFO - Epoch [78][220/396] lr: 7.500e-04, eta: 2:33:45, time: 0.506, data_time: 0.001, memory: 8335, top1_acc/: 0.8323, top5_acc/: 0.9461, loss_cls/: 0.6588, loss/: 0.6588, grad_norm: 3.1382, top1_acc//aux0: 0.8613, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5199, loss//aux0: 0.5199 2020-10-16 06:30:18,816 - mmaction - INFO - Epoch [78][240/396] lr: 7.500e-04, eta: 2:33:21, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8258, top5_acc/: 0.9453, loss_cls/: 0.6848, loss/: 0.6848, grad_norm: 3.0944, top1_acc//aux0: 0.8559, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5283, loss//aux0: 0.5283 2020-10-16 06:30:19,254 - mmaction - INFO - Epoch [78][240/396] lr: 7.500e-04, eta: 2:33:24, time: 0.506, data_time: 0.001, memory: 8335, top1_acc/: 0.8258, top5_acc/: 0.9453, loss_cls/: 0.6848, loss/: 0.6848, grad_norm: 3.1041, top1_acc//aux0: 0.8547, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5327, loss//aux0: 0.5327 2020-10-16 06:30:39,158 - mmaction - INFO - Epoch [78][260/396] lr: 7.500e-04, eta: 2:33:00, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8286, top5_acc/: 0.9456, loss_cls/: 0.6796, loss/: 0.6796, grad_norm: 3.0619, top1_acc//aux0: 0.8557, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5355, loss//aux0: 0.5355 2020-10-16 06:30:39,605 - mmaction - INFO - Epoch [78][260/396] lr: 7.500e-04, eta: 2:33:03, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.8286, top5_acc/: 0.9456, loss_cls/: 0.6796, loss/: 0.6796, grad_norm: 3.0353, top1_acc//aux0: 0.8570, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5307, loss//aux0: 0.5307 2020-10-16 06:30:59,518 - mmaction - INFO - Epoch [78][280/396] lr: 7.500e-04, eta: 2:32:39, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8396, top5_acc/: 0.9487, loss_cls/: 0.6372, loss/: 0.6372, grad_norm: 3.0373, top1_acc//aux0: 0.8641, top5_acc//aux0: 0.9598, loss_cls//aux0: 0.5118, loss//aux0: 0.5118 2020-10-16 06:30:59,971 - mmaction - INFO - Epoch [78][280/396] lr: 7.500e-04, eta: 2:32:42, time: 0.514, data_time: 0.002, memory: 8335, top1_acc/: 0.8396, top5_acc/: 0.9487, loss_cls/: 0.6372, loss/: 0.6372, grad_norm: 3.0126, top1_acc//aux0: 0.8640, top5_acc//aux0: 0.9599, loss_cls//aux0: 0.5108, loss//aux0: 0.5108 2020-10-16 06:31:20,239 - mmaction - INFO - Epoch [78][300/396] lr: 7.500e-04, eta: 2:32:18, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8396, top5_acc/: 0.9521, loss_cls/: 0.6265, loss/: 0.6265, grad_norm: 3.1755, top1_acc//aux0: 0.8570, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5260, loss//aux0: 0.5260 2020-10-16 06:31:20,680 - mmaction - INFO - Epoch [78][300/396] lr: 7.500e-04, eta: 2:32:21, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.8396, top5_acc/: 0.9521, loss_cls/: 0.6265, loss/: 0.6265, grad_norm: 3.1376, top1_acc//aux0: 0.8576, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5257, loss//aux0: 0.5257 2020-10-16 06:31:40,793 - mmaction - INFO - Epoch [78][320/396] lr: 7.500e-04, eta: 2:31:57, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8240, top5_acc/: 0.9427, loss_cls/: 0.6775, loss/: 0.6775, grad_norm: 3.1517, top1_acc//aux0: 0.8589, top5_acc//aux0: 0.9594, loss_cls//aux0: 0.5195, loss//aux0: 0.5195 2020-10-16 06:31:41,232 - mmaction - INFO - Epoch [78][320/396] lr: 7.500e-04, eta: 2:32:00, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.8240, top5_acc/: 0.9427, loss_cls/: 0.6775, loss/: 0.6775, grad_norm: 3.1557, top1_acc//aux0: 0.8570, top5_acc//aux0: 0.9588, loss_cls//aux0: 0.5243, loss//aux0: 0.5243 2020-10-16 06:32:01,144 - mmaction - INFO - Epoch [78][340/396] lr: 7.500e-04, eta: 2:31:36, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8221, top5_acc/: 0.9393, loss_cls/: 0.6924, loss/: 0.6924, grad_norm: 3.1595, top1_acc//aux0: 0.8550, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5327, loss//aux0: 0.5327 2020-10-16 06:32:01,582 - mmaction - INFO - Epoch [78][340/396] lr: 7.500e-04, eta: 2:31:39, time: 0.502, data_time: 0.002, memory: 8335, top1_acc/: 0.8221, top5_acc/: 0.9393, loss_cls/: 0.6924, loss/: 0.6924, grad_norm: 3.1626, top1_acc//aux0: 0.8563, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5290, loss//aux0: 0.5290 2020-10-16 06:32:21,580 - mmaction - INFO - Epoch [78][360/396] lr: 7.500e-04, eta: 2:31:16, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8315, top5_acc/: 0.9432, loss_cls/: 0.6615, loss/: 0.6615, grad_norm: 3.1087, top1_acc//aux0: 0.8540, top5_acc//aux0: 0.9584, loss_cls//aux0: 0.5294, loss//aux0: 0.5294 2020-10-16 06:32:22,012 - mmaction - INFO - Epoch [78][360/396] lr: 7.500e-04, eta: 2:31:18, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8315, top5_acc/: 0.9432, loss_cls/: 0.6615, loss/: 0.6615, grad_norm: 3.1042, top1_acc//aux0: 0.8538, top5_acc//aux0: 0.9578, loss_cls//aux0: 0.5314, loss//aux0: 0.5314 2020-10-16 06:32:41,902 - mmaction - INFO - Epoch [78][380/396] lr: 7.500e-04, eta: 2:30:55, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8247, top5_acc/: 0.9432, loss_cls/: 0.6820, loss/: 0.6820, grad_norm: 3.0939, top1_acc//aux0: 0.8625, top5_acc//aux0: 0.9594, loss_cls//aux0: 0.5135, loss//aux0: 0.5135 2020-10-16 06:32:42,344 - mmaction - INFO - Epoch [78][380/396] lr: 7.500e-04, eta: 2:30:58, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8247, top5_acc/: 0.9432, loss_cls/: 0.6820, loss/: 0.6820, grad_norm: 3.1084, top1_acc//aux0: 0.8625, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5156, loss//aux0: 0.5156 2020-10-16 06:33:00,109 - mmaction - INFO - Saving checkpoint at 78 epochs 2020-10-16 06:35:32,814 - mmaction - INFO - Epoch [79][20/396] lr: 7.500e-04, eta: 2:30:13, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8372, top5_acc/: 0.9474, loss_cls/: 0.6616, loss/: 0.6616, grad_norm: 3.1248, top1_acc//aux0: 0.8551, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5330, loss//aux0: 0.5330 2020-10-16 06:35:33,273 - mmaction - INFO - Epoch [79][20/396] lr: 7.500e-04, eta: 2:30:15, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.8372, top5_acc/: 0.9474, loss_cls/: 0.6616, loss/: 0.6616, grad_norm: 3.1204, top1_acc//aux0: 0.8556, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5309, loss//aux0: 0.5309 2020-10-16 06:35:53,204 - mmaction - INFO - Epoch [79][40/396] lr: 7.500e-04, eta: 2:29:52, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8315, top5_acc/: 0.9461, loss_cls/: 0.6676, loss/: 0.6676, grad_norm: 3.0405, top1_acc//aux0: 0.8649, top5_acc//aux0: 0.9592, loss_cls//aux0: 0.5026, loss//aux0: 0.5026 2020-10-16 06:35:53,647 - mmaction - INFO - Epoch [79][40/396] lr: 7.500e-04, eta: 2:29:55, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8315, top5_acc/: 0.9461, loss_cls/: 0.6676, loss/: 0.6676, grad_norm: 3.0251, top1_acc//aux0: 0.8648, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5031, loss//aux0: 0.5031 2020-10-16 06:36:13,469 - mmaction - INFO - Epoch [79][60/396] lr: 7.500e-04, eta: 2:29:31, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8245, top5_acc/: 0.9411, loss_cls/: 0.6886, loss/: 0.6886, grad_norm: 3.1483, top1_acc//aux0: 0.8579, top5_acc//aux0: 0.9551, loss_cls//aux0: 0.5303, loss//aux0: 0.5303 2020-10-16 06:36:13,906 - mmaction - INFO - Epoch [79][60/396] lr: 7.500e-04, eta: 2:29:34, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8245, top5_acc/: 0.9411, loss_cls/: 0.6886, loss/: 0.6886, grad_norm: 3.1413, top1_acc//aux0: 0.8581, top5_acc//aux0: 0.9551, loss_cls//aux0: 0.5323, loss//aux0: 0.5323 2020-10-16 06:36:33,723 - mmaction - INFO - Epoch [79][80/396] lr: 7.500e-04, eta: 2:29:10, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8284, top5_acc/: 0.9372, loss_cls/: 0.6825, loss/: 0.6825, grad_norm: 3.1095, top1_acc//aux0: 0.8572, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5359, loss//aux0: 0.5359 2020-10-16 06:36:34,184 - mmaction - INFO - Epoch [79][80/396] lr: 7.500e-04, eta: 2:29:13, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.8284, top5_acc/: 0.9372, loss_cls/: 0.6825, loss/: 0.6825, grad_norm: 3.1114, top1_acc//aux0: 0.8561, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5371, loss//aux0: 0.5371 2020-10-16 06:36:54,108 - mmaction - INFO - Epoch [79][100/396] lr: 7.500e-04, eta: 2:28:49, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8427, top5_acc/: 0.9503, loss_cls/: 0.6260, loss/: 0.6260, grad_norm: 3.0944, top1_acc//aux0: 0.8556, top5_acc//aux0: 0.9578, loss_cls//aux0: 0.5284, loss//aux0: 0.5284 2020-10-16 06:36:54,561 - mmaction - INFO - Epoch [79][100/396] lr: 7.500e-04, eta: 2:28:52, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8427, top5_acc/: 0.9503, loss_cls/: 0.6260, loss/: 0.6260, grad_norm: 3.0981, top1_acc//aux0: 0.8561, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5271, loss//aux0: 0.5271 2020-10-16 06:37:14,296 - mmaction - INFO - Epoch [79][120/396] lr: 7.500e-04, eta: 2:28:28, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.8328, top5_acc/: 0.9464, loss_cls/: 0.6508, loss/: 0.6508, grad_norm: 3.1250, top1_acc//aux0: 0.8575, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5332, loss//aux0: 0.5332 2020-10-16 06:37:14,761 - mmaction - INFO - Epoch [79][120/396] lr: 7.500e-04, eta: 2:28:31, time: 0.501, data_time: 0.003, memory: 8335, top1_acc/: 0.8328, top5_acc/: 0.9464, loss_cls/: 0.6508, loss/: 0.6508, grad_norm: 3.1121, top1_acc//aux0: 0.8581, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5328, loss//aux0: 0.5328 2020-10-16 06:37:34,734 - mmaction - INFO - Epoch [79][140/396] lr: 7.500e-04, eta: 2:28:07, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8284, top5_acc/: 0.9458, loss_cls/: 0.6525, loss/: 0.6525, grad_norm: 3.0898, top1_acc//aux0: 0.8628, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5156, loss//aux0: 0.5156 2020-10-16 06:37:35,171 - mmaction - INFO - Epoch [79][140/396] lr: 7.500e-04, eta: 2:28:10, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8284, top5_acc/: 0.9458, loss_cls/: 0.6525, loss/: 0.6525, grad_norm: 3.1082, top1_acc//aux0: 0.8623, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5161, loss//aux0: 0.5161 2020-10-16 06:37:55,287 - mmaction - INFO - Epoch [79][160/396] lr: 7.500e-04, eta: 2:27:47, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.8323, top5_acc/: 0.9391, loss_cls/: 0.6645, loss/: 0.6645, grad_norm: 3.1161, top1_acc//aux0: 0.8553, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5339, loss//aux0: 0.5339 2020-10-16 06:37:55,756 - mmaction - INFO - Epoch [79][160/396] lr: 7.500e-04, eta: 2:27:49, time: 0.516, data_time: 0.003, memory: 8335, top1_acc/: 0.8323, top5_acc/: 0.9391, loss_cls/: 0.6645, loss/: 0.6645, grad_norm: 3.1088, top1_acc//aux0: 0.8562, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5307, loss//aux0: 0.5307 2020-10-16 06:38:15,672 - mmaction - INFO - Epoch [79][180/396] lr: 7.500e-04, eta: 2:27:26, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8359, top5_acc/: 0.9495, loss_cls/: 0.6468, loss/: 0.6468, grad_norm: 3.0737, top1_acc//aux0: 0.8625, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5076, loss//aux0: 0.5076 2020-10-16 06:38:16,125 - mmaction - INFO - Epoch [79][180/396] lr: 7.500e-04, eta: 2:27:29, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.8359, top5_acc/: 0.9495, loss_cls/: 0.6468, loss/: 0.6468, grad_norm: 3.0679, top1_acc//aux0: 0.8613, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5135, loss//aux0: 0.5135 2020-10-16 06:38:36,033 - mmaction - INFO - Epoch [79][200/396] lr: 7.500e-04, eta: 2:27:05, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8312, top5_acc/: 0.9474, loss_cls/: 0.6436, loss/: 0.6436, grad_norm: 3.1645, top1_acc//aux0: 0.8590, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5227, loss//aux0: 0.5227 2020-10-16 06:38:36,499 - mmaction - INFO - Epoch [79][200/396] lr: 7.500e-04, eta: 2:27:08, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8312, top5_acc/: 0.9474, loss_cls/: 0.6436, loss/: 0.6436, grad_norm: 3.1478, top1_acc//aux0: 0.8603, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5150, loss//aux0: 0.5150 2020-10-16 06:38:56,421 - mmaction - INFO - Epoch [79][220/396] lr: 7.500e-04, eta: 2:26:44, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8323, top5_acc/: 0.9406, loss_cls/: 0.6745, loss/: 0.6745, grad_norm: 3.1009, top1_acc//aux0: 0.8568, top5_acc//aux0: 0.9551, loss_cls//aux0: 0.5258, loss//aux0: 0.5258 2020-10-16 06:38:56,883 - mmaction - INFO - Epoch [79][220/396] lr: 7.500e-04, eta: 2:26:47, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8323, top5_acc/: 0.9406, loss_cls/: 0.6745, loss/: 0.6745, grad_norm: 3.1105, top1_acc//aux0: 0.8557, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5307, loss//aux0: 0.5307 2020-10-16 06:39:16,949 - mmaction - INFO - Epoch [79][240/396] lr: 7.500e-04, eta: 2:26:23, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8268, top5_acc/: 0.9427, loss_cls/: 0.6857, loss/: 0.6857, grad_norm: 3.1057, top1_acc//aux0: 0.8579, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5272, loss//aux0: 0.5272 2020-10-16 06:39:17,402 - mmaction - INFO - Epoch [79][240/396] lr: 7.500e-04, eta: 2:26:26, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.8268, top5_acc/: 0.9427, loss_cls/: 0.6857, loss/: 0.6857, grad_norm: 3.1334, top1_acc//aux0: 0.8578, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5319, loss//aux0: 0.5319 2020-10-16 06:39:37,306 - mmaction - INFO - Epoch [79][260/396] lr: 7.500e-04, eta: 2:26:02, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8388, top5_acc/: 0.9479, loss_cls/: 0.6291, loss/: 0.6291, grad_norm: 3.1475, top1_acc//aux0: 0.8555, top5_acc//aux0: 0.9549, loss_cls//aux0: 0.5439, loss//aux0: 0.5439 2020-10-16 06:39:37,733 - mmaction - INFO - Epoch [79][260/396] lr: 7.500e-04, eta: 2:26:05, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8388, top5_acc/: 0.9479, loss_cls/: 0.6291, loss/: 0.6291, grad_norm: 3.1461, top1_acc//aux0: 0.8564, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5375, loss//aux0: 0.5375 2020-10-16 06:39:57,900 - mmaction - INFO - Epoch [79][280/396] lr: 7.500e-04, eta: 2:25:42, time: 0.520, data_time: 0.000, memory: 8335, top1_acc/: 0.8211, top5_acc/: 0.9409, loss_cls/: 0.6973, loss/: 0.6973, grad_norm: 3.1074, top1_acc//aux0: 0.8613, top5_acc//aux0: 0.9577, loss_cls//aux0: 0.5223, loss//aux0: 0.5223 2020-10-16 06:39:58,344 - mmaction - INFO - Epoch [79][280/396] lr: 7.500e-04, eta: 2:25:44, time: 0.519, data_time: 0.002, memory: 8335, top1_acc/: 0.8211, top5_acc/: 0.9409, loss_cls/: 0.6973, loss/: 0.6973, grad_norm: 3.0829, top1_acc//aux0: 0.8616, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5206, loss//aux0: 0.5206 2020-10-16 06:40:18,240 - mmaction - INFO - Epoch [79][300/396] lr: 7.500e-04, eta: 2:25:21, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8315, top5_acc/: 0.9404, loss_cls/: 0.6693, loss/: 0.6693, grad_norm: 3.0988, top1_acc//aux0: 0.8608, top5_acc//aux0: 0.9597, loss_cls//aux0: 0.5109, loss//aux0: 0.5109 2020-10-16 06:40:18,691 - mmaction - INFO - Epoch [79][300/396] lr: 7.500e-04, eta: 2:25:24, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8315, top5_acc/: 0.9404, loss_cls/: 0.6693, loss/: 0.6693, grad_norm: 3.1142, top1_acc//aux0: 0.8609, top5_acc//aux0: 0.9595, loss_cls//aux0: 0.5122, loss//aux0: 0.5122 2020-10-16 06:40:38,812 - mmaction - INFO - Epoch [79][320/396] lr: 7.500e-04, eta: 2:25:00, time: 0.518, data_time: 0.000, memory: 8335, top1_acc/: 0.8305, top5_acc/: 0.9469, loss_cls/: 0.6515, loss/: 0.6515, grad_norm: 3.1447, top1_acc//aux0: 0.8587, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5339, loss//aux0: 0.5339 2020-10-16 06:40:39,311 - mmaction - INFO - Epoch [79][320/396] lr: 7.500e-04, eta: 2:25:03, time: 0.521, data_time: 0.002, memory: 8335, top1_acc/: 0.8305, top5_acc/: 0.9469, loss_cls/: 0.6515, loss/: 0.6515, grad_norm: 3.1372, top1_acc//aux0: 0.8585, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5346, loss//aux0: 0.5346 2020-10-16 06:40:59,380 - mmaction - INFO - Epoch [79][340/396] lr: 7.500e-04, eta: 2:24:39, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8357, top5_acc/: 0.9516, loss_cls/: 0.6384, loss/: 0.6384, grad_norm: 3.0824, top1_acc//aux0: 0.8643, top5_acc//aux0: 0.9588, loss_cls//aux0: 0.5126, loss//aux0: 0.5126 2020-10-16 06:40:59,838 - mmaction - INFO - Epoch [79][340/396] lr: 7.500e-04, eta: 2:24:42, time: 0.513, data_time: 0.003, memory: 8335, top1_acc/: 0.8357, top5_acc/: 0.9516, loss_cls/: 0.6384, loss/: 0.6384, grad_norm: 3.0842, top1_acc//aux0: 0.8643, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5114, loss//aux0: 0.5114 2020-10-16 06:41:20,098 - mmaction - INFO - Epoch [79][360/396] lr: 7.500e-04, eta: 2:24:18, time: 0.519, data_time: 0.000, memory: 8335, top1_acc/: 0.8349, top5_acc/: 0.9490, loss_cls/: 0.6500, loss/: 0.6500, grad_norm: 3.1471, top1_acc//aux0: 0.8577, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5295, loss//aux0: 0.5295 2020-10-16 06:41:20,564 - mmaction - INFO - Epoch [79][360/396] lr: 7.500e-04, eta: 2:24:21, time: 0.521, data_time: 0.003, memory: 8335, top1_acc/: 0.8349, top5_acc/: 0.9490, loss_cls/: 0.6500, loss/: 0.6500, grad_norm: 3.1368, top1_acc//aux0: 0.8579, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5306, loss//aux0: 0.5306 2020-10-16 06:41:40,452 - mmaction - INFO - Epoch [79][380/396] lr: 7.500e-04, eta: 2:23:58, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.8255, top5_acc/: 0.9474, loss_cls/: 0.6716, loss/: 0.6716, grad_norm: 3.1359, top1_acc//aux0: 0.8606, top5_acc//aux0: 0.9590, loss_cls//aux0: 0.5166, loss//aux0: 0.5166 2020-10-16 06:41:40,923 - mmaction - INFO - Epoch [79][380/396] lr: 7.500e-04, eta: 2:24:00, time: 0.516, data_time: 0.001, memory: 8335, top1_acc/: 0.8255, top5_acc/: 0.9474, loss_cls/: 0.6716, loss/: 0.6716, grad_norm: 3.1178, top1_acc//aux0: 0.8603, top5_acc//aux0: 0.9588, loss_cls//aux0: 0.5180, loss//aux0: 0.5180 2020-10-16 06:41:58,291 - mmaction - INFO - Saving checkpoint at 79 epochs 2020-10-16 06:44:42,206 - mmaction - INFO - Epoch [80][20/396] lr: 7.500e-04, eta: 2:23:16, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8365, top5_acc/: 0.9490, loss_cls/: 0.6408, loss/: 0.6408, grad_norm: 3.1481, top1_acc//aux0: 0.8627, top5_acc//aux0: 0.9597, loss_cls//aux0: 0.5142, loss//aux0: 0.5142 2020-10-16 06:44:42,640 - mmaction - INFO - Epoch [80][20/396] lr: 7.500e-04, eta: 2:23:19, time: 0.503, data_time: 0.003, memory: 8335, top1_acc/: 0.8365, top5_acc/: 0.9490, loss_cls/: 0.6408, loss/: 0.6408, grad_norm: 3.1349, top1_acc//aux0: 0.8636, top5_acc//aux0: 0.9596, loss_cls//aux0: 0.5125, loss//aux0: 0.5125 2020-10-16 06:45:02,478 - mmaction - INFO - Epoch [80][40/396] lr: 7.500e-04, eta: 2:22:55, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8372, top5_acc/: 0.9453, loss_cls/: 0.6439, loss/: 0.6439, grad_norm: 3.0801, top1_acc//aux0: 0.8625, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5162, loss//aux0: 0.5162 2020-10-16 06:45:02,934 - mmaction - INFO - Epoch [80][40/396] lr: 7.500e-04, eta: 2:22:58, time: 0.505, data_time: 0.001, memory: 8335, top1_acc/: 0.8372, top5_acc/: 0.9453, loss_cls/: 0.6439, loss/: 0.6439, grad_norm: 3.0876, top1_acc//aux0: 0.8605, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5222, loss//aux0: 0.5222 2020-10-16 06:45:22,659 - mmaction - INFO - Epoch [80][60/396] lr: 7.500e-04, eta: 2:22:34, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8208, top5_acc/: 0.9385, loss_cls/: 0.6983, loss/: 0.6983, grad_norm: 3.1159, top1_acc//aux0: 0.8558, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5298, loss//aux0: 0.5298 2020-10-16 06:45:23,112 - mmaction - INFO - Epoch [80][60/396] lr: 7.500e-04, eta: 2:22:37, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8208, top5_acc/: 0.9385, loss_cls/: 0.6983, loss/: 0.6983, grad_norm: 3.0972, top1_acc//aux0: 0.8571, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5238, loss//aux0: 0.5238 2020-10-16 06:45:43,202 - mmaction - INFO - Epoch [80][80/396] lr: 7.500e-04, eta: 2:22:13, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.8404, top5_acc/: 0.9458, loss_cls/: 0.6297, loss/: 0.6297, grad_norm: 3.1199, top1_acc//aux0: 0.8609, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5170, loss//aux0: 0.5170 2020-10-16 06:45:43,665 - mmaction - INFO - Epoch [80][80/396] lr: 7.500e-04, eta: 2:22:16, time: 0.518, data_time: 0.001, memory: 8335, top1_acc/: 0.8404, top5_acc/: 0.9458, loss_cls/: 0.6297, loss/: 0.6297, grad_norm: 3.1202, top1_acc//aux0: 0.8606, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5166, loss//aux0: 0.5166 2020-10-16 06:46:03,573 - mmaction - INFO - Epoch [80][100/396] lr: 7.500e-04, eta: 2:21:53, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8333, top5_acc/: 0.9484, loss_cls/: 0.6358, loss/: 0.6358, grad_norm: 3.0899, top1_acc//aux0: 0.8625, top5_acc//aux0: 0.9601, loss_cls//aux0: 0.5070, loss//aux0: 0.5070 2020-10-16 06:46:04,057 - mmaction - INFO - Epoch [80][100/396] lr: 7.500e-04, eta: 2:21:55, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8333, top5_acc/: 0.9484, loss_cls/: 0.6358, loss/: 0.6358, grad_norm: 3.0734, top1_acc//aux0: 0.8621, top5_acc//aux0: 0.9594, loss_cls//aux0: 0.5113, loss//aux0: 0.5113 2020-10-16 06:46:23,938 - mmaction - INFO - Epoch [80][120/396] lr: 7.500e-04, eta: 2:21:32, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8378, top5_acc/: 0.9518, loss_cls/: 0.6400, loss/: 0.6400, grad_norm: 3.1170, top1_acc//aux0: 0.8579, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5278, loss//aux0: 0.5278 2020-10-16 06:46:24,397 - mmaction - INFO - Epoch [80][120/396] lr: 7.500e-04, eta: 2:21:34, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8378, top5_acc/: 0.9518, loss_cls/: 0.6400, loss/: 0.6400, grad_norm: 3.1020, top1_acc//aux0: 0.8584, top5_acc//aux0: 0.9578, loss_cls//aux0: 0.5248, loss//aux0: 0.5248 2020-10-16 06:46:44,364 - mmaction - INFO - Epoch [80][140/396] lr: 7.500e-04, eta: 2:21:11, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8299, top5_acc/: 0.9461, loss_cls/: 0.6763, loss/: 0.6763, grad_norm: 3.0912, top1_acc//aux0: 0.8634, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5136, loss//aux0: 0.5136 2020-10-16 06:46:44,793 - mmaction - INFO - Epoch [80][140/396] lr: 7.500e-04, eta: 2:21:14, time: 0.506, data_time: 0.003, memory: 8335, top1_acc/: 0.8299, top5_acc/: 0.9461, loss_cls/: 0.6763, loss/: 0.6763, grad_norm: 3.0718, top1_acc//aux0: 0.8642, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5133, loss//aux0: 0.5133 2020-10-16 06:47:04,880 - mmaction - INFO - Epoch [80][160/396] lr: 7.500e-04, eta: 2:20:50, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8242, top5_acc/: 0.9359, loss_cls/: 0.7145, loss/: 0.7145, grad_norm: 3.1381, top1_acc//aux0: 0.8580, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5326, loss//aux0: 0.5326 2020-10-16 06:47:05,337 - mmaction - INFO - Epoch [80][160/396] lr: 7.500e-04, eta: 2:20:53, time: 0.515, data_time: 0.002, memory: 8335, top1_acc/: 0.8242, top5_acc/: 0.9359, loss_cls/: 0.7145, loss/: 0.7145, grad_norm: 3.1625, top1_acc//aux0: 0.8564, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5360, loss//aux0: 0.5360 2020-10-16 06:47:25,285 - mmaction - INFO - Epoch [80][180/396] lr: 7.500e-04, eta: 2:20:29, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8331, top5_acc/: 0.9443, loss_cls/: 0.6571, loss/: 0.6571, grad_norm: 3.1267, top1_acc//aux0: 0.8575, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5264, loss//aux0: 0.5264 2020-10-16 06:47:25,721 - mmaction - INFO - Epoch [80][180/396] lr: 7.500e-04, eta: 2:20:32, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8331, top5_acc/: 0.9443, loss_cls/: 0.6571, loss/: 0.6571, grad_norm: 3.1341, top1_acc//aux0: 0.8583, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5258, loss//aux0: 0.5258 2020-10-16 06:47:45,796 - mmaction - INFO - Epoch [80][200/396] lr: 7.500e-04, eta: 2:20:09, time: 0.519, data_time: 0.000, memory: 8335, top1_acc/: 0.8331, top5_acc/: 0.9443, loss_cls/: 0.6528, loss/: 0.6528, grad_norm: 3.0867, top1_acc//aux0: 0.8600, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5208, loss//aux0: 0.5208 2020-10-16 06:47:46,268 - mmaction - INFO - Epoch [80][200/396] lr: 7.500e-04, eta: 2:20:11, time: 0.520, data_time: 0.002, memory: 8335, top1_acc/: 0.8331, top5_acc/: 0.9443, loss_cls/: 0.6528, loss/: 0.6528, grad_norm: 3.0687, top1_acc//aux0: 0.8599, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5185, loss//aux0: 0.5185 2020-10-16 06:48:06,305 - mmaction - INFO - Epoch [80][220/396] lr: 7.500e-04, eta: 2:19:48, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8372, top5_acc/: 0.9461, loss_cls/: 0.6505, loss/: 0.6505, grad_norm: 3.1717, top1_acc//aux0: 0.8591, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5267, loss//aux0: 0.5267 2020-10-16 06:48:06,784 - mmaction - INFO - Epoch [80][220/396] lr: 7.500e-04, eta: 2:19:50, time: 0.515, data_time: 0.003, memory: 8335, top1_acc/: 0.8372, top5_acc/: 0.9461, loss_cls/: 0.6505, loss/: 0.6505, grad_norm: 3.1846, top1_acc//aux0: 0.8586, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5293, loss//aux0: 0.5293 2020-10-16 06:48:26,824 - mmaction - INFO - Epoch [80][240/396] lr: 7.500e-04, eta: 2:19:27, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8417, top5_acc/: 0.9474, loss_cls/: 0.6357, loss/: 0.6357, grad_norm: 3.0401, top1_acc//aux0: 0.8558, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5374, loss//aux0: 0.5374 2020-10-16 06:48:27,263 - mmaction - INFO - Epoch [80][240/396] lr: 7.500e-04, eta: 2:19:30, time: 0.513, data_time: 0.003, memory: 8335, top1_acc/: 0.8417, top5_acc/: 0.9474, loss_cls/: 0.6357, loss/: 0.6357, grad_norm: 3.0449, top1_acc//aux0: 0.8559, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5355, loss//aux0: 0.5355 2020-10-16 06:48:47,494 - mmaction - INFO - Epoch [80][260/396] lr: 7.500e-04, eta: 2:19:06, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8242, top5_acc/: 0.9443, loss_cls/: 0.6869, loss/: 0.6869, grad_norm: 3.0889, top1_acc//aux0: 0.8638, top5_acc//aux0: 0.9584, loss_cls//aux0: 0.5096, loss//aux0: 0.5096 2020-10-16 06:48:47,939 - mmaction - INFO - Epoch [80][260/396] lr: 7.500e-04, eta: 2:19:09, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.8242, top5_acc/: 0.9443, loss_cls/: 0.6869, loss/: 0.6869, grad_norm: 3.1062, top1_acc//aux0: 0.8639, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5110, loss//aux0: 0.5110 2020-10-16 06:49:07,974 - mmaction - INFO - Epoch [80][280/396] lr: 7.500e-04, eta: 2:18:45, time: 0.517, data_time: 0.000, memory: 8335, top1_acc/: 0.8396, top5_acc/: 0.9503, loss_cls/: 0.6378, loss/: 0.6378, grad_norm: 3.1246, top1_acc//aux0: 0.8593, top5_acc//aux0: 0.9545, loss_cls//aux0: 0.5288, loss//aux0: 0.5288 2020-10-16 06:49:08,431 - mmaction - INFO - Epoch [80][280/396] lr: 7.500e-04, eta: 2:18:48, time: 0.517, data_time: 0.003, memory: 8335, top1_acc/: 0.8396, top5_acc/: 0.9503, loss_cls/: 0.6378, loss/: 0.6378, grad_norm: 3.1385, top1_acc//aux0: 0.8590, top5_acc//aux0: 0.9545, loss_cls//aux0: 0.5293, loss//aux0: 0.5293 2020-10-16 06:49:28,545 - mmaction - INFO - Epoch [80][300/396] lr: 7.500e-04, eta: 2:18:25, time: 0.521, data_time: 0.000, memory: 8335, top1_acc/: 0.8367, top5_acc/: 0.9464, loss_cls/: 0.6419, loss/: 0.6419, grad_norm: 3.0973, top1_acc//aux0: 0.8594, top5_acc//aux0: 0.9580, loss_cls//aux0: 0.5222, loss//aux0: 0.5222 2020-10-16 06:49:29,030 - mmaction - INFO - Epoch [80][300/396] lr: 7.500e-04, eta: 2:18:27, time: 0.522, data_time: 0.002, memory: 8335, top1_acc/: 0.8367, top5_acc/: 0.9464, loss_cls/: 0.6419, loss/: 0.6419, grad_norm: 3.0957, top1_acc//aux0: 0.8601, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5174, loss//aux0: 0.5174 2020-10-16 06:49:48,984 - mmaction - INFO - Epoch [80][320/396] lr: 7.500e-04, eta: 2:18:04, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8339, top5_acc/: 0.9484, loss_cls/: 0.6626, loss/: 0.6626, grad_norm: 3.1056, top1_acc//aux0: 0.8614, top5_acc//aux0: 0.9604, loss_cls//aux0: 0.5112, loss//aux0: 0.5112 2020-10-16 06:49:49,429 - mmaction - INFO - Epoch [80][320/396] lr: 7.500e-04, eta: 2:18:07, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8339, top5_acc/: 0.9484, loss_cls/: 0.6626, loss/: 0.6626, grad_norm: 3.1154, top1_acc//aux0: 0.8615, top5_acc//aux0: 0.9600, loss_cls//aux0: 0.5136, loss//aux0: 0.5136 2020-10-16 06:50:09,324 - mmaction - INFO - Epoch [80][340/396] lr: 7.500e-04, eta: 2:17:43, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8294, top5_acc/: 0.9424, loss_cls/: 0.6569, loss/: 0.6569, grad_norm: 3.1159, top1_acc//aux0: 0.8579, top5_acc//aux0: 0.9580, loss_cls//aux0: 0.5255, loss//aux0: 0.5255 2020-10-16 06:50:09,760 - mmaction - INFO - Epoch [80][340/396] lr: 7.500e-04, eta: 2:17:46, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8294, top5_acc/: 0.9424, loss_cls/: 0.6569, loss/: 0.6569, grad_norm: 3.0994, top1_acc//aux0: 0.8583, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5254, loss//aux0: 0.5254 2020-10-16 06:50:29,784 - mmaction - INFO - Epoch [80][360/396] lr: 7.500e-04, eta: 2:17:22, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8372, top5_acc/: 0.9500, loss_cls/: 0.6384, loss/: 0.6384, grad_norm: 3.0778, top1_acc//aux0: 0.8634, top5_acc//aux0: 0.9593, loss_cls//aux0: 0.5094, loss//aux0: 0.5094 2020-10-16 06:50:30,240 - mmaction - INFO - Epoch [80][360/396] lr: 7.500e-04, eta: 2:17:25, time: 0.513, data_time: 0.003, memory: 8335, top1_acc/: 0.8372, top5_acc/: 0.9500, loss_cls/: 0.6384, loss/: 0.6384, grad_norm: 3.0930, top1_acc//aux0: 0.8618, top5_acc//aux0: 0.9597, loss_cls//aux0: 0.5133, loss//aux0: 0.5133 2020-10-16 06:50:50,168 - mmaction - INFO - Epoch [80][380/396] lr: 7.500e-04, eta: 2:17:02, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8336, top5_acc/: 0.9437, loss_cls/: 0.6532, loss/: 0.6532, grad_norm: 3.1702, top1_acc//aux0: 0.8584, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5199, loss//aux0: 0.5199 2020-10-16 06:50:50,604 - mmaction - INFO - Epoch [80][380/396] lr: 7.500e-04, eta: 2:17:04, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8336, top5_acc/: 0.9437, loss_cls/: 0.6532, loss/: 0.6532, grad_norm: 3.1582, top1_acc//aux0: 0.8602, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5134, loss//aux0: 0.5134 2020-10-16 06:51:08,337 - mmaction - INFO - Saving checkpoint at 80 epochs 2020-10-16 06:52:22,159 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-16 06:52:22,266 - mmaction - INFO - top1_acc 0.7803 top5_acc 0.9337 2020-10-16 06:52:22,266 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-16 06:52:22,412 - mmaction - INFO - mean_acc 0.7806 2020-10-16 06:52:22,414 - mmaction - INFO - Epoch(val) [80][396] top1_acc: 0.7803, top5_acc: 0.9337, mean_class_accuracy: 0.7806 2020-10-16 06:54:52,402 - mmaction - INFO - Epoch [81][20/396] lr: 7.500e-05, eta: 2:16:20, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8362, top5_acc/: 0.9458, loss_cls/: 0.6396, loss/: 0.6396, grad_norm: 3.1186, top1_acc//aux0: 0.8557, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5310, loss//aux0: 0.5310 2020-10-16 06:54:52,886 - mmaction - INFO - Epoch [81][20/396] lr: 7.500e-05, eta: 2:16:23, time: 0.513, data_time: 0.005, memory: 8335, top1_acc/: 0.8362, top5_acc/: 0.9458, loss_cls/: 0.6396, loss/: 0.6396, grad_norm: 3.0920, top1_acc//aux0: 0.8561, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5295, loss//aux0: 0.5295 2020-10-16 06:55:12,671 - mmaction - INFO - Epoch [81][40/396] lr: 7.500e-05, eta: 2:15:59, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8315, top5_acc/: 0.9458, loss_cls/: 0.6659, loss/: 0.6659, grad_norm: 3.1203, top1_acc//aux0: 0.8606, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5226, loss//aux0: 0.5226 2020-10-16 06:55:13,119 - mmaction - INFO - Epoch [81][40/396] lr: 7.500e-05, eta: 2:16:02, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.8315, top5_acc/: 0.9458, loss_cls/: 0.6659, loss/: 0.6659, grad_norm: 3.1056, top1_acc//aux0: 0.8604, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5234, loss//aux0: 0.5234 2020-10-16 06:55:33,064 - mmaction - INFO - Epoch [81][60/396] lr: 7.500e-05, eta: 2:15:38, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.8378, top5_acc/: 0.9469, loss_cls/: 0.6431, loss/: 0.6431, grad_norm: 3.0686, top1_acc//aux0: 0.8650, top5_acc//aux0: 0.9578, loss_cls//aux0: 0.5172, loss//aux0: 0.5172 2020-10-16 06:55:33,506 - mmaction - INFO - Epoch [81][60/396] lr: 7.500e-05, eta: 2:15:41, time: 0.517, data_time: 0.001, memory: 8335, top1_acc/: 0.8378, top5_acc/: 0.9469, loss_cls/: 0.6431, loss/: 0.6431, grad_norm: 3.0659, top1_acc//aux0: 0.8653, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5192, loss//aux0: 0.5192 2020-10-16 06:55:53,362 - mmaction - INFO - Epoch [81][80/396] lr: 7.500e-05, eta: 2:15:18, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8276, top5_acc/: 0.9453, loss_cls/: 0.6774, loss/: 0.6774, grad_norm: 3.1168, top1_acc//aux0: 0.8618, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5240, loss//aux0: 0.5240 2020-10-16 06:55:53,801 - mmaction - INFO - Epoch [81][80/396] lr: 7.500e-05, eta: 2:15:20, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.8276, top5_acc/: 0.9453, loss_cls/: 0.6774, loss/: 0.6774, grad_norm: 3.1001, top1_acc//aux0: 0.8615, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5228, loss//aux0: 0.5228 2020-10-16 06:56:13,674 - mmaction - INFO - Epoch [81][100/396] lr: 7.500e-05, eta: 2:14:57, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8349, top5_acc/: 0.9482, loss_cls/: 0.6479, loss/: 0.6479, grad_norm: 3.1348, top1_acc//aux0: 0.8591, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5217, loss//aux0: 0.5217 2020-10-16 06:56:14,124 - mmaction - INFO - Epoch [81][100/396] lr: 7.500e-05, eta: 2:14:59, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8349, top5_acc/: 0.9482, loss_cls/: 0.6479, loss/: 0.6479, grad_norm: 3.1230, top1_acc//aux0: 0.8596, top5_acc//aux0: 0.9593, loss_cls//aux0: 0.5194, loss//aux0: 0.5194 2020-10-16 06:56:34,010 - mmaction - INFO - Epoch [81][120/396] lr: 7.500e-05, eta: 2:14:36, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8328, top5_acc/: 0.9471, loss_cls/: 0.6511, loss/: 0.6511, grad_norm: 3.1111, top1_acc//aux0: 0.8621, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5108, loss//aux0: 0.5108 2020-10-16 06:56:34,468 - mmaction - INFO - Epoch [81][120/396] lr: 7.500e-05, eta: 2:14:39, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8328, top5_acc/: 0.9471, loss_cls/: 0.6511, loss/: 0.6511, grad_norm: 3.1164, top1_acc//aux0: 0.8615, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5113, loss//aux0: 0.5113 2020-10-16 06:56:54,367 - mmaction - INFO - Epoch [81][140/396] lr: 7.500e-05, eta: 2:14:15, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8477, top5_acc/: 0.9513, loss_cls/: 0.6146, loss/: 0.6146, grad_norm: 3.0223, top1_acc//aux0: 0.8645, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5096, loss//aux0: 0.5096 2020-10-16 06:56:54,815 - mmaction - INFO - Epoch [81][140/396] lr: 7.500e-05, eta: 2:14:18, time: 0.514, data_time: 0.003, memory: 8335, top1_acc/: 0.8477, top5_acc/: 0.9513, loss_cls/: 0.6146, loss/: 0.6146, grad_norm: 3.0346, top1_acc//aux0: 0.8645, top5_acc//aux0: 0.9580, loss_cls//aux0: 0.5131, loss//aux0: 0.5131 2020-10-16 06:57:14,700 - mmaction - INFO - Epoch [81][160/396] lr: 7.500e-05, eta: 2:13:55, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8396, top5_acc/: 0.9471, loss_cls/: 0.6410, loss/: 0.6410, grad_norm: 3.1392, top1_acc//aux0: 0.8559, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5296, loss//aux0: 0.5296 2020-10-16 06:57:15,156 - mmaction - INFO - Epoch [81][160/396] lr: 7.500e-05, eta: 2:13:57, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8396, top5_acc/: 0.9471, loss_cls/: 0.6410, loss/: 0.6410, grad_norm: 3.1380, top1_acc//aux0: 0.8562, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5284, loss//aux0: 0.5284 2020-10-16 06:57:35,196 - mmaction - INFO - Epoch [81][180/396] lr: 7.500e-05, eta: 2:13:34, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8375, top5_acc/: 0.9505, loss_cls/: 0.6340, loss/: 0.6340, grad_norm: 3.1036, top1_acc//aux0: 0.8597, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5291, loss//aux0: 0.5291 2020-10-16 06:57:35,636 - mmaction - INFO - Epoch [81][180/396] lr: 7.500e-05, eta: 2:13:36, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.8375, top5_acc/: 0.9505, loss_cls/: 0.6340, loss/: 0.6340, grad_norm: 3.0898, top1_acc//aux0: 0.8603, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5254, loss//aux0: 0.5254 2020-10-16 06:57:55,509 - mmaction - INFO - Epoch [81][200/396] lr: 7.500e-05, eta: 2:13:13, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8404, top5_acc/: 0.9469, loss_cls/: 0.6439, loss/: 0.6439, grad_norm: 3.0391, top1_acc//aux0: 0.8667, top5_acc//aux0: 0.9591, loss_cls//aux0: 0.5043, loss//aux0: 0.5043 2020-10-16 06:57:55,952 - mmaction - INFO - Epoch [81][200/396] lr: 7.500e-05, eta: 2:13:15, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8404, top5_acc/: 0.9469, loss_cls/: 0.6439, loss/: 0.6439, grad_norm: 3.0519, top1_acc//aux0: 0.8655, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5060, loss//aux0: 0.5060 2020-10-16 06:58:15,865 - mmaction - INFO - Epoch [81][220/396] lr: 7.500e-05, eta: 2:12:52, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8401, top5_acc/: 0.9474, loss_cls/: 0.6492, loss/: 0.6492, grad_norm: 3.0561, top1_acc//aux0: 0.8614, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5185, loss//aux0: 0.5185 2020-10-16 06:58:16,312 - mmaction - INFO - Epoch [81][220/396] lr: 7.500e-05, eta: 2:12:55, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8401, top5_acc/: 0.9474, loss_cls/: 0.6492, loss/: 0.6492, grad_norm: 3.0683, top1_acc//aux0: 0.8613, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5195, loss//aux0: 0.5195 2020-10-16 06:58:36,234 - mmaction - INFO - Epoch [81][240/396] lr: 7.500e-05, eta: 2:12:31, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8299, top5_acc/: 0.9490, loss_cls/: 0.6578, loss/: 0.6578, grad_norm: 3.0838, top1_acc//aux0: 0.8655, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5091, loss//aux0: 0.5091 2020-10-16 06:58:36,687 - mmaction - INFO - Epoch [81][240/396] lr: 7.500e-05, eta: 2:12:34, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8299, top5_acc/: 0.9490, loss_cls/: 0.6578, loss/: 0.6578, grad_norm: 3.0678, top1_acc//aux0: 0.8667, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5047, loss//aux0: 0.5047 2020-10-16 06:58:56,648 - mmaction - INFO - Epoch [81][260/396] lr: 7.500e-05, eta: 2:12:11, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8302, top5_acc/: 0.9435, loss_cls/: 0.6721, loss/: 0.6721, grad_norm: 3.1060, top1_acc//aux0: 0.8601, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5198, loss//aux0: 0.5198 2020-10-16 06:58:57,083 - mmaction - INFO - Epoch [81][260/396] lr: 7.500e-05, eta: 2:12:13, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.8302, top5_acc/: 0.9435, loss_cls/: 0.6721, loss/: 0.6721, grad_norm: 3.1231, top1_acc//aux0: 0.8590, top5_acc//aux0: 0.9578, loss_cls//aux0: 0.5253, loss//aux0: 0.5253 2020-10-16 06:59:16,850 - mmaction - INFO - Epoch [81][280/396] lr: 7.500e-05, eta: 2:11:50, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8417, top5_acc/: 0.9521, loss_cls/: 0.6298, loss/: 0.6298, grad_norm: 3.0988, top1_acc//aux0: 0.8618, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5104, loss//aux0: 0.5104 2020-10-16 06:59:17,309 - mmaction - INFO - Epoch [81][280/396] lr: 7.500e-05, eta: 2:11:52, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8417, top5_acc/: 0.9521, loss_cls/: 0.6298, loss/: 0.6298, grad_norm: 3.0870, top1_acc//aux0: 0.8621, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5103, loss//aux0: 0.5103 2020-10-16 06:59:37,274 - mmaction - INFO - Epoch [81][300/396] lr: 7.500e-05, eta: 2:11:29, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8359, top5_acc/: 0.9411, loss_cls/: 0.6398, loss/: 0.6398, grad_norm: 3.0411, top1_acc//aux0: 0.8621, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5074, loss//aux0: 0.5074 2020-10-16 06:59:37,730 - mmaction - INFO - Epoch [81][300/396] lr: 7.500e-05, eta: 2:11:31, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.8359, top5_acc/: 0.9411, loss_cls/: 0.6398, loss/: 0.6398, grad_norm: 3.0461, top1_acc//aux0: 0.8622, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5068, loss//aux0: 0.5068 2020-10-16 06:59:57,666 - mmaction - INFO - Epoch [81][320/396] lr: 7.500e-05, eta: 2:11:08, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8349, top5_acc/: 0.9453, loss_cls/: 0.6443, loss/: 0.6443, grad_norm: 3.1075, top1_acc//aux0: 0.8620, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5166, loss//aux0: 0.5166 2020-10-16 06:59:58,107 - mmaction - INFO - Epoch [81][320/396] lr: 7.500e-05, eta: 2:11:11, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8349, top5_acc/: 0.9453, loss_cls/: 0.6443, loss/: 0.6443, grad_norm: 3.1063, top1_acc//aux0: 0.8620, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5172, loss//aux0: 0.5172 2020-10-16 07:00:18,151 - mmaction - INFO - Epoch [81][340/396] lr: 7.500e-05, eta: 2:10:47, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8375, top5_acc/: 0.9451, loss_cls/: 0.6269, loss/: 0.6269, grad_norm: 3.0889, top1_acc//aux0: 0.8623, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5127, loss//aux0: 0.5127 2020-10-16 07:00:18,616 - mmaction - INFO - Epoch [81][340/396] lr: 7.500e-05, eta: 2:10:50, time: 0.515, data_time: 0.004, memory: 8335, top1_acc/: 0.8375, top5_acc/: 0.9451, loss_cls/: 0.6269, loss/: 0.6269, grad_norm: 3.0818, top1_acc//aux0: 0.8622, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5112, loss//aux0: 0.5112 2020-10-16 07:00:38,489 - mmaction - INFO - Epoch [81][360/396] lr: 7.500e-05, eta: 2:10:27, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8328, top5_acc/: 0.9448, loss_cls/: 0.6678, loss/: 0.6678, grad_norm: 3.1337, top1_acc//aux0: 0.8560, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5289, loss//aux0: 0.5289 2020-10-16 07:00:38,935 - mmaction - INFO - Epoch [81][360/396] lr: 7.500e-05, eta: 2:10:29, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.8328, top5_acc/: 0.9448, loss_cls/: 0.6678, loss/: 0.6678, grad_norm: 3.1383, top1_acc//aux0: 0.8561, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5303, loss//aux0: 0.5303 2020-10-16 07:00:58,805 - mmaction - INFO - Epoch [81][380/396] lr: 7.500e-05, eta: 2:10:06, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8294, top5_acc/: 0.9438, loss_cls/: 0.6619, loss/: 0.6619, grad_norm: 3.1822, top1_acc//aux0: 0.8617, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5262, loss//aux0: 0.5262 2020-10-16 07:00:59,264 - mmaction - INFO - Epoch [81][380/396] lr: 7.500e-05, eta: 2:10:08, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8294, top5_acc/: 0.9438, loss_cls/: 0.6619, loss/: 0.6619, grad_norm: 3.1841, top1_acc//aux0: 0.8608, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5283, loss//aux0: 0.5283 2020-10-16 07:01:17,521 - mmaction - INFO - Saving checkpoint at 81 epochs 2020-10-16 07:04:03,834 - mmaction - INFO - Epoch [82][20/396] lr: 7.500e-05, eta: 2:09:25, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8339, top5_acc/: 0.9411, loss_cls/: 0.6642, loss/: 0.6642, grad_norm: 3.0499, top1_acc//aux0: 0.8611, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5177, loss//aux0: 0.5177 2020-10-16 07:04:04,313 - mmaction - INFO - Epoch [82][20/396] lr: 7.500e-05, eta: 2:09:27, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8339, top5_acc/: 0.9411, loss_cls/: 0.6642, loss/: 0.6642, grad_norm: 3.0405, top1_acc//aux0: 0.8614, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5159, loss//aux0: 0.5159 2020-10-16 07:04:23,998 - mmaction - INFO - Epoch [82][40/396] lr: 7.500e-05, eta: 2:09:04, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8404, top5_acc/: 0.9471, loss_cls/: 0.6334, loss/: 0.6334, grad_norm: 3.0728, top1_acc//aux0: 0.8615, top5_acc//aux0: 0.9591, loss_cls//aux0: 0.5103, loss//aux0: 0.5103 2020-10-16 07:04:24,456 - mmaction - INFO - Epoch [82][40/396] lr: 7.500e-05, eta: 2:09:06, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8404, top5_acc/: 0.9471, loss_cls/: 0.6334, loss/: 0.6334, grad_norm: 3.0805, top1_acc//aux0: 0.8613, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5128, loss//aux0: 0.5128 2020-10-16 07:04:44,296 - mmaction - INFO - Epoch [82][60/396] lr: 7.500e-05, eta: 2:08:43, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8328, top5_acc/: 0.9458, loss_cls/: 0.6593, loss/: 0.6593, grad_norm: 3.0837, top1_acc//aux0: 0.8601, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5176, loss//aux0: 0.5176 2020-10-16 07:04:44,739 - mmaction - INFO - Epoch [82][60/396] lr: 7.500e-05, eta: 2:08:45, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8328, top5_acc/: 0.9458, loss_cls/: 0.6593, loss/: 0.6593, grad_norm: 3.0708, top1_acc//aux0: 0.8600, top5_acc//aux0: 0.9577, loss_cls//aux0: 0.5168, loss//aux0: 0.5168 2020-10-16 07:05:04,838 - mmaction - INFO - Epoch [82][80/396] lr: 7.500e-05, eta: 2:08:22, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8404, top5_acc/: 0.9471, loss_cls/: 0.6349, loss/: 0.6349, grad_norm: 3.0969, top1_acc//aux0: 0.8620, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5165, loss//aux0: 0.5165 2020-10-16 07:05:05,267 - mmaction - INFO - Epoch [82][80/396] lr: 7.500e-05, eta: 2:08:25, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.8404, top5_acc/: 0.9471, loss_cls/: 0.6349, loss/: 0.6349, grad_norm: 3.1067, top1_acc//aux0: 0.8621, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5160, loss//aux0: 0.5160 2020-10-16 07:05:25,071 - mmaction - INFO - Epoch [82][100/396] lr: 7.500e-05, eta: 2:08:01, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8346, top5_acc/: 0.9500, loss_cls/: 0.6293, loss/: 0.6293, grad_norm: 3.0869, top1_acc//aux0: 0.8632, top5_acc//aux0: 0.9615, loss_cls//aux0: 0.5078, loss//aux0: 0.5078 2020-10-16 07:05:25,517 - mmaction - INFO - Epoch [82][100/396] lr: 7.500e-05, eta: 2:08:04, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8346, top5_acc/: 0.9500, loss_cls/: 0.6293, loss/: 0.6293, grad_norm: 3.0904, top1_acc//aux0: 0.8638, top5_acc//aux0: 0.9612, loss_cls//aux0: 0.5069, loss//aux0: 0.5069 2020-10-16 07:05:45,428 - mmaction - INFO - Epoch [82][120/396] lr: 7.500e-05, eta: 2:07:41, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8354, top5_acc/: 0.9453, loss_cls/: 0.6439, loss/: 0.6439, grad_norm: 3.1668, top1_acc//aux0: 0.8602, top5_acc//aux0: 0.9591, loss_cls//aux0: 0.5241, loss//aux0: 0.5241 2020-10-16 07:05:45,906 - mmaction - INFO - Epoch [82][120/396] lr: 7.500e-05, eta: 2:07:43, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8354, top5_acc/: 0.9453, loss_cls/: 0.6439, loss/: 0.6439, grad_norm: 3.1747, top1_acc//aux0: 0.8586, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5288, loss//aux0: 0.5288 2020-10-16 07:06:05,920 - mmaction - INFO - Epoch [82][140/396] lr: 7.500e-05, eta: 2:07:20, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8487, top5_acc/: 0.9435, loss_cls/: 0.6274, loss/: 0.6274, grad_norm: 3.0720, top1_acc//aux0: 0.8577, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5254, loss//aux0: 0.5254 2020-10-16 07:06:06,372 - mmaction - INFO - Epoch [82][140/396] lr: 7.500e-05, eta: 2:07:22, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8487, top5_acc/: 0.9435, loss_cls/: 0.6274, loss/: 0.6274, grad_norm: 3.0625, top1_acc//aux0: 0.8583, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5221, loss//aux0: 0.5221 2020-10-16 07:06:26,318 - mmaction - INFO - Epoch [82][160/396] lr: 7.500e-05, eta: 2:06:59, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8289, top5_acc/: 0.9466, loss_cls/: 0.6515, loss/: 0.6515, grad_norm: 3.1330, top1_acc//aux0: 0.8641, top5_acc//aux0: 0.9598, loss_cls//aux0: 0.5039, loss//aux0: 0.5039 2020-10-16 07:06:26,754 - mmaction - INFO - Epoch [82][160/396] lr: 7.500e-05, eta: 2:07:01, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.8289, top5_acc/: 0.9466, loss_cls/: 0.6515, loss/: 0.6515, grad_norm: 3.1504, top1_acc//aux0: 0.8643, top5_acc//aux0: 0.9598, loss_cls//aux0: 0.5051, loss//aux0: 0.5051 2020-10-16 07:06:46,590 - mmaction - INFO - Epoch [82][180/396] lr: 7.500e-05, eta: 2:06:38, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8383, top5_acc/: 0.9477, loss_cls/: 0.6419, loss/: 0.6419, grad_norm: 3.1073, top1_acc//aux0: 0.8587, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5169, loss//aux0: 0.5169 2020-10-16 07:06:47,038 - mmaction - INFO - Epoch [82][180/396] lr: 7.500e-05, eta: 2:06:41, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.8383, top5_acc/: 0.9477, loss_cls/: 0.6419, loss/: 0.6419, grad_norm: 3.1091, top1_acc//aux0: 0.8594, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5154, loss//aux0: 0.5154 2020-10-16 07:07:06,906 - mmaction - INFO - Epoch [82][200/396] lr: 7.500e-05, eta: 2:06:18, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8409, top5_acc/: 0.9477, loss_cls/: 0.6327, loss/: 0.6327, grad_norm: 3.0247, top1_acc//aux0: 0.8648, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5103, loss//aux0: 0.5103 2020-10-16 07:07:07,358 - mmaction - INFO - Epoch [82][200/396] lr: 7.500e-05, eta: 2:06:20, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8409, top5_acc/: 0.9477, loss_cls/: 0.6327, loss/: 0.6327, grad_norm: 3.0166, top1_acc//aux0: 0.8657, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5078, loss//aux0: 0.5078 2020-10-16 07:07:27,251 - mmaction - INFO - Epoch [82][220/396] lr: 7.500e-05, eta: 2:05:57, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8503, top5_acc/: 0.9500, loss_cls/: 0.6160, loss/: 0.6160, grad_norm: 3.1267, top1_acc//aux0: 0.8592, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5209, loss//aux0: 0.5209 2020-10-16 07:07:27,725 - mmaction - INFO - Epoch [82][220/396] lr: 7.500e-05, eta: 2:05:59, time: 0.514, data_time: 0.003, memory: 8335, top1_acc/: 0.8503, top5_acc/: 0.9500, loss_cls/: 0.6160, loss/: 0.6160, grad_norm: 3.1119, top1_acc//aux0: 0.8577, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5240, loss//aux0: 0.5240 2020-10-16 07:07:47,826 - mmaction - INFO - Epoch [82][240/396] lr: 7.500e-05, eta: 2:05:36, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.8271, top5_acc/: 0.9456, loss_cls/: 0.6520, loss/: 0.6520, grad_norm: 3.0852, top1_acc//aux0: 0.8616, top5_acc//aux0: 0.9593, loss_cls//aux0: 0.5158, loss//aux0: 0.5158 2020-10-16 07:07:48,287 - mmaction - INFO - Epoch [82][240/396] lr: 7.500e-05, eta: 2:05:38, time: 0.517, data_time: 0.003, memory: 8335, top1_acc/: 0.8271, top5_acc/: 0.9456, loss_cls/: 0.6520, loss/: 0.6520, grad_norm: 3.0836, top1_acc//aux0: 0.8625, top5_acc//aux0: 0.9597, loss_cls//aux0: 0.5138, loss//aux0: 0.5138 2020-10-16 07:08:08,290 - mmaction - INFO - Epoch [82][260/396] lr: 7.500e-05, eta: 2:05:15, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8417, top5_acc/: 0.9565, loss_cls/: 0.6129, loss/: 0.6129, grad_norm: 3.1030, top1_acc//aux0: 0.8612, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5264, loss//aux0: 0.5264 2020-10-16 07:08:08,722 - mmaction - INFO - Epoch [82][260/396] lr: 7.500e-05, eta: 2:05:18, time: 0.514, data_time: 0.002, memory: 8335, top1_acc/: 0.8417, top5_acc/: 0.9565, loss_cls/: 0.6129, loss/: 0.6129, grad_norm: 3.1036, top1_acc//aux0: 0.8601, top5_acc//aux0: 0.9557, loss_cls//aux0: 0.5298, loss//aux0: 0.5298 2020-10-16 07:08:28,612 - mmaction - INFO - Epoch [82][280/396] lr: 7.500e-05, eta: 2:04:55, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8372, top5_acc/: 0.9461, loss_cls/: 0.6453, loss/: 0.6453, grad_norm: 3.1169, top1_acc//aux0: 0.8639, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5026, loss//aux0: 0.5026 2020-10-16 07:08:29,074 - mmaction - INFO - Epoch [82][280/396] lr: 7.500e-05, eta: 2:04:57, time: 0.508, data_time: 0.001, memory: 8335, top1_acc/: 0.8372, top5_acc/: 0.9461, loss_cls/: 0.6453, loss/: 0.6453, grad_norm: 3.1064, top1_acc//aux0: 0.8647, top5_acc//aux0: 0.9588, loss_cls//aux0: 0.5003, loss//aux0: 0.5003 2020-10-16 07:08:49,131 - mmaction - INFO - Epoch [82][300/396] lr: 7.500e-05, eta: 2:04:34, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8422, top5_acc/: 0.9456, loss_cls/: 0.6352, loss/: 0.6352, grad_norm: 3.0323, top1_acc//aux0: 0.8615, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5210, loss//aux0: 0.5210 2020-10-16 07:08:49,604 - mmaction - INFO - Epoch [82][300/396] lr: 7.500e-05, eta: 2:04:36, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8422, top5_acc/: 0.9456, loss_cls/: 0.6352, loss/: 0.6352, grad_norm: 3.0303, top1_acc//aux0: 0.8610, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5232, loss//aux0: 0.5232 2020-10-16 07:09:09,697 - mmaction - INFO - Epoch [82][320/396] lr: 7.500e-05, eta: 2:04:13, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.8328, top5_acc/: 0.9477, loss_cls/: 0.6450, loss/: 0.6450, grad_norm: 3.1411, top1_acc//aux0: 0.8582, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5301, loss//aux0: 0.5301 2020-10-16 07:09:10,159 - mmaction - INFO - Epoch [82][320/396] lr: 7.500e-05, eta: 2:04:15, time: 0.517, data_time: 0.002, memory: 8335, top1_acc/: 0.8328, top5_acc/: 0.9477, loss_cls/: 0.6450, loss/: 0.6450, grad_norm: 3.1482, top1_acc//aux0: 0.8578, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5304, loss//aux0: 0.5304 2020-10-16 07:09:30,132 - mmaction - INFO - Epoch [82][340/396] lr: 7.500e-05, eta: 2:03:52, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8250, top5_acc/: 0.9396, loss_cls/: 0.6916, loss/: 0.6916, grad_norm: 3.0634, top1_acc//aux0: 0.8619, top5_acc//aux0: 0.9584, loss_cls//aux0: 0.5101, loss//aux0: 0.5101 2020-10-16 07:09:30,605 - mmaction - INFO - Epoch [82][340/396] lr: 7.500e-05, eta: 2:03:55, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8250, top5_acc/: 0.9396, loss_cls/: 0.6916, loss/: 0.6916, grad_norm: 3.0728, top1_acc//aux0: 0.8628, top5_acc//aux0: 0.9594, loss_cls//aux0: 0.5059, loss//aux0: 0.5059 2020-10-16 07:09:50,493 - mmaction - INFO - Epoch [82][360/396] lr: 7.500e-05, eta: 2:03:32, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8385, top5_acc/: 0.9492, loss_cls/: 0.6169, loss/: 0.6169, grad_norm: 3.0898, top1_acc//aux0: 0.8606, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5234, loss//aux0: 0.5234 2020-10-16 07:09:50,932 - mmaction - INFO - Epoch [82][360/396] lr: 7.500e-05, eta: 2:03:34, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8385, top5_acc/: 0.9492, loss_cls/: 0.6169, loss/: 0.6169, grad_norm: 3.0848, top1_acc//aux0: 0.8605, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5234, loss//aux0: 0.5234 2020-10-16 07:10:10,887 - mmaction - INFO - Epoch [82][380/396] lr: 7.500e-05, eta: 2:03:11, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8367, top5_acc/: 0.9466, loss_cls/: 0.6552, loss/: 0.6552, grad_norm: 3.1213, top1_acc//aux0: 0.8610, top5_acc//aux0: 0.9593, loss_cls//aux0: 0.5072, loss//aux0: 0.5072 2020-10-16 07:10:11,384 - mmaction - INFO - Epoch [82][380/396] lr: 7.500e-05, eta: 2:03:13, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8367, top5_acc/: 0.9466, loss_cls/: 0.6552, loss/: 0.6552, grad_norm: 3.1126, top1_acc//aux0: 0.8609, top5_acc//aux0: 0.9593, loss_cls//aux0: 0.5085, loss//aux0: 0.5085 2020-10-16 07:10:29,900 - mmaction - INFO - Saving checkpoint at 82 epochs 2020-10-16 07:13:20,017 - mmaction - INFO - Epoch [83][20/396] lr: 7.500e-05, eta: 2:02:30, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8414, top5_acc/: 0.9503, loss_cls/: 0.6387, loss/: 0.6387, grad_norm: 3.0738, top1_acc//aux0: 0.8609, top5_acc//aux0: 0.9559, loss_cls//aux0: 0.5253, loss//aux0: 0.5253 2020-10-16 07:13:20,493 - mmaction - INFO - Epoch [83][20/396] lr: 7.500e-05, eta: 2:02:32, time: 0.504, data_time: 0.003, memory: 8335, top1_acc/: 0.8414, top5_acc/: 0.9503, loss_cls/: 0.6387, loss/: 0.6387, grad_norm: 3.0929, top1_acc//aux0: 0.8610, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5266, loss//aux0: 0.5266 2020-10-16 07:13:40,492 - mmaction - INFO - Epoch [83][40/396] lr: 7.500e-05, eta: 2:02:09, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8393, top5_acc/: 0.9469, loss_cls/: 0.6393, loss/: 0.6393, grad_norm: 3.0503, top1_acc//aux0: 0.8593, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5180, loss//aux0: 0.5180 2020-10-16 07:13:40,959 - mmaction - INFO - Epoch [83][40/396] lr: 7.500e-05, eta: 2:02:11, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8393, top5_acc/: 0.9469, loss_cls/: 0.6393, loss/: 0.6393, grad_norm: 3.0379, top1_acc//aux0: 0.8598, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5162, loss//aux0: 0.5162 2020-10-16 07:14:00,799 - mmaction - INFO - Epoch [83][60/396] lr: 7.500e-05, eta: 2:01:48, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8430, top5_acc/: 0.9513, loss_cls/: 0.6115, loss/: 0.6115, grad_norm: 3.0378, top1_acc//aux0: 0.8615, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5223, loss//aux0: 0.5223 2020-10-16 07:14:01,239 - mmaction - INFO - Epoch [83][60/396] lr: 7.500e-05, eta: 2:01:51, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8430, top5_acc/: 0.9513, loss_cls/: 0.6115, loss/: 0.6115, grad_norm: 3.0423, top1_acc//aux0: 0.8607, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5236, loss//aux0: 0.5236 2020-10-16 07:14:21,045 - mmaction - INFO - Epoch [83][80/396] lr: 7.500e-05, eta: 2:01:28, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8385, top5_acc/: 0.9458, loss_cls/: 0.6539, loss/: 0.6539, grad_norm: 3.0696, top1_acc//aux0: 0.8632, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5176, loss//aux0: 0.5176 2020-10-16 07:14:21,487 - mmaction - INFO - Epoch [83][80/396] lr: 7.500e-05, eta: 2:01:30, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8385, top5_acc/: 0.9458, loss_cls/: 0.6539, loss/: 0.6539, grad_norm: 3.0995, top1_acc//aux0: 0.8634, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5181, loss//aux0: 0.5181 2020-10-16 07:14:41,547 - mmaction - INFO - Epoch [83][100/396] lr: 7.500e-05, eta: 2:01:07, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8388, top5_acc/: 0.9443, loss_cls/: 0.6638, loss/: 0.6638, grad_norm: 3.0633, top1_acc//aux0: 0.8641, top5_acc//aux0: 0.9601, loss_cls//aux0: 0.5057, loss//aux0: 0.5057 2020-10-16 07:14:42,000 - mmaction - INFO - Epoch [83][100/396] lr: 7.500e-05, eta: 2:01:09, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.8388, top5_acc/: 0.9443, loss_cls/: 0.6638, loss/: 0.6638, grad_norm: 3.0735, top1_acc//aux0: 0.8634, top5_acc//aux0: 0.9607, loss_cls//aux0: 0.5065, loss//aux0: 0.5065 2020-10-16 07:15:01,925 - mmaction - INFO - Epoch [83][120/396] lr: 7.500e-05, eta: 2:00:46, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8451, top5_acc/: 0.9461, loss_cls/: 0.6304, loss/: 0.6304, grad_norm: 3.1099, top1_acc//aux0: 0.8567, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5279, loss//aux0: 0.5279 2020-10-16 07:15:02,370 - mmaction - INFO - Epoch [83][120/396] lr: 7.500e-05, eta: 2:00:48, time: 0.508, data_time: 0.001, memory: 8335, top1_acc/: 0.8451, top5_acc/: 0.9461, loss_cls/: 0.6304, loss/: 0.6304, grad_norm: 3.1088, top1_acc//aux0: 0.8573, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5248, loss//aux0: 0.5248 2020-10-16 07:15:22,460 - mmaction - INFO - Epoch [83][140/396] lr: 7.500e-05, eta: 2:00:25, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8424, top5_acc/: 0.9526, loss_cls/: 0.6234, loss/: 0.6234, grad_norm: 3.0973, top1_acc//aux0: 0.8622, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5240, loss//aux0: 0.5240 2020-10-16 07:15:22,896 - mmaction - INFO - Epoch [83][140/396] lr: 7.500e-05, eta: 2:00:28, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.8424, top5_acc/: 0.9526, loss_cls/: 0.6234, loss/: 0.6234, grad_norm: 3.0778, top1_acc//aux0: 0.8617, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5268, loss//aux0: 0.5268 2020-10-16 07:15:42,832 - mmaction - INFO - Epoch [83][160/396] lr: 7.500e-05, eta: 2:00:05, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8362, top5_acc/: 0.9492, loss_cls/: 0.6336, loss/: 0.6336, grad_norm: 3.1273, top1_acc//aux0: 0.8634, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5166, loss//aux0: 0.5166 2020-10-16 07:15:43,272 - mmaction - INFO - Epoch [83][160/396] lr: 7.500e-05, eta: 2:00:07, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8362, top5_acc/: 0.9492, loss_cls/: 0.6336, loss/: 0.6336, grad_norm: 3.1056, top1_acc//aux0: 0.8642, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5121, loss//aux0: 0.5121 2020-10-16 07:16:03,284 - mmaction - INFO - Epoch [83][180/396] lr: 7.500e-05, eta: 1:59:44, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.8310, top5_acc/: 0.9427, loss_cls/: 0.6709, loss/: 0.6709, grad_norm: 3.1019, top1_acc//aux0: 0.8632, top5_acc//aux0: 0.9592, loss_cls//aux0: 0.5053, loss//aux0: 0.5053 2020-10-16 07:16:03,734 - mmaction - INFO - Epoch [83][180/396] lr: 7.500e-05, eta: 1:59:46, time: 0.514, data_time: 0.002, memory: 8335, top1_acc/: 0.8310, top5_acc/: 0.9427, loss_cls/: 0.6709, loss/: 0.6709, grad_norm: 3.1045, top1_acc//aux0: 0.8625, top5_acc//aux0: 0.9591, loss_cls//aux0: 0.5087, loss//aux0: 0.5087 2020-10-16 07:16:23,673 - mmaction - INFO - Epoch [83][200/396] lr: 7.500e-05, eta: 1:59:23, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8357, top5_acc/: 0.9453, loss_cls/: 0.6416, loss/: 0.6416, grad_norm: 3.0764, top1_acc//aux0: 0.8615, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5090, loss//aux0: 0.5090 2020-10-16 07:16:24,120 - mmaction - INFO - Epoch [83][200/396] lr: 7.500e-05, eta: 1:59:25, time: 0.506, data_time: 0.003, memory: 8335, top1_acc/: 0.8357, top5_acc/: 0.9453, loss_cls/: 0.6416, loss/: 0.6416, grad_norm: 3.0636, top1_acc//aux0: 0.8627, top5_acc//aux0: 0.9597, loss_cls//aux0: 0.5035, loss//aux0: 0.5035 2020-10-16 07:16:44,197 - mmaction - INFO - Epoch [83][220/396] lr: 7.500e-05, eta: 1:59:02, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.8378, top5_acc/: 0.9490, loss_cls/: 0.6183, loss/: 0.6183, grad_norm: 3.1069, top1_acc//aux0: 0.8652, top5_acc//aux0: 0.9616, loss_cls//aux0: 0.4991, loss//aux0: 0.4991 2020-10-16 07:16:44,638 - mmaction - INFO - Epoch [83][220/396] lr: 7.500e-05, eta: 1:59:05, time: 0.514, data_time: 0.002, memory: 8335, top1_acc/: 0.8378, top5_acc/: 0.9490, loss_cls/: 0.6183, loss/: 0.6183, grad_norm: 3.1046, top1_acc//aux0: 0.8646, top5_acc//aux0: 0.9610, loss_cls//aux0: 0.5018, loss//aux0: 0.5018 2020-10-16 07:17:04,562 - mmaction - INFO - Epoch [83][240/396] lr: 7.500e-05, eta: 1:58:42, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8406, top5_acc/: 0.9456, loss_cls/: 0.6391, loss/: 0.6391, grad_norm: 3.0991, top1_acc//aux0: 0.8587, top5_acc//aux0: 0.9548, loss_cls//aux0: 0.5270, loss//aux0: 0.5270 2020-10-16 07:17:05,021 - mmaction - INFO - Epoch [83][240/396] lr: 7.500e-05, eta: 1:58:44, time: 0.513, data_time: 0.003, memory: 8335, top1_acc/: 0.8406, top5_acc/: 0.9456, loss_cls/: 0.6391, loss/: 0.6391, grad_norm: 3.0964, top1_acc//aux0: 0.8585, top5_acc//aux0: 0.9543, loss_cls//aux0: 0.5304, loss//aux0: 0.5304 2020-10-16 07:17:25,020 - mmaction - INFO - Epoch [83][260/396] lr: 7.500e-05, eta: 1:58:21, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8328, top5_acc/: 0.9443, loss_cls/: 0.6573, loss/: 0.6573, grad_norm: 3.1194, top1_acc//aux0: 0.8643, top5_acc//aux0: 0.9588, loss_cls//aux0: 0.5140, loss//aux0: 0.5140 2020-10-16 07:17:25,482 - mmaction - INFO - Epoch [83][260/396] lr: 7.500e-05, eta: 1:58:23, time: 0.513, data_time: 0.003, memory: 8335, top1_acc/: 0.8328, top5_acc/: 0.9443, loss_cls/: 0.6573, loss/: 0.6573, grad_norm: 3.1242, top1_acc//aux0: 0.8637, top5_acc//aux0: 0.9590, loss_cls//aux0: 0.5153, loss//aux0: 0.5153 2020-10-16 07:17:45,400 - mmaction - INFO - Epoch [83][280/396] lr: 7.500e-05, eta: 1:58:00, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8401, top5_acc/: 0.9487, loss_cls/: 0.6163, loss/: 0.6163, grad_norm: 3.0388, top1_acc//aux0: 0.8635, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5139, loss//aux0: 0.5139 2020-10-16 07:17:45,846 - mmaction - INFO - Epoch [83][280/396] lr: 7.500e-05, eta: 1:58:02, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8401, top5_acc/: 0.9487, loss_cls/: 0.6163, loss/: 0.6163, grad_norm: 3.0152, top1_acc//aux0: 0.8653, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5070, loss//aux0: 0.5070 2020-10-16 07:18:05,837 - mmaction - INFO - Epoch [83][300/396] lr: 7.500e-05, eta: 1:57:40, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8378, top5_acc/: 0.9477, loss_cls/: 0.6299, loss/: 0.6299, grad_norm: 3.1174, top1_acc//aux0: 0.8591, top5_acc//aux0: 0.9578, loss_cls//aux0: 0.5275, loss//aux0: 0.5275 2020-10-16 07:18:06,298 - mmaction - INFO - Epoch [83][300/396] lr: 7.500e-05, eta: 1:57:42, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.8378, top5_acc/: 0.9477, loss_cls/: 0.6299, loss/: 0.6299, grad_norm: 3.1207, top1_acc//aux0: 0.8571, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5321, loss//aux0: 0.5321 2020-10-16 07:18:26,273 - mmaction - INFO - Epoch [83][320/396] lr: 7.500e-05, eta: 1:57:19, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8437, top5_acc/: 0.9477, loss_cls/: 0.6221, loss/: 0.6221, grad_norm: 3.0645, top1_acc//aux0: 0.8609, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5139, loss//aux0: 0.5139 2020-10-16 07:18:26,720 - mmaction - INFO - Epoch [83][320/396] lr: 7.500e-05, eta: 1:57:21, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8437, top5_acc/: 0.9477, loss_cls/: 0.6221, loss/: 0.6221, grad_norm: 3.0532, top1_acc//aux0: 0.8619, top5_acc//aux0: 0.9578, loss_cls//aux0: 0.5118, loss//aux0: 0.5118 2020-10-16 07:18:46,610 - mmaction - INFO - Epoch [83][340/396] lr: 7.500e-05, eta: 1:56:58, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8380, top5_acc/: 0.9474, loss_cls/: 0.6550, loss/: 0.6550, grad_norm: 3.1219, top1_acc//aux0: 0.8613, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5215, loss//aux0: 0.5215 2020-10-16 07:18:47,080 - mmaction - INFO - Epoch [83][340/396] lr: 7.500e-05, eta: 1:57:00, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8380, top5_acc/: 0.9474, loss_cls/: 0.6550, loss/: 0.6550, grad_norm: 3.1197, top1_acc//aux0: 0.8615, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5221, loss//aux0: 0.5221 2020-10-16 07:19:07,054 - mmaction - INFO - Epoch [83][360/396] lr: 7.500e-05, eta: 1:56:37, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8388, top5_acc/: 0.9539, loss_cls/: 0.6343, loss/: 0.6343, grad_norm: 3.0999, top1_acc//aux0: 0.8624, top5_acc//aux0: 0.9595, loss_cls//aux0: 0.5142, loss//aux0: 0.5142 2020-10-16 07:19:07,507 - mmaction - INFO - Epoch [83][360/396] lr: 7.500e-05, eta: 1:56:39, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8388, top5_acc/: 0.9539, loss_cls/: 0.6343, loss/: 0.6343, grad_norm: 3.1435, top1_acc//aux0: 0.8613, top5_acc//aux0: 0.9590, loss_cls//aux0: 0.5166, loss//aux0: 0.5166 2020-10-16 07:19:27,614 - mmaction - INFO - Epoch [83][380/396] lr: 7.500e-05, eta: 1:56:17, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8318, top5_acc/: 0.9427, loss_cls/: 0.6720, loss/: 0.6720, grad_norm: 3.0966, top1_acc//aux0: 0.8583, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5236, loss//aux0: 0.5236 2020-10-16 07:19:28,175 - mmaction - INFO - Epoch [83][380/396] lr: 7.500e-05, eta: 1:56:19, time: 0.513, data_time: 0.001, memory: 8335, top1_acc/: 0.8318, top5_acc/: 0.9427, loss_cls/: 0.6720, loss/: 0.6720, grad_norm: 3.1040, top1_acc//aux0: 0.8596, top5_acc//aux0: 0.9577, loss_cls//aux0: 0.5205, loss//aux0: 0.5205 2020-10-16 07:19:47,661 - mmaction - INFO - Saving checkpoint at 83 epochs 2020-10-16 07:22:24,969 - mmaction - INFO - Epoch [84][20/396] lr: 7.500e-05, eta: 1:55:36, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8349, top5_acc/: 0.9492, loss_cls/: 0.6484, loss/: 0.6484, grad_norm: 3.2340, top1_acc//aux0: 0.8616, top5_acc//aux0: 0.9600, loss_cls//aux0: 0.5171, loss//aux0: 0.5171 2020-10-16 07:22:25,400 - mmaction - INFO - Epoch [84][20/396] lr: 7.500e-05, eta: 1:55:38, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8349, top5_acc/: 0.9492, loss_cls/: 0.6484, loss/: 0.6484, grad_norm: 3.2046, top1_acc//aux0: 0.8610, top5_acc//aux0: 0.9601, loss_cls//aux0: 0.5166, loss//aux0: 0.5166 2020-10-16 07:22:45,331 - mmaction - INFO - Epoch [84][40/396] lr: 7.500e-05, eta: 1:55:15, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8396, top5_acc/: 0.9443, loss_cls/: 0.6574, loss/: 0.6574, grad_norm: 3.1189, top1_acc//aux0: 0.8614, top5_acc//aux0: 0.9592, loss_cls//aux0: 0.5163, loss//aux0: 0.5163 2020-10-16 07:22:45,797 - mmaction - INFO - Epoch [84][40/396] lr: 7.500e-05, eta: 1:55:17, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.8396, top5_acc/: 0.9443, loss_cls/: 0.6574, loss/: 0.6574, grad_norm: 3.1496, top1_acc//aux0: 0.8610, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5198, loss//aux0: 0.5198 2020-10-16 07:23:05,622 - mmaction - INFO - Epoch [84][60/396] lr: 7.500e-05, eta: 1:54:54, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8237, top5_acc/: 0.9497, loss_cls/: 0.6633, loss/: 0.6633, grad_norm: 3.1417, top1_acc//aux0: 0.8598, top5_acc//aux0: 0.9593, loss_cls//aux0: 0.5169, loss//aux0: 0.5169 2020-10-16 07:23:06,083 - mmaction - INFO - Epoch [84][60/396] lr: 7.500e-05, eta: 1:54:57, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.8237, top5_acc/: 0.9497, loss_cls/: 0.6633, loss/: 0.6633, grad_norm: 3.1272, top1_acc//aux0: 0.8610, top5_acc//aux0: 0.9600, loss_cls//aux0: 0.5110, loss//aux0: 0.5110 2020-10-16 07:23:26,004 - mmaction - INFO - Epoch [84][80/396] lr: 7.500e-05, eta: 1:54:34, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8432, top5_acc/: 0.9469, loss_cls/: 0.6373, loss/: 0.6373, grad_norm: 3.1019, top1_acc//aux0: 0.8590, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5242, loss//aux0: 0.5242 2020-10-16 07:23:26,450 - mmaction - INFO - Epoch [84][80/396] lr: 7.500e-05, eta: 1:54:36, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8432, top5_acc/: 0.9469, loss_cls/: 0.6373, loss/: 0.6373, grad_norm: 3.0720, top1_acc//aux0: 0.8588, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5271, loss//aux0: 0.5271 2020-10-16 07:23:46,529 - mmaction - INFO - Epoch [84][100/396] lr: 7.500e-05, eta: 1:54:13, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8411, top5_acc/: 0.9469, loss_cls/: 0.6373, loss/: 0.6373, grad_norm: 3.1072, top1_acc//aux0: 0.8604, top5_acc//aux0: 0.9577, loss_cls//aux0: 0.5184, loss//aux0: 0.5184 2020-10-16 07:23:47,014 - mmaction - INFO - Epoch [84][100/396] lr: 7.500e-05, eta: 1:54:15, time: 0.516, data_time: 0.002, memory: 8335, top1_acc/: 0.8411, top5_acc/: 0.9469, loss_cls/: 0.6373, loss/: 0.6373, grad_norm: 3.1208, top1_acc//aux0: 0.8602, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5181, loss//aux0: 0.5181 2020-10-16 07:24:06,882 - mmaction - INFO - Epoch [84][120/396] lr: 7.500e-05, eta: 1:53:52, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8357, top5_acc/: 0.9471, loss_cls/: 0.6518, loss/: 0.6518, grad_norm: 3.1443, top1_acc//aux0: 0.8616, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5138, loss//aux0: 0.5138 2020-10-16 07:24:07,344 - mmaction - INFO - Epoch [84][120/396] lr: 7.500e-05, eta: 1:53:54, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8357, top5_acc/: 0.9471, loss_cls/: 0.6518, loss/: 0.6518, grad_norm: 3.1296, top1_acc//aux0: 0.8612, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5148, loss//aux0: 0.5148 2020-10-16 07:24:27,273 - mmaction - INFO - Epoch [84][140/396] lr: 7.500e-05, eta: 1:53:32, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8375, top5_acc/: 0.9479, loss_cls/: 0.6310, loss/: 0.6310, grad_norm: 3.1120, top1_acc//aux0: 0.8568, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5340, loss//aux0: 0.5340 2020-10-16 07:24:27,716 - mmaction - INFO - Epoch [84][140/396] lr: 7.500e-05, eta: 1:53:34, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8375, top5_acc/: 0.9479, loss_cls/: 0.6310, loss/: 0.6310, grad_norm: 3.1143, top1_acc//aux0: 0.8576, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5329, loss//aux0: 0.5329 2020-10-16 07:24:47,578 - mmaction - INFO - Epoch [84][160/396] lr: 7.500e-05, eta: 1:53:11, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8443, top5_acc/: 0.9518, loss_cls/: 0.6156, loss/: 0.6156, grad_norm: 3.1176, top1_acc//aux0: 0.8585, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5224, loss//aux0: 0.5224 2020-10-16 07:24:48,031 - mmaction - INFO - Epoch [84][160/396] lr: 7.500e-05, eta: 1:53:13, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.8443, top5_acc/: 0.9518, loss_cls/: 0.6156, loss/: 0.6156, grad_norm: 3.1106, top1_acc//aux0: 0.8593, top5_acc//aux0: 0.9584, loss_cls//aux0: 0.5192, loss//aux0: 0.5192 2020-10-16 07:25:08,091 - mmaction - INFO - Epoch [84][180/396] lr: 7.500e-05, eta: 1:52:50, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8471, top5_acc/: 0.9461, loss_cls/: 0.6162, loss/: 0.6162, grad_norm: 3.0916, top1_acc//aux0: 0.8599, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5206, loss//aux0: 0.5206 2020-10-16 07:25:08,552 - mmaction - INFO - Epoch [84][180/396] lr: 7.500e-05, eta: 1:52:52, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8471, top5_acc/: 0.9461, loss_cls/: 0.6162, loss/: 0.6162, grad_norm: 3.1015, top1_acc//aux0: 0.8575, top5_acc//aux0: 0.9553, loss_cls//aux0: 0.5305, loss//aux0: 0.5305 2020-10-16 07:25:28,301 - mmaction - INFO - Epoch [84][200/396] lr: 7.500e-05, eta: 1:52:29, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8362, top5_acc/: 0.9435, loss_cls/: 0.6563, loss/: 0.6563, grad_norm: 3.0698, top1_acc//aux0: 0.8608, top5_acc//aux0: 0.9551, loss_cls//aux0: 0.5225, loss//aux0: 0.5225 2020-10-16 07:25:28,781 - mmaction - INFO - Epoch [84][200/396] lr: 7.500e-05, eta: 1:52:31, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8362, top5_acc/: 0.9435, loss_cls/: 0.6563, loss/: 0.6563, grad_norm: 3.0648, top1_acc//aux0: 0.8622, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5143, loss//aux0: 0.5143 2020-10-16 07:25:48,714 - mmaction - INFO - Epoch [84][220/396] lr: 7.500e-05, eta: 1:52:09, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8401, top5_acc/: 0.9500, loss_cls/: 0.6369, loss/: 0.6369, grad_norm: 3.1470, top1_acc//aux0: 0.8625, top5_acc//aux0: 0.9601, loss_cls//aux0: 0.4995, loss//aux0: 0.4995 2020-10-16 07:25:49,200 - mmaction - INFO - Epoch [84][220/396] lr: 7.500e-05, eta: 1:52:11, time: 0.515, data_time: 0.002, memory: 8335, top1_acc/: 0.8401, top5_acc/: 0.9500, loss_cls/: 0.6369, loss/: 0.6369, grad_norm: 3.1671, top1_acc//aux0: 0.8623, top5_acc//aux0: 0.9599, loss_cls//aux0: 0.5015, loss//aux0: 0.5015 2020-10-16 07:26:09,201 - mmaction - INFO - Epoch [84][240/396] lr: 7.500e-05, eta: 1:51:48, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8401, top5_acc/: 0.9495, loss_cls/: 0.6374, loss/: 0.6374, grad_norm: 3.1130, top1_acc//aux0: 0.8605, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5249, loss//aux0: 0.5249 2020-10-16 07:26:09,669 - mmaction - INFO - Epoch [84][240/396] lr: 7.500e-05, eta: 1:51:50, time: 0.515, data_time: 0.003, memory: 8335, top1_acc/: 0.8401, top5_acc/: 0.9495, loss_cls/: 0.6374, loss/: 0.6374, grad_norm: 3.1104, top1_acc//aux0: 0.8611, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5231, loss//aux0: 0.5231 2020-10-16 07:26:29,770 - mmaction - INFO - Epoch [84][260/396] lr: 7.500e-05, eta: 1:51:27, time: 0.517, data_time: 0.000, memory: 8335, top1_acc/: 0.8497, top5_acc/: 0.9531, loss_cls/: 0.6145, loss/: 0.6145, grad_norm: 3.0559, top1_acc//aux0: 0.8632, top5_acc//aux0: 0.9595, loss_cls//aux0: 0.5110, loss//aux0: 0.5110 2020-10-16 07:26:30,213 - mmaction - INFO - Epoch [84][260/396] lr: 7.500e-05, eta: 1:51:29, time: 0.517, data_time: 0.002, memory: 8335, top1_acc/: 0.8497, top5_acc/: 0.9531, loss_cls/: 0.6145, loss/: 0.6145, grad_norm: 3.0513, top1_acc//aux0: 0.8633, top5_acc//aux0: 0.9595, loss_cls//aux0: 0.5100, loss//aux0: 0.5100 2020-10-16 07:26:50,140 - mmaction - INFO - Epoch [84][280/396] lr: 7.500e-05, eta: 1:51:07, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8320, top5_acc/: 0.9456, loss_cls/: 0.6673, loss/: 0.6673, grad_norm: 3.1506, top1_acc//aux0: 0.8622, top5_acc//aux0: 0.9578, loss_cls//aux0: 0.5109, loss//aux0: 0.5109 2020-10-16 07:26:50,591 - mmaction - INFO - Epoch [84][280/396] lr: 7.500e-05, eta: 1:51:09, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.8320, top5_acc/: 0.9456, loss_cls/: 0.6673, loss/: 0.6673, grad_norm: 3.1488, top1_acc//aux0: 0.8623, top5_acc//aux0: 0.9577, loss_cls//aux0: 0.5122, loss//aux0: 0.5122 2020-10-16 07:27:10,561 - mmaction - INFO - Epoch [84][300/396] lr: 7.500e-05, eta: 1:50:46, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8430, top5_acc/: 0.9445, loss_cls/: 0.6369, loss/: 0.6369, grad_norm: 3.1022, top1_acc//aux0: 0.8628, top5_acc//aux0: 0.9604, loss_cls//aux0: 0.5096, loss//aux0: 0.5096 2020-10-16 07:27:11,003 - mmaction - INFO - Epoch [84][300/396] lr: 7.500e-05, eta: 1:50:48, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.8430, top5_acc/: 0.9445, loss_cls/: 0.6369, loss/: 0.6369, grad_norm: 3.1032, top1_acc//aux0: 0.8625, top5_acc//aux0: 0.9600, loss_cls//aux0: 0.5111, loss//aux0: 0.5111 2020-10-16 07:27:30,915 - mmaction - INFO - Epoch [84][320/396] lr: 7.500e-05, eta: 1:50:25, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8409, top5_acc/: 0.9482, loss_cls/: 0.6259, loss/: 0.6259, grad_norm: 3.1180, top1_acc//aux0: 0.8612, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5144, loss//aux0: 0.5144 2020-10-16 07:27:31,356 - mmaction - INFO - Epoch [84][320/396] lr: 7.500e-05, eta: 1:50:27, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8409, top5_acc/: 0.9482, loss_cls/: 0.6259, loss/: 0.6259, grad_norm: 3.1295, top1_acc//aux0: 0.8610, top5_acc//aux0: 0.9593, loss_cls//aux0: 0.5132, loss//aux0: 0.5132 2020-10-16 07:27:51,327 - mmaction - INFO - Epoch [84][340/396] lr: 7.500e-05, eta: 1:50:04, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8271, top5_acc/: 0.9411, loss_cls/: 0.6739, loss/: 0.6739, grad_norm: 3.0843, top1_acc//aux0: 0.8621, top5_acc//aux0: 0.9580, loss_cls//aux0: 0.5070, loss//aux0: 0.5070 2020-10-16 07:27:51,797 - mmaction - INFO - Epoch [84][340/396] lr: 7.500e-05, eta: 1:50:06, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8271, top5_acc/: 0.9411, loss_cls/: 0.6739, loss/: 0.6739, grad_norm: 3.0858, top1_acc//aux0: 0.8621, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5093, loss//aux0: 0.5093 2020-10-16 07:28:11,921 - mmaction - INFO - Epoch [84][360/396] lr: 7.500e-05, eta: 1:49:44, time: 0.517, data_time: 0.000, memory: 8335, top1_acc/: 0.8380, top5_acc/: 0.9497, loss_cls/: 0.6380, loss/: 0.6380, grad_norm: 3.1030, top1_acc//aux0: 0.8610, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5187, loss//aux0: 0.5187 2020-10-16 07:28:12,405 - mmaction - INFO - Epoch [84][360/396] lr: 7.500e-05, eta: 1:49:46, time: 0.520, data_time: 0.003, memory: 8335, top1_acc/: 0.8380, top5_acc/: 0.9497, loss_cls/: 0.6380, loss/: 0.6380, grad_norm: 3.0918, top1_acc//aux0: 0.8613, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5156, loss//aux0: 0.5156 2020-10-16 07:28:32,299 - mmaction - INFO - Epoch [84][380/396] lr: 7.500e-05, eta: 1:49:23, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8380, top5_acc/: 0.9453, loss_cls/: 0.6430, loss/: 0.6430, grad_norm: 3.0327, top1_acc//aux0: 0.8640, top5_acc//aux0: 0.9592, loss_cls//aux0: 0.5062, loss//aux0: 0.5062 2020-10-16 07:28:32,763 - mmaction - INFO - Epoch [84][380/396] lr: 7.500e-05, eta: 1:49:25, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.8380, top5_acc/: 0.9453, loss_cls/: 0.6430, loss/: 0.6430, grad_norm: 3.0356, top1_acc//aux0: 0.8649, top5_acc//aux0: 0.9594, loss_cls//aux0: 0.5047, loss//aux0: 0.5047 2020-10-16 07:28:50,520 - mmaction - INFO - Saving checkpoint at 84 epochs 2020-10-16 07:31:26,207 - mmaction - INFO - Epoch [85][20/396] lr: 7.500e-05, eta: 1:48:43, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8375, top5_acc/: 0.9461, loss_cls/: 0.6421, loss/: 0.6421, grad_norm: 3.1424, top1_acc//aux0: 0.8617, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5132, loss//aux0: 0.5132 2020-10-16 07:31:26,656 - mmaction - INFO - Epoch [85][20/396] lr: 7.500e-05, eta: 1:48:45, time: 0.515, data_time: 0.004, memory: 8335, top1_acc/: 0.8375, top5_acc/: 0.9461, loss_cls/: 0.6421, loss/: 0.6421, grad_norm: 3.1481, top1_acc//aux0: 0.8608, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5159, loss//aux0: 0.5159 2020-10-16 07:31:46,521 - mmaction - INFO - Epoch [85][40/396] lr: 7.500e-05, eta: 1:48:22, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8354, top5_acc/: 0.9482, loss_cls/: 0.6460, loss/: 0.6460, grad_norm: 3.1945, top1_acc//aux0: 0.8590, top5_acc//aux0: 0.9588, loss_cls//aux0: 0.5195, loss//aux0: 0.5195 2020-10-16 07:31:47,054 - mmaction - INFO - Epoch [85][40/396] lr: 7.500e-05, eta: 1:48:24, time: 0.514, data_time: 0.002, memory: 8335, top1_acc/: 0.8354, top5_acc/: 0.9482, loss_cls/: 0.6460, loss/: 0.6460, grad_norm: 3.1815, top1_acc//aux0: 0.8604, top5_acc//aux0: 0.9593, loss_cls//aux0: 0.5157, loss//aux0: 0.5157 2020-10-16 07:32:06,888 - mmaction - INFO - Epoch [85][60/396] lr: 7.500e-05, eta: 1:48:01, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8310, top5_acc/: 0.9484, loss_cls/: 0.6569, loss/: 0.6569, grad_norm: 3.0797, top1_acc//aux0: 0.8691, top5_acc//aux0: 0.9613, loss_cls//aux0: 0.4912, loss//aux0: 0.4912 2020-10-16 07:32:07,329 - mmaction - INFO - Epoch [85][60/396] lr: 7.500e-05, eta: 1:48:03, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8310, top5_acc/: 0.9484, loss_cls/: 0.6569, loss/: 0.6569, grad_norm: 3.0810, top1_acc//aux0: 0.8679, top5_acc//aux0: 0.9613, loss_cls//aux0: 0.4939, loss//aux0: 0.4939 2020-10-16 07:32:27,201 - mmaction - INFO - Epoch [85][80/396] lr: 7.500e-05, eta: 1:47:41, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8427, top5_acc/: 0.9487, loss_cls/: 0.6416, loss/: 0.6416, grad_norm: 3.0686, top1_acc//aux0: 0.8613, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5133, loss//aux0: 0.5133 2020-10-16 07:32:27,641 - mmaction - INFO - Epoch [85][80/396] lr: 7.500e-05, eta: 1:47:42, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8427, top5_acc/: 0.9487, loss_cls/: 0.6416, loss/: 0.6416, grad_norm: 3.0767, top1_acc//aux0: 0.8615, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5124, loss//aux0: 0.5124 2020-10-16 07:32:47,506 - mmaction - INFO - Epoch [85][100/396] lr: 7.500e-05, eta: 1:47:20, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8372, top5_acc/: 0.9461, loss_cls/: 0.6497, loss/: 0.6497, grad_norm: 3.0831, top1_acc//aux0: 0.8604, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5098, loss//aux0: 0.5098 2020-10-16 07:32:47,951 - mmaction - INFO - Epoch [85][100/396] lr: 7.500e-05, eta: 1:47:22, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8372, top5_acc/: 0.9461, loss_cls/: 0.6497, loss/: 0.6497, grad_norm: 3.0894, top1_acc//aux0: 0.8605, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5084, loss//aux0: 0.5084 2020-10-16 07:33:07,996 - mmaction - INFO - Epoch [85][120/396] lr: 7.500e-05, eta: 1:46:59, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8385, top5_acc/: 0.9487, loss_cls/: 0.6309, loss/: 0.6309, grad_norm: 3.0797, top1_acc//aux0: 0.8619, top5_acc//aux0: 0.9592, loss_cls//aux0: 0.5116, loss//aux0: 0.5116 2020-10-16 07:33:08,439 - mmaction - INFO - Epoch [85][120/396] lr: 7.500e-05, eta: 1:47:01, time: 0.513, data_time: 0.003, memory: 8335, top1_acc/: 0.8385, top5_acc/: 0.9487, loss_cls/: 0.6309, loss/: 0.6309, grad_norm: 3.0597, top1_acc//aux0: 0.8623, top5_acc//aux0: 0.9593, loss_cls//aux0: 0.5108, loss//aux0: 0.5108 2020-10-16 07:33:28,366 - mmaction - INFO - Epoch [85][140/396] lr: 7.500e-05, eta: 1:46:38, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8388, top5_acc/: 0.9482, loss_cls/: 0.6313, loss/: 0.6313, grad_norm: 3.1234, top1_acc//aux0: 0.8645, top5_acc//aux0: 0.9594, loss_cls//aux0: 0.5102, loss//aux0: 0.5102 2020-10-16 07:33:28,808 - mmaction - INFO - Epoch [85][140/396] lr: 7.500e-05, eta: 1:46:40, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.8388, top5_acc/: 0.9482, loss_cls/: 0.6313, loss/: 0.6313, grad_norm: 3.1299, top1_acc//aux0: 0.8643, top5_acc//aux0: 0.9591, loss_cls//aux0: 0.5112, loss//aux0: 0.5112 2020-10-16 07:33:48,811 - mmaction - INFO - Epoch [85][160/396] lr: 7.500e-05, eta: 1:46:18, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8484, top5_acc/: 0.9508, loss_cls/: 0.6196, loss/: 0.6196, grad_norm: 3.0478, top1_acc//aux0: 0.8661, top5_acc//aux0: 0.9598, loss_cls//aux0: 0.5012, loss//aux0: 0.5012 2020-10-16 07:33:49,282 - mmaction - INFO - Epoch [85][160/396] lr: 7.500e-05, eta: 1:46:20, time: 0.514, data_time: 0.002, memory: 8335, top1_acc/: 0.8484, top5_acc/: 0.9508, loss_cls/: 0.6196, loss/: 0.6196, grad_norm: 3.0698, top1_acc//aux0: 0.8661, top5_acc//aux0: 0.9596, loss_cls//aux0: 0.5025, loss//aux0: 0.5025 2020-10-16 07:34:09,100 - mmaction - INFO - Epoch [85][180/396] lr: 7.500e-05, eta: 1:45:57, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8406, top5_acc/: 0.9419, loss_cls/: 0.6443, loss/: 0.6443, grad_norm: 3.1416, top1_acc//aux0: 0.8570, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5239, loss//aux0: 0.5239 2020-10-16 07:34:09,546 - mmaction - INFO - Epoch [85][180/396] lr: 7.500e-05, eta: 1:45:59, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8406, top5_acc/: 0.9419, loss_cls/: 0.6443, loss/: 0.6443, grad_norm: 3.1412, top1_acc//aux0: 0.8578, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5226, loss//aux0: 0.5226 2020-10-16 07:34:29,409 - mmaction - INFO - Epoch [85][200/396] lr: 7.500e-05, eta: 1:45:36, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8411, top5_acc/: 0.9510, loss_cls/: 0.6251, loss/: 0.6251, grad_norm: 3.0888, top1_acc//aux0: 0.8636, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5167, loss//aux0: 0.5167 2020-10-16 07:34:29,853 - mmaction - INFO - Epoch [85][200/396] lr: 7.500e-05, eta: 1:45:38, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8411, top5_acc/: 0.9510, loss_cls/: 0.6251, loss/: 0.6251, grad_norm: 3.0721, top1_acc//aux0: 0.8633, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5139, loss//aux0: 0.5139 2020-10-16 07:34:49,948 - mmaction - INFO - Epoch [85][220/396] lr: 7.500e-05, eta: 1:45:16, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.8422, top5_acc/: 0.9523, loss_cls/: 0.6189, loss/: 0.6189, grad_norm: 3.1119, top1_acc//aux0: 0.8649, top5_acc//aux0: 0.9599, loss_cls//aux0: 0.5055, loss//aux0: 0.5055 2020-10-16 07:34:50,396 - mmaction - INFO - Epoch [85][220/396] lr: 7.500e-05, eta: 1:45:18, time: 0.513, data_time: 0.003, memory: 8335, top1_acc/: 0.8422, top5_acc/: 0.9523, loss_cls/: 0.6189, loss/: 0.6189, grad_norm: 3.1044, top1_acc//aux0: 0.8648, top5_acc//aux0: 0.9597, loss_cls//aux0: 0.5071, loss//aux0: 0.5071 2020-10-16 07:35:10,285 - mmaction - INFO - Epoch [85][240/396] lr: 7.500e-05, eta: 1:44:55, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8440, top5_acc/: 0.9516, loss_cls/: 0.6233, loss/: 0.6233, grad_norm: 3.1254, top1_acc//aux0: 0.8589, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5183, loss//aux0: 0.5183 2020-10-16 07:35:10,721 - mmaction - INFO - Epoch [85][240/396] lr: 7.500e-05, eta: 1:44:57, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8440, top5_acc/: 0.9516, loss_cls/: 0.6233, loss/: 0.6233, grad_norm: 3.1543, top1_acc//aux0: 0.8588, top5_acc//aux0: 0.9578, loss_cls//aux0: 0.5197, loss//aux0: 0.5197 2020-10-16 07:35:30,642 - mmaction - INFO - Epoch [85][260/396] lr: 7.500e-05, eta: 1:44:34, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8346, top5_acc/: 0.9445, loss_cls/: 0.6608, loss/: 0.6608, grad_norm: 3.1411, top1_acc//aux0: 0.8643, top5_acc//aux0: 0.9610, loss_cls//aux0: 0.5006, loss//aux0: 0.5006 2020-10-16 07:35:31,089 - mmaction - INFO - Epoch [85][260/396] lr: 7.500e-05, eta: 1:44:36, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8346, top5_acc/: 0.9445, loss_cls/: 0.6608, loss/: 0.6608, grad_norm: 3.1243, top1_acc//aux0: 0.8640, top5_acc//aux0: 0.9608, loss_cls//aux0: 0.5002, loss//aux0: 0.5002 2020-10-16 07:35:50,894 - mmaction - INFO - Epoch [85][280/396] lr: 7.500e-05, eta: 1:44:13, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8294, top5_acc/: 0.9440, loss_cls/: 0.6571, loss/: 0.6571, grad_norm: 3.1352, top1_acc//aux0: 0.8625, top5_acc//aux0: 0.9592, loss_cls//aux0: 0.5099, loss//aux0: 0.5099 2020-10-16 07:35:51,344 - mmaction - INFO - Epoch [85][280/396] lr: 7.500e-05, eta: 1:44:15, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8294, top5_acc/: 0.9440, loss_cls/: 0.6571, loss/: 0.6571, grad_norm: 3.1100, top1_acc//aux0: 0.8622, top5_acc//aux0: 0.9592, loss_cls//aux0: 0.5114, loss//aux0: 0.5114 2020-10-16 07:36:11,337 - mmaction - INFO - Epoch [85][300/396] lr: 7.500e-05, eta: 1:43:53, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8333, top5_acc/: 0.9456, loss_cls/: 0.6504, loss/: 0.6504, grad_norm: 3.0763, top1_acc//aux0: 0.8613, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5146, loss//aux0: 0.5146 2020-10-16 07:36:11,793 - mmaction - INFO - Epoch [85][300/396] lr: 7.500e-05, eta: 1:43:55, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.8333, top5_acc/: 0.9456, loss_cls/: 0.6504, loss/: 0.6504, grad_norm: 3.0827, top1_acc//aux0: 0.8609, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5144, loss//aux0: 0.5144 2020-10-16 07:36:31,663 - mmaction - INFO - Epoch [85][320/396] lr: 7.500e-05, eta: 1:43:32, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8401, top5_acc/: 0.9466, loss_cls/: 0.6422, loss/: 0.6422, grad_norm: 3.0779, top1_acc//aux0: 0.8596, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5190, loss//aux0: 0.5190 2020-10-16 07:36:32,130 - mmaction - INFO - Epoch [85][320/396] lr: 7.500e-05, eta: 1:43:34, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8401, top5_acc/: 0.9466, loss_cls/: 0.6422, loss/: 0.6422, grad_norm: 3.0807, top1_acc//aux0: 0.8600, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5193, loss//aux0: 0.5193 2020-10-16 07:36:52,087 - mmaction - INFO - Epoch [85][340/396] lr: 7.500e-05, eta: 1:43:11, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8409, top5_acc/: 0.9432, loss_cls/: 0.6407, loss/: 0.6407, grad_norm: 3.0897, top1_acc//aux0: 0.8660, top5_acc//aux0: 0.9584, loss_cls//aux0: 0.5075, loss//aux0: 0.5075 2020-10-16 07:36:52,532 - mmaction - INFO - Epoch [85][340/396] lr: 7.500e-05, eta: 1:43:13, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.8409, top5_acc/: 0.9432, loss_cls/: 0.6407, loss/: 0.6407, grad_norm: 3.0910, top1_acc//aux0: 0.8666, top5_acc//aux0: 0.9584, loss_cls//aux0: 0.5050, loss//aux0: 0.5050 2020-10-16 07:37:12,549 - mmaction - INFO - Epoch [85][360/396] lr: 7.500e-05, eta: 1:42:51, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8487, top5_acc/: 0.9521, loss_cls/: 0.6007, loss/: 0.6007, grad_norm: 3.0378, top1_acc//aux0: 0.8625, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5102, loss//aux0: 0.5102 2020-10-16 07:37:13,006 - mmaction - INFO - Epoch [85][360/396] lr: 7.500e-05, eta: 1:42:52, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8487, top5_acc/: 0.9521, loss_cls/: 0.6007, loss/: 0.6007, grad_norm: 3.0430, top1_acc//aux0: 0.8621, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5117, loss//aux0: 0.5117 2020-10-16 07:37:32,934 - mmaction - INFO - Epoch [85][380/396] lr: 7.500e-05, eta: 1:42:30, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8344, top5_acc/: 0.9482, loss_cls/: 0.6317, loss/: 0.6317, grad_norm: 3.0654, top1_acc//aux0: 0.8603, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5239, loss//aux0: 0.5239 2020-10-16 07:37:33,398 - mmaction - INFO - Epoch [85][380/396] lr: 7.500e-05, eta: 1:42:32, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8344, top5_acc/: 0.9482, loss_cls/: 0.6317, loss/: 0.6317, grad_norm: 3.0540, top1_acc//aux0: 0.8604, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5247, loss//aux0: 0.5247 2020-10-16 07:37:51,420 - mmaction - INFO - Saving checkpoint at 85 epochs 2020-10-16 07:39:06,607 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-16 07:39:06,724 - mmaction - INFO - top1_acc 0.7815 top5_acc 0.9355 2020-10-16 07:39:06,725 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-16 07:39:06,761 - mmaction - INFO - mean_acc 0.7820 2020-10-16 07:39:06,761 - mmaction - INFO - Now best checkpoint is epoch_85.pth 2020-10-16 07:39:06,767 - mmaction - INFO - Epoch(val) [85][396] top1_acc: 0.7815, top5_acc: 0.9355, mean_class_accuracy: 0.7820 2020-10-16 07:41:50,941 - mmaction - INFO - Epoch [86][20/396] lr: 7.500e-05, eta: 1:41:50, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8453, top5_acc/: 0.9474, loss_cls/: 0.6134, loss/: 0.6134, grad_norm: 3.0891, top1_acc//aux0: 0.8603, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5172, loss//aux0: 0.5172 2020-10-16 07:41:51,375 - mmaction - INFO - Epoch [86][20/396] lr: 7.500e-05, eta: 1:41:52, time: 0.503, data_time: 0.002, memory: 8335, top1_acc/: 0.8453, top5_acc/: 0.9474, loss_cls/: 0.6134, loss/: 0.6134, grad_norm: 3.0938, top1_acc//aux0: 0.8609, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5168, loss//aux0: 0.5168 2020-10-16 07:42:11,144 - mmaction - INFO - Epoch [86][40/396] lr: 7.500e-05, eta: 1:41:29, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8466, top5_acc/: 0.9518, loss_cls/: 0.6012, loss/: 0.6012, grad_norm: 3.0146, top1_acc//aux0: 0.8643, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5114, loss//aux0: 0.5114 2020-10-16 07:42:11,631 - mmaction - INFO - Epoch [86][40/396] lr: 7.500e-05, eta: 1:41:31, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.8466, top5_acc/: 0.9518, loss_cls/: 0.6012, loss/: 0.6012, grad_norm: 3.0359, top1_acc//aux0: 0.8635, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5136, loss//aux0: 0.5136 2020-10-16 07:42:31,553 - mmaction - INFO - Epoch [86][60/396] lr: 7.500e-05, eta: 1:41:08, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8326, top5_acc/: 0.9453, loss_cls/: 0.6679, loss/: 0.6679, grad_norm: 3.1461, top1_acc//aux0: 0.8609, top5_acc//aux0: 0.9594, loss_cls//aux0: 0.5131, loss//aux0: 0.5131 2020-10-16 07:42:31,999 - mmaction - INFO - Epoch [86][60/396] lr: 7.500e-05, eta: 1:41:10, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8326, top5_acc/: 0.9453, loss_cls/: 0.6679, loss/: 0.6679, grad_norm: 3.1196, top1_acc//aux0: 0.8614, top5_acc//aux0: 0.9596, loss_cls//aux0: 0.5108, loss//aux0: 0.5108 2020-10-16 07:42:52,093 - mmaction - INFO - Epoch [86][80/396] lr: 7.500e-05, eta: 1:40:48, time: 0.518, data_time: 0.000, memory: 8335, top1_acc/: 0.8404, top5_acc/: 0.9474, loss_cls/: 0.6314, loss/: 0.6314, grad_norm: 3.1637, top1_acc//aux0: 0.8588, top5_acc//aux0: 0.9559, loss_cls//aux0: 0.5283, loss//aux0: 0.5283 2020-10-16 07:42:52,545 - mmaction - INFO - Epoch [86][80/396] lr: 7.500e-05, eta: 1:40:50, time: 0.519, data_time: 0.003, memory: 8335, top1_acc/: 0.8404, top5_acc/: 0.9474, loss_cls/: 0.6314, loss/: 0.6314, grad_norm: 3.1390, top1_acc//aux0: 0.8583, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5303, loss//aux0: 0.5303 2020-10-16 07:43:12,502 - mmaction - INFO - Epoch [86][100/396] lr: 7.500e-05, eta: 1:40:27, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8362, top5_acc/: 0.9482, loss_cls/: 0.6390, loss/: 0.6390, grad_norm: 3.0810, top1_acc//aux0: 0.8579, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5263, loss//aux0: 0.5263 2020-10-16 07:43:12,952 - mmaction - INFO - Epoch [86][100/396] lr: 7.500e-05, eta: 1:40:29, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.8362, top5_acc/: 0.9482, loss_cls/: 0.6390, loss/: 0.6390, grad_norm: 3.0999, top1_acc//aux0: 0.8580, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5266, loss//aux0: 0.5266 2020-10-16 07:43:32,901 - mmaction - INFO - Epoch [86][120/396] lr: 7.500e-05, eta: 1:40:06, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8440, top5_acc/: 0.9523, loss_cls/: 0.5967, loss/: 0.5967, grad_norm: 3.0328, top1_acc//aux0: 0.8635, top5_acc//aux0: 0.9601, loss_cls//aux0: 0.5049, loss//aux0: 0.5049 2020-10-16 07:43:33,344 - mmaction - INFO - Epoch [86][120/396] lr: 7.500e-05, eta: 1:40:08, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.8440, top5_acc/: 0.9523, loss_cls/: 0.5967, loss/: 0.5967, grad_norm: 3.0376, top1_acc//aux0: 0.8640, top5_acc//aux0: 0.9604, loss_cls//aux0: 0.5015, loss//aux0: 0.5015 2020-10-16 07:43:53,343 - mmaction - INFO - Epoch [86][140/396] lr: 7.500e-05, eta: 1:39:46, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.8242, top5_acc/: 0.9430, loss_cls/: 0.6789, loss/: 0.6789, grad_norm: 3.0248, top1_acc//aux0: 0.8666, top5_acc//aux0: 0.9598, loss_cls//aux0: 0.4931, loss//aux0: 0.4931 2020-10-16 07:43:53,796 - mmaction - INFO - Epoch [86][140/396] lr: 7.500e-05, eta: 1:39:47, time: 0.516, data_time: 0.002, memory: 8335, top1_acc/: 0.8242, top5_acc/: 0.9430, loss_cls/: 0.6789, loss/: 0.6789, grad_norm: 3.0343, top1_acc//aux0: 0.8666, top5_acc//aux0: 0.9597, loss_cls//aux0: 0.4937, loss//aux0: 0.4937 2020-10-16 07:44:13,852 - mmaction - INFO - Epoch [86][160/396] lr: 7.500e-05, eta: 1:39:25, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8380, top5_acc/: 0.9482, loss_cls/: 0.6423, loss/: 0.6423, grad_norm: 3.0944, top1_acc//aux0: 0.8613, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5241, loss//aux0: 0.5241 2020-10-16 07:44:14,289 - mmaction - INFO - Epoch [86][160/396] lr: 7.500e-05, eta: 1:39:27, time: 0.514, data_time: 0.003, memory: 8335, top1_acc/: 0.8380, top5_acc/: 0.9482, loss_cls/: 0.6423, loss/: 0.6423, grad_norm: 3.1112, top1_acc//aux0: 0.8613, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5237, loss//aux0: 0.5237 2020-10-16 07:44:34,393 - mmaction - INFO - Epoch [86][180/396] lr: 7.500e-05, eta: 1:39:04, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8299, top5_acc/: 0.9406, loss_cls/: 0.6763, loss/: 0.6763, grad_norm: 3.1484, top1_acc//aux0: 0.8615, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5205, loss//aux0: 0.5205 2020-10-16 07:44:34,842 - mmaction - INFO - Epoch [86][180/396] lr: 7.500e-05, eta: 1:39:06, time: 0.513, data_time: 0.003, memory: 8335, top1_acc/: 0.8299, top5_acc/: 0.9406, loss_cls/: 0.6763, loss/: 0.6763, grad_norm: 3.1686, top1_acc//aux0: 0.8609, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5254, loss//aux0: 0.5254 2020-10-16 07:44:54,892 - mmaction - INFO - Epoch [86][200/396] lr: 7.500e-05, eta: 1:38:44, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8443, top5_acc/: 0.9461, loss_cls/: 0.6308, loss/: 0.6308, grad_norm: 3.1164, top1_acc//aux0: 0.8623, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5213, loss//aux0: 0.5213 2020-10-16 07:44:55,326 - mmaction - INFO - Epoch [86][200/396] lr: 7.500e-05, eta: 1:38:45, time: 0.515, data_time: 0.003, memory: 8335, top1_acc/: 0.8443, top5_acc/: 0.9461, loss_cls/: 0.6308, loss/: 0.6308, grad_norm: 3.1169, top1_acc//aux0: 0.8631, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5171, loss//aux0: 0.5171 2020-10-16 07:45:15,331 - mmaction - INFO - Epoch [86][220/396] lr: 7.500e-05, eta: 1:38:23, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8318, top5_acc/: 0.9422, loss_cls/: 0.6593, loss/: 0.6593, grad_norm: 3.0340, top1_acc//aux0: 0.8605, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5165, loss//aux0: 0.5165 2020-10-16 07:45:15,776 - mmaction - INFO - Epoch [86][220/396] lr: 7.500e-05, eta: 1:38:25, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.8318, top5_acc/: 0.9422, loss_cls/: 0.6593, loss/: 0.6593, grad_norm: 3.0337, top1_acc//aux0: 0.8610, top5_acc//aux0: 0.9580, loss_cls//aux0: 0.5143, loss//aux0: 0.5143 2020-10-16 07:45:35,699 - mmaction - INFO - Epoch [86][240/396] lr: 7.500e-05, eta: 1:38:02, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8417, top5_acc/: 0.9518, loss_cls/: 0.6310, loss/: 0.6310, grad_norm: 3.0793, top1_acc//aux0: 0.8623, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5166, loss//aux0: 0.5166 2020-10-16 07:45:36,171 - mmaction - INFO - Epoch [86][240/396] lr: 7.500e-05, eta: 1:38:04, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8417, top5_acc/: 0.9518, loss_cls/: 0.6310, loss/: 0.6310, grad_norm: 3.0647, top1_acc//aux0: 0.8619, top5_acc//aux0: 0.9578, loss_cls//aux0: 0.5171, loss//aux0: 0.5171 2020-10-16 07:45:56,147 - mmaction - INFO - Epoch [86][260/396] lr: 7.500e-05, eta: 1:37:42, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8427, top5_acc/: 0.9495, loss_cls/: 0.6171, loss/: 0.6171, grad_norm: 3.0686, top1_acc//aux0: 0.8617, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5200, loss//aux0: 0.5200 2020-10-16 07:45:56,606 - mmaction - INFO - Epoch [86][260/396] lr: 7.500e-05, eta: 1:37:43, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8427, top5_acc/: 0.9495, loss_cls/: 0.6171, loss/: 0.6171, grad_norm: 3.0739, top1_acc//aux0: 0.8615, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5244, loss//aux0: 0.5244 2020-10-16 07:46:16,596 - mmaction - INFO - Epoch [86][280/396] lr: 7.500e-05, eta: 1:37:21, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8255, top5_acc/: 0.9406, loss_cls/: 0.6752, loss/: 0.6752, grad_norm: 3.1114, top1_acc//aux0: 0.8621, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5184, loss//aux0: 0.5184 2020-10-16 07:46:17,035 - mmaction - INFO - Epoch [86][280/396] lr: 7.500e-05, eta: 1:37:23, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8255, top5_acc/: 0.9406, loss_cls/: 0.6752, loss/: 0.6752, grad_norm: 3.1256, top1_acc//aux0: 0.8621, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5149, loss//aux0: 0.5149 2020-10-16 07:46:37,167 - mmaction - INFO - Epoch [86][300/396] lr: 7.500e-05, eta: 1:37:00, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8294, top5_acc/: 0.9424, loss_cls/: 0.6741, loss/: 0.6741, grad_norm: 3.0633, top1_acc//aux0: 0.8664, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5007, loss//aux0: 0.5007 2020-10-16 07:46:37,629 - mmaction - INFO - Epoch [86][300/396] lr: 7.500e-05, eta: 1:37:02, time: 0.516, data_time: 0.003, memory: 8335, top1_acc/: 0.8294, top5_acc/: 0.9424, loss_cls/: 0.6741, loss/: 0.6741, grad_norm: 3.0671, top1_acc//aux0: 0.8665, top5_acc//aux0: 0.9577, loss_cls//aux0: 0.5022, loss//aux0: 0.5022 2020-10-16 07:46:57,873 - mmaction - INFO - Epoch [86][320/396] lr: 7.500e-05, eta: 1:36:40, time: 0.523, data_time: 0.000, memory: 8335, top1_acc/: 0.8331, top5_acc/: 0.9474, loss_cls/: 0.6562, loss/: 0.6562, grad_norm: 3.1392, top1_acc//aux0: 0.8638, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5149, loss//aux0: 0.5149 2020-10-16 07:46:58,328 - mmaction - INFO - Epoch [86][320/396] lr: 7.500e-05, eta: 1:36:41, time: 0.525, data_time: 0.003, memory: 8335, top1_acc/: 0.8331, top5_acc/: 0.9474, loss_cls/: 0.6562, loss/: 0.6562, grad_norm: 3.1461, top1_acc//aux0: 0.8630, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5168, loss//aux0: 0.5168 2020-10-16 07:47:18,191 - mmaction - INFO - Epoch [86][340/396] lr: 7.500e-05, eta: 1:36:19, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8393, top5_acc/: 0.9479, loss_cls/: 0.6478, loss/: 0.6478, grad_norm: 3.0887, top1_acc//aux0: 0.8600, top5_acc//aux0: 0.9554, loss_cls//aux0: 0.5241, loss//aux0: 0.5241 2020-10-16 07:47:18,632 - mmaction - INFO - Epoch [86][340/396] lr: 7.500e-05, eta: 1:36:21, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8393, top5_acc/: 0.9479, loss_cls/: 0.6478, loss/: 0.6478, grad_norm: 3.0886, top1_acc//aux0: 0.8602, top5_acc//aux0: 0.9553, loss_cls//aux0: 0.5237, loss//aux0: 0.5237 2020-10-16 07:47:38,532 - mmaction - INFO - Epoch [86][360/396] lr: 7.500e-05, eta: 1:35:58, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8500, top5_acc/: 0.9568, loss_cls/: 0.5950, loss/: 0.5950, grad_norm: 3.0692, top1_acc//aux0: 0.8615, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5151, loss//aux0: 0.5151 2020-10-16 07:47:38,999 - mmaction - INFO - Epoch [86][360/396] lr: 7.500e-05, eta: 1:36:00, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8500, top5_acc/: 0.9568, loss_cls/: 0.5950, loss/: 0.5950, grad_norm: 3.0616, top1_acc//aux0: 0.8621, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5117, loss//aux0: 0.5117 2020-10-16 07:47:59,165 - mmaction - INFO - Epoch [86][380/396] lr: 7.500e-05, eta: 1:35:38, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.8409, top5_acc/: 0.9487, loss_cls/: 0.6285, loss/: 0.6285, grad_norm: 3.0463, top1_acc//aux0: 0.8609, top5_acc//aux0: 0.9598, loss_cls//aux0: 0.5082, loss//aux0: 0.5082 2020-10-16 07:47:59,628 - mmaction - INFO - Epoch [86][380/396] lr: 7.500e-05, eta: 1:35:39, time: 0.517, data_time: 0.003, memory: 8335, top1_acc/: 0.8409, top5_acc/: 0.9487, loss_cls/: 0.6285, loss/: 0.6285, grad_norm: 3.0592, top1_acc//aux0: 0.8605, top5_acc//aux0: 0.9596, loss_cls//aux0: 0.5097, loss//aux0: 0.5097 2020-10-16 07:48:17,248 - mmaction - INFO - Saving checkpoint at 86 epochs 2020-10-16 07:50:47,772 - mmaction - INFO - Epoch [87][20/396] lr: 7.500e-05, eta: 1:34:58, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8531, top5_acc/: 0.9547, loss_cls/: 0.6064, loss/: 0.6064, grad_norm: 3.0837, top1_acc//aux0: 0.8653, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5123, loss//aux0: 0.5123 2020-10-16 07:50:48,246 - mmaction - INFO - Epoch [87][20/396] lr: 7.500e-05, eta: 1:34:59, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8531, top5_acc/: 0.9547, loss_cls/: 0.6064, loss/: 0.6064, grad_norm: 3.0818, top1_acc//aux0: 0.8657, top5_acc//aux0: 0.9588, loss_cls//aux0: 0.5089, loss//aux0: 0.5089 2020-10-16 07:51:07,927 - mmaction - INFO - Epoch [87][40/396] lr: 7.500e-05, eta: 1:34:37, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8352, top5_acc/: 0.9414, loss_cls/: 0.6475, loss/: 0.6475, grad_norm: 3.1403, top1_acc//aux0: 0.8622, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5254, loss//aux0: 0.5254 2020-10-16 07:51:08,384 - mmaction - INFO - Epoch [87][40/396] lr: 7.500e-05, eta: 1:34:39, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8352, top5_acc/: 0.9414, loss_cls/: 0.6475, loss/: 0.6475, grad_norm: 3.1460, top1_acc//aux0: 0.8622, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5284, loss//aux0: 0.5284 2020-10-16 07:51:28,170 - mmaction - INFO - Epoch [87][60/396] lr: 7.500e-05, eta: 1:34:16, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8432, top5_acc/: 0.9461, loss_cls/: 0.6190, loss/: 0.6190, grad_norm: 3.1355, top1_acc//aux0: 0.8594, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5276, loss//aux0: 0.5276 2020-10-16 07:51:28,642 - mmaction - INFO - Epoch [87][60/396] lr: 7.500e-05, eta: 1:34:18, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8432, top5_acc/: 0.9461, loss_cls/: 0.6190, loss/: 0.6190, grad_norm: 3.1227, top1_acc//aux0: 0.8592, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5263, loss//aux0: 0.5263 2020-10-16 07:51:48,471 - mmaction - INFO - Epoch [87][80/396] lr: 7.500e-05, eta: 1:33:56, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8391, top5_acc/: 0.9487, loss_cls/: 0.6242, loss/: 0.6242, grad_norm: 3.1302, top1_acc//aux0: 0.8632, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5144, loss//aux0: 0.5144 2020-10-16 07:51:48,928 - mmaction - INFO - Epoch [87][80/396] lr: 7.500e-05, eta: 1:33:57, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8391, top5_acc/: 0.9487, loss_cls/: 0.6242, loss/: 0.6242, grad_norm: 3.1445, top1_acc//aux0: 0.8626, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5179, loss//aux0: 0.5179 2020-10-16 07:52:08,840 - mmaction - INFO - Epoch [87][100/396] lr: 7.500e-05, eta: 1:33:35, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8406, top5_acc/: 0.9482, loss_cls/: 0.6369, loss/: 0.6369, grad_norm: 3.0963, top1_acc//aux0: 0.8573, top5_acc//aux0: 0.9552, loss_cls//aux0: 0.5254, loss//aux0: 0.5254 2020-10-16 07:52:09,275 - mmaction - INFO - Epoch [87][100/396] lr: 7.500e-05, eta: 1:33:37, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8406, top5_acc/: 0.9482, loss_cls/: 0.6369, loss/: 0.6369, grad_norm: 3.1054, top1_acc//aux0: 0.8568, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5252, loss//aux0: 0.5252 2020-10-16 07:52:29,278 - mmaction - INFO - Epoch [87][120/396] lr: 7.500e-05, eta: 1:33:14, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8469, top5_acc/: 0.9482, loss_cls/: 0.6198, loss/: 0.6198, grad_norm: 3.1795, top1_acc//aux0: 0.8627, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5203, loss//aux0: 0.5203 2020-10-16 07:52:29,735 - mmaction - INFO - Epoch [87][120/396] lr: 7.500e-05, eta: 1:33:16, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.8469, top5_acc/: 0.9482, loss_cls/: 0.6198, loss/: 0.6198, grad_norm: 3.1615, top1_acc//aux0: 0.8639, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5170, loss//aux0: 0.5170 2020-10-16 07:52:49,589 - mmaction - INFO - Epoch [87][140/396] lr: 7.500e-05, eta: 1:32:54, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8284, top5_acc/: 0.9424, loss_cls/: 0.6874, loss/: 0.6874, grad_norm: 3.1616, top1_acc//aux0: 0.8604, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5183, loss//aux0: 0.5183 2020-10-16 07:52:50,069 - mmaction - INFO - Epoch [87][140/396] lr: 7.500e-05, eta: 1:32:55, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8284, top5_acc/: 0.9424, loss_cls/: 0.6874, loss/: 0.6874, grad_norm: 3.1250, top1_acc//aux0: 0.8604, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5175, loss//aux0: 0.5175 2020-10-16 07:53:10,092 - mmaction - INFO - Epoch [87][160/396] lr: 7.500e-05, eta: 1:32:33, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.8432, top5_acc/: 0.9516, loss_cls/: 0.6238, loss/: 0.6238, grad_norm: 3.1224, top1_acc//aux0: 0.8619, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5156, loss//aux0: 0.5156 2020-10-16 07:53:10,543 - mmaction - INFO - Epoch [87][160/396] lr: 7.500e-05, eta: 1:32:35, time: 0.518, data_time: 0.002, memory: 8335, top1_acc/: 0.8432, top5_acc/: 0.9516, loss_cls/: 0.6238, loss/: 0.6238, grad_norm: 3.1039, top1_acc//aux0: 0.8621, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5159, loss//aux0: 0.5159 2020-10-16 07:53:30,468 - mmaction - INFO - Epoch [87][180/396] lr: 7.500e-05, eta: 1:32:12, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8323, top5_acc/: 0.9432, loss_cls/: 0.6608, loss/: 0.6608, grad_norm: 3.0825, top1_acc//aux0: 0.8655, top5_acc//aux0: 0.9595, loss_cls//aux0: 0.5040, loss//aux0: 0.5040 2020-10-16 07:53:30,903 - mmaction - INFO - Epoch [87][180/396] lr: 7.500e-05, eta: 1:32:14, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.8323, top5_acc/: 0.9432, loss_cls/: 0.6608, loss/: 0.6608, grad_norm: 3.0846, top1_acc//aux0: 0.8641, top5_acc//aux0: 0.9591, loss_cls//aux0: 0.5094, loss//aux0: 0.5094 2020-10-16 07:53:50,851 - mmaction - INFO - Epoch [87][200/396] lr: 7.500e-05, eta: 1:31:52, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8557, top5_acc/: 0.9549, loss_cls/: 0.5843, loss/: 0.5843, grad_norm: 3.1100, top1_acc//aux0: 0.8601, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5211, loss//aux0: 0.5211 2020-10-16 07:53:51,292 - mmaction - INFO - Epoch [87][200/396] lr: 7.500e-05, eta: 1:31:53, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.8557, top5_acc/: 0.9549, loss_cls/: 0.5843, loss/: 0.5843, grad_norm: 3.1254, top1_acc//aux0: 0.8600, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5201, loss//aux0: 0.5201 2020-10-16 07:54:11,248 - mmaction - INFO - Epoch [87][220/396] lr: 7.500e-05, eta: 1:31:31, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8292, top5_acc/: 0.9464, loss_cls/: 0.6601, loss/: 0.6601, grad_norm: 3.0902, top1_acc//aux0: 0.8649, top5_acc//aux0: 0.9596, loss_cls//aux0: 0.5084, loss//aux0: 0.5084 2020-10-16 07:54:11,726 - mmaction - INFO - Epoch [87][220/396] lr: 7.500e-05, eta: 1:31:33, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8292, top5_acc/: 0.9464, loss_cls/: 0.6601, loss/: 0.6601, grad_norm: 3.0828, top1_acc//aux0: 0.8655, top5_acc//aux0: 0.9593, loss_cls//aux0: 0.5064, loss//aux0: 0.5064 2020-10-16 07:54:31,829 - mmaction - INFO - Epoch [87][240/396] lr: 7.500e-05, eta: 1:31:10, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.8555, top5_acc/: 0.9523, loss_cls/: 0.5899, loss/: 0.5899, grad_norm: 3.1039, top1_acc//aux0: 0.8622, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5187, loss//aux0: 0.5187 2020-10-16 07:54:32,281 - mmaction - INFO - Epoch [87][240/396] lr: 7.500e-05, eta: 1:31:12, time: 0.515, data_time: 0.002, memory: 8335, top1_acc/: 0.8555, top5_acc/: 0.9523, loss_cls/: 0.5899, loss/: 0.5899, grad_norm: 3.1065, top1_acc//aux0: 0.8619, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5201, loss//aux0: 0.5201 2020-10-16 07:54:52,422 - mmaction - INFO - Epoch [87][260/396] lr: 7.500e-05, eta: 1:30:50, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.8349, top5_acc/: 0.9451, loss_cls/: 0.6486, loss/: 0.6486, grad_norm: 3.1582, top1_acc//aux0: 0.8585, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5236, loss//aux0: 0.5236 2020-10-16 07:54:52,868 - mmaction - INFO - Epoch [87][260/396] lr: 7.500e-05, eta: 1:30:51, time: 0.514, data_time: 0.003, memory: 8335, top1_acc/: 0.8349, top5_acc/: 0.9451, loss_cls/: 0.6486, loss/: 0.6486, grad_norm: 3.1502, top1_acc//aux0: 0.8595, top5_acc//aux0: 0.9590, loss_cls//aux0: 0.5204, loss//aux0: 0.5204 2020-10-16 07:55:12,980 - mmaction - INFO - Epoch [87][280/396] lr: 7.500e-05, eta: 1:30:29, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.8375, top5_acc/: 0.9518, loss_cls/: 0.6193, loss/: 0.6193, grad_norm: 2.9947, top1_acc//aux0: 0.8667, top5_acc//aux0: 0.9599, loss_cls//aux0: 0.4970, loss//aux0: 0.4970 2020-10-16 07:55:13,455 - mmaction - INFO - Epoch [87][280/396] lr: 7.500e-05, eta: 1:30:31, time: 0.517, data_time: 0.003, memory: 8335, top1_acc/: 0.8375, top5_acc/: 0.9518, loss_cls/: 0.6193, loss/: 0.6193, grad_norm: 2.9947, top1_acc//aux0: 0.8666, top5_acc//aux0: 0.9597, loss_cls//aux0: 0.4976, loss//aux0: 0.4976 2020-10-16 07:55:33,396 - mmaction - INFO - Epoch [87][300/396] lr: 7.500e-05, eta: 1:30:09, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8341, top5_acc/: 0.9417, loss_cls/: 0.6594, loss/: 0.6594, grad_norm: 3.0394, top1_acc//aux0: 0.8630, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5092, loss//aux0: 0.5092 2020-10-16 07:55:33,833 - mmaction - INFO - Epoch [87][300/396] lr: 7.500e-05, eta: 1:30:10, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8341, top5_acc/: 0.9417, loss_cls/: 0.6594, loss/: 0.6594, grad_norm: 3.0356, top1_acc//aux0: 0.8637, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5076, loss//aux0: 0.5076 2020-10-16 07:55:53,965 - mmaction - INFO - Epoch [87][320/396] lr: 7.500e-05, eta: 1:29:48, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8388, top5_acc/: 0.9456, loss_cls/: 0.6423, loss/: 0.6423, grad_norm: 3.0464, top1_acc//aux0: 0.8633, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5179, loss//aux0: 0.5179 2020-10-16 07:55:54,417 - mmaction - INFO - Epoch [87][320/396] lr: 7.500e-05, eta: 1:29:49, time: 0.510, data_time: 0.001, memory: 8335, top1_acc/: 0.8388, top5_acc/: 0.9456, loss_cls/: 0.6423, loss/: 0.6423, grad_norm: 3.0415, top1_acc//aux0: 0.8629, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5208, loss//aux0: 0.5208 2020-10-16 07:56:14,501 - mmaction - INFO - Epoch [87][340/396] lr: 7.500e-05, eta: 1:29:27, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.8339, top5_acc/: 0.9466, loss_cls/: 0.6469, loss/: 0.6469, grad_norm: 3.1344, top1_acc//aux0: 0.8591, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5351, loss//aux0: 0.5351 2020-10-16 07:56:14,947 - mmaction - INFO - Epoch [87][340/396] lr: 7.500e-05, eta: 1:29:29, time: 0.514, data_time: 0.003, memory: 8335, top1_acc/: 0.8339, top5_acc/: 0.9466, loss_cls/: 0.6469, loss/: 0.6469, grad_norm: 3.1446, top1_acc//aux0: 0.8582, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5384, loss//aux0: 0.5384 2020-10-16 07:56:34,799 - mmaction - INFO - Epoch [87][360/396] lr: 7.500e-05, eta: 1:29:07, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8503, top5_acc/: 0.9508, loss_cls/: 0.6053, loss/: 0.6053, grad_norm: 3.1168, top1_acc//aux0: 0.8591, top5_acc//aux0: 0.9603, loss_cls//aux0: 0.5186, loss//aux0: 0.5186 2020-10-16 07:56:35,244 - mmaction - INFO - Epoch [87][360/396] lr: 7.500e-05, eta: 1:29:08, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8503, top5_acc/: 0.9508, loss_cls/: 0.6053, loss/: 0.6053, grad_norm: 3.1274, top1_acc//aux0: 0.8582, top5_acc//aux0: 0.9602, loss_cls//aux0: 0.5204, loss//aux0: 0.5204 2020-10-16 07:56:55,247 - mmaction - INFO - Epoch [87][380/396] lr: 7.500e-05, eta: 1:28:46, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8378, top5_acc/: 0.9518, loss_cls/: 0.6259, loss/: 0.6259, grad_norm: 3.0629, top1_acc//aux0: 0.8579, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5161, loss//aux0: 0.5161 2020-10-16 07:56:55,699 - mmaction - INFO - Epoch [87][380/396] lr: 7.500e-05, eta: 1:28:47, time: 0.513, data_time: 0.003, memory: 8335, top1_acc/: 0.8378, top5_acc/: 0.9518, loss_cls/: 0.6259, loss/: 0.6259, grad_norm: 3.0649, top1_acc//aux0: 0.8603, top5_acc//aux0: 0.9593, loss_cls//aux0: 0.5073, loss//aux0: 0.5073 2020-10-16 07:57:13,911 - mmaction - INFO - Saving checkpoint at 87 epochs 2020-10-16 07:59:47,377 - mmaction - INFO - Epoch [88][20/396] lr: 7.500e-05, eta: 1:28:06, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8401, top5_acc/: 0.9435, loss_cls/: 0.6366, loss/: 0.6366, grad_norm: 3.1263, top1_acc//aux0: 0.8594, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5280, loss//aux0: 0.5280 2020-10-16 07:59:47,830 - mmaction - INFO - Epoch [88][20/396] lr: 7.500e-05, eta: 1:28:08, time: 0.503, data_time: 0.003, memory: 8335, top1_acc/: 0.8401, top5_acc/: 0.9435, loss_cls/: 0.6366, loss/: 0.6366, grad_norm: 3.1476, top1_acc//aux0: 0.8595, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5264, loss//aux0: 0.5264 2020-10-16 08:00:07,910 - mmaction - INFO - Epoch [88][40/396] lr: 7.500e-05, eta: 1:27:46, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.8448, top5_acc/: 0.9466, loss_cls/: 0.6232, loss/: 0.6232, grad_norm: 3.0626, top1_acc//aux0: 0.8648, top5_acc//aux0: 0.9606, loss_cls//aux0: 0.5035, loss//aux0: 0.5035 2020-10-16 08:00:08,402 - mmaction - INFO - Epoch [88][40/396] lr: 7.500e-05, eta: 1:27:47, time: 0.519, data_time: 0.002, memory: 8335, top1_acc/: 0.8448, top5_acc/: 0.9466, loss_cls/: 0.6232, loss/: 0.6232, grad_norm: 3.0594, top1_acc//aux0: 0.8653, top5_acc//aux0: 0.9602, loss_cls//aux0: 0.5033, loss//aux0: 0.5033 2020-10-16 08:00:28,177 - mmaction - INFO - Epoch [88][60/396] lr: 7.500e-05, eta: 1:27:25, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8406, top5_acc/: 0.9435, loss_cls/: 0.6338, loss/: 0.6338, grad_norm: 3.1175, top1_acc//aux0: 0.8628, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5039, loss//aux0: 0.5039 2020-10-16 08:00:28,605 - mmaction - INFO - Epoch [88][60/396] lr: 7.500e-05, eta: 1:27:26, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.8406, top5_acc/: 0.9435, loss_cls/: 0.6338, loss/: 0.6338, grad_norm: 3.1062, top1_acc//aux0: 0.8623, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5052, loss//aux0: 0.5052 2020-10-16 08:00:48,509 - mmaction - INFO - Epoch [88][80/396] lr: 7.500e-05, eta: 1:27:04, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8378, top5_acc/: 0.9458, loss_cls/: 0.6389, loss/: 0.6389, grad_norm: 3.0823, top1_acc//aux0: 0.8638, top5_acc//aux0: 0.9584, loss_cls//aux0: 0.5109, loss//aux0: 0.5109 2020-10-16 08:00:48,961 - mmaction - INFO - Epoch [88][80/396] lr: 7.500e-05, eta: 1:27:06, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8378, top5_acc/: 0.9458, loss_cls/: 0.6389, loss/: 0.6389, grad_norm: 3.0922, top1_acc//aux0: 0.8639, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5095, loss//aux0: 0.5095 2020-10-16 08:01:08,834 - mmaction - INFO - Epoch [88][100/396] lr: 7.500e-05, eta: 1:26:44, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8461, top5_acc/: 0.9497, loss_cls/: 0.6233, loss/: 0.6233, grad_norm: 3.0601, top1_acc//aux0: 0.8665, top5_acc//aux0: 0.9614, loss_cls//aux0: 0.4921, loss//aux0: 0.4921 2020-10-16 08:01:09,287 - mmaction - INFO - Epoch [88][100/396] lr: 7.500e-05, eta: 1:26:45, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8461, top5_acc/: 0.9497, loss_cls/: 0.6233, loss/: 0.6233, grad_norm: 3.0468, top1_acc//aux0: 0.8672, top5_acc//aux0: 0.9614, loss_cls//aux0: 0.4897, loss//aux0: 0.4897 2020-10-16 08:01:29,246 - mmaction - INFO - Epoch [88][120/396] lr: 7.500e-05, eta: 1:26:23, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8435, top5_acc/: 0.9531, loss_cls/: 0.6342, loss/: 0.6342, grad_norm: 3.0538, top1_acc//aux0: 0.8629, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5128, loss//aux0: 0.5128 2020-10-16 08:01:29,696 - mmaction - INFO - Epoch [88][120/396] lr: 7.500e-05, eta: 1:26:24, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.8435, top5_acc/: 0.9531, loss_cls/: 0.6342, loss/: 0.6342, grad_norm: 3.0547, top1_acc//aux0: 0.8626, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5159, loss//aux0: 0.5159 2020-10-16 08:01:49,726 - mmaction - INFO - Epoch [88][140/396] lr: 7.500e-05, eta: 1:26:02, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8406, top5_acc/: 0.9432, loss_cls/: 0.6466, loss/: 0.6466, grad_norm: 3.1281, top1_acc//aux0: 0.8615, top5_acc//aux0: 0.9578, loss_cls//aux0: 0.5164, loss//aux0: 0.5164 2020-10-16 08:01:50,236 - mmaction - INFO - Epoch [88][140/396] lr: 7.500e-05, eta: 1:26:04, time: 0.512, data_time: 0.006, memory: 8335, top1_acc/: 0.8406, top5_acc/: 0.9432, loss_cls/: 0.6466, loss/: 0.6466, grad_norm: 3.1520, top1_acc//aux0: 0.8614, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5155, loss//aux0: 0.5155 2020-10-16 08:02:10,289 - mmaction - INFO - Epoch [88][160/396] lr: 7.500e-05, eta: 1:25:42, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8547, top5_acc/: 0.9510, loss_cls/: 0.6098, loss/: 0.6098, grad_norm: 3.0844, top1_acc//aux0: 0.8622, top5_acc//aux0: 0.9607, loss_cls//aux0: 0.5105, loss//aux0: 0.5105 2020-10-16 08:02:10,736 - mmaction - INFO - Epoch [88][160/396] lr: 7.500e-05, eta: 1:25:43, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8547, top5_acc/: 0.9510, loss_cls/: 0.6098, loss/: 0.6098, grad_norm: 3.1094, top1_acc//aux0: 0.8610, top5_acc//aux0: 0.9598, loss_cls//aux0: 0.5159, loss//aux0: 0.5159 2020-10-16 08:02:30,667 - mmaction - INFO - Epoch [88][180/396] lr: 7.500e-05, eta: 1:25:21, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8388, top5_acc/: 0.9464, loss_cls/: 0.6420, loss/: 0.6420, grad_norm: 3.1700, top1_acc//aux0: 0.8610, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5163, loss//aux0: 0.5163 2020-10-16 08:02:31,124 - mmaction - INFO - Epoch [88][180/396] lr: 7.500e-05, eta: 1:25:22, time: 0.512, data_time: 0.001, memory: 8335, top1_acc/: 0.8388, top5_acc/: 0.9464, loss_cls/: 0.6420, loss/: 0.6420, grad_norm: 3.1637, top1_acc//aux0: 0.8626, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5121, loss//aux0: 0.5121 2020-10-16 08:02:51,168 - mmaction - INFO - Epoch [88][200/396] lr: 7.500e-05, eta: 1:25:00, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8487, top5_acc/: 0.9484, loss_cls/: 0.6339, loss/: 0.6339, grad_norm: 3.0986, top1_acc//aux0: 0.8635, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5109, loss//aux0: 0.5109 2020-10-16 08:02:51,619 - mmaction - INFO - Epoch [88][200/396] lr: 7.500e-05, eta: 1:25:02, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8487, top5_acc/: 0.9484, loss_cls/: 0.6339, loss/: 0.6339, grad_norm: 3.0935, top1_acc//aux0: 0.8614, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5161, loss//aux0: 0.5161 2020-10-16 08:03:11,398 - mmaction - INFO - Epoch [88][220/396] lr: 7.500e-05, eta: 1:24:40, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8393, top5_acc/: 0.9417, loss_cls/: 0.6524, loss/: 0.6524, grad_norm: 3.0696, top1_acc//aux0: 0.8613, top5_acc//aux0: 0.9553, loss_cls//aux0: 0.5177, loss//aux0: 0.5177 2020-10-16 08:03:11,849 - mmaction - INFO - Epoch [88][220/396] lr: 7.500e-05, eta: 1:24:41, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8393, top5_acc/: 0.9417, loss_cls/: 0.6524, loss/: 0.6524, grad_norm: 3.0485, top1_acc//aux0: 0.8639, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5077, loss//aux0: 0.5077 2020-10-16 08:03:31,782 - mmaction - INFO - Epoch [88][240/396] lr: 7.500e-05, eta: 1:24:19, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8388, top5_acc/: 0.9529, loss_cls/: 0.6272, loss/: 0.6272, grad_norm: 3.1114, top1_acc//aux0: 0.8608, top5_acc//aux0: 0.9593, loss_cls//aux0: 0.5125, loss//aux0: 0.5125 2020-10-16 08:03:32,241 - mmaction - INFO - Epoch [88][240/396] lr: 7.500e-05, eta: 1:24:20, time: 0.510, data_time: 0.004, memory: 8335, top1_acc/: 0.8388, top5_acc/: 0.9529, loss_cls/: 0.6272, loss/: 0.6272, grad_norm: 3.0874, top1_acc//aux0: 0.8605, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5153, loss//aux0: 0.5153 2020-10-16 08:03:52,231 - mmaction - INFO - Epoch [88][260/396] lr: 7.500e-05, eta: 1:23:58, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8477, top5_acc/: 0.9513, loss_cls/: 0.6051, loss/: 0.6051, grad_norm: 3.1435, top1_acc//aux0: 0.8632, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5127, loss//aux0: 0.5127 2020-10-16 08:03:52,667 - mmaction - INFO - Epoch [88][260/396] lr: 7.500e-05, eta: 1:24:00, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8477, top5_acc/: 0.9513, loss_cls/: 0.6051, loss/: 0.6051, grad_norm: 3.1508, top1_acc//aux0: 0.8618, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5174, loss//aux0: 0.5174 2020-10-16 08:04:12,772 - mmaction - INFO - Epoch [88][280/396] lr: 7.500e-05, eta: 1:23:38, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8490, top5_acc/: 0.9536, loss_cls/: 0.5964, loss/: 0.5964, grad_norm: 3.0624, top1_acc//aux0: 0.8616, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5191, loss//aux0: 0.5191 2020-10-16 08:04:13,214 - mmaction - INFO - Epoch [88][280/396] lr: 7.500e-05, eta: 1:23:39, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8490, top5_acc/: 0.9536, loss_cls/: 0.5964, loss/: 0.5964, grad_norm: 3.0630, top1_acc//aux0: 0.8624, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5152, loss//aux0: 0.5152 2020-10-16 08:04:33,151 - mmaction - INFO - Epoch [88][300/396] lr: 7.500e-05, eta: 1:23:17, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8315, top5_acc/: 0.9445, loss_cls/: 0.6604, loss/: 0.6604, grad_norm: 3.1165, top1_acc//aux0: 0.8638, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5085, loss//aux0: 0.5085 2020-10-16 08:04:33,612 - mmaction - INFO - Epoch [88][300/396] lr: 7.500e-05, eta: 1:23:18, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8315, top5_acc/: 0.9445, loss_cls/: 0.6604, loss/: 0.6604, grad_norm: 3.1127, top1_acc//aux0: 0.8640, top5_acc//aux0: 0.9577, loss_cls//aux0: 0.5108, loss//aux0: 0.5108 2020-10-16 08:04:53,462 - mmaction - INFO - Epoch [88][320/396] lr: 7.500e-05, eta: 1:22:56, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8367, top5_acc/: 0.9477, loss_cls/: 0.6467, loss/: 0.6467, grad_norm: 3.1224, top1_acc//aux0: 0.8612, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5214, loss//aux0: 0.5214 2020-10-16 08:04:53,909 - mmaction - INFO - Epoch [88][320/396] lr: 7.500e-05, eta: 1:22:58, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8367, top5_acc/: 0.9477, loss_cls/: 0.6467, loss/: 0.6467, grad_norm: 3.1052, top1_acc//aux0: 0.8606, top5_acc//aux0: 0.9577, loss_cls//aux0: 0.5208, loss//aux0: 0.5208 2020-10-16 08:05:13,895 - mmaction - INFO - Epoch [88][340/396] lr: 7.500e-05, eta: 1:22:36, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8294, top5_acc/: 0.9492, loss_cls/: 0.6642, loss/: 0.6642, grad_norm: 3.1646, top1_acc//aux0: 0.8604, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5148, loss//aux0: 0.5148 2020-10-16 08:05:14,351 - mmaction - INFO - Epoch [88][340/396] lr: 7.500e-05, eta: 1:22:37, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8294, top5_acc/: 0.9492, loss_cls/: 0.6642, loss/: 0.6642, grad_norm: 3.1811, top1_acc//aux0: 0.8597, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5173, loss//aux0: 0.5173 2020-10-16 08:05:34,320 - mmaction - INFO - Epoch [88][360/396] lr: 7.500e-05, eta: 1:22:15, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8253, top5_acc/: 0.9440, loss_cls/: 0.6673, loss/: 0.6673, grad_norm: 3.1286, top1_acc//aux0: 0.8630, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5150, loss//aux0: 0.5150 2020-10-16 08:05:34,766 - mmaction - INFO - Epoch [88][360/396] lr: 7.500e-05, eta: 1:22:16, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8253, top5_acc/: 0.9440, loss_cls/: 0.6673, loss/: 0.6673, grad_norm: 3.1422, top1_acc//aux0: 0.8638, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5121, loss//aux0: 0.5121 2020-10-16 08:05:54,663 - mmaction - INFO - Epoch [88][380/396] lr: 7.500e-05, eta: 1:21:54, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8458, top5_acc/: 0.9529, loss_cls/: 0.6059, loss/: 0.6059, grad_norm: 3.0748, top1_acc//aux0: 0.8616, top5_acc//aux0: 0.9596, loss_cls//aux0: 0.5097, loss//aux0: 0.5097 2020-10-16 08:05:55,104 - mmaction - INFO - Epoch [88][380/396] lr: 7.500e-05, eta: 1:21:56, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.8458, top5_acc/: 0.9529, loss_cls/: 0.6059, loss/: 0.6059, grad_norm: 3.0720, top1_acc//aux0: 0.8624, top5_acc//aux0: 0.9595, loss_cls//aux0: 0.5077, loss//aux0: 0.5077 2020-10-16 08:06:12,365 - mmaction - INFO - Saving checkpoint at 88 epochs 2020-10-16 08:09:03,417 - mmaction - INFO - Epoch [89][20/396] lr: 7.500e-05, eta: 1:21:15, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8474, top5_acc/: 0.9497, loss_cls/: 0.6104, loss/: 0.6104, grad_norm: 3.1364, top1_acc//aux0: 0.8620, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5143, loss//aux0: 0.5143 2020-10-16 08:09:03,850 - mmaction - INFO - Epoch [89][20/396] lr: 7.500e-05, eta: 1:21:16, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8474, top5_acc/: 0.9497, loss_cls/: 0.6104, loss/: 0.6104, grad_norm: 3.1459, top1_acc//aux0: 0.8622, top5_acc//aux0: 0.9580, loss_cls//aux0: 0.5142, loss//aux0: 0.5142 2020-10-16 08:09:23,695 - mmaction - INFO - Epoch [89][40/396] lr: 7.500e-05, eta: 1:20:54, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8440, top5_acc/: 0.9490, loss_cls/: 0.6149, loss/: 0.6149, grad_norm: 3.1818, top1_acc//aux0: 0.8575, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5313, loss//aux0: 0.5313 2020-10-16 08:09:24,138 - mmaction - INFO - Epoch [89][40/396] lr: 7.500e-05, eta: 1:20:56, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8440, top5_acc/: 0.9490, loss_cls/: 0.6149, loss/: 0.6149, grad_norm: 3.1803, top1_acc//aux0: 0.8575, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5309, loss//aux0: 0.5309 2020-10-16 08:09:44,289 - mmaction - INFO - Epoch [89][60/396] lr: 7.500e-05, eta: 1:20:34, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.8344, top5_acc/: 0.9409, loss_cls/: 0.6690, loss/: 0.6690, grad_norm: 3.1215, top1_acc//aux0: 0.8606, top5_acc//aux0: 0.9577, loss_cls//aux0: 0.5224, loss//aux0: 0.5224 2020-10-16 08:09:44,755 - mmaction - INFO - Epoch [89][60/396] lr: 7.500e-05, eta: 1:20:35, time: 0.522, data_time: 0.007, memory: 8335, top1_acc/: 0.8344, top5_acc/: 0.9409, loss_cls/: 0.6690, loss/: 0.6690, grad_norm: 3.1240, top1_acc//aux0: 0.8600, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5267, loss//aux0: 0.5267 2020-10-16 08:10:04,746 - mmaction - INFO - Epoch [89][80/396] lr: 7.500e-05, eta: 1:20:13, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8409, top5_acc/: 0.9495, loss_cls/: 0.6228, loss/: 0.6228, grad_norm: 3.0996, top1_acc//aux0: 0.8607, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5250, loss//aux0: 0.5250 2020-10-16 08:10:05,181 - mmaction - INFO - Epoch [89][80/396] lr: 7.500e-05, eta: 1:20:15, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8409, top5_acc/: 0.9495, loss_cls/: 0.6228, loss/: 0.6228, grad_norm: 3.0847, top1_acc//aux0: 0.8619, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5184, loss//aux0: 0.5184 2020-10-16 08:10:24,967 - mmaction - INFO - Epoch [89][100/396] lr: 7.500e-05, eta: 1:19:52, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8380, top5_acc/: 0.9466, loss_cls/: 0.6569, loss/: 0.6569, grad_norm: 3.0731, top1_acc//aux0: 0.8667, top5_acc//aux0: 0.9578, loss_cls//aux0: 0.5114, loss//aux0: 0.5114 2020-10-16 08:10:25,424 - mmaction - INFO - Epoch [89][100/396] lr: 7.500e-05, eta: 1:19:54, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8380, top5_acc/: 0.9466, loss_cls/: 0.6569, loss/: 0.6569, grad_norm: 3.0754, top1_acc//aux0: 0.8656, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5152, loss//aux0: 0.5152 2020-10-16 08:10:45,212 - mmaction - INFO - Epoch [89][120/396] lr: 7.500e-05, eta: 1:19:32, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8357, top5_acc/: 0.9484, loss_cls/: 0.6377, loss/: 0.6377, grad_norm: 3.1328, top1_acc//aux0: 0.8580, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5218, loss//aux0: 0.5218 2020-10-16 08:10:45,667 - mmaction - INFO - Epoch [89][120/396] lr: 7.500e-05, eta: 1:19:33, time: 0.503, data_time: 0.003, memory: 8335, top1_acc/: 0.8357, top5_acc/: 0.9484, loss_cls/: 0.6377, loss/: 0.6377, grad_norm: 3.1266, top1_acc//aux0: 0.8585, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5207, loss//aux0: 0.5207 2020-10-16 08:11:05,531 - mmaction - INFO - Epoch [89][140/396] lr: 7.500e-05, eta: 1:19:11, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8401, top5_acc/: 0.9497, loss_cls/: 0.6248, loss/: 0.6248, grad_norm: 3.0785, top1_acc//aux0: 0.8627, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5116, loss//aux0: 0.5116 2020-10-16 08:11:05,976 - mmaction - INFO - Epoch [89][140/396] lr: 7.500e-05, eta: 1:19:13, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8401, top5_acc/: 0.9497, loss_cls/: 0.6248, loss/: 0.6248, grad_norm: 3.0784, top1_acc//aux0: 0.8632, top5_acc//aux0: 0.9588, loss_cls//aux0: 0.5085, loss//aux0: 0.5085 2020-10-16 08:11:25,884 - mmaction - INFO - Epoch [89][160/396] lr: 7.500e-05, eta: 1:18:51, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8383, top5_acc/: 0.9445, loss_cls/: 0.6643, loss/: 0.6643, grad_norm: 3.1191, top1_acc//aux0: 0.8593, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5178, loss//aux0: 0.5178 2020-10-16 08:11:26,339 - mmaction - INFO - Epoch [89][160/396] lr: 7.500e-05, eta: 1:18:52, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8383, top5_acc/: 0.9445, loss_cls/: 0.6643, loss/: 0.6643, grad_norm: 3.1369, top1_acc//aux0: 0.8580, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5233, loss//aux0: 0.5233 2020-10-16 08:11:46,267 - mmaction - INFO - Epoch [89][180/396] lr: 7.500e-05, eta: 1:18:30, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8419, top5_acc/: 0.9492, loss_cls/: 0.6230, loss/: 0.6230, grad_norm: 3.1364, top1_acc//aux0: 0.8569, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5254, loss//aux0: 0.5254 2020-10-16 08:11:46,709 - mmaction - INFO - Epoch [89][180/396] lr: 7.500e-05, eta: 1:18:31, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.8419, top5_acc/: 0.9492, loss_cls/: 0.6230, loss/: 0.6230, grad_norm: 3.1540, top1_acc//aux0: 0.8580, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5216, loss//aux0: 0.5216 2020-10-16 08:12:06,674 - mmaction - INFO - Epoch [89][200/396] lr: 7.500e-05, eta: 1:18:09, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8456, top5_acc/: 0.9443, loss_cls/: 0.6381, loss/: 0.6381, grad_norm: 3.0743, top1_acc//aux0: 0.8643, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5059, loss//aux0: 0.5059 2020-10-16 08:12:07,121 - mmaction - INFO - Epoch [89][200/396] lr: 7.500e-05, eta: 1:18:11, time: 0.515, data_time: 0.002, memory: 8335, top1_acc/: 0.8456, top5_acc/: 0.9443, loss_cls/: 0.6381, loss/: 0.6381, grad_norm: 3.0794, top1_acc//aux0: 0.8643, top5_acc//aux0: 0.9590, loss_cls//aux0: 0.5047, loss//aux0: 0.5047 2020-10-16 08:12:27,105 - mmaction - INFO - Epoch [89][220/396] lr: 7.500e-05, eta: 1:17:49, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8430, top5_acc/: 0.9437, loss_cls/: 0.6333, loss/: 0.6333, grad_norm: 3.0550, top1_acc//aux0: 0.8660, top5_acc//aux0: 0.9610, loss_cls//aux0: 0.5025, loss//aux0: 0.5025 2020-10-16 08:12:27,547 - mmaction - INFO - Epoch [89][220/396] lr: 7.500e-05, eta: 1:17:50, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.8430, top5_acc/: 0.9437, loss_cls/: 0.6333, loss/: 0.6333, grad_norm: 3.0566, top1_acc//aux0: 0.8651, top5_acc//aux0: 0.9602, loss_cls//aux0: 0.5072, loss//aux0: 0.5072 2020-10-16 08:12:47,526 - mmaction - INFO - Epoch [89][240/396] lr: 7.500e-05, eta: 1:17:28, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8466, top5_acc/: 0.9531, loss_cls/: 0.6271, loss/: 0.6271, grad_norm: 3.0749, top1_acc//aux0: 0.8629, top5_acc//aux0: 0.9593, loss_cls//aux0: 0.5099, loss//aux0: 0.5099 2020-10-16 08:12:47,960 - mmaction - INFO - Epoch [89][240/396] lr: 7.500e-05, eta: 1:17:29, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8466, top5_acc/: 0.9531, loss_cls/: 0.6271, loss/: 0.6271, grad_norm: 3.0779, top1_acc//aux0: 0.8627, top5_acc//aux0: 0.9596, loss_cls//aux0: 0.5093, loss//aux0: 0.5093 2020-10-16 08:13:07,998 - mmaction - INFO - Epoch [89][260/396] lr: 7.500e-05, eta: 1:17:07, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8430, top5_acc/: 0.9451, loss_cls/: 0.6332, loss/: 0.6332, grad_norm: 3.0555, top1_acc//aux0: 0.8665, top5_acc//aux0: 0.9601, loss_cls//aux0: 0.5022, loss//aux0: 0.5022 2020-10-16 08:13:08,443 - mmaction - INFO - Epoch [89][260/396] lr: 7.500e-05, eta: 1:17:09, time: 0.514, data_time: 0.006, memory: 8335, top1_acc/: 0.8430, top5_acc/: 0.9451, loss_cls/: 0.6332, loss/: 0.6332, grad_norm: 3.0714, top1_acc//aux0: 0.8674, top5_acc//aux0: 0.9594, loss_cls//aux0: 0.5023, loss//aux0: 0.5023 2020-10-16 08:13:28,330 - mmaction - INFO - Epoch [89][280/396] lr: 7.500e-05, eta: 1:16:47, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8503, top5_acc/: 0.9492, loss_cls/: 0.6160, loss/: 0.6160, grad_norm: 3.0691, top1_acc//aux0: 0.8600, top5_acc//aux0: 0.9578, loss_cls//aux0: 0.5212, loss//aux0: 0.5212 2020-10-16 08:13:28,805 - mmaction - INFO - Epoch [89][280/396] lr: 7.500e-05, eta: 1:16:48, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8503, top5_acc/: 0.9492, loss_cls/: 0.6160, loss/: 0.6160, grad_norm: 3.0651, top1_acc//aux0: 0.8606, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5169, loss//aux0: 0.5169 2020-10-16 08:13:48,927 - mmaction - INFO - Epoch [89][300/396] lr: 7.500e-05, eta: 1:16:26, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8302, top5_acc/: 0.9411, loss_cls/: 0.6727, loss/: 0.6727, grad_norm: 3.1127, top1_acc//aux0: 0.8608, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5172, loss//aux0: 0.5172 2020-10-16 08:13:49,374 - mmaction - INFO - Epoch [89][300/396] lr: 7.500e-05, eta: 1:16:27, time: 0.517, data_time: 0.006, memory: 8335, top1_acc/: 0.8302, top5_acc/: 0.9411, loss_cls/: 0.6727, loss/: 0.6727, grad_norm: 3.1164, top1_acc//aux0: 0.8600, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5186, loss//aux0: 0.5186 2020-10-16 08:14:09,267 - mmaction - INFO - Epoch [89][320/396] lr: 7.500e-05, eta: 1:16:05, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8323, top5_acc/: 0.9435, loss_cls/: 0.6623, loss/: 0.6623, grad_norm: 3.1441, top1_acc//aux0: 0.8596, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5221, loss//aux0: 0.5221 2020-10-16 08:14:09,727 - mmaction - INFO - Epoch [89][320/396] lr: 7.500e-05, eta: 1:16:07, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.8323, top5_acc/: 0.9435, loss_cls/: 0.6623, loss/: 0.6623, grad_norm: 3.1422, top1_acc//aux0: 0.8589, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5259, loss//aux0: 0.5259 2020-10-16 08:14:29,548 - mmaction - INFO - Epoch [89][340/396] lr: 7.500e-05, eta: 1:15:45, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8437, top5_acc/: 0.9466, loss_cls/: 0.6362, loss/: 0.6362, grad_norm: 3.1510, top1_acc//aux0: 0.8603, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5182, loss//aux0: 0.5182 2020-10-16 08:14:29,990 - mmaction - INFO - Epoch [89][340/396] lr: 7.500e-05, eta: 1:15:46, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8437, top5_acc/: 0.9466, loss_cls/: 0.6362, loss/: 0.6362, grad_norm: 3.1430, top1_acc//aux0: 0.8615, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5149, loss//aux0: 0.5149 2020-10-16 08:14:49,918 - mmaction - INFO - Epoch [89][360/396] lr: 7.500e-05, eta: 1:15:24, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8419, top5_acc/: 0.9474, loss_cls/: 0.6209, loss/: 0.6209, grad_norm: 3.0730, top1_acc//aux0: 0.8634, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5169, loss//aux0: 0.5169 2020-10-16 08:14:50,369 - mmaction - INFO - Epoch [89][360/396] lr: 7.500e-05, eta: 1:15:25, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.8419, top5_acc/: 0.9474, loss_cls/: 0.6209, loss/: 0.6209, grad_norm: 3.0828, top1_acc//aux0: 0.8628, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5169, loss//aux0: 0.5169 2020-10-16 08:15:10,331 - mmaction - INFO - Epoch [89][380/396] lr: 7.500e-05, eta: 1:15:04, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8495, top5_acc/: 0.9500, loss_cls/: 0.6176, loss/: 0.6176, grad_norm: 3.0117, top1_acc//aux0: 0.8648, top5_acc//aux0: 0.9600, loss_cls//aux0: 0.5023, loss//aux0: 0.5023 2020-10-16 08:15:10,775 - mmaction - INFO - Epoch [89][380/396] lr: 7.500e-05, eta: 1:15:05, time: 0.513, data_time: 0.003, memory: 8335, top1_acc/: 0.8495, top5_acc/: 0.9500, loss_cls/: 0.6176, loss/: 0.6176, grad_norm: 3.0109, top1_acc//aux0: 0.8654, top5_acc//aux0: 0.9597, loss_cls//aux0: 0.5016, loss//aux0: 0.5016 2020-10-16 08:15:29,063 - mmaction - INFO - Saving checkpoint at 89 epochs 2020-10-16 08:18:01,701 - mmaction - INFO - Epoch [90][20/396] lr: 7.500e-05, eta: 1:14:24, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8388, top5_acc/: 0.9490, loss_cls/: 0.6326, loss/: 0.6326, grad_norm: 3.1627, top1_acc//aux0: 0.8618, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5131, loss//aux0: 0.5131 2020-10-16 08:18:02,140 - mmaction - INFO - Epoch [90][20/396] lr: 7.500e-05, eta: 1:14:26, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.8388, top5_acc/: 0.9490, loss_cls/: 0.6326, loss/: 0.6326, grad_norm: 3.1516, top1_acc//aux0: 0.8624, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5128, loss//aux0: 0.5128 2020-10-16 08:18:22,099 - mmaction - INFO - Epoch [90][40/396] lr: 7.500e-05, eta: 1:14:04, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8424, top5_acc/: 0.9539, loss_cls/: 0.6062, loss/: 0.6062, grad_norm: 3.0926, top1_acc//aux0: 0.8607, top5_acc//aux0: 0.9580, loss_cls//aux0: 0.5238, loss//aux0: 0.5238 2020-10-16 08:18:22,606 - mmaction - INFO - Epoch [90][40/396] lr: 7.500e-05, eta: 1:14:05, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8424, top5_acc/: 0.9539, loss_cls/: 0.6062, loss/: 0.6062, grad_norm: 3.0868, top1_acc//aux0: 0.8610, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5212, loss//aux0: 0.5212 2020-10-16 08:18:42,479 - mmaction - INFO - Epoch [90][60/396] lr: 7.500e-05, eta: 1:13:43, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8276, top5_acc/: 0.9401, loss_cls/: 0.6692, loss/: 0.6692, grad_norm: 3.1153, top1_acc//aux0: 0.8624, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5154, loss//aux0: 0.5154 2020-10-16 08:18:42,937 - mmaction - INFO - Epoch [90][60/396] lr: 7.500e-05, eta: 1:13:44, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.8276, top5_acc/: 0.9401, loss_cls/: 0.6692, loss/: 0.6692, grad_norm: 3.1489, top1_acc//aux0: 0.8612, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5202, loss//aux0: 0.5202 2020-10-16 08:19:02,781 - mmaction - INFO - Epoch [90][80/396] lr: 7.500e-05, eta: 1:13:23, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8404, top5_acc/: 0.9497, loss_cls/: 0.6244, loss/: 0.6244, grad_norm: 3.0813, top1_acc//aux0: 0.8622, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5134, loss//aux0: 0.5134 2020-10-16 08:19:03,224 - mmaction - INFO - Epoch [90][80/396] lr: 7.500e-05, eta: 1:13:24, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8404, top5_acc/: 0.9497, loss_cls/: 0.6244, loss/: 0.6244, grad_norm: 3.0556, top1_acc//aux0: 0.8626, top5_acc//aux0: 0.9584, loss_cls//aux0: 0.5126, loss//aux0: 0.5126 2020-10-16 08:19:23,104 - mmaction - INFO - Epoch [90][100/396] lr: 7.500e-05, eta: 1:13:02, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8432, top5_acc/: 0.9500, loss_cls/: 0.6328, loss/: 0.6328, grad_norm: 3.1242, top1_acc//aux0: 0.8604, top5_acc//aux0: 0.9593, loss_cls//aux0: 0.5111, loss//aux0: 0.5111 2020-10-16 08:19:23,584 - mmaction - INFO - Epoch [90][100/396] lr: 7.500e-05, eta: 1:13:03, time: 0.514, data_time: 0.003, memory: 8335, top1_acc/: 0.8432, top5_acc/: 0.9500, loss_cls/: 0.6328, loss/: 0.6328, grad_norm: 3.1182, top1_acc//aux0: 0.8598, top5_acc//aux0: 0.9593, loss_cls//aux0: 0.5113, loss//aux0: 0.5113 2020-10-16 08:19:43,483 - mmaction - INFO - Epoch [90][120/396] lr: 7.500e-05, eta: 1:12:41, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8419, top5_acc/: 0.9482, loss_cls/: 0.6321, loss/: 0.6321, grad_norm: 3.1340, top1_acc//aux0: 0.8613, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5155, loss//aux0: 0.5155 2020-10-16 08:19:43,934 - mmaction - INFO - Epoch [90][120/396] lr: 7.500e-05, eta: 1:12:43, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8419, top5_acc/: 0.9482, loss_cls/: 0.6321, loss/: 0.6321, grad_norm: 3.1223, top1_acc//aux0: 0.8606, top5_acc//aux0: 0.9584, loss_cls//aux0: 0.5178, loss//aux0: 0.5178 2020-10-16 08:20:03,989 - mmaction - INFO - Epoch [90][140/396] lr: 7.500e-05, eta: 1:12:21, time: 0.521, data_time: 0.000, memory: 8335, top1_acc/: 0.8365, top5_acc/: 0.9474, loss_cls/: 0.6463, loss/: 0.6463, grad_norm: 3.1622, top1_acc//aux0: 0.8604, top5_acc//aux0: 0.9548, loss_cls//aux0: 0.5191, loss//aux0: 0.5191 2020-10-16 08:20:04,442 - mmaction - INFO - Epoch [90][140/396] lr: 7.500e-05, eta: 1:12:22, time: 0.522, data_time: 0.002, memory: 8335, top1_acc/: 0.8365, top5_acc/: 0.9474, loss_cls/: 0.6463, loss/: 0.6463, grad_norm: 3.1971, top1_acc//aux0: 0.8616, top5_acc//aux0: 0.9553, loss_cls//aux0: 0.5170, loss//aux0: 0.5170 2020-10-16 08:20:24,440 - mmaction - INFO - Epoch [90][160/396] lr: 7.500e-05, eta: 1:12:00, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8370, top5_acc/: 0.9453, loss_cls/: 0.6442, loss/: 0.6442, grad_norm: 3.1345, top1_acc//aux0: 0.8609, top5_acc//aux0: 0.9604, loss_cls//aux0: 0.5101, loss//aux0: 0.5101 2020-10-16 08:20:24,899 - mmaction - INFO - Epoch [90][160/396] lr: 7.500e-05, eta: 1:12:01, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8370, top5_acc/: 0.9453, loss_cls/: 0.6442, loss/: 0.6442, grad_norm: 3.1467, top1_acc//aux0: 0.8616, top5_acc//aux0: 0.9611, loss_cls//aux0: 0.5044, loss//aux0: 0.5044 2020-10-16 08:20:44,875 - mmaction - INFO - Epoch [90][180/396] lr: 7.500e-05, eta: 1:11:40, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8448, top5_acc/: 0.9458, loss_cls/: 0.6258, loss/: 0.6258, grad_norm: 3.1449, top1_acc//aux0: 0.8603, top5_acc//aux0: 0.9597, loss_cls//aux0: 0.5164, loss//aux0: 0.5164 2020-10-16 08:20:45,319 - mmaction - INFO - Epoch [90][180/396] lr: 7.500e-05, eta: 1:11:41, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8448, top5_acc/: 0.9458, loss_cls/: 0.6258, loss/: 0.6258, grad_norm: 3.1370, top1_acc//aux0: 0.8594, top5_acc//aux0: 0.9591, loss_cls//aux0: 0.5202, loss//aux0: 0.5202 2020-10-16 08:21:05,207 - mmaction - INFO - Epoch [90][200/396] lr: 7.500e-05, eta: 1:11:19, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8398, top5_acc/: 0.9505, loss_cls/: 0.6272, loss/: 0.6272, grad_norm: 3.1602, top1_acc//aux0: 0.8595, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5265, loss//aux0: 0.5265 2020-10-16 08:21:05,641 - mmaction - INFO - Epoch [90][200/396] lr: 7.500e-05, eta: 1:11:20, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.8398, top5_acc/: 0.9505, loss_cls/: 0.6272, loss/: 0.6272, grad_norm: 3.1750, top1_acc//aux0: 0.8597, top5_acc//aux0: 0.9590, loss_cls//aux0: 0.5268, loss//aux0: 0.5268 2020-10-16 08:21:25,606 - mmaction - INFO - Epoch [90][220/396] lr: 7.500e-05, eta: 1:10:58, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8396, top5_acc/: 0.9437, loss_cls/: 0.6386, loss/: 0.6386, grad_norm: 3.1085, top1_acc//aux0: 0.8618, top5_acc//aux0: 0.9623, loss_cls//aux0: 0.4980, loss//aux0: 0.4980 2020-10-16 08:21:26,051 - mmaction - INFO - Epoch [90][220/396] lr: 7.500e-05, eta: 1:11:00, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8396, top5_acc/: 0.9437, loss_cls/: 0.6386, loss/: 0.6386, grad_norm: 3.0950, top1_acc//aux0: 0.8618, top5_acc//aux0: 0.9619, loss_cls//aux0: 0.4981, loss//aux0: 0.4981 2020-10-16 08:21:45,924 - mmaction - INFO - Epoch [90][240/396] lr: 7.500e-05, eta: 1:10:38, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8380, top5_acc/: 0.9500, loss_cls/: 0.6267, loss/: 0.6267, grad_norm: 3.0725, top1_acc//aux0: 0.8632, top5_acc//aux0: 0.9594, loss_cls//aux0: 0.5060, loss//aux0: 0.5060 2020-10-16 08:21:46,358 - mmaction - INFO - Epoch [90][240/396] lr: 7.500e-05, eta: 1:10:39, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8380, top5_acc/: 0.9500, loss_cls/: 0.6267, loss/: 0.6267, grad_norm: 3.0803, top1_acc//aux0: 0.8635, top5_acc//aux0: 0.9598, loss_cls//aux0: 0.5055, loss//aux0: 0.5055 2020-10-16 08:22:06,528 - mmaction - INFO - Epoch [90][260/396] lr: 7.500e-05, eta: 1:10:17, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8411, top5_acc/: 0.9469, loss_cls/: 0.6405, loss/: 0.6405, grad_norm: 3.1576, top1_acc//aux0: 0.8597, top5_acc//aux0: 0.9594, loss_cls//aux0: 0.5180, loss//aux0: 0.5180 2020-10-16 08:22:06,979 - mmaction - INFO - Epoch [90][260/396] lr: 7.500e-05, eta: 1:10:18, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.8411, top5_acc/: 0.9469, loss_cls/: 0.6405, loss/: 0.6405, grad_norm: 3.1228, top1_acc//aux0: 0.8605, top5_acc//aux0: 0.9598, loss_cls//aux0: 0.5143, loss//aux0: 0.5143 2020-10-16 08:22:26,802 - mmaction - INFO - Epoch [90][280/396] lr: 7.500e-05, eta: 1:09:56, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8354, top5_acc/: 0.9466, loss_cls/: 0.6432, loss/: 0.6432, grad_norm: 3.0676, top1_acc//aux0: 0.8638, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5067, loss//aux0: 0.5067 2020-10-16 08:22:27,250 - mmaction - INFO - Epoch [90][280/396] lr: 7.500e-05, eta: 1:09:58, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8354, top5_acc/: 0.9466, loss_cls/: 0.6432, loss/: 0.6432, grad_norm: 3.0656, top1_acc//aux0: 0.8629, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5112, loss//aux0: 0.5112 2020-10-16 08:22:47,353 - mmaction - INFO - Epoch [90][300/396] lr: 7.500e-05, eta: 1:09:36, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8352, top5_acc/: 0.9453, loss_cls/: 0.6563, loss/: 0.6563, grad_norm: 3.0576, top1_acc//aux0: 0.8635, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5100, loss//aux0: 0.5100 2020-10-16 08:22:47,797 - mmaction - INFO - Epoch [90][300/396] lr: 7.500e-05, eta: 1:09:37, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.8352, top5_acc/: 0.9453, loss_cls/: 0.6563, loss/: 0.6563, grad_norm: 3.0355, top1_acc//aux0: 0.8639, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5069, loss//aux0: 0.5069 2020-10-16 08:23:07,763 - mmaction - INFO - Epoch [90][320/396] lr: 7.500e-05, eta: 1:09:15, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8344, top5_acc/: 0.9453, loss_cls/: 0.6529, loss/: 0.6529, grad_norm: 3.1683, top1_acc//aux0: 0.8613, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5230, loss//aux0: 0.5230 2020-10-16 08:23:08,216 - mmaction - INFO - Epoch [90][320/396] lr: 7.500e-05, eta: 1:09:16, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.8344, top5_acc/: 0.9453, loss_cls/: 0.6529, loss/: 0.6529, grad_norm: 3.1752, top1_acc//aux0: 0.8603, top5_acc//aux0: 0.9554, loss_cls//aux0: 0.5291, loss//aux0: 0.5291 2020-10-16 08:23:28,169 - mmaction - INFO - Epoch [90][340/396] lr: 7.500e-05, eta: 1:08:55, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8362, top5_acc/: 0.9443, loss_cls/: 0.6486, loss/: 0.6486, grad_norm: 3.1583, top1_acc//aux0: 0.8602, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5208, loss//aux0: 0.5208 2020-10-16 08:23:28,600 - mmaction - INFO - Epoch [90][340/396] lr: 7.500e-05, eta: 1:08:56, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8362, top5_acc/: 0.9443, loss_cls/: 0.6486, loss/: 0.6486, grad_norm: 3.1539, top1_acc//aux0: 0.8603, top5_acc//aux0: 0.9590, loss_cls//aux0: 0.5160, loss//aux0: 0.5160 2020-10-16 08:23:48,873 - mmaction - INFO - Epoch [90][360/396] lr: 7.500e-05, eta: 1:08:34, time: 0.518, data_time: 0.000, memory: 8335, top1_acc/: 0.8435, top5_acc/: 0.9516, loss_cls/: 0.6217, loss/: 0.6217, grad_norm: 3.2049, top1_acc//aux0: 0.8608, top5_acc//aux0: 0.9606, loss_cls//aux0: 0.5085, loss//aux0: 0.5085 2020-10-16 08:23:49,340 - mmaction - INFO - Epoch [90][360/396] lr: 7.500e-05, eta: 1:08:35, time: 0.518, data_time: 0.002, memory: 8335, top1_acc/: 0.8435, top5_acc/: 0.9516, loss_cls/: 0.6217, loss/: 0.6217, grad_norm: 3.1937, top1_acc//aux0: 0.8609, top5_acc//aux0: 0.9598, loss_cls//aux0: 0.5120, loss//aux0: 0.5120 2020-10-16 08:24:09,419 - mmaction - INFO - Epoch [90][380/396] lr: 7.500e-05, eta: 1:08:13, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.8388, top5_acc/: 0.9469, loss_cls/: 0.6461, loss/: 0.6461, grad_norm: 3.0850, top1_acc//aux0: 0.8604, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5215, loss//aux0: 0.5215 2020-10-16 08:24:09,865 - mmaction - INFO - Epoch [90][380/396] lr: 7.500e-05, eta: 1:08:15, time: 0.514, data_time: 0.003, memory: 8335, top1_acc/: 0.8388, top5_acc/: 0.9469, loss_cls/: 0.6461, loss/: 0.6461, grad_norm: 3.0586, top1_acc//aux0: 0.8611, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5180, loss//aux0: 0.5180 2020-10-16 08:24:27,309 - mmaction - INFO - Saving checkpoint at 90 epochs 2020-10-16 08:25:44,839 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-16 08:25:44,945 - mmaction - INFO - top1_acc 0.7799 top5_acc 0.9355 2020-10-16 08:25:44,946 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-16 08:25:44,967 - mmaction - INFO - mean_acc 0.7803 2020-10-16 08:25:44,970 - mmaction - INFO - Epoch(val) [90][396] top1_acc: 0.7799, top5_acc: 0.9355, mean_class_accuracy: 0.7803 2020-10-16 08:28:16,186 - mmaction - INFO - Epoch [91][20/396] lr: 7.500e-05, eta: 1:07:35, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8344, top5_acc/: 0.9435, loss_cls/: 0.6543, loss/: 0.6543, grad_norm: 3.1514, top1_acc//aux0: 0.8638, top5_acc//aux0: 0.9599, loss_cls//aux0: 0.5111, loss//aux0: 0.5111 2020-10-16 08:28:16,629 - mmaction - INFO - Epoch [91][20/396] lr: 7.500e-05, eta: 1:07:36, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8344, top5_acc/: 0.9435, loss_cls/: 0.6543, loss/: 0.6543, grad_norm: 3.1676, top1_acc//aux0: 0.8636, top5_acc//aux0: 0.9596, loss_cls//aux0: 0.5126, loss//aux0: 0.5126 2020-10-16 08:28:36,360 - mmaction - INFO - Epoch [91][40/396] lr: 7.500e-05, eta: 1:07:14, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8331, top5_acc/: 0.9451, loss_cls/: 0.6524, loss/: 0.6524, grad_norm: 3.1606, top1_acc//aux0: 0.8608, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5260, loss//aux0: 0.5260 2020-10-16 08:28:36,799 - mmaction - INFO - Epoch [91][40/396] lr: 7.500e-05, eta: 1:07:15, time: 0.504, data_time: 0.004, memory: 8335, top1_acc/: 0.8331, top5_acc/: 0.9451, loss_cls/: 0.6524, loss/: 0.6524, grad_norm: 3.1714, top1_acc//aux0: 0.8607, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5260, loss//aux0: 0.5260 2020-10-16 08:28:56,730 - mmaction - INFO - Epoch [91][60/396] lr: 7.500e-05, eta: 1:06:53, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8378, top5_acc/: 0.9464, loss_cls/: 0.6425, loss/: 0.6425, grad_norm: 3.0818, top1_acc//aux0: 0.8596, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5179, loss//aux0: 0.5179 2020-10-16 08:28:57,176 - mmaction - INFO - Epoch [91][60/396] lr: 7.500e-05, eta: 1:06:54, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8378, top5_acc/: 0.9464, loss_cls/: 0.6425, loss/: 0.6425, grad_norm: 3.0888, top1_acc//aux0: 0.8590, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5187, loss//aux0: 0.5187 2020-10-16 08:29:17,099 - mmaction - INFO - Epoch [91][80/396] lr: 7.500e-05, eta: 1:06:33, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8432, top5_acc/: 0.9479, loss_cls/: 0.6225, loss/: 0.6225, grad_norm: 3.1198, top1_acc//aux0: 0.8595, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5253, loss//aux0: 0.5253 2020-10-16 08:29:17,540 - mmaction - INFO - Epoch [91][80/396] lr: 7.500e-05, eta: 1:06:34, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8432, top5_acc/: 0.9479, loss_cls/: 0.6225, loss/: 0.6225, grad_norm: 3.1205, top1_acc//aux0: 0.8597, top5_acc//aux0: 0.9578, loss_cls//aux0: 0.5244, loss//aux0: 0.5244 2020-10-16 08:29:37,396 - mmaction - INFO - Epoch [91][100/396] lr: 7.500e-05, eta: 1:06:12, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8398, top5_acc/: 0.9477, loss_cls/: 0.6221, loss/: 0.6221, grad_norm: 3.1201, top1_acc//aux0: 0.8579, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5275, loss//aux0: 0.5275 2020-10-16 08:29:37,824 - mmaction - INFO - Epoch [91][100/396] lr: 7.500e-05, eta: 1:06:13, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8398, top5_acc/: 0.9477, loss_cls/: 0.6221, loss/: 0.6221, grad_norm: 3.1350, top1_acc//aux0: 0.8585, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5265, loss//aux0: 0.5265 2020-10-16 08:29:57,667 - mmaction - INFO - Epoch [91][120/396] lr: 7.500e-05, eta: 1:05:51, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8445, top5_acc/: 0.9477, loss_cls/: 0.6262, loss/: 0.6262, grad_norm: 3.0597, top1_acc//aux0: 0.8611, top5_acc//aux0: 0.9578, loss_cls//aux0: 0.5142, loss//aux0: 0.5142 2020-10-16 08:29:58,119 - mmaction - INFO - Epoch [91][120/396] lr: 7.500e-05, eta: 1:05:53, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8445, top5_acc/: 0.9477, loss_cls/: 0.6262, loss/: 0.6262, grad_norm: 3.0871, top1_acc//aux0: 0.8610, top5_acc//aux0: 0.9577, loss_cls//aux0: 0.5136, loss//aux0: 0.5136 2020-10-16 08:30:17,834 - mmaction - INFO - Epoch [91][140/396] lr: 7.500e-05, eta: 1:05:31, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8411, top5_acc/: 0.9458, loss_cls/: 0.6413, loss/: 0.6413, grad_norm: 3.1067, top1_acc//aux0: 0.8598, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5191, loss//aux0: 0.5191 2020-10-16 08:30:18,295 - mmaction - INFO - Epoch [91][140/396] lr: 7.500e-05, eta: 1:05:32, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8411, top5_acc/: 0.9458, loss_cls/: 0.6413, loss/: 0.6413, grad_norm: 3.1209, top1_acc//aux0: 0.8597, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5192, loss//aux0: 0.5192 2020-10-16 08:30:38,187 - mmaction - INFO - Epoch [91][160/396] lr: 7.500e-05, eta: 1:05:10, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8438, top5_acc/: 0.9516, loss_cls/: 0.6225, loss/: 0.6225, grad_norm: 3.0334, top1_acc//aux0: 0.8631, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5186, loss//aux0: 0.5186 2020-10-16 08:30:38,627 - mmaction - INFO - Epoch [91][160/396] lr: 7.500e-05, eta: 1:05:11, time: 0.512, data_time: 0.001, memory: 8335, top1_acc/: 0.8438, top5_acc/: 0.9516, loss_cls/: 0.6225, loss/: 0.6225, grad_norm: 3.0651, top1_acc//aux0: 0.8616, top5_acc//aux0: 0.9560, loss_cls//aux0: 0.5235, loss//aux0: 0.5235 2020-10-16 08:30:58,702 - mmaction - INFO - Epoch [91][180/396] lr: 7.500e-05, eta: 1:04:50, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8437, top5_acc/: 0.9492, loss_cls/: 0.6095, loss/: 0.6095, grad_norm: 3.0884, top1_acc//aux0: 0.8619, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5169, loss//aux0: 0.5169 2020-10-16 08:30:59,146 - mmaction - INFO - Epoch [91][180/396] lr: 7.500e-05, eta: 1:04:51, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8437, top5_acc/: 0.9492, loss_cls/: 0.6095, loss/: 0.6095, grad_norm: 3.0804, top1_acc//aux0: 0.8641, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5095, loss//aux0: 0.5095 2020-10-16 08:31:18,973 - mmaction - INFO - Epoch [91][200/396] lr: 7.500e-05, eta: 1:04:29, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8359, top5_acc/: 0.9484, loss_cls/: 0.6459, loss/: 0.6459, grad_norm: 3.0710, top1_acc//aux0: 0.8592, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5243, loss//aux0: 0.5243 2020-10-16 08:31:19,451 - mmaction - INFO - Epoch [91][200/396] lr: 7.500e-05, eta: 1:04:30, time: 0.510, data_time: 0.004, memory: 8335, top1_acc/: 0.8359, top5_acc/: 0.9484, loss_cls/: 0.6459, loss/: 0.6459, grad_norm: 3.0766, top1_acc//aux0: 0.8587, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5253, loss//aux0: 0.5253 2020-10-16 08:31:39,403 - mmaction - INFO - Epoch [91][220/396] lr: 7.500e-05, eta: 1:04:08, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8396, top5_acc/: 0.9482, loss_cls/: 0.6300, loss/: 0.6300, grad_norm: 3.1462, top1_acc//aux0: 0.8586, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5210, loss//aux0: 0.5210 2020-10-16 08:31:39,845 - mmaction - INFO - Epoch [91][220/396] lr: 7.500e-05, eta: 1:04:09, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8396, top5_acc/: 0.9482, loss_cls/: 0.6300, loss/: 0.6300, grad_norm: 3.1490, top1_acc//aux0: 0.8588, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5215, loss//aux0: 0.5215 2020-10-16 08:31:59,784 - mmaction - INFO - Epoch [91][240/396] lr: 7.500e-05, eta: 1:03:48, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8477, top5_acc/: 0.9508, loss_cls/: 0.6207, loss/: 0.6207, grad_norm: 3.0968, top1_acc//aux0: 0.8616, top5_acc//aux0: 0.9608, loss_cls//aux0: 0.5158, loss//aux0: 0.5158 2020-10-16 08:32:00,234 - mmaction - INFO - Epoch [91][240/396] lr: 7.500e-05, eta: 1:03:49, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8477, top5_acc/: 0.9508, loss_cls/: 0.6207, loss/: 0.6207, grad_norm: 3.0973, top1_acc//aux0: 0.8610, top5_acc//aux0: 0.9606, loss_cls//aux0: 0.5204, loss//aux0: 0.5204 2020-10-16 08:32:20,114 - mmaction - INFO - Epoch [91][260/396] lr: 7.500e-05, eta: 1:03:27, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8396, top5_acc/: 0.9521, loss_cls/: 0.6255, loss/: 0.6255, grad_norm: 3.1393, top1_acc//aux0: 0.8585, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5308, loss//aux0: 0.5308 2020-10-16 08:32:20,544 - mmaction - INFO - Epoch [91][260/396] lr: 7.500e-05, eta: 1:03:28, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8396, top5_acc/: 0.9521, loss_cls/: 0.6255, loss/: 0.6255, grad_norm: 3.1367, top1_acc//aux0: 0.8584, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5296, loss//aux0: 0.5296 2020-10-16 08:32:40,521 - mmaction - INFO - Epoch [91][280/396] lr: 7.500e-05, eta: 1:03:07, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8313, top5_acc/: 0.9466, loss_cls/: 0.6519, loss/: 0.6519, grad_norm: 3.0849, top1_acc//aux0: 0.8653, top5_acc//aux0: 0.9594, loss_cls//aux0: 0.5019, loss//aux0: 0.5019 2020-10-16 08:32:40,981 - mmaction - INFO - Epoch [91][280/396] lr: 7.500e-05, eta: 1:03:08, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.8313, top5_acc/: 0.9466, loss_cls/: 0.6519, loss/: 0.6519, grad_norm: 3.0828, top1_acc//aux0: 0.8658, top5_acc//aux0: 0.9593, loss_cls//aux0: 0.5009, loss//aux0: 0.5009 2020-10-16 08:33:00,875 - mmaction - INFO - Epoch [91][300/396] lr: 7.500e-05, eta: 1:02:46, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8359, top5_acc/: 0.9464, loss_cls/: 0.6520, loss/: 0.6520, grad_norm: 3.1129, top1_acc//aux0: 0.8646, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5074, loss//aux0: 0.5074 2020-10-16 08:33:01,338 - mmaction - INFO - Epoch [91][300/396] lr: 7.500e-05, eta: 1:02:47, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8359, top5_acc/: 0.9464, loss_cls/: 0.6520, loss/: 0.6520, grad_norm: 3.1131, top1_acc//aux0: 0.8646, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5059, loss//aux0: 0.5059 2020-10-16 08:33:21,249 - mmaction - INFO - Epoch [91][320/396] lr: 7.500e-05, eta: 1:02:25, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8516, top5_acc/: 0.9552, loss_cls/: 0.6132, loss/: 0.6132, grad_norm: 3.0314, top1_acc//aux0: 0.8638, top5_acc//aux0: 0.9604, loss_cls//aux0: 0.5039, loss//aux0: 0.5039 2020-10-16 08:33:21,693 - mmaction - INFO - Epoch [91][320/396] lr: 7.500e-05, eta: 1:02:26, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.8516, top5_acc/: 0.9552, loss_cls/: 0.6132, loss/: 0.6132, grad_norm: 3.0285, top1_acc//aux0: 0.8629, top5_acc//aux0: 0.9599, loss_cls//aux0: 0.5062, loss//aux0: 0.5062 2020-10-16 08:33:41,518 - mmaction - INFO - Epoch [91][340/396] lr: 7.500e-05, eta: 1:02:05, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8391, top5_acc/: 0.9456, loss_cls/: 0.6614, loss/: 0.6614, grad_norm: 3.1663, top1_acc//aux0: 0.8604, top5_acc//aux0: 0.9595, loss_cls//aux0: 0.5075, loss//aux0: 0.5075 2020-10-16 08:33:41,965 - mmaction - INFO - Epoch [91][340/396] lr: 7.500e-05, eta: 1:02:06, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8391, top5_acc/: 0.9456, loss_cls/: 0.6614, loss/: 0.6614, grad_norm: 3.1601, top1_acc//aux0: 0.8610, top5_acc//aux0: 0.9592, loss_cls//aux0: 0.5072, loss//aux0: 0.5072 2020-10-16 08:34:02,043 - mmaction - INFO - Epoch [91][360/396] lr: 7.500e-05, eta: 1:01:44, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8372, top5_acc/: 0.9482, loss_cls/: 0.6369, loss/: 0.6369, grad_norm: 3.1346, top1_acc//aux0: 0.8635, top5_acc//aux0: 0.9545, loss_cls//aux0: 0.5197, loss//aux0: 0.5197 2020-10-16 08:34:02,488 - mmaction - INFO - Epoch [91][360/396] lr: 7.500e-05, eta: 1:01:45, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8372, top5_acc/: 0.9482, loss_cls/: 0.6369, loss/: 0.6369, grad_norm: 3.1344, top1_acc//aux0: 0.8648, top5_acc//aux0: 0.9557, loss_cls//aux0: 0.5148, loss//aux0: 0.5148 2020-10-16 08:34:22,343 - mmaction - INFO - Epoch [91][380/396] lr: 7.500e-05, eta: 1:01:24, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8443, top5_acc/: 0.9474, loss_cls/: 0.6225, loss/: 0.6225, grad_norm: 3.0879, top1_acc//aux0: 0.8659, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5070, loss//aux0: 0.5070 2020-10-16 08:34:22,820 - mmaction - INFO - Epoch [91][380/396] lr: 7.500e-05, eta: 1:01:25, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8443, top5_acc/: 0.9474, loss_cls/: 0.6225, loss/: 0.6225, grad_norm: 3.1094, top1_acc//aux0: 0.8652, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5082, loss//aux0: 0.5082 2020-10-16 08:34:40,076 - mmaction - INFO - Saving checkpoint at 91 epochs 2020-10-16 08:37:09,038 - mmaction - INFO - Epoch [92][20/396] lr: 7.500e-05, eta: 1:00:45, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8497, top5_acc/: 0.9500, loss_cls/: 0.6068, loss/: 0.6068, grad_norm: 3.1345, top1_acc//aux0: 0.8639, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5122, loss//aux0: 0.5122 2020-10-16 08:37:09,468 - mmaction - INFO - Epoch [92][20/396] lr: 7.500e-05, eta: 1:00:46, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8497, top5_acc/: 0.9500, loss_cls/: 0.6068, loss/: 0.6068, grad_norm: 3.1536, top1_acc//aux0: 0.8637, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5130, loss//aux0: 0.5130 2020-10-16 08:37:29,352 - mmaction - INFO - Epoch [92][40/396] lr: 7.500e-05, eta: 1:00:24, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8346, top5_acc/: 0.9443, loss_cls/: 0.6689, loss/: 0.6689, grad_norm: 3.0808, top1_acc//aux0: 0.8627, top5_acc//aux0: 0.9601, loss_cls//aux0: 0.5061, loss//aux0: 0.5061 2020-10-16 08:37:29,807 - mmaction - INFO - Epoch [92][40/396] lr: 7.500e-05, eta: 1:00:25, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.8346, top5_acc/: 0.9443, loss_cls/: 0.6689, loss/: 0.6689, grad_norm: 3.0965, top1_acc//aux0: 0.8629, top5_acc//aux0: 0.9598, loss_cls//aux0: 0.5073, loss//aux0: 0.5073 2020-10-16 08:37:49,964 - mmaction - INFO - Epoch [92][60/396] lr: 7.500e-05, eta: 1:00:04, time: 0.528, data_time: 0.000, memory: 8335, top1_acc/: 0.8383, top5_acc/: 0.9398, loss_cls/: 0.6477, loss/: 0.6477, grad_norm: 3.1098, top1_acc//aux0: 0.8642, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5095, loss//aux0: 0.5095 2020-10-16 08:37:50,409 - mmaction - INFO - Epoch [92][60/396] lr: 7.500e-05, eta: 1:00:05, time: 0.528, data_time: 0.002, memory: 8335, top1_acc/: 0.8383, top5_acc/: 0.9398, loss_cls/: 0.6477, loss/: 0.6477, grad_norm: 3.1218, top1_acc//aux0: 0.8632, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5108, loss//aux0: 0.5108 2020-10-16 08:38:10,442 - mmaction - INFO - Epoch [92][80/396] lr: 7.500e-05, eta: 0:59:43, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8346, top5_acc/: 0.9464, loss_cls/: 0.6507, loss/: 0.6507, grad_norm: 3.0967, top1_acc//aux0: 0.8627, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5170, loss//aux0: 0.5170 2020-10-16 08:38:10,880 - mmaction - INFO - Epoch [92][80/396] lr: 7.500e-05, eta: 0:59:44, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.8346, top5_acc/: 0.9464, loss_cls/: 0.6507, loss/: 0.6507, grad_norm: 3.0770, top1_acc//aux0: 0.8640, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5138, loss//aux0: 0.5138 2020-10-16 08:38:30,771 - mmaction - INFO - Epoch [92][100/396] lr: 7.500e-05, eta: 0:59:23, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8380, top5_acc/: 0.9435, loss_cls/: 0.6483, loss/: 0.6483, grad_norm: 3.0589, top1_acc//aux0: 0.8641, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5110, loss//aux0: 0.5110 2020-10-16 08:38:31,211 - mmaction - INFO - Epoch [92][100/396] lr: 7.500e-05, eta: 0:59:24, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.8380, top5_acc/: 0.9435, loss_cls/: 0.6483, loss/: 0.6483, grad_norm: 3.0534, top1_acc//aux0: 0.8638, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5121, loss//aux0: 0.5121 2020-10-16 08:38:51,218 - mmaction - INFO - Epoch [92][120/396] lr: 7.500e-05, eta: 0:59:02, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8508, top5_acc/: 0.9555, loss_cls/: 0.5896, loss/: 0.5896, grad_norm: 3.1356, top1_acc//aux0: 0.8591, top5_acc//aux0: 0.9601, loss_cls//aux0: 0.5173, loss//aux0: 0.5173 2020-10-16 08:38:51,677 - mmaction - INFO - Epoch [92][120/396] lr: 7.500e-05, eta: 0:59:03, time: 0.510, data_time: 0.001, memory: 8335, top1_acc/: 0.8508, top5_acc/: 0.9555, loss_cls/: 0.5896, loss/: 0.5896, grad_norm: 3.1085, top1_acc//aux0: 0.8589, top5_acc//aux0: 0.9601, loss_cls//aux0: 0.5158, loss//aux0: 0.5158 2020-10-16 08:39:11,595 - mmaction - INFO - Epoch [92][140/396] lr: 7.500e-05, eta: 0:58:41, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8349, top5_acc/: 0.9451, loss_cls/: 0.6432, loss/: 0.6432, grad_norm: 3.1038, top1_acc//aux0: 0.8622, top5_acc//aux0: 0.9580, loss_cls//aux0: 0.5084, loss//aux0: 0.5084 2020-10-16 08:39:12,051 - mmaction - INFO - Epoch [92][140/396] lr: 7.500e-05, eta: 0:58:42, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8349, top5_acc/: 0.9451, loss_cls/: 0.6432, loss/: 0.6432, grad_norm: 3.0974, top1_acc//aux0: 0.8624, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5089, loss//aux0: 0.5089 2020-10-16 08:39:31,933 - mmaction - INFO - Epoch [92][160/396] lr: 7.500e-05, eta: 0:58:21, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8510, top5_acc/: 0.9534, loss_cls/: 0.6051, loss/: 0.6051, grad_norm: 3.1309, top1_acc//aux0: 0.8609, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5182, loss//aux0: 0.5182 2020-10-16 08:39:32,393 - mmaction - INFO - Epoch [92][160/396] lr: 7.500e-05, eta: 0:58:22, time: 0.506, data_time: 0.003, memory: 8335, top1_acc/: 0.8510, top5_acc/: 0.9534, loss_cls/: 0.6051, loss/: 0.6051, grad_norm: 3.1050, top1_acc//aux0: 0.8613, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5184, loss//aux0: 0.5184 2020-10-16 08:39:52,660 - mmaction - INFO - Epoch [92][180/396] lr: 7.500e-05, eta: 0:58:00, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.8510, top5_acc/: 0.9490, loss_cls/: 0.5973, loss/: 0.5973, grad_norm: 3.0921, top1_acc//aux0: 0.8631, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5100, loss//aux0: 0.5100 2020-10-16 08:39:53,122 - mmaction - INFO - Epoch [92][180/396] lr: 7.500e-05, eta: 0:58:01, time: 0.517, data_time: 0.003, memory: 8335, top1_acc/: 0.8510, top5_acc/: 0.9490, loss_cls/: 0.5973, loss/: 0.5973, grad_norm: 3.1055, top1_acc//aux0: 0.8625, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5107, loss//aux0: 0.5107 2020-10-16 08:40:13,008 - mmaction - INFO - Epoch [92][200/396] lr: 7.500e-05, eta: 0:57:40, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8344, top5_acc/: 0.9495, loss_cls/: 0.6569, loss/: 0.6569, grad_norm: 3.0983, top1_acc//aux0: 0.8620, top5_acc//aux0: 0.9590, loss_cls//aux0: 0.5087, loss//aux0: 0.5087 2020-10-16 08:40:13,461 - mmaction - INFO - Epoch [92][200/396] lr: 7.500e-05, eta: 0:57:41, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8344, top5_acc/: 0.9495, loss_cls/: 0.6569, loss/: 0.6569, grad_norm: 3.0923, top1_acc//aux0: 0.8626, top5_acc//aux0: 0.9596, loss_cls//aux0: 0.5061, loss//aux0: 0.5061 2020-10-16 08:40:33,453 - mmaction - INFO - Epoch [92][220/396] lr: 7.500e-05, eta: 0:57:19, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8469, top5_acc/: 0.9573, loss_cls/: 0.5964, loss/: 0.5964, grad_norm: 3.0908, top1_acc//aux0: 0.8622, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5142, loss//aux0: 0.5142 2020-10-16 08:40:33,894 - mmaction - INFO - Epoch [92][220/396] lr: 7.500e-05, eta: 0:57:20, time: 0.514, data_time: 0.003, memory: 8335, top1_acc/: 0.8469, top5_acc/: 0.9573, loss_cls/: 0.5964, loss/: 0.5964, grad_norm: 3.0962, top1_acc//aux0: 0.8620, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5157, loss//aux0: 0.5157 2020-10-16 08:40:53,730 - mmaction - INFO - Epoch [92][240/396] lr: 7.500e-05, eta: 0:56:58, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8500, top5_acc/: 0.9542, loss_cls/: 0.5999, loss/: 0.5999, grad_norm: 3.1319, top1_acc//aux0: 0.8593, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5237, loss//aux0: 0.5237 2020-10-16 08:40:54,179 - mmaction - INFO - Epoch [92][240/396] lr: 7.500e-05, eta: 0:56:59, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8500, top5_acc/: 0.9542, loss_cls/: 0.5999, loss/: 0.5999, grad_norm: 3.1293, top1_acc//aux0: 0.8586, top5_acc//aux0: 0.9563, loss_cls//aux0: 0.5260, loss//aux0: 0.5260 2020-10-16 08:41:14,261 - mmaction - INFO - Epoch [92][260/396] lr: 7.500e-05, eta: 0:56:38, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8367, top5_acc/: 0.9443, loss_cls/: 0.6627, loss/: 0.6627, grad_norm: 3.1300, top1_acc//aux0: 0.8602, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5272, loss//aux0: 0.5272 2020-10-16 08:41:14,704 - mmaction - INFO - Epoch [92][260/396] lr: 7.500e-05, eta: 0:56:39, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8367, top5_acc/: 0.9443, loss_cls/: 0.6627, loss/: 0.6627, grad_norm: 3.1070, top1_acc//aux0: 0.8609, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5237, loss//aux0: 0.5237 2020-10-16 08:41:34,682 - mmaction - INFO - Epoch [92][280/396] lr: 7.500e-05, eta: 0:56:17, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8328, top5_acc/: 0.9430, loss_cls/: 0.6557, loss/: 0.6557, grad_norm: 3.1727, top1_acc//aux0: 0.8602, top5_acc//aux0: 0.9590, loss_cls//aux0: 0.5127, loss//aux0: 0.5127 2020-10-16 08:41:35,131 - mmaction - INFO - Epoch [92][280/396] lr: 7.500e-05, eta: 0:56:18, time: 0.514, data_time: 0.004, memory: 8335, top1_acc/: 0.8328, top5_acc/: 0.9430, loss_cls/: 0.6557, loss/: 0.6557, grad_norm: 3.1715, top1_acc//aux0: 0.8598, top5_acc//aux0: 0.9588, loss_cls//aux0: 0.5131, loss//aux0: 0.5131 2020-10-16 08:41:55,119 - mmaction - INFO - Epoch [92][300/396] lr: 7.500e-05, eta: 0:55:57, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8456, top5_acc/: 0.9503, loss_cls/: 0.6127, loss/: 0.6127, grad_norm: 3.1328, top1_acc//aux0: 0.8631, top5_acc//aux0: 0.9580, loss_cls//aux0: 0.5153, loss//aux0: 0.5153 2020-10-16 08:41:55,572 - mmaction - INFO - Epoch [92][300/396] lr: 7.500e-05, eta: 0:55:58, time: 0.514, data_time: 0.003, memory: 8335, top1_acc/: 0.8456, top5_acc/: 0.9503, loss_cls/: 0.6127, loss/: 0.6127, grad_norm: 3.1392, top1_acc//aux0: 0.8630, top5_acc//aux0: 0.9580, loss_cls//aux0: 0.5163, loss//aux0: 0.5163 2020-10-16 08:42:15,649 - mmaction - INFO - Epoch [92][320/396] lr: 7.500e-05, eta: 0:55:36, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.8391, top5_acc/: 0.9437, loss_cls/: 0.6634, loss/: 0.6634, grad_norm: 3.0865, top1_acc//aux0: 0.8659, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5054, loss//aux0: 0.5054 2020-10-16 08:42:16,089 - mmaction - INFO - Epoch [92][320/396] lr: 7.500e-05, eta: 0:55:37, time: 0.515, data_time: 0.002, memory: 8335, top1_acc/: 0.8391, top5_acc/: 0.9437, loss_cls/: 0.6634, loss/: 0.6634, grad_norm: 3.1078, top1_acc//aux0: 0.8660, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5064, loss//aux0: 0.5064 2020-10-16 08:42:36,068 - mmaction - INFO - Epoch [92][340/396] lr: 7.500e-05, eta: 0:55:16, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8440, top5_acc/: 0.9534, loss_cls/: 0.6212, loss/: 0.6212, grad_norm: 3.1421, top1_acc//aux0: 0.8590, top5_acc//aux0: 0.9591, loss_cls//aux0: 0.5130, loss//aux0: 0.5130 2020-10-16 08:42:36,528 - mmaction - INFO - Epoch [92][340/396] lr: 7.500e-05, eta: 0:55:16, time: 0.510, data_time: 0.001, memory: 8335, top1_acc/: 0.8440, top5_acc/: 0.9534, loss_cls/: 0.6212, loss/: 0.6212, grad_norm: 3.1640, top1_acc//aux0: 0.8586, top5_acc//aux0: 0.9592, loss_cls//aux0: 0.5137, loss//aux0: 0.5137 2020-10-16 08:42:56,431 - mmaction - INFO - Epoch [92][360/396] lr: 7.500e-05, eta: 0:54:55, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8437, top5_acc/: 0.9513, loss_cls/: 0.6297, loss/: 0.6297, grad_norm: 3.2008, top1_acc//aux0: 0.8598, top5_acc//aux0: 0.9550, loss_cls//aux0: 0.5324, loss//aux0: 0.5324 2020-10-16 08:42:56,888 - mmaction - INFO - Epoch [92][360/396] lr: 7.500e-05, eta: 0:54:56, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8437, top5_acc/: 0.9513, loss_cls/: 0.6297, loss/: 0.6297, grad_norm: 3.2038, top1_acc//aux0: 0.8599, top5_acc//aux0: 0.9551, loss_cls//aux0: 0.5312, loss//aux0: 0.5312 2020-10-16 08:43:16,895 - mmaction - INFO - Epoch [92][380/396] lr: 7.500e-05, eta: 0:54:34, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8378, top5_acc/: 0.9495, loss_cls/: 0.6332, loss/: 0.6332, grad_norm: 3.1938, top1_acc//aux0: 0.8640, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5112, loss//aux0: 0.5112 2020-10-16 08:43:17,361 - mmaction - INFO - Epoch [92][380/396] lr: 7.500e-05, eta: 0:54:35, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.8378, top5_acc/: 0.9495, loss_cls/: 0.6332, loss/: 0.6332, grad_norm: 3.2209, top1_acc//aux0: 0.8635, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5136, loss//aux0: 0.5136 2020-10-16 08:43:35,608 - mmaction - INFO - Saving checkpoint at 92 epochs 2020-10-16 08:46:23,320 - mmaction - INFO - Epoch [93][20/396] lr: 7.500e-05, eta: 0:53:56, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8417, top5_acc/: 0.9513, loss_cls/: 0.6286, loss/: 0.6286, grad_norm: 3.1030, top1_acc//aux0: 0.8628, top5_acc//aux0: 0.9588, loss_cls//aux0: 0.5171, loss//aux0: 0.5171 2020-10-16 08:46:23,775 - mmaction - INFO - Epoch [93][20/396] lr: 7.500e-05, eta: 0:53:57, time: 0.501, data_time: 0.003, memory: 8335, top1_acc/: 0.8417, top5_acc/: 0.9513, loss_cls/: 0.6286, loss/: 0.6286, grad_norm: 3.1099, top1_acc//aux0: 0.8631, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5160, loss//aux0: 0.5160 2020-10-16 08:46:43,512 - mmaction - INFO - Epoch [93][40/396] lr: 7.500e-05, eta: 0:53:35, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8479, top5_acc/: 0.9505, loss_cls/: 0.6221, loss/: 0.6221, grad_norm: 3.1523, top1_acc//aux0: 0.8631, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5170, loss//aux0: 0.5170 2020-10-16 08:46:43,965 - mmaction - INFO - Epoch [93][40/396] lr: 7.500e-05, eta: 0:53:36, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8479, top5_acc/: 0.9505, loss_cls/: 0.6221, loss/: 0.6221, grad_norm: 3.1493, top1_acc//aux0: 0.8626, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5161, loss//aux0: 0.5161 2020-10-16 08:47:03,864 - mmaction - INFO - Epoch [93][60/396] lr: 7.500e-05, eta: 0:53:15, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8435, top5_acc/: 0.9503, loss_cls/: 0.6344, loss/: 0.6344, grad_norm: 3.1326, top1_acc//aux0: 0.8625, top5_acc//aux0: 0.9604, loss_cls//aux0: 0.5060, loss//aux0: 0.5060 2020-10-16 08:47:04,329 - mmaction - INFO - Epoch [93][60/396] lr: 7.500e-05, eta: 0:53:16, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.8435, top5_acc/: 0.9503, loss_cls/: 0.6344, loss/: 0.6344, grad_norm: 3.1295, top1_acc//aux0: 0.8635, top5_acc//aux0: 0.9604, loss_cls//aux0: 0.5048, loss//aux0: 0.5048 2020-10-16 08:47:24,256 - mmaction - INFO - Epoch [93][80/396] lr: 7.500e-05, eta: 0:52:54, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8471, top5_acc/: 0.9500, loss_cls/: 0.6246, loss/: 0.6246, grad_norm: 3.0932, top1_acc//aux0: 0.8684, top5_acc//aux0: 0.9584, loss_cls//aux0: 0.5051, loss//aux0: 0.5051 2020-10-16 08:47:24,691 - mmaction - INFO - Epoch [93][80/396] lr: 7.500e-05, eta: 0:52:55, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8471, top5_acc/: 0.9500, loss_cls/: 0.6246, loss/: 0.6246, grad_norm: 3.1025, top1_acc//aux0: 0.8676, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5105, loss//aux0: 0.5105 2020-10-16 08:47:44,734 - mmaction - INFO - Epoch [93][100/396] lr: 7.500e-05, eta: 0:52:34, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8370, top5_acc/: 0.9477, loss_cls/: 0.6316, loss/: 0.6316, grad_norm: 3.1245, top1_acc//aux0: 0.8614, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5120, loss//aux0: 0.5120 2020-10-16 08:47:45,176 - mmaction - INFO - Epoch [93][100/396] lr: 7.500e-05, eta: 0:52:34, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.8370, top5_acc/: 0.9477, loss_cls/: 0.6316, loss/: 0.6316, grad_norm: 3.1406, top1_acc//aux0: 0.8615, top5_acc//aux0: 0.9588, loss_cls//aux0: 0.5112, loss//aux0: 0.5112 2020-10-16 08:48:05,126 - mmaction - INFO - Epoch [93][120/396] lr: 7.500e-05, eta: 0:52:13, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8336, top5_acc/: 0.9451, loss_cls/: 0.6540, loss/: 0.6540, grad_norm: 3.1560, top1_acc//aux0: 0.8632, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5139, loss//aux0: 0.5139 2020-10-16 08:48:05,567 - mmaction - INFO - Epoch [93][120/396] lr: 7.500e-05, eta: 0:52:14, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8336, top5_acc/: 0.9451, loss_cls/: 0.6540, loss/: 0.6540, grad_norm: 3.1581, top1_acc//aux0: 0.8629, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5134, loss//aux0: 0.5134 2020-10-16 08:48:25,495 - mmaction - INFO - Epoch [93][140/396] lr: 7.500e-05, eta: 0:51:52, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8409, top5_acc/: 0.9495, loss_cls/: 0.6176, loss/: 0.6176, grad_norm: 3.1220, top1_acc//aux0: 0.8648, top5_acc//aux0: 0.9580, loss_cls//aux0: 0.5127, loss//aux0: 0.5127 2020-10-16 08:48:25,922 - mmaction - INFO - Epoch [93][140/396] lr: 7.500e-05, eta: 0:51:53, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8409, top5_acc/: 0.9495, loss_cls/: 0.6176, loss/: 0.6176, grad_norm: 3.1332, top1_acc//aux0: 0.8656, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5104, loss//aux0: 0.5104 2020-10-16 08:48:45,944 - mmaction - INFO - Epoch [93][160/396] lr: 7.500e-05, eta: 0:51:32, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8380, top5_acc/: 0.9508, loss_cls/: 0.6309, loss/: 0.6309, grad_norm: 3.1567, top1_acc//aux0: 0.8582, top5_acc//aux0: 0.9590, loss_cls//aux0: 0.5211, loss//aux0: 0.5211 2020-10-16 08:48:46,401 - mmaction - INFO - Epoch [93][160/396] lr: 7.500e-05, eta: 0:51:33, time: 0.509, data_time: 0.001, memory: 8335, top1_acc/: 0.8380, top5_acc/: 0.9508, loss_cls/: 0.6309, loss/: 0.6309, grad_norm: 3.1372, top1_acc//aux0: 0.8591, top5_acc//aux0: 0.9594, loss_cls//aux0: 0.5176, loss//aux0: 0.5176 2020-10-16 08:49:06,301 - mmaction - INFO - Epoch [93][180/396] lr: 7.500e-05, eta: 0:51:11, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8427, top5_acc/: 0.9513, loss_cls/: 0.6186, loss/: 0.6186, grad_norm: 3.0648, top1_acc//aux0: 0.8625, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5104, loss//aux0: 0.5104 2020-10-16 08:49:06,754 - mmaction - INFO - Epoch [93][180/396] lr: 7.500e-05, eta: 0:51:12, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8427, top5_acc/: 0.9513, loss_cls/: 0.6186, loss/: 0.6186, grad_norm: 3.0588, top1_acc//aux0: 0.8613, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5131, loss//aux0: 0.5131 2020-10-16 08:49:26,613 - mmaction - INFO - Epoch [93][200/396] lr: 7.500e-05, eta: 0:50:51, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8411, top5_acc/: 0.9484, loss_cls/: 0.6219, loss/: 0.6219, grad_norm: 3.0662, top1_acc//aux0: 0.8643, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5053, loss//aux0: 0.5053 2020-10-16 08:49:27,055 - mmaction - INFO - Epoch [93][200/396] lr: 7.500e-05, eta: 0:50:51, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8411, top5_acc/: 0.9484, loss_cls/: 0.6219, loss/: 0.6219, grad_norm: 3.0683, top1_acc//aux0: 0.8639, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5079, loss//aux0: 0.5079 2020-10-16 08:49:47,090 - mmaction - INFO - Epoch [93][220/396] lr: 7.500e-05, eta: 0:50:30, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8516, top5_acc/: 0.9419, loss_cls/: 0.6261, loss/: 0.6261, grad_norm: 3.0653, top1_acc//aux0: 0.8612, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5147, loss//aux0: 0.5147 2020-10-16 08:49:47,553 - mmaction - INFO - Epoch [93][220/396] lr: 7.500e-05, eta: 0:50:31, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8516, top5_acc/: 0.9419, loss_cls/: 0.6261, loss/: 0.6261, grad_norm: 3.0630, top1_acc//aux0: 0.8616, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5122, loss//aux0: 0.5122 2020-10-16 08:50:07,444 - mmaction - INFO - Epoch [93][240/396] lr: 7.500e-05, eta: 0:50:10, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8549, top5_acc/: 0.9578, loss_cls/: 0.5894, loss/: 0.5894, grad_norm: 3.1247, top1_acc//aux0: 0.8641, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5075, loss//aux0: 0.5075 2020-10-16 08:50:07,876 - mmaction - INFO - Epoch [93][240/396] lr: 7.500e-05, eta: 0:50:10, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.8549, top5_acc/: 0.9578, loss_cls/: 0.5894, loss/: 0.5894, grad_norm: 3.1362, top1_acc//aux0: 0.8625, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5136, loss//aux0: 0.5136 2020-10-16 08:50:27,908 - mmaction - INFO - Epoch [93][260/396] lr: 7.500e-05, eta: 0:49:49, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8456, top5_acc/: 0.9497, loss_cls/: 0.6144, loss/: 0.6144, grad_norm: 3.1019, top1_acc//aux0: 0.8601, top5_acc//aux0: 0.9588, loss_cls//aux0: 0.5184, loss//aux0: 0.5184 2020-10-16 08:50:28,368 - mmaction - INFO - Epoch [93][260/396] lr: 7.500e-05, eta: 0:49:50, time: 0.513, data_time: 0.004, memory: 8335, top1_acc/: 0.8456, top5_acc/: 0.9497, loss_cls/: 0.6144, loss/: 0.6144, grad_norm: 3.0751, top1_acc//aux0: 0.8622, top5_acc//aux0: 0.9588, loss_cls//aux0: 0.5137, loss//aux0: 0.5137 2020-10-16 08:50:48,352 - mmaction - INFO - Epoch [93][280/396] lr: 7.500e-05, eta: 0:49:28, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8401, top5_acc/: 0.9482, loss_cls/: 0.6372, loss/: 0.6372, grad_norm: 3.1085, top1_acc//aux0: 0.8642, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5079, loss//aux0: 0.5079 2020-10-16 08:50:48,808 - mmaction - INFO - Epoch [93][280/396] lr: 7.500e-05, eta: 0:49:29, time: 0.512, data_time: 0.001, memory: 8335, top1_acc/: 0.8401, top5_acc/: 0.9482, loss_cls/: 0.6372, loss/: 0.6372, grad_norm: 3.0896, top1_acc//aux0: 0.8648, top5_acc//aux0: 0.9584, loss_cls//aux0: 0.5038, loss//aux0: 0.5038 2020-10-16 08:51:08,805 - mmaction - INFO - Epoch [93][300/396] lr: 7.500e-05, eta: 0:49:08, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8453, top5_acc/: 0.9430, loss_cls/: 0.6300, loss/: 0.6300, grad_norm: 3.0884, top1_acc//aux0: 0.8622, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5060, loss//aux0: 0.5060 2020-10-16 08:51:09,268 - mmaction - INFO - Epoch [93][300/396] lr: 7.500e-05, eta: 0:49:09, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.8453, top5_acc/: 0.9430, loss_cls/: 0.6300, loss/: 0.6300, grad_norm: 3.1133, top1_acc//aux0: 0.8605, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5123, loss//aux0: 0.5123 2020-10-16 08:51:28,998 - mmaction - INFO - Epoch [93][320/396] lr: 7.500e-05, eta: 0:48:47, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8432, top5_acc/: 0.9536, loss_cls/: 0.6210, loss/: 0.6210, grad_norm: 3.1563, top1_acc//aux0: 0.8598, top5_acc//aux0: 0.9545, loss_cls//aux0: 0.5312, loss//aux0: 0.5312 2020-10-16 08:51:29,451 - mmaction - INFO - Epoch [93][320/396] lr: 7.500e-05, eta: 0:48:48, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8432, top5_acc/: 0.9536, loss_cls/: 0.6210, loss/: 0.6210, grad_norm: 3.1751, top1_acc//aux0: 0.8591, top5_acc//aux0: 0.9540, loss_cls//aux0: 0.5324, loss//aux0: 0.5324 2020-10-16 08:51:49,442 - mmaction - INFO - Epoch [93][340/396] lr: 7.500e-05, eta: 0:48:27, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8396, top5_acc/: 0.9477, loss_cls/: 0.6364, loss/: 0.6364, grad_norm: 3.1421, top1_acc//aux0: 0.8571, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5246, loss//aux0: 0.5246 2020-10-16 08:51:49,892 - mmaction - INFO - Epoch [93][340/396] lr: 7.500e-05, eta: 0:48:27, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.8396, top5_acc/: 0.9477, loss_cls/: 0.6364, loss/: 0.6364, grad_norm: 3.1302, top1_acc//aux0: 0.8578, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5211, loss//aux0: 0.5211 2020-10-16 08:52:09,814 - mmaction - INFO - Epoch [93][360/396] lr: 7.500e-05, eta: 0:48:06, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8409, top5_acc/: 0.9443, loss_cls/: 0.6356, loss/: 0.6356, grad_norm: 3.1627, top1_acc//aux0: 0.8599, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5150, loss//aux0: 0.5150 2020-10-16 08:52:10,246 - mmaction - INFO - Epoch [93][360/396] lr: 7.500e-05, eta: 0:48:07, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.8409, top5_acc/: 0.9443, loss_cls/: 0.6356, loss/: 0.6356, grad_norm: 3.1520, top1_acc//aux0: 0.8611, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5139, loss//aux0: 0.5139 2020-10-16 08:52:30,136 - mmaction - INFO - Epoch [93][380/396] lr: 7.500e-05, eta: 0:47:45, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8378, top5_acc/: 0.9497, loss_cls/: 0.6397, loss/: 0.6397, grad_norm: 3.1654, top1_acc//aux0: 0.8657, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5032, loss//aux0: 0.5032 2020-10-16 08:52:30,578 - mmaction - INFO - Epoch [93][380/396] lr: 7.500e-05, eta: 0:47:46, time: 0.505, data_time: 0.001, memory: 8335, top1_acc/: 0.8378, top5_acc/: 0.9497, loss_cls/: 0.6397, loss/: 0.6397, grad_norm: 3.1624, top1_acc//aux0: 0.8645, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5073, loss//aux0: 0.5073 2020-10-16 08:52:48,133 - mmaction - INFO - Saving checkpoint at 93 epochs 2020-10-16 08:55:21,188 - mmaction - INFO - Epoch [94][20/396] lr: 7.500e-05, eta: 0:47:07, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8331, top5_acc/: 0.9508, loss_cls/: 0.6305, loss/: 0.6305, grad_norm: 3.0418, top1_acc//aux0: 0.8613, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5167, loss//aux0: 0.5167 2020-10-16 08:55:21,634 - mmaction - INFO - Epoch [94][20/396] lr: 7.500e-05, eta: 0:47:08, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8331, top5_acc/: 0.9508, loss_cls/: 0.6305, loss/: 0.6305, grad_norm: 3.0406, top1_acc//aux0: 0.8621, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5154, loss//aux0: 0.5154 2020-10-16 08:55:41,384 - mmaction - INFO - Epoch [94][40/396] lr: 7.500e-05, eta: 0:46:47, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8451, top5_acc/: 0.9479, loss_cls/: 0.6259, loss/: 0.6259, grad_norm: 3.1754, top1_acc//aux0: 0.8553, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5382, loss//aux0: 0.5382 2020-10-16 08:55:41,844 - mmaction - INFO - Epoch [94][40/396] lr: 7.500e-05, eta: 0:46:47, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8451, top5_acc/: 0.9479, loss_cls/: 0.6259, loss/: 0.6259, grad_norm: 3.1664, top1_acc//aux0: 0.8548, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5383, loss//aux0: 0.5383 2020-10-16 08:56:01,765 - mmaction - INFO - Epoch [94][60/396] lr: 7.500e-05, eta: 0:46:26, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8352, top5_acc/: 0.9451, loss_cls/: 0.6491, loss/: 0.6491, grad_norm: 3.1304, top1_acc//aux0: 0.8624, top5_acc//aux0: 0.9594, loss_cls//aux0: 0.5010, loss//aux0: 0.5010 2020-10-16 08:56:02,226 - mmaction - INFO - Epoch [94][60/396] lr: 7.500e-05, eta: 0:46:27, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8352, top5_acc/: 0.9451, loss_cls/: 0.6491, loss/: 0.6491, grad_norm: 3.1187, top1_acc//aux0: 0.8613, top5_acc//aux0: 0.9594, loss_cls//aux0: 0.5029, loss//aux0: 0.5029 2020-10-16 08:56:22,161 - mmaction - INFO - Epoch [94][80/396] lr: 7.500e-05, eta: 0:46:06, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8336, top5_acc/: 0.9448, loss_cls/: 0.6552, loss/: 0.6552, grad_norm: 3.2015, top1_acc//aux0: 0.8617, top5_acc//aux0: 0.9596, loss_cls//aux0: 0.5070, loss//aux0: 0.5070 2020-10-16 08:56:22,617 - mmaction - INFO - Epoch [94][80/396] lr: 7.500e-05, eta: 0:46:06, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8336, top5_acc/: 0.9448, loss_cls/: 0.6552, loss/: 0.6552, grad_norm: 3.1831, top1_acc//aux0: 0.8621, top5_acc//aux0: 0.9593, loss_cls//aux0: 0.5084, loss//aux0: 0.5084 2020-10-16 08:56:42,364 - mmaction - INFO - Epoch [94][100/396] lr: 7.500e-05, eta: 0:45:45, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8484, top5_acc/: 0.9560, loss_cls/: 0.5970, loss/: 0.5970, grad_norm: 3.1179, top1_acc//aux0: 0.8648, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5070, loss//aux0: 0.5070 2020-10-16 08:56:42,814 - mmaction - INFO - Epoch [94][100/396] lr: 7.500e-05, eta: 0:45:46, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8484, top5_acc/: 0.9560, loss_cls/: 0.5970, loss/: 0.5970, grad_norm: 3.1199, top1_acc//aux0: 0.8654, top5_acc//aux0: 0.9577, loss_cls//aux0: 0.5083, loss//aux0: 0.5083 2020-10-16 08:57:02,762 - mmaction - INFO - Epoch [94][120/396] lr: 7.500e-05, eta: 0:45:24, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8370, top5_acc/: 0.9464, loss_cls/: 0.6434, loss/: 0.6434, grad_norm: 3.1069, top1_acc//aux0: 0.8637, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5161, loss//aux0: 0.5161 2020-10-16 08:57:03,208 - mmaction - INFO - Epoch [94][120/396] lr: 7.500e-05, eta: 0:45:25, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8370, top5_acc/: 0.9464, loss_cls/: 0.6434, loss/: 0.6434, grad_norm: 3.1250, top1_acc//aux0: 0.8632, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5137, loss//aux0: 0.5137 2020-10-16 08:57:23,207 - mmaction - INFO - Epoch [94][140/396] lr: 7.500e-05, eta: 0:45:04, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8422, top5_acc/: 0.9544, loss_cls/: 0.6107, loss/: 0.6107, grad_norm: 3.0904, top1_acc//aux0: 0.8613, top5_acc//aux0: 0.9598, loss_cls//aux0: 0.5112, loss//aux0: 0.5112 2020-10-16 08:57:23,651 - mmaction - INFO - Epoch [94][140/396] lr: 7.500e-05, eta: 0:45:05, time: 0.507, data_time: 0.001, memory: 8335, top1_acc/: 0.8422, top5_acc/: 0.9544, loss_cls/: 0.6107, loss/: 0.6107, grad_norm: 3.0891, top1_acc//aux0: 0.8617, top5_acc//aux0: 0.9596, loss_cls//aux0: 0.5087, loss//aux0: 0.5087 2020-10-16 08:57:43,628 - mmaction - INFO - Epoch [94][160/396] lr: 7.500e-05, eta: 0:44:43, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8487, top5_acc/: 0.9529, loss_cls/: 0.6058, loss/: 0.6058, grad_norm: 3.0584, top1_acc//aux0: 0.8631, top5_acc//aux0: 0.9588, loss_cls//aux0: 0.5122, loss//aux0: 0.5122 2020-10-16 08:57:44,072 - mmaction - INFO - Epoch [94][160/396] lr: 7.500e-05, eta: 0:44:44, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8487, top5_acc/: 0.9529, loss_cls/: 0.6058, loss/: 0.6058, grad_norm: 3.0610, top1_acc//aux0: 0.8625, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5143, loss//aux0: 0.5143 2020-10-16 08:58:04,166 - mmaction - INFO - Epoch [94][180/396] lr: 7.500e-05, eta: 0:44:23, time: 0.517, data_time: 0.000, memory: 8335, top1_acc/: 0.8396, top5_acc/: 0.9523, loss_cls/: 0.6165, loss/: 0.6165, grad_norm: 3.1054, top1_acc//aux0: 0.8610, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5177, loss//aux0: 0.5177 2020-10-16 08:58:04,605 - mmaction - INFO - Epoch [94][180/396] lr: 7.500e-05, eta: 0:44:23, time: 0.519, data_time: 0.003, memory: 8335, top1_acc/: 0.8396, top5_acc/: 0.9523, loss_cls/: 0.6165, loss/: 0.6165, grad_norm: 3.1010, top1_acc//aux0: 0.8607, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5198, loss//aux0: 0.5198 2020-10-16 08:58:24,664 - mmaction - INFO - Epoch [94][200/396] lr: 7.500e-05, eta: 0:44:02, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8479, top5_acc/: 0.9471, loss_cls/: 0.6180, loss/: 0.6180, grad_norm: 3.1180, top1_acc//aux0: 0.8593, top5_acc//aux0: 0.9603, loss_cls//aux0: 0.5202, loss//aux0: 0.5202 2020-10-16 08:58:25,104 - mmaction - INFO - Epoch [94][200/396] lr: 7.500e-05, eta: 0:44:03, time: 0.513, data_time: 0.004, memory: 8335, top1_acc/: 0.8479, top5_acc/: 0.9471, loss_cls/: 0.6180, loss/: 0.6180, grad_norm: 3.1158, top1_acc//aux0: 0.8609, top5_acc//aux0: 0.9606, loss_cls//aux0: 0.5141, loss//aux0: 0.5141 2020-10-16 08:58:45,173 - mmaction - INFO - Epoch [94][220/396] lr: 7.500e-05, eta: 0:43:42, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8404, top5_acc/: 0.9430, loss_cls/: 0.6401, loss/: 0.6401, grad_norm: 3.0386, top1_acc//aux0: 0.8659, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5038, loss//aux0: 0.5038 2020-10-16 08:58:45,609 - mmaction - INFO - Epoch [94][220/396] lr: 7.500e-05, eta: 0:43:42, time: 0.513, data_time: 0.003, memory: 8335, top1_acc/: 0.8404, top5_acc/: 0.9430, loss_cls/: 0.6401, loss/: 0.6401, grad_norm: 3.0278, top1_acc//aux0: 0.8663, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5051, loss//aux0: 0.5051 2020-10-16 08:59:05,527 - mmaction - INFO - Epoch [94][240/396] lr: 7.500e-05, eta: 0:43:21, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8518, top5_acc/: 0.9521, loss_cls/: 0.6065, loss/: 0.6065, grad_norm: 3.0627, top1_acc//aux0: 0.8634, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5133, loss//aux0: 0.5133 2020-10-16 08:59:05,979 - mmaction - INFO - Epoch [94][240/396] lr: 7.500e-05, eta: 0:43:22, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.8518, top5_acc/: 0.9521, loss_cls/: 0.6065, loss/: 0.6065, grad_norm: 3.0727, top1_acc//aux0: 0.8615, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5184, loss//aux0: 0.5184 2020-10-16 08:59:26,013 - mmaction - INFO - Epoch [94][260/396] lr: 7.500e-05, eta: 0:43:00, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8477, top5_acc/: 0.9523, loss_cls/: 0.6087, loss/: 0.6087, grad_norm: 3.1418, top1_acc//aux0: 0.8607, top5_acc//aux0: 0.9580, loss_cls//aux0: 0.5183, loss//aux0: 0.5183 2020-10-16 08:59:26,456 - mmaction - INFO - Epoch [94][260/396] lr: 7.500e-05, eta: 0:43:01, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8477, top5_acc/: 0.9523, loss_cls/: 0.6087, loss/: 0.6087, grad_norm: 3.1450, top1_acc//aux0: 0.8623, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5134, loss//aux0: 0.5134 2020-10-16 08:59:46,306 - mmaction - INFO - Epoch [94][280/396] lr: 7.500e-05, eta: 0:42:40, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8310, top5_acc/: 0.9422, loss_cls/: 0.6719, loss/: 0.6719, grad_norm: 3.1202, top1_acc//aux0: 0.8645, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5161, loss//aux0: 0.5161 2020-10-16 08:59:46,754 - mmaction - INFO - Epoch [94][280/396] lr: 7.500e-05, eta: 0:42:41, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8310, top5_acc/: 0.9422, loss_cls/: 0.6719, loss/: 0.6719, grad_norm: 3.1148, top1_acc//aux0: 0.8633, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5206, loss//aux0: 0.5206 2020-10-16 09:00:14,424 - mmaction - INFO - Epoch [94][300/396] lr: 7.500e-05, eta: 0:42:20, time: 0.888, data_time: 0.001, memory: 8335, top1_acc/: 0.8391, top5_acc/: 0.9466, loss_cls/: 0.6390, loss/: 0.6390, grad_norm: 3.0942, top1_acc//aux0: 0.8662, top5_acc//aux0: 0.9594, loss_cls//aux0: 0.5010, loss//aux0: 0.5010 2020-10-16 09:00:15,207 - mmaction - INFO - Epoch [94][300/396] lr: 7.500e-05, eta: 0:42:21, time: 0.912, data_time: 0.027, memory: 8335, top1_acc/: 0.8391, top5_acc/: 0.9466, loss_cls/: 0.6390, loss/: 0.6390, grad_norm: 3.0814, top1_acc//aux0: 0.8671, top5_acc//aux0: 0.9602, loss_cls//aux0: 0.4961, loss//aux0: 0.4961 2020-10-16 09:00:35,267 - mmaction - INFO - Epoch [94][320/396] lr: 7.500e-05, eta: 0:42:00, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.8482, top5_acc/: 0.9544, loss_cls/: 0.6235, loss/: 0.6235, grad_norm: 3.0805, top1_acc//aux0: 0.8615, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5156, loss//aux0: 0.5156 2020-10-16 09:00:35,735 - mmaction - INFO - Epoch [94][320/396] lr: 7.500e-05, eta: 0:42:01, time: 0.516, data_time: 0.002, memory: 8335, top1_acc/: 0.8482, top5_acc/: 0.9544, loss_cls/: 0.6235, loss/: 0.6235, grad_norm: 3.0788, top1_acc//aux0: 0.8610, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5180, loss//aux0: 0.5180 2020-10-16 09:00:55,869 - mmaction - INFO - Epoch [94][340/396] lr: 7.500e-05, eta: 0:41:39, time: 0.521, data_time: 0.000, memory: 8335, top1_acc/: 0.8396, top5_acc/: 0.9479, loss_cls/: 0.6255, loss/: 0.6255, grad_norm: 3.1101, top1_acc//aux0: 0.8639, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5087, loss//aux0: 0.5087 2020-10-16 09:00:56,310 - mmaction - INFO - Epoch [94][340/396] lr: 7.500e-05, eta: 0:41:40, time: 0.522, data_time: 0.001, memory: 8335, top1_acc/: 0.8396, top5_acc/: 0.9479, loss_cls/: 0.6255, loss/: 0.6255, grad_norm: 3.1008, top1_acc//aux0: 0.8644, top5_acc//aux0: 0.9588, loss_cls//aux0: 0.5074, loss//aux0: 0.5074 2020-10-16 09:01:16,334 - mmaction - INFO - Epoch [94][360/396] lr: 7.500e-05, eta: 0:41:19, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8357, top5_acc/: 0.9479, loss_cls/: 0.6422, loss/: 0.6422, grad_norm: 3.1106, top1_acc//aux0: 0.8632, top5_acc//aux0: 0.9592, loss_cls//aux0: 0.5091, loss//aux0: 0.5091 2020-10-16 09:01:16,803 - mmaction - INFO - Epoch [94][360/396] lr: 7.500e-05, eta: 0:41:19, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.8357, top5_acc/: 0.9479, loss_cls/: 0.6422, loss/: 0.6422, grad_norm: 3.1054, top1_acc//aux0: 0.8629, top5_acc//aux0: 0.9590, loss_cls//aux0: 0.5095, loss//aux0: 0.5095 2020-10-16 09:01:36,780 - mmaction - INFO - Epoch [94][380/396] lr: 7.500e-05, eta: 0:40:58, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8336, top5_acc/: 0.9396, loss_cls/: 0.6599, loss/: 0.6599, grad_norm: 3.0360, top1_acc//aux0: 0.8616, top5_acc//aux0: 0.9588, loss_cls//aux0: 0.5076, loss//aux0: 0.5076 2020-10-16 09:01:37,228 - mmaction - INFO - Epoch [94][380/396] lr: 7.500e-05, eta: 0:40:59, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8336, top5_acc/: 0.9396, loss_cls/: 0.6599, loss/: 0.6599, grad_norm: 3.0506, top1_acc//aux0: 0.8606, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5115, loss//aux0: 0.5115 2020-10-16 09:01:58,605 - mmaction - INFO - Saving checkpoint at 94 epochs 2020-10-16 09:05:01,766 - mmaction - INFO - Epoch [95][20/396] lr: 7.500e-05, eta: 0:40:20, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8385, top5_acc/: 0.9448, loss_cls/: 0.6384, loss/: 0.6384, grad_norm: 3.0585, top1_acc//aux0: 0.8635, top5_acc//aux0: 0.9588, loss_cls//aux0: 0.5076, loss//aux0: 0.5076 2020-10-16 09:05:02,225 - mmaction - INFO - Epoch [95][20/396] lr: 7.500e-05, eta: 0:40:21, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8385, top5_acc/: 0.9448, loss_cls/: 0.6384, loss/: 0.6384, grad_norm: 3.0674, top1_acc//aux0: 0.8629, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5086, loss//aux0: 0.5086 2020-10-16 09:05:22,046 - mmaction - INFO - Epoch [95][40/396] lr: 7.500e-05, eta: 0:40:00, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8521, top5_acc/: 0.9521, loss_cls/: 0.5958, loss/: 0.5958, grad_norm: 3.1175, top1_acc//aux0: 0.8671, top5_acc//aux0: 0.9594, loss_cls//aux0: 0.5015, loss//aux0: 0.5015 2020-10-16 09:05:22,505 - mmaction - INFO - Epoch [95][40/396] lr: 7.500e-05, eta: 0:40:00, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.8521, top5_acc/: 0.9521, loss_cls/: 0.5958, loss/: 0.5958, grad_norm: 3.1075, top1_acc//aux0: 0.8683, top5_acc//aux0: 0.9598, loss_cls//aux0: 0.4983, loss//aux0: 0.4983 2020-10-16 09:05:42,404 - mmaction - INFO - Epoch [95][60/396] lr: 7.500e-05, eta: 0:39:39, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8367, top5_acc/: 0.9432, loss_cls/: 0.6495, loss/: 0.6495, grad_norm: 3.0890, top1_acc//aux0: 0.8643, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5043, loss//aux0: 0.5043 2020-10-16 09:05:42,861 - mmaction - INFO - Epoch [95][60/396] lr: 7.500e-05, eta: 0:39:40, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.8367, top5_acc/: 0.9432, loss_cls/: 0.6495, loss/: 0.6495, grad_norm: 3.0908, top1_acc//aux0: 0.8637, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5044, loss//aux0: 0.5044 2020-10-16 09:06:02,804 - mmaction - INFO - Epoch [95][80/396] lr: 7.500e-05, eta: 0:39:18, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8359, top5_acc/: 0.9490, loss_cls/: 0.6432, loss/: 0.6432, grad_norm: 3.1442, top1_acc//aux0: 0.8622, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5089, loss//aux0: 0.5089 2020-10-16 09:06:03,248 - mmaction - INFO - Epoch [95][80/396] lr: 7.500e-05, eta: 0:39:19, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.8359, top5_acc/: 0.9490, loss_cls/: 0.6432, loss/: 0.6432, grad_norm: 3.1375, top1_acc//aux0: 0.8625, top5_acc//aux0: 0.9584, loss_cls//aux0: 0.5107, loss//aux0: 0.5107 2020-10-16 09:06:23,198 - mmaction - INFO - Epoch [95][100/396] lr: 7.500e-05, eta: 0:38:58, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8565, top5_acc/: 0.9544, loss_cls/: 0.5862, loss/: 0.5862, grad_norm: 3.0938, top1_acc//aux0: 0.8637, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5018, loss//aux0: 0.5018 2020-10-16 09:06:23,639 - mmaction - INFO - Epoch [95][100/396] lr: 7.500e-05, eta: 0:38:58, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8565, top5_acc/: 0.9544, loss_cls/: 0.5862, loss/: 0.5862, grad_norm: 3.0973, top1_acc//aux0: 0.8628, top5_acc//aux0: 0.9593, loss_cls//aux0: 0.5028, loss//aux0: 0.5028 2020-10-16 09:06:43,577 - mmaction - INFO - Epoch [95][120/396] lr: 7.500e-05, eta: 0:38:37, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.8385, top5_acc/: 0.9503, loss_cls/: 0.6398, loss/: 0.6398, grad_norm: 3.1033, top1_acc//aux0: 0.8577, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5229, loss//aux0: 0.5229 2020-10-16 09:06:44,022 - mmaction - INFO - Epoch [95][120/396] lr: 7.500e-05, eta: 0:38:38, time: 0.514, data_time: 0.001, memory: 8335, top1_acc/: 0.8385, top5_acc/: 0.9503, loss_cls/: 0.6398, loss/: 0.6398, grad_norm: 3.1037, top1_acc//aux0: 0.8580, top5_acc//aux0: 0.9584, loss_cls//aux0: 0.5215, loss//aux0: 0.5215 2020-10-16 09:07:03,988 - mmaction - INFO - Epoch [95][140/396] lr: 7.500e-05, eta: 0:38:17, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8414, top5_acc/: 0.9464, loss_cls/: 0.6532, loss/: 0.6532, grad_norm: 3.1383, top1_acc//aux0: 0.8590, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5260, loss//aux0: 0.5260 2020-10-16 09:07:04,440 - mmaction - INFO - Epoch [95][140/396] lr: 7.500e-05, eta: 0:38:17, time: 0.511, data_time: 0.001, memory: 8335, top1_acc/: 0.8414, top5_acc/: 0.9464, loss_cls/: 0.6532, loss/: 0.6532, grad_norm: 3.1282, top1_acc//aux0: 0.8587, top5_acc//aux0: 0.9553, loss_cls//aux0: 0.5285, loss//aux0: 0.5285 2020-10-16 09:07:24,319 - mmaction - INFO - Epoch [95][160/396] lr: 7.500e-05, eta: 0:37:56, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8307, top5_acc/: 0.9422, loss_cls/: 0.6642, loss/: 0.6642, grad_norm: 3.1705, top1_acc//aux0: 0.8626, top5_acc//aux0: 0.9584, loss_cls//aux0: 0.5061, loss//aux0: 0.5061 2020-10-16 09:07:24,775 - mmaction - INFO - Epoch [95][160/396] lr: 7.500e-05, eta: 0:37:57, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8307, top5_acc/: 0.9422, loss_cls/: 0.6642, loss/: 0.6642, grad_norm: 3.1949, top1_acc//aux0: 0.8628, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5057, loss//aux0: 0.5057 2020-10-16 09:07:44,683 - mmaction - INFO - Epoch [95][180/396] lr: 7.500e-05, eta: 0:37:36, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8443, top5_acc/: 0.9456, loss_cls/: 0.6284, loss/: 0.6284, grad_norm: 3.1158, top1_acc//aux0: 0.8642, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5058, loss//aux0: 0.5058 2020-10-16 09:07:45,142 - mmaction - INFO - Epoch [95][180/396] lr: 7.500e-05, eta: 0:37:36, time: 0.514, data_time: 0.002, memory: 8335, top1_acc/: 0.8443, top5_acc/: 0.9456, loss_cls/: 0.6284, loss/: 0.6284, grad_norm: 3.1072, top1_acc//aux0: 0.8651, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5018, loss//aux0: 0.5018 2020-10-16 09:08:05,045 - mmaction - INFO - Epoch [95][200/396] lr: 7.500e-05, eta: 0:37:15, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8349, top5_acc/: 0.9492, loss_cls/: 0.6571, loss/: 0.6571, grad_norm: 3.1276, top1_acc//aux0: 0.8658, top5_acc//aux0: 0.9604, loss_cls//aux0: 0.5035, loss//aux0: 0.5035 2020-10-16 09:08:05,495 - mmaction - INFO - Epoch [95][200/396] lr: 7.500e-05, eta: 0:37:16, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8349, top5_acc/: 0.9492, loss_cls/: 0.6571, loss/: 0.6571, grad_norm: 3.1341, top1_acc//aux0: 0.8650, top5_acc//aux0: 0.9607, loss_cls//aux0: 0.5041, loss//aux0: 0.5041 2020-10-16 09:08:25,491 - mmaction - INFO - Epoch [95][220/396] lr: 7.500e-05, eta: 0:36:55, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8370, top5_acc/: 0.9477, loss_cls/: 0.6592, loss/: 0.6592, grad_norm: 3.1666, top1_acc//aux0: 0.8644, top5_acc//aux0: 0.9598, loss_cls//aux0: 0.5073, loss//aux0: 0.5073 2020-10-16 09:08:25,925 - mmaction - INFO - Epoch [95][220/396] lr: 7.500e-05, eta: 0:36:55, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8370, top5_acc/: 0.9477, loss_cls/: 0.6592, loss/: 0.6592, grad_norm: 3.1794, top1_acc//aux0: 0.8646, top5_acc//aux0: 0.9595, loss_cls//aux0: 0.5086, loss//aux0: 0.5086 2020-10-16 09:08:45,802 - mmaction - INFO - Epoch [95][240/396] lr: 7.500e-05, eta: 0:36:34, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8372, top5_acc/: 0.9448, loss_cls/: 0.6478, loss/: 0.6478, grad_norm: 3.1632, top1_acc//aux0: 0.8603, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5236, loss//aux0: 0.5236 2020-10-16 09:08:46,233 - mmaction - INFO - Epoch [95][240/396] lr: 7.500e-05, eta: 0:36:35, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.8372, top5_acc/: 0.9448, loss_cls/: 0.6478, loss/: 0.6478, grad_norm: 3.1467, top1_acc//aux0: 0.8601, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5240, loss//aux0: 0.5240 2020-10-16 09:09:06,205 - mmaction - INFO - Epoch [95][260/396] lr: 7.500e-05, eta: 0:36:13, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8438, top5_acc/: 0.9466, loss_cls/: 0.6308, loss/: 0.6308, grad_norm: 3.0884, top1_acc//aux0: 0.8633, top5_acc//aux0: 0.9593, loss_cls//aux0: 0.5083, loss//aux0: 0.5083 2020-10-16 09:09:06,657 - mmaction - INFO - Epoch [95][260/396] lr: 7.500e-05, eta: 0:36:14, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.8438, top5_acc/: 0.9466, loss_cls/: 0.6308, loss/: 0.6308, grad_norm: 3.0873, top1_acc//aux0: 0.8635, top5_acc//aux0: 0.9592, loss_cls//aux0: 0.5068, loss//aux0: 0.5068 2020-10-16 09:09:26,525 - mmaction - INFO - Epoch [95][280/396] lr: 7.500e-05, eta: 0:35:53, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8411, top5_acc/: 0.9469, loss_cls/: 0.6477, loss/: 0.6477, grad_norm: 3.1464, top1_acc//aux0: 0.8633, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5155, loss//aux0: 0.5155 2020-10-16 09:09:26,988 - mmaction - INFO - Epoch [95][280/396] lr: 7.500e-05, eta: 0:35:53, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.8411, top5_acc/: 0.9469, loss_cls/: 0.6477, loss/: 0.6477, grad_norm: 3.1343, top1_acc//aux0: 0.8626, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5174, loss//aux0: 0.5174 2020-10-16 09:09:46,789 - mmaction - INFO - Epoch [95][300/396] lr: 7.500e-05, eta: 0:35:32, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8336, top5_acc/: 0.9443, loss_cls/: 0.6597, loss/: 0.6597, grad_norm: 3.0893, top1_acc//aux0: 0.8603, top5_acc//aux0: 0.9564, loss_cls//aux0: 0.5186, loss//aux0: 0.5186 2020-10-16 09:09:47,225 - mmaction - INFO - Epoch [95][300/396] lr: 7.500e-05, eta: 0:35:33, time: 0.503, data_time: 0.003, memory: 8335, top1_acc/: 0.8336, top5_acc/: 0.9443, loss_cls/: 0.6597, loss/: 0.6597, grad_norm: 3.1025, top1_acc//aux0: 0.8604, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5201, loss//aux0: 0.5201 2020-10-16 09:10:07,196 - mmaction - INFO - Epoch [95][320/396] lr: 7.500e-05, eta: 0:35:12, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.8456, top5_acc/: 0.9484, loss_cls/: 0.6167, loss/: 0.6167, grad_norm: 3.1295, top1_acc//aux0: 0.8595, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5262, loss//aux0: 0.5262 2020-10-16 09:10:07,629 - mmaction - INFO - Epoch [95][320/396] lr: 7.500e-05, eta: 0:35:12, time: 0.514, data_time: 0.001, memory: 8335, top1_acc/: 0.8456, top5_acc/: 0.9484, loss_cls/: 0.6167, loss/: 0.6167, grad_norm: 3.1498, top1_acc//aux0: 0.8587, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5265, loss//aux0: 0.5265 2020-10-16 09:10:27,576 - mmaction - INFO - Epoch [95][340/396] lr: 7.500e-05, eta: 0:34:51, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8479, top5_acc/: 0.9557, loss_cls/: 0.6041, loss/: 0.6041, grad_norm: 3.1479, top1_acc//aux0: 0.8635, top5_acc//aux0: 0.9608, loss_cls//aux0: 0.5033, loss//aux0: 0.5033 2020-10-16 09:10:28,001 - mmaction - INFO - Epoch [95][340/396] lr: 7.500e-05, eta: 0:34:52, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.8479, top5_acc/: 0.9557, loss_cls/: 0.6041, loss/: 0.6041, grad_norm: 3.1450, top1_acc//aux0: 0.8647, top5_acc//aux0: 0.9616, loss_cls//aux0: 0.5002, loss//aux0: 0.5002 2020-10-16 09:10:47,910 - mmaction - INFO - Epoch [95][360/396] lr: 7.500e-05, eta: 0:34:31, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8396, top5_acc/: 0.9435, loss_cls/: 0.6392, loss/: 0.6392, grad_norm: 3.1197, top1_acc//aux0: 0.8632, top5_acc//aux0: 0.9599, loss_cls//aux0: 0.5056, loss//aux0: 0.5056 2020-10-16 09:10:48,376 - mmaction - INFO - Epoch [95][360/396] lr: 7.500e-05, eta: 0:34:31, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8396, top5_acc/: 0.9435, loss_cls/: 0.6392, loss/: 0.6392, grad_norm: 3.1032, top1_acc//aux0: 0.8628, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5075, loss//aux0: 0.5075 2020-10-16 09:11:08,332 - mmaction - INFO - Epoch [95][380/396] lr: 7.500e-05, eta: 0:34:10, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8531, top5_acc/: 0.9542, loss_cls/: 0.5941, loss/: 0.5941, grad_norm: 3.1303, top1_acc//aux0: 0.8607, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5206, loss//aux0: 0.5206 2020-10-16 09:11:08,764 - mmaction - INFO - Epoch [95][380/396] lr: 7.500e-05, eta: 0:34:11, time: 0.506, data_time: 0.003, memory: 8335, top1_acc/: 0.8531, top5_acc/: 0.9542, loss_cls/: 0.5941, loss/: 0.5941, grad_norm: 3.1202, top1_acc//aux0: 0.8613, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5174, loss//aux0: 0.5174 2020-10-16 09:11:27,715 - mmaction - INFO - Saving checkpoint at 95 epochs 2020-10-16 09:12:40,489 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-16 09:12:40,596 - mmaction - INFO - top1_acc 0.7840 top5_acc 0.9372 2020-10-16 09:12:40,596 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-16 09:12:40,622 - mmaction - INFO - mean_acc 0.7844 2020-10-16 09:12:40,622 - mmaction - INFO - Now best checkpoint is epoch_95.pth 2020-10-16 09:12:40,628 - mmaction - INFO - Epoch(val) [95][396] top1_acc: 0.7840, top5_acc: 0.9372, mean_class_accuracy: 0.7844 2020-10-16 09:15:07,608 - mmaction - INFO - Epoch [96][20/396] lr: 7.500e-05, eta: 0:33:32, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8492, top5_acc/: 0.9505, loss_cls/: 0.6101, loss/: 0.6101, grad_norm: 3.0807, top1_acc//aux0: 0.8642, top5_acc//aux0: 0.9593, loss_cls//aux0: 0.5041, loss//aux0: 0.5041 2020-10-16 09:15:08,075 - mmaction - INFO - Epoch [96][20/396] lr: 7.500e-05, eta: 0:33:33, time: 0.506, data_time: 0.003, memory: 8335, top1_acc/: 0.8492, top5_acc/: 0.9505, loss_cls/: 0.6101, loss/: 0.6101, grad_norm: 3.0560, top1_acc//aux0: 0.8651, top5_acc//aux0: 0.9592, loss_cls//aux0: 0.5022, loss//aux0: 0.5022 2020-10-16 09:15:28,053 - mmaction - INFO - Epoch [96][40/396] lr: 7.500e-05, eta: 0:33:12, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8422, top5_acc/: 0.9451, loss_cls/: 0.6245, loss/: 0.6245, grad_norm: 3.0800, top1_acc//aux0: 0.8623, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5105, loss//aux0: 0.5105 2020-10-16 09:15:28,505 - mmaction - INFO - Epoch [96][40/396] lr: 7.500e-05, eta: 0:33:12, time: 0.515, data_time: 0.004, memory: 8335, top1_acc/: 0.8422, top5_acc/: 0.9451, loss_cls/: 0.6245, loss/: 0.6245, grad_norm: 3.0769, top1_acc//aux0: 0.8611, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5125, loss//aux0: 0.5125 2020-10-16 09:15:48,377 - mmaction - INFO - Epoch [96][60/396] lr: 7.500e-05, eta: 0:32:51, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8471, top5_acc/: 0.9518, loss_cls/: 0.6115, loss/: 0.6115, grad_norm: 3.1633, top1_acc//aux0: 0.8613, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5211, loss//aux0: 0.5211 2020-10-16 09:15:48,813 - mmaction - INFO - Epoch [96][60/396] lr: 7.500e-05, eta: 0:32:52, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8471, top5_acc/: 0.9518, loss_cls/: 0.6115, loss/: 0.6115, grad_norm: 3.1846, top1_acc//aux0: 0.8616, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5216, loss//aux0: 0.5216 2020-10-16 09:16:08,694 - mmaction - INFO - Epoch [96][80/396] lr: 7.500e-05, eta: 0:32:31, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8432, top5_acc/: 0.9518, loss_cls/: 0.6037, loss/: 0.6037, grad_norm: 3.1036, top1_acc//aux0: 0.8620, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5153, loss//aux0: 0.5153 2020-10-16 09:16:09,131 - mmaction - INFO - Epoch [96][80/396] lr: 7.500e-05, eta: 0:32:31, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.8432, top5_acc/: 0.9518, loss_cls/: 0.6037, loss/: 0.6037, grad_norm: 3.0854, top1_acc//aux0: 0.8627, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5131, loss//aux0: 0.5131 2020-10-16 09:16:29,050 - mmaction - INFO - Epoch [96][100/396] lr: 7.500e-05, eta: 0:32:10, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8380, top5_acc/: 0.9464, loss_cls/: 0.6417, loss/: 0.6417, grad_norm: 3.0964, top1_acc//aux0: 0.8639, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5164, loss//aux0: 0.5164 2020-10-16 09:16:29,487 - mmaction - INFO - Epoch [96][100/396] lr: 7.500e-05, eta: 0:32:11, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.8380, top5_acc/: 0.9464, loss_cls/: 0.6417, loss/: 0.6417, grad_norm: 3.1019, top1_acc//aux0: 0.8634, top5_acc//aux0: 0.9577, loss_cls//aux0: 0.5171, loss//aux0: 0.5171 2020-10-16 09:16:49,494 - mmaction - INFO - Epoch [96][120/396] lr: 7.500e-05, eta: 0:31:49, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8362, top5_acc/: 0.9456, loss_cls/: 0.6538, loss/: 0.6538, grad_norm: 3.1428, top1_acc//aux0: 0.8596, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5201, loss//aux0: 0.5201 2020-10-16 09:16:49,936 - mmaction - INFO - Epoch [96][120/396] lr: 7.500e-05, eta: 0:31:50, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8362, top5_acc/: 0.9456, loss_cls/: 0.6538, loss/: 0.6538, grad_norm: 3.1449, top1_acc//aux0: 0.8590, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5200, loss//aux0: 0.5200 2020-10-16 09:17:09,851 - mmaction - INFO - Epoch [96][140/396] lr: 7.500e-05, eta: 0:31:29, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8448, top5_acc/: 0.9523, loss_cls/: 0.6120, loss/: 0.6120, grad_norm: 3.0243, top1_acc//aux0: 0.8634, top5_acc//aux0: 0.9580, loss_cls//aux0: 0.5096, loss//aux0: 0.5096 2020-10-16 09:17:10,314 - mmaction - INFO - Epoch [96][140/396] lr: 7.500e-05, eta: 0:31:29, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8448, top5_acc/: 0.9523, loss_cls/: 0.6120, loss/: 0.6120, grad_norm: 3.0299, top1_acc//aux0: 0.8632, top5_acc//aux0: 0.9580, loss_cls//aux0: 0.5112, loss//aux0: 0.5112 2020-10-16 09:17:30,240 - mmaction - INFO - Epoch [96][160/396] lr: 7.500e-05, eta: 0:31:08, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8367, top5_acc/: 0.9495, loss_cls/: 0.6421, loss/: 0.6421, grad_norm: 3.0568, top1_acc//aux0: 0.8675, top5_acc//aux0: 0.9593, loss_cls//aux0: 0.4977, loss//aux0: 0.4977 2020-10-16 09:17:30,670 - mmaction - INFO - Epoch [96][160/396] lr: 7.500e-05, eta: 0:31:09, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8367, top5_acc/: 0.9495, loss_cls/: 0.6421, loss/: 0.6421, grad_norm: 3.0630, top1_acc//aux0: 0.8672, top5_acc//aux0: 0.9596, loss_cls//aux0: 0.4979, loss//aux0: 0.4979 2020-10-16 09:17:50,665 - mmaction - INFO - Epoch [96][180/396] lr: 7.500e-05, eta: 0:30:48, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8443, top5_acc/: 0.9503, loss_cls/: 0.6265, loss/: 0.6265, grad_norm: 3.1283, top1_acc//aux0: 0.8639, top5_acc//aux0: 0.9593, loss_cls//aux0: 0.5040, loss//aux0: 0.5040 2020-10-16 09:17:51,119 - mmaction - INFO - Epoch [96][180/396] lr: 7.500e-05, eta: 0:30:48, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8443, top5_acc/: 0.9503, loss_cls/: 0.6265, loss/: 0.6265, grad_norm: 3.1509, top1_acc//aux0: 0.8637, top5_acc//aux0: 0.9592, loss_cls//aux0: 0.5062, loss//aux0: 0.5062 2020-10-16 09:18:10,965 - mmaction - INFO - Epoch [96][200/396] lr: 7.500e-05, eta: 0:30:27, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8500, top5_acc/: 0.9482, loss_cls/: 0.6105, loss/: 0.6105, grad_norm: 3.0864, top1_acc//aux0: 0.8623, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5095, loss//aux0: 0.5095 2020-10-16 09:18:11,404 - mmaction - INFO - Epoch [96][200/396] lr: 7.500e-05, eta: 0:30:28, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8500, top5_acc/: 0.9482, loss_cls/: 0.6105, loss/: 0.6105, grad_norm: 3.0680, top1_acc//aux0: 0.8633, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5065, loss//aux0: 0.5065 2020-10-16 09:18:31,235 - mmaction - INFO - Epoch [96][220/396] lr: 7.500e-05, eta: 0:30:07, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8365, top5_acc/: 0.9495, loss_cls/: 0.6236, loss/: 0.6236, grad_norm: 3.0906, top1_acc//aux0: 0.8657, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5094, loss//aux0: 0.5094 2020-10-16 09:18:31,702 - mmaction - INFO - Epoch [96][220/396] lr: 7.500e-05, eta: 0:30:07, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.8365, top5_acc/: 0.9495, loss_cls/: 0.6236, loss/: 0.6236, grad_norm: 3.1011, top1_acc//aux0: 0.8658, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5106, loss//aux0: 0.5106 2020-10-16 09:18:51,625 - mmaction - INFO - Epoch [96][240/396] lr: 7.500e-05, eta: 0:29:46, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8378, top5_acc/: 0.9490, loss_cls/: 0.6427, loss/: 0.6427, grad_norm: 3.1426, top1_acc//aux0: 0.8625, top5_acc//aux0: 0.9590, loss_cls//aux0: 0.5149, loss//aux0: 0.5149 2020-10-16 09:18:52,069 - mmaction - INFO - Epoch [96][240/396] lr: 7.500e-05, eta: 0:29:47, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8378, top5_acc/: 0.9490, loss_cls/: 0.6427, loss/: 0.6427, grad_norm: 3.1408, top1_acc//aux0: 0.8617, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5156, loss//aux0: 0.5156 2020-10-16 09:19:11,919 - mmaction - INFO - Epoch [96][260/396] lr: 7.500e-05, eta: 0:29:26, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8286, top5_acc/: 0.9490, loss_cls/: 0.6519, loss/: 0.6519, grad_norm: 3.0991, top1_acc//aux0: 0.8680, top5_acc//aux0: 0.9598, loss_cls//aux0: 0.4981, loss//aux0: 0.4981 2020-10-16 09:19:12,363 - mmaction - INFO - Epoch [96][260/396] lr: 7.500e-05, eta: 0:29:26, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8286, top5_acc/: 0.9490, loss_cls/: 0.6519, loss/: 0.6519, grad_norm: 3.0985, top1_acc//aux0: 0.8685, top5_acc//aux0: 0.9603, loss_cls//aux0: 0.4968, loss//aux0: 0.4968 2020-10-16 09:19:32,358 - mmaction - INFO - Epoch [96][280/396] lr: 7.500e-05, eta: 0:29:05, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8391, top5_acc/: 0.9503, loss_cls/: 0.6432, loss/: 0.6432, grad_norm: 3.1597, top1_acc//aux0: 0.8599, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5272, loss//aux0: 0.5272 2020-10-16 09:19:32,820 - mmaction - INFO - Epoch [96][280/396] lr: 7.500e-05, eta: 0:29:06, time: 0.513, data_time: 0.004, memory: 8335, top1_acc/: 0.8391, top5_acc/: 0.9503, loss_cls/: 0.6432, loss/: 0.6432, grad_norm: 3.1338, top1_acc//aux0: 0.8598, top5_acc//aux0: 0.9559, loss_cls//aux0: 0.5296, loss//aux0: 0.5296 2020-10-16 09:19:52,772 - mmaction - INFO - Epoch [96][300/396] lr: 7.500e-05, eta: 0:28:45, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8375, top5_acc/: 0.9471, loss_cls/: 0.6509, loss/: 0.6509, grad_norm: 3.1401, top1_acc//aux0: 0.8594, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5224, loss//aux0: 0.5224 2020-10-16 09:19:53,222 - mmaction - INFO - Epoch [96][300/396] lr: 7.500e-05, eta: 0:28:45, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8375, top5_acc/: 0.9471, loss_cls/: 0.6509, loss/: 0.6509, grad_norm: 3.1606, top1_acc//aux0: 0.8592, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5207, loss//aux0: 0.5207 2020-10-16 09:20:13,219 - mmaction - INFO - Epoch [96][320/396] lr: 7.500e-05, eta: 0:28:24, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8497, top5_acc/: 0.9594, loss_cls/: 0.5913, loss/: 0.5913, grad_norm: 3.0899, top1_acc//aux0: 0.8623, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5226, loss//aux0: 0.5226 2020-10-16 09:20:13,664 - mmaction - INFO - Epoch [96][320/396] lr: 7.500e-05, eta: 0:28:24, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.8497, top5_acc/: 0.9594, loss_cls/: 0.5913, loss/: 0.5913, grad_norm: 3.0897, top1_acc//aux0: 0.8629, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5230, loss//aux0: 0.5230 2020-10-16 09:20:33,578 - mmaction - INFO - Epoch [96][340/396] lr: 7.500e-05, eta: 0:28:03, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8432, top5_acc/: 0.9505, loss_cls/: 0.6258, loss/: 0.6258, grad_norm: 3.0239, top1_acc//aux0: 0.8644, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5025, loss//aux0: 0.5025 2020-10-16 09:20:34,029 - mmaction - INFO - Epoch [96][340/396] lr: 7.500e-05, eta: 0:28:04, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.8432, top5_acc/: 0.9505, loss_cls/: 0.6258, loss/: 0.6258, grad_norm: 3.0246, top1_acc//aux0: 0.8642, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5006, loss//aux0: 0.5006 2020-10-16 09:20:53,998 - mmaction - INFO - Epoch [96][360/396] lr: 7.500e-05, eta: 0:27:43, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8427, top5_acc/: 0.9500, loss_cls/: 0.6274, loss/: 0.6274, grad_norm: 3.1299, top1_acc//aux0: 0.8574, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5263, loss//aux0: 0.5263 2020-10-16 09:20:54,430 - mmaction - INFO - Epoch [96][360/396] lr: 7.500e-05, eta: 0:27:43, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.8427, top5_acc/: 0.9500, loss_cls/: 0.6274, loss/: 0.6274, grad_norm: 3.1376, top1_acc//aux0: 0.8563, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5328, loss//aux0: 0.5328 2020-10-16 09:21:14,276 - mmaction - INFO - Epoch [96][380/396] lr: 7.500e-05, eta: 0:27:22, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8448, top5_acc/: 0.9451, loss_cls/: 0.6336, loss/: 0.6336, grad_norm: 3.1306, top1_acc//aux0: 0.8616, top5_acc//aux0: 0.9577, loss_cls//aux0: 0.5206, loss//aux0: 0.5206 2020-10-16 09:21:14,735 - mmaction - INFO - Epoch [96][380/396] lr: 7.500e-05, eta: 0:27:23, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8448, top5_acc/: 0.9451, loss_cls/: 0.6336, loss/: 0.6336, grad_norm: 3.1544, top1_acc//aux0: 0.8629, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5154, loss//aux0: 0.5154 2020-10-16 09:21:31,980 - mmaction - INFO - Saving checkpoint at 96 epochs 2020-10-16 09:24:24,701 - mmaction - INFO - Epoch [97][20/396] lr: 7.500e-05, eta: 0:26:45, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8297, top5_acc/: 0.9435, loss_cls/: 0.6642, loss/: 0.6642, grad_norm: 3.1018, top1_acc//aux0: 0.8611, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5196, loss//aux0: 0.5196 2020-10-16 09:24:25,145 - mmaction - INFO - Epoch [97][20/396] lr: 7.500e-05, eta: 0:26:45, time: 0.510, data_time: 0.004, memory: 8335, top1_acc/: 0.8297, top5_acc/: 0.9435, loss_cls/: 0.6642, loss/: 0.6642, grad_norm: 3.0983, top1_acc//aux0: 0.8618, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5167, loss//aux0: 0.5167 2020-10-16 09:24:45,028 - mmaction - INFO - Epoch [97][40/396] lr: 7.500e-05, eta: 0:26:24, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8487, top5_acc/: 0.9497, loss_cls/: 0.6013, loss/: 0.6013, grad_norm: 3.1110, top1_acc//aux0: 0.8630, top5_acc//aux0: 0.9596, loss_cls//aux0: 0.5131, loss//aux0: 0.5131 2020-10-16 09:24:45,465 - mmaction - INFO - Epoch [97][40/396] lr: 7.500e-05, eta: 0:26:25, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8487, top5_acc/: 0.9497, loss_cls/: 0.6013, loss/: 0.6013, grad_norm: 3.0936, top1_acc//aux0: 0.8637, top5_acc//aux0: 0.9598, loss_cls//aux0: 0.5105, loss//aux0: 0.5105 2020-10-16 09:25:05,335 - mmaction - INFO - Epoch [97][60/396] lr: 7.500e-05, eta: 0:26:04, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8404, top5_acc/: 0.9466, loss_cls/: 0.6395, loss/: 0.6395, grad_norm: 3.1204, top1_acc//aux0: 0.8646, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5011, loss//aux0: 0.5011 2020-10-16 09:25:05,787 - mmaction - INFO - Epoch [97][60/396] lr: 7.500e-05, eta: 0:26:04, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8404, top5_acc/: 0.9466, loss_cls/: 0.6395, loss/: 0.6395, grad_norm: 3.1170, top1_acc//aux0: 0.8634, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5071, loss//aux0: 0.5071 2020-10-16 09:25:25,840 - mmaction - INFO - Epoch [97][80/396] lr: 7.500e-05, eta: 0:25:43, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8406, top5_acc/: 0.9539, loss_cls/: 0.6234, loss/: 0.6234, grad_norm: 3.1134, top1_acc//aux0: 0.8608, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5231, loss//aux0: 0.5231 2020-10-16 09:25:26,271 - mmaction - INFO - Epoch [97][80/396] lr: 7.500e-05, eta: 0:25:44, time: 0.510, data_time: 0.001, memory: 8335, top1_acc/: 0.8406, top5_acc/: 0.9539, loss_cls/: 0.6234, loss/: 0.6234, grad_norm: 3.1146, top1_acc//aux0: 0.8606, top5_acc//aux0: 0.9566, loss_cls//aux0: 0.5203, loss//aux0: 0.5203 2020-10-16 09:25:46,168 - mmaction - INFO - Epoch [97][100/396] lr: 7.500e-05, eta: 0:25:23, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8451, top5_acc/: 0.9505, loss_cls/: 0.6067, loss/: 0.6067, grad_norm: 3.0612, top1_acc//aux0: 0.8671, top5_acc//aux0: 0.9604, loss_cls//aux0: 0.4962, loss//aux0: 0.4962 2020-10-16 09:25:46,628 - mmaction - INFO - Epoch [97][100/396] lr: 7.500e-05, eta: 0:25:23, time: 0.515, data_time: 0.003, memory: 8335, top1_acc/: 0.8451, top5_acc/: 0.9505, loss_cls/: 0.6067, loss/: 0.6067, grad_norm: 3.0826, top1_acc//aux0: 0.8662, top5_acc//aux0: 0.9599, loss_cls//aux0: 0.4997, loss//aux0: 0.4997 2020-10-16 09:26:06,494 - mmaction - INFO - Epoch [97][120/396] lr: 7.500e-05, eta: 0:25:02, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8466, top5_acc/: 0.9432, loss_cls/: 0.6230, loss/: 0.6230, grad_norm: 3.1320, top1_acc//aux0: 0.8609, top5_acc//aux0: 0.9590, loss_cls//aux0: 0.5179, loss//aux0: 0.5179 2020-10-16 09:26:06,941 - mmaction - INFO - Epoch [97][120/396] lr: 7.500e-05, eta: 0:25:02, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.8466, top5_acc/: 0.9432, loss_cls/: 0.6230, loss/: 0.6230, grad_norm: 3.1045, top1_acc//aux0: 0.8631, top5_acc//aux0: 0.9597, loss_cls//aux0: 0.5127, loss//aux0: 0.5127 2020-10-16 09:26:26,840 - mmaction - INFO - Epoch [97][140/396] lr: 7.500e-05, eta: 0:24:42, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8430, top5_acc/: 0.9495, loss_cls/: 0.6205, loss/: 0.6205, grad_norm: 3.1239, top1_acc//aux0: 0.8628, top5_acc//aux0: 0.9599, loss_cls//aux0: 0.5152, loss//aux0: 0.5152 2020-10-16 09:26:27,309 - mmaction - INFO - Epoch [97][140/396] lr: 7.500e-05, eta: 0:24:42, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8430, top5_acc/: 0.9495, loss_cls/: 0.6205, loss/: 0.6205, grad_norm: 3.1178, top1_acc//aux0: 0.8612, top5_acc//aux0: 0.9594, loss_cls//aux0: 0.5185, loss//aux0: 0.5185 2020-10-16 09:26:47,236 - mmaction - INFO - Epoch [97][160/396] lr: 7.500e-05, eta: 0:24:21, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8503, top5_acc/: 0.9466, loss_cls/: 0.6225, loss/: 0.6225, grad_norm: 3.1019, top1_acc//aux0: 0.8652, top5_acc//aux0: 0.9603, loss_cls//aux0: 0.4970, loss//aux0: 0.4970 2020-10-16 09:26:47,683 - mmaction - INFO - Epoch [97][160/396] lr: 7.500e-05, eta: 0:24:21, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.8503, top5_acc/: 0.9466, loss_cls/: 0.6225, loss/: 0.6225, grad_norm: 3.0986, top1_acc//aux0: 0.8659, top5_acc//aux0: 0.9601, loss_cls//aux0: 0.4958, loss//aux0: 0.4958 2020-10-16 09:27:07,640 - mmaction - INFO - Epoch [97][180/396] lr: 7.500e-05, eta: 0:24:00, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8469, top5_acc/: 0.9505, loss_cls/: 0.6151, loss/: 0.6151, grad_norm: 3.1363, top1_acc//aux0: 0.8628, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5031, loss//aux0: 0.5031 2020-10-16 09:27:08,181 - mmaction - INFO - Epoch [97][180/396] lr: 7.500e-05, eta: 0:24:01, time: 0.517, data_time: 0.003, memory: 8335, top1_acc/: 0.8469, top5_acc/: 0.9505, loss_cls/: 0.6151, loss/: 0.6151, grad_norm: 3.1332, top1_acc//aux0: 0.8620, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5083, loss//aux0: 0.5083 2020-10-16 09:27:28,020 - mmaction - INFO - Epoch [97][200/396] lr: 7.500e-05, eta: 0:23:40, time: 0.504, data_time: 0.000, memory: 8335, top1_acc/: 0.8531, top5_acc/: 0.9578, loss_cls/: 0.5888, loss/: 0.5888, grad_norm: 3.0532, top1_acc//aux0: 0.8641, top5_acc//aux0: 0.9594, loss_cls//aux0: 0.5114, loss//aux0: 0.5114 2020-10-16 09:27:28,462 - mmaction - INFO - Epoch [97][200/396] lr: 7.500e-05, eta: 0:23:40, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8531, top5_acc/: 0.9578, loss_cls/: 0.5888, loss/: 0.5888, grad_norm: 3.0728, top1_acc//aux0: 0.8646, top5_acc//aux0: 0.9600, loss_cls//aux0: 0.5079, loss//aux0: 0.5079 2020-10-16 09:27:48,469 - mmaction - INFO - Epoch [97][220/396] lr: 7.500e-05, eta: 0:23:19, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.8326, top5_acc/: 0.9474, loss_cls/: 0.6449, loss/: 0.6449, grad_norm: 3.0965, top1_acc//aux0: 0.8631, top5_acc//aux0: 0.9592, loss_cls//aux0: 0.5080, loss//aux0: 0.5080 2020-10-16 09:27:48,910 - mmaction - INFO - Epoch [97][220/396] lr: 7.500e-05, eta: 0:23:20, time: 0.512, data_time: 0.002, memory: 8335, top1_acc/: 0.8326, top5_acc/: 0.9474, loss_cls/: 0.6449, loss/: 0.6449, grad_norm: 3.1183, top1_acc//aux0: 0.8627, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5105, loss//aux0: 0.5105 2020-10-16 09:28:08,874 - mmaction - INFO - Epoch [97][240/396] lr: 7.500e-05, eta: 0:22:59, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8445, top5_acc/: 0.9422, loss_cls/: 0.6223, loss/: 0.6223, grad_norm: 3.1464, top1_acc//aux0: 0.8601, top5_acc//aux0: 0.9577, loss_cls//aux0: 0.5205, loss//aux0: 0.5205 2020-10-16 09:28:09,343 - mmaction - INFO - Epoch [97][240/396] lr: 7.500e-05, eta: 0:22:59, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8445, top5_acc/: 0.9422, loss_cls/: 0.6223, loss/: 0.6223, grad_norm: 3.1506, top1_acc//aux0: 0.8606, top5_acc//aux0: 0.9580, loss_cls//aux0: 0.5184, loss//aux0: 0.5184 2020-10-16 09:28:29,231 - mmaction - INFO - Epoch [97][260/396] lr: 7.500e-05, eta: 0:22:38, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8430, top5_acc/: 0.9464, loss_cls/: 0.6196, loss/: 0.6196, grad_norm: 3.1019, top1_acc//aux0: 0.8639, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5184, loss//aux0: 0.5184 2020-10-16 09:28:29,693 - mmaction - INFO - Epoch [97][260/396] lr: 7.500e-05, eta: 0:22:39, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.8430, top5_acc/: 0.9464, loss_cls/: 0.6196, loss/: 0.6196, grad_norm: 3.1372, top1_acc//aux0: 0.8638, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5185, loss//aux0: 0.5185 2020-10-16 09:28:49,591 - mmaction - INFO - Epoch [97][280/396] lr: 7.500e-05, eta: 0:22:18, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8380, top5_acc/: 0.9391, loss_cls/: 0.6600, loss/: 0.6600, grad_norm: 3.0772, top1_acc//aux0: 0.8591, top5_acc//aux0: 0.9559, loss_cls//aux0: 0.5244, loss//aux0: 0.5244 2020-10-16 09:28:50,054 - mmaction - INFO - Epoch [97][280/396] lr: 7.500e-05, eta: 0:22:18, time: 0.508, data_time: 0.004, memory: 8335, top1_acc/: 0.8380, top5_acc/: 0.9391, loss_cls/: 0.6600, loss/: 0.6600, grad_norm: 3.0828, top1_acc//aux0: 0.8585, top5_acc//aux0: 0.9559, loss_cls//aux0: 0.5254, loss//aux0: 0.5254 2020-10-16 09:29:10,032 - mmaction - INFO - Epoch [97][300/396] lr: 7.500e-05, eta: 0:21:57, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8479, top5_acc/: 0.9529, loss_cls/: 0.6127, loss/: 0.6127, grad_norm: 3.1549, top1_acc//aux0: 0.8667, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5056, loss//aux0: 0.5056 2020-10-16 09:29:10,484 - mmaction - INFO - Epoch [97][300/396] lr: 7.500e-05, eta: 0:21:58, time: 0.512, data_time: 0.001, memory: 8335, top1_acc/: 0.8479, top5_acc/: 0.9529, loss_cls/: 0.6127, loss/: 0.6127, grad_norm: 3.1568, top1_acc//aux0: 0.8679, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5026, loss//aux0: 0.5026 2020-10-16 09:29:30,343 - mmaction - INFO - Epoch [97][320/396] lr: 7.500e-05, eta: 0:21:37, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8451, top5_acc/: 0.9534, loss_cls/: 0.6171, loss/: 0.6171, grad_norm: 3.0372, top1_acc//aux0: 0.8606, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5173, loss//aux0: 0.5173 2020-10-16 09:29:30,798 - mmaction - INFO - Epoch [97][320/396] lr: 7.500e-05, eta: 0:21:37, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.8451, top5_acc/: 0.9534, loss_cls/: 0.6171, loss/: 0.6171, grad_norm: 3.0383, top1_acc//aux0: 0.8598, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5169, loss//aux0: 0.5169 2020-10-16 09:29:50,756 - mmaction - INFO - Epoch [97][340/396] lr: 7.500e-05, eta: 0:21:16, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8508, top5_acc/: 0.9490, loss_cls/: 0.6105, loss/: 0.6105, grad_norm: 3.0791, top1_acc//aux0: 0.8626, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5103, loss//aux0: 0.5103 2020-10-16 09:29:51,188 - mmaction - INFO - Epoch [97][340/396] lr: 7.500e-05, eta: 0:21:17, time: 0.509, data_time: 0.003, memory: 8335, top1_acc/: 0.8508, top5_acc/: 0.9490, loss_cls/: 0.6105, loss/: 0.6105, grad_norm: 3.0958, top1_acc//aux0: 0.8629, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5108, loss//aux0: 0.5108 2020-10-16 09:30:11,141 - mmaction - INFO - Epoch [97][360/396] lr: 7.500e-05, eta: 0:20:56, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8432, top5_acc/: 0.9495, loss_cls/: 0.6272, loss/: 0.6272, grad_norm: 3.1008, top1_acc//aux0: 0.8626, top5_acc//aux0: 0.9590, loss_cls//aux0: 0.5069, loss//aux0: 0.5069 2020-10-16 09:30:11,579 - mmaction - INFO - Epoch [97][360/396] lr: 7.500e-05, eta: 0:20:56, time: 0.511, data_time: 0.003, memory: 8335, top1_acc/: 0.8432, top5_acc/: 0.9495, loss_cls/: 0.6272, loss/: 0.6272, grad_norm: 3.1169, top1_acc//aux0: 0.8617, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5121, loss//aux0: 0.5121 2020-10-16 09:30:31,600 - mmaction - INFO - Epoch [97][380/396] lr: 7.500e-05, eta: 0:20:35, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.8307, top5_acc/: 0.9482, loss_cls/: 0.6492, loss/: 0.6492, grad_norm: 3.0942, top1_acc//aux0: 0.8597, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5180, loss//aux0: 0.5180 2020-10-16 09:30:32,053 - mmaction - INFO - Epoch [97][380/396] lr: 7.500e-05, eta: 0:20:35, time: 0.515, data_time: 0.003, memory: 8335, top1_acc/: 0.8307, top5_acc/: 0.9482, loss_cls/: 0.6492, loss/: 0.6492, grad_norm: 3.0995, top1_acc//aux0: 0.8607, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5134, loss//aux0: 0.5134 2020-10-16 09:30:50,427 - mmaction - INFO - Saving checkpoint at 97 epochs 2020-10-16 09:33:43,057 - mmaction - INFO - Epoch [98][20/396] lr: 7.500e-05, eta: 0:19:58, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8464, top5_acc/: 0.9500, loss_cls/: 0.6205, loss/: 0.6205, grad_norm: 3.0871, top1_acc//aux0: 0.8639, top5_acc//aux0: 0.9595, loss_cls//aux0: 0.5111, loss//aux0: 0.5111 2020-10-16 09:33:43,504 - mmaction - INFO - Epoch [98][20/396] lr: 7.500e-05, eta: 0:19:58, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.8464, top5_acc/: 0.9500, loss_cls/: 0.6205, loss/: 0.6205, grad_norm: 3.0984, top1_acc//aux0: 0.8641, top5_acc//aux0: 0.9597, loss_cls//aux0: 0.5096, loss//aux0: 0.5096 2020-10-16 09:34:03,184 - mmaction - INFO - Epoch [98][40/396] lr: 7.500e-05, eta: 0:19:37, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.8474, top5_acc/: 0.9492, loss_cls/: 0.5995, loss/: 0.5995, grad_norm: 3.0627, top1_acc//aux0: 0.8620, top5_acc//aux0: 0.9590, loss_cls//aux0: 0.5129, loss//aux0: 0.5129 2020-10-16 09:34:03,664 - mmaction - INFO - Epoch [98][40/396] lr: 7.500e-05, eta: 0:19:37, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8474, top5_acc/: 0.9492, loss_cls/: 0.5995, loss/: 0.5995, grad_norm: 3.0915, top1_acc//aux0: 0.8613, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5168, loss//aux0: 0.5168 2020-10-16 09:34:23,436 - mmaction - INFO - Epoch [98][60/396] lr: 7.500e-05, eta: 0:19:17, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8357, top5_acc/: 0.9474, loss_cls/: 0.6361, loss/: 0.6361, grad_norm: 3.2010, top1_acc//aux0: 0.8621, top5_acc//aux0: 0.9580, loss_cls//aux0: 0.5126, loss//aux0: 0.5126 2020-10-16 09:34:23,875 - mmaction - INFO - Epoch [98][60/396] lr: 7.500e-05, eta: 0:19:17, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8357, top5_acc/: 0.9474, loss_cls/: 0.6361, loss/: 0.6361, grad_norm: 3.1991, top1_acc//aux0: 0.8625, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5120, loss//aux0: 0.5120 2020-10-16 09:34:43,950 - mmaction - INFO - Epoch [98][80/396] lr: 7.500e-05, eta: 0:18:56, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8516, top5_acc/: 0.9500, loss_cls/: 0.5978, loss/: 0.5978, grad_norm: 3.0608, top1_acc//aux0: 0.8639, top5_acc//aux0: 0.9596, loss_cls//aux0: 0.5063, loss//aux0: 0.5063 2020-10-16 09:34:44,373 - mmaction - INFO - Epoch [98][80/396] lr: 7.500e-05, eta: 0:18:56, time: 0.514, data_time: 0.003, memory: 8335, top1_acc/: 0.8516, top5_acc/: 0.9500, loss_cls/: 0.5978, loss/: 0.5978, grad_norm: 3.0650, top1_acc//aux0: 0.8640, top5_acc//aux0: 0.9600, loss_cls//aux0: 0.5056, loss//aux0: 0.5056 2020-10-16 09:35:04,307 - mmaction - INFO - Epoch [98][100/396] lr: 7.500e-05, eta: 0:18:36, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8341, top5_acc/: 0.9435, loss_cls/: 0.6474, loss/: 0.6474, grad_norm: 3.0877, top1_acc//aux0: 0.8613, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5177, loss//aux0: 0.5177 2020-10-16 09:35:04,745 - mmaction - INFO - Epoch [98][100/396] lr: 7.500e-05, eta: 0:18:36, time: 0.511, data_time: 0.001, memory: 8335, top1_acc/: 0.8341, top5_acc/: 0.9435, loss_cls/: 0.6474, loss/: 0.6474, grad_norm: 3.0799, top1_acc//aux0: 0.8611, top5_acc//aux0: 0.9568, loss_cls//aux0: 0.5179, loss//aux0: 0.5179 2020-10-16 09:35:24,753 - mmaction - INFO - Epoch [98][120/396] lr: 7.500e-05, eta: 0:18:15, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8354, top5_acc/: 0.9424, loss_cls/: 0.6461, loss/: 0.6461, grad_norm: 3.1826, top1_acc//aux0: 0.8605, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5138, loss//aux0: 0.5138 2020-10-16 09:35:25,217 - mmaction - INFO - Epoch [98][120/396] lr: 7.500e-05, eta: 0:18:15, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8354, top5_acc/: 0.9424, loss_cls/: 0.6461, loss/: 0.6461, grad_norm: 3.1687, top1_acc//aux0: 0.8602, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5136, loss//aux0: 0.5136 2020-10-16 09:35:45,143 - mmaction - INFO - Epoch [98][140/396] lr: 7.500e-05, eta: 0:17:55, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.8417, top5_acc/: 0.9437, loss_cls/: 0.6371, loss/: 0.6371, grad_norm: 3.0901, top1_acc//aux0: 0.8627, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5126, loss//aux0: 0.5126 2020-10-16 09:35:45,605 - mmaction - INFO - Epoch [98][140/396] lr: 7.500e-05, eta: 0:17:55, time: 0.514, data_time: 0.002, memory: 8335, top1_acc/: 0.8417, top5_acc/: 0.9437, loss_cls/: 0.6371, loss/: 0.6371, grad_norm: 3.0905, top1_acc//aux0: 0.8625, top5_acc//aux0: 0.9578, loss_cls//aux0: 0.5134, loss//aux0: 0.5134 2020-10-16 09:36:05,508 - mmaction - INFO - Epoch [98][160/396] lr: 7.500e-05, eta: 0:17:34, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8492, top5_acc/: 0.9456, loss_cls/: 0.6120, loss/: 0.6120, grad_norm: 3.0699, top1_acc//aux0: 0.8616, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5217, loss//aux0: 0.5217 2020-10-16 09:36:05,958 - mmaction - INFO - Epoch [98][160/396] lr: 7.500e-05, eta: 0:17:34, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8492, top5_acc/: 0.9456, loss_cls/: 0.6120, loss/: 0.6120, grad_norm: 3.0939, top1_acc//aux0: 0.8624, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5191, loss//aux0: 0.5191 2020-10-16 09:36:25,858 - mmaction - INFO - Epoch [98][180/396] lr: 7.500e-05, eta: 0:17:14, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8427, top5_acc/: 0.9534, loss_cls/: 0.6072, loss/: 0.6072, grad_norm: 3.0633, top1_acc//aux0: 0.8589, top5_acc//aux0: 0.9573, loss_cls//aux0: 0.5243, loss//aux0: 0.5243 2020-10-16 09:36:26,314 - mmaction - INFO - Epoch [98][180/396] lr: 7.500e-05, eta: 0:17:14, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.8427, top5_acc/: 0.9534, loss_cls/: 0.6072, loss/: 0.6072, grad_norm: 3.0452, top1_acc//aux0: 0.8594, top5_acc//aux0: 0.9576, loss_cls//aux0: 0.5230, loss//aux0: 0.5230 2020-10-16 09:36:46,386 - mmaction - INFO - Epoch [98][200/396] lr: 7.500e-05, eta: 0:16:53, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8385, top5_acc/: 0.9482, loss_cls/: 0.6339, loss/: 0.6339, grad_norm: 3.0445, top1_acc//aux0: 0.8681, top5_acc//aux0: 0.9610, loss_cls//aux0: 0.4961, loss//aux0: 0.4961 2020-10-16 09:36:46,855 - mmaction - INFO - Epoch [98][200/396] lr: 7.500e-05, eta: 0:16:53, time: 0.514, data_time: 0.002, memory: 8335, top1_acc/: 0.8385, top5_acc/: 0.9482, loss_cls/: 0.6339, loss/: 0.6339, grad_norm: 3.0235, top1_acc//aux0: 0.8677, top5_acc//aux0: 0.9606, loss_cls//aux0: 0.4981, loss//aux0: 0.4981 2020-10-16 09:37:06,710 - mmaction - INFO - Epoch [98][220/396] lr: 7.500e-05, eta: 0:16:33, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8409, top5_acc/: 0.9513, loss_cls/: 0.6264, loss/: 0.6264, grad_norm: 3.1102, top1_acc//aux0: 0.8652, top5_acc//aux0: 0.9584, loss_cls//aux0: 0.5057, loss//aux0: 0.5057 2020-10-16 09:37:07,167 - mmaction - INFO - Epoch [98][220/396] lr: 7.500e-05, eta: 0:16:33, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8409, top5_acc/: 0.9513, loss_cls/: 0.6264, loss/: 0.6264, grad_norm: 3.1302, top1_acc//aux0: 0.8649, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5065, loss//aux0: 0.5065 2020-10-16 09:37:27,036 - mmaction - INFO - Epoch [98][240/396] lr: 7.500e-05, eta: 0:16:12, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8346, top5_acc/: 0.9487, loss_cls/: 0.6449, loss/: 0.6449, grad_norm: 3.0914, top1_acc//aux0: 0.8647, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5079, loss//aux0: 0.5079 2020-10-16 09:37:27,472 - mmaction - INFO - Epoch [98][240/396] lr: 7.500e-05, eta: 0:16:12, time: 0.506, data_time: 0.002, memory: 8335, top1_acc/: 0.8346, top5_acc/: 0.9487, loss_cls/: 0.6449, loss/: 0.6449, grad_norm: 3.0649, top1_acc//aux0: 0.8651, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5056, loss//aux0: 0.5056 2020-10-16 09:37:47,575 - mmaction - INFO - Epoch [98][260/396] lr: 7.500e-05, eta: 0:15:51, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8458, top5_acc/: 0.9510, loss_cls/: 0.6117, loss/: 0.6117, grad_norm: 3.1162, top1_acc//aux0: 0.8643, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5000, loss//aux0: 0.5000 2020-10-16 09:37:48,006 - mmaction - INFO - Epoch [98][260/396] lr: 7.500e-05, eta: 0:15:52, time: 0.514, data_time: 0.001, memory: 8335, top1_acc/: 0.8458, top5_acc/: 0.9510, loss_cls/: 0.6117, loss/: 0.6117, grad_norm: 3.1163, top1_acc//aux0: 0.8642, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5005, loss//aux0: 0.5005 2020-10-16 09:38:07,978 - mmaction - INFO - Epoch [98][280/396] lr: 7.500e-05, eta: 0:15:31, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8383, top5_acc/: 0.9495, loss_cls/: 0.6318, loss/: 0.6318, grad_norm: 3.0828, top1_acc//aux0: 0.8624, top5_acc//aux0: 0.9595, loss_cls//aux0: 0.5018, loss//aux0: 0.5018 2020-10-16 09:38:08,431 - mmaction - INFO - Epoch [98][280/396] lr: 7.500e-05, eta: 0:15:31, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8383, top5_acc/: 0.9495, loss_cls/: 0.6318, loss/: 0.6318, grad_norm: 3.0774, top1_acc//aux0: 0.8622, top5_acc//aux0: 0.9593, loss_cls//aux0: 0.5044, loss//aux0: 0.5044 2020-10-16 09:38:28,374 - mmaction - INFO - Epoch [98][300/396] lr: 7.500e-05, eta: 0:15:10, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8445, top5_acc/: 0.9437, loss_cls/: 0.6406, loss/: 0.6406, grad_norm: 3.1004, top1_acc//aux0: 0.8614, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5158, loss//aux0: 0.5158 2020-10-16 09:38:28,811 - mmaction - INFO - Epoch [98][300/396] lr: 7.500e-05, eta: 0:15:11, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8445, top5_acc/: 0.9437, loss_cls/: 0.6406, loss/: 0.6406, grad_norm: 3.0900, top1_acc//aux0: 0.8618, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5135, loss//aux0: 0.5135 2020-10-16 09:38:48,851 - mmaction - INFO - Epoch [98][320/396] lr: 7.500e-05, eta: 0:14:50, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8466, top5_acc/: 0.9479, loss_cls/: 0.6301, loss/: 0.6301, grad_norm: 3.1689, top1_acc//aux0: 0.8617, top5_acc//aux0: 0.9588, loss_cls//aux0: 0.5108, loss//aux0: 0.5108 2020-10-16 09:38:49,310 - mmaction - INFO - Epoch [98][320/396] lr: 7.500e-05, eta: 0:14:50, time: 0.510, data_time: 0.004, memory: 8335, top1_acc/: 0.8466, top5_acc/: 0.9479, loss_cls/: 0.6301, loss/: 0.6301, grad_norm: 3.1789, top1_acc//aux0: 0.8614, top5_acc//aux0: 0.9594, loss_cls//aux0: 0.5110, loss//aux0: 0.5110 2020-10-16 09:39:09,263 - mmaction - INFO - Epoch [98][340/396] lr: 7.500e-05, eta: 0:14:29, time: 0.507, data_time: 0.000, memory: 8335, top1_acc/: 0.8333, top5_acc/: 0.9469, loss_cls/: 0.6648, loss/: 0.6648, grad_norm: 3.0888, top1_acc//aux0: 0.8631, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5149, loss//aux0: 0.5149 2020-10-16 09:39:09,707 - mmaction - INFO - Epoch [98][340/396] lr: 7.500e-05, eta: 0:14:30, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8333, top5_acc/: 0.9469, loss_cls/: 0.6648, loss/: 0.6648, grad_norm: 3.0938, top1_acc//aux0: 0.8638, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5148, loss//aux0: 0.5148 2020-10-16 09:39:29,651 - mmaction - INFO - Epoch [98][360/396] lr: 7.500e-05, eta: 0:14:09, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8297, top5_acc/: 0.9466, loss_cls/: 0.6390, loss/: 0.6390, grad_norm: 3.1280, top1_acc//aux0: 0.8645, top5_acc//aux0: 0.9583, loss_cls//aux0: 0.5076, loss//aux0: 0.5076 2020-10-16 09:39:30,076 - mmaction - INFO - Epoch [98][360/396] lr: 7.500e-05, eta: 0:14:09, time: 0.505, data_time: 0.002, memory: 8335, top1_acc/: 0.8297, top5_acc/: 0.9466, loss_cls/: 0.6390, loss/: 0.6390, grad_norm: 3.1034, top1_acc//aux0: 0.8648, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5049, loss//aux0: 0.5049 2020-10-16 09:39:50,028 - mmaction - INFO - Epoch [98][380/396] lr: 7.500e-05, eta: 0:13:48, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8440, top5_acc/: 0.9466, loss_cls/: 0.6336, loss/: 0.6336, grad_norm: 3.0169, top1_acc//aux0: 0.8688, top5_acc//aux0: 0.9604, loss_cls//aux0: 0.4869, loss//aux0: 0.4869 2020-10-16 09:39:50,487 - mmaction - INFO - Epoch [98][380/396] lr: 7.500e-05, eta: 0:13:49, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8440, top5_acc/: 0.9466, loss_cls/: 0.6336, loss/: 0.6336, grad_norm: 3.0233, top1_acc//aux0: 0.8681, top5_acc//aux0: 0.9600, loss_cls//aux0: 0.4891, loss//aux0: 0.4891 2020-10-16 09:40:07,906 - mmaction - INFO - Saving checkpoint at 98 epochs 2020-10-16 09:42:54,048 - mmaction - INFO - Epoch [99][20/396] lr: 7.500e-05, eta: 0:13:11, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8404, top5_acc/: 0.9492, loss_cls/: 0.6263, loss/: 0.6263, grad_norm: 3.1262, top1_acc//aux0: 0.8621, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5104, loss//aux0: 0.5104 2020-10-16 09:42:54,535 - mmaction - INFO - Epoch [99][20/396] lr: 7.500e-05, eta: 0:13:11, time: 0.513, data_time: 0.003, memory: 8335, top1_acc/: 0.8404, top5_acc/: 0.9492, loss_cls/: 0.6263, loss/: 0.6263, grad_norm: 3.1441, top1_acc//aux0: 0.8620, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5121, loss//aux0: 0.5121 2020-10-16 09:43:14,244 - mmaction - INFO - Epoch [99][40/396] lr: 7.500e-05, eta: 0:12:51, time: 0.500, data_time: 0.000, memory: 8335, top1_acc/: 0.8375, top5_acc/: 0.9443, loss_cls/: 0.6403, loss/: 0.6403, grad_norm: 3.1210, top1_acc//aux0: 0.8622, top5_acc//aux0: 0.9584, loss_cls//aux0: 0.5170, loss//aux0: 0.5170 2020-10-16 09:43:14,704 - mmaction - INFO - Epoch [99][40/396] lr: 7.500e-05, eta: 0:12:51, time: 0.503, data_time: 0.003, memory: 8335, top1_acc/: 0.8375, top5_acc/: 0.9443, loss_cls/: 0.6403, loss/: 0.6403, grad_norm: 3.1295, top1_acc//aux0: 0.8617, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5168, loss//aux0: 0.5168 2020-10-16 09:43:34,687 - mmaction - INFO - Epoch [99][60/396] lr: 7.500e-05, eta: 0:12:30, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.8495, top5_acc/: 0.9500, loss_cls/: 0.6133, loss/: 0.6133, grad_norm: 3.0876, top1_acc//aux0: 0.8595, top5_acc//aux0: 0.9588, loss_cls//aux0: 0.5246, loss//aux0: 0.5246 2020-10-16 09:43:35,126 - mmaction - INFO - Epoch [99][60/396] lr: 7.500e-05, eta: 0:12:30, time: 0.518, data_time: 0.003, memory: 8335, top1_acc/: 0.8495, top5_acc/: 0.9500, loss_cls/: 0.6133, loss/: 0.6133, grad_norm: 3.0712, top1_acc//aux0: 0.8614, top5_acc//aux0: 0.9590, loss_cls//aux0: 0.5193, loss//aux0: 0.5193 2020-10-16 09:43:55,009 - mmaction - INFO - Epoch [99][80/396] lr: 7.500e-05, eta: 0:12:10, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8367, top5_acc/: 0.9474, loss_cls/: 0.6268, loss/: 0.6268, grad_norm: 3.0752, top1_acc//aux0: 0.8665, top5_acc//aux0: 0.9618, loss_cls//aux0: 0.4865, loss//aux0: 0.4865 2020-10-16 09:43:55,449 - mmaction - INFO - Epoch [99][80/396] lr: 7.500e-05, eta: 0:12:10, time: 0.508, data_time: 0.003, memory: 8335, top1_acc/: 0.8367, top5_acc/: 0.9474, loss_cls/: 0.6268, loss/: 0.6268, grad_norm: 3.0740, top1_acc//aux0: 0.8653, top5_acc//aux0: 0.9618, loss_cls//aux0: 0.4888, loss//aux0: 0.4888 2020-10-16 09:44:15,466 - mmaction - INFO - Epoch [99][100/396] lr: 7.500e-05, eta: 0:11:49, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8422, top5_acc/: 0.9508, loss_cls/: 0.6259, loss/: 0.6259, grad_norm: 3.1491, top1_acc//aux0: 0.8650, top5_acc//aux0: 0.9624, loss_cls//aux0: 0.4936, loss//aux0: 0.4936 2020-10-16 09:44:15,900 - mmaction - INFO - Epoch [99][100/396] lr: 7.500e-05, eta: 0:11:49, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.8422, top5_acc/: 0.9508, loss_cls/: 0.6259, loss/: 0.6259, grad_norm: 3.1593, top1_acc//aux0: 0.8646, top5_acc//aux0: 0.9623, loss_cls//aux0: 0.4954, loss//aux0: 0.4954 2020-10-16 09:44:35,942 - mmaction - INFO - Epoch [99][120/396] lr: 7.500e-05, eta: 0:11:29, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8438, top5_acc/: 0.9482, loss_cls/: 0.6347, loss/: 0.6347, grad_norm: 3.1966, top1_acc//aux0: 0.8620, top5_acc//aux0: 0.9602, loss_cls//aux0: 0.5045, loss//aux0: 0.5045 2020-10-16 09:44:36,386 - mmaction - INFO - Epoch [99][120/396] lr: 7.500e-05, eta: 0:11:29, time: 0.512, data_time: 0.003, memory: 8335, top1_acc/: 0.8438, top5_acc/: 0.9482, loss_cls/: 0.6347, loss/: 0.6347, grad_norm: 3.2022, top1_acc//aux0: 0.8625, top5_acc//aux0: 0.9602, loss_cls//aux0: 0.5019, loss//aux0: 0.5019 2020-10-16 09:44:56,346 - mmaction - INFO - Epoch [99][140/396] lr: 7.500e-05, eta: 0:11:08, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8367, top5_acc/: 0.9487, loss_cls/: 0.6255, loss/: 0.6255, grad_norm: 3.1066, top1_acc//aux0: 0.8652, top5_acc//aux0: 0.9585, loss_cls//aux0: 0.5051, loss//aux0: 0.5051 2020-10-16 09:44:56,800 - mmaction - INFO - Epoch [99][140/396] lr: 7.500e-05, eta: 0:11:08, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8367, top5_acc/: 0.9487, loss_cls/: 0.6255, loss/: 0.6255, grad_norm: 3.1310, top1_acc//aux0: 0.8650, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5072, loss//aux0: 0.5072 2020-10-16 09:45:16,653 - mmaction - INFO - Epoch [99][160/396] lr: 7.500e-05, eta: 0:10:48, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8352, top5_acc/: 0.9453, loss_cls/: 0.6450, loss/: 0.6450, grad_norm: 3.1127, top1_acc//aux0: 0.8628, top5_acc//aux0: 0.9590, loss_cls//aux0: 0.5101, loss//aux0: 0.5101 2020-10-16 09:45:17,118 - mmaction - INFO - Epoch [99][160/396] lr: 7.500e-05, eta: 0:10:48, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8352, top5_acc/: 0.9453, loss_cls/: 0.6450, loss/: 0.6450, grad_norm: 3.1028, top1_acc//aux0: 0.8633, top5_acc//aux0: 0.9595, loss_cls//aux0: 0.5088, loss//aux0: 0.5088 2020-10-16 09:45:37,150 - mmaction - INFO - Epoch [99][180/396] lr: 7.500e-05, eta: 0:10:27, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.8479, top5_acc/: 0.9513, loss_cls/: 0.6086, loss/: 0.6086, grad_norm: 3.1515, top1_acc//aux0: 0.8622, top5_acc//aux0: 0.9558, loss_cls//aux0: 0.5199, loss//aux0: 0.5199 2020-10-16 09:45:37,586 - mmaction - INFO - Epoch [99][180/396] lr: 7.500e-05, eta: 0:10:27, time: 0.514, data_time: 0.002, memory: 8335, top1_acc/: 0.8479, top5_acc/: 0.9513, loss_cls/: 0.6086, loss/: 0.6086, grad_norm: 3.1255, top1_acc//aux0: 0.8617, top5_acc//aux0: 0.9555, loss_cls//aux0: 0.5219, loss//aux0: 0.5219 2020-10-16 09:45:57,667 - mmaction - INFO - Epoch [99][200/396] lr: 7.500e-05, eta: 0:10:07, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8492, top5_acc/: 0.9482, loss_cls/: 0.6062, loss/: 0.6062, grad_norm: 3.0912, top1_acc//aux0: 0.8643, top5_acc//aux0: 0.9595, loss_cls//aux0: 0.5027, loss//aux0: 0.5027 2020-10-16 09:45:58,118 - mmaction - INFO - Epoch [99][200/396] lr: 7.500e-05, eta: 0:10:07, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.8492, top5_acc/: 0.9482, loss_cls/: 0.6062, loss/: 0.6062, grad_norm: 3.1016, top1_acc//aux0: 0.8640, top5_acc//aux0: 0.9597, loss_cls//aux0: 0.5027, loss//aux0: 0.5027 2020-10-16 09:46:18,085 - mmaction - INFO - Epoch [99][220/396] lr: 7.500e-05, eta: 0:09:46, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8453, top5_acc/: 0.9458, loss_cls/: 0.6253, loss/: 0.6253, grad_norm: 3.0361, top1_acc//aux0: 0.8632, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5147, loss//aux0: 0.5147 2020-10-16 09:46:18,559 - mmaction - INFO - Epoch [99][220/396] lr: 7.500e-05, eta: 0:09:46, time: 0.514, data_time: 0.002, memory: 8335, top1_acc/: 0.8453, top5_acc/: 0.9458, loss_cls/: 0.6253, loss/: 0.6253, grad_norm: 3.0216, top1_acc//aux0: 0.8640, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5132, loss//aux0: 0.5132 2020-10-16 09:46:38,379 - mmaction - INFO - Epoch [99][240/396] lr: 7.500e-05, eta: 0:09:25, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8391, top5_acc/: 0.9471, loss_cls/: 0.6461, loss/: 0.6461, grad_norm: 3.1259, top1_acc//aux0: 0.8588, top5_acc//aux0: 0.9565, loss_cls//aux0: 0.5305, loss//aux0: 0.5305 2020-10-16 09:46:38,822 - mmaction - INFO - Epoch [99][240/396] lr: 7.500e-05, eta: 0:09:26, time: 0.507, data_time: 0.002, memory: 8335, top1_acc/: 0.8391, top5_acc/: 0.9471, loss_cls/: 0.6461, loss/: 0.6461, grad_norm: 3.1244, top1_acc//aux0: 0.8586, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5305, loss//aux0: 0.5305 2020-10-16 09:46:58,878 - mmaction - INFO - Epoch [99][260/396] lr: 7.500e-05, eta: 0:09:05, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.8424, top5_acc/: 0.9513, loss_cls/: 0.6260, loss/: 0.6260, grad_norm: 3.1403, top1_acc//aux0: 0.8629, top5_acc//aux0: 0.9596, loss_cls//aux0: 0.5093, loss//aux0: 0.5093 2020-10-16 09:46:59,323 - mmaction - INFO - Epoch [99][260/396] lr: 7.500e-05, eta: 0:09:05, time: 0.513, data_time: 0.003, memory: 8335, top1_acc/: 0.8424, top5_acc/: 0.9513, loss_cls/: 0.6260, loss/: 0.6260, grad_norm: 3.1588, top1_acc//aux0: 0.8614, top5_acc//aux0: 0.9592, loss_cls//aux0: 0.5128, loss//aux0: 0.5128 2020-10-16 09:47:19,435 - mmaction - INFO - Epoch [99][280/396] lr: 7.500e-05, eta: 0:08:44, time: 0.510, data_time: 0.000, memory: 8335, top1_acc/: 0.8417, top5_acc/: 0.9482, loss_cls/: 0.6312, loss/: 0.6312, grad_norm: 3.1357, top1_acc//aux0: 0.8619, top5_acc//aux0: 0.9556, loss_cls//aux0: 0.5195, loss//aux0: 0.5195 2020-10-16 09:47:19,885 - mmaction - INFO - Epoch [99][280/396] lr: 7.500e-05, eta: 0:08:45, time: 0.511, data_time: 0.004, memory: 8335, top1_acc/: 0.8417, top5_acc/: 0.9482, loss_cls/: 0.6312, loss/: 0.6312, grad_norm: 3.1445, top1_acc//aux0: 0.8632, top5_acc//aux0: 0.9561, loss_cls//aux0: 0.5165, loss//aux0: 0.5165 2020-10-16 09:47:40,055 - mmaction - INFO - Epoch [99][300/396] lr: 7.500e-05, eta: 0:08:24, time: 0.523, data_time: 0.000, memory: 8335, top1_acc/: 0.8393, top5_acc/: 0.9456, loss_cls/: 0.6332, loss/: 0.6332, grad_norm: 3.0988, top1_acc//aux0: 0.8637, top5_acc//aux0: 0.9603, loss_cls//aux0: 0.5087, loss//aux0: 0.5087 2020-10-16 09:47:40,501 - mmaction - INFO - Epoch [99][300/396] lr: 7.500e-05, eta: 0:08:24, time: 0.523, data_time: 0.003, memory: 8335, top1_acc/: 0.8393, top5_acc/: 0.9456, loss_cls/: 0.6332, loss/: 0.6332, grad_norm: 3.1057, top1_acc//aux0: 0.8636, top5_acc//aux0: 0.9603, loss_cls//aux0: 0.5083, loss//aux0: 0.5083 2020-10-16 09:48:00,511 - mmaction - INFO - Epoch [99][320/396] lr: 7.500e-05, eta: 0:08:03, time: 0.514, data_time: 0.000, memory: 8335, top1_acc/: 0.8333, top5_acc/: 0.9469, loss_cls/: 0.6295, loss/: 0.6295, grad_norm: 3.1183, top1_acc//aux0: 0.8638, top5_acc//aux0: 0.9611, loss_cls//aux0: 0.4962, loss//aux0: 0.4962 2020-10-16 09:48:00,969 - mmaction - INFO - Epoch [99][320/396] lr: 7.500e-05, eta: 0:08:04, time: 0.516, data_time: 0.003, memory: 8335, top1_acc/: 0.8333, top5_acc/: 0.9469, loss_cls/: 0.6295, loss/: 0.6295, grad_norm: 3.1096, top1_acc//aux0: 0.8638, top5_acc//aux0: 0.9608, loss_cls//aux0: 0.4962, loss//aux0: 0.4962 2020-10-16 09:48:20,902 - mmaction - INFO - Epoch [99][340/396] lr: 7.500e-05, eta: 0:07:43, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.8362, top5_acc/: 0.9435, loss_cls/: 0.6540, loss/: 0.6540, grad_norm: 3.0873, top1_acc//aux0: 0.8641, top5_acc//aux0: 0.9590, loss_cls//aux0: 0.5047, loss//aux0: 0.5047 2020-10-16 09:48:21,350 - mmaction - INFO - Epoch [99][340/396] lr: 7.500e-05, eta: 0:07:43, time: 0.516, data_time: 0.002, memory: 8335, top1_acc/: 0.8362, top5_acc/: 0.9435, loss_cls/: 0.6540, loss/: 0.6540, grad_norm: 3.1011, top1_acc//aux0: 0.8636, top5_acc//aux0: 0.9592, loss_cls//aux0: 0.5074, loss//aux0: 0.5074 2020-10-16 09:48:41,325 - mmaction - INFO - Epoch [99][360/396] lr: 7.500e-05, eta: 0:07:22, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8339, top5_acc/: 0.9464, loss_cls/: 0.6526, loss/: 0.6526, grad_norm: 3.1121, top1_acc//aux0: 0.8605, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5186, loss//aux0: 0.5186 2020-10-16 09:48:41,769 - mmaction - INFO - Epoch [99][360/396] lr: 7.500e-05, eta: 0:07:23, time: 0.514, data_time: 0.002, memory: 8335, top1_acc/: 0.8339, top5_acc/: 0.9464, loss_cls/: 0.6526, loss/: 0.6526, grad_norm: 3.1161, top1_acc//aux0: 0.8597, top5_acc//aux0: 0.9569, loss_cls//aux0: 0.5206, loss//aux0: 0.5206 2020-10-16 09:49:01,716 - mmaction - INFO - Epoch [99][380/396] lr: 7.500e-05, eta: 0:07:02, time: 0.512, data_time: 0.000, memory: 8335, top1_acc/: 0.8451, top5_acc/: 0.9495, loss_cls/: 0.6163, loss/: 0.6163, grad_norm: 3.1248, top1_acc//aux0: 0.8616, top5_acc//aux0: 0.9590, loss_cls//aux0: 0.5148, loss//aux0: 0.5148 2020-10-16 09:49:02,156 - mmaction - INFO - Epoch [99][380/396] lr: 7.500e-05, eta: 0:07:02, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.8451, top5_acc/: 0.9495, loss_cls/: 0.6163, loss/: 0.6163, grad_norm: 3.1201, top1_acc//aux0: 0.8630, top5_acc//aux0: 0.9595, loss_cls//aux0: 0.5098, loss//aux0: 0.5098 2020-10-16 09:49:20,826 - mmaction - INFO - Saving checkpoint at 99 epochs 2020-10-16 09:52:19,923 - mmaction - INFO - Epoch [100][20/396] lr: 7.500e-05, eta: 0:06:25, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8448, top5_acc/: 0.9529, loss_cls/: 0.6069, loss/: 0.6069, grad_norm: 3.0842, top1_acc//aux0: 0.8586, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5261, loss//aux0: 0.5261 2020-10-16 09:52:20,368 - mmaction - INFO - Epoch [100][20/396] lr: 7.500e-05, eta: 0:06:25, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.8448, top5_acc/: 0.9529, loss_cls/: 0.6069, loss/: 0.6069, grad_norm: 3.0931, top1_acc//aux0: 0.8588, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5265, loss//aux0: 0.5265 2020-10-16 09:52:40,098 - mmaction - INFO - Epoch [100][40/396] lr: 7.500e-05, eta: 0:06:04, time: 0.502, data_time: 0.000, memory: 8335, top1_acc/: 0.8424, top5_acc/: 0.9505, loss_cls/: 0.6370, loss/: 0.6370, grad_norm: 3.1052, top1_acc//aux0: 0.8585, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5299, loss//aux0: 0.5299 2020-10-16 09:52:40,541 - mmaction - INFO - Epoch [100][40/396] lr: 7.500e-05, eta: 0:06:04, time: 0.505, data_time: 0.003, memory: 8335, top1_acc/: 0.8424, top5_acc/: 0.9505, loss_cls/: 0.6370, loss/: 0.6370, grad_norm: 3.1092, top1_acc//aux0: 0.8584, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5283, loss//aux0: 0.5283 2020-10-16 09:53:00,340 - mmaction - INFO - Epoch [100][60/396] lr: 7.500e-05, eta: 0:05:44, time: 0.501, data_time: 0.000, memory: 8335, top1_acc/: 0.8417, top5_acc/: 0.9492, loss_cls/: 0.6294, loss/: 0.6294, grad_norm: 3.1091, top1_acc//aux0: 0.8598, top5_acc//aux0: 0.9572, loss_cls//aux0: 0.5237, loss//aux0: 0.5237 2020-10-16 09:53:00,790 - mmaction - INFO - Epoch [100][60/396] lr: 7.500e-05, eta: 0:05:44, time: 0.504, data_time: 0.002, memory: 8335, top1_acc/: 0.8417, top5_acc/: 0.9492, loss_cls/: 0.6294, loss/: 0.6294, grad_norm: 3.1288, top1_acc//aux0: 0.8600, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5252, loss//aux0: 0.5252 2020-10-16 09:53:20,778 - mmaction - INFO - Epoch [100][80/396] lr: 7.500e-05, eta: 0:05:23, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8393, top5_acc/: 0.9505, loss_cls/: 0.6339, loss/: 0.6339, grad_norm: 3.1721, top1_acc//aux0: 0.8628, top5_acc//aux0: 0.9586, loss_cls//aux0: 0.5127, loss//aux0: 0.5127 2020-10-16 09:53:21,224 - mmaction - INFO - Epoch [100][80/396] lr: 7.500e-05, eta: 0:05:23, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8393, top5_acc/: 0.9505, loss_cls/: 0.6339, loss/: 0.6339, grad_norm: 3.1770, top1_acc//aux0: 0.8626, top5_acc//aux0: 0.9584, loss_cls//aux0: 0.5121, loss//aux0: 0.5121 2020-10-16 09:53:41,011 - mmaction - INFO - Epoch [100][100/396] lr: 7.500e-05, eta: 0:05:03, time: 0.503, data_time: 0.000, memory: 8335, top1_acc/: 0.8453, top5_acc/: 0.9492, loss_cls/: 0.6195, loss/: 0.6195, grad_norm: 3.1681, top1_acc//aux0: 0.8589, top5_acc//aux0: 0.9571, loss_cls//aux0: 0.5224, loss//aux0: 0.5224 2020-10-16 09:53:41,458 - mmaction - INFO - Epoch [100][100/396] lr: 7.500e-05, eta: 0:05:03, time: 0.502, data_time: 0.003, memory: 8335, top1_acc/: 0.8453, top5_acc/: 0.9492, loss_cls/: 0.6195, loss/: 0.6195, grad_norm: 3.1421, top1_acc//aux0: 0.8590, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5224, loss//aux0: 0.5224 2020-10-16 09:54:01,451 - mmaction - INFO - Epoch [100][120/396] lr: 7.500e-05, eta: 0:04:42, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8448, top5_acc/: 0.9500, loss_cls/: 0.6235, loss/: 0.6235, grad_norm: 3.0576, top1_acc//aux0: 0.8590, top5_acc//aux0: 0.9577, loss_cls//aux0: 0.5198, loss//aux0: 0.5198 2020-10-16 09:54:01,907 - mmaction - INFO - Epoch [100][120/396] lr: 7.500e-05, eta: 0:04:42, time: 0.510, data_time: 0.003, memory: 8335, top1_acc/: 0.8448, top5_acc/: 0.9500, loss_cls/: 0.6235, loss/: 0.6235, grad_norm: 3.0707, top1_acc//aux0: 0.8593, top5_acc//aux0: 0.9580, loss_cls//aux0: 0.5180, loss//aux0: 0.5180 2020-10-16 09:54:21,794 - mmaction - INFO - Epoch [100][140/396] lr: 7.500e-05, eta: 0:04:22, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8268, top5_acc/: 0.9432, loss_cls/: 0.6706, loss/: 0.6706, grad_norm: 3.0886, top1_acc//aux0: 0.8637, top5_acc//aux0: 0.9600, loss_cls//aux0: 0.4999, loss//aux0: 0.4999 2020-10-16 09:54:22,223 - mmaction - INFO - Epoch [100][140/396] lr: 7.500e-05, eta: 0:04:22, time: 0.509, data_time: 0.001, memory: 8335, top1_acc/: 0.8268, top5_acc/: 0.9432, loss_cls/: 0.6706, loss/: 0.6706, grad_norm: 3.0979, top1_acc//aux0: 0.8633, top5_acc//aux0: 0.9598, loss_cls//aux0: 0.5029, loss//aux0: 0.5029 2020-10-16 09:54:42,118 - mmaction - INFO - Epoch [100][160/396] lr: 7.500e-05, eta: 0:04:01, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8453, top5_acc/: 0.9461, loss_cls/: 0.6282, loss/: 0.6282, grad_norm: 3.1294, top1_acc//aux0: 0.8626, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5112, loss//aux0: 0.5112 2020-10-16 09:54:42,576 - mmaction - INFO - Epoch [100][160/396] lr: 7.500e-05, eta: 0:04:01, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8453, top5_acc/: 0.9461, loss_cls/: 0.6282, loss/: 0.6282, grad_norm: 3.1337, top1_acc//aux0: 0.8625, top5_acc//aux0: 0.9570, loss_cls//aux0: 0.5104, loss//aux0: 0.5104 2020-10-16 09:55:02,628 - mmaction - INFO - Epoch [100][180/396] lr: 7.500e-05, eta: 0:03:41, time: 0.515, data_time: 0.000, memory: 8335, top1_acc/: 0.8497, top5_acc/: 0.9536, loss_cls/: 0.6040, loss/: 0.6040, grad_norm: 3.0439, top1_acc//aux0: 0.8641, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5047, loss//aux0: 0.5047 2020-10-16 09:55:03,063 - mmaction - INFO - Epoch [100][180/396] lr: 7.500e-05, eta: 0:03:41, time: 0.513, data_time: 0.002, memory: 8335, top1_acc/: 0.8497, top5_acc/: 0.9536, loss_cls/: 0.6040, loss/: 0.6040, grad_norm: 3.0609, top1_acc//aux0: 0.8634, top5_acc//aux0: 0.9582, loss_cls//aux0: 0.5091, loss//aux0: 0.5091 2020-10-16 09:55:23,354 - mmaction - INFO - Epoch [100][200/396] lr: 7.500e-05, eta: 0:03:20, time: 0.528, data_time: 0.000, memory: 8335, top1_acc/: 0.8263, top5_acc/: 0.9419, loss_cls/: 0.6528, loss/: 0.6528, grad_norm: 3.2149, top1_acc//aux0: 0.8586, top5_acc//aux0: 0.9543, loss_cls//aux0: 0.5419, loss//aux0: 0.5419 2020-10-16 09:55:23,809 - mmaction - INFO - Epoch [100][200/396] lr: 7.500e-05, eta: 0:03:20, time: 0.529, data_time: 0.003, memory: 8335, top1_acc/: 0.8263, top5_acc/: 0.9419, loss_cls/: 0.6528, loss/: 0.6528, grad_norm: 3.2102, top1_acc//aux0: 0.8589, top5_acc//aux0: 0.9544, loss_cls//aux0: 0.5386, loss//aux0: 0.5386 2020-10-16 09:55:43,776 - mmaction - INFO - Epoch [100][220/396] lr: 7.500e-05, eta: 0:03:00, time: 0.509, data_time: 0.000, memory: 8335, top1_acc/: 0.8352, top5_acc/: 0.9471, loss_cls/: 0.6464, loss/: 0.6464, grad_norm: 3.1287, top1_acc//aux0: 0.8642, top5_acc//aux0: 0.9612, loss_cls//aux0: 0.5020, loss//aux0: 0.5020 2020-10-16 09:55:44,204 - mmaction - INFO - Epoch [100][220/396] lr: 7.500e-05, eta: 0:03:00, time: 0.513, data_time: 0.005, memory: 8335, top1_acc/: 0.8352, top5_acc/: 0.9471, loss_cls/: 0.6464, loss/: 0.6464, grad_norm: 3.1253, top1_acc//aux0: 0.8655, top5_acc//aux0: 0.9621, loss_cls//aux0: 0.4968, loss//aux0: 0.4968 2020-10-16 09:56:04,293 - mmaction - INFO - Epoch [100][240/396] lr: 7.500e-05, eta: 0:02:39, time: 0.513, data_time: 0.000, memory: 8335, top1_acc/: 0.8344, top5_acc/: 0.9479, loss_cls/: 0.6412, loss/: 0.6412, grad_norm: 3.1776, top1_acc//aux0: 0.8627, top5_acc//aux0: 0.9592, loss_cls//aux0: 0.5109, loss//aux0: 0.5109 2020-10-16 09:56:04,761 - mmaction - INFO - Epoch [100][240/396] lr: 7.500e-05, eta: 0:02:39, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8344, top5_acc/: 0.9479, loss_cls/: 0.6412, loss/: 0.6412, grad_norm: 3.1858, top1_acc//aux0: 0.8615, top5_acc//aux0: 0.9589, loss_cls//aux0: 0.5165, loss//aux0: 0.5165 2020-10-16 09:56:24,665 - mmaction - INFO - Epoch [100][260/396] lr: 7.500e-05, eta: 0:02:19, time: 0.511, data_time: 0.000, memory: 8335, top1_acc/: 0.8432, top5_acc/: 0.9557, loss_cls/: 0.6184, loss/: 0.6184, grad_norm: 3.1159, top1_acc//aux0: 0.8607, top5_acc//aux0: 0.9587, loss_cls//aux0: 0.5134, loss//aux0: 0.5134 2020-10-16 09:56:25,138 - mmaction - INFO - Epoch [100][260/396] lr: 7.500e-05, eta: 0:02:19, time: 0.511, data_time: 0.002, memory: 8335, top1_acc/: 0.8432, top5_acc/: 0.9557, loss_cls/: 0.6184, loss/: 0.6184, grad_norm: 3.1058, top1_acc//aux0: 0.8618, top5_acc//aux0: 0.9584, loss_cls//aux0: 0.5092, loss//aux0: 0.5092 2020-10-16 09:56:45,406 - mmaction - INFO - Epoch [100][280/396] lr: 7.500e-05, eta: 0:01:58, time: 0.516, data_time: 0.000, memory: 8335, top1_acc/: 0.8479, top5_acc/: 0.9510, loss_cls/: 0.6137, loss/: 0.6137, grad_norm: 3.0588, top1_acc//aux0: 0.8667, top5_acc//aux0: 0.9594, loss_cls//aux0: 0.5029, loss//aux0: 0.5029 2020-10-16 09:56:45,889 - mmaction - INFO - Epoch [100][280/396] lr: 7.500e-05, eta: 0:01:58, time: 0.517, data_time: 0.005, memory: 8335, top1_acc/: 0.8479, top5_acc/: 0.9510, loss_cls/: 0.6137, loss/: 0.6137, grad_norm: 3.0650, top1_acc//aux0: 0.8668, top5_acc//aux0: 0.9593, loss_cls//aux0: 0.5039, loss//aux0: 0.5039 2020-10-16 09:57:05,691 - mmaction - INFO - Epoch [100][300/396] lr: 7.500e-05, eta: 0:01:38, time: 0.505, data_time: 0.000, memory: 8335, top1_acc/: 0.8414, top5_acc/: 0.9451, loss_cls/: 0.6381, loss/: 0.6381, grad_norm: 3.1104, top1_acc//aux0: 0.8630, top5_acc//aux0: 0.9562, loss_cls//aux0: 0.5156, loss//aux0: 0.5156 2020-10-16 09:57:06,131 - mmaction - INFO - Epoch [100][300/396] lr: 7.500e-05, eta: 0:01:38, time: 0.507, data_time: 0.003, memory: 8335, top1_acc/: 0.8414, top5_acc/: 0.9451, loss_cls/: 0.6381, loss/: 0.6381, grad_norm: 3.0835, top1_acc//aux0: 0.8632, top5_acc//aux0: 0.9567, loss_cls//aux0: 0.5144, loss//aux0: 0.5144 2020-10-16 09:57:26,125 - mmaction - INFO - Epoch [100][320/396] lr: 7.500e-05, eta: 0:01:17, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8469, top5_acc/: 0.9482, loss_cls/: 0.6175, loss/: 0.6175, grad_norm: 3.0609, top1_acc//aux0: 0.8620, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5174, loss//aux0: 0.5174 2020-10-16 09:57:26,591 - mmaction - INFO - Epoch [100][320/396] lr: 7.500e-05, eta: 0:01:17, time: 0.509, data_time: 0.002, memory: 8335, top1_acc/: 0.8469, top5_acc/: 0.9482, loss_cls/: 0.6175, loss/: 0.6175, grad_norm: 3.0589, top1_acc//aux0: 0.8619, top5_acc//aux0: 0.9581, loss_cls//aux0: 0.5175, loss//aux0: 0.5175 2020-10-16 09:57:46,490 - mmaction - INFO - Epoch [100][340/396] lr: 7.500e-05, eta: 0:00:57, time: 0.508, data_time: 0.000, memory: 8335, top1_acc/: 0.8258, top5_acc/: 0.9385, loss_cls/: 0.6819, loss/: 0.6819, grad_norm: 3.1176, top1_acc//aux0: 0.8658, top5_acc//aux0: 0.9616, loss_cls//aux0: 0.4913, loss//aux0: 0.4913 2020-10-16 09:57:47,000 - mmaction - INFO - Epoch [100][340/396] lr: 7.500e-05, eta: 0:00:57, time: 0.510, data_time: 0.002, memory: 8335, top1_acc/: 0.8258, top5_acc/: 0.9385, loss_cls/: 0.6819, loss/: 0.6819, grad_norm: 3.0930, top1_acc//aux0: 0.8652, top5_acc//aux0: 0.9611, loss_cls//aux0: 0.4927, loss//aux0: 0.4927 2020-10-16 09:58:07,104 - mmaction - INFO - Epoch [100][360/396] lr: 7.500e-05, eta: 0:00:36, time: 0.521, data_time: 0.000, memory: 8335, top1_acc/: 0.8333, top5_acc/: 0.9529, loss_cls/: 0.6356, loss/: 0.6356, grad_norm: 3.0980, top1_acc//aux0: 0.8644, top5_acc//aux0: 0.9574, loss_cls//aux0: 0.5034, loss//aux0: 0.5034 2020-10-16 09:58:07,589 - mmaction - INFO - Epoch [100][360/396] lr: 7.500e-05, eta: 0:00:36, time: 0.520, data_time: 0.003, memory: 8335, top1_acc/: 0.8333, top5_acc/: 0.9529, loss_cls/: 0.6356, loss/: 0.6356, grad_norm: 3.0914, top1_acc//aux0: 0.8657, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.4994, loss//aux0: 0.4994 2020-10-16 09:58:27,508 - mmaction - INFO - Epoch [100][380/396] lr: 7.500e-05, eta: 0:00:16, time: 0.506, data_time: 0.000, memory: 8335, top1_acc/: 0.8458, top5_acc/: 0.9513, loss_cls/: 0.6077, loss/: 0.6077, grad_norm: 3.1045, top1_acc//aux0: 0.8667, top5_acc//aux0: 0.9579, loss_cls//aux0: 0.5051, loss//aux0: 0.5051 2020-10-16 09:58:27,976 - mmaction - INFO - Epoch [100][380/396] lr: 7.500e-05, eta: 0:00:16, time: 0.508, data_time: 0.002, memory: 8335, top1_acc/: 0.8458, top5_acc/: 0.9513, loss_cls/: 0.6077, loss/: 0.6077, grad_norm: 3.0961, top1_acc//aux0: 0.8653, top5_acc//aux0: 0.9575, loss_cls//aux0: 0.5103, loss//aux0: 0.5103 2020-10-16 09:58:46,342 - mmaction - INFO - Saving checkpoint at 100 epochs 2020-10-16 10:00:07,200 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-16 10:00:07,582 - mmaction - INFO - top1_acc 0.7826 top5_acc 0.9361 2020-10-16 10:00:07,582 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-16 10:00:07,660 - mmaction - INFO - mean_acc 0.7830 2020-10-16 10:00:07,661 - mmaction - INFO - Epoch(val) [100][396] top1_acc: 0.7826, top5_acc: 0.9361, mean_class_accuracy: 0.7830